Kaggle_Competition_Min_Shi.ipynb

{"cells":[{"cell_type":"markdown","source":["# Kaggle Competition\n","**Min Shi**\n"],"metadata":{"id":"bQc-YjEGo8vR"},"id":"bQc-YjEGo8vR"},{"cell_type":"markdown","id":"7k2k5HDZBISu","metadata":{"id":"7k2k5HDZBISu"},"source":["## A List of Attempts to Get the Highest Validation Accuracy\n","\n","1st try:\n","\n","- model: resnet26d\n","- DataBlock setting:\n","\n","    item_tfms= Resize(800, method = 'squish'),\n","\n","    batch_tfms= aug_transforms(size = 256, min_scale = 0.75))\n","\n","- Learning Rate: steep point\n","- Threshold: 0.2750\n","- Validation f1 score: 0.8964\n","\n","2nd try:\n","\n","- model: resnet50\n","- DataBlock setting:\n","\n","    item_tfms= Resize(800, method = 'squish'),\n","\n","    batch_tfms= aug_transforms(size = 256, min_scale = 0.75))\n","\n","- Learning Rate: steep point\n","- Threshold: 0.3714\n","- Validation f1 score: 0.848\n","\n","3rd try:\n","\n","- model: resnet34\n","- DataBlock setting:\n","\n","    item_tfms= Resize(800, method = 'squish'),\n","\n","    batch_tfms= aug_transforms(size = 256, min_scale = 0.75))\n","\n","- Learning Rate: steep point\n","- Threshold: 0.3393\n","- Validation f1 score: 0.831\n","\n","4th try:\n","\n","- model: vit_base_patch16_224\n","\n","    learn = vision_learner(dls,'vit_base_patch16_224', metrics = [F1ScoreMulti(thresh = 0.5)], path = model_folder).to_fp16()\n","\n","- DataBlock setting:\n","\n","    item_tfms= Resize(800, method = 'squish'),\n","\n","    batch_tfms= aug_transforms(size = 256, min_scale = 0.75))\n","\n","- Learning Rate: steep point\n","- Threshold: 0.3393\n","- Validation f1 score: 0.812\n","\n","5th try:\n","\n","- model: convnext_tiny_in22k\n","- DataBlock setting:\n","\n","    item_tfms= Resize(800, method = 'squish'),\n","\n","    batch_tfms= aug_transforms(size = 256, min_scale = 0.75))\n","\n","- Learning Rate: steep\n","- Threshold: 0.3393\n","- Validation f1 score: 0.812\n","\n","6th try (4th submission):\n","\n","- model: convnext_tiny\n","- DataBlock setting:\n","\n","    item_tfms= Resize(800, method = 'squish'),\n","\n","    batch_tfms= aug_transforms(size = 256, min_scale = 0.75))\n","\n","- Learning Rate: steep point\n","- Threshold: 0.4679\n","- Validation f1 score: 0.909\n","\n","7th try:\n","\n","- model: convnext_tiny\n","- DataBlock setting:\n","\n","    item_tfms= Resize(900, method = 'squish'),\n","\n","    batch_tfms= aug_transforms(size = 612, min_scale = 0.75))\n","\n","- learn.fine_tune(5, 0.083176) # 5 epoches\n","- Learning Rate: steep point\n","- Threshold: 0.4036\n","- Validation f1 score: 0.904\n","\n","8th try:\n","\n","- model: convnext_tiny\n","- DataBlock setting:\n","\n","    item_tfms= Resize(400, method = 'squish'),\n","\n","    batch_tfms= aug_transforms(size = 256, min_scale = 0.75))\n","\n","- Learning Rate: steep point\n","- Threshold: 0.3714\n","- Validation f1 score: 0.907\n","\n","9th try:\n","\n","- model: convnext_tiny\n","- DataBlock setting:\n","\n","    item_tfms= Resize(400, method = 'squish'),\n","\n","    batch_tfms= aug_transforms(size = 256, min_scale = 0.85))\n","\n","- Learning Rate: steep point\n","- Threshold: 0.4679\n","- Validation f1 score: 0.909\n","\n","10th try (5th submission):\n","\n","- model: convnext_tiny\n","- DataBlock setting:\n","\n","    item_tfms= Resize(400, method = 'squish'),\n","\n","    batch_tfms= aug_transforms(size = 256, min_scale = 0.75))\n","\n","- Learning Rate: min point\n","- Results:\n","    - Threshold: 0.4357\n","    - Validation f1 score: 0.913\n","    - **Test score: 0.87150 (Kaggle's score)** -- my best score among 14 tries and 7 submissions\n","\n","11th try:\n","\n","- model: convnext_tiny\n","- DataBlock setting:\n","\n","    item_tfms= Resize(400, method = 'squish'),\n","\n","    batch_tfms= aug_transforms(size = 256, min_scale = 0.5))\n","\n","- Learning Rate: min point\n","- Threshold: 0.3393\n","- Validation f1 score: 0.903\n","\n","12th try:\n","\n","- model: swinv2_cr_small_ns_224\n","- DataBlock setting:\n","\n","    item_tfms= Resize(400, method = 'squish'),\n","\n","    batch_tfms= aug_transforms(size = 256, min_scale = 0.75))\n","\n","- Learning Rate: min point\n","- Threshold: 0.4357\n","- Validation f1 score: 0.8418\n","\n","13th try (6th submission):\n","\n","- model: convnext_tiny\n","- DataBlock setting:\n","\n","    item_tfms= Resize(400, method = 'squish'),\n","\n","    batch_tfms= aug_transforms(size = 256, min_scale = 0.75))\n","\n","- Learning Rate: min point\n","- learn.fine_tune(5, 0.0209) # 5 epoches\n","- Threshold: 0.3393\n","- Validation f1 score: 0.9145\n","\n","14th try (7th submission):\n","\n","- model: convnext_tiny\n","- DataBlock setting:\n","\n","    item_tfms= Resize(400, method = 'squish'),\n","\n","    batch_tfms= aug_transforms(size = 256, min_scale = 0.75))\n","\n","- Learning Rate: min point\n","- learn.fine_tune(5, 0.0209) # 5 epoches\n","- Threshold: 0.4036\n","- Validation f1 score: 0.913\n","- Test score: 0.85769 (Kaggle's score)"]},{"cell_type":"markdown","id":"a959d40a-c573-4f2f-8c2f-f8ab222f42d7","metadata":{"id":"a959d40a-c573-4f2f-8c2f-f8ab222f42d7"},"source":["# <font color = 'pickle'> Install Libraries/ Set Google Colab"]},{"cell_type":"code","execution_count":1,"id":"988cded9-e947-4978-916f-b73eff82d2fe","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":37167,"status":"ok","timestamp":1709911153442,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"988cded9-e947-4978-916f-b73eff82d2fe","outputId":"04ea40de-07a2-46bb-82d0-1c4efd859e44"},"outputs":[{"output_type":"stream","name":"stdout","text":["Running on CoLab\n","Mounted at /content/drive\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.2/2.2 MB\u001b[0m \u001b[31m23.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m84.6/84.6 kB\u001b[0m \u001b[31m13.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Building wheel for kaggle (setup.py) ... \u001b[?25l\u001b[?25hdone\n"]}],"source":["from pathlib import Path\n","if 'google.colab' in str(get_ipython()):\n","  print('Running on CoLab')\n","  from google.colab import drive\n","  drive.mount('/content/drive')\n","  !pip install --upgrade fastai timm kaggle -qq\n","  base_folder = Path('/content/drive/MyDrive/BUAN6382ADL/data')\n","  data_folder = Path('/content')\n","else:\n","  base_folder = Path('/Users/min/Desktop/2023_Fall_Semester/BUAN_6382_Appiled_Deep_Learning/')\n","  data_folder = Path('/Users/min/Desktop/2023_Fall_Semester/BUAN_6382_Appiled_Deep_Learning/')\n","  print('Not running on CoLab')"]},{"cell_type":"markdown","id":"1af95eb5-987d-4e37-b0e6-4f89a8bacce2","metadata":{"id":"1af95eb5-987d-4e37-b0e6-4f89a8bacce2"},"source":["# <font color = 'pickle'> Specify Project Folder"]},{"cell_type":"code","execution_count":2,"id":"97a007f7-eef3-45f9-afe7-6a1dd5337918","metadata":{"executionInfo":{"elapsed":2,"status":"ok","timestamp":1709911153442,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"97a007f7-eef3-45f9-afe7-6a1dd5337918"},"outputs":[],"source":["kaggle_api = base_folder/'.kaggle'\n","data_folder = data_folder/'inclass_kaggle_data'\n","model_folder = base_folder/'models/inclass_kaggle'\n","archive_folder  = data_folder/'archive'"]},{"cell_type":"code","execution_count":3,"id":"2fZgcP6YwHoE","metadata":{"executionInfo":{"elapsed":1110,"status":"ok","timestamp":1709911154550,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"2fZgcP6YwHoE"},"outputs":[],"source":["data_folder.mkdir(exist_ok=True)\n","kaggle_api.mkdir(exist_ok=True)\n","model_folder.mkdir(exist_ok=True, parents=True)\n","archive_folder.mkdir(exist_ok=True)\n"]},{"cell_type":"code","execution_count":4,"id":"AmWeviMSfT1k","metadata":{"executionInfo":{"elapsed":8,"status":"ok","timestamp":1709911154551,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"AmWeviMSfT1k"},"outputs":[],"source":["import os\n","if 'google.colab' in str(get_ipython()):\n","    os.environ['KAGGLE_CONFIG_DIR'] = \"/content/drive/MyDrive/BUAN6382ADL/data/.kaggle/\""]},{"cell_type":"code","execution_count":5,"id":"P4GBZapRgjCm","metadata":{"executionInfo":{"elapsed":8,"status":"ok","timestamp":1709911154551,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"P4GBZapRgjCm"},"outputs":[],"source":["if 'google.colab' in str(get_ipython()):\n","    !chmod 600 /content/drive/MyDrive/BUAN6382ADL/data/.kaggle/kaggle.json"]},{"cell_type":"code","execution_count":6,"id":"t2bDcqCGvIbV","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":7,"status":"ok","timestamp":1709911154551,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"t2bDcqCGvIbV","outputId":"2fd1b8c8-e0b7-47bc-f72a-c9bc186a7297"},"outputs":[{"output_type":"stream","name":"stdout","text":["-rw------- 1 root root 63 Sep 28 17:15 /content/drive/MyDrive/BUAN6382ADL/data/.kaggle/kaggle.json\n"]}],"source":["if 'google.colab' in str(get_ipython()):\n","    ! ls -la  /content/drive/MyDrive/BUAN6382ADL/data/.kaggle/kaggle.json"]},{"cell_type":"markdown","id":"c601e11c-9219-4105-a467-8c84a80c245f","metadata":{"id":"c601e11c-9219-4105-a467-8c84a80c245f"},"source":["# <font color = 'pickle'> Import Libraries"]},{"cell_type":"code","execution_count":7,"id":"188f0e66-6cf0-477c-b99c-cc381da57e0c","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"elapsed":381,"status":"ok","timestamp":1709911154930,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"188f0e66-6cf0-477c-b99c-cc381da57e0c","outputId":"a0c9d883-3d2b-422f-efa9-5100afeb7c72"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["'2.7.14'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":7}],"source":["import fastai; fastai.__version__"]},{"cell_type":"code","execution_count":8,"id":"2580966c-f719-4548-bf2b-80fe1b7cacd8","metadata":{"executionInfo":{"elapsed":9942,"status":"ok","timestamp":1709911164870,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"2580966c-f719-4548-bf2b-80fe1b7cacd8"},"outputs":[],"source":["from fastai.vision.all import *\n","from kaggle import api\n","from zipfile import ZipFile\n","import timm"]},{"cell_type":"markdown","id":"8c1d658d-22c4-4d3d-9932-af3152235971","metadata":{"id":"8c1d658d-22c4-4d3d-9932-af3152235971"},"source":["# <font color = 'pickle'> Get Data from kaggle"]},{"cell_type":"code","execution_count":9,"id":"ed7b8577-b99c-43a3-b051-833c8e317131","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":29971,"status":"ok","timestamp":1709911194830,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"ed7b8577-b99c-43a3-b051-833c8e317131","outputId":"0ca78190-1a1d-4ff6-edac-2edb2bdf2656"},"outputs":[{"output_type":"stream","name":"stdout","text":["Downloading inclassplantpathologysmallf23.zip to /content/inclass_kaggle_data/archive\n","100% 550M/552M [00:26<00:00, 21.4MB/s]\n","100% 552M/552M [00:26<00:00, 21.9MB/s]\n"]}],"source":["! kaggle competitions download inclassplantpathologysmallf23 -p {archive_folder}\n"]},{"cell_type":"code","execution_count":10,"id":"0b6e00ba-4bb6-4d75-a8ce-3fa5e456867c","metadata":{"executionInfo":{"elapsed":4,"status":"ok","timestamp":1709911194830,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"0b6e00ba-4bb6-4d75-a8ce-3fa5e456867c"},"outputs":[],"source":["file = archive_folder/'inclassplantpathologysmallf23.zip'\n","with ZipFile(file , 'r') as f:\n","    filenames = f.namelist()"]},{"cell_type":"code","execution_count":11,"id":"86008a65-9a0b-46b3-854a-473333448070","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3,"status":"ok","timestamp":1709911194830,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"86008a65-9a0b-46b3-854a-473333448070","outputId":"582b54b3-e6df-410e-8ee8-f21662afc7a5"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['sample_submission.csv',\n"," 'test/test/test_image_1.jpg',\n"," 'test/test/test_image_10.jpg',\n"," 'test/test/test_image_100.jpg',\n"," 'test/test/test_image_1000.jpg',\n"," 'test/test/test_image_1001.jpg',\n"," 'test/test/test_image_1002.jpg',\n"," 'test/test/test_image_1003.jpg',\n"," 'test/test/test_image_1004.jpg',\n"," 'test/test/test_image_1005.jpg']"]},"metadata":{},"execution_count":11}],"source":["filenames[0:10]"]},{"cell_type":"code","execution_count":12,"id":"b0eeae08-a287-4bc5-8630-480ba5ee9187","metadata":{"executionInfo":{"elapsed":5807,"status":"ok","timestamp":1709911200636,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"b0eeae08-a287-4bc5-8630-480ba5ee9187"},"outputs":[],"source":["with ZipFile(file ,'r') as f:\n"," f.extractall(path = data_folder)"]},{"cell_type":"markdown","id":"1e3b81da-aee5-4c6f-a81d-79ad160d0a91","metadata":{"id":"1e3b81da-aee5-4c6f-a81d-79ad160d0a91"},"source":["# <font color = 'pickle'> Understand Data"]},{"cell_type":"code","execution_count":13,"id":"e765c52f-1064-4a66-a18b-6df8452dc65b","metadata":{"executionInfo":{"elapsed":16,"status":"ok","timestamp":1709911200637,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"e765c52f-1064-4a66-a18b-6df8452dc65b"},"outputs":[],"source":["train_path = data_folder/'train/train'"]},{"cell_type":"code","execution_count":14,"id":"95cec96d-7d59-4618-8ea1-834b88bb6a1b","metadata":{"executionInfo":{"elapsed":16,"status":"ok","timestamp":1709911200637,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"95cec96d-7d59-4618-8ea1-834b88bb6a1b"},"outputs":[],"source":["files = get_image_files(train_path)"]},{"cell_type":"markdown","id":"9994ab57-81b2-4692-aaef-4973a5429378","metadata":{"id":"9994ab57-81b2-4692-aaef-4973a5429378"},"source":["##  <font color = 'pickle'>Look at a sample Image"]},{"cell_type":"code","execution_count":15,"id":"14943372-464f-40d2-a4f8-8df7004b4047","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":227},"executionInfo":{"elapsed":16,"status":"ok","timestamp":1709911200637,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"14943372-464f-40d2-a4f8-8df7004b4047","outputId":"02a299f0-ce7b-4935-f0bf-9c5fef837e51"},"outputs":[{"output_type":"stream","name":"stdout","text":["(600, 450)\n"]},{"output_type":"execute_result","data":{"text/plain":["<PIL.Image.Image image mode=RGB 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\n"},"metadata":{},"execution_count":15}],"source":["sample_image = PILImage.create(files[0])\n","print(sample_image.size)\n","sample_image.to_thumb(256)"]},{"cell_type":"markdown","id":"7f722d79-6d30-414d-be8f-69d18f9e50c4","metadata":{"id":"7f722d79-6d30-414d-be8f-69d18f9e50c4"},"source":["##  <font color = 'pickle'> Check size of all the images"]},{"cell_type":"code","execution_count":16,"id":"bb6d7b29-68ee-4fb5-86ce-69e1b3a15b59","metadata":{"executionInfo":{"elapsed":11,"status":"ok","timestamp":1709911200637,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"bb6d7b29-68ee-4fb5-86ce-69e1b3a15b59"},"outputs":[],"source":["from fastcore.parallel import *"]},{"cell_type":"code","execution_count":17,"id":"de1a40e4-c93f-4705-9c81-dc960c0cda7d","metadata":{"executionInfo":{"elapsed":11,"status":"ok","timestamp":1709911200637,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"de1a40e4-c93f-4705-9c81-dc960c0cda7d"},"outputs":[],"source":["def get_sizes(image):\n","    return PILImage.create(image).size"]},{"cell_type":"code","execution_count":18,"id":"d60bafeb-88ea-4416-8b6a-5593b1d5aa96","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":17},"executionInfo":{"elapsed":31876,"status":"ok","timestamp":1709911232502,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"d60bafeb-88ea-4416-8b6a-5593b1d5aa96","outputId":"75428340-73e7-418b-ba6e-61f6cfb80d5c"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n","<style>\n","    /* Turns off some styling */\n","    progress {\n","        /* gets rid of default border in Firefox and Opera. */\n","        border: none;\n","        /* Needs to be in here for Safari polyfill so background images work as expected. */\n","        background-size: auto;\n","    }\n","    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n","        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n","    }\n","    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n","        background: #F44336;\n","    }\n","</style>\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[]},"metadata":{}}],"source":["sizes = parallel(get_sizes, files, progress=True)"]},{"cell_type":"code","execution_count":19,"id":"5545a41c-6ddc-4c3b-a978-71c967703a0d","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":20,"status":"ok","timestamp":1709911232503,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"5545a41c-6ddc-4c3b-a978-71c967703a0d","outputId":"a43a3d4e-adc3-48c4-fa35-85f49fc4327a"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(600, 400)    12409\n","(600, 450)      627\n","(600, 600)        3\n","(450, 600)        2\n","(600, 337)        1\n","dtype: int64"]},"metadata":{},"execution_count":19}],"source":["pd.Series(sizes).value_counts() # a maximum dimension of 600 pixels while maintaining the aspect ratio."]},{"cell_type":"markdown","id":"56bd6468-0862-47fd-9dda-57ada9ee0daa","metadata":{"id":"56bd6468-0862-47fd-9dda-57ada9ee0daa"},"source":["# <font color = 'pickle'> Data Loader"]},{"cell_type":"code","execution_count":20,"id":"ed7c33ff-5b10-4724-808f-a7dde355a977","metadata":{"executionInfo":{"elapsed":18,"status":"ok","timestamp":1709911232503,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"ed7c33ff-5b10-4724-808f-a7dde355a977"},"outputs":[],"source":["df = pd.read_csv(data_folder/'train.csv')"]},{"cell_type":"code","execution_count":21,"id":"ab21f204-c455-43b5-a014-0feeec958e1c","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"elapsed":18,"status":"ok","timestamp":1709911232503,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"ab21f204-c455-43b5-a014-0feeec958e1c","outputId":"3d83f9d5-fb49-43f6-bb0b-eff02790398b"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["               image                   labels\n","0  train_image_1.jpg           powdery_mildew\n","1  train_image_2.jpg                     scab\n","2  train_image_3.jpg  scab frog_eye_leaf_spot\n","3  train_image_4.jpg           powdery_mildew\n","4  train_image_5.jpg                  complex"],"text/html":["\n","  <div id=\"df-3ea91ddd-2c99-46b3-bae5-0ad1f85ed5a2\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: 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Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","\n","<div id=\"df-b9dee446-fb21-4df1-a176-9106c0dd29b1\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-b9dee446-fb21-4df1-a176-9106c0dd29b1')\"\n","            title=\"Suggest charts\"\n","            style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","     width=\"24px\">\n","    <g>\n","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </g>\n","</svg>\n","  </button>\n","\n","<style>\n","  .colab-df-quickchart {\n","      --bg-color: #E8F0FE;\n","      --fill-color: #1967D2;\n","      --hover-bg-color: #E2EBFA;\n","      --hover-fill-color: #174EA6;\n","      --disabled-fill-color: #AAA;\n","      --disabled-bg-color: #DDD;\n","  }\n","\n","  [theme=dark] .colab-df-quickchart {\n","      --bg-color: #3B4455;\n","      --fill-color: #D2E3FC;\n","      --hover-bg-color: #434B5C;\n","      --hover-fill-color: #FFFFFF;\n","      --disabled-bg-color: #3B4455;\n","      --disabled-fill-color: #666;\n","  }\n","\n","  .colab-df-quickchart {\n","    background-color: var(--bg-color);\n","    border: none;\n","    border-radius: 50%;\n","    cursor: pointer;\n","    display: none;\n","    fill: var(--fill-color);\n","    height: 32px;\n","    padding: 0;\n","    width: 32px;\n","  }\n","\n","  .colab-df-quickchart:hover {\n","    background-color: var(--hover-bg-color);\n","    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n","    fill: var(--button-hover-fill-color);\n","  }\n","\n","  .colab-df-quickchart-complete:disabled,\n","  .colab-df-quickchart-complete:disabled:hover {\n","    background-color: var(--disabled-bg-color);\n","    fill: var(--disabled-fill-color);\n","    box-shadow: none;\n","  }\n","\n","  .colab-df-spinner {\n","    border: 2px solid var(--fill-color);\n","    border-color: transparent;\n","    border-bottom-color: var(--fill-color);\n","    animation:\n","      spin 1s steps(1) infinite;\n","  }\n","\n","  @keyframes spin {\n","    0% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","      border-left-color: var(--fill-color);\n","    }\n","    20% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    30% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","      border-right-color: var(--fill-color);\n","    }\n","    40% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    60% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","    }\n","    80% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-bottom-color: var(--fill-color);\n","    }\n","    90% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","    }\n","  }\n","</style>\n","\n","  <script>\n","    async function quickchart(key) {\n","      const quickchartButtonEl =\n","        document.querySelector('#' + key + ' button');\n","      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n","      quickchartButtonEl.classList.add('colab-df-spinner');\n","      try {\n","        const charts = await google.colab.kernel.invokeFunction(\n","            'suggestCharts', [key], {});\n","      } catch (error) {\n","        console.error('Error during call to suggestCharts:', error);\n","      }\n","      quickchartButtonEl.classList.remove('colab-df-spinner');\n","      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n","    }\n","    (() => {\n","      let quickchartButtonEl =\n","        document.querySelector('#df-b9dee446-fb21-4df1-a176-9106c0dd29b1 button');\n","      quickchartButtonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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]\n}"}},"metadata":{},"execution_count":21}],"source":["df.head()"]},{"cell_type":"code","execution_count":22,"id":"e0dc62fd-f099-46c4-a93e-a8d13e3f565e","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":17,"status":"ok","timestamp":1709911232503,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"e0dc62fd-f099-46c4-a93e-a8d13e3f565e","outputId":"6a7bd5ab-ee2c-4409-cf98-2569d8f06314"},"outputs":[{"output_type":"stream","name":"stdout","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 13042 entries, 0 to 13041\n","Data columns (total 2 columns):\n"," #   Column  Non-Null Count  Dtype \n","---  ------  --------------  ----- \n"," 0   image   13042 non-null  object\n"," 1   labels  13042 non-null  object\n","dtypes: object(2)\n","memory usage: 203.9+ KB\n"]}],"source":["df.info()"]},{"cell_type":"code","execution_count":23,"id":"e026e3ea-9f4b-47b5-976f-a25dc5ddb68b","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":363},"executionInfo":{"elapsed":14,"status":"ok","timestamp":1709911232503,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"e026e3ea-9f4b-47b5-976f-a25dc5ddb68b","outputId":"2a095d6f-42d2-424b-e248-684b3c749efe"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["                image                   labels\n","0   train_image_1.jpg           powdery_mildew\n","1   train_image_2.jpg                     scab\n","2   train_image_3.jpg  scab frog_eye_leaf_spot\n","3   train_image_4.jpg           powdery_mildew\n","4   train_image_5.jpg                  complex\n","5   train_image_6.jpg                     rust\n","6   train_image_7.jpg  scab frog_eye_leaf_spot\n","7   train_image_8.jpg  scab frog_eye_leaf_spot\n","8   train_image_9.jpg       frog_eye_leaf_spot\n","9  train_image_10.jpg       frog_eye_leaf_spot"],"text/html":["\n","  <div id=\"df-53346df9-9a3e-493b-8090-85eea0f56c86\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>image</th>\n","      <th>labels</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>train_image_1.jpg</td>\n","      <td>powdery_mildew</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>train_image_2.jpg</td>\n","      <td>scab</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>train_image_3.jpg</td>\n","      <td>scab frog_eye_leaf_spot</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>train_image_4.jpg</td>\n","      <td>powdery_mildew</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>train_image_5.jpg</td>\n","      <td>complex</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>train_image_6.jpg</td>\n","      <td>rust</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>train_image_7.jpg</td>\n","      <td>scab frog_eye_leaf_spot</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>train_image_8.jpg</td>\n","      <td>scab frog_eye_leaf_spot</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>train_image_9.jpg</td>\n","      <td>frog_eye_leaf_spot</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>train_image_10.jpg</td>\n","      <td>frog_eye_leaf_spot</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div 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]"]},{"cell_type":"code","execution_count":24,"id":"e8b9f215-82d1-4309-b406-afee5ec4c8f6","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":14,"status":"ok","timestamp":1709911232503,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"e8b9f215-82d1-4309-b406-afee5ec4c8f6","outputId":"79753de9-6edf-4dc9-939d-f76a6d83dfe9"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(Path('/content/inclass_kaggle_data/train/train/train_image_10535.jpg'),\n"," ['rust', 'complex'])"]},"metadata":{},"execution_count":24}],"source":["# def get_x(df): return str(small_train_images) + '/' + (df['image'])\n","def get_x(df):\n","  return data_folder/'train/train'/df['image']\n","def get_y(df):\n","  return df['labels'].split(' ')\n","dblock = DataBlock(get_x= get_x,\n","                   get_y = get_y,\n","                   splitter = RandomSplitter(seed = 42))\n","dsets = dblock.datasets(df)\n","dsets.train[15]"]},{"cell_type":"code","execution_count":25,"id":"5c0162d8-8ada-4e82-9120-7ed6e8844c29","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1456,"status":"ok","timestamp":1709911233947,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"5c0162d8-8ada-4e82-9120-7ed6e8844c29","outputId":"2c4f0b38-df5c-48a9-993c-f1a85f7db0d1"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(PILImage mode=RGB size=600x400, TensorMultiCategory([1., 0., 0., 0., 1., 0.]))"]},"metadata":{},"execution_count":25}],"source":["dblock = DataBlock(blocks= (ImageBlock, MultiCategoryBlock),\n","                   get_x = get_x,\n","                   get_y = get_y,\n","                  splitter = RandomSplitter(seed = 42))\n","dsets = dblock.datasets(df)\n","dsets.train[15]"]},{"cell_type":"code","execution_count":26,"id":"21d2d0af-fdd6-49de-bcfd-d83d5c506e3d","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":6,"status":"ok","timestamp":1709911233947,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"21d2d0af-fdd6-49de-bcfd-d83d5c506e3d","outputId":"0a322fa5-1f0a-4554-be86-e856dee2a348"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['complex', 'frog_eye_leaf_spot', 'healthy', 'powdery_mildew', 'rust', 'scab']"]},"metadata":{},"execution_count":26}],"source":["dsets.train.vocab"]},{"cell_type":"code","execution_count":27,"id":"4e409c8e-6412-4854-96af-3a9abef65fe5","metadata":{"executionInfo":{"elapsed":4,"status":"ok","timestamp":1709911233947,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"4e409c8e-6412-4854-96af-3a9abef65fe5"},"outputs":[],"source":["idxs = torch.where(dsets.train[15][1] == 1.)[0]"]},{"cell_type":"code","execution_count":28,"id":"4004901c-6218-4849-821d-a00d8431889d","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":4,"status":"ok","timestamp":1709911233947,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"4004901c-6218-4849-821d-a00d8431889d","outputId":"bd0c2d38-6a2e-41f9-a197-5084bd23dcbb"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(#2) ['complex','rust']"]},"metadata":{},"execution_count":28}],"source":["dsets.train.vocab[idxs]"]},{"cell_type":"code","execution_count":29,"id":"6cbd76ec-6109-4234-ad74-cc6b0d63536c","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":962,"status":"ok","timestamp":1709911234907,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"6cbd76ec-6109-4234-ad74-cc6b0d63536c","outputId":"8e695f7e-8f12-4ce3-8f23-628f42e5e5f9"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(PILImage mode=RGB size=600x400, TensorMultiCategory([0., 0., 0., 0., 0., 1.]))"]},"metadata":{},"execution_count":29}],"source":["dblock = DataBlock(blocks= (ImageBlock, MultiCategoryBlock),\n","                  get_x= get_x,\n","                  get_y = get_y,\n","                  splitter = RandomSplitter(seed = 42),\n","                  item_tfms= Resize(400, method = 'squish'),\n","                  batch_tfms= aug_transforms(size = 256, min_scale = 0.75))\n","dsets = dblock.datasets(df)\n","dsets.train[3]"]},{"cell_type":"code","execution_count":30,"id":"ThlKYnee3P14","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3,"status":"ok","timestamp":1709911234907,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"ThlKYnee3P14","outputId":"472de408-e3ec-44e1-8f67-8a26970b4bc0"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["2"]},"metadata":{},"execution_count":30}],"source":["import os\n","os.cpu_count()"]},{"cell_type":"code","execution_count":31,"id":"e2328ed7-3552-4023-a46f-4a77974af914","metadata":{"executionInfo":{"elapsed":1030,"status":"ok","timestamp":1709911235936,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"e2328ed7-3552-4023-a46f-4a77974af914"},"outputs":[],"source":["dls = dblock.dataloaders(df, bs = 64, num_workers =8)"]},{"cell_type":"code","execution_count":32,"id":"55f11bf1-6f85-4284-8fd5-7cc8017040e5","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":264},"executionInfo":{"elapsed":3233,"status":"ok","timestamp":1709911239167,"user":{"displayName":"Min 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KKQUR4c1vfvMtHre9vQ0YqvsVX/EV3HjjjXzrt34r97nPfdja2uLqq6/mmc985hpF+lSc42SXXXYZF154Ia997Wt5xCMewWtf+1rucIc78KhHPeoT+uyNbeym1nXdWajiZ8pKKVxwwQX84i/+4i0+f/7556///373ux+XXnopr33ta7niiit47WtfS9u2XH755We937nM9Y/3XAF++Id/mAc96EG3eMz0/t/wDd/Aq1/9aq688koe+tCHrhuXPOUpT/mE1xGACy64gHe961387u/+Lm9+85t585vfzKtf/WquuOIKfv7nf/4Tfv+Nbez2ah9rHz2X/fXjtWnOvuY1r7lFpzqEs926YRjWTZHe9773sVgsmM/nn/B5fLbaxmn+NNsll1yCqnL3u9+dz/mcz/mYx7373e/mr/7qr/j5n/95rrjiivXj55ICBc65Q+DfZd57nva0p/FzP/dz/OAP/iCvf/3rec5znvMxF4SNbeyTZRdffDFve9vb2NvbOwtt/su//Mv189PvUgof+MAHzkJt/vqv//o2f+Yll1zC2972Nr7oi77oLErDx7IrrriCb/qmb+Kaa67hl37pl3j84x+/zthM73cuc/3jsUsuuQQwVOnWgthf+7Vf4xnPeAY/+qM/un5stVqdpUbxiVrbtjzhCU/gCU94AqUUvu7rvo6f/umf5t/+2397Fur/3ve+ly/90i9d/72/v88111zD4x73OODwvr7nPe/hHve4x/q4cRz5wAc+cNZ3/WSscRv77LHzzz+f3d1d/vzP//xjHnPxxRfznve852aPf/S688myCTW+qf3VX/0V8/n8rCD9pjbN/QsuuOCcAKzv/u7v5v/+3//Lj/zIj/Ct3/qtfNu3fRsve9nLPrET/yy2zzy881lmX/VVX4X3nhe/+MU3izpVlRtuuAE4jFRveoyqniXj9HfZ1tbWJ2VTfPrTn87Jkyd53vOex/7+Pv/8n//zT/g9N7axW7PHPe5x5Jx5xStecdbjL33pSxERHvvYxwKspQ9f9apXnXXcy1/+8tv8mZdffjk5Z773e7/3Zs+llG42n5761KciIvyrf/WveP/733+zuXGuc/3jsUsvvZRLLrmEH/mRH2F/f/9mz0+ay2BryUd//stf/vKPyZm8rfbR38M5x+d93ucB3Exm62d+5mfOkur7yZ/8SVJK6/v5qEc9irZtednLXnbWOf+H//AfOH36NI9//OPXj21tbX1S6CUb++ww5xxPfOITeeMb38if/Mmf3Ox5VeVxj3sc/+N//A/e+c53rh8/ODjgZ37mZ7jb3e7G/e53v0/qOb3zne88q67gQx/6EG94wxt49KMf/THBqcsuu4zd3V1e8pKX3KLs5U3n/h/90R/xIz/yI1x55ZV88zd/M//m3/wbXvGKV/D7v//7n9Tv8dlkG6T502yXXHIJ3/d938e3f/u388EPfpAnPvGJ7Ozs8IEPfIDf/M3f5LnPfS7/+l//a+5zn/twySWX8K//9b/m6quvZnd3l1//9V+/RU3TW7JLL72Ut73tbfzYj/0YF110EXe/+91vkat1a/bgBz+YBzzgAbzuda/jvve9L5//+Z9/m99jYxu7rfaEJzyBL/3SL+U7v/M7+eAHP8gDH/hA3vKWt/CGN7yBK6+8co22XHrppfyzf/bP+PEf/3FuuOEGvvALv5Df//3f56/+6q+A24ZGPvKRj+R5z3seP/ADP8C73vUuHv3oR9M0De9973t53etex0/8xE/wpCc9aX38+eefz2Me8xhe97rXcfTo0bMcOjj3uf7xmHOOf//v/z2Pfexjuf/978+znvUs7nSnO3H11Vfz9re/nd3dXd74xjcC8I//8T/mNa95DUeOHOF+97sf73znO3nb2952FrfyE7FnP/vZ3HjjjXzZl30Zd77znbnqqqt4+ctfzoMe9KA1F3SycRz58i//ci6//HLe85738KpXvYov/uIv5iu/8isBu6bf/u3fzotf/GIe85jH8JVf+ZXr477gC77grMDk0ksv5Vd+5Vf4pm/6Jr7gC76A7e1tnvCEJ3xSvtPG/mHaS17yEt7ylrfwyEc+kuc+97nc97735ZprruF1r3sd/+2//Te+7du+jf/0n/4Tj33sY3nhC1/I8ePH+fmf/3k+8IEP8Ou//uufdBrZAx7wAC677DJe+MIX0nXdOvh/8Ytf/DFfs7u7y0/+5E/y9Kc/nc///M/nKU95Cueffz5/8zd/w5ve9Ca+6Iu+iFe84hWsViue8YxncK973Yvv//7vX7/vG9/4Rp71rGfx7ne/e1PQ//HYp1Wr4x+4TXJu11133VmP35LO4q//+q/rF3/xF+vW1pZubW3pfe5zH33BC16g73nPe9bH/J//83/0UY96lG5vb+uJEyf0Oc95jv6v//W/FNBXv/rVN/vcm9pf/uVf6iMe8QidzWYKrOXnbss5TjbJQr3kJS/5+C7MxjamH1tybmtr6xaP39vb02/8xm/Uiy66SJum0Xvd6176wz/8wzfTFz04ONAXvOAFevz4cd3e3tYnPvGJ+p73vEcB/Xf/7t/d5vP8mZ/5Gb300kt1Npvpzs6Ofu7nfq5+y7d8i374wx++2bG/+qu/qoA+97nP/Zjvdy5z/dbslnSaVVX/7M/+TL/qq75KzzvvPO26Ti+++GK9/PLL9fd+7/fWx5w8eVKf9axn6YkTJ3R7e1svu+wy/cu//Eu9+OKLz5Kl/Hgl537t135NH/3oR+sFF1ygbdvqXe96V33e856n11xzzfqYaX35/d//fX3uc5+rx44d0+3tbf2ar/kaveGGG272nq94xSv0Pve5jzZNoxdeeKE+//nPv5mu9f7+vj7taU/To0ePKrCRn9vYOdlVV12lV1xxhZ5//vnadZ3e4x730Be84AU6DIOqqr7vfe/TJz3pSXr06FHt+17/0T/6R/qf//N/Pus9bmktUz0c5x8taXdL+y6gL3jBC/S1r32t3ute99Ku6/TBD37wzeb4x9qb3/72t+tll12mR44c0b7v9ZJLLtFnPvOZawm7b/zGb1Tv/Vma7aqqf/Inf6IhBH3+859/m6/dxlRF9ZPATN/YP2j7iZ/4Cb7xG7+RD37wgxupmo39vbB3vetdPPjBD+a1r33tusPgp8Le8IY38MQnPpF3vOMdPPzhD/+Ufc7fd/u5n/s5nvWsZ/HHf/zHtyj3tbGNfbaZiPCCF7zgZhS0jd2+bcNp3tjfaarKf/gP/4FHPvKRG4d5Y7dLu6W28j/+4z+Oc45HPOIRn9LP/tmf/VnucY97nKXrurGNbWxjG/uHaRtO88Zu0Q4ODvit3/ot3v72t/Pud7+bN7zhDZ/pU9rYxm7RfuiHfog//dM/5Uu/9EsJIaxlz5773Odyl7vchZzzWcUxt2Tb29u3SQLul3/5l/nf//t/86Y3vYmf+Imf+LiVHJbL5a0Wsx0/fpy2bT+u9/9E7FNx3Ta2sY1t7O+zbZzmjd2iXXfddTztaU/j6NGjfMd3fMe6UGdjG7u92cMe9jDe+ta38r3f+73s7+9z17velRe96EV853d+J2AV6R/d/OSj7bu/+7t50YtedM6f+dSnPpXt7W2+9mu/9mbdCG+L/cqv/ArPetaz/s5j3v72t/MlX/IlH/dnfLz2qbhuG9vYxjb299k2nOaNbWxj/6BttVrx3/7bf/s7j7nHPe5xli7wp8uuueYa/uIv/uLvPObSSy89S//502W35+u2sY1tbGOfCds4zRvb2MY2trGNbWxjG9vYrdimEHBjG9vYxja2sY1tbGMbuxXbOM0b29jGNraxjW1sYxvb2K3YORcC/vgffhPDuCDlFSmP5KKQhVKUkhXNHldaunaXrdkRZrNdBEdKS3Jeoox4V/BeCD7QNIG+aWibBh886oSimaKZTCaWkUVashxXjGmkFMW7hj5ssd3sMu+OMm926X1PQ4OXFud7igsMBYYYWQxLVumAsSyJcUUaR1wRPB6NgRiV1WJkWI2MYyTlhA+BMOsJfU9oPEgi54FhPGC5PGB1cMCwOqCURGgCXdfQBk/wDgkeEESVIIHWz+j9FkJLzp5xhNXByMHpffbPnGFYHiC+EHpPN9ti9+gJtrZ3adoe5x2IA1FyiYxpwWpxhv29k+S0AMkEHI33eN+QUcaUiCWTSiGnRCkFJ46mbWibgG88vgk471ARiiqpZEoB5wKiHqeBIIHONTSuwePxEgjOgwNpMqF3+MYx5sRqGIhFcE1P33fszGbszOfM+p7iHQVIpRBTJMbEmCO5JFRHch6J40DJGSTgXMCJQwukFFmNS4ZhxWq1ZFytyDljGgWCC4EQWrx6gu/Y2trhxPZ5HN8+ztGto2zPt2maBjAVgJwy9cU45wgh4JxDBFQLKY3kYSClkVgiquBE6jm1gKfkTEoJRBCEUgpSO0QphaJKTIlhGFjFgTFGnnvZUz6Z8/WTbt/x6ssRcbRNR9ft4v0WWR1jTBTNtE1L23SE0BB8Q9fOaEKL4ADFiccHT/Ae723sBGnQoiwWe9x48hoODm6gsCJ4pZ/1hOBYjgccDAec3t9jsRzIqjjX0DYzumaGiLf7lhPzpuWOxy7gDuedT0H421PX8pFrr+b03klWiwWUgvcdzrdkHBmHSkCkwcmM4AJKJpfEMC4ZVvvE1R4xDqgq3tu4c87hQ0PwARGx8QG4BHO2uXB+Acdmx9nq5rSNxzmBAsvVgg+f/jAfPP03XD+eoXhP381o25bGt7ameEcTPH3j2ZoFdrZbdre22ep32Zkf56Lz784dT9yNrX6XJjQ48WcpcqjqzRQ6SsnEHBnHgWG1IqZk36Hx+GDfwdh3imoh50TOBVWllILW9VZV1y2rVRUVW6PF2RgvOUFJlJxIMaKlAOC84yAueP9H/pr3fOgvObV/kri/oixHXFyx0wq785Z+a5eu2yarZ5GERSokoO1nbO8coZnNEK8IhTa09P0WfTfHe0/WzLBaslouGZZLDhYLxlWiAKoCIjjnaVpP2zQ4EXIaGYbIYrFiFQeSLnDtSDtr6botHC2pLBmGA8ZlQnJP4+bM2xnzeU/XdzRNR06F1TCSNFNKpmhCyZScePGzXvZpmZ8fr33T238AxKHiydhe4n2Dcx4RRykO1YB4jziHOhtbXpVQEl4jLickK0RBE7g24OYdGjwxJfIYKasBGQdEC06AXKBATpkxRVIcyTmRUkTL1PJZQQpIQl1CXbSxvL7GycZrAicNne/Y9j1zafA50ISO2c4O3dY2YT7Hb+9w5Lw7c8fz783R2Qk8ngWRG/Mp/t+Z93HDqfeThlOUMwPj1SPj/4vEG0bSEBnLknIs0d2xoTkOtCsayfRe8K5BxOM1QGooy4Y0eqIT6BvC9hZh3uM9tI3SzTJdC3l/ZPm3A/k6oVnOCLQs04qTy5OcXp1iURbQKs0Mmu0GP2/AK947uiaAjqyGA8YxMgyZYRC0NIjYfIQCrth2JgVIKAXvW5pmTtPMCaFHJCCuxfuAIKgKilKkkEmUlMg5o4CI3RMtkZyzzftSEIEQHE0baPuOrmnpxdOkQjMGmjwndEc5duE96bfvRNIZWUZOL/6K66//Mw72P8C4PMnyzAEHJ5fkDF2YM+t22ZmfRxu2SaOyXB0wjDeSZA8JK9q5MJt3zNqWrb5ja6tn0MyqRFxwtDicmC+HClKEkqF4D86Bc4gTVKAoqDgb+y7gcIA9L07IpTCMiQx87xf/+K3OrXN2mktWiipFCyp1gRUoomTUNr2i+CwoDd63LJf7DMM+MR2gOuB9wQdHExra3FBKQ9aeRhtzPkRBQMThXEPjC9EpWUBJkKGQSAxEWZFDh4pHAZzgvUdECSokKThXEGeT2asjRwVVtAglFzQLWgQtUHIkpxXigm0opaDZ2yKpdcJrRqiblyhFI7EoWlqSFlx16oIPeKeoKJmCSCYVJRcla1oHB4giUtCSiaOwWp6hnXU0rgWxxcx5j8NN/jM5ZfYPMllXKIoWxUkmq90DxXxDEbse3nuatqFpAqENhCaAEwt6Sl3oUASx7+UcOKE4ECe44vA4Gt/igkMapWkcEkB1ILlETIk4rHCaGb0QW09IDmgoYhPVPuVwY045k3Ky60EBtQ2+4AEla7QF9CbX3Jzc6bc5bepAHeScWMUVYxwY40hKcX28lmIOd90Yzm6FquAUcaAeUEWqU1FwoKVen2JnP/ktYtdY6thDLVgSVZuS5qvc7m3mOrp+RtvOEekYshBzJpeMbyy4sHllX7xoIZeMUOo8BScOEY8Tj6OxIMMVEEfSSNQFykiQhuDAu4x3CZERIUKOIM7eWxVV8LauUbKSSybGkThG2q6jD605811vqbKcQQNZnc1nHCoObKuweQZ4J7ShIfsWDS2ojUXnPM65Gkw1FlBVJxqguMwyDVwbb2ShI7M4Y2e+zW57hB3fc6zxdEfvxNas40MHf8sNyz3UgRfBO3CurhnqiAlWY8EPmaZJNF5pwhbb/REa1+JqQCbYmJoG0fSYYmtwyYUxjsQ0MIw25kvOOOcpFLIWG5/1x4lUp6msN8RSHE7F1vS1U27BNEAp1ZkWQbzDu4A4yDGZE1kyy/GARVzgu46j4UJiOzAcHFCGBbkM7KXE/v6CMHrE23odiagISVuW40D2gEs4VUqwdVZLom07xDuyZlKOpBzJOZI0Is4frpHOgQoOZ/dX7NzbtrH1JXs0C+OwopSMdz2q2Rw5FCSDJIokcsloKXShoZ3NiF1if3nAmAZScWRNn94J+nFaLmW9T6kroEopgmLLla1XIFoXNLV/VAtaEqWMlJJtbgePioemIztb05MXtHG274SMqNLi8UXwBVxU/JhJsiTlSAmRnEfbW3OmUNf9OubMpt+6/m1BrafrO4J6yioTdcCnBhk7khtwzoNczyzs0kqg8R2RTBc8x+fHyON57JfEnoxEySTJpJJIcQCx72h7paA+2FwJgeB6RAM+OyiemAWypzjBNYHilSwjXd/Sd4G+c7ReWUkCNV/DkYGMakK0IKUguaBRSVIgYGBbI1AKSRMhTHuUMo4Dq1VGc1gDPAjmRzUtTjxFCyCIBJw0OAkIwdbkuucprNeNTCQzVDAp1bkPSCGXSI6Rki2YtrWwRWgIrkFoGFeZcZXok4IbwC9YjSeRcRu8IxGJaUVKBdEGR4tnxLlITpmSM6WMpHEJ0ZGTkFMk5cyQI5ITtIG22JqJ2HcRLQTvQUCLrUsTgMVNfAtU8U7wTYDqNDP5idjGLNg+o6UYoEa9Budgt0Fyzt0E6aiumdbfIjgJhGbGfHaEI9sXMJttMQwDi2HFGPdxPlkUq46iiVISkKFGAyEEvKtIrROauunlpn7pGjII5qxmXaHagQQwtwqcxzslIIScCZJpvIDaoum02IXKnpKUHBUtdgNsAI2Ij/isUBQtvjqmCS110Dupg9ccq1wESibjcMXwN2kUbWQdZFByPbaQ80jWiEpGxaJGAbQkVqsF3bCgnc1ofGNIMw6RgPdK28GsZIYSiatkjqcqrmQ7TwHqhgg28dquZTbradYos0cFpNh5aa4TUaU6Qc42pGAOtBRHKIHWN/gmIA02EaXgJOHwiEZKGohkxtEzpoBLzpxI51DnDMFicpxtMSzZAggVAQplGszF0PVSIqUkFDUHXpy5Ds4mii1uhnTilJQGYlyRsznN3gdcRctsM7DXaCkULXWy2XC2AMVRCuZEl1LP06Ga18u4E2fDHrEpQOU41QnM5Kis58ft23Zmu0jfI+IZY2YVB2JW20i0ATWk3hYjEOcRbJNxThDn7NqJw+ErQuop2CI9ppEhrXAuIS7QNJ7gM7Eo3ieCzxZgohTRdUCpau8jrlCKEnMmxkTbdLRNS9f2tKsF0mQKimZqxss2EEsVFFQSepPF0InDO0+WhhAsUBPs3nvnCcHTrAMFc5qTSxSvLMuSMY80KbCX9lnNEtof44h09KHngnAeXd9z3mqPg3HBooxEKRSxrIU5MZ6YYTlkmiYza4Wu2aJvt2lDR6jZFqnr6tqRqGtJzokYEyklUokUMs47WmnXzq9iTpON+xpwCnV91cPHnFDUm+Okpc5NG/cpmaOqWvDerbMyLoitS7kwjiP7qzOcXu2RnKNr5szbo8TZgrjapwwLxsUZVsNIiSvEK6EJSMgGvKRAWRaGuACfcVLomo6YOsY00Mc5oe1sbRdnK4eqZbyCw2GOvHeW4Zh32/RdwxCXpJQMIcuOpI5YII2ZmEaCS4AzZ66AQyh4igZS9sQolJLZ6mbMdrYZViMn929kMSxYjEsWsXz6JujHaVqKBY5SA1EEj43DydFwWGyLg4KetV9pSRRNiGtwTQPOU7w3h1mVjIFbxVlmx6lSVAwssNlM0UyaAp40ENOAloxqBpdRsexFkWRjFwVnZybY3jHrd7jThXfmDsfOh1Xm9PU3slgtGcuIDpFAwLkR1TPc6P8frYO+32FUiE5xQTnWH6cTSIvI2ESSjKzSaJlnl2jUMjveO4pvqp8TQFu8toQiSDEQPWdIUggoIgnxGd8IoYGuEYJAFAtINEVyEoqYk+i80jSeRjxZLBOcx0QaE95VPybbOijYnpnGgXEY0VJRM3Jdl3p8cAhNfQ4clq0VCSDmS5VScA5yLqSYyKmQGMis1oGvBcaljptMzis0jQTnCbpNgyPQILlHc0tcRsrCAizXjBD2WS6vw7VzQtsQc2RY7pOTQglICXVvcIjWcZFHYl6QUUo2R3uMS1bDEt8pTelAWsR3iGvIuWaUglBEQTMpZ8Q7AjV4rvsxztDx0Jivk7VQKuBYstq+It58QTLmf8t6vb81O2en2T7I2UKu5hBpnXrBeXy3xe78Ao7v3omjWxcCwl5zCkRIms2xqi7GFHHFLPgUDGWu6KEXWwwVc5IaJ+TgQT0lR9t8nCI+oTJQMOQUEYok28hxOGdIc0Ao2QY9a/TPUYqQU6EkNYdc1dKVBSgRsqtOraIpQs44JzTBk7wnZSgVXc+l2PUogoqzyaXVMdURh1IKa6dZNYFkpCIAqK+bghLTSCqR4HpDdry366+2V3XdDttYpLxcLkg5Yo63RUpqEQbOGS2j67uabjTnUrw35zRlNBn67cRSnZae9ra5OgdeCKGhKYHWNXixcykFsho9hyJoMQd4LImhcQwxIN7hckFcQLygYsGGdzZ+ivfk7Nfoh1Tk1ogOmazJot5iqTqwIMCQCrXzbBq8O3TelEIqI2NZMZQWnwNePfXl9tpp00iWFXBThmNKUZ/lqygiGUex4ApvKZ9S0b/qm2n9w76ffTfvLH10e7eeOWNxjDlysDzgYBwR19I1s5qVUVQyOQMooYAEW8C8M+fSiTnNXmpKzCkpJVZpySotGUqid1KRXKHxQi+OqELMQoqORdQ1AppLJrhiyLXzhkwV29RVlcZ39O2MJjRoHok1E+DFUMliEAJaAioZSjA0Cir643CurUEUOF+/h3MELxV19jWtiaG3eSSVRNaxZqUyaVFY5YFFd4Rt39KJ54hscWQ+J84zp/KCG4Y99suKLNj3qYhHKsoqZlxo2dk5ytZshzZ0a1pGDb/N/ShGU8klVcqKbXYiQuNbo1FoOev6qWYohtJnLSSdNkX7PWVsLLipa5+m6jzXbFCy1Lrzjia0a5QH5xACLpgztDzYQ53gW0fb9oQ20PYNeegss7W/zzDY/U2xonBSEFlZMKuekhIqkRgXrFaBvtsizzN9KTTdnBAa/ERb0WxBvvM0LhBcYLvf4cTu+YTWsb88zbA6YEXBOyF4SDhDCZMySsLTohh65wioJHJZEZMF1cGf4cj8GFs7cy44ciF3OO8OHKwOOHOwx/Wnb/h0T9PbbIbEWbazuGx7dbFrVrTg6p63BunWS9XZa5b5wDafRAteXXVszTGmFNxQcCURCrhcKCmTY2Q1DgzjipgGYjTqm5Jx3oAiCYKKGjVELEvsqBQhlLadccc73Zn7XXIpF+zeAY2R0ydvZHGwz2K1YthXTp/ZZ9gfEQKUkTyeITkYUuFgNRI1EWaOLsw4tnOcsls48APLMZKGAe8zEo2uAm1FZiPgkdwgyeMzOHV4B0UsENA44FRompa2ccx6z1bXQFIGZ0CKlkJJER8K4jONQKeOhBBVyOLIWYljBAeu86jzlCyWvU+TU5soBcSpXT9xtuNroGRHydQgPxjgRaW65kLRad2I5GQ0mVwiRYpl4KpLh07IqyIl4l2iCYEQPME1kANptOfjAERzUnMDMUfS/ikSPV3vyApxWJoTVAIl2fUVscx9zsWc5rLES0ZdIKXIMC4YU6JtW8TPCO0OXT+jaQO5ZvpdsECwgH0/MgRfqXQ1S+YFuwyWzS+pMKZCjKXuW1IpaVTWRCV9ftKRZrGb4qUxH9MV4/vQEFzPVn+CE0fvzPGdO7HVHWOMKw6GHfqDnlXxGNKu5BolKAUpDpe9/biAF79OHaHOEC1nyI+qp8gKT8F5wQVBvAIJXERcAJepVwu8Ggid7KKVnKEIomJOX86klMlZ0WJOp3Ng20hGsyGczpkT31QumCqE1pM1kKYUgWrlC02OsaHKTizdItXRyymTGclERCwClOIR9Qge5z0pJ1bjitD1OG+Og6HvAVH7el23w3weiWNmiJkJra6wuVEyQkPf9vRdT9u0+CBIODsiyxZy2LmLrFOdznucdzVtbffYi8eLfcfKWCAnJcdEjpGcE1AYR2E1BHwINKEiw+IRL3hfUSoVShFzcsSZF47hE4bG1b9KMmSilBoIVf5wRcomh82OzRS8cTzjwDgOeBdoXGNBmFrK1onWO2yzxBz2Uh3zm+4eSim6pg3Vu2uLaf0L1qdqi49z+GAT13tPcOcWuX4mLSwDcUiMumRMK0SE0Fiq0tg6xuv2PhB8S9M0ld8cjMcsE8rsKkJEDV4Gxrwka7JrETzBeQQlBKEPnuJaiozkJKRFooxTJqIu6CLmZIpM2U60CK1v2eq3OOhmlDziNSFZiFGJ44qSlILxOVUCKn7thIIjp1IDH1eDHUMevPM1/raoSWsmLYgDF3CSSRSjgqmSZeBUPsUwjBwJWxyTnm0JzFxgVnngzjsYhIM8rj9PnTkrTpWjsx2ObR2jb3ucb9bZj0qQIBdDZXJK5Jr9cF5wlXctla+qUiiukEulseWalkeQYhkU1UyhkHKi5FyDQ6PFWPbP1mWw614qramUVCkTDc6FSmlQigg4NRAgO6CgUhDvEGkNjYOarVmxGhOpJHQs+MZqBJwkxNvYKGRUI0OM5AKq3n4Ih5GsOMtEDZnQdsz6bY5tH+HYzjGObB2hiK0Fp3xDzjWjqQUv4Ju+rnGC0xZQxBc7vzKS8ohGpUjPPnCmP8Xx7fM4vnuCozvHOJ4Sq6MDJ45d8GmcoR+fab32MmVpb+IQ3Kx7pdR/hLqfBaDBq+BKzUIk8HnEOSW4QCqZNA641YBbJVyKCBktkZRGxjSyiAuGNJJzJJaxIsyK9zVjYdwlS52LIFpAM9Q6iX57h/PvcBfOP+8SdpvzcShHtkfbT0shLpZcc+1H+MiN15FdoW87ui6wNW+Z09K6JSdPn2I4dYDvYd5sM24VTvYLEtezGEaCL7ihZZbFxpnafljU4QiE7A0oUEFEUV8zbzHSJME5pes8W73QB6vzESyjFRpP19nYjZos46yVkqjJkP0MZRXr/tMYUh9sryrRMmiG89W9yXsICiGhDOQEUhrE1b2wFJKOpFGNS16G9TzQGnyrFsRXhoAT8FLHirOlF291Ed5qeXKyvR6XgUDJtfbIK4l67mlF3r+BGAUfeuPDJ4UEZRRKFLQ4RCvFL0fGLHix+z3EZNfIia21fob327gwwweHpqX5GCkjwfwy80GrH4Cr4JiBDONYKIOhzDYFfAUFXfUxze2oOU60rqPnYufsNBtXpsW5TCMedYB6guvp2yMcP3pnzj9yF47O78C82WVvdYqDcYfZbM5ibIhlMG6fs4U2izIScRpwpcFpwVvmzaJgKl0AR3ANGnxNAyWcK3hXN3ZnvGDxGVyiSE2HSEFdImtFadKUYnbkosRsKc6ctfJma/rf3WRRqQuOd94ibApFCq02IBmXxagjuLNS/bkUUi6GUAq4UgtxGCmM1cnPNap1GPZ1mNYexoFmHHC+O6RLiLMNqwjeFfpuh6Efa6p2MMey8thCcLU4pqEJHU3T4BtXqTBG4/AEAub0a+W7eamInBOcdzUDIGsKjaVxpf7OaCqkMZGj8dRUCjGOjOOKpjEelA8O56e8iUWqWmwxMB6itwF7kzQ0EwCvlWNXERErYrHjDAmsyN2UEhSLelfjygqwfEACeBoOmUyGrNXIyd7LHxZCVbD7kFlR3xupGxA2Ptby5mJOotFbBOeFUhyND4zu9t9w0w8tUlLlqjc0TYtveoJr13QL76rDHFpCaAm+wdfMkBOPp/LumfhlBTThKcy7ltZv0QVP27Q1ELbC0+I8mUCKMGZIRUj50HEWZ+h1IaPiLI2GEHzDvN9iq98CjbiugZxYLoz/t8oDqUBGQFpUgi2QxYK1XCrVRATvp+/hKE5xlVufS82LiatFfA0tkPFrXp66iDplRaakgawN0c2IfsY8zGnFsxtmJAouLhmzEusaIqoc6be56PgdODKfiv9cRf7UUop1k0vZiu8OufxmU5HfNFinoFNqgSJQKVd2XFGxwFetpiPnYkXBlEpBsgDcAobD6zOhVaC4YiSqIokx7bNK+4bQFmGMM0RcBRfUim5CR9MV+ugoeWCZzDmX7CgO1AuiDlHBSa16cJZZGMeIMKA0IJBiJKbEOEa8OLZ3d7noxJ04ceQ8dmbb9G1vqeFxSeM6VFkXPgrQNA1tu00TAhSHquCDrQspDaxWe+QxkzWzGhPXnryRrtlme7bLvJ+zNdtm3s+Zz+afptn58dt6D6sZHsVQ5mmsywQkVKTN/GoLwtQFvBR8MdoFCSQWnFsZMisNmiNptaCsBtzSisoKI5mRUQfGNDDkFaMahag4C4Rx5pNrMGAGFyywVSDnupcLoeuZbR1lvn0ebXOc4I/bPfSFDqFDCLORC7bP58ILTnLDwSmySzRdT9d1zMIuu+0uc99y7alr2V/uIUkIpaVtthDfE3GklGkixFFoYnXkDaCkFyEUh690Pqu50bXzpsXh1NG4gidRIpQxw2C+QRs6mt6TU4EoxAKLnNlPxsu3z3KWSdOI6ohoZ4WHpcCqOpzmbBlY4wTxBectCNaUcGp0ylKUOI7kUojRaDFZ4zoYFqnZAcAcOEHVvsNN1xbnHW3rEQIlCilltBilxnlBxArsi0BUyx45KYhbktJpo62UhCugETQ7SnSQK+imRrlLGYpTkIB6aGYdXhuafkbTbRPaHZCmzt8MZYCSbRg5QWvNkjijtaSYyRQLnNdFgLqmXqyBOzU6r3OHdRuWNcnnNLfO3Wn2rTm2AGTjk0pH22yz3Z/Hid07cv6Ri9jtLqCRnqyJWb/N1tYOB8McHVY1+lVEblp0IkaVFzG1BQlENSfSUIYKnSN4Aeci3mtNQ7gKSqs5yOLMycJbhagaspGyoTRa6qKgYgVGN1lQvdhiYel4dxgt+soDVkVJ5py6DteAT56YLHWtuW5ecrjpZim16qKgkm3xqJvT5JwX0ZqWEsiW0kl5ZBiW+Or4ea0Iizgb68nI+V2/wxAHhr2Bki3oaIIh1tLaT5JMHjNb7RahaVAvuMbjU4JRcKnQNI44Fkq2CaNV9ULFBnXxSnGV/51d9YmsolqzIkWRIpY2qUWBY9MRXGv3XI0WgtjxJRnyLjicBkuRVITZIu4yhdc2sZmULATw1Tk9pAZo0cqwKMSq6NGFkdCMFox4QxpVKqVIJjqHcflkcj5uwtmfuNelFNRPFJb1aVYHunI51JBLqcGGrw5909z+nebWzchFSU3B9QWaFhdavDR4wroY1fjhlYox/a7osqvOsxNDnpVIIDNrPbK9TS4dotA6C5EopvLQ+EDfBeJMWA6wHAtp7expLTAMVpBZMxSY200brJI7RuNdF80ED03jcStDViwTFMkaiKlQsgU0KR3eyxA8XdvRdZau1/p98OYwNKq44Oj6htZ3qBZWw4qDcSBTOfsijBI5HQ0lXebIrmS2mBN84Eizi/c9i3jAQgdiKWzPtrjXxffmogvvwqzfwknAMibG+ctlUrhQ4zs6Q1duSsOYUoyWKdEaXOhh6lGncWw2fWdfA7spkrXAvBjdakIlp5jQOSgGGBh1w2oQxrjk9PJaTu59mMV4mjF5tATKXAlNixdPEIe4hjYAnbeMghqim3M2tZTiqgML6ozD7v1UlevIuTAMERUr2FEcwXe0oWd3+xgnjp7gvN3jzJoZIXiW45LGtZTsyMWTi3lpzgmN65l3u7RtV2sqso3tEMi5EFzLfjmNJguu9pdL/t/ffpjOd7RNx4kj59G3PV1V5bk92zp4qsXdKlLnrV+rBxgGokyFsogcFp2XFucTQWshWylQIhKjIcMpkocD4mpgWCXQRJJIlpEoI0lGqwXQTJGM1oJh5x2ucfgQzKfwLeoaox+QERLOC203o5sfRfycQYVOHV7E+KsIDcJMHPOu1lJtH+VM2kcl4lyDF0cbHMx3yGVA9yPL1YoygHcN3Wyb0O2Tx31SgmEZcQeWTfUVaU51/Y+aiCRGqEoqBZcLREXGgoyFQS0bxALkQPGjB7U9u5ApJTAmOBgie6uBhBWqezziE0GtfkZQmtLiUPJYLIirmJICmmqGBwuMZbRAV72SRsuOxzRaNqmkNcUUp9WnMd9Lq//hxPKDzjn8VFgboGlbNDuGQckJSrSAx7cOFxoUZZUzIgHnEqFEChFlQNQTKDTiyDR4bSF7KB7PYdYw1711WoNbrNy+6WZ08118sw3iyCXiygjqLcDG6pFCY3+XUijJ1ocslZ7hXM2ImeNcSsYhpCnzUr8zU50bk+9x63bOu7p3LcWX6jQowXmaZs5Wd4zdrfPZnZ9guznKVthG8My7uUXl/Razbk7SA3I2mRmq5++mqkixqkxoUGkQKh2juAnkMwRI1GgCLlfExFx4JZMKdaMUcnaMCYZYiKkQ45TatMiqVFJ/mRDK+iHGddSKlpjz6dpA8KFeZ4dkxWXjMrso6GByL7nmUWqiY12Qo0ARi1TLVPwn4LzYvlAjSKcOXxxEo51EP7By+8YnbGbGu9NJ4g8USzV0855VbEhRmbUdW1szXFCSJs4M+yxPLigxc/ElF3P0yIyYM6sqA7QcDlgeLGhcx9ZsB98EmtCj3lNKxpaxQiTSeE9yYtX2Rcg5Wx2nCkEsAi5iXHeqVFgsGZcUzYZyWBql0isQPMGQh3xY6V/q/XCVQ2/oSK6OkdaCqrOpGq6iJZlszrgKfZzT5Ux2iezCmmM8OczGgbcAipp6g7IO5pjoHBgyLsEWfNWpoGv6HtS0zuRlFFwQQgg0+fbvNG8fPU4TO3zfM/SZEhqsWjnYgl4vB2t6jI1B76XymC0gsazQlOZTghO2+p6uqco02Sad1s1FHOAtizPrArPOc7BMxOo1G60i1DUirzcNU1nBFmvfgW9MzrCqnciadx9xtSp8LCNjzKQk5OytELgAFJqmqVnpKdPk0GzcQZvBDtqGLnRs9X2ta1iRZY9FzhS1anU8RMnkFBnzSBoHik/MmdP4liN+xiw4Zhpwbcu97nFv7nfPB3Dezgma0ENF/ibMeKLF1OXc/tOCU7fOchxKx9kxqZgigU6cIYzHTw3wRGrBNDVrVdcpWReHTahzMcpWHdKmTiAVKLQ5GvOKU3vXcurgaoa8xxgbVBt8aAEQ34C0FtQ64/h739CGGTEN5GK0NVGrV0mlULJR5DwWqCGKMlpNimvpm1182yEzITjH1mybvpuz1W/RhWYdXJeixJgtSFKPcz3OZbzvaLue2WwbREnDgIrQdT1gaV5VYbkYIJsyxMFqyVUf/hsEId1x5MTR89iab31K5uIn0wwRPFRE0po1WheZVl6noQ3lMNOKren2uwIKJVPySClLk4WLMKbEarkkjVWSzxkVMTFakVsoOLG9crq2PjSE0OKaBhcaQtvTzbZwTYeqkNKKnAdAads5bXuEIQo3HJxk7ByzZsaWa+ilxeOr7Fig+EBxPdJ0HOS9Oq4tNZ9LYquf45sT7J3ZQ0+dYe48R7ZnpKO7rFYBdYlhucIfZGZtQyOBThuIjoMyoGEk+ciqKCkKUhSXFBkg7UcWfkFqIo06/ABx8OTkSclRSqBkbxKqq8JiObIaR