diff --git a/.circleci/config.yml b/.circleci/config.yml
index ff738d2..e43ad0b 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -24,8 +24,8 @@ jobs:
# The executor is the environment in which the steps below will be executed - below will use a python 3.8 container
# Change the version below to your required version of python
docker:
- - image: cimg/python:3.8
-
+ - image: cimg/python:3.10
+
# Checkout the code as the first step. This is a dedicated CircleCI step.
# The python orb's install-packages step will install the dependencies from a Pipfile via Pipenv by default.
diff --git a/kaggle/beauty-of-propagation-part3.ipynb b/kaggle/beauty-of-propagation-part3.ipynb
index 9bc8dff..23f28c0 100644
--- a/kaggle/beauty-of-propagation-part3.ipynb
+++ b/kaggle/beauty-of-propagation-part3.ipynb
@@ -1 +1 @@
-{"cells":[{"source":"
","metadata":{},"cell_type":"markdown","outputs":[],"execution_count":0},{"cell_type":"markdown","id":"b5ab49e2","metadata":{"papermill":{"duration":0.007735,"end_time":"2022-01-28T17:00:18.519742","exception":false,"start_time":"2022-01-28T17:00:18.512007","status":"completed"},"tags":[]},"source":[""]},{"cell_type":"markdown","id":"8b64308f","metadata":{"papermill":{"duration":0.006621,"end_time":"2022-01-28T17:00:18.533649","exception":false,"start_time":"2022-01-28T17:00:18.527028","status":"completed"},"tags":[]},"source":["##### Have you ever wondered how a cluster propgate. It is time to reveal the beuty of clusters propgation. It as simple as\n","- running the following cells,\n","- wait,\n","- watch and\n","- ENJOY."]},{"cell_type":"code","execution_count":1,"id":"8b56e072","metadata":{"execution":{"iopub.execute_input":"2022-01-28T17:00:18.554442Z","iopub.status.busy":"2022-01-28T17:00:18.552707Z","iopub.status.idle":"2022-01-28T17:00:18.562708Z","shell.execute_reply":"2022-01-28T17:00:18.563336Z","shell.execute_reply.started":"2022-01-28T16:17:49.095175Z"},"papermill":{"duration":0.022751,"end_time":"2022-01-28T17:00:18.563613","exception":false,"start_time":"2022-01-28T17:00:18.540862","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","import time\n","import os.path\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"code","execution_count":2,"id":"48941199","metadata":{"execution":{"iopub.execute_input":"2022-01-28T17:00:18.581081Z","iopub.status.busy":"2022-01-28T17:00:18.58018Z","iopub.status.idle":"2022-01-28T17:00:33.33348Z","shell.execute_reply":"2022-01-28T17:00:33.33291Z","shell.execute_reply.started":"2022-01-28T16:18:18.536691Z"},"papermill":{"duration":14.763011,"end_time":"2022-01-28T17:00:33.333617","exception":false,"start_time":"2022-01-28T17:00:18.570606","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting denmune\r\n"," Downloading denmune-0.0.9.0-py3-none-any.whl (13 kB)\r\n","Collecting anytree>=2.8.0\r\n"," Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n"," |████████████████████████████████| 41 kB 94 kB/s \r\n","\u001b[?25hCollecting treelib>=1.6.1\r\n"," Downloading treelib-1.6.1.tar.gz (24 kB)\r\n"," Preparing metadata (setup.py) ... \u001b[?25l-\b \bdone\r\n","\u001b[?25hRequirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n","Requirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.19.5)\r\n","Collecting ngt>=1.11.6\r\n"," Downloading ngt-1.12.2-cp37-cp37m-manylinux1_x86_64.whl (2.2 MB)\r\n"," |████████████████████████████████| 2.2 MB 1.7 MB/s \r\n","\u001b[?25hRequirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.4)\r\n","Requirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n","Requirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n","Requirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n","Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n","Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n","Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n","Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n","Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n","Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.2)\r\n","Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n","Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.8.1)\r\n","Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n","Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n","Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n","Requirement already satisfied: future in /opt/conda/lib/python3.7/site-packages (from treelib>=1.6.1->denmune) (0.18.2)\r\n","Building wheels for collected packages: treelib\r\n"," Building wheel for treelib (setup.py) ... \u001b[?25l-\b \b\\\b \bdone\r\n","\u001b[?25h Created wheel for treelib: filename=treelib-1.6.1-py3-none-any.whl size=18386 sha256=e2ddaebb5477f2ba66cee8c136a2eb2d428a653e443931db7a7053c976b684de\r\n"," Stored in directory: /root/.cache/pip/wheels/89/be/94/2c6d949ce599d1443426d83ba4dc93cd35c0f4638260930a53\r\n","Successfully built treelib\r\n","Installing collected packages: treelib, ngt, anytree, denmune\r\n","Successfully installed anytree-2.8.0 denmune-0.0.9.0 ngt-1.12.2 treelib-1.6.1\r\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"]}],"source":["# install DenMune clustering algorithm using pip from https://pypi.org/project/denmune/\n","!pip install denmune\n","# now import it\n","from denmune import DenMune"]},{"cell_type":"code","execution_count":3,"id":"d3da32e8","metadata":{"execution":{"iopub.execute_input":"2022-01-28T17:00:33.372856Z","iopub.status.busy":"2022-01-28T17:00:33.371843Z","iopub.status.idle":"2022-01-28T17:00:38.79011Z","shell.execute_reply":"2022-01-28T17:00:38.789193Z","shell.execute_reply.started":"2022-01-28T16:18:10.558959Z"},"papermill":{"duration":5.439538,"end_time":"2022-01-28T17:00:38.790261","exception":false,"start_time":"2022-01-28T17:00:33.350723","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Cloning into 'datasets'...\r\n","remote: Enumerating objects: 52, done.\u001b[K\r\n","remote: Counting objects: 100% (52/52), done.\u001b[K\r\n","remote: Compressing objects: 100% (43/43), done.\u001b[K\r\n","remote: Total 52 (delta 8), reused 49 (delta 8), pack-reused 0\u001b[K\r\n","Unpacking objects: 100% (52/52), 20.40 MiB | 6.06 MiB/s, done.\r\n"]}],"source":["# clone datasets from our repository datasets\n","if not os.path.exists('datasets'):\n"," !git clone https://github.com/egy1st/datasets\n"," \n","data_path = 'datasets/denmune/chameleon/' \n","datasets = [\"t7.10k\", \"t4.8k\", \"t5.8k\", \"t8.8k\"] "]},{"cell_type":"code","execution_count":4,"id":"832de388","metadata":{"execution":{"iopub.execute_input":"2022-01-28T17:00:38.835299Z","iopub.status.busy":"2022-01-28T17:00:38.834087Z","iopub.status.idle":"2022-01-28T17:00:38.848102Z","shell.execute_reply":"2022-01-28T17:00:38.847521Z","shell.execute_reply.started":"2022-01-28T16:19:43.998736Z"},"papermill":{"duration":0.039784,"end_time":"2022-01-28T17:00:38.848255","exception":false,"start_time":"2022-01-28T17:00:38.808471","status":"completed"},"tags":[]},"outputs":[],"source":["#@title { run: \"auto\", vertical-output: true, form-width: \"50%\" }\n","dataset = \"t7.10k\" #@param [\"t4.8k\", \"t5.8k\", \"t7.10k\", \"t8.8k\"]\n","show_noize_checkbox = True #@param {type:\"boolean\"}\n","data_path = 'datasets/denmune/chameleon/' \n","\n","# train file\n","data_file = data_path + dataset +'.csv'\n","X_train = pd.read_csv(data_file, sep=',', header=None)\n"]},{"cell_type":"code","execution_count":5,"id":"773e36e2","metadata":{"execution":{"iopub.execute_input":"2022-01-28T17:00:39.04758Z","iopub.status.busy":"2022-01-28T17:00:38.88801Z","iopub.status.idle":"2022-01-28T17:07:44.002345Z","shell.execute_reply":"2022-01-28T17:07:44.00285Z","shell.execute_reply.started":"2022-01-28T16:19:50.364258Z"},"id":"FZgP6jwmzFtZ","papermill":{"duration":425.136112,"end_time":"2022-01-28T17:07:44.003056","exception":false,"start_time":"2022-01-28T17:00:38.866944","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["itration 0\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 2\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 3\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 4\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 5\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 10\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 15\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 20\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 25\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 30\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 35\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 40\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 45\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 50\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 60\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 70\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 80\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 100\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAj+UlEQVR4nO3deVRc150n8O97tVJQVBWLALEJIQmBjEBYuyzLux07sWzFsR3Hx+4k42TiTLY+k8l0J53JJD3p5HSO50zasWeS8SR2knZastOJ992SLGuXjFYQi9j3raCg9vfe/IFAIAqqJKrqPYrv5xyOpfdu1f1Zgq9u3Xffu4KiKCAiIm0S1S6AiIhmx5AmItIwhjQRkYYxpImINEwfrTcSBOETAEUARgE0ROt9iYgS3AoAKQCaFEVZd+VJIVqrOwRBcAKwReXNiIgWn2FFUexXHozaSBrjI2ibzWZDZWVlFN+WiChxVVdXY3h4GBjP0BmiGdINAHIrKyuxd+/eKL4tEVHiuummm7Bv3z5glmliXjgkItIwhjQRkYZFc7qDiGjRCDi9kLwBGGxm6JIMMeuHIU1EdBU8nSPo39cMb+cIAEDQiUgpyUDmTUUxCWtOdxARRcjb7ULHnnOTAQ0AiiTDdb4XHXvOQg5IUe+TIU1EFKGBj1uhBEMHsa9vDK6avqj3yZAmIoqA5A3C3eKcs42rliFNRKQKJSABYe7Qlv2c7iAiUoUu2Qh9imn6QWX6l86shyJHdyMVhvQioSgK/ENDCI6GvPOUiMIQRAG2iuzLB0JksbvFifbdZyD7g1Hrl0vwEpyiKOh6/U10vf4GvN09AADbdWuQ//CDsK0pU7k6ooXFsTEPvt4xjNb1zzwpjP/H2zGCvg+bkHXnyqj0yZF0gmv6zXNoeu63kwENAMNnz+H8j36CoZOfqFgZ0cIjiAJy7l2N1PKsK05M/62rtg+SJxCVPhnSCWyspRVdb74d8pwcDKLpud+BGxETXT3ZJ40H88TXFZSgDP+gJyp9cbojwXh7ejDacBE6swlD1adnXo0WLn9HeTo7MVrfAOuq6HwsI1osRJMufBtj+DaRYEgniMCICw2/ehZDx09AkeXxcJ5tlDwlqAMjI6HbENGsUkoyMHK2Z9bzxnQLTJnJUemL0x0JQJEknP/J/8Dg0WPhA3rKOUEQkJSbG8dKiRKDpdAOyzJH6JOCgPTty6LWF0M6AQweP4nRhsbLB8LNM186b6tYi6Sc7LnbEtEMgiAgZ2cp7FVLp01rmDKTsfS+UqQUp0WtL053JIDBo8eu+jWmrCVY8eRXY1AN0eIg6kVk3rwc6dsK4R/yQDSIMKZZot4PQzoBKMGrXDgvCKj455/BYLXGpiCiRUQ06mDOSond+8fsnSluUstWh28kipNf9oq1DGiiBYIhnQAyb9wOo91++YBwxcLNKb8XBAG59++MT2FENG8M6QSgS0pC2Q+/D1P6pYsVgjA9qC/9WpdkRvGTX4W9skKFKonoWnBOOkEkFy1D1bNPY+DgYYw2NEA0meDYuAG+nl54u7thdDiQvnUL9JYktUsloqvAkE4gosGAzB3bkblj++WDvJuQaEHjdAcRkYYxpImINIwhTUSkYQxpIiINY0gTEWkYQ5qISMMY0kREGsaQJiLSMIY0EZGGMaSJiDSMIU1EpGEMaSIiDWNIExFpGEOaiEjDGNJERBrGkCYi0jCGtAZ19o2itXsEQUlWuxQiUhl3ZtGQj0914k/vXkBrjwsAYE8x4Z5tRXjglpUQRSHMq4koETGkNeL9Y6345e7qacecoz788e1a9Dk9+PoD3DyWaDHidIcGBCUZL7xRM+v5d460oO3S6JqIFheGtAacbuiHc9Q3Z5uPqjviVA0RaQmnOzTA7Q2EbTMWQRsiip2mhn7Unu5CwC9jaYEd5VW5MJljH6EMaQ1YlpMatk1Rji0OlRDRlQJ+CbufP46Ldf2Tx06daMfety/g4S9tQF6hI6b9c7pDA/KWWFG5MnPW86nJRmxflxvHiohowjuvnJ8W0BM87gD+9P+OwRfjT7kMaY345kOVyFuSMuN4slmPv3t8A0wGnQpVEY2T3C4ER51qlxF3Hrcfp0+0z3E+gNMnYnu9iNMdGpFuS8JT396Bjz5px+Gz3QhKMsqK0nH7pgI4rGa1y6NFyt1wEkMfvwRfRz0AwJiZB9vGz8BacYvKlcVHT+cIgsG5byrraHViw7bY1aCJkJa8QUjeAPQWI0Tj4h0xmgw63LaxELdtLFS7FCK4zu5H36tPA4oyeczf146+159FcKQfju0PqlhdfOgj+ARrMMR2QkLVkPYPeTDwUQvGGgegyApEgw7W0kyk31AIXZJBzdKIFjVFCmDwveenBfRUzo//DGvlbdBb0+JcWXzl5tthdyTBOeSZtc3q8pyY1qDanHTA6UX7n85gtL4fijz+jSAHJAyf7kb77rOQ/UG1SiNa9NyN1ZDcI7OeV2QJo+cPxLEidQiigB13rJr1fOHyNCxflRHTGlQL6cEjbZDc/pDn/P1jGD7dE+eKiGiC7Al/h6vsXhx3wa5dn4d7H1yLVNvla0M6nYCK9Xl4+EsbIAixfa6OKtMdiqJg9MLMJS1TuWr64FjPZWdEajBk5EWlTaKo2JCP8uvz0NEyhEBAQlZOKpKtprj0rU5IB2XIAWnONrKP0x1E4XiDEo50DqLJ6YZBFFCVbUdpRvibo8Ix566CMWsZ/D3NIc/rLFYkl26Zdz8LiSgKyC+K/xy8KiEtGnQw2M0IOL2ztjFmWOJYEdHC0+Qcw9PHGzEauDyg2d/Wj9XpVjxZtRwm/fxWSi2595voevHHkK5YHy0YzVhy33cg6o3zen+KjGqrO2wVOejf1zTneSIKzRuUZgT0hNoBF/6tph2Plc9vKacxMx95X/4FRqrfh7vhOCDLMBeuQWrVnTDYl8zrvSlyqoW0vWopvJ0ujNbPnJtO25SP5KLY3g9PtJAd7RwKGdATjnQO4f5VS2E1zW8pqy7ZBse2XXBs2zWv96Frp1pIC6KA7M+UwH1xCUbO9SLo9sNoNyN1bTaSls5/To0okV10js15PijLaBvxoCyT9xssdKrezCIIApKL05BcnNgL4omizagLv3o2kjakffxbJFqAqrLtc563m4xY7kiOTzEUUwxpogVodboVq9Ots57/zMpsiDG+yYLigyFNtEA9WbUc2/LSoRcv/xjbTUY8el0BbsiP7a3KFD+aeAoeEV09k16Hx8oLcf+qpWhzeWAURRTZk6ETOYJOJAxpogXOajKgbJ5L7Ui7ON1BRKRhDGkiIg1jSBMRaRhDmohIwxjSREQaxpAmItIwhjQRkYYxpImINIwhTUSkYQxpIiINY0gTEWkYQ5qISMMY0kREGsaQJiLSMIY0EZGGMaSJiDSMIU1EpGEMaSIiDWNIExFpGEOaiEjDuBHtFRRZRmv9WVw8fxLBQADZBcUoWbcFRlOS2qUR0SLEkJ7C7/XgtRf+F7pa6ieP1Z06jGPv/xX3PPYtZOUvV7E6IlqMON0xxb5X/jAtoCd43KN4/fe/RMDvU6EqIlrMGNKXjLmG0XDm2PhvFAWKLE/78oyOoP7UEXWLJKJFhyF9SX9nC2RZGg9oRZlxXlEU1J9mSBNRfHFO+hK9wQgAIQN6QmdLA4KBAPQGQ7zKoigba2lF519ewcDhI5CDQVgKC1D4hc/Dsa5S7dKIQuJI+pLswhVhV3BIwQCaaj6JU0UUbc7TZ1D9t99F7wcfQnK7ofj9GKtvwPkf/QS1P/+F2uURhcSR9CU6nR55xaVoPHt81jaCIGBsxBm/ouKsq38M7xxpQVuPC1aLETdV5WHtygwIghC3GhRZgrvuOPy9LRDNFiSXboXemhaF95Vx4RdPAcFgyPMDBw+hbc/LyP/cZ+fdF1E0MaSnWLl2IxrPnQBCTXlcCqrUtIw4VxUf7x5pwTMvn4Y85f/9gxNt2HxdNr776HrodbH90OXtvgh3zSGMVL8H2e2a/PMe/OAPsG2+F2k3PTKv9x86WY3g8MicbTpe/nfk3ncvRE5nkYYwpKcoKl0HS4oN7tHhaccnRpLJVhuWlVSoUVpMtXSN4JmXT0EO8W/T4bPdeOmDejx8e0lM+vZ21KPnpZ9DGh2afkJRAEGEIktwHvx36JLtsG24+5r7cZ46FbaN5PFgtKERqaWrr7kfomjjnPQUOr0etz7wJRgMRgiCMPkFAHq9Ebc+8B8g6nQqVxl9rx9sChnQE9461AxJkqPer3+gE50vfH9mQE9QLvc5fPQ1KMq11xDp6FiRo///STQfDOkrFK4qxwNf+wFKr78BKakOpKQ6ULZ+Oz735A+Qv6JM7fJi4mLH8Jznh1w+DI5E/0aevjeeBWRp7kaXpl+Cw30IDHZdc18ZW7eEbSOaTEhZUXzNfRDFAqc7QkjPzsMtu76odhlxk2Sa+9tAAJBkiu4nCEUKwNdWe1WvEYRrH1OkrCiGOS8P3vb2WdvkfPpu6Eyma+6DKBY4kibcUJE75/nKVZlIsRij2qfs806bzgjHkJELQ1rOvPos+/73oE9NDXnOsf56FH7h8/N6f6JY4EiacNP1eXjzUBOaOmeufjAZRHzhruhfSBPNFghGMxS/N6L29q275t1n0tKlqHrml+h+5z30fbgP0tgYzEtzUPDwg7CVXzfv9yeKBYY0wWTQ4R+/uhXPvXIOH53qQCA4PsItXZaGv/l0GVbmO6LepyDqYK24BSPH3piznZiUDMf2h2C97sao9GuwWpH/2fuR/9n7o/J+RLHGkCYAQIrFiG89vA5fvncNugfcSLEYkJ2eHNM+0256BJ7mcwj0tcw4p7OmIe3Wx5G8cj1EozmmdRBpGUOapkmxGLEiyvPPsxGNScj94j9h5JP3MHL8DUhuF3TJNtg3fRqpVXfGpQYirWNIk6pEgwn2jffAvvEetUsh0iSu7iAi0jCGNBGRhjGkiYg0jCFNRKRhDGkiIg1jSBMRaRhDmohIwxjSREQaxpAmItIwhjTRIuL1etHb2wuXy6V2KRQh3hZOtAi43W7s378fFy5cgCRJEAQB+fn52LFjBzIzM9Uuj+bAkTRRgvP7/dizZw/Onz8PSRrfrkxRFLS2tmL37t0YGBhQuUKaC0OaKIF1d3djz5496O/vh6LM3G3Y5/Ph0KFDKlRGkeJ0B1GCOnDgAI4ePTotnCd+LQjC5LHGxkYEg0Ho9YwDLeLfClECeuutt3Du3LlZzyuKMhnUkiQxpDWM0x1ECebkyZNzBvSVbDYbTNwlXbMY0kQJRJZlHD9+PKK2E1MfFRUV06Y/SFsY0kQJpL+/H6OjoxG3N5vNqKysjF1BNG8MaaIEcrUjYq/Xi4sXL8aoGooGhjRRAklPT0dKSkpEbScC/cKFC7EsieaJIU2UQERRxPr168OOqKee9/v9sS6L5oEhTZRgqqqqsHnz5pBL6gRBmBHgWVlZ8SqNrgEXRhIloK1bt6KyshINDQ2oqalBR0dHyHY6nQ7l5eVxro6uBkfSRAnKYrFg7dq12LVrFwoLC2ec1+l0+NSnPgWbzaZCdRQpjqSJEpzBYMCuXbvQ3NyM2tpa+Hw+ZGZmory8HKmpqWqXR2EwpIkWAUEQUFRUhKKiIrVLoavE6Q4iIg1jSBMRaRhDmohIwxjSREQaxpAmItIwhjQRkYYxpImINIwhTUSkYQxpIiINY0gTEWmY5m4Ld7e2of2lP2Po5CdQJAlJuUtR+OgjsFdWqF0aEVHcaSakFUlC52tvoPl3LwCyPHl8tL4B5/7bj5F5041Y9Z1vxaWWoQE3ThxqQWvTIPR6EavWZKFyQz7MSYa49E+hdbg8ONE1BJ8ko9BmQVW2HXqRHwYpsWkipLvfeRdtu1+Cv69/1jZ9e/fDtrYcWbfeEtNaGmp78dILJxAIjP9DoSgKmhsHcPSjJjz2tS2wp1li2j/NJMkKnj/TgiOdg9OOv1xrxNfXL0dBKv9OKHGpPgzpev1NND776zkDekL7npdjWovPG8DLvz8Jv1+CIitQZAVQACiAc9CD5585hGBQimkNNNNf6zpnBDQAOH1+/PJYI7z8O6EEpmpIy34/Wv/1xWnTG3PxdnVDDgRiVs/pE+3weYPjwRzC8JAHv/2Xg5DlWRrEQcDvQ2v9ObTWnYXP61atjnjxBSXsa+uHogDylC/l0pfLH8DhjpkBTpQoVJ3u6Nt/AMHRschfoNNBiOEc5NmTnWHbdLUPo/pYG6o2FcSsjlAURcGxD17BqY/fhd/nAQAYDCas2bgDW+58AKJOF5N+JVnC8c7TaBpqhUlnwpb8KmRbl8Skr1DaXB54AtKMfzcnfq8oQN3gKG4qzIxbTQuN3+/H2bNnUVtbC6/XC6PRCJ1OB6PRiNzcXJSXlyM5OVntMmkWqob0wOEjV9U+bcN6CDEKIwDobB+OqN3BDxvjHtKH33kZJ/e/Oe1YIOBD9cfvwOd145ZdX4x6ny3Odvzzgf+NfvfQ5LHdZ1/FLcu34cvXPwxRiP0HMZcvMNsHm0nNw2OQFQVimB2yFyOPx4M9e/agr68v5PmWlhacOHEC9913H3Jzc+NcHUVC1ekOT2f4ketUBZ9/KEaVjE9lSMHIpl1GnJ6Y1RGKZ8yFUx+/O+v52hMfY3iwN6p9ugMe/HT/09MCGhgfwb5/8WP8+fyboV8YZY3O8J+0+tx+vNsU3f//RKAoCj788MNZA3qCz+fDK6+8gkAMpxLnMtjTgY6LtRgd5rRVKKqOpMUQW87P2tZoRPKymZtpRktP10jEbYU4j9iaa09BkoKznleg4OK5k1i3/a6o9bm/+QiGva5Zz79dvw/3rr4DRl1slyV2urwQMOtlAgCAAODDlj7cXrSEo2kAgUAAb7/9Nurr6yGHud6jKON/sh6PB3V1dVizZk08SgQAdDbX4cBrL6KvqxXA+M/VspIK3LjzUaSkOuJWh9apOpK2r6sEIvyhSl6+PKa1GI2RT6PkFthjV0gIUjD8CCeSNlfjfF/9nOdd/jG0Ojui2mcoyQZ9RN8iQ14/RnzqjAS1JBAI4LnnnsOFCxfCBvRUiqKEHXFHU29HM1797VPo62yFoihQZBmyJKGp5hP85Tc/XxQXxSOlakjn3H0XdBZLREFd+PijMa2loCgNKVZT+IYCsOOOVTGt5UrZhSvCtykojmqfugjmm3Vi7K4PTNi41AElzKS0IIyPpo061VeUqu7gwYMYG7uKi/FTXE2oz9fR9/+KYMAPRZEx9S9YURQ4+3vmnN5bbFT9rjZnZaHsH/4epoz0OYM676HPwVZWGtNaRJ2IW+5ePf7TPgtBBO7auQaFxekxreVKGdn5yFu+etbz6Vl5yCsui2qfVTnlc9dkcaDQFvsLTWf7hsNOdQBAaUYqLAZN3JulqjNnzlzza0dHR6NYyewCfh9aL5yZnGoJhSF9merf1amlq3H9/3kGg8dPwt3airGmZow1NUEOBGApKEDRFx+DJT8/LrVUbsyHTi9i/zt1GOgfAxRA1AlIz0hGSXk2qjYVqHbH4e0PfgWv/u5/or+7bdpxe0Y27n70P0W9v8356/CXmrfQ4eoJef6+0jshxviW7OoeJ/a29s85Jy0IgF4U8ZmVOTGtZaGYz8U/l2v2axDRFAwEICtzj9p9njG4nAOw2uM7INIi1UMaAASdDumbNiB90wa1S0F5VS6uW7cUvV0uBIMSMrOsMJrU/2OyWG148Os/RPOF02itGx+F5BWXYnlZVUzWSBt0Bnz/pm/i6cO/mzY/nWQw47Nln8Jtxduj3ueV9reO34U6MZ0R6h6ifKsFD5blYrmd63wBQK/Xw+/3X9NrLZb4DEDMlmQYjEYEfL452w32dDCkoZGQ1hpBEJC1NFXtMmYQRBFFpZUoKq2MS39pSXb88OZvo9XZgYtDrTDrTajMWQOzPoK5+yjoHpv+QyxemtuY+in5v2xZxbnoKcrLy3HixIlreu3mzZujXE1ogiDAZE4OG9JGU1Jc6tE6hjSFVWDPRYE9/jc6pBh0GAixJH3i8oVJp4NB5JK7qW688UacPXsWvjABeKW8vDzk5MRvykgJM90BQYj6xfCFikMQ0qxNuWlzn1/qiPuada0TRRFPPvkkUlMj/yRYWlqKhx6K3Y1iocx10RAAREGM6SMgFhKOpEmzbsjPwJGOQbSMzFwz6zAbcfeKbBWq0j5RFPHEE0/g+PHjOHjw4OTFREEQkJGRgeXLl0OWZeTl5WF5jO8/mE12fjGaaqvHw/qKwBYEIaJlp4sFQ5o0y6QT8bebVuLV+i4c7BiEOxCEQRSxPseBe1fmwGE2ql2ipq1fvx7r1q1DV1cXgsEgsrKykJSkjXnetVtvQ1Nt9fgnIUG4vHzn0gejim23q1ab1jCkSdPMeh0+V5qH+0ty4Q4EkaTXwZDAFwoDQ91wnd4LaXQIevsSWNfeDL117mmfueh0OuTl5UWxwujIKy7FDfd8Hh+/8W/j89OXwlmAgA233IviNderW6CGMKRpQdCLAlJNib192dBHuzF04KVpH/+dH+1B+p1fRuq6xBtZVmy9DcvL1qHmxAG4hvqRnOrA6qptsGdkqV2apjCkiTRgtOYghvbvvnzg0gVRRZbQ/9ZvYMwsgDmvRKXqYsdqT8fGW3eqXYamJe7nRqIFQvZ70f/2c5jcqw0KMPWZFoqC4WOvq1ghqYkjaSIVKYqM7t0/hTzmDHV2PKgFEb6OuniXFrFAUMK+k+34pK4PRoMOW67LwfrSLIhcwx4VDGkiFbnrT8DbWjN3I0WBoNfefHxd6xD+9e1anKztnfZslfeOtqIg24qffm0bbCnxuTs1kXG6g0hFYzUHZ6wTnklBcsmmuNQTqY8+6cD3nj6AE1cE9ITWbhf+6fljca8rETGkiVQk+72Ye9+ZcZaS+DxXAwA8AS/6xgYQkEI/Uc/tDeBXL1VDCvP86XMXB9DWE58n6yUyTncQqciUXQR33dG5GwkiIEsxr6Wu/yJ+dfQFdF16PK0AoCxzFf7ztq8g2XT5KYMfVXfA45fCfwAAcKahH/lZ1hhVvDhwJE2kImvlbcCcO9yMX3zTpcR2z7+6/kb8w/u/mAxoYHx8f66vDk++9gP4gpcf2NQ7FPlGzOGe0UHhMaSJVKS3piHt1sdnbyAISCpcA4N9SUzr+OXh30GZZdrFE/TiXw4/P/n7dJs54ve9oXLpvGtb7BjSRCqzb7wH1nV3YNrebYIACCLEpBSk3/6lmPbvDnjQO9Y/Z5tjHdWTv76xMhcmg4hwK+xKl6XBlhJ5oFNoDGkiDci8+6vIvPcbMC1dCYh6iMYkWCtuQe7jP4VxSUFM+x7yjIRto0CBPzi+40uKxYgndpZDEIRZtyZd4kjCj7+yJZplLlq8cEikEdbyHbCW74CiKHF9TvYSS2QPcOpw9aDIMb7f6O2bCrEkzYK/7GvEqfo+yLICo0FEhi0JO3cU45b1+TDoY7+b/GLAkCbSmHhvZGDQG6ATdJCUuVeQJBun74FYsTITFSszY1ma6twjHRjurwEUBdb0lUixL4t7DQxpIsLtxdvxVsPeWc+nJzmwJHnxbAorBb24ePqPGBmYcjv+xfeQYl+G4orHoDfGb+NjzkkTER5ZuxNWY8qs579Y9WAcq1Ff89nd0wP6klFnMxpP/T6utTCkiQhmgxk/u+O/YlX6cghTVpmkmlLw9Y2PY2NepXrFxZl3rA/OvnOznh91NmFsuDVu9XC6g4gAAJnJ6fjH276LtuFOtA53INlgwXVLSqDXLa6YcA01hm0zMtCAZFtsV91MWFx/+kQUVr5tKfJti/cmFCGCCYZ4XtzVXEgrioLAsBcCBOhtprhf6SaixS01YxUECLPegQkAtsyyuNWjqZAePt2NoWMdCDjHnw1gTLPAsTEXqWu45xkRxYfRbEf60vXo7wz9qFV7ZhmSUuKXSZoJ6cFDrRg4OH0y3j/oRs9b9ZA8QTjW56pUGREtNvml9wGCgIHO4+O7mWN8J3NH1loUlD0Q11o0EdJBdwCDR9rHfxPiE8bAx61ILc+CzqSJcokowYmiHoVln0XO8tvgGqiHAgXWtGKYkiK7OzOaNJF6Y/X9UCR51mefKwEJrvO9sK9bvBcziCj+jGYb0nPXq1qDJkJa8gbDbk7hutDPkCY0XujFiUOtcI14kZGZjLUb8lG0IkPtsohiRhMhbcywhG3j7eI2PIvZ8JAHf/z1EfT3jk4e62hx4tTxDiwvycBDf7MBBiMf6EOJRxN3HOpTjOEbSdzhYbGSJBl/+PXhaQE91cW6frz76vk4V0UUH5oIadk/94aWk+2kyNpRYqk9043BvrHZGyjAqeNt8Lj98SuKKE40EtKRbbLpOtcb40pIiy7W9YXd9DQQkNHLKTFKQJqYk5Z9wYjaDR1ph21tdoyroYVKb+CcNM2PFPRhsLsaHlcndHoz0rIrkWTNUbUmTYS0PtkQUbvAsBfuVicsBfbYFkSaUlySieqjbXOOpu2OJCzNs8WvKEoo3rE+dDfvxUDHSQBBQBifZOhu3ov0nOtRuOYBCII6Ew+aCGlLoQOCXoQSDD/nPHSknSG9yJRcl42MJSno6wl94RACcPNdJRDC7YxK86YoClpbW3Hu3Dl0dXVhdHQUkiRBp9OhsLAQmzdvRnb2wvm0K0sB1B3/NcaGm6efUC5n0UDnMYw6m1G45gFYHcvjWyA0MicNAI6NeRG1c7cNQ44gzClx6HQiHnliE3LyZ46UTWY9dj5UgfLrI/v+oWsnSRJeffVVvPzyy6ipqYHT6UQwGISiKAgGg2hsbMSLL76IhoYGtUuNWO2xZ2YGdAg+dx/qjj2L7ua9Ma/pSpoYSQNA+tYCSO4Ahqu75m6oKAh7FYkSjs2RhCe+vR1tzUNoqu+DeyyAopUZWFm6BCJH0HFx5MgRNDQ0QJnj50+WZbz77rtYtmwZ9HrNxEtIYyMd8Iy0X9VrOuregC2jdHE+YAkAltxWDMkXwGhNf+gGAmDOTYXIC0SLVv4yB/KXOdQuY9GRJAmnT5+OqK3H40FjYyNKSkpiXNX89DTvu4ZXKehvP4z81TujXs9sNBXSAJC+pQBjDUNQgtL4reJXDJIcG/g0PFpchjzDeL3uAxxsPQ53wINCex7uXLEDWwuuj1sNo6OjcLvdEbVVFAUul/aXQ8qS95pe53Z1RrmSuWkupI1pFuTsXI2eN+ogeQKTxwW9Dhk3LkNK8eLZsZiod2wA//2DpzDgcQIYD8CavnrU9NXjj6f+jM9d92lsK1gPgy6yFVLXymC4uve3Wq0xqiR6rI5iDPfVXPXr9Ibwj7GIJs2FNAAkL3Ng2Vc2YKxhAP4hD/QWI1JKMqAza7Jcopj5Q/WfMeBxQlGUGTuF9LkH8czRF/B+4wH8/Y5vIMlgjlkdFosF+fn5aGtrC9s2KSkJxcXFMaslWjLyNqO97rWrfl1mwbYYVDM7zazuuJKoF2FdnYn0LQWwVWQzoGnRGfG6cLzzNGRFnnMrp/rBZrx4+q8xr2fbtm3Q6/VzbmknCALuuOMOzV80BACd3oS0nHVX9ZpkWyFS01bEqKLQNBvSRIvdkHcYshL+kQmyImNv8yF4g76Y1rN06VLs2rUL2dnZIYM6KysLjzzyCFasiG+IzUd+yU7o9JFNX9gyy1Cy8ckYVzST9v+5I1qkHGZbxKtNvUEf/u+JF/H1jY/HdPPmvLw8PPLIIxgaGoLP54Ner4fBYEBqauqC3DRab0zG6k3fQM2hpyDLgZBtDCYHyrZ+B3pDUpyrG8eRNJFGpZqtMF7FBcEDLcfw2oX3Y1jRZQ6HA9nZ2cjIyIDNZluQAT3BnJyB0i3fhsGUivHlZML4beGCCJMlEyUb/6NqAQ1wJE2kaWa9CT4p8kewvln/Ie5edTN0Iu8luBrm5CVYs+17GOz+BK6BekAQYEsvgSO7AmKMV86Ew5Am0rA8Ww6Ge8OvOZ4Yxw56nOhy9SLPpu6T2xYind6IzLxNyMzbpHYp03C6g0jD7ll1a4QtL083cBSdWBjSRBq2PnctCu3hHx41MSecm5qNHOuSWJdFccSQJtK4H938HRQ58mc9L055zvGusrviURLFEeekiTQu2WjBz27/O5zpqcXxztMYGBtE63AnescGJkfQVmMyHiq/F9sKNqhcLUUbQ5poARAEAWuzS7E2u3TyWKuzA83OdlgMSVibXXpVy/Vo4WBIEy1QBfZcFNj5VMhExzlpIiINY0gTEWkYQ5qISMOEufYru6o3EoR2ALk2mw2VlZVReU8iokRXXV2N4eFhAOhQFGXGovhohrQTwMztnImIKBLDiqLYrzwYzdUdTQCKAIwCWDh7uhMRqWsFgBSMZ+gMURtJExFR9PHCIRGRhjGkiYg0jCFNRKRhDGkiIg1jSBMRaRhDmohIwxjSREQaxpAmItIwhjQRkYYxpImINIwhTUSkYQxpIiINY0gTEWkYQ5qISMMY0kREGsaQJiLSsP8Pv2Aie768aPEAAAAASUVORK5CYII=\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 150\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 200\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 250\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 