{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "oh-my-face.ipynb", "provenance": [], "collapsed_sections": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" }, "accelerator": "GPU" }, "cells": [ { "cell_type": "code", "source": [ "#@title Setup Repository\n", "#@markdown This process may take serveral minutes (about 9 minutes) for the first run..\n", "!git clone https://github.com/P2Oileen/oh-my-face.git\n", "\n", "#install cuda10.0\n", "!apt-get update;\n", "!wget https://developer.nvidia.com/compute/cuda/10.0/Prod/local_installers/cuda-repo-ubuntu1604-10-0-local-10.0.130-410.48_1.0-1_amd64 -O cuda-repo-ubuntu1604-10-0-local-10.0.130-410.48_1.0-1_amd64.deb\n", "!dpkg -i cuda-repo-ubuntu1604-10-0-local-10.0.130-410.48_1.0-1_amd64.deb\n", "!apt-key add /var/cuda-repo-10-0-local/7fa2af80.pub\n", "!apt-get update\n", "!apt-get -y install gcc-7 g++-7\n", "!apt-get -y install cuda \n", "\n", "!export PATH=/usr/local/cuda/bin${PATH:+:${PATH}}\n", "!export LD_LIBRARY_PATH=/usr/local/cuda/lib64\\${LD_LIBRARY_PATH:+:${LD_LIBRARY_PATH}}\n", "!export CUDA_HOME=/usr/local/cuda\n", "\n", "# check if installed successfully\n", "!/usr/local/cuda/bin/nvcc --version\n", "\n", "!pip install tensorflow-gpu==1.15.2\n", "!pip install ftfy regex tqdm gdown\n", "!pip install git+https://github.com/openai/CLIP.git\n", "!pip install torch==1.7.1+cu110 torchvision==0.8.2+cu110 torchaudio==0.7.2 -f https://download.pytorch.org/whl/torch_stable.html\n", "!wget https://github.com/ninja-build/ninja/releases/download/v1.8.2/ninja-linux.zip\n", "!sudo unzip ninja-linux.zip -d /usr/local/bin/\n", "!sudo update-alternatives --install /usr/bin/ninja ninja /usr/local/bin/ninja 1 --force\n", "\n", "%load_ext autoreload\n", "%autoreload 2" ], "metadata": { "id": "Qv8aelB9O4BP" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "#@title Setup Files Downloader\n", "from pydrive.auth import GoogleAuth\n", "from pydrive.drive import GoogleDrive\n", "from google.colab import auth\n", "from oauth2client.client import GoogleCredentials\n", "import os\n", "\n", "download_with_pydrive = True #@param {type:\"boolean\"}\n", "\n", "class Downloader(object):\n", " def __init__(self, use_pydrive):\n", " self.use_pydrive = use_pydrive\n", " current_directory = os.getcwd()\n", " self.save_dir = os.path.join(os.path.dirname(current_directory), \"content/oh-my-face\")\n", " os.makedirs(self.save_dir, exist_ok=True)\n", " if self.use_pydrive:\n", " self.authenticate()\n", "\n", " def authenticate(self):\n", " auth.authenticate_user()\n", " gauth = GoogleAuth()\n", " gauth.credentials = GoogleCredentials.get_application_default()\n", " self.drive = GoogleDrive(gauth)\n", "\n", " def download_file(self, file_id, file_name):\n", " file_dst = f'{self.save_dir}/{file_name}'\n", " if os.path.exists(file_dst):\n", " print(f'{file_name} already exists!')\n", " return\n", " if self.use_pydrive:\n", " downloaded = self.drive.CreateFile({'id':file_id})\n", " downloaded.FetchMetadata(fetch_all=True)\n", " downloaded.GetContentFile(file_dst)\n", " else:\n", " !gdown --id $file_id -O $file_dst\n", "\n", "downloader = Downloader(download_with_pydrive)" ], "metadata": { "id": "ppMp5m5PPYWs" }, "execution_count": 69, "outputs": [] }, { "cell_type": "markdown", "source": [ "# Step 1: Select Data Type\n", "Select which experiment you wish to perform inference on:\n", "\n", "'face' refers to human face, while 'cat' refers to cat face." ], "metadata": { "id": "LsRg-fN2eH1F" } }, { "cell_type": "code", "source": [ "data_type = 'face' #@param ['face', 'cat']" ], "metadata": { "id": "r1lrAIZ4eBb3" }, "execution_count": 3, "outputs": [] }, { "cell_type": "code", "source": [ "#@title Download Weights from Google Drive\n", "#@markdown It may take about one minute.\n", "if data_type == 'face':\n", " downloader.download_file('1efFoGShtZhcd6SCxOPu3AMbKZus478au', 'ffhq.tar.gz')\n", " downloader.download_file('1bXhWOnwCTTXTz7T7zJ1iXA717tyj-n3U', 'weights-face.tar.gz')\n", "else:\n", " None\n", "!tar -zxvf oh-my-face/ffhq.tar.gz \n", "!mv ffhq oh-my-face/src/\n", "!tar -zxvf oh-my-face/weights-face.tar.gz\n", "!mv weights oh-my-face/src/" ], "metadata": { "id": "REoWLZE7aPFb", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "501d72f1-6f1e-492e-e389-08f095df6aa6" }, "execution_count": 4, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "ffhq/\n", "ffhq/W.npy\n", "ffhq/S\n", "ffhq/S_mean_std\n", "ffhq/fs3.npy\n", "ffhq/ffhq.pkl\n", "weights/\n", "weights/shape_predictor_68_face_landmarks.dat\n", "weights/flownet.pkl\n", "weights/e4e_ffhq_encode.pt\n" ] } ] }, { "cell_type": "markdown", "source": [ "# Step 2: Upload an image with human face / cat face\n", "\n", "Please upload to `oh-my-face/input.jpg`." ], "metadata": { "id": "u_d0VlGulnhU" } }, { "cell_type": "markdown", "source": [ "# Step 3: Edit image " ], "metadata": { "id": "dHjID3mGCXfE" } }, { "cell_type": "code", "source": [ "#@title Get latent code via Encoder4Editing\n", "#@markdown If changed input image, please start over from this block.\n", "%reload_ext autoreload\n", "%autoreload 2\n", "os.chdir('/content/oh-my-face/src')\n", "from cog_predict import get_latent_code\n", "import cv2\n", "import torch\n", "from IPython.display import Image\n", "\n", "img = cv2.imread('/content/oh-my-face/input.jpg')\n", "latent, img = get_latent_code(img, data_type, '/content/oh-my-face/src/weights')\n", "latent = latent.unsqueeze(0)\n", "cv2.imwrite(\"../input_aligned.jpg\",img)\n", "torch.save(latent,\"../tmp_latent.pt\")\n", "\n", "print(\"Aligned image:\")\n", "Image(filename = \"../input_aligned.jpg\", width=300, height=300)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 334 }, "id": "3AUvf_71bniC", "outputId": "370e1fb7-3fb9-4a92-b2ae-c35022a58d19" }, "execution_count": 80, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Aligned image:\n" ] }, { "output_type": "execute_result", "data": { "image/jpeg": 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\n", "text/plain": [ "" ] }, "metadata": { "image/jpeg": { "width": 300, "height": 300 } }, "execution_count": 80 } ] }, { "cell_type": "markdown", "source": [ "# modify manipulation strength (alhpa) and disentangle threshold (beta)\n", "\n", "- *Manipulation strength* - positive values correspond to moving along the target direction.\n", "- *Disentanglement threshold* - large value means more disentangled edit, just a few channels will be manipulated so only the target attribute will change (for example, grey hair). Small value means less disentangled edit, a large number of channels will be manipulated, related attributes will also change (such as wrinkle, skin color, glasses).\n", "\n", "- In the terminal, for every manipulation, the number of channels being manipulated is printed (the number is controlled by the attribute (neutral, target) and the disentanglement threshold).\n", "\n", "- For color transformation, usually 10-20 channels is enough. For large structure change (for example, Hi-top fade), usually 100-200 channels are required.\n", "- For an attribute (neutral, target), if you give a low disentanglement threshold, there are just few channels (<20) being manipulated, and usually it is not enough for performing the desired edit.\n", "\n", "(text copied from https://colab.research.google.com/github/orpatashnik/StyleCLIP/blob/main/notebooks/StyleCLIP_global.ipynb)" ], "metadata": { "id": "jM5vlmPkJtYX" } }, { "cell_type": "code", "source": [ "#@title Edit latent code via StyleCLIP\n", "#@markdown This process may take serveral minutes for the first run.\n", "\n", "%reload_ext autoreload\n", "%autoreload 2\n", "from global_singleimg_infer import global_transfer\n", "import numpy as np\n", "import torch\n", "import cv2\n", "import sys\n", "os.chdir('/content/oh-my-face/src')\n", "sys.path.append(\"./global_directions\")\n", "sys.path.append(\"src\")\n", "\n", "latent = torch.load(\"../tmp_latent.pt\")\n", "neutral = 'face' #@param {type:\"string\"}\n", "target = 'face with smile' #@param {type:\"string\"}\n", "beta = 0.19 #@param {type:\"slider\", min:0.08, max:0.3, step:0.01}\n", "alpha = 2.4 #@param {type:\"slider\", min:-10, max:10, step:0.1}\n", "\n", "result = global_transfer(latent.cpu().detach().numpy(), neutral = neutral, target = target, beta = beta, alpha = alpha)\n", "cv2.imwrite(\"../output.jpg\",result[:,:,::-1])\n", "\n", "print(\"StyleCLIP Edited image:\")\n", "Image(filename = \"../output.jpg\", width=300, height=300)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 369 }, "id": "p6kwXUKot6Au", "outputId": "b4a417c0-51d0-4e4b-d290-ac42d6795c9b" }, "execution_count": 83, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "0.2896\n", "num of channels being manipulated: 4\n", "Edited image:\n" ] }, { "output_type": "execute_result", "data": { "image/jpeg": 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NQOeTnk1E8JIyMjvgVLSTKtpYqhTjMb/N9KBFg5AJGeeeBU/lhSQT26g0jRhgMnPIyD3rRNWIaKrBFXAAHfg1C3ynHXPpVhh+8yY/wB6e1MYBgTHlm7+g96nlTdhptIqSq2c9h6jp7UyRVICqATjOc1Ycr5e1lP5/rVeUygFl+70yCfSuepSvsbRnpY/KuKRkiDZy3aiWTJyTzjB4qOJkWIE9cZxTGmHc59D6V8hGx9X0RKxYlSM9hn2ps4KDeg4PPHpSLIWQBv0FK0h4AXOPerSdydyLao5PBPJqvOjZMjnBPb0qd5wcjaM1BLIHAIyQOnPStkZdSC5xvDEc9qhZU3g5IPXIGKluXywOOAODURRXbK/NtHOaTKW5NEhIVzzzViNQ5KlccZqGAAovHIPI7VcQZwwHBGciouinew1I1KgBT1x9anWIgbivTtTIiCMA5OfTpUqKAeT9KGwQKjquMgj245pDCnHbI4qRMDK/ypoUbwu7ty2KV0NEJQF8Mx645qNl2dB0PU1YkUkYHAB6GoWyAeScnOaaBq4w7SSCOnbFQzLG2ABgZIGasskWxSBk44OfWmSRowG4gkdl9aEybFG4THzMOgx15qrLknPJI4OKv3aokO9sYx/D2rIu7+KPcqzDKAsQR+lVG7egnZLUtPOI4zvYA4yBnrVZ/EF0sTxQRK23Oef5HNZF3fu8QgmkJOcx7cA/iOTScJaC4nwBn5Ucklh+ByPrWippbmfN2HCfepeeJtu7LMT1/HNU2h+0piJ40Rejudox/n0qGa6QnyjCQg6JvwKjM0rSArKE2nuc4/8Ar1epN0WbtdOswqW1yJG43O6H73sD29z1qu0pVmbyzJk/61z0/CpYIXkdpkIbJwkjLnntn0zTVhUr9ovZgkauQxB6+w9aNiW9CF2uJEFsoGGORtHP50w20cZUNIXIPKL/AI9KdNc2skqpZwuEXjD9/rilDIgDzwsT0CocAU1dBchMq7/lhwF6AjOacqySj5QWyakktopED7Suf7z9qW1+xbWWeZxtGMDox9Bj/PFO4rkUrCPCJbkMBg5IIz60xILgPiJN2eflUk1ZkOmRrhkmZ/Q4Cqc/UmrNm2Y/M1O9MNsmcCMZLHbkAD3wBntmm2K6uU4/tbqoMICk/MxXOMev51GEY5IiAA6fNjP4Glu5JLh8xqyox+VQTt49z1qu+CCWQ/L3PrSSuImkaJmwFA9BinwSWoUgFs5GBUEIkkfBTcfXNWIoSZNtuu4jqSRxRZBckZkdcRRqcno3X6detRTxAqCsDhgeQPSlkjmj5VQMnv1p0Fw6DBmKD+7yQf8ACgEVQBExMqlc9BjNWITC8WFlVWPXdTrkxSDeAfl6nvmoE+ZgWH1ovcNmSSSsWMjPkHovTFSRztDseLaWDDHT+VEq4iyiAMefXFV1maJ87VY/7YzQlcOZmik9y0qhkBycDP0p5mbL7JOv5gntVa1vTMW83nB4CjAHFW43a5ASSEOGO7Yvp6cVLbTNFI2/Dviu/wDC8UjaZqt1Y3R2rvtJChdccg44PavYf2fP2zPH/wALtSji8VahcaxoZi+zvaTT4eCPILGJwCyk4H1xjtXg0g/cFLoMHUDapXhfXOe9SWt2sVr9lCAMXwxBOSP5VrCpOOsWTOEKmkkfrF8OfjP4G+IWmQ65oPiyynsnYLaBZCDjAwGDH73YjHBGK7q31O3IASRXJP3tw/PAr8tP2ev2lvFnwQ1VrXTpEls512yI8O5kzjOCGU446bsZ5xX258CP2iNI+KUEf9j3UJ1KP/X20krBmwMjKtnaCD9Oe/WvRo42TfKeZWwXIm0e5idZF8yDL4OfSrMEr79ijAbkNnJx61z1n4uuZzuitoluXJDWjHy239Mdx+IrU0/WHijCXensJNuASww+PTFehGrdHBKnZmqQAME8dqljCsD5knA6ADt6CqkdyyHN3AVLAcA5x+NWhg5kMeCK0UlIm1icRhfugFV5znpTSwyS4BPfvz6UKzldrcnsDQ/lsA3l/wDAiP50OQJWGmZwSrShfl4/SkEqBiFb3yaa3LbQvOM89KgMgDANnkdAMUrjs0XEcEZzgjv1pZGyCSPrVeOcKuO3c57U5pouGDHBHy7utZytc0iLkBiSOO+aGCtkAEHkEt+FMkJduR2/Goy+OBn3+lZxk77luKsEjqz7AmDjPXNQSs79AAOhpZZSxO7uPzqKV41G9hu3DJTqBW8ZLYxcXcZKUZiMFucc1CQSp2gA9OnbFPdxIcpnJHamuCFIYjOOhNZzki4pn5Jw3MrYLqRj8alW5UcsBnODVeAMnAHHY9qa8gXkHivkLI+sWiNBZAict26+lJJMIwqkggj1qit1mPYxOBxTzMu4K3J7YqVoxuw95lALqevXmoi43LvOc8EGoXuIsMSeAejHrUP2uXmQjJK1stjJ7ks7bpMcMoPFNA/egZHNV0lGSxJ9alicl1ZzjPQiiQR1Ltsx3gbhx1Bq0pLHY2cAduKq267bnAHPNWEZvvfh0qLlssKVBDKMcc1KgKksMfWq4KuNqt0NPjm/dbSeB3pMESTAYLk/maYJQAfmyMdc0xplZWJOMnioppTgleOelIZN527Ck4GOf5VGDkYAx700OHAB44wOaRsoQob680mxrYljK4A8sYx61BIkYfO1tmQC3SnqQAN3cgCqWpXdjbF31HU1iUA4CpuZm9AOmTQrylZEtpIo6tqLTSG1jJO9sAKecelZzR3ctxtlHzBPlYKDhe3HQDPc1NHaLqC+bcyNaIWKqySlpJCcYzg4HX0FF8NM0qzMETykOwMsZfk+7YHseBwCa61aOiOdu5VXSUuLnzZ2EEEQDSys33h9fU5HFVJ5BcPJctwgX92vYL/9epGdb+QPd8RR4LHq7D0FV7mea8ZpUQRx7uFAwF9sCqZDbbKcqvI2Y4yMdGanpDBbxBsMXJAzVq3sVlIM8hRAfmZmPP8AhRcKsm37BbYXdiJck8n+LHv+WMUaCKqzokQUjdIzZ8nkAADgk9z7f41BcXMt7IS5HJ5wuB+HYCrVyqxzva7QkgGx0XDEsCc8jp/9ao1sriOHzfJUJjIDN+tPTcLMW2hRnWOBdin/AFkznP8An8KL021vGYrKRZv3jYnAIyAeuD0p8lpeXMTPKNiHkyscAKOMAelQNPDaqIbSPc4bmUjqaS7j3I1huLkBUVjxk/LSfZ3CjLHjqKejXQw5kY46c4qwYXKmVgcjjeGyKdySpJEqIUVSW+nNMaFyQjyZCjCgmp2cxBipy38ORxVeOF/N8xm98GqQmh7Iv2VHjc+YXPygdAKiuAjqoViWH3wfWpJPkJyu5gMKMdKaiZV2lPLDA+bv601oA9VuYgTFlS2MqDyBng1NFbSR2+HQLIzA7y3zDPQY/X8qjhsLuNt5YYU55lHPGeOaknEKuE81JZHXHygkKQcY/QfnS9BO9yK5lJuCIGYALtLFsk0RiUt5jMTj1qwkClQz2+3K+vv15/zxUkgs40MUKl1x8z9O3apb6BZspzFHfIOMDsaWJN6FTGGDdG9KdJbW7MGhDAAc55zTUJ+4OvThv6VWgiS3jgVWSSPJwcHeeKrvFk5x3xyelTyhSFeIAMeCKlWLoGXG49ME0JuwbldHkggeERjDgAncRg/1qe0m8mPETkELgkHGaffxLGDbCQO2M7VHAqKJ5IsNE4XJ4AAOPzqXqirFyVb2SJZmT5MgDJwCfU/400TRCRY40ywHzMFqtIEcks8hJPUEEUsbOVKgglR06Yp2sNaotQ4VyyMp9MsRz9K6vwX8WfGHgzUbPVtD1QRXdpKv2eU/fRe65HVfY5rj0bzY3WRAH25Ug9fb/wCvTUn5Ryy8c5FNPqWrH6L/ALPf7X/w7+KLwaL4n1+DStVltHa7iuF2bWRc5Rs4OTggA5wOhNe8aHrjanYW17cwNDazJuhnl4Egx1C9QPY81+Pdhq08F8l4kpDowKOCcoRznjn8a+s/2Wf26fiDosUPhzxjpsmr6YF8m2vI7YyywfLyHC8yDH8WMj3rohiJRsjlqYWMndH3pFJIgBk+4eQAOpPcmrccvIQfQc81yHw4+JXhfxrotuNNvkE6psngZ8SIRx8ynDIcdiMV1CR4YmJSzbc57DPTJ/pXo0q8ZK9zz6lFwdrF1ZgcAoflPU9KUOC2WbjrVeNtygDkHp7VIjyBQm3Iz07fjXRzJq5z8orschlXIznntRM6qpO1yCdrfKOtORIx8jDJIx9TSPACmSOe+O1KTui4qzIBI7LwCAR+Ip6khPlQEfU0nkleE57EUoXkhxgA1wyqST3OlU00Cu69gRjOQOaY7oycKTkjr/WnNuA+Xv0FRSk9Me2PSlGq2ynBJDHyuRsH4VA5ZSQ5z3OO/NSSOo4B+tR5LKc9uuaftWhezT1I3mc4MSlR78mmnEZyTyR1J60GYRvnb7ADvTJZDtJUdugGeKXte4Onofk1hNgQ/lnrVOdlLkMMAdwKv7FcEseeufWqtxCAQMcfrXzy3PoktEVpHKsdvIx1pqXBXLE+1H3QdpI9RioWIKHPXPpWisQx7SKyM2OD71GGBxhuQMcmmFv4AOppAFZSAfYcdaYmroeSQQPU1Mj7AoznB/Oq4VlYZHbripY2Xgqc0gSNK3mdnUrnPSrbDgCPOO9UrNmyHAIB9Ku9RuA4xnIqNmaCpuDcDHHAFG4qMYJpVR3UuBx3BpOVT7vU0mxJIjP3dqsSKUAA4xknpTvLCEttyO5pwVN+4pyPu5qXIdiJWAYlsdfxpJznlx8xOPSntGM7yMDFIx3qQYyT0GDk0r3BlDVNUksrdsSMq7eSGwPxNYUUkU0L3t4gCAZUhmL98d/X1qxq8janqTpduTHbf6pIzlWYe/fFUtW1BZwumxDywh+YqeWPue+P612U48sbHLJtyF+3z3L+VYSlLaEEJIwAKqfU+pOaaYIGgR5cMsahyxPLkgev549zSItv9mhs43DEnfIpB68cHPXAz+tTz3Ieee4ESJFHgRrg4JJwo/Ac8+lWjOTRU1G5a1DiVGaaVgdoOQO/P06fnVW0mmWbzpVB29R1C/0pqvczSPM6g+hY5IGf51ZiYKgjjCjPQyHge/4VTVkSrjUWKXddXDM0YkxHGAQJH64J7ADk/WnbbyMeRwjzD7ozuVSfT+HP54xTEvbeBPMUg7MiIA8/XHr1PPrU1vE0svn3FznzCMQofnkPfn8Ov4+1Tsg3I4EtrFTDFhpWTE8hO7HsMdP50xkjmjSQ2hMececZCS2OwHQdO9WLFUE7/ZtOBcAjAJCwjj5mz+XaoJ4DeqUjGFU8sx2jpzgHgA8fhxQmhla+vLrUpCZC+xTiOItwopYtOZFEksmAR3zV9YoIFMEE6MS+F2JuY/5xT7S2uJ71I/sbGRQG82VSdgB/ujgfjSb7FWsUnKYEm0gAZX5fvY9v606WK5vWkvUt1iid+gOEU+gz2q/er5F3ML2bc4UlyRjdnpnH8qyriae4+Z5WKgfKMYApJsdtRLpIEcCCRpsAbiFwAfQfpVdpvMb5hyDggED6VatASrJ9nYbxjcD71NNZxxeWVgj+4MNGckn3z0PtVqSQrXKKou4iVQAfvOx6YqGeLksAAobAFXLkAzvbwDcqtuLFepxj9P5mpBawyhbi6QsN37wAbePb8KOYXLdmdNHCFV9+D3xU0UIgt1eO2O5zlGbv+H+elSx28cVs0/lCUE7ApP3WxkH3xTFtriZh9plOQNoy3A9Ppiq5rkuLG3kxaVYAo3RgiRkb7xznP6/pUibivlDO7HU8GlGnNBHveI4BAZW7Z/8A1ioktLh5CQDuz3pXTQmmI0xVwgj69809IJGJfysZ7infYFinRZywycnFathYhoD8+8hsYAwcdiP8PcUpSUVoVGDZmpGIYGOCVYcgDPQ1IpbevkrlsFsnnAq1Pp7RfIM8yfdxTLmBoE2KpG4jJx1GKXMmPlcSjMwZisS4II3EngjtQxEREe0jAIB96HDo3lAAAGmyD5io54546etaaGeo4o+3KHPHQdaVBsyrAH045pik4DqzD1OakxghmfJI4INGiKQ92XG+AhWIyQTUMayKSCoP944/GpNrKAFwSR3AqNyx/wBSnI6HpSGTRXFquAhbPoRxW34U8Vaj4W1q31fQb17e4tnDpIrdx/P6Vzpl3jaYl4PPFSwzqGCSRc44IPSiyKiz62+C/wC1HqmtGHUNbsrG4a0jCX6ySOspgQfLLHsJk3ovG7nK4BzgV9t/D3xlpmqaUn2G7jEUirJtR9wAcZU554I6e496/JDwj4m1Tw5ei/sZ2jcoQSh4I6YPqK++f2K/Hdl4m8NadZaHq8d2trphF1bSFg8XzKHiIydoDElSOCOeOalylB3TFOnGR9OwzztIUMIXAzuLdasRzM6eYysu0DI2/rVSylmuVjkT7wwevritDyhswTt5rqp1Z33OKdKIiNG3+pGcH71SMVIyOnfFRLuSTIBdc8qDUrBZI9y8dxXR7ZpWbMlT1IlOzJCA5PO4ZoKB0BLdTTsbT65xzSq2AqnAGea5ZTle5uoqxA0aqcbuAfWmHywpPUk8GrE0eMYG4EDiq8qn+FeMenFLnHylaRcdR+VQPuBB9+asyKS4LD8qjdMgqR+FNVG9A5fIqSrg7Dzgc5NRyblXaTkKueTVl4sfKfzxUckatySOmDScrIUkz8mjt8sKhzgeuKgnBDYOORjrUrB/LG1DwKiKb/3u4YHvmvJV0e2loVZUxIQo7dDUJgz1GCauOowMjnOOTUYBL7CDx0q07E2KgjMZJdc54yKPJXJZW4Hoat+R843LkN0PpUM0IByvXvTuKzIUVihU9j19afAq5w2QR1p5i5Ax+XNPSEhQf7xq76EJalq0fJUSZwOhzWhEh8z5fTGKo2ycYXnBq8oKDehz6ismWh+DuIUEfQ0bPNUqqcA81KfmIcDryzU5YwDgdTU9ClYZGjiIxP8A3hgUSxBidoAPsKseWrMCvUelOMWUBOQRms33GtrFLyCoyTgAc1meJ7qC0smghkZWkBBYcZXHr+lat9+5QbSWLGuT1e+e7vDFKu52O2FBnIHTcfTFaUYOU7vYxqSaViizeVEqmNtkQOYkOAXPT14AxVaC33FJXUos5Pmy4DHA5bA7damuzmFYyyHauV4PIJ7n8uvrUdz5sckNnE6iR2USO7fKMEsT9OR/3zXctEct2LN5i2ou2ZY90jrFDzkgY3Nn06KPxqK1sxKhuLmXbExJkZj1bsAO/em6lftqd/uwRDEoWFW4YoP5ZJJJ9SailnEuyKKMqmMxgDrmqWxLvclmmmXbJFDH5bkqhforf1IpQEdBDDgDPDt1c46+3sB2zUdtCs0gj+zszMflRTnK/X0rZazi0wi2aFUYf8tByo3dMcdf6Y9aTa2KUbmbJZIhjLRKCF+UE4JyepA6fSrL2qwXBiuJTJLt2rEQyDPTbxz9f1q3HCRFKqJgsQxlJ+dj0wPSlWydLlYLXcZA5G8D07f/AKun1rOUolqD6GTexanGj5iCor4kWMkJn0GDjPvyafpenx3jedcGUIrA+SgzwT3PU/lXTw+Gp0t5Pt42R4VuR1G7ovbr759qmh068MJGlWQgijkCNO4O7HA4z9aydZNaG0cPJu5gSaWYYla5i8nBPlxKRvb3J7D9ajaO42PDpqOixjLz/dI9QOf16mu08N+BbbWY5BPI7OQS9ww4JB4VBjn3Pfgdq05fC0SKLRdHURiXBkfneQCAox05wST2rmljIQly3uzrjgKlSPMloeaarpphjWGKUsw5lkZeWb369OlRx6W0G2aVMpngMfvY616HrPhmSxSHT7a2aWaSPaQnc5//AFnPvWDqGhjRgZZ5FefqqxtkKcdfw/nWkMVGotDOWDnTevQwLy3iFx5cG1gQCQqlQAefSozEY3MiqrFRjzBnn6j0FaE9pLaMYrnhxywPfP8AjT9N06S/uEjliVEDZc4JC+gA6H/69ac6irmXspSlaxTaGKGGKSKy2jO4ZJ/ec8H06jtTBCzxu8sKJHu+RB3P+TW5bWL3zLNLvYqBHDGo+UYGMAegP8q2dG8LresJpbFUSJcRruzvb1P41jPERhudNPCyqWschFpKi3LNAp+YEDpgdOoGagTS4r2SS2iQEITubOPnzk/XHAru9d01UgGmWMG9YcAyLHgmQngZHUbj1NWU+G6aZ4et4lhZr25k2nKYwM9/yJrL67BK7e+xqsvnKVktEcKmjSTBg0ZwUOCe5Hb8qT+yGMwXbkGPDEDkGvVbXwKsVs1lHE5RXztZACAByT+AHHv70h+G7rHbyLbtkguV2A7R1xk9e3Wsv7Rp7XN3lc0tEecSeGGlZA652g7gvcHjPt6fWodNs5bC5KMmcKChxzkHNej6V4UkmjvJ5oeAFEZI753H+Yq2fhwZbf8AtKGFXIwqqFwcL3/T9aTx0VpJk/2dO10jzW+s0W4S6ZF2BsgMOuT044yAaqanY3ErAm2YZOdwHUY4/lXfXvhKZLieW3t90IyCj/MJB3x2zzmucv8ATbiwuBbKpaFeVZxygzjB/HjPauilXjLZnJVw7itUcXd2DAbTjOfvY4qvJbmEFOuR6966S/s8SETxBcHjnr/Ss2905WkKuhIPRgOlehCpdHnzpNGR5cifwZB9T/Kn+U7qHUfKBxjnFWJY5IQON+SetMcPDiSFeoOBnjNapmTWpENxGGZFO716U4nzZGZCPQc8GmCNnGZFAbPr3qWEqGGVOR0703qCI1jUNsVMnvnqKb5TFvl5X1p0u5DkOc5IalRwpAJbaRzjoaQ0yVZJreFVPKf7PUV6P+zl8YdT+DnxDtPEEOoTx2UjBL3YRnyyeSQQQQK81eM/LMjlhgHgfdqzY3ssTOZMPuO1s9xjFTJJqxpFn69+BvHFtq2jWmqQ+bLbXaI9teQFmjkzg44Hynn6V22lTR3UQeNWLZ6N1HvzXwR+wr+0Xr/h2yPw71XWDdWCMJLSKafLw8jhQRnYCcnB+Xr0r728MXUclojTTIx8oMGByO2R+f8AOuWNSVOXK2OdJSVzSitxJyRjnnH86hMEsUm1FyO4zwauRWaO+8DgdAGqVrYMu5cZHfNdHtXKOmxh7OzKQjTGPL28cjFNkjyPlU57VbMDlTvGaFgdhwOfUCpjNIbiynsK5U5/Oont8A+uOvrWqLHnLdcVFLbjcVI7YqlO6Fy2ZkvbtjJWoZE6BR2rTe3I+VR71Xe3I+8MHHFKMl1Bx6mfJCZyI0U8DOTVWWCZWOwEDkE4rSkgJIOwj3+lQbWLFeo557Vbk7aGbiup+R7sEj4AGTnAqEqfTBB6VMUeQB+vfGetNeLMhBGeOoNecmewloQbdwwfXjHanG2ywAGTnqamjtSpCFc++KnWIqBx16YHSjm7BYpyQsoDMgIFMubYPgouOfyq+bUnJYZyfSllsXGCo/KhSSBozWt9jbTjpwfSjyzhVIzg1aa3IbYT0NOeFt6tjOR3rRPQza7CWcZDZC8Eck1ciRBEATjHBqvCm1hg9+lWIgGbDrxnjBqHcocGJTyS2QDgDNSoRgPyTTFU/wCuPrjNKshG5d2ckc9KQE8TfMCh3AipGQYzngc1FE3ygjoKcGiijM8jGQIN209Kh36Ac74uvLhrlYLN2TCHJJI2+hz2rIa38ld7XI/eBlWXkEj+Jx6nGQPrWxrksZuJbi4nTzZOWWI7io6Yz0z37gZ9aqeKTez27XjRNlXjt7ZV5AKc7VI69s+uT61201yxSOWeupn2trHe6mqLlITKGk56Ko6fgBWXflLi6ubveFRmPlqB1UnHTtx3rptVhTRolsrGUSPHbtDLKq8OScyEe2MDP8s1ykkX2jfdlvlVuN4+964q4+8zN2SK1zPEf9GtWY8YdwSMjv8AXt+VWFWG2hjlZA0kuUjGRx68evOKbCglmM0qYT+VbWk6UFdL64tcxuuYgy4ygJHHoSRj6A1o5KKCEbk+laMtrC813tKKwVnHKucZwPUKOfQnr1FX9D8NTa9L9uvMxxK2UG0gP2OM9cYx7n6VYTRblIBLOjRifrhcbUHUgdv8TXdfD7wlqHiK1aG3tFggjUSySyDKxoMYH5ck+v1rgxGIVNOR6OGwsqkuWxxOuaWYb8abYRiJU5aRTy7Y6A+gHGR+dW9P8L6nMpvI0+zoPkLqRvPbCe3v9a6LRvCTeKfEiWGmyHyPMVpXfOVGcZz2zyPwruPEfg22s7q30i2iSNFUkmBd2B3Of88V59fHRpJR6s9TDZbKpeTWiPObDQZCyyPEXhgJ2IT1PY/XNatpoGqeJ9Qg0OSQKgTMgt0C7UGMngcnkc885r01fAB0+DmJUWKEyybfmbAHT2J/pS/CzwUL601XXxblXNybaDbkH92NpwfUuX49q86eYpwlNdP1PUjllpxpvr+hUs9At9Bs0sbPTAzInSMEBhj1bp+FQX+nve6hFe31sqRwofJgTq+RyxPXtx+J716XpngUaiwuLyRgU4b5clm7KCOnGMntUb+Abi8uHvtgitSCqlgASoPJOexI656AV5Dxkea73PY+otRSSPFotB+0C51DULQyySfu7K0ycuCM556A8En0xXH6jDHHbTGWCMYkKSysoGFGS3t14HXoB3r2z4gMIZ5LeymxIFWJfMYYtotwUAE8kk47dBXl3ijwcNfAtbOFkjTdI86klEiDBRJx79OSSW9BXsYKvzO70WnyPFxuG5UlHV/med2VjqGu6wypbNvuGOCw4A6lj+v1PFdzF4Kg0bQjcwxEyBSWR+edpP4niuz+FfwvsdP0uG9vrYl2TeiNkkjOATx9SRVrW9AvLmW00v7K3l3dwWDKDvyActggZ+Xt0yw5q8RmCnU9nDb/ACDDZY4U3Oa1ZxGi+CzqsFvaRR7IlG66nRCCCecZ9hx+HvXSaV4Kk1S6W00gMtrE3mNKoyygcBR2yOa9D07wV9ptodBsrRktrdd1yCQGc5OASPX+QNbtr4LntZimnWZWJ9vGAenb6V5NfM+x7GHypW1POdD+GlrrOtJbQWbR2mnrvbc3MjknG4jOcct65Arfh8KR6vqDTxr+4tsopeP5SeB+Qx+prp4NE1KRpLGK3KCe5JunQ4O0AAbcH7xwfpn6VsXOmaesAsk04woFAEcinAHc+h+lcE8bPS7O6GAglojh7DwbBqerKmmRxPBC224kVSDIwOdvYdevsPetHxb4ait7GHy4lW4nuRGnlIS29lKjHt+QGK9FstB0uGwEGmXiqAn+sZhkn146H1qpqWlW73dlbyXKbftfzYBZmfaxBb15HSsHi3KSNfqajFpnn0ngiE6a0KWCF3c7VCHoMDcfwxxUMvg42VvHax25xGgXaB7YB5/OvVtO0GaeOS7uIQz7jsKgADBI47Y4qjqPhpnkKLbygsQd7NnI79P/ANVVHFye7MZYKPQ8fbwZGyKJrQIVicyMn8RLdPb8a4zXPAaWc7SrHlZRtxtyfz/CvfdS8Jzs7PEdqY2lTHwefxrmNd8NbWiiuIHkDTgBlAwPbjiu+hjpp6M86vl8GtUfN/ivwaLCV1VCsbNgIDkjjt6j2FcbdWslrLtdQ4H3ST976Gvp7xT4HspoSiWpyPU85/CvIPG3gW6t77zba33MxIACYH1I9f8AGvpMDmCmuWR81jstdN80Tzu40hJLdZ7dnBOWCntjrVOSy3xsrEK2cgEcV31pokc2nq8a7pFdgwI5PSsrVNEhiBZoguCNw9iP5V60MTFux5NTCSSucWY2Z9joOnPfFMe2FrJgn5Tg8jvWxfaakU7ZBBU9Rk/57VTdvMAVue/Qc+xrsUrrQ8+UHF2Ks1uJohJGDxxuBzVdCibopt20nC4GMGrrFIrbAjXAY52jBI7/AI1Dc2vkNvWXeh5jJ6MO3/1/fNUtiEuhWt55bclVb+LIJPWraENiRV69frSao1rdzC6t4IofMQSeVEcqhPBGOo5GcVEGe2YbHGGXcQSMD2o3LTOh8MarJY38d3by+TPbuHhZTg5BzX6JfsF/GSX40+D59K1fUxZ6no5VFMpQyzKRhX2nnH8OOhxx7fmwkpjCOkuVb5mQnv8A0Nesfs0/GC6+F3xBsvEG/wApARHeShRnyjzz/eG5QfxOMc55cRT54abnTTkr6n61aRc3jRrDLOm8HDgJgE98Dt9KuyKVO4zdMEjbWN4E1/TvFXh6z8QabKkkV5ZxThgwKurKCCD34P1rfS3jkYSRpn1yeK5aU246EzjaVhotRMu7ccHqKcIVh5KcDvmpkjZRgAZ9u9OeMOgXyznHStzJFfYGPFQvEdxLL9OassvzEKO3cUFUf0z6Yoi2gaTM6WNiS4UVVlh8z73QdDWn5WFLA5JPAxVa5j7459K0iSzMnjJbaR7CoBAMtgHO3sKvSxqsgG773b0qGSJgDjpjNU5PuQ1ofkAit5a7jz29afHAw428nvUlvBKUG4HOM5qyINoBZcY74zmuBM9WK0IkgJYEocjpU0MG5CegB64/SrIiXKyFSTjBJFTRwq6uC68tnOO9RzMvlKpthImxeM9sU027lDuBODxzV/7MqR+arknPNJJCcEMOCOnrQpiaM6WBJHzjaeuaZLGSBtUdOTV5oyjYIBOO9RcJncpOQelaRlczasVYoljZTtPTuakl8iNRsU9OWz1pCdzh2B47Uk8AQBhyG6j0quuorEfzE8nIzzR5o34OBk0jqyvlQSD2HahwrAODjnnPrQxWJo5lU7Rggmquq30ghTT4DzM2MrknNB3htp4qjrmo29gXkckvFH+6KHgSHucc5qoRvNWImyrGqvL5FwPkgk3OoGcDPLflj8and/tOs2tnPcObWNXmlAj4WZkLED3+XGfTntWcsjqbW1k3iY7i6gdyS2GPXHAzUt7rckLR24umfbHO7RoeElclP/QOCfc10/aMJLSwl3PNcw3b3sO17m43+Wo4CkAnGPXisO5tJcG2G4AHG0dvb61pWS+ZCZLt8RhMxLu5btwPTr/9eixtJJ9SWJoCFBx7jP8AWqvy6slR5mkiXR/CUc1sjXJbY77cJ64ycewHfpk12HhLwbcalcQwW9vld4XdydwJCgD2yT+HNXvDng66uL1bNRuaXCqqMSojGNwB9ScL+Jr3L4cfDWK10qe+ubEh5pkWNsfcOMYH4tjFeFj81VCL8z6PLspeIkuyPKvFvgeODXbTQdP8uWVEiTD/ADeY7EsW47AZJ/CvVrvwU3hPwC3h7T7VXkuj/ptwJP4dwVU/EjPsqH1FWfCvheH/AIXoUvBH5GkafcXZjkiyHPl7A3Xk7Yvw4rufiX4MnPgyz0mF2ivNTkjfyk+UiSRThTgdFTJx/sV85i8xk1ThfdJ/f/ktT6nB5bGDqSt1a/r1ZwHwx8A29noU3jGVREuoXTsI40/1MKjbGVbtlRnp/FW7oPw9fU9enmvLfD2kMZc5+VsuSQT7fLn2r065+Hq6N4Y0zw5FZ7oILdQTGmR5aqc59yFI/GrPh3wT9m1bVZt0sId49zN0UgklSMdsKPcjNeVVx/tKkpJ+noexSwKpwirbHnuraPf6bok97plmr3U8kSwq2COWUYHc5zj3JNRfCPQVsPh9pNhG0k11Pm6nyQd7uxZySeBlmOPb8q7r4h+GU1RGh0+y2vZW813ckAbAqK6hdw+6xZuB1BA4zW74I8AW2i+G7SOeBcrDECwBUYWJRk5HBODnJzms/rK+rPzf5bF/Vf36fZfmYdv4OnET3F2FjjK5eNick/3QSRtX34yR0xVfxxcaP4Y0GTVLi6BFsix2sRXHzfdBI9B1J/qa79JLO1kWSz0wXDIP3MCE4fJPc8HGPw74riPEWgx6x4lkv/EtzAiWcYKwyEvbwStnnb/y1k2hj6ZKYA6nnpz9pP3tjplStD3fxPGtY8PQazY2ujT2p/f4nuZ0ZjdqhcAj0RpWIVVAJ+fOTjFOPw3gS5XwikIBt4ftOqoPmwif6qI4PGXIGPRG+tenaJoKeG7oa9qtgskt1dZsbeRR5rMAdrkE/M/JJHRRj0q1b+GG8NCV5rIy3ep+Zc3IVN+WYhAM+ihh+JY967vr0oP3X6ev/AOP6hGe6/4b/gnDW/hePR7SCGWyKJsAEcMvLDbnA545x16D61Si8KXOo622qSWyvb2SIiQn5shgSQfQ42n8AK9Vj8NWhtjc3drIrom5hKRxgYzyeBx0qh4P0GF7a4NxHsEokknbOOXxtH1CAfnWCxUvefU6VhUrGdoXh37JYEvH5k8h82dohnBPbPbjA/Ctmz8KTXkJWVlhjIwqxt8zZPUntW7okF5q1hCojWAeQvmGRRuZ8cjjI610ll4egeMGGTLEZZgx4P8ASuKdaXU6o0Yx2OHtPCdvYKgW1UoPv7kycf5/lW/a6Dp0nJiB6bcjHHr6V0DaOkKggJKrHjOOKLPTLi0lkeZPkcFlA/h46CsZVnJFKm0zKl0dLT5WtlCkc7SOf85rmPFfh+1g8nUTbsI451V9ncMQMj8/89u/kiAG2R8OATt2nkfnisbVrdFgLuq43hgMDsc+ntV021JMmpBNaGeNLns7cjyd29fvDp/+qoLuxFym2dQcAA/LgVrsGaEoFIwCAWOcjP8An8qhuLNgjBpSgwBs7k+vvWibb1M3DQ5XVdBUoEt5DuQZAB4H+HSua1PR7bUgAVbdE+4KTgZHrXZ6jARcrIOoBVWVe2RWRewQpd72dmP3lCKOOMflXRTnKKuctSmpM4vVdGW6XLgglSBgdO1cV4q8HW14gYx/MJRu2jHPqK9TvrJ13+WDscEjb0z6iud1TTwVeLyzxkbh/OvUoYhp3R5mIw6a1R43qfgMWNt/adomF3EyrgEcE/05rlfEnhzyJRI0WEzg55BHXvXt0+lg2CqEGGBLqR0OTz715/4x0F7EEwjNq7nk5IjY9R9P5dK9nDYuXNqzxcThI+z0R414m0YRTg2/zIGZAx46E4/TNchefaLaV41jwcZBI969Z1nw1dy6TJcugZlkLKB1OOc5+ma4fWtBaPayxsCFOAO/Of619Rha8WrHymLwzTvY523kEytDJgCRTxjocHH9KitovNhktpWwyAiPLd/T8avS2aw3z7T6FciqFxG4ZWD8qdr/AFH/ANb+Vd0WmeXJNFRXaEEKeGHKsBViBFEO/PJztBHBFQSo/mCbaBnhsHvTopnuCIy5+UbVBIGBVNCTLFuqtC6AASphkGM7h3FbXhPWLnTNWg1RMF4gSN33XB6g+xBIx71kWaSoTNE5DxnIOeBjvj8aeXVHWOOTAByWYdeM4x+dQ7Jm0dVY+/8A9g74vTeHtKsNB1nXhc6Nqw8uxlKEfYLqNf3kD5+VUZcOrehHTnH2nY3BnSKSGRpIyPlcgDoPYcj+fbNfkH+zP8XZ/APjSys9VuJV0u41GF7sxklrd4ydkyDkZXcykEEFHYEEGv1K+DXiLRL3Q4J9Gkhe2uY0kh8hlEfzL1XaxAVgMjHBOcAciuGpBU6lzWTcoHoccYZcCNs55z2oDMOoC+nFNGoWpPQ5CjnJwKRZJJASV4/vYxkVUbGD0YORvGMYK44XoaidWUll5HrT5mVVVy/rgCmMdy7s8HsaEtdAbViCZVzknj3NRziKQhmQ9BwD196kkBcnacetV5XVCV3jg46VrYgpyL5k3K9+CDTDDI2W8zA3YGR0qeYqF4/DiogpSMhlxz0zUSS3DofkmlmzALjCjoMHmrDWagA4yf0FX4tNERwc44wRStaEfJsOR615ykewkrFJbUqoIdcU9YNjbiVOe3YVZEDrHuKA4I4pzQgINqA+pNS2wKhRiGUEdeCBUcjPxzkjg1bkicEO2PoKhusFz8uB6AdKIsdipKoILHJPTiq05/dZXjmrErEFoy3HrVOaQBiVHGOK3g+xnNDZCCgHHPFK8yBQD9KgkmMnJHPrT/lLDe22tCLDgpYbVGDnmo26FXHfOaP3inIBwR1qSAbztIHA6mle2oiEtGoMsshATkkHnjtXM6xqVpcSP5ZZBvAVEXjJ9Seprf166j060fBD8cc9M965C62pGZJ8hJFZn556ccVvQStzHPUdy5Fquo6dLb3FtbpHI8LDz2UlsOmO/A+Xjp61UmVDdMkdpy3yqqnJZiOP61Xiurg2cUAZSqbpH4z8zcc/h0q3CAsbPJhmKqwA4IBwCfY9vxrd6Ga1Na8099MsYLW4njLT7pCV7KGK7jntkHA74B6Vs+ANFGp3gnMRKbs5PJz2yT1PeuZa4kurpIWQKvR+20Dt9McfhXr3wI0SO9uh8h+eLEeF6sehH+e9cGPrOhhmz0cuw6r4lI9X+DHwxS7lGsSWf7vCrEMHAxnPB+te4eEPh+irBNcQK2zPlIxyvPVj9Tn6D60/4UeBlg0uCAMp25UKPYjnP5V694f8EsCsjRjKjCBV44HFflGZ5hKrUep+uZXgIUqSVj59/wCELgk+Kl3dyCQNeaeoLRjH2cJcO0kZz97dGVGeQcNx3rvbvwuuseKdJhuEWUWh8yaNskGRl5Geeiq69ecnpXaa38NYtL8c2fiGWVBGqNDcrMzbNsudzMoHzH7hGO68+tdpoHw3jiuovMiGLJAJtkYwzden1BP0bFYyxftFGfZW/T8jrjhVByXd3ObtvhuNSV5b+z8vNsyqin5SDgHAA4zx04rVi+GtvHZrcKrCR41CAJgqVGCPxz3r0bSfD1naBZRAd8kahcckDA4A7GnT2d3BMsaKhkVSGdjyMYx6/wA+a4XVkztjSjY8q8UfDW0kili02wbe8JSTaowuRgAcjuQfYgcVXn8G6nfoLK9aKGCIuWRFy5werOegII6D154r1A2yTyrMjyGaNSXwO56/nVOeCzw7vbEO4HmBSMDGecA++K6qVV2SOepTV7nnGteHtP0qze1sbg+a8fzzrvxEB7n5T7cjnFcpqXg7+yNPae9t08ySQyW0LNuKucYJJOFPAPGecAcAV6jqei2U6iWxaSOG2bcu4kh3zw2MnGCSfqBWRqen2zBNReZTPAUCFFOUII5HHB/D1rVT5dbkcqkzzKy+G8l14i/tPVG3zwygM4YbEJ52gE9Ao6kH7x6Vr6r4Sea8fUZJG85oiFG0nbyOf88c10gNnFKXClmUthCh5bv07mpLqLf+7jiIx97ahPP4nFKdRtouMLHEXOnFYgb0rKijMiOrMpI55/EZxVPSdOkm0prxoxvui0sgVem7GB9AMD8K6fWdLNxayi5i5nUiMyP9zOcHH+elWLXRI4oY4EiOxRhcqQQv+PT86mMmm2U4pxsjJ0bTpbOCKEMu3aoAZOmB0rZt4I4o08yIYzk7Rg4p02l2kUpEEToAv1yant4BgNJgjHHfjvxUylzAoKLFXyP4bfK4IIJqWAxiXyZQ4XA2jj5frSRCCNljVBgP0AzgVNcMPm8sAlRgjdnisi+VXKmo6dDHkLzkDJGcf/WrnpU+1XEsVwo+U/uwuM4xya6C9mCRHYwBUZcNyKwlMbzPNKg3s4VceldFPQwmhGgjjRHuCvTBAJB/w/8A11BftG8AKDG0c5INSXKrGxwrFc4wCCfXms652CRnEigMuAM5I9q3ir6mEtEY2rZ+3JGuAApI2rjJOBWOXddTlt3VguwMpY/nW3cy7rsAqQu1sswwPoaz722ZpTLAwOV25A5IPOPTtW0Gc842Kc0SyRSSoikKvIXg5rCv7AujhcKxGRjrn8a6B4gke6EgM5wV25x/hVK4tWkLoy9AcN0IFbQlynPOPMjjre1lWxAkQqqMdwK84JPfHT/Cud8XaF9o02VoE2iVSpwO/qa9CudLkS0iUw4BUfvARyCM4H41g6nozFGn8pVJGOUOCP6V6FOtZ3PPq0bwseT3XhRRpstlH80bAhCOqsR61w3i7ws0McXlIuVUbjjnJA6/QjrXtXiHRktbc28e0OI84GcDHP51514/W3e0W4EZViD8p4xxn+eRX0GCxEnPQ+dxtCKi7nieswiBvOOPv8hvTNYt1CkyTIpxuX5cc85yK6PxE0MyvIW2lOdpHXnGPb/61YE1v5bnYD97IB9K+rov3T4+uve0M5YmBaGcE71wD7jpTTAgCTouGLlXHt1FXZyEkLPHkNySDyKe9klzbSQoAZFUSIVPJBwRW9zn6kSkqUktwcrkMM9QaffWzIiz4AJ+ZV7upJGPqCDTNPI2fZZnWMs5BkOflI7H64q1HEm53mlACn5j1Jzn5sdxnGal7lxLnhuY293DeQytFNG4KMnVSOc896/TH9jUab4w+F9lrngSH7DJ/rARcHy1cn97C8G4YXeOq/KQynGen5iHzIp0lmQKUfLMpIBP09K+zP8AgnxrfjTwhZHUtKvJJdIuXIkLRNNFC/HzMFG5MY+bGeMnoM1yYmKcEzeMraH3roV3PdxrE0ccLKSskTPuww6qCP61oSLtY+a+R6E8Vz+hapdSILjVdLjUTIC9xaSeZGT6kYDKR05HpzW0ZCVEjFnVl+UVVKEbXOacncdJK0aZUjAXvUay/JtzkdvamSybUy68dqiSdmICrgEZwa35NSOYdI+GwckDoM1BNLtAxjjsKdPMMEj73TPpVaR9qHP4c1TgrE3YksgcbpHzjHOOtReYJFxjtwcVFPKTyO3vUbXA27twHHTNZuCG5aH5sHSgo3sOppj6acF0UYAwCR0ralgYqPlxkc+lQ/YWZC6t06jFfNuTS3PfSVjDk0+PZgA89h3pklvsQMM4Hatia3I+VFI49KqT2zFNnBPfFVdthYym8ll2NH1HGD/jWddlVBIzn1J6VrzweWxDKB6Vl3yEqQAD6CtI2TuLcy7k4HCnpxiqFySr8gkk8mr05JJVjwDyaqTRl3ZicjPU+tdMW0yJK5XC+YwwcelO3sSvcgY4FTRWoTLEflSLGRIDs+lWpIjlY0AFRx0NPjDAl+mfWpIo/MJ3jHvTiI0GWOOcDJ60nIlrQw/F0lumn7YypZ3wwY8hep4/SuU1d5pIC0y9Vyykcg/5/lW/4w3/AG1S1tsQIVAJ/WsXUCvlMpPCrgsRz0H9Sa7qKtGJyzd2ylbzstsXRcOsgJOc4Hbj8vyrStg0ZRuQxOWIww2jnt74/OqOmWIuLOYyuxXevzL16f4ZNXtMilkhMpjyEO1Cq45wo4+mBWskjO7TNiysA5GxQGyNwPQ44PXr/wDWr6I/Zz0RUuLURQl1RV3IexP+evuK8X8I6PJd3MCSnEKkRvhRuHfJA5PHf3r6l/Zu8GsVileAiMtuWXgE+x9un+RXy3EGIUcO43PreHMM54hSex9KfCHw6whEjQYJOUQKOP5A17LoWjwQorYGCQMkfdrj/hjpJgELi2A2gEZXg/yr0+zs42kVXjG0DJZh1NfkuIm51D9aowiqaMm88L6J4guj/aiGREGRtJALAcEY74zWvpVjHbWcdyYQdw+7tGS44zj3PNW49Nt7ZSNx3bskr0wM4H61IHVp8lN3opH3TgdB3pRbtYuybuRvb+XtUgj94eZAOCe3txVOedZmLMG2lfkAkJyeQe3HPNaN3GsUQBUlRgud3cVmGV/PeMSBsHZyvTv26/WhO5ry6FGf7M0hSGPI2guVA3devT+dZmoJK6tEVkDhgVOBhunFat0AZmMsLylnC7duBjnOc59qzL6OK3QsXfhSGR35wPXrx2rWMmiJQTOd1q1lNo8iSOCxJj3EfLk5/Mcnge1Y+tR3UZWzj3oTku5GeR0Ptziugv0luIiwt8yk/IgkGAo6jk4z1rEuLO4uLsMAxWR+cMcD6jtXTGVzFwsirZWc1rFkoXkwPm6AEdfwqecu9qjbVJTow9Kt2qKibXVVYqMKAOCP61BfDzrcR5D7ju3Dj8CPWndNiasjAuibniNQWZiMYyOBn8Ogq/bbXVZC4LFPmRmAJzz+PNQxQBLgkOMoT9Pm7fkKsRyJ55ETEPnBAAJwaq6ISIbhLkSHdsUlM5yMf/W+lQSmXyS0p+V35UDHT6VrSQrOjCVNmABnPXnPNQS2dv5TFFyM9D245rM1tFoogqcN5H3xu2sMAU+4WQxttbBYAEAgLx1pY44sDy4yGGdvz9uuKZMCyEshVnBBXHQd+tUrMmzRQuZWyQpJIbYAo78c1VvrVIWXyWUqvBBGCTzzVpo4gRG7DO44A6kVW1GO42qI1OEAzuHPUf5/GtorsZtXMufLOHiTGAQR1xWfdMhQbohu5BCnAzWldQtM5VIwF24b5+M9+lVJLcF8hPlXPyhvlJ/pXQnZHPNXdjLmlKkxMpwR02/e7VTkgLDcSNhz8wHSrd5Oj/uDCUAY7gp6k8/4VQdn2E5bDHrnj9auDdjnnGxFPEkToBIMkHBA7+9V5FWVGhUHzMHpjB55NWpRyAvz7cfnTWRJVLK43bhjB5/+vWjehg7GZqNrKtoDFKWGMgMQefb/AD/OqFzasYdwGVK8AD8q3bmF1B8kqNrqQcdu9Zmo7X3F7fHPGOK1pSexz1o31OK8VWSLE0rTkh48bm/KvI/ElvJLa3tnJbpmHzZBv+83Oeh6+nFez+K4reW3dYn+6hwOPyxXj/jm8jlleO5s/kYEoQvOeOOfb+VfR5Y22fM5mkjxbxLZLJeOYAAzghlLDA/+sDWBdxCJXDcEYIwPQ4Ndh4ms1t7l1HyMsYZWxy4/wrA1eJbu2WZVI2kqcdSSe/NfZ0pqyPia8XfzMm4RXiLleoBH0P8A9eq25rOWOZsqFOyQg9s//XqcJLEjQTttK5V8r1xkYz+tR3pD2+8IdqgCUg9um79R+NdC7HK9yK4V1uyCh8uZQAwHXHQ/X/Gp0heaEhmLSIm9Rt+8v8QwepHX3GabMIJLeO33MxAbyyBj0/wI/GktLt4iryOzOsYMZL5J7ZBP5EU+hUb3L1ncMlv9oMaSRhvL3bcZHHHseQR6ivtb9ga90PT/AA+L+NNZtIpgU1Ly7UvEjKciVfLXmPkhgyttOSSATXxLpTxvKItkfzZykg+XJ4Br7a/4Jwad4+0az1PR9N8RQWxtHR2024tjILiKRQ2QxwVYEMoIz0xyDXPXX7u/Y3XY+1vCxZbNfJuftCYBEbMN6js2B1GK0TLEoO1dpz1HHPpWHot3JDbR2lzbozIcI6HgAjjryK1DNFGCY0zxzg8VFKehhUWpIJUZDubHsKilBQfu2JU9ATUDXrMC6ccdKha9U/KZD+FdKZk13JZboqCgbJ4NV5JiBlz1HGTiq887hy6HGKhe8Qr+99Ota80bGdpXJLiclMZ4qMOJSymRR8n8R61Xe4WU7WPAHPNMSUF8Fu3UHmsJ1LFpXPhLYGi2kAhTnGMYqNonK7CBjr71ZX7hJbkUOn8JJHHYV8u2kfQq9ii8KkmQhgOevFVLxY3QMkWP61fmhO35gck8AtVe5VVjUuM+gqo2uO3cwr6E4ZguQOMVj3cKbiST6HFdBfpJGj7iArn+E9Kx7yEOGIDccdK1TYramPPZ5XJj+8eCe9QyWf7tmKAkkbVHFbMtspCqoJOe3aoDZxvuQKd6nitFMloyRbsr4GR2FKLYByrZ6Vfe3UPtJ+Ydcdqb5HOcEfWtOYmzKiWwBPrjuKU2jsuYE+Yev8PFXBbksflIFJem3tbF3mkx2wDz19O/ejmb0M5o4Xxfue9Ek5BhiOGmZuXPXgf56Vz+oLutQSwEkzqxQDgZya1tbcXdw0CQBUMxYp/dyPz9M/QVUtbV9WvkjM6qgXe7Y+4O59+BwPevWh7qRwy95lzTrG1sPDjTSMXuGlC+VnB5HUfiB+nqalsoHtljtmfPlrlhnnJ/XvzUkt5af2rJf2IkiithizPB+YcIxz0Ofm/Cr3hq2murwXIjBGzaC3PXknNRKVlcuMeaVj0D4ZeHWnuogsuTNGv2h3GApxkqPp0z6ivsr9n3wifItZTESPL2rGVxgDjPsc/yr5x+DHhtby/tNPEY3PiQMpyMNjH6c+vrX218FvDwCwR20CiOJR84HUd/6V+c8SYvmdrn6Tw1huWmnY9R8HWMdiY42Hpyy5/nXYQiNYhJsOVbAAXqPwrB0eONZtisAxwNqn7v49q2xMyRFRj7nU9x659K+Bu3K7PvYpctizcGYsIxMR8oOSM8HuaiN5EFARlILgj1AORk9sZzVVp50V0jJGeCzHBHOCBTVAmwlumF3YDBRzjv+h49uta2uNLQnjvZJnEcQZyQQZBGcZz6U1PKlPmyxZAOFIj5C445796lt8Qg27yncWJYuwXHJA/I0s8kaIqhztx94nOe2PbJzQoSZaaZR1FI3UGVNzFdvBxgdM46ntVG508Fwk7M+4D5Qeg//VxWrIkUrs8SZIG5mHTtwD+f51WvZ1iIESPlycs3QDj8eM4rWMJIT5XsYd5pYdtqFV2gux67gOeeOv8AhXP3M6pK8aruxwBk8e/PWuxuPLlg8yNSwB+dcE8j/wCv/OsbVLO2I+eIKTkptPJGR1962hF3IaWzOdjA87fO2NyYUKO/Hbt1qO9jKrJtL/KeSTgGtWXR7W4BkV2DKeBHiqt3pV1KrqGLIDl8n06U7O5TiuUw0hQHeQGJY5wMk0xbdJJ2wrLk44ODu9f/AK1a8WiqkXnIMEktwCB+Q/GpBYrHNvmWRVwWXtitNI7mFrvQzYrWZoColZSSCSDSXFuQhd5C3JINW2t7pphJCrhSQAHU8DPsaZcWE4RhJIRnqp7e9Q3c1UdChBuE23a4wSR8vUU2aIuGkMmSMDn0qy8YNwUV33b9uRx9DVma2t0RUYgg9TQu4+VWMX7LI7g3KfTB4IPeori3AQsEP3sD5uBWjqUjFgVRWCDGAfuiqrxt5WwnHfKmtY3sZTimjCugCXZgF2nBG0Zz7VnSqHHlK3K852/41vanboIxMxBGOCOf5ViuYiGPQE7st1AHX/PvXVCMmjjnyoxtStTbzJJhlDAgjt9azXRpmMo5GSMg9a1dTuzOfKVk27dynOeT6VRSOIhUEuQBjjuea2hCfLc5Kk43KP2ZinyqpfgAc80yeTzWaMKwIG1sHrn37VadyTkyKSWwcjp/9eqVy489n3LyOc9AapJ32Mm9Lld1mERZpiCucbelUr4TI+IlUhhgjjJ49fWr0j/K0XlIVH3RnHHcVXvN6oUWIjA65Bx9MVtTSRy1Hc5jxDpsb2kqkgNIPmOcGvIPHUE1tCYo7UPLExKEvhvYZ9M4x6GvbtZhWWBhLnngggAjivKPHqTWSPbXMKycEIz88HvXtZbK01Y8HMYKUGzw3xML24lCXyMskXyb5Ww6jsjD8T+dc5qRis7uSFEKwzDdFlskDsv1B/lXYeLbVJD9pILMeDtbIA/L+fNcfqttLLEZWBkKkNuU9Bnv/nvX21CXuo+Irx95lKNo5boW11EojlYbWC9CeD+fFRRWn2C7aynbHOyQ5z8oyCffqp/Ci6bzoQobkqCoFSyzNqkJnI2vEFJU5ycfKc/kB2rsu9zhtczru1ksroiJnAByox26Zp9jYD55HGdjbkI75/8Ar1o6jAZreK/nlZiTscckoB/nNVoDMq/PEspRtzRk439uKXNdFW1GxWJKx7JWEzSjy1Jwpyefw/8ArV+if7GOh3uk+H9H8eDRbOzge18hhZMGa5XlGVmOcsrKrLzjkgYya/PjSbKW5uF3qyxmT5Gdgdn9c1+m37MHgE/Df4c6VoGpyC5zaiVZYQwCl8MVKEnb83ORwTzXHjavJBJvc1hF3PZfOsrkedFGCG5YY6HFQyTPGdschCdME5xVUXixlktkYRjrUdxdKU3qw9OtYUZOxM4osPeSuCQ/J6844qvLfAOMEA9qp3E7YOSQM+vSoHmJb5mPv7V2RnaJi4al175nywfp+NVp7sh8Fj71VaVtxznA9TUNxJvYEg+1NyYKJcW96lh2qNr1g24nIx2PSqRmwMMfpzTDMnUuRx0NZSd9xtaHx1CpL7ywwabIyxsQrMTnkjtSqQU69u9RSZZcLnJbkV8/qnqe4loIRzgHn1Y/zqCWMEGMuCx53HtU0hkAJYKDjnmq5dWVm4B6dKtNMrSxnX8KFCoLHPr3Iqg1mSnuBk89a1bnZKoURdjwelVpleQlNmwY549qrneyJsjLltWZxhjjtgVBPbLG5ZW5c88VpvDtfy0xnHQdqingXHzgcGtFIVjNe2w3DgE8/hSCPy2JJGWPykDgCrUsW1jIBjAqPy4wBvHRTlff0q7ktETQJv8AlOQRknPvVTWnSyspbnGTsOwnsexHv6VbV8KN45PUGqerCJrQyTfcHJx94+w9z0rSC95GVTa55rqFrLFPslkdnchigPX0B/So9IRhPIElUF34T26fl/SpNVWRtTmR7U/vG5GTwc9qfpgW2umcr91drL15I6Yr1+hwfaHFjLIyopCM43qDwTzj69x+NdX4G08y3SyXTBVjG8KXALDsPqe31NYNjp5EqpuXLyDjPGTxn26c/T3ruPB2kveTJFcxnKsGJ35+UdB/n1rlxM+Wm0dmFp81VHu/7P8Ap0sWoxXK24DSEq3p+H06V9tfCfSn07w+LiZiGkVdwx059fSvkr4E6XPcXtlbW6gRb0UhcAk+2f8AORX2l4cit7DTFhAAdIQVCr1OPqO1fk2f1nKs13P13IqHJQTNNZZLe3XYQzZGWHTPXmtWC6Tyx8oLKCSCPrnP51hQSpZwheGIAOSf8e1U9T8XWmkRs890AcZffwcemO9eBCHOz3pSUUdYWijKyzybeARk5Dk84oh1yyhkZIhvMIyQvIXPTJFeA+Lv2lYppvsmhSLbxIxSLULq4T5yDgrGpzlseuMAE4NZ+o/HK70LTBYpq6BkXBCF185t3IBPzOeQckIefugV69HLa7jzNWPMq5jRUrRd7H0W+peYy3MsmWbK7E/h7nOfwps+sQOJItwbOT+9fGACeT2z3A9K+cb39oG+0+yWXULiXaYw+FidiVHUjA7YP8PsSMVyPir9re1ZDFZ6x5xlZmVVlX5SPUAFQMHg8nit6eW15PRaGNTNaMFqz60/4SGygVUScGFGwpZuGwOMY7df0qrJ4osiXfdHsfhmIxgD69e+frXw9qP7bGvw3uLaRtjoHAuTu2jocsp79uAvTFWNP/bY1id3kudGdIHIjhnILiNjjCsF5UnnG4AE9xXZ/Y+K3sZxzvDN2bPsy68WQJcNaWchCqnzkMOfQDn0/nWLd+Jobpw7yMcDcc4yAB/n86+ctP8A2o9Kv1dRcRb7hFZ4ReCN5sEcqrkAnGeDjkEBm5xuaV8X5Ue6XXC0fmX5S2DLhGUKoQAj7pIGSD0PfBFc88vqwWq1OyjmFGb3PdrO+ik8qSJQFzuJL5xxn65qxdTwxKiFShlyGZFHLbT+Rrz3wj418+wSUSkxlgq+W24FcAgjseo5GQa6MeIPtK7pWBjBBEb9AwrhnBxkenGcZxubdsfLiS28wu8acjdnGR196L5Y7eWAbjht4OJAG4x8x9PQZqjFerLefZI5CI2iJDoMA4H+JqSVnVprxmZ8gMUXHIxnGO46e9TyXZLVi7GokYsJMMgypQZ4xVS9SKHTZ9vVE2jDZPP159aSzufsBkVyCu9SoB6BhyOevNZmoeILeK1mj+0BSxYoS2McZ/TmnGleViJTsimkzLMHWfLhskFsds/0NS6pqttHEj+aCJFJA46muK1PxYlpcLeE4UlfNJOOOBzx2/r71kXXjq1nuYILG/DySxysm+UHcq4G446YJ5/Kun6rfYxli4xjqdxc+IES2iEwBOMNtAOFxwTWde+KLW2t95fKKeqjrz6V49P8W4rVZbsQmX7XNItrvcIHUY5JyTt4J6dCOSTiuM8R/GCeG3Ec95bwpIx2xXMjOFUcZ2AjaO44P4niu2ll85ux5tbM4U4nt1149t5WeJAqIHJTPOcH0rJvPHdtKGFpcxs6x/Oyt/TrxxXzNqn7RmrW8rW9lbxyW8cjCORoljVh6DcGJ7njnnHaqKfHe41I/aLuymtcA+X5Fy7OT/CMbuM9z+letTymoldnkVM5p3aSPo658Xq24xyrhlCgADn6/wCNU38dwq/kllRV43FsYPpnsT6HFeE2vxajmuGTVruSFUwQbePc4Pbcpxzn1IpupfE3TzcfatK8RPJGJMJFNlWx7bsgc/w8j8K6I5dJuzOKeZpu57v/AMLCs1eTzJ1Bj+9nGAvHJP0IqaPxJpuqhzBKGUrlMHjA69q+dtf8epfN/wAS+9uLmN1J2y4UxA4B6Z756HtU+l+NLiK2haK6ChAQz4Vt/oOBk/j09RVSyr3bmcc2bdme/wAV5FJGcuVA5TcO1Tb2dCRgqQOG4zXnfhTx1DcWiXc7A26tseZF/wBQTgfvOCAc+/B6gV2un38c7gJOJEkxskUk15lXDSoys0d9PEKtHQLy2VomU/d5yMZwPwrz/wCImhw6hG5hjG0joQce1eiSNFDO0MOG77ecmsbXbFZopDHEGU8YI6VWGq+ymjLEUvawsfM3jnSWindmi+7woGd3Tue/fH0rhrqKFWKCUBc4bcuCMj/PFe8/EfwrJJ88cZKtkMwGP6V4z4s0eeyuXt9v7snKttxg/WvtcBiI1YJHw+Pw8qU2cTd24hnOFOMHKnnHtRGJreSTkBLm2ODjuCDj25Wrt7bF0YyqQ46g9Qe9QeVJIiI4xhThgCcCvXTbPIcdRxdzACuCjMCec5YfX2NPMPkEW6jMYfIGeUbuM9ff8KbYwtcb7RZcRzqSi7uA3OOtKt8HhDwZBBCv67geG5/Kl6FKxp6Dp8lxLGIUSVw3zyZGXG5QBg9TyTX6jfBiMWvw50y3mhZZIbONJAYioyFHPPrjPU9SK/MTwGi3fiW0sYrKKdJ3Tcsi8jkHg8kYz19vav0m+EmtXk+hQ2lxdGSNIFMe6QMwQgYyV4JHTPB9RmvPxvvSijWK0bO8NwJVwozjvVeeSUPlF+buKGDBSYyBgZPNVnmYHIzk8DFZRi1EnS5LNK5UoAuR1INVpXkdsZ60vmOq46cdRUTOd3J4rSLn3E0mJK5U4lJJ9qiluAF2EdCDgUlxKy8jrjjIqAljl8HGcVrz2Rm46imVAc89cdKY0wkJBHA4HNRMCT8o70jlhj5Oe3PSk5IGtLHyQ6BVBPc8jt2qGQjcWaTBPUjsKtLhSBJnhcniq80AYkhcDtngmvESs9T2Y7FWZkyXGSueO9QTOWZgwA2ngHtVtoC0TEDALAnJ7VHJahm3D071ScUymyCPDKZ5CSQcDjpUVxCLmTzmY4J5IqzDFscxsmR6e9PktmcbMBe+3HWltK4LYzmgDM0Y4Ablj3qCSONJyPJZlI6nvWnJbqeiHGfvY4qCSDDHcuVJ6Yqk0GhmXsapMQiZ+oqjcKw6dRwMita6tm8zCLwc5U1UuELIX2KfQAVrFtbESVzNlOcKSOeuD1qpe5EZk2BiPu+x7E1qfY3bKlMnOeBxTXsGMfI+92x+FbRkkYTWh5nq9jcLfyLK4WQycnPJJ7DHtSWdh5Q+x2nz+ZNuaYRYZu3foMHIHvmtrxFplha6ktw8xCgkhQRvZgOvsPeqmmabqd5cPewiUK8zZZPvbVXcfwAH0wPSvVU7wTRxJe8H2eIeWsJ3sh+Y5yCOgbn+XtXe/DlPMlVdpJYhQy8nb/if/r1xty8Rl/s3SgZgmx5WEYBBwAT16A5HbOM4rv8A4VxpNqMdsZPlJ3B+4B/r0/AVw4x8tBs9LAR5q6SPrD9ljwvLLqa3MlqAIgCH6kf4f/Xr6flkENojpjgDcBz169OnavIf2ZfDK6Z4VTUyhVpH3oSPvjpXpGu+J7XRNLuNQ1GaOKC2iLTSSvhEUdz6V+PZnN1sZofsuXQVHCK5k/Fz4u+HPhZ4Tl8ReILwKFISFVH3pGHyr0wT7da+ZPFvx/8A+En1U6h4lDw23m+ZLbxRyRsIMbQZQfnYs3KxDbnqeOKwPjj8TdU+MHi9NQ0+Oa0tLVmWwMt35YaTf/rEhT52ODjcxGN2cdq5K4trTwPfyh7O3vL6RmKbrl5fs2SCXkC53SEcAEhvpzX1uV5TTw+HUp/Ez5XM80qV8Q4w+FHQ694s0zV71r+90+W1jWESRWnmLvhBXAUjsMAfL8oJOSCABWLL4qi8PW08mi6lOqxsziYzo7bmGSTgYU4wMAZGOBWE13rHiK7MVq9kgQ7lL7VSNmznaE2hfXJG71b1v2vwm1vxP5cV74egmIbDz2V2pRhkc4cYz7hu/SvXdOjD4meZCVaotEcp4g+JmqXrkXfi+YzmRjGLlXcY7EEqwB/AfSufvfE+o6hdD7TEs4bA89YIyW/2QxUH9RXu9j+yD4T1K2bUdN8T3Vpd8rNZz2sWVYDqAVwOvbGf1qOX9kL7IourW/KTEYMghwSfUFSMHj9alY/AU9E9SpZdj6jTa0PBLyz1MXiyQW7Ic/uy7MNv6HGemRuHXPHNTaSfERD/AGG3jIclZIZYDIkqnPWPoTkcEHr8vOa91PwEGlr5V6plONrMUI3A8HkHGeM+mQPrUen/AAok0dWE1skrqV8qSN2VsjuQMYbocnrwOozSeZUGtDSOV10eV6Nrtzb3DCSIRQ3Bj8qPdlIGzguhbJCN0Pt1xzXrHwy8YrZeJdPs78zy2k06TiG4m3eVLGpUqH7/ACtkf9cfYCs7Ufg3nUykVuskcxZkcREOxyGXJ44ycccZ9OKfbeEtUt5rXba/LHLIcvAu7kFmBOM53BuuRxx97jCtWoV46HRRw2Jozuet6D4ubwZrM/htF32g/faZErcRu+3dDx0UFw49sjtXe+CPHcmp2Q1K9OEYMEZmwGA4LH6kcD0x614r4e/tC2nhvtSjH2p0VQ3XYEJQsR2G3GO+T04Fd34UNyLSC3tocRxIAFHCx44BY92A5A559OteFiKMGtNz6LCVqkdz2DS9UDxoLl9olTa3zdRkZHt1ArTnusxCFcrsB+XIrkPCkMrYvZJcoY8Qs7buD39//rVrb4LppC90u9SApZ/mAPoOn/6q81xSk0ewruNy7d6+7yGDdgbPmZsZ9cD+Vct4i1ryYmJYIsj7c888d+PXNXry4SBljG5iBksBnJ/oa4nxs13DHPfR8gLhfMk+TnrwOeh9e3tWtKHNJHNXnyxdjlvEmq3Rvra2g24Ns6v5rkZByB/Jhz7Vwt34wn07eyO7tMk8MZIAyAQFJyM5JDNn061s3tzPf3drdwGRZUe5jnVgeSWLKx9h83I9a5VvB9zd6qxntHjV8I0btjB2n+IcZz1+le5ThGKtI+eqVKkndHH+M/E2o3dwmnRM1rFHEsOBGQwQDLH1PGMY9fpXIeI7a+vbUrMnlENkoQCTu+6MjvjqPcCvYrb4YTM73MjiV8szGeMdwBngew/yKh1X4Y3t7Lujt1wMMHjHAIHP59OnAArthiaELJHFPCVp6s+d79ZfPKNAUfldkYPIHYbc559PX61Ck6CFFNw6SHKlPs+4xJ7EjapbjoM4HJHSvcZfghd35G5F3kEuuWI68DAOOnrVuw/Zpg1OTdeSSCBM7YURY855PTOB+vNehHMMPBbnmzy+vN6Hz/LNLZopW4klLHcIweV47nH8jVf+1JipEN3InXeZSGz14Gf5V9N237LuhRxtG1lHt3ful2l3I6YOCMj61V1f9mtNmwxW65UhcRqeO3yr07dTTjmmFuQ8qxNj550LxOsdwFvmm25JBDMGPbAwCRW9bJ5lsLq11S1ufNyk0QlZXXIyQ2QCvoGI/HtXoGu/s42+moY7K0ilcxZ3fYGVc+uQxP6muUv/AIO61pi/2rBo12gQf66KEKc+ylyQPwrshi8NW2ZwVMFiaO6bMfwp421vwzqpjsrp49zjcko38Z6HkAg9D2OeK9++GfivSda0Iy20EdjPuy8EK7VRs4yo6DJ7YHWvBrnQPszmze2kNyJMqpL7unQpgfpj24qXw3d+LPCN8NQ0i2lBjf57cptEq9xg4PFTi8LTxVP3dGLCYmphp2ex9VW8i3UPniZMMowT3pJLLzEZGXar/c281geB/EVjrejx3EbkzSRgyJkEodoGeOxPPpmukgQCIK0vzHBBYZ5xXylSDpya6n09OpzxTRw3jXQyGYyocnI3dq8V+JHhllYnZkHO5g3T86+jdcto7u0O6PLEkdc815j8RNESSzlGwE9GGOuK9XLsRKEkjxszw0Jw5kfOmq2wMhYrkqDkjPzAf/W4rKlDwsMEsAflOea6XxPZ/YruRIzlQc89T6j61zd0Vh3IEyFbcG9VI/z+VfYwfNFM+MqR5ZWLKWDWulw6gjDMvy7GXlkYOpPp1Vh9QazJD9ku1Mo+WSUs+2P5TzjAx1H+FXrXUpoIl02aRpI3Q7PMOTGMghl9CCSfxb1NUpS7XnyylEL7dzN8o+np61cb7E62Ot+G8cX/AAldreLHJKIZ9yqF5YcZAx1I/PGCK/RP4Q2Xh3WvDFne6PYQwSSW6vby2smGlTrye+f164Ffn78FtRttL8X6fJfNELY3CM+9uAu7azkeo5z7ZPav0J+CVjZaXA2j6XDJFaE+bp5liIO48sAR8pUkkgg85YemeHFt86NIPSx2TWhSLEUzZxznP5U2O2YcN8xAxn0rbeAlMsnPoOxqq9uHJAXBz2rFczWotLmZJEU/dkAe9Vp4tjbjxWrNZknOfYZ7VWntiQFI3f0rS+gkZuwy5Ld+BnvULKyKRt4Jq3JGAxK+vNRtEzDGOaSaBplSeNVGUT8ajcNjcOABVs20h4KjB7Y6Ux0ymUJGB6Ucy6EvzPk1rVofm27gR94VXuIgAOuP5V0T6WzIVAwTjPFV59H/AHeO+PSvKTTPXSsjnJITGCoOAcdqbLbyKSUA+lbx8PvKmccls8Up8Ptgho+nSnzJMfmc9FExfdnJB4GO9Pmh3gE8kj5ua2m0SQHcV5AwCOcCmjQ5AdqRnnknGKltXuPQwzH+7G4cA9DUD27yABQTnuwrel0p1QAR8AcnFQnSG2q5U/d6EYpqSHc557be5DHnp9KgksyG2KnQcbq3209REcRkkHIxVf8Asos+7GePYf8A6q2jJMh2MQWZdAM8AYwOefWkXT8fK2AOpyTzW0dKcvuROM44PanCwMZJEZIAxt61fNFGUlc8t8d6XYvriG5uliHlDlE3ErnkAY5/Psag0SM3QlfS52gib93LLIcKwYbskDOFGBwPYGtbx7pN5qfiHyjceWG4wpLFj3AA6sc/TrWdq+qzaVo50HS47dcsXnmV9xdwe/YKMjgZOO/PHp03elFI4mvfdzMtYDeC4gt5VeQTBXkQ5G08Aeg5z9cY7V6n8AtNkm1yKzRP3hlACk9gMfh0/OvNbWKK0tHe2DBllDMQwwTk/wCRXsX7IunPqfxAtg29trhixGeQc4/OuPM5qOEm+iR6mUw5sbBeZ91+CIItK8MW2mKWAjiVCw9QP8a5L43eINQvNOXQ7QSxLcDN1cDBEa9FADfLknB6MeOgyCO70TT3isIop4/lYAKW7HP6Vwvxl0K8vrKSS2jmmlxhIVHH4+/c+wxX5Th4xli+Z9z9ZrzccLY+dfGFg9xfLpMFtLZx287+bcecVLg/6wDy8E5YnnoN2B1rb8JeA7QKJktSWXHllvndRjGAWBH44qxo3g3UbzXpmvreaUq+25htoGmeJRg7nP3Uzk8sQB14r0zw/r3w80u1FvqnjTw/YEHalpJqEt9dP7iPTYLkA+zumfavs08VWgo0o3/rzPjfaYShNurJL8fwRW8LfCzTVi8zaqPtHzFASPowA/n2rpLX4VWMR81BCzseWIVWb68Z/U0678VXdhdOvwy+H/jTxLERlJx8O5IIS3YAy3yEL77cn0FJYeLv2l0RUb9l7xVLHj55DJptsCDzja/mkenU1yVMszGWrcV6yR30c2yuKt7z9Iv/ACNSHwaICi/ugoyF2gDHbFWJPDEkpWNBux/ePJHr1rJvviD8arJzPP8Asv8AiyKEEtgappcpyex/dLxxx0rA1H4//GHSoJIbj9m3XIkUHyj/AGRFIXHfcYrodM9h26VwzyXHN3jKL9JI9GlnmWWtJSXrFnQ654IWYFhbnA6ggDJ+lcvqHg1LeQtJb84wF68elZNz+1jq1tIB4m+GGrWaquVVtNubfJ754lH61saH+0D4B8cTx2GnW8sd05AWCR4s56YHzBmP0WueeBzKj8Ufu1/I7KePyut8M187r87EA8IiSHaiZUZ2g9uuaa/heOGAiS2BGesYxn6122lf2Pel7LLR3UTYks542inQ/wC1G4DD64qxcaDAqMVjA9FPFcbrzhLllodqp05w5otNHmOneFLy98QNeQ2sccaRBD5vOCM9McdPyrtvD2i2tlGwVYy4yER8AcnJI7k1Xk0/bcmMxtjdn73+f8mtvT9G3+W5w2MZ+bNOpWlJWFTp007osWWmtHIZXik+VcgQEjPfHpVx7G2LbobVkLjI3IR0A9+nvXQ6Po8NwqxSo8e3uRlT6c5/Ol1nQVtJuONqnPQZP58duPeohJyR1XikcZqdzNb/AOjyBwjKej5H5jpXL6x5skEsYiLITwMjPseOvpXT6zpjAtIZXwpyOSPr0rmdStp2kz5YCEZDGTA6+ldFN2OWs7o5I+GIbWRJvJ2ggA4bIHPp27c+wqZtAtlbzCq8kZIUDpxn61tXEJJMiqCO/wA3T/8AXTYIkkDPdS7IkHzsw2gfXPArsUpzPNk4QMqLRRN8sMeGLfKduT9av2fgG5vY1ikjIHYY/D/Grx8Y+C9Ct1lu9TtowFOJJ7hYUY+xf5m/4ArH2p9t8S7/AF4rB4A8Ja3rG8n97pehkRJ2x592UBz6iOumng8VNXSsu70OOpmOEho5XfZaiWvw0tVO2cbPm4wOR6Y4rU074cxRybbi3kZf4/3eNwqKC2+PuoeY4+EMFuWbEcmt+MHTZn/pnZqgP5nFW7TwT8ei5e6tvANrkZEb2+pXRGe+Xn5NEsG18VWK+ZCzGD+GlJ/I0x4M0+1twptJRk8OIyD+PY/jVbUfBNsgYSeUEPP/AB7jOfTr/L8qzNX+G3xcvZGubnxX4SRiAFjtvD9wFAHYZl4/xrJ1P4a/FKEOU8R6FJuPDxw3kRB/Cbj8q5ZYaCelaP3nVHHXWtGX3L/Muan4dtbO3Z7KBRIckKqtjp6A4/Ej8a4vxF4LvNUXZdQqo/iMszSEeuETgfmaXVPDfx20PMllLFqIHVLPVfm/75nTn/vqsK5+Ifjrw7IYvGHhGWMbQXa8t5Ilz/vosiH8xXTRwuKWtOSl6M5K+Owb0qRcfVf5HJeIPhd4d0qc/aEPQ8ySKFbqcELz37g/WuL1Lwha2WrLLFb74pcN5/2X5QPQfIMc9eAMjg16/H8SfBmvwmJ7c24I5UhZEH1aMsP++sVj6hpcN1dDUtNnMqseWjbIPP8As16lLE16elRNHlVKWGqa02mjO8EaWdKuG3uJlc/uSyDgdcA4GR1/nXe2EaG0E9rH8ueU46n/AD1rlIG+zBY5rZYynPmOoHTv711uhxzQybJgdrDGex44+npXHiW5PmOnDJJcqK+o2DSIFOd4Pyt1I/GuB8d2UktjKRAMgHcQeK9Uu7MbTE5yACN20DHtXDePbTyopkQgq6EFCP5VGEq2qJEYyCdJpnyb42Ii1SRUkKqZCnI53dPw9PwrmTFFcICUAYnGTj7/AG/Cup8f2f2LXriK6O1WZgxHzED1B7kDnP8AWuVSVoneGFN7rkAtjBB4z/Ij8K/QqDTpJo/O62lVoosZleFHYFUmK/vDjDAgkZ9DjvxVny0ksZJUdFjaTCoWyc5ypPpgZHNGsQtawyfaI2MjxLJG45zyVYk/Ug/iaXR7j+1LVrNrc71GxGReSqgtg+oHzHnkdAcECtelzNHZ/AiSG0+IWhfbrZXt/wC04omMij5dzhSGPXjOAK/U/wAP+E9Ih0OJdMtlSMpuVFIIRuM4PXqOuewr8xP2fbfRIvHmnf8ACRNbXFnNKYXTOVmUjgKAM7genAI9RX6f/DW7kvfClsYp3ljEahJJDliMdyQDnp1565rhxetRGkbctzQSE+Rl/mbHJPf3qFrYKTtHOa0ZIpQNxHAHeoGh3HO38fWs18OoW1M+SBOQDVd7UAcjr1rWe0Lp5ig89RVeS1dVwASQaH70dBpWZhXFn852rgE1F9lZW+br9K2msPOBZU6HioZNNkUgFcjsMVnGNt2ORjPaAZCd+2aT7ATnce3IHStaTTQDk+n60LaSZwM+1aN6aGbR83yaIQpHl5xUD6D83KZz7V2LaaG+bZVefSjgqq/MOuK8aEmeyzlI9BUELgY7irA8Oo/VCxx+Vb0ellWJ569atRWBCYUEg8ZHFTUbvdMIpHLN4TiOF29vSlfwpCIvljOR6jpXWR6c5JGzn39KlbT1bOE4HU+tS3qVy3OHm8NZh2GIEDoSKoz+F227ynAPPbNegT6aoBBB5Xt1qpLpZ43qQB0FCnZj5Dz+58Kgnf5eOKov4dIO5YyBjqa9Fn0pGQ4X5iKz5dKAIbaTjpx1qlUsL2aOFfQmi4K896aNCYMQUzngkgYrsZtKUNwvPao00lWPllDg9/5U3WaRDpngvxZ01oNbWz0qVI5FgZpJWBLDJA78KAAefc+1efy3Mi3zxWkETkKRCF5CnOS3+OfT8vW/j7oE1lq39pKuIMDcrcCRxzhvb6fzrxjUmk067kieMo8kJOw5ym7oPqM9Pevbwk1OijgqxcZ6l671eOPTItLsX81AuZZz1lfn5voMkD2r3P8AYHhutR+IwtoY9wijDyNhsAfhx/8Aqqx+yl8IfhV4t8AReL/iF8Mm121XxPdWWr3DajJatBbxWMc6rHIgJR2eQ7eOkbknop6bQvjb4f8A2afHTeAPhH8M7a1u4bNW1LUNUu11BpZJW3xun7uPYFiKoVYMdwLZwQK4MwqvEUqmGpRvK2+lvPrf8D1Mr5KNaGIqO0b28z7r0/w8L/RY/IYgY2LtHzFs8fiTXj+r61rPxd8X6h8OPgu9tNZaVceTrvi24LG1hlB+aGADm4cdDghM5GW61xNv+2P8TNc8G6rpOsa/DbXF1pzQaU9h4fiDfaJCEwZFuF8nCs7K4jc7lA285r0v4eav4M+G+l2/wc8GW8n/ABJ7RYLmfywgmvfvTtx12k7cnrivkqGV/UourVXNJ/Cui7t9/LofVV82eNn7Kk+VLd9XfZLt59Tb8Jfsn/CSzdbrx7Nc+J3i+aJdVk/cI2OSlvFtjX8ifevQfA+g+FPDt2LDwp4X07T7YNtjSztEiI9TlQDj3z0rIsdYllUAMoUKCFU8Zxj8fxrf8J3ttpe+eZfmfJ3Y+VsdOSMn+VZ4jFV3F80ma4bDUYyVoo6m9vFsLIRN5bhurGLIx+PauF8S/FOy8PebJPqsUcag5PAA9vQfSuY+L3xXvDPLp+l3ywJEM3d1cE7YVPfjBz3wOw5xXgnjz9oTwN4YdrPRLWXX9Xjchp7nEqq2cBkA+VQcAHjOfWs8NgK2Kd9f6/I7K+Mo4da2R7bqn7Q+rXge20Pw3e3u8/KVtyiAD+LL7QfwrltZ+InxXuijz/DkSCXJjJuVUnnpz9K8gv7X9qv4u20GqadYvp0G0mBUm8sIGHPX2NeM6jL8b9etdSvrfUJpYNJLG6upb9VwAwU7FZgZCCwyEyw5OMV71DhyMk25fj/keLiOI4Umly7n1Je/EfVNOuN2ufDjULeRM+Y0YD/j8rHP4ZqrdeLPh347iNhq+kadehxg2+o2MbuPX7y7hXyFp/7QvxW8PXc2n/8ACTThIztmt5JCc44OC2f8K7vwv+0RL4pkh0zxZ4fiuike0TwDEm0c7uOpHXjFRiMlxGGXNB6eT/T/AIJrh87w2KfLJfej3ZPgx4HuNsvhHXdX8OTK4KHTtQZoBj1hlLKB7LtrTk1z41+AYPK1XR7bxhpIGHv9IjMd7EB/egYnfx/cbPtXDeCfF4a5R9P1N7uzcLtMj7niJ7e/416zoepTuwhkjPzLyBz+GM15NSc1JRrJTXnv9+56UIRUeai3B+X+WzK/gXxH4Q+I1pNe+GdRR3tm23NuyGOeBv7skZAZPTkYzXSWNlJFPtdep6quCf1+vNUNZ8DW2raha+LNFki0/wAU2QZ9L1LYMzjGTaXWP9dBIBsIblCQVI5B5TxB+1B4K1F7dtAt7PS1kiV5/wC2L6aWeGXo8S29pDIzBWBAd3TdjOK4p4B16qeG1js090/XquzOyhmEqUHHEfFa6a6r06Puj33wjAxg3pCzMVYgeZgjpzxVPWLfULlA5mLZdjuli5PbtXhc/wC1F8XfCMcN/wCEvA1vrMZQFg+n6hAV6dMxnNdDqv7T/jL/AIVhpnju/wDC9s+s3s063nhex0rUkuLBRI4jkeZ4/JkDqEbCHI3EHpWkcnxkIt+7b/EjR51g5ySXNf8Aws6XXtLlRjJ5JAUckqV//VXGaqZTMY7JF5+8qrnj1PpXmPi79uf4s2pJu/hZY2qqODe2Fyd3uWaQCsDw5+3rdT6/Dp3jX4daZBBcXIWW70meTdGpOM7W3bsema7cNlGMavyp/NHJjc4wsNOZ/cz0bxnrMPhO2tzqKNJPdSeXZ2sSb5Z3xk7VyCccZPAGRk8iotB+G3jzx4/2rxHrjaFZNjFtasslw6kg8scrGf8AdyfWrPgewsvGurt8U7yB/N1CELp8c3P2W1BOxAOxb77EdS3tXoNlPHC6pD69675OGDhy0l73VvX7jx7yxs+ao/d6Jfm/6sW/APwR+FXgtk1XTPB9vcXw+Zr/AFFfOmY9c7nzz9MV3d5cmJBcGUQrs5CgMP8A6w/lXO6fqEaIjSEYU5wDjt1rzj46/HSDwnaG1tb4xyu3ysq7yOOMDoT05Oceh7eU6eJxlazk22enGeHwtO6SSR3Hiv4seGvD8nk/aUnkI+SNMkkn0A5PpXI6j8VPGOqygWMdhp0S5wb2cFwen3R/j/KvD9Zl+NWvaDdeJ9A0SSzsmRpHuZ2PnSgDqSck/nXO/Eb4O/Ezwf8ACzSvir45+IFvp6eIdKub/QNJENzcXVzFFM0YeVYomjtkkMcpjaV13iJyOBmvcw/D6nC7ep4mK4ip0J2se7a78QvGOnTPbX/j3TIJQ67Y/J2lwejDL4I4NUT8RfiFADJ/adnexypuUFMEduME85r430fXPFGvNFZ6dq8l3dtuEVi1m7NgKxZuhGAB6+nFb3hDx34mtrgx6Zq88N0iZVIydjcfd29OaqtkcKa6fcZUeIfbPZ/efXWjfFWxvLiOz12x+xyPgK7nCufQMOP611Uk9nqdtv2CaMrzuXP4V8veEvjkLiOPTvF9jGBMvE4X5XHAxj/GvTfBXjd9NlSfT3kuLAnBjkJJi9165Ht+VeVWwM8PK60PSp4yGIjodP4s+Dfw418Nd6t4SthI4yZrfMUgPruQg5rzTU/gLr3hu6Op/DbxHNfxoSz6Lqkg8xhj7qTcBj/suMH+8DXs+oXsU0O5bjJdcqM+1c/qbTKy3tvKAyEb1A4x0/z9a1oYvEQVr3XZ6o5MRQoVdbWkuq0Z59oUekeL/D/9uWMy2ywyGK8juCEa2lBKlHB6HIYc+hrc0kaLat5V74x0VehVpNWh6fg3WvNv2ldKk0/xBY3tlp+INUeS9UKoB84oiTBs/eB8uJhnvuPevIPGFzqYnjJEcbYA8pGVSOfQV6lLLIYhXU7Req8jzJZvUoO3Ldp2fZ/5H1tqMMSSiS0v4JVcZZ4J1cMOucqcGuL+ISqmnyTM/IBI8wZrx7wBol8mn6n4vF2o+yW8BDrKVKSeW4ABBGDuRT7/AI10vj+XytDa8g169aF9OjmJa5ZtzN94EMSK5Hg4YeuoqV/kdLzF4ii242+Z4P8AFydH1ud7fAG7LBBnB5rioYHvWMasTJ5Z8vIAz7fpXrGp/ClNbtm1Q+I3V2jVx58G5GLDOCQc/jXn/ifw1eeD9RW31aFGAZWV4HJRhn1wCPQg4r67C1qbpqMXqj5PEU5qo5Nbmd9rF6YzdKGURYVE42DJByO/TP1zRotvLZXnlpIVQXRRZI+QH/hPuPp2qu1xNZu9wy7zk/MowD1Iz6Dn86t6FBIZniEUfl+f8weXagJ6ZYdMZxmutbGG+p79+xZ8O/CnjrWr7wp4hjH2hnke3VGDqSBnzI2GGDqdhx75wcEV+iHw98JyadosKOBDcLEi3QjJKysB/rMHoWHpjn8a+Mf+Cf8A8N7PVdZ/tzUNKdoWjxHcJIUktblfmGSDndt3cYKnap53Yr7z0aKRLJY5ny4GGfGN3v7V5uMlL2t0zam046oqtZuxw4yQc4C4pHsVPzJHg+mK02iKE4AOR1pSAv1xya5lKdzSyMk2GOqYJ/SmNYhW3lRyOea1WjVhgL696r3EO4ZU8ZrVJk9bGa9hEMvtx6cVFLZxMApAFaPkErg9KgmgZMY9ahbDehk3FqF+XGR6gVF9jAzx/CeCK02g3Z/HnHSmta7uU6YxW1tDF2PD/sDYG4A4PTFL/Zw7J35961VtcrhqkW1C8d+xrxE+h619DFOlRKC20dfShdOwciPgnsK2vsgI+dQvqaRoQUJWMetNtWBMxfs6bthBPXIxQtsnePaPar0tsQc/ezyeKasODliQKzkzaLuVDbR46Z4yKqy2QYAlM+v+Fa00AEZlXHPQE1WcYj3HHtShtdFGRc2qohQR5IGcCs+eyJA+Q89xW5ckK3LjJHHrVO4VCRs3HjrTTsBjy2SYLkdTkYFQmzwCVXBxx71qvHlSQM88ZqF4ijYC8E9z+NRJkvU8z+Pfge513wu2qWUZeWzJPl7chlI+bI/z0r5j1maG911RqIKqpRd0QAJUdcZ4zj9a+3NTtEurVoGQskgKsreh45/wr5N+P3w4l8GeLGFlEVtruffaMRwAxHH4ZP5V6eVVfedOXyOLExdro6/4Y/tFr4c+Et/8A20o3GjX3if+1pbgzbJlkWDyUUFeikEsRzk4r074SfCr4afF3xjJ418T6xq0GpTpFEGtLpFQoiBVDKYyWOBy2ee9fK+m29xpWvQxRtvW4cCTPYbif6Cvqj9mWLXrjxTpTaJpE1xayTKL+aCMsYIuAJPpuI/OubOaU8NTdTDTcW99d++56+Rxo1pqFeHNZ6f0j2nWv2YPCHwo+InwwFp4sudUXxTrs09zFJbLGtpDaCKQgkEhyd5OeBgdK7zT38K2+rz2tgyzTx3Uss14wG95JJDI3QY4JP161J47j0rxB4z8K3mka9DP/Y+oz2UEKncwM+nXUrt14O6EKRj+AelcZ8NrXUtf8SSw6Pbm5jhnkZvIU4B3kc5Jx+JrxJVqtXBUZSd3Z3+9nrww0KWY1oJWSasvkj2Tw5CjxiVCdxGMDofXr17VZ8V61B4c0Se9nmVVjjJ5bPAHAz61fsLK90/T4/t/heUPt5C/e/Sua+JXg3V/GHh+W1k0e/g+RsMUxk4OMZ684zx0rx3P2k7y0R7lOlyR0Pkb4w/GDxH4ovZfDmgXczSzSHzfKTd16kYzn6j8qs/CDwDZ2mqpBr+m+TINpKSwkAn13Ec9T6da9r8F/siWN1cx6ncWJXZtMkO3aWP1XrXq1v8As5GO3WWLTw21SEEs0mAMDBGD29z3r3v7Sw9KmoUlp1PK/s6vVqOVVnReALbwS3g9bTzoHmS0IhRSD8+3Ar8zPGHxC8b6f4km0ax1UWraPqU7W0UlvEVtpCx37cqSMlVLBjglRnOBX6TWXwb1PTYo4/MupCqHeI2jChtvG0nnBPY/hXlXjz9i74V+I7m41zXPA98dVu5DJeTW99tjZzyeO/8AvE5PFdODzeFKLjK/RnBjMhlWkpR18j887xIdZE9x/wAJPKNTvLpzcQQ2ojjkikJeRmK44JP3AMfhXdfAjwpY3HxEDyIDbabaNJcS87dzfKq/UjJ+lfSsX7Dvwx8P3b6rN4YluJBFmGK4lO0Hv0OMe5FRw+HdH8JQFNM0C0tI2c+bDEq/MBxnCAc47frXVis7p4i6h2/FmGDyDEUHeXc801Tw7/Z2tnUPDTqsMUHn3MaSBUKKVBP1JYAAckmvoX4Y6LBreh2PiTTbrzrW8iEkMjptYAk43KeVPByDXP6HFoGrFYptFtvLXl/NHJYkZH9Pwr0rw2NJ0hIIfDcYhjKgNGOYz68DpXzeYYqEorkWp9Pg8LNe7NmlB4egNp5pwZI2zkL0PasP4FfDD4d6Z8Q/HOq3ltaSXGka8k7PJYkmIXZeZY97DbkYJCrlsE5AwM6Pjv4v+EPhbYLdeJruOIXk0Nvbxs3zSTSZ2gDqeFYn0AzXlXwR8fjxD8cfipHpt4zwTeM22wIWJcW1nBHvPpwtcmDjiKuFqzfwu1vNp/5M0xlWlRxVKEX7yvf0a/4Y9y8SfEua51ea3srsW0MchSNI8ZKdm4x2xWJ4l8YWWrwKk15NJJGAGcOADxx9eK4Xw5cXHiDUonILvcHcy4Py9yDj8q7JvDSwWu14SuRgAsxGB9TXB9XTd5Hrqd4pRRwPizxJ5chjV2cdB5iAg1xfxC8PfD3xZ4cl0688JWI1O8vLeCz1CO0RJVkeZEJDAZ6Mcjmuj+Jel3+lo1ysQwgJLAf4d64HxBr91p0uh3F5ZzI8es2d5DvH+tjW4hDEZ4I+YGvaymMvrMIp9Tys7lD6lOTS0R6p4ah02309bLSAVii+SONR91BwB+WKtrFPDIZUBKqR145Fcha6za+HvH159l0ObTrHzntdRSfUIZA10srhJYkQ7kQqjLtYA5BPpn0/QJLOe0888hiSCB0GK7cYnQervc8XBSVeGitZmbqWprofhG68Taq7LbW6MzN03ELnA4NfPHhyW4+JfjQeJNXsJJYmnB3pEBHCmchfrjuQM19H+MtOtfFmgReHp4gLNXLsS33iDWfDpHhjTdDWw0/TYomibaZFcln54Bz25qMNiYUYNpas6KuGnWaT2Otn0bwi3wf1Kx0y9jS/GiT/AGNYyPlk2HBA9c1+c3jPW/Efiy4fU/E/iC+vbiVz59xcXTO+OQV+b7o5PA45PHNffyaFbzIiabfKpA24ZWYHoeh69x+Nc9r37P8A4Z12Q3114E0uSR/vSi35Yknkj6YB7c16GDzVUk0+973PKxuSOrK63tbY+CPsuhi0jtbBtkpkJmLA7gvpnAznvxXefA3wpO3iG98Ty6bNLZ29t5Fu/knEkrHJIPcAcZ6c19UWv7MnhOH/AEy08AackrgqHkhAKHPXp/LHWrk/wRu4I5FuxbC3bHyQkptAPIB5Zc9OtdGKzmjVvd7qxz4TIcRStofK3j/4Z6lNdPNpMKL55DeQrAlW7sAOBn+lXPA+lfEPQ7TydWi1E2SMnnIkhRSpYADjB5LD0r6XsvhP4Z0RpJbT5/MIHI3cj3P+fWrE3hrRFgMEmmpxjcSgJ/IVwvNqco8lro7v7IqU5cydmcJ4ahuLSGVrZJ57Qyqtv5jhvLwi5U8565xmum0u0N5BIs1sR15IxgVrP8Orc7dSsI2iDDLFBwx9SB3q3ZaLcW0RDyZxn5nX73WuGdaE3dGqoTi9Tw/4/WCaz4T0CzN7Esp8TmxUu/zBZFR+nXaMHP1ya3fBmjfD/wAE6U0Vh4bDvIpaa8j04OzH3bGSPpwKr/EL4ezeI/HHhC3Mq/ZrXW7/AFG9i+bO1LdI0bI4+/gHkHuO9dylhJesfstvvJbaSWL57dTyfxrtx+Ih9WpU0+l2vmzly7Dz+sVZtdbX+SOO1PQbDVoZJzpSW4YHYohXDfUAV478a9CfQNIlu7WxSVkGQgQYP6V9QweB7m6b/TrsRqOyDn9etcn8SvhH4bvdIuY7mSaVzGcFm4Bwe1cGFxEadaPO9D0sVguai+VanxNZ/FbxALeSztb/AGxJyloyDb7gCuf1f4j6tqczz6jp9vLCE8uRFgABXnr75NdL4v8ABlno/iWdYyqxeYRkDBBz+o9/5Vh634YuHYXVrp7PFG6rdtHzt3HaM+mTxk197Rp0Piij4Cv7W9n0OaTSU1Kwk1HRQ7xxti7tm5MKnGGz3U/mPft0/g/SDdX/APZN1H8twyswiG0SIeeT7HkHHr61a+G3g/xrpviS6srTwpNLFcM8BWX92Qhz1zwRkHB9enUV758Ef2frTSvEFh4h8c2wuxYyFrbT4ZMBQcY3sRzgYx24pYrH4fDfFJI2weWY7GL91Bt/11Po/wDY3+B9x8LPBgW/Qh7sh1O7OFHKjPtuODXv1tCUjXGfzrmvh3428Na/ZpZWKtBLGmDbSfe+oPeuuKYTKHgjtXnxqwxEfaRldPqRWw2IwlR0q0XFroyMYLYAxx3pgRWOAPbJqRx3z7U09dqkgZ71pfQhLoIYsZCkUnkoflPXOcelS4A5XvUcynj5uKrdWEtHcgkh8wEYwT096rTwgHYR+Iq3JIPu+3FVrgMzbefaiC5dGJ6orSQDdlOtRFNpwT+VWtrDjAOfSonidj8y8DjntW/NoYyWh5FGigYAB9qmWMBMt9aWNY1HzYBPakLfNjdXj2R6SdwYK3GBUEkWMgLxUu8huRTJHA5IwOvNNpoadytKuOCAAB1xVZ8JljIOBjJqxcODxnHGc1l3V4EY+g9axmlbQ3jJ9SWa5G3AC8eveqN1dYTKkDjODVe6v85BOeORWZd3wJywP3cEU4oqT0Lj3KhQ2/jH1qF7r5+AQDxnNZcl/M5Ck8A8LTftTFidxHPTPahR1A0C+OhyQ3FRSN5j/O2AtVRf7WIY8A96R9RUgMQBxnr+NS1cofdurREBwN3J74rzr9ojwhB4i+G91qBTE2mAToy9cBsH8MGu8kuVCkrgk9OM1GLmCSG6spdPSc3NjPD5cigqWaJgDj2Jz+FXQbp1VJGcocysfJum6cmr36smQcLsKrkkMo5/HpX6bf8ABPn4K2WgfD1te1e3VJryJfmbrjAOB7Z/lX54fAPw2ut+P9N0OSMFp2jCndjDbsfoK/W/4X2EOn+GLHR9IjAjggUcDpxXkcWYxxpxox66n1XCuDVS9Z9NDA/aG0LQ/CviP4dX0kMSWkfjGyEojiAJV4b2DkgdN12n51y3hTVbPSfEh8Mado8Nm0tyxnaGMAyuGIJcj7zZBH9K6z9s3w5q+tfAi41XRiDqGl3Md1bhnxhoz5qfiZoYUHT79cr4Sx4g8S2/ifTEDRXu25hlUfK8cw81SPqSQfpXjUarqZVD+62v1/U9TEUFHNJSf2kn89v8j1+zi8tVEcas+OrLwDV7T/D2oanKzXMgbIJbI4Ht2xT/AAzp0dxArXDtnP3d2N3vW7qF55Gn/ZdLiZmBwTGMKPxPFecrrY9GEb6nM3Oix6IzStMpGeQBjBqqfGJtCPLunACkcnAPt9Km1KS9iJlnnjVSMENIGIPcfyrn9SjWVcXN2vA4CqB39Px6U4uXc6PZxtsWtT+Jajd50sbsO7HmuQ1z4s22Hb7USXJ2BFwMn07VoSeFbK6kMhj3YOSd3X0x2qnfeAbO6tmSOziQFQG5wMZ6cdOa2i092Jwiuh5j42+IOp6y7wafbSlSg3PyAfb3IrjLXwx4k8QTYNqY0LcBeSfqe1e8TfDfS3lDy2cXydQVxx7U+LwnY20flWcagsMAqepPQ11wq0oR0V2ZypyZ5hoPgWPT1W3uFzzz83IJOf8A61ej+GPDn2CCNuQQuAvTA/8A11saV4St0V7m5iU7QA5Y85x+v+RWxYW9usRQjDbsKcjpXPiKvPGyLo0W5XZ8c/tX2tt4s/ab03wpqNw0gtbnTLe0s/tSBFSWF5ppTERufJMSbgRt988YvwxtNb0Dwr4n8W6JLLDN4u8WX8Vs8UjRlLFJE84qQeNzERg+v0NegftL+GdY0/4r6j8Wora1ki0/TSLAR26rNJcFDBApcjczM7RhQD0Tpxml0H4OXnhi08K/DZJ5pP7P0KJbxmJOJmdpJn99zlsfQV61bGU4YGEIbJJfPr+Njw6WAlUzOUp9W38tP8j0T9njw4+pXc/iHUEJjjUR2zSEtu7En8B1PXOa7/xRDax3TMVCHb8uB1OKn8JeG08NeHINPtlB+QFxuxis7xKJ3usSTgjlWxwPbivnpVHOorM+qp0VCnqjy34rIl/p05iByVIOBnNfN/jbXdfvvBpvdVsZJrbw5dC2WaJsPG0jjy+O4JXGfevp3x7bbrJwFXaV4IOc14F4jF9YQeIvBQkf+zfE9si3USgcXELF4JMnoRlx9SK+gy2XJJM8LNaLnTaj1GfHjxTb+I/HXiyCw8Papep4j0q3vPB11YHaIPMuftizHjcQEeRPkP3o8MDjI9U+BvjRvGPw00+8u2ZboxvBc7153RsUJ+h25/GuU+GcN94o+C+h+IdK8mPxB4E8QNpdyxQgLa3DNc2bMAclfP8AtcJzxiVR0xW94b1Wwi166SwiSJLiZrkQhcLGZDllA9A2fzr1sbVhKmqfL5p9z5rL6FSlXk2/JrsdIyXMUrR+fMY0PKtzn0/WlFqbidHIfYR8wjkBIPrg/wCea2tNayvp0t5XwxA6jkd/8mtyz8MW3nh15XGU24Ht2rwpysfTUYtHJJdatp7qFtmYqeqjnHqVOen9K17Dx3qVtF/pcG0ADKliM/nXQjw1bxRfaLi2EjMTgD+9jmmv4chkEcRjAJ5ZGIIXiuWVnudqSsYbfEBAm6S3KgvwCDj+VRnxRZaiMshVycIAMfXtW43grT5XCmGM8ZLISv1H05xUcfgjRRJs2AyoOFlUkfmP88Vnywve5Uk2tEcpd3NnLMbe3tprj1KoSAT6Y/lU9pppMRkEDYDgBmUgge9dPDb2Omzpa6lpKK7ZVZYz8jen0q3LbWfkho4wpGchT1963jO2kTiqUU9zK06zht4v3WRz933ouLBZkYhFAPJycVZmgPmF4iMN94qeKs6Tarf3CWYK+ZM+xF3f3u/0q7S3OWUFFXZ5vBb2c3xLvtJuoMHTNAtxL/v3MkkxH/fASr9nBaWFsz24+UH93nkk1F4eu7HW73XvG9kCY9c12V7KRlAzaRBbeEjHYpDvH+/nvRq1xb2Vq0oA2gj5Pxp13es49rL7kr/jcMNRUaSlbfX79Rt1qbBCY8L3+Uc5+tYus3Au7SRZk3B1IZfWrN3eKXUbQFcZD5+XHes3VJEe1kQKNxXGPXqKIRSZrV5eTY+RPizptvbeMLu1uXzEJiF4wQCegz371e+DHhzSLr4lyaJdq95Y3Fg3mpJFgHIGUYdOGBHf72enTR+NGhxvrReKRiHnLIh5Oefzzjt70z4BXFy/xHhlklR4beZ4p9xOV3Ljr0PCoc/7Jr7iFRvL3Z/ZPgXSj/aCTXU9T0vwDYW0uzTdLWCINlYg2BHg9R6evHFdXDLY6HaNqOoXiWqJ/rHfA7D5QKZ4l8R6V4djxLEGlc/ukVctn0AH61wHiS91XW76O71KPMew7IF5VPTj+tfIVlUxD94++wVOFJJRPTvBfxZ0W9vgukapG88bgiSHIIx+AxX0t4O14eIPDtprCjcJ4sn2YcEfnmvzu0S9utO8Z+Vp58ovKFAHGcnpX3Z8CXuV+G9nBePl4ndW9jnP9a7crlLD1pUr6NXPN4qw0J4OFa3vJ2uduxVhyMentVeVwjZHrjrT3nRM471SvbtV6kV9JDlcbH5807ln7YsfU9TQ1wsgJGPzrJOohDhsHB4xTDqiIuVY5rWCdtCHa5pn5T8xHXrUc5VlyG5PHvWd/avmELnPPUnrSx3qONrN+RqlGW5LaJ5ZCuVZgM9KikdXQAocg5zyeaguL1M9ehxmmC5MZ3MPlI4rRqT1Mm7Hm0qncD7YOKRm42t+dPmZWOUI49KjAX+Ejp6V5PPc9BLQY5L8jqKimbau7v2FTlV2gqfzqNgpBwOR+VDdykrFC6eR0KAYHrism9ikViuO3H1rfniKg85z61l3oz1IB+lK8di02YV3CynGO3JzWfcoUGQo69c1s3cZkbhQSOtZs8ILFQD1/WobikVqzKkLKTk8544qGV3jAZ/wJq1cQsAcjH9Ko3asiBVQhvfoBSvd6ArkU17knBxmoDdAD2HWo5kkwx5IFVy7AcsQTng/5+tCVtDRNlttSQHy1OT7dabb388Ws2vkMigzqpZucZIHrjvWc6EnofwqOSUQypOU+WNwTnkcfpWkdCl8SOL+F2iyeF/jDZwyQYFpqCxMHBB+8qkHHv1xX6meChBaWEUcJQqY88E4X2HqPevza8f6WNE8dp4ktzi2vJYb+1kC4BVtrN93rtYMD34r9E/hpqcepeGbLUYpMpLbRlHJyACoOcj1r47iScqihU+R+hcO0lR56fzOk8WWsevaFdaPK6FLyBo8uMhGPKMBnnDgH8K8g+A0T+Hor34ftcGO48JX5tYoZMb10+XdJanYO6ATQDP8Vq3YjPtEltBLC4XLSuhVDj7ue/t+tecfGXQdV8Ja1b/Hjwto15qE2nWskHijRLAL5l/pvDyTRBiAZoiqzID1KMnAlY15uWV460Juynt5S6ffsd+a4aTgq0FeUfxXX/P5HbeFdU89JJ5Iy0A4gZ9wJBP69MfnWtqWp6jdxLYG5BcjpGpEQOMjJ6e1ZvhS/wBD8Y+GNO8Q+Dtag1DStRtVnsNRtBujuYyPvrnlSOjI2CjAqQCK3CjWcvkqhePaP4TgkfoM8ik+eFV056NGmH9nUpKcdUzIvfDNvfqZpruQMIvmUfd3Adj2rH0zwnGZpXLgsCNoYEnJ/wDrZH411d80JUEWb+WXwM5IGf8AZHPrxWfNP5YZoVkjA6bl7dCQB17VrdW2LimnqZlvpFtpkbJdbmUH5DtPTPTA9h3pt1II8vboxTdudj12464/Sp766tYZVaSJmMi5jkOck98r06fqKy5r+GOSV/tGN24AMuML6Yxng/zqbvoacsd2VWlnmdYpzkKC+3djcg96nQ2sEZnaPlD5gUdW9Dz1/wDrVn+dNPK8kMu6MFQOO5zxzVeW5M0rGR2PyYDLnKgZ5xyKtNpakumnI1ZdXSZAIJDtbGcCqGsa+NN0yWVFBKcq2evr+GM/lUIMNpbSZc4UZBOcD8e2a47xR4zXRPDja3c6e9zM1wtno2lAgvqV+4PlQ9vlH35G6KinPWtKdN1p2RjWrxw9O5hz2kHxG+K1vb6xCW0nwhAusa6sg+SW/kjP2G1J4yY4y9ww7b0rsPhhoF7rusXvjvUoQTfSBbBGHSFAdv0ycn8q5b4Z+FL28aLwNNrDXkvnyaj4g1NIyP7Supypnkz/AHSw2qOygAYAAr2yGzttPsvJhVY1jVVhVRjB5GPyrDHVYqpyx2W3+Zpl2Hkoc895GZrRmmmMFjOGAOG+bAHTjIrBvLBoYWW4JZmcNtZcnA7A/rXVtbRfZ9yhlUAg5Xv6YzWLq0SRyKkzMfl+XrwP1xXFCUlLQ9Xljy6nmXjhHnleMgLHjapC8f8A668m8S6Cl3OyPGARnD46HtXufifS0K7meOTc2MAfd74P5V5x4j0y1W4LxsOepU8V7uEnypHi4ympJ2POvhh4x0fwN8UjD4xmW38OeJtPfQ/E8oX/AI9t7K8F37eVOkUmeuN3rXQXvhDxV4F8X32keIYFjv7S6aC+gj5CSfeDoR1jkXDqRwc+1YvjDwnp2qwTJcQA+dGVkx0cYrR8CfEc/EKxtPg/8RL1v+Es0K08rQruXg6/picpEX/iuIF429XjAI5Ug+wm69HlW8fy/wCAfN1oRw+IVVbPR+p3/h+4N08ciq3m5GQGPB6flXd6HeQQzPGJi0iplBk8D/8AXXmPh+O5s2AmOGGMMP7vbpXX6Rfy38hd5AhVdoUH7w7cmvKqXZ7NFRaPQI5ZZbcefhSEbZvXufb8aQNZWk4lubcgvtjaNWAHJPJxnHSsqDWI9PsSryliRhUJODmoprqMFFcmVnOTzkDjqa5Hc7oxRpyzF5BFJ8nlucAHIb0qpcmcOZjEFDHKgZyKiOpw27EtGS5PBAx0zzUX22UxF3U+YTgAc8k0JPsOSsEzvdQeVKMqfbIzVCWTUNNkEkEZeEY2qvQZ9z/WrDi52maItlj8wHAH5UnlXbxlCvA5Of5VvCxz1LxjYqnW455jFNGI23fMoHeqHxE8Qz6f4bj0/R7tYdX1ZjZadMAN0KEYnuMDr5cZOP8AbdKueJG0PwzozeLvE0xht4pRHGsabprmY/dhhTrJIf7o6D5mwoJrh9Li1nWdYn8UeJmSG8nHkWVojhksIAdywKf4jn5nf+N/YCu1L2FNVpf9uru+/ov+AeZJ/Wanso7dX5dvVm6Y7XTdNt9M02Hy4LREihVBwqKAAB9BgVmXEyeeIZXLqSRgn271Zu5lli2t8jqu0n0PHT8hWXczQ7FnEeXZuTk5P1/X864Kd76ndJJLQyNQW7OoKqIpWPrzjjtxVHUpcQEucnbnluPzrQvr0Ndlmi8vsQW+/WFqFwViO5h8jEDnjFd9KF7Hm4ippY8b+NssiyyXSsozEHjkV+nZRj/ODisv9m/TrG68Wajqsy+dbTWcYnSY9ZAAMgdM9c/ga2vjlZw/YVdJdqTuBOQgG4jDcdP7v5mpP2Zk0u01wT60iFbpwICVxuCjIyPx/HI9q+gqVVDK5N+n4nzNKk55pFL1PRdK8EWl9N/aDXk8knRTNIW+XJxyfbFQ+L9Cs4PJjT/WGULuAwT6ivQbmHTpbnzrEAZxwp7VzXjazEJtLxlDCK7XoOoJx/n6V8/Cq51D7WhBRSPONV8G2lh8RNHlWF1aeQFV7ZB5P5V9ffDJ5LDTJtOHyhZgcHtlFx/Kvm7xjbWknxS0aFGwAwPB6HrX0N4L1JAbtY3Vh5kRDBs/wEf0rowjvmFvIw4jipZI5eaZ1slzIVxuzgfnWde3YJK5P5VFc6lhSFfoeKy7zVmc4Vsc19HTTsfl8mia4vAhO08+9UptTlDEK2Oe5qnd6kBuLNjBrMn1LZIWB+tdcXZGEjbi1oo+C3cdDVhNUBORJgZ+lcq2qrkEtjnHXrTf7bIbG/vwfWtoyuQ00dW2pjGWbJB60k+rHaGDjAGOTXLNrZIGW9s0yTXSo5YYxxWz2MmVluOcnrjmlMwchV9PyqoJeM8dOKPNC87vrXz3XQ9Vbak/n/OAx+mO1OEwPDtn8KpmYE5zg+gpPOUr97gH86ejLSsWJZQ+VB4Hesy+IJ3fnxUk87EfKvFVJiXB5P0HFTruUl2Kdwdz8A8+9UpFCtvTscndV6YuqFNvzetVZVVY98uc4+7Uc1kWomXex75Cd555PNZ11ES25mP4mte4UlgAwxWfeBQ5BIJHTAzVJ3Y9TKvN8aEBwu78c1RmUl9xUcrWleRpgBsZxzWdcF8YDcHrmqTYiGQnH/1ulUr+dngKGTAI4BP/ANarLlinLdfXv7GqF/IAjOePUevpRbUHseh6B4Bn+LPwRm1O0ieW88NS+XtRcloZCGx+BXj/AHjX0j+yZ4tXXvgto7SuzS20TW8pxjcY2Kj6cba8n/4J5wXGt6f40099wiSO3zGyhg27zAeD6YH/AH1XRfsy6nceGfFfinwLJIFt7bVjc2a5+UJMSHA467l6V8jnEeb2tJ/Zaa+Z+j5LUvRp1e6sz6fsZTJCqngNj8B6H1q7p0DJcC7u7gLvYrHg5Kgj0rG8PyCeNPlz+6BBxx19K2FlYKSo5kbEYIxt9e3HfpXy9Nq1j6iSurnnGsfBv4jfBzW7nx3+zNZ6ddWOq3H23xH8ONQuRBbXkzcG7sJ2+WyuG5Lxn91IeeD12PCX7U3wk8ZeIh4G1fV5fCfiZEC3HhTxtCNOvdw67N52Tr1w8TOD1716DG8FtGbe5idxIuJRk9unc1zXxH8F+BPiZpk+m/EHwZpOuWAKKljrGnpcJFjghA4yhJGcptPPWvXWJp14qOITdtpLf59zy/qUqU3LDtK+6fwv/I7COyha2EkML4K8SRvvRs9wR1rOn0FJElEEUbyAkFVXaSABwfz6V4on7M/grwfbTan8F/il8Qvh7JK5b7D4c8TtPYx89Pst6kygZ7AjHanf8Jd+0N4LmWGy/aW8OeIPJKsyeLvAflSOQMEmWyuk+bHGQn1rZUqDV4VvvTX5XMm8ZGXvUf8AwF3/ADsd1renyibZHbOQpyXL5Azkjn04rHeB3hl+73AOOn1rjtb+NnxksIFWfQfhzcFs58nXdRgVuT1DW74/A1zc/wAcfjFd74YfCvgKA9C//CR30yj8PsykiolCpHacX8zppNytenJfL/gnphtGit/MVTktkAH8KZYaVd3d40draPI7KMJCpdiMegyfxryS4+LHxlmU20+u+C7QntYaHNcEfQ3EpH/jtZusX/xN8df6D43+LfiG+spFw9ha3C2NsV6bTHbKgK47EnNVCFP7U18tS3HENe5Cy83Y7r4ifEbwT4HumstS1ddU1fOy38NaPIJ7yRs9JNp2269MtIRjnjNcnpFlr17qH/CxPiPPCNZ+yyRaTpto5Nvo1u/DJFn70rD78vU9BxV/wJ8OtL02WHQ/Bnhq3ilnOFjt4wuf9piO3ck16XL8IbS2tgJWNzMq4eVuAx74HpnpXVPEUqFLlhpfq9zlpYGdatzVXe3YqfA7SJLe1u9TSEKZHHlhhztC8D6f412up2l3JbwGB9gEmW9TgE/ieKPBHh0abCtngKFGWGOMCukfSRcTJGqjcY8Im375OeOO2M/lXhVHKrWuesuWCaZyH7+CBibxmJUAgcA9ec9qydTMRDNJLuyvykPnJ9a6PV9Ju4Hkhnttvlk9UIBHTP5fzrmb+1JbeoAR8kHJ2571vGLiiXJTOT8a6NqdzZJervlZh5bIxwc44Pvj1rzzU7ffCqsWLkYkyOBx/SvVvE99cSQbjKxjwVPbaB39vT0rz69tkZ5cOGC5VQU27hnrXpUJKx5taL2Z5nr1tcG+ji2/upJMOSO3OR/KuI+KngO11+3jkDXUFzbSie2vIJNkkMikbXRxyrAkHNeu3Om3DyuJbdsRuGUKvbNGo+Dm1GzNzapvRh82RkH616dOv7O0loeXUw3PdNXTPPPh/wDtE6noMR0L462zOUAWPxVZW+Uk97mMcxt6yKCpPJA617L4TvdN1fTYtY0PUYLy1mGYrmynWWNh9VyPSvHfE/g250RHvFt/Ot1H76Ij509x61iaJ8O9Gtboa/4O1jUdEmnAc3OhXrW5f/eUfI34rSrKhWXM3yvutvu6CoQq0vdjquz3+8+nvtktyUhbaQqjO4fn9MVNDclrgHylYg4Y+2K8U0nxN8adFg2QfE+21JP4V1vw/DMygY5LxNExrY0/4u/GEqxfSvA10V4JNtfwE++FuGFcPsU/+Xi/FfodjrVV/wAu5fKz/U9ftYppiNkRyjY7+verY0W4YbpIFTaOpbj6mvKLX4t/GOOQLDpvgmIY5kWK/m/INOufzq7ceK/iv4nXZd/FBNJjZQskPhvR4LUt/wBtJfOlU/7rCo5IQdpVF+LLUsTVXu0n87I9F1aTRPC+kNrHibW7SztExvub+5SCIc/3nIB/U1yl38Tm8TqNL+Fnhy41NyT/AMTjUYJLXTY1/vJnbNdH0CKiH/npWVY+BfAsd+mvapZyavqijH9p6zcyXdyAPSSYsV+i4FdBa6yRiK2XC4+XZWkcTRp604uT7vb7v8yfqGJrr99LlXaO/wB/+Rj/APCLzx3Z17xdrcuraqsbRxz3ACpbKeSkES/LBHn+FRk4yzMeaz9TuZXlQlRlAFUjpjNdDfOkw3M538gqf8KybqxR0KyjJ74PSs3OrWnz1XdmkaVHDw5Kasiiz5Ij8z73JZv8apT3EBdxCp2seFBwMjrn8qvSxR7AQm5I15Vhz9apXj+XCzIMLjkY5xWkfiOapsYepzyyzlgpChSDuXjHGPp3rAvL0SIUfjd1HpWxqt3tkId8c5GV4rCkJaDfJt3N1Prx+telS0Wp49VXZ558bYD/AMIykqrzDdD99uPCtx+lYPhi1u9C8WQXbEKosoUEaPuCnHXPf0z6Cuy+Kdutx4cFsGA82SMj5uB8xAqv4n0KPT7OxuYAGUWwjiIAGBktj1I+Y9ea9CpUvhVDvc48FRX1/neyPRfC+v8A2xIpBMOOo9q0/GlqL3Q3ljCh43VwScke/wDn1rzTwJr32F9hJOOB+deradNbaj4YvY5nUBrORl56EAsP5V41vZ1D6NaNM4zxBJLqPxH0+ezhijeNFVsNlQQME/pXq/w+1Nobe6Z7jcfNQYHTgc/zry/wtBLc6qddvABgZBA6H2rtNI1WOGFYkJAXO4+pJz/9b8K7stg5Ypz7I8zinEwp5dGgnq7HdXWt/wC0enSs+41ZcAh+WrBl1zcu1Jc9uTVObWGJGJMc9cdq+mSsrn5tubd5qOOCR69azbi+3ZKv34GazZ9VViQX78nPWqs2oomSD24NWnpqKxoS6mcYkYDBqu+qMh4fI9M1lT6gGxg9arTXoLcPnnjFXTdmTJJm3JrAClt/4ZqBtf2Ngyn6Vz9xqOzOH4FZF/4hML48wjn8D7V0N+6c7Wp6UJS2cMOOtNln+bKjkD1qsZDEBg4yKGmaQ8HPbArxHoeoifziOhHuacZMJy/OegHWqyvIh2kA5yeTR5rD7xAGO1KWxcSWRz1Zj74NV5JQCQucGlkkwvOSCOM96hKs7YQ4z+GKxuzRRGTMQCVXpxmqkpyzZye3tU0g2khWJx3z/Sq8jlkEatnn5j680k2mVZla4dB8u8EgelZ15tAyEx2JrSugm3ey4wcfWqF2rDLEd+B/jWkZEu6Mu72lsHHXHvWbdgg4OB259KvXsqb2ZOcHqRWZdztI2+RgfTFNXuJleabGSV4x0rLvbkkHb+lW7mQBG3Pxnv3rLuWG4hiQOnNaWE9j6b/4JhXFpc3XjfQ9+JZbW1k6fwkyDI/EDP1Fa7eHp/BHx7SbyoTFqdvdQu0qZIcFZVwcE5yjenXmuA/4J7a+vhn4k615cm83djFm3wfm2S+3s5r7I1n4MeDvF95J4x1SGRbhZVlsWVjiJwOuO4OcH1Ga+RzVcmYTfRr9D9FyDXKoX/rUo+CbsSwB2nGSPl9vWuvs4muHjSYYVW3oB0J75rzrwRcNbb4ZV2yxnaRnuOD1ru9KvgQjSOcLj5hwVz29uK+Va5Ktj6uk+amjoJEilTL5Jb7zAdcc1Uaxtbu5jUEABTuPd2NTNMZItiqWJ+63UEevFGQZYJowo8jcM4x27jB/yK2pydw5TD8QaPDLbTQQxlXVcrGSAB15x3/zzXDX/wAPrZ4fts9qshCZIdMjP+fSvSLxbKa8lkE4VduVIfp9P89qyJL2GW3aKYhlD7QCMg+ldcJ3RC5lc8r1fwFp62Xz2cLMxyR5a/8Aj3pXn/iTwPp8k3lfY4FZSCDCSO3A4r2rXr62sCQp3Hlcq2T+J9Oa4LxPd6fFMztIhdxuAB4znp9a0juT7Wfc82TwlDZ3LSPagMp5zkk/T0rf0vSBLELneqoQAOSe2cf0rN8Ra9bTT/Z4SAXbs1amgR3M2lu8SEpCmQM9+xxXRGy3JlUnLRM9h+BWh29po8esiDbNdLlC3URnv/wLr+Ir0W9t7WzsHIVXZgdpHauD+HepRWnhm1wy/LAijn0UVN4q8e2VrGY7i52qeAAw79686pP2lSR1xg4xVjf/AOEm0u0gcWykkjDMcZzjnFVH8bRCaO5S7BaN98B3BcH3P0rzC9+I+lvcm1tbtdw5JDE4P9Kz7XxdLPcbd0Y915NCU2yJKnFansOo+OZPEUZF7GUJVdzxpjIHUDnqfauW8Vapa6bDnMbjfuGwk8+46Z9c+tYNt4mlVlELBGH3XUj/AD61heKPEUxRo7yUZLHGDwP89a7KalL4jlnyR+HYreIPGKbC0hAaU/fB6HPOB2rm7rXreWUNJhTk7mJ+mPwrI8UeKC8oS2cNsyMkfyrlrjVkgVrrV9QjgXO5zMQAPx6YrsjBRehzVJKW7PTtPFpdEOCpfOBzxj1rZs9PtBA0XRtpKlehHpXmXhfx54fun8qw1e3uNn3jDcK/6A12Wn+IEmTzIp/lMfBz3qJycXZoVOHMtCv4r0exuVaJFUOQegHNeMzmPwd4um0YkiG4bzI416Jk4OPbPNet6vqGxstg4zjmvGPiJNJqXxFtorcbgkXzNn3P9K6cM1UvHoZV4KDUj0jwsLa/Oy42sPTFbR8GW84cxwKecowGCD71zfhSxubW3jYgqQOTuAJ/zzXd6FqO/arLz0JznOK5ZpRkbU5y0szPi8F+TCVMALLzkDqe3WtXSfBCJEs0tvwR1PTdXS2ghki858Hd0Vj0rQt1t5EyrZ2jlT0PrWHtLanWnKxzFl4WvJ5xcRDauCoGfTrVu20WezuCzqgHAGR7e1dGIoIoAInwR2/+tWVqM4kkETtu29XBxzTjNEzu0Yd7pzmTzHO1VJJ45qjqK7pFxzley44rZ1GUqCswA7ZzxWNcwguxMgC45x2rWMkcNXYzL4R7nIJURgjO3AIwOCaybl42tnZ1yGTETL0rRvrgJA6clmb5+OSM1j6o0kFhteMryCExnjP6VvDVnJN6aHP6w4S4Zd2/cOSV9sc1lyx/uMkMVzkc9K0tQw18XDM6lRyT7VTWMTMSWBIyACO9ektIHkSTcmYfi+2t7jS0U4XfMkbbl4OT61kfE25jsLaw0+MEKUZj7cV0ktva32oQWt0nmRmQuwI4DKMg1SXTo/GeszwXVqPIJIi9RjuK2lNLlvsVhqLc5SRyngpJptQVIlzkg9eor1+S3fTvB5R2YNcJ5eT0IPX9P51T8E/Drw9ojs2o7gYyNhPb0rW1jUdG17W4dFsHZobf/WPngn2rhnJVKySPWhJRjzMxbO3isNNDhyGZ8R+4x1/WrFpemJAoY9Oc1S1i9V9WljibEcbFEXPTHpTPtRU5Vucdq+lwdJUaSR+c5vi547GynfRaI1X1BuoyfTmoJL1iuCxwfU1SW53EZJ6dM1Xu7ll+YHv612p3TR5ajZkt1qTRHbjv1qrJrD9Dznn61Qvrg/eQjLj0ql5zMRnPYDtUw+EJJ3ubZ1EF8kjJ5wT09Khe9yG2tgjsazVuFXlW4HHWoZ73cjKzEEH0reKSsZtaEmqagwJO7GB1Brldb1aVSx8zC9jnp71o6legIQAR1rj/ABJqDhCxJ7/hXV9kxtdn0iyscDjNKsLYwGPt61cNmduSvNKtqGO3aR6YFeNy3O5FRYRtyBnt0pHiBGVPA6mrwtdpAwfwpGtRu5A5qZJcppFpFBlDj5SSaiMZ6ZA9a0fICN8q9OOlMe3Jy5wPwrO0uxqmmZbxRq2GPHtUEkfy/MoAz09a07i2yNqgFvccVVe2Gdjc+9TZ3uyrszpY13MqnIAqhfxEoeD1x1rYkiIb5V/Cql1bE7tyda0hFkORyepxvu2KSBnt1NZd4jBzsQc9hXU32m+Yx2pweuaoTaGxbIXH862jHqzNzOXmtmJ/HP