9Ql86UKhKbOWfHUqUZTHDIWiFBCdQSxjIzkGhRnhVQVuFI2HnSxWiDLGk0A5VT8W8u/KiXD+Un1yKQ2Xc0Z+mAqSCljShcaKlWqZuTEBBJQcLmhEaM/AVAGvAS8h+wDhBk5RBayQBhtT6fWURSDQMQ3ONfhQ8A3gdDN6fptfDOr7FclpbPr0gxMqOt1RYrFi9VMeVP7oQYFOZlqSEomPjEhz07F+K6uCi5M2e5bsXNHmmmMT1w5sd43dGGbvjvCvD3KzG8z93M6GgzrdXgJtGFG380ZU0+UXOU/DD0JoSW4HkcP2kHpzIGWwKQlJopV/VYag0jCS6quqf1nFb+FWDIxQ0rCEIUxWaFRrlrEgtTJWcjJ+HpUp8sqhxXvvPGDnF8rM/hgxYYidcLkYgNXhJDNWZ9QHVHTDrTUkxzSH6TYNjzJm1XwTLJJ3qmvBAIFsqJxJAoM1VHxvjPuXWa90Yl3dPOO3WaXnCOzzugcZ86c5GC5T6wqEm3bsrfaZ/G3AwcHC5arkZQSYzQ5oFk/46I7exrXk1IhuFndiB3e9jSyy1NNMznbBp2LqYl4Eai8dcvJQKnv73ywYCOECtFWpNhZAYNM1ftlyiYohVDpKqFGlZPaRqYA3mvdVGtR3lSfWkx3WkoippExRZoQDIV0VjQ4Oc2TAzFRNrSOr/WbAdQxUaZFp0rLTc7EJG9DVVSZJJ6cA2kcodz+EanZsW38yqOhQZpEqhusjWIPUnmqMlFo5CZO2ETJANQczSrhQuM9je8p6ohpXKfVUxzJJeNSsUXa9XQ+MG9h3gzEYUEWIWuLU78OUNbBbaUH2fxsrLIaS33GnFil0YLCZPJrNm5srsc4Fdf4mqKzVTh4T2isgNDXW2ppO5OnKlpwOFrXVi3ghiEXxmHBkEyhA6fgC9EN5BhpWNFqoRHYCp6u6+l3jjI7usPxExdy4YUXsbt1jODaw8VaDEVHZF2gorVIb+JX33RZn1LwNz2mqNb7VdHGaX0UqjyV3ULnjMudi22uhrxUZRmp6JXWQLI+ryhZs13nccX+8gzLuEBlsOdKrPzJFvFTEacagtw2lm0UNemqYtRMX/VVkxYyFcGrqVNf+celcqa9wLyf0YaZzVRnHHAr9vMmSxhHVqtlLTi07+h9sLR/LZQyrrmgWkx3WqAJLZ0q4zgSE6RRDXGMiVMHZ/jgh6+q0ncDF+gF3OH8T+28/ETNeUNkDQyyfW+iwUgdZ1ZAagNeVPAVoCIrJUWSDpQ0UIaRMkZSWZBdJEdYlUSMg1GIfCG7SoOswWbd5gniTTGiMe3r0HS40CO+Y7a9zXxrG9e2FFXGuGIYF+ScCKEFH9jbX5LGD3NmdpojW0eQ+XnM/A5RepKYXm+njiNScK4HEmMZWSXLBK1cxomnKzNiGdgSYcfDsg/krRmnRVnqAs0ZFwt+lW2fiJlxTMSyQsMATSaqUsaAZPOBZIByUBhlhLaYFF1WUm5J2jEm0FEoEVarzDAk4pDXa4uSDUiggjK5kKOQcITs8Vlo8TQK6oRAzeip4kupTqTtgTlGKEZNtWJLED8BRBi9ou5NRtmRWrfi6jpsBbWCQ9RTsrcMOjXbr1ggXQGSUoN4rwEPVvjvcs26JrwPtMFTXKDxPW3oyGllVBOZgAAL4FU9uJbQbTHb2qLt5/T9Dk3X4DVBVEpSJCvBUz/DCrhDK4zDaJS3tsF7D8FbXQW1lqMUnFZ5vVJMEEEqjxk1OU2xrNa52Lk7zdoQBARLdQXf0oYtWjcjaEPQQMDja4pdi22gTWjp2jl9miOxkItHKVUqqMe7HkeHlK46zpXU7hpCjfxN1SJScKa/J2IRsApZsHCt0h9yLsSELXzZk3LdKCq2mSqnsdQUJmop+qxrjBNwiDeJtlB/tG5Qohm8R5OjqLPnKuRfKLYoTcU5E+wvk8C2Rf1UbrcLvsLdbu2MqSquVje7kknjEhGh7QA8WQR1mTEuGOIBzZZdj+XBwMGpPZOiSoms0YohG092yg2nTxJCY3ynbDSRUoMgnHDDjTeQxor2iKdte1rfMe9mbM+3yX1P4zyt9BSssCFTwCnBVb1XnKkVYJM0xQEpCcRZ85kqoedqYVcuRpEpU0ElNRhQu1dVJMnej0NUTRWcLzTApENZ8yvkbPdgGAf6GMltW9F9sY1kTcGwCXvohNzUia6pSy0ViKnpyeo33tRRzKpV5cFVX1uZRpvzt/9CwNgK6qzwx/la7Kk1eFBfnY2JKlFRyslZE+OPuRosUFHK4LUqsHQUBO8BKcRiFc9ZE0ELjoCXDh965q1n1ixZBK1BqDm0UpEwpFI2XHX4MJlLxdRqksLBMHD6YMHB0vRgvXd4rxahYtKBpmlahe2hopm6zhDBVNBowUIuuSraWGDsXKBvPfMuMuRILivQiNeK+LiE62HmG3bmM47vHuP8Yxdx4siF7B47Qb+zQ9fNaUJXnb6aRqRUika99kz8w0OqBarrLM1NefV2OwwJvkm8x1QkA1rnmKHGWqQW8FVaR63pmD5XprXIVaRxQncQhjiwGPc5vTzNQRpJbioaLqjGqtxRmwK51hxpjSbx6KUOE4dowGljyHkyVaGRgVwibfHMvCOEDhBbI/IIGimd0DQ9QTxoYBwjMUUa5xjjwGJ5wMFqn2EcyDEbNUusbqIUZ7q3zYq2bU2OqhSG0aiDMUcLGJxJr4mJ1TPGkRvP3EjBnOZUIve62xd8imfmJ2bCVMTrUAKqgSnodZPjPCloFF2PX1HQWChxRU4LNC3Iw0iJiYJlT0YpjMW43+IUdZlMRL2uZ5EWqw+Yioa9b+naGfOtbXy3Db6nnc/ot7bwTY+q4IcV6jtSXlX+bSbGA0pZkuQMTZMY+o7BtxzU7zQ3yI0txBRR3BZncOyNe4xaGEuBWPBjYbWKlJxovbAz70mxNgc6KJRFhKXHN+CkoIMV2u/rgiIrXFOs+FaFFkdbHCGBGx06uEo1qD0ZtDAqrDKMCyhRWEXLopVazzPNO0omSyEnq9FKMUOOtEUI2dFpYFWUkoUGRyPWwMfWJ6WIaeqTR1ujfS1D8lZLVEVcrXjYWQ3YZK7WLDixwn0nHk3UOi+q6pCz86sZB8VqhyrEh7qmNsgBHwSyScVKEBMfqEWfTdcwFk8c6l5R13MDXwJNv8ORo3dmd/c8a2wUCqr7rOLS1t5U8FEoXqFVxFN9QSoPHmAio00Z4LoPV1pgLs58tJo+nYAF4zZnNH+SOc1U7EkQvDo6mTELc1paXAkV2LcK2JxHhnFlDox4QuhowswmQfYVWm8I0uGlx7sZ3s0Q7XDS1ir9FqNpGPFenRUaGFIIpv2AOWrOaBxRM7EUxpSJEWIxPk7OglXo+krNUCxr5OqmrJUyUp20mqYVZxQN39TiOIWsuTY9MemekA1ldcVZZX31kqdimFxTvFqpBtS0tOQaBTpz/nFTExC77VYQWUxSK2LOaTcne8fpvRs52L+eGA9oY2OIiUZWebAiGT8VDtatV5UhJsZkHQ+TmlPinEfAiP6LFag58rmMxAK5DOwvTnLtjY5GHZ1vOXHsQnbnxyBMFAtLvwpaJekajF1Z0Bwt3evE0kh6WHByWJlfI22c0Tiw4koLllylSdRmM5arMVeiIojTfZmQT1fnZMm1IUbsaJu8plK4ms5BHE59RfR0vaFMRQKsfYXK4yRXJ8OtNyVxlnkw527y+6sTVjmEt3fbkwHpIJaazkJAK22lLmiuIpMT39XJRI0p6+tnKS/D6xsRghgfOgPqk2VssuKySSE57wm+JfgOypzOm+JEFxJxPFOR00gpgpBQDWunWep9kpodGJNysBo5tb/g1N4+q+XKZDCLFfIgYb2ZU/lwU7ajaUzZw1XnyoI1V51yBTGneRhXrLqeTlua0LA76yka8WJFdDv9jKPbR5hvbbO9tcP5W8c5tnMeO1tH2ZodZdZuWVV5dZQnB32tFsJUX+HqdT8sTq3xIFPnvglxB9brjK0Ypb5+MqmUVmGqbpqoGKYdb+n5CYCwTFwd23pIZZLKrx5K5OTiFKcXJ9lbnmKIGXEdOLveqNUXWCW6R7yhUCUnNI6m244YRzoVW2eL5RB9TGhesUwLhmRUC+8CTcUVYiyUvGDVrJh1habpKAWWqxXL1YogwphWLIZ99hd7LMclMUVQX6koMMaILq3b7Gw2xzlPKhnG2mgpR1bDgpgHkipSGlMO8g0prTi1fxqkkMk88lM5KT8JlnNeO04iAdWm3psK6pQKE2hecxVVDZXTMZGHBSnuk9OSUgtRi4tWAKpW0g7muKifajoqDFGqgpB4Wt9VFNvRty2721sw64lND23LEKzQ1pUG9Q5xGS+KC6Xq5kdATPFIV6SyYigDjWsqyOWNP4/QimMb60Q7eGWMAykuSYPikzIWGPNIIdG2wnYfWATHfs4MeytiMGnYIok0OsaUWfoVWVa0xdM3gcYLjfO1F4RCgrTMpKhIiBQ/klbCarViWPWk2ENqGdJg55Os9wA1XmFS20pC8lOXTqEv3lDm4mlyIuVC4x29CwTfoE4ZSzpU4yoZKVMxn1R94howa6m9DOxDRSzL7XwthMZBMZnQPNoeZ8pZppCUo8nsUfdVoaC+goHOoUEpIRt9V5Ukiewc0gk+QYPQ4VlZ5eCaR2+brGc+P8odL7ond7jj57C7dR5d01FYsLf/YW44tSLmJRDwvjenPGLSoGKZsWmNs/puPexY6lj7QR4DOCdBCHuN8fdLrp0Rzw1ovg06zdiVlsk5qYLyhhZZd6aIIbGrNLAaltYiuRjS411jnZhMswEvDcFNTnOPk44gPUFaGt9bMYc6ck4mhYLp60HtElclsYz+UIy4X4RVzgwpkZKQkpiOYfG4YuT+ySU1zekq0yDUvys1w1saTysFQpyz4jkEV5JpKeJxpeBDgeQQX6ygpbDebMp6A6lpjvVAWV/RGgdWZ3CSVhNBpoYaTlE3ULwwamZvb8X1N36EYThDaJUSA2hVM3HGZZn41aVIRdSccXeAOCRiToZ0T46nAo2zSvkqwac+kxRWw5KcMsEFls4z0zmBYIomGPk/BME3k1yWNYopeaybuzVQSaVUQfxSC1HMGS5qxQBSi1Cg6j5XhGtyjifkcGqkoVpT7eLwzhHEZLLEW1cw63JnGrZrzlPVc3bYuClalTck1Q0DJrlDLdZdzq0DmVLlq4y+UMW8boI6T3HuhP5NKN/t286s9mjb1jY/YMqSSOUQmXhKdbTk8Ls5N43fKWKvaCmFoDWlWKwgV9WcQ3EZH6wzY+MDTnpE54hu07iOvuno/IqVLIybW2LFDGrgNW354vCYU+Vci9KySsqZ5cCp5UBJSuuhnaab6DpYXm/uTghBaJuGrrOGKU3lXIoIxWeKQMHoCAerfWsl21qDlt2tLU4cP4/59g4720c4b/sYW+2Wdc5sGjrf03pT7sg4VhkkCV1wNDUNimCa9XX7L1obPsm0o9ZfNUNVtBhKVWp761rjYOtZrcXQdYugGsTJmooxIddQNxwRhCknD1OYOHGkpdhnK0rUyP7qNNee/jA37N9YO+QlKA3BzSjBg7aG7tf9AfGm6R1jnccR0cwkpqNZIUPnrVI/p2IdAkWJqbfCrQa0tnWP7OHdjMb3yMxoNaf2MrOuQynEtOJgdcD+ao9ULGAX9ebEkSkpEpeJMS8Y85LGG5fcO0caMjGPxHRQVQdq0FSmrFFAKewvl3z4uo98OqbmJ2SmUJAoRXATAuxqqr1MN6DgUkJTlfUsiqZEHFeM4z5xPKCwqoV8hqRmZ91t01QjVNsWq2+YaB5TV9Q29DgNVhviPVuzLY4dPUr0nj1VhmJUj1RsPuskqRgCTWfrTMmFpOuci/H2NRJ1BBQvLSNCU0E7DwRtaJsdWm3ITcBLJA0jOTQs4orFuI+WjJORzmdaMsNqZLwxsUoFvMerZyyJ2I5oANcG+tDTBysKlZBIOrJaZsqQkSZDk0gsiavCuHDEsUPzHKcdsawY84Hx+TVBLd7VUoySmCFHK2hLKTGqoxdwRQmVgti3nq2uxRHsmogwukzOEUrE2j8YPYHR2X2re2hoCsVLlUY11RhDQFJNDZjjn6PitKFtK0mv1MyUerKYKIGQKOLIU42wyxSWxJxpJSAeskRCaOl3O3wnaIisxobFAruTBcQ19P1x7nDRfbj3Pb+AO55/MX2zDQhDOo1IYbnaZ9hbVQpFoOiIpsHau2ddizzg3NpXs15NWhu7SAVEJyDLVbDO6tKQUmX49JxBrtvgNNcWxtPiXNOI5q0LWQujWpe6RVwS00hJESkYZ0ZavCuYoLw50cG1lp6V3uTsavtHR4Pm2lNcm5vIJwXENXXxL3WjNmfHitMgJaquIOSxqohoAGlwGqpSQrLv4BxUhyxXnrDK1LvcLraKWCW9MejRqttsSLEVMiHF2uZ6rfB/LUiSimjjagGPRcxowpZireh2xcBUkWJasN572s7jZ57kMovxJAergb2DJavVAiQirrGuOFja09oEO+JYoyZn/KRcSo0qPSUrFFnTFKz4xleeVaFkk5bKtYDIQFmHC4JvHCcPbuTU3o1YUydLj+xszzl67Lg5HFQ1hVIpIKV2mRJr26tobUji0HrtJ6Q/18hRDWquiN+kj22otJdaxJeNe+mDOdpOPKF2qetcz6ybWUVuY+nBySG3OKsiaNpUTqeprlCEXDmWRk9w9dY4uzdaJerEWYKgvtf63jGh5tRA7JD8cXu1xfKAUjJd31aut5uYMgYsT8VEMsWXFaUVmxPeSU0XArU1vK8V+kVryr9u0t4bh9U7j3cNoi1aekRneOkJAo2bE1xD1NF0RUtNv1W5O+9aWzylGFIdWnzTgWvJEhhr0yLTIp3wV6t1KNloCr7yZb0HH1jzZ40yZvNfDDYzSkAqLIYl82iB2B0uuCN3PP8ijhw5StvO7dydh2wZloyyKpFFHhlyYW81ct2ZPYZYuPOxC7jj0QvY7nZoqrM7FeSB6buXKsk0jdeCVuWXQ7UfV2XlLCik5rNkPSZddYYt+XGIXK/rIZzRoLz3NbNTU7Jizksp6bD9rChDHjizOMkNpz/Cyf2TFdWBooIwI7iqzRy80XHQmhnya1Y0FEoeatOnBEXwKL1rmPk5TTNAXnCAFaNpoa5DWguLF/jlGeM0i6MLDSk6ujOBogklcjAsGaIVk03dW3OxYm0VRXMyrmpa4fyy1t205FIY44qUrWudl1A7B1oREmrUllxgGOOnb4J+nKY4UrYx1ZSMx9bOKZugxYrHdLROuJpHcloR45KxrFimpRWUuQS+WAASoDhTnqKOl7Wkl/MIBadYE5XgaEIHgxhfuPFszbfZ3dpBQyAtF4zLAYIni9E7ckpoGmmDJzgrEs+aTOUKW3eDMxUNX7XzC0oCrMdjpUEigFE8+06I3jOmyEoTe2nBweoMbpXRISJloPfKImfGvYFlztC3+NAQnSnGdE3HVr/N9nyLrmlxzjESGYeRZYyMZaD4iPpouvNDIi4KefC42OO0N9+kLFExqhJT12GlZsqlBsNKGTOjRqJASRmnhbbx9CHQZVMTiprNe3PWoZBi6lcqauj1GsSx66Z4ysTFFiE3psFtS7tRKLVASVbcrUURbwV+jQjFm8KYVIUsyiRfqHjJCJaN8G1D03gkFPCKV4+4lqIdy4Xp/I+Dr/zhlvnWCY4evSfHdu/O8dn5BBfWa1wbdmjcLo2coWDgoOgKSQtIti7nuueYtJqh52tVGCqiTg0YTbvAMhjVcRbNNevO2p+8NTtnp1lrRxxX0+taF7UJK1UKpUTGqsowppXxwlTxai15rQOr8Uu9a0xSjcY2qypX5cWtOXWl1KKrqlNoxWGNtQUtaY1EmqpEIWdHSY6cncmkZExLEetgZTQKPSSvO6mblHFhvUxOgzlmRqSvHkTlztwUjZkuscphlerEY60guFEH1CYFWW4iTWfHTuwQralvFaV4iCGjTui8sIwLbjx1o1UDa8E3hkY5J+SkxDgawhOEHK0TmKvFbiEEGrGKWIOfk0mJKagmpuYpOjm3WF/7aVG0NtQQY7ZuQKNtJIZEGvobFwMHaVnljALztmd3NmdyRqfGL6WOE+EQ/S1aIJU1uDZt3l6cpVQkkKUDJ+QSSZoJQaoTrsZvr5uBx9GFlr6Z0bYdjW+skrdSBWwcH8odIhM39LDIbcpqOAnWhGI6/2Kp+jXyV22Sb5re25yFm4B3t3Oz+2NBmji3blxz6LKx5tEC62DAFsyK+jqHYwp+KtdOlYyslWpsCvkaWNVUfgpobrGuUdNcNW4ddW2Z0OVZN2fWbdM2M4I0KKk2WDE6V2h6QjPDhZYUM0Vdxb1r2/N1m+hapOSC8fm8BQk6aQRjNDRz+NVkKENgd3vOve92H+539/tzh/MuZNbNQcwxiSlxkA5Ypn2WcZ9lHIi1w9XecsW1p07z3qs+xHUnT3Hviz6Hhzzgodzn7vflxM5x2kkzF1uH1mtLXZemeZmrhrJCVTeQ6SbVTFtZz9/p/kzrU2UN1WFbKvXGFDoUwfbcqfCvjguoqWIlEtkfFpw+OM1icQYdVrWQuoo/eUfTBKvAdwqMFB3IpUGkNZWamqEEQwopyZZFtfWkFZPRzKFHfK5dHmu2w3ka76x9czZd+pwSxXlWaeTUAhID3sPBsCQV0/gOobHUdx5BCqGxzTNpIY4jymjqC8HqLVIcrBZEoW09bWgsaEdZLYfqfDdn8UJvr6ahr500xRpC5IjzuqZWlWzXIA4rU60ow/pnzKN1mpVivHahuqeHayY3cTDW+vWYN2AdJDu8dKRcDEFtHEEanHr6tmenZA6WgzXvwbjwOSV679iebTHve7IW9nSJlgGHZ+Y7dnzPlmtoJ+lRtfmRDK4hYeDLYf1L5aj7zEFZcsPiFGf2biAsE200tLFtoPPCwXJg0ISI4l2hBKENLUe2tzm6s8u8N1nDoomhFIayYn+1ZJnMaZaQEcm1fbY1TiMvcNlqtXAF1yhNVcDJsVjDD4xCpmpa9FmLUUkU/FhokxByoPc9wfdEUVSsVoDWALucHKZ2oCiJrFZv5GqW2UD8Yhr1AlI8Ltd9fK1GJVAC4lItbi6WGVYIOaPO47xawX82x9xLwhNpHHSNp+s7+s7X87MsZWgaOjr6+Yy+7xmWDTFGkAbfbOPCUVR3oDTmb6AIJmGJtnhm5gsWj5MRdM9AubHqfzeHAYLWselD9eMq4GqyeoB4UFPXzMka3MFhVv9c7Da10WbK0q6dZtO/s5auVow3xgVjWpI11igxGQWgCI5Q09nmxDq19KpzYa3zGlywMpwCazij8iutAtgKQJgcr1w36SwVnW4sYspKznVDqoVnUirSqOZII8EKGAz+rXRmqfzi+rG1e9ckz7OWklPW31+moiWDteoCopVzwyFiW7ldlkLQNdpjjrtFSQRhkIEzywFZgl8IuEIssfZQr5XxFWHyPlhXvpwRMcS4FGiasEYVBKEkk+0KjXU9SjmSkqXYvPMEH2wAibXfViw1qShpubIqVLVOd95X5EhsG1/FkbEkNJsqSedawoUX0YZuXYRpKhTGQU6lLt4K1r6sVNRKD9FM7+otMbqFF+OupmIKLDZGqt7zumtjYNbO6Nqebupa58KhzBL2HYwGUxf+Ok+mIkBDrQNFrHOVVoUVQ5KnSeXPcjDWHeRg/YPouc7Bz6xNtArncD4QcyKXfMgTW2P09b6skeZDyTlXud0TPzdpImkNtipnr+jUrKTDuUm9xpEjaEyUGIlDtAKiWjtB/Uwv1la562amAVwcmUzwnrbyopuaNm1Cw+hMSixJZSWpOYDiTF/ewGQLwMHCccuIJErNhOFMtWcWOu58/p24/z0/h3vc5RKObB0jOEeKiYPVgr2DffaWe5xZ3MCZ5UkWcY8hjQxpYH91mjP7+1x/8gwfuuZaTp7a54Mf+Auu+n/v51EPu4zPv++lXHDkAvrGCt4mt14qD0/U1CoMEKidxEqppYpTYaaN6ZytdbbWdQzHmp7BGq+2zqi5TKP0sO22qV4cOu0TIyflgf3xgNP7p1kMCxyOXjwpFZarRMoODR4/c7W9OkAk5RVKqCo3HlwtRFNFiCDJ6HI1tSy1yULremZNrvcn1LqXhtAICUUr3WJaU0spLFYLUlnhg3CwWtr8rouxaiEn0/4NriW0DQ0NRGGMK9PFHyPBG5AgtbrfOU9oWkJVK8gpsxoGNOk5I1KfSWvCHFxGNBmlJ+aalbR1LJfEMA6s4oIYB7IO1mADky2kBpTqoDhbc6e938khOmqgkt0PEUNmnTiapsHlllwy4xDpWk9KavUz2fo9aLbMdPFCygK50M3nnLd9jKOzI+SiNJxiv+yxG3rO645x3O+wLbOaNbZ1IihkVUaUwQlDpX4s44KcBzKRRdrj9HCS6/du5OTJ6wmLyJY6dkJLE6wN9upAGYfBqIqd4tueI7tbHNnepW9ngDeKl1OKMynWxbhiSAO0BecUX4G14icOuIIMuBAgeLrG0ai1yo5Yc5ApOCxV0cfQcyHicMURotLiaLqGkFrGYoXJOVs3Pl8BzKoSuwbrTFmqVP/HHRbwFcto55jrWuNN9s17xKk1TpGMSkKCKWMbF7jOk9DgomNMpnbjSjK+9ayn63p8600CWEuVmww4N2O+PWc2nzEs54xpgeFlypAKi1FZWsNdshaGGIljIo0FjQEpM4QOkQilo8QlpUQ0WEaxFEO2QfFi2s8ijpyUqaX8ZOJs/cxM8pq1HXc6N6jrNjjNtaJbKkcWR8qZYRzw0lCIpLJiNR4wjAvjh8WRmGo6QixlYs7KVHBjerAmkB3sMR/A+coTN6dm3XyigDpvEZXJdDB1l8kprFP7NnezNTOZHBq1x0o26bLJ4Z0qyM3J1YpgWsvtUkyGxPuaYCy5yjHZDTCn7bDK39YRWTtigqyL1swqAX3qglVRDNVCkYQ2yiiZvdWCsYwE701A3YM4rYGARVFuUpaoqdYp9SziTWt6cgRSouk8WrWTfXD08568TIiE6gQbyii5bs5JKg/NHOg4+noPTZRenMm8oIXQmHqHOeCGshIU6a2FcYkVrcW4RyXbzPZVyUKyBR0TymyT3tdreEjYB/Dqa6q63tOspsHoijWgaDqTpGpmNE1LcA1BDC0qxRwL0+K1668S69g2us/6rlV+dE1HmBIMVqRRwwjW6DKmxmDDs2LpzigB/u8B3izAGEfO7J2mbXugVniIGpXCUysqWKdP1oFBNS2lBheFQmKsAW4urraBzoZ8YM0utHbpjKkwrAbiKpKHzBgrvyzXzIwUVDyzdsZuv8ssdDinFFKVswq0vqOVjkYaK9Bx0xpjaTH1tQVLybWavNIxghUiWvBmafdYMloGvDeN2ROzLT73rpdw33vcixPnnYeEwBAHziwX7O+d5vTeafZW++zHk5xc/i37q5MMaUksieUwcjCuOFgsOb23IOYlIiPLeIZ3vfdP+MgNH+HkqRv4wgd9MXe64C7MunadnpBpvVBDg72K0bzyYeBuXS0PKRfG07MiF3WHjjM1WDeJRWuJbXqlhlDb+1X5zQnl1kPq2xhXnD44yZnFHjEV2qaHJKhbUsqSYTna5k6gbS2lqzIa4qcOnwVXqoa3Cr7Y/FNvXcaKZkqOpvHuoQk9fStI49DQ4XxP4zpLKQfQgtGwbpLxSGk0DfeopFipdzJlsjKpRJoKzDQhIN48QFsTTIYqp0q9Qigi646QiMMFtUYKo5LTSPp74DS3zdxktuIIOpoDE03ZQNWQ5LEMLPOSWIvjkIz4uodIwLmKwcnhHmb1wFNwdEgtnMaMFQNTM5iBTGDMI0MS9g9G5vtLJDiSRruWGTQIWiyruN1vcbw/xoWzC+ik4bxwjFPdafomcGF3ghOyS09DDaeZxJNGYKWwQDnQwn5cshj20bxizAuuO/lhPnT1+7jmuo8w7J+mH63ZUTPfYrufWWah8eynkZgj3nfsHNni+JGjbPdbRrlKA5mEtJAClOApzkA7KYJkgQaTW0QrPXGsnUMdThpaTC1Mi2fwrjYaYj2Xs5qS17rhm3NGIcjg1JlqTIK4MpAhDdY4zZQfMi44Ey4QoxpOTbemWrSJVyhTVpda3F557947XJjmT7JW1cHhW9BccJJpvGV1nULrCq1zzNoZs/kObbdrxIAiOM1IZRQ0TUuJIwdbe4zLkZiVZVRWq332Dk5yerVgN20TnZDzir3lafYPTjEcLMlRQPtajL6EHKymaDr/YHF0Edvfp2yKWfWLnFgmTO1vJ0JtSwxASVp7U9y63Qb1jBq5c1hlnVJGykh0pq8Y08D+wR6ruCQW6z+fcrbXuFDRKFs8pyreCb2apL6sWExqlz9d915fJ0+16ulWuRzNpkOqxVNys3a00VjRqunYegnL1J524twW1pWca9kstVRJ9sZ9yeYUqVj18DqVeVg9Vl8/8ZQr1WLqVDcVXtSFHmeIucchAfAWue6nMyzzSKyIUqpI6EQ9cL7BOWoVaKTkQ9SZbMUqTWuIcU7Zrq+ziva26xmqfumwHAylrg1HSinkGNeax6VYQxiXxZQFXO3kVCtUvbiKSllxFV4qukNFJ4TTB2fY2Q50WzNbVoeBcZVJqQYgFbWwdpta0dy6EQa/vleTCoUI+OKNmoNReCYKR+MaumZGF+a0zYy+643riq90i0rfSQl8qIWEuSqaAFNQhiElqjctEDUHTKkKHmpjOISmvuwwIDrswFa1uc9yLW+/VkphtVqSS6EJfW0oYlXxU3BgZuN9LUNWCtQUvmpESAhKkZphKmJzrWQKNkYFD8WRkjDGzHJYMCwViSYdl0uy+YIV6nrnmM+22J5t0TYNHrH0O5ZlaUJbnajDbMJETZqKRp0TNFQJQy2GiDZWvNpIt0YlS8nkpHivXHDsCA++x725310+h93tXVYxcebMaQ72z7Bc7JHiklgiIwMH+QZOjx9mfzjFEAdSVsaorJJJ4Yk0tEHITUt2QoyZD//t+/nt338DZw72eciDv5iLL7qYnb7Hi1Re6KEkHDVr5apKEKrrGubJTCHDmeNcYVgt01is9CLMsS6Y2P/UUldkcsYPwZEMjCWyigPLuCJrskLJboeiPTk52kWirc1qdEiUlVHalEiSaKoprtDqDMEyDUVAnKMJFY0KhRUjiKdrQAiE0EDTok2HuA4vAecDLVYXElxTnTZD94oqMcWaGcEKgrwHGZmC3aJS1/LaaKVm11TVrnWpqWrMcc5aGOMIXqwEBcV7V4O92z+nOWC6+FoVbFKJpLQkpcGoMzqYnnGx7nRTUyZftX0F21dtlNgab4XUdb+u8qFTxtUQaDEKJ1YjgDRkcYys2F8mziwG5ssVroWVmHOaswAjUgJt27LdbXGkO8Ixv8uO9Byfb7PfHQVRjriebTr6STsYc9lrfypTiUI5k1acWZxiXJ1Ey4q9xY1cd80HOfm3H2JY7ZEksXSFUoQ2R5psFCLagMuB0DYcmW1xot9lN2yhyXMQ9zkT9ym+0PuAaxyh7+jnPWXfxpir2RKcOcPSAKWQ0mjeTXBGGXQtWsJamStFQ+NLVZMqySiayUGqme/CYdbaKZQxM4wrRhcZciJpsk5+fUC6QGitPsMaqDkD6Yq9D1SarQPV2tRGrf6JSk1VkZqkUuvgCIb6Ssa5TNt0zNoG75V+5ulnjqbdxYVdclUECy7TOk/jWjqFMkb62Q5Ns6TrotFb9q/n+us+yGz3TmgQa4Y1nma5dw37N36EcXGA5IB3nTUzkS1gBtKgMlZ+OBRRy5SoUiRAcHXdK5W7XH2TQg1orPW390oplnX0Lp3j3DpHs32yOrxi6b6iGME9jwxxQYyJg8WCWBKltrC2Ku5JD/cmQ12pyGhZ/6jUFrJqaASeNccVfKUD5ErToKYz1Pgu2VtFZkVe1s4zzjrFTA569V+tl7wpcaC1Ux9ufRNUCiU7VANT73ZTi6itsFWZZJ/USqzN566awFKraqw4wc5HxK64FBvAThyusReOq5FlXBEl1ypOe36Sv7OBjRVFOGfc7hxrSsyiSO88fW8NSpaLJaijaTpDokupcmvGdWxakyDKJZNiqrQPIYRaIJnMMRTnQew+FlVyrCm1oqbLiLFops48uShJM2cO9liuRvp+i77r6LoO31YB8aLUfpaGclUn1TYuowRY62tMN1jMCfXOOOlaaQHBN3RNS9/29N2MrpnT+hldmBGCaWpaRuEw7Ww8+5qulmz/P+nRSlmjcWjlhtc7XGeBOc7kNQ/aotZavUuVDZyc/3OdXJ9JOySTWzv0WrRpTisVSKoBK8WoGgrkhGIao2vdZkoNEMuaarNWYpjeTA8DTkM9R3JRfOnWuqlZC1OzpuACW/0W836LNrRG35DJkZzQxknP/ZA+MqFjFsTUoE+NJiSu4HzGB2u04dSjGqEUGle4YHuHSy+5L/e56z2ZdzNOLfb44PXX8OHrP4KsDuiDY2urw7XKEPfYH25kfzjJwXjGEMoSyEXMEXCdie73GVcSaVQSkSGvuPb6D/F77/wdbtg/zRd9/sO5910uYXe+ReM8DW4d4CuTooWZaQjr2ms2KoU7/N4AYtvjBFDkypleszWm26o1czMFHVWOc0iRg9WC/dWClK1BhA8eNFHaQO4VnRerHVmOoFYcnSOgmSRLslsQmkhwx6yAvMUKm5fW3ErwEGDEsgdaFYxcaGnbObQznGvqfKodQvFV91eqs1+R+VJIKiYOqRXeWY9dQ5SHcUBFaUpjhUI60cwqbWS91yiZzCItST7jCLVgeKrxOEdtqs+gaYqoJNO/Liu0LMllRSpLsg7kMpLUKD/qivlK3iG1sLrkqYutkqVmJKRmJ9Sd/WFCpWsZAm3riKB4ingiDcNiyckzB2ztdBRJrGTFMI6UKdOsanSopmfuZ8xp2ca6k85DS6Eww1s77fW+a/+UqvCSgFWJ7K9OsX/wt2g6TYoHnLnxWhYnP0ybF2zPAgttiKvICmWhmT5lkx9oZ8x8oN/q2draoQkdq5RYpMqFHvZwrXCk2WLemuLOfDYnVwdWiyHm4moQH2y9m7I2IYTDonRX60J8INZgLK1qcWYuZJ/JToleUQ8eJWrB50QsiThGVgcrVnFgFS2b3/SCzDt8D6UF3wZ8W+Vuq6ytc64qj02AEViYaE3lpt9UHwQRq3ESb6oy2bosBh9p2pYmWPMacZ4iM5QZGUEboQ0jjQt4NeWx0M4JzQzvrIC7aSN7iz0+/KH3cGavcM0dLmHeN4S8RIYzSB5oJdC6BkcA7/BujsgWpXiiJMv813oxSkSKFWNHEdb91KA6KVa7g1rW3voPWECouTZZOQe7TX1+Vd1helYntQChlMRqWDAMo4nKY5Nt0hJQnEVKa+SkUhcqUqta1R68Ra2qWrs21e5YldBvGsm2CYqqNZ+TYmhzEVR9vUh5jQBLhev9NFCnwj5uks5c/3eTTQpI2dLLvpLouYleL1mr7uihS8VarLtuZCY/YAtPfVdx4INxbZsmIAIn9w5Y5iXSufq+rjZxMAqDVk3akgtaYFiNhMaTk6lHhGD0CsSxWg5Vf7nSM7JWZ3uKoqriB7JOR4QmGFJc0RvEztGFUDVSrahhzaOuKF4lTdpjwVetw2LFHzoQU2ZII3sHjlnX03UzvA8V9ZkUF2xR0Ynq4gQnxX7cYVGlIuYoO0NPgm9oQ0vf9MzannlnCHPXdLShW8u9lVw7JE1Fq3qoILDOECC1ylZtPFVZQ801syJ1g15PQeNF+2BqLLmUyuk/nCuTksHt3bwPZElIFoI4gvNV3sk2ShFqhD+Nd0PjTfXE3J21igzVSRajYB22KLfiSsDCCilVwULxLtN40wLWwdpQZ01kMTpF17ds99t0wfilmWIi/NTzqXNj0ie9aYv1dQOQKVvhHBSlVKlEXMJ7615aovW+unD3OA+85L7c86J7EELLdXunee81V/EX738Pi+U+F271HN+e0c7mSMkcjNezv7ye1bis18S6rXW+J6iYk9aaJrjgGXyiAD5nVmnk5OkP8//7n7/PmTOn2X/Qw7jXxffgvKPH2em2CLWD34T4rU0x/nXVFnUyyS16cN5URzQbulImas10HwxlotZbHAZ55nQPmljEgb2DPQ5WB6xixEtjFeeV1lEcSNMxm+1A9sCSUUGyBduKGgrkkqWvXYtzLTQQ+paYDeFtXIe6hoIpbIwiNKGj6ef4fgtpZlb1Xg5rHUw7NuCr5KEpEk0ZwkMlERGToCqVbgLOio8wRQ6VwjCl4kWsM+EE7WTWtKKR0ToY1iBGRAj+Nm2bnxGLq30yIzGtiMOSko0DagrL1sSlMK1ZNWiqzXUU+/4mB2p7uUgNRHQCEmCdPj3r7xqsiO1frumQ0BMX+1x/3UlCKOwe7aArZO8NxXSW6g+qtMBMPHNxzLF7PqsFvTXMusknTauxqWcUIOaBg4MbGBY34nXBsNxjWO7RODi6s0Noe042+xzIkqQjuTii2N7Stj3zbpvZzhzXdSyzMq4OOLk4zY17p1mNC5qZx3eWqWo6TxOMepBSsoyLiWFaVzqB4KczE4K3hm1SgzXL3toXaFtPjEIZamqdQiIirlBCQbSwqLUCi7xkKJFUrMvqsBhRLbhUtasL5LHgOkWjodIEtfWhgdA3hMa0nqckq5OAx7qd4hpEGsRZN1+cN2AkGOgUy4hXRwDEdYhridmRhypT2ThC0+C8ZbPJ1n3STUpH3oqG29wSiBzc+BEOrt/n1Ec+xO72DrvdjO22p5/NYdbjfIfz3hq00OKYM47e5AedNSHKuViBote179l1VAqeVrqV4quwQSnZfLEK6BYg548KBj+GnTvSjG2AkxLCxH0romR1DKMwDKMVrjA5zGtxuJpyFUuVZXOlff2CuuYYK8Efcsm8r6/BeD5jsuO8d4RKfyjFWZRQ07mTzJGIpe6mVrI2kV3tkmSD0jiq1RFm0jS0QZSLktJIih7U42q3H3Oo7JylFira6+xcp85wax5hjcBL5c2Kh27ersXFxcPi5IJRMhIMDyc7m1yVd2dOnlvf5MkBNoK90La2uSwXK+IQ6fuetusYh1RTbVg7W6laxyIMq5WhtyHgfO0374SYRtuIq4M8DhERR/AT7aQqmtT2nIWK8kQT1D/0K5XMgC/JJO00M44rdneP4ZuGPBqi7yodpuSMJtuUssaaVm85LHYy58gUD7w5zL5hFjp639GFjr7t6dqepmnWDlOpqfzJhV1z5ScUar3mWyGrOBNvTyUal7nKp9nyXSP02gFwer3m6mB6qsyV2AT+e4A1260MeIG27ei6nlWMpFzQnBAfKj22opglVV5kIpcIJeOdo4TDbov2flUestJ4bH5adK8V1bcmKICbFEdM8jDFSJRodCPXMG9npm2sUrMEUufdhAxWp3GqBJeqaTxlF/LEXZuC40TRAZUR9aOl6hXO2zrKA+91X+5953vgXcM1p07xF//vffz5B/6S66/9CDveseuOMPZKzJCGFWcW17G3vIGYMkJjm6ibI6UnukxMS5BEowZ2FEzjtlNgMAc2LW7gL/7iv7N36mo+934P4n73eAAX3+HuHNs5TuMbqtgFEzXOiliqc5yzdaV0VlyFHCqLr1fggjnNzoIZqWonRaQ6lHZsLoVFXHL93inO7J8h5URoG1rfIiUTy0BkSY2ncCHQdjNmGSSaUoOOanPVKeKjddXThc0Z7/BdQ8OWdfjyM9T1lZse6ENDCD2hm+HbDnxjoEyyYlJU8D7YulfHGjW7iJjk1lqzdVIDQNcB9NQ2O9WgImbTzFXvLONQg2pjbFnRcS6ZWOoa6AJNpS7d3m1Y3kjUgZhWpDySy2iZVcqhfGGtM3I6qS1ZQdqUgSxVeQJqcMU056qyyZTWUBtiRU3GDCeVIuNoupa2n7FctBwMA9fdeIYsPVs7c7rtjqaZWWttFbrgmTRvQnU/bZWVCr/ZRxZVUz+o3zUCK5ShjCwWJ1nt34jogEnLKlvzbdqmJefM/nKg7U5xvTvJQg4ISUAaxDV0ITDbmdNu9wwaOT2sODMecPLgRvYWe6Qc6bSh3W8IjWdOh2nZW7FbURuD4rxlRT3gbZ1DMLWwqeunTsBEoSlKzhAjjKNWXbREEkG94loDDYuMhKysyoLBjWSnSHCENiBF6FxLW1pCaqbdCgqkIVNqUV+YCRICjfQW0NZg04nHiznLSIP4pqLNbu3fuBAoKa0VbKIUnC8QbV3xecC3p2nUE1rrmjjtG0mE4j3SmHY7zhF8oPOZ5DMpL9HFSbJU5ZtuXrsfNuZse1+LowuOGSKtaUobAcEos9ilk8rI9S5Wn7UO01LQkoljtLqONS3NpD7jObKuztlpLtmQv1JRuYxVrDoUSdGKfbJ16ZsoxBnjqVrKtqZmi6XC8sTVm3Ct6QZQI8dirbaZ5ORKqZw7m+BFfSWrTwVYVtBRcqRoskW7gjNarDry/0/df3ZZkiRpeuAjyszuvU4iIkmxrp4mmJ6ZnQWwXxb//z8sAQYYTJPq7srKzIhwcomZKZH9IKrmUX0WmMRuH3T2reMVmZFOrpupqYq88pJhZTce/uEf3B95FLcfIkjvqrYxerSRrpmSv20e9hxbMTk8hUXcLgKrAhI8U0o4J6zrjZfbiwkne2xjCxDd1D0wi0UTO79fM9Tirc1a7624DynRak8jkmY2ueIopRFEiTH1Yt6uqXky28FQ6+hoC6Up08G6OWluR3bA6A3e9ZGGtr2Y33Kme8rgfFfJd1WGd9iGCx2RNtVxaxtVC/fv3tE2OD+dTUCo5v3YcrVgBBFq91gNITKoAjJCTEIkpcTspx1lHkhzjJEQbFm3jgztvsxjCqDaH76Odo9Cjs4jFZsqwFAXD9TSnENMgNJHmIMLOdAVkU6f+fkfrGC0ZNcnMM5bZHxUNRuqzjlsaj7frqPwVc3XFTUxl6qgEvp41uMk4X3AYQFB2jfeETRT23DUMcvAitmCaatQGtuaWXUxEZiPhjI7aygbb02wkyEYxp7Rbi/onKE5u72Wtv151VFOumaiJ99wrvLNh0f+27/4d/zb3/4FIQT+8ccf+H/9w1/z//zd/8L3zz/QthveC5fFc785zkvlpmeeb2fWZvHayc8Ef8BzQIk0Vyi+IAgh2jMxmpHWTIzqnYJ3NC389ff/hR+uH/kvf/83/Me/+O/5D3/53/LLD99ydzwRg+tLzNaal2DNRrPC1yjLvcjpuoQtr2hVgvSxsPg3jr6Yg0/t+/aWN9Zt4/Plhc/XV3IteB/xcbaCqhS8U7a62uQpl574WQhOiGL7vYinaaA1G0NrMbsv1wVSLSSSuL7uDsR4x5SOnNLMHALikgVl9NOwaaM6E+q1xo6Wj7gLo+tpL/YaO7OqW4663T5lrHcbL+eWbQIl/Xxwxp+nGcgRBBv/OvOqdWICRC9vzi4/59dy/UTRTG4m8iuSrTEdvt7SkfsxqVFLZLXiwopmpeHVTtixXzoUp9onxR33lYrizGJNTSzOFHE+EtPENMF0fGC71e6o5XAyEfzBnG/ixBQSx3igOsetFVbfw7AYcAWjbKaKcqNxoVJ6mX3Vwmt+4eX5OyRfuD/OhDSRDwe2baOURmtwWlZivAM38WP7kXbZ9qI5iX1NKY1bzbxsFz7dnjmvZ9ZSUMDnyu2yMYWb+U87Ryvgmsf7SK10LYdY/cLU78hbo+HcG+goruBDI0YlTTBlR84NKAx/dglg3swrUjO53SihIgdzKRHv8TVwcjPHeSbNqQtgqyX8YTWLSxbc5lYHyYTU6prRb5wDF/ES8T2wzgLezM0iOsfkHCG47qSxmWNJhZoFp6lP1hrihbIFigbUJ1xIVMFolTEQkset5tsfo2OaIPrEFI6cphOn6cQ8HQhpwoeE9xHxtl85nfFyQphAA6K1C3xNh6Bg9KBqOi1p2oP1bN8opVBKNuCxHx4NJWeh1n9mekarXTQCPbDDBEEN7ZY+4wFynZeKWQqpdr9R28SGywPQ7ZTqjoJ4teJMMa6J2SgNfpVtgGbGL3ZhsLLbDuVuzl1bP8j76KmTwWtrnaZQDdXU9sZPxWzFTKD2hkK2WinFijXfObCIbRhGWe5FaHsbDVtBZdikOiB4nJtwPlmXs1x5fn2myNq5xkpKR+b5iIrHS2ZdVmox26QQp46UWaFcSt3R7RACzTnyWgzdGUWLc+QtM81m47ctGwMFTyn1oJNtb4RKK+StCxwFnLdmRejig47qa1PUGzrNlg35db6LPjrCIBC866R8K/Z9cN2vM/Px4xNlg/fvv8JHz7pVK5hLtY/hbuEcIpURtqFOLc/emfhriokpzByifUzRqBkxRrz3f0TDsLAH2VHgYZlmwHkvlHv7ZbLVN449WBS8jfbtCTBluNGEXB9f0Xl1Y9xtg5mf/+Hq+vOqImwlU69mQWYCKfNYzbKhXohBcFQjWw36lRgK1WoF90aNcJ0y4Qx+ZyQ8glGF2la7cT/QpzqtVErJrMuNa70RJ4uMjT7sqMkY0QP42vY1qmq/SwiBGEIfv701L61rDDyOySkn75mDMMfG+xD5d7/5LX/5qz8lpok/vD7z//i7/5n/8W/+E5/Pz0jNCJmVylI9S/ZwW1j0Ql43kpvNP9pNWJKkob0+RGb3gCeTW8H5ggRBomk3PDY2df2QzS3zuvzI//Q3L3z8+Ae+/+Ef+Xd//u/57S//lK/efc3peCS6aGIjwOHxTlHX47hFOzJY2crC8/WZkjPHdGBORxPGOnMLUWCrK8t2I+fMbb2xLAuXbaHQCCnaaLMj/LU1coFclVyNe655RZodPtGbZ65NLiLKjGIJmqLWCIeOHIsPNITgT9wdP3A6PnCMkx1G4mkSUB0jU4vwdVhxbxqW0kGU0i1PG6VYYV220rmX2aaBfY0PpNQP0WgzQGcXf3eaka2Wsc8UjDHW7VCDJ7hIHyP9rF/rdqFqoVB2i7R98rVPZ8RyBbTTmLoTlTZDO13oYWb0B0zHxE52MMY0PN22S5ulyLmJEE6EcE9KB+LkOBzuCVKZUybFZBMFP+FcxLlEjDNpmtlofK4X3od77iR1LZK934Ek3lA+s/GxXLlVcC6R68rT83fcrp+5PyYeHo/4GMilcr3dKNkoOodDwcd7apgoVXjVzwR1hJrQ5ilaKaWwbDcuy5Vt21CVDt4YeFI3Zbn0gsw7i4kHS0b23dSggarv54zYFHOANv3D+OEVJxUflZhgOjrcKp3iaMmB0pvq2gy0rFJoAaNNFI8TxdeA10icZw6HI6iybQtLWcnFbDyTHoh1ItVELAFfhBpMdEikawCtYQxO0OD6NMpqreQdNTqyik1gaqY5enIgNuHx4KojZ1i1EbxFWGt3WgkxEiaPvyrVQ0zm1y/hwDGcuDvccUpHgk9WMIeED5OlQUtfwfWAyAFHQnSz57O7jLS+BzHCe1QgjlCf2l2Me56GdjG0NgMM4z930dwG/6kLcDpiU4tx60LqiWLDzqs/iFY4m9hroBpjZDtcFEYkr1Kp6vGqBK848Z1/YsMZQ4pHPLXdYNTGQk0dlgqo3d1iqMgN6W7VkIhSmo2rOiLdmnEoVSq+DT8PDFltlVobrgg4ta5bB0/7DW+QHWW2D9ctj5oKIU1UN7EVTCmcTvjpQC1GAWi1EVSY3AQSIBn3cbktna4SaC7YiLINL2ZAHTVbKIs9oNrRWNn5unnbCEF3pNR1rhJaO3psTYZZztnBaL+P8VjNqsWKxVbt+9fSQMterAjOzOs7Qi9OUAfBJbZ1oRbtPFIxT9e1oPWFWpSHhwfb2NaVkrNRSJzii8P7RqWYYMj39+8dySemMJE6ynxIM4dpIoVoft+dBz6EjfZ1HjWYypxAnB3iBmO0MbvBaUN08OF54z2LoZaGmhr20Y0JdhQbeqfbvTFNtqw/9fH6F3sNZ5KmylYKmrvSW8wztJZK1kJwME+JOSa8AC7QtCdTdehKe/EH7AWzfX+LK2+9caY6i2wt1lSVzTw51y1zWy5cb2a5SGkkF3evbbCi2YIuoLFSaqbVBUfBiyP6RAsmxKPrAczPX4BKcoF3c+L9wyOH0x2HcOLfPP6Sv/jNnzIfZj5fXvlf/v6v+U9/+5/58ekHeybaWBf24VxhjpFDeOCUZmI6cTp+RWnwcj5zvl4pYvQp0YlAxrUFryCpdMGQBSvUvv5qaay6kbUi7cbL55X/6fbE849/yz/++t/yp3/yb/mTX/0pH+7fc5xmC4qg882dNZUmgWlozSzbmU8vf2DdVk7zHaf51KOgrUFqCmvZuK43cimU7gqhKNIpUOZzbklapSq3LXNZVwsGqbXTdmz6Js4jVSwq23VuvE42rlabNvk4MaUIpdBUmOOJ++MDd8cHppT2/bw27fs4xmTVCmq8zVJ7gVaLpfeNAJaSKbWYSJs3CtGg6IwI3fFnFE9pNt1Q3lAn5G10bgmjzRxNnCNGyxHQ9vPnNC8sNkED+7XU7c38GN27TtV7m7KNa2BAkXNqE1u6wJnu2+7eJjjSi2aqreMQZo6HR06Hr/H+K1oLLNOVmivBKXOqTEnwkuws4k3Eq8BWNp7WVz77Iw8x4ZmIHaEtNK40Xsj82G78/vaJjy8LrTjK8sp2+ZFjapyOHzjMd0iY8bGhcjLQTxytNeK8UOPE1izISF8XXIGymetUyRvLciVvm7n3hBl1NkF0KkTXHYA2pTnTv5hWyRPiGxVIG2ahKw6Rgoilz9I1MtK59RLUkvfUo05s4r4Uo6PSUwK17BqpKpXqoXkPHYGtRcgNaujmAR0kcAhBIhBITCQSoQZC80g1Pb6qIqmBK4boYoCniRc6hUeUEAZ63mi5By61oSPxfUpvYBJYHkNruaf4TqaF6tNMC15WUvSEecK1Ayd35H66I6UZcQHnIj5OuGChJ0Ob5uSED3fIGmk1E9WANaOE1m7bp/3f6eAp3QPa7s3g3ffj3QwHRiP4X3n99KJZFaoZcbdeNtI5YtoUF8zU3Api62qbDhqE7oiBKcKHgv7NMs1p39Tc2yjVxqz281TFRIAi0C3HZO8+ja7Raid5a6NpsZvYFGkebeauUWvpyuGNqpnWDK1QZ2M7Z5533WHPOm5xakoDjIe8z+JlLJghQvS7XRcK4h1VAqUJtUHDU9XGINP8SGqN23WhZU8N1oVu2UbXTgKlZpZbJk3JRqpduey8PaDWe1ij0krtvGRHKebA0ZqyLitpmnvxYiO0shlXdVgoDf5yUyugx3WupVKz5bcPX2UTPGxG9A9iBPxq98x7+721KpbEZl6f3gVabjg3IWIOG+fLGbRxOhxwMVCX1YqTMZKt1VCuXsCLd4SYmOLEIR5IfuY0nTik4cs87QJH/QLVHKhyGwmJw5NaBMZK7ieLWcp1+Wq33hENncNs6NxwzRCGvzfjJHrj2DYb//MTH8J/2Zfsf4wS3yKaG9frhZpveBZiANodgTtiMG7eOEbb+MJdP9AzOKWncQrm2Y2Qq411W48rL1nJq7KtlWVdOC8vLPWMc3Bwgft4IPnYqR6j+TPR6ZI3rsuZvJ1Bs437QoA2WQGFPcLmgSqgnpQCD4/veP/wyF068PXdV/zVr/8Njw8PnMuNv/v0D/yv//hf+Pz6yfYrVfMSb5VDijzev+PrD1/z1ftHDvMR7yfmdM8031NUeXp95g+fv+fp/MJSN6RBRBCtbFRrrjURNKM+cJiOxJD49OkTr9ez2XS2RnAFaReePv+OZb3y+fWZl9fP/OabX/PN+295d3rkEJJpFICqma2uNCxgalleuC3P3PKNogtrvSE4tlopVSmq5NrIHSVzzsbqw4Yy+GhibMyPP7fGdbNkwLKeSSJMwUQ2reXemDgrBFqmdcCkIdTc2MKGC4k4BaILIInDdOIwn5inmRQTSBcnlx7UotbwG+ure8jX3IOZNkrd+ufRrQ1tb6+19j9zdzoSgrN92XtvwRs+UpujFLPfrLWgFMQlAwiaNQ+WzluJ3hO6QPmfmkf8HF+1dX3J2KHaAAHo4IG1kQNZ1uFLTUdCvSUAyxfOQOZgFbvXuq1pOgdZHEQXuTs+8Hj/DcfjtyDfoAi52oShrI5DqhwPQkodxGG4LhlPtrSN4OEpRO6cR907jjLjcNxQXik86cqP2yvfv37iDz8+c/68sj5/4i5V/uLf/JJpviPEB9QdcK4Rps3OdmdFpIsH7hE+lIpkZeET+fXCVjZaWajrSskbThpT8niZIPjutewJ3mNWyBmteS/QBDEambdzUvvVEQIQECw0yhqUYoCLfxOg+uSJ3Q61VDMb2KmSfbpPb3p12O6JmMbaUEQroLXRcmXN9t6s2AxEPFEDUh2SheaMPmrN5kqcNpgS+MmmgFIRAk4MqQ6+9emD1TG1dIcVqlnRyagV3N6gKkKp4KpNzsUnXEftVSH6iKQZ3w5MMpPChPiAxISLEzHOON9rqg5KBn9PTA/oa6RlIAkuOnPBQtFWd2C1NQtgUakdGKRfrD/+ELRnCfzXXz+5aK65wIhi7jxbul2ZiBVPdAcBq1nsH1rnwuZSdqTZ0OkRXGGiEddsQzNvQQE18dygehiSGmjFeNBOgqEbAxFrlVrMgcEumiHJVAz+1xEO0rPs2/jo1mIyxlMVrb3odV24ZLW3+SO27pfaO0aLovUIsT8YA2m2caR1wZ0v3SrbslKLmvJ2mvFuNmSlNIvezZnWKiGaX2kplZINyY9jlK72mGmreJ+ML4qNpsXZvbDxsDcudFNCjMSYWNeVYS8lojuqrh0lNTsaa0ZKTwxKUwJgW9edw2sIq6esm402egklvakx14SAExOGhaCWYd/eEPzr5UbLpY/TLfhEEJp/o/DQkdwUZ+b5YPZyYWYKE8fpxJxmUjKhQG83d665Fb9iquEhCHRviNOXha49ZP1rB1ddnJn89w91hpZ+YaDW3yOdYWkozUig/DKF6Of7st/CwHKHx5OCUPLKslw4v37Gy5XTHA1tEIebXL/ndFs/e+6d2KRApdJhyD7+soPDYYh/LkItjm2B23ljvXakOS8s5ULRGxOBu8PMaT4SOhe3iRUyOEfeFm7LK9frE9t2QdtK8so8BaSZEKa0tzGo8VedWRQe7jjOJ746vOPPv/ktv37/DVkrny6f+Yen7/i8PNO04uiCqFo4+sBvv/0Nf/arP+Xx8UQICSeJKdxxiI+GiAWYPtzz/vEXPF2e+fj0A+fLK1temaYDpVgx6SVwmk588/5bHh8+4Hzgd3//tzZF6utxXVfQxqdPH/n49Mx1e+Fvv/tfuZyfOb888etvfsNX9++ZU0QCVDKbrpSW2cqNVlfm5FE/gWJ0ChzLtrGsG7mazaQ6EOcJEvHqzA7KTUQ/98OxUKi9KM/ctiu0hZgSLgZijKgvNoGqDYohZLkpa6mUrZq7pFsQL+AnfD8M5/nANM+kNNu+3+l+JtAejjWNpplSN0rb2PJqIqTSpwwjqAD2c6npxlZWWq14F4kp2uSko28DgXPe4/DkUk0c1x0lxnkjap9XNaPZzgbv3yZRP+fXG3DQ90KxxmigxjpmxR3EGuexdANfO5fpZ2zfWgmoS5Yep0rLVsS5TvuZw4mHu6/56v2fkNIv2MojTTPHPgHIEQ6hMk9KCF241ZS6bTgK0laiF4iwlMiPm1Bi4+Tf4WVmQ3nVyue68vH2wvPrMy+fP/Hj757IL08cfvPOGnp/wPt7KgcDxsShLkNPAg0E5kPh7n6lXG64y8otF7a6skmmsoJUgti0e56PuJTM7UOEKQwjgs2EpWVBKUQfmGJEvePWYGuVrRo6G2wm28HGvE89tTlzbBo4nAMXsNCwbMCV0am6bzKjeOyi6P41IXiCesQ7ijYTuqpSqFaViPmiiCqhOdjs+4kPuOpYbhdyKPjZE9O0I7xBIkqyUKPTTDgknHPU4KnaKNpFipqpLVNr6rWT2UKag69SqjmH4RyuW9k68aQ04d1MaEcmd0Ri1zTECZ8mvI8EH4flDzSPyIRzR2jJmvIKQS1ToqJG5+1LX7AaM4bQvcVrB17oE45OJ1ZvXt0/4fXTi+ZqwoBBzRCgVSuEnXf9v5sbxHhUtXX3DB0OCY2SC2WPfbYRkfNmvzJoD14MPXgTffQErN0XtuFcs3F85wu1zm8bsYiq5rerzR5MaaDFQjtqzjutpPVif8Ss2M+zot2K/to7vTGgersb0rs+WwABtBdYbhT/iVbMA1qcbdCu0wi0dQGGVb+94BJCTF3ApojUXbhX1oxzVhgrjVIs/jv2cYw2ZVszIQTqiHr1xscrpRCCOWToTc1vlZGe1cfm3XKuacG7SJoibaDr3U7M+9AFiSb4ASGk1EVxdd8IBiXGOYvsHkW90C12GMJCZdsaXpQ4JfMTtR1/APkI1kxNYdAxjhzScXfLCN5EZ19GCuuXHLzByRrcsrdStwMxvUnQt4NGOt8Zupd2d2WwypA+TTE3CHvDdhQZhePt0N0P85/xSzuNhWabmnHDQEulrhvX8yvKSquTcQ/dRCBazG6fXohW3hR5NuWpms3sX7oktqvyB0WjVWHrlAyjB6xs5UJtN7St+Oi5uzsxz7PRa/p1xkGlseSF23phyxdqWxA2UlAOyaMl9cTNStHh4NNwOnJIHUki3z58za/e/4opTZxvL7xeP7OVhcOc2KaJjYY6T0gHvnn3jj/77V/w7vEBRLmtlWW9cfGVS6pM6Q7vhZgiISW+uv+ad6cPvF5eeVkuKIasBT8hEol+pjXh8+WVUivf/ua/43i8M1ebprvwstTMp6dPvL4+4xq0rXFez/z4+Q94Ku8P94QoECrRZURXmi7MAd4dH5hLJVeoapSWGCy9s/Y4esGaneGzO1hLWq25Ld3NRLULtV1BdQPvkQAhHAiTTfG0FnJecDkgeYI6s9XVJkYkK8Ccs+Ii2dQohE6pcq5Pevp9pk8pWzV0uazkfCOXxYRdg2LX6M+n7de1tS/SEYUQElM6GHpXevhBrWQFkWL86LrZf0MtWUyNQ6+lIVRoG6iyyYrzES8/LQThX/q16yuAMYETkR1VfvNS75/f0VKRtz3Qddcm6Yl2EmaUAFQ0ZzyRKVpgxxwfOM1fcTp8xfHwFbc80+RK0QmlsEghSiYGENnY2mZOBrqRt8rmhcfjTNQJ2o1zUePFukxwd6gkrrrxeXnh6fzKut64fn7i+bsf0fWKfvuIdxMqCSXRSOTWWIqhiB4lducZJJKciclLOtBOmau72QTMKb4Ivpp1q3cOFyMhTnjvSGLuHlodXs19pPTcBd/Xcg2BvLW+PrHzQ2wyZ2eHOXzt/uoMoAa8F3wQQhRydoywp2H5SxejCoAzHDv6wBwSk5tw1abQIgGt5uhhU9WMU2++9MWaxugTjkYuN67XC+2y4aLHBaNHzGGitAhxxt3f4d/fEQ4zyTmydz0R+YvMiy46HMFqQBeWWry1YiFt4iOQcRKIPhHdjHcTEiOkiJsSPtrZ7n3cJ6EGxCV8OOD9TCmeWo2m6oN0Z6BgonGlTwYi3kVyHfSRN7rWAD+1eUIaos3//df/saJZ6aOI9gU62QgSuuVH3Wn7rT+wTS1NvfXNrORCznl3b3Beenflqd7biLAr2vdCp6PXaEXEIm7DoEk49hv2pbcse/HcR7Ot0Kqzor1kK5x79O9oMGT8HFMdMmxAWt+MB/KgOmzrpBf2ri/+gJNoRZzz3NbG9brRXMJhaneRkUxmqPW2WRMRYkdDBIZjiG1ktVut2KHinCN214zcKjlXYvJ9xKjGQxPXF29HyobwslM48jZEeg0fnY1Y65vYM8TAcl1oraPmnfjvvacF47GLeFqpJv6zN7jbwbXhfIK9p7eD0K6nk+7j6JQUhcM88XB3x/nphe22WHPQ10KIlhQ1xYkpzMzxyDEdSf3ffTeSt2U30um+KJjpfgn7WnorZPep13h7OgIROgo/+Onuyw5UGGEx2kdAfSns4yhDrP91AM2qhdopSQGbVIxm0jlHVWHdKqUuKNFGldUS7oKL+OCMvjQO6P78tJp7WIUC3QWnVlppiAa0eWrtUa9gdClueJ/xpTInz7uHe46HgzWZ+7dXtlpY8o1lvVB67HVojeSVGhw1BkPQ+hoX7dOnWmnrBreNd1/f8euvf8Pd/SO5blzWM2VbOQXPN3f3PIYZUWVKE3eHex7v73m4n3HOCvZczQmmbWdYXzjM9xz8kXk9GII6zdwdHzikR+T8wvPlyrJaQ3q7ZWrbWEvtSXuB8/qR4/FmWoJS+/PmOMwH3n/4Dd98/Wd2FJgJK2W9sraVtSTEJ4KqHe4SUCLqHD4oU4Ncza5za9agais2Uq32PJhwuVObmk0HGiPIIFPySisbwTemWdjWhvqCiw2fInN8MLW92oSv1sJWGlurlp7nDQUaHrcm5D0yx4ngbURvnHj4cp9orRnXOq9seWHNN9b11m0xSw8ccbT2JvjcE8DERM/zdCCEyQpvbN/Lxc4GpNB0Iedb97VW8IoyE8W8pAt9wtgdT8wO8+efCPhH7k67wPENGGitdeqUTUuHUFYYYmm6RokObAW8JHw6gATKaufDIc083r1jnh6I/p6H47fM4d5CtWKiuUauV7bsLN1uUNq0kfOI8V5AM8krd/6RUI44jSDCy/bMLV9BTqATS9u45iu0RpCJemuU1w3Xwa2CUQ6yVjZdWbYry7agUvAiZKAUoRRFshCb53S8I86eujVkKtTFE1pDl8Z6Nj9kmlmRilhgS+37nVn3dZ5vhVYdwZmXt5dC0WEX2y39pO7TN229EMbBCHmzQZoVzUGI0ZM302xp91KzSWYXA3tHDI7JBeY4cQxHnHpuMVM22LZGW7MlCLcRBGfvJ6jHEVDx4DOlnHm9rlTJSMAoohLZaqTJhHu44Fvh+NUj8XBgcibwrpjOaQCXI9kQ/M5FpjMCxHlCmpnmI21tOKKl/ZHwLtFcQEIiRHMyCWHqYtDayZSCSCTEe+L0yKqfKGxQK1GNGiJeUCcmZnWhmzAYTUxd7e5Cg5v/BQVG/pljtM11oh9brRebvSgoFJqaPZh0WyCzmushJ/3wyls2lCCb15+q9nG54LJB/t6Xbvpt3KAvqQB7yppzVLFRhO20pVuc9WQjiwqzDqeaMIaq1OLMRisb4b9VG8HuGzVjYfdEvv5hAiBDhunossoYH2K583vhbN6GJcPtmsnFrF5EghViLiASkV6oai/Ma2kWR12bRY+30oUahvSmMJHz1gMNBFo1Gyo/DgwhxsBeyHfkr7a2F5U59+jtQaZw3hw4WjYBQJUdfdi2DTQSXKRJp26IbQYiXzia6Jsg0DnfLZsCzsducTcWpOxemarSeUomzkjzkYfTxOl44PmHz0gxC5o5TKQ4kZL9Gf3E5CeSn5n8RPDpiwOhe4/udnkDdR4d6oCuR5EvHREf4tT2VnD3z3d88WB1PvmgHQ2uvvRGZ6DiTiCoM6vBfwVFM9KnDP33aj1evgLqe6JXFbaagQveRVQdc2xEH4k5ELyz5st5e3QaaMvUauijE2saW493b0XIm3arRGeFiiuIL3jf8FK4mw883D2Q4mQFtyrqILfKLZuy/bbdQLSHBPVkwgatDIpW6cEzBW0rW1lYb547l/irX/0Z377/BhXP03rhZbuQoueXj1/xy0dnnqohdA/WiPdCY2XNF5smuEZtG81VSltoW8VN1ty5+Q43HThX+PHTR777+CPLlkE8rZ27VWHDBWuK36yOylvBgoCbKLVxW4znGZwnBc80HZgORwKCtkgLnuIVdZXaVrambGWhKgQfSMFxSo2lZK4OrLlsNMmGgIv9nvY82EFf20bNmZwHqrvR2oLzDeeVxob6SpgT8+Ge4Idcq0/5tA+jm/kCg02+MDqjcT8HJWNff3vZZpSp2ijFBIpbXtnWhZyNlrGDJAqoHWOKreXWFCGQ4oEUZmIIBjAgxunOuXN+G6XZ7+ac4J2YBaAzr2ZzfrFJKdV40+uayXn9P/EB/f/tNWhnA8SUPt4eU9N9AtcpG853ypn7omj+J4iz874HvXhUHSEeeHf/ga/f/4rj9J7WJpI/UYtjWVbc5JgmR0rmn+A8tFxYlg3VG7dy4Zav5HpDdaMmR66JXM5IC7jmoVWWcuZWniibWDplSLw7frAp8OKRTYlzIkwz1QtLreR8JVdh2RZyWe2e+kCpK7e1ki8XyvWCohxOBw5xxrfAfOeh3IgU8vnG5+8+8/J5oa43mkLxBjx5J1BqP69teiZNcVIQtX3QppT9Gruwoyva7PkwT3VHGx69InZeBvBNCckRCpQqUEzEa+LOTjHyjilFZu85uMDkItFFW/viWH0F2WhlszVbNpteB0d0qSePJpxMpAgcVmpdeV1ubOtCkIC0gGaHa5GwbkzJdCFOHC4lgjiGfZ79Xl13UCIt2b5pDahDKKgL+HTicPwKlgnZIp57RGaai0g4EPyJ6A4kdyC4ZD7iaiExtiYDMd0zHd5xK5MJ76XQVM1x03mCN8ecGAylzpsJiYEOInZQchTNVIsR/wmvn1w0l21jh7a1O2h0X14z2O+OEm14dXZxgeuIQSls20bOmbwZPUL1jdfsvJHUW2v4Zqpl16wQVTAVc49PNeu38sad7gNYg90HmGjvx0RlCllNcNeL5dZdHfBjs+xqf7EkPOkCG1zt3dIQ8fTNXd4m9vYSK6rUODbLZmiL+IQ4iwN1osSQaNMB1cayXKHZTR4F2GgMXHe0aB3lrLX07q2R180stcQeopwLu/IZ4xj5XnBrM14yeyEsXejjeldojiIWwmLe17WY8rfmAt6KR+0eiN5bAb+uW7e3E2op+OD7fTfhHtoRjD4RUTMhwPsharRNvTTl6eWVy8sLD3dHvvn1r2hLgdKY0oEpTUxxZo5Tt5abSCHZWMnF7lQxDtC285ONWmE3Z3d1QfZi1/UDRItC0Z7+91ZwDwEh0Avxth8gta/tcSq90TlsHRgRR76AsX++L++G/69x5UsXvlYRKmKRxKq0WriROV/N2aZpIclE0YngPdOcbDTpgxkQtErRhsf4a027aDRXtmVjXbLxKB34oPikhCaEKhxS5MPje+4P9zgJXVAsPeAo83o783J7odTcTe9db3AL0vp179Zr3htqU9tGyY3T4Z7/y1/8B/7iV3/OHA98ul74fD1TRHm4eyQ5o3aYyVkX1ag9k9tWuWXjI0Y/ISiV0sesnvnugeon/ub778mlgvOcL2dutxveCTFOLOvCcArwCiklQhjFo9ldhRg4Ho44cZaw6hs1NLJ4SvVsJRDEEV0geJjU4aqSsJCO5gIVWLeF4hpzcsb9j7PZYqk9i7k1SrfiHOhfKZ2ykAvburCsV3IxgaFQye1KqStNha1uSLDAkikddw931/fCxuB6DJpbI4uJvuxZtb2joX3vdXsRXWsl10LOG7ls5LyZSLKu7EmuQzDVNkT8OJ1ogPfW+EQ3EZ1DQmHZhLxt3G43FLMLXfNGLpkUAtMUEXEmevbBOKLiyc3SBGrZDHBZf/70jC9H/vYXY5I6bDHfqDhidjjj06CDKqq9oBD6PQI67Sx4z5wOPD58xfv7b5jTO843E/au24pv1h+5kAguEIIHKazlzK2cQYx7b3SbG62tCJFNN4pm0GpuRq2h1XyWl5tNTI7He8q2cX5+5Xa+gGu8/8U33H14T8Vx2VaotjZKsQbJqZ1FtSrb7cb15ZlyfiU5mO8OpENkDjOnPCP1SpTCdnkBsbrl/LKgm9Ik0pxdH9e5Zq32PYDhcmG2ag6bvmjDrOi6MLyp60Vzv+797w3HsYJuRDy7YOuxdSMD7UW4U0dInumYmH1gUpCsbHk1rRlmftGC0CKEYs9dViW0QNDZosurI0lg8ifc6SvEN8RvvF4XE/TWSi2OddmICOvlnvV2I8wOnLlwKY6q0X4dKVQyuTVys73XPJLN9Ut9xE8n5uPXcD0YsFISjWj7eIj4MNkUs2deCODU79NcEY+XA9P0SLjNNvUSRTBXL98TkXGCd1BLodTNpuEja2RMntuga9jX/5TXT0eat4vVCM44PrrzDMfPrZTRsfZuSLvvoxXNRs2ovTurraE9qcuJEIKifqC1xumzVB0zwh8CrTfKhi2ucVyaipP9gB0eulZ0152qoNXikc2SZQjiZB/FGx85dueGzjlyZinnVLrFigxcGptjRFDfDwHjxa2lkatC6NV1J+0770nTTCkZG/UbD6o2Gz8Yh7ntYzPnBl/YkPsxPAV22sBIPLNCuo+M1GgEaYod/fZI+YIrrj0pS0A69WZUtyVbEt4uOpSwo7GigllyG8JsE1XXecWu87FCV2T3AmYX4PgdgRZtWORvYy2FW95Ylo3tsfL+4ZHZJyYxj95DnJnDQJl7glSI+GFlNnxCm6WS2WWyWE3vLTVxr2rV1lLDhEva2t5zabdNeztA+mShUwPsrr8h0TvrhHFIvaFkfPG5P+dXLsZr91bp9ndsfLboZ5KbqGLK8eQhOqCu1AxrK2hTirjdS9wPS78RWS82hTHk0HzGt3Uhr5sJPENEmmPygSwTuS4c45FvP3zLlA52X/qhXXLlulw5X15ZtgXxgQhGC3M25REsICPExOl4pNSNy3Il+oo7Rf6Hv/y/8h//8j9wOj5yW1eutxdcWTmGmeBSd9gxLu9SV87lhlMrEIwrq9h+HHBuQtWT5kSa7lnXzI+f/46n1xeaCj5Eu56qBPFs+YZ52ioxTgQf9olbjInaKiEEpjTZNKcZJ1L6elTJNI2UalHiQWwoFmoxFNoLx5Rw/oBPJsxqJXc3IYvwvTtN4CYa1oycl6uJtLGE01INSV2WC5flzPX6SqlrL0IF1Q3V1awia7YxdRB88gZqdNFsj8EwlLk3mU3tZ2x1o5SNrRY2NVePQLQAFtvoGJoUS+7bTPTXHTWg85id7e1mO1j6M27j4Og8MThD63yk6UYthdvN/Kid9yZALkJdha3096lGF6Tba/XBCUUSJvmmC4p+/q8vA5Zaa7sd55cvlbcQIMYk9wtwQTvo5PFobbiW8b6SAhznI8fDPfN8R0p3JFVu9cxazvi2QKu4eEJLYXDDS76x5RviKk1sqmoiUkWiwzeLbw4xMc9HVioxK75stteshewzz7fP/PD733N+fsIn5e79He+/+hoXZ87rRnMrqn1dqJLijLZowVatkNcb23IlHifSIXF6OHKa7rirB7TeCLKR72a2fOPyfGG5PZGrna15NRtOA9+ynaWo0TKcI+iE42DpdzqcqcD3jEOzfS1A6PVy2Sc0A/iiUzW8N0BRSo++6+5iiOKjJyZnVLmqkJs1mdtGdZ7sKs0JbopEL4RaIBdz0ikzvhwIMoHzBOc5+nt07mela1yuz6hY06HiWZpyzRVfFlJWnF/xbsa7o03Q1abyRvkrlGrnseuggmmjPMRImifaoZI3K8rViqO3s0P2g7Wfsd0D2vnOWU7EcCK4maorwqjpbD2HnibcaibXAt25xIv74qxm3zOsfvhnL5ptJOWDxeMajbFTFZohCU3VRhQjAlp1tw8zlanxd0t9E+GJQa2Goo71ItadBGddFr4XQr0QHqKVXbzSL1bTUfAY0d8WnhXlrXfZrft8jqCE3Z5z/1oHOtwffBc+dty6UzQswmSEXHiz09JgHKWOcOdmQRnBO+vbe9cuEqwJaGrKc8zf0HSHrSPKHdl0di1KzdZhYihxQwzJ9YFcRoFtNAIXHJTcRZo2sj7ePQCeWgINc9KwEUohRE+IsSNMYye1ZuFL5HpUiDKQZR93Co41FmHvmIf5/xDYgdXNtYzqlM5d91bc4pAgqGu8LitNX/hw/8jhdDBkOZk/8BSSWdT4YA2Wug5kVQZP761o1jeEeXCS1QRhqubWooOX3OkWRtUf4kxQ8YYI2G9jv1r/fAu8eUNulCEofDuUxu/+c36VYgJT53tpZrNYok98ePgA18wZh7aFmITDZFaFLTdaqWxlM+5zLWizhLWR6uiiFVJObJyrnToxRmVpisQ5ELUgeaW6A4Ly4fQV33z1C7wLbMUcVYoYl/j1/Mr5cibnbBOLrjxWPBKMDjQFmJrgfKW0K9NFuZuEX7/7hv/h3/33fP3+G2rz3NbKtmS0Nqq4jnyZVmDLm412azHhqQ+g5tnb+kTCh4n741eEcOCHT09crp9Zt7wL2ixB0qZj3kNelg48eKYp9uAEe/fDBSJGU6cbZcEakGEf5rwlhmoPnGgORBtFPXNK0Dy6ZfNWVodzE3E+EL01yQWITrg/HUCiTQjzSlkXtmqHSqkry3rhupw5X5+43F4pZUOcYWBBHId54nQ8cZzvmGIkeUf0Yo2X6z6v46yj05scFmyltr+Vam5BrTcNXgMpRKKP0DUUrVVqMTpfa7XHaffp5PCR9sqmftfJCGZ9GZ0Q+hRRRCy9LGduN7vHUxexBj9ZYd+gFUcNsqcJEsyTt7RGdg3nFO9tOvnzf+mAlnfgwo7QPhUTRZ1HMZHWEN1/6cFsm+CYCqiJpZwFVYR45HC853h8JKSjIcpJ0Ztyub6Q1xUvifnwSFbPdnulbGdaXmh5xXmowShxBklFZjeT3AFHRMW4thbE5Qni8ShalPV65XJ94fnTD2zLmdPdgQ/fvOerb35BDvDp+sxSrjhWKIXgI0mD8ZJbn4Zr657iE2HyxEPCJUdsAdVElEKdE5flwt2Pnzmfz3BpBNcgNOq2WTNHNgBIzEUE52nF07bRxNm553yzfcA5tAXjQUvXYGkAKez0mU41tPshphvJ5r2s/XByXojJEaMjBJu2Z5dZW2WtjaqBIuZtHaeAP0ZSy7TrwnbduOUrrgfMzM5sVQMTRx/hEKneRLPL8ozWgiQorrCSiW1Dq+JzJQaPly6s6/onKp2KVyhBunHDADwd4nxPBoyUIEazxUJujIPsd4croaPLzlstF4QgAacTId7h3YGaX40ZoDbhDc5sAVsz4wmtPfnT2bUdVLDBU4D+mNR/bsu5Uggh4EV4Y5DZZqPVCmOKeXGifSSL+UUOlLl84VpRa5fRq1oOhB9I8oDg7cOrdVp4t6OkXr4oXBmoc2/EdCDBDpFkitbQ0Fwwg3z9wjFIdprAoFeYCbyz2YYNYTrdSEx56u0adCaYHdo7H9DK69q0J+wZDy70JlFLJ+LTaQwhdp9oS6jZecPR76PaNFmDUoqhXF4C0VuR67zHYwvR9QXhvIAOe7Rs48jrleAnrFvzlGpNhiHCwx3EdYs9A8Zr0Z2O4ZyHKLYA+/Vy3u5D1dqbQSte9oJfhq2LZclH5/E9Etu6T29UJGeZ8oRg41bNXLaV8ukTdSn8+ptfcB8CMQaSM+TZO4tn3oHcJlBNZTw4zcLbqHHQKIaa/C2lsu0o2Pi6N9QFwA9sibeUy/FD+8Mnb2torF3tP0P3z/35vkw01RsBP5Ao46Ed5pmHbxL5+LX52VJwYh35VgpZB5pQabmRXWFbMznZXiHBwgMcgbILAQFVYvBMc8TP4F2jboUjjbtwx6+/+hNOh0dKVbZ6wwZnjfPtzOfzM+flytayIQ+Y2APE9hFnjWMQh3eVpELyQpLAv/2T/4ZvvvotMdzRcrCEPpnZtmcuy4VNDdlsNHLL5JYJeKbgCdH2hlIsQEmDI6U7llW5Pj/z9HrDScD7wJSUteSdejamQCGYv3QKYR/nSnfEceKYksXAl178uZ5suQMFClB7QV3sd/dq0fK9GcxVegiSQ2pj29qekikYHSqFyDzd8+7BCvVtK1yWJwt50o1crpRyRuuCb9ks3LbMVhvJH3h3+pb393/CN4/f8nh84BSjBT5Ap7NYyAD0/VSMn1xr7jSLhS1vZhtXjGrmxJFbNNqVeptIZPvvVjjnDrh0upwzxC4Gj5MIukBbLIwiJeYU8WIUndqEUjJb2VgGRc0FYpjMOrAKLdvURKuN8GtRqmtECUQJbK4hvlhToD9/IaAdcn02NkCB8TfSXav6DjkKtUHnU9QKJbIVc9pQDKhwITIfHni8+4qv3v+Sw/Ed6ie2BpXK2jaeXz/x9PF7RBvH0yO4A9frjdvthZJv1LrikyM3E1gG55n9xOxn3CbULFyXzKZX1uq6LknRUqjbSt2Utla0LqRJ+MWvv+Ev/uLP+Pbdtzy3lc/bK+v1irYzXhve3yPSzHcaTxQhDLqJNJuOBwcO8ynnDi+KC5HTw4XjVz9weH5BuSECsw/EErgsmVwcNCE5T/KB5AN+cVYXlUZDqWLppMFP/XyxqZh269cOef6Tgtn0Xl4U7xTnja8r/ZxJyXGcPMdkXuK5FG4sLL6QvVCl0dRTtJg3+XFm9gGN2mlPC7d8YQ4HKhNRvDVPwXMI97yPv8bReHawcqaqJSdvfmNlNQOIAtoKkxYkVpzETvHsqimttOZ2NzA6vIRgVncp4aPQvEM1ISEZX9yb1ko6U2CEkYnvBbYI1EiIR5wcacX0bYFgyaQCNfc9Y1vtveyc/reCea8FxvlfftoE6ScXzcF5og9EH7rfI/uD6LSh1YjYaEXUlPMqnqrm2lCKiXKaDvu4tyIZxmDb/ufFEqVCt/vyvIVLDPjd/r67WfT3+Ebjkr3zUWf56nZI9QGbdIu3IWb8MoJa+s3CwXBHEN+7l9gtzqwDVjeU/3TxlCK4fiDkPQ5Wegc2rPP6jySG2ANZvDmM5I2RtufE7VZ9IQVKscWfpkjeCiVbSIF4Z9ZUzQ7hWiqtYePeImiwYn7N2RTNzoNY4pZ0hLFudnD5IAxTcEv+o/MH/Y5mm+OIdLN436/Fm3vHADicM6s/azuMY2i/r+5hNiMBcIwFRRxaIVdLWPr4+Ym2KdEHjtNpR0NFGzIK5B6j2zp1BK29GOkinp4EaA+t7LwoenIk/X7QnyM6LWY8sDQbMesosvsatH5R377siwJ5cAFr/Wlq3H/Jl/RnaY8dH892rWiFD8dHDne/ohaodYMeJT9Qu2U9s+UFpeGCI7lEaDOhTsR2ILQZ18MQ6PSZ6BM+OLMI8tBkwvsDh9nxMN9xf/8NlcDT9cK1vFDUeOS37cZlvbK0bLxVxFwj9EvBcBfC+o7cciT6Ax8Oj/zy3W+Y0wecnMB7jofEqWaetwuybLsDRdOCuGKUBA0cpgMxBkoufZQZEB/54dNnnl+vlCb4MDFNsU9RPI+HA6UZB7PWhki16VmPhq1DSLvz7qXHv9uaLM00G97Hjv4JNEOrgg/WiKZAjMksEJsh72aS1kED7BnBDcV9Y2uN0pO+xN3z/sMDh9MvaX///+bl8iO5bvh+jifnidOJooGtbRQF74+cTu94uPuax/tvuDs+EEMyCgT0qWOnY7Ri06DeWLZabAJWLFTKgklsnFtUqWVjqyvSPC0rOZutnHaudc6b7YMhEqMz/9sQ8d7EaQamKHMIzN6aXe3hVVs2a8N1Wwgu9r2rW1VOSik3trJSpHUL1YjlS9gzHL2nRE/NQv7X4NPcp31NeTs3v1gXbjdZtemoqOD62F+bxcYHKX0vFaiG0B7TgW/f/4p3737BPD1Qm3C9XFi3wm258vGH3/Pjd3/HD9/9jny7cP/Ogijy1sjrDctoa8Q50mabTqYwMU02RdyWysvrSsERD/QJUGO9LZQt2zpXE8G//3Diw+nEv//3f8lvf/FrDuHA1jwpBpouLNuzhfCkCO5EjBY1vfpOHnJWr+RmHuCuGVXSuYTDUVXx4Y7D/T2nDydDK3PDRWGSiZiVtZpdbfKBQ0iEFsgfC/Xqe9yeiW6rC7RUTfOBOdwgBScr0AxEtBkWbgzLxTQlvr6F/KjaNGCaAofJpq+1lu4WomSEMqb8rYBmXBLS5DgcJqovxOVKPq9s9ZVbnpk2jzmQue5mkTi697i54rXxrMKiZxvAx0r1lSLOapVqbjIhF5yCF0OtBxeZTvFhrwRGwqFN4iUGXIy0ai5Abux3Yr+n9647kTTDJl1HhSUg7oiX2Yrd6G1Sqmal2/JmmizVPeVQVWzS0CdFezBba53W+9OerZ9cNKdgnDgP0CvzffwtRnNopXYUz9BFxdDmVgaq3L64gP2i9K43BP9HCPNOv9gpGf0hd2Z/A4OR3A97HdG/vQDrHfX4XsF5ih9G1pirREdJncR9bDBMt73z9jsifYNNxJCI0WzO8NaZFm1Iq328Urv38LZ3bSKu35ghUOsWdqUSnHkZ15LNriYDrRfsQv/aio+REIOhwZ13HdNkXM/u/tBaJU3RDq3aKN0v0flIDIFSYEQmO+doRdFasbjKfiBjCA8CKZkVVNd6EkIkhNAt+7oN3kCSxZsjQG1dHGiWNsZzlR3l3cWErosUdd/RqcVGL94HSsvkXtT+8PxE/C7w+PCOu8n1TX1QeaSH1ZRdDT9GQLjRs1sJIX0aMDjsjRH/PGwJ2R/qkfJo5FXj+u4pljsywM4ts38ewg7debHtJ457/iVfqn3D2A9OgdoLnuYI8z130wGnqYtVrQGqpZCPG7maOr2Oa9HHiT5YVLHXAM2CZ+aQ4HDH5Dy5bagvII0iHu8FSY883D3i/cRtzTy9njlvC03sANtaobRi4lhn71mx6G7paOxw2XHdejKJ5z5OPB4eOYUTnmQR2wohJe4e3vFtLLzP7xCxNZRrZlnOLOuCSCRNR5a2Up3g/cw8HXm+XHi9LtBjvhFhyTeig+Ac67b04s7TmqNkI2fP8xFVyLka2qTdY9RZFLQlenZxa+tTMa9G8wi9gA9xBx9qqX2qNniAA1004TQemhZyGeP2Xnf0g8ua4cCf/PovKfU3NF15vXzmH37/tzw/f6KWFacLQTKNhkgyPnY4EKJ9eBdBDL4QqTjRnbrEHm7TvaA7KFI7qBFDNErVQKiLaV1qtonkcO6oZSNvqzUgLtgBKH6fMqTo+rS7EoLtWw5rPkpRSs7G6/V2eFpMtxKC8WerW6lr7a4mBk5ApYg5yoh3pOhowbP5nz+nuTPU9j1rCKGF0aiNiWwvJLCizImYqF+FKJ7DYWaeT7Ti0Rp5PH3gmO5xzfPy8sqyPXG+rrxezizXMy9PP/L5D7/n6cc/sN1eeP4spHREJJrrFrbm0mEiPpwIcTJ7RAfBm+fushQIGc9CxXzF85rxKPenCXGKF+Hd4cDRHfiz3/6ah+kI4kkSSN4jkin1YpPVdqQ2o00JGBjWTKNTtXJbb8jimOZEConmJkSCAWw+kg4Hjo8nQhXasiFBmZLHVWfev9Gs4Y7+SFhmbuvGNWf8lnHFaGs1ZrQVaEYvNArkxtB7CEaL8wyRoO8+94HSPC47pCqo8aaTNxDTB09plVyUrSlZHU2cgV+14Fwl+kaI4JPpkPwMvlRavrG2Vy6bkEsi+ESQA+o9QWcmHrlPG5waXjxFCpJCZ6+aSNpptVThlgHtkdnWwL5NOQbVpBslSG/ivaDege/ey3EmBBNGj4LZe/8WeucUxIJ4VKR7NR9AvTl/FSWv1QSKNILHQAQ14XNDUWn2HjFWAiKo8wbC/UStwk8umqP3OBx0KoY2xcfOP+mFKaq22TWzp9lRxP4w/pHtV0cNvQw3B7NxkY5Cq6qFEXQekEH0VjDbxf9i7DTij50ptKWPAOgbxyh83fD0hd3NwfXRiB08AZVoXC/XBYnOuHPRJVI4kuLcRyvGCnBURMw9AqncblfyZvwk5+0912ICGIRuEt/V+OuGE/OOFueNJ1yrOV44GzvXWshbtQNQjFKR12HX94VwsnOAnHf45noRaJuE887YL60ZmgC90FccSkgJf4hM80Ret97t+gHaU3LpHbhjmiYa2mkY1gh4ZyOWSIBO0zDuZhfUCTvypE1w0ZCyYq7rjNjxVrWvC+Nxqlqx9OPzE+f1xlcPWKXu3jjIFtJQsehHugDN7ZxKHUjeKNLHay/atXfDVoS5UXT3NUHv7kfDs3OgxreR0eBI97Puv2tt3Uf25/0yX16F4Chi60JzMbGsRLa6UOvSJztGyfHiCCEyhQB66PiIiSsHw9s5K1Do40h1jukwcZcO1HxnfEDNZtlGprSMuED0BwBygyiRUxQqUFolqFCHdZN0O0bGPQSPqcp9c0hrTN5xH088xJmJCc1KzZuhHEVpWci+kOYD0zGSvHmUm/i2UXJmzZXLurJefqTkGy+XV15+/3tzbhGPqidXe5ZUjD8pYk2T19iV74URBEOvI9Euvhy+ydXTxHzupdumOWej2eiEFE0gaFqCnvrZ164Bgboj7SPevfVRuzWKvblrjToKdT8Er5453ZPrhFJJ8Z5Des/r5YVleebT83e8Xj5S2ro3JbkoW8HcVuhczT6CdT16ebjZ7EUaSvOO1sL+HlU9hIjpOYzeseW1U/g2Wt2odaW1vFPWvE/UYq4/3nXxNKbxCHjjHWtBS6GJsm6FbbuBNqYwQQvGYa7SKUl0fq/txX4rUA0BbziqmNe3dxhNbP5pIQj/kq/WtRU6CuO+Rw2E+Y/w5q7biN6RpoDIhHdwN8883D0yT3cst8p2qyQ3sa4rOTdezmc+P7/w9PTM+fXMerXC+fL8xHJ+Ia8XWtusofXBzqFeBOUtMevKdDzRvKeWAy0djc5QlS03cBYD3XLDK9ydDiZs90pwjlkSD/GB948PRPEUZD//zerU4ta3cua2HZj8HUkby7ax1UzWjCjE/IpsGRdmHEdG+mvVAq7hp8B8d8SvavHRruAPCZFk58wMYY4c5IR7Cejrje1sibpezWXDAtUyGiYcJpiFiCUJ970Bs6qzXDIDbRqBzXdxHKDDolet+RznfqlKLo1cLXBEa0VaIbhGihCiIk5pTtGkkAqqhbWdkdzYNDGFA5NjD67yJCbuIVWcC2S3UecBJFkRWls1CkgtFgakMryjGA45b1TFDno6Z8CH90gIuBRxzTyZbZ2Y24rvdEH5QlQ+ThhweD8xzTbpKvXMtmW8a/jUA2L6mdzMAoqR5rRPX+SNxDmmxz/l9ZOLZt+RhJIreVmptTIdD0h6K34FMQeHwZ9SunWb8BZfPOw9ui3QEPu5N1RYxi8YpXcchv6Oh845vztyqI4EGu0jz7ojmIbUaBf9gcPvxffAo7XRBXxjJuKN0uE7p9k5nE+IS8RwIPrZijI6f4+CD4L6wHa5sNwWU6+Kx/X3QOuEc3mjB4i4nqaIoaAixBARB+utu2X0a1GLHcrTlIw/2hHbsRm6Lr6ppZhFTfBW1DZQqgl5xHiTIXjSlJgPCefF0ONW8F5IUyLGyNOnz5R8I5dMSIHltoEa5cN7jw+O08MR5z212LUOMTIfToh41ttq9JFSKVs25MkHgg8WyVuLqeyd7PSVvXit5rqhdbhiKNf1xsvlTP6mkbroQetQd5s3JLAXvJYKRPdPHveaLwplgO5VitsfbGvwTOFsK4peUH8xu+nN4VvRLFYsiBXWtbRdBLHVfwXWVNjkw3WXGxP4NmtenGdZF163JyY2vHh88LZOx/jM2X0dKPPA93erIAnQ17f6fj/62LuohWw0am+SzDO4qjJPiftwMm5+H1/mUuxQ9MGoCK3Z92gdc+63SVRxAQ7TzF08EhpQMrfzzTycgXUrZJQWHS1BlYJzyjxNHOKB5JPFyQahuSu3j9/xt//w97wuF9atMscDj/cf8CGS68ZA0BQhV0XwlNosireL4YIYS7705tUK285fbM0stjpFRFSY44G7uzuCD730deRc+DL9svUIc7P1a2gZRXKfqHR0TTrdqzVDWmII0Iv7WhuahdoMoSpFgAPvHk6ED7/k8d3X/N3f/8+8nD/ifUAbXG4L8+VKcBNzcgS7JT2AABALNHG9GNBOH9PgUbVPds139LEfhC7QHLh2hpJZdbXodOjAjO1xmyzEmNjWnlQaY9+nPa41dBCnWjUULhda3fCiHNNE08697KUjKvhgUcHjydYeMOUCu15ERIhT4NDm/zMezf+/Xta4dvGY2qQT92bbte9jqh24Ctydjnz46h3TPBGc5xQn47xWD9uFoq9s1xvLcmOrhc+fPvHxx488ffzMcrnuSbt1zbSyIa0YVZNGqxbI0aqFmLUajKpRKzcjBeA1MsWj+aB3q8hclXxZjPpwEKbkOR4P3B1PTG7iGE6kMFOkselK5kbTtYNvldJu3DazwfUy4WvhuiwsObOQqVoIrRDyQsgTymZ9bWhUzZS2oU4N6AkRQp+eYnaRksAdhXhMzHJAm3KbTDApjX2y0lqj5UzzBZFooOIomjUglL2GGwXdWJtj/SF0mifdsgzoUdC1qqUq5oJU0z8EsYL5kBwxCDhLU22+oaHYBLxcWLRQaqK1DMH43aJiDaibmeU96XiipsziF1ZZzLFGrGjedEPWlbSupEPFRStWDdEfIXN9Cuz8rlHDe1xwSAx4TcYg6DQ77/2bgH9ccTUlm6MvX0mk9MicIi+3G7XcUE1A6M5plqHgUHyf3JXSGeMiZjDRi3njNAs/5fXT6RkxUteNuma262IPXqpI7J7GTXYfxwZ2KEgblcsAmI2X8wX67LwpKf1OzXBjffSLPCzfeqc8EFXn7Pv3UUsdlmPduH/vbgz8sAvvegflHc353QmhNaFVB/SRTLePsxrXxg0iRo/ABSSakX9rhbpllmXjutx4eXrmdr1Y/rkzWkZumeQtChh5c2+AUex2ZFStw3YdLbY3PPLlhJxXaqvM02Soc1EclkmPb33kW2CPuVbEt46kV2JKTNORFONOx2i1siw3zucz67bae1SlbD1uFkvkqlU7YmaWVLpkclnNdSMb+oPCNB8Q8cRonMH5eOR0NyNYsEnO5lZQso3GEKNqaEfLRhc57q/z0qkrje9//AOHdODbD7/kdDwSm+UEDVN1EXpwjF065x07OWKvd+Wt0GhvRbB0esA4GPni6+zz+4Zl/2f1c0f6gX3aAcbfr7mw5cymP/+i2bk3c/qdMDYmM9Ej6qxJ3kbjFEjJ4mTHtCN0jj9CV0l3QY1ENJjjwEC8TNRihyQ9PMIFiy1utVmzpI0tHs0lQqwI3uPsxWJYVcQKolb6xmze261Z0yKuexOHibwsXNZPfP70RGlXii4mhg2JFgOXuvHp9plzfsWLcDcdeTg9cDrec//wgVKFv/nu7/n4/Bm8Z56PpHAgt4a0TIwdTVeF5qjQJzOGII3x5EgYHQ191YoTIaVIDNEAhOFZ72fmdNfpGt2KyjvoVpL2Gs2ggQ1G9aidGz2cgkYnYQmPU5qsoFArrHxHjm0y0l0tcjP/Yy00CiqJP/vT/8jt9srnTx/ZtkbeCs/nF0Qc94fGlGyPq5hwLDoxR43hxtApWdIbWVcqrjiqa2/XZ9ChajP+s1ZrNyJU32gu08JKkY3aFhNhefNi9cRR7lrSqSotZwsz6YfhlCa8REpRkMCwjRTn8DGRDopPAXW1U/V6Y8/bs+8dpPmnhSD8S74c5hDRB6l2prbOYhbXR/+G+k0xcTze8fU3X/PVV18zT0dzXsobWhrrbWVZblzOn7neXnm5Xfj89MTr52fWy428GC9XELOOa2rCVMw1QaV1ji5jbEfVRr5aYSWtp4PQSOme65ZIeeZQTmh1tLWSJsjTwpQcQe4IkgjhSHGBKwXHlUJkaVeqZjtPW6XUmzlDZYesEV82yqUYfU4bpVW2UljzgtsWW2PSKGoT1zVfWNYbt3Vla5mcexhWhSiONPlu/ZaIEimpdrTYGmGvEEWsESib0Z1CAhfMKUIjSqSx2Zk9KkKGPeyb9ewwVG86BLc9dt4eVepWINt9CM6RAkzJc5gDKQQUJTeliKKxTxVlJeeKajZcuwR88biENRkkPPfEGNCp4PUZrZ/NPcn1WqtluN3w4UKcTvh0wGnY1xy7QL+aNd9o5FRpJNSdcEyIb10IGM3SU4xpMITq4EwL1WmCuEgIJ0sSbAW6i9bgh9ugWHoRHkwf0Vq30DN7WQPLbFk6/Wnl8E8umucYWbaC1EbLZsDv+liuId1Bo1stMQ5g9n3dOekpLeCa24ujtwQi2T36fDBES5yheK2jV5ag019dvKcdia1qXWPrxPuGPaAD9dA+jDJkO9B89+lFaWp2dbUJ0jdYAVNrOtdVm0puGzTLmm8o19uVzy+feX5+4nK9slyvZoM0TYRgI8jaKp3g1zGYYR0XwHlDJqtxoe1g6+i02NjReUM+Wy096YzuemENSetc4PG/mivirWhOU+B4Nxsit5n9Xq6Zy9Mry/UGre3WXQ1T4auaz3TOxR7UWndqi+70mwyi1NJtpJpSW+6o2fD9FJbbhcPxDodwE880H0lTwvmyp6LhtD8INnIqVfdOU6UXolr54eMPXG9nfnz5A7/6xa/49v5XHN1xv9+j6RoN2kBS9pv5xVrUzmX+43nMEJiOT2JH6oaDAcgucto5pJ1OND5vePzmWnqK3s/7Zfe1dbfAN26j7w2m4FGxYJ1WK0IgBOm80F7Y9ELZYu5t3XqJBH80/mtK/Rm05svS4Ixm5UI07rMPhkhRqTg8hoQ6xNBD6cmWzqg9iDdJUecmmvNMb2CqPe0hJJzz3Irj1p44P73w9PJ7lrqQ5hPHh/dQGsty4fX1Ez8sfyDnK0mMpiEx8dW3/4bD4Wu+f/1MQ5i6P3hrjS3nvfAIIewF6Agi8q4BgZF455xpBmr3qReEECPBmWgtxsjxcOrXPdgzKzaJshAaj/hBgRBc8LuHe9v3DPfW7HV0BzW+qOki2G2rxhq3z2n7tRyghWJxw0UbSODdwy95d/olt+vCeb3ip8DxaO+3aaMVZasrOa8EJ8wxMKVk96ELhCwApyFq/raumtirk+ps7BwjUWeQRhULvZJN0SWzyUrRTG4mQpISUOe6s5CBD0VNQ2O5AIXaDPSYp4Qm48zW6vfzg74uiZbUahzb3vBgFJpeflpDGH4aIvUv+QrSZ2WDjteR+pFd4Jzr08GJh7sH3j98xVcfvuF0esQxsdSN2/YDy+WZ15dXPn38yKeP3/H8/InX65XreWFbV2SE4/RmyFBSRVyfIPSiz8br5hphyarOGt9t5aqVWjNNC8fTSigzoURu11cCES8TEce2RrbVs60bN7dQm/HxkQ3xma15zvnGLa+snVpVakbzhmLTBJ8LZI9qJUSPxGpexChFDR2vpXJtF1pu3JYzzy+fuLy+UK6FcitoEVxyqBMkCZIdoRqC2waIU21tu2oUKytZK7Ahsu1IqNlxBoanuZMxd5EvJpzdCaVPqsGK5tIqCmap5yeiBGAhOEgeknfMyTNNZnu55mrifOcspVgLVazQNMvdQtGFZXNGSwmVIJHJzQSZaFpJFILeEF2NftEU7UYPa1hZbwvpuBKnhGeyoLpqZgy1LkYp0UpQi/WuBBOCS8R7utf10EUNkKpRdaDNbwCWiaFn0nQi3Caaz9CUsjWar1ZbDGqvk+5ehBXO1agjDd1RffmJj/X/IaS5+Uz2gSlEUkpMKZlLg4OtZmR7+6lvyFXbL4BFY9sNH5y2EfH8BQzB7lxANwZvrSO1YopLreZqUPtIvBqhv6n9WbVRrekdAzgYZaXIHs5C8DvVQUfR3IDSOqLluvK8srXGsl7Yzj8iIdCAp6cXPj995rYs3eZJcP6AeCv8SzWBYjOiq32vgTQr3d1DKGojHyscCoqYeBLpaHTFhZ4IpG+ezNI3qGHp4r05ErjoiMkTU6DUyvnllbwW4Aw4Ssm0HmrRtOJ9RGsPfxncXaFzsq0wHKPngfoPBNaHiFRTwkuHE8QZWl5b5Xa94J159ebcmKaZmGLnjpp4rpTCHshSxyZrhXtrxlfe2kY+r9y2C0+vnzh/u/Jnv/wz0r7Sx6E2BFFjIdofJk6VvaDQQWzSty8fv9f4i/FtRrrWbk3D+Ny+drBOuBZDIXKP/i3/CugZRpFxVjQLpoDu3P/aKku1dC+PUZ+qClWrFY5Ys1T32EcTV3oBJ4XiGrVs+Gwm/k2bCaq624JzAe+jiWJ9xJqSniLaL763ZBMrZrxpCIA3GzaxBMImdoAMgQn9v6s6ggtMfmIOiUhkbYrjSHAn+7nJUaeN5ITWbqCFTTdurXJ+fuL5ZWNdF0IPxCgl7xqMsLsJ/fGhBm/0CdUhmtFesARC9wYeAuQYY6c/2UTLOM1+b9bGoSkYj1+x51Oc9Gj6t+CnfcIm7CKaGC0GJpeya0Tki+LaXHGsaffBIc2KfVfNNm5dK3W79mTBE798+ICLZt02kPMRhrTkC8u2cvNidJf5QIqThUaJ3ffQFeyZsu85TW0B+hCIOlsB4cz2MWwKayZvq4XkdECiqSI9nKU58xAfBX/Gkh1trG3XAYFpCuRtgCXWmHvnIMSuj5BOZ8HEhT7s98FKmJ//c/2LX7xjud7IW+nuALpTqkx4HzkcDjy+f8dX7z7w4eFrTsd3QOS2LLxennh9+o7nj3/g88dPPH38yMvzZ27XC1suaIUwRttgewidO+8GyDXWpO8i3dBdjTp/1/UJkyrrsqD6xLY20uFAnKLRo4iWvukqfoJ4CFzXG2spTOlmIlQXUD9xK8Ilb1zyK9d1sawELbQ1IwWST4StAhMkZ6l9KSChgu9EsZrRbbHI7qWwXG+8PD9xPl+o10q7gmuRuU12fqWCRrO5nGajDdZc0FyR0nBNCdKVHtJwZEQyzsXuVNRpSi4YP1q6KLZnObxZ5L5piJTGVpXcKjghpsDpeGRbVjZXcBSCCDE65jkxJSvzSjHdgLhgU8BmIkWNoFIpbDQRNiptK7imNpnyMw4zGXASie5IYCG3bBPrXDr/e2O5XpmOMzGZnaNxi5WGTaybc0jrmpk2po/DCcdAhGE7N1w0RraGMQB7HdfBVh8OpPmBNJ3Istp1wz4/i3HbzV/dhIUxdvZAseYIMDamoz/7//XXTy6ad/uPGDgeD0yHmel0wE+JgrLVgl83pCMfu5emc13UZl56rhlyVPtDLIzC1jbRt028YeIugWBcaOsOuuCrsSugW+vJQu3NZ7W54Zfr9lASGRGUztT9qKdUdhTM6iXtI96GjwLes9WN28srL58/cdkuqLdOeV0yuRqqLSJmZeQ9gnkaI0ZdMc9S3wtQu5bSk+pC6KIzb+9pXa6WEFhzV4oPjk803jc2ou2PET44SimIKIfDRJwj6hrLbeHp0zPbZn6FVviVzkqww0lb96j0zlKbOuccwKsdQCF41tW+R0wHzL/dCnpT9rO/RxsTO4ZBPoOErw0fzSXkWhpuccQYOZxOhnB1a7aYYj94656UZr6O5pmqtbKcb1yXK9dXQ5H+5NtfcBePuD7qVzvl9nVrt/QLPtiXHOW+1v4pIt1NAc1T+4vPNxR+oM7s/02lo+2jYK7GpRxCx5/zq5Ri10bG6LZPhETIpXBdN1iVuNom7mulqHYe8xCdDf6d7T9tNMBqzZBUAdcLFBFq2PAyiuaAX5e+P5j/tnRuNK1hpCkB57sI2H/hqGNF20j9bKLQgz0URxV7xlUhpQMP9x+sSVxW4nTi7vCe6TDTWubx8EjJV0pdqLKxsPJaV368vvC8Zns7OhrUvhf2gJ69LXe2/qvUzvd+01BsZaNWJfhhkSndn9lzmE4cjyfzJt7Mz9noHr15d2LIdL/WTmT3v3d70dwLcHnbR2OIzJPxdHM2dfv/1ssEWuZcM3QhrVOOeqwE2mBdCy0KrgSkCmsrHeswUATgOJ+4KZwvL1wur8yHmelwZJ5PzPFIdBPOR4IIiEeLIWB2181eK0QTpjkfgcCpBqbmCE3wt2de8o0m5lw0Hufmwbtk/vfiwFfbfzAf3bEvxWDXMZe2r//RZ3gf+oTLQpJaKQQ8EuJ+n0eh/XN+/d//u//I5+dPfH76yPV2YVmtoPDOkcKRQ3rg7u4dj+8/8P7+Kw7pHiFwWa48P//AD5/+jqfvf8fz99932uGVkjeEQhCbRqpzqDqampWrHR11zKsYWgYDmW1qOmgvjHQ4I9mhapObpq9sZSVuiTTNHXCJFN1sOhwCRTFtToh9chHRMLFpYK1w265s69odZjrtK2fKeqUWs2j1cSZ2lx/jF1twTs4L61oot0rbKtt14fL0xMvzme3akC2Q5ECoQhDHKq3bEgqpRnRpaFYDvapRNEQ6XQjFudI/zJHF9+ukEvp1gEHjam3Q/rqotkLNVhc578xm1gVSOHB/59CiXHyl1Ssex5QixykRJdBa6V77gnMJJ0aXoJpYVr3SsJRiFHJxrKvnpjNBZlwNtF6HTP6OwkZuG2tbqJrR6tA1sFwvTJeZNE2kGJBIv++CUqlVkFrMAUM7KNBry+gt3Ch00aiMHaEDj+Nssel7B7N8xIcjwR/YqjN3B0zv5HogU23muNG82Sfa/mqhPrV2/cPbUOa/+vrp4SYoWRrVK24OhMNEmif8NBEEipi/bsXGBtYpdAcJ53eLKCdYtGOPlf6CDAEYqmzCDQihc5M74izFLI2MaKHdbs3sxmqxsfjWNvuO3njJRqQfRbONeL33uGgqby0KwfWEOkN+m8m4aTjW3LicP/P06UfO5xeyrIgXWrNu2YXJLJBaDyHw3kaE22ZjPFHzjPXSx6IOxEbPPgS8c5Rqm0YtZp82orVNQGGFLdiooTXj7PhgI6aYEgc/EaIwzZHr9crHHz6y3BajFXQUzHWTR62NwaMGW9AueLzSecs2iGwyxr52zcJIKqsF54MpVouNwcUJMU0YMu53ZsSwwGrNlL1O7OFpzZAFS6PrBa7aqD2EgA8Tl/NG6f7RSuchqfmGtpb54fw91//0wsvLb/mrf/Nv+frhF7id0zwg5C9OQ1XUaR+fdX/mIRRVNcHA4F92q7g/4oUyimkrCNsomNHhOrev39qME/rzP1qxsAixyUjw5o0u9BG+E9aysb5ciStWrPo3LqR9TewIosXbOC+GNDvD5ETNpWEo9EWEkjHBl2vmmlFyny54IPRm2kbsMprrLgyRDok7GQhFH6N3/2h8d3DRACT76ALDw/EdiMdPCxIOPJweORyPmOY3o61S2salnPnu8h1bu8GW0fVqCIh7W9eDXmYpdH2MiNI6d1hV2fJm789Jp2v4Po4FVElp4nS8I8UJbbIXeMaJ7imNDqARQrf6G1Sufi1HcVxr7VO6txROH8yOzRL17C9dR1BbqQTfp3xfkP/HWh9Uk/6DzMUnWyR3bZXbctvpHaPZHGr3GCP39x/w3vNy/sz5euZlvTDNZ+6O99ylB+ZgomFxwQJKmtq4VBulGVLmvTdBpiS8HHj0Bx7SgdPLgR/On7nWrXPgK+pMoBwGOu8E7yeKV2iy/xykdd9s+8X357XlXkBrp6U1Owtao7SNWaadumWOBz/v1//tF3/Oj/czf3hUXlbHNQeWrRD9iVP8BYfwLcf0nru7Rw7zHVuuPL++8OOn7/ju+7/h++//hucfv+f28kJebR+2aaZN4FpXWje11NRm4yEMrPtyzi125MnbVMX50G3XrMGVPoIfHPPaKq5Wts2K9NYWlm1la5VlbdzdXTgdj3ix5yROM26aUX9gq8KyXmg57975QTwBh5ZKyxmNAScZZHqjetVG3jK3ZeF2vtC2ShTQvNG2K/l25vy0oovnlB44EEjO06q3GPpakVWRs7Jdt73hNycMkOAw/WvDScH5avunOLSZC48BgobAtkYvLEG04kpBckd1qYQ4mVOFP5LSI+5UEI340FhWj6dxSIH5MJGiZy0GOIooIXhCiKifCDjKZv/Ndd2WVkHUvPgvtwueGRcnop96RHhEgtFZSilUZ8FXrWbysrHdFrbL1aK7fUW8hd2ZzaVNb7T2Lrdz64N8cZa4NyBCxzSsT0v8sD3GimHF4cMRcROae0Cbdp/qwL6HtZ7SajbHpn+JI7l6nOzuy3X7v/36yUVzYyQ9Wea5JG+qx2Do6lECtQkNYSvLH2244t6cCDrh9G30DTvvTrW7gnRx3/gMVUd1mPeqUyxn3KzGSo+DLrWyFftnFevwUEdAaE7wQ3kpldAP4BoEKQ71gTBHXPJmI9fHKeu2cLneeHmxsVSmd2WqVmi6QUdwFhmslvileNy4+fJ24+zX7GpybTgJ5JxZ143aCsF3tK/zrhG1RdnREPDGJ+10jGlOTHPs3qOF1+dnnp+f2fK2I9ojkte5YHSCPoLwna/n8IiaXymqthD7QZJ6gVtbQ2rtNn2NGByIIwbf61HjPY9CvHZXE+sWXb+vbR/T0b9mpxb3+7+tGzlbAWXXy1Frtq9xRk1R40VQdWG7Xqh/t6BFiX914MPDt/Rwazv8u3PKKKJHsbxTNAY/mbd79GXHOaYe+0vZx0I7jaMX0FVHcM2wxBlr/ef9Gs4XfgTVGGfHJifB4lSv28b1uprVnH/z7rZieyK41LUC0r3HvxTu2vcZ0ajem/rZdVRW+rjYd0oOlD6RMTGHaOf1VqNtWE80sFo6LaLTQxzGmcTQSZgQejSr83gXSfMdB0kgkehn4wIGh5MJ9cLSNv7w8ZX//N3vObOw0cjaOcTOGV1IFM0C6ux7prQX0kZz4I+nFs3WkgEIjuAjU5qZpgMg3JYF7xLDt7nkhnolhmGhZYDDEDza8/xm7ei9p49SdjqIYD/HkkltLWqzEbTvbh5tUCqsjTb9Rd83qr7985eFNGITh1ILw2li8DOHCFE653uaTnwVI7f1zHdPP/D08Qeu1wvLaeFufs+cjsTYXX38myVfaZ6mgYAyNeXgG8EV1M2cQmL2kbs487xcuLXMUiobDZWectdslw0SaC5R+96DWOy2FWLVOKRdQd9Kpmw3Q1O9IEH6mRBxzqhXFnIE/3uI/c/l9SEeCHd3xOme11I5Z8frkon+nsf0gXv/S+bwARcmCsrz9Zkfn37Pd7//a37/D3/N86c/sK1XaskGCjubLBpIYgl12qwZluahut44dl7zPsD74qDnbQrkJOCCCb7+COGTHqYigaZ2dtTa2MpCbkLexIT3x4txdmMkzYkwH8AtbM2RWzbdDeYvnJww+YDgyNpoYvUMYmumVk/eMnmp3C4by+WGpxnFkUryipdKqyvbTQnFk+OBLIG6BbZb5rYo5bzhb4KeG2zdCSc4SAE/C20GwrBDKwQnxDB83H1PzzQEvlUDTUUV18CVAutK3QpZGik5tCpOPDEeiKPmcRshOSgbh+SZj5PhCHUzpFtMA2UNZKA2xWkD7SFlzdGyadRKK1zLBbAAkpMPRJkIGkw/EEtvKj93jYbpSVq2hNdyWymxma2cs8Q/HWnLGkCjWYQ6owsFF62R/mJaZsXyoLS2Xbw3PlpzNB3gSE/v/YJ+2XbQrCPOPVZx9Pq+1x6DLfBTXj+5aF62jTVvhiLHiAseCR6c8Y9jmjmqjV/WcqHUsnv5qgwu2OjUrfgZh16/QlTzSGP0Eq2a/yhqYRrOe6NYdASxtdqDMCyeNZfceW4NSjE1pBN8iCiGUrmeZy8IkUQIFQ2Cn2c0+P7zPFteOZ8vXK+vbOVGRbHAO0OlQ3/gxUV8mHDq0K2xrZk0hT76sZGnj6lbHFkhaGfTsEzDRlbDF4/uVyydBy6NXNpu+J2mmWkyT2iorOvCulzJ24oLxg+Gt65JXE/eU+uuXL9fIUa0scebhxCsIGzVhmshEGLoITZqggtAi3Ey8mbIXEqpb2y12w7CKFBblS84hn2h9qJKq9F2TGHtupuF9uK5WCEVzNTdvET7wV7N05fYwCuv25m//e7v+PqbX/L4+AssWFx3vtZwbxniyk65sy6+vRXE+4P6xYE4FL77GuX/ex2snRNaO+2oCd327ud/uO5eviI49VTsOnkswl7Fs2ijrDe86u7wMGg8IlecvDk/eNfHsVhSVvAeH3rR2u0ivUs4Nxk9o8er20jOItVH0U23KnLOKEQjiXRQZbTWtwaFjjSrs8OchHMbSDQ7sTShnfYQQzJ0rBmapXhCNNP9j9sr/+XjP/LaMhfNlC649WKNX84bJuQVYhjr2e3Rr9u2vTVa/fY7Z24FIjb+v7t7YJ6ORnsqhdENDM4pCsFL9yWuvSg2B4rheTwmOMNNSKEHnVgRPaVpn/TYJeuNZJ8evQkW7fqFkY7HF4dVfz7G77NPYvTL6Yu53jDccPq0SnWg8YHD9MDjsXK7fcenTx9Zbleupxt3h/cc5kN3OUkkbyJL3xxNI4HGrHAMSnQVkcTBRyYXOcWZx/XCOa9c88ZLXrm2ylobMtaZr/gW6OTx3WrKeysqVEwsZE1XoWwXrpezJYZFz8SR5GwSUWTFVf+vIuUTzOc3Ctz3LAXvHCnNxHDHh/DAozwS5J5brfy4PvF0/oEfPv4d33/3t7x8/p6yXtCaGfJ1tBezKiDGL1WRfUrRhyf22bstWp+sujGRGICRR2W4kyQ76wyPNVBHxm9geQg4W2/rWij5ldt15XScOR0muD/inDlvIJVcA5UGUgxMIhBUCRg3vjRz9wj0ZpzuOb5UlteNy/OV7XbjMAkSEzHCcfYcD57bwaFLpZaVdVsJ4UDblFu9IkuFWyGuEX92hGLcYw3gTwn/ENHZnnHvDHgIzqhIpkkf++kQYLudy2yuQpmaM2XLNNcDd+jgw5jwTDOT3tn3iSuHWUiTB82mI+tFcxQT3Il4fOh3WA2UqmrvuzSjGbacaU3w0YLdgpsR5wl15hTeUadqdeF2sRpHvDVRRSAXymIOayF2+pZ4GM2WRvOsxtlkqddoY3/SbpH5piPqRgWqVhyqGodZIi7MmMOZWZcKMirhvkDtO5iVre2DtXPCB09a9Z+7aF5uXG83aimElMwgv1lfaaNSzzw7QoS5jyxyqdRqKFyphlg2OqFb3+y9tEcZWrJfL3LUonMtu7XTFzoyMoqYUjOlbuSykuuIXB0jeIVaUK/4Zj7Qu81OJ5r77hpBEPwh0qJtirdNOefMstxY8woiuBC6968S3FuctvcJcZ661Y7cMGZRO9cOOg9Hu9VZ5/6qWvRwSAFyw2HpbDJoFc4hMVLrauPcGLm7v6c15XZ94XI+czm/dh/mxuSTKeS7KHEQ3Y1WUc00PKYd0fHBuvx8yzjXjPbSUxMHRxLXCN0X27sAMRo3zgfifEBbI6+b8db3CN3O/dz57J371pptXT6gErqKtb6pq7ujhSE7mWlK6BShjM7SClSKUQdA2UrmdX3h0/Uz13zFT/fmAjJigMx8iR0g0je0cn9EvqyE/2mdO1BDefv3IeYcPPhReNidHii5GBf3Z/6yDcp+p9LpVSKNILab55JZsgmwfDNPVytqu1WY2mE4fHS9GzZxhmjO02yjwF5UWZEX8D71otmmVebjHd+KbDE01NaDx4fU6TeCDHvJmm3NiDXQqpbC2Ap4MW4rzhHjTD3e2Uiz2zyqFta1UWomNo9Xx9Yq//D8B364fmJzxofVqlAbpC+Ckfr7yjX3cbMl2zEOvJ07byCA6//scMzpBC2wLiaM0SZ7MQqYzsC9/e61vgWUqMHKfzQJUVVKFwI6MXqD684ntRZ2sE/Z1/l4Nr0IOkAG2Kdc7YtmEhGmNJlbyLbtxXTpmoPQ01mRN8R5V/ur7/SRxK+++i3v7z7w3Q9/x/ef/5HbeuV6unI6PHJ/OHGcTjAfmXviqtMepqMQ1IToXgsqgeiEKVo64mMu3LaVT9uZH9azUbpGOufuFNEL/m5757pL0c55LObQs5XMbb2hDoJGmx6mgI+ehkF/JZedHvNzfrmWiJq4kyPJZxLKWSvihaODg4DXxq0uXM4f+fT0j/zw/e94/vw9eb1Ap8JJnywA1tzte1pfM4KBKtg5Lwbv7dOR8eqyf7ofDoPzbCLLiJNkRfWwi8XEmE4Ab993Wza268J2WynLQjlMBGnEIH1iVtBs9KHmMoRmzbw6pBoNcssZiQuJGS+KV8+6wHounJ+vnD+daduV8ODReyHEwHz0HG+e5c7BpuRrY6sbfstoEdZtpW2ZthWmkpiW1Bt3RYIjHRLpdICDObG4TvtzblBT6IWe0Yf+afNqe4AF+QSxvcQjPeeiTwedx8WILzOTKsEdOMxKmlr3Jn6DcBxdL0CgRGhYsVu2Pr1vjbWs5GpJvVUbcZs4rCein3YnnCgHTv49a8rUIpQa8ZJwGq1ZLYpuhVoavkar40RsKtE8Tg149DsYYGutVVtTu90rdp4aWNMb9zF1U+N1Bz/hfaLUta+2YQGKgWXQ112wELI+KXM9NEXEYYSa//rrJxfN1+uV6+1qm2jNbGXDZUtvkY5CmlVcImKJVaU2K5ZrM3/AXHuyV6XUZpGpuwG29on2QFEwpNDZbW69G7MNvo8i1VKjtpK79dhbwdZqtYSaCkUDLnS+JIYKpWipMyog0SFzRIKj5MqyruRcKCJImgw1E6wra0oMgdiLz1rsABHF0FqxjrlW86hsnUMXoo0N35Azo27UXrT4Tpi0Ma4h6loNYY7BEyfH4RigrZxfrjw9faZs674gnLOHqBFYL9u+0MZhq83SgEKIoELeCr4XJDElfPB70mNKlv9uBPqGj4PnWnHBkXMlxsB8PFBzMQqFt58zeOGlVlqt5M2ui3P2AJqoUXbkwvhbgyLRAwRSoFxv5lIQHGvN0DtQbYJIQMu2B19c1xu/+8PvuD+8589/+xc8HO4Rh3lEMtTdY+Onh++8US/E4DJbVuj+6IxNpu0Fdg8yGciAVd8Mf3Hv7SAKan7XP3Xc8y/5eqNGCK0b1ouY4LGokqulZ615Q3IbMyAYKECnUdDtkry3yAi0kcTj5B0isCwL67r0gs1su/xIf3KpJ4sGop+YpxMhxh5W1IjTzGG+QzTSqiVZtZ4W17Si9JCjulFLoWWIPpHSAfVWNB/yFR9mxE/dPaI/gyHgmqcthedy5ofrj6y6otKYpwnxQt0yPgjTnEyjI5Y+l2sBKmspCN640TbnsMO/UzUUz5Rm7u8eUA1suYfxdKs0kTFC1C8K1vIGANQ3P2UYB8awM+yCwv68Omdcb5s42fr33RIO7GeM52EX2vZ/R0bh7AmBNyS+F/WlFFP2V+NnmxAykFJEVdm2rb8l3f/0zpLPop85PdzzcDjiXeN33/+OT0/fcbm9cDs9cnc8sZUH7o+PHOIdzkfbX5ujICRRa1ACRCIECNPEoQrHZYHVsfrG5pRL7kFX7Q0RH0l04kFa5/E7oTZruHLJrGVjKVvn5QdwSmsF0YYlXJolXSs/fyvJJI8EaQQSTU5c5Znv6xObVo4Uki40PKo3rstHPv3wO54+/p4tn2G4g6jsCB0d+XyjXHxRQItZh0ozgIt9CtU/V2G3KMCEg7bvd4qQdyAJcSa2NM/dji2K6STGedEo5HUlbwutbMxz4HA4kJwirtm90YJQoTZmjaQW0SJseWUj9xPBGXCXIZ8z16cLL59eOP/4TIqFdpqs/hCjnU2z53AKWFq0o66Z2+2K1Gi1wrZSlpWsiVITUwsE70luwk+R6XQgnCabarTKelsoXTBuz6ZDXAQpDCujtyQ9mzzNs6dpRaoQvfH3RXW/J9o97COOaRJSqoistLpSq3S6i4WtROm2bjFQxKPVUSmUlqlakeiIR8VFpeWVa34hnSeiM7cipzORmSne8xAaOgmXUvFuMn9nmQlSCWQr1xWjbgi4ZkWzMhKNzYK49WZrUCd2IKpTfN2wf5RGpfSzx/ZgaYIWm1S4oKDBzm0160PvzbVIW4TWY40GuCnSmZw/rRn+yUXzZbmw5o0YgjllbJmmN0pppFSZ5oN58zlnKI+DEIz4XdtAm3tYhjZahbwZSlnKRmsZ1dIXy+g4utivbR2Z7Zt9h9dVa/dmNrN0K/qaEf5LsShJB9VNFlHbPV5dT6UJ0Rw9iMY7wnlyVrbawAfCPOOZkFoMber8ZR+sMypboWyG5qRkvM06isBmo4ORrOb6eJD+u1mhZb+P9PGttmGLZg4GTSvBOfzpiErl+emF5fI9uZqKVHyw5qA7R7TuVuGDYZyDV+yajX9jmogxst42W6Cl7lSTNCWcE27Xaxca2qg0rxlthfl4wHXRohQ7bLdloWyFGBI4G11bvDBMkqil9jjc8Tvvs6guTOyFwxj/7vQOe9Vad/7wSOxT53ZekyF/xmH7w4/fwdLI28J/8+d/xeP8aCEYXei3eyqPjfztmdwLh/GfhsvJGDNWlMEnGmvQvnAg621/AL3raVAh/mRhwb/kq3X7Mml2HdQJ4tkLq9oqW81clgVdCrvxVvcjtaK1QG8s3bh+KEk8MSZyq6zryvV6IRc70JzPvWA3z2bvzQVjDvd8/eFXqCSu1yvLljnd3RunMsNyu1iscl3sT82dLlCh2XMqTfCSiPGICwkfEtfbGR9nvJ/NS907JHhkjlAjT/mVT7dnlmDP4CQTMST85MkpY2aXCuJNqOTUrDd9wAtGBxIlBEfuz4cTU+8HH3l8+IB3kett29HlcRjU7gARMAHM8Ccd63MgwINf7FwHFfooVeoINuliWxETUYkJD5sMVFD2oclOauko9bB40l5EDvslEenOG/aspmCpoSkmEzyXgsBur2jooLNpTP93cWL7s0IId/zJL/+Keb7nD5/+lk8v33FZP3Fa7rjevWMpX3N/+JrDdGIKM0IkiO8CciseKo5aheIwvmiYmMPMgYmZzCaZupmH+K6dGf7h/k1Toq30CWYXk2ujObPci1NkPh5I02TARQzEEAwl/FfgihPkhKOSAMURxFFc48KFmY3YztzqxpJfeT7/ns8//p68XvCuUr19DSrI3ngMAAZDnKXtEzhRK1it+evUy8Er7YWvbfFvaKJUNRq0dJcsqTg1tymV0AsiW6U9YQEvHlip9UZrmZs0zpeJaT5ATYSoFC09Ut50QUEjUi0xz4RjbX+WW1VqXbmdz7x8fuL5x08sz2fC+4jrFmS1mR2nBMEniDPUrORWqNuKlkYrhSZmN9paQTXTiEQxjq56wafEdDpZYb8tbMXojWaXO85GRfE7tWlcqxA86T4wT5XpELmtlXSYTMgG+xRJxKijyQWiB8FixJdVWVelNU/wEJwj9udSvbJlYStQqtFZp1PkLsHkjL75+nlle1q5rs/Mt4QEc6ChBlyLpHDHXVKIK0JiiieiPxBDI8YN8WZH24avaXMEHdHhbrcj1ZaNrkc05N2ZEHpMPJz2pglLklXbCdBi1JW6Vpqz59wmD7ZXI6WHl9l0X+lDjT8qf9XW9E95tn7qQ7hsG7lsiBNyyci6sm2ZGysxrpxOhePpYKR8H7ovnnn7tr70m1oUrpGzHXWCPGVKXu0AbJlSlVKhuLanzdVcGWll3RCjF5x9sWqhtmLoSmloKWgr0BpVxRAf1wujTnvwnVvrgkdSRKZIVUfWTMMM9kPrhadzSMAKyWSj5nXtqWJirgPSxTh26A3RkzOhpHNv/FmhF8fsowbzYnaoWEFeczGhhPekGCFEnl+feH5+ZV2y8YumiRA9NQulmgK0lLCPIwVD4r3zxrmvfWTWIIRIyW+2caZsBfE2KcjbxrZuHa2xwmq9raR5olXtnKt+iMaEE0dpixX4/cA35O1LhKtb1PWnvORqXs3e0eU7QKfptI4q1Ma6rp2qYj6TIzbYuYhIQ7CAiVILH18+0v7z/4g2+Hd/+R95mO+R4ZYx9pZxD8b4fO9prQiXwcXs4TnG9X1Dnekj972678X8+NM7QX0w0erPv2ZmXW/dVF96s2UPl42uPSpKaZXLbaXdts5b7yb82mitUNsG1E7P6I1Pa1xVKU05Hk5sne5kRVrFy7ajotKRX+ccD4fKu8d3tK1wub7wermQ24ZKo+bC9fJC3i6Y20VGxQrOUja0O4EEieb7mReCm/ExsW0LLiQLU/GRIAkNDvdwAD/zaX3mta72DHR+r4V2WGPku7+5AReKq41TmIjicA1wpfPabcri1IrmaZq4O95RciOrTUzG2HVY0hmCWy10oHOarUE3VMb5N850LZUt96a3O+O8iQOHGGs/cv+4cVOL8B5/M/jYf8TTlT7t+wJ0GQ4gx+OREOIbgvs2vOnCxCHok97IW3nStFgKKEryicP8yG9+MfNwf8ff/IPn95/+gZeXH8jrmXW5styt3J++4mF+ROMJdZHaYHZK0kZDyCpsrdh54BstOiQKriihga/a6Xxv4r0xyRpTvlazhc2oaWFqM5BhOswc7+443d1xOBxsHw4RUaON/GsomkEIOMJOiUg8uAOurUyaCW2hliuvtx/48dPfc335jKfggp0HtXg7j6rxhVu3Zh0UoD9qvXpyrcggEsFQC+tO9aMXLH1972nUdv09Kz6Cl9koVApaDdqW5vhjr2dr3XPOvL6+4l2gZDVBrnM4H0g6ESQg3gLESg/gwDUzMnCQ88a2VS6vz1w+P3F9PqMlm40lNq3Opf+eAi4oPjUT9VWrOzQrqgWtBaVQgawNFVtP0iIHtb8nBKOy1I0QPFu38bRivhc2/d6NNeucI80TpykRnKMW5Xz9/1D3Z0+SbMmZH/jTs5iZLxG53P3WDhSWBrrZbD5QWkZk5nX+6XkYkWkKhaSQQvaGvYAqVN0t11jc3czONg+qxzwuZ0SYLY1uXBiQlXkzMiI83I6do/rptySKDIyjIfOtr+tAcI2hVJwUSm6sa2OdG7UEnB+JseJF7fBqgXWtnC+NnJVr7mJkOgSevZi43QmtZt68euBVvSO/nznN9xAchykoza5WmIRhnLjxAWQg+gPB7WiuQpwIvqC+6UGnDOikzrWrkYIyqhriMcqEifr6mSKqazLg2CZwZplXEjUtFlvu1f/ZcgCQavoVrQmLIrIGZwcEdRhq5H9494wlLWoJ1qJGrK4rNVdKUheIZV5J+cih7BnGER+VEiG24ToneLx1+sYrLEIdR0oeqVU5ybk0Um6kXFiXlXmZWRd1xai1Woehl3p5KE96K5rXch3RGCrTQqGamIBgXsJe1MQ/qMhInGdOlUvKpArOR8YYoRXISQs7E1WUnPUh9gG8WTuJUkhccKbWD9vPrQESVzRz86G1K6e0Wfl47ymrehZPcSCXwmW5UAr4OG28bO91tLtRCIohMTHi7YFrVeNEazHfyFao3jGOI9PkmGcdl8c4kHMlpcVGIypW1J9DD0cfgiqMLYhCpwCV6KPypZ3D+8E4WHnbWL15LtbatlCbkrW46aNopbXoW1KMMymoeC/nxDAMhDhQ8rpxrcdporXEuqatCFjJvH54Q/ubP2ccD/zRz/+YSbrDR7P3qSp60l1B7K5066z21D8OvtfwdHu5TRwoSm/ofGt1KXAE83p9Kir8oV7Z6A4hBALeOPeKrosT7VWd6gtSLvrxVq9NQevBQhp57KRpwl2rlJy4LO8Yhouh1oYetYqvxZ4NtUHCKEpDOPJwesA5z939O+7u7zmf75kvd1QK8+VEziuuNRtZ7ojDwLysXE6zCl3CQPSB4CrRF4KJhV1QOoj3Ee/31Bq4CXvC6ClZfXtbypvwTqeKzZDYQd+IqBtwqJVddUyWmrhSOGcrukV5zSF4Xjx7AUSWuWwj5y50qVWtIzuC3IvoWjXh0nuPG66epL24VeGf6iP6+oOrW06Pme1BCRtiLVfnF7Vaa0Ym0QlgMKcbEcGbk8du3LGbdiB6OKvt3JVGouFU2mD011FKUevNqq9RvawbzdZJqw3vBo67j/n5l3+C94Fff/VnPNw/Mi8nLsuFy3ohHRaeHz+ijkcqGmuTRDn3q4O1NYtMzix1IYnu8xIKPjRcaX0528/ZyDXr6WPc61p00lmy8uOdE4ZxYL8/MO13jLudWWIpCi9jYFen/wpP5n/e1doZuCCsiCQ8hRFHE08EqqyUMnP/+Jq3b19R0oJ3jWa2cLQn6ZFmP9qK7ZZNwTAjuZnIumuN7GyXSnNNi2errZtCikCzhrvQstI6aoPmnDktxCfPno7encVKKxda0clcCqez7i1rXhiniTFOjMOkFDkZqUF0ANWEFnpuhGoFLucTl8uF8+N7zg/vSZcTQ7To71rIOZGzPmPiRZN3Y8XHSh1QQVsNOg1f0za1y61psmmtSA4sNXHJyoEex6CiW6/U0B6HTRMt4GzCeX1mYdqNvPzolpvdhPee86Vwf6q0drieT2KOXjQcmZYTac0scyYVQWRgGCLRF6gz87qSa+U8Fy4rqvnyjhg9h2cHXnx6y/ObgJfEsHcsjyfezmceF6gnDyVSoxBrVgqWOEL0CuiFHTHuITScLzhXKGj9Vig0qaZ1utZiXRcXu/e9aZ7UAtJatFa2dVOyFssuJ7MFXHHN49jbOFjDsnAZaiFX+3zJKgBuynBGhg0c2exv/y+uDy6aO1+tdk5JU2HI+eFCSZXzZWZJC0te2B80LjkMmu7ifA8mMGqEM0xWriPSVkdK0x+uFD3M13VlWVaWeWFdVbF6Xs66cT9RdzezWtLuSd9UStbD2XtVnzrl02ghZ/6nzni1zrHmyumSOM2JZVWYP04aAYuPW/Ttuiwbt9YHTdlSH2pvxbcKHZ7yWUWM52lBBc0LGBXD1Qo1UQwd996xO+yJYyDnwvv7B3ItuDARJs9+mijLinPBGgkt2OIwXEeROkDXtCQqIdiISTw5Fby/Onf44DUa2+gODRiniZzLFgXeD9t5LoqO28G7zgvV92AFjVYvpWxodKNRc9k2AG/ou4pHDJEQM583D8navq/a72rZ/UFRrmRj144WOxfJrei42pqnV+++4c//+j/y4sVH/PT5lzhzYSh22DdL7lNVrjmVyNV66+l964h6adVEqmZTQ2dsfL803poiuRYRP+Sr1LShvM6KsaqCAqMmNsIQGXY76gplXchJ0Sdji288V5HG4D2+C8fmzJJmZFm2dEnBGQVauePSBVlNC8hhzfD+npIzDw/vWC8nvAj3d69pHhuv6gY7DhO7w8QwHFjmSs4naslk38ghE32hDs2iYhOeiG8Bx0BznmG3Yw3CnFeSVKo3epO9NynrQagIrtumDsF5JipDEm5cpBFwAjkEqnO04tlPOw6HA0OcmGcNDVAAWd/rp8Eozjly0hTJGOKVb2y0if7nnjoqJmpunaLRtsrQrDV14tMbVJoeUN0JQdO1rIlsOlIWaeBH3RcRxmnHEDX+vJRso+d6fT47emt8Z0GU/22Fff9dI9XNYcQ5Ss1GAfGIRHbjS778+JecHt7w7du/53K60zTBdCanRUewHvx4UNcbCmI2gGuF1DJrXVjqzNwWsuhUwgdwyZAp0Z8z5Suvu9rPU3JiTYt5xjsGPzKMA8Nu1CJsmnRPqBp45UJT4fYP/CrtQmmzPmBMODKBwkBCqJzayqv5nt+9+pbHxzPNdzGoR2rY6IPKqnB0g6PWMJ2RXCcSvcYzMGE72+nTXbEppxXUFTuvs7koOBuZe0MZ+z5caObuUxFyRilh1siKaCLp6VwoJHZlou2O6p8kE00ydVBfcpzuSw6dSs/LGRKcH+84371hOd1R04If1cmq2ZmSi2h6ZReS+orEhJssjbIGYmlANXtHKKLWZoUGZWbOC3GeaacZ3EQXUT8NEFK+gAqAN56vPdb7w47PPv+Ezz56xn6auH9c+eb1mYdHT1ojtYo6gjSb9DbNylhyYs5JLTOHwBA9rmaWJXE5V5aUWbJO9uME4yDsbgaeffyMFx+/4PYYiD4z7iLnh5nH+5XH1wttvYciMOmdCU7FgU4iLgaiHwh+pzQO3/Cy0mRBWKDpvcot4ZxZnToVIoYQiFFF4d5FA9CUs6z7VKJU1a3kVGg5Q1lpaSUvq9JF/ERrCvoVKs3N2phQcL4iks16VsAFpumZTi/yBR//gYWAy6p85utsWgvUtK7Ml1UNvl0mS2LOM+M0WuEcjDcbjEuoKGxwQRP0XFAU1wWCRPp3qLWSp4mSsxLtLZr4sly4zBfmy4VlWfT75sw2lHyKGFZ9+BwWrtCuEi9FdQU/BKr3pLUyr4VcNd2oVt1wJShSrhZ6Sm2uRUUp3oWt0HI+EAfrWkyEIqLiE5w+uH103TIbCu1DQZKKbIYxsN+PLMuFu/t71svKsmhoQZgcaVXuXfDXjqjZ68miSWLeByvWqt0jDV9wwRPDRKsLyyWBFEO5hHVJWkAPOgoahoGcC2nV8aUAPgbbCA0dazoaLuZ8Iu6pOMkOSysAnqJrm4dvv1e2AZZSCd5cRQwJaGapRUenneXRF8d8uVBLxvuBYTBeaM1aNNXCq1e/4+tv/p7Pjy8ZUVFAlawDtN5cbVZafQpwPQi6iMVqkW3Zb/9GujCxI4iYL3RVJtA/AWoGsN0fRDdA5dXp+qlGVdnt9tw+e87QBuazWjJl4+Rp4TQgkvFUpsOe480tqVaSF/KlkepK8UWXZBaLT7UCsqqvJtKQXHlzf8d5KZS8ssxnWk3qWrNelLNnYSZeCmuCYVoRS4NKxZHWiveVVAohFFYKrmiiW2gjYRgZomP//MD00QvK4FhaoTjBmzi4A2Spi2ya2hN5FxjDSHSOm+b5xO/5eLrhkhPfXN7ioyNOE2M8snM7Uik8rjNOzNMdcL7zNa+TlqvG4fu/rpc+J9ILjs7Rt3u2WTShloDdS149o40/jU5tOr2plroV4cE7pnHHbrffgmt0RKxuAznr/tDbw/79vo9cFwueub7iztuu1iD1Z64jkjqTHTjsPub3f/Iv2Y0Hfvvq19xd7rhrWdFfKYToCAHGYYdvUKtS/koRUoOlFi4tMZNIkqkWaOID9FS4rpdIhlCVpO5Oa0mkspBqwgdPHDx+9BAECTqC1qlY2Z6NfwpaBWoEDjQ3GvntO4R3uJaY68zbJfHbt2/55tUbzqeVXLsWoVtvWSJlRz5h2wi7fVyvmavCxNpo9xNXR3LWKDoDqaRjWUA19y2/FdctzZoE4rVZRBqI8YRroWZoJRvPWs8c5yregQsFXKKx0NpALhfSArVkZJoI00QTR0orpWgzn5eF08M7Hh/esi4PSulkhBZp1ZFLxRdBmrPmoafOqvOChIYfo1JNqFozJBWni28QheZRe7p5xk0zMSr6mYoW/0pjuVIzNATKApsqVKnsDju++PQzfu/zTxh94LvpkUzUVL73FVIitMDoQVohAUsurLkoHcEJzkUc6qI1L5mHh5nTZSGBWuaODjeMjLe3HF48Z//sObt9ILiEeMfLL068fX1hnu9IdzNzdvhF7QRHDzEKUiNUR1l12hOHUZsi1CVpEMG1FdfQpESMpmq2b95sRb1ZJHZxoCZEZ6Xv1sSaVtJalBpSlZGwzBkYGPcfIeNEloqEjPiFVldyOVPaicoJYUG8Yxo+4jD9GNxELLNa+X7A9cFFcyqrIpbNBjPmjtCFVqVlUklc1gtFMnO+EJdAGAIhRkIIDObH6r3+eRr2RD/i7U3FPIT7Gxh8o8WBttPvkWtlzYllWViWWUcr5zPzZVZ1flsga5FZt6LHxkaiIyWajl5EVAgYhoGlenKtFPGafEPDl6x8SzRgIyW1g3Nir9PGGSpyaFo0Rw0oyE13hhAjPo7oAWEcYuz4cx7vRXm6OREHz243klPm/t0dl/WizcU4ktZCyUAVteujc6GDqbr9Vvx0pNQ79aNeWyWviWDjUv/EIsp7taXb+JAIwzAq8ls1oVCRU6cesGIxwUkVv4MJC0vKNFfM2UA3PLW2M7TCOuqnyARgxUNHyyq16qgpm6BTVdPK77qcLuqDnNVbUWkgKliMcYS0KunfnBxSPfN4ecclnwjxqOracqVn1HqlT3wPKZZO2KDfKSucZWvKtqLGRpIdZVGORjNkD+QDhQX/mJe+7zZS7wehbbSaUAdxDBxvDoxtYJCBS4vkZaG2TJVKFuXQ7UbPJ59+wsuPP6aI8Hh+5PH0jnk9s5aFZZ5ZHmfynPVeVCVbiahCvtJ4SGcuuXtwJuOh6lvrqm62Dm1AMxXuHpjXSk6J85rJWYN4YtBQgzUv1NxoyTM5+PjFS15+/iP2H31OHfdc8gLA6Cei6N6wzhdtqARDPrwhs5UYRyY/cON2fDK95KNwZM2JRCNzj0w7hnggndRfHafTtL7WvBdaU//zXjyr+LdtdArlKVbzLLWGbuOGXgvAIsattaI+WDGXS94ciXRSg/lE68d7yqVqEiI3xyP7/QENE8pXmyt7Lp9+39qqeTo/Kd7ZJvD6M1oIChgAbshuSVkPxajQSAN1FMJxc/yc35tuGKdn/NVv/z0Pl7c8llc414hjYIyOffiIyau0rdBIrWhzVgtrzSxlIVt0e3MOXKN5LXoGP5hLzMI8J3LJLFWLikqFgCaeDRAHpdZtDWWPNW7dmemHP0GKcouXjBANTtpT28haHOe88P7xzKvXd9y9PxsCr/RCsWamp+m29sQ6tfX9USFQdUxCn9UG3e+3T1abPBF490megEhvzMUkIubYYwNiF9vWrOCzWZOKCspLQWomhMY4enx0hMEzjoM+8x6kJXI+sZTEwJ6Ix4cdbRgIMpLnlXU+M5/ueHx4y+V0R04X9S4mQK20UilZQ3xcUX43BKOGVKqYh7WrSBSkNFwAVwUNClGgygWlc9U809KZshRWr+JBReZ7WmqvU8CJhyo2FVYt1TRM7PyOmzhRbyPn7Lh7vOOxGXjkGs6oLzUXtfutKMLuABFyU3T58bxw93DmMi/U4JkOI8SRsNszHo7E3R4/TfhJLeSiNHYvnvH8izOPp8xjOlPnxFLPyOLBB2QI2tCWRlpXiswQPGHc4aYRITC6im8aWBUchKbtXK1FQTdsn3dioFVH/LMaSBSbCqVCzRrKUnNinVdy8YzTDfv9j5DpSKLSXCK6SmuZlB9Z6ztSeUupJ2Ic2E8/JbqfIXJkt6/s9h/WDH94ImCxFKWqxdHm9gDqrWqBJ00aa15Z64Ks4OYuYokMMWrhHALjMJDSyhB2RKcRjeK716lZQnVk0ryVByeMdWK/22u3aJzn+XzhdDpxOp24nB5ZZkdahUoh+MG4KtfiRmrDiwoGGkKujVSF3NRPeWCixWJCxsraEqVCwwIWeqKM2DjEAGxtfHR00EMcxLhw/aFQqysbOHkVFIgor3hdVpaL2sMggSqe3bQnRGxM0ajNEaLbCjbn3Maz1o9DH53pGDsgg3b/OWVK1pSiOATC4JnPF0JRBw0QTg9nalaqREqJYRzZ7/esSYMYlLtrXOQY1J8WSEnHWYqgtc35IkT1Yaw2ru3IvIhsSHKlbml02TasbDxpDT/RsW/O6oVNNa66g1JsylCbOiJIoKwzuS48nN/y1Zvf8eWLL9jJgZZFPZ7/T3wKZxSdjiTb//cP6+8dge5/2cfseLNGMxeKbTkYcvsDv7pXaL/6AalrVhudMHjczZ5R1KmB1CgEHZdRqAHi6Hj5/Iaf/vTHPHv5AkKgSmVeT5zmOx4vD5zPD9y9veN8d2KdE8uiPus+eqZpBMHsm7DmPBplRL2I81KQCtEHZBhoIjymmcd1phUb5TWLgXcOP4wU1zgtF8a444svfsrv//E/5/nLT3hYE5cGtMwQAgMDuWbWdaH6wLIu2zrtaYl51eTOKoE4jNzsn3Hrj+SceSgzi3csg+c8L2rw37wVoD3OXpGTp8iyM29n9Zm2dRx1W+4G/8VEg70J7WJCjYu1kIPeWaB7Rd8PrLqlNYf3kWR2afvdnv1+zxAHFRiWSs7rtuCrocel9GmMbLxrceaMYII4b4hye9KMOnMD6LzrIQ5PFp3F0Fv4UKMiEhnCS370WSQMkV/99t/x9v5rHs9veHM3chwnjjEyDHuciB2gK8uaWcvCWhfWciYXjfdu1ZHxVOcJfmCMk0b1Bg8UUpqR1RBT5xkmzy5OeO8YQ1QOsyFcrQl5TVoMpETNP/yieXQfE8i2b2UaFxpH1jbymC68vV94/eaR0+NCzfo+uD4B6PO1JoYgs1EvuubDQGl7RroGQJvATvMD6R4q9nExap6CyJvVbFVHLC2glJ4pUujhV4h+lWJalOgb02Fg2jf80AiDU76uRC1aU1IwqC346Bg4mFlARCOzhWVOnB8fOD3ek/KMuKIaLKlg9IlalDqo5w14wVw8gtIvXKOK2q0SBRL45vHVzvkQzHVFiJIJ7YyrRackVQOAxFJR+37r+nkElLWSWyEtlZQ9qToakSl6dlNi9GdcmXEGJGDrNaVkz62GuVWUO51T4bwkzvPKvCTWUnEx4uLAdHPD7vaWYb8H76wpVcBMwsi0P3J8ccvtxxfKpVIfGi5Byisuz/g8EGrFpUQpMzVXTWIeI3GalALIYn7+GrDiqJBNE1MSgtKCQvDgxWyENfU5pYV1vbCmC6WojsRbA1dKxfmJ/fETdocvqeGg/GVXCS1o4rGcceUVTg40ORGHSPRf4OrnBH/LOHiG4cOe6w8umtvTTrtVnJl3B3Og8FEtmhAorY9u0ZFdAUmOMF89ksdhYBlmtSdxO4If1aexO084tfnRA0sLQxci4jVyMYaBcdhxPNyQn2VFnk9nTo/3nB7vuDzcM58WzWN3gw2N1LdPbDGBZ85wTpW1VuuMlacXDE3OJeloI7AJbOgIKdDEbp4YZ6s144iaX3NqxukWc8xgGzcQA+M+4uLOaC4ztMAwHSAH5fQ08212AVplWdWWrxfMmjCoCLIPTpsb27SSUSuGGElJyX0h6thLrJBtTbZDOoaoSJ3TMX0XGayXC8M4MsaBZV2NfnJFmVSU6K1QBo0D1qIgm+gvGFWjVgt0CWFDtGqpJghwxNj/Xf/6iugDkBURr922zovxabOOyDyM48CKIpVff/s166Uw/2zm55/+HiM7pDoNKtgAE8ORpYuarqjeU/Fmryx7M9IReNcPpc7z3HjYZqX074G7DAABAABJREFUA7+8c1u8cxc09q6iiXoA78Y9u9sd6/3C5XSiOQ23cU1wTYvm/W7k+fMXvHjxkmcvnuOnETd4Miun5Z7H83tOpwdubg/cvX3P5XHl9HjhcjkTpsjh5kAIXmlYK0YrEDB3h8fzicvDSQU3TmeCVVAtADAYvat7tEuciDfP2N3c8KPnL/jii5/w2ec/ZtofVDeRT7SSt2attYKrDddgGlXolVICwVL7zLLMCaUVLnnhUhJlcrhxYHAHxtqYy0rOnaKjFKZaOzorxv02goJcRYB6yGuwj29eqWwh2HjS7osVKa11f+y+frkW3KEnj6pvcs6K7lKANeG85/bmlpvjjXKpS09F1CJGOcu9+C7XRt9+ju010ENxuthO75UTsdCUhjgI0TOO4xMahwEGIlv0fC/AWgvEcMOXn/wBwXv+8m8zr89f8frht0wxsHMOt3/O4DyXeeXxNHNZE4nMykxuiZxnfS+KUGuklUAlIAPmaxsZ48g6jDqqbyZYE9iNO52ERvt5cyHVFalijkILaZnVzekHfkW5RYz/remxC5UXrLzmMT3w+n7l7fuZZVE3EuUVW0WLpxUUba594tQLCqHrGfq+qBx71EoR+6fW4OlavCL1GL3F0debFdRF10UxS1MxgXBrlW0m6IQ4CIdx5Pg84seMBBXRB68+CC03ckukXJHqiONIbCuSVzUpy4mSVvJyJs0PlOURIeFjw/tGc43WNO6bUrQgrZak5xrZeYqMNsnIYFzwngAsJeIZ8W6gDgN+DEx7xzhBDEoF1DB71D61iVqoItYoFDyqy8pr5nK+8O7NAw+nlTk70qhntZMAGaSYkNL2nTVduKSZVItaJNj7l1JhSZk5ZZasE5oqQogDw/7AdLxhOhwRH9TpaF0IsYGJw30YOdzc8OyjhXRurJKQJdLOnpQWLvMJ8VF1IbJQfFQqpNd8jN3BE3aNGBreV2KoNAq5FdNzQS26YIK/7ok5q7ZtXmaW5UwpC8KIF6WLgp7VLo5Mh+e4eEth0vdSMrRoSFaEXAl+BJdN4/EcJ7eEcMNGF/uA64OLZuUpdTNqb0ibIsziwQX7IZqqE4uZiJssDhp6WFWh1KCK5VJJSSNSnaxA3BBUpWeELW1rGAbCOGzjUuW+6MEyDJHdtOO4O/D85sgyP+f8+Mjp7pH1UimrkLOO07uPbMOzFuFS4LwUFSxZ6o4WU05FJBVCHBhd2EaW1Q7qzjZwTw44ER1t+xDUuqdeDx3FunWxhCj4wbE+JnsvOjJkVA83wmrRmaQrDaY22pqt0K0Wg52ZdhNOvCJ/RfmjnXfqdqOiWa4aXznx+HAPaDy2HrgQw7AdxnGIxKaUk9PjiZQS++OR6AO5Ga+sVprXwlecFd+NbdzcOci11k08sy5adMvQbf+sgDZxXi9KQzQRIqJiRaOHII2W1RvZB2cBEoY8lwpVXTxyLpznmXX9iloh+JEfv/gJQbwdDkZ1MTpQF2h1KLlSN6pyv9cdwe8UDe9VHdO8ekebN4RuipY49IO/jE8G7cnrvb4fzjldCzFqhGtsZLKOI4toOlTT1MhpnBjHgXEaGA4TMkSyBGSshgjpweAEduPKNO24f/SUlomjZ9xpzmwrokiCPUNrzsjDQIvCfDlTS2ENWZ/j2DREYBwZggp3Bz/x7PYjfvLjX/D5lz9l2B/06zZHFfX1bi5qMpZRMnKpUMCjkd8yOKRcKEWtiFrWo3ttCZHKu/zA1/EN425gN4ycZeW0ziyt4lzQg8Y5LRQ2vrH6hirdQykV2eJwnwpgc8pbca1iXL9NePqIW5vytvnXa4ELQ4is60IpejAEPOM4MY4TThxDHDeusepE8hNqlxY+mxCxNo2UxppFJ6Zf6Lznayn11ILOO0+Iql9RHcw1gUvLA2ejbVX8t6rq9V6weA58/OxnnD59z+m3D5zyI2/ef8fAQM2ZKY6c55m7hxOnZaH6hsSqThpkQ9orLQUoA2RH8XtkCDiE6CLjMGoolmtIdoiHcRgJPbzBKdKcUoLcSMvKOs/Mlwt5/eGHm1h8g/1XpbYDpxx49Zj4+u3Cb7954N27mctcaD6o443utihtok8OnCHCRqhp2gw1YaMU6fcx393O40DRZJ2y9ylv3egcYIgzXch6dSCqtak7QlZ7ymaTA+8D+2nH7XFgf3S4qJTKCjRpFFGYurZkzWZkrhlpK7HNGmZSVlo6k5cTNZ+RllVLY1Z1TlTY25pXwWpWJFy8nhVduFZdpXoFccZhJPoBikdKQFoACRTxSIBhhDioZR1SFa0PIGKpueJoCaiN29uREEfyes+brwvn92deffWW12/ec/fJ5xwm5RGvayUvCUyzVPKFVAvzfOa8nEhWh+D0vc81s6bMumTyqsWwcxDHkXG/Z5ompt2E99ognk+J1iJlHIgm1Nsfbnn5kaPMgVO7UM+O6hrn+4X5cqI1SCGj3oGDotW1MV9Wbo4HDrcXpsNC2DWcU8/s7qpUUqaITvp1zxNKXclp0V/zhbxctBj2wd47aCQVMvsBN+6owUMFr4uGwsVcf1ZSFsTdIhWqQPRHQhiJUVNdS/2w8/rDZcAiZh/XTfmVmxYb2h1GQZwmiXXjaSPDmetAM69kr4EnTWxUuFBFoOpi34Qu20auHNlhGtntd0y7iXEciTZW9LYxd7uS6A/sdiPHw5H1NjGfEvNpZT6vrClBKxo8EUaqRNYirEUwWtfG36056SZg49PgALFi6ErZ00NAVNzYajFev0NQ2xS1r9KNpPvaWt3Fw9173rz6Ducb0zSq+wYqGhTnCVHRl5IzuerhHQctbLuLBYZc55ztYOocVVX+56TNyzjtNz5zKYWcMtc4ZD0k1IlDF4434/Rsh28plXVeicNASdo8lJINJWob8t0bmtq68K9vpk8RB+NLixCHaKPvzLosGyLVWiOnvG38ncPciwu1LhSN3JTuMFAp5oqWE7hQKXXlm3ffEH8zsp92fHT4GNc9o5sii4Y1mxPANboToLt3tO5dhaIk3tDC1tQF1YujOjEfSLvf/wT8XFNayRgqGAYLxwCaqGVSgfNcmJezKpa9Hk7SmhbMaNEdfTTxhtkJBeWUdk9f8Q4fPcMY2R0mAoEYBlxozOtZnTHEPFR9F5LqQUYWYg6EHGwaoqK2Ph0I08jN7S0vn33Mxy+/4PmzT7g9vuSwf0ZznlRUlKvn9dVq0BlFay2KJDfR56/lBtUR3QBN+enFoldBXTayZF6f3jJ4x26auE8X5pKptuZxfazrNieZTk1qpZpzXzU7Rn2PvEVkqyH/1YEipURDNr/kq7VchaopjcMwajKg/VzjqO4X3UtdDLGvFjC1OWGUPkB3T/RewtOo6Ke2clbm6Ge463OtUb/gXWA37AgxWtHVedFidJK6IZCITqmaiOoMuAr3vN/z2ce/ZM2Zv3/3l6SUeHf/Hmme3bQjpZXH5cRlnZEgykeVSm2ZYm5E5Gxi8KBBFG7c0tC8Ber4GhmdejyHoMWj0HDmvphyIS+ZPKuL0zIv1PRPoWg2+F7JMmQG3p4Sf/533/Lrr7/iN3//joeHxNoa+KqBRn1Pqz34Q/2ZNaDP7OWwEBNXEN9wKFpaq7Btd0YV6kOrRlPWR08YNI64iMc7oW+3Fd1nS05WoJfvBf8MAQ77xv5QCUOhejvv8FocSkFypkoGUSBjzQXWC0VUdF9NidhqoRUFjbzX81bjvCdogxa+YM9JUxtXW+vd3aIDPjc3B6bdHqmOsgo1i4apiO5pIarrijjzClcjDqZdBAZqGshzg1w43EyMIzRekNaZ5bLw/u07vvnmO376k5/w/PYjXBMuc2JZVkQqPhZ1BEkXTsuZJc9Up9N0wWucS03qgmMUShE1AYhxND54UKppzeT1wukxkZKQdxOHca/pf2HHzcGTXwiyXsheXUJqeeDh/oF5PqvOxEVqiIRccUvicpqZH3esC9zmijAQXLBcAJ1KVytyW4GaKqUt5LyQ1gt5PpGXEy0t+KABLV0zlMtCLqvZoyrvp5ebzWqulItRVtq2J8c4ENyIjx7vobXCui4f9Gx9cNHsjDYBusnhBBe92jPVqmpjD/+nJIj+//qgoZ0WlgteKeSWlPmZzU+4KPk+dQ6ZBRYM08D+Zs9+t2N32LObJmJU5HkcRoaoIsPeDY67wDDs2O0a+aZwOV24nC+sOeGHAcaRpXnWAlU83kcbETY1Qk8FZ+PFXlR5UVN0jP3VaJpAhpqO19KuxSxWMPqB1jIixYrdSoiBdV04ny6kdSUMdigF7egozopKZ+4jEVlXRCC0Rs7qLSq228QhqKiwZB0RSUPPW6UwgHq+SgjM55nlctEDwpDhakhCSoktOa+BeKdWLsazKsZp1pGsOlA0b7xko1o4U7064zimnInjsAkBvVcaR8kF5x1pTdTQhYh9UxKzhLL4Sx/sPRQwu6I4BLZyVxxNCrUKqRYTlxjFQgpznfn6zVc8++qG6Wcjx+FWGwYbJ/YRomFq27oFNkpJM4FW594JQk8/7u+fuouwIdH/FDjNOauVpPcaNNLc1dtW39tmVlF6hTHgo6P6uhWt3im6WM2ScU0rLmuqUyqrRqpboeq91ySrAXXQ8cLj7JnzTGkaSBTEmxWkR1ylkkh1Zqln5vpIritIU8RwOvLjH/2MP/7lv+LLz3/OGHesa6U1RxFVwNcGUrrQpJkWwxqd1l0RdAKVrWkqVUV83g3b2gsObcwoLA2mMHKXL9w9nMkOVoEk6kYRfICq2obSun2cFe2tbehyF+hd15m+R602ktmgbXQhekN7TUftXGYR4Xg4spsmlnWlr9KcVByp/siVbHznHisN5n5gqLVaXSkq3gOpaE3V7gYiNNO36B7XCy0IXid+G/XKRMa6/8s20dFLfxYt2nXBOZR7qd/SMfhn/PSLP2Xa7fntt79iTZmH+cJs/M/qlW9fSOaQ0SxMo5ktWUKKQ+pC5kJ2I1OcdPfuXG1R5M57jw/d/gpqsxRYE8muRp9bZ+XP//CvJ40/Qmmeu3Ph7377ll/9/WvevD0zr5UiQGngquZRihXK5sPfjJ6h1Jwr3xcpSDAKX+thJFeqm67zq9C1gxuyCQyhT7Sar6oZqr2YLZpi2bK5M4FQiGNkv/OEQekbWIPeQ9SkFnCqFWqWAFerTglqFZzvwmKlCHofYBisCQ3QIsJIK5HWlLsvNuWtpRg99frWinkTx3Hg5tkR5wJphbxUDTOq2abPIK5t750T4XjccXN74OHuQpbCzeFIXRwP79/yl7/7DaUu3Nwe+Jf/+g/5u796xas33/Lq/Ruev/iEIY7MqyYs+wg+OrVpvL/ncX6keg0ww+lUu4mnog4kVMzNJyjNzoCu4B2uVvIyU9uJNs+soZLmkXYsHMfAFA6Mo+dwhHwZmC2QqdaRZS3MlzPrelYvhjASE/gx4cOF+SysaWDNe3IdEQns9gNC0IlErXhX8C1BEXJrrOvMMp9ZlrNmSNSKtGCv3yFk0jqT8sI47ayG0PdZF76uNd3PrQ41bUf0EyEMZs2ZWdeZ8/r4QU/WhxfN3m/IJoKqkvugraJjvKBlghiqcGV/9qt3v1fEB8k6XqmOlvUBXZeVy/nMslwUYQXcxfNwfmAyxHm32zGOE9M0sT/s2U87dqMW0hVH8A4/BIYhEHcw7EcO65E5rSy5canC+ZKZU6MAzqugrZSC9wOtmtVZaWjy2HVE6buvb21QA14G8wIURSrEbFPCiHivhxGJnJKhsIVaC8O0Y3c4UltGXLQuW4vPtOo4M/bxbtPOX7tkK9Bds5QwLWaDD4ToWdc+1ip6mlFYLhdqdYYINQtsunpCqhDJb5QTxIpB67QFjPuqqEJHy1trmwWdFsOZWrsfs9nRVS02a9NC2Yu3r604QZmL/ezKvyxFBUjO9ebD0bwnxpEQK6Hmrfh2WoloF7kBGXqfxNCGJpUlX/j7b37DzXjL73/5B+xcVIUzV6P+2urmINFR5AZXwYrRTvoEpKMoDR0ParcrT1DpDxv3/ONeV3eKYoVRL9TA1l1TRxrvIuNuZNpPrMtKS9CcosjShLImLpcT8RTJPkNQS8bUkn6NpqLhGCOSMc60xw2OsATmtCiq48TWZ6W2RC4LazqxrHek5Y5aG/vpGT/98vf45S/+lN/72T8jhhtq9ZwX5e/1JE+txyyIoY+FRVHbVIql8V15xt51P2WdEAXnKBXWeUZoalfWKsebW+J+4mGdabnhx0lFNfYMa8Q75tTzRGRql7OJTJ/QlO4dbq9Xgmw2dYCJ38qGdm02c60xBG/JnMKyLOSinsRijgjVvG51Tev7sK6rTuqMMiI4XIhaGDWLijarzFr0vXTSkeNmTaI+C9osC9NOI8pLrWZpVzcUXalPnSIn1OZQ27FiU56rdd1Gn5JA9Ee+/OgPCW7i61e/0/NABkKMWiS3lVwulLboc0rUgBNRVNSLEJzSBuu6Ugnq2byspHUhmyC7++Iq/UU3wdKUPpPWlWWdNQU2ZRNt/bAvvd/Vzg6hIlyWyt194t37mdM5kw3d7yhztTXaHUJqb2CqWKFsDY7RKaSpJVqn5vSdEemFdtmmmNbu0dP8eEKLE2scledus/NkqHbV9RhcYL+LjFMwXrC+Bh+cFm7WDDetCtUu0AUtmlqjrgu1XjRO2WV8gHE3UlJ3SQlQAzSn3NpqokBLHN1Q8w1P6eCOTkRb02CxXuJUV/HJaViSC5tY1jkhhsjtfsebb7/lm99+S6uB4+EF+0npj2lZ+Pbrr/lG4PMff8ZPf/kxLux5mO958/ie/XDLslR8COxvPcMUaY+JepepPuOHQBz1EMutIbXgOsotgngF4ppTJy7JlZYqablQuSeXO2pdcE5IS6Ylj3+2J+x3ZBp+iAwj5NiQ/Q7khtoc7v1r7t/es6wLbS00PJMTRcFr4XKB8/nCOgNlgpc3jLvGznlKaDgagRWphVxgmS+s87LlUWiISoSmtqAihZQu5LyykyMaEGOzsM4NMnBBDFxzTs+fIY5qeSxQy8p8fmT5By+aLSa1iegYr6faNeV6i8dugpgPqynDDUVom2G5PdR9Y0aVoy0LJRXyqjSAZZ01GrclpXzkSK2FlBbl7YzqAz3t9tysR9LhhnrI7PcHAoFUQGTVNyiMxGEkMNHOC+t5JZ9XUh9XPAnaCD7idwM5KFe4Ux6sHdAH3Zw9amuWFOStkBRc1LjL6ANxnJAgtKqJU8o7rKSsne8w7SlFU85EgkYWGym+NT2MhKyItd30Uq5CnRgHnBdO60rJ6rssXrbI3XXV114KrMsJ7yNqtRc226rrpZVTLY0YtKjNSce4PeikbxSa2HMNNsDQsRB0vOy8U0FSq+oh7gOt6QipNS0ug1O7O0GdA7DNtaPQynPTqUEpjZSyCRcVJYDr+BqsNzAUy4mjiG70ztZXSZn3j+/4m69/xfPbF/zo9nPdyJr6tG/iQ38VIGLTgWqNSvcxtR/Z/reAVHtQrw+sc43YBYw/4KtTXbwTNb+3tYZYqIUVZ8Gr0NftPPkm8zg/oEZrep9qbSxr4nw+I/fCKgk/RqUfPOGa9mmMUkAK0Xu83xMkMPiVNWcaxZ6rqBMtv+K8x7uRIdxy3N3yL/7kv+ePfv+/4eb4Eicj948n1uVkY0dPZ8kE8/wE2zyNJ5xS2u65cimLxbT39apIcDMnmT7qU5eWwM3+htqEx2VBcAwl41eN9hUczVXzhxecNbfORJciQkmKXo/jCAgxNgLBpit+e73qlbyC7aelaRPXi89pHDgejojA4+l8LT6K8rS3BNbNk1wsClufsVx0olVbZU3mxS9KzcG+T18n2kxfm6leELcG+/2O4L1OFZ7QqJ4W96VTPoyytokZbf+tVVG4JmKvOVCLFiNffvxL9uNzvnv7DYXCMEzKfSSRyyMpnVjXCzXr2Fac+nV7ov6fFS7NqClYSmoiKfrUXX4qINV83xVhzGUlp5mULyqsJP7XeDT/s64KeDuflTc8s6YzqVaWCqmaNqQ5Wtamrko20ORagLaqdJkeBHVtPFWvJB1c6RMcMbpGue6bumR0cuR8uK4h8eZGYQWlOLydBw3RPSDqROSwH3n+Ys80OqqzJj4ECFqQr0ntx0qu1OYhOFzV0b/SPBppTUDBRQXrfDRPah1B6XSiWKBKCzqBqn2dP3EVQYEmWiWlwvm8MD6e9efxOyQMuNZwNRHKCnhCmLTRjpo0fLl/4Dd/+Xcs8xnnAvP9I2O85eOPX+q6roXz+cKv/uOZj3/0yB/+y3+GC4W7+zvWKKxrYdpNTLtAGIVVLkw3gaWqDixEA7kK5NTwHeQSoVoom1CR2mhrI10q3iUqJ1J+pORVU4FjIs/CwAGXd1A9ZXXQlM7hhp36vE8D+8MOx9dcLt+wzrNa8LZRhYqpsCwr6yVD8vh6wLcbXrw8sNuPxBBoZJzTqVhJlbrO6qphQEH3mw4u4GmUvJLXmZozgkeav9KI7N51EMKZ+1CMkWncq34heGiZdT4xnx9Yc/6gZ+vDhYBOkWYbMqi3pah4Q6y7wwRv3mnBJLVo4aRfYduA9WqGaGRaUXpDWhvrXJWsnrMeUnSAwkR2rdJKpmTIvrGucDk3nFSCBx89xQ202liWGZqa4u92t7gQmXPikheWstLQBD5xHTlVa7vW1H7HNccKNlKxYA0zfLdJpeKUQQUI4rTocq4LGQXnoVBIdaGUdfOzbCIaAe084oPRKbzZnwnet42nXEoXXLChqc5pkAnSCHHAOS3welqbc4HD8QZaVdR+nhkGYRh1w3fiCcGZldu68bMUSX/i5eq9BlAY9JqT0i2GqOPMbMWsmGOIONlisUuqOs7FXrMZ1teiXE5tF5X/7kRRiI706CbqLXWRK8IjlbLauN+4nV00hdlEqYVXU8tmh/19YU2JN/dv+ObN13x6eMnodxTRzVJa59HbgrP73B8+vrdyG62ooKOLm/pYSJET2UbZP/hL9HU73+k6SrWx3cbEPH207vC+MY4DeT+qoCIXa+Yay1IJc0XmDOPC4DK+dbSmmfdpJpdKro1aMgEhjnsOfmLIhXVNrHXVg9F58J79zvNZ2PHjL/+A5zcv+OTl5xx2z2kt8P5uNT3Eda/oUxlnlJGuAeiUky7o7WJHqWICpKJFRB/HUrdmGrQZmw43HA5HnETWlHESjENftPjCX1F62IrBTl3KRo0Q10VTSmOC3niacrwU1pwMMZFNjKXsL2fiWo17Rhw5F7OxaoaoKKih39dca5wz+kfnofaC9goI9Nf8PcqVdxuSiBVHfX/w3nM8HAjhmlBardjvSGP/Hvoa/PZ9O8LsrKhGdA+pyAYwGOCPY+LF8Uui33H3+JYmmLd/IzuHN3VaTo1UM4iKe1wTXDXfemu2XW1Ep8VaSplWBR+VTuSDUVaKTVAFhGp0jaIc8g/LQPhHvWb1EMBRacws+VtSvmPajYzTjvNJk9Jogmu6XqvFZV9pGNepwtOCGaC7pmx/7usTo3RYwdy/hjiHF6GSt7F5aRlfPeKGzV2qc/KHccd0hGHyjENkN0X2+wEfhOLEJiPegrAa0jI1Z3JS1NgHr9/HaH46vdUzOJSKuAQ10Vqic+5rW+mhJtXSX7ujR6gGGtEpKGoVV1NmvqzcvXskZce0D4RhBy7ifCSOO25ujxwOe5Zl5f79PeTC+9evuTw80iSBN6BoFd7WyunuEeszSGnlzXdv+Zs//xV/+t88Z5IZcWekNPb7icPzAQmNSx3YP0TmZHkLkzbpPmt9lhedVmlt4mlEpbMUyPPC8nhBSjO6eSClC6UkrWdy4FHOxJIY3EirgZYTykkf8SES9gemaQ/V8XD/SFre4qXgatJ9LhXqkskJZr9wHk+cxgtjXAnxQBwDiKdIUV1CXqEmXCs6ccDchoI3y8JCWxdyUucfBQSvDl3Nzn9dk36jo43jxDBMxBAJ3n72+aygox/4kOs/mZ7RsDFu57qJeaOqekd/OItyRa5IYKdqNPoITB/Obs9VSiKVRjKP3i4g0UNC+vmpxWjwDGNgmDwxCs5XWltZ85nLDKOo6G1dZ+7u7mnVsds/Z9ofNBUoF+X/OhUC9PG0lrPqLRkERYnx1FWRNGla7DpvgjfpBbRDmnositfCDl9VHe5Qj9m8kPKqoSZh0C51TVbkRRqaACSuc6gbQZQbmNZkdA/zwLQHVrnXC9AYxsEessQyZ8ShjhpOD/QYkxU9emAq4qaUEEHUBaIUQhisqNAuvB++vSxsoHxkUZ5aa42Us3b9ckXHvPc0r161qldqhtjpn3usMmhD1IV5VyFhM3622HjY082HRJwWuEYb6WIRJ4LzkWEY8Q5KWfVrNx1919aY15lvvvuGn3/0U8bbkdzUK9aDCbY6lizXdStP/4YNhVTBa49EtbUAhuIrVeMHf7WeutTDihQhUoHtsDk2II41L5RVU9qGoJSZnFDeZ1Y7RDc73CL4NeNi5ybrwVuKHnC1OZqLVBFSFXwLDMPEODjyUFjKylwXSmu4EDncjAzTDvGB43jLYXfL4+NZnQ1Q1x7vBGdTgpK7Z7aNimtFKJsoV1HYzsn12wjZGdKooIZZbYmKnQYfmMaJ4/6I4FhzwRMYOp+SRsBSMKu63FQUXVXeIOaAg1lE6tpunesfFCWppZCVxGmNpTaCuRRCU9Ag+JGbw57dtAdgXRdD1s0f3TVE/BXhNU45sKHYfRLYCx6QDQXnCSJfDZG/cquvRXEMkcP+wDRNW8F87TtlK9KVjoHtmU8bSbH9U7bPAbXQ6tHgOj41CgeRw/ScIIE1Lfa9Ctk1LkHICD5XSCutmO2dCF24UL3+3M20EtF72lzJpWmQhASk6n3Q0KlOmSmUqmmKvmkgzA/9el/fcpRApFDKI6f1LXFw/OjTL7hcMut55a486ntooVn9DNSrH4rNGuurxdz2YcsrAHPUsCZQBf/2q498pNEoNq0xhBd7Jpwj1IbzTWkT08jNiz2HZ45xdAzRE7w6WCCVajQD54UqglQV+NdUyAtIBBcEUGCjVEhrNoriSqkVFzKOlVaWjb6kqLJyexuDTW6v72lvhsXOT+8czSvgd368kLMjrZHpODAMgWm/5+WzG0pe+O6br3m4e2A+naEWLueTCottOllbptUzp8fE+XQh56bA2NCoZN5885pvX3zNze9/jPcD0zhyOO44Hnc0V7mkM/vDjvPlRJPGMFm6Xip23uqz5FF6JN1au1TW88zMA3UOSrVz6kiCU//ktazMYWFxSWui4iiLo1WPBI8PE3GIDOOOVhunxwfyuuCoSF4RMpLBt4IUQVImny/Md3dc9keG3V4Bm6D7UanamLumoCsoeBdiVGCtaTpgWWbynJSu4SyNMJs7CT14R0WPwTuGcTSHpxHvBcdKqSu1JN3jw+6Dnq0Pd88wvmb3/is9QrdmPJ0x56+Acu07nqmtreDW583w6mZPH23jRummXLYu1jlwAUKEGB0xasLgMEa1tjI7rDCol3IlU8pCCBrtmJaFN2/vEf+Ow/GWYdqratOQwOAM9dzG7srJrQIh6gYZvShPUl/1prxWdx6hOmjO0wSCcZ6dBuUAlbyupLSyrokQHY1iSI2ioyEGNo40WhC2VvGtbe+RgPowt0oc1A97Wc4olypo4Y6iUMHQ2XUplJRAPMOwQ0fu1vl7zzKrW8U4TeYMYOPbYUdeq8bRtoL4bOix2zbNnDOuenxQlDHnTIyRlJS77U2920Ui3SKrBxpgdBYtsCMNtXdy1W1ryDshRkeiMAxR+YVJrbXEEOZq/sitVqrAOAyEYVCkPulGLWggjSrz4e3dO757/4qbm1tDWlyfGG6cu80OaHMqaGz/CFX5l5a+h6jYY9JBWhsz/7CvnDXER2qjZUVaaWy5Bvqsq6iqpkbNK46qBarLIGlbF62VLX49rYE4BVyLyncuQmlXXlkLso1/c/NEPHGYiFEINeOK+qqO04QfRi7rwuVy4XJKPI6alqmvNYE4DsP+GqDh3YYUXa9OqdK9qzu/PBWnaSFrtA4X9B7WwjSM+Elt22ptrEkFNYL6udeqGoFo05/mIDTUciknVFug0w5gs3LT4U17su9pYVubFvTqdXzlframiOlhv+fmeEO1xrvTtfoabbWSYdMtKLWsWuBB25Ddq8ON2xBiZ+u4mRtGX9dq8RhU1Ig29/v9gRhGliVt4kpxHRx58ppo6iersK3pBkxkKE9G/siT56gLEiO5JEXRpSDOMwwHghtxrRJaZc2BIEFFwjGT/Exu6sFsTqMsTn34ozOdQ9BnO9rp5ZojSMCLUyH6Yt7ZVXnvKS3UmhnDnmGY/mEfwv8C1+v0W07S2IkwCOyniT/6yZ/y409/yR//+Bv+34f/kf/1z/4dp/MZyWr2ooJqdJpLpbtcuGbSqi7m7//bny9lLFjh3axQET0fq/1ScFk/V64FdjWKUC0Z3xpxF7l9seP5RzccnnlCgGCiwNQyqWYKBUSf8dZ02lVTIi+FnHTKok6JhdISOUNar0izKxkfK96ttDxTalahnlFRSlUNkvfeLBdFU3ilN+Jte9ZEIiKJkhPzwyOsgivC8fMdz1+O3D98yze//YrT+3sijtFHTpcLp9OjpniarWYrmnxXrMmlCeK9WuAC1Myrr7/hi89/ws1nt/ixEHaihSqVcTxwuDky55nazFyAisyFddHEPUHdorwVkpVKS5mUZy5LIw0jcYoM+8jzTz9iPCysayPPnpoL8+MMYUHMbUzk6u0tbiSOnmfekZczl4d3PL59Q01njRZPCqbGAAMroV2QdE+97CmPAYaKH9VKruaVVlYtmqlK3wlq6+t8szTqmbRcWOcVJOD9CNVqAqeLrf+fc+BDYBgGc15Tu95q77kPgcE5hun4Qc/WhycCmum9FMEXQ5CaLuYqWBTkEz9H2rZ1doT5ejW6wrFzpEV0FKf0BrP9kk5VUFPzYfJMY1R6wDgwjurfHIeBECIaK60xl7lmfPSM+5H6tnA53TGvM3HQcYIPgTgExnFQuyYfCWEgDiM0dSvqXfYQHCmh6AMeFTEYCiRO08e8cll9R71ErXnmy5mH+weSuWFcx/3qSdiRXkW4O+o0Ik604E1VHwCzagohGk+xkdNq6Kp+vLamtmEuIqKUhrQuhCD4MGxIgrcRTUkrKWflInkbS7cKNdvXmuhiHWcLMQRtjHLJlFa0czX0qiPDHQ2miwwNKW5oEMnGp7ZOMAQVZbWqaZKtaTR4HAejh1RqWa9zCqfIiNfEGVMmq2tBq5X5dAEctSQVWRrarB1YY8kX7i93rGSiH6EoPaeHxXTkS1EyR3XeeG790LAY71ppXH1u+yJXxsMG3fygL3Wn8RvyWCob4qkx19WmAxZC0wpNKs1nmk8QkqHSHj/AMDRCqDinnF1VbjsKUEzq0USTPzH0qDVHrp5sKF5kwLs9IUZSLdyfTzzOZxAorNRamKY9MQwEP9g905/nOia+BonoBMMKtVw3uk2tikoE49wrbUBR84YijcMQ+eTlp4g07u/vWdeCuLA5TRTzCS9VkaFOZ7EfDx8jpSbl+IuKY/v66U4znQaxeWObu5AXB1WpYcEpdev25pbD/sCyLkpBsYK/U07Utq4X4YoEBguGqrZHlKoUmVobMdjP4tumW+jj9J742ppR8tpVTBhDxDnHump8/UZ16c92ByHaFTWu9rN0sIEmtFrIVshvAtSiQjQnXjmuAttKbOBcIEaHa5XJR45yw3E5cWyROyeE2JAAl/RAbo3m9TzIeWUI6mKSXaWI3t/gNFQpWNANtVKy8lVLTqxLIudKrpUpqif4D/3KcsdjW6jVsx9esHcf8Ywb3BD5xc3v8/zZpyxe+D/+/b8ln2eCFcZKwzCAGKOpUAza6nvctSHqhfD3OlSjTyhw0K73W1EdnVB2jZNNgmorhODY3QzcvNxx+/zA7tYjJCQnpWuWzNpWChWpXoGn3Lmt2tRLNdoEmGPMSk6VdUlaNOcEORMrtFChVGtqi01cwbmEd0ULNPNU97gNXRZpRjs1apE4RDJ1nVlz49ntjtubxrvXX/Grv/41aZ7V+M0H9lPU4jgnxOvZmJsGltVWzZnFkPuia9B7gbxy9/YNf/OXf86yLvzo5z/i+e6Ijx5qZBwPHG+e61ovZ8St5LLqlMgrwKm0Kp6cU3o/S8pcSiaEzPPnn/PLP/0xNx+vnJZv9NzOI5d7YT2pW4XDIaLZD05sshAEF0fGISKffM7D26+Z378izzOueAY8fhg5HCLPng88uw3s941B7pkWGE4XYptoTvApsZREqrp0nFdEW8XCVacF64V1uZBTJowD4iK12nqj6TSdYNRbnVqH0EPmdM2lWmku0gaHl4Fht/+gZ+uDi+ZkgR6tXflgol4htpk5oy/0blPpG08GO9iTZghcL5xtfOYFF9QXuxR15QDjB0csKtMzjJ5xF5mmkWGMhHj95ZzX0QPeks4Cx2cHDg835HayEXNivZwoJRFHz+4wavcRBqZxx1QNxbCglVaLWXFVck1EPyA+Kj+5OPBB/WqdV+qF9BCYRkoz58dH1nkBJ3g/2JhBOdcqRsrbZiQovFdy1XGtvjFoga3igGGINArLfAFR4aKYTRgdmWrqudvqShwKrWSjgVjgSUeasqJDOSl1IZggrNSE84Px+zyxToiFr4jdr5JUVd5K0SjeIW5FojMHBifKE4zRUUoyYafRemxm2vmnpWR8VLjCiYpFvHfK6c7Z6BqOKJEuziulczg1jCVEx7os1AaujxRtvFvNjggHYYz4nd/GOBs/XBeo4grGi9a0K2dxumrRpL6X2VxL8pOCW4xHZaKY+sO3ptpCKvoU1Yqe2v9CARbjp2aaVAqZ2hbwC26sRC8MMRAnT5gCw+DVBjGof3lRSZKiOM3TmqeJp9nXRhwFYc6Z6oRhGNntJlLJPD7ec1ku2nSaYMz7YMFGER/08FzWmRYqwUW6Z7fObRwx+A257Kiyujko+it4ipiIze6fc+CHwO3NkSFEllUFPdCgKoUrxu9/zU6FePq+OmchTVYUEqICAk3TDMUmOCKG1Io9Gc5vPvTV3GKe3zxjjCPZYnKL+UKLcflbYyvGFT3uNpfqeV1z1b2sauPeFf3iRJPwLOgomSBmEySCAhj2+zAM7KYdNlje3ttqVmydZrEVzBj1ydZUbQ33xLtLp0Ty5HU3BUpC3KggBmaSjT9jjxqndeGj4wuej7dkf+CF27GXgUlG3jNymk+spZByIhcVtw4hkKUhITBMTZs+4zmKQCtJAaGqGpFlydSi4TjiAy5+GPfxH/M6BmEtMLXATnaMHJB2RNCm9Jcv/pD/27/417x6/R3f/O53al+6Cfr6nbH7WNmKuQ4QdDXH99CwbRLXIWWMlsH2370YpyOUot7uzgu7Z5Hji5Hdzch0MzLunLmwJJqrJoA1gWmuKhZLlZoKaa7U7MAN4CNFHK1mpEDNKynPSrFpBcmN6rSB9xI1Cdis4JxYuqAl/BUpmrznnNGs9IxsTjYnGSc6oa1OCL7x6ac70vyer//+O86PJ5zo+VrWFQFWo1Q2o77VWtVRSAAnhCCkItSsTjxGCmGdz/z6b37FV199w8/e/Yx/ffjXHPbPcW4k+JH97gZCZUmeUh5xuZHGjPiVrilo1Rx1xIAtH6BpLkUI8OkXz1nTA//L//RvuazvmKaJw+4ZtzefcHP8TFHmNSEt6t7hQZSOrFQNN3C8fcFHn37C69/9imVduD0cOB6fcXx2w/G453jccTjsGIdAywXfHhjySlgm8B6fMiVVikQGZ3WFCTJzKbRloc5n1ssDNS/4/aRNhu2hFONti04KvVcXNR8UXKktK+hXofkRR1Og0X9YOfzBRfOyLPrA1IHsg3blvm6ocm0ZV1HLLXssKrJ1og6siH5aQhsdQRw+2LZoI3ScjQQ9RrVwxNETBk8c/EbP8EHtU0IMqrAXb3w+/brDbmI63nBe1Auy5kxZV9aSqanQ5sKaZ8TBsETGZYLqcS1a0EMzyyKhZhjGHXGcqKmScqW5QHMBCZEQJ8QpYi2hscwXaq2Mux0NNh6l91Et2CpoXLDbfFQ3L9QGxZCy2jnB6FhlXbR7rkULvGEY8GjAiZLlgxVBltgWPct8IXf7K9STtfZN0UZca84EIA7qQBBD1EIqYnZ3KraQiqqDxbyIpRKCGtV7s4kTUQ9VJ1qQluqpRajZcXp4AAohandYivou9whttePSzzs9nDaUV6lx5g/dqqYBgo5brGAQ8Xi6f6iqsJ0303ND2W+fH3n+8S1hCIQaCPgtLKVv6kaHpVM/+gc6klmMdw8QBH3wGoh5/G6f8wO/Oiex/7mnerV69de9Ot0U801eyXUGX8xovhBHE5/EgIsRH0ecV65+bcppLRVKMV9X3PXAFdHAcWnIEBh2I5f5wsPpkYfzI6kVci04PEMYGeOeEEZqE6QIymvGvodNu+qVH68Tnbo5gThvFlhWwIHT5wQNJ2oOghf2e+W/nS5natXJhtooto2T3Hm7T9G3LmTtopRhsMlPydDc1QqvU4Ls05uNfTfUFqWPxDhuQpZO83KGljwV1/VAkgYaVuC18WtUStXFXM3cfxw1NVPffov7tmniVTTYNn0B9vOIiFp7hmDWfn0NybZmXIen7dJGohlFi+019t83akq5UjdCMLGkJSb2ht3Z+iyWgFhr4bwknt3ecnsceRb23Iw3PNu/5930gncPb7k73fO4zOQk1JxZY6ZZzsA0BgZvFD/f01EjQxCWJbGuF3JO1CpaHZhQ8Yd+7STgZcfe7RmYcG1A6qCL243s3YE/+ewP+Zvf/yMuj/fcPz7gin/S+ABNXSO6g6b6KGNrVQuv9r234umUod+1q6Vl26oF+wbmx45oHsLheOTm2S374wEZA82jQtsBlDapCbfVpr6tJFouGigye1odkbjTbARR3rTWwxachjaDqtcJXAWzhg9IBacJqCEEPMHOt2bAiI76uwFAq9pkuyr45gneM40jy+nMm999R1oSNdskpjtVZEV7G5WSLECmwuqz+Yeb5iEIoXpWc+rSSXKh5Avz48qv/mLl+UdHXtx+wu3hM3yIDOOBaqEzKSk9Mg8Qh0yrypNWetVVm9Wnqq40PvrsObcfDfzt3/8HTvMda154uD/xqrznsLvjF78f+PTjA7vDyHyv7ik+CiE6C7MScI5pd+Djjz/i/rOPmKPjk5uP+OSjT7h9dsMwBHa7gcN+wgfHerqQLiuNRKgobXNeKHPF+QkXxs3BZbU6pVxm6nIhzSdqWdUhyXsahVb9FcBCm50QFWXu00Y1PyjmHa4aOWUpfJjC9z+haNYQBCfqKUqtiH/yENgDwpNJdR/q2Ee+XywrJ8MOGG/xlE4RQn3v9aDy+kBF81wex0FjYSe1nPPBiuVgB6RRNDpiJDHih4Em3nhxARcGG5fov8lZC79cMvMya1BJ7sb+Zj2UlVtzPB45Hm6UE1RAQtTCOXnKOjCEibg/QtCxrAsOR1Teb1noHpj6wAZtMlpFMD9n5643r6FUEA/UZr6kQDOEGZtyu7jZNXk7LNOSDAHq77qOzOKglAYn0IIJfmJUGkXN1JxYSmYYIkNQCzqs2ZCm9nchRHz0xJoJ3rM/7jne3BCHgbxm5nlRcZ6s5FqYl0Rak/HP9UEr6YJ3jTgM7I8HnPeklJkvC8vpjPOecdoRhwER0TSuZaGmvBWk3ulrD2NkXVdNeBITZjn0v70gEkhro9WshW/JpHXFIYxhwNMFj8JTGrI2uG0rThqownhD0Dqyjlr6tIaTAobw/fBLZkU9xjg8Gb/az6ejD0OC2Aq5XRjIuZIuJxx1G2n70RGmqJHiRHKJkAPgKQilWuHcFLEz6BlaJaNJgNN0gOB4WE6cHh4opXC+nMxLVw/YGAeQwDzrfjQMsoUadV9iYwuTSybaDe330TlnzVo18Vqx4jAQo/oXO3EcDweGMXC5zCZi9YZuB1JSpOIpH/lqxXilGWjgSzH/b7OCqxXX6Rli1KbG5lMMusdGb9Sj1nh2c0sphceHhw2Zd+3qbgFKWehNJK1twtu+6daizgjO6BqCuQvYx3tD0Zqi41pwV43EFkXWW63sd3vUV1onT1ujaVNFDKncNvtePD9pkOTp31fZvkYpDZwFGpl7h6Ym+m3yEbzpC6rS/+IwMJeZd6cHwu7A8ficaTpwWJ7z8eEj7g5veXf/lofzI6dl5ZxmLu3ESqV4RxhHYohMMRK9uQkVnWi2x0Qpi1llQvBKB/qnUDS7Gsz/OGCQ1ZMC1xEY+GL3Cf/6n/0r7ue3/Nu/+DPm+9nOlO5dbxOQZpx3BWT1a+lweQPI+u3s0yB9As2O03U7MEt9FG2c+17rRBjjyGG8ZRdvcH6kiNorKi1ag1JqbpSEeiuXoI1w1v+uRdP8XNiBC1SKIsLVuOkmBO86okYEiXgXjSLSUHtXPVNi0NQ6MTqaMkv0eXS2d7VcaRla81AHpSq2wLe/fsfDPGuUdetiVn0oOnDlgk54SFBXXeelQZnNjcpQUem11IYpagT1Ml/4q//4F3z++U/4kz9+jnM7nBsIYQ9eGMKe1T+SkxD9QmOmZEVXS9M6o3lF070PjCP86OdfkNsjr17/jqU+kpuGtEipLJe3PD78Ww77X/Mn//xf8OLm59TVdCjjhBuU4iU+EMTx/Hjk51++ZN03bncTL24CN3utzYbRs5uUUrsQuHDRwCUctRR8KsScoWkYTiqaQOtboa4raZlJ84X5MpOzOSOZRqKJgpJiwEQMXu2GbWrXp4HFNGUbJdNoQh9yfXDRnC32WBe+dZjOIS7QLYu2yrhvoPo4YWdxn8Xa06WcGqmKKDhvVAevSk8fBfB4EYYQGE2IM4zjxmMexkkNxb0+gJ1niGg4Qqui2kTbdEtt1pE5/BCBrPwY2xidOXWU0khrJhd1CqhFBTe0xiWfub/cWdyqcozjtDMu9KgPj1+oZaLWwDjuLc1VxXSVfgBHRJRz1UzQ4ILtbK1pGmLu4jxPrZm++Smyrs4FGkndmxJFdpVuUa2ADurqMelDP+0HFf2VhpNESqoKn3YTikQtSnHIVQtv7xnHgckfScsFHxzjYaeETWFTSr9785qUlFS/zMody0U9d3OeyWlBxLObbmhVyCkRw8ke2qievCgPe1lWaDBMO7z3TJPa9oRLIM0LJalwpAdx1Fw6ZLUd3l3JL3QBlr7eXBJv3r7iL/7837OrR37542dWRHS7rV4499Fk7V/aopuFLbCBZlzaJ2N1MGvCa0HyQ75icDYdMBR9G82ybTzN3BW8RKZpR5OAlEKaz+qj6SoMDYmOKoFEUC/PKrgIiDbAJbcnojVwVLwTDvsDt8+fc1lmvnn1Sn3Ms0aoSwg61XCekiunx0fyUJ5QaoQadHLimhaqwcZswYrcdV23grRvjB1Fbc4rTUkgRo10jyGy30+cLw/k3J+7aoiVTWk2CzVngUhmNWcod5O20X9EHCmtNuWxiQgdKXbfK1K1iddifoyqkvfOW5R2M3HgE2eIvu06wWNBJU0QV01fEShViwYf4kZ5yKXo+2QI8jbJedI4drqEOFEa1qCId8rJngtD1Gt7cuD0p4gNadfFdLW4276BNWcdbd7W3FN6B1hDom5B0mAaJ1rN6qCBIvTvljvVPdy+5DBM3LiBvZ+49Ts+nm55nB85XRZO84X3+Y77euZUEzVosxNjYIiBnFfCKohXjUlpPQzKMY07vB/4J8C6YmmepVVOdWXvZpysiCRoA3p/Age/448++RmP/+q/41RP/N1f/Ib1vNi0RpPXiq9kVo3VroXquj6k0YWBjc6H1nsXsCabYg4b3XnFb4LR67y54tBU291xRxzUQ7iUQqLpZGCtrIuQVkdZ1Ve6ie1NzcTLMuLcgeD3+ooURqSgI66WFQDDmkXFSUe8UxS5oOI7Z415HAaCi0jN1I0n27Mm5Htbe6sO6sR+v+dwGJhfv8FRkFpoOZFbURZEa/p6DOByHkLrUydtTIootSyvRpmMQalYZqigDiOawnr/5h3/2//0v7A/vOBHP/pDkMAQj+ziHteEdTmR1ozIA4KntqSuPgKuaTF5PO65OUx88mzPy88H/vKv/ozL8sCaV9uz+ySsMT+84dWrb3hc3/B//3/8P7k5/DOGeMTHEXEWoOKUczc4x+0YKQcF3xwrJc0KMpag2hIvhDiw2zlySlArae6e9OCqUiKl2SS+LJRlpqSiybPLovfCRw1Las2mpbovOh/MHjea5k3MTlAf4B4uRVPNxIcmff4nCAEbvqN4xoMTG3tL/f9TH7TuX8v1FKbXzU/Qz6Zqzs0o3Wvx66OOXINo2tU0TozTjmGciOOgxaAP+BhVfboVOv1NMOSMalZKjlIzQRw+KipVioNaKFXQsC1FvkqqVngqD7baTKrUzLJeSCZK08NWGMeB3X6yOO8R5AL+hiYHhrjXlMKmqHAuhZIV6Q1hxMnVS1YfwGYNirdRkKH1zkQ/RtNwTrnRvYOWBi5oYTHPi0Xx6ujWORNbUhEJxOC4zOcNces8Ne893kErqjB35l89TpEgQjtE4hhJOfHw+EDJiVQWc1JRW58+XhUvlKIR3K00xGn6TW1qUO5joJLM3N2x2x918wPjMldySmSLU2/tRik4bqKVa4RzSonzZdbVtE0uNPK7e+F27rNzflPCf/vqa/7M/QeON8/48SdfMjAqH9mmJZ1rrZOBYn7ZRhNROFMtBa+r+ski12dDi6Yf9tUMkS21EmoFrulcDVGnCQufyaVyucwc4sCLlx+TLidO5ztKbepY4USnLhIo1VFX0JQhHYluPGl0PBki7A83xN1IKvB4Xnh4nKnWwHbv8Ghrak2rHqZ5ZRgmai0sy6z0njAQfdiKUYBpmjaagd7/6+Sr2ppttK3wdd5xPByNBpGsODJbuo2rfqVhBJvqPKVU9IO1v4buR6zFcFK/4E7PMKuVbZTYC1i00Njt9sQYOV/OtNYYYiStGeMpaVHb/LZeQwi01AvVduWr2311omPIYjZypVYT/8FGVZEnr6P/XFXvwzAMm7J/47PKdXvfCt/N8qk7glzfj0476YVyL9a1YPEEZ4mCYg1r+z5P3DnH7fGGcRx4f/eOu8c7PTekcZcfaWf4dP+SGxkIKPoYR2F0AzdjZk2Jl+kZD+nMXT5xrgvJF5qreNGCQnUXqgFB9Oxz3iHBeJLt/+e0+8Fdl9ZYKSz5TGsrH8fAJFG1SC0Yjgy3fuJPP/4x5z/4I+LpwnfvXrPWhh9ecHP4GGrj9d0bXr96xXx6pOSFlE2UKZ3n3Bsh48k+zT1wYhqVYN72VlyjlANnU88wKPVSQ/watSZybVYgNdaLkJOn1S7a7ki4uky4GHF+ADcgJPXd7zh41SmgGFWp1yVaH0ScqyArGlzkCMOI9wPSNCBFzOWnlGr2fA5VSyjgF8LEy+NHPDseyWkGnFp69/1ftfUmQnPXyUztZxNXgCwY0FO0uRh2I/fvz+RqTUozS81WcDi+/vXX/Nv/7f/g9uZTdrvnOB8YxJwmZGAcTyB3NHkEd6GRoXq8RPb757z85AU/+dlnvHie+Yt/9//hb//2r8l1tXNXgcdSkr5m42C/+e47fv3rv+K//ed/gLNkSPUXcRbqslDmMy2vSK20nEgsSFGqjY8DuRQkF7Pg9duZ7UJVfVouNCvcvYv4CnVdCTmpgK9qWJwPg2rERG3yvNU6feoeBtW7KVVPcEat00ZFtprvP2Uy/OGWc1aPivRCDiOv9eJAN0rX7E/t+okb7qwzjmvh3PQ378U8EU1N3gRvnMfgg1IFxpFxmhiGkRgH4xc6atObJX0EZS+l24A5J4wxMI6RZU4mLAzqFVsLucmmKBVxijDUrGP4ogg7Tekb4vWwz7lzYnRsk8rKmi744BliYMlndtOZYXhG8Q4Jt0Q3IH7Psi4sST/fW9SntGKv+yqc0Y85Q6U0X957Ffes66wNRYhUcVwuF7ToNcFaVaWuOEczJNiJIjXLvDKOgwoFW8WHiEj3Ge6JiJGcKjEGxl3ER8hr4Xw6wakyLzPrsiAeSk0gbD7SoPSHIMYjCoESooZaZONAekcMosiRtpRK9cm2xsxDlSbaZefM6fFxQ3y7gGmcRk3ySlrkIOpIAqhAyv69FoE6lodqljWZb779LX/9N3/Oi+Mtw25UpI5slmR187ftv4o5fKjTAbjoVNmMCRu76MWsFruzwQ/5WtaFIYwbat/HVrV1n2Hl4Xcu2KVm9mHk2e0LON4yPux5OJ+peFbx4ALNXUfowMZXVlRIOYLew7jbU13h9bvXOJn0mTKxRzB013u1Y8w5a2hSt8mwTa40aHklePU0Ly1vTb3ahClyo+O7qx2aUmOttRYVtw1xoNG4zBcrfp2h2Z371xHPtInkemhJf39A96yORQXTf8BA8WVz+0gpm0hQx9bbc+8cMQSO+yM+BFZL5XRdaBxRIaAVlH2yoWjQVZDaRYX970Dv75qSNQwd7e2HB1uR3K+nfx7Mfafkas2obCP5jrJ37nJ/Tzb0egOWq1EwrpzDXjDrORA2Aa5ysfvnbX8i58zp9AhyMLGxUyoYul7fL2dqgcXtuCXiTSATXSCIZxcmDsOB27zwvFx4qGdmt7C0RK2ZlZXkFh6bJzaQolzxGANuiEqn+yfQDL8vF1KbmS/3vBPhsmt8FCu3rjDxnI42R/Z84j/lv/vRP8fXxp//9q+Za+PFR7/k+fHHuAav717xd3/3t7x79YqcZ97fv+fN2zekuqgNIBYF366ghXOdM6t6gdaUC65r0+xRq/J8Q3AcjgPj5G3MX2k1a2GeC2mt5ASt9MTSQnWJQlGKdgg6kXIBvKeRcE2F2NUwZd/6JLECRRFkS/4TvOovRAG2GEZEAq0Kz443ICundSZXFakHP1BdheDZ7fb8+Mc/5mZ3y+P7R06vFwqJXFe1xyts6KsPKuwvpW70wVKaWacCTYs+PwXIWmeIdKJMtXwIHdsZjoGsmW/+7it+/aM/58c/+31ubl7SnCPVTEUI/pYhPMPJe5w74SQRomeaIl9+8TE//+WPGXaNv/vb/8hf/se/5PR4YtwFnSwkLWpF2M7AfqZ+9Ztf84uffsXnH39iNDvBNa82ufMj5/dvWe4eGGqixUDzV9/62pQOk0pW2mlfN84bE2BkWRN60yuDUzDPC2QHqVa7d4UhBrOs7SwD3at9DMQhEoeBGOK2XwerURTIqGZvXKktWbP/f339JyQCPtnowGyA9AHQA8xQJCdmmVS2TVWJ5/2looURvQBHo5+joXNNF7Yz9DN49WUOQzBCd1C3Bj+YCbdyn8xd97rh9kOlajzwbho5P86KbHeRgDiwaM9adcQax4B3hdZm1jyTUgaqUTcaWLrWmpMizU4orXRAjRAc87qwG8/c3CzU3BiHwu7wKdFP+Dggsl75Vf29bU9lEuaxaJuLD87oJsVGleozqF0+xoHWUUfO6glbSiVEr8ItExTGIepIKKiaP6dVecy14HxHqyalf9yaM0HNvHn9isf7B+04zSrQBR2HY7ZZuagYMA6BvOoB6brNFmZVRzGuYlYBhYPdYUcpScV9dPGR3htFxvSgrVVjUJsV1TVnHh8e2e13DNNIaFfucbHUtdrMJq77A3ceedONd0lnXr35hvPlxIvdS5olItVaSTlRSt6s9Ta/2qYPrKKnIIRtHESz52K7lz/8oplWiSEQghYrS0o6hjWKgbrC6DosOZEt4nYYD4xhIIQbqrzj/fmih2bTlE8qljQGdHGhBcIIjd10xInj/d0d6wrj0DSuPXqcL9TSmKYd4zhyuVy2gq6a+0rKSbn1Tqk+MxeGMOCG0ZpoLZqL7UOCWHy8o+ZOm9DDPsaBg9kN3d3fMc+LiUPEPM9FqV5N7Y86Sr0V894zjZPZwJUNtb7SE6zw3sJ9lKfb00hTyuSaiU65zMf9jhA8l0XpB10IpIeq1wPbGuxiBfA0hm0qcC3itRnu//20AQSxGOq2QcVdOPk9lNk5tZczzUFDFDHUxbMVTBvdxSgY3YXFmZDJiVBtfy61Xp05OspBn248HUx29PL6HOWSuH+85/HyqACGccuDDyoWqoX35URmQcYjExCqOdnUYpqMwMEHRiZ2bc/SFpaaKC2TwsqYPe2ycrm/56695VIacQhKyXPCPwW1wjd3b7jkE0s6MwbHXBvzDsrkeCkjIzukjSquZeCL/cTwe0c+efkJ7y5nbo6/4Hb6CdF5Tssjf/LFHyvVoK78+rtf82/+5/+Rv/31X7HWC50n3FNDxYlSJo2+iXhFZ839QqE2Bam8K4xT4HAcGfcRH0XFbK1CVqBC02A7cl0t5Mr8zwm4oIFhIoEiSs2QVqBkWq5IhWiotH52hpZoZaVWtUJ1IuaEpS5XIkrX2U+REAeO4cBlSxxUpLPkwvPnLwhh4Le/+Xvev3pPTitzvpBbolLxhnLiFFFXeppNV0Q1XNWAoO76gxd1IitsZ7NvaIAa3ib8ZhBQEu9ff8f//D/8G37z67/lF3/wS376859zPHyE9xNTHNkNe272N/CxYz6sPHvxgk8++4wvfvwZa3rgz/73f8dXv/krLqcLpTTODzPd6aZtAmO1AtYJQuX+3Ru+/uqv+fSTX+Jlh7SAb04DmNYTl/u36lvtNByqhkbxUFOBeaG5CFlRdnU40ucrRHXLGNbEUjO4xuD1XgxOpxgLFakKZsZoxgsuIi5Y+J0VzKMWzCHq11ankiuXvpSVVgtqj2Jm5R9wfXgioHHbNg4cNqZSqIPOUto4cc5t4+6+EbZeKdPREat2vf1ufrtiaXSCjl4UNVULNs2vtwx7HzZ/1kbbDqleZDUroD3CbhyI3pNTYrXELcER/ABDYU1ZzcTjoHZy9DGSOXrUYqrZuh1ORRreaTR0yoVWCrF6SivMy8LlsvDsNvPRS8+eAzU1wLMbA41RU39sc9GgB+XNrsusKCfFxrc65lrWlZxWQvAUE/qI8wzjpA+msAmdSslGY+jFgXFWTZ3bRUg5te3znFee0+4wcX9/x+uvXqvVYGvklKhlxXlVneemVjwY70qjsQHxhEGV9CqEEkSaimiCvo/LfKFRGcaoG2JTtEGaULKigLUUM9q39Sfm2SlNgxcMsZ7XlUZjHEeCGJ/a6BtgXr1WhKc12Xi5D0kKczqzpHkLlKi5kEoipZWUshWQ19XQke6uChd3ReSqIYYNXef/BKa4BN9wTqPMl1LIJNMsqMpamgZTYHHjwSuq03A4P3A8DKQKcxMe55lUsj47thk6DHE3SkGjspsmnBPuHx6Z1wQ4lkVdCnxwxOgJU2S/O+iaNz2FdDi1qXWYRiMH5VK3TMoq/BDvyUWLOOUH9wQ+aN4INSJ4Uc/d6AfOF/3+OWfzVBY71JU+lep1fVwT8VQz4G0i1Dm7SmVzdK1HMstE8fq+aQS0o4mQqtLAnNOi9bDfM4SgvGG6oO8qEhQvW8HcudFiP+c2vaP/+2t4iRMN7YCrlVxv6jYbsdrINW9FLujYeIiD0ZqUXlK5csO7mLr7euu+ak2qV4FhrQ0fnZ5JTt+THm0OWkj0RlkwS7z+Cu2e96bXO68+4VYw92dTX7MWIFkqq6vct5WlVvbSGFpClkXf/3HC+5HRqaVVYrI9vZJD5tYd2cnIUD2xeL55e0fB44pNYD7wcP3HvL57/4Y5zxRf2e8GyCckvVWbvegJfEzgAG3ESSDieB4Lv/9RYy6ZwX/J5D7H4Sjjirv5BVECicQvvvhDpv0z/l//A/z6N3/D5TzTCipes/Ob5oCAtAGat1qhoSEbevY7L/jaGMfIOAb8ABK0cGwl00oyTYH+W+cqTTKtrbScURdUjwsjPuxoxkFuLanNW83kNUFpRAyAoZBbprYVSqBkR/EgzsgaYWQa9/jiWB8X/v7VKx4e7zh8vOPZZ8853BwJ3rymq3B//5ZX39xxf3pUE4FSSKVQLGui5qRJu9GbG1d/hjXyXZyix/2cpVVa0jrLW/LwtBs4n/qETp8RCSrQrrnS5MLb1zPv3rzi7/7mr/nky0/46S9+ny8//QWffvIFP/78I54fjrQmpJxwXjidHvgP//u/4Xe/+Tsu53tSvug5HYNSS1a1GO5j+GDuUn3iOi8nvv32N5zOr7mdniFWMLuaWc93PN69o5wXpl2EFihN1D6pFtqSaG5B6X8aLBRj5DDt2E8DYRCmQyOJ2tt5HIMfIDokBu6KpvgJmPXwSBx2SAzmsqZ/p9SMTlVxNtZSDnx3UCqtIVLs13+BojmYVyHo91cUpHuMatekqnH0wcFthvr1KfTd0Qeum2L3+8RAFfvi6JS3W6Vc8Q2r0O3fXFPZNqeD2qA6WlK0OXrlc81pRmrBxaBcKO9xzSNoUeW8Zs83jHsbCmp102gUy6yoNoK374+iJ7WpD2pxuqmf1wfq+2J2OiPT+AzXHGn1IBNjPOB8MLTaUZyGS0jIOkSu2b5n51HZoegcXtS3GWnK7faO+XKhVhimiZLWzapNR2VmD9cFTMFrsdsGWss4L+z3B4Zx4u7dPW/evOHu/h7xwjAO+rnW4IxTZF3VgaJVtdTyQzSupha+JRXcGDb0SvCqChZ9LaBWMOuS1fFEvKLPXhAPXpz6cFauCJZTV4wrHKWL4HKeWZeV3W5nwkK3hUXAtdjKqf+dOqkIlYfLPV+/+ZpPX3zOjj1rTix5Yc3rNX64me4Frhw9GiGyNZLVHopqbaIu/x9+1ZzWC0MIxlvzdBioFUNDri0vIorKBq9ewyVnQogc9kdeAEXecT9fSKYUd6I6CP104+iNA9M0cTo/Ms8zzRLZcl3IJRHFMwx7nPPMy7KFZzibDmnzbQ1Z1wFw/X1dF5qJSmOMWwGpIk4IEq60hRAIXkV6p9OJzm/2hkr0NaY0sGSTCmFwSjfqHPfe2fWiubUrbQNRilfDfJENLChV9wqhbfveOO10WlSb+eJ3H/Or0LDWQq4qSuwor7eiWaksbmsyQgiGxIRN8NujrDuXvb8/T72mnRX0rRSlO4m5b6CT2Grj2L5XNzEORodwBAt98DinVDRBrMK2O1XVBeApncO5TrVgm0jqNE62c0dDtTTAqjcTQ1RP+ZorvlVyUxpRKY+EUjkGeCYg+UJbC3VdiNOeMUyaBuaD8mG9Co5mGQjPPJMMPJue8eXLd9w9XjgvM5ecmEv6L/Mw/gNer9+9x3lh2A80PEWEc1t4X97xMsAzaRicRE/w8wg72bGLgZ28wGFe3DLqWd2gUvly7/iTn/1zvr77iqVc+Parb5kv89VZQ0CTYANNBgQNMxKxia0DaSpYDdKYppFxUp+MXCuprNSkTkkKVjWtKXzVYjcn8trIiyBuIPojzh+pOBorTjLeVzIFyRWKbO46WtBXclO0OlWHK1rsj27k2fEFt+2AvDtx//4VD/Mdb8/3pL/P+ENgOk5Mk2dwhcMuMMZImk1/0wq56hlQq9I7a67qlGHb4FNhbDMurQI2lRDUVUSDfdgKOx/9BgJd6YbWZIZCTmomgGucz/f85ldnvv3td9zs/wOfff4Zh8OtTVdVf3F/euTt69fcvX1NqSs+NGKAFpV7vs7qjy12/vV9ke01KGjx/t0r7u9fc7v7Oa41vKgN4Hy+53I64UujtkBujpJV2CdUUtXIe8SpOYPolHM3TvgYac4RSmV3cMxugaRATBTHGDzSCjktBO/Y7/cMccSFiI9RczzGkTiOhDgqn1mcrl2j6fVAvYZSPpwTe/8+7Lz+4KI5BrULUYFTx5SdvY/Xb+YMRfE4cHp45I7AtUbrfDv04aGfqQbb6XinWpS0kEtDcsH7Qg6VXAuhFLX2cs428botxl4wtwqUZtG/ypsJPtIk0Zw6NuAxn1f9lVZDhJQFhfdqYp8LZIws3tgOMza+nvk42ri1otGrFI0dfvu2EXzmZv+M6XhLHG6oZaEsK6k6tWwJI61F5S4hKkihqt0R0OpAKfrR1vTwKLkSYmCcdpb8p5zAUsqGsIYQyWkxGoci9b43P86QbgLjbgRxvHnzjsf7B5YlcRVyeKpUasubaj+EQF5XnKuIZGKwZDajVRQK65pxrmhR79S2sJSVEK88yM5Z9T5s0ca9G29Vf07nPOuih77DmgbvjAemD3RaMzk9crg5MO335HU1wURDqGorSEeFzTWgZk7rmV/95q/55MWn/OjFT1jzypwWUknaFPXUNeNdOu82gaRz1wKj2NrujV7fGH/ol+sFjo0G+1iuNxz96hxZ74w7KKLFWymIcxwOBxKNpVXSfKH0E7Tq5MBJYxgnPn75kpST+b5b00FFpBKjYzdNgHA6n42eowda7mIw0WAZpBGM89aQbQxXa6FW2VL+cklbcbXRDlC/9RACy5q2tdUEWqlU6Z5pYmvSVNZS7fAzMUm3fLMN2ZlyTNembtDTOJGz0i/6v9UCUPcML4E4jEyjJpEm4zB3WkYIfisq1V80210RezbchiYjV4eKEMITesj1/uWcrUC1WPvvFbFXEaige/IwDNv7drXyvC7tsgWo6H8/pYNowxHs5/Xb/VP/9LK9xyJXgWC170PTxmJDkZ27+p/T0XGbGFiyqv5btQUrrXBpDWmVZU204Ikt0eYzjQshLaS4I8ZRfw0ar+udx0VHcIHRj9zsnvHZsxOPpxOny5nHNHO/nP7Bnr//Utd8WdhPExMDo/2va46cF+pwR3WgXsUfofdhwUnF49S3vnWvpi4i1z+7Jkwy8dHhBT/94ie8uvuGhvD621dczhe7lxpehIyI7HBuNF5vA6+c8JoXWirEceRwc2AcNSlvXTKpLJCzcp5Bk/laoTV1ukprIl88ZY4M047obxjiUZvApEEpQwiEtuMwT9y3zP35Xs9IUDeG7gbiM0UCsQSOtwc+Ot5QHh64f/0tl/WOJawUn5hTQh4TNc3IAMPBM8SRMQ6sNZuGJZKXRFNAVdkoOEJUl5+8lu15azbLVheFZpPg7nvexYLaZ5asgIWPOm1pVe0ZnRhSHbruQidZtcI6X3g/Xzjdv0VREIuPt7005ZXWsu5pK5tvcwe5pv1EWlbWpWJY2xa04sRRS+b08MB3337FFx+vjOHAEIWSV86nB1JaiOLJRbgs6lwiUnFNcKkQS8WHHvamdaV4zzAM5FUFhOM4EIaR5fFMyYXBeQbvcHmhrmeGcc9u/4wQdwro+MgQBr0vYdzckKQpfTVLphiVuKBTMRUOOm0qPvC8/nCkWZyJUfQGtepUXQqGIHRHAyE43XS6EKgWtvE3Yp2ocC0yxJlKE7ARmyL5OtJFKj5UYrFOtGZacXaAdVN+RQQ3N4gqkNTHUSkIjmEaiWsmO0f1nuAaEMjJ2wipp/Hp65IQVcXfio19ikH8Oni29sXGTvJko9fREKUgrpCy4+2bzPs3XzGNR15+8gW3t58irJQVWokM45EQb5WKUhVJpqn9Tk/xcUHFCrlVmommPFp41AYan23FvPM4qWZIrztgrYUgPYVJN8JhiOz2E43K48Os6Vdopn1tzSgpnlIWEydW80b0xBjt/iZSqwzj3nLiFRlOKVFyZZh04tDVt+K0GFF+lxDHHoFeqVX5zd5FvLc1QbuivN3XDSFGdcOQ0puIwvl0ZrffsZ92zKcz4oJRVWSz9cIEA00gy4VXd9/yq9/8NYfdkZbQ8VpRTp2+v6G3h/YsKFru/XV03lrdggGU2m9jyh/45S2RrjUN/9n4MPTC6CoqczZ612JLnRFqUdqS946b/V7jT0vhslrqFRp8NMSB589uGKeB+9d3rOuiegLnaGhkrVp6RdJadJOW8rRuvxZIVHJJZBK5qMd4KY7qNdYdUO9x4FLmTQjinJgRfkDEk1K1yGy+R6VR6pl6p2N/Vo68ctxDCCgm0MsKLVJT1kYzBLWJEq7x1k68NoK2VpQyIYzDwM3xiHeex8cH1SSIimIEtoK11GvSn8bhVntO/PbebP7aT/bBas/hZveG2Ye6ulFPgO8XzIZiRa/7uIqVtMDtKYM6SbDJIHVrKrXB0DsvaJMlFLpdaUfir3QbTC9zLYRpPXTmKowWrSps72o6eWvKH+/UvO5AFENkLYmiHCFyhvc5M4ghlfPKsMws4USME8O4Y7e/oYnbOOzBBfbDgSnuuJmesR5X1rRwKQv36/k/44n7r3OllCCM+OyJdWBgYkBwpSJtpfEesDhwGWgsNHSyqaBRQlEDmyyztTgEPIew4+Wzl3z66Wckm7rU714bTUj9odU3eIcPO9XhuEbzUErWaZQIu93I8XbPuAtkl8jrQkorrgmDBFyAykotM6nOrHkhrY2yOnwb2Mcjt/sb4jSQ18Tu5sDxxYHdVDlkePxd5u1D4z/81V+yricF2TrdqTXC4jn6Hc+OIy9vRi6P3/L48J6lnFiCOqvkpoFeUsHZhDJ4R2mZ96fE/SVxWQcVuCVzEFFxi06pivGTv0edUmDIIVSjmNbcDCiC3kxq5oI+P2Iggx+80UOsoEZ5462qRksnUglHYVmTgWVa25SKhU2ph7bzQsnm7lEbaVV3nDgG1XeFRlkbJVV1wfJuK+BSWrm/f8cQPdMwIK2wzCfdx0oBF0i5spKp1RMk4KWpSHMQwhAZ9zttVsXjppE4TZASrGekBeL+iL89sswriCM6YaASpTEcbhh2t4S4w5nWLcbRfg9E34Wjqkkpti9uZgkoCEbrQKT7oGfrwy3njNOr44NKzZma9If1dqPEqaG49wEvTj2Jqxa91+jsDiX2U0odMPRmKgGj1EquzWzPdAG5lBRNqgVv6GvPf79SM9r3imYpjpwbOTeQyDCooLAU81y1AwK009Dfs6FV14XbLCRAnFM3gaqCHCnqf7qxtpva0uH7Ri8KsITKnB5ppbIsJ9b1wuPdHdP4jMPhGd7tWS8rbl3x8dibT6LzhN2RZV1JayZEj2+BdVXuFDauXeYzPU2wFDVoH8YBKKRltWaml0OyFXfjoP7XZxuVl+o0DKZWtZ6jkWz002ojhIFx11OzhOa8icO0YQqhspZV05ps5BRH/R4dFY/OgWTWpEEj6mghrIva03lzUIFKrZ2T7FV46MOG1oFRhGwD6vZftVbmy0x0jv3xsBXSXoqtw9I/0cI2lKLxt7/5a57fvuD57QtKUZTbFRglqLuLKL8XO+w1iMeejdajwM2GBcA5gnzYQ/iPedVqTiDGFy3dfsfeV500GHJYGy33REYti7qvuFQYvOfFQdfrmp74jAcYRs/p/MCrN6+4WMKeo5HXRKWw3+1oFC5zptWISNAiNWe7V1o0ak2pyDI4a7wq4hQ5isEbBUH3oRgG5QXTiFNkGieSud90BwjvPUU0wEI3UTbBovqEmmi4XTl93g9oBPdVUKgcaqMgWXF35cSzCf+0wdfiJAZvoQNZBTP2vnvpVndX8V56grJ6JdMjIpuThhOdLLXWNnFxd7UQZLN2SskCFGCjP+lauAr0nINxiKYNERyRUhut5a1obhh1qqNnTyYsSoFplsbp7OMWG9wsJa5PrQzdqkazq0Z162FPT+0eu+gwl7QFsmyX6NQipUUrPKOnFWAlIjsVSy7LmeF8YUIjsYdxT6qF1BohTjipBKd6Gu8C0zgyRt3jSyu8zJf/Eo/iP+iVVxU15tKgBRqT0lNdoTVRIIgH9Cncq6CeSmoXHJkgK0IBs/ICdaHotlheYDdOvHz5sTawywVH4f79PWuqVNeTeiMxjrgwgNGepD2CFNwAt88GDjeBsCvUkqjzSs2V6AaGOIFoYm+pC3m5UNdCXiDGgY+/vOXTzz/m9tkz3dspTIPnzf03/Pa33yJvFobTATe8YCeBU/OstRo9tBEKvJz2/OLLH7O/gYfTd7y9/4bEBfY61S6iQunRBzgLOkPNXFbHWhqLNGbx5ObwBahK1WtF98rmdVLbWqOVqj7BRQ94kWuKZy1qdeu8p9m0inbVGnXqonOOYdCwtFaEdcnUbKm3zm1BNCFGHLZ/mIViFQUdxSsVRsk2Wn+JU4vbLX1vTlp4O6U/hRAZxoFaKsuc6Aq2b776HX/9t/+O//ZP/nvKXDi/+47L+7e4vEKsutdWcH7PuHvGEAeIwvj8wPh8JLvCeJiIEnHDQItaY7W8Ukm4PBDiHnc4qg4kr+BGhumG2xcfM+wOSAy44AhB99PoPdGLPsOdyiz0LoNWMq7rSORa+31gzfyfEG6SVlozpWmtrFQ1BneDqle9irW8KLVBox9KLyeNmsH3kCPdeAWqJoUhipjmgppwo4rNhhbkISRCUjGaRlMmoy7Y12psBTTNI0VFgaWYl4F1bph1mFliXFEPQ1Y1orYpJ9hS8rRNtAK9XgVfeuBcD7aGFiA4PYCj2RQpz9AOt3yB8zve390xhh3H2+fc3HzMbqfE9zUJ+BEfd+AcxXsNj6BRqxBjYAvscJ5lzVb4KD9wLcrf9MERxoHYon4sr+ot7DSGvLbM6+9ecT496Ih7d6vDAVNAD+OkQr3StFmq6i29zIsdeNrxIkIcgiIU4vR7bE4Y/ipeQAuJVh0xiokAtcPWA7AiruK8rnJt1LrNV924R/o67EB/windxsStcbnM/1/q/uxJkmxJ78R+ehYzc/dYcqm8azfQWAguQpAyQqHI/Ol84xOFEIIAiRkOgcbM7e57q6sqMyuXWHwxs7PxQfWYRwEjggKlMaj2lurKW5kZEe52FtVPvwUx5f8wDdRWyXXVIk+0aaKqcXrOmS+PX/jj3/41/Dl4N+ElMIiKUIN3BKT75eOcFtFO2ra2qe1F6lpvxn75SDPIVjTlnEnV1pLFisqGL8nWbDjp1m/meNrUUcE1GEPkbr9nXReO5zOlJBXnUXk6PrGu2Wg1+nyrNIZR0z57E7SJV1s/8HQs7Lu7jji6a1ozf9/uq918s3WiQjEnjmGMTNPEOEZSSlzmWWkmou4RYp7kpQvlgscTsNqW2hop6Z4SdLSrQQn2M/BClIdFzneXGufsIqrGCzYaR8OsowqXJeEk2FoPpNynVEoL6YWiouwqzlO0WouQYM1iMYcIfVZV7SN9uAaj5PJiXepe8v6q2u9odW+gvPf2vfrfsXAHuaLSOrmx33/hddpRbu/EnoeCDs2aNOAnNJR+ftfta8jm2KT82LY1q90hhGLNslHSlB+KofJok1ur7vMh4saR6gSXF5b0hXQ64dKFIS1Kr7KiuYkiiSGM+GHSQtopEORp1rD9sl81V0ptLK1wrhWXhSqKFOY64Da/4gWaJzc4liOPy4/s/MS76RVRFl1/ItTmTRxcWVl5LhfmmtlNI29fHfDpntuY+bwLfP5y4bgojStEjx9UuO/8qA1XOdNcZRodu4PDR+X1ZnMz6IFmUwjkUkm50ZZKmQsO4Ve/uuPNr94y+In5/JGHv/6OdT4TQubh4TMfPn6iLZn7NPKmvuXN6x2/O7wlHRNfTkcthBu8vr3hn/3Fb9lNwpfnH/ly/sLsVoqvFk6kU1apnjEPcGoMdSREh3/WOsD7Rpz0TgjjAIMo9SMrvTTGyLQfdW2XynxZr1Qi19SRpjZSKerIAQoSdMF615BVrV3CELb9UWp5QWFUV5dSEjhRAMwFhilyuSwU8zzWmqXXSOhUWtRas5r3cavX5qjWxroUhugYxpFSdXrvjKb35dMH/sW/+L8w7TJ/8erPefr0HevTM3u7I5dUqcExxT3D3Sv8LuJ2gn898qev3/H9h7/lt79+y/3uhpt4h7jCIIkiAkXI80opnri/Je52LDPUMDHdvGV39w1u3CGDFs0uaFhXjN5safWGamBshEytGd+K0mCd3eE2Afg7p2eUlMhlJRQPISBkfFDahI7Sdczbx28q3qsUujgKHc+4tl24/dI1NyUbEevll5uq1L2pxZ0IKXrWpJfLlbMtdCGDJus1m7VWje60GM2mp7YehpttkC0eATA0i6oHZGiQDRVxSiTvwRZXz96qGyh4yFeSv3MexJnLguMya4JWcBAEZHDIIOR1YT6eOC3PnM5H3rxd2R9eIS6SS8J5482KItu64s0LNnTAXkhJ02xUh6cBIlCoueElMA4R8kLw6l/oovq/Pj8+8vjwQM4L404L9BhGxttAWRfSPLPb7cm5aIypUSqc04RF7wLFr5S6btZkznnGoJ1sSotuvFJ1fGQ3qjhvP/9VLa9TnwaWzOSDowXlUTUbTStFQ9FR7HBp6AhWaSltQ69KKZyOJ6LxyVzw+BpoUu3wMGeBFkB0QvDjpw/c3t5zf/uGKexw3ixrgle/V1uHnSbSixZFI3kxwxT78a5Uh1/qqwd+lFrIPSjHDjzlirqtQRR09D3EASfKE0O08VWNqP7qdre3iUBjWYVx9DydHrnMF5yLmwhD1dqR3W4P4rbGutZlU5o3E9eCpYbCVjD3QqtTHfr7SDnhfWA/7bg9qCWRWsEl9Sk2zv8116OZ6EbFcV3Qq8izWbl1brM9/04HE3dFlUELbvVx1+CQkovZ4wW6ib44MfQmUEvWpsOmW114l0reXDjEnG76ur56kFdyahTR5lKPsk4VUo/onIt9Tr2ItZQ/ebkGrl+/B/f4ELZR8ubgUTv4cF3f1fzde/P68ufU/1bsvNemX7bey6g71TyQjbPdv5deeNefT4EK7PPX5kETDa0h6Rx6eiENqSZNgzXbLhcHvOwJN69pBU7tE+V0ZEqL3hGl4C2IKgSn8bvDnjga9zmY52v45TfD0hwNYUXtUddSaOJpZeWcHGUISj2j0erKnB54WD/y4fIVJxNuuOe1HxjY49qIsKNSWZl5bE98yZ845SPeCTfTyPj2FbeDZxd3RH/i/deVOSmlwDVF9LzVBoWKc5Vp74kD5KSBYUtO1NwIEhmCMHggNyRXWmrsh5F3v37NMI58++0Hfnz/RJ4bdVULMpHCcpnBw85HpuL51XTDr8Y7cpy4Dbf88PWB58uFm9vIr9/d4OLMtz/+Dc/LiRwrC7Bmh28VSdpkhOYJ2VMvmd/sX/HNcA9r4en4zJd8Jt7BPFYYBB89qRatc9D9dH5e7G7UglpE7S/HXdzWe1ozl+PMuiZ1cFqLos024eohRGlVhJSmX6sDRa2PkkXP4G7pl5JOhXRb+20f65ljurSGnT/XkI9WOyUy0DLMl6Q/U/AMkwpv85ppNfHw8AP/j3/xf0X+j/9ngmto6T9SayTlAn5A/ESdIu11YLoLfDh/5v/5l/+arw+f+PffQsjC7XjLf/O/+T/wz3//TxljIFb1/p6XlVUutGGgOEc83HJgYNy/wg87ZBjUJWPQgjkGC5Cioy563zepOGfvHQhOsfYrA+Ln7a2fXTS3WkhpVf5LDIhkfNTizTlDnSUg9acHqprUa2Gz/VCiDwQLDKg4SmnkqpHQpVSycYj7BSUixOxZk/r9+k3MKbwMNtGD1eNkwDUTHdSsHMNhUjur4kgvkr36z9RapaRE8c6Q8uuIujWn6E+nl2BFfmlG3dANU42q4JzSVnLOJDMpbyLKsROQmlFW5sqyLKw1cV4vHHb33L/+hv3+FQLkdaHVEecG+xmEVhxeRlxw5LzqwpZKt24KUagtKRrW1C7O1UIQGIbAZV54fjpymRckBD1scqKdL8ShMYQbdrsD+2nHumoC1LgfuVyeNZEMQTnNgVJG2lrxXv0sOw9Ux7JaWKzrSgjjdrH2z3zcjQiOtCw2jm3biBUqMerXykm7wj7KonEVO0pfR9qJV7EioeizXSz+XAsj0QIqL3qIiMOLigGkFOZ14Xg6ctjdIH5UMVAYGVxAWt6ecxcCdgy2dhQWNgTu5fv8Jb90QqK7sKOZXdC2cWRtauBF2O/2jONuK1z01egFrDTYDSPh3jNEx1ozS77w+fELa6n4ljRZzuhe4zTSENKajFOmhatvRWNswcaTOtZU1LWab6uYEFj9t5WqUCg5E28iNzc3iHiWZTX6UdKC2HsTqaqrhVLLtIDQZthBt6YzoWJvjhyabIl9Xq22jdKxfRq23pqSGLcplLoL6c+92+2udniGmmr8tiHIFjAjTTmU3nkr9nVCUlp3KlKUVZpcC1908qFFqLnTOPXOr/aMldpy5Ul3RFxcj/UOZg7Uucp2f/ewmP/ohmnb13v5OeScrkW5E32fmzAcEx+FK2qtnzobEPbCbUCboi70rsbAqBR6oJMWC8XWB+i421V1DlrSzG4Y8PtbHA0JnvMXx+nzZ5bzF+Z11qAfryFVcRgJ8UwII3GcGMcd07RnGMe/i633X/SlY3cPSybEFTeuJDfQ2sLcGis7ohIBEBpBFry7kGXh+XxmnL6FG8+t3BLZkTmTScztyGP+ynH+QM5fqakgBaY4IVMl3wZavWFpJ748nEyQXxGvhXJrCS8ZNwq7vcPJyvm8KOUQwYeBYRzw0vBNx+hlybgi/MU/+T3rsvLv/82f+PDxkXkpKiyr4F2jlQxrZtpFXIbYPN/sb7khkmtgf/OGX9285ZxXWph5On/kuy/f8qV+oQShukCuQmle/ZCbybIExDVubgK/utnzu+kV+MYPx8y5reSqXtJ1Lnbv6eRN16FQsp5TrSgoqMJox3xeDVBSOuXh9sBd8KRl5fSkosrdOCJFqMmmo1x1CyJOwSUUoKxNU0GlOaJTh5mUyqZFafUqsq2lmUuHNbJFFb4istHvtBFvNj3WgLNOgfVemHaBIcK8Fj7+8B3/nxD43//T/zV3v36DPzlKs4n77oZ495r9r17R3hS+PH3gv/u3/4qPX79nSWdaTrgifH1+JP5V4JvbO/7B9A6fI9FHlrVwmhdmecJFwQ0Te9kThj3eD/gQiINnHDwxXBFmtgquKd1OqlEtzRpRlJJVjbsv7e+Y0zyOkXJZKDmBZEKBlD3LqvdL6slo0lAlYr88TDTi1RGiIxzXI9e6z9ZM1an/LmY6LSYiVFTKbak6wdfr1zBuYq9RvB+IwYOETgBRtKHo6MeL6IdlJ7MWC+rIkAtmmI9uBEub6peiDx6p2kGWDCXrQnb+BcEfNFjEOsievlJrJeNs5LSQa6JIpopa2c3HmefTA+fLI/d3b7i7e0MYbml5QtyOEPdaDFZwXrPUi6x2yarfo/OOmpW35qXRclYlsoMwanzlw9dH5iVRmzoauKYXanSOlhKXpyPh/k4RIDOjH8eJWhPLcsGJU0NxsRGmd+x2I+O0U3P04zOlZoYx4LzXz1GKXsStjwXlaglWi6LlNlloTUgpaRFtQ+9atsGvPQ9D9nwAKSbCkg3J2qzgssUlt0pZi3k3DltXjVPDfGme1/f3TIcRAbwLqsAWZxT1Bt5G8a3YZ2bfrHflVl10IdXfh5eip7pmfQiEMKj7Q2tWTGthU2vFi7pbjDHipE8BFNnI1iRKa/jSGGPksJ94+vqBh6dHkjmjVDKNQIwaqJLSwrKstMaWvleraQW8FoI9MKRTFYbh2pxdQzWKFbqKyuymnaXHPbGuSSlaL3iyL6cEndqxjUONcqEFW58sXAVsDVWve2+0K8TsENXaMvi4+Sw7rrZw3qst536nTcf5ctS1XEDmwv5mjwTzcsWT1wXDhywYpJpmwW+CvC6ODEH3VrIEU+eDru9tT9i4tVVce5nIdz0D+znnpI+EdTqnwua6XUbdp1oM7VdqmCbDdm51F9W8dDWyL7p95k4Tla4Tuj7daM0SVzEw44pgK8cdoOCsUBcRohX5uWXWddVJkDjjb+u4u+QL9/sbxmnioSR1FxoHSk08fvjIaT4zSmAa1BUh+kGtrILycsdpz7K7Ydod/gvuyL+bl3eemip5TtQxUXLWO9pX5pZYECZpCBlkVDpEHTkMkefzhR++/gmk8Wb3lp0/kHGkurLkI8/rM2t6wNULZE/LOnV1VbjdHUDguHpyrqSke8xLIjhosoJPhAhjrOT1xHI5MS8JCYHd3uMmBeIKCzkvyvlPlfPzyt/+zXs+f3iiGkpact2AszAMjHHQhjHDUjJrWyluxg0QQmOsgfPTV94/fc+P6weWuzNrWCiWENxKxFXTCngHoZF9Zc4XhMYPjx+ZdgPzeeXb58/MN5X5FhYKUVTn4lwgO0EqFNdwwSEVpZk0DR+rVX3x+/k1nxbCEDjc7Ani+ebNa6b9yH4/8vGHz6RLIttkxjudnEoBfLe6VKewUhu+9T3aTQCUPplTttWhDf01YEjPvZpM32J7t9OmnBcVAQZHGAK1NuY5cXszqL92ENZVeP/+PYfdjv/2f/vfMuV7llRww8R095rd/SvYZ/744//Av/qX/3c+fvwO/ELwBYICI2XOfHz+xN9+ec/v/sGv8X7Cu0BoifPTka9fvyBBNOZ890pDl8xWc4yBKXoNILLPyaAr+xy0TvOi91lwxobIOvloFdrftRBwv9tTa2JOigLqODdvqWk+e7tghR45W8VG59qqKX+ko+Av5oN9XFc7968jkmiPkGshlUaujtTANW9gZN0isK8FsyomQcMoqpiYsPWAEvMdrS8WVuuuDtBSVXNvU533A75WNVn3Vgxnc6BQqF+2Dkzflm7m/nflxft0zjHGiZyqRV02XFQnjrQuSKgs+YmPH56Zzw988+53HG7fqSdyWnAtIk1RdJpXczxR8cEwjiBCarOqYUWIw0DYT6zLiVQSx+cTuWjRLd0mqwhDnNhPB0puLHNiXTK0AAwE8eAK0wiOqz9uj93uw/uUMoIalUvRSzXGqNOJ2sh5JURPHCI5rVxOJxCxg6bzlRUdEkOixDnC4KHK5pvcKRd9itHFTLU0QvSY7kH/TOvBCRZSsSS8HxjGUT2ASyKnVTnfVMIYGMaBcRgYgydK2VBYjMajUxQMNWt0FxBn1WeP+e597i/5pXW+iiyHFvB+VOTeEBFp10nOGAfGIarvaLNC0WgpramXuhIpND3wy8MXfnj/PWtZbKzejIZRmEa1CTqez9SqyGepGhbU0Y1cklEtvCED4JsnKjfBCkJdb53/Pg4jh/0NcE336/x7bbA0KU+9vFctpK0p6AVfa9fjqdbuJtAvkV4wXidgV95ho/mmyZsmbHNOGMST80pD2E0HfBi5rEppWteVy/HE8uWJX9VfsXt9r9HAzqmIGowLrEjQ9vmghIc+camG/jrviFGR0HVNSjV7eRf0AvnFFKQXy53P3N9bTsX2UR8Da/HfJzy9Aem8Zm3elVsd+s9ML9jbNglQhL2o7Sf2Xi0NLDiPK4Xs7S5wkJs6sLRSDbTRtaCccTHP7mYFuTkWmL9vA3IpSE44HOfjkf2bN9zcveLh8QutNW5/8ztSrXz54Xsuy5l9GdjlkcGNxsUNBB9Y5jPLfGGef/nuGYN3FuggBipVw9sqx3XhlBK7QScnThqeiZ27YeAZaZlzeuDLEmhxZZQDpUFKK+s6bxQn1zDbxUxJK97Bbh8gCPeXQCkDuQLiubm7A4HzcWVd9F6nXsj1wjJfKGshVsGNVZMxo6fVBfGNm7sJmNQWcBxpTSjJOL/B080qSvCkVnGtMuwCl2Pmbx5+4PP6TNhNtALjEnh6eObD83sury7UUYVvea2bmBksqdND8ZClQKj4HXypJx4f/qhc39sKt4FzzbpOtcfWu6Tp5KOV67TFBQUYtNk2gbGzhFLRfZ5WDXSZTwu7eaXUyjCN3L+543g6sSZFe4t5sftugWrC1dqElrqLVxfWd1qTmIOG/qDed6GtTmy80ag2KqS/Josma9C76LimyvNjIyDESZ9NFeH79z/y/735K/53/6v/hrC7ow0jS3Qs7om//O//3/yP//Zf8vj1R8SZGK8VJIgmEo+OuSx8//Ujx9/O7N1EWRJPl4Xv37/nr777nkbjzTevefObP+Pt/oYbd2CKkWmIDP4lj9nOOAPHqhWKnXroMHqdNNOcFFr5efyMn100Hw4HSsvUWe2e9Oex4rlmfPFqEYZXXnDnLYu6DnR7OS2nTVCy/YMe2oY6b7DxdtiiiIOoIXml6OS/quhGhTmoAtQedL9ke1EgovHK7QWPsStLdXyq6FZtVXPqraDeDLE3oNOG8hua+GJU2bRjEnGUXMxm7/r9HEIMA0McKMtMszhfF7x6ILbupbpSUubxYdWoz7IwTTeEcMs8g3N7hnBHbgHXlDWu4jS97YsILgQt+lyjpIVxN3A6Z1KuiIsEMdu3UvGoKMr5wDgOOLfY+1U1vgT1Vh1CJLjAsl6Yz2dSXQlBiytEN6TvvGmPoojzTMlNPa+NvO69Z13qFkDiozlfNH3vNKM9NFUct6pq6WaNj/ddNNY9coHmcK5tAsG0JCt0rpSJ5jy1ZNKaGSZ1GajFnr9UPn/+jCMw/dmOt7dvCUHwot7Q3Yu5NuXoS+s0ku4zK0jrAilvtI0rz/IX/RLw4kEUwdXzpV6RP9ieXcmZdU3W0XcUs9OwKtGr2v75fOLT188s64rSn+s21o9RqTprmjFYV5vWFwWpcxpEkHP+Cc1hXVdFMtG97k31LeIYx0ER5pJ4enrcmnGbsKKrypDsWljzinfCMEZaVWV5pTe3fU9b6yOqgqeZvaP3Nt7sn1Ej52z856rc7xBY00KpCXEaUuS9Z02J+TJTm/45ORzYWbhGynoBa7iIokTYeHUrZosiQoM5ZfQkylILox83FBmwUBelQDhx25pUhw8bYr4ooEst29e7Nn4/bRb8CwF1Ryw60FEtiEYk2M/dL7BqBX5Gh4DqbKJiRX+liSCM1gQteSWj8Te5FpoIk5usWNfzVznvnpTWjZM/xEGnk/oBbKNpHJxPJ37MmThFPW9w+N0Nb3//5xQRHj/+wPF0ptTM6ArexU3MvJod2rLO/8W24t/VKwaH81ETb9GoeY3LWbisJ+YUSQEGF3HscDKxC5Ebf2QfHslkipw545mzNrY5VfMhFrxEojhmUU2Lk4SPAiw0qRwOhf3NgabKeu5f36k/+7mQEqQsHM+J56cTQ3TsY9j0NzF4docRcXB7v4MaWOaV4/HEsug6wOgDYRC1cjSXCW0MMmV0iBR+vDzy5fkIs1a1w+zI58QcZmRfyQ2oXqmcrZmrTLP5poNUbPIpNCcsrtLcCYL6I/tQN5s5iR0y0AANvVs6EvyyEb9SIdR/XMNyailkBN/EqBCVy3lhGCO39wcIgeenM+u8Ku0q9EFQgyr4waljh7ABl601rS3sfgYU7ArqsuEwWmNqBB/1LvNXR6BazLXHzoied6DNsbrLpAXSkhimCZzwhz/+gY9fvvLmt7/j7e9/x+7+hu/+9Cf+8t/8a9L5C4KBkUX5xB6Hbw6J6t70+emBj49fcF54/PzItx8/84e//Z7vP3zGR+F0fGKt4Kcd4/7Azc0Ngw+El4Fzoh9La/rfXJPr5M/0T53/LRVqTgaM/qdfP7to3u32pJooZJZVD8tqtAq9hDKlCb565bIgL/72lQG3/btZ/fnCUkNe/DnoxY7DOwjeE5yzZB/0rN66CCvGXqi6e83uDOEWVMz4U4TbDvyscZvdz1SdH67ojfc6RiwFRV+aFntxiJSctrGt2lJhnqLFfi36qCzBKsYAremlWSs+enX4SGqtVhtcVlXYFsCnM+uHPzHGHe/e/YbD4Q3eZRoXUgo4G/UA1FW/t0MFTOPgkbySa2aeE2sqSBgIVS+9ddVJQRyVz7POCbeLDMNgv5f06BAPrai3rsA0TrRSWJdZk3mi0LI+wTAESsvbCLwYAu+kqa+zg3XRiGpNPVKXj81PujcsthKUX2UHjfQVJORskdhy/c/OimlV5avh5YvezYRtlZILJWlRojxO/Z7zMvP+43t2YeLd/RvC4Q5XlFeqB/VLxX+juWu4j+CgB0Rg6/BncqT+a75CT5ozpG4rk+RF2py5zaS6cplngh9oYdhStsA+D5suLevC58cvPJ2ONPseTTPXCUZfmJfFmqa4NblKfdF0UaUWvCimnJiVYeenG/Jrz3YYBg77AyLCfNSixrneXInZX3a7qZdhJy+83a1ADN6DFailNUNq1bKtFLXJw1Kr+2nSvVCNO6D0MnHmXKHnxd3tLYgwL+rs4uzcGMYRvPra51a0+WqNaM+mNxU9wKQLH7s4qNMbllU/U+cV8Q1B7atKpzS8CDzx9h6dfe4br/kFFULRZEEMiddQGWsojCqhrkB9NekaCkNkjDqe1+/hbO4XgPGFq4g2P0p3UQTaOwdh4LCbcGvg+XJSu0sf8INX7vv2/LRZmsYJESFdzkaDMQu7msmm8u8e3TVXlrSSalYuatFp5G5/x2/+wT9i3O34+Mc/8PT0yEghyoj3StXKrpByJi7Lf8kt+XfyUh684EOwSUJWfnxbkTZT60KtnuoCjRHhjuiEN7tEcY0Pl/fMMlPrmUoit6j3X8lIidrEFqUypboSZOGHDx/57tuPfH04Uwrcvb615qTx9dOe8+VCWRIhNu7eBN68mfjmm98A4HPDFU/Y31GHkdP8zPvv35POibIKx6cL5+PMMq8sS6JbtqU1qQhOdMrivNIsSm3cTBEZHefjSpGKGxvL5Cn7TPOGzM6VZFM10FG9IFetR1Ohb6kKj+GFJa/UVvC5Mikmu3GFUyqGeBoqW1VUqpjDVai+gXtW/oizxs438xfX4reUyuWyssyFOA28+/U7nh6fefj8YLaZWgiK16I4J230fPC00kwIaOFFZnmJUTB0Gm6C2lHvsmh+9upDL2QqND3s9Hw2WmSwNGWvovCaG2lZlP4wNj5+/CM/fPoe/4cdfgyk5UJZz4SpJzbbXdPA43BVzROKg9Ny4cenL1xOJ/76f/wjf/jj93x+PJIb3Bz2PDqPC+/xccc43nC7v4Vpj3Nql9toZDN7aM5rTHdNCCb4dsXoh0Wd1NaVvMykUv7nttJ/9PrPoGccyBSyKFaRs/IQmzlJlJopRShVOb+9YO1FzvX/K6IE2P3yAhXGimQLCxFpON+I0TFNgSFGK5wxmZ5shfYVLNFLhtbHqXoxhNYFRGrDI2bZVpv+7Nk6DR33W/JU04JuGw8jihzlso0Fm+sotUH/IVhx1WF/czT0+t4EIa3rFktbamVdki58EXPnUHS9CqRWmS9nnp6PnE7P3N294ne//zOc7Dk9NZw/4OOERgclWtMLyoWAF01PO5+OzLVAGPBRx1SKkkWq6FimVUdplZyyXZpqQu/F4+wC1MK10uOUvReWuSG+Gee4UVKjG6x7hwaseAFRbpf6Ss/KUzOnEm1IdOwUQqSnJYUYqQ7jo/ZiyW3FFWjjI1a8BnMu6Aj2tbtvRh+oKuWuV9RMhI2mU6nM65n3P37Pu9ff8Nv7X+HCQEvdi5utgGH7+nraKhWoWSiFjkVfiqJ+qS/nI2Lxxs2sunoBJXYRbMItzKGmKqoKEJzyaZ01CrVVHo6P/PjwmXlNinqYU4X33iYGkJL6cHuvyIZSaqo1P94mM1chR6dXdDu//mydCOM4cnO4pbXKZb7otEg6hafzZ68ODyoq1b2ol9ICFvEbQjQvZS2gO4dZYNuXPdQnmAivv0Lw2zQk50SMkT44m8aR/W7P+bxAg3Hsjh5Fg1FaszNC7Bq2VL9aNw4x9nOE4H/yDF8m5a1pfcFJVPRNG3VFsv7D6Ud4IcLr/OhofGgRvYwVFeuTAHPFaNCqosbeB4J9n+7MEexZ9eK2GIrTm0qdDOnFnV8gWQ24LAuCcuydeMb9Hh88+92eeZ45nU4s64ITx3635+3r15xORy7zrB6vTSleoBZ+IbyggQQsgEPwreFzpuRMbTDs7vnmtwPOOd7/9b/n8vjMZc4MYaCOE4NXkWpf+7/kV0PT3loAXMU75cIPrBx8xrcZzx5hAF4Bb3HiuPUNvwMXKp+WD7p+pdHaSlG1avdmsDuq4neeT+9/5L//1/+GH99/Ufu+AuH7gA+qj/DRq/3ZcaHlQhga+1vPzes9929uuBkDoTnishAOe/79X/6Rb//mB9WheLNe9N3isCPC6Nq0DerQS7MRKLlyXlZK8IRRQ0dSyaySya0SRAWiaVXgT49x1SbZ6HKzc8PORF2jAs2bBa0jLWqLC8o1nnYD4kQ9l8WRqzpOpGxBTS/Okw7wjbuRdc66F3JR8M+bv7o4SlLnqmUp1OqYdiNv3r3h+PSsIn+vdJalGEUrOHowg3eG4GbdY1exrtVaIRCHgPfQSjUdk2xnYGj12py3hrOMB+cdeKF6bV6olbpmTRImqvMHhfU8Uy/atDmprN2buho9xE67mu05FiGFwufLV3747pn/4d/+gQ/vvwCOw+0tUibykjk9PvPw44/cHu447G7wfkBu7vTMccpHSK7f/xUolqCYaWRNZE4L6+WZ5fjM5XxhzX/HRfM4TeykaJx0bSyzbDxfuFIZUskbmtNHBFoQ9w9IlYoKoXsqFtVsiI76TDtDBiEEIUYYBk8cvHbPYpQIE+fUzpUWsWz5Xjjrry2/Ty/hWpC8Ql6vo02USN8PeSiGvogevr0ItssCZHNRcJaqVWuxUfHVn7i0Bq3oIu47uzXSupKL2gB1jlDwKo5y3qktnWFYrWECn5WcEiktzJcjd3evGMIrYKFxwIUbxI2UXKnScC5SUuL4+MS6LrQYTTkfCcOgHTSOyymrdVxttoEGvVztEq1Ns+1rzVqwth7koW4GIapytVpXvSn3LfhBkTtnn2Om5BWoxCFQS7qObTsi7fzmuuK9FmGdHw5sXFGM5pFNTBGC+le2Fxcwhv6LjfbbizGZNDPhdYIj6DlZE43KaTny/fvv+ce//cfsb9/h7bl1sZSIGF1D11T/36DUHCfevLp/Wtz8El9OPMFFIGj0rb02H16bxjiRLcioo7CgO8VXPahFYF5mPj98YU4rYdAYenEaex+iFujrqlHXrao42Lkr2rtNiuQqvOt4bg8taWAOG43dtGM37XRfzDq9keosevca0qLPT/ebd45S0hamgTSCU6qVEyHncuVBh8Bmg4a64jgnrOtKFad2hOGarOdd5/zbOdJ0Te/3B3Kptl6r8nrtZ6tVbehyUYpWMFSndAtAUe7jFljifjqTE2HjKQ6DpmEl4w0juv8anXuv+2wthWGIVgzr5RqkIbVQ00JOSuvA+e1n9l7tnHIujOOktIWga73YqJWmfMql0yLAvq9+Ljl1FbuGBnWso2o3ihgn+vH4jA+BVDI+RnZxt7l7HG5uGFYVIo/jxDCOnM5Ho/+YwKdYZHEvxrf/ZiEwPlyDXMSrrad3hBi5fftrSs6cbz7x8dvvmS/P5JbYx5EojuJ+9rX5X+/lG0UywkoVT80JjzANC7u6MLYzQQY8O5A3wGuEhpfExMx9uKdyJvuCiOeUZ567zz9RC/Gmgr3cFv7mb77ly+ev5LIoXxchlxWX9a6vS8PPnhgCwy5SSuLxYeb5+cyP7z+z2zm8VJV3usDxKVGS6UfE/MWr2+rWWnXP+tg59YbklgZOQ89yLrScGaMnRkeogWVWYWjxmn1Y7IzpDjfBZi/OgQvO3GKsQcj69WMcSKtqHaqFLbUiFBpLyxvtT/nAeu6oVsfEscVs4JzWIyGE7fwAPQ/i4CDoXRLHwHpJ+BCZzzOtVW5fHQgxcHo6Qcl419Sez4k561hOg1cr2CTJgsK6ZkEb4R7xHYLDxaDJfqLASEqZilln9uAuMVE0jZL1a9IaNalLlRTHZXEMIbK7OTAOkfPposj8fqDQKBVaFqieIRgIUzIDHl80IfGcL6R04Xh8hqauX9E5pBVaTpQ1sZxOPHz+kd3uoADmN4lye8BPA9UbMl4LSMH7DC2zLDPrctF/Lmcux0fOpyOXeWVN7X9mI/3Hr5+9+31wDC0ylZFqCm21O2sb5aHD96VV9WytFk7SXtAzRDs3LZzdhuB652hReamCivd8gBjUQi1Ge7DOkonMJouG5tk7RSa89wQfVFBiRVu1ESe1UqQXv+YbihZnwTuKjVSceHBCLRrN3GrT6MXWttEGXBvPjmw7sSLdLOpqUcpAiEFHtOgCyxY7ah8IYuhdfykHSdPy1lzIRv5HRAUrDw+cLzOvX2VevXqnl2bWkTVNOYLeweWy8Hg60VwzHqLH+UhrGm87DCM17xjHwLwkG2VjKJNyvpc1UXNl3E02lu3vXTeeD70Z6gWq0LmrfezuojoHLMtMWhbEq9q90P98e9F10ifcRtmoWwPWnUr65fdyiWt3n7fiq9l424VAR5qxcfrmKWsjLOcCjYg0T5FEpfHh4RN//d2fePtPXzN2lwxbv32c3LZRudueZbPPWVzYHAR+yS+RoIKsFjQDr3Wuvzat0tQruIoens5riM21WTZKRS0UV3k6PfF0OZJp18+lgXeRIU7MSyJb9Ks6WBjyILKhyK1Zc1T1LOjj9s2TtBnKHQb2+4mcF56PT9SqwRPBDXqQt54Yd31m1EYzukE/i7r4LcSAN2/j3ix4hGBJepqEqpu+I8pCD96w9emgC3R6o7eb1C0jJQ3laKbc3qg9olqHSiKtK4gnOGsOtGMniHvx+bSfTFj6XoPGEKOG+sRAWhNpXUisXGOye7R3JefFkCXHGAOj311FhLUSvGccR01GK5lhGNlNOyvy/dY8d+ejUur2M17TWY3334W+BmjUlrWBsXFwzZBrplQ9P2rOuFKoNPLptK2J0/lMCIH7u3ti1LCax8cnUtYJWefAF7prTttQvY7s+6D83NiCoviGv1fA4xmGO+7ewJs339Cc46///b9jnRdK3TO5SOCX3wwXKRRWahYWEbxreDzTUNm1xM4XolSEAeFAayNNKtL2BO7ZuyMlHMnuog2Nh+rhEjySA+KC0oRJfPr0nseHZ0B0FN4a1QvZCWuttKJrtLlGNEs28R4n5ml+URQ1BCGO6u2bkjJQGyg4hhaDiv46XOxJhUazaGb/ijZ+3nXulDlK1EAQj6DhHTk3qqs0Z9z+ZGskVWtKFSDJa8UHrJmuUJVOEKKCSyoq9huK3MG1UhqCTY37vKx2xxmjJBogtoFx0qd8apvYC14aTIeJaqBUzpmvn56IMbA/3DAEQVhID0cLeNKzSKzBp13pVx2AqEXfexiiUkhiYIoju2EEgTUlcquURY0YNHUwMIwe1Ycl+5ErtWWq16miU4YyqUJIhemw5+bWsyyLfqKmRTPci2L5B9EHXPAMPlCA82Xm1atb7l/d4mQmBEWvtbnJCAWpmTyfOT58Yoie4BsuviOEPdI81KRc5TXR2kpOM5fTkfPzM+vlQlkW5vXMnGdSapT68/b1zy6andeUrKEMVkAW0ipU47toRKbbEN7WMI9kG7P2KGrfF4hdZu1acAWvC12FK0IIEHvBPGjRLM7cDCwExbmG91pAeReIIeoDcN5QZ3olqAva7vuOXzkvRquu5Kz8Q/V8daSl6LivXkMJtsTBaqEt/cK371lb20QFDeh2VUiglax82o4COUUmxRxGalVP5dZUge9DoCwra0p60YgKMbwAaeG4PNKeC46Ru7tfgRSc23G4ectaVs6XMwyahhdcYIyj+Txrut0QR+LdK1rL5utp1kH9glPox+J3r7xi5wIxaBoSUuzvYQVuX3g2YXAOEUXXe1Q2hnpdN7KhiL6LJDxeruvCB6MPON2mzjlLaNPLOISwFRNcH/dWXChQrOvOBUfDa3jBOCg62cdW3gpsKZzTmb/+/q/4x7/9h7zb36O+YCDebZdvtZ9746bZqmriaM5vB9Qv+SXizS3GnmFzhjBasWHcdO8847gjhmFzScBG9aVkC/XInC7P4LQpU8EkOImEGIwGYlx/vCbySUVEpzRdqa1BItFG+Z3uAlC3i2C/O3B384oQAk9Pj1zmxYI71A2gVfNmFOXkO9eRc+UqImp56EQTIYNXFEwLuYCmd4oJS9rGh68W8DEMg9KvqvmFO+X4eu+1SW5K9zjsd+ymaZvM9KCCnLPxpXX9a+T4FRUX8VbQ+01ngSh9q7tdlJzMHlATzEotpJaRnI3eofZLKSdF/0ygvKyr7RnHbhp5df+aIWjiXQh6iQ5xp0i79+SayMU804tOptQNR8fJ3UGmtWY6nGZIoyJsSjNpWxOh+x8LoskqPvYezFlDJzdOaRsi1Jw5nk50y7mU0mb1t6bVQBYd2W973kCGjZZl6EYT/b6lVlJaiUPkcHNgni+kstBqxPuB/eGeaSz8Tv4h33/6jqfPX0nzE0N1DPL3AGk24XwpC0vJDKERpz1TdOyD5xAj0UAe0CCbikM4IMDEirgTM5lFTuzINPHIMFFlB3UkuMqnj5/4V/+3f83Tp684cz5SCkLXD1yv4NqaejK7lRgdLigIU3KlJiEnaCLkqgnBtVYtLp3NqAtm7egpq4I8rukdXotqrKShU6aihacPika7IFB0P3kPqbUXKLMeFdtE2GqSEAPVrEyr6V+cOIqqBwF1fio1I9UonE4I0e6r1nBGT+oAm/cO5zW8K6/Fptma8ZCTNnpigracM04awY82abIGL6u+qqRGjBM3tzfsdrcwjnz58mwTLU0grq2ZJklBys1twyvw1QXN0zAxDROhem03vapQUlN+uGDx1FOgtcwyd3BA04lz1jtk8ApWpqUwn2eGYcebX78jl5WPH99Tpdrnq/s1N6F5rfN8cMQwsKyN4/nCm8Mt7379DdQvqCNOv1Et8E1Amk7GTo9fmIbAOEWmWoBCXmbyMlPXBfJMLQvL+cJyuVBSNuBUJ+jDFBndz0v6/Pm7X7qiUg/9YYiA8hK1kFKrt75pNgskURcBMc6RCuGVr6xf1tBIUd9b8Yo6B+8I0TGMWjTHwRGC4KTY91VVaHHG20L0kBd1ePDidfxbUcFX6YVzJ8xncrckSonlMpPLgnhLl6qKuLaimfYiikj65q4JhzYG6SgOOFPh5+296eVmCFRTPpaKnPRn7qiVZs2bd7HRU2jWEVuB2ezz1+6skik8nh5Yz4k1Xfjdn/05+50n+pXzcYZa1N5OZ1dIFWIIiB+QGi2Oe2VZj4TQbOEb5iIqfOpCwK6YVx5iNkQSFTLmbIeCbP8OISAO5suFdVlM+KD2YEjbeOEiJkDSvbAVFuCoxW2j8S7OgmYirGuRDGyjW6nVmiH9uz3aujUsSMEbR1SbM/VqLIZIqSWWCzBMgfN85HR55t3tK0WPm4qGEo2cMtK0qKzG87tSCYy39vcAaXYSjCqhKIbrSKkVsU50b3rv2U9aNCN98C4v1r8emsmKv030gnLTaY5lyVaIiYUCFXOp8GY/JpSy0hHs3nJsnsB2ER32N7y6fwPNcTpfyKVpAd7Q9yJQs3oFqNtFQnAMw7g1f0rNcEjoPsfDT2K0xS4a5T1nbdZt/1W7bJ13ZKOlDU5DGWiK5IprTNOOGIcXSXdWAFsBT7umi5ZakeAtnKAZXaNQnFFhamGwor6Ln2srFiXtrflo5LTo51dQ0WXQz0UBBmGcJt6+/Ybdbm/pjpEYo9JFct1izp3TBnJJK7iyTaAqGVBryeAHJDhSTkBHlu1MF0XSFE3q9puWQ69Plc53TkkTE7tAsKet1lpsX9lertmeRyGZ52y1JkLE/GtfiI+RLvLV7wdsEwRsKpqz2n764LmcG81VhhBUw1MeqKEyvr1hdIV6WlgvSS/cX/hLmuDyTBRhksrOJ/bBESWwGzxDmGxilFCKX3e0Gu3MPxDZUfEogbExxUCLI0sLLJfC+enEH//yjyxPM1SbkA5ilpUmpM0GjgRFOUsqViwbsIYDc24qtXI+N3On0URDtZd7MTGqqN0cbgvhAN33tvjUJrFPpYBc9ZlS1ZpVvAeLqaaqvkdQQMzZPVxLg2CTkaK0Kz+qu0uyO7m7wgTLR9B725GTNsg+mPWtTUl7YxmH0DFDo7BaPDy6ryVr49kaej5FTzL7OXG6x7z3jKNavT09JZ6PjfFwz9u3B46PD8z5WVFW5xGjLnqrz4L3tKKCa++9UW5R7nQquEGfeUqZYsi+d94mcREhwKhcaOcFWiEwsh+E6ITlvPK1LZxS4XJcOe0S+/tJw96S+te30qhmnFAzuFQZI4yD0zTmJuTWePXNa45PF9JSwGqwEKOKPpXXR1pmYgxcjo98/s6ahJRweYW0Qk0gBR/0846oIUNzDu8n4hjw454wTD9rb/3solk9WbUzUS9ctSepzRaGFyuc3TbubMiGMEOlNGdqVAOnRTsGsVjDJoLD2yUmymOOjqGjzb6PIXvCltMkoAa9aHZo0ezwNFP3OkMZxAoAjY1U3q2OO1ZyWWioFVVOSREuG7l0R4eOnOiB33+tRYN2XKKji6Zm2n3UnIta5A3Bik5DXPQi6L6++jmWUvF6n2qxXUw5bkVorTpMdM5TxbPOF2pNfPnygbSeePfN79gPMyHccrsfuSyigj9ERXmt0MhbRGexIJfgorp4lgzOxFK1GBKXSLVp0WEHl4hHRENTxHmNoPVqA1aLUkpKSaSUybmyGyLqf4lSeppyynPSTs83f1XVN/WrBGfFjHJB1QfZWeOmXpWlVHww/rlzdLzOiWxJcoh+xrVen1/34Vbqi168IQR88eS8qChs73Ts5MHLqBSEZkLYVg1FVSFJt77aRopWPPzSX8EPWnCamEWcI0jUg7VTYJruIUVg3XXciDbMc1n59OWB5/OJ03yiUQkeqokvxmEkp8ayZKVP+EBtxpMXj4hRNbZmxva5cmk27nGtBR9GxmFkWVZSqsalDTalEuPKBnJZtal1amfUnR5i1OkOlc1uchgG9UK2ptE5a8hL1vdsHOKKFoCCFnbeOYaotm/FUsFKLaSU2O9HRkuOu1wW2mbzpGutVEPpTfSKg5wXFSIKJLKNRdvWEM6LCpWdCN02r1FxRskaxkmtxcymMdXEEAde3b9mHAeGYTTqVrBCvpBy2c7PNZmHcgFs4qYUJqVTKHezc8/1e/SAEicNvFPv86aInCKMFbFpTx9Vd8RZ96mj1Eq1wtkHte8r5lhTamO/H2kN5jlvosiNN94nYK2RLTFSdL6tSKVcBbm18zINqKhNOeTzfGExN5fmhOC0yL8sF74cPyE72Md7ynmlnVby8ZfvnhGWhTE49tFzP8C7u8huKOwo7MKIkwB4GifgAeEdMCnAgEfRZ2X4eiudo48kPGcy7z/8yL/8f/07PvzpvcZkA7VbJkpFvLlOGCBRcjV3C2165rluQFynF9Umpl9phAZIo3IV8PpNX3Rt7PvET6zA1jtb90wYtEjMpTLPhbIU3ePSGKYBHCyz3oUS0Sb2xfmTcyGvOkXzBvo00wVAIy0qKnM+arGL3feGGDeU2zxMqh1wvt/rxi3GONPV6K8x6u8VpaZ29xPdP33P6Rk5DIH9jbnGlMJ8WZmXzNtvXnH7u9/y6b3w8PVRBXJ4nK84364BaAV7X0FrnlxpeSXgiAjzPDNfVmpR6sQwjsRhoOvF4iFoDeEKnsKv7vf89vUB1gvL5cz3uye+/zizJMfltBKnwDTt1OEnd1EwmK6QlCvZqBqC6bha4+71PePugTWdQCDEgTBN+DhRcay54lNiyJnL+cLldCadZvLpzETlZvBMYyDuI3IzMu4OMAw0H2ghUocI40Qcb3Dh7xhpboYMOy+E5qEFXBCaxXBqYay8O2wRd1Gensm94BX7NYhrCGUTDIJDRAvEGDxD9ETjNccgWDaBbo6iwp1uW7IVzc0rOmEjFte0qxHjR2KuFuoJagEtdQXRfrrWTK1K7SjbBYGNIxVhVSHt1dFBBSTBNky2LrfZ5mVbCDGMjMOO8/NMrR31kBfJPH1sobSO4ALVq3DJBU8VdS0ZpkmnQy1Qq1fnDyk8PT9RV3h7LxxuG2F8RfAjJTV1SUBH6s43SplpLDQSpSRFUp1TEZXTAyQvCe8CeVlZ5oUyZcZpsuLWk4szUEHR6BDUiiiti6HLxhMNXuOSm6FHrlGD7pacsn5GtgbiOGwRn/3z7ylhYiJL5aOq8ldM2KVjtgz1p+i/XqK60XujJDSCJTh2hwhnjhc+RPKykNbEGhe+PH/mV69/z22caKVRqvKmU2uKCJqvrfocy1bkiWj60C/95V3YKFKIfg7eGt/clD/ujN9On0JwXf+5Vb6eT/z48ElFwE0RTYceiuM46lrK6oO+Nhii2tWllqBqM1d70+V6XLohh/SAGsc0Dtzd3lFr43R6BtRDFwTvu++22rZ5HwxcFGtIxezfKqMJFJ1zDFF/va4rmgqqa8U5vUxgizZBBUIqzgHZAgToZwGqPhdR4XSTxvF4ZJ4tRl4yuSZ7T4oU98Y7BE+tSjvYjTv7upBrI+WV2fjYiDaEMaoPNKgF5DCM7Kcdm5dyUO1CiJFx0NTOlLSJTXXR51FVnb9Fp5uGtvXnW4t60DqzmjKQY/NxJisCZ247NSttr1MidNqgvvDO1ld/ts75zSe/c+Rbzva1DUhA7czmZbaQBv2aneQh4jSOfaP1FJDMENXBQEpHM9tWTDs6X77QzBFoWZZNfJxaoc5n0lo5r088n59poeqZO0byEFUj8wt/3TET68SbOPLNVPjdbcCNAq4xBtGCDU+TC7TPwO8RNNIeDAG2tR9wZHEsrbK2xIevT/yb/+7f8j/9u79hbjNsjgxNUVjQPdEpD001N9X8xUUqrViR2+dJ4qii4mAbwpiorxCigV/V9APVQBERvFOtgWqgot7NVe0RW5UtOCQXLcCxSRHo9HKtWSe5QcXM3s7CHrHQYBMJSvesF9kaX9UIqI2p806nXLXio1IgqEqFbObh76M525hOxqIVkAZxCAyDIy2J3U7v0jUVPVfFXIWqItW73YSPojQ0yUAi5czH95+IIXJzeIVzO3IVcl1I+YJSDC38q6m3tBPjUOeMBKUp1FZYlpWSCyFEhnG0Zj5sd+owTXafLgQJ3MR74hJZnxdGGfjt22+oMvN09hS/owLjtCMejzqJFwW9Gor8e3EUq7mkmbZsiNzt3/Lq3Zml6HRyGCfG3Z7xcMANI1UcS8rI5aKoeK3UZUXSojSs5pEwqg3fGPE3E353oI4jdRggDIRwwDnl9P+c188umrstV0fQnPeaDCZ+8zikdZHY1SJJwai+NYQeN6s1RjPagx7GWnR7K5qDcmh8I3rM2qjZZlelql6IitaCIM3hmtsKpD566ehIazYqLD0MpPPuzJ4H5QGJE2quG78uBOMT2sVhe84Qn7ZdMCqEXMEoJJgHMHaRDcPIEPc4zgjd3qsnFGohKH0ca24jvne3nbqA0HLDmTJDvTPNgxThPM9E/5UwTjQfKK0yDHc08WbUr7y+pc6oyZohy6JcMSkaVb4uFxNWOXb7vRUSVycKfW4ekaYRs6MWKefzSZMBnTMRghYEIWq4ybouGw9eQwp0TTUUkY/ObeMnu1+3NUPjRZpY2DhZqmK2AkeuqUCdj+ZEDNmr2/vQ0ZnTz7GLRlrT/+YCrSZOpyP/01//gSm84p/8/p8RgVSK+rt2kk6teCA6Lf4QbdSKU/T8l/5yLlKK+QG7Bq3SSiFXlG/WFFmWJpbSaGvQ9vdlXfjy9JWn8zPOOWII5urXNgHduqyUYolxhjSKu1o5QtsOUu8dGApaRS/vEAJ3t7ccdgdCCBxPR+ZlYYia1NYn7tdCvhCHAUERZue6TZzRK+o1WKe2HnBTDPHulKAe661iFenuHjjr+3Vsq0i1qt/LmmgixDEwTgNLmrmkmVwhLQvRkGGx/bwJGw19CnrjK3mzCS1nWi6kZaYWLVD1+0XuDvfc3t4xxtHSFWWjYAhCrlfkRj3NHcu6bDHUpVTTBfSi2Wux6YXNdcQKTtkESH161p1uhMS6UTy8d5qglvI2ceki0WZUKGlb7W+eRttUnR4wo+tSm7fmvQau2JSo1i6ussmmdIFoB2WUHuP6+nLmwGO++VeXAgUr+tcEbPqmd8eSFi7zhefTMyUmxjCajd1AKD/vcv2v+fr9ned4LEy1cEtjXxPeR9w0gfdkvIUxrYh8RXgEbmkEMEKGQmKORsAzsJbMw3zkD99+y5++/55UNME2Rt3zuUF2QX2Sjf7QRaHeuRfWiVY/OAXVOtVJbz3071XwESsS1TlLRFNfS+5UErRJdY11WU2Ujk1tVAhbi0n6OoBnOQ/pUpCq6O75sqqLkrgtO6KKUcI8VMnUoF+3WLGPNXfY+1NWobZ0EkRrI9fwg/n28yI5tlMyvFeR/nYO6j9hCJqIKKL+0KmC9KLbM4wDwzTouRxVZ5DLhZqFmjy+FaZ44M2b31Kd5+HxE+W4KM+ZCmJeybYvusnBuIuMu8jT00yuCfGeYRoJYVAGgAsbBVenk6o/Cgjl5HleCsuTCgPHbybubu5gFM5ZQQmqAocLK42iRaq4baK0rIXks+pfHPg4EHd73v3u90w396xrUQODcWLa7Zl2EzEEnWxnTaaGhh8CQ9wzSSNKo0bHauDbOO3xN7e4caSFiPhIkAnnHEv9eaFFPx9pNu6ejnC1mNNDCRsd2EO3g6mUbuekf19HMIo+OW+doRe7nK5ehyKN4CF6IQSlZGhR3axc7p4XTe2qdGJPQ/DNI3iaRmrRGqZwLdsl3z0Ig3NqOZOyostNrUkUrcrk7IyvZONX65Kx0agYH0nfQ2NZ1FZFpMe3VnvfRifwQVG9qpfxEAfz0PQU8wF2Wj9YUo5shv+5VH3vloCW18TgzdPZUoey8beqFJ4vT/DkeR09IQo9AbDlAN7jo9/8kFtRPp9rKoLIFpbS0ZlSCuM0EYdhM2RXGomiStO0I0Q1vj8+PpJTVsV9Wg1V0MYlrUltY4ZITkoxaQ0THmlgSLMpQPcBVjufagVYj3LEqD/9ebqrlZSzMZTzJmxr9Cm/cBVdOa/cznXN9lX6utVIVZFAEy2Of3z4wh++/Wvu79/yen9Lapm1FIv2BakF8YEqHXlU+zmRQpFfPvexlkApgniH40X0u1fnl9qg1rSJNhtXCkVplePpyOl8Uj5w8+pAgyaSxTBSSjYKgDdnBaUoOO+IIdLDYhydGuEYh2E71KGy3028enXPsqw8n56tEFZkS/nGehGWmvVZW3GJWczVZqLXoCl1tRVCDJYcp/u0ey9rY6oeoxqsFLS5NJqV94LizHrwzMuFyso4RDpH+/7ulhA8z6cVaY0hBGqBdZ61KbdEqkbbbCprqlR0FFrTwrKs6tnqAq9v7zjsdky7HTEEdrbnFOEWUip6KXVAwwqU0hrZXEKGOGxaDrYLuseHK2XKmxgyo+dha7I5EjjvNnvMbeJTTAxaM63Vzf6tolSaYnHbtRSa6HniRQV/tXQbP9EK6UUKq4Ihqkfp3MVsF3utRicRvxXJznl10sgava7++Db9aRq33RucXvR3F5z+tQVht9uxpkRqNnm0CcnSEmHS5ssF8NMvvxn+J3/+ij9+v8JaKamwXgrTzkOIZD/wXDKRwigNL8/AF9R2bgdcgDPKXUf3dYssufD95wf+8Lff8byckFhxoYJ3hDDi8bDCklckaRNSkjogKf3g6kLTKRebxaRDxd/WUDpxeETpHlTmWWkScYgE47iXXFiSfm0nCpgNU2TaD3jnuJwXLueVdUlItYl3t48rldwKwy7ivZ71dZXNr7lViNFcLijbJBoJFo+ttL9me/Cqr9G9reJCXctxdDrhTkUBPAPCamlGNdRgj1p18rw77IkOUrLJtndUA5/GaU8cotUihUohl4VSV3IGctwcsubzSmmeaTxQypmnx9Uqp2IUyhURxzInSirE0VFZmNeZnO2MHEcCAUfAh8F+VjsnXSVGT2we3yZu4j339+84L4+cTkfiK8cYEz8+fuJ8WhhkwDvVUuWqwEm2CO/UCiuZpdN1nDrbrKVy+/ot929+RcqqiWmo9/rhZs/rb94yjDuWdWW+rDRppHRhOT7Q0oUlrVyWleW4MkwZ9yYQ/Y7oJ7UpJqrYWjKlXX7W3vrZRXOxIkQPTT2ofFDlp+sarf+gaC6dL9fXk4D4Zvwatr/rXLaRrhW0XjlE6u+r1lfOXY96RRQVKS5y/d/OhDvdzqTZxqo5bx6F3nt8zWT091JaKGWltlVHi5tdkT68Yml7QqOL+PW92uYOhjyhaJTyrbXo3MaOhtjU0rbuVOwNqer3RfhCU9R3GAaa8ZVqtcRAG0/p5agXFmiBU6xMr1SkLawPP7LklW/e/ZadZKbREcI9DaV5SFCecyLQyJqWSMN5T6mVEHQxaXretfi70iVUqJlLYZ5XWhGz1LJI7Fp0fTgt7kvKZDHzeDA+mhZJw363KeI7TUBHvs0u7quNHALdG7vHGqu9jrPL3+tBl0Ckz9jaC7GmqJn7MOIr+JC0serCI+dpEhApNAdLzXz4+p7vP/8tw/QX1CqsxrdqpeKqMDqhGxz2i7mUQv57MMZVFwel2XQue6N3owaDihCHAT9ERfVt9H6ZL3x5/sq8LlzpV7pHFaVVUYxeVLbe7RyJEsHreqrWDPuNy2wXW4NxCBwOO+b5wteHr4ZaRSuqrpZPMQSlgVQV7epKkg1h1hrXbft5GlWYsphItXYPZYQYvI5ZSyF0io9g9A2HF93XDqX5lLxSXcOhMeJehLyuuKooq3PqW1rTSilJ+c9Z153Y712jpD3RBXa3E9O04+7mlQa3oPSjnAu5FNJ50RF0g5wqy7oCitr6ELbPrxRtOpeQCN4bWny1nur/bq2pn3vTGV5DvVNTUnQ5SNymbWJ/vtpnTRPWnGkmKNMG1xnHW5X+gjbD1SZ51D6uV9ChGahydcBpG2e7NwIvG5urj7hyq4chWtNbKS1v91CfCIABJuY5uzXdzuGqNg8xRFqDNS8gjTgMBAk8zk8M+4loNIHmf/lI85/95tcs7cTnH5/J9azBZJ0OVIVQILWV5hujHHF8BX5E2NGYER7Q4hkqkdpgzivf/fjA+88PLJKIO6hSdRLjRHUsuWwUyFwKOZnTVaowZ3r6amvotLm7WTnUzqzpjLVJozTBRa0J8lpJS4WgEwaCnvV5rpSlKFe6NlyAyzEzDhEvkZYTgx+IQyBMgWQ/Y62NtGZyEsZxgqzWqikXy2sAijnoiFPTn1ap5kEtOnxWINDqE+XomgdyhTD4zRe52XZr0htu04F5jx80abRm/X7LsuInDYYJQyCnthUefSoFBReaUispSqmkEUfPq7sb9jcjORUulxlZhXG65e7esVxm1nXF+bYBCK0lmomI11S4zCulFcYw4X3Et4ATS9b0HucbS1kJ3jHtImMJsESk3RAk4glqVXeaOaYjT5+/sKZC8TccdhPRaUYDzaZ61eEJhBJoKdAk4t1AuTTWQfel8w4vZdM6VOdJAjIOTK9fcRNG4rDjsN9T8sLT4weePn/g4f17Tl+fuSwXTk8z4euRMN1wcIPeaX7AuahgUP07DjcpxWzSMFcM18cqQozuBUVDlayugg89f70/dKNi+GZFs/LlML40zqIwXTKuzTU2e9MTGlLcKR+uj14wDjWKGJZSyAnWnFhLIpWVONxocWXj4JRWkgV3tNZdOTAU3G1FroiS5ktVoZx2f+YkEtV+S/+ebtyXrg5aKGhBqylZjpyLhSMoZ1EqZg91LShjHDRFyHk2c3S7QIRGjIFhHAjLokWwdJ9mWEvGU3g+fqbVlbdvL+yiWkrhB3IVcJHWVDBZjcClSGKlJj3c1FPWeNuWQqZRn+j7pjCfL6RUGMc9u8NeP0uKuYDophabD7SmQSXGpzHUq1+UXWgGVLvMnLmfNLZLsNt79fFrK52bpepnH2282My2i+tIdgtjcI7LaabkpDSdEJCsoyu9oKMhrFpkzfnC9z9+x6vXrxncgZw1195VXb+u6QTAid+EIi/Hvr/klxYPdRtfirmUqNmMFjW7cWK3OxDCoBdig9Iy5+Will9OjNtqaZ2WwjYvCymljQPcbKwu/prU1wuxlBPVewINjP83jgOv7u8IwfPl62f9XtYoORcM/TGKFF5V6S+c28QQ1z4dAqULDJbamdbVOLddtNbM6szcVARNuHLCGL2i4VScU2vFUhKtJGpNLLUQQ2AMnvPpmZIzKa+UvLKWBUGLtRg9wzhqIT0MDHEwcZ7Xy0GEGCK73d6a1srxdKbH4BZbVzmrz3HpQQlgLhYq7/LeGXBhwsOSKSFawasR30oN68EnlZQra1o11ttGpltxaqJgQad+4qA2G6sb3aUHO+XcCN6ZKBNWsiLWzRBnA0foNDTnbJKpe72fR1u4ju3LEALTNJFS2gKPWr3ykltrBOd16lC6FZ5+Vj18J4Tr5LAL1jtN43w5q6PIMGgDgUNkoKywnBPDPuCdoC3ZL/t1M7zmm9eRkjPxsnC4gd3kaBHj0mdWsjZ1suDlCc9HYIC2As8gF/SEiFQcl3Ti69OFS8oUaXhnI3YH50V1LCUlsNAO5fLadjQdUC82dd9ZQJjX6aWPylHu4Rqt6FRDtdyelorSMqVPJiFMweLtdR2sWV2NerjNknRPFNfwl6LF89CpfZHdfmJ3M5Fy4nS8KDqbKimrQL1YE6lkab3JvDmyOKt/NJ/BZjdO1MLTPMy9OeZEH6jO7gSPosXOnLyy3mvF3EZqrgxeGKfIOEZay2Dix1K0bqklM+yC0hsNDHJO7+Vh56ks5LJoUZwjLk1M02uCP5MfPtHqSsObJ321At/2Uyt9EEUH0mIY9DNzyr3OGXMUcpqMmgpfn56oizCnExcu5PTAcX3A5cIuBAYn7MRxCDtOqemzyYr2TmHH5A8MLuJbxJVIWkF8UPceFkJMtKIezd7u3fn0RIyOm9t7Jj+wC41xd8PtzvH29oaHwys+vv/M1y+PPM9Hnh9PIJ+4mxN3r19zGyZ8DEhNW2rpf+r1s4vmnHrClF5CPd1Go1q7SE8fXq0Vl6H6Si3ykwJCnBZ3av+hY0FBlaFOCo5iI8xiT02RDIv8A9ssHZXtqEgPGWilWdEsrGtmWRfWvFKoRO9ItTCnhUs+KaXChF1dxVpLNfWvfX0bR3aes9I0Gq0aP8r4jd7JpgRVbrZB480U59o1qBNEVoSsSn8vGIImhk6rcjfZKNVbJKx6vzqcLWREi4eIUFqmB4GU0kw40zhfntmdPflwSwJcHJmXQm4jcXqFdwM4Z4I9WNekCE3DOEzup02AM0suKhfzOL6mILqt+NJQER3LC0Z7AEONr8U/aBfvgt8OoT7V6OhlsLG6F20sNFTiyv32XgUg1U7oXkh0xJKmQqVhGEAgrcmcNwypNxvAOAQtmGvd7PfUYtsxr2cuyxnGUaPiG5aq6NXOvdnzdooG1FrJdmD/kl/SkyqNYiVOqFyLlSFEbnYHdtNE6GmNoiLN0zKTbU12FBZgHMYNMakm1LTf2kSduVxFZDqRUleSVBU5HoaBV3evOOx3PD0/sKyzFo4iFCnWYMn2jx54zlTuig5pGELemqdc1L94igMYkgqKAjmnT1IFZYlsbg61VU3aqpauBVQrONc1aQNryVuH/V7pDWnFOyFOO1w40IoQ444hDsSgCNIwDGrfRzPagy6fWjRGN4aRWhuXZSYlLQBc6HaJOrUSpxzM1rRZXHMyC8VEkGDovmwiy84l70Wud9UoInrmiEMnO1m9qoN35Jat2e3BDMpzv760U+9AhbOvv1rjEaMWoSWX7fNy7kr1QLQBEfEka7CvmphGT2zUYlz9tJ1zSHTbXm9WJHXqoC7sa7NcalGE0HUu7dUfXpuIvHlJp5R0vUokyUBtkTQ3UsisQQM4rlLEX+5rJ/e820fC2wTzyjeHhWkXyAGWpvSyjDr/FDKFC8IDVxu6C7Citm+RtTrWAmXJSNYiqwGXWVNdtWnJNK/nhotoBHvubhGi1q/bpLrxHw48uqFAqc38jPUP1KxOGMDVqtRp2Enn36m9XdloocmEeVji9bwmSi4qsDPdiuBJWWjPiWH0vH71inqnE+jLacZFR2mZ5+dnWqk6MWlNaZXNJtqi1aWY5ej1Pfa7pyO6Smfq76tWLY5zKUhWK8ZiVEsX+xS6si56RsUhWn1TFYxaC+tcbG+YoNs34hioJNa0sqaZ2jTAREOQG2GI7G/3HB8vrCmTFj03la6qosNSK9Nup65CouFyIVbWnDQBViK5zbBWIlDzwPHrkfXrmcHvlOrgtDEbXOB+ukH8wDQc2A8TrmnATDqfoOZNl1SacFkywQuH/cRw2LN/dYssM62e8T4zkPGtEr3SKPPlgTMLO1+R0ZGXjKt7qonBX3/za6bDN9y8euKHH/7E588f+PLjV07HC6fzQquOu1eB5go1rT9rb/1nI81KJVSLNHHOOMWKvHrfkV4NtKhVIxFrdRSzMerjDHF9pGEocf+/JojVPNgiaShZHLmm6ORWldpQezlaoTRacZQi5KzG9+u6sK4z4iO5wbIqZ2dOMynrh+TEU6r6FGpBV4C8FeFNNEGqlBcwlpXrxQRoYL6kTU8ATZnrwrWm4+6mIyxFyrw6khiybfPjzX0kpWxId7vyFEszFFq5YctF+VrKuewc45Eq9drlixLsn49Hvpw0tWl/ew8yKWdzuFWuknPUoqEH4zQyXy6IFbfVCplGw4tnnCYu5yO0Zt60amGj3OxevJbr8zY7MTBOa6s2mtV1E4LF8IoFYPhgCLVOKRxXe57+9bRY0oNUrCDQz6jY+MoakGZjdROlKUp1tdnql3GtmRYD0zQiZsWnhbk+62GKIOpjKzgGhNjU89HLC/Gp63vAOP2/8Fcz9wJv6D1N7fRa1RS66IQxBrNx1AvKucaakyHNuv5GUSGYeqwHlnWhxyc7CbwUXW0Wcurgr81eH9Wil+nNzYFpGnl4/Mq8nLdRaB875ZqVomWWcLUpT8+J+jH3hkqFJiYcEqWNVMzdwVCv0gprWs2FpSKmTaBpVO+yLkiDwU/aEAHrUsi5cHtzw6/f/Yqbww3juEOwUALv7WwUHVE3h/eDiqRaUR5dE21SLV2SxhbQkQqM447ShDlpMUnnzNtz8xLBOWrRRtfHSM1pQ1IRs0EskIpKV6OoGl6b8n5JXCO2nfNkDJEfho1LjPTpSQMC3WavT/9oWry/jATO5t8eozmVjIMe6xWla5WMb/467ekhqYh9baP79KLI7Pw6OuxdMB9qQ9vN7cQ+oO1nUo63PriSixYDGIJeiqLmmvZgXOhuuziCRObLigsQBw/T34NgEyBwx6sY2d0X6mFl577gQ8FLxjVHCbAYn18nKBcWtBCtLIrstcAoB0RGLnXhkhIuZcbWSLVxXlYulxXnOiXxSrusxdm0StPxWuomAug0wGkx7YxWF4JSuaJzCk4l1aboBFnPcPHqalGKPktxGlrSg31K00TKJpBbUbqk1z+X5tUmzCb6pBJ8IKfCfFpw0tgdVBC22nRpt98xHDyvvrnh+Hjm+fHCci5KNWkN17zWHMkOp+JsAtIneIBoaId6+r9wz7D6ppSKjwrqiHMEJ+xuJsYhkJZkdCqlHIoIaU04wA+O5aw2iYe7A3HwrGsmjp60Lqj1bcLFgIuZZb1QsmNZC8O04+7tO75++kBKWdNDq45PlzWDOC2aw6iWg0OjVI2eBsirZzkvalKAMB8r+SLs9nfc3rzSop1A8UIoF9yysqRGWQbm5Kh1ZV70jHMxMuwmwJPtbKutMkjDH/bs37xB5idcaZT1mdOXIyVfCCM4CeS8Uk7PhLIQWFiWA+N0h6BWgz6M7PY3/CocaHXl6etnTpcT83lmPl1oa2adF4YJTueHn7m3fuZLi4wXzhGuKde4841dRw1EPTtpNlJALWKc6LjLGZXAYUigOmZIC/aPh6pFckOdHnQIq4dpF7h0A/uy2R+hKHMRWhJyhlwSKS8saSGKJ9XEkhcyidISpaYr/9gQK/X11NFTtupdi2qzJfNi4039PNZl3Yqj2q6CNEVs2ha7qwWe2j611o3PFWoWzDzdOYvUts7cbJC8l+1wMVc6ax4AS06qreKCMyTFk5akHFHvSbmRaFzKyvH5yE1eeX3/WoWTOSMc1PMwrWq749WVoJufg0Z6xxhprbLaKNQHoyPYey5ZL+rtdMTZ+5MXBWWfRnS+YtVURqBHd3vnaMGr2EBUMNVZPA3rP2iE6E1NbcljUQUSNqU2VK0RvIqmso3sSrmiZvYnreCuLHMy1D3gnBh9J7GmhcvlyDSMKoLFM4gjoOi66aXUM6AZf7NHpf+CX9rEiqHEjVy70hyoGV8bURzRqdq++sJaEs/nI4Wm6KdZd2EIy7zMyrFt2kAVqUi1osYulCZ6ONJ606iIcPCa0LbfH3g6P/Pw9LUD+CoewWLPG+AdrgW9lI1rX6oitxrIo8hwyglxjhg8wYsl3CVDqBSFLaWSBQbv8JaWpYV4opGVDoIK2/b7PdOw43C44/b2lmnYmR95Nvsr5Shms5VLqUDzOFeNT2u83iYsy2IIvzNvY103KTeaBPb7G9ZUOF8u5tWua3ZdF2Dmmkh51V/0yU/J2cTK5mdbze/cJgPreuX6l5L0DJFiyK8eNCF4UlbBMDQb7Sva2v1WETsjX1A0SlVQo0ilNU0ujCbmrSbwdNInHcYntL/XkUNnDbbUtlFIOogA2kP04B196d/vE8/OQ2+gaXCbEPHlPeaYplGnTxstRwhhD1I57A7U0jgdz5os5ydC6OfGL/cl7PAysvMC7gQcqbLi8AwyUl3CVaU7OTy5raw0ziUpiiiVyU0IE6km5rRqvoAXLdBm5efH0fQKVUfHuj7Us7xmtZDz3mmDLGLTlD7dsOdgU8VqQJjzXv3JG9v0tNkzawLJOO3edwvQttEzjLC50Sd88Gw+0WZa4I1SIR5cUDvatBbcqom165KgqV1kGDzTfiRGz7tfvaWZPiMviS8fHljmReuC6ilJfw66CU6tZu9aca3TnDpF1aO85qslqu7VgE59HIebPTDbZ9STQAvZRNJN2kZBC84TIwo+BEHQxqTWxvn8TE4a5EELrMkxjQd2N6+R9kwtGWlVqacU8AOFzJIXbbBqUqHyxfIXUsGHSNwPuDYhYcf+1YHInjmvZBaKq8yXytNp4fl8YVkKtIX9dGCc4LJU1trwk7OJe7lqu6RwSjNrLbz73e95O/4j8uUzH7/7K7787WfmryfSznH7bqBK4/J0ZDk9k9OF8ebAuLslxh04xzAc2O/BycR+iEQadV6orfF8PpEuF46Pz4x7x2X9Hv5P/+m99Z/RNtvB7qzgdVeEmV4k26gEQHzDow4XUqB2RNkoDTo9d7ZpA44BR9BRevPatRVRTm1tUIVWnEaDNrNisQu4j/y1aK7UDCVDyplcVkU+g1Mec81UaZtPaqPSI3ftLNbxnQnRnFzpJVr494mLU9/eXExhDojRJ1xQWkqpdqGIcV6Vz9yFE5v9jn0/FWlomGkw/oqYWAZ0ZFVzJdVKGKJxdIN56Kr7RlpNTNegJxR1x4IlzaSWOV2OeKdhK7GuSF0Ica8IbxWaDMTRU9LKuq60Vtnt9zivXfi6XINgOk0mBL+p6ltHX8XwXudw/ooIbUvFWQHV6jbab/Z+owSIevCEoIKcZkW0uI4gRfWdFUw06ihVhVDruhKcZxhUNKajYTZ7LVrDBaf8eyfUpmmOGpZi6LiH0AIpZ54eHvkYPvC73x2Iw4Q09Zb0oq4ZDVGHEqMOdbrPL/3lvamhmwbFaLRswDV1ah28ZwpRo4OdI1uhd75cNITIfI77BMC7wOUys65JUc6mF1vL/cOwC82ZjSMAFY2FgmHYcXs4MC8Xnp6fWFPa9o9qI2yfGt89t2JrvDdkkHNR72eKaRMygoZ/bFQOdw248OZVuq4zLQvjEIlBFes5FcYYefvqNYf9nnGcuL25I8bRQhNmHp+eNQjAnrsPevHpmlbOohCJYdRxrFypRxtFpGkhEULc+JGXywLNMQ4j8zyT1pkQezNg9o3eK7KOTlFevmqtFIrpSnRahGvaHFuBXmrRNL4YzDe1oV7LsCyVcRwJ3jPnZIWJjvat96ULk809bnM2qUUvwZbAB21SFbWuP+UStyt1r9n/efNg74VQTw6F69RN3TaqneVt49Qjao3X1+T1z7MV270wrq0SnLqoDHEwFxhFtIcY2E0Hbg+v2E83PJ4/kZaVPHrCz4zb/a/6Er2kBfNKQ9dkY4djh0hAvAIaNKX91LpyvpyY80oYvNpmhsRSGs/LmefLmcs8a/DFfKFhoFNDxZbSOcvGS4ZNfwTYvjedk8VSA1uUc0ebvTd/7e2eREVytRKi3zjxrSoA0mqj2SSkI7wNpTOVZECWZ6NO6IzLLAhz1lC1QajOcgFGPVvqqvXEfF6ow4Cgd9M4ena7Hb/5/cAyr3TP4Zwy+XKmh+aoMl8nmdJerEHRxkEbe3OiaL2p09TE5DzjPmqjP2ignA+OOSUuS+J8XPTrgFI4RIyr3TZ3kpwLJTerTyJNrOapkI/CON5y/2bP8+cfgdmAwgwukteVsiS8RKL3kBsuDUQZmSbP4fbA4XDASSRXOF/OrOdHlmVhTifWOnNez6wlUQQaKni+udkxTIFjvlDbgjhPNnytFmueKNR84ccvH3k4Hvn963+K8xPr3cI4fuAp/cgicFM1iOzzh884+cLD0xO717fcvrrn9nBDiIE47Kjpwm68h3yBdeH89esmZl+Pz5yengiDkOvnn7W1fn4ioPTiR63ivOtiwJd/ShfkxvmyzhIvuF5XarVsYz1TZUrE1wlpgU6234oPQQvn0s8Btx2uaqJvufPdyzNrNnvO5o6RV8QFJKqReSoLuSQTm/QQkqu9VT/Mh3EgLZW0JGo2hNe6WH0fiqKJCDHqhV6rFcd4S/1ThNl1SoHr7h6GRLZrUdnTA/vYEHGEYAUeLzh7PWhCZbgbJaQXxq2a/7P5HIvoRZzSymW5UFqhiGNeLzw8fGG3u2GYCr4W8DuQPeICwY+aJiQXTRIshWW+mJ2aelW2zktsphgWo+W0SgiBlGb9oCzARXmRV7RZzFkDqoqPjN/sfVB0MfSRvn4NRUGros4CyzxTs3KRQ1B+Z7ZEqZI1zW0YRy0mbC2BiTy76shEZYqEo77NTTZONSJ4F0h55fPXz9zdveXmmzu8jQ0bjWbxy80KO0UEfu7O+q/7ak1pR7lWE815s5QUxjhwtzuwiyPRO5BILZXzfOZ0fmZtWuiGoPx05QBfBWS6PovutaaXdnei2KydQAvh1oghcNjtWdaF4/liYi1tcMToNrWvaR8N8cTU7u1asNl7EZQa1qcaN2GPc47jOm/TKeWmG4Jt3IGSVsI4sd/tmV7tuDkcuLu9N295vVCfTs8cTydOpzPzZSWtlRi1kXW2DoYh4qQxzwshThx26vDQ3R2ujTPQbOwsypGvTUg1U8qRYYjc3hx4Oj6peNka8RD1M9WBlZ65m2MEvHgGFqSSi6GrCnQMMaKR1Iv9eeiNRw9z0vNNBYrZ3Ho6Gq5VUbMzTr9XNnS7F/61VlxzelE3pUGFoNaT3gWlS5mvb3fCqNh5tk0RzTvdCuWu+1BWiBYcqVzF41tYVJ8gci3k+ufS7Q9jjOx3e3UqyoV5nhmj/nylCvvdgTev33FansilklIh/j1AmpHZhqErkNAQsglp92jy3wVPN291RBFcK6Rl4bwuuDowi9DihbV4TvnM3/7wnm//9APn85k1LzRJ5KJ0w1r0ecRR+ema+qr0HIyD3++C1sz3XRxUaA7SUqlJn2cIqpvRSOsew96nufZcqxZZfTIhIkjQaWGM3u5O0YKyVIYYtIGsjZoKIWBCdc1HCONgk6UOjikvO4hTgMRpSm1OmfPzmZZ1QnH76obbuwM+eHIqfPr8lePzs05u1kQriiz7GLbESs23cDgJ1BXyqueWD26bjqn7SG+uNQFwdxiZmJDjxYpmUeDSpk8CG6e71kpes01jPKVmTdTE4ULUqf48MuxHduOB9ZwIAZoTUnG0tVIvCqoMh4lxHIj7W7pPvcNxflp4fPzE88PxStdohbUsFFdI0ihRkODxYcBPO/zdpE2LQPOO5gWiAqXiBBysy0xZM9Tv+fbbP/JPfv1PuXG37A/f8OrNb3j6shDDnsPNa56eHricEst84evxhP/yldvXN3zz+o77+wO7/Y62nqm7I8yCr5n5+YnLfAGnrlAuDEiAyvPP2lr/WUWzOIcPYlZzP0V39ATthUjv6Prvt15/2NdygEcsqlPqAHWgVffCT7Eh1g0oN9qUqoiR76/daK3qodqqJkpVzD3DjLtxjiUnLjmzltUCPQqNQk4LrWRKVdqEWsE1i/wMYMHMfWF2tKO/346CKFrq7df6J6+LuR/Sisyr8tz8Q19enp33667+qcWCPJT+kOlzxWIphyoMwi7OqyigR+3GqCjSvKhZP1aweAfPl8LT6cjdm7e8eh1Jq+az0yohjhoTvD9Q8kpJqzY+IjQXiG4gO898Oau4wTlD2EztLFq404wvuY1UezqXflZinsm3d3fKz84YClGYTxeL81zUkqfpf9fGzVOrduUiyokbp4GbV68YdzvjWluEOYKPwZT2zZDmYoJBQ+SKCdZC0MK3aRKVk4CYaHUtmYfHL/z67W+1YMkoF7qnKaJWZZ2yct0bv9zXss6q2rZ1JQ6CeLyP3Ex77va3TGEA56lOSLVyKTNLmck1E6OOQINx3uclUapyLlQT2hvoa+yy72K02mONK2Pw3BxuEXE8PT8xJ41R74VXwcZbtG2PtaaFbmtKOwAVnjlEnVFEufClBxg1Lc6C04lMw7xhzcM3iIoYbw83vHnzDXe3t+qn3uDp+MTD0wNrSYDYhd2Yl5l1KbQaKE1HxpBNCCwMQ2TNGSSRso5a1Z/VKd3FEFlAA4rMDq3rnqWo88V+v+Ptmzd8/PEjT89PlvKnk6ackjXpnRpRtgISDP1romdB0EI117ydxymnDQXsHs9b3HeBPuUKFjTSkz2VEhO2CVxvFDexlnQkuZHp7kTFJjEgg2McB87zhWWd7ef1RrHonsxmSLjdH1ePdrHn24wjn5sWHzF2S0IttrZEN7nS3Iqd1zRYUzYOvq7V3W7P7e0N58szh/0Nr+/e8PnhA7Ut5FzJ+Zcv8C3thD6VMyJJp7ftALwGRjueGtKBoyYEqUitLEui4hFW8nqiEHmaT/z1H7/l4fGZXPSeVfGtWvM5F1jnRFrKZiPXDKXoYncRQbyDUsmpbGYC/VVb2+zeFIQqOoRqV6tSRCk56qfedOJU2oZCa1KsI1iyZ592u9ZM2IehscUmipBzwjdHNzvyIUJxVuxDGIRUNXegYOEqRe/L5ZIZh4aIahxu9ve8vn9DbZnnR0VeU0oMMdJYKTVB1nOiWkPXJz3OuQ1dL1XDh0Lw5JRZ18x0GNUpJCv9Rfer5i7EIZgzlKjvsokLvW+UrJ7vqVR1X+w0WH8LQ+DNq29o+x3remL0mdoGxuEWSZ75tNCS6lsqhafHR07PJw2sMtealPWzCTbpKaLBVHWIVO8gNOIuEPcTbhrI80mFgjT987CZIAiFUlbW+YIj8vz0lTUnZJzUFePtG/afvjCFPbev34AE7u6+YfbPtNFRB8+6JN7/8B053fPNN28o60y+nInsaGUlzSfOz0dcCLRcCGNDilOnjp/x+tlFs/dBs8vNm1nrVjGgo70ojuqG4G3uFz1dBwwl0LGRtIgQkToiZVD6RZXtT+nMJ5tIxoN46N/bYNZWi45SzEanmcVdrkXFJF5wRnRf00JumdL/KYlaLEaaXqBrAMAqq3EC2QRQiqBfxz9iY5Zc9ALq/KmfJCJytccLwetH4sTcBsI2munUAGdfJycNhYBG9cZxVmjaFpezTaHWW9kuCC/eaCpNR72ogFB/FBVCqEq0sVTldK5fMkta2U23BLcAA/v9PXHcI+JY0mI8az1lnKFV0UZk6t0YtRCmqrNITcr16vQaYJxGa7YajUROq45gi/D49ZnT80npEr0haurvnLKGvHQ+aIzWleLxUT0f15xYnmcKwu3dvXq6ipDPZy2OvIZUpHXBB7Wea0CPS74GpsiG2BeBYYxAIDeH1Mz5dOJ0fObNN69xqjjZ1oU4h7MD2WrQX/xrizvuFU/TvbobBl7f3HEz3uLEk6jMdebT82eezk801KO4H5bTODEvmXVdjIJgOobWzG6q0qkY4oRaeoCGJuHtdweGOPB0emJeFhUk1T6ydIYU9olMJZduZadex47rWaDWlUD/+iacPV+OKj4Th2vaVFaE6Dy3hxvu7u64u33F4XBAxDHPF56fNX3w6fjE4/GRQmOII+uatimPEbTVj9YKPe/8tlZHm3Zc5suGQisiGraiOQR1uyi1UnNS7i0aruAanM6V25sbbm5uVMi8znYRbxWJzvea0k96mljzKuJstaqIyIrp1tRiLZins6LRNj0xAbCi39ZoBBVzhhCYF03O6uCBTivSi0ZRp2huCwhRiY/ufdV2lFqZlwsxaNhBShZShAmlvU7lVDDuNrSY1qeMKprsxdRL6kVKaQN1FLqRPtz6yatWtdgrz1bIG+AwLysxrKxLxonnsL/lsLvlYp7Da/rl866O7YFRAo6Znn0qbQL2Ok3ERJwoEq3uVXqn5AIp6W4tLZPJvP/yiR/ef2ReF1pVkElT7yCvpT92BBW7t4rdDQ4/CJLrCxG8AUtWwHZBoGBnvonprjHPikDqktQpXo/ndnYvqh+5ojUpZ1pW3r76HCtA4sK1XglRKQ+dytNsjYegjj6pVZoHvAKFKSuNUye6MA6aU4GrzOuZvBbmOeHdwG6353C34803O33/HsJO+PTlI58/fNLPp1XGSfeD91Eph3ZPlqJ7OiWN9i6tKVUrqLPI08NRz4whEq2pdyZ2b7WZDa5O2lstOJeAlZK0mHUEWnPM58zjvHJ492t+8+4fcHx+YEkr4iI1O47nC+enI/PlTKWwNs/pPLMuSfeVIfJNNKyqONV8FaDYVE5QcMARiG7EZc+aVprLaDiLqMWn8wSbUltrQikrnz695+vjJ179aocPnpu7PTevd9AG4uHAb1+9YToc1Lhg9LTB8fTwie//6t9xPC0c3uhn2ZYzsSbmfCKz0qQgTbnzVfT+H/zws/bWzy6aQ7CiuQv/OhKi880NHeY/KBZbL6rBDkz/04K5DUgbkRZVAFidzmtQQaGa7ZuFi1MkWlwzv0+jO3DlKCtNo9lor2qa3eGG45pIl5VUEjlbwWYBAxtKbkVzT+Lr3q5IH/WxoTeaDqTvu6dPbci3jRX7QeAMEXLOaQdoG7/mYhZ21lw4dGAmJuox7mAplZYUkQub2E/Fks47EE9p2RC4RipFVa/eaAedE65zT5yJY0orOirOM+XxMzmtvLp/S/Qg7YxrjnVWrrjESBzUBqushibqVUiIg6FKWtA7CdSWdMN4oUWlRKioaGWZZ3KaOT4/6QE0TngfuJwXStWgghgCOB37BmcIRUrq4vKiMdH+yVAF70nryvHpWRuI3sGL2FhPcL535I5GNrcCwftI56Y512jdkkp6I6ToeKmF8/GIvDNksD+nbdWj3O4XNou/5JdOhK57FDKNyjS+4uagFmq1NnJJPJ4fef/jDzwdn5QmY5MUdbBwqiHIikJ1j23QUax6jTdygYbfUGa1+psYhpHz5cTxdNSCSEQnTLUShlGLJ0uVS8kSCoPuvVZ0vwTvidGmPt3RpCi/8LA7mEBJbZoO0w3TuGO/23N7c8swjEAjlcqnL58pRS0VNXSnMC8LOWvT6UUb65LrlbrQ0V3xakXpHCknjqcj4zBsThLBX+O8sTXq7TmknNSyrqqbR/CeiteLL6iH+m6349e/esfXhwcT4qk4T6cnQm1ZGxKxgqRkGCZAaSHz2rapgIoUK3EYzBIr04wOJp3znPN2ZlR7vz3WXgOKik1zjEJjAmZsjO69pRPWSvdf75OcDqTsoj6HNa3M82LPtF3dUYyH3sO1tNntBftP13LniQe8navqjy+uF1mGblqRd3W50UZdaWSZrw9fLZ64spv23N7ckZ5nSptJ+Ze/r789f8+r4YadE0aBKJ4oGE3SI7JDreUquucBHM6NlLagTmeONReWkng8P3Na5s2XWdHeQkvGEbaIdbVTDJQCS1o1bMvQ3363bhWzKHjUKRxqZxo2zrNzjepMB5O1BnC2roLT+zav1+h49em3oDPz/xbvVEhqjaUzdBox/U8v3oueJSkDg9HIHFtdo0mp+hkNk9oxYml8dU6ss54H1cO03yuAZNOW1tQp5P7+NVTH6elEKRBkMIu3gu+Nousx9BaQVRRJrrUwX9bN474W1SvE0DZnKAUR29ZMVBFDc41+RkOKfpbUimtKW4kyUhbhfMx8+frA8+nC8XlmOc/40Bj3jkrmvAirVLJPSOj3ozmBKVyMH6PWK4AnEv1IGCd2wy374RZfg6LULavN7BBxQe3/dD8WxVs9FCm8//Ad3/34J373za+ZnGc3qa/2eYm0ac/dN6+5//U7dQcSaE54/PE96fTMh8/vWQrcvb5jcgN1qbQx4qeRWBuuBeWaa7fGzzW7+tlFcxwGxHWRlIU62MPovLGe2NYLZuhevP3XnZYRtUhGC2ZXR4SoM/BmgRZWcDtRJFXEQNqmtITWo7WlIZaHV1tRQZPRFMQ5xmnETwNl1TFCKiu59II5AwXpBfA2VscoBw0sCrkHmXgnOs7sG7EJMdihDJuNXLfU0qhxPaHneSGlVRGVrP6ktKuTyNaB22sTUYghgtWG2QLOhDKdktG7fI0zZqMjpKxil5wLwamfcQjKGW654IInDAFq43R6ouXE61dvCdI4pRXcwLI2JEeNVUa9PZ3zdhkFvHfknOhsHe+EmnRUvrvdsZTE8elZ+Ysp2WeQKFl5hikVvI+EOGh6oxMIOsanYabvSVeSE3JOxGGw804PQ/WqVZ6kCiAyrCuHGw20wQQjzlmqndExSs7mYxvVtg9NMqyGkoh5xHaLu9Ycz8/PzJcL+/091Lbxo9VBgo2zXvIv3z1D+bV9EiFg4UVi1IomxUR3hdPlyPH4qHaA2qeob6445nlWL+VWt2KlNi2mtshjUUSyWXiFisI8tzcHSi2czkf1Ye57iz6mTZgtua7/uiISaFh4SVVLzBh3hCA6Qi8Zj3IbY4hM4wgNbm9uubu54/XNK4uSV5RqzYnLZeH5dOKyKFVgXZNxHlXgGMMEaYUmjMPE8/KM955xNxlSq/QDpEfgVlLqDUl7YfFmYR5eOdsqSNT1I9NEqVk9i/2Iw5FbRXJF1oVcM4fdjndv37KmlYfHB3XnoJFK2/jB3akiZ2swbM3T1Au7n9P6GRdaKzp5M/eabn3UC9RqCC/JBJ6un39YU1pJWb2ti01uqKZ/kV6oGjDRimovXgSjdJBhv9+TrfnqOpNa1TsWQx91P76g6BjdB/Q8cKIWluK0kC+mVdkmKrZHOzqNNRjOgii0UOqORpFhGBmiJkjmrNaav/TXXz18x+1w4PWw52Zw3EXPq1CIrHrftUgTbeAazbA9aKKhV/OcKZIoiyLNVQBrUteLTiqt1sB01QiQFhUGhhgYpkBaCmUthEHBi2zFNU5e+DRrqmBLDSx1rjS1t22u17hKl3DYWix92tCM/mFi1+isQRKtJczPHAsu25o48x33QZ2Qar3WK+uaf0IHEsTANUWvh3GklUouK3lelU5p32e8EfxYyO1CS2JCPJ1EtlaIw57f//lvtgnPp4+feXj8YrWTgmfOK+iSqxCb/jw5ZUsQdOYw0s9YZat3vLKfZ9kAudYgp0ZeoS2OKCP73YFx2BHjjvv9a9oifPvpe74+fuTh+JWneWHN5rMcHMVpt1VKwPlg7hwGlCpKpHdlCPgx4nLBlYbzA364YTy8Yn/zinF3Szk/K7VPKj5EvIsEN9CKmFBY0fBCo5SVh+cvfPfjt/zzf/bPmcJEjCPDOLBUp+4Y445pGsm1kVqxz6Pyu7/4xzyuJy5LIe5u+c2v/gzfIv7wiuQj77/9gfW44KpaJVe6buw//fr5SHOMiKtWSFac1G3B60uuo0qrnl4KS+SFmncrmOuoKDNWNKMCM6pF61rH4ZwK4NSeyCJQm3VO8uL3pKlCVJTHhPdIDFxSUtQoq81csdEw/RAF9ES+XgLOebzXCxrpiKMWoaV7lzajJrirN2kX3+jfMY5gVlJ+ma4PRQV6wcZRpvZ2