300\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABMwElEQVR4nO3dd3wc5Z0/8M/M9qbdlVa9V6vbcm9ywRRTDDE9BEjgQgkhIcldSDsul7vc5Zd6ubRLIBUCIaHbxmAM7r1IsmzZkiyrd62kXW1vM78/VtXaMitt0+p5v/ALe+bZma/KfveZp1Isy4IgCIKITnSkAyAIgiC8I0maIAgiipEkTRAEEcVIkiYIgohi/GBdiKKoWgC5AIwAWoJ1XYIgiBhXAEAOoI1l2arrT1LBGt1BUZQOgDIoFyMIglh89CzLqq4/GLSaNNw1aKVSqcSyZcuCeFmCIIjYVVdXB71eD7hz6CzBTNItANKXLVuGQ4cOBfGyBEEQsWvLli04fPgw4KWZmHQcEgRBRDGSpAmCIKJYMJs7CIIgZmFcdlhMg6BpASTy5EiHs+CQJE0QREgwjBO9Lfug7TkDl9MKABBLExGXUASaJwCPL4I6eRlE0vgIRxrdSJImCCIk2upfg26oYeoAy8JqGoDVNACAAigKvS0fITFrPTKKdoCiqDnfy2K2AwAkUuE8o44+JEkTBBF0Rl37rAQNTJ+Twbr/o4DBzuMQipRIztkc8H0a6npx4uA19PeOAQDSs1TYuK0ARaVza1ZxmkwYPHgYprY28CRSJFZvgGJJ0ZyuFSwkSRMEEXSj/fUBlR/sPIakrI2gaB7n15w63Ir9e67MONbTqcM//nQOd9xXiWWrMwOKQVd/EU0//AmcJpP7AMuib/ceiNPTIFCpYRsYgEAZh7QdtyNxy+Z51fwDQUZ3EAQRdC6X7bojvmc2221jsJq1nK9vNtlx8MMmj+dYAB/vuQKHw8X5enadDld+8EM4jUZ3rX/aTGxrTy8MDQ2wa7UwXWvF1Z//ErVf/ioYp5Pz9eeDJGmCIIJOqkgL+DUUxT0dXanvg9PJeD1vsThw9fIA5+v1f/gRGLOFc3lLZxcaXvh3zuXngyRpgiCCLiF1OXh88bQjHpoGpjUXiKWJEMsSOV/fZLQHpcwE7YmTnMtOGLt8BVf+34/BMt4/LIKBJGmCIHxyjFkxer4HI6e6YGobBZdF2XgCCfKXPgoeT+Q+MKv9dua/U/O2BRSTJknGoYyc8/VsQ0MB3X/CyMlTqH/+WyFt+iAdhwRBeMSyLLQH26C/0AeWmUrMwngpUu8qgTBe4vP1ivh8lG18HsM9Z2HSd4JlWdjMQ7CahiaTNp8vQVrhdsSnzlqh06clZSmQK0QwGq5v+3ZLSJQhpyCB+wWZua8GarzagtYXf4+CZ56e8zV8IUk6CrmsVmiPHYe5swt8uRya6o2QpKZEOixikRk51QVdbe+s4/YRM3reuoTszy0HLfA9GkMglCMld+uMY2ZDLyyGXvD4ksmJLYHi8Wnc/XAVXv/DWdjtMzsIJVIBdj5UFdDoC3FqKsxtbQHHMWFg/yfIevABCOPVc76GNyRJRxld/UU0/fhn7l7mcV2v/wOpO25H7mOfjWBk3GgHjOjv0UMo5iOvUAO+nzcxEZ0YJwN9TZ/X884xGwyNWigrAh+PLFWkzalj8XrZeQl46p834dyJDrRd1YKigIKSJKxYmw2FUuz/AtOk3rYd1379f3MPhmEwWlOL5BtvmPs1vCBJOorYhrRo/MGP4LJaZxxnWRa9u/ZAlJiItDtui1B0vhnGrNj1+gW0Xp0aRiWRCrD55iKs2pATucCIObENGuGyOnyWsXTq5pSkg0kVL8WNd5TM+zrJ27ZCe+QY9Bcvzvkalt7ZTx3BQJJ0FOn/aP+sBD1d3573kXrbdlA09/5exslgrL4PhkZ38pQVJEC1LAW0MHg/eqfThVdfPI3BfoP7wHjzntloxwdvXwLjYrFmU+6cr+9wONDV1QWtVov4+HhkZWVBKIy96b/RhFNTQXjmcoQFxeOh7HsvoPvtd9G3+3043IvwB2Ss4XIIIiNJOmqwLhd0dRd8lrEODMI2pIU4OYnTNe06C7peqQNjm2qzs/YaMHKyExkPVkKczL3325crF/rcCdpL38v+PZdRWpkChcp3R9P1WJbFqVOncObMGTin9Z7zeDxUVVWhuroadAAfWAR3oiQZeDIhXCbvw9hkubG1MBLF4yHzvnuQed89k8d63nkP7X9+mdPrDc1XYWxtgzxv7hUST8hveIQxDgc6X3sdZ//pKRibrwIM4/7jBcXn/rna/eqFGQl6Autg0POPizN67Oej+fKgz/OMi8WH7wVeyzh+/DhOnDgxI0EDgMvlwrlz5/CXv/wFb7zxBvbu3Yv29nZOQ8MIbigeDfXKdK/nhfFSyIsCGD2xQKXvvAuSdO7t58PHTwQ9BlKTjiDW5ULjD36E0do69wGKmpqOyjDAdbVEeX4+RAm+ay8s457Saro2ApfF+9hNxubC2JVBKMvm36bocjH+Zv2ipXEQTofLZ0eiy+VCTU0NLl68CL1eD8bPJIGRkRGMjIyAoig0NjaipKQE27dvD9uaCrFOvTIdjN2F0bM9YJ1TH/bitDik3L4EFG9x1PFKv/sCLvzz83AaDL4LsixcNs9DAueDJOkIGjl3fipBezItUVMUhcwH7vVa1NIzhtEz3TC1jQIMC4rv/w1kah4OSpLOzotH48V+n2WcTgYWiwMKL0na5XLhvffeQ3t7+5zjuHLlClJTU8lGyEGUsD4LqqpUmFpHwThcEKfIIU5RRDqssBInJyHtzjvQ+erf/JaVF+QH/f6L46MwSg0dPjLzAEV5mJkFCNVqFH7lS4hftdLjdYzXhtHzj4swtY5M1sRZH+saTN6OF5wa59JVmeD5uhYFiER8SH2s9XvlypV5JegJFy7MbtcfsxowaBqGk+G+4A4xhScRIK4sCaplqYsuQU9IWLtm1pPt9QRqFTQb1gf93qQmHUFOg4cd3CcS9Xiyzf/CU0jethUUz3MNlGVYDH3cOtW+HECzbFxlcCbIiCUC3HhHCfZ5aXemKAqVK9LB81G7b2ho8HouEMPDw2AYBjRNo3HoGv5xaTcuD10FAKjEcbgxvxo7S24BL4AlMQlCmpUJzfp10B4/MWOFvAm0SITSf/02aEHgE3P8ITXpCJJkeO+YAUWBJ5UgcdNGrwkaAMwdOjiNc2sHEwewtoE/azblYdmqzKkHgfHPGoqmkJgsx+ZbfC+cbppYw3eehEIhaJrG5cFmfP/w/04maADQWcfwZsP7+OWpPwXlXosFwzAYHR3FyMhIpEOJqMLnnkXyjdtACQRTT7w0DeXSCqz644uQ5+eF5L6kJh1BKbfcjIF9+72OSkjcvAk8se+ZU76GSPlEIeijIXY8UIm8Ig3OnezA8KARUpkQFSsysHJ9NsQS3zUMhUIBnU43M0SK8hvj9Z2ExcXFAICX697y2rxxqrsWV4auoiSx0M9XtLixLIsTJ06gpqYGdvvU71lCQgJ27NiBhITYH90xHS0UouDZLyDroQcxdvkyQNFQVpZDoAhtExBJ0hEky8lGzmOfRfuf/jIrGSkKC5D9yGf8XkOgCmz6KwCAAoQJUvBlwZ0QQlEUypeno3y5jycELyoqKtDV1eXxmgAQFxcHHo8HiUQCnU4Hk8k0K0FLpVKsWrUK3fo+tOu6fd7vaMdZkqT92L9/Py56mIE3PDyMP//5z1i3bh3Wrw9+G2y0E8arodm4IWz3I0l6Dga62zDU2wGhSIKc4koIRYFN0pgubcftiCspRv+HH8HU3gG+TArNpo1I3FTNqX1LkqGEMF4K+4g5oPv6GgMbCUuWLEFraysaGxtnnUtJScG99947OcvQZDLh6NGjaG5uhtPpBE3TyMvLQ3V1NZRKJfqG/O/wYbIH9v1abHQ6nccEPd2pU6eg0WhQVBTZPQBjHUnSARgb1eKj13+Lge6p1bIEQhFWbt2B5ZtunfN15QX5KHj2C3N+ffKtReh56xIYq9M9VddHCwHFoxC/NhNx5ZFdc+F6FEXh1ltvRU5ODurr66HT6SCVSlFWVobKykoIpn1gyWQybN++HVu3boXRaIRUKoVEMvVBmaZIAo/mweVjNEemMjWkX89Cd/my/8lHLMuipqaGJOkQW7BJWq/XY3h4GGKxGKmpqSGfwOCw27Drjz+FfmRw1vGT+96ESCxF2erAdzsOBnGKHFkPL4O+rg+mayNgWRbCRBkoHg3HqAWMwwWBQgxJlhJxZUlBb+YIFoqiUFpaitLSUk7lRSIRRCLRrONxYgXWZlTheOc5j6/j0TxszV18j+mB4NqR29/ve3w8MX8LLkmbTCbs378fbW1tk+24KpUK1dXVKCwMXRvj1QunZyXo6c4ffh+lK6sDWvwomARKMTSbc6HZHNx1Axaqz1Xdhy59Lzr1M1cm41E0nln9CBKkwV/3N5YkJ3N70uL5GHlEBMeCGoLncDjw5ptvorW1dUZHm06nw549e4IyGcKbjmbf7XMG3TCGB3tCdn8iMAqRHN/f9nU8ufIzqEwuRlFCLrYXbsGPb/kONmStinR4Ua+kpAR8P+vEUBQV0ooR4bagatJXrlzB8PCwx3MTw4VycnJCcm8um00Ga8EiIjiEfCFuyFuPG/LC27Thstkw1nAZjN0OeUEBRJqFN1RNIBBgx44deOedd7yWEQqFWLWKfOCF2oJK0i0tLT7P9/f3w2AwQBGCcYvp+SVoa6zzel4qVyI+ef67TRALW897u9Hz1ttwjM8mpWgaCevXIv8LT4EvlUY4usDk5eXh8ccfx759+9Db2zv59EpRFJKSknDjjTcuurHSkbCgkvT1S1bOtcxcFC9fj5rD78NsHPN4fun6G8HjLahvJxFkvbvfn7X2MMsw0B47AfvIKMq//70Ft0KfWq3Ggw8+CMA9PnpsbAxyuRyJiYkRjmzxWFBt0mlpvmuqMpkMSqUyJPcWiaXY8djXEKfWzDhOUTSWrr8JVfMYgkcsfIzDge633vZ6fuzyFegv1IcxouBLSEhAbm4uSdBhtqCqfpWVlaipqfFaW162bFlId+rQpGTiM1/7AToaL2CorxMCoRgFFSuhUJFHvsXO0NgEh97zU9aEkTNnoVq2NEwREbFiQSXpuLg47NixA3v27IHDMXOTzLKyMqxevTrkMdA0jdzSKuSWVoX8XsTCwTh8b9rKtQxBXG9BJWkAyM3NxRNPPIHLly9Dq9VCJBKhpKQESUnc9v0jiFCQF+SDFgh8JuK4kvnvak0sPgsuSQOAWCzG8uXLIx0GQUwSxMUhaetm9H/0scfzooR4aDaSWY5E4BZUxyFBRLOcxz+H+JUrZh0XaTQo/bfvgBb6no7PsiyMunboBi/DavK9uS+xeCzImjRBRCOeSISS73wThuarGD55CozDAUVRERLWrfG7oqFe24iuxl2wWaYmaynUecguvQ8iqe/Nh4nYRpI0QQSZoqgQiiLu06UNo624VvcXsCwz63jz+d+hZO1z4AsW1kQYInhIcwdBRFjftY9nJegJdqsO2u4zYY6IiCYkSRNEBLkcFhhGr/ksoxu6FKZoiGhEkjRBRBDDet+YYALrCs1SB8TCQJI0QUQQXyCDWKrxWUamyglPMERUIh2HUaSncxQf72nEYP+Ye2ZjYQLWb8lDSroq0qERIUJRFJKyNqKz8V0v53lIzFwX3qCIqEKSdJT4ePdlnDjUOuPYpZpeXKrpRXyiDDfcugSlS8lSqLEoMXMdrGYtBjuPzThO0wLklD8AiTy69qMkwosk6ShwrWloVoKebmTIhDdfqcHNeivWbsoLY2REuGQu2YHEjDUY6auFw26EWJaEhLQVZOgdQZJ0NDjyUbP/QixwcG8TKldkQBqlG8kS8yOWJSGt4JZIh0FEGdJxGAUG+nwvcTnB4XDh2MdXQxwNQRDTOY12WHrH4NBZI3J/UpOOAnwBD3ab/6FYAFBzugvb7igBj7d4Pl9ZlkX7tWH0d+shEvOxpDwFMrko0mERMc5hsGHoQCvMrSOT+5dK0uOQeEMeREnysMVBknQUqFiejtNH2jiVtdudaLrUv2g6EbWDRrz58nkMDRgnj334bgPWb83HlluWRDAyIpa5LA70/P0iHPqZtWdLzxi6/3EJmZ+uhDAhPP0Fi6c6FsXWbsqDWML983J4yBTCaKKH3ebEqy+enpGgAcDlYnH04xacPsrtg40gAqW/0D8rQYN1/2GsTgzsuzpZuw41kqSjgFItwWNf2oDkND+7nFPucbUy+eLoOKw/34Ox698o05w63ArG5XnNC2J+XCY9Ro+9iZ6/fBs9f/4WRg69BueYNtJhhY2hadrXOp6cp7P2GtC3+wpcdhccYzYwdm7NlXNBmjuiRGKyAk/982YM9I3hD/97FE7Hdb8V4wlaIKBRUpkamSDDrLV5yOf5Mb0VQwNGJKfFhSmixcE+2IG+1/4DLpMeE9nJ1tMM3cl3od78IFTrdi64Xc8DxTrGk66PyrLp6gja2k6BdbGgeDTkRRokbMyGIC64/SURTdJ2hwv7T3fgwPku6Aw2pCTIcMvabFQvS4/5XwJvklPjcPs9ldj9j3qPvx9bby2GRLo4atJEZAy8+/MZCXoS48LowVdh621B8j3/AoqK3QdxUbJ8dnOHB6yTBSiAdTEwXBmEpVuPzIcqwQ9ix3bEkrTV7sS/v3QKV9pHJo9p9VZcah3G+cZBfOXBqkWbqJeuyoRULsLxAy3oah8FAKRlKLF+a/6iqUUDQF5RIpoaBgC4R3i4/zJ1XqmWIDHFTxMRERBLRwMc2m74qkKam07DUPsx4pbfHL7AwkxVlQpjc+DNO06DDaNnepB4Q/AmnUUsSb9zsGVGgp7uUE03VpUmY+PS9DBHFT0KS5JQWJIEm9UBlgXEEt87e8SiyhXpOH6gBXqdxWPOsFmd0I+YodbIwh9cjHInaP90J9+N6SQtyVBCsyUX2oMcOqen/25SwNiVwaAm6Yg9r3x0usPn+X2nfJ9fLERiwawEbdf2QPvRH9H/5o8wcvh1OEb7IxRdaAlFfNz32RXw9jxltTjw4s+OwjAWmUkGsYiWKgDW/6iFxdCJqF6RjrjKANdNYQHG4gzqyI+I1KRtDhdGDDafZQaGzWGKZuFgrCYMvPUTWNrrJ4+Zm05Dd+xNKKpugubWJ2KunbCnU+er7wY2mxNHPmrG7fdWhi2maKG/fAX9H3wIxmaHetVKpNy0bd7XlBasACWSgLX5fv9RvNgac+ByOmAxGyESSyEQTrUnazblwtpnhF07bdgrh/xrahuFPD84e1NG5Dst5NOQiQUwWR1ey6gUZEbZ9frf+CGsnQ0ezrAw1H4EvlwN9ab7wx5XKHW1jfh9U1yq7V1USdppNKH+m9+Bpatr8tjI6TNo+8OfUP69f4NiSdGcr00LRIjf+hCGP/y9z3Ki9NiYSGSzmHH643fQVHsSdpsFfL4A+RWrsPamnZAr48ET85HxQAV053ow1jAAp9EOnkwAl8l77gIFDB9tD1qSjki1i6Io3LAy02eZbauywhTNwmDpvAxr12WfZXTn9oJx+H5CWWh6OnV+y9htzkU1XvrSv31vRoKewFgsuPidf4PDYJjX9ZUrboWkYIX3AhQNza1PzOsekWa3WlB79EO8/OOvo/7Ex7BZzWBZFk6nA021J/DW734A45i7054n5iNhYzZyn1qNgq9tQN4X1vidbWgfNsMWpElnEXs2vm9bIdITPXf4VOZr/CbxxcZyrcZvWyFrMcI+GDtt+cNDRuhGLH7LxWtkoBfJWiamjk6YrnnfE5F1OND9xpvzvk/Kvc9DWrhq9gmeAMn3fh3C+IW7LMFAdxv++tNv4vgH/4DNMt6sw7IAy06OIjLqR1B7+INZr50YcSbUSDGrs4TCjGPBmuASsYYlpVyEHzyzEW8fbMGBc10YM9uRpJbg5jXZ+NTmfAj4i+NNxxXLcPuBx1Kb9NUrg+5fej/NHcvXZYclnmgwfOq03zIjp88h9/HH5nUfisdHyv3fhLXnKowNR+EyGyBOL4Ci8gbQIsm8rh1JTocd77/8C1jMRs+VHpYFxhNxU91JVO94yON1REky9xA9L73aFJ+GMD4436eItv4r5SI8tqMMj+0og8vFLKqV3QIlziqD/vRun7VpnlwNYUpuGKMKrYkecoqmvPaWJ6UqsGZjThijiizK61iXKSyH0RlcidMLIU4vDNr1Iq35wmlYTL6XBmZZFhRFwWY1g3G5QPN4s8rElSdj9HQ3GIfnypOiJBG8IA2bjZqsSBK0b9KC5RBofDcBqTbcDYqe/Qu1UOUUTG3QStEUrp/bRFHAzoeqFk1TBwAkVG/wW0a9cnkYIlmYhnraOZdVJSR7TNAAwJcJkXLHElD82ecl6XFI3BK8ytLi+e1e4CiKRuoD3/acqGke1Js/DeXKW8MfWAilZiiRk58wdYCi3Ml6/E9BcdKiW7dDmpYKuY/RGxSfj4x7doYxooWFP214ndcZzeNPIuVrtgAAxka16Glrgk47MKOYLC8eOf+0AgnrsyDLj4eiOBGpd5Ug/f4K0MLgNVLE1mDHGMdXJiLjyf+Bpa0epsaTcJn0EGcWI67q5gXdTujLPY8sxxt/OY/OtpmzU3PyE7DzM1URiiqyKr7/PdQ//22Y2mbOhqOFQpT867cgSkjw8koiv2wF6o7tc/+Dorw2H6o1qcgsKMdbv/1v9HdeAwt3E0hqdiE23fkZaFLclSW+XIj4daEdiUYFq/2KoqhDADZv3rwZhw4dCso1CWJCd8corjW5V8UrKE5EepY6whFFnuFqC3rf2w2X1Qp11VIk33wTaMHiWz4gUHv/+iu0XakFALDM7KGbFEVNtkvPyo8UBbFUhnuf/leoNMHZxX3Lli04fPgwABxmWXbL9edJTZpYEDKy1cjIJol5OkVhAZb8y1cjHcaCc8uDT+HEB2+g4ewROJmpeQUURQHTErPHCizLwmo2ofboB9i683NhiZe0SRMEsajw+AJU73gISzfcBIqi3H9o2p2gGYbT2iUtF8+FIVK3qKxJ9/X14dy5c+js7ARFUcjJycHKlSuRlJQ0WYZlGeiHrmC4rwZOuxFiaSI0GWsgU5JJMARB+EdRwPQhQ56aPjxiWTjDOLM36pJ0c3Mz9u7dC2baN6yxsRFXr17FXXfdhZycHLCMC03nfgeTbqrjxDjaCm3PGaQVbEdq3g2RCJ0giAUkOTN/8u+BrlqXlB6++QhR1dzhcDiwf//+yQQ9vU3I5XJh3759YBgG1y68MiNBT2HR2/IhDKOtYYqYIIiFKmdJJVQJE51/gSXpyvXzX3GQq6hK0s3NzbDZbGCnzaGf+DvLsjCZTGhuugT9kKeV4CawGOo6GZ6ACYJYsCiaxm2PfBlxao3/wtOUrtqMwso1IYpqtqhK0kNDQ36ntHa3nvF7HfMYt90lCIJY3NSJKXjoK/8FoZjbPIO1t9yDG+7+XGiDuk5UJenR0VGf51mWBeX0vYM0AFBU7EyNJggitHh8PpZUrfdbbvNdj2DlljvCENFMUdVxaDQa/ZaJk/hfo1WZWBqMcAgiIoYHetBUewIWkwEqTTJKVlRDKl9c09/DbdmGm9Fw5jAYl9PjealChbLVW8Ib1LioStI8L4uZTEfzpYDT9/CXtPwbgxUSQYTVkd2v4uKpAzOOnf1kF26453EULQ1fO+hio0xIwl2P/wv2vPxzOGwz98yMi0/E3U99CzQdmYaHqErSeXl56O/v99ounZaWhuQMJQbaD8Fbb6wivhA0Txi6IAkiRC6eOjArQQOAy+XEJ2/+HgnJ6UhIyYhAZItDet4SPPFvv0Zz3Sm0N14An89HyarNSM+d+3ZkwRBVSbqyshJ1dXUwm2dvgklRFNasWYOktASM9J2Hw2bA9Yma5omQWXwXGJsF9sEOUDw+hCm5MbV8JxGbWJZF/clPvJ5nGAYXTx3Alk89GsaoFh+aplG8fD2Kl/tvow6XqErSUqkU9957L/bu3QutdmrLeIlEgs2bNyMvLw8AULTyKXRefhuGaWOlZXEZyCjaAfOpDzFQ9zEYu/uRha/UQL3xPiiWkgkuRPSymk3Qaft9lunv9L5tFhG7oipJA4BGo8Gjjz6Knp4eDA8PQyKRIDc3F3z+VKhiWRKKVj0Nq2kIdusoBKI4SOQpGHj7JzA1ztxeyKkfwtD7vwFjt0K56rZwfzkEwQmPzwcFCqyPSRX8Rb7CndXmxFuHruJobQ9MFic0agl2VOeheml6TG+3F3VJekJ6ejrS09N9lhHLEiGWJQIAbL0tMxM0y2J6c8jwR3+EyzwG9aYHvC/2TRARIhSJkVlYhs6rl7yWySvzsYN3jGvr1eNbvz4Gk3Vq9IXOaMP/vFaDvcfb8P2n1kMsitp0Ni8x8/FjbJw2y5BlMLtjkYXu2JsYPfJ6OMMiCM5W3XAneDzPiSZOpUHpqk1hjig6OJwM/v2lkzMS9HRNHaN45YMrYY4qfGImSbMcV6XSn9kDl9X/WGuC8IdhWVweGsORTi0uDenBzHMDjZSsfNzx2ecQn5Q2eYwChcyCMnzqiechlsjmG/KCdOpiH0bGfL+/Pz7bCavNcxJf6GLm+UCUOr6ilZ83Cuuww3KtFvKyjWGIiohVx7u0eP1KN6zOqdUaVSIBPluZjfLEuU88ycgvxaef+08M9rTDYnRPZlEmJPl/YQxr7vI9ExkALDYnhnQWZCYrwhBReMVMTVpWsh48mcp3ofG2aNZpD31ARMw60D6IP1/snJGgAUBnc+DX56+hUz97CGmgktJzkL2kYtEnaAAQc9jUlQIFuSQ2O1ZjJknTAhGS7/sGaLHUS4mpzkJRxpLwBEXEHKvThTcae7yedzIs9rUOeD1PBG59ZSr89fWXFyRAHScOT0BhFjNJGgDEaQXI/OJvwJNP3wuPcv8Z/ylL86sgTPA9aqSjbwz7TnXg4PkujJlIrZuYcrZvFE4/C8TXDerCE8wikZumxMalaV7PC/g0Hru9LIwRhVfMtElP4InlSHv0++j/+3/BMTJzcoAorRCJO77k9bU6gw0/fe086lumJtII+TTu2pSPz2wvJkP3FjhrvxH6C32wDZnAE/EhL06EoiQRdABjbIdM/juoue7CRHD31U+vgEohwocn2uFwTX1IZiUr8NWHlqMgQxW54EIs5pI0AAjUKch48ucwNZ+Btf0SQPMgLVgBSW6l10TLMCy+9/uTaO0dmzrIsrDZXfj7x804eL4Ld28txLaVmTE7HjOW6Wp6MXSobUbHsrlTh7GL/Ui7pww8jj/TOJH/ds/MOG5rExPcCfg0nvxUJR7eXoKmzlGYLQ6U5sZDvQi+1zGbbSiaB3nxOsiL13Eqf+7KwGSCZjw8zg6OWvC7d+qx71Q7vv/0BsTJIreIk0nfBafDBLE0CUKJGhZDL1wuGySyZPCFi3OYli+2IROGDrZ6XJPL2mvA8LEOJG3Ln33Sg9VparzV1OOzyWPnEu+P5sT8SMUCVBUtrs7UmE3SgTrXOACw8DvWtaPfgD/uvoSvPLg8TJFN0Wub0N20G1bz0OSMSorigWVdAEWDpvmIT1mGjCU7wOPHZifKXOjq+nxuYTfWMABNdQ5oof+FuOJEAuwsSsObjT0eL7ktOxElGrL2MxE8MdVxOB8Mw/pN0BOnj13ohdEc3g5Fw2grrtX9GVbT4IwZlSzrGg+OAeNyQNt7Di21fwLLkobRCdaeMZ/nWTsDp4HbZCgAuDkvGU8vz0WuUjrRLY10hRhfWVWAB8sy5xcsQVyH1KTHleUlYN+pDr/lGIaFw8FgcNQCuTR8TR591/aPJ15fHyQswAJGXTv0Q41QJXHfocZkN+OT1mM41VULm8uOfHU2bincjPz47HnHzlX7aBd2Ne7HpcEmmO0W8GgeShILcPuSbahILp7zdV1mh98ylCCw+sryFDWWp6jhcDGgKIAfoQXhidhHkvS48rwEzmUZloUijAna6TDDMNrqdzalGwuwLIZ7z3NO0iNmHb578GcYNGrBggUFoFvfh6OdZ/D55Q9iW37oZ2fubzmKP9S8Dmb6EwDjQE3fJdT2NeDRZffg9iXb5nZxDoNyXDYX5jIVQsAjyZkILZKkx6kUYtAU4GcI7CSjxY5EdXh6lhmX/5rg9Yyj3Nce/vnJP2DAOLXB73hDClyMC3+oeR0VKSVIkvn+EGu7XIszB3bBMKqFQChC8fINWHXDnaA5bIn2YfMh/LH2717Ps2Dx1/p3sCp9KZLkGo5f1bTXc/hw09f2QXxzQcDXJohQI9WAcQI+jaol3HqNKQroHvS/aW6wCEQKiMRq/wWncTrMMOm7/Jbr0veiUdvi9byLceFg6wmf19j3t9/i/Vd+gaGedljNRhh0wzh7YBf+9IOvwmr2vpjVue4L+OxbX/WZoCcwDIODbSf9lvOEdfpvnx+72A+Hzuq3HEGEG0nS03zlwSpI/IyXpSj3Vl5KefiaOyiKRmLWhoBfZxxt9Vvmo5YjPs+zcCdyb1ounsXV+tMez1lMBuz60089nrvY34gfH/8dLE7uiXHINMy57HQUlyYJFu5hegQRZUiSnkalEOPFb21DSY7nWitNU6AoCklqCcrzAn/sno+krI3QZHDdLdo9DZ6i/Dc1zDXx9bY34/1XfoEP//Z/PssNdrfBYjLMOv67c6/63IXEk3ipKqDyE8Qp3FZGM7WNwmnkPsqDIMKBJOnrqBRi/OhLm3D/tiLQNDXjDwDQFIXP31k++e9woSgK2aX3YMmaL0E0vhuNl5KT65QoE0v8XlctUfktszp96Yx/N9WdxLu//xHar9Rx6szs75jZnKI1j2DQpPVS2jOKorAlZ21Ar5mQsJHjCBWWhdNA1mohogtJ0l48clsJvnTfUmRNW5+2Ml+D/3hyHdaUp0YsLrkyC+Ubnkfp+n+BVJmJqQWk6PE/7gSdkLocIqn/EStrMqpA+Rj+IOWLUZ0zVYO32yw4/N4rYBiGU4ccAAjEMztYx6yBt+ffXXor0uJSAn4dAIiT5Yhf72f8MgWAosCL4ExSgvCEjO7w4cbV2bhxdTbGTHbweRSk4uhZr1YiT0bxqi+iq3k3hrvPgBmf1EJRPGjSViKj+E5O11maUoLy5CW4NNA0q/mBAoUnVj40Y72Tlotn4bDZOA4HdLt+RxGNVO1309Xp7i+/A/eW3c75fp4krM8GTyrE0MceRr2Mf3nSLBUEcaJ53Ycggo0kaQ4iuU6HLxTNQ1bxp5CadyOMI9fAAlCo8yEQyblfg6Lw9Y1P4+W6t3C04wzs4xsipMgT8UDFDqzPWjmjvFE/GnBbcnvjBWhSp2qycWIFijR5aNL6HyYYjAQ9QbUsFQ6dFbrzs9eD5kkESNyaG5T7EEQwkSQdAwRCOdQpS/0X9ELMF+HJlQ/hoYq70KnvhZgvRK46y+OKgQpVgu9Jjx64nLPHeX9t/RN4Zve34fIxff3JFQ/hxoLqwG7mR+KWXIiT5dDV9sI2aAIt4EG+RAP1qnQIlGS9EyL6kCRNTJKLZChNKvRZpqBiFQ6/9wqcDo4dbBSFlKzZk0TUEiV+ePO38d0DP4XJYZlxjk/x8I3qZ7A0lfu09kAoStzrSBPEQkCSNBEQgVCETXd+Bgfe+hOn8ipNCrKKyj2ey1Kl48W7fohTXbU42XUeNqcNlSmluKVwM8R80jZMEABJ0sQclK7cBMPoMM4e3O2zA1EWp8KOz37F5442Ap4A1TmrUZ2zOhShEsSCR5I0MSdrbtqJrKIK1J/Yj562JjidTtA0DQqAVKFCycpqVKzdCh6P/IoRxHyQdxAxZ6nZBUjNJosSEUQokcksBEEQUYwkaYIgiChGkjRBEEQUI23SBLEIMSyLQx1D6NCboZGKsDlLgzhR9Cx7QEwhSZogFpmjXUN4raEbzmnbEO2+2ofqrAQ8XOZ5pikROaS5gyAWkYYhPV6+2DUjQQPumf5HOoex62pfZAIjvCI1aYKIcb0GCw53atFjsKBdb/ZZdn/bIG7LTyEb7EYRkqQJIoYd6dTitYauyZUL/W20bHMx6Bgzo0DNfSVFIrRIkiaIGHWmdwSvNnSCZSf3guAmwFUOo1HDYDMaBptAUzSWp5YjL57j7jxRiCRpgogxQ2YbXqxtm9G0wbLwsf/OFAFNIVspDV1wIaaz6PHjY7/FtdHOyWNvNuzF0pQSPLfunyAVSHy8OjqRJE0QMaRDb8aPTzXD5pq9TjeXCvKmLE1Q2qOHB3pw4dg+dF69BJYFMgtKsWzjzdCkZs372r785PiLMxL0hAv9V/Dbs3/F19Y/EdL7hwJJ0gQRI/qNVq8JmouqZCUeKMmYdxxdLQ14/5VfwuWwg4W7Bt9UexItF89i+0PPIKd47htU+HJ58CpaRtq9nj/bXYd+4xBS5AtrLXHShUsQMWL31T5OCZqC+42vEglQoJZhVaoK/7GpFM+syJ/3GGnG5cL+v78Ep93m3qiYZcGyLFiWgdNhx/5/vAinY/ZOPcFweajZ53kW7kS+0JCaNEHEALuLQe2AjlNZFgBNAV9ckYcclcxv+UC0XDoHs1Hv9bzNYsYrP/0Gbn3oi0jJyg/qvWnKf52Tx6FMtFl4ERMEMYvN6YKLZTl1DgLuoXh6W/BrtNcunfNbxjSmw+4//w902oGg3ntFWoXP8zyah6UpJUG9ZziQJE0QMUAm5EPJce0NmnIPyTvWPRz0OAyjWv+FWBY2qxkXTuwP6r2zVRlY7iNRb8vdAJVEGdR7hgNJ0gQRA2iKQnWmBhTle6jd9HMjFo6bCQdAquCYBFkWbZdrg37/L699DOuzVs5oW+fTPNxcsAmfrbo36PcLB9ImTRAx4tb8ZLTpTGjQjnncepK+LnurxcKgx5BVVIH2pnqfe19OsJqNQb+/mC/Cl9c+hk9X3InLg1dBUzQqU4qhFMcF/V7hQpI0QcQIPk3j2ZX5qBvQ4WTPCFpHTRizO0HB84zDjZkJQY+huGo9ao98AIN+xG+idrmcsFstEIqDP8EkUZaAzbnB//oigTR3EEQMoSkKy1PU+OKKfHy3ugSpcrHHBL0qVY2lScFvnxWKJbjzsX9GQnK6/8IsC6N+JOgxxBqSpAkiRsWJBHh+bRFuy09BvFgIAU0jM06Kh8uz8PjSnJCtG61OSsWnn/tPZOT7GElBUaBoGmKZIiQxxBLS3EEQMUwu5OOuojTcVZQW9ntXbboVPW1NAAuw7HWTbFgWMoUaIsnCXSckXEhNmiCIkMgqLEdB+crZCXqcQT+MI7teDXNUCw9J0gRBhARFUajafJvnXkuKAkVRaKw5BqN+NPzBLSAkSRMEETJdzZdAjbc/uwdxu/8+0R7OMAw6r16McJTRjbRJEwQRMtObOrx1VLL+totZ5EhNmiCIkEnP871WBgUK6XnFYYpmYSJJmiCIkEnNLkBqVoHX87mlVVBpksMY0cJDmjsIIkYZR9tgs4xAIFJAEV8AatoynUZdJ/rbDsA81g2K4iFOU4ikrGpI5LMTJsu4YLfqQfME4AkkGB2oh37oCgAWCnU+4lOXg8cXeY3j1s98EXtf/RX6O6/NOJ5VWIFt9z4etK83VkVlkmZYFnSIBtoTRKwzj3Wj/dLfYTENug+wLPgCGTKW3AF1cgVa61+FfujyjNdou89gpK8WeUsfhVKzBADAME50Ne6CbqAeTqcFYFnQNB8M45wcsTE6cBF9bQdQuPzzHhM8AEjkcbjnqW+jr/0quq5dBkVRyCleisS0hbs5bDhFTZIeNNnwYWs/zvWNwupkkK4Q44acJGzMSAjZzCiCiDU2yyiaz78El8M847jTYUT7pdfRcfktsIyndaRZMC4H2i/9HRWbvg1t92l0N+0Gy7pmlGImXstiMlE7bGO4VvcXlG34lxm19eul5hQiNadwPl/eohQVSbrXYMFPTl+Fwe6cPNZtsOLli53Yd20Ajy3NRr5aHsEICWJh6Lj81qwEPZ3nBD15Fk67AY2nfwWLocfPnSZ2L3SzWYah1zZClVgaULyEf1GRpH9b2zYjQU83YLbh/51sRqlGgWeW50HE54UlJpfVCodOB35cHPjSxTl11T7ci7Gz78N09RzAMBBnlUC5egfE6eGrDRnHrKg904WhfgMkUgHKq9KRmRsftvsvJIaRazAMN837Ov4T9DiWnTFRxTzWTZJ0CEQ8SR9oH0Sf0eq33GWtAa9c6sTnl+WGNB6HXo+Ov76GoSPHwNhsoPh8JKxbi+xHHoI4KSmk944m1p5m9L32PbD2qZ+N6fJxmBpPIenOL0FeVh3yGK7U9+Hdv9XB6XBNrnp59ngH1AlS3Pe5lUhJW7hrBAcLwzgx1HUCQ50nYbNw2BUlhGhe8NenJqJgCN7+Vu77nJ3uHYXOGpqdhgHAaTTh4rdfwMBHH4OxWt07HTsc0B45ippnn8PIufMhu3c0YVkWA2/9eEaCnsS4MLTnN2CsppDGMKI14Z3Xamck6Amjw2b8/udHca1pKKQxRDuGceLq+ZfQ3bQ74gmaAgV1cmVEY4hVEa1JD5lt0AaYdNt0JlSlqAJ6jcnuRN2AHmanExkKKYoT5B47I3t274Gl2/OjHmuz48p//jdUy6tQ/M2vgyfyPuQo2GwOF/6+vwn7T3fAaHFAwOdhdWkyHr61BCkJwd3tGQAs7fVwGbyv88s67RirPwjV6juCfu8J5092wOViva4bz7hYvPmXc/jyC9sgkSy+GhzLMmg68xuYx7oiF8S095AmYy1EEtIMFQoRTdLDFlvArzE7PLddT513oW5Ah1GLHcNWO5pHjBgy2TDxXqcoIFUmxpNVuUhTzNwRom/XHr/319XUovXF36PwS18MOPa5MJjteO5nhzA0apk85nQ5cbi2Bycv9eGHX6xGQaYqqPc0NZ3xW8bSVh/SJN3bpfO7s4fN5sLPv/cJ7v3sChSWLJ6mKJZl0Hj6lzCPdUcmAIqe/NnwBVIkZa5HSt62yMSyCEQ0SR9oD/xxVSLwHvLHbYPYdbUXVicDr29vFugzWfHzsy349+oSSMevx7pccJm994pPN3j4CLIf+QyEKlVgwc/B796un5Ggp7M7GHz3pZN49T9uDeo9uQx4DPWwSIGQz2WbPDgcLvztD2fwuS+uQ1aMbJfkT++1jyOWoJNztiI1dyuslmGAZSCRp4LmcdulfEK7zoRTvSMw2JxIkYuxISMB8YvwaYiriLZJX9YaAn6NUuQ5SZ/uGcEbjd2+EzTcA4dYFtDbHDjRPfVIP/DJQe5BOJwwNM6/F90fo9mO4/W9PsuMmez48GR7UO8rzl3qt4y0aHVQ73m9giWJ3AuzwCu/PQ2Hw+W/7ALn7ig8Hvb78oVyFK99DhlFt4EnkEAWlwGZMiugBM2wLF6+2IEfnGzCwY4hnOsfxZ6WPnzncANOdA+HMPqFLWI1aYZlYXN5Xgzcm0SpCHkqz22wH7T2c77OxAjPBu0Ybsx1PyaPnq8JKBaKH/pvXf+IGU6X/+rkgXNd2L4uJ2j3FSZl+S5AUVBUbOJ8PavVivPnz6OhoQFmsxkqlQoVFRVYtmwZeDzPQyoFgsCGWrqcDA7sbcQtd5UF9LqFxmbSwuXw/GQVOhQqN7/gc6IKFwfah3B8PBmzLCYrUyzL4uWLnciMkyAzbnEOd/UlojXpQB+Y7ytO9/iYPWyxTw7j47ro4fWP0hTN/VtBCQRQloc+GSikQo/rpV9vdMz/EMZAmC4ddbc7+mAf6PB7HbvdjtOnT+Oll17CqVOnYDQa4XK5MDIygsOHD+O9996Dy+W59utiAvsAB4D68xFqow2jQH5Pg4eF1ch9FJbHK7AsDna4mzcZdub7lAXgYlm83ej7qXGxiliSpikK6QruW7mvTFVxGtURSOIv1Uxtgikv9L5S1/VSbrkJPLE4gDvNTXK8FAUZKr/l1HHBHWniMo7vlEHRmPkdpSaPOX2M/gCAlpYW/OY3v8GxY8dgt9sBuN+oE/9nWRZtbW24cuWKx9enZgS+k7XF7Ji8R6wSy5IgjMAoCpfLPq/XG+1OaC02+Fo6ukE7BvMiaLIKVERr0g+WZnBKqhI+D5+t8L4YS4JEiBRZYElTzKOxPmOqoyl521ZQHIbVidPSkPfEPwV0r/l4+u5Kv7Xpzcszg3pPvnJaezA1npgpesaQK77K+2iK4eFh7Nq1y2stebqLFz3vypGepYZcEdiHj1whWhTrvIik4U3SFC2ARDa/0TMCHu33vc4C2NvSN6/7xKKIJuklCQo8VZULMd/HoiwyEf5jUwnEfqaD35LnXoGL63v0c0uzIZs2UkSgVGLJV78M+GhrVi5biuW/+jm3GwRJUZYa33hkFWgvX1deuhLbVgY3Scsrt4Dief8+iFLzIUrO8Xp+//79nGu0IyOea+QtjYMwGQMbolm1xk9b+gLS0TeGmsZBdA3M7ly3GgfDGotEkQqegPtTrydiPg8ZHJ6cz/fr5nWf67lsTujq+jC4vwXaI+2wDYV2ElYoRHxa+IpUNZYlq9CgHcOw2YYEiRAWpwtmhwsViUpoZNxqU+szEjBmc2BPSz/sLu8jPCgAZYlxWJ6innUuYd1aLP/F/6Dvgw+hq62D02gCTyyCvLAAGffdA1l2+JZWdLqcONNThyZtKwQ8Pr72RCE+PmRA/dUhsADEQh42VWXgs7eXQuxlxMtc8eVqJNz8OLQfvjSr8Z4nVSDx9i94fS3DMOjr414b8lbbPvZJy/gnLsupoyE5VYF1m/M43zdatXTp8H9vX0BLt37yWElOPJ65pxJZKe5p8CzjhPs3OTxNOwkpVfO+xrtNvege89/hqbXY4XAxEPDmX380d+rQt6sRjG1qbsXo2W4oSpOQfEshKG81nygT8SQNADyaQmVS4G2Q19uen4KNmRrU9OswarWjpm8UvSbb5GMWRQFF8Qp8flmO12tI0tOQ9/nILkTere/D/zv6a2jN03dR/gRLS0rxu/sfht1GQaOSQCoObHxqIOKqboJQkwn92T2wdjeB4gkgW7IGcatuhUDp/dHX6XSCCaDTj/bQEWazOtHV7v7aKYoC6ydRL1udiZvvLIVYErrvRzh0DRjwwu9OwGybOWHrSvsIvvPbE/jpc5uQpJZCrs6FbvBSmKKiEZ86vyT9v2eu4lIAw21dLIv5/iSdRhv63r0CxkMbt+HyIIQqMeLXLYwnr6hI0sEkF/KxKUsDALirKA3XRo1o0Boma9DehvBFC4fLgR8c/TWGZyRotwv9l/GueBeeXv1IWGIRZxZDnBnY/nMCgQBSqRRmjhODEhI8TUCZmZG9JWqhiIfb76lAxYqMgGKMVu8capmVoCeMmezYfbQV/3RnOZKyq8OWpFPzbwJfOPf3zN8augJK0BQAYRBq0fr6AY8JeoKurh/q1RmggnCvUIv+COcpXy3HnYWp2FGYGvUJGgBOd9d6TNATjnWehc46FsaIAkNRFKqq/Ne8KIoCRVGorJy9KI9ILJg1uoOiKPc7ePyxKKcgAc/967aYSdAAcOKi72aik+PnFeo8v0MkgyExYz3S8m+c8+vbdSYc6AhsVjEL95Da+bL2+n6PuMx22EeDO3Q1VGI+SS80jdprPs87GReujfgfoxxJK1euRFaW90fJiREYRUVFKC31vP7whq35Hl9HURREYj523F8JiTS2phL7mzFpn3aexw/tENC0gu3IKt05r2sEmqAnCIIwFpxLDZn2MWAhmsRcc8dCJ6D9t8YJ6Oj+sfH5fNx9991obm5GfX09DAYDaJoGRVFwuVxQKpUoLy9HcXGx1yFzJZWpuPnOUhz8oBEOx1Qbt1wuxM7PVEEdgtX/Iq0oS42GtuHJvlL3wwM1+fRQlDXV2a1OroS2+1RI4kjK2ojUICyY1KoLfCRFqlwMVRD6WmQFCTC1eh/LL0qUQaAK/VyHYIjud/sitCq9Eh9c9b6OiEIoQ3Ei94k3kcLj8VBSUoKSkpI5X2NNdS4qV6Tj8oU+mIx2aJJkWFKWAt4CqQEFwmJ1YHDUPGMwjXvqNOtu5aEo3LlpavRKUubGkCVpuSonKNcR0HRAY1AoAPeXBKf5SlGsge58D+zDHvpGKArx6xdGpyFAknTUKU0qQllSERoGmz2ev7P4ZggDXHVsIZNIhVixLrZ3le7oH8M3fnUMJovntdVZFnjgpiJUFkyfZBSaWCiKhzhNYJ3F3ixPUaHHwG2dEYWQj4fLMlGeGJzddmgBD+n3lWPwoxaY2kanllZViKDZlAN5wcJZMZEk6Sj09Q1P4fc1r+Nk53m4WPejvlwoxV3Ft2BH8dw7cojoY7Q48MLvTnhN0BOutM1cJY7HD82mE0nZ1UG79uYsDY51DWPUap9Vm6YAfLo0HWqJCDIBH/lqGeggzxbly4RI21kKh84K27AJPCEf4vS4BTM+egJJ0lFILBDj2TWfw0OVn8K1kQ4IaAFKEwsg5MdWRxkBvPTuRYyO+Z9Z2dg+c8SPUKyCUJIAuyVIS3xSPCRlbkB6of+1ye3DvTDUfgRbbwsogQji7DK4THpY2uoBsJBkVyBu5a2IS0jDP68pxF8vdaJpxDDZlJOhEOOhsiwUxMuDE7sfApV4wbQ/e0KSdBSLl6gQn66KdBhEiHx4sh0HznHb/srucMFqd0IsnHrLZhTdjtYLL/t8nUCkROHyz8Ns6MVI33kYdR2gaT5USWWISyzBiYuDOHLJhkE9hbiLYmwdaMP2tdleZ7EaLp/A0K5fAK6J8dwsLK1143+nAIqCQ9sDQ/0BpNz7DSTlVuJrawoxaLJi0GyHUsQny5EGiCRpgogAq92Jl/d6XgHQE5GQB9F1a2yrkyug1JRAr/V8HR5fivKN3wDNE0CiSEFC2vIZ53/1Rh32nzFO/nvEYMef9jTgSG03vv/0+lkzWkcO/w26Y2/6iJIdb/ulwDrsGHzvf5H17G9B8QVIkomRFOAiaIRb7HWTE8QCUNM4CGMAkza2rcryOFwxb9mj0GSsnTW5RRqXgfKNz3vdOeVMQz/2n+mceXB8CdmWLh1+8up5OJxTQx8Hd//KT4KecSEAgMs8BlPTaY6vIbwhNWmCiACjn47C6ZLjpbj/xiKP52iaj+zSe5CWfxPGhq8CYKFQ50Momb2A2HQfnZ45IYq5bqHns5cH8OQP9uOFx9ciQ2yCsT6A7eUAd42aouAYIUuPzhdJ0gQRATmp3Iaa8WgKP3x2I+LjfDcVCERxSEhbwfn+AyNT44evT9AThnVWfO/3p/DfFdybZa7Hk81/4bTFjjR3EEQEFGWpkcph1iRFAQnK+a3l7IlqfEMFX+t+swBGDVZ0ds1tejclEEFWumFOryWmkCRNEBHyr4/733E9m2ONO1DbVrln3Pnbm4Flgcsm300n3sRvfRg8cexN3w83kqQJIkIyk+OwozrX63mKAu7aNHuhqWCoXpqGynwNp7J7h3PhYrlPAKElCiTf9w0oV26fa3jENKRNmiAi6MlPVUJnsOFo3cydsikKuG19LrauCO7WaBN4PBpFWUrUXfXflGEHH4cEm7HNechvWYEmCxmf/7HP7deinam9A91vvAVd3QUwTieECfFIu/MOJN+4DbSP7fVCZeF+JwkiRjz/yCrcWT2CfafaMTRqQaJaihtXZ6EsL7TrS/QNc1tXAwD263Oxc6scYzUfAc6ZQwcpgRh8ZRJUG3ZCXroBFO17P9JoNnzyNJp+8jOwzqnNF6w9vWj9vxcxsG8/yv/rP8GXBr+PwBeSpAkiChTnxKM4J7y7gMfHcV+jw+FkobnpMcRveQj2wQ5QFA1hSu6CTsjXc5rNuPq/v5yRoKcztbah/c8vo+CZp8IaF2mTJohF6u6thZzLlox/gNACEcTpRRClFcRUggaAoYOH4bL4froYPHgITmN4dxwnSZogFqn4ODHWVqRyKnvXpoW/E7s/3W+/67cM63DA0hfeCTokSRPEIvatR1ehuird63kKwGN3lGJNObdkvlCxLhfsWi2nsnxpeBeIIm3SBLGI0TSF5x9eiac/VYG/7W9CbdMgLDYn4mQiVORrsHNLARLV4e0oiwTrELcJO7L8PEjS00IczUxRm6TNDifMDheUIgEEC2DbdYJYyOLkIjy1c/bO7YsFxXH39ZxHHw5xJLNFVZJmWBYHOwbxSdsQtOMrhEn4NDZkanBnYSrE/OjtqDA7LNBZxxAnkkMuXNyzrBwOB65duwaTyYS4uDjk5eWBx4venx1BiDQJAE0DDOO1DF+hgGpp+D/IoiZJa802/OxMC4bMM3epMDsZfNw2iDadCV9bXRh1tWqddQyvXXgXJ7tr4HA5wKN5WJVWiYeW7kSSbOHsoxYsTU1N+OSTT2C1WiePyWQybN++HdnZc9urUD88iMvnjkI/PACpXIniFRuQlJ4TpIgJAqB4PGiqN0B7+KjXMnlPPxnGiKZERZJmWRa/qWmdlaAnz8O9PfyZvlFsyIiexGe0mfC9A/+DPuPg5DEX48Kp7lo0Dbfiv7Y9j3ipKnIB+mCzjGC0/wJcTiskijSokspA0/P7deju7sbevXvBXFcbMRqNePfdd/Hwww8jISGwn9/Fkwdw9P3XZiwEdPH0AZSv3oJNdz7scY1lgpiLwmefgbmjE+b2jlnnUrbfjMSN6yMQVZQk6cZhg99dhRkWONE9HFVJ+sOWQzMS9HSjFj12NX6Ezy2/P8xR+cayLLqbd2Oo8wTYaduDCkRxyF/6CGTKuW91f+rUqVkJeoLT6URNTQ1uuukmztfr62jB0T2vzYhzwqUzh5CQmony1VvmGi5BzEALhVj60x9Be+wE+j/4EPZRHaTZmUi/cweUFeURiysqknTLqMnvalwA0KYzweFioqbJ43jnOZ/nj3WeDThJGw02nDx0DRdremAxOaBJlmPFumysWJsVlF2OBzuOYLDz+KzjDtsYWmr+iLINXwd/Dm3qLMuio2N2DWS65ubmgJL0xZOfzErQLMMCYEFRNC6e/IQkaSKoaD4fSVs2IWnLpkiHMikqsh2fojzUlWZzMCzO9+tCHQ5nJrvZ93kH97URAGBMb8Gffnkcp460wWS0g2FZDPYb8ME7l/Du3+p8rv3LBcu4MNB5zOt5p9MCbc+ZOV17iMMQJpvN/67Y0w32tANwfwCwDAuWYTCxNRPLMhju78ZAd1ugoRLEghIdSTqAGmLtgC50gQQoU+l7vGRWXGDjKQ990AzdqOfEfqmuF1eveG5a4cpq1sJhG/NZxjDaOqdr9/T0+C3Dju+hx5VAKHSXZ921Z0/e+u1/Y3Son/M1CWKhiXiSZlgWH7YOcC7vcHkfIhNutxRs9nn+pgLuj0x2mxMNF3p9lqk708X5ep5wGQvKdbzo9bgMsePz+QF19OVXrPJbhnE5cXjXXzlfkyC80eosOFzThU/OdeLiNe28n1yDJeJt0g1DYxize151ypN8dfSMQV6dsQy3Fd2Avc0HZp3blLMG2/K4bx1kMTvgdPr+ABrTW32e90ck1UAsTYTV7L1pQplYMqdr5+XlgaIon7/YxcXFAV2zfPUWnPn4XTAul89y3S0NYFmWjPQg5uRIXTdeeucSdMaZzXGJagmeu78KS4sSIxSZW8ST9KCXYXfebMzktptEuDy67B6sTl+KA60nMGjSIl6iwpbcdahMCSzZSeVCCIU82O3eE5JqntNzKYpCSt4NaL/0d4/nRZJ4xKcsn9O15XI5KioqUF9f7/G8QCDAxo0bA7qmWCoHTfP8JmkAcDocEAiFAV2fWNz6h034/h9PoaPf6PH80KgFL7x4Ai88vgarSlPCHN2UiCfpOCH3EKjxP9GmOLEAxYkF87qGQMBDeVU6ak53ei1TtWbuw+MmJKQuB+O0orflIzidU+3fcmU2cioeBI8/90S3bds20DSN+vr6GUPx4uPjcffdd0MmC+wpqLP5EpwOu/+CcK9BQYSWdcAI/YV+2LUmUDwatIAH8CgIFEIoypIhTpZHOkTO/vL+Zbx54KrfciwL/Piv5/CX726HRBSZdBnxJL00WQUBBTg4NP+wAPa1DuC+koyQxxUJW7cvQWfbCLSDsz/ZV6zNQv6S4Dx2JWauR0LaKowNN8HlsEKiSIU0zvtKaFzRNI1t27Zhw4YN6OjogM1mQ05ODuLiAt9MdXigB++/8gtOZUUSGXh8QcD3ILjT1fRi6FCbO2t5eK/qavugWp6GxK3Rv6TpifpeTgl6gsXmwqHzXbh1vff9KEMp4klayKORJBOjx8itvfVolzZmk7RULsRjz67H2ePt4+Ok7dAky7FyXQ7KqoK78hbNE0CVFJoB+mKxGEuWLJnXNS4c2weX08GpbHJm9CeGhcw2aMTQwVZvA2zcWHciFyXKEFeeHLbY5uLPey4F/JrX9jViRUkyktThXaYUiIIkDQC8AB5VLU4GToYNaNjeQiKWCFB9YyGqb+S+a0Ys6rzawLnsQFcrXE4neBHYJDRUDJeOYOzch7APdYAWySAv2wDl6jvBV6jDHsvgJ9d8J+gJrLtGHe1JOpC9HSfojHZ889fH8KNnq6FRhXfp1ogPwQOAZJk4oPLn+kZDFAkRPbgPf7JZzbCYDCGMJby0+36PoV2/hK33KliHDS7DCPSndqP7pa/CPuJ7mGawsQwLq5eONU9sg8bxWaHRaT7D6rQ6C974pDmI0XATFUm6OjMhoA7BaJrQQoRGZkEZ5yF1PB4fIkn4H0NDwdJ5GWPn97n/wTLTJvKwYCwGdL/4NdiH/U8cChb7sBlwcU9sFE0FZfmCUBkzceuI9oRlgcM13WEfPx0VSbpEE4dtOUmcE/WwJbBhe8TCs3TjzQDHJF1QvhICIfedr6OZ4cJB919YL2PmXQ50/+4r0NcdAOOce8IJFXF64J3E4TTf9Gqxu2D3M58h2KIiSQPAA6UZeGZFHgo4TFaRCWKn7ZHwTBmfxGn2o1gmx+qbPhX6gMLENcZhGyeWwfD7v0b3i1+Fre9aSOMRJkjBU3AflqnZEt2duHFSIeh5ZL0ktQQiQXg3sIiaJA0Ay5JV+Ma6JUiUev+loABUJCrDFxQREXarBSzL+KxNC0US3P/F70IZnxTGyEKLr0wE1/qec7QfPX98Hr2vvABLJ/eO1kBQNIX41dxGU6nXZkKcFD0zgj2haQrbVs19vsH2tTnBC4ajqErSE+5Zkj6r6WNiIku8RIj1UbSmNBEaYqkcIokUFEWBomlQNO1O2JT7N4GiaWQvqUCcOrpmoM6XYtm2gF9j7WpE/9++D0ub59me86WqSkP8hixQAs/pghLSSNpeCM3Gue28E25P76yEWBh4bVgpF+KuzfkhiMi3qEzSK1LVeKQiCwohHzQF0OPvzRyVFF9dXQBpmB83iPDj8fkoXj5z7ROKosaTtvsjvGy17wWuFiJxRjFkZYFNnwfLgHU5MfzJy6EJCkDCuizkPrkKSbcUIH5DFtRrMpBQnYP0B8qR/6V1UEb5sLvphAIevnjf0oBeQwH4/tMbwI/AWvZR27hbnanB2rR4NGjHYHK4kC4XI0cV3Y9SRHCt3nYX+tpbMNgze83oZRtuRkZ+aQSiCj2XYQ5DTFkG9sEO2Ie6IEzMDH5QAHgSAZQVkVvDIpg2VKbjj7saMGrwPwiBR1P46qeXIyc1Mp2iUZukAUDAo7EsWRXpMIgIEYok2PnE82isOY7G2hOwmo1QJ6aifPVWZC+piHR4IWEf6oK18/KcX8/YTEGMJnYJ+DS+cM9S/Piv5+B0MTN2hqIooDBDBblUiOJsNe65oRDCCD69R3WSJgi+QIjyNVtRvmZrpEMJC7t2fM1wigKnPeWmo2kI1KnBDypGratIxX89vQFvH7qK842DYFmgslCDnZvzsawoejqjSZImiChCiyea9CgEOqpXnFYInoyMfApESW48vpO7ZnKCSjSuSR6VHYcEsVhJssvBU8SP/yuAhEFR0Ox4NiQxLQYTndLRiCRpgogiFM1DwrZHpw035PQqxK26HUJ1bHTqETOR5g6CiDLy0g2gBWKMHntjckYhLRSDF6cB63LCOTq18S4lECJuxXbEb3koUuESIUaSNEFEIWnhCkgLV8A5NgyWcYKvTJycJu/UD8Ha1QjQNCS5leBJFBGOlgglkqQJIorx42bPruUrEyFXRnZzVCJ8SJs0QRBEFCNJmiAIIoqRJE0QBBHFqGDtMkBRVDeAdKVSiWXLlgXlmgRBELGurq4Oer0eAHpYlp21Lmwwk7QOAJnuRBAEMTd6lmVV1x8M5uiONgC5AIwAWoJ4XYIgiFhWAEAOdw6dJWg1aYIgCCL4SMchQRBEFCNJmiAIIoqRJE0QBBHFSJImCIKIYiRJEwRBRDGSpAmCIKIYSdIEQRBRjCRpgiCIKEaSNEEQRBQjSZogCCKKkSRNEAQRxUiSJgiCiGIkSRMEQUQxkqQJgiCiGEnSBEEQUYwkaYIgiCj2/wEcFQLhtIwM2QAAAABJRU5ErkJggg==\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 350\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 400\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 450\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 500\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 