0qpc2L53D8M11U2gyl8JH+NNbQG6EfpTuwud3+wrod/qfx1stLjaRbeW3ke4dO2xSwB9ia+/dYjurPSTDZwMWCgIu3PNfH3/BPnw/br8b/ALRvVSmnyDDLzkkDPXjqfzr7nmsIrS7aGchsZKgc818ZnVVLHuPkj9K4a9/K4+rPny1hvtJ8U3VnfI6N9oLlm6EN839a7HT7hnUMjfeUbQo5z2+tZvxdihi+I07xMqgrHkA/7NS6fI6xo+8bc8nPf6189iYpVLn0uHlujprfUfs8WEeTd1Bx2OBj2qeXUzb2PnLl5SMZAxkHvWG05kiYM4yudwxyPf8AWlOpG2smPnbv4sK3Wo6XNnqWLuNNSePzpGUxyAqEYDBx3HpWZe2+15rlEWVFX5kHJGanknK5uEUlmHHUGsXU7maCBkN4/wA4+ZAuOMetbQlqRU2sjnPEM8bsbuBYw2cfO5wAPp1ry/xXrgDSGFBvx97OME56V2HjHUAhInlQLjAUNwfrivNPEhbUr0QW7bm6p5SDaMf3j6V6VJJq5yN2kVNDguNW1ENjucnJ/l/nNenaHpTW2meTGDiTActx+tZnw+8GLbokzIgyp5b+P3HvXe2+hNbolwsY8tDjLEAA9eO5rnrVNbROqkk9znNS8V6h4Q8O7WjO2E7CwBwuPu/pivnv46fGXxbr9o2kaRrElmLiTDXEb4O32Ir6vutOtb3essSvG8RAVhkY44x/Pt09a8t8Xfs/+CNVuJLxPDkCncTuSLaMnuAMU8LOlCopTR0VYTdJqLPk/SfCfxHtrr+0NC+JPiCJiSfk1Fzu/A5BH51654K8QfFXTYoG1i6h1IgDe08QSQjPPKgZ/Ku1sfg5Z6aMW9l5SqvPH3fTFWm8CyQBZImJLHDsV6Dt35HA/WvYq4iNdWdvuPn1h/YybV/vLGjeLp72LzZlaEgYdGYEcdxj+VYvizxQsrsouuncNwKr+JNB1vR4WuLecMwBLRFcfkR29K868TX/AIjZmgXS5Wc/3DwD9aiFBOWjLdZxVmhvxB+JsfheJpIA1xMykJEG4LZxzjpXjviuz8Z/ErMviLX5BAz/ALu1WTES/QemO5rrpfht4t8SXb3mpTiHaCViRScjPqaiuvA15BAka5VQdpWMbeM85Hc8V7OHhSoK8X73c8jEudX4lp2OK0f4ZaZok63tjqsttcRtlJopjG2fUEEV654H+MOuaLbLp+tao94qptWZgAxPv3P1rjZ/AMmoSNC7Tg4HET8DNWdN+CmntJG8lzdbW4aRZzjPpSxCp14/vZX+QYWUsPL92rHpGs/GPTjbPdi+UlYNwBbkt06fWsv4a2Vx4n1mbxLqqDzJpcqS2MDpx6VlaN8HtES4w0HmKjZJZic9/wAa9M8L6fZ6JEkMdtggdAOB+leZNUqFN+z3Z6nNOrJc5u6fCYdqYwpztz3qzbXotpgBLgA8kGm2twsgJWMjIyCSCPoap3lteqTPFDlVPReuc9civOV+bU6GlZHfaHf21zFuaYDcM47iuhtJYwqw2smD0yTmvNPDN95jApzzzk/pXb6NcOY9sw2A4wMd6yqQs7o2hPSxsy3EZZ2bqgI68ZrntVurm0kVo1DK7HKnqPcVcuLggGBXQ/329ao3k6sTGrAeWPlogtSpSIb++Nwiw5AwAcmszUbtUY+XJtJ5xnvTrqVpJyy4XA6juKx9UkJfdG44GCueTWsYnn1pkM0wFyJJD8pU7UJ7n+dZWoX9zOTHkElsAEngVZurj7Ug2qoKkHGOlVGd0/0hhzk5wv8AOu2nGxw1HpYzLsSpKVzyFyTmq0sSLH5szHBOOh49PrVzUrkCcKOC2c4HHrVO8hUWjEZBK8cnrnNdaeiOFx1MaW4NldsrcMcjGTkr3PpWrod3YaPfQTJCrb+ZOOmfftWfZ6e2o3LGXJbYwVvb/Crlj4bexj8yWRmYtx7UV2m0l2OnDR5abb7ml4r1xoUbySQbo7IyP4SPaqmmQnSNFa/Yr5r58vsfrV1tGXUbNAy58vkexrM8SyG2t47MLghiPrWmFpxlUjFGeNrOhgpzZnPIzMZWXJJ55pEuiT69gD3phVmj2t070LHyMYwRxmvonG6Pzq5ZEz8FT0FQXcq7N5/nQSUJAB9yRUdw6OhRfmqotpaEtdSnLIHGwgcDrioWTaAeOO2KtJaP8uAMbeFpz2jcEjoM8ClF8ugGfJngAjOfSq9xhc4GM9cVoy2vck/Sqt1bjyy27nPGK0jLUmUUc5qrsAxIwBnoelcl4hZmRsj9K7PV7cY+b0yADXIa0uVYBBwDj3rtcrw0MLe8fX76e0bZCnpkUrWDbS20YHeugbTVZvkHGOhFA0yOUcZHavKbvsdMdjn/ALH8u4px2xUbWLsCduPQY6V0a6Ui5IUn0zTG0lgcqnJqrJIqzOa+xspz3xQbInqvOK330hg3EY/KkGk/MBszx1ptpq44tpnPS6YWA+TAxVd9FbBwnfrXVrpWDylSNpcYXJHTr71gnGWho7nGPoroCyx8444qrNok38KnHpjrXcnS4m5IqGfTkUcJ3xmtVypWsRqcKPDw3kyR9uuOlRXGjQI2BEcY4yK7SbS8knaaqTaN5gwV59a00lqyLWOMk0ZV+YJ+nNRf2Qm7d5eR7jpXXy6LgAkZ9ai/sUKSAnH0qZRKiW/2f/FA+GvxNsPEU3y25cx3RB/gbjJ+hwfwr7JHjVJR9qe9RlkG5HjYFWHqCOor4s/s8AgJwV6Gul8O/EPxVoFomn2upZhQ8QSjco+g7fhXzec5PPHSVWk/eX4o+o4ezyGWN0qy9x6+jPcvHjwat4ifUovLctGGznkdjgflU+mjNvHwwwACXboP6CvNvBnj6fxDrEdnewwqxhcN5SsMkc55J9K9M0dVe0zk/ewxYcV8rjaFXDyUKisz7vBYuhjE6lF3QpBORHhTgErnj3PPTp+NRuw8piApyemfzqQR7mMe0jBznHTn/PWq18uCqqGGW+btnv8AhXMmeincL3Uf3B2v93HOScE1zfiC+kdSsMxPqucBf8a1b4JbwFCMhm4I/pWDrMcpZpN2cHkEZyPw71pCyYpptHGa+UuZzE6sx3EhgeD7e1YOlaU9zqqq25wXBEacg8989e9ddqGmyXZ3EFxtOwEYwD1Bqz4T0eEytqsqIfmCsgUYAHf3z/Su72tlZHPycrudF4U0tbe0SWYZ3jMWDjaO9bDyvesYJGCqBkqQM5+hrNttQhCshUqOPLGcknufbH5VoaZCEmY3c2JSPkBAOOevTr0rllF7s6KdRuVh8NmbiEpcJ89uxKggZwRx9elUprOS4UrPBsHKncOvP69eta7iNsjJV1OGb160l7f6ZZQq897Hlo8FiRyeufYVnrY64py2ONvNHljkMbbjEB8xPf06+/8AKql5ZCNWQxsHjGRhQck/yrb1Pxv4TiKTXV9EwbKON4I3f/rrA1b4teDozK4mjykQUbTzx3/z610UpVH0FLBXVzmvEGn3U+oMksIZcABk6Z746/rWJdaDauRL/ZwYJl23IfTsBXRp8TfAGqyqp1SONmXLKDgL2A9+lQ3mraHcQPf2mpwrFGfnJcAYrvhKUdGjGrg9NTC1Hw1D/Z7XEKKm6MFDjtXH3/gu1Zij23Dsxj5HOT3rtNa+IPh3ToFivdcjPAMccQGcHkg1y2qfE7wldyGVrhMK/wAqoevt+VdlOrUWljgngdNjltR8F7IQmnxskznKrnC9e/61NY6eUYwPbbGWMloFXjr2rUl+I3hS5UOCxII2hV+U9M/pWvaapoMlsJYHHzrhQx5HtVyqyS1OSeDsr2MS3iVIAFkQhzgFh39KfI5QLuO0ocunXA9vzrZvtGhmKiKQGHOUQYAzjuayJNKf7T5rtxyMH0HvU8yktDnnFwZqaPrcEd0mnTSKpkxtduByfX1rXutjL5bAbd3JA6gVxgswJwRkgEvwclCDyR610EepKbIrKH27eG28kdDn/CsalJp3KjXS0HGWW3vFu0QRqcBwp456Guw0TUpHjwZCGxwfSuSWR54FG3kjgnqQQPy71a8PXsmn3otLtv8AWnEZPY9cVjOKasdNOornXx30hdxOAuDxuSq17efIQsfJ/WiOYrgR/wAXfFVr+QwZhfIzyDt6Gso22NKj6oo6zfJHHwAM8Bf8axLmQs/nlyAV4GMVe1GbzG3EjjjcOf0rPngMiriNs9S2K6YRsjz6suZkK/MrRMgy3Q+n+f6VXmeQxiJF4UjGepqVnZI3cuwwOCec+1V5ZQ7gtMpYjOFHUV0RdjlkrlTUZS0vyAZAAYFetZ+pPKUBwMrj73PXv+lXr4gldkYcAnPsKoXgUSkSKSuDnjp9a2V2jCVlqTeBhCNQErgHacEkd810Ov6cbRkkhtz9nkf5GUcDjpXE6H4nhj1OSLGFjYBsD869DuvGmmT+HrfToQMvK8kjEjj5UUAA+4J/Gs5VLVGmjrp0pKjGS6mPZzG3BLfKrDPNcnrE81/q8m45VXOwdq6HWbopCzM+V2/uwG+8axrOzeRzNJgszEk+te1l1LlTqP5HzGf4xStQi/Uj+zEDC/iKjMJjfDHov61pfZxsIYce9QS2zscAfTIr1VZqzPlrNPQzXkOcMSe3ToKmgtllOOueuKebR8BmGSD1qeCIqMBQPwpXSegNNoYLXjIXpUbQPjIx+NaPl7o8hc88U1rZhzS16hsZUlpmPpzjPIqjc24AIYVuSQZGAOg7d6pT2DtyBVwdmKSujldVsyzE7RkjFctrmnDDfKAfYV6DqViwBKrnvgmuX1m0LKcQkHsB/Wuq+mhi2fZMluOFA7d6jS3UN93p7VoSWxDZ2/SozF1yD7iuB+RrHYr/AGdRzt6dvWniBFTdt68VKFZ+QO9K0Y24Ax/jWU43dmzZOxTeKNgTj60z7Mo4Ue1WjECp9qSKPzGx6Y6jpVKLashtpEBtuMBfpiozakjkcVomHaOn40xo1A6H0x71nGLiym7mebNQaY9kBxt79KvBBnB/GnGIE9Oo71s2lqTqZjWQck7c+gxUL6aNvAwf5Vti3AI46jsKY9oSeFGO+RUpyYnY56fSTnIHH0qu2mgAkevcV0rWIbhVye4qGWwQn5VxxQ5yErJnNPYJnbt/EVVmsmXqOldPPpiKu9ADkckiqs1grcFAecE1nd7labGb4duX0fUItTiR90Z+7H1bPXFfQXh2WCaBNk4O6NSQTnPFeCyWm08KRhuCDzXrvwu1KPUdHim3AyRIIn2nn5fX8MV83n2Hc6Sq9j7DhXFqFeVFvfVHWT2arMWCA9A3PB64NU7qEopJZTt5UnvWuxWWESPzgAY7/TiqUm1lJjCn5dwB9u3+fSvlVsfoETAnt/tDFkTkA9aoTWyNIGTBbC5z2yfaulNpFGBsjVi2c5bgZ/z1qmbOPzWjZRtYjZxj2FF7amj1kjldSsCzKggO3ZuCluoz3qnDc/ZLCQuxCRFlYAHLNyc47AbiPxrrb7TUZGJXEhG0kHqPeuM1uGS00C6ii6tcPuUfxHGRgjr2/KtaNS8rGNeDUboZo+vQ3OqKs0saqjjKngAn1J7Va174gaLpErTrcLujC7G3Z3DPP9K+WPjp8d9a+Fc0dxOGYtdKjwB8YBOTz04rzfxP+1B4kutLOrGzjmKDeE+0MpZeuAdpr6GjlFfERU4rRnlU8ww9KbjOVran2LrXx7ubu3ePT2SMKpyhYBsentXn2u/FnULspFNqyrgEN5km3C/nXyh8O/2gfHXxz8a6Z4D8HeGWsxqV8tr9ohuWkd2bsCQAv4DPvX3R4C/YQ05/hJb+PriwuZbuKZ7fU4vN3ybgDvypPJXCnjqDxXRiMqeAS9otX0PWwWeYCpC8Ndba9zyW48XWWolBZ+KYGJOCkc5zuxWTqmpQpMyyzyOC2DIzuQ30wMfrX2T+xX+xR8PvE2n32t+ItCt1VdQFvby3Ee4/dBYH0xkc+9V/i5+yJpNp8Ul8P22gW7Wd5dLHZtFFhQxO3A/DmudSpxastDshmNGtWlS5rOO58T6jKnmGbTwzsFIUOjE4x6f5+lUtO8U38MzWGptKBvGAXIBx14Jz+lfo/wCIP+CcHwfs7AtbaG+4Jyy3Drz+Br5z+J37Hngvwj4lWyayl8mTLQjcWLcHge4PetYzhN8rQsPjqeKly05fefKHiO81LU9TZrJg29uCLleR+Z9Kz4JZdP8An1c+UmMh5ZeM+mDX358Lf2DNH1u205te8K29kjW6qssSv5tyWJw7l2I3H/ZwAOwrzf8AbP8A2NdF8A69Z2tpEq2c4KeYh3YkAzjJ46fyraFaDlyqOnc4ZYmFev7KM/e/y9D5Sl11ZFSa2uiFL4yrHt6mkTxfqunS+fHdSmMHJBb8eP8APpXr3gP9iHVdf0GfXIbmeGBpD5SoTjHrXlvxS+Dnin4feJhpDoZIZE3xSSA/QiqVTD1J8sTNzk5uHNdrc2PDnxgvYMRXz7hztLnJI9K7fS/H2j66iWsNwiyLglGbqf6/SvJ/FXwk8d+GvDcnibUNN8mJVBcFSGA4PfpXF/8ACazaW8Vx5dxbiRyFmdThuOlRDDxrawOKtKm1q0fR19dTuftUXyiT5m2j7o9OneksNaltl8lwNjHjLEbef6V4rovx7jtY2jvr3aobl5DgEdq6rQ/GL+MXhWzuVBlIYCOTcAOO44q3h504++tDzZSTlZM9x0O4mvLFrg27ZBwuB098DrTdYaS38qR0BcMpUgdPf3qp4VjuLKxgge5DELmRe+f8/wA6t+IBdTkOw2gSIScehB4H0NedOK9podFKTWh1lnC0unC4XGQuWx1NVryYM5DqNoXGR1rUtV26WGeHgrtJHTnpWBqUiIgihzjPPy965oLmkztn8FzOuSpkPPBboOv6VVllXaEDn5eBg1LdyHaz45GcYP8ASqheJyEjBZSfujqDiupJpHDPVkF2ImQqz/My5HPFVLh9yEjHA+8R0/Tmp7okq6wcN3B9P6VSlmu9qAhQpJB6mtIoxa0GBwiFmU7nHArK8QahBpmm3F1PLhYYmZm6AYGTWqwSKEsCuVBLEnrx/hXn3x312PRPhzql7MWQyhII3XszN6fQEV24en7SoonBiZqnTcjnvCPjPTvE2tCOO8WzaeTGyaQMCxP97A6mvQBY3FtcKL2+E2xOI4lKj8TnmvkiPxZPYajFDZzFWimWRCDyOcivof4V/Emz8Y6dHby3GL1FwUfA3/T39q9p5dRp1Odo+exeZ5hyqFOXur7zvN0t5MHmbt8o7AelW4AigEE//WrPjuMHIxVmK75AXk44FVKVkePZzd29S8uwkk455oZVbA2jpVZLgHChupqZXHOSOKjm11E1oNaJSOACewxTktyMfLweMYoBJ5OR7VKrKAAD24Gatuy0JtdBHEinDHoM0siJt4/Gk80sRtIPrT4x5h2k5Ga0jLm3ItYgaAOvCDIHf0qFrWI92+lai26sfkHJGOlNa0B4AxxwSauPL1JZzup2JfomD246CuY1bS2aRsx5Getd/eWy7Du498Vzup2Ss5B9e1bKS5TFr3j6lmkXIKr2qCR16r3GRU0ygdF7elQMuQSBiuduJtFXQnmLjI4P86fkbScknPaothzk1Iq/KOOPrSko7ouLGbcsT270+OMKcr60jD5+B9cVNCoJyT+Y4qouyGxkzfLt61Ey8F896sSxkgsB1qIptxzxmpdr6DXmRgDaG2n60FSTlhinhDzlPpmgjJwCcdaltDSuxFU9ck+lKDgbTjnpSb+SeuOBxS4JGMdvyoXmDEXMYLDOc8ZqB1LsW3d+o44qyxA4z1NRthSVBB/CtUkyL2K8kTdfbOSKrzwHZvxg5yTV5wHxjpjv3FRyRDaSf5UcqaJ5tTIntWbtweuBXQfDTUZtF1Jt0m2OUd84O3npWe8YLbTj7vpT4GeKRJ0fa0bAoxPTByBXPisKsRQlTfU6sHi54TExqx6M9n0+6W5hEse3ay7gc4P41JNCPNL5ABzjjGAea5zwbr0V1YpEvDoMkZ6//WrdN3CzEmQKCOp6qa/M61KVCu4SVrH7Fg8TDFYeNSDumPizGpSCMfMwAJ71UNusM7JKBvJJ4Xrnj8fx9KuK534bjn5uRnPcCo3SOWTerMzZO75uce/pWT2Z2lOU+ahjWPtxxwRXK+N9PWANC8IWGQgks21gcYHHT9a665cxrv2KHU/JleAT9Kz/ABBYQX2nHzbcsQuTtHKnHr2wf5VNJ2mrhVXNTPmj4ofs8eGPijdQaRr9rhHlLLOOShHII5GP/wBdeH/Gv9lm/wBE02ex0618iGJAIGaJlLpnG4jsCT37d6+3dM8Kw3eotcmFy8ZwE9s9/wAKm+L/AMLI/EfhVrqy06J7iIBmMoZgyjPPOcgZJxX1eBzSpQtG+h4VXA0a0m5x3PzV/Zz1nw/+zh410+98a2lxDcaP4psr6GBYmLy2wkBmdW+7hU3cdT0r9mPgl4n0GQX9rZX1tdQXvl3NvLE4dSrxkLKpHVXGCD3Ar4W134UeGbu2+wa3olrfWpUq/wBpgyjNj5ipPKcnAIIJ7Vv/ALOupWX7L3jt9Z0ObV9S0K4sBaNo9zd+d9jQOHUROxzhSPlBzgEr3zXo5jjKeMgpPSX5nnxyHFUeb2HvRtouq1P0a+E/2bTNMuLdIY0IuWl+UY3McZNVLx7TVvi9pQuIFfl5V4yAyqea8H/Zk/aP8efFXWvGOseILDT9H0iz+zpoulvOXuvlDmSWRxgEMGTGFwMY5wSd3wx8bbjX/i7aTW+iTC303zlvDC4mdlaJ0Ei7cfKrHkY3E9uK8N0a6qxttoY03OEpOW6T087H074kksPsxtWlVWVeVNeKeMvBOl6z8StBE9rFPBHqiXE6MuQ0afOy59CBg/WtPxn8dfh3pVv9s8SeOdHtA2V33WpJESQOhBORiuY1v4s+GfDWsaPeXmqxBLqZkFzGrSRxo0RIZ2UEKrcAMeMnsOawXto1eZdzWlOrTi+VO7T/ABR6L8RfF41/xa+vra29jH5rPbW1mmyOJS7Mqge27FeNftPW9n4v8PRrqixMomWVg54JRgc/lkfjXT+KPF+i6jBLfQeIdOkjRcs0d9HgD1J3YFeHfH7436cmjJY+EtUstU1Q3UMcVjbTpLuQyoJc4yAPLD8nviutzxFepbqzPC/7PyyivhPRrnS7bwp4Oi0QrHG0sKzGGMj5BghcgHjp0IFeGeL4NH0D4w6D4o1TwtaaqbR5ZrW0vRmEzKP3buP41R9r7Tw23BGCQa3jD9tL4deG75rHXItXjMeEA/s4sVAx1w1eKfFf9qS8134wadr3hzRjdeGYLFoWEymK4Z3ZS0y8kLgKAFbrznGQRvDBV3U5oaJAqlecWuVtv1PSfjTpthrnw4vbDUnYtcAl2bq7FiWP1JJP418lfH3w7oGleDrO3t4EQWk4dpUPJz1ye2K9Y+P3xK8Q/Ezwgnhj4Z2t9YSzyI8ur38PlC3VCGCKhJLsxA9seteb3vhDU9X0j+zfHOpQXt1nM4giMasfdcn/AAr0cvw7w/v1Zdb26mVfCZhiIKnTg0kt3ov8/wADxjxhO9lGmj6NF9olkgVy0SEhXYH5Tn0r1r9jP4PeItBz4h8VSOtvcRFrO3c7d5U8t/StPwn8J9MluxcG0TapBYYz+Fe3+DtJhcBLe18tEUITjjHsO1deY5jBYV0aasnu+pOCyx0KynVlzNfcbui6KPKN5KBsAIUAdPQ1e/sgXlxFAQArOqtx/QVoW9kltaBccIhPA+n+NaHhTRZ2k/tC6bC7cxIeuex/L+dfKwqNXbPedNNotavaxWNisJQABccHAJzXF6uU+0M4KjLE4rrPE18j2rKz9Dtx/KuE1S5UTu2/OeFB9K0oJyKqS5VYpXbSTO8QbtnBqvKZkyGVuccg4qxuUkO2ODnkdRVS5nfaJVYAux4IPFddkcbZBNOV/dkbyQck1TlkAcpHKcDryaklnLsXC4HQkP1qvCRIXc5VgflOcDH4VcUjCo7aD7tXSFhKRtb27Y/nXzx+1v4mV/7M8HreqN7tdXUYflskBBj8zXuer32+URtKoViAx7D3r4g+KHjq78dfEjWfEck7SRPeNFp6q3Cxp8kY/JSTX0OSYV1arm9onzOeYpUqaprd/kVEmbUNf2WhwIsBiCAAa7PQNduNHlGq6VKySREblj7sP4hXBaXLDp8Z06CPzbqR8ySE9c8113hu1ZUexuF3Ps3KUbhj6e9e1irR9F+J5+FjzR13e/l5H0j8NPiTb+NtIX7ScXkaDzQRjzB/eH9RXUrclct5hzjGa+avCniS88Na5DqFo7n7pJU/KWzz8vb0Ir33RdfttW0yPUrUjy5V5XH3T3FeZOHvaEYmj7KzR0NvLgjb07VOLhlbIY57g1j218N+fboKs/bASVMuWzg8cCsEm3Y42aqSl2LbmHHpSmfgAnp1xWct3IeWkPBP406G4cMff1q+WxLNOOQOcFsHHJ9atW8gQAg9BWTbT4cEscY6mr0VwNu4kd8GqSV7EO5e84vw3y/3QaQyk+/YGqrXIZdynPNIlxlsHpmuj7Jm1Zk142YiCc+gx14rnNSO2TCnIPet28mHknBPr1rm9RkLS7cAnPWhK6IlufUzSbfl9ahZwvyhuMVG8o4z19aYXB53c/WsXHUuN+UlLErjHPelV9p5/nUImBHPakWYE8nOOlPluh31LIAc5x2qSFgOpx+FQwSjO3PP1qaRl25U9OwNC7FkjncMjBx0HpUMnLbcdf5UJKACT+NNEqliTkHHeptygPVcqR7c1C/DDkj608yMeF/u81Xkf5t7N245qFe5exKBtzuHUfnTc7W+XPSovNB46D60CdVyCBnPFXF20ESs2QSx5z2NIuMEk/THWojOpyM857GlEy9M8+lWm7EslQANyeMdxTZUy27sOOlRm5OOvHUfShrpVbJPHempEWEeAMBtYY6mlkRYoemOOTnvTZLtAMk455C1xnxn+LOnfC/wXca/dOr3BBSytzz5snbP+yOpocrK7KhCVSajHqbEXx58A/Dzxxp/gzWNQ/4mWrypHbohGIck7TISRtDE4H4V63YeIre5BlK4O75huPFfk7498ZeIPE2uXPirVL+Rrq6mMjXBblWzkY9McY9MV9xfsj/tAW3xi+HVtqtxdBdY0pUtNfs3Ybi+MJOAequB+DAivkc8wEpv61H5/p/kz9ByLFxwijhW/R+fU+k7e+3jKY25ODnGcenqatwvE0ZjEvzex4IzXHabqgiXdC2QX+7jOf8A9fWtuz1WEKZ3BJVuQQR2r5aUbH2dOakjQmlKHarAqG4wvJ96SEEpJHPgI4J5/pTjdieIBhhQNwI64z39zUHliVswI2QMjPA54Bz25rNX5i5bFnS7O3F0YuFfO5GjIyVxyM47it5dHt77THtSigAHaM8nrmsO1hewkWS5gc9C3lrnPU9PSulspk+WVQFQjJI611qajqcnK2eNeNvA0tjeyRNYARjIj3YKDvkA1wupaBHayCK0h8zyxkseC7Mf0/SvpPxFoWna9ZtDchQ2MxyquSpz1/z7V5f4q+H93pEwmS1E0aHcsgHfPp3rto4l25ZbHo4ScYtX0Z5mfDVyhkaeySGWNfmMchyvHHIFS+EJPHXg/V317wv4i1SxkZSj7bpmjkX3R8qenpniuqlv7KGR2urIBzMplKOQW29ufbH5VYYWGptN9huY0SYAW29sMADjBAP3jkegNdkJJawZ7KeGrq1empeqTOW8aeI/F3jC3Om+ItYNxFJKrSqyjDEMGGQoHcCtvXPib4w8Q6ElhqMFoGt41EdzGGDAjGD19qzNaghs7F7iMrKPMZTiLgAYycjrgms3TUg8TXEPlztGh2bkU+3zZ+laRU3Hcyq4HJra0lp20Itf8WXut7nvPDWkNKCGe8ltFkdsepIzj8a4jxDqGtXGqLqSaw0Dn5YxaxiMDHpgV1dzbz2s11YsqEjJjzjkHjAP4VnX3huwfEkhi3RvjBOQTx37nnP4V0xbg73OWODyWmrxorX1f5nAa/aJe3YuNWd7m4c8SSjJz9SP6VSj0wQWRljVY2JI3MCApB78V1mvLpenFJJVRSkw3kcEnn8+a4ybxFJcedaW1ju3zFgFblsnO3OKuNVyWruZVnGC/dpRQarqHlRmOR3SRQP3atnPr+H0rN0S1vtdMtvHaqEeTL7hjH49a1NH8Iavq92LjUA6RgnIkbJxXc+HvDllZwG3sbYLuOGbtxUyxEYLTc8TET59LlHwr4caLyhLBtQnO4/xH1Jr0PRNPgsodzKpIPIIqhp1rHCEVkHyDOe3+elXzeeXbecjFQR+VefVqSnuckYKOqNae7B8uJkOXbBIGeMdfpxUy6u9vCVSQccNtPH0rHt72WdA0zE4OFOKinlS3j3SS98gVzqLTsW5LdDdZ1NpFZRLk43EDpXLXt0rSgRqCB1ycVc1a8EhIUnPbJ5rDluv3xxIMYwM13Ukoo5ptstz30UaqkgyoORWdd36NlgMBeFHY1HcXmIirKeO/es+W4R0YkblyOvat0jnckkLdXTxSBoW+burjiq7akyqXlIXjoV9aimnjA3bTuBzjPWsPWNbWNH3ykN3BHJrenDm0RyVaiSuzj/2i/iSfBnw21PULS98q8u1Fnpx3DiVzgt/wFcn8q+StT1PTtMto9O0m5N1OIRvmdRgykZc/QDiut/bN8cvrvje18JwkpBpUBkZC3Jkkwcn/gIH51554W0m7u5gUjJbbvJfGFT8a+/y3Bxw2AjKXXX/AC/A/Pcfi54rMHGPTT/M7HwhbtDCYopszscySEDDA84B/wA5rp7RbmymNzGS