jhj10Ghrt3OyMYeImsWL/qzV6DCd1kEHzNHUnt59OgkEH0lF/YW9U0/l6D3TtFPbGkEbE6dF1PPxK3ldCXHPuLsFcRqRPQcwhwrnAhKiOSQULZRb0RjUIOwOe0Qq87xwPJ95enii1kqMgThM1AVTWuv7rlRV/4pa8Ij3HfvXjjQ5ize3q8+QotY0RrzSNAwmepohlOIc67qaY4a8GPF70pr0+yPbM6sWWa4G9B0FUaTD44FKcY3jcubx+MTrmzd6CEvdumQamyPAT0JhfqmvpmilbmVt9HIunC6PPJ++chj0oJIGKc/ksgDGl+uR6a1ymc/WONmarl0LoG2ydwFdt3Ubs7ZW2e32jOPI89MDnSOrozm7aNCvpZkJeglUJSGbr68JAEWb3Jxn/d84Yoi8vnvNq7tX7HY7Gjp58s4zp5X5+Lz5oedcSWtmvsyseWWMI7VV5mXRBjEMOsWyCcc0TqyjhrfknPHes6bEeV6pPTp7UF/iarqEebnomq66p2MYCCFcBYytkrIivc6r209di61TuCwJ5srl/Mz9ndJIpmnSz35NW6PnBBNfYt7GqwbxiE6YvNOwoH5m9YAnbSKsEUUb0dJ5prDZaXWKR9KOAOcceV2VkvFC7FydnktavLIJMjuQIGC8zbDxjq8j8qtmptnkrnZ0AEXQN4eGrvDFfht+QsXQs0BsmOe23+ve4WBXlgmTxTz3nUD0wURtSddxRUVKv/DX53zmac08hczr/Z56s2PnC4EFIQFK3Sut6p6XwlqFUj3NDczrwmp+yHEK3NzcEXw0Hq2YlSp63hWlUjVzNcqL2pIpv9xEmU1dIrzyHTehrmJCSqcycxy1PXVGlxEDjlpj3A1aLPcoeAOcOu2n5EIISruQ5ijrVagveNY5IUHwzhwmbBorQViXRs36c0ifQJjI1AePOA0fizGqqDVnatWGNDhsAuxwsbCsj6xZ76G0FJwoHcIxENxIlBuGGBFpvH3nCKPny4+fjadtdCan+o9cCuu80Jrdj7bAfRCk9Ul2p8SYa0bKpDWZ1WUjJ0HqyG4YeXP3lm9evSMwspbG46dnPv3wI0s+wXih+JXsEiXoWb1SaKtScmtzhOCIQex81q6mGapPEKrXKs8LuCESDveM9+8YdjeIb+TLSqorlbbZ8Dkn5NL1Dl0QBbUkluXIhw9/y/PlyKtXe+IwMY47Tsu6sQqaTbicdbu7wx2//4t/xNfLE9/98B3zWtndfMPd4TXx9Rt2r9/x7o/f8fFP3/Hw4QN5nbepyc95/eyieRwGRZ2obC70dKX2FXXQ9rMXd0L3IhI8IgFpAzACIyJaNCOjbWKrhOxCrdvfbuB6YdwpITb2weOqw1UrfJpuiGJJODIGLs8rl8tMTispX2gt0WrexoibATAq1usXe7AxfmnKDcrGodY3pN8vmPitdynitMDyBo21atGYoRqn2RlfS//pdnXidNOFGHGi3MF+0KuKXRes/mzqYVyyoc+1bUEozmm6XzN0ejdNxHFgPi2mLA6Upor0GAZtInLefIWbIUYlV3a7HpcbKMVRshDcRAyDolH2UTjn8C6wrpkwKMJArXz68JHT+azCvGG0g8aKBjTJT0SL3j7OD96rT7RFWeecDPSSjevdV1YFG1WptViIURuQpmiE1Mo6LzivRbzzzQ4W9VauFqPtjJqxUVmaOjy0agh2cCqEK41WKgsrn5++8Ptf/UMmvyP4uhVxTavmDZ3+pb9aXc21wIJ9nKPSeDpWPvmBm92em3hPZuWSLqSaULcZlEojmqCYcrYCpG1Ng3NYg6miFe89HqUGlJwIIbI/7DmenlnWxdZjn55U5eTSKDWxLMkEXuqGUWqi1aKFe1Nfm1BRB45x4tXNPW/u33LY3+CDI5dCbpl1mTleTnz8+pnLsiB4xrjDS8A1NcSvpZFExV4pJzBqSanaHCqHsjCOE5fLmXVdCD5aLXalDvWCMNkURqSyLMprjlaEp6R/thfaOSeGOCDBs64rqVlgA2qbpesy8/j8lVozu92Ef/uWh4evXEyc05omGHbBk7q6FKqoT3EXGuecTMhn0eElb8EfDUMRnaYf6rRGN3y24J/gA7nkrXiOQQNuUkqbNy3eI7VtUzA9F50V1VrAppw2W7xivFHvhGnSsAn1stazqJijR+9HndlqvgzP0YRWLdbU+1cpOs3ulk7R0Ia4e1VDpW4x384Jh/2OSiTnB9q6MOSKr4G9O/wvuEP//3vNLXMpQi4zzQ8MQ+U2ZEa3EuUCVDKFlUKisjThROQijupgLSuneWYYAyk3Pr//ipwrrFX3m5hjUj9rUR9updFUu/4bwxTY3yi3d76sXJ5nFeFWlOdZdCxeC5s/c3V1c89y9lycaDJsateGRaPY9dyOkycOWpCLExX3tqZCWtGwDh8iIcIyL0Av2JQ66b2Ql2rCe6c+7taM9URaJ1pRh6C85mTajSYOpeo3LvP5OvWo6pccQsQRCWHHNAy6n0vh8fGRXBbiOPD7f/g7zucTD5+/UrKJKb0of9iAMwX2nN2VWliWUljnpGCPOGpurGcV1LsWCDFyf3PD7e6e0Q0MEilz4cPn93w9Hvny9YF5PuN3EAVmQ3rFwA5BKMlRVkdrzh6UlU2mZXKiABfe05zHiVK4pv0t+9s7bu/ukdbI+QIu44LgeUmTbNveVKqU0XJbo7aZr18/8PX5K3/25jf4MOKdZ50vnM9H/n/U/WmTJEmSpok9LIeqmpm7h8eRmVXV1dMzO0sg4Efgn+MbiLC0AHYWwFw900d1VWVlRsbllx2qKhc+MItaFD7MZBO6abItKSnyiHAzU1URYX75PdZamXBX/jQNP0RuX/+Kv/irE58eHvn88MLTZeX2bsfhLvLb6RXv3v0lT3/1kd//l//I9//wt7w8PvzZlP+/9fr5QsAQUIMaQ1mpvaLdxgK6TsS4PJ2KcfUKVreMCEREBoQBcYNazVUL+7BisrW8oQvKXhDEN8S8RptUhKrcIe+RqrcYQxI03juQc+Vy1shsPWgTtSVoPf2vV/oYcqkdsTghDCoYU+sWpaRcX207cHq4ArAVeN05QpXgKP0idBN+O17tzzhznxAbK+oIWi+v914FNTqbVBcO5yzbvvxZcSYiGs87eOZ5Nts1FeOFQZW03jc7UPp3dqS1UEvGe2FNBaoGUyzrwm3NHA53lDkx15WRO4bxDrHDPMQILVFTYxpGxAunl7PSX4AwjMRhVC6xz2Qb4SKKFikDQ9HcnJLSJ8RtqX6di63CKaGWpEgV2jw5J2ZT5+zwV7pBv0Y9LSokGMY9xWJdVZzanVK8pT2iftLY+Bbj0XmP82oB1gcpa54pLWsQSkMbyla30bROrX75RXPOM7lkC6YQhmG0jaxwWV84rU/I6vj8/MTD8TO1pSuYJ95oDKs1XiCubgK/3kcjYpSOZpMJRRRf3d5Bq5wvL6qSt3EiNn3Q1ew0cKMVgkRL0lOUIYbA65t7bqcbYojc3twyDiPDOHJ/q+jyy/GZHz+8J1dNEV1SYkkLjy/PpKxFt9sH1QeIPmvZJlHBB7zzFlyiDZTr42xbe6UWvFk6ldKnS70p1ka/Vg0rGYbIPCs1DITmu02jHuDVFPOge8PaC0QTUoq7HjLruvJUn1jSws3hlrdvv+Xl+MLTy+NGi1HwoBFVjKEOQ8KGElab1nWnnlr15/YmuJn14hYnbxzJZkKlcRgJPrAWpZ14p2PsvpZaU6pMjCMxxm36JYiO/I1K1qkefTrTAyFqqxvNxHu/FWsg2/VXrYk+t92+rloD2PfXPi0SsUjt2uO+O/jjr1qVptZ4XlS07XD41tjZCbffveJ2/OUXzUESzTdKg1MZ+XyZuHGVw67h5AxcyKyca+ZYKosMrPVAdgEXF8Zdo/kXnl4+85//+j/xw/ffcz6dEEt5bVTioN7BeVUusHiIQakO2pcomLMumRA9N7cTN7cT8yWxzCtpLaQl4RAtQJuj1aI0uq8aI6raya1zMqqFFq0hOIj6PPlO9UlqrejEMwzBqEvmDZ0bzXtijJSkRbFKmio+BoYp4sOohf+i61azDjQopPOvxTX84PDV3tN0FWnJFlpiqLoPSqfomgMWSr0Ak66NdOJ4PNJC4LvffMN3vz4Qh8Cnnz6yLjPGYsFH1Q6UVsmrAjSNQmqN1gS/RvZuYpKBugqT3HL3zRv2NzeEMODXkfW08vz4hYfjT5wuTxzPL8w1c84rNWqhnBOsZkvpbRPrFNS2cTGc+WLbxMkHQohGUXS06glhJO727G/fMO3vmIaRZpSzlGc9e3F0+8FaCtIsLK1lBa6k4XxFfOF8eeHx+EAVMaDNc7mcuJyP2qCIOar1z+Q8Ie747rt/xa9/857379/z408/cX//K3ZhzzBM7O5vuNvdsRsFiSvf/93K8eH5562tn7sIfS8mWttEYEhH1rQIsUpmG4FryHCwYk81vLRIt5pzFpsshhI3g+r15zvoFBCH8Xl0YTbRaG26E4cJDDE/UAUQHKU2ltOZ8/nIsp5I6UI1pOxrUZ90yoNZkilSVEzMZSlmUg0H7wI0RStTsphsrjSKTqEAQ2rooRqW/iNsQjFN2bORY85mfRbMoFwPiO5Na9WEKeuvXtbiu92bIslaYOt96yi1C54QhFJWaN7QVP353uuImNb9VwvzelEe53xijJFp8KzrzPxSCTLiwkgjIT7ohhICMUaWdSathVwqcdgRYkO8FvodtXJGM1FkbVXU0uYK3WNVhQ06cg8hWGrToovC0vowbnsI3a5Hm52SrnQRPWQL8+XE7nBgHCfOp0XV4f3aeYt5/4oy0ywp0oknxIBIo8VAC54ojmEfwCvvzlVPc1ACtFypTkdn/xJetVroi6hAbBqi+l47obDydPrCcT3y8fGRl9MjKSe1dHLRRIKV8+XEmpRnTPdLryZ8CyoALbVS14UQNIzj7vaO3bTnfD4SvGMthTmthGGgicc1h2RRj9SWGQfP7f6WGKJOU0Lg/u6et3evGcI1bCIXDeiY8wwJCoXTcmJJK7jAmquu2QZiG0qtYkmfytV3zpOzBoAMMerzafaEpTWWZaGEogV6iCZCVL2ANrG67syM2pqSRoyaRpZzoaaV1pqGGCFWqJpA0sA0jX5uNJRygaDXuWFUi8r89MJlXnnz+i23d3dUEk/Pj4rqWgOqXGrdELobhiKsfptOaYS4ctfXVR0Vgrc/nxOuuo3K1NMfc8nXYJRStqCW67Ol+3drxVwO9Lp4JwSvEbw6JjfVvH1HFRQ6cko2RVLwYpvetevPFlG3BO+/ohnRmwK1m1RfaoNUvpr+fO1y1H8VccpvpOq0zpB0v87ciOfNdMPr/Zt/svX3z/UK1lQgUFh4WWY+I9yFiTA4BlHCmeCZl8giNzT/Fh9Gpv2FV27l0+/+yP/n//W/8/6n76lygZChBuqqyanD2BC8Cd/Va7m1uvFvAXwoXE4zIIy7yLQbGKbI3esDtcDx6WKx1Jm8mlh4rRv3WGkKeg8bypF31ag23nXcbps+dMGfOIijs0lXAdFzRznYgTBoDeO28Q34aBOYVFUYbjSdnK6AmYimcXabw5SKNYaDAWVCK/pzBa1HAHCV2lbO50dcUEefNV8oZSXESFqbCv3kwK//YuT54RMvX55oNTMeJuZU6Jpzl4WyFJZW8W7gEA/8+u2veL2/V4MFt8OFHVWElFcePn/i/fffc56fWfOJKgttrCqu7OHGVk45E/lq599FsgaANtUdlWr0vDDg/IAL0QKiBloLOBmYDq8Yp1dEP6jokEqridPxiVIz4g1hrk2dLEx4GQh6rxadPIug3+H5C8XBFEfiOFFy5nw6bqLJq72xGC9+4u7wjr/8i3/F48NnPvz0Pd989xf8Zv+XDEYrHHaBd9/9mtP8r8jzAz/V+eetrZ+7CL0bqE0PDZHCxi7rPLO+2RlULOJwXfAnyqcDT5OwFc36e/TV0DOmNX1ApemlUK6tWq8o0qwbamuOWpWjd/Vt7t7NVrg3YV5OnOcX0nom5QWk4L1W4l/7LW8uAqKIhNqhaVjG14W1hgioXRTNkddrDLezuOtalacsIvY9us3TV+EeYmimXLl1xThU/RC9ItO2MWDjSOeVqxwEpBHHAE0RdUWq1cKnee3mnFjgA3w1/qisqx2M3TNZ1IO71MaaV00IaiOpLMxzYRr3II2WV3yoOEPZdrsRCpzOF1pz7A93NnItFnOqI1fnBDcE5VAaot75nc2iUbGCQ610dGPzMVCXjvYrP3YYNfpW7OBU6oddaxPwdfFHrZk4eM4vR7xXNHvajRudALtewbrm0lPaaqWHy7TWCDHSihaFa1k5ryfu4z0eRxHRVCq6s4oh5b/0V60MYaA5bVimOOCCkNYLeT0xrycQz3ktpLJiDDJi9MSoPN5s0fCtddtGve9FKm6z8bH0TRqH/WvuDq8opTCEAe+EnM8sqRAEhhhwLRDjxM14wzh4bm53vL5/rb7Jds9jiNAqD48PHE9H1rwq19U5dtOOw2HPMAzsbvYsz5nLvFCbsJbusKP3fllmWmh4CQwhEkOkVnWFiL6P/q9TpmQuLlowRtKczTZOnx1n+oecM6uNmEWEZZ0ZgqKuPV0vWRiOd45qYT6IClpp1YS96kJDFWoupJwJPhKaIqMvxxNrytzc7JkmbUheXo5G1bDGvlSbxnhDXnXfaa1AGLemE/SzllIpUohfRXD3qPJWFEAodh2dOWn0Rhgxel3RPbUUtSLUglvj0r0FolyDSqRvxeq+gjmjVHNnMDqBmAA5mA97o5FTYl7mrfDv+yRcxT0d0HBGVbk+/jZKt73GeYc0iEPg5uZAK4F5d2AfJ/LywsEP3ITxn2s1/pO98lKAog4zMrM2z2PLfBwC+zAwuEGvfA1QA7ndgbulBUjrF/72d/+B/+3/8b/y+fN7mp+pbQHfbJokhKggVhML07Kiq1VBcg9C02asizjXWW0Jc874JeOdZxgD491ITpWXxzPLhW1S4cXpQNurK41WF86SAzProrZ54y7ivCN6IR+1eco1kZzar6Wl2BTTKHYNvI8WnnS1YOyUgBA8cRjwwbPOmfm8bBNpLcr7ee+JfR5monXVGkGMPZylGZjTIDZyzbycnhh3I4XCsB+4fbVnXRPHYwaBu9vI7e09o4ycjycGHCk1vX7VE/LAvbxmPBy4uXnNfjqwn3bknDifV86nR47nn8itMh0ijw/vubQvLH5mLmeqJJBGqmqD0Kzk9CgFsjY1YUAcLjgcHogIgxbKNet03wcaAXGROAzsb+4QN1GTJw4HfJhoBdJ5RlhYzydNGLYpr5MrsLRJwbzgqtrnlUXpnCklPj98Zi2Z2zAxTQeGGFmXC8u6UitgQJy4/qx4oh949/ot3769548/fODjxz/x7dtfsZ92yrsmMMSR29evePurN+TlnzjcJLhINoV4a32VbGZyFt6BFcIWCkFAJNoF0tuCC4Z0dkygIk4RAfVeEpxXQnyzMURTotLGG2quGidEH1BFTRX57XxUcUrYn+cL83wklwutPyLNbZ7H+mBXuo1LH/PX1owDdY1l7Q2ColHBkn+7sEQ3emrVaE4bNzi5jv5qtdAUEeuO2EajikxpuILzkXVJ2+Ebgo424UppCMNANcN179ym8u+R4l1I4MzyZk1pG6u0WmlVO7siPUDAQgn8FS1vNCSKJSlmSDN3NwNDXAluJobA6BquVdaEGqGLMB40XCSlxaJIlSdG7ePUrnxna1RcL9zpoz2Mv61Fv1h6T8mJOOimZh9SlfbG7Q7RMxq3rpRkIiuPcwPLrM4NMQ7EGJVa4T2LjcK8FS398+A0Sn256EgpRr0frRSeX17404fvufvtLa+HN+qYgsaz9nXi/gUUzYOPQGVeZnsuKhIqKZ21wHGC8wNNBpzXa6a0FQyVnI0fq841zTlrHjIOKGRSbrSa8a4yhlte397jCSxzwotOESI66t0PI4fdgdvpjrvpnvvdPdPtHiZ9Vublwul81BhfQzs/fPiJeT6DmGBZhHDyjMeRIUbGcc+421Ga53y+kNZsTXUmlXkrTqMfdRzqdQ8ppaADCXXMUWcJbVQdyjke4sAQBqV0dBeI7hHc9LoEH7bC+7LMjMNkPz8bim2iqRZsitVo3rzJa8XFCBK39UDr1piyUbPmZWZdZ4bRc3d7y7t333A8njgeT+S0kkthdCOCfDV2VtQ4l0SQ7iRS6I4WIkI1D9ZeVNLYRHyawmiIeQgMFriidJRinquQDEDQNavfu9aiVCDv1aqrVEozv/RsxblYCEmzdYmCKV3kG2NUBx9RWkg/iPt32ITYpnsorREjXG3vdC8qBl7QetiHRv46J6zzolzuKoQiTH5g8L/8onk5FSoFH6v6BAs8hswQB17vX3PnBNc8tJEQR6SMLHLm08sf+F/+1/8L//nf/zuW5UiRROvC36DAl7qcdlCrXUPHMG1Ksee/NnKze4EQxsCw08lquizkJjohzQpIvHn3CufvWOaFdV5Jq9q4KUVR6Y0+eHx0uEUL5x4ZrU2rIwzepshaqMYgVBMMu2C2q03YHSYu59lCViohqi2mOCGnCqtqLoZxMF/lYg1XVRS9tQ1ZLlmDSpQ6hfopUxgGdamqCYYpEuJkE3c0XbJUpmnAeUjno1ILEU4vgUEG7uI7fvUXf4VzhYcvXzjLjIjnbviGg39DqDtKFl4ejvzD6Sc+v3wi5cq6VpZ1ZXcz8nq45Xl9oo2ZEtUSb1nN0zoETQssxhRw5ondZAMx9Tt6aBEno031xZD7gUakNYdIZNjdEsOekh0ig6a2rqvSX1xhvZwARfpFegOP1l+gjYlNnEIMCkgWR1oqnz5/4rRceBsPTOOe3TRxXotNFtkKcE0n1TI/SODV4RW/+vY73v/0gU8//ZHnX/9rDvGgU24aTTy7/Y6btwfm+fZnra2fnwjoMI9kLZBLH211poZoV+nFW5ESoY2IREOelRTfrGDuXp3OfoDavqF+vGBpgJkmhYpDJ6gCmxjReKnK64B6pS8IoqhPVYFLMfuiazFW6F7QUq9UDS1iFd0OrRGHyDA2Upq30b84v1EIaF2IooPB7lEqHb1EPSuxsZETIUpQ3jcdMVexWy3VokP7AyWG+DQzSA+0VsjpzzlGKSXWtdCTttTYXBPROv0jJ+WOlaz2YX2U4ezQLNmM7q24pyO8ISA4TqcLVLW2eX56YLfLvHs7EX1EKpyeV4o/MN2+sk7SU1Ih9XjQjdulhZYT/W8prTQVaJu4oqHqQsEHeyoMga4a5YTzHnGe+dIDV/RQdMFDkc0nu5ZiiFchDjt9v6KCR7W0SnCBYRoVWfADtWbWRUfZPT44Z7UIdF7IpVjD41hS5v2n99xNt0y/GgkyUErW4snuRXXXTvqX+mo0np+fOZ2Oys+vlTAKqrA3noBziB/owRQB8E3IS2K9LLRccYbuLK2AV36rF6caAjJOYPITbw7v2Lk9l3NCsmMIA3E8cDfdaSzt3R2H3Z5IINTAIU6sJfPw9MLT6Ynnl2eWdeZyuSACMQ5c0hndJcRyRhp5XUkl671dVm4OcP/qDeMwkT584DTPOhEAqsVaZ4R5sTVjwsYqGmYSvOe8JrJRoPCiz3ptjKNOWpIlxbXSbBnVrSnu166WQkppCyUopSfsafIpCMu62L5inL9WzS9abdA657xhk7COALfG+azr4vb2lpubGxMiLlyWs4oYW9S0RK+Wjp3ba1TqbRrW46jF9qGNRtHHza0pCmVCvV4YVeN5Bq9Nfs65z/IoVQ85HasLa1pVLyCquyi5ELp9gfR9zqzE5GrdqedsZZ5ns73UvSpInx7GjRveEcHuLADY2aP3xTm9J1382Kdc4zCyXGbW84kyX3j+/MCYGyV12twv+7WezEkqZqqH6jyLFHbDDefSyDEwSEOCiq7LeuT7j3/Pv/sP/1f+7nf/gSzPMFYkN1oVqN5AKS1QvYVXdFwgOA3TEVQLROsi92YezfrPKWVFNX1H/pt5njdqVlF4HDzj7kZt15JOMxZLG3Tm+dxK1kI6egOI9L9P+9GmvFqAldaduCriFYn0Tul8wzhwfjnrOYGeT9EcoUQ09CrEwLQfyCnpJNYLcTBwqhbCGGHQhrBWYVkWmtOaIpeCd45xN+j6zNpExCGCccOXdaE+JJQjDiULtXgu50ZNlentnu9+fc+73/6G+XLmy6dHLufG55cn5i8PzOeFeZz53D6wuhVxXnnJHmQMrO3MnBaay/gxKlXOzkKK0JzgQoPeOIqj5oIfAn7olFePcxMx7hEC8+VsNJcBP+yRDRjUbAU2D/WCk8Y4qDVKmherM3QvbH2PNHtI16f5vSZ0Du8UrFmWlbUkmjh8jAzTyNISlWK0XjNJQKHcJrpOvT/w6tVvuH/1J3768J6fPv6O+7s3hOneJheeIUTGmz37b1/9rLX1s4vmrm7sVAxavX691qkZCno7UV4LbkAwzlBHi40LrKuqWiCGWpWJKLIn3dS8FcRVK36aHotStHCW7nxhxTJGCRFPs0hGNfe3mFoRQnSbRVuz79DFO9hPaZj1WFYuXfBi6Ebbij0NKamb12O3J+s33AejRZhoR628dNS0G3dEd9TY4iZacChEbyKppshQKti5YxuQpfvY+2sXXgwdvo4fvQ+UnAy1VeGV2xAXvV/OXykbV+W+bM1DsQYk+KBctZSgNKRVZBzJeWVdz9RUiWFPc3taqEiIBFE0yfkr67zbR7kQkAKlroiTTe0evN/cOzr3uXsFi6ioonvRxkFHbKWoqb0TR3PqyOC9ov61qM8rNKKhyb0JqBaa0K3D5suFcVTvR7clyWmHrffCinivh7kYX7lJ45xm/vjTH3l7/5Y3+7fkqgVR92u+Bob8cl9PTy88PH6hlMLusKeKiktcV7PRqKYByICUyuBUQLbkpIEmNesA3VXlSFdMtKbWQ9F7pjjy+vCGb179ijHeMN4K0Q8MgyItzlXGQe2iSk5c5hdYoYaVY575sD7weHrmclGEuUc/xyHRTU9AyEWLvpKNfiFNHQQ4IgRe3bzi23fv+Olj4jgbhaFWWl1wBIqPrEk90LsbRB/x99jacVBkuSd46Rjak0jbmtoaautDNT48IGS6TV3wGmndw5FyR2cbxBgZhkHR7l4Aoo2cosPZBLEa7OKyRlLThGVNuJMebNM48u7tO6BxOp3x1tC51qlJ6gogTkWPPoStmc5apZtncjOk3W+paSLqz9y9oVtrxBpsS1bwJA5+o4ZJ1XAYafWKELe2NQi9FBXEUGq5/nMv1rkW9gCZrPx3FDdRcML9mY1d5233P3f1XQfQyV93KKlNHSG889SSyCkjqXB6+IIf7mhVr9Uv/bWeKioxaBSpiEvgHJdT5jQXLhMgwtoyX+bP/Oc//A3/77/+d/zxT/+V3I64oVBSM3qb+lPT9B5WrY51X6dPDCtd5KkWiW6bYHoveo63tkWsa7KwJwSlttG0yKxrIWdt2Lx37A47whBIc2aek51RkPrPiqJ0glY2t52cLGjFa80RJwCHj17jo7M2m3GIGn5i+5twbbI2UA3Hbj8xX4S09s5SbH1O2gw3Q7BRl461ziyLOnTQNVZgTSuab+HVlaPVCqtO7ryDuWSW40zII7e7d9zvfkWbG8+XBz5//sIPf3rPQgYiMntqa6yycOKZ4iuuRtzoFZXfqU1rE6gS8H5gGAJuOOCXRVNNe9jMJinQc9IFtb7VTAOPtIEQ94QYybnqBMyPjNMeFwZaqpSEXkscTUwUXws0z3w6UZMKm3HXRGP9tdeVzuwjjQnQtMmJw8hhd8MQBmvUBD842pIpbaW5grigVFgxRUJrFDwNYZxu+ebdd3z6+J4f//R7fv3dv2U/3hGdt/p0wI83HN5+97PW1j8KaaYphC6tF87oZRa9uM5CAFSAMoCoHRudc/xVh4Hx8TCrIZqGEYg47VRcAZIqq0VodC5eJ+XbXebKEVZvZX0AWtPIydw9JJsiDN7rqL/karGzbMjg10p2xMQEQ9iQZTW7t+SafB0BBhv1l5KRogW6mo8LPQRFrJC6fXXLl8+PlEWpAg3j4IuovU7RYribncdhUHRqTdtIE5wesKZiVx7312PhZsiVxmqLNSv9s4oEhnHSgidlE7pp16dOHtHQcy20S1Zf3KUkRRDDwtPTA9NwwMlMnArTMOp4UwRxOkrWsJEKKVGzck2Dcyb0xDZPPey1MOiFv9fFaaM9FSkqKkwr5kiio1jdtPo42Yrsuln1M+0majOkrLHdy5avB29aV+bzBR9h2o3EOGii1WUxHmd3gNGC21iSIIUvLw98fPrIYbyx5DO9f7o+fvmI1MOnZ9ZUCIPHhUAN0DauqUfTpMyzt6oIrYontcxaE1kKir/q9CeIWh9FJ4xehXSvbl7x5u4Nb+++482rX+GdecQad/40nyllobWVRiXnBSlagJ3ckbkWjuXMbF7AwUdyVfuxlDRVr5q3e61F1dx6UuBdIOXMuix8WT5RUuLt/Rv+1W9+yx9/+gOPL08qJBNvKLWzdE+lfnQhrfeBcYgozapuyCooOjkMAzFEE9FtBkobMuyd335/L0Al6rOey7UoLVWnPurKowVzyhp/HWPEN2/FnsVFW/Ppon62HuywLCsNRbKmaeLt23fE8MTL8URKKzFGUlKljfcV17Q5rVbQZgMbxPaALhIsteD8RBCdvNRaqdbE5FaUe91UF9HtvGrTaV9xun+X0vnRCgBUcwm5FuJ92tWbeHVUKGjwihZjXSdj6HFrZCsAmjPOpMOmdYUuNvza01m/k00FOrXQ68/LKTOO6nE/Xy6kywX8LSlV0r+A0KK2egVeshWxQVQwuwTOp8zTYeZFFv72/d/zf/9P/56/+Ye/58vLR5AZkUpZlWbR7P72hqJ74eo5aU3I5h7ltmK6O1w4Z2hzt/mrCpQV0bpA0171Psdh4HKcdTLjzJkJRysw7SYONwdC9Ey7wPl05sMPn1SnUKGVglstKptmU5yGC2wuRn2i6tFnw3vHze2OdZ0t0KpRinmKGz2pBRW5TzsxnK+Sc8M3pevRdG8QL4zTxDANnC5Hy07QvVCNcT2Hm4G0rIgUfPDqDFNgtfec1xWX4M3ta97s/5K78B3LeeVPf/qBp+MnzsuJKpU0FLKsjMPINIzMaaEsiSpWM8SBGEd8HHQKFSZa02hxiZFx9Hg/EoaVlFZqLrSsyIMXzxA8zRurwEda9rQ24twAzRGGiXHwxHFHmHb4MCKD1nVak9iUtzYGcaSUuVzOENQJTMQZTVTsXvccBYcUnf5T28aV9zHwm7/8LfeHV9vk2nurwzaXnLY1Pq038iSkKdXj7bt3vLp/xU8fP/Dl4SPv7n9FcDtyg1Q9LdwwjNPPWls/u2h2ToxWoOR26WI77It5b9y9iPcDTkYakc6Pab2i0TXH5lBhDA864myEjeYqTVaQQnWOTMARMW8FhMCVGGtAu1PylqLWAy04fJhQWojyn1Thbouyp3EVto3ceUUpvHeUtOK8dppp1bjlmlXAs/GTnSEUNZuAQQur7TtuNnWyIai5aCHYi9z+aymZmhRt7cdu8MJa9UFQf2pBJEDLWsTFqJ7T1iGqh6wVkai92rIkPQBFTOU7bA2CDqY07bCUbAdnoeSGo1KcHowxBAS117ksF7x4UkoMccecVqpr7A73pOxw0X6quZo0CqU2glq04pqjJUWKfRw2igvoc5StgN58zp1nmEa81/TAGIIlrpn61nqoSkWchc9UNbr3wdNS3Z4TZ8jhNoYWvdaVRjovhBi4vdtxOs02NdAF3VrnPKta2jntikvJfHz8yJvbbwg1spREskAV73/59Iw8V5wEoo+Kyrt+0IE01SYEN1JESHXWXckfSDWRm1IvSsv0hFAvwn4c2U07pmHi9nDDu9ffctjf4SRySkeWNbHkxLIsHM8n5du3oii1U0RmCgOvplfksnJZVmYKtQoiEeciwTtyVlR8CDtquZgtUyM40b1CHDRPWmcd4wp8+fyBNJ/55t03fPfNt4QY+Pj5szXuhbnMtv5gtVGyNlGJKrLFYXfhaG/C0po2b/WSqtm5dRRFC+iUVvN9NmeMxdx17BnsjR9W6K2rHmql1k2wpLoLb7SFYoCA8kpL8cSoXP9SMsu8kIO6Z4zjwNu3b9nt93z4+JOOkZtSS0purCXT3WtijIpgt0ZxPTimBxrIRl3pxZPzDle7U4gWlN7CiaSIJZRlvL96JCsCnLb30ujrjj6rALcjf964pK1WxNbVNaLe4oZzVnqg82qf+bUziMWG68BRtvuhVmXSK+YN6T4cOidco7T1fihqe3k5c5lO/2zr8Z/q5QgaE10Nmi2OyU0MVYOlPr4887c//DX/y//z/8af3v9A9osWGbXhqmM5Cyk3ShVwTUV+pVCKPbOu24WZ4LOKjcPFxKKijjxRAzpKqcRRAQ715G4q9DKhuvMWUtUKrgnOBQ08qZYeabz1Vj3Bw6vXt3jneHw8saxFaXVS8a7ZFLxuoSSgZ7w3aoZ36kbjvDAdRrWgNTF4jOZmgybvLZcEeEJ0qovI6kkuIlu9E4fBvrvXWO/quTvcki6JIQTGGDUUxAtxH8lzRlZol4YrnrhGnB857AcO395xt3vN/Jj58P0f+fDTJ7IsrDIjk8PvIpfLhSwrbYR4GyjPFZeDWiiHkbA7MIY9+/0d1Ma6a6R61uYzNyR4xnEkThPLOrNeZk1gDMJoWqFmfuohDPjDnmG4pWVhOR0ZxtF0SzuaD1QfiDUiKZPTqrVQU69pN46cz2fO64rEoAXxBig1urgYQ/gdkLOuNegNT9XpvdUCIUS6Owmtmy1gXuwq/m+otsujtOH7u3v+4jd/wadPD3z++IHTd8+EO89SVi65ktmxfj3O+m+8/lH0DJFe9Civk2bdonfbAxTCgHcDyIiGSHTQQOywMBTU1KrQui0fBS14FVCu4LJSD5wgzkqb5o2/jNmCOTSmd8Q5tdBqxhcah5H7129Y1wvn8xMpny0lx4oes5lqdNW3jWecHgzn04ndbs9+v+PcVpaLchhbtc7ZbdjRxpv2wQQ2Ftus7hV+81q8XM7Kfc2rOQRE5Q4L5Iuq8L0zgaLAbEbs3SPyamXTecmN3BrBBfWLtbGxiMOL2lvltBKiRmAqyquWNyJ6CLvg2O12liymNmvFUtl05KYKdb0PGh9a87MFNGSGobBcHnQ04g80gTDsqdmZS4DGVDbpIqQrlcRHR7Z4YTEKSW2KNipHeyQ4T63qaNKnG4rMAVybHaVUZFJaEIFhHLbDVdzXal3ZCnVV0ut4NtNI68q6rkgztwxLKVK+Zh8v6oGMjX4fnh54fP3APt6xpKRe1K0QXXeO+OW+GtXs5oToBNcKtavKJeCJeAa8NLJTD9/oHXNKUNXtwlkKV/DCFAP3r+65O7wixoEQBpx4Hp8fOM0LWYRU1Cs55cyaMk4C+90N03jgPJ+gVNYygwy4Aik1skC1+67jN4AuJIFWNKWsC4JbU9uwNal+IeeqiZKt8vD8SGmN12/f8u7Nd+QEn798IVdNzVxT0mKjdV6/bLSJ3jCLqM1dSqshskaTMCSkmqYgWfPamuBFm1otlLWwTVnpBOq7rj6vwXnTMXhgwNWrJ/S8zkabsgmW06KxLubqklfUqvHKV86ubZSlGJWu8fDwhYenR6CpqLmK8geFTXwl2PpwVYEHS4vUaZauJY0DvoqHa9U/2wvZFjutzW8F6zbtMXS90zNSTjrVQBtsRdvzRknr8EMInpTYvmPKaXGclDEAAQAASURBVKPKtKrCaejuHnX7feK/tsyzhtzofdUmkeK0OKo1Q11wbeF0esCPO5ZcWdeFtC7/7Ovy/9/XEEZSVoR+GAamV6+4HW8YR8/z6Qv/21//Df/p7/8Tn59/oogK7zSQxin6uTZLaasbMNayXScRijNq4varbNPMVtRRpSfYuWbUQHNaCdGKJGcuCUmf/dqEYXJbEa3e7raeyPS49sulcrmsgOPNm7dIiFzOF56fnsjpggtNqRqtgdFFWu6BS1rk+2FQIWG91gLKl9aRfcmo9ZxRfYL3DKO66szzbACcJw6RWio5V5aiehjfhP3uQBkLXoQxDpScmZ8v6kCyClMd4eKRNXJ/eMsw3TFMByQ7zj9d+PH3f+TTl88UXxlfRwhCDo1jOpEDNBmo0XMhkYHATnna04HD/h7PSHA3tJrYTTd4EfMxb2b1GwheqF6o3oFftXEZPHktxKjuF8H+FjfSpDEcBLwor9gP4AOrNCqisdheaGtFloVpGBAqp9NJm9ogiFf3rGuWhzmeFQMGgscVdQijVkP2M48PX9Q2dBATMSso50QR5745tO6K1GzaKzrRCtMN3377K969+5HT8xceHt8zTJ6VwlIrKxbN/TNeP5+eYSyIDQa3zko5MFr9Bz/gfcSJ+vVhSItwhdG7S4X6H19N6BtgnnaGCDScWZOIM8/AZhzoYmlPmyezKjyFqCi4dQxjiPz213/BzWHH99//gcfHn1jL2TxBRZ0uvkrSc1+p5tVkXZS+EMLGYWZDKNxXvNxifEe9VrX0RCOjPFiS2bqslvrn4QK0tm021fjdqkgvln6mQkCxYr5zxlp/QL4SGukbW3BB67HPDVwFZ44fohuUGyyGuyOum3d02zYaWnesiKQlqOjGDTRxtFKZ86L3UCq5JsLgKTlqh27Wb0LEh0gpGoghXj1QxYqRtjVO4FzYnrEtnU6UqXMVS9mvtiC6MMjZ+K2nCvb4VuedJQj67frVXI07bX6U9l5cH29OLyfAMRgKl1Mxrm9H+p3+OQOpzuczj89PuLtJF6yD6hql/bzO9X/oS+P0jHZVLOWxgVMT+ZpVHBinxiCNEGByntwyo3h2w0gcIrvdSIiO3TRxe3NDCCPrsnI8vnCZF46XC3NJtKi+rrkoP7A2YfB7dtMNb+/e8f7jD+S6Ukri+XIitKBcY0RFwqJxrs3QyP68xhA3VDKGwJJWO9jMZqw1uud6KZV2OlNEOOwPvLp7Ta3w8vJCqRqA4ZrfEM7UEvqcXXneuVyTyTb0tFWGaNHYVqR2Z4xSMj6aILZ7sPdn27UtYKZz7SPRYuOxNW+i11LJLVsRWS18JHe2kK6pqgfKYHQSLKBkXle8m5mmHfv9LWvOLMuFVjPOxHM5Z5u0eYZhoCHmhOE3YCGX9GfXp1tu0ikQFeVL2sYULKCk28p5p89Ap171M6Rz1XQPsYLNOcTVLeFvC4RyV83K9aWF3mguHp0Lrp+RLRhF+119NirZLpHutUPYMQwD5/OJ56cHLi+P/PCn33M8PeOjMM8nTqenf+pV+E/+GqcdMsIlnTnOT3z84xfSUtiNnpQv/PV/+TvOywlCRSIKbBRPrkJJ6j9cazNR6zUlcTt7aEgAicrb997rcwfgBBdM5Gf+5iF4da9oDR9NM4GeMWHQnyhmLxu8ZgpAb+BsKk1jXRuC0mZ88KSlsguRN2/37HYj83yilJWX5xfmZaF5YRjVP741LCZb36vRec9BqWWW7quosSMEMf91b+eTej3XogX1MIqJHLWWyUl1BsFNxDLgSiavWbnhBdYqVIGdHBi41V/9jle7d5xT5fnHlct6hqbBZIf7yMUl2lhpAYrTsJpWnDYiOFKG0hxh2OHDxDi9Yj/dqpYkwmm90EIjxBuIFUlZOcWi1z+GiEwDyc/kNLMuiVIaoYmm7wUFP2suOhUe7/AI06UxHCsSGnFwJBGKqHC6SSNGx+TheD6RjCpWa9NGqtPTbD0qz1n3ca1H1BChCSb8F86XM2tJ9pw4AxqsTmlA6yBl9yVTzYJ3keA8nsirm2/49ptf8cc//JH3739H3DtkmjjnlYVADfuftbb+EYoG5TAB25jLmQo1+EAMo9EyAqD+ffqn0Kq/F8y1Fz8WptHTSPqop1ZzP1HUuT/QXQuiRv/N0CRTQde6IcDdlcIhSIHDbkd88yseH448Pz/jyBAUba19A66KlrvQVbF1K8RqqebA0YWHwp8Hudi/SrcyUqFht8FzPSqy6KLqXK0e0OBcf8/OU7Frhig31mgXdM4YejCGqGrV1hK1mOTMPk80v9haC6WTD2pVv0XRMdq6rqR1MUqG43w8KUoUoj7kDUKIei2Dcox9HAhxoPlCSSulVY7nF4aoPpniHD5XkKzIt1ceZslCLg7xil7WrBuUcjavgQhXkY7yh0OIG0/KebOhMf9nb9SLfk3FRtJapCiX8hoWo6P53hQ0QwarjZvFaaQ2ood3Wle6k0GM+j6lZp2yiCinGj0oCpWSMs/HFw6HN0QXdV3IdRT8S3754GyyoZMbadr8OQSyRs5613RtBwjiGH3EjRG3Cxz2t4zTiDiNuw6DuiEcj898eXzk+XhmTapiLwJkb0IxpS8EVDzaEpyPF2oyhwhRXqk+BzoqrHZw9xROFXsVUkkqxkUINhnpocm1NWvC1DbT3MrJuXA6nVmWhbvbe969/Yabwx1PT0+cLxfymnX0J9cxYm9k9cD/83vbBWfFqWNHF7YF780lR6cYzgpGjOIhaJOoVCnVNPTXss7mmqN7yjAMhnZXQjAv6Ko0JSfdFg6gkdKi9yNoeA9ZN6kiUOuFYRj45s03lJo5nY6czzO56OfzrdNQMrXqmnPOMUS1w+z0Jn2nZkWO2wr/UvW6d/s3uDYWm3+vhfT2kBIV9Jq0XPo1bYSvqW6tffUdO/f5OpXT7VlYjB7VAahWi+6czutzYdNPdTewYt/ohtMQaDlxfH6glcznzz/xN3/719TjiWk/sCwXjsd/AUXzIfLp/Xv+5u//no8fv3A+rzQBzdKp6q1O0elMUlcomk5Ia0GnyEaLiNGoZqXpIWwW9LlWygrVq/A2eEU5Wq70NEznBXHhz85owtUi1klHpA1Is+e41qbC/dbwUWmNUAnOEUJkmvZQPeuioMY4Dex3B+7ubxiHwIefPvPH3/9J92kXqGElJ30PARBFiRVVzuRcaP4KnGh6ZUBQupJOLyo00f1OhHFS2tY8LxbQovVJK/qZBj+ovivBNO25u/mG8ebAXm6Y1on5w8r8uPLD+488pBeqAVXTqwD7QbHAUki1kEz/FH2FkKxmglYdLo4QBOcnxsMr9nev8CScK7wshXXJDOFAjIIPeuY6E8e7EHSamxUcqy2b05YBit6aJjvfnUTGM7z+NHNzSuAg7yMvo+eZRA0JPzR2+4GaFi7Ho1Kj0MmwOKPM2Hnbz26tnxXcEB8Iw4jUYAEqnmVZSUXFrGpB6M1m1kSDW8GsIANO6R5eok1M4TDd8+27X/OnP/6eH3/4e+KtsHv9lktxVH9HcD/PSvIfQc9QnlCXMXunCyl4j/eDocwj0jy1+U1wcbVTMnSzXhHDTs9oovYttenfrn91EQ2NQBD7Oa55JbzjVODVqR7bX9sHpqSKuIwfIvv9HnFezde9KtXFVOvBOzxCXi3n3RtCTBc7VEW9rz9aC0wV59r4Sh+AVrTLUUV9sMQvzO1BD7jdYeB8jgjmrwxbcaoHNVtX71y37+ljTPMh9DrqyLZ+xCgGwziQczJukTYkWmjqZ5YQKVk9PEGLwNYUWXDWbKh7gm4qrWpRqMWDijtEjHeO+kYnaaxp4Xh8Zj+BlwrBM94MBJfJAdbMVrx4FxDvqfNsP8uKCPGU1gviaLZ5stE5xjHgg1N3kK6G79Z8udg10i61Ny+tKQdcz9cGTggu6CjZ0sZ6sTKM0Q5mAGFdFpwbCTFQ12IexleOZEnKd2w05uVCqis+RKLzeJF/ET7N3hIRvQ8WNtEIRFwWLi9nzscz4xTZ3wwM444hjLzav2Z4dYPzaid5nk88vzxwWU/sdjsOhxvO88LT8cjpPOuYL05QGyVXQ4QxP/eIl8DlZebyPJPyjI+OOCjqs+ZM8JXS1JoR0RS9zRJNnNpKlUJNhdK0wCvoFACzE/PiGIZxQzh6Ml6phcenR25yYb878O7tt7y8vPD09EQ1OzdFtE30Zo1XR7bh62a5kES2wtqbgwNAqZk1J2IYtsKvlrJRw4IPJEk2WarWGOg4uVeR6tHeiwrdIzBuvlJAOgqL0agSIhFNu9Q9W6+jUXC8Y7dTusbz8MLT0zOXeWZNqs3w1VOqibPxlgxo+7Ale+rErb+3IkytKbulhzrBtYFUR5qOlLeNEteXSm9sgw/mBXwtmDvy3G3selUsaEKoE2F3c2BN6urSx/n9favtoQ0TKXpNYMzdPahWynphOTbqfCYtRz7+8Ccuz8/ErJ7/L09P0NI/13L8J3v97d/9NX/44/d8/PyFJSU9uYsY8mtBHnaPOu1MRIhjZHdQ15ictImOwUNr5CUjWe0mx/0AgyZ5plIVocyNELURkgIuGJDljdf5FTcfURcibQINwRYV/UnE1n8H6tS2bRiN/1+dcvGTirh9qIpqp0qeI4Pf8e7tbxl3t/z0/kdyPiM4QmzqjlTZEoa1qYXS9PyoRek9Io5xGvAhQpVtIh2HwHQ7ssSZ1lSo20qjJscYd7js2ckdr8Jr4jDiBo+L+qxN+1eEuOfx4wd++vADH75/T0mVcBvI+8x+OBBlYB0TL/XCTKVIwBzKAVC/aKNl1UpBwFwuXFQww4+DWje2lWpgQ63W9Ft4idCpA1rHOaM6aDhTAhls4hQUeXdKBfWlcn/K/PZh5e1cIcCc4bNvDFKZ91BDoEnj8+mFtSYLadMmPy16ZurZwdYggdoW9vA21oRQEK/pwxX1e+/7hSLQAerVWKLvg2pGoIYGTrQxAvAycX/7jld3B373h+/5058at+UEwyvGmx2hRX7O62cXzbUfGkZP6JzUTssIbkS9mb3a8khHBqrxxaodUlc1rrVKqF1MMr/UShOTTWLqXcWY6AmB+kevm3DrvptmW9Zq1c/RCmVJBB94dfeKw+GG+emFks07FR3/C80oFQVC584VO30qPgp+UBGaOiEZwgybwE6MIysCPXnLe20e1H0CWtBWdrffEYcjeblGnSrlI1DzunVgNVfjFSsSMwxqjVZyM96pPvjeqA2qwtfvIU40brv2g1/5xGRQV111PQlGYyjZCsDGV8WA3mcVLfqrrVQ05K8UxHsIjkIlrQtZzhxud9TlRAkDwYz1d8NAas2QTI0pRsRy60WpDCK6UIP60CrSaD7Y5pBB0wYDMCS+2SJ0jOOOcTewLouqdbHQFNetbGySIc641Q2vwWtU7xHvKElDEnrQSS0FookBbYpRzI3DTnS9f0E3NN/Hi66jI7/slzaN3qYK+qxIdpRL5fz4wnw5sxtesxv2HG5uCLsd+8NrShUejy98fnrg6fjAZX2hSeH+9g4lSOlmbVatBFGu7tD03tKq2QI1IFPbok2GqOrdFyH4gbWszEkRUGjXZzBEpdV0ocVWWOraboL5s3axp4XgcG3gXbNDE9FEwTUzDjt2uz3BD5xeXjY/6GtV17aGrBfQ3d6w/3tKK9O4Iw6RZVnMfgqdspRyFbq5boHZBYeR7oaRTByZUjP9gdk8OUXl1pQ2b2ax6UcrXbQb7aN+NQZtUKVSs4YgQaOthct8YppGDvsb9rs9x9MLp/NJG+9SKClv1nu16T7W18+6rnrsBh19r2nRICanHtCYZ/7XCHE/B3qCYLOm5Gtus5Prr+p8UYmiDW13bmrqhaaIcVLkvSPJ4ziSS0+t1fOq0Sj2+QFF9MaJeZmZUyYEYRoC1MTx4YXBCV/e/8jf/fV/YrksDHFHTomX4zOl/vI5zf/x3/8153nmklZF8KszazbzvY4dwe9cVAxlbqSlKBUgKSc6S1aevXNqwZqhrGY7FwNucMRpYDmtKtIWZxoYLMxLk+VysolQ0P1VfZ/7OeMsNITNcEAnrJWcGouoRWOY1BlHnFPU3BXEnLZqgRgGHHvWpbAbX/Prv/Cczl84vjywLhf9/BZl32qiRf0scRxYl2yTYS3GBAWn0rwSZSL4CVcCIxEXHef1RRsFdtzs73h98w2Dm7jjlj03PM4vfHl6JEklrYn9YWW/v+HHP/2e4/MnWkjEfcTfOGbJHMuJQQouec5lJjtsWh1o4hXkiR6TSoEz/YYIIQ5Muxtcg/PTM3ev9gTvGeNAr9p63RKChSiJCjYFb7RRXWPLfAHRpD+lrFoao2s4ElMo/HofeSuVNQrLLlCfFpgTp6WQY+RzvXBaFmqwn99kAzXbRktt1Kb6MxX6sjUAEPX9ZUCZC9dsjGoVmjNnFTWBuDqf9aC0Zq5u3byiNiHEifvXr+D3iU8/fk8NMN5X4u41V9XEf/v184vmCh38ZuPXGvLpgv5NoNItzirSv177CmXeOMzXohpTRushWGmuGffVIa2ap6h2p8rXux6S2wTc+G0aO2sVcdViv6yFm/0N7959y2l54jwnHP3nmr9jrsb16aMCCztpmkqodI5Ca4rGqvBMlHkCdC/pfl2c2XQU41L1jTvnTBzV7Hyt2QrCZspwMbeGq980YIVl1e7KEFL1XNbizYmoen7t/sR1U6SWlEkpbSLBWho+jnYNUbWwQ3Pt6Y4VcqWP+H7/zZkiV0JwOB+U75wWFUOlM1OsBBx5d8HLwOnlQWkNcaI2bYK8oXZgATQl0ZqiVcods+lE6d6qWki1onZArek97jZC6vUZ0BF63bw0VThZtlG6drBKObjy0KtxK5X6UXK2R6nSqqLrtVUdq3sUqWym+q7qFCEiuBiYdiND8ETvGXwgbPzXX/ZrjCM+Kp1FvFJr2gL5mKjnmTE4duNA9COHwztknHg4z3z4/IHPT4+c5jNLnsEXFXpczkSLOh3HPSmrkK/mxjhEnEAqKuRrOCtulfM+OG3A1aEkb16+KScdLXZqA9DdG7zXey/iNqs5ESFbeEU1FCJ4RW5LLVc3ChORGANOg4KSFs43uxt2byfO5xOX+cL5fLaGTaC2rQDX0aW357paoIMmF/ZUwM3pQSpVruDBECMqXlYk2nttznIpyht2XWgdaV6b1yXNJvTVgtCJUHOmpwVqWFHe9t3eYACbSEZpcPqs57qyrlrYj+PIfrfj9vaWlBKPj194Pj6Tck8z9QQXdMSKNZ7SiM2Qf+eolsSptqNho410xHkrnk1cm0vBmUBMqRbmePMV/aO1a7Ryt7+j/0w755rRXVLK6uhilmH9vTpCr8MmLcYvy2WLGA+7gd0YqZcX3n/4gZfPn/jj7/6G73/3D0hWN4Dk1I3CL7/8dT0vSsdwzrMWDbXSSahqA5w3QKpowD1f09eKugYF741jDjGo378X9chd10xaijoT2eQthMDhTtPWjs9nA2L0nkbjsjqzAbxai4aNz567ALXWjUc8jCqkd96RUsH7Sqt6rul52Gg1IS0SXFSbNwLBBc6XxLS74/abG477Ax/ef0/lYs+PRUYbpdPHiGvg8Qwy4RmR5pRK2AJc1O86SUKaZ7rd4aNwfxe4Gd6y96+RFLg8z5wvJz68vOfxcuQ5zcxrJoaBNyNcLs88pc+wS9zejjjvWEoi50rNiSKO0U8gYmChcYmQLfis4dSlxom6Q4gnDiMxjMQC+XiiOWGpK6EIOz+y1KoUEoFu06obnyF9XcRJUYQ2RC2cr17DII01FtabitSJehGeW2aJQjvBXhq+wOVcaOsC0cHgcUXBw2a0xlZMYxB0Mn91tNEmruFwbtws73CRYFoRMHATzL7Q7Ge7tWff15EezYW3cjBLpQ6F4W5gmALHL4/MD1/AR8J0Sxwegdf/3bX1j0CaRRFgK1hVoGEx2QTrDuT/5++vKBMb2tD7f9vEa90cChTGMC5i3WZvNCwN0LoqHdts/3tDtVXZbv6pdlgikOdM8AN3t/dMw4E19cjglb7rVuNgSefZtEYrGovc7U/aV5+pj/n6wYgZuSNCDwpR9Fo2OkOtjXVRj1RpKjhSgYuNp5oiJir40WI7RgtYyNkcOixsBIdUs6CK3lDnZl1bM4S6Wy6Z+X819BzRABrntvs2RG/XT/2Ux2lA0BjZVtUL13mvfF6nosZlrvig75dywvvA2hKXcuGwC5R0YV4bvq7UNoDf4WIwbqrOyXLSz+p9IA6D2nKlbFMFPYj14NQGqut+WtONPVp3nFMx7iUg3T5IUexWK7kV45LLht43tAkAXXSZYveq0KSYJ2xTFA9hkEHFo902xyYADvBi908c0VDVKj+vc/0f+TqMN8jgkQg4s1PDEytMbmTcB021FCHEPZfU+NOnD/zw8QfmddWwCtcIBGoT1tQ4zgtFIjFM3N2MvBxPlJRIqECo1EzDBL4oUtxHbnp/2iaiC3ZQlK+FdxacoTxiQ8xoBNEobqFZA6RahFwzDIMVdeZtDqSsvP8YKuM46fQka9F5vpzYxZG7u1fsdwdoH1nSqh7qYIcZxvPrPGstXmOI1KqUndynIaDPVdODqZZKdsZFNkFfLvpc92RB5X0WUk7mRpG2RiyauK77OaurhRZJFayBV19ZGx8Zt1/3Gg0HNQ5rVYHNZb7w/PLE7eGGN6/f8t23vybEgdPppCLF0kitIlkYhonWxNZcR3jE7MXUOtSJCp8a+p2cOX1og+Hp8cjNmh6dMuTt5ADVDVQ7J/q/28XBOVtnhqZP48QwRB4eH20CeKWHfI10i9mlpTUZiGO0sRDAwzR6/v7H7/mb//AfuDxfGGNkrpnmhRIq7V/Aur6cM9UJVdxW+KQ127SuAcGuA3rs+u4gpQ2M86bz0XHAdv1KbSpy9o0QA80AHhEN/7ick1K0bm41RTUnUsrqmeyc0SKEYQq0ignuAjmpa1MMkWrBRep6oms9xEheF9alEIeAiPrnj+OIUC2Ux3E+zQzTGT+MxOxZj5mWI/d3v2W32/Pl8QeOLy/G0dfwtYZjnCaCm5EMN/EG0kSpnnTO1HllfZ7BNW7f3XP/+jW//jfvuL3d0dbG08eFh/cnvrx/5NOPn0jlwioXVmkseMKw4/btPbff3XCaH3B3DucjKep0cpWiwTwIqTS1zXNepypmLaZ7o6c1S0QMpvUwtDWGAY8j1AZrQS4Ll+MzLQgyaNhJn/rZjH3DdKoJ7aWIFdUKhjbL1Mhp1cRNH5FByAWeJTPXxg/LzOlYGaoQozbR88ORtlvx95o+KIhaFLfr1KlUpfkIsjnf6BHarsFRXhF25xzTNDJJI9SFVBItYyFEuudpk67T9asjjiZOB9RUokoCd8FPjd3diDxULsdnShxJfkdz38Nv/s1/d239/KIZ6IRfHbt4nFfRk3SBmtEonCEq1TwZW+uUjP5SRLPbz7WuwAa1nGsYcqsojDS1RnHV0brqlrYVNNV8iYsFjqhlmv489QRupFNmcCOH8Zbz6Yg4/Uy1JRUHuabduHXBBoDTG72+qV9HAWym+dK/U9NO2eFs/KMHvFVoyrtdEv5GVavURpWCC2b2bWpHL197ohYTMFRcLhuHW2vkq5tGDzvZRDGGlnovjGM0ZAbb5HSjG+KgxcO6WvdtVi5OP+tiSNIwDEZVka1R8cEb4o3ROppaiRXH8+WZ5iCds5nS3+FEr4cU2R7wlFdqtcYgxA3l0GutNz/EoOhg1kKoGuc5DlGvaQ9YqD2Ypamnaq1Mu8jlnKglWcEMy6yNknPXhm4cRsR5fHZUbEGbx3IteZuozPOiPraGKm6oeK08Pz8R68Dtd7d4P9EdD37pr/2wpwyOFhtVFptcBPW4vrsj3DgkeJZaeDlf+PT0zI8ffuI0XxTptMbLNY/KLRxrBZc10XK/v6EWeJgfSPmEj10A271eO/9MD/aSFWUuhja3oAdid0/QV983IJUuJFOFvvUuOikRd6WDNVXyt04vaM00C2K2RsWaKI36dc5zkTOH/Z672zt++5u/5MvTFz5//qw0BZzpGcSoGpkeM6zPl/5zNecYdRdQPwxFViprWuzgVr52F8LSrsl1yfi5MUR2uz3ruij1wL5Tb9T1mmDTFXMp8Br60r2Tm2/meGHUDUOmRarRTJIW8ylzmRcOh4O5i7xiXVaeXp4ApZutaaWnnurhq7t7srjh5irNXf2WtSEXasuUVHCiXrFdDNnRpr6eu1NQ94jOPVDE7l+3kcOKchqs6/Jnn6Uj71vi4Fe86j71VAtFzxQDN/s9qc2stwe+/eadBiMw4BkoxbG0Rm2Z3K4N3C/1lYqCTEUa+B7wAn4IHZbfzgpQwd7VycrCbAyt74VNxSYtwat9qDR1pjCvZUSpMuuS8T4wuMjN7Y5mCXjPD0ebBOvE2Ds28f5kaZatgrhmWQEFN9r5WR0xjLSWGAa1KvVBMxSWedF7GTx+rJyWR3bugNsJ0z4wjAdSaUj8lt/81Td8+fQ9jx9/ojVhigMUx1hHIuB8I+YIy0hgx+gCu9eB8S2Mh5Hbb+/IQ+bx+cTnhwcefnzk/R8+c3lZoWj6YXELL/WRIg4Zbti93rO73yGTun24wwRSWa3AqOLxTmucljzVa7JyEFBfeg0VaU1UzO9EBcOuNzVC9AHfnE4Gb/YEUYS+iBko2BSnT3R6E1ptvQFWz3n14E82JejUrqLJfkNzjKVRL4WXp8Tn84W5wn4amEbgfOF8esYPA64IbU2ok5rYVKCoW48X1rVsqL8WuVsZRvNq6VsbDDHy29/+Ba/GCckLNS1QG84HswPsdaii5p0R4aQRGgSpBAqVM45HXJzZ3Uf8j6gF8HBk9Z8p7u+A//N/d239I4SAGFyuF14tWAJYp6YNUUM9VGXzHS01qapaq18b61WoiuS2qoVQt4m7vp8WxzSnNmdWMLcuHkCR5ZKzplElPWhrLSp6EBWH+OYgKxF+d7vjzatveX54ZF0XEK+HndEx6FO32jQlxw70YEKIXsup9U3axv9i6TnRBWIYSEvm6gJhN7Ijz0XRpclim/FiCBTKNK5c3T9cj7qWq9fplk6n18YPjuAdsxUxYh16LbXj+VQUNfXRK8LktaOPw6D2XF65lk0atXnWdGG+LAzRMU1Ru/zSAIcP3QZPI0OXZaZVix6lkfJCu2SGGLhcFub1wpoS+/09QZoGZnj9WcpdCwzTqO4iJRtyp43ZcrmQs6JtHd0dx4lpP5FzZp2X6+jbxoOdt6yq/ajj4xjYHXbMlxlatWFJtamTjumKJTn2fxcwao2NsfCkZYFhxDsTFporDALn+US6nLnbHzi8uUUqpH8BRbM3USSim3fG0aTg9g3nI3moLC6T8szy8BNfnl5Y00KPfu/hHD11ErRQXdeEl5Ux7thNe07jmdP5REvdAxpN1URFeq0q57QLiDc6k0WrxzjoOK42clP/VOc8DvVHbsqGsr3lalVUbXrjtgJRzJWl2hpVsV4u2ZpkHX2OEYo0jqcXaq28vr/nsNuT7hZeXl50wzfKWDXvcxWndoGpiWU7SmeIcKllExFqgViMgyfbXiHoYdVpUp32NQ6jebxfD7plKVtx2BPuWpONrtFpYo1u3ag2Xkqp02dA0/SypRY6cqm8HI+8HI/c3tyy3x/YTxPv3r4jxoGcM6fTmXVddQ/uoU7OUWrGOWFNFVcCMX5tCalnhSZ6slEo+rRoo15wHeHXWlW425+J2vT5FL3vFaXLNNpmmXe179Tv93VSKmBAiE05W2O/23Oz2+GdcFpnPn58z9/9/X/mdDriZeT+1Xe0kjmfXki10Movf12XqkUkomAGNLxNQLfL0NQ9Rxybu4U90hjoTMmVGDw+GArpHUQ9B3RKoevLG6hSct6mfVBZl4I4TxxHXt3veXl+1kbSrFRDUJBJQN0ocqPWwLIsdCtXUMH5MARqEVJSz1/QKevyspBeVqbdjjANXM4nlpcTIsLt/StcPBDDnmVpHJ9Xvv323/LqcMPDx0daangJhHlgF/Y413DlgPgD0+6OeJjUes4BvvHTTx/5/fs/8Hh6xI/C5Xjm/DITvMd5zzSONCnkZYUwcrjfc7jbIzSOT8+czwu5Oa09sCl5qGbHB6VArpDWCr4w7NRdJKeG5lMY6GVnixPBR8/glTcsznH7zWvW+cx+umduSZHZVrfmtIvo+/MPGjCijjy6zr5+hRiVllgashSWtXCuQhDHLk5ccqWGgSFdKC8nXFmowUDLGZofbZoI1IKzs7dmrZPiMCI9udh7KOrWgfeI89y/esW//st/xTSMX6WQanjNOIzqWEXA7NaonYbQGk7U8AEuOHnEyRdcPLO/j0x3A/OnC2m9kE9PJH5e0ufPTwT0hgh52ZKXtsS35ixs4BrhnEsml3T1H6061tLzuSGtIi0D6Sv2Se8SAkKkorwa/ZiaG1+rRyjQCsXS19KqgRIlq8imAt5VBgGq4KrXYjUH3r76htObZ748VM7rE42kRS/NkBC72RKuSHhj43iV0syuR7vzGD0+arGmISWObggPYoEb3VpFO+u0Jm0+rGPfXCCQbSTVpPtkVrxTakTwwegxdXvIvHOEoOhdLXpNNLDDDnIRlvOZcdoxThO+aGc2jSPTbsLHSBjUZq7SOJ2eqfVagOpCVq6mj/YZMPcBKxS8dXlOVNRZmxbqqSbmdTE/2MpuytzcOMiLqpLFM/aUoGaemOJIeaGi9nfeOdak/FYfIs1G7yXlrXBQX+22jfZBG4dlXkhrVrGfofM+WjS0qPAlZ9sMRJtBPwxo8b9CaSbwtEVojZqKIgx9KYbS0DjNFz4/fuT17a8JbsfyL0Bl30S1B642XDNhaqwqbPRCqpW1wnI5wWXlclE0shk1Jfi4NYdda1ByhZoRZrwE9tOBm/0N67qypsvmAlFquxY3QadYXizzsxd8GEpZio7PxRxnnMP7aAWrUx5rbdaIaYO6pkKlbuumc2DbV3uV6ii4NlBe7e6icaVbbazrwpeHL4xj5Oawx3vh+HIhZzt4nNHJWtHgn+qILWzUMv0O+j5aoJevXGvUGmrTQ/QDDVRowLWofTk+A92+7UqFUPS4WRN/RZOSiQXdVxQGbwg/rdkkTGOqU8oEr4dmqzbBq5XLZSalwvPLM0P07Hd7DXzaTdze7BHnmOdFxcLOEXNgTas6ddTKPF90L2nYZ+mWUU71AhYC07/X1XZStsap8xbFJn32D0YDsaYLtaiMMRj/vG78d+PTUMyn29lkVOwv7z37aWJdZs7nM3/4/h/4+PkjFbVY/M2v/4JxHPjbv/lr0nrheld/uS+lQSWqKH1K/3LUrM+qB2341k7jU5oUxhUPIULxyGiIfStKrQieamVusYkQtdGCoqIhqMhbUWytDUoWWkuIePaHG0pZWdeLiqmDZgF0vu0wDSpaLFBqF7tijV8FExmmoJ/X6WHNWjNlPuHzgjRRy8gK/nBg53Xi60tlWR1tgVeHX7OP7zg+nEnPifv9a+4OBz0bysB8qsx55uHpBz59+cRyrhQpvMzPzPVCDZXQPCszZZeoTqeZc9TP6mVgiHtu9rfsww5fPC+fn1jKTDjs0DBvTbBr5rsug1fbmarR9iUX0pJwfjBur6fm7m6l4JMXR/SBKEJNlaVkZhk414SMQadJqeKrp6U+xVFgjnrVDTnnSasmCze6O1aFaqFgzpOr8t+PzvEcKq9D47UfCV6dderLkXU50naFuTXwA74BXoFG5SBnnez3CXVRjUUcgvLKnac6pWY2hOgj97f3vN69opZGqY222Y+qWFSnWUI1/ROtmfgxU8gUVhovVJ5pcqSFlXgY2N3tefpyIS8LLgQVt/6M188PN/HKUfMbR9aU0R0jtgebpl1uaTZiNdGL2oq1bYQpNMRVLZhoG0SvHymARJCBKoOxUgI0p91U05S5ktVvtfMfa7UEGcztw4JDHAFqJZ0S493Ev/6r/5m7+wP/8If/ynqeqRZeYI32tjF39LuUwjhGpv3E8flCKZqoF2O/0ar47z7TXYWMjT2F7nGoNzUX5dd651nNtUKa+Y4GLcayeTQ7C3Rw4raIXDEaTD/g0qpuIc4FuxZKPwDlIudS2HnhcHtgWQQv+qCXnFkuMz00YUnagKjBfLim8oWgvodGti9Fw1ecFyrqI5vXmWoc8dq0YE51pdsFzmkh1ydCVMQsZ73H++kO8Z51FUOaqnWMls41jRqhaYEYaVmpxeFjQHI2uogY2o92qc7hozYC4oR1mVkGDWxwVcxyrzse1E3IVYt5ajctaqo1Ot2loBdZpWYtzmzzESc0H8A7LunCcX0mhsJaf17n+j/ylepKq5WAFn2lGWobPEUqaymspakXeK3m3NI0DNSs6r7mjupDqZy5WhrzrJHrwzBy2B8oL4uq6J1lqsPGm+wAR7dwg7YVS6UWfAvK5W2FrpLWAqtpgSmmDC+V1YoxnYA4o2yoYKnWZvZ6WkD2olNaLyawVMk+yiyUmqk1KarmPXd3d5RcOZ6OpHm5Fnqih42m2+nzUVujlfJnQt5mCHC/BltRK3adbcIh23VlCz/pzXV3EunvbdTlDZ3utIwuaKU2qjXxtepEUIWI3bKzNxTOvLKrJqga/zHnhZxXzpcTrTV2O50ieOcI00QMEec967Js1/lySfZedk1E1HavPyo01rZudItufeicKdDseYgxbAWd3iJFmkWEIN7oKLpHer9Y436lffRr2AXoiCHQQMmJ8+mF+fTIn37/D/zxd7+nFs+0v4ek6Pnd7Rvubm95ei6mx/hlv0oqNG/FQ7Pv6oI1h9po0mSjILqhX0NoBUruZ73HeTROW6CJw6Goqp5BnY9q+KQ9/6BnsApBqzkTNXwYGMedTatVYE/TQrBktSz0YaIVx7Kc6Z79JRdKVovElLUppkGInv1hx3m9aIN7WYnBM4SALMBzpcqF6grSGoOrMAfmecIPe7797i3h3UCYI/PzhUs6Mp+fOR5PLPWFT88/8OX5CWl7xAtruyADSFQKEkPTpqRVZAj4wVMTRBk4TK+4He7ZuxtYV06XFeeKWquFQWuV1qzmUFvH/tDHMCItq+DSr8RBm1+c/l5puiZDVNG5b3q2OR9ACktZkKDe+DoRa9teoaJjpcN1l5qalaLmQtTC2dZIQ80MHKA55wJFi92QCzfBs5PKT8cHcn2mHQppV5ljJRz2uOo33/acC82C40A0nKRPx+hUL4cErW2kwThM/OV3v+X1/pWeK+LM/aufvVeKkQIhqk/LLZHKmSwrVVacHCntwlwXLnkhScNPE+KCggtpwdd/4qK5W3posly307KuxIo3jA9VWi+WdbOkh6LUZgi6FpRCV0JfEWYIiAyIDOAGGgMQ1fi7v09VPm2pQs6iylMb3bZi0QbNQXBqbu0D0hrLupKOien1ntevv+X9px9op0+kVIyd4a58nyaEQVG0YjZRN3cHcqpcLovl2ouhu4rq6vfTTSKXijehhVzPPQATWug1LMnS6boQo2E0Ez0EhmHUA99iaLvnNa1oul3rwQjVNhKHd5HWsvljCilpSpgPgbwuFFlILbEuGhQSoh5UuRWc5dK3lilJQ06GYTCRgBYZac3KO3KyoWBdXFdrszGeWcOIEEbtIJd55nT6QvC3TNMttcLl9Mj+5h6K8a7NYL7VYlZoSrOZL2eqxXp33qf33g4F3bhUxKhcVXXauI54lWuJNW4qeOwCpFY1wKbWqgqpXgyLFhVx8Dod2MabHflSq59q9zvTOK0nPr/8xM3tO3L95R+uS1mUNxYEh4bhVBESSoNYaiU1i781Hn6gkUSvQWvgnWyNhdJinE2hNL56WbQoujkcoGUenx8taTMaWu234luBI71uOVe6yKzV7iihBWBNxYS8WgQ6c9pwLpDKap/L1N8NmhjW5sQcNHQ1epzRxOzZqnWjCnVutDIAVJuxJh2JTtOe3X6vXq9BE6tSXvVwqtDDl6KLJtJlQ2PBlOQ2nu5ONzT+TPvRA4C24hdMUGeaCFsHtRaLs1Z0XOkbli5YCzV17jmsabXm9GqJ2W0zaVgoEBu9LGd1mYnxim5jBWsX04UQGYZpS+DrIqsYPUOYNLrXGvFlXTSprTa6CLlWFf448/3fTTuz33PmBmRj6PBVfLgoChVjhHptKDSuNxhCzVYANBNEGrZHa6q0p2Xycubpy5nTlw/83X/83/nhd3/gMN0T444qjU+fv7Df7xmmPe50oTsP/ZJfrXqwiOtNH5TtmQ9d4FzMecldaURWTLWqyG5uKrDtcemK7qpN2zANyufvFq6iIj8fAyE4SkmqMwmeYOGUzjnSWqnVcbiZLG5ep32+auHjXWCcIjkpmBWjNuAigRAmfPBczmdKBhkcwzTycprV2UkCgUEnPSvkl8bz8zPFFYovECuHuzfsdgeGOFJovDw/8fDHF768/8xcn9WCtRbcrvCQnpjDrHtJEErLZnWnTb9vHkQF5NFFgkTED+zCyCS3MKurh7TK6AOrW6hZ/fxD8EhzlKYNjKBuIutZ/ehxqhXJy6pi/GFUYafzUCK1OEpoBKka7OR2jKPnnJ5posBlWvX+BOf1/DS6S8665mJQ95LFaDUdCKroenL+ul+1VvFuxLWgU9acaHlhWc7E5cQlnFjGwnlfuYSGzwvRj1tRjJjHdFQQA8yQwKZh4EE8Lkb9fxVuD6/4t3/1P3M7HHRC1Ce/4jT8xgr7/io0citcypnj8gVpJ/a+MsVE8ytflpkPzyeOp0JuQcOazifqcsbtdj9rbf18pNkph6Vz7VqfPTZbkK1t4SS60asyvcdoN1P4dX/Nall1+jI+pHj9SDKAXAtmCGofV4wL3aAWoRS24qhWuxEVAoEgAx5FSAWHqxBqoCyF+XlBdo79dGNCPe1mtWEx1bWhaK12BEy5seNuYF3TVeBYdaO4RuzaeBFDbWwzUQ53QYZAQ4V2wZL+WmngPDGO21haxrChJDkXfBOWZTWx49V+q8f06riybptiTrogci42khZt6kvmssyIRFpz1r16beJaYxwDcfCsi9pW1VKZLwtr6iNxReXWNcFaWetKrcphDmFktSSh4AO73cR8KXg73ObLzPH0QquJaVq5ublXD86TJw5vkBDU0SCvQCZOkXmeqaVsFl+q0M+sq3KaxOsswXuh1FWvP2KjJhUV+KDPrfpzK1e3NeXDq3I7q+DPXQvyUjO1FOI40E1jwuCuTV7TBiGg40Ll7DtO85lPjz8h40iT6ecur/9hr6VojHGohuyJNsIrjVQLRcAPA1PcE2VH9g1SgLJstn+1gZSOVIrZvhlHzbhzaU2EaeLV7b0ie/Osz65X1NP7qBZXNsEqhhyDzVZao6zGYW+2kZdy9edsUHMluayCP/vDitoWYk/pc9p8163gFLoliw+98BaLqW1bgdQFt61pumE6PtNaYbfbczi843w58fj4hcs8k8vX6ZtXbUMr6k7ifbDJmHrgdl64Tuby5nF8Ra+VDtUTROl8RLBT7kpluVwulFo3lFCFwxrVLd0btTZECiLR7pNdK7pLxdUqrzeJrbrtXjWnBdaaru5D3iudrVjTuXhF6oMfjTYxMk07hnFgvz+g2hasUfnKko5m6ndscqjNbMpKH+lTiIbuMc2Q95KL7bk6RWgdvcKDARA0taPLVcgtMniIFDyZ8/Mzf/Nf/yO/+7vfkdbGuc5ENyjNK2fef/gECH7Y/dkh/Ut9SfA0sWkNOi1R7YwKnYfRAp6ynhlKOfsKmRfRMN7WezPLHgjBnjvsufMQr+eFizaV64MU3w2bKrubAzHsOJ8Wcq6sc1VRn1nhBQsSKbkSh4kwDHhfjLJUaHiokRADQiKtjcUV3BAZhz25Fnx1DG2iLg2fPC7t9AqEQoiN27c33N7dU4tjXp/5w++/5+HDM/VFSKeVM1/U8/+w1wI2VEpwNMkqXGyF1CrRppCuCtICLgZcHairZ5r2jOOeWEZCgbyuzOVEumlMhxteLomyroRoXN8Wkeqp1elZFrQ4pFmceBVKbazzRRs+JwRGxmGHNE9LQiuVURyeysOnL7QpKsWu6pq85jGUr54JXeMta+ONibF1+qQTMd3j9cyT2mg1U1qgDI5LLCyXZ5ZyJI4Vee2Zp8pFCmsryHKkBgti6qCG15+l7ARnzUPE+bih3s30Tk4ch8Mtt4c7Bok41GKwolMPH4KJsPtUUtf/UmZe5gd+ev6By/rA3eh4czNRZOb7zy/8+OnIfK4wN8RrgV6WhZp+Xjn884tms2Tro/MGdLF4NbSjNvUyruaX3Fo/+LaVpxswRRdBH0Hi0EjooIWyDMBAa1ow60VsUPqPahviqtw7RZZb1Q/lCASJGxcYxIr+AFVoqyKqrw/3fJzuqHOmOo0VLbUQfTSO8FVMU2tjnjWbvZqosZvwC7IhNXowaxgB9JGIPrzeK9o7ny4gjv1+Ii1msbbZq+nD4Kp2+zlpcdcPBjCRUG8GbIyitntXmznlOQtryrRcWddVo4+dEGOgSYAWCHFAaMZDU7/HnBbyenX/EIHYkWM0BUzJ+FpgNDHRJkFHazWTVxU8ZafjquYa4zBQ1sq8Ji7nB07PZ+5fv8XvGt5pw5WWMzWviG+0XExUaQe4R83nW7X7rhG+bGPpK42i7/21VAubcZtAKPhBHRBaNdutytWC56s4bhOAKmVFC2+19rKirV1pOUrBCZS88HR8Zrp9IU5fjYZ/oa+lJqILYFGjTZxOEKSQq00K4qCHmJsI3tF8oKzQR2K9iWj27+oD6mxrVkRrTTqNOex23N+9xvkX5mXRyUouOJc3h4xOg+kcV+iFsyVjGpdR36Fu7ju6AQSljbirPqEnUW4FsRvwVpAph7pcBSbmgayry4bOAl2rUEruoxBO5xdqK0zTxBAjr1+/IZ6OzJeFkppZ2lW6HeXXKGmfaNVaVbxmXOecM0TVDWQTCXaR1eYgYjwMac14uype7EWjoMh4kGg1taK5VG1S+vSlO3bohKiHKMlmD9apHt48fnWN162wTzmxNvV+ZrMQ1GunoEkju0qbZ16OR2J4IoRAjFEtslwkjpPF3Rcr8pWaoslkX4mzMf53F/XVRhH14PfiN9sq74MepnWh91dBHNMwUbIwJ4heoBa8FKJr+NZ4/+Pv+S9//R+4XBL76Z4hToxh2Oh62c4dN0ym9/hlv5zzKmvqCHK15FWM/mfTB2PtaMJsR5K9IF51SmobaEEzVVSMJqrZybk3hHreVJvY1AZSlV6nbB+xNV4IXvdsvxtpNbNeCvdv7wg+axBQXRmHwC6EzWUneKUK1exoVQXB3o2s68IqVV0vqq7pw3iA1RMJ3N2/Ymo71pKoQ0X2juFwINXGn/7hb3l4+czn4yMpZXbxgL8P5MusWoXWqDOklgk7PQMdQNFU4TANOAmU3BAi4gMQaS2SGizSmKLnQESC8MPxiTLMvL57C2umpEpdV3ue+56g90g56NhUXxP5KImSVk36pdL8gm8ZV/fQNMTMD4X5dFL3nyHQklpRllxJLRnFKtlkVifipWSkdPtbp64cfeKG7XcVtXfDUUkUH1n2jcfTQmtnhluNOi/7xMmtLKSNRguZ7rgmyGbq4NBCOsbROMkK3jn1kMOhbiA3h1umYcK5gBePuEquzfQw14IZKdTmSLVwmo98fPyJ9w8/8LJ+4RAdT6eJS5r505fPPF1W0lIJs+AlqDYmr9Tl52mQfr4Q0Aozk2ZgrGS9sE0pGa0XzU1FYjYcM2VuVQGgEd9bFx1tXJ4IGLrcIrUFWlMhgUPU7KAaWto6d7iaFVnbCmbB40QtSLwzK5LmsGwNfOfoVOHucM/r2zec5mdSmWm+EGMwt4y++ViKV01qy1WLPehaqGlSliK+0oQQVYxSS1KeVlFLJy+i6tTamJeF4HVRU+Hp6cVQdkWmFDWRTVwZYjQRlH5H9xXHVkGZXmSIRX86ShFKVgsx77qXq6lVpxG1sQmEoLHbtYd5FHU+0NG431Ax7wJOzEHE66FIqSABqc66WPOlRoWXJaNIT4H1YhuEi/r0eNS/tzS8j9yGAfGeGBQJccHbiM+ElBWdWtj4SBd4QWLE0cev2v2XalaAur8DKmTpyH9r3dJKD4WmhC1tXLxa4Ylt1uqNbZHqoXP42tbs9X915oXq/EBaZ86XM/v4y0eaS81EnKXjRUKAEsRstdRWzLuwocohjozimMtq1mtG1DJqRQNoKvLDDhoVqWVSmqkl8er2jrubV4gcWdYV0IKkUyK0EG9fcUdNJAva9EoD35EFu69o4efc1YGhvzparLWm26gKHbHUgjhtaz74SG3Z7q3ZcNWmEwvjRYNqE86Xk4avGAo8jRP76UBOjdPpRC6FtK5qiWXou6Kg+r1KrWAppoLS4Jq5QWw0LHTvQDptQujG/jpdyuSsz2v/yaUUVlaCG9XJo+p+fW1MCoiu46+dRTQR7Xr9uvc9tt81tNEUr+tFecqO7BKuGc3GQITSEimttKYNx7KwFc1DHPFeeZ2CMC+zUi0amwtJMXeizR8fDaCJMWqz0EEU16z5EfN812tUarcTdYThwDTdkZ6fqbngaoK64IfI+eWRDz/+SFkK97dvCXKDF0dw1pyJAUNowV77A/cLfiUbxWuaGxCUFtiaOmJIk40Xq2CXIoo5N6L3iA8EbxNSOnDkSEvGBbX7wiwjaY44RUWtpZKTrcuqfs4ew8yqFoS6Vdpna45ahXHSvVJdrTBQQ0EjpXFFShWWS6VdEiEGxlGf1egn7u5uGcPEIBNcPG0OSB44z2c+Pj1yTEf8IfBt+BWX52c+/OE96TIjVBgLJ3khTCO1RVousHfUksCmWSGK1h9N+cjeEMrmPTEOCAFaxLkR70dycVTvmfZ71pq3Yvj0/KIgjETdj2pTy1mKgQ9Vw4G8+YY36PZzCMTBkctKSSvLaaWZletud4uLhflytgRBp4YIQS2BWy406daYTaWcIlQKruoNqiVrzWGAQzXusVSHVNHP5AQ3JMqQeT7OLDIzjI3RNbJfefGJ7CuyCm7JNJ9oAnkVxmkHPlCSVoZiNDy1Lx4UBHQeJGjdJ4794YYQRnqASUUBs1IqiFrVivM0tMG55IWHyyMfHz/w+PjIXC+s3vP4fOF0mXk6F9Y6UKsQU2MSPdNoCfmnFgJqwaSbRTOUrXb0x5TKvfKvrVhX28V/lvanK8eQ5h5lLUDAyUCTkdpGmkRaC5RmIp5Gd7C5eqIWtRfKqyLb0pqJVwaC13QcTSk0wZHDxg9KRM+pMkwDb9++4/PzT5xfjvowRQspyBprjZhYggbRRliubbSNUjuS1QzZVlRIJJvXs/qV+kFTANOSaKUqpUMcNzcH5nlltVjenDVZLYRAWbQrHIbIECM9tKSaPZABVvRgiGlSsaI4WBfhcloVyese1sE6s1zxo2cYtYNb1wXnHXGM+kBmtfqJITKMA8u8KqJaq/k26sTBeUcw+zXnhGW+0JP2Wm3Ko+K6Wbcm+GEyIZgw7IR5Wfj86QOQef3NO0ItuKTvk80v13mNZl/X+augGQuESGlDyRA15NeDum7BEbU25WTjLH1KNzAdGzY9FI2jua6K7MfoN3Gpmshrs6gBGVfhVudKuoYq01ujVdkcXX7prxgiAUeoEI2LXERwIqwuqIOAc9sm65wnBAg+kHLnIPYRf7O1onZUeo07qqqc5FoyQxzY72+Zxh2LuaCU7jMunQ/dvQ0M6xOxlEeb3NivIlpodi9mFa1cvX873aD7brcm5KSHQatCQb16tnCmZs2TBIpYY25Nv/fD1rA658llUVRHHMmew+AD07hnGve8untNSisPDw+cLyfWtHaQ2n6vt+dFi1InbmtOQH1WW8PCIRR11mK5bYUsdOsoRZq7tgCM3kAGcwJSAa8ieLqXdMs7PaDy9rwPSomyQBkDIHXSqLv3JhZWm7eE8wHf1Bu1WdHqvSeVTEor3ee+Ge9Y7NBc13VDbtdVhbuB8GfUEp1WVBNsVtsXtJjutoJOrvaD86Kpia1WmlSSQHUFXNiEvsE5Jhcoy8r7P/7A+Wnm3atfMfgbyhoppRFUFoMY119CBBHW5Zcfo10RhjESwlUwFocBsWcqRAvLoHK5XFjmxc7mRkm6dvzoN/pfw1B/EwDrQ2aGAOJ17CxqYyiuUutqe6qen90T3XlHUFsrhjgRXOD0csJ5uH97w/moQV7n40kRyKaOOIfDHtmNBNnTauLwamC6iQqEDSMh7Hl6eObj+w/UF8+hfcP5aeaJTxzrIyWs3O725HHhy/Nnlrkhz4EhOBiEJSSKz+qeJJm4i4TmNjeqnBQMUmAlGH1B02RlcAzDDmkj3u/Z7V8BELJDfOThyyebCDXOpyO1WLHoNPzH0aApBaM3iMNOudt5zQoi1kYIpmnKus8KFcmFljJhr6BNGAKH3chcC0vR678JCJ3ed60xuvWvnmxqZtCj53U9fu24YzU7nsYQE+v6zGN7Yg5nXISIZl5cpJBEjA5byG2FoDWCj9psrGYL3MXi1VW81+shPRiuNYYQeXX3iimOOLz5jUCrK6ksxOGWOOwRCeQG57LyeX3g/fNPvP/ykWVOhLCniXBOKy9nxzxHmgSaC8oucIU4jsRYqfXnret/BD1Df21c42krYjB5s8LZrOXqtUhuNgbfhAYt22KqhvrpwmsStFiWSCNQ8FQz9JbaaDmbaCBR8kotSqivyUQkOKKoT/I47RkN0m99lI7Vzlrrsi4rxcNhd+D+1VtOlzO5zZAV4ehj5mY2Rf0CaLGvXB9nIw71VUZRnKbiG8EU+mLRoe7K0es/6/xyYn+z53BzIL+c9MGyzrXHY2uufCDEyLqq64BIoNKjpKuNnCGXzPPzEze3NxtSrYd8Ja8JRl1UKVf1OC7CtNttRac4xxA8JUeNWzXFrXeeViriNXEtt6vt2jgoL0svkhrbt6robPMNNzhKK4QwmLJXi87gPcP+QF5X0nzm8fEjpWqkdhwn0lyoIsQpmOd3MpFZwwW/2WmJWfCVXPWzWTJaCBrzm8ypoRaj1DiBZlHDTYs+5cvpPdGRtaIhnSPeNxDfZEMIvVN0vdZiPqdQWoZWmXZ7czr55b/2w0iojdiEoSjnN+tYidEZD21zf9FpR7cZLGJbn9Eovg6l0BmSMzuwqutcIpXK8/nEnJTmEny0+6oF1Ub/aurNqmLDbgV35bo2Q/pjHAk2DVH0+Vowd/HS1mgqAUs9Pl1/dnoS2aA/w6gYWmR3QW7YUBfvwiZwbs2K7eYpOen7lEzJZ9Kqe2GMA2/fvOUu33E6HVnTyrKmLeGwf9ZtcuUCXVDZrAHrfN9iFnPdSq1/B13rxnE2hLrHWrdWSSmD+Zf38JFqo9ktQTUobzqZCFnvabMEPtlsAjvtbF1XhmEwTUACWQhe9/nQVLwrqMd9ysX46zqV83hLPdRksz75ySWrBVXNuOI3Gpo3D9pqdpa9geujjS4OLuaqUoyS5b2nORUGPTw/sQuqGRlHUYHV6cwPv/8j7//wAZdH9vEGR6CN0aYXRf15W8GXTGmK44fuaPILfu3v9hxud7oGaEbD0HFrCIE4WrQ6jbibFBIoheUys8yrPSvauOW1IlKIg0eCMIxmx2pJriFEpVBaIelDJHhnPvpCzUIcA6DTSJyKOneHHT4HclA3plFuOLx+q3SClNgdAj5UxGliZ2g7ZN1zOs2cz0eeXh45LSelj/iRpy8PnJ5emOSWb29GDq/eEvOIWwQ3Rl5/+9qe+wY5sDwlhl1ADg2p+rk7JaskHf+rpRmAFv+bhsIoQSFEhEgIEzHcEPwt+/1rBBhLVeOAZSZLwreKE0hVayD1mnZkmyjXptNTJ451AZccEKlfOWkFNyCh0RZwtSFZwzuGMVJ9w08jwz6SciLkTFoLUpUR0IW6CrZZwE/OODRGvOWi4tl1pdHTRNE1iFMhaRAkZY6PP3G8PLLErA2ac+qM4QW8qLd1cdQm+t+aalAqOv1HBI8oeVqUXiE+IAKlJYpU9uOO25sbRj9o2mtTrnMrCyUvTJPWe0VgrYXndObHLx/54eMHns8L4zAxHW7xMeJzprYXSj2pc5F4XFoRXwiuMDhNOvw5r58fbuI1oEMXn7rg1c4vbld+iW7eV1QZG21qpW1c5i5ioXerQUf6BBAtlhXBNkSpZGpKtJKodaWUVcVi5Vowq9hkYhgmhjgQQsRLUHU4agvYRMdH/TOkuTC+Gnl7/w1PD8+cZqCuV09lQynVNk22B7etZtWy2Z2I8bnaZq7vjEDvnTdT+cY8L8bJFNa80qRRysD+ZuI8L+SkoQOCuT+gRXSIinC0pqLAGPW/iTP7r1ZZ16yJWE6Yz2ejw4gp81FDftFFPi8JmiLCXZ1+FS9asR8CcA3v8CGozZgDKcV421qYB6eFUYyBnNUxoWQNi1hTo1TPMAiHcTQXjYXmlVftgkCYWWvieHlhmTO7/YGb23u81+I3pbJdb51idP6iv4oZmh7wOXXD9Mh86QE0GhGOIYu9gAhhYBgHjUY2+n2Ifgu/KEUPGy2ev+JumovIMA56uIiO8mpZGIaRV/dvkTDSfPy5y+t/2GsKEZ8KQ3UMVahZXTOcb4xikxadl6pluiEPMQ6GkqoQSyGKjg4b6cpQg84X79zalLWrj1HtpzqlRsMymvErsdE9G03jKsCy8rB1MW6nEIj9LrEmpxm9SNFZbWJNCGiFd90aXGcFuu5lwQdrAr4qSg2FFjH1uYUJVBuhdpFoqY1lUe9icY4hRvb7A6/uXyEiXC4zz89PLKsWJ53itfXmopZOKSdDnrShcz5sVwCuSFBt15CCr63o+ApxFpo5lMhmh7c5ntRK6IVnKTjJYEJG/fPFpmfqAKIhCG2jSjQaKenelkthqJEe2KLI+2Sca9k+r17/RYWZVeknIXiWZdGJDlBsTW+OOcImRO92c/2au+A2BF9DUwJb2IsoXS1OA3eHPafjI5fzhc8fPvPxhy/U1TGFO6IMOAudUG/whKDPVweAcsnm6vDLfg37iWT78DgNhGjNT2vGWcZoh82oMEpFPLx6xd1bz/HpSEmrjs+c2hPiHD5ApW7OJKJEeJphS9V0MN55hlFIi3JkRz9sv98NkYojFQdrYTcd2O8P6qRAJE4O5Mz5cmRZTyzzTM6VlhyD3HI6Xng5HymuIIMw3e4QOXGeX8ghcSkvPLfP+GHHMHp2YYc/OG5e3XJ6PhLHgRYPLKlQcAwtkFulZQ3yUDS+UJKlkYY+LdMmQte67kkhDgzjjlYD1EgTTf0TaRx2kZIX4t4TW6C0hLiGj0Jdmp0Z6sClabbanEtQz2TnoqZmdusRKtELpQVSaUwSOdzukSJUSbwsidU1chIqDRcCrkAzswSamn6UUslJwaXWqnLTnYXcFM1B0KLBJm1NKZRehBih1SMvp8fNUpYCeA3SoaiGwEdPbR6yV5aCFPIyG0VzxAePb9BqUc//EPRvCUjNlDQzhsDb12/VIMEsElvR5l71SI0mlbmuXMqFjy9f+PHTT3x+eqFJxI+37G++YX+4AXHsds94/4F1mSlNgIivCU/BB5D685I+f36MtnmBqaWcciF7wdy4/oqVqFo4V5NhduS5J1lVuynm+SgRtZjTorkVo30Yb7mmpPYmZaW2xfiHBSeavx5DYIwTQxiJIf6ZiT7VQVVf3tqK0jpK3jrldCkchhu+e/trPn6B4/yJSiMEZ4i5jnHFeUvNCX+OPNs4pdWKxLCNmgUV0Hgnino2i+f1unGpPR5clgt3Y+AwRk4WK72mtNEuvElZU9bDPcagwhkRnDNkrqmoJ2f1X8y5UHMxpK7gnd2Rok2Djnp0xJY21KvZGDjTatkKHh8CPTVRx3Rq1wRs3Mfz6ay851DNOsorxcPsapwXdZiwETOtW0MN5FSolsxIzawt8fThB27nE99982vIgHHwKNcifhzHrTiQ3sy0btmlnpOlGhpvKF6153WIgWnaazw4jRAroahYxRvPTwUxYYtmR9AGpXaud6RVjY01prwdCuCDckNz++UjUoM4gsAonlgdS62UnKix4gfl0iWbnrTWqF6v9xBH+/7mHAKGADq6j7I2YX/WP2uh2XTdlKLF3DBM6lbjLpyN4tOLVRW1hs0tRqkR9j5oE6kGCfpGslkzVps6WKR0t3rrEy+uCGXFBKWYdVlpSFClts2oNkFxpzUoF1q1DznVjWLQC9IqjdKUr32ej5znk7pHxAHvA3e3d/aMahs3z7Pyi51s6OCyXDZuuKACmt6oiihXvE+DFFn2X4ljAEQpIKWj3iYw7BzsrVDOWxGtlCa4ov3WWIg2nNUmi9GoJT2mOqVEKXZPRfBeQYNqziW0r5qednX/6O/dWiXGuBXmznjNNfd9o3uByzaZgOuUIxcFNqpNh/o1UJ/5kSHsudndcn/YsTx/4fHDT3z56QOswn64uw5/m469VQDnlQ7Wrms/54XL5fJPtfz+2V4uBE3da6gNq3G/XdC/kYyGaghVAi1ZzHwTQhh588035DVxfjmxzsr99X5QzUNZEdS/34l6Bntx28StlUpNwrQ7IG2FVJHF6Z69GFXDKdXRT4FxHAjB8fJ85PNPj5zOJ1KZWdOZXJIW5VWIfuT2oIVNkgRB8IOneYtLHz1eUI/nMfHiXog0wuiZDhPLkpiXhAue3c0dae8oKeEQhiisbVYd1KD8XqVGWLNp/PCahVY9VK0HxkGdMtKiVM0QHeu64B3ITUBi4fbNjrQsPB9P6sTsRAVtKZn4v9CaI+cGrdCC6oFaqTgZGYZR3ScAj+D9QPKCr5EpHghTJpULx3WlDiM1ZbI0m7Lr2qoWACaDgwS1qHWlOKG5ZlaWfrPHVN/6jGsNVxykFRkLIVbOy2cu7UKLBmjkDohonRNQ2kmz6XdLpheRCe8bIWI0Vgc+gAuIizg/MPiB/W5iPr/wm29/za/efEtw5i1v5JGcVIfhqCzrmTo3vsyP/P6nP/Djp5+4rJoO6cdbdoe33B7uCSFyGF8TCTw9flLdVoXqg4oBQ0Xyz7OI/flIs/RD7ytHiK+AH73UWp3UjcecbRWZgrypmblht6hIIeJcBKfpfw1V6xZDkLQAXGk10cg0KeBUWOfxDM4zxZHBD3gXLDnObbGfiPquVleoKWlKYS1XHvalMh5G/qd/828ZD4G/+ftnUtZNQhFnbyiHosbdodobKtVq2/7/ljjmm42mvX6mGLjMqx0aVpQZ0f5yuTAOkXEcmM+JknRc6oOAAxcslnhZ9Zo5bzQOHS13bA3YXCLAiggxXnZNhtAY120YiXFSy75c7GDR0dDlfMZJY78foSo6p4hu2fid1QrjnhyWcyEYVaGYP7UuVv35cRwoDdZl0blC8KTVpg6o/6bzDR8ikx/IuXA8vuBq4f7Va+7v35CTuljEIRLHaAKr7qmshca6rpSSaFRKXkmrWmJ575DgGcdJ/V/Fk1PjclpY1wshesQFK7wqOeu0IcZo40fdeFJOiDPkH1hXHbM5S8Z0PlJq4enxgZs7b+mCv+xXwOLfW8BXoebCQiJLJUSQ4Ag4e56aRq2XxjhMePEcy/FanApq3Yf6D3ftQ98oNpcZvWmbKLYBh/0Nh8MBRHnuyv91jIPbmjWAnpipyM/VJUWssI1R6R71K/cagG77ttky2ijQO13LTrrFnLX+Nr3odKrgA00glawHgQ6kaYVNJKVNnO4L2hvaJm/Tp448Bx8Y40gMSm/wlvaZ8koIjmkcSEmf4/P5bAmCbM86hg52d4m+J3cP59bsYEaFdzm3ralWmphqFpz47XvmkrdpTZ+yOOdM4K1FRKd2IEZFE1Pde69e7bVSasJlbSqxAj/lvDkA+eA3Drza32VSq5SqU6QQvHFIV7rBfa55i9puYKLkXhDo1C/nTDDOckege+E8hsj9/pZ9HLk8nXh6/4njxyfynIl+NPQqa4CX8ZgRz+WysKaZtMykZSHllbUszOsvn9Oszf1XYj86DahPxbTJD2EgmDsUYs9E1rCmw82Bw+EVj5++cD69IBItydFG7RKohg63pgtRJ/F6DjoZubu7IZ8S+SXx5uaOsBsYdyNxN5JJPJ4e+fT+E6VUTi8Xnr686Nofq1IQBbxEJAZ8FBYuxGnQc885ZIw056F5hl0AEqUKSRp1atRUN7Hdw5dnTcf1gfF+x+tf71hOC0wZt/M22YY4Diznqs9fU1tKbxuNevNHWo2IRKb9LSFMSnOQYGtIGEbHvDwT0kyVFbyFaRUFHmpT6kY1hFf5xUUnr6K1QV4r3q+IS4QGwUWaOGIITJM2EmHcIX5mWWYYIy2oCFvXikVIt0QuCyUnSyDWoKZirhjgDNQwTUpTmg1Or11NqrWKvrLMK48Pj1SpuMGSPYtQMuo3bbVVC0BtlJQN6GqEKIhTw4daHLUFhGCi0qD3MO75P/4f/k+8vpn4zdvf8m5/j7e9Wa0vs1IoayOtM08vn6kt8MPjB77/8CdeLmfVHriICxNxOBD8jiCBaRxwr2bccuZcTyxeWL0jOE9wnmzP8H/v9fOLZisQNwpGL563G9S5iHbVDW3e7OWq8urEyusGCsU7ffi2uOwmm8hLPToTrWVFfbwdnHiCc0TnGFxgcGpP4oDgheCVDiGuWoddNA+exFryhkJW0v+Xuj97liVJ0juxn9ri7hFnuUtm1pJV3Y1udAOYHpIzaA5GRrg8kA98519OUigypFBkyAHQVV2Vy13OEuHutigfVM3j9ogQyBJipBNRciurbp4lwt3NTPXTb4Fq/NU8J6a8gJq6s7VCnuLhDZpiNN5QnxwRcUqGF66CCdcME3KvZYyPbAKeMWocilZHbXrncrny+DAZqrvtSDTrFYnewdXmIxwbdYR0EzYJUFv3MAC7sjGZgTzYYRhw71KMtlD8fY6iIqVIzPFAeCb32qz7Tp0Sp9MdyMZejJYRQyBPE9DZVktiIttofwQJWMFov2PYV7VWzTN3yse4yIR5AcRGUTEGYphZL6/s+5Uff/yey/WVxzdvuX9z9jhRYXeKSev2lBEa+/7Kvl8I7hGa88zpfDJxJJYSeHm+0EulVWHfTOld607KgZQnQ+Jbga52cKOkHJmXifPdnT+fgX3bvfCKDPFbSJkgcL28Ms0P3C9vfury+id7ifP+VQN1b6x74zVUSizMpTGFyShDPtHQXuk9QMxMeWKeboj/4MgO4cgXvwWw4tKEJ2bVR3Qqw74T5ML5fDbhx1Z4fnlid5HgEXARRsvqky09Bj5f/pqD8zuEi2OyFUIy3rzbkx1BPGKNqTnQxMNpBi8Qle7JiXrwbFWhdg8U9kS6Ie5TDMlp2m5WXv6qpbBvOzVVYtxuEzFMXBmjceWnMPH2zSPzNB9ahpRM1yCyGwUBDgGkugXTTZQpVqx2cxgyhNkmUYZS92N6JHLzfS9uSQUwT5PREWpluI6EENFiP9fEgIHTspByoqwrQqLWQsuTBSChEE3D0Fql7BWZpqO5r3U3dxb/vhgC82JBKa32owBW7DyotTJnCGk6rqsBOHYuWeFswt2D1tErrTxzebmyP7/w/T98z/a5EetCx106RO3ZFtBmyZiX9Yltu7JdL5Sy2+fy+/6zfzUb81vKJ+QUyLPt2a1XWnWtjVfUAUtqjCkjkiySuRtI8ebte06nBRUTfYrOCJEUzTowT5M3M5BnIWVbE0Z/m0nvA3lv3N+f0Khc1lf+4Xf/ng+fP/H59Zm9FtJkmQKVBpPC5FRKEUh+ZqbEuhdq6xaQ4WvRuMaL6SN0p2mj9cC27Yg25tm89F8+v4J05lOiLjvpF3fwlIlv4bpYNPN2vRLEkn4ntalb3RqaxRw0VA04iebyJWTo2fY8t5qNWcmz8OM//JFUVtISbL3nALUfzblIp+7urCEW9NGaRYCL826Vndau5hEtAVKkSYMTTDlSJ6UiXIjE82xZEFWhVdd+VZuCuz6he8Ov2n19mTWtRLHGeN/Rbtc7OlWU0JhOwvlN5vX6mb1sSBYG6xYJKNGB0U4vxi6wsDW7jxKcMx47QqU3n0KHyehTVQminB4X/vJXf8nf/tmfk8OoE/oByjR1+ivQysbTy0eeLit//8Mf+fT8QgFyzFQ3VbBJixK6kgOcgLM0ghRybGxTwBjbZjbwU14/vWjuehR5fRTKXizfEOh+uAn4d6Hd09e8hQkHxzERQiaECZFs/BfnrQxKR+hG6QATIpiDh9EeUhRyMFugTCJ0H+dGDBFjbLiYmldsFFr9T+9WwAWUsu/sayLGmSALqqv5Qo/Ib+fGXZ4vSIC7+zvWy2qHYrilKXVXn0ax4gAXGZe9OOobnI9jfKPWCs3Fansp5DmR9uqoNcehYAiOdWvRBTvGyTUfai0W640LFGMQgkBtzjf1hKO9VE7nyPlkwoV9bxR26wCjUFzJnqZILzu1NbZtZ5pPZkUjciBZJuoo3pmGY/HHEIz3FZz3JdWEPfGGAlkhGtxWyNCNGLPTdCIhdJZzpESht8LTyzPPl2fev3/H48NbgsyOnt/8dUtXet9RLcQ0k9LMMt+R82SbkEArO/ta6F1Ao/uIeipRSASJjkRG45m2djssW+Pu3pS62qwIsVANK1YkRqIY3aM5t/2Ilv4ZvyQYZ7lWJWin4H9aRfcKouQ8Qj5cD6C2Zmw8OdNaZds3awhjPNaEm9HZ7wGbSIltrt3Xl2CI4OVqB9rD3VseHx65O9/z/PLM9XplxGGrqnkXqxXBqkLEo7PVRoGlFLsf/vlCGNZGRl9QtYhV85G/pUmKjtSxfhTTU85ICJS2U+pu3N8YSZJ8DehBBbPkU/FmLVG0W0ysmi9uB6QbF/QI7fhHVBG7SiHAsng0fe3GJYzD2lBt+hGCT3iK83c5Gouuw1lHHIHt9GbIunUI/Sjw1d0S7K3bAWpuAaPh9gbFUcsYTPTV9YuEzWyBRCnFmwsNwdIRXbkfe0QcaBDh+MwWWlKYs/g9VPbddAEpys0pR79A/lujBnfVCYPv7M8DY6+2Z3TKk1NblLI/8/HplZcfnthfV0LLhC6Wetp9atAHGNS4rM+8bp9MfEmjaWWvBZWATPP/nEvyP8kreWJtSELdGy1C6q4Bwc82jAqpHQKZKBM5TCDhcJipq+3Vd/ePxKzUutm6VZvsgqeAygjFKKzXyr412m7Tw4eHMw93ke//4XteLi+s24WX1xeadqp48xw6PTbAA49CI2RDrLs20hzJObK3BskNAvyejwCvXgXcDShIgFIIE8ynmefXjb1UYoQmyhZeSWdlCg/E+4np/p7ezHt6u672M8VyFSIuZm5uZVgbpWxmiZo7kjFOsCit7pzPifXymZfLM5nK+bS4zapbTPbxrI1J63jGxfcQt02MBgSVUuinximYKLu3TqeQTok0B8ouxCmTcnZK0e48fJ8uxBt1pjXbk3Vw5oLFxHdPCBwR14hN2YME4iTc3UdOD/Dp8woyqDzqJgQ3i17UrkVvalNzB/IkNEJUUnSqEzbdDnki5GygFsLbu0fe371hCRMcQVkGRKqIBW6V6jVi4/PnH/mH9QM/Pr+w9gAxIKFSS2Vfr1wvL5xkAn82Zb+S+xXtF4QdxKfVamYUP2lt/dRFODbafrQXN/TZzg/l5orhSHO//Rnf04elU5iIYSKEjJBsAWs4UGa6Ehi+q0pAiaJH0lV05CMFZ6P5/LIH2yStOxn8PHtAzU/anD5aHy4YNorY1o1wXrh/eM+6XkhTZF6s8yh7o7WdVgvzkllOi3OdgnP8ulEFGEIV41wO5bklZ8kxUjbeXXPCvfEo13XldL5nWrKR9Bmcy1F4CMOrsFUjwsco5BxozVEgR6oGmt1aM/QUK7pLrWirLPlMSjO0gvZqEaeCIejBnPla2R1NdoTYhX0mjEiHAC/GSJjN57b3SpoyU8r0Vh1lN9/jhLAskzcxtgh6U98kjHbSfdSd8+JUj0bMlZAS1+sL3//wPdfXlW+++SXnu4XLZeXyerXCWStI53Q6MU2zjcurGq1noIA5kdzyRsREERIthjXn2Q5xR+FbG4WHO6QgXC9XGyHNp+P6Dg61ef3aZ2pdza3kP4NXCG4OGbH0JvXkuGDFx+6j6DlOpCBujWtuJqBMeWaZF1Q72xcIr+r45z/mEONNCkHdH1j98GhcryZGynnm7nzPPM08PT/x8no50MTWKt09PEXMl3jYyrXW6LRjEqQHhcP9T7sCDZEbp7b3RukWBGKtkFM5/H+HEHzE7dOjMCzw1Cc/8Quni05xv3P82TFKhR8qQ5jrU5aj4ACfxNieVIpx9MtejTvvW65ZrBm9I4Qb3xsRStmPQ3LbXYQ4mlyGQ4VNA1tvJEl++I5C03734A4b7cEaJXHEeDRFQa3hHXqBveyIuKVmLY4+GcKT83ScDYLcEGFNfl986qeGau210rrZEorgEdzh2G+saG7EMKYH1gwFD1yqvR7FTQjCPE0kCZTXj3z+7gMvP76iBeggvZnRoETKvtLqZr7l2YKnLluk7Ltz9l0QljI6//xpV+e7M/vm1psRoLNtV0+9BIkJ00YH5vlsBWcLSDYdUN12c7wIMIKKTN9hNp/7dWV9vbLvO4hZqBp31u7XtlZUA2/evaHoxh8+PHNdX1HpxAx1bhZt34zbnGahrb5XBOORS795rgeg7ZWUrTisft7WUj0OXTgtZ8IMta5m47YXTsuCiGVHGI/WAI06FZh2UlJKVOK8kFWJ143t+sq27Sznifk0mVvTulP3wl4a6M48m2i0bJVaLhYrniPnU2JOhY/ffWfPdTCE80B31bIM7AN6YNzYz6I1Ca06BVLs/mhXLhcrNk+nihtUsNwllmVif94tNlwGfdQppCm6BqM602TQxYo5fEUxUFNtoi8hEPKY3FSao8HLpCx3yudPP7DtqxmXO5gY4o0ZYMCINwXNrPGi0+tiNGcSuoOL2tBozbnZCjZOU+LPfvVr3t/dGwWtWy1nIKB4g28WlvSGtsrz6xPP+wdKFZQTSKC1TtlWLiJ8SH9k1kiaH5C20bcroaxIvRJKJVCM6y9CCj9NuP/ThYDtVvze7OP8LHC7uYEmm+CvHUiGT1QZQSYWPjIRZLLxBiPYYyjhC2hFvGi2h8RivFMIdlgRzR1CbnHT6g+ZBHN0EDuJoHWCF+Lah9uHI+BNjbtUK1nueff+G56efqTr68Hb7b0Yim10I9QDQ8JsKlAbJV7MGcN5zUPQ01oz2obzxgbSUvbdxXPmhbvuK/k0My3JuLhDOCWGEuXsl9EPkRQDk9sGiZhjRU6GgJSyod2oGClF9n1j+Ltqb2aOXq/G1YqBIGo2QDFaNDVKy5NZ/HksujVDthzneTYHjG4onyfV+kHVEDX7rZQx/nE18acJnIzXeMS3SnCxTfPrZ44EeVq8826EkEnzzHp9NV/n73/gl9/+gjdv7+ht57qubPXGsy5782JDnMMFtbjPrT9nyrDTcf7tF01UkGHJNZAAe+ZKKX4gF5ZlOYqDEGzC0VXsIKrYpv6fwRi3B6VRKQF6qGyhWoqbF7wHZacP68iKJVyP62gRrZNmatudGysceXoiHqV14zMLEfFYX0NK7TrZ+L3wenkBhGVeeLh7QNVCLYYDw80twgqng0oBjLRGG/OoN0HOAQ4D6RzjUEA9yeyL0dAQw8DwOLefb1MUKxSDmFXmQI1DCKTBpx7pqE39kFBHijsJK6CLi/6s8bRCplgqBKowyYLgQjQ/OFsDbRYYkpNvCH5dg1NR5mkmxsi6bYfAV2T4MTvKhK1X1zCTpnjc6+GvbK8hMrRglOFwEsT2sug0qFrN+z7nDHS2vThVxJBIo9N0L5676UpaPMSTrduEIAajiA1+9Twv5JAOvYKKHoh0qcVTzCI9dqZgloGlFZs+pkjoFa6NXpXPf/zI03crdbPisLVK1UppO9oq19cnmhZLwpTIebkztFK9KB8x7NPE8vbnT7uKOTOL6UxsPO7+5IqBUyqkOJHyAhoNhVQTtYooy93C/dtHCMJ6vfDp4yeul2dKWVEPHil7OaKWYx6NlvtBZzjdTZzeTzx/fuLl+ol0NtchTUY9EMX1L2o2z8EddwJoi3bmZ7e6rJ267UznO1AXlvp5HrMhs6clm/dubWbDdo7c3c/88OETe+k23eyN0oyuKbN91to6sRoglXP04swmMdN8QiRDnJFc6O3KAWIRUY3UYlSHFOB8d8fnj9/z8vSZ7rVK14B2S+YbAWAhRtIkbt8aHITxGPqgWDBFQHuldaMh1q3w+vETU068eXPH9ToZtS1PUK1Q1d4dCJo8J8BAqdFwdu2Ubb/tB553bgNAb5qjTcei4E5ZjXW78vryCZXmNLlwFPaEfuQx8AX1LcZk6zAa9UJrpEsghkzvnuKplUBmWU78s7/4c/76L/6Cc0po6yhuO6mgzXz+t21n21bqvqNyZb1e2NtOIzsQqkTt7KVy2Td+XHfCWuiP7ziJottHa5Bb9zPBXcFECT+xF/7pRfMxunIqwkCcvXu5FSLWRXS3l2Nwy8RG4jYKnwlkINuCBecvq39PA6kEaUTpJFFSsI4jhdshIToSm/wgcHgojINP1YripkiD6J7PNIP4O87rA6idXDtfvXvHxx8e+PR0Yb2sPu6EFIYhebDgijKI/eahPM0TpZhgZUoT0zQRNPDy/Oq0luodV3IVdrUidSAktbBeX3l4fMs8J8puln7VHSeyjxpRc3cZB50qJrrRjvh4odWrc8xuHB1Dv21EkdPs49WMSGDfNkecBtWkk/PM1vrRHVuhYgtsX4s1LMFRCzFLm5QytVSae2cbE8M2JhFrNlQgywQuHLQpQKc2dyBwW7koxjFvvSIJQjLbmbU/8fL6QvhO+MUvv+bt23seuePp8sL1daV1a8xM7V4JLRxoXivdkFNnTRgvdHgym8BgOJIENd5t9UQoJRCi2Wu1WunamRdDpxvVN0NfF158De7sz/nVaRTt7NqoWriym/JarRCKGLK0bRfjnkmik6z7D+GLwkyYpgmpwdAj9yccwRnKQJwFevAG2a67TQOtAN/LBh4i0FojxczpdOLufEdrjW3b2LeNfXeHGUw0PKYw2o06kFL2EI/O7ir1YUNmgTZ2gI9i22hCN870QKnHvnfzSu7WvHuB3JwKMKwaQ0pHLHbr/WiSjb4lNLHP21VpZYQ86UFrOdD5bgh1rdUBB/GDalgu2vuu7oFsfrG2VyHWcLRRmGunlv3YLwbd4QZ66PF3Yypw/Ebju1Gr7VlFzUeWoHQ1Ua/QKT41yslcZXo3hbu5g/je4nuC+Wa3g/bRxN05nCsuQKmbey0LrY9xMuQ83TjnYDzJZlOE6LZXMXUSsL88cb3ulJeVy+cX9tUmSb2aS1ApxQKT9pXeViuYtfF62XjeP1Eq9DTREcJp4fHdW77+9a/4xW++/Z97Wf7//erdbbwwt6UQAssiRpuoSitCyAmZDLSSaNON+e5EzpHr9coP33/HddsoZaW2DVUT45usREFsTK4ImpyKhNCjkpbI+euFvV+47E9oHOOHgPRk56kGuu/vHJMIqxdFA4lEDpE8JcrWTWeyFrSbuF6H0Kw3JFZiVOPS1kqVxi9+/Q1VlR2FqKSkJt5GrXktCnMn9GC0Pd0QIvOyEKIjw6WT50iezYv6dJ+Zl5kYT2idaC2T0xnVRgw7pRSenz47nQM0RNo+ppwT2qChxxqf5tnEgV2P9FkzMnCP9X23dTZZY1O2AjWwz8KP3xfy6Z7Twxv2YiBC7y6wHY4ZahSJXpwmGQwd7joCg2wPjG7ZGNNILbX7EFDySVlfP7Ptr9Qe6D0RcyJop9eb93P0yZM2g0ymeSZP7izVlVYiy3nm/PCWVgOESEwL57sHvv31n/Hf/Tf/Lb999yuC5b8z8nRsytao25V9fWK9PnG9vlBDY2+FqkoTpUkzQWLF7IX7bt7ML69c73/kfgrMYSfJbgJHQDFKxxBO/5TXnyYEHH+6Hpu9OmqrvaPun8chBvQ/g9/oZPcgmUP0h3P8nIt34y8bYVzE/IRDHL6v6r5/Fm0cZERzc/D4jgtQm9uU3Xx+QW/FjB8WzQvp/eWJ5WHm21//mruHiQ+fv+fp+dNR/Mc4mbTRx/I2+ih+8wfPkeMQbMVFTD6qJGBCvH33w8vtq8QKtW1bOe0r9/d3vDxtlG45ZcELguDuGL01p2XYwZFyMhTQj3wJgSyTCT48adB4obDvKymfsKSgzL4VXi8XJAbmxcz/WzOOoinch+VXsuAStaCUkILTL4CgRIRaPTnQ0amRJogKcUrsuwUaxDQxErs6JlaMGujBbLx6V8p2IcbZbAb9cwYJzKcTqp29Vn784SO9NU53J8IUuH94oNVAb3C9bP4+JmLyzdxHUepdZvWAFOPpKa3ttqG4bdboxvM0xuHJ3AR8g4vRRvOtjYLZbJxEOlO8Ka5/zi8rFDpNGiU0utVIx/PZ1dLQ9s1AhJAXQjoz6s0DkVdLTgwheLS9/fxD+Osoo1mnOarrKIjIjeNbyk5KM7VVpGyUWpnnhWVZmNKE1kbddp5fX7msK83pGdEL8z72Gt+bRITZg2ZutmUegjLQ5igEt78EpTVDNL/kB8Nw1Wi0LoRmNmu4Ly1+CGm/Wb7ZnuSoPHhTapOjGJXabRJXakXBObrcitlu7yX8o8doBMkMvMKL6Wa0qm032oy5lzSCmsjP/JTtPoTWKaU5NUoPCstomlu73UsRPSYAhsxEVIwDPE607pVua5VpOTPlict6tQRIR5zNonBMXvQLcWdCe6PU3bnwHEi3TcgKigeVINRuaYziYj/EGr91K6QYOc8T98uZel15fnqmPK/obmu+t51tfWXdrtSyMwJeUu8gdv+KZSga5StE8jxz//iWt7/8hq9+9Sve/eJrzvd3/2kX4f8ML6NNuitCswyEMGVy6rStupfyzJRPnO5mugS23ZxBnl83Ls8vlFZMdCYdmSyJt/dCF4iiaFJGuE/IlpbZSqNHc0+4bi/UVgiTEjRaHLNPiXu3cbjmhqTOvq1ueejAWVA0Kl0wURcWliXRzv4YrTll2CHWnbJfjfKgynTKzOeZ14+fCTl5CJqZCJjg1+xEW6okL5DLVmm9kNJkYvqy0xqc0gQpsW2FkDJpuiPGBZkW6DNzfKS3HYkXPn38A9fr1QBESUgPtGKpvhoUiz8wV7AQjF7S+2hQh17I0L+6V7NBTcnC3YpRG+fzxPntmXVtdDGL2uaFptE57XwycMfcK7R7crJYKq6EzLD2NP3TONeUECwmXVTIUyDnxnO5Iu4KVqvAbla26sCX5IG+i/OmE6VUt5Y1dsGy3PNXf/2v+PW3fwk6kdPMPJ959/iOb7/5Db959ytyj9bxiRjfGmi9UMsL+/6Jl5fveX76wNPrMz1XarLEZxWjEKm4Q5I35cbXfqGUynWK3C1wt0ASEwl2Gcz4QV/7j7/+dPcM/RJRG6EmNzoGRwLgYcyKQyWO8pg9l402LKmmqxhCPfydqYgUhIKIiwziQK2sSD6Yvo5y+v8x5Pl26nP4+Io4PxpbWAEiwVLEsIVaS2e7dk73C6c3v6Kw8/z6ZKPFgEVsq5pVi5gqX4GyD39ju9m9Nvev9Bs4Rvh+YA+ahsShALahqY0JX7k7PZJzYr82pwhZUWrez8m5xhUt1cYgc3Dh4M1Rw7xpo/ldOwpqAGhnOU2A0SIs9z3boVFHZK39Eyfh71thmuZjMYfo7h1iiFJ2543iXsytdebJUKhpmtivjaQZyUae7s0TF4M1E9pMILXrRp4MiW9tJ2AbCzTqbm4EJMinmSiBNGcuzzsfPnwCgXdffc08n1nLRq0bMSWzzRFxWopNP0otpJSYZhNHGZ3F0Wg3dw/RnFNIHr3N7Vk2T+jOer16Ut5wVLDPlKfI48OJ9POvmdFgoowWoEYrDINaRdwleLmn5su+r4SuTJLpsSG9G0Lskwg0HF6/QTyZzikZw3lHuK1HCQENdo+03VDXrjaKs6lRQ4pRnVII3C1n5vs3zMvJBKKvr8fUa4ShDCFiqxZxbW4tvuZk7Bz6xXvypC8v4kMYNnLuB6xWMocQkZSOgvuIBQ7pKK6b84PFp0oiCiEiA9n1ztpsCssRDY2ad+l49gx+Vz877H0dSL1TIpo7lQwby9s00MOVRN15Ixw/J4jRDWQy60qzEGuHSNci6M3twlwrbj/T3nn8ohHqjgI3f4/BHDBiNG9mv8bNi+I+xENOfwo9oJpM31A6w86uS0WD2IS6JZsIqvkUmbewr023E9XeTLgdEmvZ2BDYGpdPL5TXFUqHokbvur6wrVdrymz+wdYVNFBU6TFhRrJw//iWr775ll/95re8+for8vkEKdLjz39hW8M2pj0R0QQtk1Ogz41pWjidTzZ6v668bqvv30bJq72g0mih2h4aGhq6F17e2IjYeFeEmBPz6UTZL+Y4slmxY3aewginQLxm0EBTEKLvqwLBRGu9mlWtxECcJksRJJpgNwgSbG1vl5UowdINVbhcXpmWjCRlPmW+/+P3rKUavcLXSJ4XylZcpIutN0/XTTmhJdmUjUCKHjvexUJMFotkJkxInGlFSG5fGsTcs16enz14x9JORTNaFJpzZgMuzrWgsVb2fyT0HXz8ftQYzVLw9kovSowz54c7NAgVmNyVxmoSO7N7a9S6O1JeuYXNGZ8YtYCbEM35SYKFVPfj+9X3aZjmgDAcjDoSIU4B3erhFy8ipBARoFWjR4ZkRgEQUInc373jb/+Xf8d/+2/+d/zqqz8j6cIUZuaYmWImhUhQXMTtBbBCpZnNY3nl9fKR7z/+wOfnFy6eaNzuTmhwm2PEQ1YC2qw6a9ooAlMUWo7UqGyh0wMejmJAre2iP41O+afRM74YV36pwO5eJKsOP+b/acHcjcPkB804uIaC0yZvjlb3hlKgb8COeNEz0IWDIqkDYQ7+/V44Y3dS3HMvCFaYelDBQKGjADGajZ27bajCuhVet0q+S+Q82Ui3q3mDhuQPIeNpseO3dePoakeCFfGtmW8jAjHHGyrTK4hFaI4C3jhEdqCu15WXzy+EOB+jWvtVflC78KXVRowTxjEdUwCjeRiqbCMeGj6mBhFzkQjRiucQ4ZRPSIrelbZD7Wp59bbRlbIhMlw9gqcm4TV0pJbC9Xo11N2dC1SFbd04nc9I245DuQOvr68sy8JymtledyyABkKO9NL8Htm1ypOnLJWrPyM21hmoU3SHg8tl5Yc/fGQ5bZwfTixL4rptrM8Xo5G4mEgxDnPKA+k0jpcJIG3j065M84zE5EhAOwRfgo/18Q03BtKUTSQZzXsS2iGk+7m/mrepDeu6IXC0XiEQnGKAmn91UJC4ojI5SizHc2oRsEY5isTbnqG2AQcBCc3Hr1aOp5BQPOAGQ5xr87j4ICCmC9j33TiQzjE9n87c3z/y9PLMH380s/rS6zFiOxwa1EIEjJf+RRPQblaIeiC7g+ZhjZA6hUM1UtWbX7lRnmKMR1Iofs2sIFR6KQc15YCOwZGdgKRggr8DRh5Tu+4JXrYGk4t57LMMUSMHP3E4ghyTgX77GhhUCCuitRsVYgi7BCFPmUBgnifmaTJXA7fSrO4wArc9xGp2ix5Xxr6PJyRa47GV1dDtNBFicnGYRVrv+36zxguBXjuhBsIQ70Wh9mLTq+RhFb3bEeL7eqsV7QENldbd+x2L805h4lKfiaXTrzv1srNdruhuEefUQuwVUTtQzU0CekgUtSZuub/nm6/f8+2f/Zb33/yS8+OjWX1ppx3N88/71Uoz67RowWFBZvI0O+Cysa+VWq7UemErrxTpdBlZCvanO/o2LBaDCCFmn9BYU1RrodXdvf+t6evtCproEugSicm89S222Zpj45SalWuKkRaj0eMEs3ZtAZFs53uzdZNn08JYI2rFXqtKrR2hUa8vEGbefv3A5fLKxx8+cPf2kZCT0SKdEgFWCLe90PYLcs6ENAGJ1iJIRlSoZT+syIRg1CMJnJd7Wg3sWyHmjraCxG68+LYTkoExQkK7lZ9l68ynTIpC8ek5QMwmyByb0PE+VUGiCfZLRaoSVJiXmdP9PS+XZ1qPSMwWwuVGBb3ZedbURIatFVopdPohmhVPSTXhpqVGhhSd3iYEhUQgRSVKpe6bNQ8EutYDJBUVTya2ROe6V2pRn+oq2oU8L3z19S/5r/71/55/86//j/zizS9ZwonMxBQmkiO9OFgygm9sL4TWd7b6yvP6ke8//p7vPn5nDR4mcKyt0dQ0XT1OxHmGFAm9E1siNJsIp7s7ZI70UCi5IhFCq4c9aQBS+E+MNI8DcGzMgyivXp0bdtOPv2eglR5dLRqPA8NxVUOXj6Jb/WZU0B3VjSDFikrvLsUt3EDt0PXafDgWBBFCnq3A1GEndjS4Bzpth3cgJEGSF+wCDbei6wWpwsPDAw/3jzx9+mSpMSHayNE7SfUpgro1khyxwb4IvLlGhsWWohoO54DbZ8E0TSrU1rmuF+4fFyvKxdO+YnD0Kro61A5x8dHwsPtrXnDM80QpO/u2H4duELO/e356otXMNJm93CmdXWhVCGDICxbugXT3li3GTQ3DQcMK14Bwve7eKPl1Feug18tGurOY6nW7OF/ZLIKMZ2cFV4zWpaZoC29eJvPBFBsVExVSYIrJphKYh/K2b2T3C07ziV6Fl+cXkMZXv3hD3AJPn58trMZTsaZldo5cOQqMUswVJflmB4bO1GqRuSEGupiIJk+u+u/qimQnfyHH892Al5dXUn78qcvrn+zVML/NzhhVGe+/dyd+i9waYWwc12uhp4o0KyRiTLjXo22kBHK0Db019aAO36giSOvQgje6QsMO4eN3/KPplBVprVV24LXbSHNZFh4f3/Hu3Xtimii1cL2utNrYy862bQfVwdxqrHHnEAp6ZHSwsAD6iGa2AlFCIKiPnzG+5UgVHFO1WqvxiRmFRDjq5+FGMbTRFgISfA/ZyXlyobDxnw8+saPaxstWcvIxKtGHafbeh4jHxIR6q+Mc+ek+BTCEOTgyyyHE6/2Guo/mPafElCd6HPHcPlmRSMiBfVh7fWE5WtotjlfEbP/GVEYIzDGRUzbOtdie0ktFpbP3RimNfIH2XEhxYTmf6OcGWdnDRmp6bOAh2Gif3kxcHBsajcfYy845nJjmjK6d6/ML/Vqo15Xt5WIc2Wi2Vs2L/NKqpbMGgRxJd/c8vn/Pt3/xW37xq19y//hgkc8Bqt/zYJfqZ/8SnZC+sJwfOZ0fyPlM643n1898fv5g90mUrhYYpqE5/aLRWyUEA3vMw9bQQnGapFmrdbQXJMI8RVrb+PRDofWrTWWDidvm0+y4mWlgOkbva87jTdNMzJmEFXNIQ6I6ZzZTNqMNxBS4fzyxb5V9K7TN3Jkk2p5bdmu08nxCQuf15YWu3YSrbSXm2QKG9uZC80wXC+ZRccBLjLI4zRNpCmzrlVJs7VnCstgUrgvSA1objc08sDO0eiFEBbXCm5rsaEDZLsWnXoFpmpwaZHWA2V9aHZOyRWnbNFMIMVmAEp0wzbx5+w78zA15cWvARMfSN3vbqfV6BJyY0HHDpj7ijhhWcExLRqhs2w5kUpqRYuBiRFmmQNufqfXKcl6or8XpMAYOSveJUxdatZAzo2qZW8a7r3/JX/7Vv+J//Xf/G/75n/8b7qZfICpIMwOHLMkBmhvQOkLjWq+UvnOprzytH/nh6fd89+l3fL58Ym0FJdIDHoLXTR/CTBIhThORQGIh08hJmJYT85IJbEjcqLoiapN6DSbi/FIA/h96/eSi2T6aoxk+1sL/W2z/9g3/Sz6zHVbCF6PR8cYGz0ZxfrAt1t4LXXfMQ6/awyJWcEtwFLM3+kGfNnV6a/Z1KQQ/wJMfeNbzBUdQ8e45pkiaAhItALnRHcnxzb/snB4e+fqbX7C9rmitaL0pUC3E5jYqFXAKiaHApVXmaOOYoeoMrhRGrXuPMRAwaymjedoIqmojTIG5R9rrehx84kVNipHqlIDBXRT/2V2bL8h+WAQFCaQcieAG5hUIbNuKkghxIufkBUon90wpOzK5PWDMqFZGQpeqoVA3SzFIKVO6iRZjGI4i3ZHa7ojX8C02u771unJa7jjfTWg3kV4tlWnOiIxiS0mTh72EQJYMWEpkSPGwg0rTREjK1Ca2svIPv79w/3DHV+/f8PT0zOXlgsRIKRvdQxK6o1tpspS/EC0kp9Ux/dCj0BjRzeJ2O+M5j8nem/FPjZrSmnK9Xlnmn3/cbnMLxNY6tUHyPpeuZt+oHFxdCzkxJDojmACsULUT8kSKM02db4tNDCZ3TFExy0fz8PZmV30CpB7z29UOaYnHs9W6CQSHE0ehHsmUTWGaFmIITMsd96d7ULheLzy/PB9Fba3l8EQeFI6BMB8TE4bYz11BPNlvFI0Sh5cwXzz33dfyGCR5fLh8IX49pnDWiDYPHME/j3EJnZoAvo5vvF5Dr8PtvWK7mAXF9KPwB3EnEp+CtEaMA7lyNGXsv96Mgxf3KG2t7GHwPc1rPQTjJ8YYLDxpMz95+1mBqsN20h2NQvyCIhOtSCkVaJR9M9pJSMzLjPbG5fXFphUdyvVqRc7LRnqTyFNibRtRd07pZGsu2Di1YRQrmnI+n3h4uKO+7pzjmUknXp4+sT+/oqWgPlauzkXf992aYUDThORIXmYev/4F7375G776xS94+/6dedVjYqLWuVkD6heamJ/x683Db0GC0+oSHz9+5vn5E1t/pWFNy6ARiYwpC44Eq6XtSSSMsBixKXAUQSJMSyemmVJW1utG3XYrAsIXzRhCWW9nU0zRJyLdCuOgxORTk0Pn0N1OUgixk1StMBQTsUuwdVp7IS6RJJkokRCF+WHi7t2Zz5+eaGrU2H0t5FNF1ClPPvUZ0+shjLOawnQr4mdtnoxuUos3td3cbS4lME8PLJPZIuZc2NYnWrsQk2ID10COlrZY9s02Ug3WrKZo/O9WidmuSdksOEyCTVeM9mZc4DSdmENgnhfe3r/jZX91vUyn1Y39ull6YAIdTvsOXlrzYpzl1ro1367TwWuIabHEXgkwnTPSlBgKceo8f3ql68ry4E5B5fbcqDc+9GZCvN5RUUOeNfPnf/4v+D/9H/7PfPv+r0nylqAn6B3plRjMUnhwuFXNg1oEqhb2tvNaXnnePvHx9Y98eP4j1+2Zpju177RuAWshgW6Ftu0IC/RqqHGKzGlijpCC2EQ6R2JyILU3GhbWY/xzSF9MEf9Dr5/OacZG7h1x1wk7UKR7Aa3ut4ejbwfawBe0jDFis6/pDPs39QCPW9EcpSDuqWrF9hf8yWHj5DdtqE8lJtCMqBXqBsYIRDvI/X8SUyAkCNE2AHUwI3pEMF2pXbm+rCzzwv35nufPHylrMRpGsM+ekkWKhnZbiIaKGc/bDC+Eob63kAP73zkbqtmqqeGNl8kxegVlPk2ujrfDeWTQBzHO1jiI7Uz0EVpMRj3B+MqjmI8pUNdGr41p7oSorNcLtcI03xFSpuwbvVlykcXvGtl/uH6YUMEEIa125zX3AzE3AWQ2D0UvhMSLzdE8RXcXCMG4V7014jL8Lu0hLnvidHeH7t2vjRDSMFB3dLI3S5Eq1aKbg6F2apJfam08f/hMfAdLmohnYd1XLpdXxIufeZ6ZT4ujkc31q9bhD5sv8Mhyr7JGgROioRUw3DS8CAsjNEVvU/uf8WuvlVLMvcSa0BtVaFDhBBN8xmBq/ERkcaeJqsrWC2i6Pb90ejCRbkfNAklm89JUi1PGpz920YMX0cNhw6dZapurEHCntqOBqb2zl50gkd3Da6Y8M6XM3enMPBuytG4rLy/Plmx3NMZjymPFbCmFgEXeG5Jqe41tWOFI4xq8ZaNgwJQmuniQilohP4WMTBZIUksx54UQrelkNNC2PyRfn4P2NCglAzUe/tLGde6ODo+JjiPB6s8nLohM6UCaWxeSN33drTAHD7pzC6uygqQdiLf5UbfbBMsdjsCb92Cx4qICwa7JsGXbN0O1ol++6sVm1460AMGFim4LV6uFy8zTxKwz+7Wx/nihTpn20FDZjaaSk/XswZJHS6vUvTLJzOl8x04i1gRVaWtjv+70cmXfNrZ9ZStmv1VapWqjBWG+O/Hmm69594tf8tUvf8ndm3dMy4xEoVLR3ghuySR+f+k3J5Wf8yvlhcv1yuv6idoK+76z7SuN/bCHU+VwbJFo3PTxjMCwTxWjRASLorbvbYdLjelBCmk2AMncW8ySzM4yQw+NBtBBmtfGY1LnwEXKlF0J4u14q7S64kccIQnr+up70YJl9dwK3tPDwptv3vL89MLlZbUzL2cD09qOFHdaSWbN1jzl0kAQK956hxBsOjaoWPNyohWxvbA2aJVOAikkicQEL5+/5/XykSYb63ZFmdz9QumiJpJTE6yKBHpV8D31mNTLsHrstLoScyAE40Tn+Z67Zea8ZMqrWa5N00RhCPx8z+pjUwUYdZFNDXCapxk2AERL1cUSb3uDum2E3JgSpFl5fvrEdbvY9HqZXHxbjzouJKOtNDVnKkWRbMDhw5v3/Iu/+a/45s1fkfoDkHyvbM4ddm9oEoNz3kVpWln7xsv+wuf1E58u3/PD0z/wcvkEYg14152ugZiVMAmxdKgbGq7oNkOaLHY9GliYYzyMDZBOSAmRmSoFgmnRGrD3+tPW1k9dhDenjBtyIn7ADX9mm/INdw09bpSJR8LtoBI3Nnc07/BNboXeC1AhmE+zfYUVXdrNI7Y3j2jsNtIY6WJ0I60PHnAI2E2NZkGWoom6MhENPrr0wloDqChRbGPsVWllI+d73r59w/r6wr5vdqiIOSzUgEPsjr5Wt2hrFvrRu+PxDrz3bt32cjI/5fWyUvfqgiGXSAU7ED9/+sSy3JGmRN9uCLL0RqUTk41lh/pWVVivm3e+4UCg0mTRzoY6R2sOcibniW3dqLUwLTBORXEPxiG2MB65daspRbatWXGKUUOGt3Ktw/s2sjolZPDHh4jocC+QUZgYb+z16ck5wLaB9N5c/WvPSVDbaFI0TjmhHe9XvVgY6WggjnoF+rbz/HQhhMg0JR4fHgg58nK5moNBiuzbbp8bIUQ1D2KxrtoiuSNgDYqOzyRyhATs207ZKyE4f1CDjXv1Vvz8nF9b2WlVrSBzCpWKX0cjJbiF4/hnYEqZJdrnbT4SpDVUdyNeSYYQab5mo1iSHGp2QDg3dKyNUfyhFglviKnxkFM0P99DRGstO1HMySGmCHsxC7qmMFljFkIgT4mcEvM007vZE316/uzphXLQlvAJS3dXHJGb84kM39g+7v8Q+BYbW6s6JcqSOGOM5GB2dHHw6L1A8Q7kKMy7H5QjJKi5gLh7cR9CcC/ioQPpB6XI3rQ6amz/30SYDlAE81vv/hDaFMTGnsaD9tEq3ahsLhTGaRnq0zOAvVSnYYTb3ua0MXMcwYIZxBjjdh9t0tDVUKmu5uuMwmVfySE6naVTqMxRmDRZs/PaKJ8LMkc0d9ZtI/bGNMGUgsUzZyHTyX3i+mGDrbK1guyN/eWV/Xph314pZWMvhcu2Uv1wZFm4f/8Vv/qzP+Pbf/bPuH/7xhMLoYr5q4v6qNkRU8EcnkBI4U8a0P6TvD58+IGtrOZKFToqnYr59bstOjICcnIiZh/vp2R+3Nf1KCinJTOdE/v1yuX1iVZ2c24KzQqX6KE30c5hG9cPb27DmHozr+h5SZTSKM2LZmyniSmxXYpHu38RfFPdTlEC28VSKHNSUrbpaIqBgPLum3ueX1748Y8fDBA5TaRpQovRUBSf5hLNRqBiIFTwtD+OkZPZwmlH0nCXMXppqEK7NkJu9HBlOkdi3Pnxh39Lj5E0J2p1dwqgsZnffTAOML2SNVvoVhvhI9a05ikTUmS7Xti3jVBB+24c7/uFdDqRTpHvfvcHdqnk04m+W6CXockDeXbtUbRGt49QMt9nmtdq+7aa5gksMTdlo0xtF6YpUVvl5eXJ05M710tBB0A36iYx7+9efXqFWY3mNPOXf/03/O2/+DuinunNQtM0FKJ0gnQ67dC6gFHHqlbWeuV1f+Hj5SM/vPyBDy9/4Pnle+gbWYDaEB0UkUKeYSlC6Bvl+kJNmZgymhIaAyRBJB7TzO4TzhgCYYqkkOhd0GKN5U95/clFM07OGITig4enCm18jS/KMabRgTaCYgeymvLKhDrdPAShIuoqTeUYyTJGtXS+TCU8uHVdoQvqYq0uDWJHQnYUJtCCpRalFOg2GDjUuCGKCwuwg8PFM22v1G3l7rTw5vGRT58+M6Jmqx9CKcmt+Hf7G4nR08BvB5Z0QydFhG01z1RDa+3gTwjNm4DoNALVzunu3qI/286+WxHTtZBy8Ghcbupbbi4d22ZF5DRb1PZ2uRLSRCkbxEicJ+uymh38IYod9j7OLLUaCuxCpOFpa2EglspkFAv7WoA0ZQeDHV3rnXXd7XzvZmcWxWLQS9mZ54WUzKZojNiskwHz6jYu27D3E4wCIa7237cyRiD2HNCZ5kTvNj4oGqilkiTw/HIhXAPnh4W3bzLbZglPhn7ANCf3yYQ8Td6hm2+zeeUKKZl1WTcDbXpvlKFOFg7bwa6Ruu+s6+WnLq9/stewetQmRK9czYxGjkZ3FMtgjc88zdwvC1OemGpgLpFrKWx1NUGlmqG/qLkbWKORycHcJHow2sQBI2GNipnw272urRGj7R/BnS1Q26gVhTCKRPM3bvjkottaK/vuE5LIlDPL8ghBSNPE6+sL277ZBMdGRDYdwht+jAoAvu8BuKaj6RfOON2oFl07AZscmTWb2y46glZbZaTajelF7529tSOGe1hyKjfkdlhSmiDQColaHbn9giJgThDW8DZ34hCxBoPxGXHgHPE9FEYQTAgC0Zx2dJQxfgiaMBsrhpxGhyramvkcqX028zOPXl5C0Y40RUIgiTeiAsNDVrpBKTkn9tTY+sbcds5yx+N0z8t+oVwq6T6irfF63XmRK2/u3vBnv/gt+S6xvazotdKerrS1oGWnbVe2yzPb+sy6XdjKzlqrvZ+cefP2HW++/Zavf/NnvP/6a+4eHiClG4UOhXHtMFF3VwNUQrARcgg/bYz7T/m61FdK3ZBoz1opmy+1YGCvP3fqQtnWIGYhTZmoAW2FGAPbemF7eiZvwr6tdk57FHsKkZgCEjutF0I0YXbZnM/fdtDhenFbSyEJpzzbVJiISPZnvJGXZAVn3b3QauS8EGOipZ3eA71FB5osxGM5Rbb1wuePz9TSfCoRHaCJEAtKO5557dbUTdk4w4PGacLWAs3Xamogw6AgctKZvhlgsiyw3Beenn7P6+VHerrjfnrDcj4zkkrNFUq9GW+01fVb3VDt5GCgpYtiQr5eSY7mt17Ytxe0ds6z0rbEy/YCU0RrNrDPnbhGIIlxofWgyVTXOqWcXKzbGamOIhPRTQB8tROSErJyeX4xYbYqEs3xzM5nQ3vHHtHFw6Z8YhQUztM9f/1Xf8vD6St6izSF6PWW+ncHzInMMIRG087eVy71lY/rJ75//o7fffj3PL1+j7ByN0VLvO7KlANVoLdCCp3Hh4Xnz4kfPrwMMjCgSNuIfSHoGclmM0o3dF7FczNC8usVsK7+P/766S2zGqncps52sPp/OVLkzhkuSrGbACNWGkdSGXzQcfihoA3t1aB7Hy9Y0AA+6onYCFccFTIE0ugdzQJL1NP7qhpq7DzDEXpg/D4h5YhKOjxSRTD/waERCv4zjdhJWS/E+cT7r95x//jA56cnfvzwkV4283cWyDmZRdZRAzhq7N7HerXrF9yD2HyAcZsbs2GrpYKGI/Gq98peKrkkTud7zEPc1cd0b1SMBzXEldOUB2XROk1V8jQ5ymyL8/CGVhMdVDWeH4Pb5XSLIYpSLyrs1g3UrAEWMuBnvZvNG1oX3cbOfJsbqNEpQhNaaOYm4vZ2MSW0e7BIFM7nM3XfjVMdzG+2+rULIdIw9KG7S4eEBF1dUNUgGx86TxmRzGt9tiWeJ3rvfPjhM49v7lnmhfWyopi/9MUPFfODtWd5cNNVYZoXENi37QsldnchltBbceX1bfw+BKI/55eIOFqsx/22yVE71vtwpjExXGRKmVNOLFPktCwsVXi+wvN1R7WRxvfpoABUozFhY/2uga67H7yCVnveLATF7i3d9rAjySpYwFAIaoW+WuE8kuZEBLpRLcbeMiYXVhCZ8vzh/MB5PrsgtbDuq1s2da7Xlb2YH/EodBVzswg+CrY9hdv6lUD3UCGjOHDQHGA8T/bvzAbytjGPMAN7j8Pu8fY1Y3Jik7Pg+8x6FLA4VWQ4lOSckWBrzXpJp0yl4e18m8SM3dcoNgP5t0ZpRPGagwjwhdhbfNR+mEf7vt7dDz6lbCPsriAdcXQ+HtqOTojZzDq7812T0BNct6v5SveMVCFeAnFJSEhMYUFS4o4zeQsskpCSqHtjXyuXDx+p28WSTtuVvVjBvPWOTIm75cz9V+/59Z//OW9/9Svy3b055ARzP4gAEjzhXI/7e0NNlZAiMWSGtuPn/NrrxYKhxIRmxachQoQWXMfhPNVWSSHSqml6RtBT64Vtu/o43KhVlqPVzRLQ+dCCGud/itS9UEtDvLQw2oeBKory8vlKCIGHd4/UDSvIeqBVyHlmWRbzT65At+cmMJHTgizmpZyScVmnqRNi4Q+//yNlK0znR9JsFKvqQWOqzW3cbGItKN3Dl8ruk7AYD971MaWOgRDsc7VSmNJEbif2lkgBJFV+97t/y/PLD4RpULCMwjIyCIZF7+EohbqmyNdhSKTszXLrtFo88lxQAsmb7hSFngrP2wUWq21q64gXfFZeudas3gwbhvd6yIGD2hYd4BTLKdDuU2Cx6fV8sgThUiohJQuEA7oEA4qqpRRq6D7tC+YI0kwjlELkN7/+c/7qt/8SrT5KCLZfaDCXrE6gGrrm50+n9I1LvfC0PvHD5+/4/fe/4w+f/oHaXjjPQgsJ2azOjHN0fUOh7M/M5zvevpn4+Okj27rTdKPVC3J/T9Z7Qi/odEJTRCcQCiF0oliDb/C5pU//lNdPLpoPKkN3l+QD4bPR5cC+BxVhjA1lwLe+0QwjfPuhN3qGetdhXybHGNxEAeGLblB8hGiYd+ud2CFJIGhCeoIeQRMu4zWEwHmxsSW6VtqYI7oc2gKKTGgSohJit42+Nvbrxun+jm++es/bb76idvjw4ZPbu1kxORZa80LJDks7bE/nk9lmrZvxyA6P43ZYnKkKMRqqVsqOdaCBbbuSp4nldEfZTVgTju836yb7vcZ9BOOaBQlIjkd61og6j54Vf71cWc537MG8XGs1pPlmw+Wj6BBs7MYtkKDUivYrY6YexDbhfXP6SgyG/PcbwmViIQ+EwBZbLYUS9uPexngLU0ghgXPV7VGz63EETfRuCusYj7SzeDQcFkTToo34DZWcnN6x8/GHjzy+eeTh8ZFWG0/Pn7muF1P290ZZuzUjMROjEGPidL6jVWW9mvI75UTOCesb3Iu2rMe9mPLMaV5+6vL6p3u5C41t7sX1BoCYXuFmAWTPdM6zc4eFOZjqnthsM+qBUsXH88ZiD334oDu/1xMxhxtFcCqM8QutYRmcfhPuNWqrJAIh2T4yvH9bq2ZVNxoYsWjXbds9et6iplvv9FLMVxTjb04xI8mK1YHiIgFZNytmD3RWbH8Qf0oPNFY9FdGEdq13anXOezClY6318GwFjoNsJHU28eY12ki8+4Tr2B4H13kUNmlyPMj+nSgMUSK+ZnH0yXywrWhI0dbJuq22J2HiYZRD2BoJjh85LcfH6uqH29jYowQT+0ggym0PHk3V8Xm/2EMGZYTWzLtVjT6i1X5jUyUsmX3dKC+fiFuiNSHniTfp0WwrMVQjEpGXSm2d/rpSXq+Uyyu6rpTrK9f1mS6VKoWrNOThjq+/+SV3D/c8eKJfOp/MalEL0tW5mo5OIYP1YhSd6GcdJtKy8ISfv5Xk5fnJzr6IN1ENDUKKGSXSWzGaxF6M8oaF04jrdUK0COuYAlGSj8MTEk3vY1OocBOx9u4/qztwYI4KeTaebnEr0VoMXLo8X9A+7PAguF1hryYSn+aJhlmZRZkQMsscmKMBNfMJ4rTy4w9/5OOHT6RpJrSFlCYzCdBG1+h0hW4e/06tTGk2eh2wrasVli70NU93jn1Dt0YvVlhul8bd+Q3zY+HD67/l0+cPlF4JaUEksl83d4IaUy9fkw4UKmohJa2bKFb0oDpCdLpEpIVkINsUCSGT0sTyMFOeKvGU6EQDudz/2qb77vzlZ/TYc5IHc1lQkE0EzP/daze1IJMA5BRISXh52g4qS4jWJPdi1JuYZpsMR2uutVvdY05AjfP5jr/+y3/BVw/fWKCNiOkegmPZXkOqmqc9asYHa1t52T/x8eUPfPfxd3z/8Q88r5/JsUH1icjWUCqy2HOtQGsrZVOWRTmdA68fTL/SWyVqJWuBfaPlhZIS89muR0xjfzeACDEP6p/y+hOKZkOPwkBSVV38pF/QNL6gZowbdxS8Azb3Th7/Xhyl9m8ySoYVT4YQf7Hp+iEx/qM6xIAGeks08nyQbKrflG1cgSV+xZqJzSzlQoemA+lxSogoFmzgaH1Ug7uasF93LvHK49fv+fVv/4xaA58+f6LVleKex0ZLAByrWS8r2pW7+7vjQA/eoZsIzkYnMY1iNRx0l+DhAq1WLq+v5GmysA6a9ScuWhNpTHFyr8rxIDVD1BXLaGco/E2oV0qF0jid7rh/XHj6fKFVG8flycUTPh0YAqXeTDSQp+ScckOiAXdJyOzratdTLHbasXqz+IsNxO5lziagu24rc24mCCoN7cL15RVEmObMtu5H49TcT/I2ah4Wb3I0LIOnGrxRM5MCZZqzWVSJGGeyVtbLRghXi2i+u0OCeWTHlDidF/K8ICGzr1bkt6KkPDMvlr5oSL5xuiSM4sUayBgTbx4eeLO8+anL65/sZR6otr66Bz4cXolOhzBEIJJSZkqzBY0kIYVG1Q2pV1JvnCSRJLBX441ZcIahVzbutrCM1rs13mJahxAscRKxpMfhAtG1H6it+PrS3szxQzu1VXLMNnUSj2EX40zSIXZ7NlGjJFQs7IQGLTS2srLuq8fWZqacOc0LIsLlcuH1+urPswvijnLWQQQXUTVHlr4MSjm8kfVL1OeGzgIHTzs4TQ2wgpsb5x9XmIs7vnwZdDJsLAcHWrUakqMdxFxstEPrNvWKkq3RsC7J34p64ej7K5DEHUQY+hQLUpEwQi0w32r/LIOGF3z0DZCiqfNHSMpowKIGcL/z7hOvXZUUEvN54vX5FakbD9NbHqdHHtM9y3SGat7D0iFoY3+9cH16Zd+u9HpFypW+F2qBTRRdMvn+jre/+Q2/+fVvuTufkWhhCdv6CpizRJisSdDhtz2sXbhpMiQFggbUdSr/ORTN23U1+7Ig1G5hIUSQBUQrl5eVwdeNYywt0KshjuLUjRRsUiJBXTRvzVZM5jiEFCS63qmNUasDJmMq3G3KMQTyEoRtXUnRBNhdOiEZoNJ743Q3k6bs06aZFBa0GqchJliWxOk+8Mc/fs/nD0+uOwjUvUAO3rSaU1RvHYnO4913UrDGPfQG0VJ1baLkmhpR8IkwqvRSCVXoWggamM6Bl8tHfvj0RyoK8URv09FI7+t2FJriFEUJhiSX3RJnh21pjNZ0dtcPjPIpZ6NNTLMV9yklpmUmXjYkNQJeG+zF6VcQYqfV3Xs/OZpp7Z3tslPrTpqGmP4fu5kNJ6/lPNP66nuR12FRMEMGp28QbMpeGiFPdq07TKeJujbev/81v/32X5HlHpHo3+NNeK8HqEVIIJGmjbUVrvXK8/qBHz79ng+f/sBle0a72Q9q63Z+b26KkEHpLtzEA5USb96e+PDhibJd0apsqmxUwrRDXug5EZiYlhlOLm6WigSrVL6sX/9Drz9B0eALQs1XWAfmMYwymvrvdfHfMFX2AmocFDqKC/XiT7vzIDk2bbOIM5ujnI2zOAyvpTfr9lFDyFqHJmgaRbotoOi8W1sQ5maQqpCqhTRICO784RydMe63rR0RJWYhxkzQCSHRamd9WXn75j31WxvdfX760TjO1br0+EUggXkBG5Uiz9k3lBv/eLS0YxRqYIyNVqMHo4CyrRufP37i8e0bYnYeE+JAul2raZq4VlOUj3jrbavH4W0UikzOme26ISFyvV54fDMxzRanPaymOt0sadQ7xC7H/R/2VtW7zZRshG1jWhij6CBWPCRj71O3YjzGODPNJ0fOmiPIX3Le7Hfs++4oc7cJgftTo24XKIEROzrG5mXfbTwcze6qVwtbQRu9NKoAQZhPp2PM/PL8SpqEt2/fUO7OtGY85fV1o2s9No9aKqnqoeQHuF5s1Bglor5RQiB7w5Knnz/3UetwvfFgGx0NqaGFI8I9JQurMBeV6JzIDnuj7zu6K5mZyJmoM1GTrYHWaFqMIxxh91jkjlEt7HcI0zRRm7LXq6+ZL4XHjabtiNoO2PPc1Szvuv+7pv1gDZg41Eav9lxZcThUUMGbcNsfHGVzNPvh/oGcMzFFtm1l23dD4/y9qq8LBDf7NzvGFM1ybcSKW+R9PxrPwbX7MvQmyBfIsTilLQyBoaFq0YNehogvhGgxz9XdZcR52NblHO+xNxfzqVLX3SzDAogX3EYZ8YJJ9bD6ErH9cngTK0aJMWQ70WM4OMA5JkOfezc3Db9v2RPjdFA1sP0gJncoKdVdh2x/alHROfPmF+85M/MY3rJMJ0INtGszq8mKjYtro7xeqPuF1ndKvdLqbqh3TPQozG/u+O3f/AV//td/w93p3pDVurP1YmAJ3Z+bW8CBoffWDA/EVYLYGFoDVe2a8PNnZxAMKqVVO1/FU0zLdQfUKHJATEKajOspbpnadaTGGQJbagd3lRKx56Q3oHkzFizVt+7qIj4TqCOGuJqjEPR687Y3akAkhA00sO+CNrhfHsjzHTFN1A5a7e/LXpkXmOfAtr7y8cMTL6+Gppu9YUATVhymoS/QY9pBs/WgsVPLTt0rOS+EKDRPwTR61UyaZ7a9kmM63MFSEu7fJyQ98/n7P7CVK+REzm/oJVPLiqoh99Nizal5GkfoHLHWEJCQ6EMTNQV32jGev2ow+kiwf47z8cN3n3h9vtKjcW8DSvA6b4QMSXACSuNoiEafPhqZmOwcFXdGEQStnek8o3S2645IdOGgmP3coGc6cGaT44j0yF4szXdaFk75xF/8xX/B11/9JbDYlGCAnhrwN2Y/L0CnU7Wx68pLeebD04/88OkHnq/PdGmeAqsEVVqp1HU3f2+fnrRuLmBTjExz4t27e/64/MjT582O/Zrpe3R9iU2fzepDgOx7YPEpCkcg3n/s9dOFgL07r6kfFmeDlXHUgMcXj1/+ZcE8/nAcYuq2cXi5ZaiOfVWMkTxNTC44s0PS+bjdkoC0V0/tHk4cXrgJSHShUDAOZQzYuKk2pCSkelSj/25LpfGRaHQ/vyAI2SJINdrv3To5wG9++RvO0yN//7vf8enzj6zbC63tkLmldIkp/EfhHKPzrg9xlByXJabso5ZKSuYZ3LuNDUJUyr5R9tUoFdd+iIcG1SLPk4v24kFxGKPiQR9JKVvB0m2ctl4uzPNsf9+TbYbVKCNjYVgKZPtH9y2lSE+Rwfsre0U2L5KdIjGK297NBaU3s/iZpkjZy0HZ6L1T6u4TAbu/MSfWdaerJdouMdNqx6fehrwFdzBpN4Qup0DKE6oW4qKtISh134hhYtjjhJSMI+2OBdfLhVIK779+Z6EH+4sBMykyQDmbAgRKafZevJC3kboJs7QbEq+qXF6utLvyU5fXP9krcBPl2hoUwDZ6UXVBTcTELSaCmecT0zSRxKwHgxaSwpTeMU2/oJaFy1657q+oN5QkQz+7dv99hqLamFfIwaYogUDvtmG3YglRLRY70HuyEWEUpxA5Eq1GESi1kIK4ZZSjLWP46WmiA/W1UJNs9mJqzaVq57peKbVwWk68f/feno/tysvzk01tVD0O+ublLUHI0SY0WnYrNofLhTh63K2gHyNRO6R9TIs/X9wmdONZH1ZUtyK6W0R1COSe3GGje0CCNdPR9wVw6lQK7KXSaiEn86aVGG6OPCEwxG9D/NmjuWg0X/Pdt6oRWjVQ9iAWJay4U4YOcEOPvXyg7YOHrV0tbCQkO/AloCGSw8Tb04l38yO5TPRiNIBQXXDSDJnUYg2AIeA7jU4RYROlz5HTm0d+/c//jL/+23/JV99YoIJxdC0eem2bTTPsyh/TOR0gigaCCr0GD8+Irvg3tsbw0v45v3oL1iTFaO4rAQty8QIhBNcudKFuldN54e3XbxERPn98IkQhToF9u9oEw89HZWiWzNEoOpjVq8cfdw8+wYE07SbmbjfXlz7WJ0O7syIk0jSjkmg9ozUTSe7LvZGyknLn6ekjH/7wAxKFkDvTPKMEyo4XyIqETt3NL3+aM3VvdJRp8Vh7teJVKeybTXxTssK+tZ1EJGdrlgQhh0A+wcvle9bPT+xyQSMmSqwRbT4xS3D4XfdKK5UQJ6sBfDqLuDCwW8hXcAeN9VIIIZPzCZvaJGrpTB4R/vG7z/QeiKfJaWHmZtWaGEWt1cPKrzXjau/rRmuFPNse0Honp4Rkvx8NT+5MLHPmsr64C1Y+QmyiGAVku6yICnnO1CImBPYiPBBZ5jN/8ed/w3/5X/7XvH/zlQn7xdNPxVbZqNEkCN3USRR2dl651M+87M8U3ZHUsaSNyBwDqVd0d/OF7iFTR9MPPZmve8iJ0xJ5eTIaR8B0cjE0kv+J4mmXVehakdB8L0vk/J/Yp7k3G08a5C/Hxj/oBGMb+RLg/kdot9wW3PhndySpu8E/OnjNwUfAmRizIy1YpG83FXagIT1ikbB6vLexoVtqXQbJZlk2PFZDNtcJGV4B9kbN/sTecAjG7UENeRCCF82m1g9AjpFf/fpX5PnM3/+7mY+ffmCrFzQUvw6VEJMh8WJH2ZQnyrZz+OBKYngXT8uEtsED98jKwR0LtghfX56JMTHNdzYmLMNGp/t7Nnu0WostUHALK1eOOs8sxnwIQF6en3h88+4QFI2Rjm2s6TYmDuaGAMb9kkXcp7MYL1u7BaiocbmjowxluxKzbT4pJqII2/VKzsYtCnIbpw1+nMKtGMYWr4VlJG+SOIRcNoaSw00hxuSJg8UXVUObWR2ta6Nh/t3Gm7bGKaeZWnaePr7w9v1b5qlyuZq7gnrBPLhqRxHQlZQmNBqq0lpnmiazYXNRqAkmf96vGEaqXDf0Uo1XN8ZxUcy/OPgmmNPMNJ2I0x2JTq+ZKUVmMg9333Kaf826JeLzZ/peKXohqrjHrfi+boiVOI/a52TQlSwTDacZoGhSH+02R4OjK7Zvrbr43tJqQ6J5hA/U1G+gb1ByG0uC6RewzDMr3gBV9n2jtcq5n1nmhYf7e07zxOvzM9u2cl2vh4tF8OcOR3ZCiCQRurSb5iAES04MX0SLj53yoL+YmMj+Orgw0FCo4byBBwjsrbh2xdZLFm+gMRGh8Y6HaFEMzRWFFIb3kekOnLYSHYkMXVCnxTD2VH+Pg3ZCH0E3tgcyxMAqaHXrRRlJaOaok12hX2u1Rkjh4XxmDplt3WgVgkyc45lFZ/pqfq1BIlnSUaCZyGylXK/U9UrZV1rd7FrHgMwzIcDd2zd88+tvOT++MXqdBj/8O5FM0tkEvr351NTFm2rPWdnKEXA0NA0x+PMr4eCk/5xfOgl00wmELlYsevFMtIbT1ob5+T++f+B0mnh5eqXXave++qTEXWyG9kB7N4EfUEsjR+O2NrcdNezLJzFdoTrQJhh62sX4uyEYIBOFPCfiZPHyytAkmb1cDJ2X5088P3/i+vLEXipTnE3o5+vHaF+NEKE2c9/pDUpRSwGMps2ppZBSJIiBUuVqGpxKp1ejj7RaOd3fWcOaLU766eUHXp4+UutGPGVqNyS7cWVOSow3g9zWm9M8lLLv5Hkm5oCETEjhEOS22qm71x4u5rMJ1eT3TjidTlyeX70OCK6tEKITcG3KKuaC1W2qKjRfo4N20Bg7naoQ82zoqjTmaeLN2weulxdrHrK5kmzrZoh9FGjCcj4hVGKslD3bORqNYqeaSPnEv/yX/yv+6s//C6J4zWZPje2N3Pa5TqNSqGxseuWqH7nqJ3SqzI8TPZ3MnGDvTM3oYkXNuWgAPOJ1JG6BXGvl6fMzqtVtDX0/TIE8J0IGSdiksRsSFnM8bDZTmjhP55+0tv60onkcNmq/95aMpF/8t/+NuoPEUU3roNHdkGm1lKGhXoQbBSDFRAqZgB3YwLHAUwrU0BHZzTJG1dESL7hz8vFqBpl83DG8myNOkLTFNop+xW6AjK8zKkXQwaCG3t0BIBtKFqPw/t0btP+alJQPn+D1+mQcw6a2yR7uFoGcJ4K6LZQ/PM15PqoQUvTxTHcHD5wDbde77DuX1wvvv3oAVYoj7MG5WUhimiZElG1dvTC3g1QlWY69X3MREwxcXl+5u7tnXh64vFQ79GOCYMV8LzvDnxaGjY8wzTOtVfZtFA9hsE3IMRMj7Fe7o3mamBcFDYd9mxwkLreVa53W1Xylw20i0dWEjeMeDC5pd2V4ypFaDH5O2cZe4iOrjtli9dZIurPXjTQlo/cU62bVn5kQMvtaef70yjRPiOwWZfzFpMMmLG7LouL+zF7sYCj3eJxPy8y8TD91ef2TvaR3UhILvxBoLaJq6EZQs0RMKVsxFhM5T+Q8E+OZIJk8LczTREqZ+9M3TOkdvTQir8QeyBqpRKNVFTDrvkSYLAJ392JKK+y10VVAEqrDHskEPdLNTm64lQwkFTjW2Ei3G9qA4VUev/j/MYTDnUK73oZiMqgFlkDYeue6mW1XjIkpZd48PtLbPc+vz7y8vJhA0RMPN/f7jjFYwah67HOD7z74+RptA+1ez4+i7Whmu3m9j8TA5IWuxGDJdi58NbQnkBxFjyE5CgOIIVGqaul5AaJEaqtWwDtoUXulq5JQc4YYiLCDGGE0s0AWczDpKvTNaG1BLOwq5pmoAWlKztHR505W4S6eqL2y1ZXuRfN8EeYgpJoRSaQwkWQ27nBrVuBFayKi0z5aKby+PrNfL2jZke6IMybyrASeXl94/WOhL4FPlyf+2V/+Je/ffsWNPub7+oh954uJn6NXe9jZ990QVt8vG1bsBbEU2Z/7q4uREo9Qrd7pHt41qEkDZc8puxjSBPEh2KSOpoeVGb7/SRxNp98TD/syWzLb40Vs3x78+xAsN6AN3U0X6ubFnLtV7ftOijvzdCZIZ1kS8wR1/8zL8498/vgPbPuLOTEkL3YOJ5oA0il+VgnyhdDOk+qaIGJ0ld4iva6IRJb5jmHBaMJ80/bUNZPOkTxFtvWVH3/8I7WvSIos6UQ+T7A2dDPRvqrRN9MU2K/2dyEG6t7dLetWb5S92L6aLdwnhGBWqc10NWglhsCbd49MKfHp9UqagqWttkrqyZvqm47GagDbT6Lb4KbgWRHOQw/BEOK2m9NJjMJyN9GplLJ7hLdtHjFmdx+B6k1yb90dR0YBbPttjJEpLXz17lvupvc2nT9qv5GG6tM0gcrOrhcKL1z6E6/tIxtPhKlyIhPiwrSBXjpyLdA7re3UtkNKRGxKpr0ddJ/1cuEPv/sjl9eVkGfbE2Nwn2zoURmdvCpWNKvZbEqI/nl/mnD/pxfN6mq740ZxXIyBM486yPY4/zs/LMamNTZl9c1YD+wD3+w9SCEYwhBIRDfQNzcK65hjqBYmkZqjIOYjGD3AxNJ/JkSscAmtg4wHzf0S/X3ImPl3GGEG4shUsF/nJZuJGlMSG9/QmKbM/KuvOc2BKQd+/7uNrWykdKLP4RBZtFpYt51pyixpQVXZ9pWuzYpC2clZqGVwkdSLZT3CDVSFbd3Yt42cJ+ZlppUhyDSbnVosFjLYNNM2PG8AerdOXyQxTZHalN529nXlfHqLaEFrY1oSnWrXs8ej2BCxAn1fd+ZlPkIkzMrPeFwmIuwurrk1IDkn9rWDdlLOCGYPliYBDDVOHhjSvVgrpdi4rxi3eDlZbGmt1YV/Y6rg3Wwv2NgNDusyf6y6NvI8Ys5t8261mvpXhJAmWulsW+N0d8cyn9m3J/PadKeB3q1w7L1TvNkJEjjdnTH/7uZI5rA5/PmTH8u+uu+2ce2ERG0mSg0ehR1jIsXE6XTm7vzAMt8xz4/M4USXK1oSukNRQbSwt43r5Yn18gpSSRqsqKmOnqbAkjN5mam983K58rqu5vSigD/74uitHYS3qRZh3FMrhOdsYpm9bQw/71FAWxEtROIh4MrJGiEb17sdVh97Qj+ujaHbDdWVkjJTyq5ZSJxOtoZzns0SrwMeX1tbPRxA8Pc9NndzC7KmOTrvd4xqcx5iVnegcY/VLpi9HkrzsV6IwXQgHUo3tDf53lb23Wk3Hgk86ARufzUK+qBKbJ3edtomSJrI8UQMNhrOIRAkcble0N4IOXJ3viPnxLW8os2cOSoQNTDND5RtI5bAKWdCh1iEvAlTi+SS6S0Yj/h6pYVCShM5W2MTxqVXJWJ2ftJMQDzniT5Xnl+Uve0kD6eyexug7Hz68Im//+4PvNaV//7/8X/j/v1b/vXf/Rv+9d/9G77+xS8IOdLH8EFtP+1fUGAMWAnMs5BTcq76zRfbnl5F+8+fdmWfyRrTsm/Hfq6IIfvjuVCoRfn4/Weui9nQhciRVWBFVz+Aglad66wWY6+KRWXLaA47IQ3HHadiYGdUbzdaj4+ezde8mj6paqG9e2ReHun6xNPHZy7PP7LvL6hesTCVwbsXyt6tGcwRSaDO3261QVAP3rLitDU7v8re0GK0qPmUScGT8b4Qtta9UMNGfryj7hufPn5krxuSzHtm370wF9DY2cuVEE4INvneV0vhy3NGQqDtjVYcIMrRArBah2xhUrYHQCnNQk+iiafvHxbKvlFbOagN9fga4233ZnuJBOM0SzBbu+G+NbzqbbJs9UDbK6hyfnfm/ObE84dPNK2IWs3VWid/IfIzga+Jd0M0D2wtHA2PeMO95DuCTuZ8pfg+Y+CGPR+dLo3GK2v/yLV/4NI+sfNKSIU8meAwSaLlGVKntMa6Fep+ZS9XYpxpKt4su8Vnq+ybhcVt6046TeR5JgTzX19rpadOCsIpLCAR0Wj2xE6njXEi/acumk0wclNkWr080J4vkeYh9LMbaHu80w50eCvrwZUdtIwvYWpbVAG6PVDqdiUDDRa1JKocE5XsKEs0Hk2wgiV4nDG4zYmjCc1FRb2bJ6qqxTp2MZ++4OPc4dYRg3i4wxihGlKVAkSa8Xxi4pv37011vjc+f35CpszeG6VWWiu0XimtkpeJOGeuL1dLA0wRDckXuCHUOkYf/rBZV2eUk2We7WAshZxm8nmm7carbLqxrVcnyFsxa6KOwJyz+VUCy2L+pLJX+pTZ991FU4myVx9VdrbraocusK6ro97Zitbd3p/xyDzZTK3Iao72Du/L7txiS3dKx+YK9jVbKZRakRSRrtTWHeEdY28rgva9OO/Inp/Wum1CwSgS6/Vq0wWco9lvyYHbtpNTdlN3f66GnZ0EVIZRt9AKPN6/JcnEvq9mAditcLeEJHtGVJWYkwfS4N28PYPV7/vP/VXKytyDJ7QZfz+IW5upuZfEMDFPJx7uvuLN/Vfcn95xmh/JYUJjpjXh2i+8bCu5CtteuFyfuVyekFjpqVB7oaJITLYBt8Y5Z9K8cHe+59PLKz98/kxZN+DWhne3l0u+b8gX61N9ZIcIeZrM8qoZHz/4gXG47OitgBa3uovRMFyLum5+wNvrho7Y83ytjV12ox31fhTgtVkDFkJgnicrvOlAozpPtg5XAXcisFS9cDjUjPc1kG7TO1iTq4M/3WXMTQjRBM7G85fDco9uQT62ZXT2bbVrgblY0Duh7PRiwsU5JdBA2ZVeCiE00pI4LRPbbvzelBKt+NptEKSScuRO51sgkoK0yCTZxENdSd0KYWmGiLdeSLhosm42BieZs8He6LEgofp9S5SEoS/dg41mYcoTp7sz1/2ZFALShb7aPf/x+z/y+9/9jsu+orHTCnxer/z3+n/h5eMzf/t3/zX//G/+hrxMY8BlNK/u0ysZYA9AuPn24/uLhxkZrvPzR5pziojftzgZGGHKMbFjuwtdrbitTZHdwI5arLnrrUO07z+Er/6yxs+CP8IBeXkcswvnhktCK50Y1a+5gWeCa5K0WaGH2cyd72dSKlxevuf5wwuXz89MSYmT3bAUM6gFbSCJVk2gmsDFjvbemlOntCm4AwTNUPFpTsfnabXQulraX0iknEkp03slLQFC4+nTR7ZtQ2Ry4MhCNrQX2m5Ujy6BVuys7rvpPDRCHHabXiPZOh/c/u7CdatTWlVPORbyrCznmVKvPD+9sLedEJJN9rBGpDVLRxa3nut9gId2LxB13r/amgyBMJplEaIHzlxeXil1N5cMCQfYGRwQU6CHjhAJyaYzeZqhG6AVvT7YLispGAocNKAD1R2uZIIlzcpK7Z/Z+ve8tu/Y+UwPjZgzM0bfaxpQMVDgmpSX/WLc+l7c43+UreKC7BE01cxnPxXyKTAtszcBjdIs3GiQFrSZ1Z1KIE4JQkbiTyuH/6SieSgyR0qUOOphnaTtOuqBJ9ZJ+kgdR2qFw5ppHAbo/2QDGptZNZWkusH8OFxso7uN2KIYdyaIPXwSnSPrB1JTi07tarZXfaimqT62ULvBrgY/OiRf3OIP+uBBDr7zKLCDdkLvzBL56vEd+q1yebvCPPHD5898/PiBdb8SYqXWxroXCMFQN0ck82RCgRjNzmxYVw3vYRtz9YPnjVrXGKWTc6D7ArAOLaHFuL7kSCnGWYwB9r04rzS7X6pxoWtrrNuVPJ3YSqNWu077Xm1T8CJ9miO9h+O9DerN4GRZvvtE9TTBUVTbdYv0bspt7TZ+TS6aM+Hh8D/1UTZmTXdLjjN+mEhm2G2FGFzxXLleLrah9bH41XldhnKWfXdBld3f4VpgiJI9eDElRDvbulK2Ck1Z5hMpCNf1SkqJ6htWSIEwWdFlkwK7JrVWM+QfSYI/85eh9UqK7gkazgh3dBVKuSII03zPw/0bHu+/4s39L3g4PzDn2V1DMq1C2WDdNotc3gul7KYw7xXVSukFDSbiqLVQNkFrYTnfcT7dMZ/uUEmUDx9Yt43OEBn1Y8/Ag2ZyjN64m+fQweWNka3u5kvs6XRjz7p9XqPrVHzK9QWvM6LHodFbO3jBrTVDQr2YtcbQkbha3O6tu8NIROcJnGPZGeh18CnabX9U1CdxNmm28Sl+CPpeq4r4aF3FxKnj/SF6+N6HYALA0JUIDjAoZTN/VkK06eS20jfbgyTP5JjJ1SwVRSuhXOi7EKo7x4TOUgV0IrVA3gKpBWLI5JCNWzn2xmai0i46iA8oFe0b9MLIYhVPO9Ou1KLsuiKSMLKtENOExITEZHqP+cRUZ/I0c358YO0XtsuLrd1d6BWu6yulXMhJ6cHuiwDrx8/8P/+v/3e6KN988wu++fUvjU+uPr3omNjMY50NoBhhWj4dUBMDdxnOAbcC8uf6Os0zpe1WPwWn1wnuZGEIO85364zJrzloxBTpGK1nGL2MJ1ZEqPvgzAppxKerpUCias2MNkPyvphKp2w+yCEkWjJQLWZD70+nifP9wvOnj7x8+NGmDcEEowM0MjOjRCAeVp/aO63ayKXt1ZeZ+78H+/1tb7TdQJaUoxfVBooFyaQ4k/Nk9LremFLk8as7Lq+v7LtZyAUXiZXdgKEQh8gtmEbGz7Xu8fEArdj1M92OmAbBi+cQQHul7o2UJwJGf1St0Ha0CT/+4ZnaO3ttBJrrrHwa5dTF0MXcNKIc3tviU5ju97R189xOOVCdUricJ9bXVyvc5zF99SA5CbTd9hyjapggU9R0ASllekzUbn72gnK+XzifMsnFiDomhrh2JQDsdC40nqn6mbX+QI0vSAhM8QHCTOhQmiHvBro26m7UDB3NqtdnIZj2q/aGJJBFaZcKbaPXjTnfkVMAt8yjN1op1CBsVSB0hIV0Apw68lNef0LRzOHL/OUhhHCEk4wRQiA4D17chsgupOVEd0s+aP0oUK1Vta+zL/UDp+lREB7Xy8FtEbOHEk2A+QfaSDx60eQbXTf01uyqCp1i/zw8mn3GNGwSvNCHL5yFjFfiKLMjznhOoY8Hg0QLffhmpiOUGMnLj+xrodXKjokIja+o/vAbh9lcGorbMXloQ8fRYovtFjGhX9l3c+cgsW0b2gPGcFemxdCzfdsd8bIiP+d4FLrV3SKMt1k8mlxZt1diTkjqqES/zi4KpJOSvReLBLVnIKXo3rg21hQPa7AGybhbvdlDn/NCCtGtKAydzvPEulkhnabk3GkbIXYveCVYGETZCypG+J8mH6vtm6f6NWqxblwEM7jv7p2NjesGihiTRWfWaol/I02xayMizq8uHiOulBbIk3Hsi3PTjgKnd/a6MeeZ1sSDVoohz0lo/PyFgNMMeYKcIzmdyPEdMbyh9UDpOzEE7uYTb+4eePf4jse7R07LiSQJ0WS0l9yYc0WngBahSjMBxhLRqDQ6ba2U2gkewhO0sM6Z83xiXs48nhfae2Evne/KDxaOEsxxYohWuwZzjoDDwzlFV+w3s4TrzWQm5rJhhxpwPE+qyl52QhMIHkHtQidROwgHnaK37lMTsTWqt71uHORDoFxbZ9sqG8P7NrHMJ0rZbYoi4bCCU/dFlsMT2F9ifO/iIlYTDHUXnwWncNr4WLV7c2DF6SSBpELfdrRWpHXTI7y+ULed0hWj9SlJx+hekViJCkktdVMQZG1Edd5vE8SiZYghkSSTJJFCYgQhMcbtDGDBOwFrS2y9qDnoaG8mHiztJr5TaH2zNdlMYNtjQmMkTzOpXJnrwqxnHpdHpoc7vv/4PeeUqaoUQENkOmeWx5lO4+OnT+zrSrleQODy6ZmXp2e++eUvSTEav9d8qWjdnpEw/G0dMOk6aIkczRSogzY/75fu5mltWJWdb+KOOKZxUWq1ZL88mXi7bBbHHlMmJqwh1c3QZhfSx2xBJ9o705JM0Oe0zZjMl7fTUOmOvnoDWJX5brLQkmLFV/cippTqqb6dWjbyZPt+L+5K1Myn3WpR4x9r7cTFtDfWVBu40oq4K5NwMEq1MUwCzI4W9tX4zzGOxM9ozkBL4u3XD1yvV14+vxwN6dg7TBBuRgUj4Xe4lJhrz3EHDPwJRiWgC6qNWqzmiDkQM86xdou/kMnnmfNZePr0zF7MSxoJlFowh4fZztemaHSOcrWzzsAc37uqp21i16HWSlCB0DidJmJSLs8Xi7iek4W91X6YLijubuUUxBgDvexeiN/ud+9WY7z76pFpigjDxtIn0U4qE+30vlHlQpcVWJGwEuNGTpHF7LeMotUatXc6Fe276zCs4TNRejJR4FijvZOTcH6biS9CL4Xt8kq7v+f+fj4SYVE7J1qNbtDQSHM+9DEWKvcff/10TrOjHoNjaB0GBxVDfXORccX93/VmncZIDaJ1Nyoffs/cDg73G+0aTCQnjeqcsoH7jr05hCFK8Q0BU5RKTCDOofRox1qNO1WrmXzXNpwVhrq0Q2to9M3xS4T8phSywlzGH+NJDmuVyG0xKZESI9+8+YrLuxek2+4lW6BTEY2+sN3DkGA8OUdvzekD5iWTUuR6qY7AG4ezuBm6BaQIOZ9QOrHZQRZiZL3u9NaMt5UTZd3tMzh1ICZxcae9t33bWE7GxTpcAJKPkzAUS9TGYQQPYwiJOGUPKXClNM5fCoY+WJy2peUt54WyuSZflNbrIaZq3dIOU0qkmH0Tqhby4p09rlxvrdNKYVtX5x0aGtRaZ54tWUnU+OH7VkwB7hy/acpcL6uFlkika2TYAs5zpJeNUnZHCCLbXihVeHz7QHl+5vnpmThlEomYE6dlIcZEc551iIFWdyQl40L/zF/3j5F5EeY5Mk8LS3ogx0cfV0GKkRwj9/OJx7t7sygM0VpGT3yKkkzY4haFOUUeHu+ZHhqdwsv6wuv2yuXyivp4T0siS2CZTizne6Zp5u39HbUp277z+XWn646Ix0mXQsoBmN05pfo0Yoj3LEZaF9h3azxjnMk52eEl4+DDHQEGTQjj7XmDpr2zl83QIufzHYEenpw2JmbqzfSXs7JaB58ZpjwxzxPbtpuavxtVQb1RT54aOiCOacpOOalE93MdfueIOb7UWtCy02qzEASx6ziHQCiN9elCeb3Q9526rZTrimg3bYZHoIeYjcvfuoUHiP+umEnxRJTJ9nJbqS6+jsScncEkEMy+bNgiGITgAIkY39POg8iynFmvjbbt1LLTfRJVW2NXRUNgr+Zbq0QSHjxFpgQh9M5aG3NplNXu97V3+m50ma1a0MLD27e8+dU9p/uZu+/P/OF3PzDFzNfvfs2fffsXTDGbkCpGd5FQJCnUdpw7om5NiEExHIhZZEgJVX/+7hnv39zz8ryx7RtdlahKbHB/PvH+V+/58cePXC4bpVfaZt70qo39IvD5Cs6CiCl4kJOHvfh9NS5zYVcFPxcf3p0hCK1UX2fN9Sudsm0WLrM3amke/uE/rCutw7oWNEATyzuIi01HStnNsWoyAXd3C1UZonZ3mCFaumTM7kITBsoNIwWv7uVowoMEA3bKTtkq05L49T/7S7Q3fvc//j37XljOi7lPDU1PCHaurO2Y+kiMZp/buwcl4Wiy2WP20g+fZu2QktGWDJU3vVOrkLJyf3/Hy/NnrpeLTYdIhnI7nbDW4u4k4VifteyH8DblSExw2TabUsdAaR2a7V/n+0xIjc8/fHTr7WCx3iFYbLYLm3trdvb6fplyJk6T14CJ/WrTfwO7Ok0Ley3UvpMcUuxqf99YESlUvbD1Z5pshNA4TxGNkSVB7lf2XqjRCvpWrMneto3idnojIwDnynefApmbiHB/PjHHV/Yi1HXn8vzC/ePpCLgblNvWmtWg0gi10Guh1Z39H+3k/79ff4IQ0DkyPpYcY/cjXx0OTz7CDTVWNZs48VH9l+DuUSwrx0FiXFRHIKQSJdAYCXXBhTGKxO7JVcl/gMfyJoVQaHqltUTvFm1da6XUnVo2S87pzTpQ1Ir5YH6vZitkYsSDO9ntM1mct/sPOnIcxArnKMENvM2bOpNY7t6QfvMXLDmzfFr48dMHruVqUdairqrlsKDprZNn8yTuXmh351/1agtPJJByJMWJsttFDlEs8jkZsSvuO0GE0hplN46hoQjD3q3DsG4ZYpBa0W4CgMvrRtNm1koiHi4DfVhdiSLJbcqKCeJiNx6cuvOHakdiNs7ydqG3Spw6IXNwni+vV7p2cjYEHuyaWILV4KLaBpunCRBD17WbcE1MzR5itHjR7mrpdSemcBN+TfkYS27bzr7t9rmijdpRZZomVD0KOzgg7htl683SAnPi/vGB3cMuainssjPNi1NGjLM9nyJ3j5PTUX7er+WcmHNinhPzlJhSYIqJGGebdIRAjpFlXm5x08doFzjkaYXWVupeyFPk6/NbejpxLVfaDwb5XF+v7HslTzMlJ6idaVk439+T55llPvH1mzfs60ptrzx77HzKySdI/szV6s4ARmuqVB8dCvMyE4InSBlHAZsSWVhP1+Y8wOg+5JiDTRuNeTh4y12t2epfOHXgNJzBIx7UjObBDxasYOupqzLliWVeUGziUVs13p2vtcHNLmWnexM5DvThJNN7o+zmLdxrJSlEhVmFVBr1euF13enXlXpZ6dtO6CDaSL0SQ0IkErDYYhHza1eNqEyGmkULr0kxEyQxUgfBaFAEH1+KgvSbMNz+rwEePXihDN0/l6giaaZJZO3KXgwwUaAHYeuFnUYLSsjJDsY5kucFpoXl/o48z3gnDnMghZnHr7/h83ffIaUgMbLcv0Fq5N3Xj7z7xT0PbxPLqVLWzNdfvePb3/yW8/0dte7gEwIEp96N2ljtWR6Cdy9KjGmpPhmE/xx8mv/V3/4V//APn/jjd9+zXV/IIfCYF3719Xv+6n/xl/z9P/yRf/c//p4Pn55YN2tkVM2PO0TQZlogJiDcJoBW8Br1ro7CTzohR16en29OESrU2qjRz1jUvIJbcw9gF7FhUc95mah1s+Izm9VbDJaLYEAQ7ok/psF2lom6nWpwD221BkfxBnWAOb4XjMbXQCtbsyEJMXckNf7473/HthVLLW3qk1MO+p01vrdpkUVs67FWwIpTc3eyRrjtRkXKORz2pBQ56C7WoSg5C+t65fOnJwiBJIkgwjLNtIhx0H0Soo5qK0pIlsXQSuHaNpB+5DQgiRgnJNkUej5HXp+e2fbVaFASnEc9Q/P0ZlVLaO34hCHS9kJbd87nRFrurCEvO0EgzEpaJkI6mx0oFTTStLK1K1t/RttOTystreTcLclVJyRUslgYmgVze0PgNcvr5Wr2c4rTpwbdzTj1dtmFqBNLyOQWTfCownq5WOH89v6wowUxZ5jeCFHJpaKl0vZiIvSf8PrTimY/IMaDeIvQtq/RYJxAAb6YZvn36FEcD09kHV/Arfi2WFpTrddanA5hyNbxc8ROjXA7ucGtbSR2mqzOmbPQDu1i49260spq48svVPIDXXZrVEDdWsdGT2NsO4pkK5iNWzVEh4GINEdXgdg8oOXte+dBT5TS0WfQYElmg2cWVAjRDstJZuZlYVtXW+ClO/XBVOchuK3VaPmdTzj4eXlObrfjfKtgBH4pJqDsPlruw1/Vx9filj15mmitoE0I0+AvWzExbAa/9JRUdwKw69jdScDT02KkFx/XBGWvO6d5Jnazxyn7TkiCmS+Lj4ftfduIO954nSK+GfUDfRycb/PxVeeb+WamxrufZvP6BlMAt1rM21IM7TfhVSImYX2+YOlASi9mgp7SBA0u1wutN873dzyeHri8vLJtO10apWzkKXvxVJCmbFtnyT9/y7nTKZFTImfj6qck5CTOcbbxf44eyYyJK3twCpN2qhZKu1Dahb0+U+vO24e33D3eo/nM82vi06cPaFP2tbJeN9re6CkbgjFn7h4emO/OnFLmnBfe3j/w6fWOl+2zuWPImOCEg5ahjLASCzWxZ6eT88y8ZPS60tpOoTldyw7cECLZ78uXyvJhbziQ0uHrLhKO4hkZh6g978O9Y+xhIjc0CuyQ3/pKSy7ca92EwdU4/LUWQ5adiiEM2omp/8ULj1J3mnN0o1iYSEiRUBrl6crl42f2lwt9K0QCWSISs1U/EiFkjDya6WFylxQ9qE9BIinEwyFHMc6g2gZhlLLejcIxToxgaJmoFZZmAeUBKzKKokrrna1cWdvOtXeKKARlPp+4f7iD/Zl9eyYI5DQjIXF+fOT9V78kn++YljvSlN0/Wg0R08TD/RumnPj043d8/f4t+/rKDz/8nmVZeLifmbM5wbw8dR4ehLvHBUlmcWjCT083VSuIUZNv3ugy4fj8DJTK7qoX0T/v1/rpwre//iXLeebl6QNfv73n/fkBduXH338ikfibf/WX/OG77/n97//Iy8uFfasmlK+2vkKK9NrtnkuwABNxAZ9PEzpOeUviWhbnhODBWMEnwfEm/g4BB6FMG5AnD8pS5+aLeFBVtgAMMf2BUe8CzXVOMQqt21o98hAkUDZzm8g5IVHcAk7MPaRYh2SGAYqKhZ7cvzkjUvn9v/0983Ii5umgDIpY0JLCIR7vagBRLeUAuExzZVzSwbcu+07brEluzQCrGII3JVY491Yd2Om8Pl8prZvQVQwISMHyDda9eo0UXM9jZ7BdB6eb+vMbo1uu9RFO1lmWTLmuXF4uDEczJKCtW+Jl8bM2mBvWEQTlz34UE9+2ruR5tq0FAyHuzgvztGBaAKXpzlpXXuuFS32mykqcOkvsvvYSouYXHcQ0QUHM/EErtE25vqxcX80Tv9OQbuJMseStw2EJVWKHvoO8dsIeYBJ6qVwvV+7e3BngEww5b6Ub+ICgzVgGvRb2n5ir8NM5zQx6hj84fVArnLvigO0NkRk+fXIgMmOcML5KHY5WVRfMuDq+NffALSbAQVz16C4c4jy5ARd4tzHiX0vd6RpQGmiGJmauXzZasaS48XDZewpoN+eGXtVHk5GOPbgxRFLM5Ghc2iiRiAmnggc/iPv3CkrUTmydUBtLWvj63VcQI/teaVXZ+tX5kNZh1rLSqhwbznJe7HOU3dPH9PjsMVq8eEoTvRX3BW5UP3zVEbjltGDdq7k5xKSGgje7Uf2LgjuEgEY85tNFCmqdvLmbuKCq3aYHdu9HYXH8KEZsaUzRreEsdro1Q6XltDDNM0+fXgyNluQcbiGG2YqaZAElw1s35URtlggkQR1xa44WNOMsd+OGpZgsKlSrF/z+9a0DFQtJ8YQmR5VSyqYyTwP128ztpELtBdFALY29mvhqnmdTp2vmuheGpV5rjbI31uuVsgun5d1PXV7/ZK9p9sSrbCK2nBM5OYf2GGkprRXKbphIT7bx11a5Xl/Zrk+s2xPXYojWcg6c7yeadK6rPXO9KKEHQrM1W1vjuV6QFHh4+8jj20fmeSHFzN0y8XC+48Pr7ClVxRrBwPG8DZpUd2oWYiM7FeG8nEg50HsZ8MRxAFhK6M23eQQRmLjPqEl8QecIIZBwhL0WC1BxesaYZNjXfoES+O+L0ahQ1/VyNOBdfbzs/9v2TWs0g3ss997/USHf1OhS0jtazUuWrbJ/fqE+XamX3dZWA00RSRMSDaWW0FCJxDCR03yMOK1ZtP0P7fTq6X/RnAls/VsxXWvxkaY1nEEi3a+h+P7cRpCQN9JNu32fNjQFSgy00Ki5Q4TpTeb+26+Y+j36MrnkRSmlEt8sPP7qHcv5AQ3J+piBdKup8++XM8td5t3re969fWS9PMP/oPT9Ba1wWhbevr0Hrmh4IcSCiFqoSTBOYxR7dsSBnANo8jPNElrFCz5xZD3wpaTn5/qSa2c+d/7i/VeUhzN05fJ54+Vp5fWyUnTn7t3CL779mvPbE//u//M7Pv1oTgqlbP5TgvkWq5359oNdMBluLjBpSpSt+td4E9VM1xDExKF5Si7+d1RJ7EzPKbDcZdsfghBzJGXx0A7z8N83ZV93a/KSy/OD27YN0E7CbVrk/sStdSs4s1EI7Cy3vzdXFEgB7h4X8hR5fbocdnniRX3vnTxld03y5yUEaJ3aCq2Vg+5lAJolknan/AzdglmnFqNFlg7R49rFgl1SCqyvlkxr18YArr431tfV9TLmnzOafevvh5DenJxisiYwJvMnbrXTtuYFvrJdXkzYPGW6YkJOjPqRkllNarfgFYCYk1MkrQmhVVoxXnyaJ3rZCQQeznfMMZuVG52t7VzKhef9mef9mWt/5XQXyYut9QgkyUaRwFKMB1e7bZX9snN5urBvO07atb16aLXEgpoIZm8butCeCvXjjmqGO2tK1nWltUqes9U/VahwMCWMItOdR/3ThPt/EqeZMYIY9IoB9B6OGfb3DR/L+dyr+4JT+QKZHvQOvtis/Ke0ZvGKEoQUxQUwEUI0/oqP1Y8hmf8eQ1tvsbr2npsVzXuh7Fda3f8xTUTkQBsMXfKYXzWRngbj+8VozhUpWtGcJJPDZJQUFz7ae8FUsmLk/1Z24pR4//AG+a2wnE5c+isvl1c+ffjMul4ODnOIQt13Q35S8jjMW2QvWCd+uVy4v88sp8V9nZ3rjSmbCbdIazMk39z7OiJu0SUhEYJ1ocGRa6WDdE53C2XrpCiUXY/rbZG9jSMSdzzOrROqiyKjbZAxRfbPG4g6P9kK0m3dmafFo8b9MO4Nccuz8QwEj9jurSN5+FGq87qqpxH56FxwUULH1Pq2ecaU7D4zEA1Lm+pO18lZPAAH1Df5y8tG6ysEd2YqbvE1JaZoSUl123l4uCfHwHPZTUWsRiFRbZRWkN0KgJ/7K6VAik75SV4wRxPq4H6iey1cm4lEcs4eDqKUtrGtL7T9St2u7obxSD5FUjauXi07ba9ID0xhsVMKQ2lLrbxeVj5/+sT753ecT2dIC3MM3M0T99PCtr6wbxtdIOWFOWeSdXU3VHYc1IDWnb3YGG7M4Af6mVK2IAcR5xSY8r0PRGV4y47nRyI5Zbo6JUQCGnxfOZBHjvUwkDRDa4YYRjxkxcJHhFtE9tgzLZzlBh4cdDe1gnYOgURgu76yfXqiP2/oa0GvtsfQTajXg3GCVTxVDTmCXVCnz7nlmE06LcypqaWZtd4INRBiB42kZDG+ooG6rey9uQVlul0z53ubO1FFqVT3v27azMoqJOL5xHI6UzXTQ0fPgde8IlGY5ztaV/Ogf1757vk78oeZX0+ZmJfDJc0ApkAmIwnOb05M74y3Pt9PoI0ff/fveXn5kfv7xN35Pa0/8enpmc9Pv2N5+4jOC93T/oIEB0ECgxd/m7LbGlDnksowV1Ojbv3cX+flRNaAXgvXl5VPn5/ZtkpToXZl3Ruf/v2PfHx65bd/8y3/zf/2v+PH7z/y//5//Q98+OEHalWb7DiCqzpqAPNCNkF1JE2J7eq+wCEcqCSqDO5pSCYaCxG0DscFe02niTwl9r34+QHLaWI+TdTdbEaPKZAHR8VkNrPbVg1tlXCg1kHMGSk44LNdCtOS6cfEQI2a6SrxaZk43Z14/vRE2So5O3CTMzGbh3P1Rrn37k4Y9u0xQotyiAFVbO8Y/u4C9GBgljjHQ4KhxCD03VDu0/nE6/OFWpXkQTO9G1UGlK3tHooGEGhdDw1Nq5ZgmOfElCcHlbpNd1H+v9T9aZMkWXKeiT56FjN3j4hca+8FaDRBYjicDzMiV+T+/z9wN7mXFA4BEEAvhdoyMyLc3czOovNB9ZhnA+RlNQkSRW/JrqrMyAhfzqL66rukOZsIrxgg1kr1pt/qDTsblbpVpjnvtoGI+ekP3UeIgWme2S4XQgvU2slJmXMmxpkvP/2KHCJala0ULvWZD8sHPlw/8LQ9ctULRTKng5KTnYFJJlA3VECo0qGu1LVQLhuXDzbNtbrEplmizZxZxh4Vb2grrO9Xtvebe7EbBVVWsVTGKSMkmhi9pjloEMRCvHQAKD/i8aOL5toaeyrjfmiMsbwX0ruybxws3pLrDVW2zfTxNxmMJ/t2Q2RoHZzQaqTH6Hw6MYjdEV18fLH/TLdp6r1Tu3V82u0NrUuhejzurQiNNl4UG7GKDpQ5ENQMsEUjlkqYvZNMRMmkkC2Ba4zqLNvbD99OVeM1aa1EEnOe+NmrV3z26p46w7vHZ/7D//k3/O7r39NKQ8RENstaaFU53p3IU955xDFa1KMIXJ8vpDhzuntB74XeB0k+UMpmXVuworG1Si92GUdcMKed9PFnh22KbV15+vCBw/HIdJgt8jZ6wlCHlDPdubw9DR9cnE6jTO4Hqq6MvtE37HMWLGmq1mbf37Yx67IQghIohJDY1pVpntwb2/6uBYe4eb6Pj1q5jboPRxMvNUczJCZLWBPjZMVuyv3mtI+UIyFZkqKh6QFxT8nuzi6yI2igQQlpss3bzcP6cDhYAEyO5slcvAkJ7riR84/dXv9sjxjsfYqSGeKSgS7XWihbYVmXnUtulBbjBte+0ttqaXLaOcRMPs421u2dsm6slwvbWggaOeYTSSdK2dg8CIYuXJ4vPL1/z6uHF9zNR5LCnSqvYqbkiQ/lSimVzkaQwLYFNM87GqRqB5lRmDrLemWOEzlNds6IOdWE8JE9moxGMFFbdXW6UyxCsOhfdEekjQISnOvYHdGS/bwZvOcbPeO2VgddAx9pq0ZXbMvuciMj1TNYPa/aUIy7fSDBdePy/Tvauwt6baQWScz0IJRg61rcstFOx+GXb8ftYHNVt+2zEXkDt7hDxGkogZSqoT+aCRwQOqVe2LaVmCckHFAxp48eza6yS4fYbZ9MAWIm5ZnpeGA6zsz3J+a7ibUtrH2lh841LcbHzOIURSWExvtvv+X8wzvqUvnyl78iH+aPpluBSKA4p1TFE8ti5OXbt4h2vv99oZYn8iTc3Vuj83T+mvTDibs3X5GnkzUVYtPRKbp9po4wD0eE1L6/OB1huET8aG+qf8bH6XTHfDy6iOpK1c51W2lN6BJYm1J65IfvFt7/8Fe8ePuCz3/xKfcPL3j68EjdNnY/+pEGLICTIs0PH+o6PhenLInu54hRKd0arCuSbOrY1QoX8Yjy53cXDvNMmgKHO6N6tNrsawLELORuRW6r6nZzYsVVVdI0mROMU4zA6ohW+/7L0FRBu9HyUs4c7g7kLLz/5tEF6SYgbLXRSnNEGnfvuL0mcYqYAV0Bqd4cl+oBTt2TR20fWxqdny3JjAqqW9cdTrMJ26vrJ5pRXE1UbndUb8rgwgijSHcXohCsIdBhyWqFeVcTGQ5wcD5OrJcztTXwYhhxvVa0s8K0VO7qgxmc2VRvuEGZ7aXESOyR9XKFmLh/ec9nr74iYgLepRQ+rM+8e/7A+/N7zuUZsgk0L9fClCIihuAnJpf+BoJuFthUL2yXK9v5Qtsqmsw9RT/agvShOQhOX8lcP2ykGugS2ZaGHo36slyvoGoOSNG449EZCyl6DdiscP4xjx9Pz+hegPaBrIw/cLcHsD/zvaV/MO66QeG78O4ffn9uhbOMM0s7vVd6t1GGrZpxYMkN3fVHc1pHa2b2VZuiRdFqHo5amqXlqFnMWNBod5RVEJpdrhKtiHXxjBXMmRgmYphIYoKZFK1o3sdSHZoXjbVbiLNqI6lZruQ8cz9nZJ65e3sPa0Zr4Ddfd3TraExot1GMoo5iWyhBShmVSikmUliWhWk++ai57++gRQN3E7V03V0jarVDIKZEZgKP8O7ulz0S7a6XM89Pz7x4eMnp7h6NHlmNdZ6ZyLpa2l6vQ0Hsn564aG5ZmGdLFNL9+/smVaWshdrU+MZpQrWzLitQzP1EoTXnbOEj6lbZ41hbgxUPhHEeW2l+QHucdx8OC5YUGYK5caBCiOao0Ep1/+mDH/OetNSFKJk8J67Lsrd1NqUwVfFWNlqtdK0c7mY/dMxgvUtjXTvn5+uP3V7/bI8gE+gEmtFuIgq0UIvtpVIK67ZaFDMQuhWOtRWaFoROxHjHxzmTpgOEaBZsy8LlfKYsGylk7o4PlFi46JnaLiQgE9C1sj1eWJ+eaYcDKSamXjigHCVyFmHTTm0by2actjGnMtuzcLtExPj6XZTDlEkxo2DUqBGrHQcyVX1kG1jXZUeb9zTB3r3ItPNqaC3A3Ta605b8rDO62ECtTYAso2hQ917no6mcfwajIGziEd6yEbTZId6V0oT6bqGeV6iG4IkYjcLcXQWD4axQ72O6ZwexDwO9iS7FhDUBQnR+qo+jx7sa2kpUoaZMD2b5dNnOVG2E3kAqMU8cXx+RJJyfnqhaiXMi5QOHu3sOdyfm44H5eCCkiIaGhkJriVp8zBox9ZZX9hKVKB2tG9/98APl2oj5wFd/8ieo2Hs83j31LqCrW20JzFPmxdu3BO0sz9+g/QM5BV686JzXjXc//A1FG6/e/hxJRztXsKlijoNmZuEYQ/sBstOCfPj/B1OGn+ojJQtr6KpsXblcF87Xq1mxpUwnQphs2qDK5bHw7ttnXn3ymuX6zLZ87whjQil2x7s/tUVmC7XYHRCiCcpFb/uh107KyWgW0V1rqvrnDWCi3d5uyH2e4p6BsC6Fulkz1JuBYcH9iAm31MwcxDtAb1ZFPEHWHto71+cFCy+ZzHEmBe5f3THNie///nsTJx+M80pPtCJsm1Gm8jyZPaNTtYxm2OllcHANlKHjSKUJECUJyXz7XPvQ0Q5FnZMLpNksStfr4tOpuNMhRYK7WxnFw+xo1SckOL3DNRbRKEQ2tcXE0NH8qLU0i8xO5o/fMdex6OJfswzzYj3xEc0k+OdqWiAFSms0lDRlXtw98P7bBQmJt2+/4uH0iU0P+8bSC0/ryrvnJx6fnim6EqfIFDuXVMihE4MwSSSGjMiBrgF6ZopC0Ceu5wvb1QJNVG1qaAi/uCe1+bNLEubjDBc4Py5EEkEjW6uWatka1+uFy3Lm4eFgPuSTId0B9XpDkNbN9vDH7K0fvQv9AB4KUluRH40msWL3P92E31K5UCvoPv6+xkm8HUxRnd/kljSGupilin+h//hx4OJFS2Nb3dfP6Ra9dBN1Ve+8fGwUiG6W3W38J+zJfym4D6lkYvBfMhFkIspEihM5WqTu4DIjGC+7CVWhaqf0Zibx3Th+CmhSco1M+Y7PP/+CpTSu25n2w0ppV0KeiNkz0SWQphlpgmin6Di8jCu5rlfmw9G1i82sfnq1hY6SkjUbPZvylu4CrylQ60Zb6w3dFxd3xECrK89Pj0iA+xcv2BZLNkwp7RswOjLdXdgAhoAPqx0z57Bi1lwloqW3qXXK21IotTMfIvPBRua1mLAiJUsdrNUK5d7DTrsZKHCrdtgbCqVedBvvKqUMfsDFIDsvXMT44L2r+2Uaem9ICIDZ77SmHA6TIdopUquN50dz2F3w6KUS5+dnDvOMdCtgtAe2tfH9d08/env9sz30gHBCOCLM9G5c9HUpe6HZnI4wrHu6dpqI8U17hw5dAiHNxDijKqxb5fx45fy40DZlSgemu8CWVmotrNsFoZN6QNfG8nzh/P4DJ7dpa8uClGK2dBJR6RS1dSgBF7AprUaSN17abURsCGJj3TZkcuTYC8LWCq3ZXm/dKBc5551/XJtNSUyl7kI/GQiPI47YWWXr9OZNPtL5mhcie4OHUTDM43Twle0YkxBICE26FQSeshW1Ezq0bWU5r8gSuJ/vWevGVgv04JM1LADK9RzdNjS1NxNR45oFUfMmprN1d8HprkB3dyDEeIAxCAkobePp+dkSVEUJOSBZ0diIh8p8mDg93DEfZ5IkpuORu7s33N2/4Hg6knI2dF4by3ZlLStNFNzJRAbSEs1+dFDIogTqtvG7v/tb8nzH/YsXvHj9ai/q7cALdOx1gtL9vsjzzN2bt6QgXM6gRA6TIqnyfL3y3d//JULg5duv6DLTJSLVfFxzMsFrC426Fhc9RwijARkOSj99IaCJkruNypeFZdus6esCLRA8ZMQGuMo0m0gtROHP/uIXzMeJ7/7+iWW5uktG9Xtf/PxVx7DCTnXZOcveKMYUrSho7BQPUfu6fJgQItti00XtjmE7PyaK0TzHOhl2d2lKlKKsl4IEuzesSG/GughiQsCu7qA0KFN2Z5weMi/enFAKT0+PrOsZgiGWrZsDlsRohai/1hCjAYb+jVrtzv4yzndzwGZorVQDvSpLMb1LiAnw+6uYLdw02xT5fL36+zX0Wt30WK4dIzq1JYTd938g3kPLI0FvyLgK21JISYkpE7IwHyPn5ydqM8qC9SziVJNoYbcK2sVMA2K2z8tepDU6oVPpdGCeEimZMHCaT3z18z/jML2iqbLqlee68ng983S9smx1vyNqbFwCRGkmdCzFNBg50jTRW/CmGS6PF5pPze1s8mbZgdem5sQzpUBOgaen9zxfnunq0/nsBgo01nLmfH3k9PINks2fPsRMgB2I63oTcP+XHj++aPYPsY+0l8FJ3vmt3v2PgljG/1lR2/1SG/wO9902jp2PLsbGiNjiiykS0/CG9L8rwzNj+G+M1K/x3LqbYZshe2/G55EuZqPih5+XN3YJBleIBgtLSDH5pTyKZiuWo2T/lfbDM7hYkAA0u2jVN/zWG1U70huFTg/AZmKlrJnTdMfPf/YFy/qBbX3k3YcVDRMhJo/4tBRAJmXbzL0hRHsdXWHbVqZ55nR3pCwr61JMwd5xv+NIrXY5R/N0MQ6o+PUq7K4IZtBul0LKhvZeL2dijBxPd7S2UsuGVhPmxRTQ1dZBdq/mwfUcyXhDMCXRLIO2xYQZYGOt2hrnpwVCZ5pn7l/cUQsmpHDLnJiTJQ26c8oQoxr3S/jY8nAU0/MhkaeZ8/OVkTJoiJ/zxdYNC5cJnlDlB6JTMSREOo3L89l9qRMpz0hTRw9g257BaSHbsnGtjTlNzIfD3kj9yD34z/pI4SVzfsGUXhDlSO+RslXWrbCumwvlDKUckaVdwSzJoiOeQoqZKR2QECm1sV5Wnj5Urk9Kr8YNTh7NerlerBlywUwV5fp84fG79yQVjvPEdV3YtisSlFkiTaBRqZglYe2F2CKlFlLMTo+o3uza9KOUQSkxU3wTCbe9+R8F8dxnR6xlFzx17dDtTFI/V240DPyCc+pFG0VK2ClJzTmWgDs/+Nm4Bw5UEGtsBYVeCd0CKLLY3m2l8/R85fruibvwmrdvP+NZnvmwfaBu3ZrxEagg0MUEvh1FeqFJoAchqNnfabnStFOC+xKLhVCMC1JEkBRpQalBSRFCClTxxZyzFc5TgCxcpgtkIZ4ycz4wHQ7cnWbuDpk5mZS6q036RAIaBNTswbzf9GID46S4NV6MiZwy1+2Zv/vLv+LV60/4X/7Nv2E6zkb98rtAdQiabXq5WYVDmmZOL94QorJtmRA28lQIQdmWR775zX9gyjOHh8/oQWiiSDdBkHnr2gh/rRvaqtNAmgc9mHfuT/1R+wZFOV+eeH76QCk2MRMxemNQV/OlSJ4ChzslxMbju+8pNfKzP/2M4/0Dv/3r3/F89kYzOIcd80tGxTnufj1LsCJnAGC+R2IKxOzFbROm+cjhdGA5L6DBRuRYMZqJVh/ExHzM1KrMMTHNk1nBDarclIkp211RrHBULJNBsElL3YxXLD6NHcv48nzm8d17A+HUsnbisN7u6m4e3iAJe4Gqaq+lbrcpjiGfETUVoguF7VzoVSlLJ80Ws9255S/EHDh/WGFMlIO4V7ZxmZvztWOMloTYrIBVR+kVzEFHA61tN3pYMFvE2hQJnXnO1G1jOV8czU6IJJ+8dqBB82wDJ2sPjjhOM5MQCMmm/mGKEIWQ4HR34s2nn/Hlz/+MEO5YtitPyyPvL1c+XJ5ZtmoNVwWpnU03tAht67QiLHOkHjPxzvhirTb6VinLwnK9UlXRJBbw4hNlq+kaVWHTRuqBy/mJ3/3ub9lYIAe6GJoc5wBJab1wXS60Xk3TEswpKkpEW2PrG6JK4sf5r/9R9IyRA2JFsxet+rEw4naAe5+2dwfD83CQbNS7KwK79ZGpbSFIJ4qaCDAK4SO/1Rvnwy6hId7YGSBYYVibCQhwVbdI8p/tvE2G16ONjwyvHyl37sUcEjnO5DCTQrY0rGCBAmOcD4aQiAvOuvXHNLVs87Vbf5aIaLAYWdskG1OcuJsn/vQXP2M5vycoLL2y9uIk/Uo6JCTBUuySSDnb4nZU9nx+ppZCDtGsZ9qteRjZ89pudJrhBQuWYkQwwV3rakbsalSQnGenaywc7+4MWR6RwX5oqo+AQwisy4JiatxtK7SlkrIfPm6/Q7ckJHB+l3eRrXe2dSHnzP2LV5yfFlqtzEeLNzVnh2AWdSGgXTid7q3oPj8TU+BwOFiAROuUaumPt2I5+IjtZry/h1uMwz541HZIhFmofXOz9kZMynQ4Gc3FI7/jNINCrRDTRK+NZd2oTZnv7giEPxgT/lQfc37LaX7FnB+AzLoWhCsiFqW7daNlZAOidmRHx/7pkFQsUjkY7WWrhct14XIpmBjcw09SovfOPE1M2Xys7UhQylI4f3gmNuWazbFhpaKHTJojGdiA5naCrVdQG78ZzaLTm1O2op85vaOlITIDndpGstnoZmyvlLoxVO7myIIXTs7NLubcMsTFImJOFr6pYozGFYSdd2eiPt0bKO2NpsaZt5TmhqDEgJ1RdUPXRl83S8NqnbasrO8u1MeVfmympYgzSqBooahFRo+Ttrk110BlRMWStMSK6FA2CIEabOxLGMKkiKRASNFCDFIiJiUdhMPdEQ2Y2DUIKh2VhqaK5k7NG+kgxCkSJ4G4+vB5JjCBRhdmWfGyW4ONiWG0c6CHQAgTMU5MeeY4HaiHyrYVfvtXf80nr1/z5S9/gaSEakXHSF5GuKxR4iSZMCwfJk7TJ0zrxHZ9h/YLp7ny6evGt79/4vvf/hWf/+mBdPfaUEZtSLUiygSvyd1hFmwaWV37EpF++O+/Mf8bH2VbaPXK8/MPXM+P9LZZEyguplc7u2OK5EMgThWVlW155vHxwvsf3hPjvVnOhcCUx1QFqwOaNVQmIodayu59ra0TUoQyXKoiISaz/fKie3ne0AqxC5lgk9Qi5Jbd+aLsIVW92ZSkjRQ8z2mQlI1vq9W4y8WEsebeZInBdTNXjzQlXrw+EXPgh6+/p5ZKzM4bDsGbCaNslq15cWtI/EiU7d30LOL0rm3Z2O1QayeEm90izRMEU3TRXaKXwnxvwsflcqVubXe52O18PWuAmK2cEqd5lU6a4o7Ed3cuQW5OH63dmEMD+W/bxrJZwWwc6cnAPg+GE8YeHL7s4/Cwr5FBZ0sFFFLMvHw588WrI/XtS37+yz/n9ZtPuZaNy/bMh8sHHp+NDrGVjW2tSG2WCtsKssHTKjwtmZd3E9oDh6mTQ6OWyvXpA8/vvqe3jXDIkJQ+7H+x6ZolVHrJJrCuC8u2IEdrqJIE4n1ETlBTdUHolVoKU3Yqputcau9srROkU/7JOc1tWCEZ189bsP3i8K+yD9qN0I1aoTeP548S4/yTYfgAWmR0JEbDgKOP96OMEAv8+7mjhAjDgF8Hz5qPn4t1UarOM3KKhy8pf+OcyB/Uivdk4/gUDEmOMRnqHJMJpvYwk+Cd+o4124UQhOrjj66dqp2tFUqvJLWRzyRCbhWpG7It5Gni5d0d//LP/gVv3n7Cb7/+hr/7/W/QXsy2SZXamwE00S1tfCwTApR1pawrU8ocTkezVgHWZaUt1cRr3DaTfVxuxxODj2WsII9pNksZLyxiFLZa+PDuA3f3d/aRN0N5rT/6iEPanZfZjJKyezymQG2b2wmlnWtVSrOLW8bYvHN+OhNksgPQUUB0o2xKjs417UIIk8WTd9s8vY14U91RD7OnC8zzzOjMVW18n6e8Tz96s7FzTtFsZ+ykoiyLrz+bSmxrNbQ1ZjNH10iIkekwI6reyQspT+ajG8R4Wj/xR44vmNID03RPq4Aarz+lZFxU3/fSG6hFKUePK6caFcCmZ8E7Vt2LjXU1u59BptLhuc3NxlHEQoqiJvrWWZ4X+7Z0anSdvQhhwmkDQmeI7OzQXJYrKRkVAF/fYbgdSCIl5/r2clsrEr25d958t8s1jskRxpXtvk7s4eNKsfU1CuUYjVscHFE2n1L3LZbuZ02nt5XSVlIMTCnZRE07Wir9eqU+b6yPF7RUQlf61tnOFd0iS1/59ttvqbWx1pWtF4qjxA7q7Up9ZYzIxaZbMsS4VvSFKRh3MUab5OTMNJs//OFw5HA8WgE8VcJsNJa1LtRmDXft3QVBDUnVx9kJCWbj2HSj9SG8xEfB6vZj7JNFwgjDGp9lJ6aJeTpwfzqZqKcGqJVvfvNbTndHE/tlAxSG91lQ4zYbFUBpwYVfIZKPD8QAy3Ohq3CaMp+9uee7d+/58O1veTvfIfmw0+jUkcwYsxWKZWNZL9Y0iLv8/E9AzyjlwtYL6+URbYsd3M30LmgnaCdmSB7nrGzUtrBti00UEY6ngyXMtWC0miHsFyuY8SIvZEdk3dNYu/GbjYpn1JcQk4sAO3WtBEl2fnSlLsXSB9WmkRLMf78WQ+jGkMZoMcZHFY/pBmMZ2eTwBuLUVmnFNDcxRqZDZjomHn94om7VUfFs+pUpIUSbdqfItpjuqawefNNxfYLdXWmKLjS0KnWak+cGVJ92NhumOCDQWmGao1nr1cr7by+eFSD7dGvQMe1et+cxCld1L+riISmDxqrR0wV7dIcOdXGgTdtyDogUtFVS9nOz2xnW1d7jGCe0RQdEDH00uqZNE0UCpEQnolKYZuHt21f88ssvOMrMq4cvoTU+bL/n0hbO5UrrG72v5s9+XdFiYGFK3ZDqLbIW42RHKeSwcJoq6+WZ9999w/fffm9Ws1OiBTV6FI55em0RgClAjuYGI5PAEcIhkKIgh07LDaWhVSiXhV5WQrhn+BrZWhZK7/Ra/uk5zdo67aM0wNFR2R01Clb7odKN39M/KqqNeqw7YIwXTIJRNVJQcjS0c1xAwQ/+4IWz+O7Rro7nfmQdN1TPghXBbjcn+AjPZNB/AFgHsZ9laDN7bHBMRr2wsW7Yf1kS4EDRxUvmePNpDsOvVdwmyfiDa9kI3QQOE8ZvVIluswbTlPj87ae8evMpKR95//TI9d1Kr7p3gCkloqfgDdu8QSswsvsGQb1IhFJWusLBO8rRhYbBf9Swo3GGIFjn2pqhBtYdR3pvXJ5X5sPEfJypj4sdFsG9OENyf+eBrt0aGIli3rHOpeoKxbvEpsVplN7QdHvP1nVBuxvl90CPI6o5enPkvt8MKoUdKCPR0A6N6MX0TQ1vsa23A8dSFu0iEC/SWtuo7qJAD+Q4EyUACZXE3cMr3n72iXFft411WUl5sjjvxi3M4brw4sUDkn76cbvoSIkzBK+pFUT4BEai0TGadqICPp0JfRS0gO/15od/K5WyrNTNTP11+IKr0ot9TjFYAp3QyCGQJCI9ols3qyUBmtKlIsni5LOL1awOEy9+Yd0Weu9MeaZJRbdOlOGzDF0L83yga+VSrqgkp/sADO/mSGkbm08SmhfFJgAyrmuIwZuCQm2GvKhgPtRuOTWa0jGVA2sOOx20EMQOcvOmsq8pl5X18cz2YaWcC7ROlGh6jC2iLbBp4/t33yNRKFRKaBStdEwMmQf1rHOztQpe47tQC0eOboKo7GEwM4ejWcKd7u5MSJSgxjNVr2ylUlelivmcu/ebFShRCeYGSoy2n1vvFKlGk1FsKhFGDLPgYznnnw/U2d0PYmaeD8jpnoNOhB5RIuX8zDe//TtSDjy8foPkG5e2K2Zx+tGUoQ6aSowcDg9I37ieN1rfeLg/0Hrg6fID69N7ji8+oYrFgocgVnB1s+2c54nWkyGWKhYBLis/9ce6XtnqRqsLEmzq2H09Sm+ImN4jZtDYqLqxlpWlGhUjSufFIfDJly9494Ny2VZady0JxrtXpwQY5Q8TBsnN+WE+ToQopGxTnOt5sbNDogMqgpDJ2Rqz1julNPJsd2NdG0h3tLfvnOgQIk0adbjYSHIARmg6sgbseeRDpm6Vy/MF1c5yWaxZI1jh7pSbQTv5+MyqGLVrR1tdnNedgjFs7spafKKaqN0i4lU7QaIL2JXpFNmWlfWy0nszz+NBVwLsTvJYbnFnqhjdHW+48bBb2e3x1c2mBYTk+891ATGScqBuTssJwc6UZlzvlExMrCr+PDoxKSINJLlRghhwtxVCPDBPibuT8vJhJgqkeGC7Vkr/lqeysKC0nkDUGu31yvVypS2VGGCahKQZqRagFkKFtrAtlbus6PU9H374lqfHJ0ZlO6wt95oCt5ltmHhPJwMwgqIHBRotbJCtebYER7Py7XUjYE0cMfnrM71Xad0F1f/lxx/h0/wRyusf8scG0cqNI2GKz9uf709FnSbg9au75pIEMkoS9VAF+1vG3vAELDFrEOlucj9evH/tiLU1CHTMkIb1mY9Jx7PZny/7kxG5Je0FL5Cjjz5GAT9eiDi8HzCvShMEiicaGUIbmlFPam9sdbWsczpBxRSbLROKFeUpWHTxKc98+dkXfPfDD5zPZ2rZCFWIGknTAXP3EGoZSLBt4pAs5GNdFtZl+SjlzBAZVdkFSSkbCppzolUT8XUPdrAQkLZTYATcYixyvVx5+Wom5UApBfWo79bqPlUQcVRub5ZkYLw23vKIVeNWNVdWmzG54qmHTsJOWXY3ihiE2iwVEsUKuebvQUh0tTFg70oM4ms03Jw0/PWYqNBG9KOnnOZMrRvLdWG7XBAiUTJaAq8+ec2rTz4hTSc6EZknjncnBh+2bkYBabXA55+Rk3B5eqZvlbu7o9nQ/cQf2pxmq91Fcm4VOC6eEAnBubljj4/94BcNvbvIyNZP3QrbulGKJdlpUw99FBvjdpjTZN41vVr8bY/7IRZ836FAAd06kiNJgvFt1cSdy/VKDNERmM6UM/TAWhaOxwMpBVQLy6acTgcbhWICU9Siom2NRJ9KWnHRMG9qQ9gN3YoxW13gRbNZC9pzrK1b0qRfxtptHzhlF4LS6wZUpiBW4JVGWxq6NdanC9cPz9Rzh2YWl10CXSMao4v4OlUs/l0zkNlRdbPl8olYDDbRCUY5wAV8QwmPmDd5ypON5vORaT4wHw7Mh5k8T0g2AVcIlvr3B0gDt2ZdgoMeQYlhjKdNL9F6pYhRM3Rw/GWndINPHISRWtiJUelxspCbU4WQmTDnok07bV14evct0yFzStGfhw78hb0eD1DpO1c5EpiOrxHpnJ8aSOHhbaA9d65P35LTETkc0KiMUAy07BSd+XAk5EStyrZd2cpPv2jetkJpluxHyGbnHYTQunv1KyFDj43SF7a2sG2r/R0FXPz85c8/4/7Vib/5j7+jN6X0amJpp7iF+JE7UjAaRJqMvjicam6iNSWoiV61F06no62DgFnJ9k4thjD2cScArRc6RoGgmAOUdDsPzAvfbvfu4BmiTCdLHL0+XSib8dKnY3YhuQnejMaRICi1lI+mzkb7yjF9VLxAre7A49MTL2UsuVfE3EIkoVFomyHPMQfypPS6UJeF6CBgCDaRbs7gs/N2OOCANCWK5R6M8YzRVUaismstIkjIRMzta7z+kDrX9ULdNkhxL/JjFGLsxJhoVR0cC4Qke9rnSBEcPsYqlSTCcc68eIhs6wd+f37k5elT5vxMQzn3QoszKT6gyRy/6rKyXM7UZTM7P5mQbAFx2iOXpVPWlacPZ05h5dA/cPnwnrJtpAM2rbMt7hRcrx+9qdFqDkMWPFaooRFjgyR0aTahV7tbYlBi0I+0UQmkO2UueB32T81p/pj68DGCPP4bO0BHHT3oACJyQx/1Zmo+3DFSEFKw+zcGJTkaaECGOT6GkTWvfpEGW652OQFi4pAuZock0gkY4jEqpmGQL2q8NUMX7UIUHG3ep68DSffY2nALUwmyzxcZqWRRkhfSbXfeiDERmiFhVW2sqWK+uCFnJCViS6RWyS1DM4rA2xev+PNf/YrHD+9ZLmdSTeRwpEmhY8k/h4MFkdRSvBANxGyG77VU6G1HWGtrBEl7V1yrbYAYnRMYA9IEmrhdX7911mODq6GnT/LIq7dv2NaN56cncjYrrVrNtirlDLXSMZ6nFU3Nxub+vsUQ6aKkbImNtW5GmcgzvVtxH/1C7D55gE7DLHxUxVwAxNC8nCd6b5S6MkJSRBTtlRAnW5NOE1GqI29WdCcv+nprtLrRtfJwf0+WA31+4E9+/kvefP45pQYupXLtmxvMWwOV5rQf8jkdESovckJXQ6unOP/Y7fXP9ojRk/XcXq25l/WYKgUxYSy+9+z3DKXYgy2q0NQUzV2hrGajtF0X6mqNw1B891KtGY1W9fUqjCAV1+XQg+91PwfY1Hw+g6HNiFJ75bI+scfbM/atFXg5R6YpmQBkq3z/7tv9covRxqmtKr0HtjCuvxt1TEIneYVnzeFCKdV93u1nRfeFDRgdozezZuxql1cIyjRl8iScryulNGKPhCbo1ihPC+28sZ0XtnNBq/uuup+0ujesqE9WkkIS0wqkwCSuc0iZ0+GB03yytMqcadq5rldK2/YpmiFxHQ3mfRu9mA45IXOENAoal9N3e3/QTJBuBTKdLnahh+E+pBXIiNMXtGNKfy3uhxotMljsPA5jT/oJbz/Kzv2YInGamU6NGDuzmAdrU6UlhV5Zr0/MxwP5EIGOtB34dgGn3TIqRpdb1dbbfPcpEhKX63eE8MyLHHl+KizLDxzya5DJhGbNXWIQI7TExJSGHVqk6+P/uA36X/koxWh22jzh0ddKV+PUxxSQBFUtAXArC9u6GfKKU/MuC8vTlU8+f0NdN777+j1P7Up0/jEE0Ao60Fkvjj3ZVhYhz9F0LN5sD+Hg8D4XBU3GVR1A0LZWtsXSZEOOFmbRLZFWuu7NUWvNzpPk9mpdOZwmCLAtm1mbblaVRveKHueY9W1GZ2haMSvRANFoWYgJ3+hWSEsYezp4oS8OhLmovTTnxArmamsgmQTY1oVWV9vL0fRSuI6rq6HoIYbdBq5Vb9Y7N8eSYK85hbhjfeRInk0QqS27bgdC6rR+Rre20157s+cM+MTE0o/t7jMNVhPIeUx+lYRZOR6OgRwXHk6dHOHddx+ImtiWjcPhHpkzLSe7q3NHWrSf1TutrKzrQu+JOAVyV3Cz0VrFp3CKUJF64Xq9oDQDFh1pZtB+BsVXDYQbdom1YdQTMdtOOxA6XSu9YTVmDmS3M9RmtWobKY8qpDhxPPy4+/qPEgKOQmwvlB15GHSNj7syHYWp2gIaXYLsNkhjjOMUDC+iB7IrOi4M/6YD7PDDdYQatOZ68TH2dA/Abr5UgO6+papWMI688n3c7+P6cKvtbr/GDkP+4H9B/bJ2/8aAfd8o5vsagosMXdXbtVFa5do2Yl1JbWJKlap9GOmR3C3ji08+5d/8xb8mh8RyvVAo/PD8A1tdEMERNPd9LM0jS5M/1+5qfTu8tnXhdHdPTE7l6J1W8TGHj0y9iwX1OGnjRYsjQobcdpbrhXU5cHd/x7ZenJtsB0dvHdLNo1aiULYVbZ3onW6ejNfc1htSM7yW7fX4gsGQ3OjrwlBqGwyHYIiDdlsvI5lw8CWt6eleQDVqbWZcn7NNQPqg6Hh3V4SsEe2JaXrBn/zyV7x+8QmRTJ4nWg1IMx67RI9ADrY+u4/CtVdPo7Jv243M9nGb+ZN9pDwZV6/Z+9S1U2phK5vRE0TIMfNxiibgI05xpbWL3cToPdtWWC5XE1+sjSlPpJHYOCgeKCrRvHqHDaXxh3aFh/ikqXdFakCaISJRrYnvOMItnbZ15PE9Oc+gytNT5XKxxjDnTN/sQpunmXmaWZfqTb6Pl33MPPjAhymbN3rvrNtm8c7BaBWdjolp1A5olGk2x47ehNACRY3KMHygtW+U7QotQhHqdaVdLRCHbhMTnQIyJaf1iAvv7JcoSJrJU2SaJ6bJwpDAxMsPx1e8evGGw3REgOtyRZ6UpRuYIC422idQsdtFHIM3TrcGYQAkqkLXRNBADoHm1AfY7LW5D33vQzviDkeMiZOhbfaxBiSaI4f2wMCZg/MrUQc1QiDmSOwTmWbRB5JRlBahp2DOIOVKnjJR1MEPEwB2Ma2LRaDYmVdVWZsSY+Jw/wYiXJZO0MLpFGm6Qr84HWjyO8vfD0f2COamktORu+N/3z35T/EomzlNjIAvUdn3rwQhZEXFaEa1L+4006xgFiFJICic3z8TFR6ORz75i9ecz4W/+4/f8f13zxSFIfQevv/gxagLTPGfm3L0u19uSK3xa2ydE4g5UGr3O8h1AgPhclenuphgTBVqtWK9dzjem3bn8nShuGAdMeH5EOSFaALXXtWmr7WxXhdaNxFjV3v+EpTpGOmreTKbo5Tc7sxoYWODayxexWqzoly62utFbc9T7bnXvoOIGLHK9kGKhJR8IgzmzGVFuaogThe15xHdZi4YP1jEfib2WRyOBwiF58cnK6LjeN4ec26XOiFk8mmiFaHUznJdkBZJs0/6VJlyIKXOm9czP/v5a7SdeXr8llrPNE08L8KmhSQzabpnmpQ8JaRPHI8njqcTT/kRaJTaSVumHWwUZE5WgqiHsWmjlpVaFgNQk1C6TaolyD5FUL0ZMBAipMy2Ke7CSRQvsqP4na0ENepkb07PkAAyWA+BlCaOc+TFixc/am/9UTHag8/MXjiPQ/SGLP/Dh3ITAdrfkY9sfWxcEKIX035R2jdkL5jNjxkf6cEg640Du6tZJw3eHCHQU2QIYCzFx3F+L1HVv8+wgcEbZydUe1em7uVsmyEQCWrFWhQrlCMBJ2f44S2AC432ytsK50ZjbRtpi8xpZksWOdt83BC7fcB3aeZXv/gTXt6/4Hq58P3TD/zbv/n3fPfDt1aIqvpIzBIKITBNxu2JydH9jglkejMvyeZjH7GCe3CjwN77JImR3mcjahv7qL8/eUrUrfD04T1IZz7ObMtmo26xy67tTgZ2SX78GIl+gBfBzRZ0CEzzRCvGkd6/xlFjW3fNUSkb2NWmnmQHrS3OwbUhXW+dHpIBCn2onq2gLaXSS2OKmfu7O5JE7k/3zNOBbdk4ne749NVn3B3uERG2XlnUDN2l6y44Gl7f9rrth9vTdsZ7HGLQH6fG/ed8THlGGaPH7ghQpdTqYhGnzbRRMTs1aaDAIhDDLnxZy8b1cuX6fGG9XBENxPlAjolGo7eb2CWRDAJ1m7YYws4hHJMd09sqtYN2MV9nhYbtbzsWDBU6X54I4RlR5f0Ha26OhxOn050X7olShFoLtSgpHTwi3gOC2kdJX0FRNRqGSCUls3HsWag+ajZjSWvYDvMR1ca6bO75Xml14flcOV8q1+XJbCRrQBelb42gwUbZMZEOk72Ph4RkQ5Maht6j1bnKiWnOHA4T82ze0urTpzB15lPk5f0dsSeSBLZ2RbTRpCGYS43Ual697hYgIexuH3vcrwYPaskmeBalk0jBxIaooTiyj07dqcegwDFz9MaxWdPgxVWKAl1Qt3y09WSF7j7vji4MnyBrZIqOvCehZmuMsxZSW0hZnb4BGiy1rO/ntey5AQ1h9bCZ6fiSJgW9fjD6WltMMyFGAWsEm5r416uY65A2jH8fp/+xm/S/4rFtlaZQmlKHp7I6fz8HiJ3GStONrVxptdg6EiuaxgRKq3L+cCFNkfQy8enbN5yOL/n9N4/8/usfuFweQW2UTwKluybI+et+Xije+DmlKQiGMqpxTkcwiSHK6rQER6Bj2u9+ARvLq5pzxhSMQ9wq21JYzlck2/1da9/3N0DduqHVLqgfmhebMAnaDBQZU1hrKpW2bjeKp9pZ0dsNde5O8W+1kVNgujtQ65VtWVGq1zjR7L79uej4/uM8jcGTC21KiwvcGVSoAUbhlLnkrjeu4WnF9kyaMuuyYvZ4edCVyRLYltXe++R7n0gIQ4uANw42GTatmXKYA/OkXJ6+p25PlHohRqcn9s1cQnogOlKfk1k+PpweuLx4wfP791yeP9iZ2ywNWLuJuiVacZ6phLq544uJDaOHHg2MxgSVpn0a58V0nIl5Zls7Zeu02JBkdg+hCzklOwu6UOrG9XrmlVYkmDlAULtvUhRePpx4+/KfuGi2pBr9BwjzP/ia8U9HnnWAertIz9GjMIrlsItIBtocnBw/jOEs3vgjIaCP+8QYkYyCFPDRjy205EWzKsRgI0nzBjdOk53RQ1YUP3o9HRMfjOLAXthuVCc3gWJ03rOZstvibgQ7fNWETQzEHEWlUlFWDazNFPBt2MKp5aFLN9Hf/Txx/ORAa42H60vOulFq4/HDe2pbKcUKj8PhSOvNkFSKbWyx7l6D0Fqh1kqMs1+KdukT7MK2Anvw0tj/27rZGxIco1DF7Lk+/PCON5++4Xh3oGwbzQ+0wfUNQfy9Hl7bib4VQ2F9xGUcLnwU5Kp17J8pmGsDjur2buOzPJnFUAjCNGdUC1tZvUO3ZigyeWcqN9EGwt3xRDoK23Xj/vTA559/TiBw1Jk5HzDe6kQOmalns/wTpUgnhEbQTqjK8HLeLdfi4N+KtboSicHkgBPoAACLMElEQVSwyOG58FN+xGg2cKU1S7FsnbqHweAHqHghFPb/7RMgbI/XbjG92gpPT88slyu9NnIyq6mU7KiJEnyUNt43xfafpX+FeOPfhTFJcJRUKmgKxhkUKOL7ugcXOxnHfiT3dVW2UriuV+Y8W9iGjzeF6DHb2PQz3DyWQWkfBm85+DlgzV10i0ZDmXzfBGApbNvCthaE5JShK7Wtzgn3sJHQiDkSciY49cAabEdYD2MkrWx1Y6uVvllwg6DIDOEA5AoJBOOSX+rGtR74JL/hLt8bcp3guU1UTKfQamMtG1tToxlJ3B1HLHbXPGLTECJJADEP7IYgvRLFCNWVgn0w3WkczcNiMj4fcHjCD14BPPwhRTvX7cOL7lBi+xRsK2kQiDbOj5Y8jDoCJVGY6IZES7cYbjqlF0/481GuGHqHyB5YsZQreQrMxzeGpC/v0faMKuR4oDNBNQ/5PnyIJdIxaltTyD6J+yk/lmWlEyiOXqJWRKQcSVM0zmctbLpS64rSdy3RsDAzCqNxvOvS+b5+4PpceXj1hru7A60Y/SF4AMe4L1T7zdIT07yGfoOrJFiQkKhCFBriBaVtx9ZBWrdZgTdTrTRDXmtnnjxHYLUsg1YaxT3lY3LQrNudFEQ8ohoTcbZOCrdBo1E7bEQfYoTW0arGlfa7vkVl2LeKCL1ag5j9/qzVUutiDORZaG1luVwBQ5xHil1wm95eO+q1yqCCKkMcy03oJhb3HefJGoqmLJcVCUI+TMScyFO2yUqwM2RdVurWmeYjIuYCYgJXkIO9LzFGQsxWmJdiqHKyikrbSshKCpFpirz55J6YGj989z0hFNLkAuxwcy4TNbEy3YwRUp7pB+Hh/p67+xPvvreExdqMZ9z9jE0BknRS32j1wrZcQTsjdn08Wmv0ajacvdlCydPE8f4OYqL6e9WreXZrEm+AhSAdDZ0uG+ftA1U2pnhAegKZ0RTIkzDPB+Z/cp9mL5Z9cPePC+bBYvjo68fv+14cf7LzhU1gx80lI3o35UUnzYoQw3J9vOP+yQMBDdFRosCtQ3QHAJv8iiOY5k2qahdAgH3MOkaKjinbf4sgboVklNybal/kdrAYomibTq26tu5QTHgzSP/4+Edbp8XC1jZKr8bNFaiibLbuiQqhKkntlb8+vOJXn/0KvXZ+H3/P0+UDH57f0bVxONg4sWMm7eLJiRLCXrhqV+bTRE/KtpmhunmmKmspZqGGjVaCuNm/iAsDXVmDXVgpm5L88f0jL169tEtlIMRiinNFzc8YmKaJmJI1TntwhIuM6O7eUQ1VcGuvEY09aD0mNILerqg0pumOGDvLYiPF2uxzziGTybQSmFMiz4l0EO6OB37+sy84pExZGllmDtOJtnViU1KzQyQFC66ZotEGokaSdhKd2G+C0K4fu8X4ekbMDUWVqIaUjyCMn/JDQqSUQqluJzYSADGBavJoV8VoE1ZE+3lgMKNfXIVSVpZVuTw9sa1lR/sixosWhRoiIm5DZ7eFnRUx2ec+ECcJOwcvoEyOSLUqaAi0JAS6NWxDeOxOKg3FAVJaVy7LwnlZEAnM02xjS0Bbp5SbE03XvttfCurTjtvnHkIwD/eQnJ7j50a3CUv1qPHBzZTQSMlSKkOwCzYoTDIb5UWGpsKQg5QjMQsSofVOKB22Rrk0ynWldSMedTG7qR7GW2g2f8/LI6VvHE4zh/lEOkzM65FrXWjaDAnbCms154HuTgRCdGAi3pyK/N+DRHrr1KoEJgIFZEKloGLoJDhVrjaiVKdcuJ9uM9u7Xc8i3X3u/XNWA0PMpcZFfT2gBHoUNLq2IajZnEVxAaLZpgXUka9Oq9VOc7lFDGsPFjQTIsSMamPZFg7zRD68Yt02clpJsRNlIclshVzrlNoRTTsgYtS2xcTSP/HHsmzOyTbrshRt7cZsoQ9dmon6WjFagnEn94mvBuO/0xshAmKTxNwb0yFS3l1JWTneH3z0bY5Lxsu1SWBvDrqIejgK9H4DzixYx2mBrVO0e6aAUtaKzOb4IIh7oXdChtIL62Vh2+ptSqxD32S3ldHBBkJrd3XMljprjD53j3ILSl+cN4APmzbZRNbWnP3FtoM+tdg66L2ZADfC9fxoaz0YyNhG2t44V4cYN97okBptB4o4vKZ4kz4TUgI8f6EN32cvqsS41Op0kOhx5SH455wnm7YOC1cVp1HZNDQgHHIk0nn18oEWbX9NKXG6O3H/cMc0Bd798M7ee/FkRG+oLWF35nh4QcoPSM9EEnOY0GRn7XzIpl+6OIUrQEhGd4mpE3uBeqVenijb6neAR4IP2lZ1I4HerHYTYTrdcf/2M7775pEmQI6mfQGntPmZRkdCoUnjsjyx1oXj9JooMykdKUCelClDCv/EPs1jjAEfFcI7tjwe/xmOhsgf/MkoPK3gCI5kepEZgh/ipl6RYCl8JgT0CjYIqHW4A4LQYOk8qL0qCabGN5mv7oRz0Btrgk78A7qGvybpvtnGhexFc+hjb2G9Yb+hNEDDuhqCwrBiSo6eyxhjssfr2kVbKe1G0+jd5SeDUqIw9cQXp0+IX8IhTvzmu99Q2sbj8weSJF6/fsuHy8pWn9n6laCbLRaBHBK12eZPeUK2zYVflVo+ivQN4zNxpoqLoFJOdrj0Skr2Ko2j7aLC5J6Y1RqMMWKopZKzFQW9uZ9nik5jsPUw0GFLh2NvRkIQihvjWxxwI6VAK5vRI+JMqyvamo3/JTLNBz55/QkP9y9pVXn9+jUvH+7IQQjDq7t2443WRKrZbeIKASHHSA7JhYQCQc06UW8ThhgSQey1D1cQnKJgEwg1SySNeyLlT/3Re2PbNkotvhadeiCGXsQQHWU0OtAYqdtLd06wth3drWtlXVZ6aZ5WZesc1Eelvs4UbzptP4o3meKG/XzM5VXnDXYbtSUVMonJJ03dkVTtQpfIAAwi9neH4AM1GsoQIOG0DlX7rG1gFCAMYSGuVjfakiDGp+yLOVruhZnxnNPQN4ROnhLTlJnmyaLrxSzrYohkTxztCHvCqkswJJqbQOgmBKwqxASKpWutDVITEsl5/LI36mtduGzPNCp3pzvilJFrgssHlrIS6IhMhGhFc9snJuKCz2hJm4Mj5wJewf25JaMyE2jARsMcRYKfzaLWiHSf8A3rQOn2PJMC2qwBUUXUKU+wF2h0G6H7gIGikPws9NoNMF/VVla6e6lPQBNLUau90rTS1VBvJFJbpDajsm1NoTZySEzTA0JBWLAZxEYWIAeM7DF8hyFJYtONUn/67hmlGCpOhJgMUIpJiRliNnvIWqqJyfHAntHIBLN2rL62g4NAQQLVgadPv3jF03bmw/sz2wIVdf2O6wJcRE4XYo6G8nrIiFVOwxv4xmkfhaEVh+JBWFZ0a1Dqtu6gDwpx9uaoeeAIfRewG4IMtdwofyLcOP3dvJrzbLqquppzUBji24DTFZ2fHCxUa/gk9x7MMSfC4c5EzWVZqXX7iPI1NoDsjdawfB/BWru9nJ+rwfiVu5ajXFYL8gmWGxGiuX1YCm+nV/UJmnggmgDJ6L7JgL9WG/2yEGIyRxB/XpIjpznwycsT9y/u0Gw85/mYmQ4zl/PKb//utzw/XSF0pAVqD7QuTC5cnOcT96e3nF6+IYaJKU5MBDQJKQZyjEw5ee6GMqXA8SicjorIhmwXtD3Trk/mnDVBGXReNdHe+PdON3tJMiFlSoHn5w0k2d0RAoMVu4c2eXOm2rieVy7nK68f/CzThEqzWO9oXtY/5vFH5IH+4wJgFM/jjFVu7hijgB7UVuM06d5JDKR5UALGph0FcyAh0eKrU5gZ7hmGMViBGRxdCmpvljWt9n063Sgg0hmuzgMZVIEuYujzKKX3Be7os4y72xX5cuM+dzVLpU73y8Kef3dzf0vN6m6951GbdZSK9sZZ7G5zf0oTYA11c9TuLBHjJnevwx/u7/lZ/MqMvKONUT99/cYSeX7zNSlWrstim13V+IjBkNFSTY0c3Y+2U3x0GXy00/29dbKLNzoxBeNE90YScx3ovUOF5XIlZ0vtu16u5rwht/XQm1LWAiKUrTFHK7oEQ/PqtlmxGS0eM0R27lKrRslIOZJicu9oQx3G4ZqYuLu/4/7VK+6PL/jq0y/5/NWn1u3mBK1Q1yt1XVhrYXP7vSQTsWdTOztlRYyVY2tIdC/mEPHi2YWf0uwy9dGKYtMSGctLrFjQgXz8xB/bVlnLxrptrMUSEEda5+AkBob7gfMcvWAGfFJi4++QhC42AtVRFPfGti3kKe7r7OZOYyiggB96t2Jt//l9KAVckNUgNEsLnUJEQzL/WN87AxG3gtcuXBmUikGD6rr/mfGCDUXy/scPNv8Q1X62A2IMZblRjW6pgOPnTHPicMgcDol5ns1fPZgqfqDV0XnE3elMTS0dMMRxgdrEoqmQkhXaIQRaX9Gi5BrIfXjEswMJHWUtF5Zy4XR4YJ4P3KEsZWUrjaaG8KdkI+PqIioRcwgazxXY6XQBo0mkntA8Ie6RjhZEbUIlfubCcEGw98VaVYjWg9rt0I32ELTC2FdqSWfaG9XtDgeuEbtxLBXTPMTxWl20qb2b2DgmEp2gDW1KbQEJBSTZpapmR4kqpdpkUqMQZCKkO6QZUo5eiAlCyqRovFhLQo1MMdFjZFmX/wE787/t0boVGATTgwS33EoJiGapVov90ujvDdbcdIwqOOItfXBPF+Wybfz+m+95+eYFn332mqCRx75Qw0bpKw27F/HGMNHpzbzZU8wGGqk9NyXQl7oHWeAC2BCFPGda7yzPVwOR8Pux36C5GJxa5E2fxHG/GpXBet3gFM3gQsgBYLlAt3ELX7OLD8RpG616ZHM1ukhyRweHtFtr5MNEngLPj8/06jZtQ5/ntAmzYfQV7XZ3qCX9Gd86mjDOK75aDYQIoe+ILuOfgPbOthSnHA1P9qEHCwyrONtx0XnN1t7uDYEIh9PMp69PfPH6nvvTkWvpnNcrz+/PLOvG49OFDx8ejYccAxISOSt1jvTZgpFiPnHIn/Ji+oQUbPIT9BlYCbqSRJlyZJ4z0zHz4sXM65cTx0OwCWWvLHWhl22fUpfW/PnDkJR1dz4Z3HdVuJ5XytaBaHWY12vmDR7NPlOU2pRSCtu1cHlc0M+FkDKtQtBK6AtBhRR/nML3jyiafUFhT2y4FgywzT7N278PRBFu4r5RIAf/qh3wxResihfNiRBmg9DjkRxngnv0dhqlrSYMsq1s3zeEnS4h0Ua6tmAbaPWN55/CICobU43WArE7x06CCwrV3Rts1BrdIQPsQqnaHBF2NDK6YETte3athmLR9/HxeHMUOzhaa2xto2pxW53ulISPSFeYkK23RuzK/XziF1/8jIe7O54/+5KXDw8QMu8fV9bSKNuVuq6IZMPCO/vPVwadpbmq1jxqU0p0qiHjzVDSnCf/+8YRxa3lzH7Lmp9t29jWwv3DA8fDzPl8vn2oOsa23qi4H2IQI9+jZhzf3fsb7GNpzq0OMbCthWnONnVoEOWA6ETiwKeffcnD8QWnhwcO9/ec5nvezA/cxwNJI7GbB2Zqla1Xt0RzBMvtzXBkH8FfYyXh4x2sjWAUJRoNyQjBOFRjzcptTYB1xeIH+b7wf8KPtRZKKc4BBpFEilYwWTKUeaebR3a4/cVxKKsViylmt0YzsUlEiN6wlqYsSyfG7NZQFYPAvLC28xynn5o4JYQBaBvPEOPOarXJUcCU0lkCUTKF5pSAtttLRl+H4lxEUOfOBv853S9e5/EPCprXC9Kdayu2Jkwk6NZNLow0EMgWfc6B4/HA/f2R4zEzTxPj6tr1ECHs4mLBkrIG/BRdlW98QaFrpJZEzpmcMkE2aitsLTC1QOZgTcJH1JStbax1Za0rx8PEPE0cpxPrWijVRrMpZgiR2LqlacFemO+c8r00UevaMX6zNKVqB92gT1ZAf3TWq4+AlUBVK95St3hrMcKmT+aiN6PWCI8AokanBy/E1Zobmp05sVnATvCqJLW281RzHOJfG5uXDhInQsxoDxAblnbpkzGgZ3sPIhM5KK1cWdcrKVfyfDStQ1c2hRgOhCDkFNjKT78b7l1tCoHulUdMQpqElqBv3QEQbwhhb0IQB5Z83VZtxgUCNgk8bo3yw5m3L+/4ky9/xt+t33O+PiNV2aqdjW1TNCopCdtS6LUST5PtUfth5hM+Zeq2EVJgPs7m+lE763V1KzbfD17wpmQoqj1hOzBE2O+kGOM+1hcxPnzdLARoR511gHYWsy3+/VJO3vTZuRNC2GVQdk+Z33OrNlGcDon5mLg8nXdE3kR9Izrb97sqIaR9gieS0G5gS4wTMeRd0I+KBZc4ZTKmRJgyEozHHaNAcs/1IIQcvdn2t0Rv95IJ5jpta04lsbNriN9ev37gk8/f8u3ff8Nf/c3XXLfKtRQam1NJN2pp9G7oNaFTJqNohCDMGlFJ5HRgThNwoZYL17JyuS6s20aXxnxIPLw8cPdwz9s397x6mMkRWg9cV+VcVnqvhCC0EBy0GpjF7UweRfMQk5qgMBPjREqZ5lO56ZjMpz9P1rCtla0Z2LZcNnNESVYH0QtBNws/+Yec4//M48cXzR9RLEzpbAvTRiteQO9feluUA43bd4p6gaE3hFd7cPTGirggE8JEDDMpHkjpaNHWqBWYWyM0jHoxnpsMMrx77wpErYTUiMn8VbtU51GNrnoU/674Hrw7YBcChmgpgc4/1K7uBWivZ3C5g7/GhlLVx4PYWPo2urdRZHeUeevl9qsVck/E5ipbtdGWNqMV0DtBIROI4cj96xPh7VdMObA05fJzZSud9fzM49rJMZOmbMhNs1AEs3ELu/dlCKMQGp+hjbWGg8BQIBtnfNjCeQpTMIHFtm5ECdzd39GmmVYNJY4u5hxFaZ7ynuAGQ2AYQCzZqNbiFZN5TUcRDvOEdmVdG1M88eLhE+5Or3j95gu++OJnHEKmdqUqpJ7JbSIzkUMy4YY0ekhISO7vuUNedDWLtdIrBKGqkrrSXChqY16omPIexC0G2668Hlzv3rr7fyvigtk/DNT56T5MxKI2ugsgHu4wbAZHgIyI7pSE28zEGoSI06a00zdoxSzkVBsaO7XBsq6E0KyA8cmMqHGPVdT5s2IXvJ8NQrCJjReWqhbR3jb8ILfdHp3204PbSwLD0mmHKvz3jEtpv2eSxFuxHj86pvADuzs1RL2NEjGhborRemz/ziEJp7sjdw8zx0Mi52B0i1EQ+oE8hI0iRk0g4pMqbxbisFIEUqBPiS1nDvPMuhqNZmsbpSVKz2TjdNhUCjP5v2wXDuvZePpx4jDPnMqRpsZ9lhCRkGgRQhvhT7fCdUQPG9Lv6yCC9mgjTc2oznRdUTZwmho+p9IuKEbrKc3Hw7WSgtnABTyOWm1KCIYi76mSTjsZdm/aDb8MrZnGINuIuUijxU6rnRIMddsQtlpZSiOkiWk6IERqK2idkJgNtGid2gITdglKzKQgBIr76m6EvNA0IT1xnDJxViQqW/vpN8OFblogb0q7F0wShKaNrRpYY/tAdmRStRH6oEH6LvGCWRR6FJoGygbvv7vy5sXEv/j1n1LqyuPz9zydn3l6PnNZijm/CMRc0S4sqwn1YnQO/FqZDtlCUsJwhwh715rnvK8rBKdjDhDG9lPznIL9no2yT0+Gt2+vo9bANrpbl+03/+BZO8/Y6BT2PoZodKXeugsGjYc8TVY6nR+fLY1WTSaNeyC36gUyJmZPcQgCkyHNPlFSNfFznmY/Z63mCNpYns90hTnPxDk7ZUmp62Yc45A8pGhyxFq9MYS9iS2Fen1Gy0rrSj7M5Dnz8sUDn799w7pUvv+w8LyY/a3bH9OapUm20uibWD02mZ6st0jvFlbSRSg8snXo/cz18sz5+czz48r7D+YVHybl5fHEixcn7k4wpcIhGyVzbRtltdTKMGVCivTobjUMt6qPMESsGUo5MR8PxFjJeSbNM6VbA5FzZD5Y4mkpQqiFEJMJoZcLy3plnja7p/qFrmeu+sx7zvCz//Le+tFF8z86JmS8kH9cNA+OrIo6eqz7JaQ6uiHnqTRTbPee0CY3TqGkW+EcfEEFG/ulbtyaoB7l6QWzjTgMmVQB0UJKlRg3JGy22XwGL3sH7sVP98K5Y2PDOFw73D5ODJ3cLfdkcGzs4h1Uk6rd+MlasShNdr/h4KOdrp2mjdoLpW974ZxqJkhxl5lgvMZ+E1yJF86pRaQHchZSs5HGF68/Y7lutOsF1iun+yMdYdlWyuUDtRWCKungxuOuOLVxkJeGOft4WCilOEfKPqcg8tHKdXNxbLy0XK/kFDkeMrVGLufiCV3eiIh1t9u67QVOrXUvFPDRvwbjPpe10UXIE3Z5ceDVy8/481//az59+xXTdEeQCFtj7RZmk0gmOtJOjW59FQIaLYpb3ZmEYGhw1UqlUH09dDFruUqHbpZTtSsaEyPWwT7LeHsvZIxWxqTE17TNRXfHiJ/yQxU7fL1gVo8n72prOiVrdqg+lmeo6u0vG+Jul6BWa7Jqb0RXbKtEQx377euHyMwQLecLOy9XwZodNY5k145Kxa43DzFqtmt10J/dJip7sYVCl2CNqp9LQbwp7x7pjTu2uNi0qxcO/nl2P7N6B8SSzLSPYluYpqM5VKgSYmc6BOZjJk8BSeNid76P+JmhwhAUm25iDGWcohIN/TZthonkcg7Mc2LbJqY5saqgVErfqD2T1FIA/c2m9M5aVq5lIa4X5mwhPsf5QNHGVpxDOqhxIe42X71bSEvowXnh/sEI++dk4EJAewRNiCSg7EWJTcz9tas4Bc0EeT10O8dR0EKSSNQK3YVK3Zx0ugSnCKg3p4ZABzqlNm/uBNFODeb2kmIihEgNQqmVrRTUA4vm6QAt0HQjxhmJmUa3tMNk2hkTYkVSOpo/79UdGaQxRUXyxmE6MB1n/ifY1jaxC8kbd3HeOD4p8LCt4a09RHHabJ37Wtdu+0hHKmbCxvwtUCWyqfDt+ZHTtPLpF6/48vPP+Sp/wWVZ+e77D7x/unBdL2ZFSKB1zDUiBKfKeHvr6a7rpfhdkehDeB/sbm8W/Mfw4Ih+N5m2zqlc4nvJkZlWzW2h63Dlwukdst99IxlXe6c3Fxxu1UStOdJtfGx3WQNJ9nd6q3vKrqHb1vxqdQhNmj9huyOPxyP3L++5ezCtQZBI63B5KpStczwdOd6duPNfUxW+/g+/45u//4GUEqcXJ6b7TOjK5XFhpdFz2lFnmw4pYfKzRMyBIwJvX76g3jeuy0aeZt589obPvviM7brx9e++YVm3/Q4OdD8PLNm1bRWt0QLbJDHnAzkeyOlITncgicv2iD49U7Yrzx+eePzhzOWxci12j4bQubufeLgPHKbKIW2c8sTWCnW5WMBZsgwHmTKlq4GcqgzdzG5L6ZXoNM9M0+TTsQxqCLg6zaq1avQVX08pTrS6UpaVZblwPCy0rRD6M6E9E9uFNdYftbf+K7e/o01e3JlN062sljHSHr+n7JeXjCJb1UUjg7drhzHe5QpG1k4yEcNkmywoUYMhIT2SNO5doyWUTYQwWdHcha6BGDdiNKupwXlGZPdttsO+m0VZtw2m/ktGfDe3gtm+1i7wRjcvXhlos6n1a+tu9N59fOtqYXZM25BOrWy9sLaNpW7OmbWLtXnRLIoV8M4vNEGKedwmgwLICg/TkZ9/+jnSCi9OB44v7vj7b79n+ebvQaKpm93qxfhagwoi+++PTwhMSJLwpoSbJ2Vw7qS9ZrP267VyuTwT4gOH40zrE602JBnKEWOk1sq6roTiHoxgaKaPrEMI1F4NwxRXLW+mmL17ccef/4t/yZ9++WtmNd6RarMAG294gjSqbPQo3nQ4Bz2Y/yoYN7IHC3toWunSrPCKaiil/5mi1N6dhiH2PcZQw7tFde6voZbsBaFNEuzzDumn7+caxCzc7NC39ZrU1MdRhJyyjbTZbH3cKj0DhMa+6NC00mhUaWhohoAG8wtTI9Ix/FWDB27gdpO4c4yqiT8Hn7qLomKcXwmj2TbhX/AGNzRD0PwDx4peW0eCjZp3JHSMrIc+YhQIWCrW7jsP0MyuS0Vs6tNtD2aSoZj5gIgSszLNQk4eCuF7yPyo2S/xAWHb0/Q9tP9M3RtvewLBOKgRphyYp8BpznSZWXWzN747F1q9AZaAamAtlWVbiMGQuilNpBg4TDMSAqVaWhwiHpQEdYj3nD5hCN7gnts6b3RDgrsa0q+BIAknI91oHT4toJtbSMMmkmZl6JH3AlMIZMFcUZpRwG4xt/ZuNcBjaAjYtK41C+EI47zuBU02tq3BrR5FaL2yblfQRtRoThqhESzBAQ1G79Ns73fTamdrONLbimigaqWsF9ZaaBFOd/fcHX76+1p8OwS5oa5NO7121lpMAKhD1A009bMt7He1NhffB7NHpNm9HGSi90xp1iBv1yfeP74jTMrx5Yk3n3/Cl3/ycz6pym//9m9ZL1e2Uu2cz5kUDU0OKfv+GCFn9tyH/SHACFXbJ6IE0hSJKdyiuQfKyqBQjf3nNJWuNl31xj3EsNtP7lNnFbR3ixEftL16E/5JDK7LELZt3XnaIVr6r9EY7Pk3d8TS1pinzPE08etffcHPvvrEuMop8vDwkpxPtHagt8h0mJiOEykFLs9n0nvh1Rd35OXvkPvIm1+85fAmk0SgCL/55hveX89GlfJuIDt3eFtWuiqnuyOfvnnNi3mmtc66FtJh4nA88P7dB77+3d9zvlzcbUjG4NRqqtZ3oWGUwHw4cHf3gvuHV+R5YpqPTPklwonLZePpw4Xz8xOXD1ee3y1sC+TTHengyO8cyFlJqZJjJQtc1zPX87NZe2YLdUpTom2FQU6w4YDTXHbhpIEu5+czZdvMp7srvUItStm6uTfhF4wEm66p1w1tpZQr67KS+plpXgmx23v7Ix5/RNG83zz/+E/+4Q/bxwPjVdu/7IizdnoXqn+ZFZSWsNbEoqslWMxkCpYxL45yGDoZnMNS6HUUKXn/JZiptUjDlJXJrazYURwxAON2QO9c4oH8uOJdknfi9mfNUeSmjY4hxmC8sKgYHuILWdwVJKVgtIsS7FLAD5tWWOvKdVtJsuI9MBqUiUhUEzjE7i4j0a7jiBeGzusOImSEl8c7wpc/4/XLB0JO1CK8e/eeuCZ6aRCao0ERKO7U4Re1yK5ahttnpMAImxiHSx82RH1ME6C3yvPzI60d/ALv3oDY0m+10Ftxy6ForhuekKTuxKE+ylKxFtncBYTDdOLli9fGVSYwbK6aBGoQ8t4AtY/QUHcF0EBUa7LU3/tON6V9MHGkpmCUPXGrKxWKmiLcfsfRM/A33QJX2A/rgSz6JCLcBAs/9YdRV7pRBYKhsw0rXGKww+ZjesEfjJwMFgafnnQ6LTR68n9intsMMa0TJ0A9wEKQZP65IRmnVjHkqao1pF0q6q41MYxgge4FsXmfijbfK+Z/oMN2DvmI14lNkHa+rtw+10EF6B7SoUa30qbUivVlGN8zi5gdoWSmOCNBiUmZgpCCmugNH2J9NJwZRcyONOOTCtH9iwz5taZAtHlRquQEUxYOc6RLJqg67/u2PhlUK0mU1ljrRm6r71slhczxcCC2xLptbKVQPVkML5bG/auqu32eFTN6mwb49JCh0g8TBBP/jYJZ/DVZW+J3sbpGoA2RYEFDRIMJbb3dtPfBm4AYsom9tZpoSG0qGNTWa8SSwuzSrIQsdCIaTNlvjVFnKwtSlUAm0MhZkZywpOJmfHCE1DcOIhxSYp6F0E1kdFmuPF8uXFvh7nrm1Y9MDvvnfMRg7gXJOa8SXeBXqtuMVvfit4ZkR2ADLpL3SQKZIAdSmuwuChOhT4gmuwM9cbXUK30thOXCt09n7l+84JO3b7m/v+d4mA0giULK1nDYHrbPbogNh/uVdkN5tZvHsICtEwAxVwj7zUbKiRAC27rZz1DdXYt8oII1qlaUxxEK4txYm4rbvdq7Gvc6RQ6n2e/ETtkah9OECFzPV0RgnpOBMC1ZvaGF0oo3/9Y0CvZc3r59xc+/+oQffvMNf/2XvyEfMm+/+JTXbz7l5evPefnmU+bDxLoWPnz/zPn5yqkcOd3d82d/8S/JL2f0Tnlc3rFcL3zy8g3/6s9/zW+/+3seL090rcQQOB5PnO5OPH14AoW3n71lDonz90+G1saJ5VL47u/f8eHDI+fLM6UV28oxWDKjGr2yV4VuHPLDfOLlq9e8evkpp/vX5PmAhkQKB3qd2dbG+Wnlw/dnlueV7aKkeOKUThxmYZ4b8yxIaCiFzsq2bjy9f8f1fLHjJEU0G1Vlnzj6500Qgsa9FhFg2zbO54VtXT04Lew0HzDqaE83qln0BBcTZVaW7cq2bahW+mwgUfmRTpI/np6xj+b0P/n7/6nHoG8MTuBYwNpdqewRj+YNanEQZkbtI31xZwLt+yVkP9PfoDYZOhPEUWYbe3RHhVSjbfIwm0qaDAxvR91vNh1FsTt07LQMEjcI7Hax1m7UCrM2MreMGDCKQEzGYcqBFgJdIkkTqUdSDVhpqDStlLaxbIkcNkJYUTFFvCS76DLB3g814r7TzBj2d0PwpL1b4dAbpziR717RBD7/9HO+/+F7LuuFbbtQSmV5XshTIufJfGjFOKmtuXm/+1baSMTeHwuE0D/06O2Dq42Plc1l43o1lNACC9iLLfGNkJ0zPc2JmCygpmwbqDLPkx0+ujnSP5Onex7u3jCng/18HcrgiAbjRQczgmUMb6wwYh8xCiY+7L3R/L7vpiRDvdYw1NgEf1Vh1U7pnSydKXooh1Qvqgr0aqrt5OtfvSiU27hQ+4/chf+MD2WEd9jnrV0dvHfExte8FXne/nO7mAyd8jJQOho7PYN6bojuUxYnuYjsFISRbJWmiew0kE5nq4LW4rz/agIcFVLwplIadCWqFVzuumyaATHNAGoXbXfhnSq7wlzULjV1vrIEQWsDuWkOevdizpHoLkOwZ1ORaUrklJzLfrO8o+MhTDe9hMhQdrOjt7uA+aPGKoQbj9g8ru2tDaKkpMyToCHtMeIjtS0Gc3ZBDBHsKh5W40EvVFJIHOaJpHlvVAdqMRxg9klM7x661JHmPOt4e/42rIsEsvG2gwEU9tr6rUEaZERXeg4x8ogPrr0j0sghIFGJzf2wFaKY72zwDbqjhgb648NotBnHtLMxS6S7lV8IkT684DezAgu9kaSb3kK7oWtqnuCtReidGhSdDpweDpzPF6QJ4Rip6zOXbeFSFrbl8j9mc/43PKYUmbL59ZJsOqvBvKdLMY2POohlb6hA8/dUEpIyIU7EeCClE2k6GAWmJ2iRXpXaGltrLL1S/WaLCq0U1vdPhC788ldf0OpnPD89UbfGulaWUk3jkiLX84UYE9NhsoKtVUIwnUtz2ob45y1up9yq5Qe01oluExbEdEzilKCbwFvdFWXdR/khmJqh9sHb7oRu6z+ERM6WNlvWlXW1O5FRvKvZvU2TNWXrxemLOSLOw6UZje/0cODNqxf86s/+lHffP/P//f/8R97/8Eg+TpxXeDx33q6wdWU+HGgVtrUZ9WmaUZk55YmFwvvvf+C6Xeh145vzN9y/ecEvvviclj5lqwulVJ4er/TS+fnPf0aIgeW68PXX33O9FPfeN03Dtq1c1pWtbrRmkeMhhuFEhzaj0OU8c5gm7u5e8frVpzzcvSXne1KyohkyrUS2snF+Fp4eO3UNpDCTpwemdOKUhWmuxFhofWMpFemF/rTw3bffuxDTXGl6iDd63QCgHNADo874GJneOvNxIj6tNFViykyHA9MsTNNEStGDtbLVAalRQjL6plZ0vdB6QHRi61YZav1Pg8L/8PHH0TO8/N+5zB/94z/5xX6478GqPmUZoQCilgZkvOFqB7501Pl04hi9IYTi38lRJuHm64rxcfYL3DmWVg1FhMk65pjQ1sy9I4zRjZgPokY7PDRCT9jMbgJNKNEbhsENs/Spra5GKRAlpYhEs3My+kGghWiKzjYUq4nQunG7fAGXUFjKSgwzQSJJIsltY0QiCbOs6aKebDPON3tnrTA12yWtDemN7CP01w8v+eqLL3k6f/BkMqHWldZcTOPFno1AAmVTWt2IcyblSK3FUTlD4Lrf4iEaOtFq2RENQwBv0wjZF8bNGSU4UtVbQ7zBac2imnOeSUFZ60anIZIQyby4e8tXn/+CQz65wMgu4QEgjh+zF8pj3C0jsc1RMhlcN3tmIZpSVyV4cSW73VJpg2JjoSpjHavTcbQ3v8BNWWx+ufZajUaDFw7/MzwcuR+FSNB9f5o3pu0/2183i7VBzdoRU7XXHLIQZhPzZkmkMBL+IFkHTBDxdLyIxIk8Hcg5IzFa1HYN1GIHYyuO6iuoBJ8QuZlZt5jlZGo6Gp2kUNTSzVRHQerIlEBXMScVNwM2TbM1h3soCe7FLR6YNOLKCMwxcpgnppz25Ert1S0L/ezp8gfsNLDC3Cgm4xk5Ui4Djx0OH+N9ZWfCBKdppASTCGGfpEWSi4ws/CkZ2q5C69B7oGukqfk9T5j7Q82JrUSzknK+4CiIQ8BH4s3e9wGW+NveRzEtNo2zZjXfED2wwjlgXNCPkD+JBkCY+t0CXQb1DDohKdFMUsx7WRIxZVQjrQulC1U3uwMUFB+5Yy4gsSlSLYlQUzT0DJCUQDZ6r3QJ1LJCqSb6DUqcJnS+9zNB2SjMKRNSoG2VOR04HYRaI9ftwvvHD/9Um++/22NOwYq/FAlTggSbWh5AqdX6PwetTHw39DtWKId0IuUTMR0tbj7NpJAJYrZxykbvFpBSu4nI3AHO9l0zkdx3v/+G15/c8eknD+SYuDwX3l8XLrXw/PhMKml3mBjR1NqVUiyMJ0QL80kxQnVwoyllBJu4f3PbTGyIBiLJ6HrN0udCwqYVBWuY8kwPZn+qgk3Z1M6bPE/EFFgvV/dW9lRgv3tCSMQcbWrrE69aKxKFPEXa1kjRpjqfffIJv/71n5BC4t//h7/kukIPmdID17WTl8p8vXK8PNJ6JwZD8HOaCWmmxwnJE0Ej8+GOHjrUDUrj/XePfP37ryFDPka21jg/r4gEHt+fETEQqypsRBPXqtURRZQWzIW8uoWsVrypsAZ8ygdiVE7HIy8eXnM6viAwoSXQCYRppmti61BrRpmRcCDlRkozcUoEIkkt/KxujS4bncq1KfX9hcenM6oWiFM00AeFaIwI9FZFMM6pKKhUul7I80SaE41O7hnVA8cZ5qOBgjmZzFcVNDZW9wavpaKx0HWiSqRooqjQ6z8xp/kPCuXx36r850qD8ef+L4CjBDtChYsxAk262T9Jo0l3w38vFKXbYsEWfqcx1PSIJf3ZzTe+q8OvzdoVdfll8PATk/Go82kBv7TsWYW90NYWXbxiyMX4Gf5KaDSKFkovFmAidogjzWyjHFHvCEUCiUgKmYSLBN07uvZCqRtrvJKCsIXARtyDIEIwbqmdQ+q8L4v47Ormfe4sIL0TWjfEOhq/8tNPPuHD85eUuhFUubbOtizUsiHSbXyXjPsoQXbKyjRPQDd/ZLXiMcbgHFYfbGsnBDN2N8GUK6DFKTMYN0o9WKL3jnhhvS6LIb+tkrNBCKUawhUkkdKRgzzw8y/+lC8//QVJJwetrFgaI+D9U98bupvItHlk5wigGBQLA75cte/jyB4MqeiMSGAXnXkBBeK2gNUKZ21Oj/Gmy1aoI7eOwI7f/gk/ZPy/eGOgNyLKbaokt/+XoUrHnQ282LL7yjxWp0SMkTlmC/wQa7RsX3iIB9YUEg+kfCDlDNGEKK0GpCi6FXqA2joyqEjVhIGi5k7SdaC39ryDQuzdkBUXzoq7tkgwVBEXsjVH0yPRJjduAhEcbVXpxOg+69FS1Q4pcZwPpBg+4iN78eEoibqzhzg6O0TAyGim/P0dp84onHVoLAxQ0O6ouXuPxqRkwUJjrJw2kbGMJmboFAwM6C2hOtF8elK7pZtpN6u9IdT1j3VHwQmKnTYev93s3G69u7ezF/n+oWu39090uK6MVfOHlDyVbo2ScwxDSLei2UXTw24wEZmicTxFIqVbIaat0zAfV/NONwtTKVbQh2ovple1z3q4MsRILz7Cl4bW5mjmxrV/YDpshPt74hTZ+saakyUQBoWyMeXEYTpRVT2s56f9OM7ZEl5jgpyoodMqPoEwW8bg952OZMiQCWEiphM535HykZBmozyGhJKhRbQZLaO1QuvFuL1AVE+2qx2lcl0av/3rJ95/N/HqzQOfvH1DShOffPKaS1k4//COXgo9iFECeuN0P7PVTitqgFjwdeETYRPfFqJPW1tZb2telaCRlM1+bL/TsECxiLlitM2SPkewSWsdyYEwR7QKvRrdUxwgqqX6NNtsb4NrXBSBIMQ87jkhSeLV/Qt+/a9+xasXLzm/u/L13/2Gp/cbVQNdEoqw1s75WsjPFw6njEhiTpEcZuZ0MKFxPtghUpUgE/N0D6lAVmJZ6T3wfH7i3fcfKNoIeSLlyPlpCO7tnKjBqIZqaV4+RbI04u7npjIE+4EUJ0+QhMPxyDzdEWSy90bd1q9bM64abCI8nzjcWSaC/V0hBkVrNa1RXWlhQ3thK5V6vrLVSkw2ZQxqeQCd5imvngBd+0c1ZDQITwu1XZjk3r4mBnLO0GdiunG7Y0j+PLvXUiYU7GsjnQyMkAAtKE0G2+C//PijYrT93/7g9/5h0byjJeNC+egLdODFbphrBS0o5nksWhEqORo/yDrYauNIBYLZuHX3Nd55QwOVxhazCVW6G+D3HUGxe0Zuz1vYbecGGmpFsx8mTSD61w7UakwbkTF1tKSvlAjJRAExRsOmu6IhUUNiC4kcLIWqtWppS9LoWqm6sjUhVgsZmMiGoIWAZtnHvq77YxQxCs5DtAbBQyNN5AcgyvFw4MuffUWjcX5+5Pvvv+XD+QfW7UytK6UK0wRB7Hn3Jmzr5kVO3A8zKybMkNxqRIFohPxeLRHQxvzRiy9LiFMcxQzOI2eMp4cytlOKHcJJAqRIigcmuecXX/wZf/Hr/5VXp9foHgnebxCcqo/a927GhaEfFX2judsLHEcXRYzDFQzJaAG6h6vsql0+/nt2EbRWzB6rDw5n+4PicqC2htj92N31z/cY+/WWbqd7ATgEGN3dDcYauBVb6mhA24UaISh5MpHulGam5PSBiNOtxkTAGhFJmZgykoKj/QENVgyXZg4KTTq0TuxuQed0LSP3WPMbxUSD0tVi3Wt15b+irqJOkyPfmH97MPa2fV7eoCv+faRC7ORklnYhBaacOeTEFLMVZs2j6wYqMuxsB7AtHubkTayzSkfrhpOtrBHBl3E3xT/unGP+2Q2L7x3XRkA8Q9t+tDUSQyynOu2fWW0W1hS7Upo5RphA0dL/Sq0oOE1FrSDyxtBQ5YGAm7i5NWX36+6Amtu0hOC/PaZ8jMPJziWn+tjDxuAhWuiLc1p8CmHvWUDIwRqvECK5Q5QGUti0E1KykXrwQg29Wfd1NU6mdEguno7mrGGiYSveA8li49crtTwbWHGcoAXWXJgPmTgl2vMKdKZ54pCOrOmnT7uacyKnSMyZngJVG6VYGuagW/Xu7P4QCCGT0mwNbDoQ08GcRkJCRawJbW7ftm1s65W1Xqm60LUg2mwK2nzyRIDW0Fa4vl95f1n55v3KfDjy6ef3fPLJiUNWrlRaE9BGzkaP7JutsZQyISvTFJGqlNX0DMt5QbXYVAwTFIcYjHY4zYhG+mIR6L1UBzVssoFYE5h8ImgDieA0jkrbxMCtODnnXpEQaNXAuZgTIpHeIqjdndoapW20WjnOM7/85Ve8efmKv/53f8sPX79Hm018CBPEZumGvbOVwrJsXC8rh7mSwzAOCKSYyGmid0uYyFERIr1vEIU83zPN9xyWl8SnDzwtF4+ZEJRI0+iggt1dovg0uhJqI/gUVXPw9EvbIylncpjccQJyPljTulWiFtOo0Pz8TsRkVIg4bdAXtqAkhDkmDhlCuLLWCzVsBnL2Tiwu7gyBkBMEQ6SjRJuE907npn0afuJ4bdfUbCxjtGlKrR1JCe0TEizpcQS/aBMHQ2xaKC1AgRwTLSSz0vSp84+1iP0jYrQ/rgB0L0w/LorFi5ExZDTE5IaqmADEhVTio28vPISyF60xrKQ4MU0bMSVXQ4P1S8WMt+mObhniAMl8JBu7oKd7KIeEbvG0ZrZhz8c5UKpmMxYVzC96XF7Y99Vwo36IHTBRjVg+aTa+X0rkOJPTRIqZmDx5h0pvkOlMjn6VWiktUVv1hkGprXjBmUiSmGUid+NMtjAYgOwbylygnIvd7SCjBxpKEShiVIkuisbAw4vX/Op4Yl2vHP/ub+i/FdoHdecKT1bsDYKSpoxUKKUwzTY6K1vb3T8k2qGiHbZmKHR3VWuMiZTjzlcnGDprEdsyArjtYnPkrTGKDnMUyeGewIk//dlf8L//L/8Hb0+fWuCKmDODeqpf9zXZq/Fbd9/fru744YWIrcy90OuoPS+vbMNHhbPha14LjF/qXr1YeqONrc2uyQzqDXUfvaIwHAfYR/E/5Yf4aBS4UVmCENU6fYtcd2GrIxFg1JfgH6QOVMcnP3OemGTmkA9Mk/uch7i7muDjfwUICU22Vqt2Cp2NxkajaKOOyRJ935fDIkt9AqPSnXMsPnFQejVRqKgVUQTbxylP5JiZBAqmSUBAknkId9+jTSpBGtMcfByLXWQxEMVTEfXmGmFOHIo0dXGsp2M5PcUs9qy4a851H+ekMKDiUU7fLOD6SA3VZqr8FIhEolqcrdGzzGNCxcSYkUTrkbVOxJIQDkRPtxPpu8d4TomRkGgNg9K68X9rq36OGpI+pit2DdzOREGMCzvq/8BNVOkgibmC3BLNxL8whrhPfDQEmyB44RyBKUROaUKwvR9INDF/V5OgBG9QHG1v1jzFsSd9EpLEmrMwNfpmBUT2zyTHjKSJ0jqsm1lk9cwazIZrmjJpStStklviLh2I8/jkfrqPg3OGQ4rUAH3tFka1td17HGwKE2Mm5QPT4UhM5mVtlw0GLHnBUktHy0ZdHynliU2vFNmAapRHtcCK7qASPmoPJJDI0o12ld4tvHy448tf/IzpcORyvRrHWpXl2jywIloU/TETQ6f2K1srLJdCqxutbXYGTRPzIXO6n3n99p7DPPPDN0+0UplisIahGtAiMRFma7FQCynZymLoZmsEyeQ42/qKkZyziUh98itiNqImmEzQI0E6qNEzmDJ/8qdf8ctffsW//X/8e/7jv/8dOc9M8xED2YIhx+5Cs64b12VlWYvlIcxugCBCDoFEoKmQZUI9NbehECOH+Ui+i9TWyKdnpvMTa79Qu/vuO9gh2olaLKhpBynVi+tkUzTsDIvBgLIoJjKOkuk1cmkb9I0kidPhAWqjayFMr8jpxHSYkNgIunKlwlaYBAKFrZ1Z+5UuZhmZVQjdtBhpysRkipSRbNirW186VSLnm0927/ZPxeqNaZo4Hq0OWpaChKGTsphzcQWyMvyeA1ESkUyO2Wq7yEe+2T+uHP6jkGb56N8HKvWxMNC8EAf67MXz+G/VP/CGDAIhe1A4lhyFVi9SF9vI24SkSM4QVGxxOlXDikjjGWo33ptDx25woCYgxEa3Ev2DcVGJ+ujd6oSBMBufWbqhUebfGYnuK2uFkamKNU5IAqQTJflII1moiHe09EhLkLWTu/HucqrEUpBa0aYQDEmT1iihsMrGKhtTzkyaSFrcfqdbepaoIW4h4KoldvssnPWtZp9VtVPFLJvidOSYD3z6ZedSCltVnp5+oNUrkU4wmNAK6ZTQWpFm7gc9RqfBqAkVfZQsOjyJBcRI/L1bDCbOF7Ta2NIVC5bKZIlO5jISYiCnSNVOJJLjHb/85b/m//jf/u98cXxLLMGcFFAXXdla2hFSbIQdnDLSseTC8BFlQvZV5kW0H4Dm1jGiix289su+ewHT3MVB1FDmWjdK3WxEK2Ol+6bzBsD+dtgL6Z/yI4jcxJrjXdqpBO6z25oXfrLTXqxYjIz8ce2F3jYinTxNzPHEnE/M82yFR/DRWjdOeKvV+HTi2Ks21wpUaisWutIKNENFgv9vWGMr3eOzjaccHe2UbqRYS4pTkgrJ92/ogYmJOd+T8uR/1/w8c55Q7azrynW9UqrTl5KdHTpcL6zmd09rK3aNP22uH0PwiHSi9j3IAUZv6PqOj9GG8Za7G0tXOxdUldKrrTdtbm8oOxJrzSB7cWo0LWislCZQ5MY1tg/M9Ac+EYjBvcRbdd2JNYSlLmzb5poA8QbhJgweoj5z4QmGhqm99pTs89iDSbTzEYzi/+3vpbjoGkzfIAFoJBH7FYU5mc1XaZbcmluiUCnSzQZPrQlOEUbIRfKfWH16GGMkhkDUidoLoeG5swIa0ZgIvRJ6Q3qySO2tUxbjpx5OB7qe2XqDGjmGwz/xLvynf7x6uKNLZFWjAG59o1UTMI/33rlDSJqJ05GQDoSUEKelqFizPFxVWqu0slDbldqvdDaUugNjdu96fLd/1gCiFmUOGdWJywW+/v2Zz754w5/++i3XyyNlvbAsCx/enbleK9tamXJkmkwjdHc8kRJob5Zg25VWGi8eXvHzP/mSl69OvHh5Iir8bfk7vumdFWUOgWWtlLXZGouuo+lmc1h7JxyCN9xmf0tTWumkYGtbRcl5IqRoFqsdK7A0IBSmOSLTxGefveYXv/icf/f/+nf8u//3X1I35f5FJE42AxpdiAD0TlkLy3lhfWhuARncflUI2kldmdKBnBOpFbTY+agSSdORu+M9MWaO9xuH85lrfWQtVxP090IpV7a6IJ6AiZptJ9EEkdFzDdw6xadioFh8eCtKK4EQ1Xypt8rlfCZNJyQ9cHolPBwOSD4xTzP0E1rPFKrRMNR+lW4FcMDcjnab4DCArG42hGIAjFnKjRpzDKh0YGuAGUHM84HDbHTeskWqW5zavRWg2qVuHOlAyjNzvmOa70hpMh55EuZDJsdIaCNq8v//48cLAT+iYtwK5v4Pv+Qff/2Y1gy+m18axBsUN/6eCjRtlFZYtpW4XrwLEOdGjiLYoHtV4ypqmFDNdI3GU8HCLQZPb5RAwcctQds4tr0GE+im1LZhX8TxHGKwXyN6V4Kpuy2dz75flGye0imTstEcFEXUxAlVO7UpLSpTKkypUmujtGpCotTdTaOSpLKGjSlOHHaExTaa8TWVFrANrjY2/RgbHf9rauYuRS2kY8Q6z8cTbz//wkJP2sb1XBFp5moRxNXL9rpa7USxsU1DqbUT1F6PcQ0dzfWLWaV7gp43Rh41HD2SPDoXNmBdYFBIIXtTEpnSHV999ef8b//6/8YnD18wDYu+IRCQykc757YOu+4Ng6iNlPdEM/QmCET3YhB/DwcKHXx0O9bEWI+qY6JS6b2gve5TDJHoo3HHtH3TS6t0AvF/gqL51nzo3lnYFOMjuobc7NxG+pVZOCpdjS7V6kqrKwmYc+YQZw75yDTdMc+zCXm0u52Ruc/QC4UKGN1qHPa9bdA2o2sNNFc9bMgnra4NpEukCns4hUMpaO1os/ViaYc2djxNJ+7uX3E43JudntmxmPtLLVzzhZwyW1ltoqUrVetHDiLWHIl+1Dha52ZUEbXJh4ZGBnJON1rQeE9hPxv3f8cvFUfzhXHYOzGou4leCJhSYnR5O95rn6N2mm526FYPJfLfV4ApE/B7MoSdR2z2ao2mG6Ve2cpqvsp9XPTG7zTwQBnFsoj77DfFaHbqImsXWo8GwQt6u8TMUs+mTn62xkRKxiuXavvRgA7TUjR3FooIQc2tw/D6vk+HZom+xQNxWAsFK45DsHUQs13WqQVyd351n3yEYY1OUIhEC/Eo0AKkOdLWRtuqn7s/7cfDPFPTxLYVlnVhKcUCH7zFsv07xJjmOx5zNhcF2AuWseF6M+F3bVdqW4zL7KFDdF8hJuwxrngxWpGkQEgAJjIM4YjEyLYJ33+7cH+KFlZTrNDPSXj37pEyB+LUmY+d158+8OrVPe++e+K70zuWi9FljoeZP/vi17y8f8l3X3/D7/76d3z69gVfnF5zfzxwlc61K4/PV67nlW2pLAbhkCUgQSkt2X0VDHgRMjGbTWxIgb64S1US+taI7o5FM8eq+4fAL/7kLS/uLJ3zr/5//yf/9v/5l3z44ULKM2lZSYejNSd+xCrYeaGVbVlZrytlqzv10PpbD02aE1M8ktpMl0apVwpWs4Q4cXd84O4QuJtWLu0VS10prVDqhaW857K853LtrFvxYZbRpcgJbXGnsTafyhutq1KLMQKmKRPzhDbhuqw8lTMqj0zHKz1n8v2B1JRUrejOc6IVodeN3gqbVnO3wCZAieiT4UjwqZSdC+6Q46FrKWVaG/o27Nxo1tqLBONBh0QIlh4cQyJEtzNUdtFoCAo9IJKZ5sz9izfcvXhNno4IjcNd5uX9kaBKXZQf8/jjOM37GP0mgPnDr/Gv84thaF4+tniybofdKmkk84h5HvlIX9naRiyJVDOpJTfRxy8V80hUFbcoyXTNhngEsxW7Eevswxeimf1H9/LslWAMQENw/Vck2y/JpJg8GCVZ4RqwcTRC6NDFODFBJh8puVrZeCcETKXceqdFS6o7pAM1Gxrae7fUK7+wRApVN9aemFpi6ZlUI2S7UBuGngSCIV17G6bOzXauGrqn21VVilgEqPpo5nh3xydffE6XwndfV/p25XR3ZKmFtrrLBj7Gk7H4ki1qzK6qj8JZ3dJLQKL46LkTo4+7myUctrZhCXMJSWJKeQmknsh64Hh4zc++/HP+xZ//Kz578RUHTSSxFdqbkrrQq1MBcITRDdi9XrUN0y3q1Bomc/UYor6BrnQdIx4vin0zjurFASovhMybW7rZNLVed5pGkIaKqX6D+vplsJ9HMf3Tf/xD1PNjuoY1m06H8MJxhNF0tYCfppXaN1QbKYS9QM1hJstM4kCW5M1HwYhEJk7rWjz+uhu/v620ttD7Qqf4ERORGJ3qYM+lVbNKaiIMG/ugtj4HoqPN/IB7MD7hFDKn+cTD4YHT6YGQJhMHYjSIVZadOhIESoWtFvONbsP5YjiJjFGnFQ29Ng/LccvMYF+3i5p7BymGGO/onaGquw7E16zlCI1mxV7L8CkOik/rxjjgZmcHzs32VMfWhdoTUsM+FRTuyMl5xM4/tWK/0NTe+9pWalspxXgQIkNUAz3c3mHVQd/BHYE60ZgsO9LcFOBmyWcgQ0J8D2k0jqgEkJyNYoe6laU1H3gTITb62acb4iCLUUsgqpL9XpAeiAQrgF2gRkomoKxmaZdadLs++569KUG6OXeEBJrom7LRyRNMk42VdfnpixVySkjOZFXaRSml2FRwR/c9mW/3sTVbTgmW4mYOVA4iaXTh30ZtF2pfvDHrw+fFMhW8QaybOWr0apamNvX1ZiZkYpwAYblsnH/4gXJ5j/SVX/2rL3j79sSLV4HaCvmYON7NzIfJbNw+vefVywe2pSIiZEnkD4mv/+3v+Pb33/Phhw983b62qO4XifsvXvDmZ5/y1Wc/p6tyPS/88HxhuzYOzAQNfPPddzyuZ9KdJVX2ak4dMWLTxVoJThEwh6lmUwvg7j7y8z99zekeHt9/yw+/f8dv/vI7lutCrY3WVtK0cKir2aXR/Ez16U2v1LVxvTyzbldz7MEnlVIhFiQ2Q5pzJIRK71fOpezNYU4TOR6Y04lTv6diVpNbPXPdjjydE+9CB71SrAAwbQlCi1CbUKo5bw3HnLIVtq2RoofOxGhBUiHQgxo1Znvmcn3P4Xok5ube3Zu5hE2Rgk1pa7N6JKqtkUCwM8EpbVb8J0LKbNtmVJqP7qObpsLOPcG0Y9M823u8mf1g8DW4h2L1G9XN8hcaIWfmuwem0wNxjsTYuTtlToeZ2KEM4dR/4fHHCwG98P1DWBn+AEnR20ZxMgmDJgFOdM9mJxSS2YgENxt3bJA2xrStWnobhnaFkLxoNhrFsPfvapefykCmFBypiiFgOemBKI1OpbaEBuNgRo1EJoJk47yETE4TU56to/GLa6QXEZSkVnAThVuwyhj1Bz/0AxrVC2YrmkuoTKkw54nWGqUX48gCEiqlFTZZWWJkbhM5RMIYP2OeyvYuWhE8PLAZHwtWwLZg90tB2Vpzn0b7/EJMvHr7hpDMyaAtZ168euD9u0ceP7yn1UILxYQCamjTbg4OVIpxlILA1m30HqC0Yqly+DRBTESlagk9eTrYv28LmUjKB+4Pb/mzr/4lX7z5NZ++/TnHeWZqiRSM29hdlR96JzSl+Si4q2IJu6a6Rcx7k9bcd9dG0KNgcc2SvXNOweAj/mXX8BEMgBdE9r5aQpX5BfdWd4pBl+48XswTdkfebo4dP/XHTax7G6HLwKPEDqK+IxDOxR38cFXL1PCmJUkihUCUiSSZRCL2TNKJ2BP04kjocDJxAVssmIquoqEYLSKCRfbMmKlcIGpCeqCtjYtc6LURpmRBFTHbRS9GMxIPl9He2coGYeGktlZzCGSJ5JgJMdJRE0hJYfM5U/CzS7viIAyj7zJXn+CvwM6r7q4O+n+193ZNkh3JeebjHhHnZFb1BzAABkOOKHJltF1qzfZ2//8/WF2tyVarpdlqSGqGAzS6u6oyz4kP3wv3OFkYiZoZabgGmmXQmhh0o6sqM+NEuL/+fshwzZH4fhvNLRabdIaH32IkXHU+Jcy3wtm3oB/3onLQhyCEgda9eBXCV9bddX5UeANGp9oVun99iz3rjWIJVKnTrGK4E8LL9Znr9oxZQxTMGsM0zhw/Yz11fgISAZyYX35epPuzPylVE1mX0R3kGKDqzhV22NeFLaEqkj3W2xlcIyYZ6rxT/JmzQIUl0GgLmlon0E2UHAi2mh4olxEC3QhrQR2AyLJ4umvfveG2hvWGkSIB0QGBdUkUTZzz+s/+XP6PrkmRmIFYfr9oNF3qCLMEKBRTuWMYZ7HvomD2eGKLhupCa1eM5nccQk6Z82mlLAujd6r4qOE6hlMQO0g3sihLdjswFaO9XLk+7ezPFRmNX/3fv+H9N8r7n6+8/+rE8qB0u/Dy9Im2CaNm6kW5PHeuL42XjxdOl4Jumb4LiTN1M65PO+Nj5fnDYP9c+OVfv+WrX3zNL3/26L7OFfrnzod//Mj4PKArlkAWd8ZYl0JKxvOHD5yWgpXFp67qHsDv3j2Qx+Dbb87k3Pl3/8f/xeX5gnZhGyAlY+y02qjbjtUdzQXRwdAJONqB7O71yrZfacN1CaoBlcqOyoZKJaeCyErrZ0bKoNlBR9/lpFQoeXXvcaDZG+p44LxkzK5s22+9ibF+E2MPR7QxR5dtOkPd0iR8CpcTRRLrwwkdQmuug9jrE5eXD6Tc0Xby4Bhx9y4LOz/zIAN3InFoGR8BzXrFOcWi4kCi4VZ+BxI2hXyTLSAhYs4OVLRG3yutugpb8qvDNxp2Y/jrkILI4j7kmhF1A4N63VxsfFA6/9vrv6NojrHb5JfCUWzMotmLBgcEDm6xuHg1h+JxWReWpbiqPIX6OjhFE+Ga7FLi7yf1+MuSVpIs6CgMU1dThu+qSA9uzu3iSZYRFJPkdkOSSWMgqdHSQNW9EUs6kdNCSbNg9v+tcSmJcngNR3kaP3uOcUMcNiEqMxOydLIUiiwUrSypUtNOzYWaK7qH8bh0eheaVPau5KZseWHJmWxKNk9GdLGOx8jK7Y1npt25VZ8cpI1wtnZxxvCxshmMNjivZ77+5ue0/cJ6Kmg60erg5fkzpXhB0/sOLUajyb2opUFrV7eG6UCgYD0Smpal0Fp379QkgfQGHcf84mYothV+8Wf/hn/71/87D+u7Y8zsITcTXZp8zXiNww+aFgjy3JtT0DQpEQe6x3x+Qljl0D9mnZ58tD5JGQbhVCK3sDYCpQ6Euffw5xy+10SVwxsci/GSOHr1OwjuT3kdmHiQu4+hv8Cobg04zD+XYVMgNsjJkYK8PGK2IBtkTiTK8XnaGG47RKNLpenGyDui1VtA8VFnyYpwokuh2wnXUCcyi9Onhot+7QFO5ze0WpmFAeJuFmbmoq9S0DEYvfqUK6YhxEAgqbCouzi0Mbx4HANrg9GqK+lbxxqxH3yi4lqaOMwD4p1c/j4kGjCnO6GZXs19QaXTbKeN7g0a2b2qBRA/M3rEh98YSH5+qTrKTh/x/R0N95d9VDreVic9nhEzwah0Ni9mWmMw6H1BBUZvXPYXWt9ABtf9yst2OYrgSZkZEmLYQMHVXFMhOH+QsH4bQdXwcCOJn9WXAykj3rfhiPyIX9Pn2+LZSeFcbYM6duhCHTt1VFpw3x2tD72K4kFFwaV2BqmjywpIn1Q9//yHunBRhouPR6BZJtDahvVGYiCluvOKKeMqkOCcEiFN/0kvn9Y2t/fqjmBO8GfOCjQs5qaFWg9keMYUK8kt2mql7S+07YU+rofrk0X+wLIU1mV17//idDs6gSoOcspkSSwqLMknsKNW2n6hbjuje+qrysJojfrcuZQLiLg9q/leVhXW80rbE891MLqDZloKUhJpTSxkcqssOXN+88i5vKM9J/7hbz+wXf+eQqUMsL3w5Vff8jd//Td87s9u+frWeHgLNjrPHy78IJ0PKfFsiWGdRY1vvnrPN19/yUmht2f+z3//H/jtbz+hWVm1uKA4ub6qt0arfm6mpJ4Y2pQ2XaUCfBy9s1839u1KH+0IC7Kx0/uFpC9OExVjSYU1C5YWB+iiOEzRQAuesCppoZMQ23l6+TVZB2INzAXYYgFtBbgj4R6EObXVZCBZSWumnFYg00WQXdDePCm1V67Pn1AGnE+s63rso9GFYTnAw0IJUWLru6fx0sPly5vZPhwEc62RhFbKgpbhd7dbYkq4pCwTj41pcQ/RqU/FRRRrRu9eaCf1BtEL2Ia1xKgwhk+KyUb5A5+tP9w9w6bi9r9Emefo70e/Rozj4sX7uRZ+pyWzLJm8OslfIwmm9/i64cRQSnZIP/kDk3JiWVaW/ECyFbEFG1CtIt03hGpzxEJCmCiONjiy6KQZMyOPgbaO4wmJNS8uWioLpSzkvBx0C1f+R9EsXpB7YT8iYCXyzSfiI17sJYQhmUyhaKOkhZJ3SssUdfurFDZuY3jscGtCAqoKe9vYUiGnRBleNHeb5fLkMc6C+VbI+8VEjEfHDVk1cz7gdD7pRtZEl0TdjdPpkXfvvmD0zvXS6d0Y3bvM0/IQTiadXZTR21GMNPD3wLyvsz4FRB4S4gVzcooIiaU8ctIzXz5+y1/98m94SD8Lq6LmVlJROPgIOJouGzeaz7jZYVkUcD0KOg3CplNKbmLAAxubdoSBeDZcNDnEY7mN4EUOUOJyNxc2uN1ci6IZNBlqIw4uPUZuNmk8/wLYGQfQDL9TLN+Ef7dG2I5xq1t3gWAsZSGXMzsb+3ahDaNJJ0tnaKX74xHRye6A0+qV63jh2p65jiuWYTmdKJqwvsdBKc6X9A6UMZymlFNiOSU0Z/oYR2CS2xglZCloW1ExZPjoOZ/O5NNKXj20YhacztgU339tuACmNVqNtKwxmMK3yZyfTWgKhwEv1tyntbfBGA01aNnT13RXsrSgsTS6eUPY04EBhruGHfz6H3koR3EvamDdEV+cEnSjAHmDoXLzDfep03DB1mi0evVJSVtJ6hS1l+0ztV3RJNRe2bZnevfGoHdozYCK9Bi9ZhdGS1cUT1Gc1Dl3Gxq3JnLurVkwz0mYdX9G3QDamyPzvaQEtcqcZuKN8WAflb036nAf14HTcQSORo/57c1l0YkUMev42E3taDLMoFl85sNTwva+h8jNEHaKPFD0jLLSd+ipoecprvxprwmYbLX6hMjCwQS8CZRM0oWUykF5Gj3uM5n6AO/eettp7Zk2Lq45sGlvKJ40WRaWZQnL0gEZ5MGDvoa5l38pyYtGq1irtOuF7fkzrVZKKaznR9bTyvlknNZOyRWhkVXZq08mJDjzpRQeHxPSMyLGqAJrQsdgySsyMmvOvP3yHQ9ffwVr4enpme9//ZGnX/8au2x8/e2/5qtv/4pf/sX/RH6jPNXv+PD8K77/+J/4+OEjeZz46sv3rMvCkxmpwJuHzMOp8PzdBy6j86u/+3v+4bffMxIB6uC0xDCifz2d05wpouTm4sOD+ibeONa6s21Xatt9ApIEG96sSFBPDXGnLfzsUXwv5vBqT86l9IZRvG1cNLEkRVL4k48W52mJ5zKEx5Hmibg/u6iQFw1nkgeEEkdVR+uO4oEl+9Mz1MrYFur5DCzuKpXcnQOULEbWxmgXp9VRaWaRCOoF8tjrjcMM4aDhPwcy51rCkhKn04nT+YGXq+vEPGth3mORKqpKV3NHNHE/e8kJo1H3K6PBQMkURlGkCEtwon/f+qOEgMSF+bpk9kPwFW+Po4Fyrp85YoCCSSJlJS1KWoSyiBPu1ZEJFaGLkNJCyWeWcmLJhRz85yUtLPnEmk8kOaOjeHcyMioNrNKa55BzIMPhhBHFpZhh3Wh5wDIo6qKPJS+s6+KuFUsUz9kdMXJKhz/ttM3y0WJcptHB+2kV7485hKkksmSKFLIf4/5/gWb6vekIqETx1obQurLVC0XdsqtEOmAmM1TdS9Z/FI5PRHDk6yguZxEdBbOIO8ERyFnoOGxA7Y3zmvnq66/JmvjwW9iuz0h1pP4XX/85eVn47rt/pO+NxIIkC3uhMAnv7q+NCSUtWK90OilnR6N3WJYH3pzf8e1X3/I//+W/5c+/+iVSwaSTFg1kmRvF4+jI4+XN99ZHHn75xr4bMugj7KdeW6nFezNdC2Z3PeiBNLu5uX8Yc4Li3rhepLggbARvl2jI5p7wEVKg/DFdIWLPf+rLjocVZpUvcntdI7x5/S32Q/nGT/Tn9+G0sOYTT/0z10/P7H1DkpAko7mSFoMEMylu3yvP1898evnAS71QqeSyuBAV2Nru/rnmhVgCZPglkDCufY/qiDlvpw8vglyIJrBkUnkkSYhQ80IK391clJTFfx46DHFxYq20ulNrdX5d2OKlOc7Ei5GO0cP7XZzH4G8ft9heEag9oU1hx63zpDttYXhhqerfdxiU5I47LmCNgKB4LRoiuT4Muls3+uRsUrWi2QkUnUB6vYE3PEaqsfdGa5XRzyy5gHVa3djbRrawwuqdy7a7yE+Lv6Y+oFfUlEIhW/bPQgwTCV52uMUMAtIN+855OhkhvI03yswBjB6UFrsRU2Yz5o4qwgj3h71v1NEONNmOvRgTtVcggfO0x6z7QP2sGuG40buHWIzqf6/ZzrVvNNu9Ae+D0RWxTInkwe26u2BsfffP8zD+CVftg53Bddtp9XXyo/O9VTKqGXeDijfp0Bp5mpsMwVo4ZtRnRrsyXK3h56kqS1lZyhT64sl8Zp5+u8zGzwNoqDvNfD/V7YV6eSFZ4nF94O3jWx7fPLCeOml9RpYGPlyhmcW0o5NTIxWlrML5YaUzqFaDMjeQYiyaWUshnZVUlH0MtutOvWzsl4p2D3JpXblcO1kHv/3+B/72V3/L3//6PzJ659tv/pwv3n7FL969xRZhry88ff6Bf//v/gO/+dV3aEnsNqjqvsvF8jF1OiZFc+MTyaIpkUtHa49QU+fmg4eIbdvV7VoRkhbEBrVV+rhAHbS4p02LB5LhIn5oART5pNWboIZIY9qAilfVPkkNy1YfmLouyuvtSTjrXuSfM8t5YTmt2MiUtdH6HoegO/q0bee67/SaI9/hgZRWlnV1qFSc2jQ1INHlYvSY/jkNxM2ovPFwG00PUnItWUAbKpRl4e3bLzg/vOPT9TMjQ5eYFr8aJ00Oump45QcF2IBWPZjOKKxrwubELP3JLed8A1h06fMdOODxw9MzFJEDpp8q4DQJlRAcOOJ8/G+dfhXCUCWnEzmfHZkV//0smbWcWNOJJZ0oaUUs07uS2sJujaEbqoOUdpJujqpqcN+iXZnJYmjDkidkFVlYy8paFkrJrGVxr9kSbhjBt9Yg0GPTWGqEAukGPYwo5hztCMlFcPZmZ+eFatBOjIjxDDHfcHFZH25Ev+nGkhaqFBrF+Xg2ySs3S6mDyiIcFIyb5Y//XlYouFhoquprgDSj+4X5cHrkz//sz/jizRs+fvc9l88vvFkf+Zv/5X+FnPh/9D/yn3/9d/StUZbE+nDmcnWLrmHKGK7uf/f2S7Qon54/IQLlXDiXN3zx/s/4xc9/yV/98pe8P7+Fqytt3c1ieitOI9YQBM3CfPabr6YePrqbIlM//z1chh8J8WaDMS9Z39M+4rX4Hn6xTFS7xc/RMNvpw4vmEZ26Rxi78twLi/kcTGGVRJz6T3v5Ppm2aNMdQY5mLBwNY1/570ncCKrKWgpvHh45lRPb8zNbv3jQTRGKOg3gWit9707Hysrn/RM/XD/yXC/OJcUFc+2yxYEpDPd5m0+Q05FEwybOzyAVRTSFvaKDice+L4kUz2XtrhUo2zPL5RNJ3Ej/YQVEPGigX9n6lWu/so9GJ+wX8YG2e8n7EiVoE6FfwJ15NJroYZ6+13rzpDqBZAPU/ZZbD40HvkeGGSMXdwrCjvGiMzfE/VpzcVs3SX5+2LyBNKYC+uqzm4Ei/vN6Cdlo7UqrF2wZiJ0QEf85m58lPpYvoScJtYhoID1+xk9/+eRpKCDVue8p4pV7D2Hd76LNPo2R6XE9XDBpvYe2JHObc/hZ1qd92VE0VyrDeZuiUXy7xqD1gVWw1km9ky1Ekc0BBjD/fhjdxM9SmzZXk5seF3ACS9B1UKkoGcPH6p/3538Rz/XT04UtwfWy+Rh83PpMpxpO071AlCXu6JzJeUFJ9Dpo207bL/R2wUL8J/H55qBm5JRRg32rtL0ChEbJEz4xw3qjby+07Uqrnd4qRYS365l3pze8Ob9hPZ1hrehpg2XQNWwp8WbIeqXbFRnmoRqrQBueJNvddUoAWVZOp4W0BF1gq7SXK/26hUd5Zm+VHz5+RH+9oA/w4dMHXp5efMJl8PHjM+3yD5Sk1H7l06cf+PjpB56enpznXsGKOg86QDrm3g5QZupCpr99yu49nXZv8v2H9aa2t8p23ejNUFkp5R1Y9/OoVmrfqd2F17mcSEsBW2Fsztq1RNKOpO7OL9KRVJFUHWFWn0ANlQg6mXqeuFNlTkb9Tk1FWdZCLu4E1lpDoqFq7O76FfQmumGbYZZIpSJlYSScVQAsNsjq+iQTY7R4f9SR5m6dujdGP2AtF6km35Ng4dSTWM5nvvzZ10g+Mcaz6+JS88+5N3IpPnlmOKiJnxMqetBmajNGG7TRKEvn8WGhmfLpcvmDnq0/CmkegRC8Tgf03wqkeRZ/ZtFJzcvVkbkUBtYppaA9uMF9DpHZEIFRyGl1tDnlUHq680VJq6eMlRM5rWBRag9jpIY2Q3UDggM4PIMemYiQH3YzJYdAQU/5zLmcWUthXSbfevH89KSBKHGgzBjBZSV+0463SexVVcbxLeNCAcZNRDV9TGchiE1aQ2OMCPQYjg5VrTQqjebqYIUDypxjdVHU/KLTUOJObm6K8U2JQjQJoEpV5SpeGIzhF+K7d+/4xc9+zvj2L7G988XDW776+hu6CO/PX/KrL77h7/7h/6WcEl//2Tf8429+w/c/fOByfWHbN1SEf/0Xf8H6fuXj8ycA3qxv+OaLX/DF4y959/CekxjSKtU20I6oK5Tdy3Hy4KMpON6boGZYjw7Z/70Hl3U0F32amSvxx23ceHxuNwKCTwXmRzemMI1oZjpCw2hRLO8Mc+N4wiLPRanJO/YQZgIe9XtUmz/xZTOcRA4hq83iGI7LVN3SgTE69OHTF3ET/iXnKFDND+hkjDLY5Mrz9pnr/kK3TlkWUMICa2PkHEWn/wyt+9A3OtGj0R10f57FfTQl6zGaD6yYThTaGaw7/7bjnuFb2xm18bJtfHr6zPfnd3z9xVe8ffOOdT0jJlzHxsWe2W13gaemaM7GrVgW5w6moGk5dSwEoADSqc0bv26DvTdGg6aQPWWFPotUG3EJDVqr9NPKMhaETEoe/ORBB0oXyAaD4l1/CHEEXChCCi2F21p5EIl/toSrjiM3za2nSOFrLuy1R3y9sK4LSRdU9jiDRtTketByeusM9aI5OweOlAYasfK9Nn+t6da8QzRm8amOCR7EXWG9R7qon2FgLkoaAzqMMWktFrG/eqDLOuJ5qz4u7hVSdx1KGw21IKzFPkZ8z1Q6yEKRcO8gYr1JjHBj68lodNQqSRLG4Np3fth++pzmT59f6MWtOid24OD+8BeXpoODItmnYtO3O+eMdXc+2tsLe39xF5pABWcru2SfwgpGr5V6uSGlPZotlcnTdyEq5qJClQinOD1wPp9ZlpOn7WWiENJw1HH9iZnRO9B3qCMmFIqlwUiNnjY23X0qJsrDmsnr6hh37YxtZ2yb7yUaH18+kL7/T1z4TJXKZfvIpb4wLRT3ZmSF5+eNT58+8fTyzFYrzRJdxgG0JAzpLv61eG1O0QrQLIrlXFx17wYIiTQ8uESicO7Di+a9DpI8cFq+BIFun9mvL2z7xc8xMxaF0zgxxpXaMkMqWQoinUbDLFGSoKmTS3cAVTUog/78CdPhZoriHYia6G9KRHPY6e1Kq/66rPlzttXK1isjqByCYpaCGuGNQMJDpMqoEKF0bbRIe3aa2bLGhKI1PJAkzoBDPyYHpVKG0ydfLo3rp8/sV2/cPQJeoMlB0zu8w5lWwU6zBb9nWjP2rSF6JSfj8rzTts/wv/3+Z+sPR5qj6DhihWcdMg++V2NeM3hVjeAIlsTlG5fzVH5HAS2SGCIIxb17U9AykpLz4kK9spKzF9RJF0cjkwcaSBh0W8CJEt9PDpQ4YrEBi+JQxeMql7JyWlfWnFlKcYuXnKPIj3H/5M3Z/B4cRdFMuvL3IdCficyYJ3pZN2SIXwLNRXPNboIAxS8SCQS506hS2fvO3neWWtgpLFLddF0kVPOeUBZEQIYZqf+YG4j5ZVVEKbhv8rCEJfVDL943Uf/3ZImH/MCbLx94zAsnyQgF8sLyszPvHt/zV3/5bxDtlJL4V1/9Kz788D2fnz9zuXq3/vDugU13Hh8cdfji/I63p3ecZGEZSmbgH0PH0mB61E7nQYmNNJXyN6gk+GAW/NPeaLUeSDPmqP7Q4fts7t5oTiZ3yOOKA6F2ddNRVEdGz9HIEDZ6U/V8REyHWMYk3utAVZgd+E//bnU9QZSFE6k8/NcPHn+wIA66jxeV4A4qWb3RM+ks59VH5WnwcfvItV583J0S181FXL0PoDgyg7/nc6Y5C5ijaI5o68O9AT/YJ0LYbaLh4qb9fvsDsT9GZ+Dip8u+cble+eH5M795+o7z+cTD6YFzOZEj1rlHbqX7e9763ymkkgixU9Ujap4QR8oIpwsJ68UOowupG11AdNC685ynXVsSC6szb8RSUnq/WTbOaZKmRAqhW59NI4HoyvysJESuIxxPBEIcK8OnWK3vHl4iBSVCIrp/JiUvhyf9mNQn9fPFvefD+q57AUXyMfJEh7AIqarD7SIjyODIP0Jxn+ugsxn+bIUl1EjZ94D1cKrpWPNGrYevM0nCGWL20uJWo81oW6Nee3C9YR84lqoppiZuTTfM2IeALpzyiZyyF1/4Pmp4Yi3a0dRpUo99363z3F7++R/M/8FVe6ffxnQhYn39WYQ1IKE5GX4OKg4Y9N6p/Ym9fabZhaH+ZBBghruOaNiJduq2s+27P9sit0ZleNBUztk5szExyjmxLAvlfCatZ7QscccGn3/wSo/TA5xTvx+l0+3qlLEkkAesHYZ7d/dF4LSQ1rMXWsOCdrVT+9VDNz5tXMZn9LvC3it5FU5vE3r2C6gj7Kb0kam2UM0nvUcOgYSepVs4BqnTPvtgrz344UIumbJEIzJrn5l+F4NqZNq9uS5C9cySv0BzYqSFngoV2F48YGu6Dg3b2euFLB0yJHKg3C1gh50snZKJ6QBxoPVbDaOenGpmhxaHNOu0KFztlnkhQjipTEFuAHDiFIiUNWwnB4lBEkNGZbQrrTlnu1kLFpcj12YaNr1+hlk4towjttLft5Tcdej77555vjZa3E9jQC43DZqEpkMC3Jz1pu9Li3NM2HtH98bLJeAX/ZOHm7wqmH/076/+m4novf5L8U+RiVj4xZxEQggX/qu4oE5lucVRi6fF5RIFc1pd7SsFEX+zHd2anDa3MDLGsUlmUSnI4aIgUUQi6hSQUjyyMxcfN5VMyhnNbsD9Y7zQ+G+tad0zk9PcNs+Lu94brTfqqNThnq09isBbqtI4Lt06Kqkn9raxS2HVhZYqgxzK/ZAEijcdmJFHo7Hjj71zctVgVeVEYhW3hRlDMe1kUbJIpPT5f+8lsrKQPNJbBEiMZmTLvF3e8ub8BvqOtcrpvPCuPPL8+MTL9YWX7cpL37jslV7dUiZ1TyDKuaFtDyszHFmcxb8653q+34dbRu8HZ81/xUi2tXA5iMQh1R/TNY7PYxbUdqClvYXbis1xfxRJAd5Pz19vKjJmGREXm77eAvKq2PdRkP+cPdLufupr8rx8H00O4qQPANwOW69LBTRh1rluGw+nRK0eu7zVK0NdVLXtL2xtd/6tJKczDadeiBZgItpuozg/f0TifYyDD3dqmEljIq+KbD/rjqJx2q95IdXieMzktIZjhYf37KPTtmc+b58RYNXC24d3vH/3BaoFk+DBxcsn0JmktyZaZRa9islMSAw0U+ee6pN27+PF4WhZ6zB6x11inCLkUcaDPAWN8fUcrYtDSDLu5qLxtfuPzibDGDIiEqkf4k3irJzBBVV3slayOC1mhNtGbbt704tPqPoIUYracekQZ77F9zPG8cz5DzGpenNSILcJT4iT/LzySZ03YlM34NxvGTvWK1bd69eAGoWsydyZk1IRgsU62K+V9ry7T60uLCTOKVMy1FbdVtDcO7oN33lb2VnKgmacDpAaNXUagkonJyOnoL4N127s1H+mp/FPtzazcFjS44xzLrgyaTPDzLUmHhfnWpleXVNTB3V3e7kRd5UXFn53TkBp2KDuO9er0wjGpMnNieYELoJX6ymbiVISy7qSTyu6rkjJkIY7R8yeqnPQGInmUdSbGUdnB6ODrpmShSUn9JQ4nx5Z3zyyLI+w+USn1Xq4w2zjQr8Y9uk7nwgm4ctvv6C8ee9CWglFiylNhE5mWPI7c77B4eagY/qAe9Fc985+dVFbLpllzZTVY8GbTZGX30uaPOeA4/0hUOkzZXkg5wVyRtICYau6t41SEqVkhg225g4vDE8KLlJQ6Wi9QPvI6B/JbOSjf7L4FQen+u9Z53ADkqC9aSQdJ1kQExKGdqWula1t1FYxEWcMJMgZcoGUBolGEijqbhu9bfS+0606dUI86GQKTlPyxNg+nEokUSS7awYg5tquZaV2YdsNU0HU29myuFBRYiLaZ/bCce4EMyDuDresHZ6xsBSWs7Csf5iV5B9lOfe7JcAce08+ZDwtP/o7M8HvuOdEjgNUw55NQrSSNJNzcfeKVMiSPJq6rJRAmFULkoqjUYGuGl58trCemyEMx2E9EeG5X3DluUgmq4+YcvIRSimZVBJSfMz6o4J5ourxao+514/ek1B+DkdvWvNxxDZ2tr6x9auPJ3qLaNh+K+qYSL139MM63abVWaXpTu0LbRQG6egWD+QTRcQV6UTjMGkZqyZOunDSjAINTzwrEuLAow4xkgwyRlYL1a0yrCKSHNX26Yv7Ww4n0o/eWGV1hJyKMA9pOZClBGQ6WXt4eAMWPM54fm+UDC+ae+8/+tWapym23qj77u/fGEEfmCdD8OTDrF/C6komF3R6Yc1GFuJBBQ4000M6dHFbQ7v69+3clM8yCE9eOYqoWQiM7sX9T30daYjH/huzNgL8MwiBAhbIsiBcXi5s1wunLNjYeXr+zPefPnDZLzRxZxLCjhFyCLqmbdmt4VWIkCMJdH+O9OdB4qJV/1znqDls7+azLCCagyk16OaFs1MdJO6HQc7BQ+6ugB3m/sVb2yj1ylovZHU/4YJPmsTch8G3hh02ccKtsJ17VoKugKqHJSmHAE1i5jFmQ92DO4iTDXq3GENOYMKbAJJ7JKvpgfpMOo0Pwv1Z75E+OqkMzj32RtBUD8eY1htIo6SGpzx2/2zNAzAEPVDvEa9xDE8kTOrWncfZZ+EQII7uziJNwyvfn/3Zc+nR3B9FM/5eeCBRi2OrYWNn9P1wqjGc4tL1llY394YD28beGtd95/rygjQ464lzWrH1xIJy3XZerpfYM3rQp/bcWcuCH04DOw2nioq6t3YyZAlQp09iyE9/eSLpvF+9OLMxnGCvejhbOadcwnnEqPsO+Dm77xda83sCaT7xCBpXWZxO12uj7Z1r3T3iuU+XHfOiMXu6Xi4xMVFhWYWlKMuS0ZKwrIwEko1UzGOb8bv8SITDmzfrceepv8o+BpaEchIecsbszJvzO94+vmdNb2i2uxe7GNdeealbFHzt+NpaEm/bG59I54Q0L7RNE0jYtHbvfj2HIN4L3FI1q3pD3Ab71qhbhK8smfW8sJ5WNBWs1VvQFoKPreYdHr+lPsqSnCnLyX3udXHjzbxS2wV0kHLoaAaMaCS7Degb2AZ8pNv3PNfv6Pbs1r5zwhMghar4lB71oj3OU6+LFkrycKqSz5gmLEGVKwDVGlvb8WNeHWHOkJKh0ryxUosGPJpga/jk0M8wUT8Leu9epBtR7BL3vwaNbd5TkLKyd3H7YIdCEbFDdKxxNugUD8ZZc9jrhTUsakgW0uKWeutD5vzwhz1bf7xP8++s19ZI8VoPf1sIg/64ZGw+ABLoKLcOwEzQom4/sxZHmslRSC+kHIl7ml1YdxTN/ZUP74i0thZuFF7VHEErUwkxL2/cJLtEsVxyRnNwvKIrc1rgj/nccoyfXgldeNXDDY8Lrs3FfNf9ymW/8FIvXOuFrV2prUZscCibD1xvehIOdMyxTaVZpVqlUmmj0kdmyKQGCJb8fTwU6lEIlxhPnFLhlBdOqThXUwb7yCFm4nhw/bH6MdLohuzDD5AhYZAviPmVKzLpNvOf4hxh8XhSS8P9nSdNBtxFwLoHD5iLnaYo1Iu2QeteHHsSX/BBewSM1D2iOkd07nExx8/t9lj5QABb8COdAhDuFxaX8Cv0cjqvqCZSgXxKNArDOq02mvbDfP2GNIZNE+PmotFd3PFTX2azwLk9w7PJ/RFiT3zmquzbxm/+8R8x6zycCi+XT3z/8Xtethe//Iq6Yjr7Z25DGdW/lgr+/BGUHHUKFhAI5XRSmLtPHHUWCbW/Hehv9FYhWAv0cdqxSQp+unqy3GgkEgOFFp7IozvtQVz09fnyDOMZRTnnE+flTNI8LSkO5EzwpggNB53AXM18eqEaOzERPu7mxbQnkgRtzBjVYwRSw2OoA5Wdx6nz5uOcQ6Oo9PM2Afvk0Rs+iZGplwgu6LBoFN0DvgddzGaypbpF2Iy7Ht2tAgUPrLiF9PjX1BSWeDhy3gEd5sgWPir1M0SZxEkv2OLzkimKnhNH/4QHzh3vw71WR7i1mHGEmXTRoO8Feo0jpa019lrZ9p3rvvGyb8jmZ9ZYPD22o7xcd55ersdlDRH00f3CRYEy0Cxuhaoeo6xZScXtPkeHPNTT0X7iyyOGb3oFG4oMhy0OAWDcadMNh3g/R3fhWetXPCq7H+eqUxoTJTutr9XKXht7c56qDZ+e5CTkAuWklLBh00CKNQ80dQwXeI620dNgzYOcKqLOf+3NbU+94Bm3+xeOPWTmmgBJyrosZF15f3rksTyQtIQnsAs8qwwurVJrj9j3gL+6YN2bxZwgi09zJBLmHJuL82LShCDu2BwUg6AIXSs2OqqwZOW0LqzLipFjwtyOCb1IfEaBlkrIOSQcHzyRL1GykDOUIuxtZYYRbd2zUJN4vLz1ymZPXMYnRD9g8pF9fKb2a7h9CZDi8/bOI2mijzjDQtwrIl406+lIR07lhGW30ZVhXLYL+ckbaw2TB9GB2YY7KyklCzI6tW/htx2B9xY4TOhnxnwGg4Yx2o0X7mCW0z40C1pgVDzEJEBCG86zbq0FrTaRsrMFJJ4D/75xBiV/xlfNPLx94PH9G96+K5xP//Ua93fXH07P+CfWa1HgDbq7/Z5z3WLU+prPfAh9hFsaltxesCYyznv2otaT+Q4xgzUfmZgFEjIjjp0SMXojxea346GPTiNQKn/4s3uPTv7yBLWCS+mI76tuV+In1cCaXom9LDqlFkECe9u5bldetmeeLs+8bC+87M9c9ytb3bwAtHEg5rfqO1K/1Ll9bTSaNS+abWcfhdI9fS2TD3X45B1NGVUK5CujLCmz5BBdDiOFV+xxcBKTGm6NwORGzkLcYhPPi/p1s3S4iwSHnGhkeJV65pe7o/Ay/PtMLvNMNXO0Lj5T64G2u3ek8+9csDhm8dxnMT8oyZFwT3xTUtQqJuG4cXCPHRVL8fLH67GUxAGfIC/OR1tYsN6p+0bdN/psVKKAM/Am4fjllJJWf/pI848a3oPSMn+DaEj8OZx7fdt2LpcLJReGCa02rnv1iPdJhEu3PWDWcFax/58Fz0KmsO+YWMV+8917tG6TOjIxywP9OT5X30M3WkPoJyYqaAkd2S85E9Scmyrqhzt4MdnqhV6dp1jzRm+VdT2jpUDSiFyWKALnWzSdW25ce+BGzJepq0hxyXqBaN3o0uOf46BIzKY8a/Z00uBRgxepI3nBinpQlLuN+Ac1iwARV8/fxNndrbt6cyTHPG01oT7BOdAmOWxDS8rU2n7c+OntWTZz9Hme5A6Y+Wg9zXZmjqJjL2noPaYPexwJ0T4lIjwOk8SQ5hZxYzYkr4rb+Pc+Onvdw12gU4dPG93Td5B651I73SrX1rlWN+ubTZoGhQYZpKzhzT61NoUlF//95PtakjGqkv4FCHxzPqES+xzxZmtkNBVEi1Mixa3gpj8NBmNSCOtOHxXnrN1sQJ0yGXfxGLS9Urc9WLJOr9AEZVGWVShL6GaYTfjwePY+sKw0K+hQGgUyrDQGTgkZfTB6NJLRxI9uWFcvdC3OpdHoe0MksyRlQZHmVnR783AXE/G0SXE7RoLOiIVwXiREvopY+Fprckeb0BC5P3i4YmjkTqiScg6hf6XtrpfKJbOeV84PHvpiYkHV9ATgCcxoUiRqDUleeKLmNBVxYCqJUlKm5yXOGxfZSa70HtMvGrVded4/8enp1xg/UE47+eQhN7WOMGeY56gewIJq9fck0kPFNNDt4k3vcDDThkdRmxUXDSeP40zhhCbhOR2ZzEg3Wp8i3pgaBIApw7zwHXI0yRpA+I1GQrw/ntFxPi8+sVCLFEFvYD1VedD2xuhGWcJ9Q25n1VFcmTfuayksJ+WLLwtffbnw1dsTD+VPbDl33KT/BOI8bxGZmJX4hnRLr0BqXpGyFfyQSjHCm9yY+DOdRv8htpkP+SECs/Bw7J29VfbqlIfW69Et+8VVYbhXoTcc6gpbC4Fg0gPdnBePveqGZPJdX41g5wUuE84lCkoLgnzrB8L8sr3wdHnm6fKZS33hZXvmEkrYxvT81eP9u/UeA4ZicfDVXtlTpYyNOhbqKLSR6drDKSMe5hhhu87U0bFsyiLudFDUg16axGjjQBk4hGtzBDqCZnBkvw/npXqx86rInz99FCsTmZuFUZJ0s8GLgpIo2l9bZU3s8Ljs/ys77MYZv9EkCMpMSnprhCY/Og47ecVTFfG0MOfXyoSp/TMVDUGB892XVLxBSztbWrioRyJOIeJIIS6KCN/581sfHu35E1+HLeEsZGIJgcAfBXMgf20cKWOnNVPKyYWumqOxAWwg3fd1Ch/SG2HcDvR4bnWb/GaB8HMD8ZQyT3maGoTX051AnuLSt/nzRdGnx/gfP0BzflWUprgwwtaMTs4pIqL9L9VWeTZ3/Uh2oqyeECoiTG/wIUALGtKERnlVvmo0ghp6jRCoDeuINszUgzSkU/tOHwnRRE5y2OLNx8lwRMppR84NT+bFkKO6YXc3qUhoXLD+Xr2mjI2gbyQ0xLD+OWM3fr+KklWDAhLn+hgHj8vPh06NP5MUdDCU0UMwNJsL81pXzQvVZC4UmkWzMRBLtyJa3e96BGBxbL44+w1CN+DTvNYjflec/95lUG2wj4G2Sh3DkVBzG6ox+5m4vHWewxHJbdHIS+zlPhp5TkyToOPVg/ITXY+P76jtQrMtbiq3YEy6olqcjhGc+nn72CDcXaK4mwXz5KWLUnJMZEWcLlcjOTOBqRdwpQjrqiyLUrKSkzC6I8LDPLEX9dQ4WoIG1RbSmuhjkMaG0QJ885tsUt56x8WhNZrHAOB6b/TrTrMLTT+zjQxt5/J0Ybs+oyKsy5mlnKl7P7jS846X3v3MMqduGj6NJOWj4R0483HytVUlijjodVD3RmsuKCtL4fzmzPrgfPk6Gn1UT8Sjo1rQlL3+0R4cW4+CNwsqgzWI6akS0x8KY6ifsyUh6q5OrW9s9cLHp+/4+1//PZftO968S3zxzVu2rbJvDl7OyYOgByVCk3tyO/Amnrq8njivZ9bstn0yhk/zJAxAbep9jCUnypKQ3ELE60FLjM1dVUbzhj9QZTEhS6LkcoPXD63QrPsSzk5zjmwuidPjmVwyooOU3VXNJ5nJtd9msc+GW+/14fTS4Y2G0xAXD3xZF5ZH5csvlS/fJb5+fOCc/sSc5uOYmAXU7/z+reiMy8ImwkeMw32cMtcsMufJKhOllDiE8UNMkxwIsBckEUNrrlStrbHXPYQeO63utL5j3Xmzji00hFt8cx+CWImi4NYMmN1GAq9fnEWrqzrFSq/fFTn+m2FBy6iVfXNxxMv1haftiafticv2zPP2zLbPgtm7S3/9rxw/EB+5TARudNqo1L5RR6bZlPp0V7GrY3KE08SwWTh4kZuBRZUSRaXN0Tivmpg5JJgXNLNwnrSGyTUNhTVxK87O8Bg7T3FiNFESrgNxI85xr48F5Zg+yKvCdQoAj332ij8iSTGd+t/4/vhrSMl5csvivHRPhLztwfjyRyGYMOqxlyfS7SiCi1Wc827DWFPxy+LgVRLoYg8ikqu8ZxnwI9TxX8SyW3MEB2ru7703SXOPjT5QSSzLiVxO0DdME60L1jpmHdFBloyU+dnBwcdlovo+Hpx2ZCIpxpNO3Tr4kXr7ErcV1dj8/6/EaMfrsKN8PQr/IYOUnObRevPPeqaOJiEn8eK5+R687Bv0xjI6SYRUFhftDm9mu0aEdr8J72we/MeZNpEsp1PR/dkfJrQBSKMOoY3MsIXpE3nQiBQmWSopdIUUQFk3e/UMKdBRDXqXOhpLFEMjKBApJdeAtOo3WRTYI5wsvDb2S7qnHpO9EHKCV8DR2M7UM8Xt+ESgd/+Z/EOQw9dbGGQZMeWaAIVAPDtOL7lZSnZzX1cz4nyyKOy5mdpMy0ScK5+XBWseXLJbwxroiEjjQPH9ywSXfDiX2zBHGauQqp/j2oSu0AjP6pSORvKnvt6++ZLni9Csv6LNOSCgKeO0RvPwH3EAq2Nu3dda0H3ieQIwB6+yeiQ2JpEU2G76AvP9WooL+JfsDZ7h+7B3/7pDwTS0B6lAT7S+s6yJvSlpOOXSJzSE61WKO8NCKxTtnDrdSrtgvbP1J54l00vFLm94+vjC5fKEKqynE+fzoxeR/RrF46vpmk1k28I1KCga4TDk/PrbmZKyTyTNBr0N6u6UqLwWHt4+8vD+keVhxdTR9Vrd8g4IV4cS9KvOoLK34V7kw0N2YBzNm6mSLJG10IxoaAZGpY4n+rjysn3ih0+/5bcffsOnp+9YnxIfLxslFbcAxF0piHvX+b54UyTzPhWWZeXdu3f87Gc/o+QHnj/t1OuFshSfRESj5E4gxe/KrFDcxSx1ISdzsKm7ONQUb/BDb1LWTC6ZHo5DNqbdq98zaSLxOaFFWU8rb774hn0o2DMJP4MdAHFqJDZQKWDuQFRrC18FP3vMBGmNRY2HVTg/ZM4FlgRrzpzkT5wIeIj5Xt9eczRoFipwf9Fj9OPAn5SLAyXu/mty6YYFIhoo9DGGjeL5oEtYZ/TG5F6NrvSR3C9w39nrxrZv7HWP2NBO7YbnZ1Uvj8ZAemY0JQnMNJwDOZqapzG5rhPFnGLG7AdDoOETDZ3FZR/DfWH3nct25bK98HJ94un6mc/XT7xsT2ybp52hXgDqCERIwuaFuLBCdOf8bS8k+3ALrWZO13DLF2NMSZB5cT2sHw2L85oTRYVkkAWG3hxF1ALhV+ch9jA7txDNjYgB9SYnLnDVYx/4hoygmogsnoUlyIEkK3LjW/ub5n8en/nhVhDv500cOZFgL8h1VlAEyiD+fqWUScmtfXLJYf3FIYCaSZZHKlb4lM4gEiTFHnREyWPcCymEWJTyaiwZ+FhwAO015/s1NWl6Y/2U1++CZjESNOL5GPEfxWE3o5WTFko+OWcsO2piHgYZf9dF7iO4434YavCSHV1QTSTN9FkQxUeth3Bjuj/cmrCJ5s6S+Ri9xd6a++nm7GPx38V+mbZmQa9S0+Ny9rNKvSjoI/iaO7Xt1OugJGFRN+y34eK7QUTFD3euuDWsfv4l8XFgFk+dst5CTDrC8QdaN2p1/+ZxiAEH4KEfOmFRIzyifRKngez5WzQvwhwTm1AnmFt3SfAHkZtoqEPwy3u8fTEJGP4CVPzzsTEnKP5+T0qM00AiXcyC94wF+D0bl0mviadWjpb8aDhDEYyZuPCZ+Wv8uGk2OVBPjp9h8hT1UNCrCe3aw0pvw2rEdKs/41OMGXg3tQ2GNf/cC8gGdh0uuIp3pYq4i1Bc5j/1dX54T+s7W72ScyIndTpDFM8m7jR13H82jgZo9B5c8smG8Tt8WVdKWRCEujf2bXcXGI17OillCTrlKuTFSNrdWnS4k0wLTr578QO9wXhG1Hj79kTvixdZktHkdx4G1tXPpXFzyPJHXxEyakavjWqDl/6JtnTGdmWrHvixnBIP/cy7L97ReuNpuE3e5EgjeCZCHXQ6UiYlJwVlY05KvaFVVXIAM9aNvjvFoDycWE8n3rx7w8P7R8p5wdTY6xZWk4QGJqGh1TJcjFnb4Pn5mZfrE/v+Qi9v3M4zwIo5cTNzSsLWX6jjiWv9wFY/88Onf+S3P/yW5/0HRt6ounDZd1gLkm5Wng6Q5NjHEg4eDnSqKm/eveXnv/g53/7sG9QWpP3A9999ZL88M/ApnIVXP2pOzVBFpJAUinWKGIzuUdYTYhXFUkZyQs8rdeyMPoWPyesW91nCXXb8r62nEz//82+RcuKH758ZXeM+MoZV6u6/ehvIElO2DhWno6mK1z9JfOIuDeWFomce8kqxThpO0fpD1h/FaT4QxFcXrX8E8StQl4mSEITwQ+jT7eC1jFe/piBo2tFNtHlyqYhReBfnC9lw14bavEDdtyv7vlP3UFwzUcoBNPq40vuOtQEjYa2wZr8MxhSaqSNdGsWj4fjHcUmL4JAr/nuajj8bU6QWwr9t37hcL7xcXni6PPF8+czz9sS2X134hz/sxEXD8K/vvK3g5ZI8dHuqzcOjtYbrRu2VnhstbOmGeJZ76419NBfa4V8nT77x5IDGYZgCcXWrrhSjXLv9c/KTRI6i2Tno5mNK5KDe2EjoiM+QYA2rj6RVZnj4qylFoNRzhBv/OJBoj8Kd+GYUruIpbTaNgwPBmx6O/r9fTT3M0TP36p1eAEHJ6IGsjOGFXQgYU1A3UtBy1as4POEvXoMFd13bgb76++UjNefE3cb1P+UVs4wDyZQoXqfVjH9WswiDPiqjGzmvnhymiRQjzPl5iUXK2MjQU7wNgiYPkpgTponz3NAbAoHtTAqOr/iz41m80XLmzpFjShENF1FI2mz0nY6VSBGc4I1ma/U4q9zJI5NSgTQOB4IR3qhbPNsdwVoNVMipKl7tG91dfo9X5oPxya82ZmzstMc8isUhtOYNSQt6VymJNGK/42NgGZO65nQIFcMkzP3jM9SUyRYx1h1MW1hCZbdkIjQDDDToHC7mCz9c59gcRXOXV8E98bk5cu5CQ98iToOaLW1/9fnMPjJKHbAWZ+x8LvUooB0MCN/Y4/tOEaA3DpO+NfnfST3Uxgde/gzvUqlbpW2d1nbUlKV4JgCW3GZtuMRNh/lPXA12Q3aQCqkJowR9hdsZgZX/nkft/9elGnkGOZO7R8f3GMEzPFZ9WHVrTfFzvU8h7qGvmcAILEvhdD5RtHjkfAjZkY4oHqaxqLtirEJeIa0dxRBb0BCZueVfNE6jY21j1J2kRt19CDOCbniAMoFAzmbn9gtum9zP+tE7+7hgXdzFJceeGJlHzrQxX2fnxZ6oe/Bjk4uD9+76hpwDaWa6yYhTGPxxIYlnPCjhRNJdfPnwfuHh7ZnHN4+c3p5Ii7JvzafLwxyckUzKJ/LyQCoFs0YzaAOeX575/PQDl+2JtryjZDls+w49QYc2dq79hb195to/8bz/lh+e/zPX/hE9Xd2C7ywspxQUQ6XvPRxzOCZ9RwMc+2ZZFr768md88/5rvnn7HprSTztP8pEPz09YioyILKzrTDBNTj+jUCxz0p3Czm5jarhDh6dIUlIpoMK2bTDivJ3FgD/EzqWOWjPFvfHx+2dePjeQjEqcHqOx7xvby4W6G6ILhgt4BaNbQ7t/jWVdeTyvZOmIXSmaeCjKKUm4ovxh649Cmg+/0OM3o9gbk9cZ9k8iDHXy/4zTBAIVDdGNuU9fOgQ/GiiI/5eHoC0KaBd+jECcfUR8rQSie2WrV1rb44HDxzpi3j2OnVqv9DagZ9yXv4f4JgIy1GdUEkimqSM0BOqm6oEcxoifeRZ5cnTnk+O118pWNy7bhZfrC8/XF677hXZYkPkGsTEOQdNEyCT5xZ5JKCEE0nw0FVjwzsJJoklDqb6JrPslPv2f8eJ+Cq2OizxQXE8188Ymq9LioBzRUZvY1HDeGiNue5u4yCa1BjgKFuAQ282SeX4Bp17MLRqXn1tYcKj/g4MZr4IxzfkBU3VhVrw/Wd08X3UWfv7aehTf2Lysx7F/O0YXe1VKT/wz0hNj7yXxgkC4TVsgDP2NuBR8r43p3DJavMZ/AfSMCdke6N8rbnM0RJNt7tMk1xPk5CFAGjxbjQlDDSGfxkXsfsQ3ATASCP9sGHvziU2geNhENP1nUvx86Qym7kFUnUpw7Eh/IcdlOl/Wq8JKZ1MVGoY5Kr49G35BTv1EHxG6o5BHYnS3i3rZrqQoKmvvbCGcEh3hkkEglHK8hT8SOgaH2lHk2I+mWFdaNeo+2LZKScEHzT6NmsmW01bPuoc5WFQ1KvlocFQEyW4PdxQ/KDkVR1pjwtcw8hSKiUbDHM4BATNqSkhz2odPbPRwB7lNcDQafqLB8sKI4J3PPsyGQI87YpbQo0c0uofXNBlOOZt123zg5lTv+FwnyAEpS4g6hZE83l6DP++AiEf9qkqgriutGvvufOiMNyPWzSN+I4hKSJi4sNXH6eEDzu2M+6mu2U/62Z5YcnYUdTRq7wzbEZpTHRkMdqoN2qg0C443fu8tpXA6raxp8clFWH+adUjm3rxLoqxKKS7+K6sgacQIPawqE0h3ZNv1MsaojXaFnIx9z4yR4+d36pvTdZzjbsMb6kmS6ATF72iw/bxtbcdMyMVIJZNyQSyhOWPEpGm4c9N2TSznRFk9rbQHyu6FpANbDpTMO9vQ7MK0lLyCcfcJ5fSQOb8/8/Bu5fHNA+e1QG9stYYLSEJkRdNCKmdyPpFSZph7Lps0Lpcrnz594PPnH3hX3pFWWPLiWQeqtK4Qot5rf+Zl/8jL9oHn5++51E+M9MJSGrosnB6UJRuZBiNThtEUxkhHK+/ko3HQYR7XB755/JpfPHzDV+sbug62deXDuvBRhW00NGfKkkATw8bhUiEIZSirfwiHs6smjdot6qjsRbKNHkBsPihozrUGGTdVYMqZfetcr90bVgPU3Xy6DU+uvG7Uamg6HfWZ6cCSoaYki6RgGfR2RTq0nhltQ8bDYdXJHzBE+u+jZ/wXf+hIwUSiTfXQgh2Ui4AAezhdVBOK5aC56O3g9ZmNoxyBGnjBFZdtH/Qu7G3wUhsv+4Xn7ZnrfmHYjkqP+Ef8IbLOGDu9bT4m6qC2YJl4eHuk87mlUFSDUaRN4VDQF/Q1iu68zNk5dxtUa1TrVOvsvXJtG9e6sdWrW82IuYI8kNzZtVp01IdyXrJ7BIeTiMZIw0ewKdDY7vxpqh8I6hzAfXRXklv8nDLLTi+WNYrRY4tK8kSjlBg9LqagZQz3lmP6xr42+DgKLZ1FwU2MNYsWmYJPwid0osjREB0F2yws5jeweXmbR1Sbj3sHGpeYj7Y04T877pXpogr/uYzJtQkc015fdYFiid3MTwJZdb9ZidAX/9o93pPJsVURLDnKPpghKYGgWfMR4phI4k98HUXz/EhjU8av+dw7Halz3V5otR48tpyFPLwY0ZRcUCM3IdUsTG9CPoLCMpuMCFdRPZ4rT8Z0MRzMptzIKQdFJ977aIrMvKCfBdakA0z6lL4qelQjkCF4xWUpsT9T0IdsTqyd7hsWWwOQPtjq9AVPdBP2obQBYs35fFGUT+6r22L58zqkM6bIh0DpvOOiDzfsv14bpVRyEpZwb1HNx/tnfVLJ3OM92jbf7zHSPGKhg5/sz6SQF7ft7OHaIzg6nOBVsyEHmjspDKpKezXB86+WDsTfglfsvqrxGXJDg6NL8oY3EGodzd/r4Z7VfQiNaI7ne3eg5xYNtRxesnOpJEemgp5iqdPiPe9hWZmakqqwrpnTupLzyQNMmhfoFs3abA91eMy4+97rMdXyM06dm/kTX7V+BC4UjKGFLXeueWPfPWwL605OMXw6IrhL0/CiNCcf3y+l8HA+cVoWFKHWyrb5ONwwD7RYlHIS8hJpcP6ROFgRRbLvI0MzEDHyM6jnds5XkIbbxfged7tE//ObeNgCpBh+nx9aguDCN6HtnpFwejh7YBmJkRcGC2PgrjDmhXo5K8t58T3bK/Z6TG9y6JhHUEu1RNGsjq72oaS0sD6eefzixOMXC6dzcVvIl6Baqcdpm0FKvgdTPnkS3qgkitMuauXTp0/88Ol73q3v0DEYpwcWfQDxUDOfKu9s7ZnP1w/88PI92/ZMtStSNtZ1cCqFx5OQFYwaDW6jJfEif7wCQON5z3nh8fEtX7z9kp+9+Yq3p0c2uXI6rTw8njk9L+zbBWS49kM1iuaYeJHIIyFdaPFcW9QFvbt7h0Rqq0/n4j5Qf95tUjL88PRzXR3wGIbPzdUbDFHBpKPd75E+PEK91c2BhB7nZTaSJirCdd/59NxZSuOshfWSuV4v1OXMRV7opD+oaBb7pwyY7+u+7uu+7uu+7uu+7uu+7gu4zcjv677u677u677u677u677u659Y96L5vu7rvu7rvu7rvu7rvu7r96x70Xxf93Vf93Vf93Vf93Vf9/V71r1ovq/7uq/7uq/7uq/7uq/7+j3rXjTf133d133d133d133d1339nnUvmu/rvu7rvu7rvu7rvu7rvn7PuhfN93Vf93Vf93Vf93Vf93Vfv2fdi+b7uq/7uq/7uq/7uq/7uq/fs+5F833d133d133d133d133d1+9Z/x/4MLtu5cCkzAAAAABJRU5ErkJggg==\n"},"metadata":{}}],"source":["dls.train.show_batch(max_n=3)"]},{"cell_type":"code","execution_count":33,"id":"5f3a5ce9-792e-4597-911f-4b9d3860213c","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":6,"status":"ok","timestamp":1709911239167,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"5f3a5ce9-792e-4597-911f-4b9d3860213c","outputId":"f78bcdfa-72c4-46e2-a23c-895c26e0364b"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["device(type='cuda', index=0)"]},"metadata":{},"execution_count":33}],"source":["dls.device"]},{"cell_type":"markdown","id":"eed00487-3894-4a18-b3f9-493e4d1666c6","metadata":{"id":"eed00487-3894-4a18-b3f9-493e4d1666c6"},"source":["# <font color = 'pickle'> Model"]},{"cell_type":"code","execution_count":34,"id":"00d936e4-3ead-414a-a182-d42d0b0ad9c4","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":156,"referenced_widgets":["92be931aac044edf8b27104ab7e80167","b838a4ed03534badb45d7646b3966cf3","1b7d742e457440ea87c9c2cb467df959","f4fec056f679464ca63bfc188811db15","14e9e4b988544a36999f39ac42e82bce","bc3448fae26643cf9d7e08b48fc8ebc0","f76c4824dbf948a4b0a4ffe17d5b9871","eec2e5420e8240e5a1323bffab2f4daf","5199ead0b6d342d8a8d2c36ce6e54c06","796c50680dd3457593d4e5f6cec40543","cf0c684a9eb24582ac62fac2b045fe84"]},"executionInfo":{"elapsed":11626,"status":"ok","timestamp":1709911250790,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"00d936e4-3ead-414a-a182-d42d0b0ad9c4","outputId":"098760d8-62fa-4835-940f-53765d0cbf95"},"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:88: UserWarning: \n","The secret `HF_TOKEN` does not exist in your Colab secrets.\n","To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n","You will be able to reuse this secret in all of your notebooks.\n","Please note that authentication is recommended but still optional to access public models or datasets.\n","  warnings.warn(\n"]},{"output_type":"display_data","data":{"text/plain":["model.safetensors:   0%|          | 0.00/114M [00:00<?, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"92be931aac044edf8b27104ab7e80167"}},"metadata":{}}],"source":["f1score = F1ScoreMulti(thresh = 0.5) # F1 socre is calculated based on precision and recall\n","loss_func = nn.BCEWithLogitsLoss() # binary cross entropy loss\n","# loss_func = nn.CrossEntropyLoss() # multi class cross entropy loss\n","learn = vision_learner(dls,'convnext_tiny', metrics = [F1ScoreMulti(thresh = 0.5)], path = model_folder).to_fp16()"]},{"cell_type":"code","execution_count":35,"id":"8bea1abd-2d72-4df2-b398-72d7bc0f938f","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":472},"executionInfo":{"elapsed":56452,"status":"ok","timestamp":1709911307230,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"8bea1abd-2d72-4df2-b398-72d7bc0f938f","outputId":"00512980-1c34-493b-9fa2-51646f68be26"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n","<style>\n","    /* Turns off some styling */\n","    progress {\n","        /* gets rid of default border in Firefox and Opera. */\n","        border: none;\n","        /* Needs to be in here for Safari polyfill so background images work as expected. */\n","        background-size: auto;\n","    }\n","    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n","        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n","    }\n","    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n","        background: #F44336;\n","    }\n","</style>\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[]},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":["SuggestedLRs(minimum=0.025118863582611083, steep=0.033113110810518265, valley=0.0014454397605732083, slide=0.010964781977236271)"]},"metadata":{},"execution_count":35},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 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\n"},"metadata":{}}],"source":["learn.lr_find(suggest_funcs = (minimum, steep, valley, slide))"]},{"cell_type":"code","execution_count":36,"id":"e59d7cdc-39ae-481e-bfaf-88ddf511aaf3","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":207},"executionInfo":{"elapsed":406204,"status":"ok","timestamp":1709911713421,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"e59d7cdc-39ae-481e-bfaf-88ddf511aaf3","outputId":"6907c4fe-db49-4d98-dad9-1c3f8aa2bc88"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n","<style>\n","    /* Turns off some styling */\n","    progress {\n","        /* gets rid of default border in Firefox and Opera. */\n","        border: none;\n","        /* Needs to be in here for Safari polyfill so background images work as expected. */\n","        background-size: auto;\n","    }\n","    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n","        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n","    }\n","    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n","        background: #F44336;\n","    }\n","</style>\n"]},"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>f1_score</th>\n","      <th>time</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <td>0</td>\n","      <td>0.237350</td>\n","      <td>0.193339</td>\n","      <td>0.801784</td>\n","      <td>01:40</td>\n","    </tr>\n","  </tbody>\n","</table>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n","<style>\n","    /* Turns off some styling */\n","    progress {\n","        /* gets rid of default border in Firefox and Opera. */\n","        border: none;\n","        /* Needs to be in here for Safari polyfill so background images work as expected. */\n","        background-size: auto;\n","    }\n","    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n","        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n","    }\n","    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n","        background: #F44336;\n","    }\n","</style>\n"]},"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>f1_score</th>\n","      <th>time</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <td>0</td>\n","      <td>0.143190</td>\n","      <td>0.118478</td>\n","      <td>0.848517</td>\n","      <td>01:40</td>\n","    </tr>\n","    <tr>\n","      <td>1</td>\n","      <td>0.105023</td>\n","      <td>0.084674</td>\n","      <td>0.901140</td>\n","      <td>01:43</td>\n","    </tr>\n","    <tr>\n","      <td>2</td>\n","      <td>0.071325</td>\n","      <td>0.076077</td>\n","      <td>0.907066</td>\n","      <td>01:40</td>\n","    </tr>\n","  </tbody>\n","</table>"]},"metadata":{}}],"source":["learn.fine_tune(3, 0.02512) # 3 epoches"]},{"cell_type":"markdown","id":"205d19e7-be46-4b10-9724-8851b34d7cb5","metadata":{"id":"205d19e7-be46-4b10-9724-8851b34d7cb5"},"source":["# <font color ='pickle'> Find the threshold"]},{"cell_type":"code","execution_count":37,"id":"54451d6e-067f-452d-b25f-383b053d34b2","metadata":{"id":"54451d6e-067f-452d-b25f-383b053d34b2","executionInfo":{"status":"ok","timestamp":1709911713422,"user_tz":360,"elapsed":14,"user":{"displayName":"Min Shi","userId":"13411783641381923141"}}},"outputs":[],"source":["# F1ScoreMulti?? ## best model is tested on loss, with multiple thresholds"]},{"cell_type":"code","execution_count":38,"id":"HQn3ZPfOIzxH","metadata":{"executionInfo":{"elapsed":13,"status":"ok","timestamp":1709911713422,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"HQn3ZPfOIzxH"},"outputs":[],"source":["learn.metrics = F1ScoreMulti(thresh = 0.1)"]},{"cell_type":"code","execution_count":39,"id":"I2AnIzg_Izr7","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":13,"status":"ok","timestamp":1709911713422,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"I2AnIzg_Izr7","outputId":"4d49a368-aefd-4cbc-8027-e7c0dbf9de1e"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(#1) [<fastai.metrics.AccumMetric object at 0x7a727cc8c100>]"]},"metadata":{},"execution_count":39}],"source":["learn.metrics"]},{"cell_type":"code","execution_count":40,"id":"XmW1UIm3Izl4","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"elapsed":18200,"status":"ok","timestamp":1709911731611,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"XmW1UIm3Izl4","outputId":"9cefe020-98c5-4894-d25f-917866d02f41"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n","<style>\n","    /* Turns off some styling */\n","    progress {\n","        /* gets rid of default border in Firefox and Opera. */\n","        border: none;\n","        /* Needs to be in here for Safari polyfill so background images work as expected. */\n","        background-size: auto;\n","    }\n","    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n","        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n","    }\n","    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n","        background: #F44336;\n","    }\n","</style>\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[]},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":["(#2) [0.07607706636190414,0.8777854028512085]"]},"metadata":{},"execution_count":40}],"source":["learn.validate()"]},{"cell_type":"code","execution_count":41,"id":"x-WhESKvIzd-","metadata":{"executionInfo":{"elapsed":16,"status":"ok","timestamp":1709911731612,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"x-WhESKvIzd-"},"outputs":[],"source":["learn.metrics = F1ScoreMulti(thresh = 0.9)"]},{"cell_type":"code","execution_count":42,"id":"ljGWXtI_IzaA","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"elapsed":20286,"status":"ok","timestamp":1709911751883,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"ljGWXtI_IzaA","outputId":"8133b798-6eff-421c-d9da-d15fbaea19aa"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n","<style>\n","    /* Turns off some styling */\n","    progress {\n","        /* gets rid of default border in Firefox and Opera. */\n","        border: none;\n","        /* Needs to be in here for Safari polyfill so background images work as expected. */\n","        background-size: auto;\n","    }\n","    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n","        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n","    }\n","    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n","        background: #F44336;\n","    }\n","</style>\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[]},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":["(#2) [0.07607706636190414,0.8054284257066034]"]},"metadata":{},"execution_count":42}],"source":["learn.validate()"]},{"cell_type":"code","execution_count":43,"id":"fpWXWeMNIzOC","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":17},"executionInfo":{"elapsed":18729,"status":"ok","timestamp":1709911770601,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"fpWXWeMNIzOC","outputId":"0ae9aea8-4e78-445c-b952-ea763a717904"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n","<style>\n","    /* Turns off some styling */\n","    progress {\n","        /* gets rid of default border in Firefox and Opera. */\n","        border: none;\n","        /* Needs to be in here for Safari polyfill so background images work as expected. */\n","        background-size: auto;\n","    }\n","    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n","        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n","    }\n","    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n","        background: #F44336;\n","    }\n","</style>\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":[]},"metadata":{}}],"source":["preds, targs = learn.get_preds()"]},{"cell_type":"code","execution_count":44,"id":"YR5Ie6xDJc3_","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":12,"status":"ok","timestamp":1709911770601,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"YR5Ie6xDJc3_","outputId":"8c6d669a-6e32-4ed6-ca9e-43f843ba0365"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(torch.Size([2608, 6]), torch.Size([2608, 6]))"]},"metadata":{},"execution_count":44}],"source":["preds.shape, targs.shape"]},{"cell_type":"code","execution_count":45,"id":"e63a8bb8-19f9-44ce-84d4-a1a514bfd38c","metadata":{"executionInfo":{"elapsed":11,"status":"ok","timestamp":1709911770601,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"e63a8bb8-19f9-44ce-84d4-a1a514bfd38c"},"outputs":[],"source":["f1score = F1ScoreMulti(thresh = None, sigmoid=False)"]},{"cell_type":"code","execution_count":46,"id":"7f7c9fcc-e6d3-427b-9049-ee2349033f3e","metadata":{"executionInfo":{"elapsed":11,"status":"ok","timestamp":1709911770601,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"7f7c9fcc-e6d3-427b-9049-ee2349033f3e"},"outputs":[],"source":["idxs = (preds>0.5) * 1"]},{"cell_type":"code","execution_count":47,"id":"6a069995-994e-427a-8f40-c7e25e1a1389","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":11,"status":"ok","timestamp":1709911770601,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"6a069995-994e-427a-8f40-c7e25e1a1389","outputId":"36113bd8-0d7f-4109-cc60-52304e4c1778"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9070662447672367"]},"metadata":{},"execution_count":47}],"source":["f1score(idxs, targs)"]},{"cell_type":"code","execution_count":48,"id":"f30c581c-741c-4b9e-a701-8728d2a45fd4","metadata":{"executionInfo":{"elapsed":8,"status":"ok","timestamp":1709911770601,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"f30c581c-741c-4b9e-a701-8728d2a45fd4"},"outputs":[],"source":["xs = torch.linspace(0.05, 0.95, 29) # try 29 values between 0.05 and 0.95"]},{"cell_type":"code","execution_count":49,"id":"39bc35f3-b5b7-4a6a-95cd-2a6ab6a2d6e6","metadata":{"executionInfo":{"elapsed":8,"status":"ok","timestamp":1709911770601,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"39bc35f3-b5b7-4a6a-95cd-2a6ab6a2d6e6"},"outputs":[],"source":["f1scores = [f1score((preds>i) * 1, targs) for i in xs]"]},{"cell_type":"code","execution_count":50,"id":"577106c1-d716-42bd-8d40-b4631e294286","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":448},"executionInfo":{"elapsed":864,"status":"ok","timestamp":1709911771457,"user":{"displayName":"Min 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\n"},"metadata":{}}],"source":["plt.plot(xs, f1scores)"]},{"cell_type":"code","execution_count":51,"id":"2ef58a6c-11ff-4294-90fa-ea3d1a77fdbc","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":9,"status":"ok","timestamp":1709911771457,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"2ef58a6c-11ff-4294-90fa-ea3d1a77fdbc","outputId":"e3c81770-e6d9-49ca-d7a2-8ceed5a68961"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["tensor(10)"]},"metadata":{},"execution_count":51}],"source":["torch.argmax(torch.tensor(f1scores))"]},{"cell_type":"code","execution_count":52,"id":"cd7f493d-4648-40d5-8cf9-82d0016205e6","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":7,"status":"ok","timestamp":1709911771457,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"cd7f493d-4648-40d5-8cf9-82d0016205e6","outputId":"846b6bed-ea5b-4ba4-ec70-b693572d57ce"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["tensor(0.4036)"]},"metadata":{},"execution_count":52}],"source":["xs[11]"]},{"cell_type":"code","execution_count":53,"id":"804b0529-cd16-4a1c-abeb-17fd10536513","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":6,"status":"ok","timestamp":1709911771457,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"804b0529-cd16-4a1c-abeb-17fd10536513","outputId":"4f498d15-5387-4c25-c601-82c07079bcb8"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9081472502308339"]},"metadata":{},"execution_count":53}],"source":["f1scores[11]"]},{"cell_type":"markdown","id":"1db00331-07cf-4add-a468-2431b0e4e556","metadata":{"id":"1db00331-07cf-4add-a468-2431b0e4e556"},"source":["# <font color ='pickle'>Test Predictions"]},{"cell_type":"code","execution_count":54,"id":"cdeb943e-97e7-4ae3-bad2-a0e68115aa37","metadata":{"executionInfo":{"elapsed":4,"status":"ok","timestamp":1709911771457,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"cdeb943e-97e7-4ae3-bad2-a0e68115aa37"},"outputs":[],"source":["test_files = get_image_files(data_folder/'test/test').sorted()"]},{"cell_type":"code","execution_count":55,"id":"YN-an-GcOjD_","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":4,"status":"ok","timestamp":1709911771457,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"YN-an-GcOjD_","outputId":"fd8bdc06-384f-4763-bcf9-c45cd6bea23a"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(#5590) [Path('/content/inclass_kaggle_data/test/test/test_image_1.jpg'),Path('/content/inclass_kaggle_data/test/test/test_image_10.jpg'),Path('/content/inclass_kaggle_data/test/test/test_image_100.jpg'),Path('/content/inclass_kaggle_data/test/test/test_image_1000.jpg'),Path('/content/inclass_kaggle_data/test/test/test_image_1001.jpg'),Path('/content/inclass_kaggle_data/test/test/test_image_1002.jpg'),Path('/content/inclass_kaggle_data/test/test/test_image_1003.jpg'),Path('/content/inclass_kaggle_data/test/test/test_image_1004.jpg'),Path('/content/inclass_kaggle_data/test/test/test_image_1005.jpg'),Path('/content/inclass_kaggle_data/test/test/test_image_1006.jpg')...]"]},"metadata":{},"execution_count":55}],"source":["test_files"]},{"cell_type":"code","execution_count":56,"id":"1fc9b69c-534f-4368-9188-ee933dbec8b7","metadata":{"executionInfo":{"elapsed":2,"status":"ok","timestamp":1709911771457,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"1fc9b69c-534f-4368-9188-ee933dbec8b7"},"outputs":[],"source":["test_dl = learn.dls.test_dl(test_files)"]},{"cell_type":"code","execution_count":57,"id":"89791674-b336-4c52-861c-6f03cae6cdca","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":242},"executionInfo":{"elapsed":1692,"status":"ok","timestamp":1709911773147,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"89791674-b336-4c52-861c-6f03cae6cdca","outputId":"5d44c166-84a2-4c82-9e62-91e749741983"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 900x300 with 3 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["test_dl.show_batch(max_n=3)"]},{"cell_type":"code","execution_count":58,"id":"7293d4fc-e59a-45c5-961f-719c9e240bb3","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":37},"executionInfo":{"elapsed":180836,"status":"ok","timestamp":1709911953980,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"7293d4fc-e59a-45c5-961f-719c9e240bb3","outputId":"2bedc41e-5ffd-43d0-8a6f-913bd6599f97"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n","<style>\n","    /* Turns off some styling */\n","    progress {\n","        /* gets rid of default border in Firefox and Opera. */\n","        border: none;\n","        /* Needs to be in here for Safari polyfill so background images work as expected. */\n","        background-size: auto;\n","    }\n","    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n","        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n","    }\n","    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n","        background: #F44336;\n","    }\n","</style>\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n","    <div>\n","      <progress value='0' class='' max='3' style='width:300px; height:20px; vertical-align: middle;'></progress>\n","      \n","    </div>\n","    \n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n","<style>\n","    /* Turns off some styling */\n","    progress {\n","        /* gets rid of default border in Firefox and Opera. */\n","        border: none;\n","        /* Needs to be in here for Safari polyfill so background images work as expected. */\n","        background-size: auto;\n","    }\n","    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n","        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n","    }\n","    .progress-bar-interrupted, 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1.0197e-02],\n","        ...,\n","        [1.0657e-04, 6.1449e-05, 1.0000e+00, 3.3732e-07, 9.4395e-06, 1.4358e-06],\n","        [4.1713e-01, 7.6943e-01, 7.7215e-05, 2.2562e-04, 8.9109e-04, 2.5118e-02],\n","        [1.7998e-04, 2.9268e-05, 8.1980e-05, 9.9997e-01, 1.8202e-05, 8.1850e-04]])"]},"metadata":{},"execution_count":59}],"source":["preds"]},{"cell_type":"code","execution_count":60,"id":"01566f2e-c5a1-40b9-ac7c-e190ea1ea0bb","metadata":{"executionInfo":{"elapsed":666,"status":"ok","timestamp":1709911954637,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"01566f2e-c5a1-40b9-ac7c-e190ea1ea0bb"},"outputs":[],"source":["pred_decoded = [torch.where(pred>0.4036)[0] for pred in preds]"]},{"cell_type":"code","execution_count":61,"id":"472efa23-989f-4c58-aad6-916f44c376ae","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":16,"status":"ok","timestamp":1709911954637,"user":{"displayName":"Min 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learn.dls.vocab"]},{"cell_type":"code","execution_count":63,"id":"a2c1b30f-489f-4899-bd0f-0949617f79b7","metadata":{"executionInfo":{"elapsed":14,"status":"ok","timestamp":1709911954638,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"a2c1b30f-489f-4899-bd0f-0949617f79b7"},"outputs":[],"source":["pred_labels = [vocab[pred] for pred in pred_decoded[0:20]]"]},{"cell_type":"code","execution_count":64,"id":"3ab63616-68b9-484e-8201-d1233cafc3c5","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":14,"status":"ok","timestamp":1709911954638,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"3ab63616-68b9-484e-8201-d1233cafc3c5","outputId":"b741bffc-b5a5-4ced-d63d-c1b01bb3d892"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["[(#1) ['healthy'],\n"," (#2) ['complex','frog_eye_leaf_spot'],\n"," (#1) ['frog_eye_leaf_spot'],\n"," (#1) ['frog_eye_leaf_spot'],\n"," (#2) ['complex','rust'],\n"," (#1) ['frog_eye_leaf_spot'],\n"," (#1) ['frog_eye_leaf_spot'],\n"," (#3) ['complex','frog_eye_leaf_spot','scab'],\n"," (#1) ['complex'],\n"," (#1) ['scab'],\n"," (#1) ['healthy'],\n"," (#1) ['scab'],\n"," (#1) ['healthy'],\n"," (#1) ['frog_eye_leaf_spot'],\n"," (#1) ['scab'],\n"," (#1) ['scab'],\n"," (#2) ['complex','rust'],\n"," (#1) ['healthy'],\n"," (#1) ['healthy'],\n"," (#1) ['scab']]"]},"metadata":{},"execution_count":64}],"source":["pred_labels"]},{"cell_type":"code","execution_count":65,"id":"8f09b701-e0d0-494a-869f-74f07d05e593","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":11,"status":"ok","timestamp":1709911954639,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"8f09b701-e0d0-494a-869f-74f07d05e593","outputId":"5fb8be02-8ad9-465c-9b23-a5d624633eb5"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['healthy',\n"," 'complex frog_eye_leaf_spot',\n"," 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'scab']"]},"metadata":{},"execution_count":67}],"source":["pred_labels[0:20]"]},{"cell_type":"markdown","id":"9c89a1e9-bdac-4c18-83ba-b3fa4297fcf1","metadata":{"id":"9c89a1e9-bdac-4c18-83ba-b3fa4297fcf1"},"source":["# <font color ='pickle'> Kaggle Submission"]},{"cell_type":"code","execution_count":68,"id":"9b3fd924-5b82-4b05-b04d-7007aadb14ae","metadata":{"executionInfo":{"elapsed":7,"status":"ok","timestamp":1709911954639,"user":{"displayName":"Min Shi","userId":"13411783641381923141"},"user_tz":360},"id":"9b3fd924-5b82-4b05-b04d-7007aadb14ae"},"outputs":[],"source":["sample_submission= pd.read_csv(data_folder/'sample_submission.csv')"]},{"cell_type":"code","execution_count":69,"id":"iQqQV-tUQshf","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":424},"executionInfo":{"elapsed":7,"status":"ok","timestamp":1709911954639,"user":{"displayName":"Min 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  test_image_1.jpg  healthy\n","9       test_image_10.jpg  healthy\n","99     test_image_100.jpg  healthy\n","999   test_image_1000.jpg  healthy\n","1000  test_image_1001.jpg  healthy\n","...                   ...      ...\n","994    test_image_995.jpg  healthy\n","995    test_image_996.jpg  healthy\n","996    test_image_997.jpg  healthy\n","997    test_image_998.jpg  healthy\n","998    test_image_999.jpg  healthy\n","\n","[5590 rows x 2 columns]"],"text/html":["\n","  <div id=\"df-1fa89c1a-d06a-403e-b25e-8baa52b3ff9d\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      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image                      labels\n","0        test_image_1.jpg                     healthy\n","9       test_image_10.jpg  complex frog_eye_leaf_spot\n","99     test_image_100.jpg          frog_eye_leaf_spot\n","999   test_image_1000.jpg          frog_eye_leaf_spot\n","1000  test_image_1001.jpg                complex rust\n","...                   ...                         ...\n","994    test_image_995.jpg              powdery_mildew\n","995    test_image_996.jpg                     healthy\n","996    test_image_997.jpg                     healthy\n","997    test_image_998.jpg  complex frog_eye_leaf_spot\n","998    test_image_999.jpg              powdery_mildew\n","\n","[5590 rows x 2 columns]"],"text/html":["\n","  <div id=\"df-e3a3fa0b-fdb3-448a-a6c9-4e530c9a1898\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: 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Done\n","Building dependency tree... Done\n","Reading state information... Done\n","The following additional packages will be installed:\n","  dvisvgm fonts-droid-fallback fonts-lato fonts-lmodern fonts-noto-mono\n","  fonts-texgyre fonts-urw-base35 libapache-pom-java libcommons-logging-java\n","  libcommons-parent-java libfontbox-java libfontenc1 libgs9 libgs9-common\n","  libidn12 libijs-0.35 libjbig2dec0 libkpathsea6 libpdfbox-java libptexenc1\n","  libruby3.0 libsynctex2 libteckit0 libtexlua53 libtexluajit2 libwoff1\n","  libzzip-0-13 lmodern poppler-data preview-latex-style rake ruby\n","  ruby-net-telnet ruby-rubygems ruby-webrick ruby-xmlrpc ruby3.0\n","  rubygems-integration t1utils teckit tex-common tex-gyre texlive-base\n","  texlive-binaries texlive-latex-base texlive-latex-extra\n","  texlive-latex-recommended texlive-pictures tipa xfonts-encodings\n","  xfonts-utils\n","Suggested packages:\n","  fonts-noto fonts-freefont-otf | fonts-freefont-ttf libavalon-framework-java\n","  libcommons-logging-java-doc libexcalibur-logkit-java liblog4j1.2-java\n","  poppler-utils ghostscript fonts-japanese-mincho | fonts-ipafont-mincho\n","  fonts-japanese-gothic | fonts-ipafont-gothic fonts-arphic-ukai\n","  fonts-arphic-uming fonts-nanum ri ruby-dev bundler debhelper gv\n","  | postscript-viewer perl-tk xpdf | pdf-viewer xzdec\n","  texlive-fonts-recommended-doc texlive-latex-base-doc python3-pygments\n","  icc-profiles libfile-which-perl libspreadsheet-parseexcel-perl\n","  texlive-latex-extra-doc texlive-latex-recommended-doc texlive-luatex\n","  texlive-pstricks dot2tex prerex texlive-pictures-doc vprerex\n","  default-jre-headless tipa-doc\n","The following NEW packages will be installed:\n","  dvisvgm fonts-droid-fallback fonts-lato fonts-lmodern fonts-noto-mono\n","  fonts-texgyre fonts-urw-base35 libapache-pom-java libcommons-logging-java\n","  libcommons-parent-java libfontbox-java libfontenc1 libgs9 libgs9-common\n","  libidn12 libijs-0.35 libjbig2dec0 libkpathsea6 libpdfbox-java libptexenc1\n","  libruby3.0 libsynctex2 libteckit0 libtexlua53 libtexluajit2 libwoff1\n","  libzzip-0-13 lmodern poppler-data preview-latex-style rake ruby\n","  ruby-net-telnet ruby-rubygems ruby-webrick ruby-xmlrpc ruby3.0\n","  rubygems-integration t1utils teckit tex-common tex-gyre texlive-base\n","  texlive-binaries texlive-fonts-recommended texlive-latex-base\n","  texlive-latex-extra texlive-latex-recommended texlive-pictures\n","  texlive-plain-generic texlive-xetex tipa xfonts-encodings xfonts-utils\n","0 upgraded, 54 newly installed, 0 to remove and 35 not upgraded.\n","Need to get 182 MB of archives.\n","After this operation, 571 MB of additional disk space will be used.\n","Get:1 http://archive.ubuntu.com/ubuntu jammy/main amd64 fonts-droid-fallback all 1:6.0.1r16-1.1build1 [1,805 kB]\n","Get:2 http://archive.ubuntu.com/ubuntu jammy/main amd64 fonts-lato all 2.0-2.1 [2,696 kB]\n","Get:3 http://archive.ubuntu.com/ubuntu jammy/main amd64 poppler-data all 0.4.11-1 [2,171 kB]\n","Get:4 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requires a controlling tty.)\n","debconf: falling back to frontend: Teletype\n","dpkg-preconfigure: unable to re-open stdin: \n","Selecting previously unselected package fonts-droid-fallback.\n","(Reading database ... 121749 files and directories currently installed.)\n","Preparing to unpack .../00-fonts-droid-fallback_1%3a6.0.1r16-1.1build1_all.deb ...\n","Unpacking fonts-droid-fallback (1:6.0.1r16-1.1build1) ...\n","Selecting previously unselected package fonts-lato.\n","Preparing to unpack .../01-fonts-lato_2.0-2.1_all.deb ...\n","Unpacking fonts-lato (2.0-2.1) ...\n","Selecting previously unselected package poppler-data.\n","Preparing to unpack .../02-poppler-data_0.4.11-1_all.deb ...\n","Unpacking poppler-data (0.4.11-1) ...\n","Selecting previously unselected package tex-common.\n","Preparing to unpack .../03-tex-common_6.17_all.deb ...\n","Unpacking tex-common (6.17) ...\n","Selecting previously unselected package fonts-urw-base35.\n","Preparing to unpack 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installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 78.)\n","debconf: falling back to frontend: Readline\n","update-language: texlive-base not installed and configured, doing nothing!\n","Setting up libfontenc1:amd64 (1:1.1.4-1build3) ...\n","Setting up libjbig2dec0:amd64 (0.19-3build2) ...\n","Setting up libteckit0:amd64 (2.5.11+ds1-1) ...\n","Setting up libapache-pom-java (18-1) ...\n","Setting up ruby-net-telnet (0.1.1-2) ...\n","Setting up xfonts-encodings (1:1.0.5-0ubuntu2) ...\n","Setting up t1utils (1.41-4build2) ...\n","Setting up libidn12:amd64 (1.38-4ubuntu1) ...\n","Setting up fonts-texgyre (20180621-3.1) ...\n","Setting up libkpathsea6:amd64 (2021.20210626.59705-1ubuntu0.1) ...\n","Setting up ruby-webrick (1.7.0-3) ...\n","Setting up fonts-lmodern (2.004.5-6.1) ...\n","Setting up fonts-droid-fallback (1:6.0.1r16-1.1build1) ...\n","Setting up ruby-xmlrpc (0.3.2-1ubuntu0.1) ...\n","Setting up libsynctex2:amd64 (2021.20210626.59705-1ubuntu0.1) ...\n","Setting up libgs9-common (9.55.0~dfsg1-0ubuntu5.6) ...\n","Setting up teckit (2.5.11+ds1-1) ...\n","Setting up libpdfbox-java (1:1.8.16-2) ...\n","Setting up libgs9:amd64 (9.55.0~dfsg1-0ubuntu5.6) ...\n","Setting up preview-latex-style (12.2-1ubuntu1) ...\n","Setting up libcommons-parent-java (43-1) ...\n","Setting up dvisvgm (2.13.1-1) ...\n","Setting up libcommons-logging-java (1.2-2) ...\n","Setting up xfonts-utils (1:7.7+6build2) ...\n","Setting up libptexenc1:amd64 (2021.20210626.59705-1ubuntu0.1) ...\n","Setting up texlive-binaries (2021.20210626.59705-1ubuntu0.1) ...\n","update-alternatives: using /usr/bin/xdvi-xaw to provide /usr/bin/xdvi.bin (xdvi.bin) in auto mode\n","update-alternatives: using /usr/bin/bibtex.original to provide /usr/bin/bibtex (bibtex) in auto mode\n","Setting up lmodern (2.004.5-6.1) ...\n","Setting up texlive-base (2021.20220204-1) 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/usr/local/lib/libtbbmalloc_proxy.so.2 is not a symbolic link\n","\n","/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_5.so.3 is not a symbolic link\n","\n","/sbin/ldconfig.real: /usr/local/lib/libtbb.so.12 is not a symbolic link\n","\n","/sbin/ldconfig.real: /usr/local/lib/libtbbbind.so.3 is not a symbolic link\n","\n","Processing triggers for tex-common (6.17) ...\n","debconf: unable to initialize frontend: Dialog\n","debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 78.)\n","debconf: falling back to frontend: Readline\n","Running updmap-sys. This may take some time... done.\n","Running mktexlsr /var/lib/texmf ... done.\n","Building format(s) --all.\n","\tThis may take some time... done.\n","[NbConvertApp] Converting notebook /content/drive/MyDrive/BUAN6382ADL/Kaggle_Competition/Kaggle_Competition_Min_Shi.ipynb to pdf\n","[NbConvertApp] Support files will be in /content/drive/MyDrive/BUAN6382ADL/Kaggle_Competition/Kaggle_Competition_Min_Shi_files/\n","[NbConvertApp] Making directory /content/drive/MyDrive/BUAN6382ADL/Kaggle_Competition\n","[NbConvertApp] Making directory /content/drive/MyDrive/BUAN6382ADL/Kaggle_Competition\n","[NbConvertApp] Making directory /content/drive/MyDrive/BUAN6382ADL/Kaggle_Competition\n","[NbConvertApp] Making directory /content/drive/MyDrive/BUAN6382ADL/Kaggle_Competition\n","[NbConvertApp] Making directory /content/drive/MyDrive/BUAN6382ADL/Kaggle_Competition\n","[NbConvertApp] Writing 103312 bytes to notebook.tex\n","[NbConvertApp] Building PDF\n","[NbConvertApp] Running xelatex 3 times: ['xelatex', 'notebook.tex', '-quiet']\n","[NbConvertApp] Running bibtex 1 time: ['bibtex', 'notebook']\n","[NbConvertApp] WARNING | bibtex had problems, most likely because there were no citations\n","[NbConvertApp] PDF successfully created\n","[NbConvertApp] Writing 652837 bytes to /content/drive/MyDrive/BUAN6382ADL/Kaggle_Competition/Kaggle_Competition_Min_Shi.pdf\n"]}],"source":["!sudo apt-get install texlive-xetex texlive-fonts-recommended texlive-plain-generic\n","!jupyter nbconvert --to pdf '/content/drive/MyDrive/BUAN6382ADL/Kaggle_Competition/Kaggle_Competition_Min_Shi.ipynb' --output '/content/drive/MyDrive/BUAN6382ADL/Kaggle_Competition/Kaggle_Competition_Min_Shi.pdf'"]}],"metadata":{"accelerator":"GPU","colab":{"gpuClass":"premium","gpuType":"V100","machine_shape":"hm","provenance":[]},"kernelspec":{"display_name":"Python 3 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