600\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABuH0lEQVR4nO2dd3xT573/P+dob3nvvW0MBgxmGwgkhIQkZLfZadO9e3u7bnv76+693e3tbdrcNl0J2YOQQNgbDBiD8cB7b2tYsrbO+f0hL1nrSJYsyZx3X27wOc95nkey9DnP+T7fQdA0DRYWFhaWyIQM9wRYWFhYWDzDijQLCwtLBMOKNAsLC0sEw4o0CwsLSwTDDVZHBEFcBZADQA+gLVj9srCwsCxx8gFIAXTSNL1y/kkiWN4dBEFoACiC0hkLCwvLrYeWpmnl/INBW0nDsYJWKBQKVFRUBLFbFhYWlqVLXV0dtFot4NBQF4Ip0m0A0ioqKnDixIkgdsvCwsKydNm6dStOnjwJeDATsxuHLCwsLBEMK9IsLCwsEQwr0iwsLCwAzEYVJrW9sFkmwz0VJ4Jpk2ZhYWGJCoz6YQx3n4J2tBEUZQNBkLBbjQBBgCBIxCSWI73oHvAE0nBPlRVpFhaWWwu9uhOtV/8Cym4BaBrAHDdkGqBBQTV8DQbdAIqrPgcOVxi2uQKsuYOFheUWgqZpdDe+7hBox5H5LWb+ZTKMYqz/0qLNzRPsSpqFhWXJQdMUtKON0KnaQdN2yOKKEJNYBr26EybD2HQjTxcDBAEAUA9dQ1LW5kWatXtYkWZhYVlSmI0qtNX+BabJEUyvjEd7z4PkCCBV5riaOLxA2c2hmyhDWJFmYWFZMtA0jfarL8I0OexyjrKbMTHe7Fd/IllasKYWMKxIs7CwhASaotB24zKarpyBXquCTBGLkjVbkFe6CgQZ/O0w0+QI2q/9Ayb90MI7mzJ5JGZuWHhfC4QVaRYWlqBA2e2gaQocLg8UReHDfX9Ee8MVTCdxUw33o7ulHvKYeOx46ONIzSkK2tiGiX40Xfw9QNuC0Bs985+Btg+Rvexh8ATyIPQbGKxIs7CwLIjB7jZcOXkAPS31oGkaSek5EEkV6Gy66nZzbkI9hrf+/DNUbtuDqp17Fzw+TdNovfJCkAR6DgSBCVUrWmtfQEnVF0GQnOD2zxBWpFlYWAKm9XoNPnzledAUNXNsqKfd53U0TePyifeQkl2IzIIyt22G9CYc7hxB3bAGdppGYYwUO3OTUBDrHGAy1HkMNqvbBHILg6YAgoRRPwz1SD1ikyuCPwYDWJFmYWEJiEndBA6/+icngfaXGxePuRXpdrUev65pg9lOzfhhXB3Rom5Ei53ZiciLlUIu4CJPKcH4wJWAx/cJ7XhtQ53HIY8tAJcvCd1YHmBFmoWFJSBOvPVXUHb7gvpQjwy6Pf7i9W6Y7K7iTwP4sGsERNcICAJIFAuwyUwhfkGz8I1RN4BrJ7+PtII7kZy9NcSjOcNGHLKwsPiN3WZFT1tD4B1MBYvwhWKXU60qPYYnvfsnT6+uRwxmtNrTPcalBBWaQn/LATSc/xWMelcXv1DBijQLC4vfGA162G2Bb9QRcIh0UcU6l3PjRgujUBOaprGRuIR15LWA5xEIJt0Ami78BhPji1PKlRVpFhYWJ2jKt0QKRVLw+IKA+icIEiCA+JRMlFS6hlzHiniM+ilGO0qI2U3KRVlNT49FWdHV8ApoamHmHiawNmkWFhaY1QaMHmmHsUcL0ADJ50BakoDEHXkgpkwTc+HyeChYXoXGy6e8qiNBko7McjQ1E8DC5wtRtHIDqm7f61boC2Kk4HMIWOzeVJdGOXnT79cZTKwmDbRjzVAmuvdOCRasSEcJFEWj9uYImrpUEPA4WF+egowkWbin5RGzzYLawXqoDBpwSS66NX0YnhyFUqhAdfY6LE8uCfcUWaYwjU6i7591oOeIImWxY+LaEIzdGmR9bLVboa7auRf9Hc3QqkbcC/XUNQRJYuWmXajcejdMBj3EMgW4PL7H+RAEgc3p8TjaPeqxDRc2KAndnIsA1xmGHr2mmxXpWxWTxYYjNT04caUPqgkTNHozrLbZ3e5/ftCEqmXJ+PqTa8DlRJbV6nDbafy97nWYZ9JBzkISJM72XMamrDX4zNonQRKRNfdbkcG3m5wEei5WjQljp7uQsCXH5ZxEpsCDn/oWrp45hJa68zBO6hGTkIKyNdUQyxQYH+4DXyBCfnklpIpYAABfKGI0p935yTjWPerRNk2ABj3133AyPliL9MLdIR2DFekIxGCy4jvPn0NrrwaA+0UKDeDCjSH8Zt9VfPWx1Ys6P29c6K3Fn6+85PE8RVMgCRJnui8hPzYbuwq2MurXYDCAoihIpeGvlLGU0DWNwKY1eW0zUT/sVqQBQCSVY8Ouh7Bh10Mu5/KWBf65lAt4WJWsRO2Qxq0MW8HHAJ2ENGIobKtoALCZtdCp2iGLzQvZGKxIRyAvf3gTrb0aRhshp67241P3L4dk3mZLr3YAJ7suQGvSIUmagO05GxArVgIAxgwq3BxrB4/koTypGCJe8CpPvHDlZcZtD7ed8inSbW1tuHjxIoaHHS5PcXFxqKysRFlZaB8xbwVoisbo8U6f7ShTkMOtGfJwSTp6JowYN866401/J7IVYojk1SCHXpsJOAkX6pF6VqRvJaw2Ckcv9TLeqaZoGufrB7BjbdbMsb9ffR3vtx53avdm4wd4fPn9ONtTg1ZV18xxLsHBjvzNeGblw27tjv7QMt6JCbPv8FyapkEQBPp1w7BRdnA95ES4ceMGDh8+DJqmZ5L0jI2N4eDBg7h27Rr27t0LkYjZ4zOLK5OdKtiNVp/tSH54clbEivj45oYinOgexeVBNUw2ChlyEbZnJaA0wZHwaFhuRN/Nd8Myv2kM2v6Q9s+KdIShN1igN7racr1hMM+udI51nJsj0DSoKXGjaAov1r3qcq2NtuNg6wnYKQrPVX4k4HkDwDuNB/1qL+DwwfFgk7bZbDh16hQoDyHHg4ODePHFF1FcXAyhUIiCggLEx4c67mxpYdMyS2gvK04I8Uy8jM3nYk9BCvYUpLg9n5S1GeMDV2DUDYBpIv9gYw9xYQB21ybCEIt4IP1c0a4pSZr59wctx6b+NSvQTDjacQYmq3fbpC+uDjUyakdPfZk2Zla6rN5pmkZraytefvllGI1Gr/0YDAbU1tbi/Pnz+Pvf/4733nsPtgUEWNxqcGVTHhZePm4En4O4zdmLMp9AySn/CLj88O1VmPSDsNv8W1j5AyvSEQafS4IkmYt0eqIUKfGOD6jJZkbvhCMXgj8C7WhP4UzPZb+umUvjaCtsFDOBJEBALpDivpI7nI7TNI1Dhw5h//79GBkZYTz2tCmkpaUFJ0+eZD7pWxxJbiw4Yi9CTRLIemolOMLIfuAWSZNQUvUFhG/7EBjqPBKyviP73Y9ixo0WnOwexfVRLVRGC2wU7UgGkxGPrVnx4HqoTNHQMe7kaucNiYiL//eJ9TO/c0kuOAQJOx1YFJTaqAnoOgDo1zKvhrEyZRmeXPkAEqXO5ommpiY0NjJbjXuiof4aFFwzjBMacLhcyGMTQHK4SMkqQExC8oL6XmoQHBKJt+dhaP9N0HbKWeNIAsl3FoKnCN6mcijhi5RQJJRAOzZVHmuRNxN1at8bsIHCinQIONs3jn/e6IFtXnhtv96EV5v6cGN0Ap+rzHUr1EPjkyBJApSX0Fwuh8Derfm4d0seFNLZiC0uycGq1HJc7Lsa0Lz5HM8BBr7IULi3Gc6nLLEQ39jyGbfnrl+/DmB2ZewvpEkDQt+Pi4duuO1DqohF9b1PIKekIqD+lyLSvDikP1IO9eV+GDrVoGlAnKVATGUaROmKcE/PL1Jyb8PEeCto2g4Q5KIKtXlyDBRlA0kGX1JZc0eQ6Z0w4J83emD3IrJN4xM416dye04pc6xcPJmlCQJ4dk8Zntxd6iTQ09zJ0O/YHQJu4CJdnJAPmY9cu1ySg0fL7/F4Xq1WBzQ2QRAgbEZwdH0ATXk09ei1Krz/j9+i9frFgMZZqghTZEjZU4zcz65BwiYN7GN/wcjb30D/376NyZaacE+PMRJFJvJXPg2BKG7qyOKZP2xWPQbbQ2PyYEU6yBzvHgVF0x73mWk4fD3P9I25Pb+yMAGxciEIggBJEiAIOP3weRxsWZnucXy5QDaTYcxfkqQL8474wrpnPY4t4PDxjc2fRVG8Z39Ssdg1bSVTSOM4mOzu0zSNcx+85tFr5FZFdXIfOn/6CMYPvgDrcCfs2hGY+5ox/NrP0PPHL4BahERCwUAeV4iyjV9DUeWnkFP+GCSKLMeqOtQQJMb6L4Ky+3Zp9BdWpINMt9bAqJ3a5P6PyeGQ+NTecnCmNg8JgnD6eXJ3idsV9DRKoRxckuO3UPM5PKxIKvXrmvmsSCnFj3b8O/JismbCvYVcAbZmr8M/HvyNz3wdJSX+5/OY9g4hrZOzx3xco9eqMNDV4vdYlGkSumvHoLn4LgztV0GHOYgiWAy982tozrzm8bxtvB9DL/9wEWe0MAiCgDQmB7EpK1BY+UkkZm7EYqyqbVYDzEb3T8gLgbVJB5EWlR5qkxUMMj0iVujZtFC1LAU//NQGvH6sFVdvjoCigZLsWOytzkPVMu+2X6lAgsq0FQ67ND3r7uaLh8ruAulhM9Mf8uOy8ZPbvxHQtRUVFbh586ZPzw6SJCEWizE5OSvMIEi/voYWI7Ob6TTamvegOrkPtGXaTZEGKZIj8d4vQJy30q++IgmzehCGG6d9tjN1XYfdagaHF1h6Ul/QNI3O1nFcv9KHSb0ZcfESrFqXicSUhVXpJjk8ZBTdA8NEP/TqjiDNdj6znzzOAvZ1PLGkRbpxbALHukZhsVMoiJVgS2YCFAJmuWr95aWGXpzsGWUUKUgQwKaMOK9tSnPi8N2PxcFOOaLt/Emi9PiKvWgd74TKqAEBwhGx50Ws7y7agXvnucOFAz6fj4cffhjnzp1DXV2di0mCJElUVFSgsrISMpkMarUag4OD4HK5GGm7irrTDINpCAKxSalem9A0Det4P0BTMA92YvzI36ZikudkijNOYGjfDyFfcxfib3/W35cbEYx/8GfGbQ0tlyAr2xT0OVAUjbdfuoqGa7OltDpaxnDpXDdu212MDdsWHnIdn74OenXnzIbyAoNr5+FI9SSRp4MviglmxwCWqEgbLDb85+kmaMyzJoWmcR0OtA3hmRXZqEqNDep4F/tVONnjOa3iXAgA5QkKbEjzLtLTOMwe/n2iEiRx+OGOr+G9m0dxtvsSDFYj4sUxEHAFUBu1sFF2xIoUWJZUhDsKtiJZGr6IsvkIBAJs27YNW7ZsQWtrKzo6OmCxWJCQkIDy8nLI5bMrq5iYGMTEOL4UqckJaKg5AavZV0AOgcz8MijjPbvj6a6fgObcG7CqptwKCcKrp8DEpffBi0mGYk1os6GFAutoD+O2lCkEFbkBXDzVgRt1AwDgEtx09P1mpGfFIDM38O9sXV0dampqkCoXIjnGESA1vZgKmljTQGp+aBY6S06kaZrGN07cgNGNr7GdBv6vrgtpUhHS5cHL+XBiSqC9raJJAkgQ8bEjJwmbM+JnbM6hIlakxJMVD+DJigdCOk6o4HA4KC4uRnFxMaP2UnkM7v3Yv+Gt538Ku91zUE1MQjK2PfCMx/Payx9g/MO/OB/0uWlGQ1uzH/LKXY6qI1EEwRcBYOZVI8wuD+rYRoMFb71Uh7amWfPWzEp3zvfj0tmugEW6pqYGZ86cAQC06JUY1wmREjOJWFmwIwRp6FRtkMcVBrnfJbhx+ObNfrcCPQ0N4GgX82g2JvTrjKDpKc8NN+cJAH/ctRI/3LoMW7MSQi7QtyrJGXl47Ks/QUJattMSiSBIKBOSse3+p/Hw5/4TUrn7R1LKaob61L6AxrZpRjD8xs9h1TJ7oooUZOVbGbUjxQoI4tKCNq7JaMXvfnzMSaDnMreE18jgREBjmM1mXLzo7G45rhPiRk/czIIqKCW3CBIgCAx1nYR2LPjVYpbcSvqsB//juTQMa/HBmzdgMlqRkCxDxdoMSGWBb4iIuFwYvcTu0wAOtg/jznw24i3UyGPi8cjn/hOq4X6oRgchFEmQmlPEaFPU2H4VlMm/DcW5GG5ehOHmRYDDg6SwEsr190OQkhtwf4uBcsN9UJ/0nP97muRHvhnUcd995RpMRmZpBPgBhqV3dnbCanX1ooqRmgI0c5AA5i4AXTsZ6zsPRXxRIJ17HXVJYbD6+MPTgE5jxOXz3bhRN4DjB2/idz8+hqbrg96v88LaVN+bBYc6F68EPAsQm5SG/GWVSM8rYey1Qpk9CLS/32i7FZPNFzHwj/+AsfO6f9cuMgTJAUfm3ZRACMQQphYEdVxPK2h3LKvwvsnrCYvF/cJJLPA/CRdfFIfyzd+EQ5infqaDF+Zg1Af3KR1YgiIt4rrJfUvTTj+yLr1T2LDNRuGtl65CNTbpei0Dbsv2vfE2abXDaI2OgIBbFX5Stocz/m/eAgBts2Ls4J8DDnNfLCQlG6Ye2Uk4v04CIEhISzcGfUwbw/w0CUlSVKzNDGiMpKQkt8f1Rv89vFJytoMnkIHk8F3FeY62cBYQteuJJSfSLq5tM8Ynx49k0ADJkNHhQzzH7mW307hyvjugMZVCPpiYmc12VqQjGUFyLgRpHjZ+CAKkyI/Cv1OfO6t6CKbehSWNCjWKtXeBI556bQQxK9gEAVIohqLKcyh/oHB5vqVn+eo0PPmp9RAEaO5ISkpCaqrrKlxrEDCKZZhGHleEuLQ1mJzohVCaNG/RR2F2N4qGYWIAvTf3B/XGvORE+vacJMQK590pp94v4bgJipYJp7XC3DdzYKqmYCCkSLxnCxNxScj4ofHRZgkeifd+EbwY1xUYRyyDcv19zDuas9Ky6wLLSbJY8BSJSHnsexCmO9tSBan5SPnof4IfF5i5wRsFJe5XudPkFMbj3kcrIJYubGW6e/fuGTfNuXSMOPaHvFuyOEjN34WMkr1ovvg73Lz0vzBoezFXlN0x0nMGQ53H3J4LhCW3cSgT8PDNDcV462Y/aluGwR0zg6BoiEZN4Ousrg+tDj90AACPF3iZoEdKM/DLmlaP57dnJbJeHVEAT5mItI/9HPqG0zC0XQEoCsKsMsiWb4d5iGnEmvPfmav0LkiRAD8hE6lP/hCWsT7YtKPgyuPATwjMzMCEPQ+Xo6ttDEaD68aeQMjFg48HJ4pTLpfjiSeeQEtLCzo6OkDTNDIzM1FSUoLBtvcw1nfe7XUiWRpK138JlN2KxvO/gtk47jhBEFPa7MGPa0r1R3rOICm7OihZ8aJepNXjk7ha0wv1mAFSuQArKtORnKbAMyuyoWxUo77Nt0vUdM29kuXM0m26oyRehr2FKXi7ZdDpz0cAWJYgx90eyv+wRB4kXwj5yp2Qr9zpdFyUVQpSogQ1qWHcFz8xC8I0z5tuFGUDaMph64wA+PHp4Md7TuAVLIQiPj73zW3Y/8p1tDYNw26nweEQyCtKwD2PVkAkCd77weVyUVpaitJS59w0WaX3QxqTi/6W92A1awEABIePxPQNSC1wBKaoh6/NCvQ0BOHquzfPP95mNcA4MQCJcuE3uqgW6UtnunDwnRtO0boXT3di7aZs7LpvGTh+7MonJkmxbNXC/EB356dgRZISp3vH0DdhhFzAw7q0WCxLkPtdEosl8iA4PMRu/QjGDvxx6oj31RQplCDhbve5s/WaLgx1HJtKUk+D5IoQn7oG6UV3RV1ATKCIxHw8/EylIwTfYgePz1lwMWR/iUupQFxKBSxGNex2CwTiOKfV78QYk0RcXvIKB4GoFemeThUOvn3D1RmdBmpOdyE+UYqKqgzUXerz2Vd2XhweeGLVgswd06TJRHi0NGPB/bBEJvKKHSC4fGjOvA6ryuG2SYqkEBesAW2zwNzbBHC4kBSugbxyN3jKRJc+tKNNaLv6Iub63FI2I0Z6TmGs/yJK1n8JQvGtU1SXIAjwBeGVIk85NzznvCHgLTUujy+DWBYcW37UivTZY21eo4VOHGzBv33/doglPBgmPed4FUl4+Ohza8F157rHwuIG2bItkJZthnWsF7TNBl5COkiGrlc0TaG76S04B0XMQtnNaL74e6yo/g4Ikv1Mhht5XAHUw2583d2ZPOaQlL0laH+/qH2u6u30HllomLTAYDDjE1/e4jXn9/rqvIgW6B5NP/Y3H8G7zYfRo+kP93RYpiAIAvyETAhSchkLNADo1R2wmrx7e9itk1CP1C90iixBIDZ5JfhCpYezBHgCpZNZgyR5SMndgaSsLUGbQ9SupL3VAJxmQmVCcroCn//mdvzj+QtQj81GlHF5JKo252Dj9oWnQQwFRqsJv73wF1wdbJg59tL1t1GRUoYvrHsGYl7wEkSxLB5Ws45RO83wDcQmV4R2Miw+ITk8FKz6ODqu/R3GydloQoIgkZi5EWmFd8Ew0YdJbS84XD4UCaXg8gKvMOSOqBVpRYwIo0PeUydOx/wrY8X4/De3o7dLjYFeDXg8DorKkiBZQL6OUPO7iy86CfQ0dYMN+P2FF/Hvmz8dhlmxLBQBU1vzLbJ5GA0IJQkoWf8V6FRtMEz0geTwoUxcBr7QUahXosiARBG6faioFGmaorB2UyYOvO45kisxRYbYeOfCqBnZMcjIDn5S7mDTpx1E7cDs4y41L5fxlYF69GkHkc6wQjdL5CBRZIDLl8Fm8b6ijk2pWJwJsTCCIAjI4wogjwtuDhMmRJVIq4b7ceXEAbQ3XIHdbkOcWAmdKQcWKtupHYdD4PZ7FlavL5xcH24CAI8VVWjQ+EPN3/GVDc8hXhLcAgYsoSd3+eNoufy/Hs/zhUoo4v2v98iyNImaZ6qR/i688fxP0HL94mxSd7sGUm4tpPzrMzlPktPkePRja5FbGDnVRvyFScmrNlUXvvLB91E/3LyIM4ssGjvH8cH5Lpy51g+Txf/MZuFCFpuL3IqnQRCuG9Z8YSyKq7646P7CLJFL1KykT7/3Eixmo/NBwvEYIqDbccdH9iAxPRsJSX4kwYlQVqSUAld9b4ya7Gb88tyf8b93/whCnvfcIUuJ3mEd/vufl9E9NGsykAi5eGJ3Ke5cnx2+iflBTGIZFLf9EOMDtdCONYIEB/EZVSGp7MES3UTFSlozNoShnnbPDQhANVC/JAQaAFJlSVBObUr4YtJiwP6bR0I8o8hhYtKC7z5/zkmgAWDSZMMf37yOM9eix02RJLlISF+L/IqnkVvxBCvQi4zNYMRkdw/MY7Nh33ajEXSEZauMipW0Qe+7fM6kThP6iSwi6YoUqE1aRm3fbzmOB8p2g1zCHgGTRivO1w/g7PVBjE+YPJoDXjvaik0rglfmiWXpYR4dQ+vv/ge6pmZQNoeZTJCQAMpigVWrBUcgQPzmjUh/6AEIE10jRhebqBBpeUw8CILwmqNVERf+NzOYVCSXMrY3G6xGXBtqxMqUZSGeVXh441gr/nmwGTb7rJcLTdOOVPzzMgt2DU5gTGNEvJL1I2dxpeflV9D76usA5ewxZR6erZxkN5kwfPgo1FdqUf6TH0LooXjAYhEVSy+pIhaZhZ4rFRMgUFoZvAifSGBbzgYI/MiM1q7qCeFswseRmh68eKDRSaCnoeFcuGEaJoFOLLceA/vfQ+8rr7kItAtTCf0tKjV6XgqsMHEwiQqRBoAtex6DTBHn9tzG3Y8suZW0VCDBt6u/wEioCYKAkBu5gTkL4a/7b3g9P1+O0xIkSIhhV9FMMdnseK9tEN860YBPH7yKb5+4gQOtg7C6uSm6Y0Q/hkHdCChfwhdmKJsN/W+96195cJrG6KkzsBuNvtuGkKgwdwCATBmHPU9/Ck1XzqHrZjNsVgsS07KxfP0OpOYszQ2X4oQ8/Pnen+GDluPYd2O/i0seMZUikSRIrEsPTpL0SGJYNYkJN0nhvXFfdT7rvsYQs82OX9W0oVMzOfPJGjFY8HbrID7sHMHnVueiIM79Zvy5nst4s/Eg+iYcmQDjxTHYXbgduwu3L9LsmWO3mTDZ1gmLOoAKORSFuq99A8t//EPw5OFxTIgKkR4fuILBjqMwG8ch4AJlFRIkZm5Fcs72JZ97V8gTYm/ZnaAJ4NUb7znZ5afF6Pa8zUsyqOUv+5nVBqRpGjwuBw/dVoDbq7JCPKulw5GuESeBnovBZsd/X2zFl9cWoCTeWZyOtJ/BC1dedjo2ZlDj73VvQG3U4rEVe0M4a+aoBq9iuPsUDLoBUEMm/1bRczD19qHuS19F5Z//FwRn8ZOxRbxIj/aeR0/z245fpt5km0WPgbYPYTFpkVX6QPgmt4jcX3onhFwB9jcfmfH6kPEl2FWwFXtLdwEArvRfx7+uv40B3TAIAPlx2XhixYMojM8J48wDY1RtxMUbg4zaPn1XKbZVZiBGdmv4ihsNFjTXD8FosCIxRYa8wgSXDVQmfNgx4iVcymFK+uv1LvzX9tn9IIvNgn3173i85kDLMdyRXx32RcNgx1EMtH848zsRzweEJGAMzL3OMj6O0TPnkFi9OVhTZExEizRltzre6LmlV+Yw1ncRSVmbIZQsLXu0J3YXbscd+dXo0vSBpmlkKdPA4ziK2750/W283XTIqf3NsQ78x9H/wicqH8eOvI3hmHLA1LV4F5C5lOfH3zICffZYG04dboXNNmsDjo0T48EnVyMpVc64H73FBoPNt2CpTVZ0aiaRo3TkwakbaoTeYvDYnqIpnOu9gnuKd3psE2osJi0G2w87HSO4JLjlCtguqbzl6vfK0MFDYRHpiLYVTKhaYbNMwvO7SqOv5cBiTinscEgO8mKzkB+XDStlwyv1+/HE6190Eei5/OnyPzE2Oe7xfCTiz/foP//kvpjoUqOuphfH3r8Jm9V5k041bsC//nwRhkkL476ujTDzwQeAceNsv5NeBHoagzW8G22qwatuUypw1sSAU64IWPXMY2MLnFlgRLRIUzazzzZ6dQdoOrJ3lkPBpMWALx34Ht5ofB9mu+8v549O/X4RZhU8lufHgwBAMniM1xmsaPJRBCLaqb3QjXdfuebI6ULToCnayf1wUm9BXU0v4/4sNspTZT4XkiWznkNZSt+BQpmK4JSNChSbdSqF8ZQrHWgKoB2vl7c5HoLHs5Bw3zYIEvzL72MZHcNkV3fwJ+yDiBZpkSwVvtZUdpsZRt3A4kwogvju0V9AY/YdiTlN/8QQLDbmK61wkxwnwcYVqW79oN1xnUFV+Gjl+MEmvPea+0otc9+f9pvM34NspZhRnVQpj4N0+WwS+9zYLOTHZntsHyNUYG1aBeN5hAKBOMEhzJhvJnX8Tsi4SLv/Xqz6w2+R+8nnIM7MBClk4MJK0xj64GBoJu2FyBZpaRK4fKn3RgQBioqsWPtQ0zDSgt4J/29Mg7oR340iiM8/VIHsFGZ2ViYr7mhEqzbg9GEveWuAgLwWcpQS5CgkPgXg8WWuyew/t+5pxItd87JLeCJ8ecPHweWEb6vLoBvASPdp740IAkJJEkg+Hym7d2Hl736F9a+8hJznnvXZ/0TT4medjOiNQwBIzNyEgTZPdy8CHK4QYtmtlfz+cLuPD6EHpHyJ70YRhFDAhZBBFWmCANaWJi/CjBaf99/wHswDODSaIIC8Iv8e359bmYPfXGrDsN7kUhZXxCXxxLJMrE5x9dJIlibgv+74Nk51XUTtQD3sNIWyxEJsz90IpZD55mWwsZi0aL3y56l9LC/QNNRDVxGfXuV02Kb3bW+nbYufEjcKRHojRnrOwmbRY/bRhZgp/piQvg6kH+HTS4Fxg//2Vx7JQ5wk8qvSzEc1YQJJEl5DvdeWJiOL4Yo72uhhaGuXSvmoWOtfCac4ER/f3VSMK0MaNIxOQG+xIV7ER0WyEiVxMq9BQWKeCLsKtmJXwVa/xgwlo73nYbP6ElqHdhj0ru6dXLHvSFVpfn6AswuciBdpDleIglUfQ3vdi7DMs8HGpaxEat7tYZpZ+IjxWL3YM8uTioM/kUUgMUaMUY3Ro1ALeBz822OrwzCzxcFq9W3K4/JIPPaJKogl/i9WuCSJqtRYVKVGfzCUdoxJ8BMN0A5dmU/M6lXo/OvfvOb2SH/4wQXMMDAiXqQBQCxPQ9mmr0MzfMNRCJLLR0zSCoik4c1OFS6qc9bhYp97NyN3ECDwxMroDPq5vSoTDZ0O90GSJKa+Y47XTYDAA9vyGZlEopX4RClGBr3XQ3z46dVIXKJPEv4wE41LED7s9DRGey+AAAciWRK4PAmkMTkQpaUiftMGjJ0+6/b6+C1bIE5f/DS4UfPpJkkuYlMq2AKdAFalLMOa9BWo6avz2m46t8e9JbcjVRadN7QtK9NR0ziMs9enNkqJ2ddVlBmDvVsX//FzMVlVlYlD7zR41JyUDAXyi6PzbxtsZDG5ME0y2xy3Wycx2DEdkUiAL4pBRtE9KPj8Z0Hy+Bg9eWom+T/B5SJx+zbkMthYDAVRI9IssxAEga+sfw4/P/s8Lg9cd98GBLKV6dhduB3VOesWeYbBgyQJ/Ntjq7G6OBGHLnRjWDUJpUyI2yozcMf6bAh4i59LYTGp3JCFzrYxtDQMuwh1WqYSz34huiJJQ0li5kaM918CRfvr7UXDYlSh49rfUbD6ORR84bPI/Oij0NbXAwQB5fLl4MeGbz+H8JZI36+OCOIEgOrq6mqcOHEiKH3eytgMRoyePAnN1WsAaChXrEDCtmpwxWKndofbTuPtpoMYN2oAAAqhDLvyt+LOgm0Q8pZm+tJbDYqi0Vg3gLpLvdBpTVDEiLCyKhPF5clsxr95aEeb0HljH+w+NxDdw+VLsXzLf4AgF+/mv3XrVpw8eRIATtI0vXX++agWaZqiYezTgjLbwU8Qg++hGod5dAw0ZYcgIQEEGdGu4QAAY/8AGr73A5cwVH5sLMq+9x2IM9KdjlMUhd6JAVA0jQxFKriL+AFjubWxG/WYqD2EycYzoMxG8BOzIF+9C+K88KXOpewW1B37TsCRyEnZW5FeeFeQZ+UZXyIdteYOXdMoxk51waafCh0nCIizlUi6vQBcKR82/SRGTp7C4P73YBoaBghAmJSE1Hv2IGX3rvBO3gc3//sXbvMEWFQq3Pyvn6Pit79yWkGRJIksZbpLexaWUGLTqzH4z/+EVTXrzmabGIehrRYxmx9CzOaHwzIvksMHCM5U1KH/jPVfQmr+HSDJyJDHyJiFn+hbxzH0QYvzDixNw9CpRu/LdTCrz2D8/HlnVxoaMA0OoeNPL8AyPo6sJx5b/IkzQHujAZPdnkthGfr6ob12HcqKFYs4KxYWV1TH/uEk0HNRn34N4vxKCFJyF3lWDmQxOZgYb0UgKe/sVgMsRlXEZNeM/Gd/N4yf6wEoejY0f86PVWPCZJvas68jTaP/rXecyrhHEpMdnT7b6Bm0YYku7DYrVMP90KqiI3TfbtRjssl79kFd3ZFFmo0rSdnVYJScxAVHsAtB8oI+p0CJupW0RWOEZdRT2KfjrimIy4dp2LNjO223Y+zMWaTdd08IZrgwOAyinuZvHrJEL5TdjsvH9+PGxeMwGhzZ2+KTM7B2x33IKakI7+S8YNerQNu9h0hbNUOLNBtX5HGFyCy+Dz1Nb8Gv1TRBQCxLg0AUOdG5UbeStmpNHs85rB+Ewx7lA5vOe4BAuIhduxYk33PkGMnlInZdlcfzLNHF0df/D5eO758RaAAYG+rFB//6PdpuXA7jzLzDESsAH6XrONLwCl1Cxnok52zz6xoCBFLz7wjRjAIj6kR64vqwzzY2g++UjaKMyNxo48llSH/Ac424tL33gq9ULOKMWELFcF8nWq5fnMoPTc3+TOWMPn/wddARWoWbI1H49OCQLfdPIENBYhbzSiocrhi5K56EIr4ohDPyn6gzd1g1nlfS09h0vkU6fuOGYEwnJGQ8/CC4UumU7dzh5SGIj0PqPXuQumfxXINYQsNgVyuunTuMrpvX3IvwlEhrVSMY6u1ASlZkRlXG3vYEzAOtsBtc85pLy7dClLUsDLNyhseXQplYDs2I+3zc0xAkD2Wb/h28CMwUGXUizRF7NuhPh+zbfSTD5yqVIHmRszHgjpTdu5B8x04Y+voBmoY4Iz0slYpZgkvjpVM48fbfQYP2vUqmaVhM4S1F5Q1+XBpSn/oRNOfegr7xLGirGfyEdMhX7YJsVeQkPstd/hjqT/8EVrP7kmEkh4/iqs9HpEADUSjSMWvTYehUezhLALDDpvNeZTplz11oV3XDbDMjU5EGqSAy/zgEhwNJVma4p8ESJCYnNDj57j8dCaIYBpEFUgV8MeHFJCPhrk8j4a5Pg7bbQIQx4b8nCJKDknVfRFfDq5gYu4mZjUSCRGzyKuSUPxLW+fki8t5RH4gzFBCmy2Hqc79ajt2YDbN2GSbq3SdLby1S4BXhVYwcOQoA4HF42Jy1Fk9WPAAhlw2jZgkdzVfPzlQRYhrpOzbQg8yC8JsN5tPWPIKzx9rR26kCQRBITpPj9nvLkJEdOV4Rc+EJZChY9TGYJkcwOdEHDocPeVxhVOSijzqRBoD0h5Zh5Eg7dI0joO2ODzsp5CJuYxaUK1MQs/IbaP7pf0Nz7frsioUg0FYSg4MVPGBO0nyLzYKj7WfQpe7Fj3b8O5sLgYURNE1BNViLsb4aWEwa8ARyxKWtQXxqpce8Dzq1v775BGMxX0xqznTi0NtzM/PR6O/R4K+/O4vqOwpQfXtgG28qowWvNvWhaVwHq52ClM9FdWYCbstOgJAbHFOfUJIYMUEqTIlKkSY4JJLuKEDC9lxYVEYQHBKC+FnfYY5IhLL/911oGxowfr4GtNUCSWEh9hmPzQg0TVNO3pNtqi58Zv+38YPb/g3xkuhPgM4SOmiaQse1f0Iz2jBzzGLWYnKiF5rh68hb+YzbkGKxbI5Xjs+cxwAIID2vJFjTDgp6nRmH3230OPWTh1qRX5yItEz/VtTN4zr8uqYV9jn9qk1WvN0ygJoBFb6+vhBiXlTK1YKJOhe8uZA8DoRJUieBnouirAy5H38GeZ/+JPQVORidEWj36fLHjWp85eD3YbRE7mYNS/gZH7jsJNBzmVC1YbTnrNtzxas2zjypTefE9ghBID23GEkZ4Qmr9kT9lT7Y7d5vLscP3gRN07jWMoqXDzXj1SMt6B7yvJlvttnxu0vt8NTtgN6Ed1u97zMtZaJapP3BbLfM/NtbRROTzYzfXvwroz6NRiOMRlbQbzVGuk87kvfM/Dh/nsb6a9xeJ4+Jx9od9zl+IeDVtJaWU4RdH/1MsKYcNHQTZp9turvV+PKvT+K7fz6PfUda8K9DzfjCL07gp3+/BIubcmAX+lWw+PB0Ods3Dqs9Mn3GQ80t8/yQqUgFj8OD2eb7Q1Y32Aij1QQRz7UOGgC0tLTg0qVLGB52BNYkJSVhzZo1KCwsDOqcWSKP1tr/g1E/P9x5yltjKgLPbPBse67cejdiElJw7exhDPW0gcvhIi45AyKJFDarBbFJ6ShcURVxK+hpFEr334m5tFlsUA24rpzP1w/iT6J6fO6hCqfjdcMan32abRT0VhtiomCjL9jcMiItE0hRllCA2kH3Xh9zsdN2jE6OI1PpWs+srq4Ox44dczo2PDyM9957D9u3b0dFRUWwpswSYXRcfwkTY82eG9A0QBDgCbzXG8wrW428stWgaTrqNqrLV6fjw/1NoD1Ub7eDxjhFeXQdPH65F4/tKkaMbFbsx41WRmOzNulbgFgx880MMd810ZHZbMbp06cBYCZ0d+7P8ePHodfrXa5zh3FwEF1/+wcaf/BjtPzqN1BfqY3InXwWB3abCeqhqz5aOf5+camVjPqMNoEGALGEj807PEdAqjiE19dlo2g0dqicjgm5vt8HpZAHAeeWkqsZbqlbE1MRjBEqEC929fCora2FxWJxc4UDiqLwyiuv4KmnngKX6/mtHT56DO1/eN4p4mz01BnErF6F4q//W8RHQ0YrYxojLjYMYnjcgJw0BTatSAOPy+yLP9J7gVE7oTgeSX7ki4hGtt5RBIGQixMHW2C1zNqYY2LFiMlWoqeuz+v184sjcRlUS9qQdut6XN1SIl0Yl4NjHWe9bhwCjura8+np6cGFC76/qBqNBi0tLSgtLXV73tDT6yLQ06iv1KL31deR9dhHfI7Dwhy7ncLzb9fj0IVuUHMe03/5Ui2W5cXhW0+tgUziPZDJYmTm45yQuRkcnu90s9HO+uo8VG3ORWfrGHRaE5RxYmTlxqKhYxxHvIi0gMdBeX6C07FRg+eFzzQ7c27diui31PPDxsxKxIgUXt2fcmIycGeBc/YumqZx+PBhUAwzkjU3e7ZbDh380GvOhuHDR0BZmdnoAMCgt+D8iXa8+c9avP9GPYYGJkDTNMwmK6hbdDd8Pi8eaMQH57qcBHqaG+3j+ORPj0Kj876hLJa57k+4g3sLRa2SJIG8ogRUrM1Adl4cCILAsrx4lOXEebzmro05kIqcnxRpwKtDIpckIOHfUutJJ26pV87n8vGNzZ/Fz07/ASqjxmlFTYDA+oxV+MSax1xsao2NjdBoNIzHMRg8Vyqe7PReVcWqnYBlfBzC5GSf4zTXD+LNf16FzTYrxpfPdYPkEKAoGnw+F2UVKdiysxCKmKW/unOHzmDB++e8v+c6gxV/erse//6EZ1tyfNoa9DS/5aNuHgGJMjuwiS4hvvXMWvxmXy0uNQ7PfMN4XBK7N+Tg8Ttdg3NK4mSoGVSBgGPvde6tlACwLMH7RuxS55YSaQDIjknHb3Z/D+d6r+DmWDsmzJPIj81CdfY6xIqVLu0pisKpU6f8GkMi8ZywiSPyLpYEQfhsAwDjo3q8/vdat6tDaioqwGKxoe5SH9qbR/H05zZAGeu7oovdMAHVqVdg04yAF5MM5ZaHwRXJfF4XDGiaxmSHGpOtY6CsFIQpMsjLEsERBW6jb+gYh8Xq+4niwo1BGExWiIXuxyJIDjKK7kNv85se+4hJXh5RFT3ChVTEw7efqUL/qB6NHePgckmsKkqEQur+KWNnTiKuDKlhp2kQhPOqmiQI3O6nqaNvRIf3znSirmUUBAGsKkrEXZtykBovXcCrCh+3nEgDjhX11pz12Jqz3mfb9vZ2vwNWkpI8f6jiN22E+mqdx/OK8mXgKXwn9a857f7x3QnaIXwTWhPefqkOT312vded97EjL2Li4nuYXssYAUxcfh+8+DTE3/lJiDLLfM4rUOxmGwbfaoRxTuIs/c0xjJ3ohChLgfgtORAm+f8l6x1mVoHHZqeg0ZlBEAQEPA5INy5kiZnrQZIc9DS9CZqeG5RBQBabj6zSB/2e31ImLUGKtATff7NMhRifWJmDv9X3wGCdLckl5HLw0bIMFMQy/7tfax3Fj/5aA/OcoJmBsU4cvdSD73xsHcpyPZtiIpVbUqT9obbWf9e49HTPVV/iN2/E4AcHoW9rdzlH8vnIZLhpePOGf/XjejpV2P/qddzziPsq4xO1H2Li4n6356xj/Rj8x3chLl6H5Ae+5te4nqAsdmhqBzBxYxg2nRngkKAtrtFoAGDs1qL3X3VIvqsYsqJ4v8Zh6r1B08AXf3kCZqsdIgEXW1el4+EdhYhTOD/VxKevRVxaJVSDddCrO8DhiaBMKIU0JsevebE4U5GkRGm8HFeHNBgzWhAj5GF1shICPxIrWW0UfvlSrZNAT2O02PHLl2vxp2/uACfC07/OhxVpDwwNDeH111+H2ew7QnE+XV1dyMx0nwea5PFQ9r3voOvFv2P01BlQUy598uIiZD31BGSFBYzGMJu9FwF1R11NL0pXpCC/2DULmPr0qz6vNzRfwPA7v0bSvV/y2Gb46DH0vfYGzKNjIDgcyMtKkfep5yCc83RBWezof+0GTENTq1wagN29QM9eBIwcaoU4WwmOIDQfW9PUTcJgsuHg+S5caR7Bzz63yUWoCYJEXOoqxKWuCsk8blX4HBJVC3C1q2kYgkbv+fs6pjGitnkYa0p97/dEEreUdwdTxsfHsW/fvoAEGgBaW1u9nudKJMj/7Kex5i9/wopf/BdW//F/UP6TH0JezDzFo8hLhRpvXL3Y63KMpuyw6z0VUnBm8sZpWEa63Z5r+dVv0Pbb/4FpcAi0zQbKbIam9ipqP/15aBtnPV40tQPOAs0QymKHvtl3abS5GIz+38wAgKKBUbURrxxuCeh6lsVncHzSd5sx320iDVak3XDu3DnYfa3svDA5yeyDwJVIIM3NgTDJ//y27lbDTNCq3Xie+GnO0V075nJs6MhRjJ5wv8FK2+1o/vFPZ36faJgqJhxAgCWTGpdOLODJlqJpnLzaBzvryhgVxMh8uz/ODUePFliRngdN02hvd7UX+4PVal2QyDOhcmO20+/0vP95Qq509RyhKTvAYb4yt+lmAzvUV+tw9QtfRvvv/uDjGh3Uddem/u07eMETHIl/CXbWli3s0dZotsHowVbOElmsL0+BiO/Zhi0V8bB2WXSZOgBWpF2gaZpx0Io3BgdDm/82MVmGLbcXAARg5s9fuTuE2saZJ4YEULE2w6Wv4df/G7AzDaAhwFU4VvHahgY0//hnMPS4mlDcob3hSG7FkwcW8EFwSchKEnw3nEN+uhKJC/ARF/E5EIfIBs4SXMRCHj52zzK3D08kATx37zIIeNFXzJn99M2DJEnExsZifNzfUkfOhHolDThyKJw1nUSr8So4VgFixtLBN0lg51qgie+HnWNF/o3N4Nodq8/S8mQUlDibSYw9DTB2XmM+KEFAtmI7AKD35Vcd0ZEMzSWWMcd7Ki9PwtipLuZjThG3OQtcP1fSAPAfz1bhq78+FVA+4rQkmVt3PJbIZGdVFuIUIrxxvBU3OsZBAFieH48HthVgRaF/N/hIgRVpN1RWVuLQoUML6iMxMfR11Mw2C+rNdQAB2PlmjKW2T9l5Z0VFk9CHlPECbNiehy07Clz8pCebL/oxIoGY6kfBj0+HdWIC2oZGv+zZtqkMgYqVqZjsVMPYo2V8bdyWLMSsZhaaPZ+cVAX+59+340u/PA6D2b+bZ1WUeQKwAKuKE7GqOBG2qZsyN8qz50X37EPEsmXLFpQXmsvlQsQganChXB64Dmq+SBIACBoOtaZhyh3EN396J6pvL3Sb45e2MbMPEzwBkh/9NmI2PgAAoALwfLEbHdeQXBKp95dBmMUs3De+Ohuxbsw0/pASL8H/+8QGSBhGLxKEw8d6x1r3rpQskQ+XQ0a9QAOsSHvktttuw6OPPhpQzt+ystBF5s3Fq+2ccPwQXO8rXUHqtF+2l9dJkEjY83mI81bOHOLHxoIn9y+ngjhjdiVMcklkPLQc4Hh/fxN25SNmjefgIH8ozo7Fr75UjXu25CIpVgwhn4P5f16CcCQOIggCT9xZ4uIjzcKy2LDmDi+kpaVh+fLluHaNmc2WIAiIRCKsWbMmxDNzsCZtBQgQXr05ShI8J2gHAGnZJqhP7vPiJ01AXrkL0hLnEHqCw0HynbvQ+/I+xvON37zR5Vjm0yvR87ergM31NSTuLoSiNLhmo5R4CZ67txzP3VsOwBGl1tSlwsHzXahpHILdTqE4Oxb3bclD1bKUoI7NwhIIrEj7YPPmzRgZGcHQkGsYtkKhgEajmVltZ2RkYPv27VAwyL0RDIQ8AVamLEPtYL3b8yRB4omKB7z2QfIESH74mxh69SdzhNohmByJEvF3fwaS/NVur814+AGMnT0LIwPvDkX5MijcPGEIYsTI+8w6aK4NQt84CoqiIMpUImFzFshFSE/J45JYnh+P5fmOcPNoLGnFsrQhglWyiSCIEwCqq6urceLEiaD0GSnYbDY0NzejqakJFosF8fHxqKioQFJSErRaLXQ6HaRSKZRK5aLPjaIpfOfoz9E67pyOk0ty8JUNn0Bl2nJm/VjN0Dechrm/FQSXB0lRFUTZ5b6vs9nQ9KOfQlProbQUQSBu/ToUfOnz4AhunVzLLCxM2bp1K06ePAkAJ2ma3jr/PCvSS4QudS/eajoIo9WE4oQC3Fu8Exxy8XxCJ7t7MH7uPGyTk46iBiQJYVwcEm7bBr6ftmsWllsJXyLNmjuWCNkxGfjyhufCNr4kKxOSLNYTIpKgLHYYujWgbRQEKVLw3USbskQ+rEizsCxBVBd7obrQC3pOwQNRhgIp9xQvqIgCy+LDijQLyxJj/EIvVGdcMxUae7Xo+ssV5Hx6LUgGFbpDhU6nw/Xr19HV1QWappGdnY3ly5dDzprF3MKKNAvLEoKyUVCd7/F83mhD/yv1SH9kudvgpmBiMBjQ3NwMk8mE2NhYFBQUYHR0FG+88YZTGuCRkRFcu3YNe/fuRWpqakjnFI2wIs3CsoSYbB0H7N6dAUz9OnS/WIvMx1eEzM3x4sWLuHDhglMOG7FYDIIg3OZpN5vNOHDgAD72sY+FdZUfibDvBgvLEsFutGLcTVEHd1hVRgwd9F6cIhC0Wi0OHDiAM2fOuCQZMxgM0Ov1HsvR6XQ6dHR0BH1O0Q67kmZhWQJQVkdJMuuYm6IOHphsG4fdaA3KRiJFUTh69Chu3Lgxk64gEPdelUq14LksNdiVNAvLEkBzZQDmET9LQ1GARW0MyvhnzpxBfX39gnOxi8ViRu3MRgN0mnHY7YGVR4sm2JU0C0uUo6kdwLgbbw4mkF4qmfjCZrPh+vXruH79+oLzrwMAj8dDQYH3Qsxjgz24cPgt9LTUg6ZpiCRylK2tRuXWu8HhLk05W5qvioXlFkHbOIzRY4HZcTkSHgTxkoCutVqtePPNN9HX1xfQ9XNNIdO5UjZt2gSBl9QBI/1deOvPP4PVbMZ0fhmjXovLx/djtL8Ldz3xBRBLcNNx6b0iFpZbBEOfFiPvB775l7AtN+Bra2trAxbo+dA0DaVSiZKSEq/tDr/yJ1jNJsytYEzTNGiKQndLPbpb3Ccai3ZYkWZhiULsJiv6Xw1MlAgeicRdBZAVB15O6sqVKwFf6w61Wo3XX38dNpt7G3NvWyPUo57rhtIUjZtXzwd1TpECa+5gYYlCht5vAfzco5MUxUOxLAmSnJgFj280BmfDcS7Dw8N46aWX8Oijj4LPd65l2XjppI+raRgnJ4I+p0iAXUmzsEQZlMUOY7fGr2t4cWKk7ikOikCbTKYF9+GJ0dFRnD171uW4TuPbNU+qjA3FlMIOK9IsLFGGVWMETfnng2yftICyBqeC/eCgZ7NDMGhsbHQxewglUp/XlVZuCdWUwgor0iwsUQbB88NtbqrWJWW2waZjVnTYF/MjCYON2WzG5KSzz3fh8iq4FKScQ2xiKlKzC0M6r3DBijQLS5TBjxFBkCT1WjsYgPN5ggApCE4RiMTExJCWGCNJ0sUVL6+8EqlZBQ6hnjc2l8fHjofDl0s91LAizcIShcRvznZksWOoleJMJbgSvu+GDJDL5T6DTgKFIAjk5uZCKBQ6HedwuLj76S9j+frbIBCIQJAkCJJERn4p9n7iG0hMy/ba76ROC4NOG5I5h5qo8+5ob2/HmTNnZmL84+LiUF1djaysrDDPjIVl8RBnKZGytxTjp7thHtHPnpg2Vc8Rb5LHQdzm4H4/du7cCbVajdHR0aD2KxQKsXGja1V5AOALhNiy5zGsv+NB6DTjEAjFkMiVXvtrqDmFC4ffgFHv8PwgORzklK7Cro98OmoKDkdVjcNz587h/Hn3vpCbNm1CVVVVSMZlYYlkLCojKIsdXBkfmisDmKgfht1kBQgC4mwl4jZmQZjke+PNX2iaxksvvYShoaEF98XhcFBQUID169cjNjY4Xho1R99BzZG33Z4TiMR4+hu/BI8f/uLIS6bGoUaj8SjQgCPBS3FxMRQKxSLOioUl/PBjZ2sXxm/JRuyGTNj1FpACTkhLZREEgQ0bNuDNN99cUD8rVqxAdXU1eLzgzdU4qcelY+96PG82GvDBP3+Pe579atDGDBVRY5O+du2azzbHjx9fhJmwsEQ2JJcETylclFqGWVlZLoEn/pKRkRFUgQaA1usXHVXrvdDb1gCTQe+1TSQQNSI9Njbms017ezsuX768CLNhYWEBHJ4YK1euDPh6hUKB/Pz8IM7IgV7rO/iFpmmMD/cHfexgExUiTVEUI5EGgNOnTzNuy8LCsnBiYgKLYpTL5di7dy84nOC4Bs5FKGZmg+fyguPxEkqiwiZ98+ZNF+d2T9A0jevXr2P79u0hnhULCwvg8MggCMJnJRY+nw+5XI7k5GRkZGSgsLAQ3BDlgLbbrIzaJaZGvldYVIh0Q0ODX6V41Gp1CGfDwsIyl+zsbIjFYq8LqZ07d6KsrCwkq2Z3MAmb5/L4UZF/OipEmukqGnCspC0WC0wmk4tDPAvLUsVqtaK/vx8URSElJQUi0azHh1arRU1NDYaGhsDlcpGTk4Py8nJIJK4J/y0WC+x2O0QiEXp6etDR0QGKopCWlob8/Hy3IsvhcFBdXY2DBw+6LZ+1Zs0aLF++PLgv2AdpuUXAUe9tUrJCE5ATbCJKpDUaDRoaGqDVaiGTyVBWVgalUun33XdgYAB/+MMfIJFIQNM0BAIBKisrsWzZsqhxYGdhYUpNTQ0uX74Mk8kEmqbB4XCQm5uLO+64AydPnkR9vXPe6YGBAVy9ehUPPPAAEhMTAQDNzc24fPkyRkZGQNM0eDyeU5Kjuro6KJVK7N27160NuqSkBAKBABcuXJjxm46NjcXq1atRXl4ewlfvnrTcYshjEzCh8hxss3rrXYs4o8CJmGCWS5cu4cyZMy5mDZIkg5bQRSQS4eMf//iCXYZYWCKFCxcuuE3tCcCnnTgmJgb33Xcf3nrrLWg0Go/t5i5sYmJi8NRTT4H0YiYwGAygKApSafADaPxBP6HGK7/73ky04Vyqbr8fa7btCcOsXImKYJauri6cPn3a5ThN00HNuGU0GvHCCy/gE5/4RMg2LJY640O9MBkmoUxIgUQWnsAhq04H09AweDIphMnJYZlDJGA0GnHu3DmP530twNRqNf7617/6NaZarUZHR4dXtzmmFb9DjVQeg2e/9Ws01JxE46WTsFrMSEzPwZrte6CMj57PTUQoVW1trcuxYK3w52M0GlFfX78g307T5CgMun5wOALIYvNBckIfNBBurpw4gJqj7zjtmgslMux48OPILg6dvZGyWjF64iRGTpyCVa2BzWiEbWJiJlBBXlyE7KefhKxoaaap9IROp8O+fftC9j2ZC03TTqvpgYGBkPg2hwKCILCsaiuWVW0N91QCJiJEOhix//5w48aNgETaatahq+FVTIzdnDnG4YqQmn8HEjM3+NeXZhgTVw7B2HndkWMhbyXkq+4AVx7n97xCzal3/4Xr54+4HDdN6vDe336F2x/9FApXBD9vit1kQuP/+yEmmm8CNO34mQtJYqL5Jm589/+h/EffhzQ/L+hziDRGR0dx4sQJ9PT0hG0Oi+WhweIgIkR6sU0PBoPB72toyo6Wy3+EaXLE6bjdZkBv81sY6j6J+JRKxKasgFCS6LUvY08jhl/9CSjLbBkiy3AXJq4eRsoj34Yg1fcqxdg/gKEPj0DXchMEwUHitmok7bzN79flC71W5Vag53L8rReRv6wSZJC/vL2vvu4QaE/hvVPHKZMJrb//A1b8909BBjm8OJIYGhrCvn37Qp50fz7zN9tDlaaUxT0RIdKFhYVOJo9QP8JJRHE4vL8RqrFJcDgkeHwuVGN6mI02JCTLsHpDFrLznFe044O1LgI9F6tRhcGODzHYcRjKxFJklz0CDk/k0o622zDy9q+dBNqRX5IAZdRj5J3fIP1Tv/XqhTKw/z10/t+LTivLiYYGdPzpBRR/6+uIWVnB8J3wTe3J9322sZpN6Gm9geziFUEbl7bbMXLkmOvq2QOGzi7UfubzKP/xDyFIiA/aPCKFoaEhvPTSS4ti3vBGfn7+jEcIy+IQESK9atUqNDc3w2AwhPxDSFMEOq4J0IEOt+dHhnRouDaA6tsLUX27w85J0xR6mt5iOgI0Iw3ooF5CwaqPuZydbL0Eu06F2cS/s9cBgFU9BGPndYhz3QveRFMzOl9wv9lDWSxo/N4PsOzHP4CirJThfL0z1Ov+fZoPk1wJdpMNmtoB6BpGYDNYwFOKoFieBMWKFEcC+zlYdTpYdTrGIg0A5pFRNP/s51jx858yviYamJiYCJtATy8WOBwOSktLsW3bNsbXakwWGKx2xIr4EHJZE0mgRIRIy+VyPPTQQzh69Ch6e3tDNg5NAyBoEFwLaJuXPLI0cPJQC/KKEpCeFQPtaBNoilmY6TQT4y0wTPRBLE93Oq6vPwVXgZ47NgXLaLdHkR549z2fYzf/7L9R9Xf/du09wTS3AU/g+tQwF5vejL7XbsCqMs4cs4xNYvRYBww9WqTsKXYSao5IBJLLBWXxry6fvq0NutY2yAqiY2OLCYcPH150gZbL5dizZw+MRuNMgAxTr41urQFvNPfjpkoHABBwOFiXFov7i1JDItYTGiOMRiuUMSIIhEvP3BURIg04Kqw8/PDDuHHjBg4dOhT0/gP5jJ/4oBmPf2o9Rnrc+6H6Qjt200mkJ1svw9B6yed11vEBj+d0zc0+r7dpJzBxswXyIHg8ZBUsw0DnTZ/thnraUFSxzuW4vl0F9cVemAZ0Hq+dbBuH7uYo5CWzj9EcgQD8+HiYBjy/F26haeiXkEgbDIZF3ySsrKxEdXV1QNf2aA34xcUWmO2O/QKaBkw2O052j6JnwoCvri0AjxOcUOz+Hg2OHmhCd4fjKY7H46B8VRp23F28pMQ64gLXQ10Gi7bzQNuYrQ57Oh05QIz64QAGojF/xaw9/zaYFKWzajzbvkEyW4mMn/VcIMEf3IX5uqOl7oJL/l7N1UEMvt3oVaABADQwUe/6HtPenji8wBGGv9pGsJicnGT8NwgGcrk8YIEGgLdbBmC2U6BogKId3wAaAAWgXT2J8/3jQZnnYJ8W//jjhRmBBgCr1Y7aiz345/MXYbMt7uZqKIk4kZbJZIiLC50bmlUfC6bVO202CiajFRxuYDlA5HGzK1nKYoKpz/eKFCAAyubxbMxqZq6DgQrcfAa6WnyH0hMELGYjrFbzzCG70YqxU11eLTtzseldzRq8AIIiCA4HMWsq/b4uUpFIJIuaymAhniOTFhsaxybgLbfRWzf9fDLywPGDN2G1up/rQJ8WDXWDQRknEog4kQaAvLxQ+LsSsOriYTMo/brKbqMQn77W79FksXmQKDL9vg4EAWGaZzNF9pOPM+pGmp3t/9hu5+OYky9EEjl4/Nmbma55FLSHL5HbYXiuTwiJtzHfpJpGuXoVeDKZ39dFKmKxOKSLlvnMTczkL306o1eBBgC91Y521cKqoRgNFnTc9F4At+Fq5CfzZ0pEinQzA7urv9jNoqlVNHP4Ag7EUj6SsjaDJJnbuMSKLOSueMLpGMkXQphRPPWbZ9EjuHzIVu70eJ4rlSLrKe9CzZFJEb/Jv+AaT2QVOpLjeFvNEQSB0srNTm0mGryYbNzAU7iaKOxms5uWXiAI5H/mk/5dEyHQNI3OAS1aetQwz7u5zU10FGoyMwNYWAB4rakPv7zYyujB6b32hQWvmU222XFo2rGpOi/YyWRavPcs1ETMxuFc/ElNyhSOwICYREA9ijmP4A7/ZE/kFSVMCQ+BwjWfws1L/wvaiykCACSKbBRXfdbtOeWG+zH06k+mhnbzceYJkHjfl8BTJjkdtqiMUF/qw8TNUcBKgeAmIXHrZ6G+dgBWdZdTW1IkQum3vwkySEmkSlZvRt2ZDzGp07ifM0EgOSPPKaOYbdIC87B/qyWC4/x3sJvN6H/jLccqnuGub+Jt28EPsEpIODl+pRf7PryJIZUjyEoq4mHX+mx89PYicDgkTCaTjx6CR1FRkd/XHOsawZGuEcYGth6t/8Fkc5EphBCLeZicYyKbK9oESSA5Vb6gMSKJiBTpULgb5eXlYs/dd+LEgSOov6qFTj9t75wey1kkCALYtXfZzO8SRSbKN38T/W0fYry/Bs7GVse1JMlFZsl9HucgzluJhLs+jfEjfwNlmroR0TQIvgDS5dsQu/kRcMTOj+qmYT36X7sBas7KgLZSAPiIWbYXNCzQd+0HySURt34dku64HXxl8BIfCURi3PPsV3Ho5T9CNdI/u3IhCEjlMVi15U6Urtni5Kpn7NEytkVPwxE4P6loautgmzTMmlp8fCYUlauQ98mP+zdoBHDoQjf+8IZzkWW90YrXj7ViVG3AVz66GnK5fFGEWigUItnPhFUUTeNo16hPM8dcjNaFrXId2f28NKBprN4Q+RVXmBKRIh3sjZIVK1Zgx44dUA1dQ4zkOLZscnznG5ty0dWTOtVqdlVNEMCG7fmQyZ03DHkCObLLHkRc6ip0N7wGs3F2Z5kvVCKr9AGI5Wle5yJbvg2Skg0wtFyCfVIDXmwqRHkVIAj3lqfRo+1OAj0fAnzEr30SmU8GnjDKF7GJqfjIF7+Pgc4WjA/1gS8SIaekAnwPvtGBbFrON3fYjbP+1F6FmiSR98nnkLzrdr/HDDdWG4WXDjU5fqGn/m/OZ//k1X7cv60A5eXlOHrURwb7IFBVVeU1Bak7hvQmjBj8M0vZFrgGa20chsHg2X+eJAlIZUvHwyciRTqYOaQTEhKwY8cOAMBI96mZ4wQBlJV2QCo1oL0zHSaTEAANmUKEdVtysa4612OfsphclG38GnSqdlhMavAFCsjiCjwK7XxIngDSsk0+25nHDDAN+nBfA2AemYRVawJPEdpKNKk5hUjN8e17Lc5QgOAQoO3Mvo0Eh4CsOMHpmCQ3Z14jV6GWl5Ui97mPQZKTzWicSKO+fQxqndn53kPTIIjZhcqZun48uK045CKdn5+Pykr/vGIomsZfr3f7PRYNoE2lQ35sYBu8Xe3jjtX09GJg3kMtRQN9XWoULYuedKTeiEiRlkqlQalTmJ+fj127dgFwJEianOhzaZOVOYTMjCHo9WLw+HKsv/OLIBk42xMECXlcaBPN2CeZR9vpW8YQsybdd8NFgCsVQFaa6Nb32Ykp3Y1Zmw7uvJWPJDsLirJSaBsa57QnZsRaEB+PZT/4Hogozsh2uWnY7cOBYw+MBkkSMJht4HK5jAq9Bsry5cuxc6fnzWpPXBvWojtA+/KVIU3AIj19A5t54nbz4D0/zUA0E5HeHevWuUaueYLH42H16tUoKChAamoqMjIysG7dOjzzzDO49957IRBMffkJwuNKlyAAmcwAZYydkUAvFvOFyxtEhOVGSLgtD7KSBK8u6fwYERJ35iNuo3v7YcGXvwBRWqrLcZ5CgZJvfT2qBbqhYxyHznd5b0TTyE9XgMvlBj3Ia9oZIiE1Dxs2bQ2oj8tD6oC98S0Mn7LcUVDiPcETn89BVm7kpfwNlIhcSZeUlODs2bOYmHAtezNNTEwMysrKsGrVKvAYpKckCBLKhFKoR254bKNMXObxXDjgx4ogSlfA2Kv13pAAZGUJ3tssMiSXRPJdRYjdkInJdhVoqx2CFBnEWUrYDVbQFA2ulO91/0EQF4eKX/43xs6eg+rSFYCyQ75sGRK3VYPrpohqtPDOqXb83zs3fAocn8fBphWOPY68vDx0dXUFZfzpBbmdJvBOLYV3rx3C2rJkfOGRCgj5