3l/K0WQM1maJZxWVsio0aDO5nY/eP49BWg8EF7IzGXau0CPy3A+bPWuGvPnqN9D3aEFSppLoaEySyQteL8xJEgwOmOMD8hmvS/hF4mlgQ6DcS5EoDRv0+bHGPXIry+O7e2iCXMTbYjl4zjdjGCa2fDN5cRxQywTMptZ8wSZyGjP3fyORXJK8UbzpRrQcXvY95tbsNgg4I7VcjuWJ+8R71zmn6lHeOtxH8qzoHH1749s1qW9wykFj7YHpUShyvQ+e1Tae6NcXRzwBkDoDUkd4QuMdiBk1nxzoxLM2PQYp6ThsKTjFT7qBmvHdudpBwQuAPerAuSTtyfu4rGS4IUEvyelXILvcgIA4bHBpy0SaJWqNSOYhACfTnPWpI5VIwv1yaoxzKw+8OtON1sPynjrg1cGrENX1LN5L+6wTzjp6ViXZ/fE8kd6vTXKyqfZTVTKu2DyAetUn0M2j6YuFKt8p47YqLzPl6dKLiZD8y9eMgmoBPzkng1hr1LSJ1csPlPvmq8szBshhQ0uGwM1FuBYkn2pxk9x2Rbtp9pwTj6VbE29QASQayVmKSABuKuQ3KsMKTwOpNNyaVyo6lpjgZAHvTRhV3AdqiFwoX734Z60G6ixjd0rPnuW0yRnwMZJxVaaQL6j1pZLuNVOWyM+tU7i5L9G70RmriasiVrg5yT24NMe4HY5I7VTkuO4wD3yaga7IPJ5B6mr2JNQXICnOPfNI94CucgHHX1rL+3erdRnrUZvCMZbNF2Bri8UnB7dB6U03oOfpkjtWUb5SnLd+Tmorm+ZF3B8ZHP0qUMu6jrkFhbyXl9cLFDGpZ2PRAPWvjr9oH4r3PxP8YvPHJstLUmKyjydoTPcep65r0/8AaY+KsthaDwjpUu4zL/pLI3fsv9fyr54mE+6WZHCnBO445/CuapU552T0X5nt5fhHCnzvd/kY+tTBQUaDggjI6Z/rU3wX+N2r/s8/E+28aabG9zp8oEOr2KtgT27H5h6Z7qexFVr+4IjcTqrnPVTg5PcemK4XXpZITPHgqudzgrgkdsf57V6OGowrxcJq6ejJxkp0Xzweq1+4/V34bfErQvG/hyz8V+F9UW60+/j32U6P8209VYfwsOhHrXdWN6JrYuzgnOVI/iHsTX5b/softW3/AOz/AKy2hazO9x4b1GQPcRIoMls56Spn0GQV7getfol4B+I2keKNJtb/AEjVYLq1u4llt54XysqHoeM/l/hXwmd5NXyyvorwez/R+aPtcizmlmFGzdprdfr6M9V0q/jZsjEiOoIXPTH9a2o7K5ZBMrHdnoeQCM/zrg9PvRbAPbyFkQZJU9fb8812eh6iLqIQzDgoP4+c+men4188073R9LdWL8MAt7mGV4ndWOHeIZK+/t1rTiuLaCMIFKnBDDpkg4yc1Ys5LVYxvUkEY+XjI6Z9aZfaHa6qHlhlctkAHpx7Z/nVp3iZqyYnmSiVGU5RvmDZ4/8ArVS8QWcN1CyNMPnJ2FevPSrSxTWqx28rllHD7hk5xwaqaqHjhHy8ZBIAx/OiMrbG2m55V4q8KrZzzyQQFVcMPkfIPvj14rzvXUi0skNdycAdFIJGeOg/lXuuqW7zsyLGGRQdxx19h6Vx+veFbK4h/wBKt1BKghs/ia6qM5x6nVHGVacdDxi+8TW/kxWb6oxRBjyy5HXH1x0P6VPb6tY2EFtNpurqnluWVwxB6EEn6/1rrNT8BWkwcJZKGZuqAEkgjriufvfAFvHMILyE4Y4QMOMd/wCfWvRhUTW5nPMqrV3A5e98TWckk8kmsLvUgD5ic4wOPUmsS61zU9RjMA1xsZ4IhwyZPr0rtLn4faPHKZBaeWN3Geg9qmi8GQwKVW1BDHj5ep71s5re5gsxqxWkTgk8OwanKJpriS7AyV3naAT3rVsfDkNsCYLNVYD/AJZ4OfxNdjD4ZdAMWm0D7vPb+lTLoJh6xnpjGO9ZOpfdnJWxNaqtTB07QrxnHmcRnB2+vr/StiG2j0+UsAAMDahOBWnb6ekDkyhhyOR2pl3ali3kxrvByCe/NS5ps5OWXUheWKKPzSQwC4OVwF96jnRrthvJACevANNfzp5Q0yhVIOOM5/CnujwxBT95xyc9Kq9kZ6pk6tH5ajzCcKAeOPesvULwNG6SEsOcYqSW8nfCKFVY+pHf3rI1G/JVtuQS2eOtEY3ZDbuVNQvircNn5c+orCvr8NIzKnHU49am1S8LuVGSw6HtzWNcXIaUmLJ3Hk+ldVOOupjUklqST6hI0igvtJHzkHrVK7vllkIBwicsV7/Wq1xcmJWcyKSeeSKwtZ8QpaK0ROc5yTxgf1rqhHmdkcVSa3NDUPECxks5wAMD5v6dq4rxR4lhihudSmYrb20TvIxbAwoyev0qlqmvS3spt4flGTlgeg/xrzj9pDxkugeADosE2JtSbyVAb+Dguf5D8a9zAYPnrRj3Pn8xxqhRlJdDwTxd4kuPF3ii88R3e4yXl00hXOcDOFX8BgV2PhDR5NNgVrmMCRlDMQudo6gcd64rw3Y/btViUAbUILMVyB+FeoeHtIkjhAnkIMvKnOAB296+xx9SNOmoI+VyqjKpUdV6mrpbyFA9tZrlz88hYFRz3HvU80UzK1ukKsR/zzUYz3yRVNorezhEMQzITzk+/Of0rRgaFQ00LMNy/Mjcdf518/K97n1EddGUr2Q3FizRMBMgOWB+8B259P6Ve+HmvyXEb2RRZCpAVt2PwrL125iggJgRY1ZhvQKck0nhC3a1m+1xRkKzE7weMZ9KpxUqLuZ0ako4hWPb/AeuwXcQ0KeMxyQEiOYjPBJPWuomkksp0t7r5S3Rh0NeZ2t5JbWltqAn2qymPzB0ZsnGfTjvXQ+HvFtxFfPpGtb5bZrYSWs7DJjOdvPt2rgVScp+X9f1Y2xmVwlGVSn8T1OxivCjeUeQehpwvF+UE9f0rCTUthVHkyRkZzUyXp3ctz2OetdShY+Yc3ezN8XreUSX5B4zVuyuHbIDHPXAP41z66geUUkEnPNXLO+MRAEhXI5GKiSbiUmdFDcgKCGoe6BI7Z4x/jWfFdEjaWJ445p3nSKPmbp1qEIvLcBhwec9TSJIA5BGcn6VR+0/MSc8jpRFcENuD554ya0RDVj6VluiQPn7dahN0QeoHPHNY76urADzMY7VE2qLu3GTHtWL1GtjdE5c7d/fjmnOxI3Dn+dZNtqBcff6+9WhdlzuDcDt6VHM7mlrosNNg8HmiO72HIOcVVkmBByw/OqzzyIwHT+laOSmuUm3K7mjLqu0Z3fr3qNtWVhnd39axby+2Njd07ntVSTUSMjPGc9a5VLWzN+h0D6tvO0kf40z7czIcseDz71hLqI3AMetTrfAElX6jgVbavoK2hpPeZ53DPWq73Tc5bj0NU2u9wwWwB6daiFy5OW44q4yVyGi7NdSogYEYJxkmovtrBiD2OCKpyXeFALZGO/vUT3oK5B6n86jmaZVky/9uC5O7gdz61j+LvFEOgaDcatO2PITO092JwAKWa8GCqNkZyST0rzj9ofxAIPDUOmlQ/2g7pAshUgDjOe1KcmoNm2FpqriYwZ5N4u1Ztb1S41O5lxNM5YhGyMH26VylxBFF88bsuT3Of8A9VbMhCRqI5GZSM4KjI/xrD1uVEYJGjEsecHgcd/auehfmPq52hHQyLyQQTRixXcXIDK4wDg59OmawdX00avJNaagEDIp8thjOf8APPNbrRG4l8yO4CbOSF4rO1GxkineSE7yV6qOvfjFetQlyvTc82tDmWux57rGm3+l3nkySdAGTOODnr9D/WvZP2Wv2sNY+COqxeGvEN1JP4eurgNIoY7rFj1kT1XpuX2yOevDa5pv9sWxhnyskMeYWHzBT/d+nf61xmtxXtlciO5gCNgDgcHqAf5V7Dp0Mxw7o1ldPf8AzR865VstxSrUXb+tmfr78PPinpfiPTIdQi1ETwyQq0UyOHSRSAQykdRjFeoeHNUSYhUHK4DBR2xn8K/LL9iD4+a74PlHgbU76SbTXbNuJHJNuc/dB7Kc9O2K+/Phz8TTIIZFuS6uRyD2PB5PXpX5VnGTTy7EuO66M/U8pzeOY4WM9n1R9HaPqltcqLa4jGBwc961YILyIrKsQYtkhgee/p7Vw/hjxBaajbRyRuDkYJByM+v9K7G1vLi7VGU4WPBYhxk/l9K+ed4Ssz3YNTjoLetMs224t/kcY3EHG78KqTQlpjHn5DxsXkjvitaG9mu7YJKhLDHBX/PtUGo2DfallSNtm3DFScA9s4/GqXkbpaWZg32lpIjQCAFickkEZH9eP5VnDwot2TceVtUyYIPAHSt9ba5N4FjJOOJOcZ57etVvtjBZAsP7zeTsUE7vfHQYwK6KSugejObv/CGnp8iMpZUPGTj1Ga5y48N20t08hTDKhBDMDnryPyrs9fmMMQeBBJI7oFSNjhR0Ix9OlYTSXMhn8qIKd+3cw4I2jIH412wVkZSs2cefDVqX8v7MyhRxIcEZ6/nwarXOm2wkCCFsHg5wTkde9ddfI0cfkExkyzbs9enbp9RWFq0kaiRwiktJsyR0PHP5VoZ8sTGntUjcLGm3avBIHNVG09WZ2Bw46gHBx+NW9Rmurd1jaDthiOp9DVaMuGZ/Mwd+1gB26Zo5bIyk7Miuy6xEF88gKFHJrMazlRDLJ8rk/dGOla93IkEYUuGOcqxB5zWXqdxJbokZIaRic7T1460oR10MJyTMq7uJopUjWAFVODgEj60TyTSAs+ELHjjoPanXt+IwoEeePnCjGapXGp/uVu8gHb0z29K3toccpIbqV2LaERcAhj1Oc1zOr6qf4hjPB56d6k1jWUSQxSnAIJTI6fjXMapq6sxdZcc8kn071vCGmpzTqWkSX92rqQh7YwMVi3OobFKSzE9fvcYqHVNdt7VC88jDIwuD1/wri/EXi+JhJsdQAMfe6/8A1uK66VKdR2RzVasYfEaPiLxRFB+5jkxs/iHT/wCvXG3Ws3WtTlbd2CBvmlBP6e9VJZrnXpsiRooO5zgsP6CrawR2cIWDjA4A7CvXpUo0lbqePWrSqPyI5Ht7BC7OAFGSc/rXzb8b/Gsvi7xlKsTn7NbfuoF+nU/ia9d+L3jBdC8PzskoEhUhQQOCenFfP2h2r6zraCcFg8mXJ4719Rk1BQUq8uh8rnFd1JRox6nY/DbRYrWxa/uY97zj5AccHtXYpM8dsqsmWyAxHGD6VDYWsVrp6W0amMDLCLjBOOxH4VaV3QedcQkhcj5W4/H+VZYiq61S7PVw9FYeioLoRJcvDcBZEVhj5twycZzxV+AbYlKSDa7cKRnKjt7VSMcHmjMBBY5OTkfp3qYO1uzqBglT1Fc8kmdCly3bMzxVgzK0aFd4y+5up9RmtzwXHNBbwxIEBVss+7kj29a5u4km1DU0hZssv3hnIxmu10IW6eVvtl2YCiRh972zU13y0lFiwkW6/Odfo17p91YTWd2AFlU/Iw43Y6nHqRUt5FpMNhKklnI986hYN0h2twMKvpg85rI1CWWzTybOIKVi8xWVuFOc9+vSq+oeJbTyNNv41Y75gjKxGVyCB+oFedClJyTj1PblUjBvmOz07WBr7nSpSkd3axKAUb5Txjb+GMZp0V7PFIYplZZI2w6MOQa4LwVq80cl55hIuI77IA5Oc+h7V6VdW8eu6UdQYAXcK7Tt43kdR7+1dCqrD1OSe39fgeLjsr+sUniaC16r+uotpd5l8wSEsR6cCtO1uiyhic5PU1ytjqwUmORtpA5GOlaljfuSArDHbB611Tgz5pVDp4Ln5AwOAOBVg3BJ5cZ+tY9pdZTBHXvVrzyvTpjg+lc3Ky07lxpww5Jx6j0oiuPn3B+p65qmZM8Dr6Cmo5YAc4x61cVciR7Z/acuAcnpzmo31aTcTu6dPaqL3BQFhgHtmqv2vMpO/nGev86izfQUXY6TTtSfcCSfate3vsLgHPvXI6ZdZdSzH8K2re4dsFScdvasXBOWprzNI2Pto3cHHOCTUVxc7iWZx161T+0FTk4PtUEt6FJDDPHFaNKOw1sJfzbmIHNZ8twQxB54yc96knmyRkgcdao3EjBiV7n8q56tPqiossLcsG4PbHFSx3kiv8zduRWaJzk/PzT1ulHbOaxWrLNM3YZcg9KQ3cm3mTvz9apJMCCXPAU96R7otGFQcAn8a1i0t0DTsWpbg5yzZNQtKecNyOQfeq01wzj5ScZ5/wAarXWow2KNcTsFROWLf0ppLcEm7JblyRLi4AWNsEc//rrxj9pHXEk1i1022kjfyY8TFGBKvnJBAq78SP2gbLSY5tMsB1GBg/Mf8BXiWk+JX8W+KdXTVN6SukVxG5ckKoyCOee4rVU3OlKVtFY6MPF0MXCUnrqdEFiuYcySksBk8Y/M9hWbc2clxA5t4Syq33yOCP5+tattYxy2iiE7wF5J7CoLoy29v5U0RVsH7pzn3I7f/Wrz4S5ZWPrJU3KmpPY5yaI2qBLeJY/m+YsOo9vQ1j6zLPDGwUFWPG4ngDsK29QaJpcBHVw3y5H61heIBO8AcXWAVzgHp27cc161BNyVzgr3UXYzGvpXkV9rFwPmmTr/APXHtVHxno/9sWK3tqdxPOwEduSQf6Vf06O3ldQU3Ic54xj6n86lu9GkshLcRqWtxIC9sGJ2D1rvhU9lNWPMq0HXpPmWhzXwm1h9I8UpBI+wOdpyccmvu34BeMf7e8MxwLc7pbfCOjsAG7j9O9fBviHSZdMvE1zT2Pl7x8w4I9M/p+VfSP7LPxKjgNneyTgRP8lyrHpno34VwcQ4dYnDKtFG3D+IlhsS6EmfbXwv+KRsr9dK1CSZFbgmV1GGznjAwP8ACvdtF16JYUkQqYmI3AOev1r5bOlPdRR6hbsokX7pI++P7p74rvfhZ8UJNzaRqc22UMeJOzcY47cfX8K/NMXh41FzR3R+iYes4StI+hrTVZDBDMrEFGwckDI/z/KpzqzSTPbxyxjI3MZM447Yx6/zrirHX4fLZrdg0WPlyRtLdwD+VaP9s204WGV2QkfKzPjJHT9a8uLcZansQalHQ1b3Vpba4bzsshjxIqoQVPP4Ecf0qrLd2QtRJ9qJ8oeY0smAeAflIGAQRisvUNV25uYZ1LGTlXOPqM1jatqECKSTuUDJQMNufQ49BmuylNJaCau9TXutU0y9bfcAqg/1Tldu1PUe35iqk+qaZbs0jO4SLKjH/LTODn8/5VyV54lRZ3tZSojDLJEd3PHOB6f4VXPiNoykskyzhs7SB0/xFdancxdludJez6VFLLf+VlmTOQckHj8unT1rmb+4MW9jsO/51xklSTxz2/HFQTa5mNXQORI2GQYOCeM8/n+FZV74hsWV43kXdI2FYj7vHqeB0rZSTM7lfVL6fesm7e6rt+UHB9zVE6g9rbJcTrne2JMDj3pk+oSw+YrOoOAFwODkZz+fFZsuuxRsftUiYBBZcjgk4x+dVdN2MZystTU1C+haCNI1LjJ++eDg9vXFYlzq0ksv2rnckXyjODz/AIVFrevrbBIolbfkqGzk4PXA7Vl3urrBCArFcLuJI5+nrV0o6XOKrONy49wIIw0j7myActwPwrA13xALVGCngcAjoRVLWfEi2Q+2XlwqIqnaGbr715b4u+KK3DHyH2Bc7gvIznpXbQw86srs8zE4lQjZHSa94tAn8uOQkYyN3fnpiuR8QeNIUPlwuw45GetcdqXjSe7mZlcBTk7t2fasG71+aaTyrZC+7gszdDXr08G+p5VTFHS674uaVDC1wR6IDz9BWLDbXeqTK85Ij4Owr1PqfWq1hply03n3CBi+Pvda6CwtFQecjndj5h2rqSjSVonLKc6r94fb2yWluC6jIGcjpWZr+vWtpbtcXDhFXO70Aq5f3cSLkxqMdcH9a8v+LHjZbW2eJHAJJyuP6V04WhKtUSOXE140oNnn/wAXvFs/iLWTawtlEY4UdCaj8D6I9vN5hi3OcZ3evpxVTw7pN1qV8NVurcMhYBN36muz0O1hQARors0mVBTGPx619PVnGhQ9lE+dw1KdfEKtLuaFsrpIQY3xgqoYfMM//qqS8ukEEkSOF+XBCrgsf8n9KfeRra20l6wG7YNuT2/p3qlbMt8/mEneow4fsMmvMVn7x7jco6FyEM1qhExDIeHGBkelVtQ1OO1hKRNkjggdKvT3SQ2fyRcgZztxXO/vdf1EQ2ynYvLAH9aiKUm29kVUWiijX8GeHnvpBql4pIebaB1/z1r0G0SOCRvsabFEflrFHwCR165rG8M6TdWtmFUc7RhlcqVb1rqYrCext2nlhdTj51ZCcAAZPPTt+debiK3PUPTwVFxV7FW+nsRf20M8qC5A3Y2ncV9D7Vyvi+H7Rq11YweWssAWWMIfvg8kcdwRUz65p128148RN0C2XGTgA8L+A/WsmaV5NTl8QXMrCRx+5UsMtx3HpXRQhKnK77fiViKkKqS8/wADR0O/iGryyMTItyFYMnqF6/nXovgfXzeX9roEheeW7cW6x5AZpGbCAH1J+X8RXmXhrUksrt2aNCkhLrkfdDdfyp2g+L7yD4t+HTM+wW+rxuQegKHev1yQKuWFeLr8i7EzxywGDdb10O+1vbpmqPbSEx3BlIaJuqjPB98itDTLlwwIPB/WtzxHqHhzx3NJqd3piGRyTFKq8j6e1YkelzaaRCCcDpkcmvTq4aVGKi3c/PPrar1XO1rm7ZT7YwS3P1q8khxxnPcn/P8AnNZFizKAxUn2Na0Csy7lPQ8c/jXmThZnbCd0TglVwDnjHI64H+FMaRVxgduDUjKcElMnPGOn+etVpsY3NwOwBqoRbFOSPZZ4FwQ3PHFZlzCUkygzxzWrMGK/N09apTxkMcc5P4moirbhfQTS23OTgYFb8Fw7RgM/14rAsUMcuegz1rTjmK8579qyfxmq1Roy3CrGW74wAKqSSuzbCRnqfehp9w+U5P1qvLJJ5pwccVLejNB0rsR05z+VQTY2/Lj605sMMHuO/eo5BlfmAye9TfmhqFrSK2/c+OgAwB9aXLxHZK3I647VFNlHAHLZ4Pv/AJzTGuC0h2sSTzmuLXmNVYtGcjBBPToKcZiPlyTkjtUEIcfvG4LL1zUGt6zp+g6b/aWqymOBjgYPLn2FaX0uyoRlJ2RPqGoW+n2rXVzMEVOdxP8AKvKfiN8RJNTuzpunTsEDYQcZY+tZPxG+Ls+p6hLZ21t5duR8meeOx/xFcdpKyXetrdJMZnZSyov3VxVxUnC72PUoUYUnd/EZniq0uPtEkkI8yYEl2PQetcNoOv3GneOZ59UkwLm2MabhwOhH06Yr07xNdWmlQPLOoMkuS7Zxj0XmvE9dvjLrj3lw21PMBDOhwPTp0r2sv/f05RktLWPMzKEqFZST13PYNG1W5wIEVl/u45yKsX80zhpJopjuIwc5PHfiuP0DxK8hN9DEsiKBhlU45/DmupW7uXtlmlIVZGyoIOcV42KoSo1dUfSYPExr4VWZmanIbl/MuFICITkgfy/P86w9bVHhAdRnaG/A9P510etwK26Yz7wyZPrxnjH1rndWVSqvGC77c/UjryK6sM00jOtKyZj2E8VtekTwsylTgHnkeuPyrTtNahS2ZdQUqWjP7xQWOegGO3pVA2MkMwz/AKwkFsj9Oar30R8jfJdMGB+6Bmu2UYTkcaqzprQ0ZtF03VLMRRuweWH526q2c/KB37fSk+FfiC5+HHi8adek+Q82NzcYBPBFVNH1meMr5koK7DGmByv0o1G3F7ppuViIeNzhi2COeBj/AD0q46xdKesWc1Zx5o1qfxRP0J+BXju18Y+EYbZrhJbq3QLLuGcpzhvxFb/iLRrhZI73TW8qWJdyMp798jv/APWr5A/ZL+NMuga9DoeqXARlAUgnDEY+77n2r7W0a/s9dtEuLaRZC8YKkchlPQ+xr87zTB1cuxTXQ+5y/F08wwqktxngX4v3Vp5WlayUEqsdm9sBh6DmvQNO8dfaWMnnldpzhjjdn1HX1ryTxH4Jg1RCVV4pFGA6Ajaf6GsIan498ESEXNq97bLgCWDlwvbI615To0cR8Lsz1IYmrh1aWqPfNS8RLDbeYlwSQp+TA6H2rAuPEfmnyN7pk9ckMp6gH2+leY6Z8Z9FvmECXUqtvJMTRnKjuDnkDPpVuTx7ZalA19Hfxl1I3YPbpz+FKGEnDRo3+vxaujstQ12NlDSuh3JjleM5yQD61QGuFpV3BCCSvByRx69s+/euOn8T2UkpFxeAk9AjDDA9Mj+lRW/ivT7ZGK3KoxJxgnJ+v+e1bxoNGUsZHqdrLrkNopklAKseUb7oPqPSsDUtbtrhT9nkVnXOSDkd+R6GsS/8YWixhJbgOW5AyD2x/ntWBP4rEwkEDpGh4BA5/Ej/AD1rRUn1I+tw6G7qHjCe2CmeXaFPzEAn9Kx38UxyTNPHwZMZ+XLDr27VzupeI9JjjCXd2HRiCQX7kdM/lWJdeO9ItnaYzHKH51yOMc4x6YBrphQlJaI5auMj1Z3V3qZgtEuPPXePurLxwcg/z61leJ/H2l+HrPbqF+jTbfnVG56dfrmvMvFXxkT/AFVo6M5Tl8Z47kCvPPEXjW/1S4YyzSTFuMAcHjtXp4bLpya5tDxsRmMVpE6zxn8Vb7W2dFuWjjYfcLAk/wCPHauE1HxD5xbdcF3z0AwKz5he3LeZPFnIJCjjH5f4062tpWA8yA8HoE4J+pr26dClSVkePOtUqvUepkv5FEjbAo5UNitfS9OtoSCkibgvVu/0pml2Vw4JEECkjBAU4H4mtjT9PkCDzChA5JA6UTn0HCPVklqjbyXZMKOoU5z6ZqS8uTHHg8kjI5605oo4RtDHjuOB/wDWrF8R63DYQPI8wDYIIY9fpUQhzSshzmoq5l+MvEdvpNizyzKWI+UMxHFeM6nc3Hi/WvJ3N5CN87E9fatbx9r+oeKb/wCx2UjMinMjKcgL7mpND06HTbeOFo9xIydy9eeoP+elfRYanHDUr/af4Hz9aUsVVt9lfiOt7M6XFFCEVlbIHlj+db2hWEUyC5J8ooM8nkjNVpbZQyqyZRUPyuR1PT1qxHOltatBC+TxkqMf57/nWdWTlGyOyjT5Z3ZNrjShRaqpZ+TnOOPf2qGxX7HAC2CTHmTcent702WaIESXEm5jHgPgghqyNY1pbSDY0o3BMfKeM1lFOS5UdFSWtxNf1mSRzaQOwLDGAe1b/gvQ/sNn506nzpkHBH8NYngLwtNrWo/2hqbCOIN8u49fQc16boekia9FpcRmLY4ySu4L6D8uetc2NrxpR9nHpuaYWlKbu+pe0eOG0sVe4YkMT5kaOBtHsTTNX1e5kUWNosnmXZ2QsMkAAd+3SrhsgyvaXlzAhdyR6npjA/8Ar96pX97cCEWiMsEURIy7bSR75+leVB3lfdnuxtCnyr+tjKv9Ms9EicOzMMcsBhSep+tVZbC21q2F3HGqR7sBg3BP9Koat44m1K0ls9FjAjSVTFPImRKwyCAD0HpVTStT1lYzFeSE+YQ3lhcc/T9a9GNKrbmbszm5qPM0loW73SH0m2kmSQkbcqUPT1FZHwwt5Ne+IGn6ltdhp+oJK3sq5JOfwHNdJ4ju3TwxI/khSVJ2jgnir/wN8X3nwI8Gapqd/wCCNK1Y+NPDslrb3mpWzk2CuSHeHOMvjjcOK6aFWrTw7qx+K9kcGJp0cViVg27RcW3+h3+l3B1OxEtpCqqsjBXJzvI6N9M10mi6daatZl0ZfPRQUV26gjOa4/4aCXUPBNlLYzRyZyrq8mOc+/tXYfDZ9R0/xAL24tozbRvmYJLhvlPOOOa9yUoYqld7nwMsPKhXcPMri23XMtn9lnV422uzIVAb056Vfg0PUkT5YtyNjBBzj16Vyeq/GC58T+Lr+RbtzDJeyGKJl27U3Hbx2rZtfEF1bldkzbuCcNXyVevVozaPuMFw/DEYeM3KzaNWWyukGJFZcdOPzNMFk1xuUqd3U5HWr1n4nFxCguCjbc43HINPu1a4y2jzLFJsAUycjNFDM6Sdpqxji+GcXRg5waaR6ezkEd++DUUsYY8gZ61e+zJ0AznuO1MkgVhlehFdcZK58/Z2KCQkHipUGwDA/GpxCN22Tg49KQ27Bsrnp0FZVdZXRpB2ViHe6tjPOeopSWKnJ/HFP8oAbWXHepEjJX5T361hdvY2RXViDsUHI4pGx0PpirJtG8vAAx3PrVZ1KthsZzyoqU09inYo3igNuLnbjnJqtCwLK8eQMdat6lhosJnI5OR2rB8ZeLLDwrpouXkV7iVMxQZ5x6msmkma0oSqzSRY8SeLtJ8JWLXeoTDzNv7mInBf3PtXi/jj4k6tr95JeeerIR+5VwcIP7uKxviB4t1vxBeNdXwkeMkh5XYgAeg5/lXJPrkybZorMY3/ALuWRjg/Qdq6qdByV2ekoxwy2L+qam+sH7JIjW4b77EYOO9bPhmKO3t5tdtpsI0Yjt8/x4xk+9cFc6vqGu61BpzrtaaYK3lchhntXb3s1rpsltoNmuIYxtTc3Qew+vNbVaXJFRfUvBN18RzdF/SMLx/qlzczIJkXbkMgyBz/AFrzrxSj61YgQRhAhOVXrmvSPFOmNfakbJoWPlqSCj4yADXn93pt/YXrWs6yYlJVTJH2PSvQwMoRirbo480pTlUbezG/DbxDc212ug3sjMk74VNwyp9K9WkvItO08adMVYBtwdTnBA6deTXhGv2F5o2oGUSD5HzuHOK9R8B6v/wm9stxFMVnij3ugwNrqeGxk8HFGZ4aNSKrLbqc+VYuVGo6T+RuQyQu++5g2idSYyRkkc89eBxWXqsMSytIpHy8YYAD/wDXV66nF/ftJM20Fz9plbn5uc//AKqieFLiDKIWVmKpI7Y3ckDjpj0ryaT5Xc99vmWhztwpa6YyrjceVA9/ftVS+UXFu0yoFAb5BgDNa+o6bNHIY1mHyjBbr+GfY1k3D+afLLkANkgJn6V3waeqOOacTMWI20wCAkggHcMgd+h/rVy2nBhaOQE5m75x9abdGJg5TjJwMduMcVLZpHs+yxOG4GWGM/y/StpNNXOVxd9Bs11cabfJrmmXJWWFgxC9/f8Az6V9d/sq/tCJ4j0q30u8v/Lc7RKrDO1wPvZ64bByPXpXx9JmCaRG5ATgjrgdP69K2fA3jDVPAWuxa/oshBSVXKbsd+oFcuYYGGPw3I/iWz/QvAY6eAxPMvhe6/U/TfSNRsdZi2SRsWYYJV/vd8e/qPr71Fq2kxfZzNDMsirncF5K465HavIfgT8ZdK8ceH/ttjOzBFzcWYJDQsOynsMnPPTAxxkV6susxatA89tcYl2/60L8zcdSP736EA96/NcVgqlCs4yVmj9Fw2Jp4iipRd0zi/FvgTRNal8260uJpQdxYDJAPOQR1rj9X+F5sS1zpOq3UQxu8vfleenvxXqrXTpP5Oo2iIyN/rEbg56HB7Ht6/pSf2NbXJKeUWDH5UcY79qdKvVpaXJq4eE9keCanoXjLTfO33bTHadoRMHPbnPP4Vzzax8Q7aZpLkAlNu0sdxNfRmo+BIXkFx5ZLFsBzjjjp9a53XPhahV38psnl9w5/A+lejRxkX8SRwVMJPo2eCX3ifxhDIu4S4IIbYo4J/SsaTxx4sWeR5XnIjbO0AgN3Fe0658L3ZCY7UDnjfk/TjHP51yWt/Da8jQ/MuVIIVScEenPT6V6FHE0HukcNTDV1tJnml/4p1y4to7aeUI0e3B24/H61l3l3qc5eSXUAu4DJDctjvmu61DwaVb95GYh3/d8jv1rDvfCUEBaUqx9W2/59q9GnVp9DgnSqJXbOVltZJEw1w7KeSAKjjsmhzhc5PAHUVuz2KwMWjjJK8k7uKoS28jkgIx3HnAyP/rV0xncwdNIrRWabiJOuOBVy3tZCUVjuGcAgf55qe00vbKWkkGR0IPXitCGCCI5Q85w3OMc5qZS1KjDQda6bGsK5lbbn5h/d96vIiQRZhYEeit/SkSNQm6QbSBggcbh+dZms+IbHR7dpWdVAzncelZxi6j0KlJQ3H6zq8Nlbs8shLBcgEYryjxt4pu9avjp1k3zHO9wOF96n8U+NrnxBfNY6dKVT+KTdn8B7/yrPa0toomCIQQoL5Yhlb1z7n9B717GHoqjZtanlVZyxF+X4SvZaZHoMpMJOWB+cjhj/nNSzwrvTYMSYJwe/vTZTcoyqUba7fPgZGfWrZgE4AZQwReRu+727V1OTWrFGlze6tiaKU3CJFNGAQnyMBw3txRsjClFbOHwPVhUImNuzCdgoxgljyMdxWFrnicQTbLbAm5DqpwD6EVlGEqkrROqyjG7LniPxDBbq1tCcnPOf4aoeHvD+o+JL8XLoxCngYyABUvh/wAHajr1wt/fxbInOQGON1eh6LoqaXbq9qyrvGwBeMN/+o/jU1sRDDw5YO7JhSlOXM0TeHtLt7GBY1VS0fKsM5bnnj2zXUWVs66at2I8tCN0ilsEnsPbiq8dn9ksVWFUMzIegILL6jnt3Jpg1EaZpEmoaxuitCpIkkPyg/7R468V4VTmqyuu/wB57FCFOEfe/wCGIrh/OleR2xBGhkJK/cA6sT6cVzGveNdJ8RTXGn6fGLhSqGFY+GXBxg56k1JrHjcXE0ulafNayQJIrxTwuQ8oK8o2QQyg8dqxvsENrcobe0SAbvlEbAZJOcDp716FGgoe9Na9CZVqk/gfu/1sVYv7TicxfZXjjDDCFgckfT866OKxjvJkLSBWCAbWHX8e1Vo9OvpX2IilScPg8gj3/KtvRNO1G4vDbPZMSkeY5fL4BHY+tVXrK1yqNJ2MX4mJcWmgIhYCF1+eQHBPHT+ldB8Qb+K+8NeFdKtp1dbfRd2yUj90GbgDPTgD86x/F2l3Ov8AiGw0C8twIXniWaOFt28FgW4HQYBrvP2kD4Z07VvDuj6dDFFc2mjwvfhYVCBpAHUYXjO3n8RXTTajl8V1bb0PnpVG8/T6LQtfA61guPhtNE90RcRXciosWPlyM/lWtfWUeh+C59S0LV2g1CK0d4HnfiVhz19euPpVH9mu+0eK81zQr/EjXkKSWyxxkEtnBA4/w5rhv2gZfF134jsfA9iGigsYCVth8pfLEgk57jmunC1oyupO3U8zGYSccdKEVfXQZ4C8RRapH/aOrWryXUjlpZ3U5Zs9Sa72xmg8ver7Nw+XacEe+K4Hwlp2r6Jb/ZZ4ZQSgOCuSpPJB/Wup066s3fy54uAMEEkbT3r57GKM6rcdj77At06MYz3t6HRQnUomCyKCjjAkUjDVq6RqEyx8tuwfmRlwTx+tcvCGGIbW7J2nKYbOK17LUpZLhDI+Nq4IRfbtmvOlG56TmnDU+kJLdvuqcZ61GYQo+YY7VbeRZTg9PYUxl3HJI69a95uUdz8phqkU3Tcdw7dOKFXHG3J7ZNW3gQnggnPAFQyR4BVgOuRipupKxWxUkiwcBjnOD9KVUZTu7Mec96mCJn9593jIz1oaIE4A78VhLQ0WpC7SOpxnhueKieAtkFSD1GRV1Yl2/Jgnr1pYbbcwYgZx0xnNZ82hootszRawI/mXj+XEuS7n+EDvXgvxT1+zutauZbK6BVWwj7cqwz056V3Hx6+J0GjS/wDCNWG52ZCZQnLMR247V4Xrk/22EXF0ZHM7FlAbCrx0K9c1UYOTSZ7WCpRpQ53uzP1+5luhLa2bottIw8zfIWYn2z0rD15W6CdmiC4yD901qPu2hpGB2jEeR0HpVS1t313UBokMOQRukmXoqjkkntXdSfL8h4he0ZY8C6dBaaavibVmVy7stojY3BRwW+naqV34oGr+IZQ06bo1HlIp5Cj6d62fED2MFg0MalbW1i2op6hBwOn515Zo+qS6Z46jD6kkMF2SjTuwwqt7jtW9Gl9YlKb7aHLUrPBSjCPzPXtHnW8uYtXaY7lykmPvFcVynjktc6m08qkpuzG2OP1NbVldXNoHi3Aq6nHzdOeTUOr2cGuWBiLjzFyQ/TCnPGPWuai/ZVbs9bExhUpW+Zw+vaPHf2Rugyk4+cnv7Vh+CfFFz4F8SqwkYQzK0UyjHRup/Diuwn02UWG3YMkj7o7VxnjLw9PE/wBtiVSQc7Qvf6V7mHnGpF05bM+VxdCdKftIrY9m0+aOeya1iCmKY+YG2BgSejD8qLdtuSLYMYjhpixBlz16cD6GuH+Dnjy31DZ4U1qZIrgpsgkYkc5JH8zXoHivR7zSQmlibyVXifYeWPsce+M18/iqEsPX5X1PewWIVelzJ6orpYJq8N1JIjCKMDzBjbg9OnrnjP8AjXI+IdIudNussmUODC2fvcfpXVppOsaZpcN48iraz3JjaEyfvJGUA8jOelW4rrTNcuPszxhnuJCJ4wu3y0XnjPI+o6VVOryarVHVyKpGz0Z5Xc3bKWyASBzzRY37wfOXKg/wjvxXVX/hrRIbwtOqiFJ28x/MJXbnjnrWJqnhO4t0e602UTRh1jTbnksMgc+1ehCrTno9Dgq0pw8xz3iOuEk+8Tk9M/l7UsZtYyuwnh8PHnr1rKgivbeV1WKTMec5HQ9KkhvGS7DTcEDB+bP4mteRpHI+WTO5+HnxH174YeJYPEvhWeQKw23NsX+WVeMq1fXfwq+Mvh34n6ANV0S88u4iGZ7cNiSB/cHt7jg818MWdy8aCNJFMbScBj93r3rd8Oa/q3hS7g1fw/rM9rfxyAgQ5G5eepzhhwOMY5ry8wy6jjo+9pNbP/M78Bja2DleGsXuv8j9A4NfE8LW91Gd6AMhP3SD15HP8+Ks6Z4gtklWKSbCEZEj479sj+YrwL4UftO6D4xKaH4muotN1NVALTSBYpW7lGPAP+yffFepQarbyRh4cFXAbAwRn1FfE4nAVsNNxqKx9lhsfSxEE4P+vQ9Ij1O3mAKSEZOCQ2Rn+dQ3EgaIKJkDAdGGCBiuEGtG2c5uyM9/MJxU7eJoo/mlu3Ygcnpj3rlVFp6HS6kWjV1iOxdCGYqQ3T5Tj61yGuNZMhBiAxkoQAB/L1q3qPi63CEod2OQSMcfXpXMa/4mhl+WMMVxjGc5PrXVSpSuc1WpGxi+IbRCHaBVXP3ht7e2TXDa6kEZKiTdtPyjHHWtzxBrXmEtHKxB7cnH9BXKX97C8p/eZb03Zz1wOlezh4NHlVpp6GXeqrHJiBYdMt6VALXaRJGhxnLKKtS3sEZ2sygcDPv3qlJrMKLuxjHUgf5zXfFPojibityxDZFEwrAKBnk8nNOk1O0tFYMqK2MErwcfWub1nxtbafbtOZlTBxk8VxmteNNY1wj+z42ihJ/eTuOg+ldVLCzqavRHJUxMYOy1fY7XxL8R7XTo/JhmDMw+VRya4nWLnV/EYllv5mjjADLGvO/nGPr7VHYaQkdwzXEvmzuoyJ22kHnjnHHTketTs5JKzQnag2v5hBx2z75rshCFL4PvMnSqVFer9xBBZ29spihAYKpVkZcEr647EcUlunm5TLksfkbdkOo4xyauGwj8sO8hZeE3b/mTJ4NNvJY9Ph8/AZskugP3/wDaB7fSr9pfY19j9xW8iSSd7CScCNfnDBcnH978OKztR1uBkMSTEOnCSFgMgDHPrVDxB4lEUwa1k2vnrnk/5449qraR4Y1LxVOLq4iNrZFwJZyueSew710xppR56jsjCUlF2juQy6zquvXRsNNjklcdSOQo9fpXU6B8P4NMhk1W823cy7TvK5Rcg9vqMZrf0/wpYeGbAW+mWQV4x5zkoSZEIHJPpzx2rS1N7W209ZLOGTciYuQCMKCRgkdQM4FctTFc/u01Zfj8+wRpy3k7v+tu5Vs7O4ttsHlbiyqw3ZyFIGBz71v2CWrXQgkbYisoVS/AyOevQ9K5zwzqU+r+IJAMyQIQsEm4ooOeCRnnv7c11N7pq6YrXPnx/LId7h8hh3xjORXm101Pk6nfh1KS5rXRPqV4gtvPupRGIRxM8wVNoHr278d81y+q+NJvFlhcacLFU0l1CqZgoG9QTkdyD7VT8T+NbXxSX8K6cipbQMG82RNwd+u30I+vem6Xo5klDPExRlHyRtgN9MY/yK3pUIUI88173Ty/4JunKpO0X7u3r/wCDRtFmWNJLiGGFT93yB2FbtpZ5vFilsxKisAAq4/EcVfW3srSHasRXdhcsMevT3+lPt4rO2njdfOM7Zwqnq3ufas6laU2dUKahZFiNdN0yN3to1x5mdrNll9vfFXoUt7ZDrE8+F3BZYUcglSOTn1rlNZvmsbuRbqJzvcMTERlf8/0rd+waU/g4am2suhbAWJ22h2PBJyPwzXNOnZJt7m3tFGnJJbIy/h40nxE+PFrpGiaODaXF+LZIEuQH82ZXWMAsecEFsngY57VJ8bNd1i/+Jmqah4isDIzTeXBNGgCSRRfulZc9QdnWk/ZY0qW9+LtvqukWFhI8N35dhBe3YjJu3GYm75VCMkngcdcgHkNc1ifVPFergXu+NZpUUzElkQNgLz2A4FfQVKUY0uWKskl3ufA4StOrmbm3d3fodL4B8cf8IZ48stWeYW4WKRSxf5VUr0z9ayrHXLXx/4wv9bmupVkluCTg9s4HP0rg/GerTQWSNvztuDyOhz2qx4Bv7iC/ilsblohMmXR+Mr6jPXHp3rX6ty4ZyW9rHQ8UqmaJtbWPedAgtLOwa3INxLtXy5GlwcBsHr1rVubOKSZbO9slBuG+UuoGB67hwOvT3ryWy8XXN3rX9mGVpJNm0S5IJOTk/8A1q6jQfF3ibTbPzpSssUK8lnywGcDg187WwVSLvfX7j66njqDjqnp2O0TwfqtofnvoQu4eWTKGz9CDz+NWraKa3fyZ4iSwIzuypPseBVXw1438JeII4bHWIIreRky0ki4Dj6g4/rW/rXg3UNJsTqujzRzWrruADDDqfQ98fmOtedUU4S5Z6M66bVW8qTuvxPoJZkcgY5zUwjUD53zx0qlCzmTOMjPrV2BJi2ShAIxX0FSLPy6E1ZagQwG5uOOOOoqOVAR8pwMjmppnK52xEkdDiqs0jLyR9azSlvY1549xhiZR0Ofc0iuqHMgOfftRNelYyFjZmP8WOlZ7XspZvtI69KzqwcnqONVRNMMinjnjAx3qyXTStFvPEd2AsNrA75bjJxwKzdKnSW4QznaueSRVH9oPxRNpXwv1GC2jZYfOiSV1HQHkj+Vc6pzlPlSOinWhdXPnXxzfHU9ZudRjaRRJKTJvlzuye/QgH2rnNeSzgso2to9ylsMUbOzP1qCbxJLf2b3EeWJZlZ1BBxjgcVgS6tq00X2eDLHO1Nx4X6+3WuyFCUXr0Pep4ujycqE1Ke6muf7N0qLdPKRg9ce/tXSeHdHi0WzltFOWYfv5yOXb1HsPSnaZ4Zk0fThHbqpvroAGZuqjHUeg75p/imE+H/CwgY/v5SNqA8kdN1YSqKo1Tj1f3+Z1QpqjepLf8vI5bxlerNE+lQIVKOA8uOCPT6157450yKDSjfSIDKrAptPau2sldJZGl+ZScne3fHX8BWb4utYtQsDaPhjtO0kYOfb1r1sPL2U0lsePjUqkXK+rJPhV4oh1/RPPnbdcQARzRseo7EZrqIpTFm3w2wA+SqnADEH71eQ+BdU1LwrqX220CNEs4E4deGXoeK9c03VLG8RWEa4ZVkgODlweP8AH8qzx9H2dXmitGdOVYp16Cpz3RR2eRDJcsANz4IJ5X6Aj2/WsnUtLtr+3O5cnbjaQMk9z1rotY024mX7bDD8jOFkLcDPp9arCyjjiXzoF+YcKRz69RWNOskr31N61D7MjyPXtAvtFvTqcETKsbZ3hSNpr1bwL8RT470i2n1W6IubWPbNgfeIIC8euKp+J9Bs9Qs3UKEO3J+Ykc+3pXmkbal4L1bzreRvKMg5QnBwcj8a9Bxjj6Nn8S2PFbeXV+aL0Z7zdreeItRuTEiqbWPfcXDsvz+w9Tk44rN1CzUSLcxTPb7RjJ4LN1Xb36cfhVP4c/Ezw9qFs1rryNE43SxsVJDEDjOOo5rburiS7la5kjM80iK1vKpLLEOeBjjJAAz2rxXGpRqcrVrH0FGpTxUOa92c7ql5PJCLHU5VhillLRzIgDS+nbp26CsnzLqxPmRTs4gdZY95PBX7uAfwrptQs2jiM7SGZn4mG0ZXnggn3rGltvLlZJLZTIx43nP147/WuulUVrGVWjUjo9yDTb+DJ3xjzJJC8nmjnJ9fXPWkv/DlrqMouonWB53CRlOmdvJI57/1pl7p81vIJk2OXQqFUY2549cVLY6uq3YS9jkEaJu3jqvPJ9vr71tez5os51FfBPYoXukT28htJZE+VwI5H+UBj155461PYeYSVldAyfddIzkj0H+e1ad1ZQXUfkCcSDcPKmAJ8s4Py/7XXqOn0qpsmsysckUe4fcKAZftyB3570c/NG3Uv2KpvmWxPaTRSJNNfIcyDDyZGM+mMfQV2HhL4meNfh/dMnhvVjNYgbpLC7y0WdoPAJyvXqpHSuQgt4ckxkFyflfYV+b+6RnGc/l61YgE8Z8mRFkfDEW7LnI5+bcD2P8AM9awqKM1yy1XZnRTVtevdbntejftQaDe7LTxHDcaZPgFnI8yBv8AgQ+ZR7EfjXR2HxW0PVk3abrNvOO/lygk/wBa+b05cm4fgsI2ZYy4BGCVwTjPXn603UNDVx9rCsn3ghzguVUHOB0yDnr7V508uwbemn4/1953Qr4i29z6Tu/GFv0kcn0ArH1HxOsg3LIwB6cHmvnyTSL1yVs9cvVTYux1mYZJGcYJ96z761123WSE69dloZGiz9oYjjHPXpVQy3Dt6T/AipWxaXw/ie36pr0Epb97nnkE8ZrnNR1u3TOZBjrndxXmcEOpzpHG/ie93SdNszcZ/pk8n1pT4Wurj7TZ3ms3U/2cZw0hwRn5up9a6Y4PD095fgcspYuauor7zqda8a6LYs0cmpRb88xh9zfkK5m+8Waxqe+PSYSqDAaWVcD8BT7XSdI0kJcRWUbqrlWLA56ZBJ+npnpWhapFHcSQ2sJ81FDRZORIuOVPOMHnntnHfjoSo017qv6mKo1Jv95P5L/Mxv8AhGrp7gTarcmeQBSrynCAkAjp04Pf861EUJERplkUK7VeN3ztJGCT0zk9PTp0NT+XsfzWhI43IXJOVOeMDBAHTr6+wqV7GSBftATK7d67nOWjPUA9wpz16ipnVctWzqp0YU9IIz4rd9USO2jXYFBa1ikH3WB+7k8kfj3qzFYxrb/aiGyqZZcDOMgNn1wSD+NXkt0IMjhsOomKxp8u7keYoPT3HvVbV7pbSHz7SMSMSBMig4JPAbPTmsudylZG8aaSuyvdXMGnxPLLKrRKfLkJ4yh6fiMCuN13XL/WLt9L0WJp5C5+aJcjHTPtXQT+ENZ1FxJqspijfjyd2G5xzj8a6Pwx4Ns9Ft0MEUVv8m6SR26tuGSc+xzWvtaGHXM3zS/AxqKcrJaL8TjvDfwnnnlTU/E1wDuYbYVPBPXB44ruLbStPsgts9sLeCHapDAopVhwBnnkEHI9c9qmk1zToIpBbOsjSFW8tWCjcCBnHrgD9aq6hPJfXLMZiGbCyrHnG0diT6YHbisZVa1eXNUdl0/4YyjRW0V/XqT6q9xp1r9pO4RYkhmkV+cHcArcY5zmuZkm1G9ElvA2XusB2AGWHpnHStTXdVvdTEelb5PscMYkRTxvIHU/7I/mab4f06eK4F5OPLZVL5YcKvI3e9UpKlTu9zSdNc7SLtrp8Om2CQW0pIiPKKMFm749f/rVjeNNenmt44bdsxSR7GwpwW6bT0zjqal8R69FCz2+nXLboBkyAnqRx07n9KytF0stMsD7QynewlbJLH0I5FXRp8q9pMFK75IkvhDRLqPbG0nlhTkqSD39e1dlaW7CdJWDoVbIVDkj254/CjQ9OtraXMsLrMy7VAk8xWb8eh4rWupncRabdzQNGCWDLndn0OfvH1Nctas6kz0aNOMY2TC2cWu03LshK5ODnOcgY/L9aoxWzQ3LX8Ub+TG6mYPIVIAP3hnnr6U42Jj824s5GVEYYjkUkD6c0TRST2yzWi4dCcLKcZPocVhFJdTdSvZiax9v1bxWbiby4opFVlaU43/THXPFcX8ZddSyu49L+3zlHi/eIn3c/wB0Y6/h3rvvFPjOaPw0qQQspmgEc4UqdoXP3Tz64z6V4NqF1ca54gis9PleVopx5MJkydxPGPx5/A16mVYd1p889onz/EGOhh8P7NO8pHsPwSj+JXgn4Xav8UvDumqLfRXdluyi/um+UttB6tloyGwcFfTOPLNIvb6/W9vbi6UM0Jkb1ds5PT1r1nxP451ZP2UdQWwjt1Ju7bSLu1lhVWiQeW5ZQD98tGAZCASpC5OK8a0+4J0ieUxrvQCNccAEhs/yBr1+XnhKVkrv8tj5LA1qcare+hR1eWHUQWuJ/KiiI5Vcn3AH4U21h1HTBNAguFCosgSWPlh/TFdX8NvhJrHj37Mlzcx2drIQ6y7C7ycngAcZ4PWutm+FPg2afT7my8Qmcz6t5byXUqhUCqzGPYpySdoOe2eeK7faQt7M5JSnzOpezMPwD4D1W4uNN8Q+IxdwQLI13dy290m5rfIZiwYgIFUFvX5vwrSYeKfD0lgniGFbOLUrQXOmyyyBd8WSCeCfn6ZBwfaua8TWOtsLKe20y/RtTnY6c8kTIlwAesanhhhhz9BxWz8YPiE9y2meDooAf7KlP2ySRELPMQvzZXkHAxj8+axrUI11qu50YXGzw9VOMrrqdPFYW99bG4s77zJFXdIdnDGuw+FHxY1z4dzy6ZqMH9oaXcgfa7GTJx6Mh4wfx6V5/wCFLpRAHQlSyAiQDGQfxroPtIswlxfO2zeA0hOfblTx7Z618rXpqd6U1dP+tD7elVUGqkHZn//Z\n", "text/plain": [ "" ] }, "metadata": { "image/jpeg": { "width": 300, "height": 300 } }, "execution_count": 83 } ] }, { "cell_type": "code", "source": [ "#@title Convert the generated image to be similar with the origin via RIFE\n", "#@markdown Smaller gamma generates a more similar face.\n", "import os\n", "import cv2\n", "import torch\n", "import torchvision.transforms as T\n", "import argparse\n", "from torch.nn import functional as F\n", "import warnings\n", "import time\n", "warnings.filterwarnings(\"ignore\")\n", "os.chdir('/content/oh-my-face/src/rife')\n", "\n", "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", "torch.set_grad_enabled(False)\n", "if torch.cuda.is_available():\n", " torch.backends.cudnn.enabled = True\n", " torch.backends.cudnn.benchmark = True\n", "\n", "img = ['../../output.jpg', '../../input_aligned.jpg']\n", "exp = 1\n", "ratio = 0\n", "rthreshold = 0.02\n", "rmaxcycles = 8\n", "model_dir = '/content/oh-my-face/src/weights'\n", "gamma = 5 #@param {type:\"slider\", min:1, max:10, step:1}\n", "\n", "from train_log.RIFE_HDv3 import Model\n", "model = Model()\n", "model.load_model(model_dir, -1)\n", "print(\"Loaded v3.x HD model.\")\n", "model.eval()\n", "model.device()\n", "\n", "img0 = cv2.imread(img[0]).astype('uint8')\n", "img1 = cv2.imread(img[1]).astype('uint8')\n", "img0 = torch.tensor(cv2.resize(img0, (512, 512)),dtype=torch.float32) / 255.\n", "img1 = torch.tensor(cv2.resize(img1, (512, 512)),dtype=torch.float32) / 255.\n", "s0 = img0.std(dim=(0,1))\n", "m0 = img0.mean(dim=(0,1))\n", "s1 = img1.std(dim=(0,1))\n", "m1 = img1.mean(dim=(0,1))\n", "img0 = m1 + (img0 - m0) * s1 / s0\n", "img0 = torch.clamp(img0, 0, 1)\n", "img0 = img0.permute(2, 0, 1)\n", "img1 = img1.permute(2, 0, 1)\n", "img0 = img0.to(device).unsqueeze(0)\n", "img1 = img1.to(device).unsqueeze(0)\n", "n, c, h, w = img0.shape\n", "ph = ((h - 1) // 64 + 1) * 64\n", "pw = ((w - 1) // 64 + 1) * 64\n", "padding = (0, pw - w, 0, ph - h)\n", "img0 = F.pad(img0, padding)\n", "img1 = F.pad(img1, padding)\n", "\n", "\n", "img_output = model.inference(img0, img1, 0.5, gamma=gamma)\n", "\n", "cv2.imwrite('../../output_rife.jpg', (img_output[0] * 255).byte().cpu().numpy().transpose(1, 2, 0)[:h, :w])\n", "\n", "print(\"RIFE Edited image:\")\n", "Image(filename = \"../../output_rife.jpg\", width=300, height=300)\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 352 }, "id": "sIND9lwnHJgG", "outputId": "cc51e57f-9a8e-440a-ec91-fde83f45e3c0" }, "execution_count": 85, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Loaded v3.x HD model.\n", "Edited image:\n" ] }, { "output_type": "execute_result", "data": { "image/jpeg": 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\n", 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