zCXBbAs8EjJLEXj1lpyCeGRkx6C3y/3T9trNORAII1LaAiIiXwlBEHj66afx9ttvu+QtSE1NxYMPPshImOeTnLMd2rFmUG7c6Hh8KRIy1gc851CRuCMPva9cB2XwvHkoKYgDx48v12LCjxGBX+m8mcqVMHcPJPl8JG7bisRtW4M6r3DR1DmOF97xvFCYy7LcOPCngnxkQQrQmWsxGTHKYKE4AGXH6bp+1DQM4um7y3D3Js/7MXPJUohxfUTr92qaRxKoSl2Yq+Qjz1TinX3X0NY06/rH5ZJYuykbW29fWlV6IvObDYcZ46GHHoLZbEZnZycIgkB2dvas+SIAxPI05K98Fj3NbzvlhpYoMpBV+hD4wvDU7PMGP06MzMdXYvxsN3SNIy6ubZL8WKTeUxKeybH4zS9fdi0V54m5K9VAi7p6MmNrLUK0aZ1NAmYrheffqofFSuH+bY4EVUP6UXSoeiDk8rEssQhdmj50qnsh4gmxOqkEhzrImWRKTHliWSYECzTPicR8PPrsGoyN6NHXpQaHSyKvKAFiPxYA0UJEiDRN07jUOIwjl3qgmjAhKUaM26uysKIwAQKBAMXFxb47YYgsNg9lG76KSW0PrOYJCETxEMkiexeYJxcg+c5CJN9ZCEOPBpNtKpACDhQrU8EVL51sX0ud3mEdhseZb7RpdLO+0UlJSRCJRDDOdU30gdYsQPtEHEx2HlLEE5DxzbBTJIaNMqjMYnjaMPjbgUYkJfJxVnUAVwcdZhmKdhViAYePTTn3oX4shpFQEwA+tSoXq5KVjF+DL+ITpYhPDG9V8lATdpGmKBq/fKkWp6/Nxtq39Khx+lo/1i1LwRceroBUHPy7Y0B5NSIAcaYS4kxluKfBEgDDKoNfpgHOPJ/lbdu24f33vVfKWb9+PXJycnD0XCNOndfNBJl0u6RE8LwXQHGN+MWHr4CT1AWC41l8zXYLjrW9hsdWfBQcbh4OdgzD5MFOTQDYmhUfVIG+VQi7K8MH57tmBJqeimab3nk+Xz+Ij3znA3ztt6fQN+LbX5iFJZJRaZmvggFgRYHzZnBJSQkKCz3bWysqKrBhwwakpKTgWj8PFO1IaeD+xwNcE4TLT4GT0gGQvlfHNGh82HYQd+Yl4bGyDJAE3P7wOSS2Z7FltwIh7CJ9cI4bkruC0ADQ3K3GV39zCgOjC8uexcISTowW5gFaXA6BOzdkuxy/++67UV1d7VQlRSqV4o477sBttzkKERtMVjR3BxJnMBV1O0ecmbhmj06q0KcdxLq0OOzJTwE5z2NHxOXgkytzkCwNbbDVUiWs5g6aptE7rJv5tzcMJhte/rAZX31s6eQKZrm1EAmYf92e3VOGtARXWytBEKisrMSqVaug0+nA5XIhmeeO2NqrCXyS9sD2OKaj/+4uSMHGjDjUDKihs9iQJBFgbUrMgjcKb2XCupImCALSqY0vJnfss9cHYV2AbyYLSzipKksGh2Ek3OriJK/nSZKEQqFwEWjAESgTKITI/6dVMV+EdHnKzO8xQj7uyE3Cg8Vp2JwRzwr0Agm7uaN6VTrjcFebnXLJtcvCEi0opAJsr8xg1DYpNvBgj6HxQFP90uAk+l9PcU/RDnAYlnWLBMbGxtDX1weDYWEpUxeLsJo72no1aOpUMS4SS5IEXj1yE7s35CA5LnojzlhuXb7wyEqcuNILq5ew6Lw0BTgLSk8QWN4KUjEGTrxrfhtv5MZk4f7SOwMab7Hp6urCqVOnMDrqqOrC5XJRUFCAbdu2LagiTagJ20q6Z2gC//H8ObT3+wh5noPdTuPtk+34/M+Po/amf5U/WFgihV9+yXOhVx6XxE8/u3FB/cslgdmVCa6NSaW0GQQcPr6//SsBjbXY9Pb24q233poRaMBR8aapqQn79u1b1Oo3/hI2kX71SCuMZv/fGJoGTBY7fv7PywFdz8ISbrJTFfjzN3cgP202wpUggOX58XjpB3dCKFhYgNKyvPiArrOPp8CuYhbYRRIk9hTvBJ8bHRF+x48f91h1XaVS4dy5c4s8I+aExdxhp2icr19Y1WCdwYrvv3AB91bngUMQMFntEPA40OjNMJltUOlMGBo3QCLkYUtFGpYXxC9q1WUWFm8kx0vwq69shc1OwWSxQyzgggxSes11y1Ig4HEC2L8hYG1fAUqTCE5CLwiBAQTFgVBmh8lmnnKtI0AQBG7L3YgHy3YHZb6hRq/XO62g3XHlyhVs2rTJ76IHi0F4RNpOwTan3o4fZeycuNExjhs+drIJAjhyqQeVxUn4xlOV4LE7zSwRBJdDQioKvjA8u6cU//tmfQBXErCPp8I+7kgRSxDAv356F26MNKFd1Q0BV4Cq9AokSSMr66I3Ll++7LMNRVHo6OhAfn7+IszIP8Ii0nweB5lJMvQMhz6KcDqB+qXGITz/Vj0+91BFyMdkYQkXWr0Z75/rwtlr/eBxyQW7rPI4JPhcLlallmNVanmQZrm41Nczu1l5S40cTsK2tp+bDpEgCL82LAKBhqPo56mr/u1es7BECyMqA776m1PYd/gmekf0QYkpWFee4rtRBKPT6WCxMKtw5M7nPBIIm0jfsS4Ld22crWNHEIRLOGko+M2+q9Dq/SucycISDfzp7XqMavzLD+KLR3YurdzMnuByucjLywv3NNwSVj/pT9xXjtsqM3Dsci9UEyboDFZcbxsNyD7NFKudwpGaHjywPbT1CW9laMoOU08jLKN9AEmCp0yEML0IpCDwAA0W74xrjbjS7KOmpJ8sz49HZpI8qH0uNkyLJaxZswZcbtiTgrol7LPKS1ciL10JO0XjF/+6ElKBBhwr9t4QZdSzqoegbzgDyjwJfnwGeIlZ0NV+CGNXPUAQEOdWQL7mLvDjXOv2LTaUjYKxRwPKbAc/QQJBfHAEVFd/AuNH/wFqUuN8giAgKVqH+Ds/CY7Y/yojBoMBbW1tsNlsSE5ORmpq+N/DSGJUbQQVhO8OSQAgCAh4HDyzp2zhHS4y9e1jOHCmEx0DWnBIArmpCvAkybDph7yaVNevj7yqTNOEXaQBx2bH9164gPY+TcjHomkashDkpx4/8iK0l96fdVOhaQD0THVr0MBE7SHo6k8i+ZFvQpS5uF8Aq8YE7Y1hWDUm2E1WmIf1oIzz/MwJgCPhI259JuTlSX5XXNY3nsXou79zf5KmMdl8HpbRXqQ9+1OQfGYRXjRN48yZM7hy5Qrs9lmXMoFAgIKCAigUCiQnJyMrK+uWdrFU+lG0eD4yMQ8Wq30mCrI8Lw5P3VWK/HRlkGa3OLx5vA1/e78RoOmZG1bfiB6AFJmSWGTLVXD3kd64cWNEf3YiQqR/88pVdPRrQ1q2fi5bV6UHtT9tzXvQ1hyYPTAt0DP/nj4O0BYjhl/7L2R9+S8gFinfgfpKP8ZOdk25unhpSAN2vQUjh9swdrYbWU9WgCtl/uVXHf27zzbW8T7orh2HYs2sj+3039zdF6WmpgY1NTUux81mM27cuDFzXVxcHO655x7ExCysdl60khwnQVlOHBo6/UuuVJSpxM+/WA2DyYpRjRFSEQ9xisgNkZ7PwKgef3jjGq63jnn9aPdMxmLAIMfyuAHI+bMbiWvXrsW6detCP9EFEHaR7h/Vo7Z58UK8JUIe8oK4QqBpCtpLB3w3nANl0kN96lXEbv0Io/YWO4UT3aM41zcOjdmKOBEfmzLisSEtDkOTRlhsFLKUEvDd5Hsw9GgwdqJzarJ+zNFgRefzl5C4Mx+K5b6j0CyjvbBNjDHqe+LKISjW7EZ/fz9qamrQ3d0NmqaRnp6ONWvWIDs7G4AjbLe21ndNQJqmMTY2hjfffBNPPfVUxNoWQ81z9y3Dt//3LCZNzCNxU6fSoYqFPGQlR08pNr3Bgn2Hb+LdUx2MP9Y2mosWfTZuK+OgLC8JFctLZ3J29AxN4GLDEGw2CqU5cREV/Bb2T3Nrj9rvasOBQhAAFeSVuk0zApuWmTjNRd94hpFIm+0Ufl3Tig7NbGazPp0RLzf0Yl9j78xjHQEgVynBp1blQCmcNedorg46/hHIy6aBkcNt4CmFPkt2WTVDjLu1aUfR2tqKAwcOOIXq9vb2oq+vDzt27EB5eTmGh4f9ylSm0WjQ0tKC0tJSxtcsJXJSFfivz2/GG8facPZ6P0wWu+PpzUN7ggBWFkVftZQTtX34w+vXAkoLoTdReOcKhXeu9EHw1iCSYkXgcEh0DznvU2WnyPHtZ9YiMSb8m91hj4EU8Bf3PhHsR7lATRY2zQhoynfY7tHOESeBBgBq6otHOVtS0K6ZxH+eaoLGNPs4Zx5aYDUbGtBc8R3Cz5XOr6HnGbvdhmPHjrnNpUDTNE6cOAGzOTA3yWkTyK1KeqIMX3x0JV798d1462d78MTuEpcNM4Jw/KTGS7BpRXRtwLb0qPGbfVeDkrfHbLWjZ1iPzoEJUJTz3axrcAI/+L+LjuNhJuwr6ZWFCZAIuTOPaIGGiDOBpoEda5jl852LVjWC+gvH0NvaAIBAZuEylK/bDnlMPLiKBPCTsmEZ7vKvU5IDEL7vkWf6nG2Mvt4bg82Od1oG8dTyLMcwvIXfh419vjMV8hMyQfAEoK2+xXWYF4/JSc85j61WK1paWlBSUgI+n884GAEARkaiMzuixaSBZqQBlN0CiSITstiF++xyOCQe3F6ASaMV+093OKViyE2V4+tPrvGYJsHQWQ/1qZdh04yAFEohX30HZCu2g+QFvkEZDN451R70p+FpqKk9GwIAQRLoGdbhcvMw1pYySzoVKsIu0kIBFw9uL3Tsyi4C/j7eDXS24L2//xpWy6z4qEb60XjpFPY8/WUkZ+YhZtODGH7zF7MK6vNOQ0BSUMnI5qUyMheoaWoGVHiiPBMkQUBaGA/VxV6/+5gLwSDpDMHlQb72LmjPvumzLZ1UAIy5vj9zNxCnS0MVFRUxDusF4JegRwI0TaHv5n6M9p6fKUEFACJpCvJWPAmBmPkTijsIgsDTd5fh3uo8XLgxBLPFhoKMGJTlxrm0tU9qoW88i4krh2Adn43MtevVGD/0AjRn3kDax38OrlS5oDkthMaO8ZCvbmkANEWDJAlcbx1jRRoA7t+WDz6PxOvHWqHWmUPm4UESQPuBIzD0N4Lk8RBbtRbxmzeCI3C/OqDsdnz4yvNOAj2NxWzEh688j8e/+lNIiqqQcPdnoDr2L9hn/IOnninp+Y/0BAgeH8oNexnNOUbIg8rkn/BYKRpWioaAQ0CxMgXa+mHYJwMULwKQ5MWCpmmYBnWgjDbw48TgKV2LisZueRQ29TAmG8967o/DRdLKraA/POaxCU3TqKurA0VRUKv9K6gaKZs9TBnsOIKRXtc0mUb9IFprX0Dphq+AJBf+NY2RCXHn+myP5zUX34X6xMug7VaPCwz7pBo9v/04YjY9hJgtjyx4ToFALqgYgn/QNB20zIQLISJEGnDk8ti1PhttvRqMawz42T+DH9hCUzSMhw9AY3VsEqguX8HAu/tR9r3vgh/r6rrV1XwNkzrNnOudBXdCNYorJw5gzfY9kJVvhbR0E4xd9aBMevATMkHTNEb3/37WFEIQ4MUkI27XxyFIYfY4uyE9Du+1Dfr1OmV8LgRTH2auhI/0j5Sj76XrsBusfvUDACSPA0GSFN1/qYV1OuSYICDOUiLp9nxw5/jnEiQHSXu/AkPFDoy++1vY9c4CSwqlSH70P3Dosu+nJqPRiIsXL/o9X7k8eiLkKLsFIz2eb2hm4zg0w/WITVkZ0nnom85DdfQfjl98feloGurTr4KyWRC3/YmQzssda0oSceBs16KMRdOOqMtwEzEiDTjSNhZnxwKIxfIL3bjW6r/XhHsctiax3YRYq/MurqG3D22//x+Ufvc/XK7SjM16LMwX6GkuHn4TNpsF629/AASHC3Ge8xcq/eM/h3mgDVb1EDiyGAgzSv1a7e3MSUT9qBbdWuZeDtuzndNI8pUiZH+8EoP7m2HoUjue5wgAIMCV8kEIOaDtFOx6K2jL1GYmAfBjRJAvT8bYiQ7QTruUNAxdavS9dgOZj1eA5DvbNcU5y5H1xRdgHuqE/sZJUGYDRPmrIS2qwsDAANrb2xm/Fn9Zvnx5yPoONpPaPthtJq9tJsZbQi7S2gvvBHDNu1CsuQtc2cLMMf5SkBEDoGvRxvv5v67gjqosPLG7BNxFXMXPJaJEei7bKzOCJ9JT+pJgcf/orKm7DuPAAETzQo1FUseqzJf55crx95BbshJJGbluzwtS8yFIDSxPrZDLwVfWFuBo16yftELAhdpkddoImiYvRoLbc1wrTZN8DtIeKINFZYSh2/E+iLNiwI+d9XahaRqm/glYdWbwZAII0+To21fvLNBzsKqNmGgYgXKl+0xpguQcCJJznI61tLQAQEgCl7hcLioqKoLaZ0iZf6+eeT/oOSdD+7hNmY0wD07dNF1Mc16gKUw2X3AKSloMBscnQ+pcMB+j2Ya3T7VjRG3A159csziDziNiRTr4tiAa6Sb31Rlomoahu9dFpPPKVuP0/pdgMfvOLHb9wlHs9CDSC0XI5eCu/GTclT+7gWGy2fHmzX7UDmlgtlFQCnnYmZOIDenx4Hp57/ixIidhngtBEBClKzB91jZpgWnAe45dfdu4R5F2Ryg39tauXQseL3oCMiTyDHC5IthsRjcC6VAhgTjEj9sLsOFTluBm3GMChyQXLTJ57ltzrn4Qbb0a5GcoQz7ufMLuJ+2OY5d78KuXrga1Tx5NYYWuzeN5jsTVaZ0vFGHD7ocZ9a8a6g94boEg5HLw0bJM/Py25fjdHRX4QXUZtmQmeBVof6HtvldWtJ85i5OSXFf5wSAhISHiw3vnQ3J4SMza7HVZONB2ENqxltDNgS+EMCuwPDKCpBzfjYJMVZljoRLqDT1HninnMc5cW9zv+DQRJ9I2O4W/vNsQVF9IkiRw98hZyOzu7/yCuFgoytxHqS1buxViqcLtublwudGzgmMKVypw2hh0hyjVv4x2JSUlEAodniHB9MRYtWpV1Hl2AEBS9lZwuN7eYxpttX/G1SPfQk/Tm7AY/fN2YULMhvv9X1ETBER5FUGfiy9y0xRYU5I0PYXQ4aZvk8XfmpHBIeJE+mrzCLSBuou5QcAj8ZuvbsWWDe7zRxMEgczHHwPBce/Ub7NaYJz0ndqUJ3R1SYt2CJLwasoguCQUK/yr3MHn83HPPfdAMOX2GAxhFQqFKCoqWnA/4cBiHIfd7vvzTlFWjPaeR8P5X8JsCNaGugNRznIk3PNFv64RZi0DwSAYKxT82+OrsXVVekg38tytEcOVFTDibNKXmoKbuJzL5SA7RQH605+EIDERQ+8fhEWjAQBIsjKR8cjDiFtf5fH67pZ60Aw2VKxm77v00YqyMs2R5vS6c24OksdB8l1Fbv2lfZGeno5nn30WDQ0NGBwcBIfDQU5ODkiShN1uh1arxblzrr7D7iBJEnv37o0qW7QTfgodZTOh8fyvUbjmU5DIg5fNUVa2EbqrH8LUzSysPunBrwdtbH8R8rn48kdW4cndJfjwQjfePNEWmlXunP1bpZSPzSvTgj8GAyJOpE1BiMmfi9FsA0XRIEkSGQ89gLS998I0MAiCx4MoxXckkdnIzPVNIIrM+mgLhSAIRya8ihTomkZhN9vAjxVBXpYEjjDwj49IJEJlZaXbcyMjI4xFurq6OqoLAAjF8RCKE2CaZL44oexmNF/8HxSsegbyuOCVt4rb9Rz6n/8SfGXjir39WXAE4U9n2tAxjlePtrrNARMcHCotE/Pw7WeqIOAtTmrh+UScSCfEBjfrVEai1GmTgeRyIc5knr8jPoVZ28IV0bVp5S+CBAkECYtzI2KaE5rL5aK4uDjEswk9Kbm3obP+Jf8uom3oaXobZRu/FjRbvCA+HfK1ezBR867b86RIisT7vgxxbkVQxlsIk0Yr/uf1a469qxD55JXkxGHD8hTcVpkJiSh8T2oRZ5PeXJEWtA0BAsDujQvbgU5My0ZskvfHysS0bOSVu18VsvgPj8dDQkKCz3arV6+GWBz+VJILRSgJLF2o2TgOvaYzqHOJ3/kU4nY+A4483mGKIUhwFQmIu+PjyP7K3yJCoAHgVF3/jImDpumQbCJ+6dGVuGdzXlgFGojAlXR2ihw71mTicE3PgvvauCIVu9ZlL7ifu578PN74449h0Llmg8vIL8PuJz4PDifi3sqopqqqCgcOHPDoD7t69Wps2rRpkWcVGkb7zsOxpPBzNUjTsJodm9o3RrU43j2K3gkjRFwOKlNisC0rAdIAUgEr1t4NeeWdsIw6EnPxEzIWrYoQU0bVDjMkTdMhC2zhcSNjDRuRyvLZhypgt1M4dqXPd2MPPLGrGA/tKAzKo6AiNhGPf+UnaKo9i5ar52A2GRGfkoH1dz4MRUz4Y/uXIkVFRdBoNDh//jwoipoRax6PhzvuuCNqvTncYdQNBvjITkMgjsP+1kG81zqI6aJtGljxXtsgLvSr8LV1BU5FIJhCkBwIkrL9vm6xiJU7NqxDJdAEAagnzBFRSiwiRZpDEvjio6vQ3KPGwKjnvMPzmc4Du3t9Nh7eGdwvMV8owooNO7Biw46g9svimaqqKpSVlaGpqQkGgwFKpRLFxcUz7ntLBQ43MPdNksOHCrHY39rstAan4RCvUYMZrzb14xMrFz/oJNRsWZmOvx1oDIlXB0E4NChWERlutZGxnncDSRL4j2eqkBgrBjmV9dPbmpgggLwMJb7wcAU+eX/0JNlh8Y5UKsWaNWtQXV2NFStWLDmBBoCY5Iqpf/n31EfTNF5v6vVoJKEBXB3SQGcJrsdUJCCX8PHYnSVB6Wu6Ug1BOHSHIAisLk6aWa2Hm4gVaQDISJLhf762DZ97qALVK9OxrjwFfB4582aSBOH479Qbu2tdNm5bkxnuabOw+EVsykqHzzNBwB+hpmk7OjXeXURtNO1UTm0psa7MtwstZ0YfnIWYJAkUZcbMaMf0D+AwpXz83mWhnj5jIlqkAYfj+s6qLHz1sdVIS5DCZqdn7czzPs/vnGpblMQrLCzBhCS5KFj9HBLSqkByBWAq1DQNGO2+P+9yQZQG+vhAJOD6fKdS4sW4d0ueo+2UEEuEXDy6oxD/9fnN+MaTlViWGweJkIt4hRB7q/Pwiy9uQXJc5MQ9RKRN2hM32r2Hw/aPTkI1YYoIYz8Liz9wuEJklt6PtMK7YDFpYLeb0Xblz17yTRNQxOWDN0rA6qWclIBDQrFERVohFaA0JxYNnSqPbfZsysPujTl4ZEchbnarQRBASXYshAKH9K0vT8X68sgOhor4lfRcOAxi9TkM6vGxsEQqHK4AImkSpIpMFK75DDhcdwsOAiSHj9SCO7E6xXvgT1Uqs8CgaOXZe5aB76HYcm6aHDvWOsyfEhEPq4oTsbIocUago4WoUrTp7FeeKMxQQukjaxsLS7QglqVgefV3EJe2DhyOEI66mSTkcYUomsrdcWduEkQc0u1jv4zPxZ6CyF4lLpTCzBj88JMbUZoTO2NzFvBI7FybiR99ehP4YQrlDiZRdUvZWZWF9852QjXh+ghIAHgkyG53LCzhhuTwkF32AKjie2Axa8HhCsHjS2fOp8pE+EpVAV5q7EW31oDpKOmiWBk+WpYBpXBpmjrmUpITi599bjOGxiehN1qRHCeBNMxRgsEkqkRaLuHjB59cj1+9XIu2vtnoP6VUgGf2lKHSx0qbhSVaITk8CD1UaclWSvCtDcUY0BmhMVsRL+IjURIZ7mOLSSRt9gWTqBJpAEhPlOEXX6xGW68GPcM6yCV8VBQmhK1IJAtLpJAqEyFVxm6aLzWiTqSnyc9QhqXeGAsLC8tiwi4/WVhYWCIYVqRZWFhYIhhWpFlYWFgiGCJYYdQEQfQBSFMoFKioqAhKnywsLCxLnbq6Omi1WgDop2napcJIMEVaA0ARlM5YWFhYbj20NE0r5x8MpndHJ4AcAHoAbUHsl4WFhWUpkw9ACoeGuhC0lTQLCwsLS/BhNw5ZWFhYIhhWpFlYWFgiGFakWVhYWCIYVqRZWFhYIhhWpFlYWFgiGFakWVhYWCIYVqRZWFhYIhhWpFlYWFgiGFakWVhYWCIYVqRZWFhYIhhWpFlYWFgiGFakWVhYWCIYVqRZWFhYIhhWpFlYWFgiGFakWVhYWCIYVqRZWFhYIpj/D/bMxR+uIaLcAAAAAElFTkSuQmCC\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 700\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 800\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 900\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 1000\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 1250\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 1500\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 1750\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 2000\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAACZh0lEQVR4nOydd3wb533/33fYg3tvUpPa27It2ZL33nGc1SSNkzZt2rRNm+6dJmn7S1fSNHsPxzPeQ56yZWtviRqUKO69sOfd8/sDBAmQAAmAAEE5fOfFWDgcnufB4e5zz32f75CEECywwAILLDA/kbM9gAUWWGCBBeKzINILLLDAAvOYBZFeYIEFFpjHLIj0AgsssMA8RpuuhiRJOgo0AE7gQrraXWCBBRZ4n7MEsAKXhBAbJr8ppcu7Q5KkUSAvLY0tsMACC/zmYRNC5E/emLaZNKEZdF5eXh7r169PY7MLLLDAAu9fjh07hs1mg5CGTiGdIn0BqFq/fj1vvfVWGptdYIEFFnj/snPnTnbv3g1xzMQLC4cLLLDAAvOYBZFeYIEFFpjHpNPcscACC7wPUVWVwcFBhBAUFxej0WiyPaTfKBZEeoEFFojLsWPHOHjwIA6HAwCLxcKGDRvYsmULkiTF/Zzb7ebkyZMMDQ2h1WppbGyktrZ2rob9vmJBpBdYYIGYHDhwgD179kRtc7lc7NmzB7fbzc6dO6PeCwaDvP3225w6dYpAIBD13smTJzGbzdx+++3U1dVleugzoqoqh3tOcrj7JIFgAFWodDv6cPpdlOeUctPia7iyZmO2hwksiPQCCywQA5/Px/79+2O+J4Tg6NGjmEwmioqKaGhoYHh4mF/84hcoihK3TbfbzRNPPIHZbKa8vJzVq1fT0NCAVju3MmT3Ovjq29/k0mgHQggEE7EisiQx5BnldP95ru89w+9s+eicji0WCyK9wAILTKGlpWXKbBhCAg2hmeiePXuQJAmj0YjP50NV1YTadrvdtLS00NLSAkBxcTGLFi2irKyMxYsXY7fbGRwcxGg0UlVVhSwn5t+gKAoejweDwYBOp4u73/8d/BmXRjtC34foYD5VCOQxM84bl95jU9VaNlWuSaj/TLEg0gsssMAU/H7/lG2xopOFEHg8nln1NTg4yODgIJIkIctylNjn5ORw7bXXsmzZMux2+/g+HR0dqKqKwWBAURSOHz9OZ2cnQghkWWbx4sVUra2j1dUFwIbK1SwqqKXb0cfxntNxv094e9je/vrFPQsivcACs8U/2Int4At4Lh4DBKb6NeRdcSf60uzbPi9XSktLx/89V4VBhBBR5hJJknA4HDz//PNoNJppTSmRBNUgLw2+w9C+l2BsbfPRU8+RY7DSWLQYdZKJYzr6XINJf490syDSC8yIUBVcZ/fhPL0H1edCX1JH7sab0ZfUZHtoeNpO0/vYVxEB3/g2x4m3cDa9S9n9f4p5yaYsju7ypaKigrKyMnp7e7M2hsibQ6ICDSAhUT9aglcbwGWIOC98Tg52H09qDPnG3KT2zwQLIr3AtKgBH72PfgVve9P4Nm/7GexHdlF866fJ3XDTnI5HKAFcZ/fj67uEpDPgOPpqhEALwhMkEfTT/9w3qf3DbyNr9XM6xsud3t5eDhw4wMDAQLaHkhSRs2ONkKkfLeF0aef4bDqplsaa2lG/NW3jS5UFkV5gCnafkxfOvc47bQewu0cpVv1szTGwxeGbCFEVKoMvfx9jdeOczKg9rScZ3fsMnraToASZuPLE2L8nPb4KUN027IdeJv/KuzM+vvnOwMAAw8PDmM1mqqur4/o4t7a28swzzxAMBud4hLMjlvnCEjBgCujx6Kfa16dva+L/n2p6mUWFdVTnVsx+kCmyINILRDHqtfOPb/wnvc6xWZRQ6NVreKbEyiWTjof6nRMTE6FiP/oqxTd/KqNjGnz5e9iP7AIR6T0g4vw7mtG9vyZv651I0m9mBoTh4WFeeeUVenp6xrfl5ORw/fXXs3jx4qh9hRC8/PLL7wuBDqNTNKS6rCkh0esc4Cu7/5f/vO3vMWoNKbY0OxZEeh6gBgL0vPASfa++jm9gAH1RIaXXX0flXXegMRrndCyPnXp+QqAnnfwnrAbWOP2sck/MTPwD7THb8Q90MLr3aVznD0AwgKF6OXlX3Ill2ZakxuM8/U5IoBNc6JmM6nbguXgM85JQYIK36zyuc/sRwQDG6uVYll+BpInvrnU543a7efzxx3G5XFH2XbvdzjPPPMOdd97JsmXLora5XK5sDTcj+HSp33AEAgmJIfcIe9oOcuPi7WkcWeIsiHQGcbd3oHg8GCsr0OXkxNxHDQRo+tJXsJ08Nb7N29tH+y9/xcjBQ6z6p79HYzKl1P+we5Q97Qew+5yUW0vZVruZEc8ovc4Bcg051OdX0zISEtn6gpDJ4t32gwAIoUbJojT2dyjHwCqXd3x7cLSfrh/9JYrLhiankJx116ErrAwt5vkn9vO2N+FtbyJ/2wcw1a9G1hnQVyyeNrQYwH74FcYGlNIxAPB1X8BYt4r+p/4D98WjE20fegltXjHlH/zrebEImm5OnDgxRaDDCCF46aWXyMvLY+/evbS0tMyZF8dcYTd48Gmn+nongzr29PaTo4/j8Dm5Z8XNyHP8VLYg0kmg+HyoPj9aqwVpGgf70WPHaf3Jz3C1tgEg6/WUXLOd+k99Aq3ZHLVv365XowQ6EkfzBbqfe4GaD34gartQFEaPHcc/MoKxrIzc1auixE4VKr9uepmnml5CEep4VNV3D/0iJLaSPH5BRj4qGjQGfIqPyUhAhS/IVruHam9w/BMSEBztIzjaB0DQ1o+v8xySzoAI+mIK6+iexxjd8xhIMrqCcgp2fhjriqvx97cz8u6TBIa60FgLMFYvx1C5BF9/7Jl6YkggSUhaHUO7fhgl0GGCtkF6H/0KNZ/9OpI2NKNWgj5G+k7g946iN+ZTULYGjXZun2jSwcWLF6cV3mAwyGOPPUYgEHjfCbRfE+RSfvoWPn2Kn0dOPsPz517j73b8EfWFc3dTXxDpBHC3d9Dx6OMMHziIGgxiKC6m/JabqLrvHqRJGcFGT5yk6V++iohwGVL9fvpefwN3Rwerv/zPyBFhsH2vvxndWfhiGftv9/MvYigpxt3ZxcDut/EPDUNkZJcsYygqpPLee+haXcYLLbtpGmiO+10EoVlyLOIJ9FU2D3cMOsdfR7Y1dR4sEAHvlK1Td1MJDHfT/9R/0K/9BgQjFnf6LuG5eGTmNqYlJNBIEsa6lYy881jcPYP2QZxn95Kz+lqGe4/T3vQkSsSx6Dz3HLUr7qOwYkr5uXlNIrblWEErlysC8GoDDJuc9FtsBLSJu+0lisPv4s9f/Qo76q7kd7Z8BN0cmMoWRHoGXG3tnPqbvyPoco9v8w0O0vaLR3BeuMjyv/izqFls289+ESXQkTjONzO8bz/F27eNb/MPDk3sIMSU2WfQZqP5v78Rf4Cqim9gkH2P/5i+N3XY6ozIxTpUmZBIzQYhqPAFxwUapopybKFOkmA6hUKK+t45a3aiepwIZXrB8nacQa6up/XkI1MWohTFR+upR9GbCrDm16dxrJljdHQ020OYcyRg1OCiK3c4tCEtJ2dsdrftAwk+t/UTmekggt/MJe8kaPvJT6MEOpKh/QcYPXps/LW3rx/nhYvTtje4572o1/riotDMWFVTtrsKoMCh0Fahp7tEh5BACk2ZU2ovkivsE2vjMRzd5iEi5AUiBIbq5RTd8nBCC4OSRkdf2+4JgZ50wxQI+lp3Z2rQaaW9vZ2f/exnDA5mP1purlBR6TWP0pE3NPPOaWJP+0H6nZk/xgsiPQ3+kRFGj52Ydp/+N0MXrqutnYvf+d6E4E4WXSFAVRk9eYrz//0NbKdPowaD+NIUMKBT4I49du5/YxS9P2TOSIdQl/knngrE2J869je/Efg6ztD67x9l4MXvjN1h1Ii/6ONiWbYF+/CFMXFWGf+2Efs6hqe/Ac8HgsEgL774IoFAYMZF2fcTMjJl7nwqHPlz1qeiKhzsSi6CMRUWzB3TEHQ4Z1xQCdhsOM6d5/Q/fgllcqKZGOYLxelkYPfbDLy1G0kjI4JptJsJqBwIcOMBBy9ckzf79iQJtxz7Qr98Ln9BcDRWaPPYbyPJGOtWYapfg3rhl8R+VgjvO/+/9YULF3C7Yz/5vd+RAKMyt+6Ub7fu547lN2S0j4WZ9DToi4uQ9dOHFBsrKzj3tf9CcbsTn7WOzbLTKtBMCGdDl588R3raPpYT24F//stVYpiXX0H5B/4cn2cEoU5vtzaaS+ZoVKkzMjIS9fr9PptONFFSprg02kGPoz+jfSyI9DRozWZKrt0ebcKY9Oe+1IqvP7M/UrJIQMXg7PxDw5y2Grlkip6dRF72YcPA5YSI+Bt2NNN8/CdcPP6zGT/n845M2eZ2dDPQuZ+hniMEA9mfwZom+dS/31zrZiLHl1pMwWx4u3VfRtt/35s7PC4npw++RcupwwSDAcqqG1hz1Q2UVtXP+FmhKCjeqW5p40gSjrPn0jfYFJh8CUoCFBlGrem5/6qSxE8q8rlx2MUmuweTKsYXzee/XXoqk4+XbtCOfbQloc8GfXaCAQ9anYmAz86lk4+M2aknWjVZK6hf/RDm3Kr0DToJli1bxu7du1EU5TdOoCFk7jAF9Hh0c+daeGbgQkbbf1+LtH1kkKe//+84RidWfEcGejh3bB/X3fcJVmzajqIEuXjqMC2nDxPw+ymraWDllmux5hbQ8dgTDL79TvwOsnwRxOp9JEfDszvzsFnTV9E5IEu8VGzl1QIzuYqKXlX5g85RZC4vs0es4yUlWE0kqh2h0nzkB3gcPVNa9Th7OLP/6yxa81EKytfG+KzAbe8g6HdjtJRgMBcl3f90mM1mtm/fzu7dl4cnSiYwBLVzKtKjHntG239fi/Tup38aJdBhhFB56+mfUlrdwOtP/ICB7rbx99qbT3L0nZe5/vaP0P/4E3M53KSIJTiqBM/tyMMeKdBptEkGZYlhWQNoeK7YSlCW0KuC1U4fi73pMa/MNYopuTSmx9/6R7Ra05hpI85NWqi0nn6M3OJlUZGKtsGzdJ57Dq97wm0rt2gZdSsfQG/MT2H0sdm0aRNWq5XXX3991lVT5jsSUpRdWsCcCjRAt7MPb8CLUZeZqNT3rU3aPjxAx4WmuO+rqsKuX30nSqARAqGqBHw+XnvqRwTjRObNVy5V6UMzaDHmfpdBDuSZOJpjZH+eiR9U5fOjijwC83haHe9w+EpzknsiEirBgGuaFkOoip/h3mPjr/vb9nDhyA/xuvqj3ADtQ+c5f+i7KMEEojSTYPny5WzdmvlcyGEHpsi/uUYae54LyAoXCnvxaYPhN+aMx0+/kLG237cibRvun3blVwjBcF9n+AVCVSNseAIFlY5yw2W1KNZdEpoVCin0l3ammZU3m/W8WGTNQKezJ95vGMg1Eci3ZKxXx1DIVjnUdYiOc8/EGEnID9vnHmSo+1DaRzA8PJz2NiMRAlQhYfMbaXfms6+/loMDNQxnYfFOQkKnail35lHosc65He50f/xUDLPlsjN3uBw23nzqR3RePEMw4EdvNLFi03a23ngfeuPEyWGyzFz2RoixGIc4t//RPD3tQqK614vmMlDrUaucGXGOQaxuDucauX3IiW4eHauYZiGjDnd1IcF8c4x308dI3wmaD38/FCQzLYKh7iOU1qY3FWZ/Br2OwpdMv8fKOVtp1HunhivYUNRFjn6aRfc0U19fT/Xaev776I8QCGTk8Qx2c0GHrYt+5yCl1uK0t31ZifRwfzePfuMfUYIT9k+/18Pxd1/l9IHdXH//b7Ns/ZUAFFfUUFxezWBvZ3QjYsy3MpwFLpZAR2wbzg+5n9X2hB5H59MTfUepjorBAA6LhiPLTVyqmuTTnEEf2ci0CLXeAKudPvRCYJclipR5pNKT8JXm4qmdtFiXseMksA8l5v3jcfYghJrW4gQ+X2ZFUiDR6ZoaNKUKiTZnAasL018fUZZljEZjKLOjEOTm5nL11VePFzD4QwP86OhjOHzOKfbqTBJUg/z8+K/5wrbPpL3ty0qkX/jJ/0QJdCTBgJ9dj34H21A/W24IlUu65q6P8tyP/pPg2GdECiv5ACN5Osr7veiVjOZsSZjwaecyyXz//iL8uhgXdqaER5JC5iFAKwQf6rPT6JpYqJnP9jMBeMvTEImZAYQaxDZ4lvySlWlrM5MirQqJc6MluIKxg52GvBaEAFmW0uIKaDab+cxnPoNWO71kXV27iZUlK9nTcRZvwM7xngOcH7oUVRIrE0iSzOHuEzh8TnIM6TX7XTYiPdjbgW145se3A288w5K1WygoqaCsehG3fuRznNj3Gm1np8/BMR1CAodVR5FtTOzJvlADLG/3UTUQ4NBKMyeXRtgBMxllFnHB3TrkihLo+XBMJhOZFEoCJEWdt+sMo/2n0yrSGSmDNXbwjg1W4gwaY8xWQ0dcAB//7YcpKczD5/Oh1Wr5+te/nrJg33PPPTMKtDsQ5LEzXRzsGSGoCiCHfP1N6PUH8AfOIER6F2cnowgVm9fxmyvSI/3dCe976sBbyLKGM4feweeJXZkiaeaZAoVtz1aPys7DTrSK4GhjZm2skRhUlU2O6JM+XL1lPmPsGcW9qHTmHbOAczixoJpEUVN8coxLxGVk1gVwBI1jvvLSpMAmiRyzjtKifACMRiPnzp1L+To0mUxUVlYCoChBOi+cwet2UlBaMR6UFlBU/vvABdrsoajPcFfDPhWjYTMG/QZU1YnHtxdF6UhpHDOhkTXkG2deC0uWeSXSve0XObH3NQa629Hp9CxZs4VVV+zEYDJjMCV2dxKqStOBtwn403vXtLiiZyXzZTYd5orTbk4uMRHUSnOSDKjcp6BTQ1dCpDjPt+MC0bNp/YiL7Advx8bnGcTnGcVgyk9Le3q9PmNFZastNvo9OeO/9+Q0tg/duCxq/5MnT6bcl8fjQVEUWk4f5t0Xf4XLYRt/r7Sqnhsf/DRnfHra7O6QG2DMVmRkOReL6Ra8vv34A6mPJxZCCLZWrcdqSL+30LwxIZ547zWe+s5XaT5xgNHBXgZ62tm760ke/9aXcNpHqF7UiGaGx50w6RZoAJ9hagTffHps1gcEdT1z58QfHDtzJs+e55tAT0GAbtiZ9WjReFw6+QuEmp7kWA0NDWlpB5hysufofDTm96Ed+8HDv7skwZ3bG7hnx5Ko/ZU4hTAS5Y2XnubVx74bJdAA/V2tPPODr3Ggc3AagY5ONGXQbwDSny1vVemymXdKgXkxkx4d7GXPi7+KuRI7OtjHk9/+MghQ0pw1Li5ji2OReIwyeWMFSoQEQY2ELji/LvS5HE+3XsuoVqYweHkF/ABYWgZQTDacy8oRuvSFz6cD12gr7WefoWb5XcizLM20ceNGmpqaMpbDo9zk4kOGfI54/AwpKkWVOdz9wfWUFk41u9XW1tLZ2RmjlcRoPvJ23O/hcowyPDqMIPYiZhhJCi1iSpIeraaSoNI27f7JIEkSPzz6GEuLGqjNT2/elnkxk2469E7sisZjKT0dI0Nj4d3ZE0XNmFtZUCPRXGfGYQ5d3PNJpvsLI+65GR6YkCTeKDBPWTK6XNB4/Fgupa9QaToZ7NzLid1fovviawQDqYd1WyyWjKYqFQhsmhF2WE3cn2fhvrXVMQUaYMuWLWg0Kd4QVQV1hvwYTnfix8kfaCKozKbA8QQS0nj1cEVVeLn5rbS0G8m8EGnb0FSvjVTd5dKGFF0rL6iBtkojp5dYcJs046IN2RHqyWHfnaU6hvMiRDpT1+bYcblSzgVJ5rRFj5rB7jKJ1u5B9vjnpelDCXroufgKJ9/+MkNdqUUj2u32sZlj5n6ddiZudDnL4wdyaLVa7rrrrhR7mX6lI6Az49TnJNaSEPj9p5MegYzExoo146+l8P8mHdszg+nPiDcvzB0mS2IHOCuM/Qh9paaoi7mv2ICQfOQ758gEEzkkxk7bseHYLTKnG4xcc9hJUAP71lkzGnlYlVvOF277B9SgH/eFI9gOvoivPfkTfz6gdfnwm/TztvKKqvhoPf0YGr2F/JIVUe91d3dz+PBh2tvbkSSJhoYGNm/eTElJqDjB5NzSsyJOgUs3IV/svLXl6Ium9y5avHgxq1ev5tSpU8n1LWvJLSzBMRq7nuBo0SKQE5tvCnyoIvmsdXc33syDq+/g40/9yZSn/tDr0I1ESdN6QiTzYibduDFUPTscRXQ55MF1mzW01pgZTWNK0FTJcancst/BumYPTosGEafkFYBJa0Qzi6g2vazjdzd/DABZq8faeCVF139sXgpcIkx3rOYPgotHf0xX80sEfCGBOXv2LI899hjNzc34fD68Xi9nzpzhkUceobW1FYD8/HwqKyvTdz1JU1+aZANF2+souXFxQk1s2bIl6W7XrFnD5p13xN9BbxpPsjQTEhoiljkT+kyu3soNi7bxRst75BtyUIU6LsyqUBFjq2kCQa9zgK+9+x0CSvqyQs6LmbQSDGC25OJyjGZ7KPGJcaIXjfizMpOGidNLGVvE9Oslcpc3svb2zWicHfS7BvEGfQTVIBISZZZidi66ilGvnSemydh1dc0mhj02/Ioft9/DsHcUvxJARmZL9TruX3kbDQU1UZ/RFVUh6QyIgD+U3S3h0Wf/ZhxMMlVp9lDpvfQGva1vUbHkTl5//URMP+hgMMiuXbv49Kc/jSzLFBQU0NXVlb5hRPx0QoJNN2ylcG3NlN18Q8P0vPgSthMnUbxeTBUVlN9yE4WbNrJlyxYOHjw4Y1dGo5EbbriBxsZGAByjQxze/SIi4hwzGM3s2LqNX3UnJoqSpEOrqSKodJLI+VeXX8UHV93FX7/+77j8E+lpBSKmlUxC4lDXCR458Qwf3/CBhMY0E1kX6bZzJ3jx598InXAxvCrmLUJQPjjh8pYW/2CDhJSrR4z6ISBCzznh8zHO46bOaKLymm3Ufuwj6PNCIc/3xB2y4A+e/1vUaY7xke5T/PiB/xxfDAHwBn1oJQ1aTezTRWO0YF19LY6jr838HcPfJey8JwSSVkf+tgfRlVQh6wwMvv4zggOTFnbGHykjDkPE11CA7qAOrypRqFHIkRUMCTwwSJI0D24VSSBUepqfxarPxxcn25zT6aS1tZWysrLkTQuJIoHVamXlqlV4+/oIOJx4e3vpfXkXjnPnEf5od1BPewfDBw5SftstXPu7n8FoNPLOO/ELahiNRj7xiU9gtU7ER2y96T5WbrmW88f34XW7KCipYOnaK9Do9Lxua6LPlVgYvEG/gaCnm9BZE5//uOXvKDDl8fkX/wH3+AKuFBFTOfmQTNio37z0Hg+uvhNTGnJMZ1WkhRDseeFX4zMCaWxRKuuLhglg8Sjpc3nTSJCrRX97OVKuFqEI8ClgkMGnorZ5QBXIFUakfD2SUyKvdBUlNVuxVi9CY4h2PVKVAB5nL5IkY8qpGE/a4wl4GXSPTDsUr+LjeG8TGypWj28zaqd3bQIouuHjBIa68LY1MfMMZeJ2JpuslH/wLzFWN45vs3acZXSgHSFgRJFRkMiVVfRSKHlKAAmbIuNRZZxCYiCoxSW0hFL+wMWxSdV6o4dyTTCuJUbVa1ANWZ+nJI0AllXZ2HvWSLypgcPh4MSJ1FMhJMLWmhpO/83f4zh3PlTzcyaEoPfFl8ldtZIrtm+joaGBJ598EpfLFbVbQUEB99xzT5RAh8nJL2LTjqmmj9/fuIgvv3sWvxr/3JMI5RKRpBIkyYqq2mLvN3ZIC8x5vHVpX4RAh9+fmo9EnmRC9AR9dNi6WVa8KO54EiWrZ2hfRwujQ31Rs+fLZVaTjqT6UrEe7ZYC5Hpz1LUmaSUIB+5oZbSrJoWa5oPNfxp7yzlMA5WYcyooqbkSU04lPRdfY6DjPYLB0ImlN+ZT0XADxdVXoNfq0cgywRkWN9pHu6NEOhFkvYmKj/wD9sO7GNr1/VjfNvR18ksx1a1CDfoxVi7FuvY6NMboKK3cjbfQ9N4uzjoVfGMroBJQrg2wUu9lj8eCV8SaJk/kkZCAsz4DpebguBVy8k/mK8mduCIvI5u6BOg0gjyzH5s79g00JyeH7u7EUykkS76i4vnJL1D9yXvHtP3kZ5Rs30ZJSQmf/exnsdvtXLgQ8oqoqqqirKws6fFU5pj4222N/Nu+87gCU89vq05DvlFPda6JPF0vj56ILdAwsYbc6xigeejSjH3Hs4frZunnHiarIt12/uRlMWuOhceoQZVATlGspXID+rsqQCtNXZBJUDCECOK2t+O2tzPYtR+jtQKvqy9qH793lLYzT6Kqfkprt7OksJ6zgxfjjwsJiz41rwBJ1pC35TaCtj5sB6bavSWtnpK7/gBT7fRJhC5eOMNxByBkIk0c3UEdPUEtYtr1bmlsf4FHyBzxWbgiH4TPE3pHhBIs+Ytz8IUz4l1GAh1JrtmP3aNHTHLlsVqt1NfXIyfo8ZAskiSxadSOK2zSSFKkfQODKB4PmjHvk9zcXDZu3DjrcVXkmPjna1fy6qV+DnQP4w4qVFlN7Kgr5qqqifS0w+58Hj0mgxxpSwwjxv9j0ZvRxxHamdKgllmKqUtTUEvWRLq3/SKH38pcyZlMo2gkhvN0FI+mtoqru6Y4SqDT4cvqdfaMNTb14uy5+BrFVVv51MYP8ee7vhx/XBodW6s3zGocRTd+El1RNfZDL+Af6ARZxrx4IwXbP4ChYnovAKGqHHjtmQk/9XFvn7BYJyo8oeM5ENQwvO5ulhaY8A90IBvMWFZdw4jrIr5Lb6EE52smj+mRJGgoc1Jd7KZ7yEzbgBWQ0Gg03HzzzciyTFVVFefPn09rvxqNhg/fdx8X/+SLqTciBJ6eXqyL0hi2PkauQccDjVU80FiF2xtAUQU55ujF4ZZ2H4GBanRl7Uw1F43d5AM69GoOW6vX807bgSn9xDJ5RPLAqtunmEBSJWsifWTSKu28R5KQFRUxJqYmr4JGmRh/PImVDAZkjQbF6yVcBE4q1CEVT5w4mQw2CBMMerAPnae+dBX3rriZp8/smjpWJO5feWtaUi3mbriR3A03ovo8SBotkjaxR7/+7jbsY/6w0U9ZqR+jlubTbPq9v43aVk4tZfU78LlH6Gt/m8HO/SCy46mTKpIEOo1KXakTkxGwbGHz5s2Uloay/C1evDh9Ii0EJUWF3PeBB9G53bNz65MkNKb0F2291G3juXdaOHKuH6cngM+vIElQV57LzVtruWpNBbv2t/P46+dRlEY0Bi9yfoyoU1XC37Ka7kEXGxvWsLSoIabZQ5ZklhTW0zLSPl4FpsCUx0Or7+La+vTVl8yKSAshaDs/tqhxGXl0qBp5fKxBrYzZq6LIoI11r5EkGj71SSrvvpOA3U7rj37K4LvvoQb8SGZNWmfQUxCTHuPG+lCU0Or3R9beR2VOOb8+8zK9jtBJWpFTyt2NN3H9om1pHYpsSNx04rQNc/zdV9NuAnM7YgcvSJKM0VJE3Yr70GrN9F5K0DtlHiGNecqU5btZdfUWjJaS8ffS4no3dr5vClygtmcIx9OXyN16D7q8PAI228QgkriGLYsaMFVUzH5sEew92c3Xfn6YgKJGDUUIaO2x892nT/HdpyM9XWT8F9ahrWxBW9IButATsWovINC5FOEq4IfPneI/Pn8tf3XN5/jh0UfZ23FkPFil2FzAQ6vv5pr6Kxhyj9A22olRa2B58WI0cnpjJ7Im0iKc5jLSBepyEOuxE9Kvkzi7yIrJp7C8PXbWPXvTGSrvvhNdbi5L/+gPaHj4tzn35v/iUfrnZPYcaV9DkjDnTNjIdjZcxY76K+l3DSII2dDmZkyxGehu59kffg2v2zXzzkmi1c08i9elOVF7NhjpO0HFohvGXzscjlm2KMgVbtYE2ykVoyDA23EGb+c5Sq/aSNfLh0O7JSPSGg31H//YLMcVjdsb4H9+dZSgGtt3OS5CQ7BrCcHuRUh6L0LRQNBAeHJzocPGx//xFe7Y1sCVtbfx4dvvo8vejVFrYElR/bg5o8hcQJG5IK3fKZKsiLQsy1TUL6W7NfQoJkWssF8WC4lj4xWyQJkmYk3SRR9erdWCsaYCb//cJ4vKLVyCyRq9ai5JEmXWkjifyBwBv48zh/fQfHw/Pq+bovJq+jsu4XU7MxJtajDOXAwhv3Q1Heeeu+xMHiFCXvqqEu0nnJOTM6PtdDLh/RfVVlPf+hp5gdHoACUBCAVhO0Hh5vUMHzoW2i7L07vhSRKWRQ3U/dZHyV+/LuHxJMLbR7vw+BXUadzvphkYCA3CFzsPtM3l55e7QnUqSwvN/PGHNrBscfqLzU5H1mzSG665dVykYSz+/XKYSUchxTZ1jFF4xRVTthVVbmK0P70JxyMJH8JTYgkH1XXUSV1s0F5k7eqHMtZnMng9Lp75/r9HFQge7u/O6G/vdTtn3EdvzKO8/lp6W3dHBc5MMH+iJOMR+aQEoXDqkydPzijUZrOZoqIiLBYLZrOZlStXYuo5xWDzaNwIUhHwUby5nPLb/4aB3e8QdDox19ZQvO0qRFBBCBVjWRmyTo+npweNyYi5ujqdX3ec3qE0VV+agf5hN//w3ff49D1ruHFLLfo5SnObNZGub1zHNXd+hPdeegxFCc7ncz8+EuQ6Y1e+sNTVUXTV1MWDvJIVaPW5BP3JJ3mJR6zzs17q4j02ckHUcSlQg7HPzzW1aesyZfa+/PjUCu4ZZnSwl3PH9rF8rJJ8PKqW3o5WZ6Gv7R0C/jFTQfjgjpuCpDginl30hjzyS6N928vLy9m0aROHDx+eYsqyWq3cc889mEwmrFYrsiwTdI4ysucxnD/7IS7fzF4v7nMHqLvlYQo2rJ92v5ylS6Z9f7Z0DjjnbH4XCAq+9eQJfvnKWT56SyO3XZ1+D5XJZNVPeu1VN7B07RWcO7aXvS8/jpKhUj+ZQqPVccUDD9Lz2JMEbCHRlSSJ/I3rWfIHn0OOUUlGkmSql95G6+lHpzYYMxlAbHPKTCelBQ9lDNFHMQoaftnUwTW1Ux/TBt0+BFBs0mfcJu33eTh/fP/UN+bgCnv10e/Q1XKGqoZGGlZuQG+I7V1QVr+D0trteFx9SEh0Nr+IfWiSh4Q0UY/GbK0kGHTj9wxn+BvER6OzsHj9J5BiLFjt2LGD8vJyjh07xsDAAHq9nuXLl7Np06aoiL6ArZ/uH/81inP6iNRIFMcQituOxpz+un6JMur0cuBU75z363AH+PavT2I0aLlu09TcJekk6zGxJksOi1ZuZM/zj2R7KFOQZDmOjTwUo7/1pvuoufY2qm66CdvJUygeL5ZF9dOuXLvtXXRdeGXqG/GEalIKzbi7MfmBXMIkeUOJcICgKtjdPsCO2pAN+r3OIV5u6aPPFVr0LLMYuWVRGduqi6Y2niacthGCgbkr8TWZpoNvc+bwHvQGE1ff+iCrrtgRcz9J1mDOCRU+LavdPlWkIyhvuI6C8rX4vXZGB87gcXRjG2gi4BvNxFeYgimnkuVbfg+NNr5L2/Lly1m+fHnM93y9LdgOvIDrzHuIYAq/TZYDgf7qm+9m9ZnmsdfOs3NjdUYnOFkXaYALJ6Y6i2efSeHCEeqYV1jCxp23s2pL6CKXdToKNk4NABFCxXPhKK7zBxBKEF1FPe22AwRV7+QdQ135gxj77ehGXEiqIGjW4yvNI5gXcmMTk3yFbVgZEIVUSf0IJNpFBSfVpayXzrJEbmdU5Ix9JvS5bkcoVHxXSx9PnuuKEvw+l5efnmzD4Qtw6+LylI7YTBjN1pj20WQXt2aFCM3o33rmp5ituTSsnD5wJ7d4OVVLbqPrwktT3qtouJ6C8rUA6I25lNaEzVv30Xzkh9gHz6R79FNYvP4T0wp0LNSAD/vhlxnd/zyqM7knAEEoLdFbBRZ6rBbqz77Mg6vuxJxilOps2HOsi87+mdcbMsLYrKh70EVnv5OasszlxM+6SJ8/vp/3Xnki28MAQuYLkyUHp20EacxrI3yHDEvIhmtu4+pbHkCaIeRW8TjpffTL+LqbJ6a5p3Zj0co4l5ajWKJzLsjeADnnepAi8g7obB50Ng+e6kJ85XlI41F3ABL7lLW0MtXQ/Ia4CodqYoR8IoNAyi1G3IEgzzb3MHkhPKyRz1/o5ZqaYiz69J8aZmsuNUtW0948aeE0S77yh3e/MKNIA5Q37CS/bDVDXQfxe0bQGfMoqtw8xVsmkpLqKzIu0pJGj8FUmNRn1ICP3l/9C972MyRrV1eBYzlGXi0wY9NpUBGcPv8GLzW/xR9d9TBX1cw+tDsZnnizeU77i0Qdq3orSaCk5FWSOFkX6UNvPpd1rw6tVs+n/+4baPV6nLYRnvz2l3Hao21zkiRRXFHLluvvmlGgAbp/+rcEBjsmNoyZHaSAgrW5F9vaGpAkTK0DEFTRegNRAh2JqXMYoZEJWowoYyGup8WSmAId5qBYz+QovWtqi9nfNYxPie+S4ldUjvSNck1NZtyMrr7tQfo6LuLzRixMzeXPH3FI+jov4fO4MZhmdtEzmoupWnpbwt3klazEaC3H68ycvTTRRPeR2A+/jLfjLKkc9F+V5XLKamB82XRsAqMKlf9673vsrdrAxzY8QKklcyazMKoquNSdvsX3VBECWrvt1Fdkzi6f1costqH+kPtVNpEkPvnX/4VWHxI/a14B9//uX7F8w9Vox0KZ9QYTa6+6kXs//cW4C06RdP/yn6MFenKXAQX9sAtj9wiGQSeGUTca7/Q5QMxtg+Q2dZLb1IXfKdijbp7pi03Z8sKFXi6OTh8sIgDbDGOZDUVlVTzwu3/N0jVXII8tdM1ZEE2MfqZLkjO7rmSWb/4s+iRnukn1ISc/x3KceDPpSVEQeLPAwgmrAZVogY5kX9dR/viFf6CpP735QmIzf1x2/+fRI1zoGM1Y+1mdSasZqAeWLLd/7A8xTppJ5eQXceMHHmbH3R/D53VjMuegieGpEQvboZfxXjo+4376Phtad/ILNRq3j6LmToqWDTJknDzbnV7snr/Qi1k783350gxCPlsKSiu4+UO/SzAQ4MKJ/bz2xA8y2l+YyJuBUFX0RjO//M+/RhWCkspaNl57OzVLps/QlwxavYXV2/+Scwf+D5etNS1thnXJJYwYA76kC80GRvtJZhYdBH5Smc8Fc2IVbIJC4R/f/C/+6trPJZ3uNhke2XVuiskuWyiq4Jl3LvKnH9mUkfazOpPOKypLKBosUUSMv+lYuvYKFk1jk9TpDVhzCxIWaKEqDL/9q4T2TUWgw2iUIFv79k3amtiF6g7OHNF5YsDOX795isA0ZpFUCPh9HH7rBX76//6c//vbT/Pjf/0Ch3e/mNY+4hFpogp77Pi9btxOO16Xg47m0zzzg6+x95Un09uvJNG49XPImtktrEXGegnALuXwi+Cd/PGrJ9jV0jdttZ2o8SQ5+9ybb+KieSJUOlH+893vJbV/Mjjdfh5/PXv26FicujiUsbazKtKyLLNq6860tBXv1Iu3vaSqnuvu/2Ra+g4TGOpGeOLnS0jnQ/1yWyhUNVP23AGPn28ejp93OlkCfh/P/jAkgvbhAVRFwet2MjLQk7Y+4iFH+A9P70UiOLL7BTpbzs66z8Col6G97fS/foH2196eKIOWFiRKGMGLAXcwyONnu/jesUszesj4ui8gkiyQejA3dHNJ1iTlU/y82bI3qc8kyo+eP53xxbpkyLTVJevVwldt2Tmrz6cS+1W1qJEPfPZv0CeRoS2hsSTwa013qksRf9O3IdCqwQjn6MzYdM8MOaZdZEyGE++9Rk/7RbIRqbf9jg9x20c/x1U3P0Bu4fS5SoQQnN7/1qz6G3q3jdYfHmb4vXZsx3rwHgNj84aUv3pUVrex3zpUb4Zxj5/DPaOcGph+Ic0/ECt/8vQMa1MPfT43lL6bfCQHm+Y+eGUmhkY9GbNLZ12kD7z264T3TcicIWkJ5DWg6mL7La658nru/tSfJmzCSAZdUWLpF6U4f7H2icewoTBiz8ygCuiwpScpftPhd7Kz0CNJ6I1GapeuQQiBfah/xo/MZjHbfrqf4X0d4981fOPWuIuQPLlJC3UsgQZoEdVRTQngva7pH7ll41iEYRLJ6HMjbtLJJrEvMOYltX8iBIIKI47sBUTFQwB/9513M+Lvn3WR7rzYlNB+CX11SUMgpwahNRPMrUHVh9xiVFmHKutZsnYrO+75LTRxql7PFtep+NWPU2UiilCK+nNqY2ftSjd6TXpOEedolsKmheC1J37ID778efa9mtiEwGxN3Z1q9HBkDufos1Y/kFoOi/BvHsaHnuNqIxPz6BB23/RpFUyL16MxJxd0sdHumXmnGEhI3N14U0qfnQ6tRs7gtGR2OD1B9p9O/yw/6yLtsscvCBlmJoEWWhOKuQx//hKELrwQKRHMqcZftJJAwTICBUs53WnnRz/6EWfOZCbIwHH8jaRmKYkQ/u4TgSwS75Zv57ElHx7bIXOzU6NWpjo3PSYhS05+WtpJCSEI+LyIBL2JGjemVvhA9QfxDcT3jBGGiPfiPRZGvA4KCS/6KCnupZhnleuwExbbiUK9ZZbpq7rLWj2F143lck7wPN0+6qFGP3HTStQ3+8bF2zHp0l99RZIkjPq5yT6XCgfejyKt1U+fkD0RCVK1FhRTMUzxG51kNJA1DA8P8+KLL7J/f4xEP7Mk6EhvnujJ1/DRog18b8VneLd8e9r6mI47Fpcjp8mHOV0LxJnGklvAkrVbUvuwLMfJZRE6DyV1rG55gqvcMgIDgfHb81nRwLPKDWORpJN6kEgoACln3fWU3f9n6MvqExBqCZOs5e92/BH3r7yVAlMekiShnaHyyJ3LbuAzmz8y41hSZc2Suc+BniiGDKQvzXrEoTW3kNHBqXefpKQuBSHZt28fq1evxmJJn9lAm1tCcHRmm2dyRDzmagyMjtmiJ+fxSDd3LSlPaw6PdVffyMl9b+AczZyrUjrQ6vQpm8NkrYy5Lh9361i06qQq3lp7Bb7yMwktI4RD/4n4b6N0iR6plGZRH7Fn6L3r6kpoyE/sXLY0bsXSuJWgfQihKtiO7MK+N2wKkqKup7ytd5FbWMEHC+/ig6vvQhUq7aNdfGn313H5Q+sVQggEAgmJz275GNctujqhcaTKA9cv4cA8XDwEuGP7orS3mfWZdHHF1DR/yc5FVf0kG2KkaIerTk8SckVROHfuXJI9TY95WYozsASpcnUhCyVaoDMQrfdgYxV3L6tMa5tanZ4rb74vrW1mgoAvNRtsmMKrapAi7PiR5gHZb0E3UstsFntXS+djXiA3NcTPIxIPbW4RuvxSiq//GMW3/x7agvLx80mbU0jRjZ+g8LqPRn1GlmTqC2r46o1/wa1Ld1JsLiDflMtVNZv45xv+NOMCDbCyoYiP3BI7q182WVZXQHVp+suwZX0mXd+4jgsnD46/nnL+SRpUrRk5ENv/WNXnImJlAUtAvDye2V2QkzEv3czwaz9Oa5uR9shaVzufbfoWL9TeSWtOZpKNayS4OkPpSnPyiiaCSoSYu8x3SVBYNrvqIabKXCruWUH/GxcJjoSyHYaEOhSAbuhaixTU4y++BHL8hT7Jb0ISGlS9K0rTi6URQiHR0vh2GSgyJRYRGI/cDTeSs/56AoNdgEBXVBUzP3WYUmsxn9zwIJ/c8OCs+k2VD9/cyK9ePTdtxa65JN+q58u/m5kbVNZFesmaKzj4+rPYhkNmAiGHTjah0aPq81ANeSBJaDyDaDxDIMIntoxizEcxT5pBJDizFELg8/lm3jEJdAXpTfEZurQnEIA14OT+S0/y42WfYNiYftucRpLQTlO3cTZU1i8jt6AE+8gASKGc3POrpqXEmiuvm3UrloYCan9rPS1fj4wKlcKWaQx9K9D3L0Uxj6CY7KCCHDSh6J0Ikx3DwDJkb2hhUNV78BVdxF/cCkAQLePqPOYnX5kz/YJhokiSjL4kswns04XN6Zs3Ag2h2b3RkBk5zbpIa3U67vrtP+G5H/0XtuF+AvmLYy5oKKZiFGMhUtATmoXpzDDL0ulHjx6lqKiIdevWzaqdMJIkgUYLSvorzETaKHVqAEvQQ7qd2iQgKAQ9Tm/C9s2k2pdldtz9MV78+TdCJdMga2lKY7HhmltYvHqmxFWJoXqnPwckoUXrKkHrmrjRasfsupG3ZtlvwtSzGjloxFt+lhYREtFin8AYVOk2a7hradXk5ucUIVScI5dQgl5M1gq0egvBgBvXaDtBvwO9qZC84uXTzsyTZdSR3gnWbCnOz1w+7ayLNEB+cTkf+7N/5dkf/ScXhgLENZVLMkJnSasd9rXXXuPAgQNIkkR1dTUbN26ktLQ05fZkUw5qEiWIEmfiOw8bCuiypqeoZ6xJsy6BVKypUrtsNfd95i84vPsFWs+eAFTKqhcRCPgZ6o2fOTCTmHPyuPGBh6ldvmba/fxDbkYOd+O+NIxQBaaaPAo2VWGsmPA9ForKyOFuht5ti9tO2E49OQPfdO5thsHF+Aq6OCk3sn40yHV9AU7ka7i3O0BtrRcyU6cBgLMDF3jt4h56nP3kGXPZUb+VLZXrkGWZ4Z5jdDW/iN9nI17RWpDQG/OoX/0QOYXpqXeYqVlrqtx0ReYKiM6bbypJEnd+/PP88Dv/i90Tx581Qykt7fZQOK3NZuPs2bPceuutNDY2ptSWbDBnRKSlsfVzgHP5K1L27phsQplMmcVIVU76/Vuj+qhZxO0f+0NUVUUIFY1Gy+HdL7L35bkT6YLSSuqWrWHRqo1U1i+bcX9Pp43up5pQI3J+O88N4moeouy2ZeQ0luDtsdP1xGlUX2L+2PHEOjKEaRwhY225ko+qOoxqKP/GxhEFSYLB1y5iyDdirs1PqN9keOTEMzxzdlfUtiPdJ9lYsZpPLb2atlNjZe/iCjSAwO+zc+Hoj2nc+ocxiyV4uuzYT/ejuPzIBi2GciumipyoG2Akc1WpOxEqis3UV6Y/ujLMvBFpCFVG+eDHPsX3v//9rI1BURReeOEF+vr62LZtG9okw8dlfWYFDsAvR/iWT6qBmAyxQtHvWVoxZ/mdZVkm/NRUUJzBqWAE5px8NlxzKxuuuSXhzwgh6HulOUqgx99TBf2vXkBj1tH1xGlSyZ85eQY9IdrR2+WgkSkP1QIQgpGDXWkX6eO9TVMEOsyRnlPkubrZrCExc5VQUdUA/e17qFv5wMRmETp+9pN9YxtC/3E0hdao9EVmSm5YNOW72Zzzx9zxJx/aiKoK5Ayt5cwrkQbIy8tDo9GgKNnNNX3o0CH6evu55957MRimD7iJRGNMvwvOZIq9g9Ez6QSFWmJsNwEWnQafoqKMXWBFJgP3LatgU0VBZgY9A/WN67DkFuCyZ8JUFMJgsvCJP/9/Sedt8XTYCIx6476v+hS6nz6TkkDHIpWKK+720bT0HcmuC29P+/4hxxCb8qyTgtOnxz4YcnsVioq9aYCRAx0ERuIfW/+Qm64nTlHzkXUYyydm1Tlm3bxZzvjL/3uX0gITt1/dwD3XLk67WM87kQayLtAQ+vHbO9r5r688xYoVy9l5y3LyCmZeHNDmFmV0McytNXO6YFVKn5WkkL15a2UhDzRWEVRVOh0ejFoN9XnmtEUXpoKs0XDzh36X53/y3wR88S/axJlk2JEkNlxza9IC7e1xhOzLsSwSkdYIf5bP2Qycbl326QJGBHZV4AcS9i0ZuybUgELXE6fxdiVY/kqFjl+doP5Tm9DlGlEUlW8/dWJeCHT4kukf8fDjF5po67Xzxx9Kb63HeSnS2Sbyx5dN/Zw4Yqbl/CDbb1yCQa+lpqGAgqLY3g+WxqtwnHiLdIeHA+wp28besm2oSaySayTYXFHAbYvKEQgKTQbM4/Y8DSuTeErINFUNy/nQH/4TJ/e9wZnD7+LzJFEJepJLX6iQ8MRNp3bpGjZcc2tS4xk50MngO62x35wHAhGFBGpQRU6g8k6iWPTTFeSQ0EmQ3NkjMOfVMPh2a+ICHSYoaP/ZMRZ99gp27W/jQFNf1mfSoRi56InNm4c7ufXKehrr01c2bV6KtMFgSLsPc6JEpYZUtAQcxcg6Jw6byktPngr9MLJE4+py7vrgWgzG6NPUtHg9hqpl+Dpnnzh+AolBYzHvVlybxCeg0KTnL65aRoFxdoEOc0leUSnb7/gQ2+/4EE2H9vDGk7FLa1UvXsFAVxt+nzfKdFtaVc+WG+7hwokDjA72YcrJpXHD1SxatWnMBj49zpZhRvZ14B90ofrnkSPuTCgCxRNATpPPNMA1dVdwcTi+l8rGolpkdSQppZQkPbbjqYV0q54g9pN9vLK/bawtKasBUfHWbt483PH+F+mNGzeyd29mqjrMhBASiteKGjCCKqN4rZPeB6EIzpzowesJ8LHfvXL8Pa8nQMu5AcSiD2Dq/Je0jSkg63im/t6kPiNJofDuy0mgwzhtI/i9bpau3UJBcRnvvPAr+rsuAWC25rH2qhvYuON2fB43Zw6/Q2/7RbRaHYtWbWTRyo3IGg0NK9ZP20fA76P5+H76u1rR6vUsWb0F9bAP18UspVSdLRoJTZrd0q5ruJrdrfu4NDLV6ybPmMNHtz6Mp/VNhroPkeijhaOjA5NamZLdHWDkWA+9QxM5zmVZQs1ClZbp7M42V3rzXc9Lkb7qqqvYv38/6hyHFCl+A77hKoQa77CMl0JBCGg5P8h//MMu8ovM2IY9OMcd7AV35+WQo3FEnIyRK/bJnVQj+vwYRWfjY9ZqeGhlddYWAVOlr6OF915+nO7WULVpvd7I8o1Xc99n/pxgwE/A78OaW4CsCZlrTBYrG6+9LaV+XvjZ1/G4JlINjBzsYrl5CyDNXfXyNGJdUoSc5hSeBq2ev9vxRzx26jl2t+3HE/CikTVsrVrPQ2vuosxagrL8Loqrt9LfvoeR3mMzN+qcneQEhtwU5RjojMidLcuhGXWmJ9WSBPlWAw63f9o14prS5HJ2z8S8FGlJkvjkJz/JD3/4wznrU6gy3uFqUJM70V1OPy7n5DunxDnvSjaZDyAkxhbkJi58SaMDnR4RYXONe4JJUObtZ7H9Ahdyl0S1E48/v3IZVWnKAz1X9HW08PT3/x/B4MSx9Pu9nNz3BoM9Hdzz8J9hssz+5Pd7PTz/0//B65449jIaFpnWRtyCLz+KttdlpF2z3sQnN36Qj6y7D7vXgUVvxqDR0nn2WY72HEFVQhMTSU7QOi0HCDsZpjSbFnDvomL+dzA6b7c05raUKaE26jX83gPr2L6ukv965AjvnYxdm1MjS2kPbMl6Frx4GAyGOZ3RBN15SQv0dJzzreC8rzGUCyfSyUBnoPS+L1Dz6f/Auu4GFEmDX4BdlRlRNFNPsrHXd7c+TePIzMUKZAl6Xenwjpg9ihJksLeD4b6uGXN07Nv1VJRAR9LT1kzL6cOzGouqKBze/RI/+9pf4nHaEaoa+hOCXE0xLZ7jHHHs4oTzTfp8bfMy+dN0BGyZ/c31Gh3FlkK0qp+Tb3+Zgc694wININTECtwGrYMI7ezMAY2ylkVVU4NHJEmiJAEPrFTwB1WuXF2OXqfhd+5bEzPbnSxJ/P4D6ygtnG7BNXnm5UwaGDd1zNXigOJL948rcdSzggs+M0XaIeoK3LgDQfoCZqxvv8m6q7XsPd/JqNOKEGIsojCUvwEgODbPKNYEadT7sBLgnrZnWG47x4u1dxKMKHAQ9pkO39KMsygemg6EEBx952VOvPcqLkeo8k5uQQmbdt7O0rVbaWk6gtthI7egmPoV6/F53HTNUKH7/PH9LF27FdtwP6cP7GagqxWd3sjiNZtZvGoz3a3nuHjqMEKoVNYvZ8maLWh1odndG0/9mKaDu+MNlpFADyOBiZlRn7+VIl0V63NuQCPN20tkAgmCc5TL4uLxnxH0J+F1MxlZ4C9qwdC3IvUmJPjyZ6/myTcv8Or+NmwuP3kWPTdeUcsD1y3l019+Facnuaro0/cXuhY1YyloC3KM/L8/vIY3DnWw53g3Xn+QpTUF3H51PQ0ZiDyU0iWAkiS9BezYsWMHb7311qzbE0Lwk5/8hOHh4TkRae9wBYo3kcfpmWb3obFqpT6smr1I0sQMcvoHg/jfUQa2mlwUaARCknDLRk4UraXXXIEiabiUuwhFDjn35+p1fPW61RnLZJcI7774KMfenRqpJoRAq9VNJFcitBB45c3388ZTP5q2zcr6Zay58npee/z7KMFwciZAhBI3qZOSWllyC9h+x4fY/ezP8bpip7mdDgmJeuMallkymyM8XRRf30DBxswmWvI4+2h67z9I2f9Q0WLq2IDWXo40i4f40luWkrdmIrTc5wvSdnGI5qZ+VFUlv8zK/+06i3OGJFeJEF4g3LCshH/8zFWzbi8WO3fuZPfu3QC7hRA7J78/b6cJkiSxadMmXn311TmZTWsMrgREOjGBBkFQlOJW12HRHJ312FTgoNfCzbX5SMOdmBQPmwcOcj6/kderb0LV6MZHdt/yyjkVaKdthKG+TvQGI+U1i3HaRzj+3mtx80UHA34kSR4/lG6njbef/Tk6gzFmEEu4DZ3ewCuPfBsRmSNirHmhTDWluOwjvPLIt1L+XgJBh+8sS82bL4uFxKF32jDXFmAoTu+jdiRueyezcRA3tW9C6yhltpZ/U81EkY+O1hGe+vkRbCPRueG35OhZvHMx750bZMThZWDETVBJbuzh4C6tLPHBG2fO75Ip5q1IA6xZswaHw8GBAwfGkvFkTqg1JgeSqxARTJ/Lml+txSSfRpYSscFN7/URFBIvttkwSxb0GvAILSNSkBxxDCm/ltyapdy1tILNFQV0tZzj0pkjWHILWHPl9Wh16XfD87qd7H7m51w8fXhcOHPyiyivXTJlVjuV6CW6YDBAUVEpQ31dod84xu/cevZ4GkefGEHhJyB86KXM52OZLSKoMnKwk/LbMicmGq2BVLyTAGR33rhAp+p+F8Z2pAdPfT67nmuiO044vNPh5+J7HfzDX+zkd7/6OqqYmBUn4rInjf1fWaGZ37l3DSsbMlMIIxHmtUgDXH311axdu5azZ8/icDg4cuRI2vsIpb4QGAs78I1WoPpjzUYSnUVHIhMUReil2CvB8fsQMbaFcAsZdxBAxWTvwWTvobTzCNIp2PeSxL5J43j3xUcBCUkjIxQFWdaQX1LBznt/K6Hsb7FQlCDP/PA/GOhuixJU+/AA9uGBlNp0OWxYcvJx2uaXn/KQv5sKY/rr1qWVsVPEdSGz9SNzi5Yha42oweQrGmkdYfPELDw7xrh4qJM3Xz1HMEbCq0icdh+PPdeE3T0xSdKI0Aw5OM2ETyPDH3xwA2WFZlY1FGUscVKizFvvjkisViubN29m0aJFGX30lDQKxqJOjMWtSNpUV8sn5whOxddbivhLZq/4ZajFWD4UVVUY7uvkqe98ldefSM3F8eLJQwx0taYckyuEGPesYOzfHqd93gk0wAXP4fnr6THpFBFJPs4ni6zRU7n4poz2kQgnR90E/UpCp9/RA6FAnEIBK1SJdUJivZBYjkws46ZGlvjTj2zmxi21rFlcnHWBhstgJh1GCMErr7yS9gsmVnNqwIgIRj7iJvJDTX0MlAiglQZnM7yMcubwO+QWFrPl+ruT+tzRd15OzwDE1EzK8w2P6kAVyrzw8pB0MiKgxj0djZXpDaKIRVndNcgaPV3NL6IE3DN/YAzFOgh9sy8e61NUen3BhM8biyooByonHbQcYBkyF1CRrAZ0OpnVi4q4+5rFLKnJn/U408llMZMG6O7uxuFIfpU+FQLO9MTdG+QLSFL2M/pNx8HXn53wlkiQ0cG+DI1m/mGW8pElTVZn0/pyK1UfWkPV/atil9IZI3/T3JTRKqneyrqd/0Dl4sRzciuWYRTz7NLQCiHGU+smioGpAh1GAuqQWeoMcktVAX/wwLp5J9BwGc2k3e7E79qzIeAsRCizXWhTMMrNGOV0JlnKDKqqcPH0YZat28qZ1mF+8MxJ2nodaGSJVYuK+cy9qymPyPinKgoB//wIlpkLAnhwKTYsmryQP/scenqYanIpvXEJ+qKJNZLSGxYz8GZLlEeLJEsUba/Dujh9SX1mQpJkKhbfiMFSQveFV/C5B5l2QVGAp/YQluadyErqSaAMcij7nj9BrZbGIxBiow/txPmmfp5//AT3fyy9aUbTwWUj0vn5+TPuI8vyrPJ9BN05BByJ58iI0QIWzVF0Ui+SlD5n+kwz2NPOO61mnn67JWr7gaZeDjT1ct+OxZQUmKmryCFf9GdplNlAIiB8HHO+ztW5982JQEs6meoPr8UYI6INIG9dOZYlhdhP9xO0+9Ba9eSsKkWXYvY7VVE5d7qPlvMhkV20rITlq8qQNYk9ZBeWr6OgbC1eVx9DPUfpu/RGnI40GDs2zkqgIbToV2PUcTFNwSoS0lhUsOD0sW7qlhSz8YqasVS384PLRqRLSkooKChgZCT+I1NtbS1tbcmF9EbmpPXbS6bfeUZ0+NUadNqp3hzz0dVWCHCIXL6+W4fL3xJ3v1/vvkg4PfMN2ucuHxvZLIj0PnArNoaC3RTrMm9OKLt1WVyBDqO16Cm8IvFCxH5fgJNHuulsG0GWJZY0lrJ8VRlOh49ffv8AA30TEYRH9ndQUmrlw5++IqEiFxCKaTBZy6louIHRvpOxZ9US6DzJubHFu4435ppo8wYIJjGbhuiyZLEuRyHghSdOcPJwJx9+eMuUNMTZ4rIRaYC7776bn//85zErt1gsFm644QZ+8YtfjOeiTlSsw0KtNTkJuvNnNcaAqMAWuBWDfAmTpon5lx0+hBCgInMiuBlXAgujqoBa6SKSUBDS5ZuIKFHCjmLl+noWmzZg0eRnvlMJLGk0WdhGPLz6XBNNxyMmDRIcO9hJaXkOsixFCXSYgX4nT/z0MA//0XYAAn6FowfaOXm4C7fLT3GplU1X17FsZXRBWY1Wz7LNv0PrqcdwjFwc367T51BSvBPnqcTGPdN1K0sSDSY9ze7kcoAk6vbX0TrCK880cfdD65JqP1NcViJdXFzMww8/zK5du+jo6EBRFLRaLcuWLWPHjh2YzWbWrl3LwYMHU2pfZx1C8ZtnHdAi0ONVl6OIPKza/YAym3qxGUFBy4HgNlxYmRxcEo8iecwHWox9Yh59n0ywyLiWJeZNUdsyaZe2LClKW2WV0WE3P/rfd3HYJuX0GHu07++xh87JOI/13Z02Oi4NU1qRw8++vY+eiEoqoyMeLpwbYOs1Ddx898qoz+mN+Szb/Dt4nH14nL1otUZyCpcwvK8LaJ9x3PPF3fH0sW5uvGMFZmv287FfViINkJOTwwMPPBD3/W3btuF0Ojlz5kzS4eQhP+l2/PZiFE9+eGvKYw2IYoIiH60UCjKYT0J9KHg1TpFcMhiPaoCI3E3z6fukG6NsYbE59iJSJoRal29Ma7Tg7l3ncdjjJ10KXxbTfZfO9lHOnOyNEuhI9r9ziSWNpSxaNnUdx2Qtw2SdmGmnW3x7fLPPyxETEfq/YFClv9dO/ZLZrFGlh8tOpGdClmVuu+02Nm/ezPnz5wkEApSVlXHkyBF6e2cu2yPJKojILHKpZxk2ymcQQkYhB40Uch+cL8KmFaGFl5B3d2IDOqeuI0+ykSePZm5g84QK/ZJZhy9Ph2TQgBBorQbyN1aQu7o8bbPoYECJNnHMQCioaPIAQZbh+MGpVVnGBVfA848fZ+ety1m5rgLtNNkXjRUz+3BPJ+STr8Jqo46zrsxk/hMCJAT6NFe6SZX5MYoMUFJSQknJxELgrl27xmcMsU6GsF1aCKaUzEoNFa+6evyVRhrBLB9HK8/OVzRdLNaeYzhYkrBAh6y0EseVK9guvYoszY/H0kxh0kx/DqQ0mx7bXTZoWfwHV06/7yzweYMEgwl6OcUPUmWg14F3Uia5yYI+OuzhmV8d5+1d5/ngJzeTX2Sm+XQ/w0MurDkGVqytwGjSYa6ZfQpPFXAEFXK1GgwZ9r6QJImyytyZd5wD3rciPRmdThdzwTE2sz0BJEJxQhNnsyIKcCpXkiPtRivNjc/3dORLw2gJECA5m5sPIwOinLKE85FcnniUJKtZz0TEKWVdmtlkPSazDrNZh2uGWnuSLCGmSTZ0ZF9HYjUEhWB40M23v/Z2ROMhodv1bBM33bWCjVfWYV5SiPtC8qH/zqDKaZePPl/o6c+qlen3ZzZITBWCvm47lfMguOU3wZsKgKVLl864T6hEO8i6dAdrKJg1J8jTvYZmHgh0mAq5M6XPOcX8mGFkkg7fuWmDIKabRUtGTajeYIwULLJBS8GWxN3nUkHWyKzbUjPjTH86gQ6TSMa4mFaKsQVKv1/hxSdP0Xymn5Jr6kNmniQ55vByyePHrQq8avJRh6kgSRJKok8jGeY3RqS3bNmC0ThzyklJAp01vSYJq/YgBrkFiSAgZbxgZiJIEizTnEJDIgsw0QPWkd5qyPORoPBzwZNiyS4Vqj64BtOkR3xjRQ5VD65GX5j5+pPX3rSU8jnI5TEtE6Zr9r51EX2RmZoPrcWyKLkCyb6IADWLRsagyXzlIYNBs2DumGvy8/N58MEHeeONN+jq6pp2kUJrcqAG9QQcRczO9CGhkYbQSTMvWGaH5L6bRKjMV5ncnaHxzC8ueU7gUzwss2yJyik97QxVAhFQkHUy1R9cg3/EMx4ZGBnenWn0Bi3X3rSMR390aM76jEXYdt/WMowSVDGUWKi8fxV+u4f2HxxJKHNfpVHHQEBBAhaZ9eRV5NB9PrWUuIlSXV+4sHCYDUpKSnjooYcYGRmhq6uLo0eP0t8/NczZZDJx000bqSxfxPf/+x38vtTtX3q5a8q2+eDdASHRrZQ76FATz5fcIJ/HII1ViJ4n3yOTdPub6fY3Y5ZzyZGLWZ93Xey895HHQpKQTaFoNX2BCX2GiqPGw+3y09dtp+nEPLiZjrllhJPoh9Hnmqi4ZwXdTzWNb4vnMltj1HHC4SVfK1Ns1rH8piW8e3EQJYOpWdUY1X6yxW+USIcpKCigoKCA1atXMzo6SltbGy6XC4PBQG1tLcXFxeOzpZ23LufV587EdlNKAGmKOWEe2DrGkIBcaTShfS04qdNcoFpu+40Q58m4VTtu1U7uhg9hLM6h/7ULcfc11+ejNc9dSHFPp43jhzqwjXgZGnAw2Oeas74TpWFp8Xgh1zCWRYWY6vPwtNrGt8USar0sYdbIjARV3uh38Na392PJMWAfzVyiL3+GFyaT4TdSpCPJz8+fNnnT1msasI96ObDnUlQAwMxaG1IyRRQAbWPbxPwSOEmgTHMKWEw6rllXidR/kGDHe9NlyfyNofCaWrQ6Pa6WYVwtUz0VZIOW4mvq09qn2+nn4HutnDnRg9+nUFGdy5Zt9dQvKeblX5/i4Htt4wt18xFJgquvXzxlu1AFvp6pYemTzUlORcWtivHoSFUI7LbMZmKcD8n+w/zGi/RMSJLEzXev5Irt9Zw+1o3PG+TiuQF6u+O4aAmBEFC3qBCNVibo1+HoPgUiML8EmtBtxGWoR3JPvecU5xv5+p9eR45Zz6++/msG59nYs4Esa9DpQ1ncKu5uZPhAJ/YTvQSdfiRZwrKkiMKratNaDNY24uGn39rLaEShVduoh7On+mhcXc7ZU70pP+XNCRLc++H1NMSI3HO3j6LOYEoUwCmHd8ryiSSFUpDKUgIugilgH0m+RFimWBDpBMkvNLPt+iUAjAy544u0JCFJcPsDaygpD62u97Yv4dff/VeUGQu0zjGSzF//4b38+PkmDp3tQ6gCjUZm27pKPnXnKnLMIR9qr3tuii1kCqPZis/rQahhQUitmGph2UQWPEkjU3RVLYVba1A8AWTdmNtdmnnlmdMTAi3GEj+NDf3Mifnvq66RJfLyY9vkVW9wxp/Coyj0+GNfN5IkkV9oYngwzW6tEthsXpSgiiZNUaCzYUGkU2D56jKaprlAikut4wINUFbdgCUnH/voPCulJVTK8vX87ae2MurwYXP6KMozYjVHB7jkFZXhtI+mXNMwmzRu2s6NH3gYRQny86/9JU77SMozzxs+8PCUbZIsobVkJgmPw+6luWlsYXsemzOmQ1EEzz56nN//i51TzBj6BJ44TjunD/1WVdi4tYYj+6eGr6fEWBCOXq9B1syPx8fs3yYuQ1asraB8Gh/KHTdHB860N5/CYR9GkuU5rewxEwaTBa0uJDD5OQbqKnKnCDTA6q1TL7C5RNZoKSitTOozkiTRsGID1933CQA0Gi23/9bnMVlyUxLoqsWNlFTWJv/BWWAb8aCOCfPlKNBhhgZdtF2cqGQ+0Ovg+cdP8O1v7+PZQQf7bW5Gg1PNHhqTFlfe9EUCKqpzuXLnYjTa9Jyf4fN89YbKeXOtLoh0Cmg0Mh/9na00ri5Hjvgh8/KN3Pvh9axcFy0oQ30RbniSFBJrOcFDH24/AyfMqi07EjoRl6y5ghWbrkl8zGlk3fab+fgX/53SyroZ9y2pqqdh5QYaN23n7k/9Gbf/1h+i0Uw8LJZU1vKxL3yFJWs2JzECieUbruaeT30xhdHPDmu42srlq88hBOzd3cLosJuW8wN8/3/2cPRAB3abF3dA5ZLbz65BB92+wHiEpqzXUH5XI5u2N0zb9Oar6ygqsfDR37kSa+7sqr6ELwVrjmHctDkfWDB3pIjZoufBT2zCNuKhv9eOwaCjur4g5qqw0WyJ0ULiSLLM2qtuBOD4e6+mxexgzStkyw2JVQmXJInr7/8kDY3r2P/a0wz2zJwXeLZIssw9D3+R6kWNAJTVLubc8X3xv7skce+nv4jBOP0jtN5o4rr7P0nbuRME/NM8SksS5bWLuffhL44/bcwFQgjaLw0zOuwhJ9dAXUMhbS1DM39wnnPhTD/fPPcWOr0cnfxJAiQJVQgOOLx8sKEQa20+uWvL0eUa2FibT1+3jUN7o8+5ooJRtmwZZqT1HUbaJHILl/Lpz+2gt99KZ+sIjjHvj74eO71xUq1ORqORWb66nOtvX05+4dwFHs3EgkjPkrwC04xlhhat2sQ7zz1CMDhNOHVkHa9J5BaUsGnH7Zhz8hjq7aTzYtOkj4aSjoixNH75xRWMDsaxmUsS1YtXcMdvfX7cUyFRGlZuoLxuKT/99z8jGAyM95coeoOJTdfdQfPxAwz2dBCeIsqyhrLaxeOHoKFxHRuuvS1qlt+44WoOvvEsHpcjZp9rrrx+RoEOYzCaueXDv8cLP/2fOBkRZZBg884751Sgu9pHePZXxxkcmPBztuYY0Ok088pvNxWEAFVV8XrUcbtvFJKEV1FxrSqhbtKT6G33r2Ht5hoOvnOckYEBSou6KCvrRBISYuyksQ2dwz50noY1H2bZyuiKKl3to7z35kWaz/QhVCgpz0Gv1xAIKOTkGVm9oZKKqjwsOQaMpvlRMiuSBZGeA4wmC1fceA/vvfz4pHfGlrYlaYrQQki8Vm+9js3X3Yk5J5QHIrewGOmSPPEIHHGuh9u45s4PkVdUxqUzx1CUADl5RShKAI1GR+2yNZgsqadiNVmsrNt2M4d3v5DU5zbtuIMrbrwXjVbLph13EAwEsA33o9FqyC8qn/HzeqOJO37r87z4s6/jcTujxLWhcR3bbnsoqfHUN67jhg98mtef/AEinBtCkkI5pCWoWbySumVrkmpzNgwPuvjFdw/gm5TM3unwIcuhJzf3DFnt5jvjP9k0KdpHhmJ7aniGfk1NSRM1UWVIx64VSR57JWg/+zR5JSuRNTqEEJwdcnDQZsOztoB12yrZXlNMnmH+CfF0LIj0HLHhmlsxW3M58vZLDPeHwnXzi8tw2kZQlInKx2GhlWUN9376z6moi7aNFVeMLV7FOcklSaawrIqc/CI2XHNLRr7L1pvuQ6vXc+jN5wlOZzKIQBUqGu3E6abV6SgqS66wa3ntYn7ri//O+eP76O+8hFZnYMmaLVOOUaI0brwaa34h+155gr7OS0Botr9i83auvOn+ObXBH9hzaYpAh1FVqKjOo7fLFko/ernbqKchJ29qErT2M7/GNtAUY+8xhDou1MGAm9GBJnJK1vCdo5c4OTARzXikd5SXLvbx6fX1rC/LT/fQM8aCSM8hyzdczfINV+MYHUKSJKx5hfR1tPDaEz9gdHAiCZM1t4Ad9/xWTPFZvuEq9r/6a/y+2M72DSvWk5Of2XzFkiSxeeed5BeV8fIv/y+RD4TMFGlApzewassOVm3ZkZb2qhc18oHf+1vsI4MEfF5yC0uSNgOlg3FXuzi0tQzx+3++k5d/fYrzM+x72RCeWo+ZPoxGLSvWVETtEgx4GOjcl0BbKmN2FAI+O88090QJdJiAqvK9Y6186dqVFJqyX78wERZEOgtEimhZzSI+8sf/Qvelc9iGB7Dk5FOzdBVynFmcwWjmto/+Pi/+/H+nLHwVl9ew896PZ3TskSxauRGDyYzPM3MwQUHxzCaNbJJbkN1adoqiRvtvjzv1SOPv73ru9PtGoKNyWYtQyPet961GNykgaKT32JgAJ9QqCIl3egPsGuobP5QyRD15BlWVdzoGuWdZcm6d2WJBpOcBkiRRtaiRqjFPhpmoXrySj33hqzQdepve9ototDoWr9rE4tWbo0wKmUbWaLj2ro/x6mPfnXY/jUbLik3b52hUlx8et59AQIk2Y4znYg4Jt0YjcfZEX1bGNxcIVeB0TM3H4fdOnQ3HbUOACyOvDuVGHUoVkCbVFm21zZ/iGzOxINKXKeacPDZfd1e2h8HyDVfRfPIArWeOxXxfkiRu+MDD4wufC0zlhSdO4nUHYr85pjaZTMs5X3j12TN43UGuu235+DaNLrE0r6GHEIm31CtQY4R/TF6rNGgunxCRy2ekC8xbbv3w77Nyy7XIGk3UdKWwtIoPfu4fWLZuaxZHN7+xjXg4e6p3POfLbzrvvN7MkX0TPtE5hYkvCjsw0SXim9UivS03VyRXHSabLMykF5g1Wp2O6+//ba648V66Lp4dd2FbmD3PTG+XbUI8wkI9lknxNxIB+95uYcPWUI1Gk7UMJA2Imf3EVSFP6/gSnk035FkWvDsW+M3EmlvA8g1XZXsYlxWTF8qAaQObfhMYGnBhH/WSV2BClrWYrGV4HDNXmfExs7fG6pJcHl7XgHYsMrjX6eXdziH6XV4KTHquqSmmKmduK+nMxIJIL7BAFqlbVITFog/5P8Nlm+0ubYS9WiIMsSXVV9F+5skZP9ouqokbQDDGiqIcHjvTSY/Ti8sfpN/ti5p9v946wLU1RfzWmplzxcwVl6VNWgiB0x/EFyNz1gILXE5otDI7blk2/vo3WqDHKK/MJTdvYjZbVLkRSZ5+PilJEobSLTO2/eiZLvZ2DdEy6qJvkkCHebtjiF0t88eT5rKaSQshePFCH6+29uEKhATaqtNw6+Iyblk0v/1wF1ggHpuuqkOWJXY924TPO88KQ8wlYzk9tt8QvVgoa/TULL8n/mxakll+xedYYa7k6Bun8M5QRDaRQi4vXOzl5kVliY48o1xWM+kfHG/l6ebucYEGcAYUnjjbzQ+Pt2ZvYAssMEs2bK1FM0+SzGcFKZSf5M4PrGHF2oopb5fUXMni9Z9AbypGEDLZB1WJs33FPNp0I3vPCvSyzB9sXjyDwSMx3AEFhy+OW+Qcc9nMpNvtbvZ3j8R9f2/XMDc3lFKdO39SDC4Qn/ODLbTburDozWyoWI1RO/eh2PMJ24gHTzxf6fc5RSUWrr+9kSUrStHp4pcgsxat5JFTNi629SBJApc/vFDo5kz7MR57/Tz/8OkrkSUJJQ1mI2cgSM48SMZ02Yj0220DM+7zrSMt/P32FRi06a81FwuhqDibh3CcG0QEFAzlOeStKUNj0uE8P0jA4UOXa8C6rBh5mpPvN4luRx9f3/tDWkc7x7eZdSYeWn0XtyxNTz6Oy5fUai/OulcJYjlpGwxavJ7M3ziGBlwoQXVagQZ4fk8LJy8MArGFs2/Izd99by+adUXjlcVTRSNBgXF+5Pa4bES6M0bI6GT63X6+cegiX9i6NKpiSiZQfEG6nziNt3cicZC7bZTRg52hlKMRdrGBty5RdtMSrMuymx8iW6iqylut+9h14W0ujbQjEEhI43kp3AEPPzr6GBa9me11My/+vB/JKzBRUm6lv2fuiv4azVokScLriW0H93oDSLIUnWcjQ7z89Cka15SjnUaon3jjwrRtCGBw2EPBoAdD6eyeqDeWFWCco8neTFwWIj3s8dNuc828I9A84uRYn42N5fkZHdPgmy1RAh1GKILx2dDYfUL1Bul94RzVuQaMEQVq3+8ElACHuk/w66aXaRsNlRATY8dGIBBCIEf4Wj195pWERdrudfDGpfe4MNSKXqtna/V6NleuRSPPjwsrFbZfv4RfP3IsbqHc0E1tloEuY5N1a66Bhz+/nYBf4elHjtITUb3EYtVTXGqlrWU46jOZxO0O0HymP6Y9GsDtDWCfoShtGN+ob9Yiva4sfg3TueayEOnd7QMEkzhJDvWMpFWkPV12hvd14B9yozFqyVldiv1MDPPLNGMUqmD0cDfldyyPv9P7iAOdx/jeoV9i800/MxRCjM+oO+099DsHKbVO/8Rxqu8c//Hud/AEJy7a99oPsaSwnr+69nNY9JfnusTqjVW4XH7eevlcqBLLmBoXlVi5/vbl+LxBtDoNzz12HL8vBfdTCXQ6DSvXVrDjlmXjFYU+/cfX0NU+ymCfA5NFz+JlJTz9yLHQZ1KsrJ4KrmlEeMQR210uFlIa3CFeaelna1VmU/4mymUh0qcG7An/QEKAwz+zHU1VVRRFQZIkBgcHkSSJkpKS8RShwWCQoaEhbIe64YwzVLEDCNp9+N64lNL3cLeNpvS5y42zAxf4z/e+h5pAismw6SNM+DP+oB9Zkul3D6GVtZRaQheMy+/mP977bpRAh7kw3Mq3DvyMHQ1XYtDoWVGyBJ0m+ws/ybD1mgbWb6nm3Kk+PJ4AJWU5NCwtiio3dXR/Oy3nB6d+eFJ+5slsbwiwpDxI0eZCLJNq+FXV5lNVmz/+uqwyl7PHOsh19yEhsBuKCWoyu7hbWBy/YlC+1YBWIxFMINFU0DP7+IkOh4dhj39e5JyeVyKtCkHToJ1Bd+jgrCrORSNLBJOwiQng7JCTr753lgqrEVdAodCo544l5eQadDQ1NfHuu+9it08tTilJEkuWLKGwsJATJ07g9XhBCCwYWUYV1SRpU44cdpzFmfcj39z/k4QEOowQAoHAqDXwjX0/psPWjVcJiXDosMmUW0swag102nvwK/Fvwge6jnGo+wQAOQYrD6y8jVuX7pzN15lzDEYdazdXx31/563Lo0Ta7BtGIxQchmImSkqNld0GpLHfwvv2K3R4B+j42c8p3LKZpX/yR2jNodm032an96WXGT1yFDUYxKLRse1SKxolFAmpShp6cpdyvnhLKJdGmrFY9BSXWhjodZBfaJ4SLm8x6di2tpLdR7tmbEtnTc+N+esHL/CBFVWsLsluDpp5I9Jnhxz8+EQbI96JOm65Bh0WrYZu58yLhpNpGXXTMjqRM/aNS700XDqEwR8/j6wQgubm5ogNof9YMBBEwYkHKynG9QuwNFw+mbdSZcA1RJ8rxixvGsJ2am/QR/PwpUnvgRAq3Y7EI8DCJhSHz8mPjz6OLMncvOTapMaUSQb3vEv3cy/gvHARWa+n6Korqbr/HszV8YU5kuq6AtZsrOLk0S4KnV2s7XmNgEbP3roHEeFnfRGxNgKY/TbyvAPj7w0fPETz/3yDZX/yeS5++7sMvPX2lHwhOkLpPwUgC4Uq21n0iodT5dcl+Y2nm2SFbiQGo5b/+fIboX8btKzbUs31tzVGifUn7ljFkXP9OKZzVZRAXzC1BFcq9Li8/O+hFj67sSGrCZnmRTBLl8PD/x66GCXQAKPeAF0pCHQYSVXIG+mmuL+Fqs5T6P3upMxrOjRsZyVbWE4tpZgxjgtKKuSsKpl5pwQJuvx4exwERlM/PqmgeJ34h3tR/bHLd+3rODqn44nF5N/o100vo6jzI4VA2y8e4dx//DeO880IVUXxeul/8y1O/sXf4GxpSbidez68np03L2V1/9vIqBgUL0sH98fcV6MGWDHwbvRGIRjet5+Dv/1pBt7cPU1CJxEVHFLibMPqH552bFpNkNLiIUpLBtHpZiqeG+p3OKIArc8X5MCeVh75wQHUCC+pkgIT3/zi9RTlxhZhSQJJI6PNSc9MOmSOFzx1rjur4frzYib96qV+Amr04/FsvX4sjkEqes6gUVIIsx3ru5g88rCMb56tscLb5cBckz+rNoJOPwNvtOC6ODTuGmWqzqPkugYMpalXAZ8J+7HXGX79J6jeCS8bTU4Rpff/KabqicVQT3BubxrxUIU67jky4rXRPNRKY8nirI7J3dFJ5xNPxXwv6HbT8p3vs/bfvjLlPSEEI0eP0fviS9hPn0HSaMhbuwZrRwduZeJ4V9vPYw7Y6chfxaixDItvhNrRU+R7+tCL2GKpuGPfbMOM+ZMQefaXOttwFhZOHiUgWLaklfrabjSa0E1RVWU6uso5c24RQshxEvyJKJt7mLaWYc6d7mPpilICAQWjSUdBrpEf/O1NfOUnBznY1BtVbkzSyuSvKUKepY/0+Hcfa6bP5aXN5qY+3zL9BzLEvBDpUwNT7cOzQe9zUdV1etwWN5lpKspH0cswR4AV1GBm9osmtpO9FF5ZA0BgpBf7oZfwtJ4AJEyLN5C36Va0efFn24o3SOdjJwkMR19Yng4b7Y8cp/ajG9DlG0FVkfXp+Wmdp99h8PWfojqmzp4UxxA9P/lrSu/9AtZV2wBoKKhJS7/pINJzJKhmP5qv/403p33fcb4Zd0cn5ppqhKLQ/+Zb9L+5G8fZc4hg9GRj6N33gKnncaGnl0JPL+lEQoIIcZWFgl6vCXmgAGGlXLHsEvV1nVGflWWVupputFqFE6dCN/OYQh1j0VMIwctPn+apXxxFVQX5BSbWbq5Gr9ewzmykYUMN5/sddHfZUcuMSEvzkXVydHuT2kwVTxaTuc0LkVbT/ChRMNwRV6CTQQA9DKNHgwUjlRRimoVYB51+hBB420/T+/i/IfzhWZDAP9CO/dDLFN302+SsvyHmzMJ2oneKQI8TELT/+Mj4VasvMpO/sZK8taknnhp6/afY9j3LTD5Y/c/8N+Zlmxn0OdjXfhiNJKOk4fjPlrDniF6joz7LNw/F58PedAbCT4ySFFM8vH19uNvaaPneDwmMjs7tIOMxlvgoPNyrP3IdVy9axU+/tY/wuaHX+6mrjZ/zuaqin4uXanG7Q2s6kUItSSohy+vE9CnsK+6wecejB0eH3ex+5XxUu1qgBome+lwUrRx7Bja+kJoasiRRYU2PnTsV5oVINxblcLh3Ii/HbDXb7B6dXQMRzvt6tCymEksaZtIoAl+/g/6n/wfh90z5oiLgZfDFbzG672mKb34Y8+INUe+PHpp5ZTs8bv+gm/5XL+AfdFNy/aKkh+rrbcG2/zlmEuhQnyovPPUlfsZQ0v3MBTvrr8Kqz86jKoDzYgtnvvxV/MMRuWeEiBaPsXPhzJf/dULI5wsRAmcsL6fuhu1IGg05eQYcttBEo7R4eExsY34MIQRlJYNcaquJet9idrNl0wmOn1zByGjexDGJLCaegO2zYt8Aqk7GXWxgdHkeTDZ5zEKoN5Tlk5/FEPF5sXB4U0PpeBh3enznZ/l4EzGAK1iWHoEGkMB+6NcozuFp70TB4R76nvh3PO1N49uG9rShpJCAZ/RoN76BxKI1I3Ecez3hu6UARE/ii15zyabKNXxs/f1Z61/xeGj60pfxj4zGFomwWIeZzwJdWsKKv/kLJE3I4+JDn1iEyRgSaVmOL9Dh17IcfT5ZLS42bzyJ0eBn84ZTmEyhp8RUF+nkgIq1x0PpkaHZL2oR+lmqc0x8ZFV2n8LmxUy6Id/Cp9fV89NT7XgCs7f9OK1FFA7PvmR7MbnkY53yBDU5ACNRNEaB49izCX1SBAOM7nkC00f+Hnf7KMP7OpLuLzxw++l+SnY2JPVR94UjJHK7DDt66eabuAArSpbwxe2fzeoYBna/Q8AWseZyuZTG0mgov+VmQCAUhbxVqyi6+kpk3YTnRNB7lquvPEp7RyU2u5Ux03Vcaqq7kGUFVZUpyLdTUjzxZKHRKNRW93CuOfnF3clR63p7gPxmO6PL8iZduMnNpm+sL+W+5ZXoslxZfF6INMCmigJWl+TyXHMPr1zqn1Vbo/mV5Nl6ZuXZAVBKmp3YPYkJ9PjubadQfW5GEjFzTIPinskNKpqArZ+gbeasg2EE0Gmcf5F9NzRsy/YQsJ85G73hMhBoa+NyVv/LP6HRxf9NVcVPf9vbGA0qSxe3JdSuyRhgyaKJyUakpUeSoKJ8AHdgLXqDmQtnEz//Yn6HLjcar8LQusleKIlzoHuYGxpKKcpy1OG8MHeEMWg13JSGaggBvYnO6rX451MOB0kgfEmaBIRABAN4Z5kZTVeQXACO+/yhpPYPSnAgju9qNtlef0W2h4CsjxC6y0Cgdfl5rPu3r0wr0AAXj/8MCD09xZqchtdFp/ubvK/Z5OOeD5anlAkw1uRneHWM4LEkfgNHIMhzzT1JjyXdzCuRBsgz6KjNmf0F7zXlcqlhM+2163AbozNaTTubjXhzEHvM/VMxdaAmlsErEl1RJbI5FxFM3ZQgyRJ5q5O78QklEBVWPBMvF1qxzZO0jmEkJJzTRJfOFdbFi0N2ZlW9LEQazcTvGAz4aT17nAsnD2Ibnni6ddu7sA9GPyHEE+DkkOntMeFwJH+twFgKgbF/KwYZkYZKN4d6RgjMUI4r08wbc0cklrT4+IaeoSzOIcze1Pyw+7HhwE0uaZiRS7rkpF2SsK65GdvJvqkr1YkiS5TcuARtTnILn8ZwcEoC9lMJyAv78M7S1SmdCAR9zgFyDZkL8JkJd0cnbb/4Zdb6TwVjcSg/zfF3X+XQm8/h9UwsOheWFlBZY8Fo8pKJe3Je6Ups7vScP56iac75JM7TgKriCSpZtUvPS5G+ZJvdDEjvc5LjGCLH3jdtro64jK1ESIAT7xSRTmXh0FiZjxgqIWhPxNYmocnfyuB7ecD0ic7jYWrIp3hbPcby6UXK5XLhdDqxWCxYraF9jdWNGCqX4OtOrO8dNi9rXX6+WZWPS6uZN0I96rFltf+2n/2CoNN1WSwWhkc3YpbZ/ezPObnvjSljHuodwuuysWp9LkKMJW9K429tG2jC5ZdBzD7HjaM6PS6XFp0Wiy67MjkvRdo/y8cLCSgebCWWd0Iyp5QATtOOCT0FzGJGJksUbatD0vwJPT/9W4gX6KE3krPqWtz9S/APzs7tLzDgxtNpw1BipvniBfbv38/IyAiSJFFWVsbmzZs5deoULS0tqKqKJEnU19ezc+dOCgoKKLv/z+h99F/w93cwk5eHBBQEVX6va5Sv1c2PHLwAezuOsKV6fVb6DjgcjBw+Enoxj0V68qjOOjsJ7I0dlJKTp2XluryofM2RUZ2zH4yKWXcKk3Ezbo+R2bjSaoKCaf3EEpxNb68uQpOmMPNUmZciPa0mhE92EUr8IiQpZO+LsKX5jDnY8srIs0WHx6ZyqL34GcVFPtbkPy+BLt9I8c4GzHX5QD6Vn/wqA89/k8BA+9g+MvqSGvK3P4il8Ur8Ay5Gf3oshZFGE3T6Gdx9ibcOv0OLM9o7pKOjg46OaJc+IQQtLS1cunSJzZs3c9VVV1H18NdwXzjCyJ4n8fc0E4/wz1UUVKnxBuiYBzl4Aew+Z9b6DjqdiLBb4mUi0G6TTEAX/7F+yYqctCTUnw4JlbVrznPw8GoURSZVoc67YGNg8+wSmtXnWbhjSeoRu+liXoq0Ro7j0z85Hl8IJCHYcOhtTmzcRlA3IQ4uc8G4SM/2PtjDMPWUJZzzQ1dkomTnIjRGLYZya9RMw1i5hJrf+S+C9kEUlx1tXgka80RJrZHD8UNrUxn3ZIGeCSEEBw8epKenh/vvvx/Lsi2Yl26i/X8+jeKKbT6I9FP9eI+NLzcUzwuTx+LCuqz1rS8sRGMyhhIYzVORjkQAHeXxvYCMJg0G49zYZYsKbGzbeoT9h9bi86f2RGmwB8k/OxqKPowZRDT2f3HO06WFVv5ky5Ks+0jDPPTuADBqYqxKxDnRtcEAy84cYeOBt6K2B/Whx6V0SMUQDgYJCdRMl1v+lirqPrkRS0MBxoqcuI+C2txiDBWLogQaQPWnL5FLK6n7m3d1dXHiRCh5fmC4F8XtIJFblEUVGOegcGkibKlcm7W+NQYDOY2Nl4VAA1ysM+MxxV8N1OqkmU/+NCGEwGJxU1CQ2oJ/+Cy1dnuofquX3IsOpIBA9quY+j0xv4dEaH1elqDSauT3NjTMC4GGeSrSCSXYHjv5lzUdQe/3sfj8SbSBUNCGDNTVVGO2pm9lv5U+7LgI/8Lx8krnb6yclY0uZBZJD04xlowpxYvr1KlTQHKTYpcs4c2yDS9MjjG7RX9dl1qz2v90hE8Jn07i9BIrTsv0D9UedxAlgdJVsx5XRJS8y51igQ0i3PEE5LY5qXqnl8o9feRdcKD1Kuht/vETu8xiwKLTUGI2cOeSCv78qmXkGOZPcNa8NHfc31jFns6habVFVhWWnznKxkO7kSUJQ9DP79blUrVsMSXm0CPSK6OXxoUmVSwYWUMdJQlGHypOP7okXd4iyV9fweBbl2blGx3GgA5PnDzCieB0hmy62oIKdAXlBEZ6484Mw7LcVlMPUvK5QjJBr7OfshmK2maKgM1GYHj65PjZYPKv11xnJqifea6mBOHI3hHKq41U15nGM9OldWwRg7PZcnA4Zu+hMTlkXOtVKDs4QN/GYrSyxAcbq7muPn3FODLBvJxJW/VavnDFkujBjdmfdX4f647s4QO/+hZb972OJuKXXVFTPi7QAFardVazWiN6rmYFxeSN56iIGtLkLRJorbNfNKu4b0XqvtER1FIa+keKTeXmhoKAJEki76p7makxY91q7vrwVzFosr9wKAEdtvTZ95Nl+NDRrPUdj8nnr8OiIahP3OFZUQRdbR4unI1ekBVCjP+lA0kCVUhTsuql3F7EvxW9jHdlIfduruO/blwbJdD2UQ9nTvRwvqmPQBrNjrNlXs2kFUXF4wtiMupoLM7lG7es5/nmbk7029GNDFH13ls0XGxCGyMnR97qVRiKouP0a2pq2L8/dkmhRFhEOQYSf+wxVOQkHTgSC0tdAQ2/s5nBt9twt44ggipqUAlH4SZMjVRMm24AWyA1L4fVq1eP/zt3/Q2oHgcje54Yy4MdTgYsoyuuoWD7g1gar0CSNTSWLOF4b1PsRhMg35CLisDpdyVV0DYSSZIx61J/XJ4t7o72rPUdSTzZDGgk2itSi+wd6vdTURPEmjNVPsJCPZvJkQAK8u001HXR0lrD7Jf+J1q4684VbLyyDk2Evdnj9vPojw7RcWl43DPPaNJx9XWL2Xb9kln3PVvmhUiPOnz86tVzvHWkE48vSI5Zx41bavngjcu4v7Ga+xtBKApNR95kNIZAawwG6n7ro1O219bWUlZWRl9fX0p3+UqmJmeJ9PCIWpaUoPy2ZUn3EQ+t1UD57RPtCSFwtgxjO9SFf9iD4lcgEF/ADGVWCjZX8dH6LfzgBz/A50s81FaSJOrq6li7NnrhLf+qe8nZcBPu8wdQfW70pXWY6lZP+fwdy67nZN/ZlAR2RckS/un6PwVCRW3PD7bwrQM/I6CGfvdEakxKSOg0Oq6oWp90/+nCXFWVtb7DuIwyI3k6VAkKbQHMXhVVlugt0jNQNLunnZ4OD0tX5qCqIm3lqiDa5FFT3Tsm0unh03+8DbPFwIG3L2G3eamszae6Lp/vfO3tiCozoTF43AHeePEssixx1c7sll3LukjbnD7+8pt76BkK2TGFENhdfp588wIvvHuJG7bU8tCNyyjINbLib/6S9kcepe+1Nwg6naHH8DWrqf3YR8hZGvuOd8899/Dss8/S05N8ohTNDNagcOShpJWp+tAa9EkmMkoGSZLIWVxEzuKJYJGAw8fg2624W0dQvcFQGPyiAoquro2qd/jxj3+cZ599lr6+mStuFxQUsHHjRtasWYMmhpeNxmghZ+1107axvmIVH115Bz8//XxShXt1spbPbPrI+OsSSxElliKKzIX84vhTNA+3ggCdRseyogaahy7hU6Jt7hISkiRx34pbsBqyl+hfm5udRcucVSvJW7mCsycP0CyNjm8fKpgkyrN0kRzq92MfHWbl+jxM5qnnSSpBLpPqH2A2eYhdaiV5ahcV8vauZs43Je7xJAS8+8ZFtmyrR6vLXm4aKX12JOktYMeOHTt46623Ev7cj58/za93XwTCtq1YbcNHb2nkoZtCOSVUvx/f4CAaswV9fmILem1tbTzxxBMJjwsBV7Kc4hgLhpGnjLEih5qPrEtreGyyCFWguANIOhmNIf59t7u7m97eXmRZxuFwcPr0adzuUNh8Q0MD27Zto7S0dFZjcZ0/yOh7T+HrvkCXTsO3qvMIhpM1TXOIDBo9f3nt51hVGv9ppM85gMvvocxajGUsw+GTp1/glQtvY/M6kCSJUksRdzfexI2Lr5nV95gtZ778rwwfODinfRZv38byL34BgB9+5Y9xO2zp0riYFJXqWboi4mY0TT+JXh8RsWr4A3pef+uqWYwwhN6gwZpjYHgw+RQRkgQf+cxWFi/P3OLizp072b17N8BuIcTOye9nfSb9xqFQ5Fs8gQ69Bz9/+SyVxVau2VCFrNdjqqxMqp+6ujrq6upoa0ss9y1AC30xRTrMIHauuO/KrAo0hDLdJbJgWVlZSWXEcdu2bRtutxudTofBMHtbuuP4Gwy88K2xK01Q5Vf5VLeNX5Tn4dGMFcuYdKw0yFzXsI0PrLmdQlP+tO2XWadeKA+suoP7Vt5GryM0QyrPKR2vEp4twtW95wqt1UrVA/dRff+9ALgcoyGBhowJNEDe5Nl5Gm4IkadHZ9fs0xYDqKqakkBD6Cspv8lZ8MKmjUR5/I3zXLMhdVvfbbfdxre//e2E9+9nlHN0spzq8W3hcyiAgqsCtOb0+VOq/iCjR3pwnBsEITDV5FFwRfWsXPri4R8ZofelVxjafwARDJK7cgUVd9yGpb4+pfbUgI/B1348JS/JIm+Av2gb5LjVSK9Bi0CiZt2NVFWtpLFkCXmG+AE/iSJLMpW52Q/fjUQEMlud3FBayrI//WN0uTlTJixtZ09ktO+kSEm4JQymIkady4HZH8dgIHVrgSxJVNXkz3oMsyGrIi1JEpUlFroGXAkFZrX22HF7A5hTrAJisVj48Ic/zK9+9auZFxIlkIXEBbrpHQsLLyYPK0aCqBykmVtvuCulccTC0TxI73Nnozw4/INubEd7KL5xMQXrK9LWl7u9g9P/8M/4RybKF3m6uul/czfL/uTzFG+7Ouk2naffQXhj+0frBWxxeMEBSDI5Qw5KrtyY6vDnPc7z8fOcpAPZYGD1V/4ZY0nsR/CBnrnxLOnv8aLVSuTl69BowwZlpoqyGFu/mXIzliZ2GHut0ZkoqtxERcMNLNqg5aVfn6LpePYS7y9bWYYlA5OkZMjqc6HbG6C0wIyaYBixEHDs/EDC+8eisrKSP/iDP2DRotgVtEOl60Mnj5DBjJFKiigjHy0a2hlgj3Sa/CUllJenZ/bm6bLT+8zZuC52g69dxNM7u+oskZz/r//BPzw8Ed419ieCQZq//k0CjuT6cp0/yODL30tsZyFQnCMz73cZ0/f6G5lrXJJQAwEcTWfj7uK0zU0QjdMe5PxpB0f2j9DZ6g5NfCJ1WIR8q70eJeKaDa9PyBFVAkKJlOpXP8S6nf9IzfK70eotWHIMfODjm/jQw5vn5PvEonZR6uW30kXWRNrlCfBX//cuR88nV8vs3356kD/6z7fom0WhWb1ez3333UdlZeW4KEeKM4TEuqGhgXXbNtJqHOR1+QSvycc4reugdtUi7rjjjpT7n0z/6xdn3Kf32fgXZTLYz5zF1XIp9ptCoPp8DLz1dsLtBUb76X/6v0BN1PlfoC0oQyhBRCo1KC8D/INDmWlYYtxoaz8b/3wwW9Ncm3MGlKCgs81DV1soL4aqQm+Xl+YzDo7sG+HYgVFamyOeluPU27Lk1cY0fS1bWU7D0uKM2tfj0daSod8yCbJm7njijWZae5JPoKIKaOu186Uf7OPrf3rdrHw0N27cyAsvvBD3/Q0bNlBfX8+mTZvo6OhAVVUqKirGk+PPRNDpx9NpA1nCXJOHxjTVTBOwefH3zxxGHbT7UP0KckSEmPPiMLajPfgHXcgGLTmNxeStr4jZT5i+116fviMh8Pb0Tr9PBI6jryKCAaYG4MbHefJt7AdfAknCWLeK/KvuxbxofcJ9zncMs/SQic/EuS7r4y8UW/NmnzQ/FbraPXg8CraRwBQ78FC/n5pFKjqdhIQ8RahzC5ditMT3oPjAxzfy618e48LZ/jlL9ATpLWqQKlkT6dcOpm43EwLaeh38608PctuVdSCB169gMmgZcfjwBxRGnT56Bl1YjDqu2VBFY93Ux5bly5czMDDAgQMHorZLksT27dupH1tE0+v1LF4c36E9YPfi7rAhhCAw7CHoCeC6OIxwT8wUJY1Ezuoy9EVmfH1OfIOukPB6Ep9NKt7guEgPvtPKyIHOiTddfobea8d+ZoDKB1YwsPt1Bna/g6+vD0lvwLp4EYWbNmJrOjNjP7bTTfhGRjEU5EdtF0oA55m9uE7vQfW50RVX475wOH4Rgzio3nAEpIS39RS9bacw1KzEVLuSnHXXo8uPFjkRDODtbUEE/RhK66dkDpxvFF+7nd6XXk5/wxGCUbQ1fpHdFZuvYf+rv05//zMgREiMY6EKieYmJ8tXWdFoo+3TRnMJdasenLZtk1nPRz59Bf09dk4f6+ad11KrWJQsdfPA3JEVkfb6g0l5dcRj78ke9p6cflFBkuD5dy+xbW0lX/jIRrST0g9u376dFStWcOrUKZxOJ7m5uaxevZqCgplnI/azA/Tvakb4ZxYpoQjsxxOfocai75XzFO9chO1wF/ZTsZ3yAyMemv7+m7ha90VsdTIyNMRIgn677tZWDn3yYQqvuhJzTTWBkVE0JgNK/15kNWxPFng7Zhb8aQmLuwBf+2l87acZ3fM4mtxictbswLpyG7bDr+A4/nooww8AErqiSiStjqBtECQJjSUPY+1KcjfcjKG8YXZjSgcxk6HPkghRy1+/jtyVK+Luas0toHrRCjpbZvn7pAlJDl1zDluQ4wdtlFWaWLFxLRqtjrySVRSWr0fWJOYMUFqRS2GJhcP72nE7Z68hM9FyfpCt18Zev5orsiLSRr2WXIt+XKgzWV0otCYm2HOsC6New+cf2jBln6KiInbs2JFUu6NHexhIwJacTjxtNjp+Mn3iHqEouLvS44I1vHcfw3sjNkiQWwfmkuht6X4gVOyDjL77JKPvPhnjXUFgKLqQgepxEBjsxHH0NQq2P0jBtR9M84iSJBMnsyQhaTUUbt5M/W9/PO5ujtEhjr7zMkP9yRV7yBzRZ0cgIOhsc3PzRz+MyZJaKmGtVsPGrbXseeNCxk0fLecHcDl9WKzZ8/DI2sLhTVfUjv87tGiX2f4E8OqBdl56L86iWRKofoXB3bNvJ92EVtdljCXpyyES3QHYW8Fni94WmQM4qwiVkT2PhUwwWcSyqAEpVuGKWWAoKUZrtjC0bz+Hf/dznPr7f8Jx7nzUPiP9PTz+f1/i5L438LrTUDpskvdP3LH5FKp6vSxvcbKsxUnZgA/teKrdqZ+z5hZgNJmnbE+GHTcvY9mKsojE0ZlBUQUXzibn3JBusibSD1y3lEWVueOvJSk9VVRm4rtPn2Rw1DOrNpwXhtKS7zkTCMWHRp9Zm+1IM7hmTgOSHYSg/5mvowYz/ygcs3tVpfu5F9I3wRubvfj6+gnYJxbabSdPcerv/hF7xBrD28//Ao8rTa6asUR5smgLQa4jwPIWFyXDfkxeFbNXpWLAx/IWF0ZfbI+flVuuHTeBpIpGK/PQpzbz0c9sZd2magpLpuZpEZP+lxICgoHspi3NmkhbTDq+/Hvb+NitjVQWWzDpNRTmGTM+o1ZUMatFSwDFk9loslTx9jUxdOCHOFv3ZLYjAY528M6/nPZAaGGy/6n/yErfl374YzoefRyUNF3Y08xg1UCA1h//DAD7yCBdF9Pjpjldn0avyqpmJw0dHkoHfTR0epBj7K4LCmq7pk6G6pavZeOO29MyTEmSWLy8hHs+vJ6P/v5mJHNwWlFOVaxrGrK7eJjViEOzUceDNyzjwRuWcaFjlP985AhDNm9G+5QkiZ7BmV3eFG8Q++k+PO02kMDSUEDOilJkvQZdfvbyFMdDDfpxXHhtTu0Ozl4wZn/xOybu5kP4h7rRFyWX42U2+AYG6X3pldCLdC+0xJm9OJqb8fT04PI7U58tRjLdmIWgocuDLijIcwbJm8GiYvaq1ORXouRbMVlzWb7hKuob1yPPchYdi28e+RE9hX7K3MuZKRY98jgl8vyel+XrPesJlgCOne/nX350AP8cPFYIISiYIczTN+Ci81cnUX0T7nGuC8MM7+ug+qG1aHOyX3lkMv7R9vHERnOFOsl7MJwwfb5g2/8sJbd/ds76G9p/ABH27Ei3SE9zcINOF9aSQiSkNAk1aAQok7Q0x6VgSMCTKZIrNl9PxQ03zH5M03C46wQn+s6Qaywn2fN/uuMVFnBZk92TOusiraqC/3vyBIGgiiRJaSvBEw8h4PrNNQQVlb0nenjvZDf+gMryugJu2lpLvsVA56PRAh0m6PDT9dRpcldlKlghNYQQuDsPM6de/oDqA1c/WObX4RjH096E++JRdMVV6PIyP0jVm9mnwFhCLet0GMvL0OXkULNkJe0XTiffrhSuBB6yM+e4FGq7PAhZQlYFfUUGhgt0mHzJr8MY8zMXWOMN+vj63h9wqPskAI78PoI6P3JQi6oJognqQoEzKaKgsLyxHF0Wc0nDPBDpUy2DswrxThajXkN+jpEvfuMdWrom3BQOne3jqTeb+cJ1Synwxg8wCQx7CNgSr3IyV+gLagm6h0CZ27G5uuavSAeHuuh99CsgyZgXb6D4tt9Fm5M50bAuWzrxIhOTjRgiXbx9G7qc0ELxNXd9hF9/799wO5OL5JWkkB9l0YCX8kE/2nBV8LF8G1UDPqoGfAS0ic8ow3s6Wi5RsCm9ybQcPiePnnqO1y++iyIiKqrIgpaV76JogqgaBU1QR8FANfkD1fhMLqz2ImQ1CcmTBdtvWDrzfhkm6yKdaRv0ZDQamf978jgtXbaJemxjzr4ev8LBd9u4yWycNhw0MEvvkExgqd2K6nPg7UthJjUL1GAozkSjnV+mjiiEivvCYXoe+SeqPvmvyPrUavvNRN6a1Zhra3C3d2SkfSBKqK2LGmj41CfG38ovLufB3/87jr/7KhdOHsTn9RAMBlCD0yx0SxJmd5DadieGGYJf9cGJG0+it6Cux56g7PqdGIqKZt45Adx+D//05n/TYeuOaaoIGLzjg1O0AQYrWhisaAFADmop62ykYKgKSdWAJPAanSgaP2Zn4RT7tKIJ8Ku2x+lo6sSr+FlUUMttS3eyvmJVWr5LomRdpMsL57bEkdsb4N3j0VWkRSiXIgCJLBF42m0z7zTnSEiyjmRyaKSNcODgPLNJTyYw2IXz1Nvkbrw5I+1LkkTjX36Rpn/6F7x9/RmZTctmM5baaspuupGSa7ZPyeFhzStk2+0Pse32hwBoOX2El3/5f6hxEmAZvApLLjmRZs7cO+V1vI9E7qv6/fTteo3aDz80fQcJ8sqF3XTae6a3vY8PQEQNUtUG6ak/RW9tE9qAnqA2gNCETl6Dx0JN8yYMvpAe+QwuWhv3E+z3jheRON7bxPHeJh5afRf3rbw1Ld8nEbJbwgJY0VBIbdmEX2/Gg1pmOBkPe3xzLXGzJjzr1xXUhbfMaf9yxK1+3gS2xMF1bt/MO80CU0UFG77+XxRdPfuyT7FQXS4cZ87R+/KrqP6ZXUEXrdrIbR/9HEXl1UiyjCTL6I0mcix5IASVfZ6YAi1N+ovF5H1i7itJ2E6l7+luT/vBWa9bCVklYPAiNAphFfeZXLQvP4gqhW5mvXVNBPWxn/IfPfUcnfa5y3GddZEG+PxD67EYQ1d6trNOtQcUmnzz0w96JvQF9WgtxWOvMhyKNYbWDCLGJG2+CrWY7tE/Tch6Pcay0ozOOJznz3P6H/85oX0bVm7gw3/0JT78+X/mA5/9Gx765J+z9HgfpUN+cp1Tf7x0j3q2gSuROH2u5DxYkvgyfoMHe2Evfr0HZ+7gtB9/69LeOO+kn3kh0ktrCvjPP97BndsaKCswYzZm1wqzR6NmJXftbJEkibxV96LLjfQNzuwXCbqh/wTYLk3NKzQfhdpQlaGQ+UmYa2sy/ljobL7A4d/7Qy796Cd4urtn3L+wrIqymkUMv7EbEQxS1e+LacZIN4VXpC9pf2VuCnUPZ5yvTJyortxBAgY3SOECBrE/2O+auzzT80KkAcqLLHzm3jV8969v5NEv30F+FkvWXBh2o1xdk7X+UyH8BCLrLeSvfZD8dQ9habgGU+UG9EVLMtu5Cp5BGM1s1ahZI2n15G64aU76Kr76KnS5uRkXam93N93PPs+xP/pTBt99L6HPOC9cHL+jJmLWmA2ywUDpddelrb115StT//C0tplQjIHbYqNj8dGIrSKmeaXINHc5u+eNSE/m9quzl3JSVQVfeqkJW3bdI2eFrLfiGzyPp/so/qG5ydbnt4NvkvdX1mfTYQ8enYHSe/8YSaPD03oSX19rRruV9XqW//kX5mYlVQjUYJDm//4GvqGZY/U1aagMnyimigq01vQ5BwQnR1DNlkk/j9/kRNH5o7YLBOqknOnXNWRmzSEWWffuiIeaiZy8CSIBTk+AA+UyN7nnZyKlWISDgYQQ2M88S9A599m7fCNgyJ15vzlDkrCuvY68rXcx8tYv6Xvya+N5rPUltRTd9ElM9Wsy0nXeqlWYamvxtLZmpP1xxtxq1GCQ/tffoOaDH5i6i6rSt+s1el9+BVdbBgrVTo6wHKtfqC9Kb94ARVWRJXmKaM6KhO+joXDzu5bfSG1+Vfr6n4F5OZN+6s0LPPra+Zl3zBRjP1qTywtZDglNhvBjWWC0PSsCDeB3gDJpbS57s+nQb+dpPUH/k/8Pd/OhqCoy/oF2eh/9Ct7ONCUmioGsn6t5UOggu9unCrAQgub/+QYXv/O9kEBnqiiBLE/8jT1BlOy4Jq3drCxdOtZd5q/LyX7T+cY8Pn/lb/PRdfdlvO9I5p1Ie/1BHtl1NquPyeETIOhXQMn283ry+G2Tgynm7jsEPTDcNOeBj9Oi2AYJDMd2mRJKkJF3HstY3xkrSjsZNWRT1caovzly+AgDb0dkRky3wMXx3shbtTLtroirS5fTkF+DNPa/TCJJErIkj/9tqVrH1bVzX7l83on03pM9eP3pTbSUzE8ZWdd2eeHsEpPPJdGLG5HfeO5vMoofHBkMukscEfHf+MfB03oKxTtzZsSURhCYQ3dOVWBdOnWRuP/1N6M3pHkGtPSP/pDCK7aMu9rpcqxU3Xs3K/7ur5G16X2SkCSJL27/bEio59hdt6Hg/7d378FRXfcBx7/n3n3val/srqTVAwm9xUMSCJAFyCALEwzYDrVdJjHUbRwnbeKZtrGxHTeddpKZdtJOO06c8XSIp480Gf/jmngyzbhpMnFxTMaWMUaAbIINWELCgPVaidX79o9F0kralVbSrvYqPp8ZZsS9V2ePrla/e/fcc36//PkPSgHdjUm/+0Hs2n1LsaCEZBMLQwwKd5dnwTvLN2l9sWY+fTZ5Cgi3N5OOAD1hsCeyZFxJ9zts8tzM8QetaWgjw2BJ/upXk8/HaCgJVVIS9NGxF7EXFOAomqrLN5zAw8TFyj6wj8DOBgI7GxjtH2D01gAmjwfFmFjNwsXw2tz83d1Pc7rjLD9uOc6VnlSVCptKeZphdrAtDXfRoMM7aSUFV8cFxmfsFgNHD9dSuilH9/OlY00PMrmCcT+CLhstckedfhqKbe4nmQaXH9XhSsmr5/3h3FWwk218cIhL//Yf9J47z43XT9DX+j7mzKiilEm6i1asVsqOfoM1j/7J5DaDw44lEEhpgI72q8snaevtTEnMgKlTZTdaeXLbVzAb0pOiON33ObPkBBZXnDIeq9nA0MjYvEtJN1dmUhh0kb3KzvaqIBZz5NQ4yv30t6a3xtlCjY+EIU6uhmUjQNVJ2m3VmsH4UPxz4qz9HEKk5qLmu6OOG1tq6XqrOSXtz6Jp9J1p4eyZlslNitWa9IeF/obt+LbVJ7XNhbjS085b7adv/y81+WrKfUXU5lSxq/AOHOblzTEUTXd30o21eRiSNKNCCHjs/vUUBp1xr7ZCwJF7KvjrL9VxeG8FTVvyJwM0QNbeUoRJd6dpTorRmvZxBos77V2YNPLpVVSHC6HO7lDGhl24tuxP6etXPPsMjpL0pbwcDyc/a6Nv+7akt7kQb199b/LrVOWg/4v6RzlQ3pTWAA06vJNe5bLyxwfWcuz42SW3deSeSpq25NNYm8epD67zdusnXOnsozs0iACKct3s21ZIZWH8NIpCEeQ8sI72n5xZcn9SZ/abNFKlIz2EATJ0tmBzrK8Le0U9pkA+IzfbUWxOMtY1YM4uWpbXX7XtDvp/p/MlmQlS7XbcG1IztzxRE4taNG0JRWbn0TfUj9uammGwhdBdkAa4d0cRNouR5156d/6DY1AVwXcf30FpfmTppqIIaisyqa1YxLp/wBp0YvLZGL65fMUJlmKkrxNtPH1JorTRSEVxiwdMGWBK//sciNQ99O19DDUFDwjnk3Pvfj7+0Y/RklWgNo38u3amuwuU+SIX11QFaIFgPO3LZSN0+zm+aXM+e+pWL2hKpyIiY9Df+tLWyQCdLOZMhy4fIkamIU3v2K32t9PTmSij4UhpLYNdP6dNGx1mtDc9zxeEqrLmK19Oy2snlRB4a5NbaWUxqrIqCWYs7qZrPgKB1+omz5WdkvYXSrdBGuBPD27g4M5i7BYDihAoYu7cto21+Rz7ZhObypP/y5usa5iEjDSqw4Sj3IewJCc5yESg1sZGCF38JcNdl5LSbtzXMyTQb4OBrF2bUI0Kc500766HMWatidFAQj1J8LCpt7lqzZjjwNTK2rObdd/5Gyw5y7ekOKmEwJoTxF1dle6eoAiFL286lJR2Zv4TQrCvrBFV0UfyHl0Od0xQVYVH9q/loaZSLnzczRunO/ift67EfQjYfj2Ey5Ga5DG2fDcZlQFC52fM445+sDyzWxpYghnYVrsxeqyY/XaEqmB0mRFqJHCE23u5+vI5tJGlPX0XQoBqwLyqeKqE1sR5WsiTfVWBsRjH387FAKCNRVXEhuklWW5/vfH557AEfLS98DijfTdnNgaAtWAd7vrP03/u/xLs3MQJjl6kMnPbjOOj3ivWgnUYnMkp47RYPe+1MHTtWmSKZBrz0yyYEJi8HsqOPpH2nO8T/A7fvMc4THY0NMIj0xP4Z5gdPLrxEC+dfZXO0NTftKqo7CttZH9ZU9L7u1i6DtITbBYj1aUBXvrFhTnfIBfaeujtH0pZoM78XAmWTAc9pzsZ6Q4jVAVHqQ+jx0LXybZZc1BNfjvBz1eiWuPPG7XmurAXeOj/3SKWD884FUKo2PIL6W2dtSPh+bGKwYh1dZCBj6LuxsX0YDdrW/Q+IVCtFkxeD0I1kPngU1x76TuMDfRO+3aTPxf/gccBUJ1+uJ5A0p/oC8GkWGVFZn9AVEwWvI2H53+NFLr+q1/T/vIrUxsWtMpq+QmjEZPXgzUniKemhkDjzpjLztNlldWD1+qmK9wT95j6vE3cX7mH//3wBC3X3kcIherstTQVbcdtcbIlt5r3rrVyuacNi8HM1twaPDp4WBhtRQTpCWOx7vBmGE3gmMUSQuDeGMS9Mcj4yBhCVRC315E7irz0nO5k6JMBFJOKo8yHszKAYpr/I5O7Nof+D7smqzMvxar6YnrP53KrrT2641NfzxMUxoeGsK3OZ+DylfgHzRNc/Hc2TKbDNGcWkPfV7xFqeZ3Bj8+BomIvqcVeXodQIxcvR3kd4YvvzP/DJcDVcAhFUQmdeo3RUBcoCvaSWjw7HsIUWD1/AynU8erPpm/QU5AWAmEw4Nm0Ed/2esw+H47iomVbmLIYQggeWLuPY80/ifkA0Wwwc7ByL16bm0Pr7+PQ+vtitlGdXUl19hLyVKfYigrSa9es4kJbT9z9OX47XmdqKkHPpBinB19zwEHm3YubC2vNcZK5p4RPfnERRue4yETfsKoCLSr5k1AE7s25uDZkEbz3ABd/8MKM7008UKPOfWFRjEay9u2l4/irs/bZCwtZ/cUvTD/ebMNVuxdX7d6Y7dnXbufmaz9EG0kgK9NcKSqFwJZbhrVwA+76+xm/FUIYzSmrDr4QY+EwA1diXPjSPewhBN6tWyg48jAGZwbGjPSN2S9GU9F2usLdHD//GmPaOBoaAoHLksFf1j+G1+ZOdxeXbEUF6b31hfz85OW4CZjuayjSzXjZQjnXBrAXeQm13mDoxgDDXbcY7AxNZeGL+rFUm4ncQ+sIt4cY6bqFYjGSUeHDePsCldnUyND167S//ApaVAAw2GzYCvLpO3t+zr5YAwHcG9bTE7VqLVrWnt0U/tFhPDXVXPv5a9xqa8Ngt+Nv2EHgrl2oloUFRcVgwrV5Hz0nj88RhGP8XmMMa/SfO4G1cANCKKh2/XxsFQYDQlGm/T70wLY6n+KvfTVSRWaFemjdAZrW7ODNtmYGhsPkOLPYmluNUdXvp4CFWFFBOtNr45uPbOEf/rOZ0K2pecCKEBzcVcyeuoL0dS4JVIsBd83UtJ/Ba/3c+OWHDF4LTW6z5roINBVh8tgweeJn6cv/wiEyd9/FjddPMBIKYc0J4t+xnYFLl2l55q/id0IROEqKyd5/Dxe//wO63mqeXNGlGAxk3t1EwSNHAHBvWJ+0RQ2ehocYvvExty6emr5DG2fmA8CI2BfjVGWzWyrFaMRdU0X3OzHm/qfrbloISr/x5ys6QE/w2ty6etiXTCsqSANUlfj54bO7eeN0B+3XQzhsJhpqcgjMEbBWKkuWg7wvVjF0c4DR/mGMTgsmrzXh7zf7/eQ+cHDaNmdlBY6Sktir34TAGszBXV2FUBTKnz5KuKODvnPnEaoB98ZqTG73En+q2IRqJPPBpwlfOkP/uTcYHxrAFFiNvbyOwcstDHV+CIpC/7nfwNho3JzI6R53nkvegw/Q+14L46OzS0AZPR7QNEZ6epa1T+PhwfkPktJqxQVpAIvJQNOW9OR2TQezz47Zl7xVcuVPPcG5v/024asd06bPmX2rKH/mycm8wADWYBBrMBivqaQSQmBbU4VtzfR5uOaowCuEQujMr2N/v2rAWX1XKru4JBllpVQ8+zQfHXuRcMdUClxneRnFX/8zzAE/rX//XXqaT83RShJpWiT5kqRrKzJIS0tj9vuo/ud/5NM3f0v3qVNo4xruqvX4dmxf1iKli+FteoThG22RO+soQjXgP/B1DM75586mk7u6iprnnyP0wQVGenqwBrOx5U/dcKz91rO0/9dxOo6/ykgolPJhkFBrK/Z8nSVakaaRQfozSjEa8d+5I+k16FJNtdgJHv42/e+fZOD8m4wPhzFnr8FZsxujd3nu+JdKCIGzvCzu/tyD9+PfsY32V37Kp2/+lpHu7pT1ZbRfn2P40hQZpKUVRxiMZKxrIGNdQ7q7khIdP/tvrvz7jyJj1ymeR21062cGjBSbDNKSpCNdze9w6cV/ndoQc5Vl8owN6ahisBSTDNKSpCNXX/np7I0TS/ATGJ9W7Ta8dXU4S0v49O1meprnXsk5bfm/pEsySEuSTmjj44Ra349/gKJg8nrw39nAwKXLGBx2nGsrGe3tY3x4GEdxUaRq9+0Vo+HOznmDtNmn7wetkgzSkqQfQkQWtsxRGEAxmSg48nBCza2q2xpz6X40Z0X5grooLT9d55OWpM8SkUBCfe/m2oTbc1aUYyssjLvfmp+HK81lsKT5ySAtSTqS8wcHUQyxP+Aa7Hay98VOUhVPxdNPYMnOmhrXvv3PHAhQ/tSTKzbXzWeJHO6QJB3JKCmm/JmjfPQvxxi8PlXqy5aXS/HjX8OSubCqQ5asLKqf+ydunvgN3afeBTTc1VX4G3YsOBGWlB4ySEuSzng21rDxhefpPdPCcHc3lqysJY0dq2YzmU2NZDY1JrGX0nKRQVqSdEgoii5qCUrpJ8ekJUmSdEwGaUmSJB2TQVqSJEnHhJaknABCiHYgx+VyUV1dnZQ2JUmSft+dPn2a3t5egKuapuXO3J/MIN0DyJRakiRJi9OraZp75sZkzu64BBQC/cDFJLYrSZL0+6wYcBCJobMk7U5akiRJSj754FCSJEnHZJCWJEnSMRmkJUmSdEwGaUmSJB2TQVqSJEnHZJCWJEnSMRmkJUmSdEwGaUmSJB2TQVqSJEnHZJCWJEnSMRmkJUmSdEwGaUmSJB2TQVqSJEnHZJCWJEnSMRmkJUmSdEwGaUmSJB37fwamvpHZkWppAAAAAElFTkSuQmCC\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 2250\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 2500\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 2750\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 3000\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 3500\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAB2rElEQVR4nO29d3wc13mv/5zZ3gAseidIAOy9iKREsah3S7Jly0VOnLgltnNTrhM7vvkluXEcJ3Ga09wtX1uxLVlWbxYlkRLF3htIggVE78Bie5v5/bEou8AuAALbQM6jD0RgZvacs7sz3znznrcIRVFQUVFRUclOpEwPQEVFRUUlMapIq6ioqGQxqkirqKioZDGqSKuoqKhkMdpkNSSEOAbMB1zAxWS1q6KionKdUwdYgSuKoqwZv1Mky7tDCDEI5CalMRUVFZUbD4eiKHnjNyZtJk1kBp2bm5vL6tWrk9isioqKyvXL8ePHcTgcENHQCSRTpC8CFatXr2bXrl1JbFZFRUXl+mX79u3s3r0bEpiJ1YVDFRUVlSxGFWkVFRWVLCaZ5g4VFZXrEFlW6O50osgKxWU2NBp1bpdOVJFWUVFJyOG9Tex95xKOQR8AVquem26dz807ahFCJHyd2+nn2MEWerqc6HQalq4qZ8HCwnQN+7pCFWkVFZW4vP/2Rd5+7XzMNpcrwNuvncftCnDXQ0tj9oWCYXa+3MCxgy0EA+GYfUf3N2OxGXjkY6tZsLAo5WOfCllWaDzbxYWzXYSCYRQFertdeD1B8gstrNtczdJV5ZkeJqCKtIqKShx83iB73oofk6YoCgffu4LZoqOoxEbd4mJ6u5388N/eJxSSE7bpdvr52XcPYLXqKavKY83GKuqWFKPValL1NuKPw+Xn5z84SEfbEIqiQFSoiBAw5PDRdKmPyxd6eeCxlWkdWzxUkVZRUZlAY0M3gXGzYWBU1GRF4e1XzyMEmCx6fJ4gsjy9wDiXK0BjQzeNDd0AFJXaWLi0mLLKXBYtL2Ww30NPpwujWUf1/HwkKbFZJZpwSMbjDmAwatEbEkvbi788QUfb0PAbGv/+IkINcOxgCwuXlbBwacm0+k8VqkirqKhMIOAPTdimxBFhRQGPKzCrvno6nfR0OhECNBqJcFgeVcrcPCN3PLCEJSvLGOz3IkkCSSNoutiHLCsYDFrCIZnD+67SfKUPRQZJEixaXsKy1eX0drsBhfolxZRV5tHX4+LSuZ7hsSe4qUQp9dH9zapIq6jMlr6+Po4dO8aVK1cAqK6uZu3atRQVZd72OVcprcgZ/X28SSBVKApj5hJFQUgCx6CPX/2/o2i10qSmlGhkWaHhZCcNJztHt+16/QJmi57q+XnIU7wfBRiZuw/2eWb2ZpKIKtIqUyLLMo2NjZw7dw6/309hYSGrVq2ioKAg00OjpaWF559/nmAwOLrtzJkznDt3jgcffJAFCxZkcHRzl4pqO2WVObQ3OzI2huiZ+3QFejI87gDnTndf02ssNsOs+50tqkirTEowGOS5556jtbV1dFtraysnTpzg9ttvZ+XK9C6shMNhGhsb6e7uRqfTcfLkyRiBHnmEDYfDvP7663z2s59Fq1VP82uhvWWQ99++SFe7M9NDyQwKKCgIYNX6ykyPRhVplYk4XH5eePcSu462MjDkxShBhcVGmdk5uqiiKApvvfUWFRUVaZlRNzc3c+jQIVpaWgiHJy5ojUdRFLxeL8ePH2f9+vUpH1+209U+RF+PC7NFz7wFBYgEi3GXzvfwyx8fIhSc/cx1TjNsEXnvrUbKqnIpKrFlbCiqSKvEMOD08dX/fJ+OPjcQeeR0h/VcGCxi0G9iib07RqhPnjzJjh07UjqmnTt3cvLkycQLPZNw8OBB1q1bN2ngxfVMb7eLF395grbmwWE7rEJOnol7H10+YUFMkRVe/MVxVaBHENDf6+F/vn+Q3/vytkk9RlKJKtJZQDAU5uU9V3jz4FW6B7wU5Bi5fUM1D926AGOaT4z/eeP8qEAzThS7vVaKTC6KTGOLKb29vXHb6evr4+DBg1y8eJFwOEx5eTlr166lrq7umsbT0NAwY4EG8Hq9NDU1MX/+fADa29tHx1RWVkZ9fT0aTXr9dNOF2+XnZ9/Zj3PIF/NVOga8/PJHh/jQJ9exZGUZAIMDHn75o8M4h/wZGm0WMryC6Bj0cvpYG2s3zcvIMFSRTiHNnUN4/CEqiqzYzPq4xwRDYf7vDw5w8tKY2HX2e3jqjXMcPNvJ33zuZkwzFOo+h5fdR1txuAKUF1m4dXUF/UM+Onrd5FoNzC/P5VLbICiwoCJSr+HdY62RRz1FibsA3uGxUWh0j/7tcDh46qmn8Hg8WK1Wli9fTl5e3oTFvNbWVlpbW9m0aRNVVVXodDpKSkqmnOGeOHFiRu89ZswdHVRWVvLyyy+PeoAAHDt2jJycHB555JGsWARNNkf2NU8Q6BEUBZ7/n+PYC8zseuMCjWe74h53ozOyePnGC2fxuAPcsqMuoakoVSSzMssuYNu2bduu23zS/mAYfyCM1aSb1MH+2PlunnzlLE0dEYd5vVZi65pKfvehZZiNuphjX95zme+/cDphWx+7axEfuXNRzLZwWObYhR4GhnyUFlhYXlsQI3ayrPDMWxf45c4LhGUlIrjDX7MAhCRGZ6bRX79Br8E/IYAhcoBF66fcMkSOzodVF2AybdXpdDECHQ8hBHl5edxyyy0sWrSI3t5e9u/fz8DAABaLhfLyckpLS3n55ZcJBAIznkkLIdiyZQuDg4OcPh3/c7bZbHzqU58aXWAMBAJcuHABp9OJzWZj4cKF6PXxb7LZzA/+9T3aWyb3zjAYtQT8IVWgp4nJouOJz22ktCIvaW1G5ZPerSjK9vH71Zn0NGjuHOIXb17gwOkOQrJCYZ6JezbN49HtdRMygp1o7OFvfnSAcJT7UCAks/NQMy1dTr7x+7egjXrNzkPNMa8fL54v77lMkd1Ma5eTXUdb6HP4iI4pkCRBQY6RR3fUYrcZeXnPFU5f7kv4XhTiByUAcQQ6QrnZQV1uL9G6rAw/CsbT6qkEOvJ6hYGBAV5++WVef/11QqHY4InoGe9MEUIghKCyspJ9+/YlPM7pdNLY2MiSJUs4f/48O3fuxO8fe+zftWsXt99+O0uWLJn1mNLJdNzW/L6JQSsqifG6g3zvn/ewan0l9z+2Ii0h7apIT8HVjiG++l97cEedzL2DXn72+jkutg7ylU9uiJnF/vTVhhiBjuZ88wD7TnVw6+qK0W19w9nFgJgZ7wiDrgD/8vOjCccnywo9g16++1zi2fjMUbBo/RMEOmp3fJW+RsYL9GyJ/j6WLl2Kz+eb0iOkra2NvLw8XnvtNWQ5VtwCgQBvvPEGOTk5VFRUJGghu+jvdU99kMqMOXE44pL6gY+uTnlfamLYKfjxy2diBDqa/ac7OXp+zDm+q99DY+vgpO3tOdEW83dBnhFZVpDliQKdDZRbhibV4Swc8vDNTqG8vJzbbrttWguDGo2Gw4cPTxDoEWRZ5siRI8keakq40tjL9/75Pbo7b1A/5zRx6lgbA2mISFRFehIGhnwcv9Az6THvDN9Rr3YM8Z1nT44KrjxsCybqR5YVTjb28i8/P8rpS72EwjI9A950vJUZY9HOLi9DJmlra+Pb3/42b775JjAm3iM/0dTW1tLc3DzhmOhjm5ubJ/SRbYRCYZ576hjBYPiGdTtMF3JY4fzpzqkPnCWquWMSnJ7AlDNFh8vP+av9/H/f24d3XFKaeCkCXN4gu4628s6RFjSSIBTOxrnoCIKQPMV9PEkmj1QyXIl5AoqiIISgqqqK6urqSc0uI8dmO+dOdeJ2R91YBdn5uHOdcPJIK5u2pTb1gDqTnoTCPBMG3eQfUXmRhX/46RE8vumvkI+YNrJboCN0eTMXaZUO6urqeOihhxgaGprSNm6329M0qpnT1xNri87+28rcprMtEsmZSlSRngSzUcfWNZUxJozxP1faHXQPZD5TVqro9VkZDJgmPSYbbenT5dKlSzz33HO89NJLUx7rdE608fb09HDy5EkaGhrw+XxxXpVezJYoV0Flbn83c4WRRcRUcd2bO4bcAd7Y38TeUx0EgmEWVtm5f8t86irzpnxtWFYmmDCiEUBD00DyBpuFKAhO9ZdRY+un1DSETpLngoVj2siyTFtb29QHAi6XC5/Ph9FoxO128+qrr9LS0hJj3y4qKuLuu++mpCQzOYiXrSpn58sNhEIy8cORVJJNy+X+lLZ/XYt0d7+Hr33nfbqjFudau13sOtrKFx9bxe0bqgmFZfaebGfvqQ78gTALq+3ctbGaglwTv3zzPO8eS3wB3yiXgKxIXB4qpGnIjl4TRoPMuuLWUaGeA6bapCLLMs8++yy9vb0TFiB7enp46qmneOCBB1i4cOGE1yqKQmdnJz6fD7vdTl5eXlLHZrbq2XHPIt58ueHGOUEzjNOV2lD661qk/+vZEzECPYKsKPzXr05QX5XHv/7iGJfaxhaWjp7v5rldF/n8oyt4eueFdA4365GR8IUjFrJGRyGKIiEJmSKjC7sx84/66eC///u/MRqNeL3ehFGQiqLwxhtvMG/ePAyGsXzEV65cYdeuXQwMRJ6+hBDMmzePO++8E5stebb/TdsWkJNn5NVnT+FxTx1YpDI7+rvdBPyhlCVgum5t0p197knd50Kywj/+7EiMQKMoKLKCzx/i335xLGFQigp0eHLp9Npo9+Ryor+Ck31lhJXrf0otyzIej2fKMPVAIMD582OVto8ePcpzzz1Hf39/jGtfU1MTzzzzTEyEYzJYuqqcW++cOJNXSQ273kjdhO66FunJLiNFUWjuHClGObwQOOwypwCqPscjsQj3+81cclx/SYpmw4hf9ZkzZ3jnnXcmCPuIUA8MDHDmzJmk99+jBrOkjauTpGKYLXPO3NE/5OM/nj7OiYu9BINhTEYtd2yo5uP3LI5JXpRrnbrszUi9SVWQk0OXN4fanD40kvqBApw/fx6/3z+tIJiGhgbWrl2b1P4724eS2p5KYno6nAz0ebAXmJPe9pyaSbd0OfnM377JoYYuAsEwCuDxhXjxvcs88Vev8+7RMVeY+eW51JTlTGxEGcuRocC0y9CrJCZH56M2p5fanF784Tl1SqWcpqamhKHm0fT09Mw4018i/F7VHp0uQiGZnS83pKTtOXVF/c0PDxBIkNkrEJT5x6eO8Is3x+yAn314BXrt2FtUZAU5ThIjlWtBRP2msMzeyZrCNiotDsrMQ5i0U5e2UplIOBzm8uXLSW3T51NFOl0ISXDhbBced/LTKMwZkW7qGBqrGDIJP//NeVq7I7a4hdV2vvJbG1i3uCgS5ZfqQd4QjH2KtTl9MQUAVGbHxYsXk9peKKjeMNOJLCu4ncl3x5szNumWa1gEeWPfVSRJsPNQcyT/hqrOSUcjZErNE7+TG81nOplEV2RPBvIcSDtwPaGRBNacqdfCrpWsEulzV/t5Zc8VLrUNYtBr2bKynLs312A16bCadVM3QORu9vr+JnwJEtirJAeLzo9GTDQ9jSzGqlw7g4ODDA0NkZMTZy1lBuiNWoLBuZvFcC6hKAqLV5RhSlAmbzZkjbnj5T2X+cp/7OHd42209bi53Obg/73WwP/+t3fpc3hZWVcYY1+eDFWgU4+sxP8uVIGeHa+88sqUBQqmS92i4qS0ozI9aupS44KaFSLd3uPihy+ejmszbu918af//h6f+bud0yoHpJIeXEE9vnBWPYhdF7S3t/POO+8kpVrNxq3z1ZtmmhBC8PpzZ+juSL7bY1aI9JsHm+P6Ko+k9Owe8NIz4EWV6GxC0OSMTd2pCkJyOHHiBN/97nfZv3//rDLrWXOMcyIH9pxGMFo9PCwrHNzTlPQuskKk23sn5mNV/ZezFQEIFpVGirz2+CyRrHiqFiQVn8/H+++/z/e///0ZRyMO9nsi380kle1VpocQUL80ynwUuQwm3ASbryQ/I15WPK9OJzrw+iHezWduXURVJVa+9eXbCYVCXLlyhaNHjybdM0ElQiAQ4PXXX8dkMrFgQWwFkPb2do4cOUJzczNCCObPn8/69espKioCwGJN/iLWjcrNO2rZdvdCvvnnr0/0FouKvQiHk/+8nxUz6dvXVwGxNeiuP0aygiTaF+/Y5H8OZoMWzSxmVgad4IuPrQZAq9VSX1/P1q1b1cfqFPP888/z3nvv4XZH/NLPnTvH008/TWNjI36/H5/PR0NDAz//+c9pamoCwF5goarGjqI+lc4Ks0XHmo3VHDvQgtVqQImqX6qMKyA90Ovh6ScPEwolz3khK2bSgZBMnlVP/1Bq87Jmjmu5SOIJNkxntr10fj4r64pobBmgs8+NLxAmGJKRBJQWWLh9QzWDLj8/f+N8wja2ri6nz+EjEAzj9oboHfISCEba2LSijA/fvpDacQUT7HY7Wq2WUCh0nd5gM4+iKBw8eJDDhw9z6623cuDAgbjh5qFQiN/85jd8+tOfRpIkCorMNKc4Kf31TEl5DtvvXsiPvv0+Xm9wrNRNnPqlAAg4f6aLt189z10PLU3KGDIu0ocbuvjGkwcJywpCXI/lfqb7hhRM2iB2s59et4lAWIMkFJTR9J8KShyhNhk0bF1TyRP3LibXapy8B0Xh03/7JvIkH/LBs1388m/vR4qabfv8ITQaCV0CF0ij0cjSpUs5efLk1G+TWDueoihotVo2btxIQUEBWq2Wd999l76+2KxiE8R/wt8ykt+BkIPIOguKxgCa6fnWzyVkWWb37t3ARHvoCC6Xi6amJkqKyjl2QDVDzZTPf3krthwj//F37+DzDXvbCIEgQWqJKBv18YMtbLtrIQbj7CU2oyKtKAo/fPH0aN5mIUQkK90N9nimlcLYTT4eX3MWuylASBH4glpM2hDeoI7GXjthRaLa7qDA7GUwkEde4VKKqjZSUVqEUR/7NcrhIF5XJ0JImGxlCBERV48vRO/gxCII0fgCYY6e72b9krHyT8ZpJDPfunUr/f39tLS0XNN7NxqNPPzww1RUVIxua29vj4i0oiBCHlBk0BpRhHa4BLuMCHkQ4SCEfUhBF5rwWGV3jTeSRzxoq0LRJwgMuQ7MM5NVMHc6nRzcdSrNI5pbJFKZkU/UlmPkxKHWMYEePWDibHL84qzfH6K700lVzeyLF2dUpC80D9De647Ydrhxqs9rJZliq4dV5V0sL+3FpAvFaIZOKOgMkeQ4Nk2AdVVdMa8vMg2A+30c5w8QaC/HbCujqGoTJls5HZd20tOyl1AoIsZ6Yx6l87ZTULkBg16DJEnIUyxuXO0YihHp6aDX6/nQhz7EiRMnePvttxMel5ubS1VVFaFQiLKyMpYuXYrRGPsEsGrVKo7vfQt5sBXkkSRBAlmfQ8hSit5xCSFP9CMef/5o3Z0EdVYQcZ4ArvPQSJvNRuvV5OYCuZ6YNNc8kXNpoNdD69Vp1DBNcBpppxl8NxUZFemj57tjZs3Xq0A/uvwcQghcAR0FFi+1+YMIiZgagdE35ulqh6KE8Aw14xlqprftAEZrGT53V/QBBLz9NJ/7Nc3nnsNWUMeWRYXsOqtJ2KYQYDHNzEwgSRJr1qzB4XBw9OjRCfu1Wi333HMPlZWVk7bT1ngSBq4iFJnos0MKONAHHJNa58eMQyDkIDpnM0FbFYjY9yz5BpANOWPb56hgx5tNW61WampqEEIV6WkTfeIMYzBp0eniXytTmWbt+WZKy5MT3p8xkT5/tZ9nboAaggVmL8vLIvZVIRJrQTI0wufqGG5MGj6Dos8iBWf/JbZXX6K3v57TnUVx29BrJW5eWT6rcWzfvp38/HyOHTtGX18fkiQxf/58Nm3aNGUVbUWWObjzhWH73vD7UJRrWD6NPU4E3egHLiAb8pCR0ITciJAPUAgHnIRtVWNX3BwWaoiYCzUaDXfddReSJDGvNp+zxzszPLrsY+TKEDDxhBp+HAvrJSSbnsUrSjl5NE4x6ilUeutd9UnzT8+YSP/q7UZuhCRdQcWMO5yLTeeY+uBkMUGgo7YLwcMrr3Kuu4CQHPs4JgQ8dsdCciyz969duXIlK1euJBAIIEkSWu30TrXu9qsMDfZGhhvlvTCb010oMhpfP+PnRJqgE01/A7LORthkR9FZ56xQA9TU1LBlyxaKiyNBF4uWltxQIj3+jPcWGtE5g2j9YWSdhCKBrInMlHx2PVpfGFPfRI8yRRL0Lc6l2+2nfmkJldV5tDYPTjhOSIKKqjw6Wh2ji/G2HAPb717EynWTPy1eCxkRaUVROHKuG5j6sWGuIgT87kPL+cDWWgLebZx67xukz6AzeT9aKcAfPZzL/7wnR9YEgPJCK4/uqOOujfOSOhK9fvqC73L0c+L9N2PEOZVE5FhBExxCCg4RyF8SaxaZiQ0qg3R0dGCxWEb/bmxIXIg52xGSQDB9J4LRo4a/JmeVBUddDoRltN4wIYtu4p1eVshpcmFt9yAFI+ecP0+PY4GNQJ6BZxra+PObF/LRT9/E68+f4ezx9lEnh9w8EzvuWciKdZUMDXrpbB9Cb9BSXWNH0iQ3/CQjIi0rYx9+xJ4W+X2uirWU4LHm7JU+PrC1lt72Q2SbxX1xlYH//rOb6er3oChQWmDOaEBKT3szL/7oW/g8mSkiIEcvMMY7EUe2ZbFY+3w+Tp48yebNm7l6qY+zJzoyPaQZU7uwkE3bFrDr9Qu0tQwCYDLrWL6mHINRx5nj7fT3RM4VGRisz4nMmLUSnhIjYdOwtGkkQtYEoqmRGFpgY6jGisYfRtEIZL1m9Du+OuThT94+zW3VRdTePp/b7l9MT4cTvUFLZXXeqDkjJ89ETp4pZZ9FRkRaIwmWzi/gzJURW60Y/vf6cr/TDt9Ru5rezfBIhokSGIO5ECEEpQWWSV6QGoIBPw1H9tB44gB+n4eC0kq6W67g87gyFgwTNuRGfpmsf0UGpKwW6tOnT7Nhw00899SxOXstSZLg9vuXUFKew4KFRTgGvASDYfLyTWi1kSedHfcs4uqlXl5+5hRXdQruSkvsTDn6O4r3nY7sFwI0grA5vpC7AiFevBi52RWY9Hxq5TxqC2zJeJvTJmM26Ue2146KNIwVh72e2LSsjLaLbyCHZ57JLHlECbTRTk5BfUZG4fO6eeEH/0Bv51iQRX93e+Yfo8TUHi3C24dQwqA1oGjNKNrJg4cywdDQEM/88gWcQ3Mzb4cQ8OCHV1IS5RmRa48/S51XW8gXvrKDX51t5TdN3YmfVZN0U+3zBvjXg418ZGklt1QWokuyWSMRGRPpDUtL+ewHlvPjV84SvA7zRNeU5jA/5yKdl3ZmeigxaDQGalY8jhwO0nX1XfraDxP0OdAb8yio2EDJvFuRNKm7wPe9/kyMQGcLQglNYZBS0PqGRXpki84Sce+TMh64G0NbxxXQzINQdOKy7J39AyAgz27m3keXU7/k2ooVdHn8aTMmhhR46kwrLzZ28lB9GdvnxfeSSiYZPbvu37KALasr2HW0lZ/MQbHW6yR++/6lPPNWI47hKsECWLu4mA+t66br0nuZHWAMCsXVt1JcdTNavY3GI9/FPdQ6OoP1+wZov/QbhnrPU7/uM0gpCKkO+L1cOHEgztAy/wil8Q8gj5g84iAFnDECDRH3PrOnDU3ZcpzO6dfgTAda0xBBZ7SAjDqdZRXFpVa23b0Is1VPdU3+NbutDfmDnOhOo+fUMO5giJ+fbcGoldhUkZqKLCNkfAqQazWwaXkZP3jhdKaHMgFJEnHteoKIHf3jdy/hwVtruWfzfE5d7MXrDzG/IoccTQ/nD/06/QOeAqO5EIO5gI7Lb+F2tBCzmKlELmKX4yo9LXspqdmW9P5djgFCWVpzTwq6kfwDyIY4YbxyCI07vitb2O/inltvoqiqjsuXL9PT08OlS5cyLtqSLl6ysuwT6ptuXcCSlWUzfv239l/I6JL8Kxc72Vien9JF96xIVbrnRBxn8QwTHQ04/vMvLbDw+x9axaM76gDQaSXWLi7mllXllBda6W07mN7BThOvKyI03VffI763SSRwpK/9cEr6N5qtcU/mbElzqnW1o3W1I8KRYBeUMJKvbzgMPTjheAGgKBx77zWsVisrV67k9ttv57Of/eyE3M/pRAjQGDwQp1BwNmGx6lm7qXrGrz/UPkCHO0OZM4cvn26Pn053atecMj6TfvdYxNSRDei1EjlWPX0OX5THSWy86KPb6/jkfUsTut0B+L0DZJvLHYDRUkwo6CUUnMzNTSHgS83jo9maQ1XdcpobxyX+yRJneUHE7KHxTyNfQxQdTRfxuoYwWccWu5YvX87ly5eTPMLpIwRoLb2EXNlZjFaS4KOfvmlWbbxxuWvqg1KEDKBEzpkU5PmPIeMz6ad3Xsj49WnQSTz7d/fz7N8/yLf+YCtFcXwehRDUVuTykTsXTSrQAHpDcmL2k01h5UYGu6c2K2m0qauUc/O9j2EwmmM3Zl6fZ4WCwvnj+0f/lsMyFeXVFBYWZnBUoLc6yNYP99Y76imvypvyuGBYpsPlo98bayaTFYUWpydFo5s+CtCW4nFkdCbd0eumuSuztjsh4Cd/eTf64XSfBbkmvvmFW3nqjQbeP9FOICRjMWrZsb6Kj921GNM00nZ63N2pHvaM6Lj8FiH/1J+30VqasjEUlFTwwc/9OYfefpFLZ44gy2GEEBm/UU+GzmAi6J88xatrqB+nw8e7bzZy+lgbgUAYs7UYvd1DIJghMREKGoObsN+amf4TIGkEW+9cOOkxIVnmpcZO3mvpxR2MZDycn2fh4YXlLC6wxZSsyjQ/PnmVUquJebnmqQ+eARkV6XCawn8n42ufugmLKdblrMhu4g8fX8vnH12J2xskx2JImPB+PN3Ne/E5s8/GDtB5eSfSNHx7U33y24vLuOvxzxEKBrl48gA7f/XD1HY4SyYVaBEpyKvT5/Dkf+5lcGDsWI9LxuOqwlbaRpiJxZbTgcbgiRLp7LD91y4smtKL43vHrkzw2rgy6Obbhy7yxfW1NPa7suYZQVZg55Vufnd1TUraz6hIlxVasZp0OD0TF2XSwa2rK9i4LPHKslGvnZBQfzIURabt4hvJGFrKkENTL3I4+85x+r1vsvTmP0mqK14w4Ofk3p2cObQbl6MfvcGEyZLe6K1kE8k8p6W7t5DBgXi5MgTOzkpsFRcJhyfmwE45o4uH2SHQAEWlk3/n5/qcnOh2RFeqGkVRFH55toUud3Z5CV3oT51FIKM2aY0kuHtTTUb6rqvM5YuPrUpqmz53D3Io83ayZOD39nHp+JNJay8Y8PPij77FvjeeZai/BzkcxudxMdAzd/NLREopCW594GOcPRVbR3C0qLKsILRuwhmYhwhBVnp4hIKTF2k92N4fyVBL/Iqf7S4/4WyxdZB6q3/GFw4zIdIr6gr5hy9txWxMbsDG9VaEdaivETmcnBnLyb076Wi+RLYuZM0Ek8XGBz79ZepX3UIgEBWJKEcrjIIcMOHtL027DVVRQGN0IRkyk7QqEQf3NHF0/9WE+z1TiHg20u8LctWRms854yL9P280pLW/+2+Zz//97OZp25ivBaM5tZFH6UfBM5Qc+/rZI+9lhZtdMiksraRi/iL0Bi05uRFbf+yNeux3OWBGDurT/hEIATrLYHo7nQIhCXa9foFQKL4YV9pMc/JW/s8HGlMyUcu4SJ9o7E1bX1tWlfP5R1eOZqdLNv2dx1PSbiZJVh4P12D/1AfNKQTlNYtG/1qzsSryyyTXaNCVn+IxxUcOpM6lcqa43QGuNPbF3belam5OdjwhmeNdyY8xyLhIDwylL0PcnhPt/P7fv8WuI9dW0Xq69LUdIpsWaGaLpDFgss08ZDcaiy0vKe1kC3qjkaUbto7+ffP2WqrnT14ZWtKOGaaHq4LF/CSbkTgsSRsgvoU3M4zMNgPjq3APo5MyLkszJhV5RDL+aRj0iYuipoKWbhf//POjPPNW8usrBvzpT/SSSsoW3BGpM5gElm3cnpR2sgGDycIDv/WHWHLyRrdpdRoe/9SGSbNiKspwLZgEWpkysdZGi2EWCLUSsdsbTfE9pzyh8Jyd6uhT8JSecZEuyM1MTt5f/OY8A87kzuL1xjyy4iJIAqUL7qB0/vaktbfq5juw5s3Nx9hobn3go3zqq/9Mec3EYAyDSUft4uJI6SdJMP6pKuybXlBJMoVaCJA0IYSUZUINvPLsKbyeiQvTeQYdlgRVurOd21KQujTjIj2/PHF6yFShKBCSFd47ltygk7ziZUltL1NULnyQirq7k9qmVqdn012PJLXNdCOEYPnG29DqEtvpb72jHo0mpkTI6G9KWE/IM73zPZlmEKEJYS69gi63A521l+HMExlFCIFj0MfxQxNzi+s0EluqCpl4m4sgAdurs++GvyDXTKk1+ZPOjIv0hqUlGet7KMkO8bmFS5PaXkYQEgXl61LStC23ACFJkZ8syXx3LSiKwjvPPUlvZ+I1jaoaOx/+7fXY86Pzv4zJTcBRHFlAVCa/9OSQFjmkS4pQhwMmvD1VBB1lBF2Fw2PJ3GxaSGJUfS+ciZ8C9sH6skj4N4zerYQCkoDHl1bx8eXzMi9eUeToNPzxxtRUO8r4+9yyqoKyDNTZk2UFjy+5EQaG68AFTxIahJSaR83ymoXk2IcfB4VAzMEFonPH9vKr//o6TedOJDymbnExn/mjW+PsEYBE0FmIp2sBvr4KAo4iAo4i/ANlBIYKCHlteHtq8PUswNczH1/PfILuvBkLdTigx9dbiRyMnuFl9gYZ8SOP/ISC8Wf1gz0uAi9cIv9kP6YeH4bBAJZWNyUHeyh3hXH6g1nwPDBGXb4NgzY1103GrxK9TsNffWYT5QWpSU4yGS/tucJre68krT0hBELMTVtaBIGshPGlKEGUkCS2PfQJNJqoBaM5NqMWCMLhEG89+yNCwcQ3ee9UqQ4UCTlgIeSxE/LYCftshNz5BAbLUEJj5hQlrCM4VExgqHBGQh0YKiK+KGdYqId1ur1lkFefPUU4Kt9nKBjmyf/YS8Afwtzjo/DUAMVH+7BfcKAdCvLMT47Q1p1dlXDspuRXMhoh4/mkAcqLrHznq3fwl9/bx7EL8fIfpI7/evYkz77TiBCCZQsKeOjWWhZUzNxOrtFZCAWGkjjCFBPHe0OSUnfCVS9cziOf+TOO7H6FpnMnAZmSygUEgwH6JjEjZANhxYIvtJCgXIrik/jZd3Zx5wfWU1E95noXDskcePcy77wxmfdQbI7yidsnEnLb0VoGkTRjC4BT3d8UBeRAvKfU7LkxKgoc3nuVpou9fPCJdegNGq5c7MPnTZznRJYV9rx0DmqypxDwlsrUPUVnhUhDZBb6F7+7kc9+Yye9jvRW1+7q9w7/6+Hdo6384cfWsnV15Yza0uiMWS7Sk9sjjeailKYqBSipWsB9n/gSsiyjKDIajZYju19l3+vZK9JBOQdXaDsKY09KLVf9PPkf+3j4o6tZtqactuYBnvregUkFJpZEYh3/2ICjCGP+WK4TRZlcqOXgxJutEGIkWj2r6O12891/enfaxzdfHYCa5Pjwz5Zik57KnNRZAjJu7ohGp9XwzS/Gs+WlB0WBYFjhWz89wo9eOk0wQdjqZGhSWGk7+Uy8wstr70rbop4kSaOmD3tham8Ms0FRwB3aFCPQI8iKwsu/OsmVxl5+/B97r0Ggo0nkxzCuL7+NoMcGyvS+H0kbRtKMmOGG1wCGf5/ryAZN1qQZ+NSqecgpHEtWiTRASb45JXk1rgUFeG7XJf7qB3vxBq6thppGN7GqS/YwUrBRoNWZYxYIDUY781d8FHvpyoyMrGbxKiw5k0fsZYqQUoRMHLPBcNkvvy/EL398CDk82wt1avEMOsrw9o7VBZxMG+686zbW3FQTv1DnHEcTlLMmiPIfDzTyf3af4TeXu1Ii1llj7ogmGMr0um3kgz7Z2MtvP/mPbFtVzYdXPECheercC5GAlsy6OCVECCRJR37Zairr70eWQ3hdHWg0Rsy5lUmLLpwJkkbDXY9/jpd/8q8E/ek1d01GSLbjDS9hvGlCCCnipTBMwJ++zG0afWwRgnhmD7vdzqpVq1i8KERPl5OWpti6jVlSVnLGaAIy+kE/AbuBTNrYR3ru8wZ49nwbbU4vn1pVk9Q+slKkM0v0mSvwNs9jt+0Qp7oaeGTJvRh1BhYVLqDEGj+yyF68kr72I1l0BUjkl62idP5tKIqMwWgfne1rAJ0he5LuV8xfxONf+mtO7X+bhiPv4/dmpprJCN7wQrzhZcSKwOSh3bMnOTf4xYsXA2Awavnk5zdx/kwXZ4634/eHKKvIJS/fzCvPnhouEJ8t5+r0UQB74xBdNyU/wm+6CCbeHPe397O1upBae/JKlmWlSFuMWtwJkq+kE6H3oqu4RNBhp1fu4wdHf45AIAmJDZWr+PyGT2AeZ97IKVyIJbca92BTZgY9ikBvzGPRTV9Ab0x/VOdMyS0oZsv9j7Pl/sfZ+9rTHH33tbT2ryiCkJJPSM7BK49EkCrEE+rUMblQh30WyI09ZkRnI5YNwdKlY4FVkkZiycoylqwcW2hTZIWTR1ojM+y5p9EABPL0GTXjJOp6f1t/UkU662zSAB/YVpuhnhUQMpqCdrRV59FUXEKyd6HJ6wFNePgIhbAS5kDLMf75/e/HvNod8LC/9Rh99iWZGHwsQlC56IE5JdAjDDm89HQ6UUidK2A8hMbEYPBenKGteOU1jC3opVOgo/uJ1z8oso6QJ3FF+rraheTl5U3euiT46O9uoKxy7p0fI/cU3VAQvSczk7nJSjQ6A8kdU1bOpD9yxyKe3nmB0KwXYq4FBWF2oK8/jtD7R7dF/xtt+1NQONnVwGee/1NKLEX0ePoY8I1lwftsjplcjYSUAfu0RmuiavFD2Esyswg4U9qaB3jrlXNcvTyce1oGvbQKs+Y0QiTX5jveDU3BgNO3CQUTE7+v7Ft0CziKQRFozQ4QI+MVBD25tDVakGUFaYpirwajDlcaUwUnG/1QkMJDPfTcVETIpE35VSYAm0GLOxBGmaS3siTn78jKmbQkCf7rT29Lb6eaIIZFR6MEeno4/E4u9F+OEWiAI/4gKEpktVdIMT9C0qLRxfpVxssvPNO8DYs2/B4F5euv/YUZpK15kJ9+Z/+YQCsKChr88gKcoVuSZgNWGP5Mo9rzy9UMBu8lrIwsDCeexWYPgsBQMZ7u+ZGQ8sEyvD21BIdK6e3y0Hi2a8oWujqGcKY5JiEZRH8jUkjBfnYwYuZJYZ8GjcSnVs3jm9uXs6Y08dOHJETSixZkpUgDmAy6tJqbNIVtoI0O5Z2dKhzxBznqDwIKijLmrSJJOhas/ARLN/8RBeU3EZZ1BIJahoas9A/kxBWjaxIoIeFzpzdqMxHhsExXx1DEdCFP/ibeee0cwQR5HEJKAQG5fFZjURQIyxoC4Qr8chVhxUZQKWUovANPeAPE8YHOLhJcDLKWsC+HsC8H5LEH48sXpq545Hb656xrXvSo9YMBci5EhLrAmBrjQFCWWV2ch04j8dGlVZRaJs6WJSH4xPJqCkzJrYSTleYOgLAsDzvhR8JAU43GNjDlMdd6Pu/p03PBWUi5Hhbn5uJ26ujqKefUhSE23lrAzlcK6e+5GUVRRl2itNogIAiFtAihUFgwwJJFl7BZvVP2N3LqarSZLZekKAr7dl3m4HtXcDojTyb2fDO33FbL8jUVnDvdiWvIR16+mYXLSvB5gjRdjF9KaYSQXIBB035NN6xR05QCvnDt8EJg9Ck/1wQqXoRi/PcwHW9Ke4E58uo56o4XbUi0NntYtbaSRzfV8tVdp/AkuOHPhJGkfZph81GOQcdXb17E3tY+jnQO4guFqcm1sGNeYUoiD7NWpPNzjFQUWWnrSY8bljIhdeQMbcnDL7E4CqluXIekaHABh4kk54EwA/1940RJjLpBhUJji2WKIujpzaevP49NG05gz3NOMq5IwIJOb8WWXzflMHs6nRw72IJjwENOronVN1VRUp54Mepa2PlyA/vfjU1cNdDv4aVnTvL682cIRfnBW20Gdty7cOI7EmI4sm54PQA9AbkCb7gWs+YkWjEYc7iiCIRQxm2L/BuUy/DKK8lu88W1MPV7qF00tWuavcDC/PpCLjf2zk2VJvaT6H7rKm91ePlwRR5PDw3gScJ7GjHrLynMiam6YtRquK2mmNtqimfdx1RkrUgLIXh4Wy3/+asTSJJI+WxaHixCkz+5HW+qXAnRSuPO7aOzuoHyq8tnPzZZ4tCRldx7bxPhQHuMu9VYFGGEirp7p0w1+t7ORnaNSwB08P0mNm9bwB0PXJtnypDDS3eHE4NBS+U8O0MOHwffa4rYlON8ZcFAeLhqSQSX08/rvz6DwaDF749dFReShCLLgIKsaHGFNgACZ2gHWnowahsRSgifvIigUoKEF4PmEnrRhiS8gEJY1uIKb+T6EOfEKAoIIidoaXkOdYumJx73fXAFP/3OPgYHvHPWFW8El9PPsQMtQAvzbHqWPrKEkx4PDn+QPm+Q8DWK9shpqhGC+2szl7Yga0Ua4K6N8+gb9PLM243Di3Cp6yvcX4q27ArC5E5Ca5Fvd7CwjeK2erSh6ZgfJp+5B0NaXnypDrO5Ar0+hM9nwGTyYc8dpKhwgMpqI+W1d2AvXcXVi32cO9NJTq6R9bfMQ6cb+5obG7rHBHpESEVklr9v92XKKnJZtiZi/3W7/PT3uDGadRSVxAa9eD0BXn32NOdOdY6GwubZTVTOs8eknYzLuLtdMCRTXGihu9MZeaKI+Rgis98QFSMvBiBEEa5QbBpOGTPe8Aq8rBjeEib7bc3JQ1Fgfl0Bj3x8TcyNcDLsBWY+/b9u5cj+q5w53k53R3alAJ0pLmeAs8+f40tf3cHX3j2LgjIqutPRkZFPr9Bk4PGlldTlJ8/v+VoRyYo2EkLsArZt27aNXbt2JaXNEfocXt473kbPgJeX37+MnKqocZ0P/YJTSDn9JBLMhDPpCcISobpxLbbBkuGt053NTW1zjHvcJJYQSQJ5Gl5sVpuB5WvLabrYR0+na1SALVY9hcU2KqpzWbKqjFeeOUlH29CMZl8iTqiW2axD0ko4B6fyNoh2zbjW2fF1Opsefls6nYav/t29s2qquamfJ/99bxIGlR0senQRbw+N3XhEUAYB4UkKxkrAJ1dWU2gyUJ9vRUrx4ur27dvZvXs3wG5FUbaP35/VM+kRCnJNPLytjhMXenh5zxVS9lwWNBA4vx5hdKJbcArJEjurmN53Ne6gaWYsm7SNafeV4DBlegINkUfG/buvTNw+5Mc15KfpYi/vv31pmuNLMJxhP7johT23a7qlzOJ9NtHb5vgz+3QYfrvjs9lN5UEzHapr8sm1G3EMzD3XvHgcO9QKi3Ixt3uwNrvQuiMmNb9dz1CNDb899ilXEvDpVTVsKJ86T0+6mBMiDRGPgX/9xdGUpgQcQVgHJwj01C9igj5owloszuz5srONmX+Vk93EJnmcmOPo9RoCwXDCVKOVNcnJInjTlvm8+VJDUtrKNPpuL1atIKcp1gHBMBCgaLCP3uX56Mst6LQa6vOt3FFTzLzc9FeJmoys9ZMez7mmgfQUAxAK2rKmiZtncI3nd9YgyXPmPngdMT4YZW4LdHlVLr/9hc189NM3TfrovWnbgqT0t3l7LUbT9XHeavzyBIEeRQH7+UFyf9PCmiYvTyyuzDqBhjkk0gPOVAt0ZPalKbuMZPTMqiVJ1lDUXktR+9SucCoq8RAC5tXm8/t/to1P/+GtVC8oYF5tAfc+unzUX3cESQjuuH8xC5eWJK3/j/7uTUlrK5MImNQCpvFH8lJfONvNy8+cTNewrok5c7ssK5y6orhGEoRnYZeTClrRVVyc8etFWEP51eXYBovQhOdShRaVbEFv0PDbX7iZ0gR1NtdtnseiZSWcONyKY8CLLdfIqvWV5OTNrNiEIofxXDiE58oJUMC8YBXmhRuomp/P2k3VHN3fPJu3kz2MX2tWov4cTtd65ng78+oKWXtT1bS9Y9LBnBHp+eW5VBRZaOtJ7CK3emERxy70oMiTpT9JjK5ysuKhU6NowzgK2skZnDijmb5nh8qNzEMfWZVQoEew5hi55bbpP6XJAR+u0+/ia7uAkDSYa9dgXriBsGuQzl9+nUBP6+ixzuM70RVWUvb417j/Qyvo73PT1Dh5NGi2E6PLSuy2aBQFXvnVSU4daeWjv7sBgzG9WRgTMWfMHQBf/a2b0CcorWW3GfjcIyuwGLUISczIbUYejO+wfi1NufJ6uLDyHboqzqOIG8DTQCVpCAELlyXPZBFy9ND163+i6R8/Qe9r38V18h2cx9+i69f/RNsP/5TOZ/4+RqBHCPa20vXstxBC8KEn1mEYzYehEOsCObeY7gpFS9MAb7xwNg0jmh5zSqTnleXwna/cwbrFxaN1EA06Dbevr+Lbf7KDskIr92yuiRwsrn2xL9hWh+Kd2qwyFWFtkN7ySzTXHUaWxvJQq6hMxsJlpWi1yQm+CTq6af3J13A37CVWVBVQZAI9zQQ6E7tS+jsu4Ws9h1Eb4rbSo2gJjjti7or1dDhzvB3PtN1CU8ucMXeMUGQ38Vef2Zxw/8fvXkzvoJfdx9oi5euvxc8rpMffcBPayka0xZEZxmz82N22PrxmBxZXxA1PQVHNHipxyS8088jHVietvYF3n0Z29ic+YCQz4yS5DnxtF3Cf20+B8xiP2M9w3LOGlsA8fEp0BrjxVWvmOMM2kVBIprtziJq6wkyPaO6J9FRoNBJ//LF1PLqjnj0n2vD5w9RV5vLSnss0Ng9Ofe8P6xHaECMnnhIVdHGtFLXXg1DwGZ0YfZGwalWoVQCMxkiSemuOgY1b5rP6piq0uuTMouVQAHfDvum/YHyCbSDyKKrBeXIXAAYpwEbrATZygKCsQVEkFBTO+ZZyyrd67DXXASN5UPSG7JDH7BhFCqgpy6GmbCyr278/cwIhReQxfrKmkSAIBY29e/YDUATdlRdGz1uTO5eyq0sxufNm37bKnGQkHN5g0PKnX787Zf0ofi9KaLqP6onDVIM9zci+cQv1ioJOBEfP61Xm4xTpetjnugWvksjHeO6JtxAiaVkhZ8t1K9LjMeo1uLzTSfqhRJUjmiGjzpljJ6fX4qC57gjzGzZjCMze7q0yt4h26VqyMrUZ1SSTFY3ZRtg9NNWgxswecXAefwskDciT1+wr17fzaN7TdIbK8MhmrMLFRX8tV4ILh4+YeyYRWVHoah+ivCov00OZWwuHs+HmldOp7CEACcWd3DuokCVKm5dQf3ob+kD2RTSpJBejSYfBoI2UdJJEjEAbjVpu3pHaQstC0mBduWPqBZVJBHr4gCkFOnJYxCRYpuug1nCJYn0XN9v2ssJ4fLpDzjqEEIRDqcrkdm3cMCL96PY6rKaI3+Pkp64g1FmT1L4rL62moGseUlhDxCp9/a6Kq0TMaZ/8vU3Mq42tdVdRnccnPreJgqLUp720b3kMfUlNyvuJx4ib2yrzcR7IfZGFhvOUWoeoqM6jtDwHkyU7/I8nw2DQqOaOdFNWaOFvf+8WvvPrkzRc6Z/U6yPcX4YwudGVX5rlU5qCyWUnZzD11RtUsgMhCYLBMDq9lk/+3mb6elw4BnzYcg0TcnKnEklvxH7rh+l65ptp6zMeeZoBbrIeAGD+F/8HoYkItGPQw3/+3a6YKj3ZRGVNvrpwmAlqynL45he20N7j4uyVPl7ac4XLbY4Jx+VY9Hzy5g+xYqmRr7z5d/hC11ZBPJrc/vH2R6F6d8xxRk25UV9jdGY6IRidLRYUWdMyc44m7HES6GnCdTYb8kKPVJWIDSORhERhiZXOtins5hlCnqpwRRq5oUR6hPIiK+VFVu64aR4dvW6OX+hmwOnHYtKxqr6IeaW20YvuI8sf5Kcnfo2izMxMoWbBu77YsKWG4lIbr/76dMJjahcWYbGmrxiwv/MyzpPvEHL0EuhrJ9TXRrYFmphqViA0kWshFArz1PcO0NOdnvqlMyEQmGYC9jRwwytIWaGFssL5Cffft/A2+ryDvNb4zqiJZESwJy14NTxp8FoGsfdUjm5UZ9Fzm9vvW4xOp6GxoZvGhomumkajltvvX5zUPsOeIYaOvI773D7kgA9D6QJy1t+Lad5yet/4IUNHXo8cOOVCYIYQEnmbHx798+zxjqwWaABJTbA0dxBC8MnVH+Se+u3sbT6MN+jjROdZmgaHIxLHHa9EUmqxuKgenaRFtmqQW2REWKMK9BxHksSonfKxT67j/XcucnRfM06nH0kSLFpWwra7FlJUmjzbc2iol/af/n+EHD1j2xy9uM8fxLxoI57zBxIEo2QLguKHvoSpZsXolvNnhgs+Z3GF8qEBb6aHMIoq0tOk2FLAw0siAQhdrp5RkR6PGLa/fWbdR6nMLQOgdfkAP/nPfVMXaFVJCSaLDp83OOuJZnGU+Gq0ElvvXMiW2+vxugPo9JqULDT1/uZHMQIdLciec9cQVZgpNBq0ubGh1dlk702Ew+EjHJLRJEjolk4yP4I5yIbKVZPur7CVjAo0QEVVHtac9NkoVcZYtaGSL//fu/nzb95Hrt0U8Vme4QPNQ49P/N4lSWCxGVIi0CHnAJ6LR8Y2KDLZO2NOQDhEz8v/GeNNVb0g+0vKaTUSkiY7nnxVkZ4BGyvXUpNXmXD/Y8sfiPn74vkehhy+SGBDdnzvcwqNJuIJcC2MpP184LGVo2185FPrsVj1M9K5eXX5U+Z5TjahoR6QRxIhZf/sMxHBvg58zWdG/15WK7jZtpcP5D7Dw7lPs8m8Bz3ZVfi2rCo3YS3JdKOaO2aAVtLwtW1f4vuHf87h9pPIwxdQgdnOR1c8xKaqtTHH93RGFbUVY0I9rerOI6uTk65SXr9s3DqfzdsX8NYr5+jtmnyxqawyh5xcE0azjhVrK5lfXxBzoZVW5PKFP9vOS0+f5OyJjukNQMCKtRV84PHVs3gXM0NjyUt7n6lBwbH/RbS5xQQHOuh75h+Yrw1EcugIWGC4iFXjYqfzbrIlfHztpnmZHsIoqkjPEJvByh/f8hl6Pf00D7Zj1hlZWLAASZr4cGIyzy7CSkiCm7bUAHDgvSs3hFgLSfDE5zaOpoqsrLZz6mhbwvcuBDzx+c0YTZN/1gajjgceW0ljQzfBSdyshICKeXY++flNSctONx0URcHX0kBosBuNzY6xegm+5rlfudtz8SieK19C6AyjyZ8kSYxWSynUdmMUPnzKzMqAJZO8fBMr1k4njUR6UEV6lhSa8yk0T25jW7yilDdeOEMwOMkj6yQzZXu+mVtuq8NqM9DdMcSVceWMRrKrKYoSOeGLLfR2Jy4zNhO0OonCYisVVXZOHG4hLCuj/U0Xg1HLlttrOXOsnc72sacLSSOorM4bzv8N9cuKuXl7bcwseOX6Ct598wJudyBun+tvmTelQI9gNOn44BNr+eWPDsV1MBAiYre+9Y66tAq0r62Rnpf/g2Bf++g2jTUPodOjBLLLHHDtKCCHUXxuoityiOH/aYXCEtMZjnvXZ9zpo7DYmjWmDlBFOi2YzHq23bWQna+ci3+AGBOGaOGTJMH6m+ex5Y56rLbIwmNevhkh9cdNLDbSxp0PLaOgyML5M12EQzI5eUbCIRmtVqKwxMb/++99BALhaZlbPvrpDdjzLTE2YbNVz563r61g7y231bL97kVotBK33FZPKBimv8+DVivIL5za3mww6vjI72zglz8+jMcdiFmIWri0hDsfWHpN41m4tIQPfHQ1L/zixOjnMHKzA1hQX0jdovSF8wcHOun8xdeR/bGV6sOuQZA0SOYcZE92RudNm9HvLH5WvGWmMzRJaxlwZXap7OK5Hg7vvcr6m7PD5KGKdJrYvL0Wi83A3ncu0TNsWy0osjA06CMU5ZI0IrQaSfDE722iqiZ2ll5angu0JjTdSUJQXGoj125i87YFcY957LfW8+ufHcXjnphzODpjmwCq5+dPKMi5/Z6F6PQa3tvZOKnJIBpZVmLcmbQ6TYxL23SonGfnS1/dwelj7bS3DKLTa1i6qpyqGvs1tTPCynWV5OQaefvV87S1DAKRYJRVG6rYce+itFaMdhx6ZYJAjyKHMZQuwN95ZVior197lz8gkw3+DLtfP8e6TdVZUTVcFek0snJdJSvXVeIY8CIE5OSZaGse4IVfnKAvqgp6Tq6R+z64fIJAA6xYV8GuN87j88VPIblwWQm59sntegsWFvIHX7uNF395IrKAJkb8u2OPm7+wMG7FZCEEW26vI7/QzK/+39Ep37cQxL0hzAS9QcvaTdWs3VSdlPZq6gr5nT8oZLDfQ8Afwl5gQadPn4ljBE/jkUn3+5rPUvn5f6P3jR/ibTycplGlF8loxtufHZLkdgfp7XGlNSlWIrLjE7nBiBbRimo7v/flbVy93M9gnwdrjoEFC4sShqUaTTo+9Ml1PP3k4Qn5BUrLc7j/gyvivm48eoOWBx5bSWfbEAP9E2dwGo1g650L47xyjMXLSzGaIoEiU5HuJEPXSl5+ZvN8K+HQuMjB4e9/2PyihMP0vfmT60egx7sUConCuz6N8uTEhGeZwp9gIpRuVJHOAoQQ1NQWwLj8w4mYX1/IF76yg2MHmmm9OoBWq2HJilKWrCy7pggpo0nHE5/fxCvPnuLy+Z5ReSgqsXLXQ8umNCNIGol7H13Gc08dn/Q4jUZi9U1V0x7XjUbY6xr2eBhX1Xv0HwUkDZ7z+9M/uHShyIRcg2gkiXA4O8w56Vw0ngxVpOcoVpuBW++on3U7uXYTH/v0TQz0eejrcWGxGiirnH7Qxoq1lZw93jGWj2EcQkQi9UYWPlUm0vvadybWEhxlWLDk7MnKlir633qSXNMT9LuyQ5ay5ZzNvIVeJSuwF5ipW1x8TQI9wgefWMuajVWRMNooK01RqZXP/OGtLF9TkcSRXl+EHD24zx+K/JFFbl+ZYn44O8w5kiSyRqSz45alMqfR6jQ8+OFVbL97EU0Xe0EI5tcXZs1Jns34O69E2WdH/IeVMTPHDUat8SJHvBvJdORhNpW4U0VaJWnYco2sWJc4p4nKRIQ+3o1MAHM3V8ds0IsgGkKEyWwdRGMcr6ZMoZo7VFQyiKl6KRrzuIKncziZ0uwRKFkgS8tWZ09YeOY/jRmgKAphjxN5zofKqtzoCI0O+9aPjG24oQV6mCywzWdTRfM5Ze5QFIXB95/FceAlZF8kak8y2cjd/DD2qPI8KipziZy1d4Ek0b/zJ4mjDm8IIjb5AruOnv7MerMc2nOVHfcktwzaTJlTM+meF7/NwO6fjwo0gOx1MvD2T+l+8d8zODIVldmRs/oO0MypOVOSEUhmG4X3fY5VN08eRJUOfN4gbpc/08MA5tBM2t95BdfpdxPud53aRe7GBzGU1KRtTHOZQDiITtIy4HVg1pswatPriXGh9zLNjjYsejNrypanvf9sI+ToQfY6pz4wbaQvgbk2v5yCHR/HVLsGSWcg/OaFtPQ7FR53IK1V3xMxZ0R66Ohvpjym69ffovJ3v4WkN6ZhRJFQXve5/bga9qIE/RjKarGtuQONyYa7YR+hoT60uUVYlmxG0k3/yw6Eg3Q6u9FpdJTZkpeJLRAK8OL5N3nr0vv0eQdi9ukkHQ8vuZvHlt+ftP7i0e7s4tv7fhRTI9KsM/GR5Q9yd/22lPad1URS8JERt7vRvmORDOZJgmySR6i/HSUcHL1GOtszn+1PkgQ5uZnPbQ1zSKQD3VenPCbU30Hn09+g7GN/iZBSG9Ip+9x0/OLr+NvHUnZ6r5xkcP8LCEmDEhrLZ9G380mK7vs8lsWbJm0zLId59uyrvHnxPZyByMVRlVvOh5c/wIaKyesqTkUwHOQb7/4H53ovjVaSidkvB3nmzMv0evr4vZs+Oau+xiPLMrua9vObi+9yZaAZBQWBGM3Z6wl6+fGxp7HozWyZtyGpfc8VtDmF6IsqCXS3kC6hFsZI3uREQiz7PCCktCxm9v7mR5gXbUTS6rMiLHzxylIMxuyQxzlhkw4N9eLvvDytY33NDXgupD5qqffNJ2MEepRwCCXojylXL/vcdD//r/GPj+I/D/yEX599jSG/E1mRURSFFkc7//z+99jbPHmWtKl458o+zvVeisnDnOi4QW9yktwEw0H2tRzhK2/+Hd899LNRgYZIsMD4m8XzDW9Mu+0hn5PnG97gW3u+y7f3/5gDrccIz/HQ6bybH004qwUigjlrz4dI+xqrnarP/BPln/w6htLYlLYaSy7G6mVRfaXe20L2OPFejGRUtFj1Ke9vKhYuK830EEbJjlvFFAwdeQPk6WekcjW8j2XxxqT172s9x8CeZwn2tiIZLVhX3Ybr7J6JB04y41DkMI6DL1P88B/G3X++9zJ7mg/FvoZI9ROB4Ocnn2dT1RokMbP76u6m/aNtTsWzZ1/jd9c9PqN+RjjYepzvH/4fHP7J7ayKoozOqFuHOuh29VJsLZz0Nae7zvNP738Xb2hsYWdv82Hq8mv46tYvYNFnNqPdTLEuu5WwZ4iB3b8Ydi+NfFe6/HLyd3wc2e9BaPV0v/LfEPDOoAeB0OmxLNmMfetH0OZEPueK3/l7fO0XCfa2IJlsmBesilqIj87Ml1rC7kEAQqHMuyHue+cSK9dmRzqDOSHSnsvHmXZNHUUh7J56JqjIYZRwCCGkiClFSOhL5o2aSeRQgGBvK4MHXsIdvWDpgP7f/DCqpUSzjInVJ7xNpwjJYSRETC3Efu8gPzzy88RjRaHb3cfR9tOsK1+BM+DG5Xdh1Vu4NHAVfyjAfHsVJdYi/KEAWkmDRtIgKzKSkHD4hujzDDDdi63D2R3z90g70XiCXmRFxqq3THj9uZ6L/PPe78c1q8R7byLqcxp5TSAUQBIS3Z4+tJKWYkskQ6A74OGf9n4vRqBHuNjfxH8f/Cnb5m/CoNGzpKgOnSZ7/F2nQ+6G+7Gt3IH7wkFknxt9YRXGmhUx5ZyGjr+F78qJCa8duUTiT7YFmpKNaOy1WFauR5cbu9ZhLK/DWF43+rehpAbXmb0EnJEQdZ0FpBSrxaW+XE78515arvSntqNp0NU+hGPAO2Vu9nQgpnr8nXZDQuwCtm3bto1du3bNqA1FDuO9cpLQYDfanEJMtasRkoaW7/0hwZ6Wa2pLX7EIfUEFss+FNqeQvC0fRGvJw3lqNwO7f07I0RPnTUiYF96EvrCCoWNvRlbbZ/35RK6Y01YD7+VbaTFokYTEypKID+aZ7gv4w9NLiC8Q6DU6AnJw1GwRVSkOnUZLIBwctfcqioJOoyMwzfZHuLd+O7fNv4UfHPk5Vx1t+EMBDFo9q0uXsaJ0MTsv7uHKYDMAkpCozq3gd9Z+hMVFtQB86eW/oMvdO+3+BAIFBaPWQFVOOS2Odnxh/+g7E0Ki1FqEUWugdaiDQHjy/NUjNxSbwcoHl97LPfXbr+n9Zzu+tgu0P/nV0b8DbkaFdIRooR45hfsaIOiK7MzfsJ76P/pfaM0REQo4huh87XUGjx5DDoWQtBpclxpRhh9ghQSmIsipivyebI4EtnDOXR8z3kxTXGrjjgeXULc4tWXUtm/fzu7duwF2K4qyffz+rBFpb9Mpel7+L0JDYxe3xpqHMFoJ9TQnZYzpJPpTDQj4YXkerSY9yrAgXY98YtUjbK5axxde/j8ZHUf0oiTA76z9CHfVbc3giGLp3fM+7S+9guviJSS9noLNm6h49AOYK6ef96T7hX/Ddfo9/IMK/Y0gaaB4FQlXmUJe6D0dtUEI8jfexMI/+gMufed79Ox6d1rqaMwHe92Uh10TPaEifjN03+jf0dOPTCZaEpJACHjsk+tYtDx1NuqpRDorFg4DPc10PvPNGIEGCDv757xAA2gVsAfDyIpy3Qo0wM9OPMevTr+c6WFM+IyfO/t61iwqXn3q55z/p3/FeaERRZYJ+3x0v7OLU3/2NVyXp7c4DlD04BfJ2/oRBi4TKcQdAkczcS1aShgcTeM3KvTvP8ChT32annd2T3v66uuHYJKDInuCsTPVWFnO3PWiKAqKAm+9em7KBfdUkhU2aceBl1CC4x7J52gOg3hfpQTcOujhhC09/tuZ5J2m7KgeEm1HH/A5aOxrGjXHZApPSyutv/p13H0hj4fL3/0BK//+GxP2KYrCwLHjdL76GkNnGhAaDbkrV+BpaRk1RwB4eyDsA0sp6G0RMXV3gn+IhEn1wp5rX4D0DYAuiWuzFskVZ2v8iuLpZORprK/HTUerg/KqvIyMIytE2nPpWKaHkDLOWPTsyTNzNYtSH94oRHuOhOSp6zCmmu6335l0v/NCI56WVsxVlSjhMN3v7KL7nd04z51HCcV6N/W9vzduGwFn5CfpRMXZKDKgN0KSEpzppThV6yM9oWRYqEfweTNX7zArRHquzpqnYpfdzJv5llgnJkXJiixfNwIjniN6jY4ae2ZrLIb9fobONoA8fK4LEfc88HV14bl6lcvf/xHBwcH0DjIRI2MVAAplH/xdbPVVdD71l0lp3izFD6bJFoGWJEFRSeYKKWeFSBvnLcfdsG9sQ7Ys786CAa3EzvzIcvvcfzdzm+01m+O6CqYL16XLNPzt3xHojwrFV5TYG/bwOd/wt98cE/JsIepmYiwto/i2uxAaDRpbAWFn36ybz9UMsdh4lnO+paPbJhPoFRY9F7wB/CP3u6h9EpDs1YfFy0ux5WbOVJkVC4e5Gx8aC+OOKWs/dzlqM14H72Lus658BZ9Y/WjG+g97vZz9m78lMDAY/wlqRKxHyGaBLi5iydf+DKGJXKuF9342ad2sMx/iFsu7FGm70RJrWhBRPzfnmVlmM/GBohxWWo1YNREJ0wqoNeu5r8jGTUnKuaEoCqXlOdz76PKktDdTsmMmXV5H0Qf+F72vTlY1eW7h1GbF/e+GZklRHV/e8vmMjqFn93sEHVEJg4SYG0+KGg2ld98FKCjhMLnLllFw8yYk3djaire5Iald1hiuUGO8Sn/IzgHPB1hsMVFm0CEEdPtDXPT4qRpe25GEYKnVwFKrgbASqeUysv4w36THEQxz3nNt8QHj2bR1PrfdtxitNrV5gKYiK0QawLpkM+baNQy89zSO/S9kejizxh4cmxFlKLfZDc/t82/J9BAYajgXu2EOCLR18SKWf/2v0egSL3bLQT9DB19Ket/6khqKrRu4vTknxoxRatBSatDGNYJoxj2hCGBNjokivZY9gzP3Fzx1tI2Nty7IeNRhVk33JL2R3I0PZnoYSWGt04c0Eqab2aHcsGypuSnTQ0DSRwndHBBoXV4uq/7+G5MKNEDns9+CFPie27d+lPBgzagwiXE/00UB9jtm59DtcQfZ/Ubmc1tnlUgDaK12tCXzMz2MGTNyItnCMg/1OFWBzhACgSuQ+VJU1traiJ1ZlueESKMZe7T3B8Mcbuhiz4k2OvvGzJD+ziv4Lh1Nft9CIhwoIuQKIISY1bXjCyuEkvBxnznRTiiY2UCorDF3RKM12cicV+LsGTFvbHD6KA6GeD834ic9pNqp04aCQperhxxD5lynPC2tXH3qfzLW/0wwFkYy47343iWe3nkBpyfiXy5QqM/xscN6gSrvRVLhK2Oq34ASmjqeQEzhwqooCq2+2dmjRwiFZPy+EFpd5uzSWSnS/vbGTA8haczzhZjnG6LZqOW/K+yqj3QaSVZe7Jly9adPEXK5s36xMHpkF4xl7HvuJK+8f2XckBXODRrwOMv4Ys7p0dck83T2XjxMyG0BVg23PfPGz7uTU5/QbNZhMmc2EC0rp3ZKKDl3wUwy/vR60545P90blX0tKXgknyZBp5OBI8P9Z/GNefyt4zlHAS/vmSjQAPO13fxBzhvoo55zk3rvkcME2neB7Jh1w0bN1NKmm+prUWD1TVWggLdtCG+rAzkDpo+snEln86xjJoQEXDTrs/pivR4Z8sfLCZEeQi4XyojPc5aez+NH1WEoZEg73jw0dtQTlj1oEyUBSRJCUZBCv0HWfgDQMdNl99U2Izv7E7vzWjWC+wptDIZkArLMGaePwbBCMOq7Wl5qY0Gnh0vf3geyAgI0Ri25a8rJ31w1q5n+tZCdIi1pIJxlTv0zYMQ2PajVqAKdAWrz52Wsb31+PhqTMZLAKEtFOhoZwRtFiasZlUiD2KV0LMQqCLkNKfgLZN2jIGa2plCo17I+x8iRId/ErJQCbrVbkIQgX6cBNJQadCiAOyzT6AlQZtBShkRoICoBlQJhb4j+fc3IvhBFty0gHWSluUMyZL4aQnIQCCHRm8FFhxuZDeUrM9a3xmDAtnjxnBBoBcEvyu+ky1iQ8BizFEjo6z8+aDI5g+oHuX1GLx2Z4daZDTxWmssKqwG9EBglwUKznvsLbeTGCVARgFUjscZmpFQ/+fzVcaKDoDM5du+pyMqZtNZeRsCT+bLuMyJO2YpDuXOz5t5cx2a0ZbR/95WmjPY/GSOaOqC18YuKOxjSTf5ZdYVy8CtaTCJxNsFk5A5TRv8vQNhn3M6IUEuKwjKrkWXWa8u9MakpQwFFVnA39pG3tnzGY5wuWTmTDvXP7A6ajRhXbOWCzczsvD5VZkKnq3vqg1JE0OEg2J/5Wn3jic6MIwM/L59aoAE8GPlrxwd51buasJKaczl2Ml4CYvKCxNNhOnZjIcSEn+kgB9Njks06kQ70tCB7M7fgMzsE+qLqSH3GmhUUP/LHlD/4JdaWL0/bIoPKGC2OzN3s+w9nX450ZfRfgYLgqqkMp376Nl+fouNN33Kecm9J3EeyzB5CipSUSUZTk1x7M74uFTCWpccHP6vMHYqsEHJnv19pIgxlC6j4nX+YsP2JVY9yqe8qfd6BOK9SSQUCgVmXubUNT0t2lH1TJvweESWPxsCrRZuY2nsiNvOMguBYsIYdoTNUaeM/Kcze7CFA6UDIx1HEuqQsuqdikmQoSo9bbVbMpEPuAN07L3H5P/fT9qt2UOZmFRPjvPgpDUusRXz9ji9j0l7/5bOyBUlI3FSxOmP9mysqMtb3CG2GQt4qWM9rhZtoMxQhCwmfpOedgrX8V82HcOlmNhNUgHd8SwCSEnody5iYivDpSY7LPK6Ls8+lPR0yPpMOeYK0/vIUwVFXFy2yVIGQL88xK64g0NWUcK9GSHhDySk3NCcYeRLKkJlnbdlyrIbMBRBpczKzaGlbtpTcpUvYeaKLF8I1o8nzT+bWxx54Td/LxDyOR4MLuDhYyhdz3qRIDE24Vmcym57Yy2BWVzKS/ekJbMm4SA8eah0TaHkAKfhixP2GsS8sO7+iaEbKCyUeaUgO3xgpS8ebqZSobzGNX+SC/Or0dRaH7p1vp73Pwi23sOjLfwzA7ouvozh9w44SyfjgJ8gwtbpuCiXnsI07si360Tz6VJj+EKIL0JpAyoqH/bjcMOaOobPDK/BKGCn4AigDzAVZHkVIo2eguXZNwsNsASO5knVsef26V+vxDDvTpuF9CwRvXnqPUApSaU6Hkere6UJrtTLvt54YFej+IR8DTj+jk4cUsVDbMW6LmPD1Xqv/g4hqRdEsnfzgTCIJTNW5aekqozNpRVEIj1ThlS+BMohCDkgFoPgiiweRIzM4yumhteVjXbljwnZFVuh5+zKOk51sMS/mlbwjKKNll4l/P0rHI8T4jzRBXyMLcDX2Ss50T55bV8gKZT0B2ov1cffrAwqLm3xI65dx2n01ZSKqoDDoG6LV0Z6xArRKMLXVyQ3FxSz8kz9El2PDVB7rq3vkXFdK+44Q/4SJlP5VJmy7trKyAslYSEheP5sBphStTX9jhIULIdDnGQkMeEHuQdY+BNI8Rk8AxQHhPQj5YiaHmZjhwBV98TyKH/kjNMaJjz/9e5txnIjMODa7FzGgdbHPen54Mj3eNEDiv5N5PihxOotKa2bWmggrMha9ic1V67h/0W0UmvM52dnAr8++xuWBZnwhPwJBrjEHnaTB1d/LI28PUDAYpqtAy/srLXhNEhavjNknY/DLbGjwYvVDSb6VP/jM3/Ncw+u8cXE3gXBqBC1Tbo+uC6nN4igZDCz/xv/FWFQUd/+VtvRk/9vvr8ci/NTpOjGKxMmFFUDEm5AIKbamqRBIRivolxH0rgaRhZHHw+/BWj97H+7pklGRDvtDaHMNBPq9oLl5eGu0ISsXRXsfcmg3CDMifAaIRCImuvxy1t+Hvrwe16ld+NsuoAS8CY6cjOHWhQBl7IFNGc6iK3CjL11Azuo70BfPw1i1OG4rcjDM4PHYR8L7HOvY6FrICfMVvFKAjhwHHkOIQY8DnaKhzluGW+OjVd9HQAphkvUs9VRx1T5AV6h3uP+Iw72sxD5M5hpsfHTFwxRZ7TT0XCQsy1TllnOpr4mjHacZ8jtxB71M+mSiwBfWfZwNNesm7FpZuoSVpZFVfZffTUAOkmfMYeDgEc4/+S3kUMTuXtYX4oPvxArF6PclBIGBAawGCzvm38wrF1Jjuy0w26nKSX00WDy63kqhPVoI5GAQ59lzGLfFF+mewZmc89fO1XAhP3ZvwyiCbDU0cJfxVOSSYWwRMKBocchm8iUXeiFPjMgVwzVXFIWih75EKFBP79uXs8viOW4sklFL3pqytHWfMZEO+0O0/fIU/p7xmapGPpERIZFQtDsABUVahBR8DhhCiff4JAS2VTswlC4gZ8VWAPp3/4LBvc8Nl/qZptlkeAZmql2DsbyOgQNnCcsrRyOgJKMf203LyFkxuQj4u1zI/okzjIKwjduckbwStvJi/L1uAt2TF+AVso5/LH0Oh885uk2KOuE1QsM/3vN/yDPmALCiZMnovi3zNvBbPAbAj9/7Ca+17Rvdpw0pKALCmsh71oQVREs31Ew6nFHPCV9XNxf+6V9QwuGY7yPhNaYoGEtLkEMhDreeGD5WTHyqiGlrxOg1fbPXBxbfhZShRadAb4pcswSj5+bQuXMUbbs17mF5VkNq+o8zIIWRIJeVgOBu00lCaNjvr+NysIhzoQr8io6N+ot82Hog7iKYgg5Fu4yBYxYC/U1pGvv0EFoJJSrZmz7fTMm9C9Hlps+dNmMiPXCgNVagxfC9N+Y6HHfZi1xk3UcR8lmEfB5F6YoVA0mL1habJCZ/2+PYVt2G6/S7uM6+T7CnhemKde6G+wkMFhEW5RCVj0UOmOj+zWVkv4J9fWJ/2LBv6voySig8pUADKENBfuvOD/Lvh3+CokTZtIc/szuCq5GPDRJebUJjSuxnXtUVwuZRMPplKnvCWL2RthwWQXOJlly3jMc2/XDmrt+8iRwMXlMAUs/ud+l45TWuLDOjrLAMmyUSC7UQYuw9T4Md82/mrrqt0z4+2RiKi1PU8tjZLunj2/0BCvPSaSYQw94dCjt9y+kNWzkXKsetjIhYxEp9NLiA++XjmIUfjTT2PhTMyNpHQcrH3+3LuuUnU00eeavKCLsD6PKMmCrTs1gYTcZEeuh0vMUNETFeKcO/x+waeY4yoGjWoGjWQOh9hNKOULoQQsZQsRH3VT9KqJOQJ0BwwIfsDxHo9xIcKofwPWi0z0BoMP5MHEBIKMKMccHH6HlPJtB7OeGJ07v7Cu7L/Uh6CV2uEW2hmdCAj5A3iPtSP4onjkiP88NzXZj+rGtDwUq+eusXeK7hdRq6G0GB0qCdW51LWOmtoa+7maGGHso+tISGU3u4cGwfjv4etDo9RRU11CxaSUdTIyv7A6NFckfIdSusuByxDbeJ83icDsy22BNSDgbpfX8fvXv2EHZ7MFVWMnDkSKR+3zUQckbC/iu6g6AoowJsDCkEtBKKNCbYAoEUVijqDxIWCkNWDT5D/BmyXqPjiVUf5O76bdc0nmRTuHULna+9nvyGo2zsBRsTF9m9c2M1P3v9XML9qUEQRsOR4Pj0nRERDwodT7q38zuWtzEpQaTh9yJrt4OUvRWLzFU5WObPPNFTMsiISMvBMGFvosWiEX/aqFn1yBc4ItQjaLegoKDgA8WHp9OO59XJPBAshKUnQHsGjbwXZB+KMCAkPTp7DtrcYrS5dTivVONpDYMyxQxXAW/zNS7SzGKm0PXGBRZuX8Dn/ffT39KBjIJ+3FcYHPDy9r//gEuusdwRfq8b99AATQ2RbSMPBYkcPPo6W/jRN/6Q2mXryC+pwO0cRK/VE379PbTtvcMvVhg62zDzNwNUdAeo7AywoC1AfYsPk18hpBGcn2fg0HILPr3EluNOll7yohm+D8gSXKw08P5qC1aPzNIrPmxehYLKGjY89kny6+OvD6SVa7xpTYsoEctbvYqcpUsSHpqfY2JlXSEnL/YmfxxTMlFspeGZ8+VwCd90PszNxos8skQBLLjb6+K+JlvwXHVgX1eZ0TFkRKQlnQaNSTeJUEPC4Ie4j9WmyErwdO7GQgOalYQ1KyMJXIRmuDcD1sWVDB5sJexJT57Ya8V71UHLTyJCqyV+jmpZDtPimp54TvVpXTpzhEtnjkT+UBSEDSpztRQMxn5vs7nEHtkVe5PThhSWXfKxoNWHJgSGcV56kgwLm/0saPWjkcf6Fu3naTj8F1R95DGqH//wLEaUBFKRd0YIhFZD/vr11HzqkwkP6x7w8PzuSzR3Zkeq3/Hnhksx8RvvCp546B50/V7cT5+a+IIsMnl4mgYJeYJoM1jnMGPmjpwVJQwcbI38ca1fTIwYz0IixJjQhZx+endemnlbWUDEhCNRalxAs+9sEhseDi4Q0FJmRBeQyfGMqeds3LrHLxOP/G3xT35K6OJNVmWZll8+jbWulvz1E71T0oVlwXyERoMSTp4fuKGoENkfoG//Afr2HyB3xXLmffyj2BYtHD2mpcvJ1/77fRzuJNUIHX+zSTAJsgeGWOs4T5WvCxnBRUsVx3Pq8WhNcUMBCnKNWE06gqYEazbZJNSygudKPznLSjI2hIxFHNpvqsRQHJXgJXufeOYOCgSVAEYpteGql6vN9NiTO7MQ434g8Skx6akiKzT+y7eRA5kpZqzIMu0vvZI8jRkWRn9XN8Ghsdmx49RpTv/FX8WYnL7//KnUCfTINkWJuKUqCkKRqXW18KmWl1nnOEexf4BSfz9b+k/wqZaXKQgMRvw/ZBnC4chNS5ZZL7pxnT+PodAcqwFZipL8LFLXRMZEWmPQUvmR5RRsmYfObkLSa9BaE69Yq0xNu7+R9wafptFzOLUdCWgrNTJoS/2D2Hjxns69PORyce4f/iml40rElR89Scsvn4FkzaInMZ3IwSBNT/4UgO5+z7XboEdFN85PAor8A/x+07M80rmLmwbO8HDXu+iU0IQoQ0vYxwNd748uDI/sXeBuZfnB5zn11f/DhX/5Nwq3zUNox8lQtsyihzFWZLbCT0aDWSS9lvyNVeRvrMLX6aLztfMwV/P9Z5iQEuSMe09qGk/gXtdVoCfPObWbYSYYOHQYT1s75or0BbT4e3rpfO2NyB/JzomewNTgbGzE29FBn89wbdoWd2yxxgkx3gdKkXm4612sYR/17lbq3S3jnGSjj1co9fexpf8EV8zlWMI+ljkvU+duRRrup+fdPZjnzaPyw7fTt68ZT9NgpCp3lqHLSZffeXwynmAJwHN1kNZfnCTYn55IqeuRvkCkCoky/F86CEuxwpFtl1f7Cy+mtb++AwdRRjw7ku1SNongh1xuCvKMsYKpyBT4B6YxO1bQKPKwo1zkb6PsxyhHzCZjM2SFBd4O7MGxYKrJ3uHIvlsGTvGJtjd4pHM3C90twwI99n46X3sDQ4mFikeXkX9LZjMXJiTD7oEZT1WqKArdb16MiepRuTYURaHJeypt4jxCwCDRm6ejcDC1yYRmytDpswwcPYapsgJjygJMxpB9Kc4XHie3sqTTYSwtwWYzs3phEcfOdzPP3cY93fvxCx0/rn4g5uVAjLoW+/r5rfY3cOrM9GpzMIb8lAd6kRG4tWb0cpB99mWcstVRFBiMHQ4ThXpiHrzJ8ff2EnQ40Nvt+DtdE1eSM4x5vh1JF9+TKl1kXKS9LQ6CjhsoGX6KKNCX4/IOECJFC2YJHt87iwxZK9LetjbO/s03EJKEfe0aan/vc+jzUxeYYF0YlVg/FW54cUS6cMst6GwRm+mjJW56j7bzSMdutEoYG1DrbuOSJRIVO2qOiBpaeaAfjRImL+AkNzA2S9agkBOKxAns6DvGjr5jODUmRqR58kD+6fsBCElCMhiGf88+74H8jZn1kYYsEOmQKzOr8NcbtabV+GQ3bf7J04kmm5BWEJJAK0//wkw3iizTf/gIvr/8a1b+4zfRGFOTdyF3xXLM1VV4mltS0j4QI9TWBfMp3HYrzb94GjkQwP3Ka3zQH0KrhBj5Nu7vfp+XSm7lijmSECjWu01hsatp9K+pPN9ywiPmSCVhlt1rJW/NKrRmMwCWBfm4LvRObzBpov9gK8HXGpGDYQwlVvLWlqc9AjHjIp3ORCXXNwIJDSk9uxPMpuXhqzUdabBng6e1jZ7d71J6910paV8IweKvfJmzf/11fF3dKZlNS2YzlupKirZtpf/AQc7+1d9Edgzbncf8o4ZD7eUAH+p4m05DPlfM5YSEhn325QhgvqeDed7OafU70ayR+Cyb1vcvBJJeT9VHxgKPrIsKGTjYSqDfE78TvQSB9JpFPZcHRt+Qp2kAT9MABVvmkb8xfXnKM75waKrIQV9gzvQw5jQjeZMLdZWpF8g4iyjacddNFkyAEtK3d39K2zeVlbHm2/9Cwc2bU9K+7HbjbDhP889+zuDxk1MeP5K6qtTfx+aB02wcPItBDrHOcY5HO9+JK77TdXuc9rHjsxEKgW1hPcv+6i+w1deNHaaVqPjQMkxVUTljBGhMWopuW0D9H9yMZMr4vJK+PVcJ9HnS1l/m3zFQck89bb86E0nrmSWPOXORQl0lVk0+rnB0jcjUfpgmbxhZiiRBiiZZj8PJRk5xxRSIZKgzlhQn3w0vipBr2Fd1Gu2PiKdCJBDl95t+hUFJk+ukEOQuW8rC//1HyMEggd4+tDYb5sr42SO1NgOVH16Bv9eDv9uFpNdgnpc3tniXJYmYhk53Ubhtflr6ygqRNpbaqP7EagaPtuO+3E/IE0QJZKY+3VxGCMFa252ccL2DI9Q9LJJTLfHMDq9Jw5l6K3ZHkMoOX2whUrJPqKPDqFOJuboqpSI9EwRgTJc4R5G/cQP6vDyAhNVkxmMoNGMonPiEbSgw4/VcY1KzFBB0pC+/T8bNHSPo8owU3baAmk+vp+4PNqPJYEKTuYxBMrMh5z425DzAQvMGqg1LKdbNS2mfioD+PB2Xq7PbbCXp9ZTefWda+iq8eTO6nJysmfllCslgoHjHjqS1Z67JQNrQOPdZrS190dFZI9LjyV2dvvI0c53xCfEFEbHu9F+h2X+WnmBzcjtMIDwuiwanOdanNOPzyOHPRmMwsOhP/hCh1TF48hTuK00p7VbS61n0p398w4u0qawMrTV5uWQyFk8x7kTOWZ6+hEtZYe6Ih5KKnLw3CIoCx507R23TKSHBo7wjR4fNk0WmKiEovm0H5R94kOaf/Q8DR741em5Z5lVT8zu/Td7KFSnpOnfZMkzV1XibmlLSflYx/nwQAoRAX5Cf3H5kJePrVvYNlRiKUpvELJqsnEkPHGpl4EBrpocxZ+kLtccIdDrPZ5dZQ1CTJeHiw7NYx8mTnP/7f6T/0OGYm7/7ajMNf/MNhhpSV8VE0mftPCi5CBHx4hj5Gf7sE9VhnCmjnh8ZeEDRWPSU3r+Iwq01ae0360RaDobp29ucBc/Jc5f+YPu4LSn0mx6HzyDRON9CQJs9j/n+nl687R1x98mhEC2/eDplfaesKG02kaDgb+6ypUl3RTRV56Yvvek430JrXQG2xdNb+EwmWSfSrsY+lKBq6pgu8Qq0iqhpRsrzecQR6oBO0F6SBUFKowV7J0+/6Th1mpBr6mLAMxpCGlz+Mk39//oS+TdtQAyLtc5mpeLhh1jyF3+OpE3uk4QQgvKHl0SEOs3zAENJ+kwc0WTds5inaSDTQ5jzFOoqueKbOtAhaYwIdZQQOmxaQhqBNpzhR6KRMU2ygKcoynCRgORfhPrCwtHCu9cjZQ/eT/H2rRRv30rI5SbkcaO325F0qfPO0toMVD+xGveVfnrfbSLQk/rAEo1Jl5FZNGThTDr7PGuzl3izaAC7rmQ4RDxzKAKC2WDyUBS0OTmTHmIsLkKXlzvpMTOl6iOPpaTdTCOZTCz60z9hwad/Z3Sb1mrBWFycUoGOZuhUN4FeT8olQzJqKXt4Scay4WXdTFpfYMr0EOY8AcWPTGY9LIQCugyXHRpBl2Mj7PUmrDlYet89o4/qyaZw8yZ6blpP/8EUV8tJM0Vbt1B4y80Z69/f48bVmNpq6MbyHKx1+eQsL0FjylzcRtbNpHOWFWfhqOYWOmFAk4n7b5RJIdcZyrypYxhvaxv6vNy49tHi23ZQ/uADcV6VPJZ87atY6+unPnAOUbjlloz272qMWpBN0WlW9uBi7BsqMyrQkIUzaa3VQNH2BfS8fTnTQ8l6hBDD9eOyQwxH0IQVyruzK0e4v6+fgltuxjKvGm9rK1pbDsXbt2Ktq01L/wW3bMbV2JiWvlKNxmJJmW/5dFFGymyl8NQPe4NZUXc160QaIG9tOUKvofv16+OkTjXjffsdoW7CZKj2oBCENXC50kSuK4TNFcLqzQ5vnYFDh6n7/GeTGgE3XSoeeoDmnz6V0OQylyjasT3TQ8BUbiPlLgZZknclaw0LuctLyFlZkpZ1RFN1LnkbKtDmZrbg5EyIpCmN/ZCueNPo2REPIfCZtPTa9Zj8ctYsBcuBAP7enoz0LTQaFnzuMxnpO6kIQf76tZkeBeb5dnT5qVu/0tr06Asz43I3nqwVaYDiO+qwr69AMmgmT2w7jKHUimTWTpoAV+il0bZ09khSp4rHllO0bT41n15P1ROrMc1LzUr/CBqrHuviQoQxOavFQggEAlkJ0eDeS08whZVBAEmaetySRsPyeSvQIo2GCI/+RDHvk5/AXLtgZgOZbl6MqEVB7XCpqUxQevedLP/6X2GsiJ+mM+sRAlNFOXmrV2V6JAghKL6jbuoDp2wo/k/euoqsKeeVleaOEYQkKNw2H/umKvydLpznehg61ZVQhIUkmP/ZDXS8cA7PlYkPQ/pCM5UfWYmQBEpIRjJpRxPmQ+SLN5ZYqXxsBWFvkI4Xz+FtmUFaxKhimsZyG+Z5eejsJgxFFoRGQpdrQGgiwuFtddD27JlZB/AIIZCEliJDNa3+C5EbUuR/15QHRUhSwuNHPCDk8RWxo2vvDf/+8T/6BrbcfI6e+BL+3nGr8MPH5q5YTuUHH6Fn97vTfZNjfcTrN97x0YuZK5ZjKCiYXl8pYvDEKfydnZEbxxzLT6PPt7PoT/93zDWTSaZT1UkyRiRO9sea/zQmHcV31EYS+A94R7cLjUTeunLs67PnRprVIj2CxqDFPC+Pvn3Nk86mfR1OnOd7IwExcY4L9Hro39dM0Y4FoJ98Nqgx6dDmzND8MZxIWV9kofyRpZOuDpsqc7HU2GNXq6fLuPcoIVFUNA/hGrfjGvIaa7Ra8gpK6e0Yy5wnJsyAI+I4erFG7xMCnd6A2Rbxpljy53/Gmb/+OkFH7M3OXFVJ/f/6EgD6oiI8V6eRqS+eIMd7X3Hc6TQmIzW//cTUfaSQ7rd30frsc2Mbsizf9GRoc3NY8+1/QWtNU0j2NNDa9GisesKT1Em1LSrEvrEKx8lOvFcHQURMJbkrS9Fa9FjqC/A0DY4WGLDWF2bFYmE0c0KkR5GnPqGdZye3OQ6d7aZw2/xpPcpcU07rqNU7XYGJvDXl5CwtRpriZgCQt74C16X+ab2/qSi5qZZ8dzn93WP5O4QQYwuLU4hCKBCgoKySvq7ECa5i2ovDotWb0ekjNzjL/BrW/te36XlnN44zZxAaDfkb1lOwedNo0EPhzZsYPHxkOm9vSqo+9jiSRkPn62/g7+tHSBL5G9ZT9fiHsdSkNq/2VLS/+HLshjkk0iGnK2HwVKYQQlBwczXdv7kYf79OIn9TFVqbgcIt82DLxO9fCIFlvj3txWWvhTkl0qbKXHwdzoT79XYTIdfkFRNkXwjZF5qWAOeuLGXwUNv0Bzis+wWbq68phNRUkUPJ3fV0vXkRQpM8AkdPWDUCJcoPWUiCvA2V5K4sZVXgLt557snYlw7PQhWYUhimsjlrtDpWbL6d43vemLCvsKyaTXd9MGab1mym7P57Kbv/3rjtFd26hcvf/QGyfxrVLiYzEQhBzuJF5K1aScWjDxMccqIxGlJWHfxaCHu9uK9enbhjrpg9ZJme9/ZQfl/87zBT5K4sJeT003+gBaI+Rsmio/yhJWhtc88ZYDxzSqRzV5XiON6BHIzvxpS3vgLXhT6C/d64+wEkvSayEDkN9HYTxoocfG1Dkx8YI55SbCHNaZKzrBhLbT7Ohh78PW4C/Z7IDWlEiKP60Jj1VD6+HG+rk2C/B8mow7akEF1ORIyWrr8V50AvR3a/iqKMnbl6g4mC0krar5yffCx5hVQuWELr5Ya4+5fdtJ1b7v0w8xYu59T+dxjobkdvMrNw1SaWrNsyOoueLpJeT/mD99P66+cTC1Y8O2gcs0bPu++Rt2olQpLQpyjUeyYIrXZSe/9cwHXhItyX6VFMpOCWeeSuLMV5vhfZF0JfYMZSX4CkzWq/iGkzp0Ral2uk7OEldL50nrBvLLtY9CxS0mvwXE3sQWlbUjy6aDcdyj6whJb/d4xQIrvXOO2wLStGa5mZTUtj1JK3Zqwija/TRc9bl/B1jj09mCpzKb6jFr3djN6euFzVxjsfYemGrVw4vh+vx4m9sIz6VRvp7Wjh19/9RsLXCSEorpzPylvu4K1f/YimhuOjwTKSpGHZTdu45d4PA1BZu5TK2qUzeq/jqXr8w7ivNjNw5GjsDlmO6xWSyLMj7E5NNrvZIul05K1ZxcCRY3F2zo3ZdLpycswErc2QVYt9yWROiTSAuTqPms+ux3W+l0DfxFmkdWEhlvO9uC9OXIjT2U3kb666pv60Zh3Vn1zDwOE2hs50E/YEkEw6JEkQckcJtxDYFhdFFiWThLHUStXHV+HvdRNyBdDlGNFfg2+oLa+Addvvj9lWXlNPSeV8ulqvTDheCEFeURnV9csQksR9n/gig72dtF+5gKTRUF2/HLMtNbNTSadjyde+guPESXre3UPI7cZSM4+CmzfhOHEK18VLoJHofe99lFAooUib52XW7jwZVY99CMeJU8ihiYFGOrsdFIXg4GD6BzZNCm7elOkh3JDMOZEGkHSahDXGhCQoe3AxjuMdOE52Euj3ojXrsC0txr6+YkYFbjVmHYVbayjcWoOiKKP2XV+nE2+LA6GRMC+wo89LjXO9odCCIYmO9fd8/Au89ON/ZqCnk9HVTiGw5ti57+NfjEk2lFdYSl5hadL6ngwhBHmrV03ww7VECa+QJLrf3hX39ZJWS8kdt6dyiLPCtmghS772FS5//4cxRQhyFi+i7ou/j6G4iIZv/gODh49O0kpm0BcWZIV/9I2ISNaKrRBiF7Bt27Zt7Nq1KyltqqSOcCjExdOHaD5/CkVRqKxbQv3KjddsT043IZebM3/1N7guXYrZLmm11P3BFym6NbOJf6aDoig4z18gODiIqbwMc3V1zP7WXz9P+/MvEnQ602YG0ebmUrh5E11v7ozYzaPycGuMRpb+1V+Qs3hRWsZyo7F9+3Z2794NsFtRlO3j96sirTLnkINBet/fR9/7ewl7vVhqF1B6952YysszPbSk4e/pofW5F+jbu5/gQAqzVAiBZDCw7K//P3IWL8J5oZH2l17GcWrEXXId5Q8+gKni+vlss42pRHpOmjtUbmwknW60Gsj1SPvLr3L1Jz+N2K5T7Jtsqqqk/ktfwLYwkkrVtrCeRX/yRyntU+XaUEVaRSWL6D98hCs//PHYhsnC3pNA6b13jwq0SnaiirSKShbR9twLEzeOuCBOwz6tsZjJ37SJnIX19B06PGUkp/vyRC8flexCFWkVlSxBkWWcDecSHyBJ6PPtFG3bivtKE1qrhZxlSwk5hpADAax1tZGq3ZpIsJa3o2NKkTYUFibzLaikAFWkVVSyBSEigS2TFAaQ9HpqPvmJaTVXsGkj7c+/OOkxOUsWX9MQVdLP9RE3qaJyHSCmkVA/f8P6abeXs2Qx5vnzE+43VVeRm+EyWCpTo4q0ikoWUfHBR+MWzAXQWiwJk1QlYslX/jfGstIJhRcMxcUs/rMvZ01uaJXEqOYOFZUswlZfx+Kv/imXv/t9fN1jaXfNVZXUfekLGEviR9omwlhayup/+2d633ufgaPHAIW81aso2nprVmQHVJkaVaRVVLIM+9o1rP3v/8Bx8hSBgQGMpaWzsh1rDAZK7riNkjtuS+IoVdKFKtIqKlmIkCQ1V4YKoNqkVVRUVLIaVaRVVFRUshhVpFVUVFSymGRmwWsFKnJzc1m9enVS2lRRUVG53jl+/DgOhwOgTVGUyvH7kynSg0D2FJVTUVFRmVs4FEXJG78xmd4dV4D5gAuIX2NdRUVFRWU8dYCViIZOIGkzaRUVFRWV5KMuHKqoqKhkMapIq6ioqGQxqkirqKioZDGqSKuoqKhkMapIq6ioqGQxqkirqKioZDGqSKuoqKhkMapIq6ioqGQxqkirqKioZDGqSKuoqKhkMapIq6ioqGQxqkirqKioZDGqSKuoqKhkMapIq6ioqGQxqkirqKioZDGqSKuoqKhkMf8/HnbMJ2ap5BEAAAAASUVORK5CYII=\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 4000\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 4500\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 5000\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["from itertools import chain\n","\n","# Denmune's Paramaters\n","knn = 39 # number of k-nearest neighbor, the only parameter required by the algorithm\n","\n","# create list of differnt snapshots of the propagation\n","snapshots = chain([0], range(2,5), range(5,50,5), range(50, 100, 10), range(100,500,50), range(500,1000, 100), range(1000,3000, 250),range(3000,5500,500))\n","\n","from IPython.display import clear_output\n","for snapshot in snapshots:\n"," print (\"itration\", snapshot )\n"," #clear_output(wait=True)\n"," dm = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False, prop_step=snapshot)\n"," labels, validity = dm.fit_predict(show_analyzer=False, show_noise=False) "]},{"cell_type":"code","execution_count":6,"id":"2a870705","metadata":{"execution":{"iopub.execute_input":"2022-01-28T17:07:44.17535Z","iopub.status.busy":"2022-01-28T17:07:44.174579Z","iopub.status.idle":"2022-01-28T17:07:44.5119Z","shell.execute_reply":"2022-01-28T17:07:44.512463Z"},"papermill":{"duration":0.42668,"end_time":"2022-01-28T17:07:44.512641","exception":false,"start_time":"2022-01-28T17:07:44.085961","status":"completed"},"tags":[]},"outputs":[],"source":["from PIL import Image\n","\n","# collect immages for each snapshot automatically by the algorithm in a folder named propagation\n","images = []\n","prop_folder = 'propagation'\n","img_files = os.listdir(prop_folder)\n","img_files = [os.path.join(prop_folder, f) for f in img_files]\n","sorted_files = sorted (img_files, key=os.path.getmtime) \n","for filename in sorted_files:\n"," im = Image.open(filename)\n"," images.append(im)\n","\n","# create annimated gif to show evolution of the propagation\n","images[0].save('propagation.gif', save_all=True, append_images=images[1:], optimize=False, duration=800, loop=1)"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":456.807849,"end_time":"2022-01-28T17:07:45.807456","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2022-01-28T17:00:08.999607","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
+{"cells":[{"source":"
","metadata":{},"cell_type":"markdown"},{"cell_type":"markdown","id":"6857a94d","metadata":{"papermill":{"duration":0.007767,"end_time":"2023-04-30T01:14:05.05655","exception":false,"start_time":"2023-04-30T01:14:05.048783","status":"completed"},"tags":[]},"source":[""]},{"cell_type":"markdown","id":"d83bfb71","metadata":{"papermill":{"duration":0.006572,"end_time":"2023-04-30T01:14:05.070624","exception":false,"start_time":"2023-04-30T01:14:05.064052","status":"completed"},"tags":[]},"source":["##### Have you ever wondered how a cluster propgate. It is time to reveal the beuty of clusters propgation. It as simple as\n","- running the following cells,\n","- wait,\n","- watch and\n","- ENJOY."]},{"cell_type":"code","execution_count":1,"id":"005190e0","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:14:05.089305Z","iopub.status.busy":"2023-04-30T01:14:05.087982Z","iopub.status.idle":"2023-04-30T01:14:05.097847Z","shell.execute_reply":"2023-04-30T01:14:05.098455Z","shell.execute_reply.started":"2022-01-28T16:17:49.095175Z"},"papermill":{"duration":0.02091,"end_time":"2023-04-30T01:14:05.098772","exception":false,"start_time":"2023-04-30T01:14:05.077862","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","import time\n","import os.path\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"code","execution_count":2,"id":"81f5974a","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:14:05.11608Z","iopub.status.busy":"2023-04-30T01:14:05.115051Z","iopub.status.idle":"2023-04-30T01:14:18.653794Z","shell.execute_reply":"2023-04-30T01:14:18.653011Z","shell.execute_reply.started":"2022-01-28T16:18:18.536691Z"},"papermill":{"duration":13.5485,"end_time":"2023-04-30T01:14:18.653955","exception":false,"start_time":"2023-04-30T01:14:05.105455","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting denmune\r\n"," Downloading denmune-1.12-py3-none-any.whl (19 kB)\r\n","Requirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.19.5)\r\n","Requirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n","Collecting ngt>=1.11.6\r\n"," Downloading ngt-2.0.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (9.2 MB)\r\n"," |████████████████████████████████| 9.2 MB 10.0 MB/s \r\n","\u001b[?25hCollecting treelib>=1.6.1\r\n"," Downloading treelib-1.6.4-py3-none-any.whl (18 kB)\r\n","Requirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n","Collecting anytree>=2.8.0\r\n"," Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n"," |████████████████████████████████| 41 kB 382 kB/s \r\n","\u001b[?25hRequirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n","Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.4)\r\n","Requirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n","Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n","Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n","Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n","Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.2)\r\n","Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n","Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n","Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n","Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.8.1)\r\n","Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n","Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n","Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n","Installing collected packages: treelib, ngt, anytree, denmune\r\n","Successfully installed anytree-2.8.0 denmune-1.12 ngt-2.0.4 treelib-1.6.4\r\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"]}],"source":["# install DenMune clustering algorithm using pip from https://pypi.org/project/denmune/\n","!pip install denmune\n","# now import it\n","from denmune import DenMune"]},{"cell_type":"code","execution_count":3,"id":"97a634cd","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:14:18.696597Z","iopub.status.busy":"2023-04-30T01:14:18.695053Z","iopub.status.idle":"2023-04-30T01:14:24.491684Z","shell.execute_reply":"2023-04-30T01:14:24.490929Z","shell.execute_reply.started":"2022-01-28T16:18:10.558959Z"},"papermill":{"duration":5.823892,"end_time":"2023-04-30T01:14:24.491847","exception":false,"start_time":"2023-04-30T01:14:18.667955","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Cloning into 'datasets'...\r\n","remote: Enumerating objects: 68, done.\u001b[K\r\n","remote: Counting objects: 100% (68/68), done.\u001b[K\r\n","remote: Compressing objects: 100% (56/56), done.\u001b[K\r\n","remote: Total 68 (delta 12), reused 63 (delta 10), pack-reused 0\u001b[K\r\n","Unpacking objects: 100% (68/68), 20.59 MiB | 6.07 MiB/s, done.\r\n"]}],"source":["# clone datasets from our repository datasets\n","if not os.path.exists('datasets'):\n"," !git clone https://github.com/egy1st/datasets\n"," \n","data_path = 'datasets/denmune/chameleon/' \n","datasets = [\"t7.10k\", \"t4.8k\", \"t5.8k\", \"t8.8k\"] "]},{"cell_type":"code","execution_count":4,"id":"18d0dbcc","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:14:24.533032Z","iopub.status.busy":"2023-04-30T01:14:24.532308Z","iopub.status.idle":"2023-04-30T01:14:24.549735Z","shell.execute_reply":"2023-04-30T01:14:24.549044Z","shell.execute_reply.started":"2022-01-28T16:19:43.998736Z"},"papermill":{"duration":0.042351,"end_time":"2023-04-30T01:14:24.549905","exception":false,"start_time":"2023-04-30T01:14:24.507554","status":"completed"},"tags":[]},"outputs":[],"source":["#@title { run: \"auto\", vertical-output: true, form-width: \"50%\" }\n","dataset = \"t7.10k\" #@param [\"t4.8k\", \"t5.8k\", \"t7.10k\", \"t8.8k\"]\n","show_noize_checkbox = True #@param {type:\"boolean\"}\n","data_path = 'datasets/denmune/chameleon/' \n","\n","# train file\n","data_file = data_path + dataset +'.csv'\n","X_train = pd.read_csv(data_file, sep=',', header=None)\n"]},{"cell_type":"code","execution_count":5,"id":"21346fe3","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:14:24.591193Z","iopub.status.busy":"2023-04-30T01:14:24.590495Z","iopub.status.idle":"2023-04-30T01:17:42.805131Z","shell.execute_reply":"2023-04-30T01:17:42.804397Z","shell.execute_reply.started":"2022-01-28T16:19:50.364258Z"},"id":"FZgP6jwmzFtZ","papermill":{"duration":198.238972,"end_time":"2023-04-30T01:17:42.805327","exception":false,"start_time":"2023-04-30T01:14:24.566355","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["itration 0\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABqBElEQVR4nO29d5gj13Wn/d4q5NAAOucw05N7cmIaBpEiFajIJDkoWo7rdd71eu391uvPeb3f2rLXaWXJli0rUyQlUmIQOQzDGXJyzp1zNxrobmSg6vsDQDfQjU4zCNUz9T5Pz3RXFe49AKp+devcc88Rqqqio6Ojo6NNpFIboKOjo6OzMLpI6+jo6GgYXaR1dHR0NIwu0jo6OjoaxpCvhoQQJ4A2YBq4mq92dXR0dG5x2gEH0Kmq6s65O0W+ojuEED7AlZfGdHR0dG4//KqquuduzNtImuQI2uVyudixY0cem9XR0dG5dTl58iR+vx+SGjqPfIr0VaBhx44dvPbaa3lsVkdHR+fW5f777+fgwYOwgJtYnzjU0dHR0TC6SOvo6OhoGF2kdXR0dDSMLtI6Ojo6GkYXaR0dHR0Nk8/oDh0dnVsIVUkw2neYsf53iIZ9mMxlVNTvoarpLiTZuOhr49EAk+OXUZQ4Dk8bFltlkay+9dBF+jZGVVVCPX4mzw2TCMQwui2UbavFUuMotWk6JUZVElw98WUmvVdmtoXiYfquPI9v5Bzrdn9hnlDHY0GGOl9jfOBd4tHskF+j2UXzpsdwV28qiv1LkYhH8I9dIBELYTDZCU0NEgmNYzQ5qajfg9VZV2oTZ9BF+jZFVVWGX7jM1IXR2Y094D89RMVdzZTf2Vw643RKzlj/O1kCncm0r4v+K89T0bAXq70GIckMdb5K/5XnF2wvFvFz7eQ/YXHW46neQkXdLswlGl2P9LzFwNUfkUhEQFWB9KprAUIw3PMmNc330LjhQyWxby66SN+m+E8MZgt0BuOHerDUl2FrcRfXKB3NMNb/Tu4dKVEb6XmTkZ63MJrLsDnq8I9fXFa74akBBqcGGLz2EgiJMk87nrodmK3lODxtCCERDU2gomKyeBBC5O9NAd7BE/ReejbrvWS8OSDZ33DPm1gctVQ27M1r/zeCLtK3Kb6Tg0vu10X69iUampi/UVXmbiAW8eOP+G+sE1Vh0nuZSe9lQGAw2ZEkI9FUe2ZrBbWt91HZuD/rZeHAKIl4CIPJCarKlK+T4c5XiYS8SJIBd802aprvJhr2oSRi2FyNmK3lAAx2/jjL/vk2qZC6MYz0vKWLtE5pUGIJYhOhRY+JjgaKZM3NEw/GmDwzRLDHjwBsbR7KOmqQLfrpfaMYLW7i06lzZN6IsxCo2X5sIREJjdN9/tsMXn+FWMSPqiokR7oL25JQYoz3H2G8/0jWdqO5jKqmuwlPD6faX3qEHpoeRFHiSFJpzyP9LL4NEQYJYZBQ43NHRrNIZjnr7+h4kMnzI8SnoxhdFso6ajCWmQtt6pKEh6cZ+M45EqHYzLZgjw/fsQEaHt+CqcJWQutWL5UNe+i99FyO0XORyOg3Gs4c1d/YzSIWmWTg6gsZzSzQToZ4CyEjROmjlHWRvg0RQuDcUMnkuZEFj3FurJr5fezNbiaO9GbtnzjSS+UDa3DvKO4suKqqhHr9REYDSCYZ79u9WQKdvobj0xEGv3+Jlk/PS8+rswiqquIdOsHE0GkEouDjZ82RId7umi26SOuUDs/+JgLXJ7IFLoWx3IowyvT++2mi3iBKKD67MzXQUBWV0R9fx1xlx9pQVnB7IyPTeN/tJ3DNixpNLP0CNemyCVzzYl9bXnD7tIyqKgT8PUn/rLMeg8m+wHEqXWe/jnfoZOlG0CVnVqQD/h4C/l7srqYS2qOL9G2LyWOl8amtjL3eRaBzAlQVIUvY11eghOKMvnIteeDcodTsBDioKr7jAwUX6bHXu5h4t++GnnRHD3be1iI9PnCUgasvzkzGSULGU7uDpo0fRTaYso71Dh7HO3i8FGZqkmjYx5Xj/5dNd/wqZqunZHboIq0RQn1+Jo4NEO6fTIrl2nLcu+sxeawF69NUYaP+Y5uJB6IkQjEMDjPTl8YYeXn51c/Cg1M5t8cmw/iODTB9aQwllsBc48C9qx5He8WKbJy6OHrDAg0Q84aIjAYwVyVHj6E+f+qmBNZmF7YWd97DvLTC+MAxus59K2uboiYYHzxGKDDExn2/jBACVVWYGDpN19lvlMhS7ZKIhxntPUTj+g+WzAZdpAtIIhgj6gshmw2LTmD5Tw8x8vK1LH+Y/9QgUxdHaXi8A0vtja0AnFcaTVFJhONEhqcRBglLvZPoeAg1lsBUYUO2GPCfHkq9eLGGM5qMJuj999MkAlFkqxHn5ios9WUMfPccieCsKyXU6yfU68eztxFbqxvJKGOucSCkxQXSd2LxUMHlEOr1Y3CaGXzmAqG+2XCxiXf7MFc7aPqJbQi59L7HfKKqCgPXXlxwf9DfR/f5b+NwNTPY+WOiIW8RrVslpFw+w92vg6pS3/7IksvhC4Eu0isgU/QWG30lQjFGX73O9OVx1ETyizZXO6i8vw1bU3YZyHggyuiPr+ecbVYicUZevELzp+ZPfoUGJomOBpDMBuxrPEim2a8yS5xTv0bHggw8fY74VDTDXTGnUVkk7VjBqFUJxwn3TwIQ84UJD04hTPKCfuOJd/qYeKcPAIPLTMWdzZR11BAemcZ7uJeYN4RsM2Ktd2KucxIezj1SXzYCkATDz1/KEug0kZFphl+8Su37189si09Hmbo0ihKKY6qwYV9XgWRYXSIe9PcRDfsWPWa8/13G+9+l8OF1qxxVYbj7ICO9h2jt+ATltduK2r0u0ssgV7He9La5Yq3EFfq/fY7ISHbugshIMlSs4YmOLB/u1PmRGSGfbTzzdQHGDnZiKDPjOz1EbCw475qSzDLldzVjbSjDe6SPwLVxzDUOnJuqQIFgt49g50TO9rNI5OdiXdbEHhD3Rxj+4RWGX7oCc14S6rnBBRKZCEAIjB5L0sWxAFPnR3DvqsdS42D87R4mDveiKrOfhWwzUfvohnk3WC2jKNEljtCFeaWoSozO019lpKeNtds/hdFcnBw3ukjfJKqqZgn19MXReQI9c2xCYfytbhqf3DqzLTYZyTggdx8T7/YvaoMSSTD2amfWtsjgNJHB3HZojuVp+vLJuG+Wbakm7gsv+ZLoWIDoaADvoZ55+xLBKIPfO0/zp3diLLPk09KCoKoqFnstkmRAUeI5DrhdIzfyQ8DXydUT/8TG/b9clPmM1fUMVwJyjaIXY+pi7nwYaUK9fuKB2VGOwWlOirM+sMkfqc/TVGmj8v5WWMLvnWaxm6ESTeA/NZQf+wqIqiqoSgyD0YrDsybbjaaqukDnieBkL5Pjl4rSly7SS6BEcoxE5qCqKolInNEfXyfY7ZsV3Vzhayr0feM04292E5+O5vST6uSH6GiQ6188wuir17O/kxzfjcFlIeoNzm7IcVxeXDAFZnzgKJeP/SOByX5aOz6BkAxJYVYV9JFAfpkYOlWUfnR3xxJERgJYG1O+yAUGZDFfmKEfXCIyPJ1bmOce7w3jPdyL93Dv/J06eUeNLjB6TMV8OzdWYXRbFtaw9PZljshLyVjfEQKTfVx692+w2KuxOGoITfaV2qxbkonhs7RsfhwhyUsffBPoI+kliIwGZyf2cgjw2MEuvId7iQzlEGgdzeNYX0n1I+uS398SmCoKF7OeL+yuFiQ5uUglHBjRBbqAKIkwEyNnC97PbTWSXigiYzHsaz0MPX8J58Zq/KeHCPf5QQhsrW5QkyF0y7nAdbTJ9KUxgr3+RZNNpYmOZWcGTIRiTJ4fITYRRjJJODdVYa4qbVWbxg2PUrf2vfRc/B4T+urBgjPad4Ty2u0F7eOWF+lcE3/x6ShKNIGpfOmRUbh/isAVL4ErmcH+KoGrevD/rYISnJ+/JBeRsdn0rlMXRxn+0ZWkuKdOsYl3+jG4zNS+f/2si6zoCGTZROuWJ4iGvAR8XSWy4/YgNHXzi62W4pYX6VzINiNDP7xM1X1tmKvsTF0cxX9ykMhYENlswLGpCveuepRonOEfXi61uToaQY0mkgmn4grDL1xGzRFXHvdH6PvGGeo/thn7mvk5Q+YOGgoSwiUEQoWalnu5rot0QUnEgksfdJPc0iK9WPicq6OGsYOdmMpt+E4MzGxXInEmjvQyfXE0OUDS/cw6GXT/0/Gl8s6DCqOvdmJrmy3/tNC5eCMuuMVI5uIABJSVt+elTZ3FUPCNXsRdtbFgPdy2E4fWRhfBbl+WQAMzYVcxX3hZiyB0bkOWceOOTYQIDySXtCeCMSIjxat0I4RACAlVH2EUhaHrLxW0/VUr0qqqZv3cyOvn1aDUz2mdPBK47k0moPr6KQa+fXbWf50jBvtGzuHFUFUV/+jyisPq3BzhwOIL2G6WVSfSakIhNDA572RX4gkSseUlgwcIXPMunGhIRycPTBzp4/r/OULMGyYRiudccp4+f+PBpXJtrJzh7oN5b1NnPol4iNG+wwVrf1X5pFVVpedfTxEdDWBtcuHcVIVklomOBvGfGSYRilH7wQ04N1Qu2o4STeA7NqCLs07ByQztm3i3n3ggimdv40zq2sjINN4jfaixBA2Pd+StXyUeITQ1sPSBOnlh8NrLVNbvLcjCllUl0oHrEzNVrNP5iecy9NxFEBtxrq9MTaJkp+2MTYQY/tGVJatl6+gUgqnzo0ydH0V2GEFlNue2EMT8YYyu/CRwCk0XPjRMJ4WQiEWnmPZ14izAZO2qEmnf8cWzwaUZe60TR3sF8ckI01fGQFWJ+sLEvCFCfZMFtlJHZ2kS02lxTm1QVWK+/Il0Iq4PQoqNklhevP1K0aRIR0YDxANRjGWWrAUnSniZeYonIww+eyHpd9ZdGjpaJuP8nLwwgq3FnZdmFSXf+V91FkMICauzviBta0qkw4NTjLx8LSsfs7XRRfV72zGVWzHX2JNJjJaBviJQZ7UxdWGUynvbMNhuvkSTbDDnwSKdZaEquKs6MFkKs8pUM9EdkbEA/d8+Oy9hfqjPT/83zxDs9mEsYFFWHZ2Sk1AZePpcXppyetYiG+15aUtnacLBURLxwqyr0IxIT7zTh5Kr7JKazLXR/62zjB/sKrpdOjrFJDI4Tc+/niQ8eHNzJ0KSqajblSerdBZFSIQCw8mCtQVAMyI9fXl8/kbdn6xzGxIZmqb3307T/eVjTJ4bueF2lESUBZOg6+QBAWJWQsf7jxakF02ItKqoWYU/dbSNqcJGwye2UvXwWqzNq6c462ojOh5i+IXLjB7szLk/c8VtIhQjMedJVFGiIAQaucxXLUIy0Lbtp5AMFlLVjZPinM63oqrJ6JxIYSLHNDFxKCSBpcZBeGhqduMtqNmLLf2dm2AnfaTWxkHWJhcNT3QgJIGt0YVray1KJEH3V46TmM7/qjkd8L3bj2w24NnXiEhVhwl0TjDy8jVki4wSU4hNhJCMMpX3t+HaVguAvawZ79ApQK9reDNUtxzAU93B4LWXCMcznmzUubkkBL6Rs7ir87coCTR0iy3rqFm4NuAqZzn5RdSM/9XUnZn0SClfH4gE9g0VCNMiX/sidwXHxkrqH9uSdYwQAsksU//RTfmxUScn4292c/2vD+N9p5fIWJDBZy8QnwwTGQnMLMxSYglGXr5GoHMCgPL63QihmUt8VWJ1NiDLZs688UeEAyPMCFSOmpGqmuDaqa8yPnAsrzZoYiQd6vUz9kZXqc0oLaqKKkR2deeZfaCiLprOUrIYqLy3Fcf6SmITIaK+EEo0QXwqAggMNiP29nImzwwTyOX/T7djkql7bAtqJIFcZiJwZZxQ/yTmChuV97UB80f9QgjM1Q6sza7lFWtdIGeKkAXIUrJcWUJd8Dg1/a862z9ASFGQAJMQhcnTXGKUaILx17vxnxpauJKMqjLxbh/2Ng+T45dRlaULKevkQBioX/sQ8eg0A9deTG1b4PqcQ/+V5ymv3ZG3JeIlF+lEJM7AsxeSVblvwYRHK8luNhiOcswfosFiosIko6rJ86LSZMAqCaYTCpOqitsgYzZIWBxGLDVOXNtrsTW7Z9qR65xY6pw5+5i+Or6wL0VNCoGl0oZkSp4aloplhnGJpCtkSZEW83+3NJRR/7HNyOZkn/3fPUcwNRqcOS5l89zPUwW6IzEOBkKcj8ZIqOCRJZqMBp502bFIUnES7ReRuD+S/GWBtxHq9aMqKj3nv1M8o1Yjc6/NjPNi672/g5qIce6tP5tzjJQaRWdtzHp9LDrNpPcKrsr85JguuUhPnR9FCd++d/v+SIzBSJyxaBxfanR0KRiBZRR8cJdb2b+ugjJfiPZaJ0aTzPRUhGOHurl4ZpB4XKGxxcPee1qpb3IDoEQSC7s00vMgN/A+hBA4N1UxdW6E2Nw83ALMNQ5srW4C1yZmagVKJpmyjhoqDrQiGWYfy13baum/OsYb02FOh6NEVZUmo4F7bGbWm028GQhxLhLjejQ+z9sqgImEwkQiilMSfKTMni4KPvO2FVVN/r3KxXpBhCARD+tLwxcj5xPrzKMZ3oFjJJ9fl7oaRJa4p0nE8vfZl1ykg10Tt9TIORcqMBlL4DDIxFSVwXCM4WicoWic8E1Etfi8IX707HkAjCaJO+9bw8l3+5iaTI60VFVlfCzA6WN9VNeVsXFrLfUuM0xFFmzTXG1HMt7YY5rJbaXl87vp/tIxYv4wrV/YC6ggCQy2ZAXrirtaiPlCKDEFk8eKZJrf14TTxF/5ppmKzN68L0ViXIrE2Gkxciy8cI6E9JSGAA4HI+ywmmk2GuZNdQQUFUfqvrBqxTr9Rudga3ETj+nFkRdkqadbFRLxYFZ4XTZLleYBq6PuhkzLRUlFOtA1QeD6rb98+6g/yPVQUlgKdT+KRRVef+kqkIyWySxqoALDA5OMDE5hMEjcXWalzpz7q3fvvrn8A0IIGp7qQIkkMDhNOY8xldsWbePvnz7NVCwxcy1kjpYXE+hMVCAG/L13kocdNvZazZgEnAnHOBuJcC0S5/MeBy0mY95LWBWVOa4rIQnK9zViMN380nItIRss+VnRtyz3o4rNUAG2BVY4L+GbdrhbsTprb8y+HJRMpFVVZfSV67f8KFoIgT/lxijqW83ZmUo8oXBoMsij1WWYs6KHBJ79jTg3Vd9010anBdUx34DliODgWIAz18ZT1t78ZxZV4ftTQX4wFZxpM80XvVPca7PwHocVh7QKBToTFWS7kar3rMXalIxdF5IRVSlMZrbiIDBa3LR1fAKHp41pXxe+4dOM9LxF8q40x9mVKZxK6uyR5KxMgwAinkCKJkjYcg8i5Kkw0tg4ZbsfwWR2EY3kmmdJx0tnbzVby2nteGrlb3URSibS4f5JYr7Qcp4cVi2SxUDFXc183CTx9e+eYdK/sJshnyy0MCg9ERlLqExsqaKjwkHMF0K2GXFurp5Jk5mPEeWNtKGqKofODKAUYGFTrhZV4GAwzMFgmAaDzK9WupBX42g6hXtP40zBC1VJIBCr8tIqr92F3d2CxVGD07NmZrvD3YrD3UpF/T4S8SCXj/5dcsfcUa2iYr82jGE6TKSyDON0OCXMcRSjjGqQEbEE0+trUazZQi1Ph7FfHWbS9wquvR9g7Y5Pc+X4/yU+pyq42VZJa8cnmBy/yLT3OkKScVVtpqJ+N7IhP+lm05RMpOPB1XyHX4LUda5E4jg2VmE3SkxrYaFHhv6MjgZwP7x+/iElEqnpYJQ/+KcjXOyaWPrgAlBnNMwsGlgoIkfr7pCJwz24t9cgmQwMd72eXHG4Cmnc+CEMiySHsjprQVVwVW3CP3oB4gqI5C3J4A9iHvJjSJUjswxnj4KlaAJSKzOd5/qJu6zEy6yggsEfxDgVRgCx4S76/u9vUv6en2LD1s/hn+5kynsNISRcVZsor92BJJtwuJthbcE+CqCEIm1yZ9xtboXQuwWuXzWe4OTxPpRE6d9cpolmi6GkonOtz8drx/uYDsZoqnFy5toYF7snKNVJcK8tmdozuXgoydyoEFVdPFa91CiRRLLqS2uU/qs/LLU5N4SQDBiMtvlVldL709uFRE3LfUwOnsV1uifl3sg4LvX/QmdT+ns1+UOY/LkjMaLDnQz9+x8AYGndStODn8JcuybnsYWkZCJtrnZgqXVmLwXXMrmuzSX0xOAwI6xGXv6BBqo2J2POZv7cvKMwCcqXQlFU/vpbJ3nlaO/MtuSKzGWvFSgIHjk5jp7rB8/8+1ggRJXRiCwEDUZZk66R0dc6Efu7Wa0jHiHkjN9zf77p7Q7PGqrc24iqswV+574iX99QuOsM/f/ye9R89FexrdtT1Jt1SaM7qh9ZR/+3zpIoQKXkopD2py/wfdk7qvnb/3mQWK4UrCVk3cZq2tor6bnu5eihLvzeII98rIO6xtSEUwFPwO8dvJol0JmUSqABIipYWVjaoqrKN6ZCqISQAKckcb/dwn0ObeU4V+MKsVNmaJuzQ3v3kwySxhnNLjbs+4VlL2UXQlBeuZlh9blCGjdLLMzwt/4EY2Ujnnsex7HlQFG6LalImyttNP/0DvwnB5m6ODp/EUSJkR0mjC4z4YGFR/u2Nk9yhVcie6bZvKacf3vlMlNFmixcEhXMFpmd+5t54P0beOPlK7z2o8sAPPGp3dTWlyUnHEXyzlMIoU4oKj94K3dGt1JzIhzlfvvCEz5nwtEsAZ9SFJ6bChI1ybzXlDtKoFTI05WImAXVmPEYv8hgopS4KjcjG82UVWzAU7MNSV5Z6GBssvghvLGxfkae+SuUWJSyHQ8WvL+SL2YxOExU3NMCksB7qGfpFxQJ55Zqqh5oI+YL0/u10zmHecIgUXV/G5LZwOTZYaLjQSSLgbLN1Xz9u2e0I9ApWtsree+HNtPf4+O1H15CVaG80s66zRlhd6qKisi1iOqmGfeFGPPnuBFr4Mn8zUCYPVZzzlC8iKry48Cs3enbsQB+PBngE7+2l9ChXiLD0yihGGrJ5x8EUsRGwqjtFYcGk4P2XZ+94ddHvUP43/xWHi1aGRMHv45z672IFd5YVkrJRRqSIWOBzhIvapEFkkHGVGnDtb0W58aqmeXMjZ/cxsC3z2ZVjpFtJmo/sB5TRXJhRvkdTTP7hgcn6S1RlMJijKdKk735ypWZe07zmvL5A6wZH3F+ldq0wErGUvqi0/gVhf8z7ucxl4O1ptnLojcW57v+ACPx+S4rFYjEFF4+M8CTH9s8sz0yFqTnX07Mm8wqJgZfIwnHnERaGhtN17bef8OvVaIhhv79f5AI+PJmz0pJBHyEus5iW7uzoP1oQqRHX7lGZLC0y1ibPrENc41jdkPGyWypddD6s3uZvjJOIhDF6LbgaK9AyLl9ZyOD2pwMNVmSX3fnldmLtxAxyQvhdprZ1FrOha45N2QtqDQwmlD4O+8klbKER5aZVBSGc4jzXF54u5snH9ow87e50oZ9jadkxZAFAtNEM5H6MyBpM5e0zdVCdfM9N/z66TOvE/fdeNWamyOVShiBEi3800rJk83GfGH8p4dKaoOp0pYU6Mx4qzlIJpmyLdV49jXi3FC1oEADWKwGTVaa2b6nkbGRaaIZOTGuXRolUURbf/KRjchzXQoa+6jGEgpXorFlCTTAuD/Eld7ZJydVUfHsaSjxqFVgGllXSgMWREhGNuz5uWWl8oxPTxD3j6LOyTwXvJpMgFRaVKJj/QXvpeQj6azUmSXCXGOfqXgB3HSSfbvdfLMmFYSzJwZwlmVPjgWmIhw/3MPeu1pmN4rCRXhsba/kv352H//03Dn6Uu4XRQOj6MWQJbHojUwIQf9ogGazEe+RPgJXx1EVFdlhJrFIMqtCkhxNtxCtuaQpFwdAVeP+JScIg1ePMfHGt4gMXgPA4K7GtfeDuPZ+AIB4Cd0cmfje+CaWujXY2ncXrI+Si/SCycuLhDBIVD2QHaCeFqgbyUMcDET55789lD8D80jPdS9jw/NdMS8+ex5VUdl1RzMGgwSIgi7c2L2xht0ba7jSO8GJSyN89QUNxJEvwuICnfzfGo7T9/UzKLHZ0XdiurQTxyJuQYo4USyp71wTYi1oWP/BRY+YPv8WI8/8ZZYLLO4bYfylLxP3j2LfeAfR4a4C27lMVBXf28/c2iK9UHL6YlH30U3Iltx39RsRqWOHuohFtekHBAgG5i/HVxWVF589zxuvXKFtXSWSEESjCT781DZseXwqiMQSPPfGdV460s3IRAin3Yh1gWx8qwGReuKodFupueIlFsvhHil5bhqR9V/pkZGkhb9zVUkw/sq/zJSPm/vh+d/5ftLVoWhl7YFKuPcCSjyKZChMKGbJrxBrswtMEpRA2MrvbMLe6slrm6ePD+S1vWISCsQ4f3IQSArQ9752kp/4wv68tB2NJfj9f3ybcxlRPP7pKBOT2gpTXCmyJPjM/e3EDmf4JjXkvVFlbS0Uk2SZeCyIwZg7XW2o6yyJKW9OgQZAVYiNF94PvCJUFVHAu2DJJw6FENgayoreb+V9rVTc3bL0gSskusx8x1pHVeHa5TFGBvNTpv6Hh7uyBBoWzta3Wqj2WPn9n72TXfXu2Y0ae0uW3l2gamYYjZKIcOXYP6IsUHtRCU8vLNCaRWX64tsFa73kIg0QLmL4nWSSqH9sM569jQVp33CDVU00iarSk6f49Zffmb9QaTVdhrm4c2s9W9dWzqR41SKGQAXydGWpzchAEJwaYGLoVM69psomVuOZMfrsF1Eiy6h5dwOUXKQjo4Gi1jiseXQT9rbygrQdjcQJlGg2v1DIi4QargTv5JyVhhqP6FgKIWDLmgoATOXWZKJ9jb6lhG2s1CbMY0GRrm5GmBev3KNJVAXf298rSNMlF+mYr7hLVyNDk6iKuqIq3svl4pkhYiWOVsknkiyxbnNNXtqqcq/CC28RGqoc7N08WyKp+r3tSNaST/HkQCAHK/NT5iZfqCpKYmFfubQaRRoIdZ8rSLslF2l5gRI2hSI8MDVT/y/fQj09FdHOhZAH9tzZgsOZn+iOh++Y4//XYJrP5VJbYef3Pr8/a1GOyWOl+qECZ39fIenJLClmY2alVsnPz+TdIrGISMuWhRP+axnJWJj1ESUXaUt9cUPwgt0+pi+nHv/yfMJ6KmwFGaGXgv33tvHeD29e+sBl8t59zezacPP1E0uJQRb8zmf28Xe//SD1lY55+x3tFch246IrV0uBFLFnTx5q4BQNTvYx3HUw5z5z/To09QEuk7LUQpt8U3KRFkKAobhfyOTZ2TX/+RTV9VtqslYurla272nkkY9sQcrjezHIEr/zmb383Ee30ljlmL80fBVgMsrcubVuQduFLFF+R3PyDw0IISRH0+axdVi69mPwNiJN1JXaJFJLWhnueRM1R7xz2e73JQvI5hRqgXPXIwvsKx2yqxr7uj0FabvkIg3gXFfE2WcV4rnSZeYBWZaw2QqbtrAY7ClAaCIkM8Z985XL9I1OE0+sPt99MBznP33xDU5eXjixj3tnHdUPrdWMf1qRogTWvEW47TDx8j4Uz2CJLRIzrq5YZJJwYHTeEebaNsof/iwIMeNKVwGEwLbpDiof+TyGioZiGr04BhONn/+zgjWvCZH27G0AuXh3xkQ4TqJAESVlHm1V6lgxAiLhwqzmcliNVLqTn48QIq8j9WJxqWeC3/+/R3jn3MJJwVzb66h5uPTJjVRUgmvfImEfx2guw+qsQzaU+vxUQVVmVhTmKpYbDfvpmnwbf0cDkVoXMbeNaKWTqfW1jNeAoiRKmqJ0LkZXFbK1cG5bTYi0udpB/cc2g7k4McZKOE7XP7zL8I+uMHG4l4g3SGQsQDwP4XMbOmqXPkijpJc5p/NOF4L/8MQOnBlPG6tt/tCoqjTIEs8+dx5FWfhpwH9uuIhWLYAUw1xpZ93un2Hrvf+FTXf8R7be97s4yrUwwZkcH1888jeM9LyVtef6yX8hEQuiWIyEmioIrKsl2FZFvMxKODBM/5UfoMa0E+pq8BTWhaSNZzLA3uph7S/up/Pv3kEJFT5uWo0rTJ1LPraOv5VaaCEJbM0uKu9rw1x1YzPMNuvqcnfk8qHbHIWLuGmtK+MvfuU+nnvjOofPDhKLJ1jf7CEYjnP6qvbieTN5xGHhHrsVS+rOcvUfjlJ7bytlGZVt/GeHGXuts6ix/wuh1k+wft/PI8uzUQeSJGMyl6GBpCIpFHovfg//2GVsjhoUVSUwuXiFptHeQ3gkCTSSvsNVoAnDNJoRaUjG5TZ/eidd/3C0NFUtFJVgl4/evlPUP7YFW5NrxU1IRXTb3BBLXJsWi4H1W/ITG70QNeU2fuYjHfzMRzpmtn3v4FVNi/RTLjt7rHNCrAJRhl+4jJpQcG6qZuC75wj1+EtjYA5q7uzIEug0dlcz3uFTmlpQNDl2nsmx88s+XiGhCTeAZHdjW7O9sH0UtPUbwOgwU/2+0vrz1LhC/zfOMHGsf8XRH67yUvv8FkcIMTsxPud+IoD3fmgzxhIsbV/fnN9EV/mkwSDPF2hmP77xt3oYfuGypgRayIKyhvY5G5OTduV1OzEYrGgtQmJlaOMG4+i4l+C1E/OKEuQTzYk0oJkJpcmUO2QlQi0tsxx9KUj7f4UQuMtt1NbPJrZqbHbz5Gf3sGNf0wKvLiyb2ypob1z5k0sx2GOd7/6ZSWOrQmI6yvQlbT0FmOqcyepBKWFGJPOEg0A22liz/VPIBu3mHFmKhNWkCZmefOf7DH3jj+j921+eKVCQbzTl7kgTHiptvcM0sYnQTPHOtFAvlWPa6bIgJKG5DG8Go4SqgrPMwva9jdxxbxtmi5FQMIoQAosGfOn/5TP7+H/+4e2Zii2lplyW+JDTxlaLaWbMmQ4Hk9J/aJSKfY0IIRb0aDjcLTSsf5Se86Wrtn3DqBCpLsMwWepq6LNaEPeNMPj1/5fGn/lfGJz5fSrUpEgb3dq4w6sxhcnzI9iaXMgOU1J8l6jWUlntoLHFQ2+XVxMXsckss+euVu597zpMORLsW4u8LH8xqj02vvibD3D47CAvv9PDsYulKjQKZZLglyrKKJOyn4wEhSstli+ELLA2u5O/i/nnbGoH4wNH0c4E4kpQibltqJJAlGwwJOaFJimhaaZOvoTnwJN57UmTIu1YX8noy4V5dFgpIz+8AgIMDhNl22rx7G2ciYgI9fmxNrrmRUh84OMd/OP/fgMlUdqT32oz8sv/9T1YFqg8o0UMssQ92xu4Z3sDLxzq5P9853RR+99nNdFhMVNjkHGlBDrr2xWFTO+eH5ybqpAMszeXXDeVeDRELOwrolV5In1JBaOlK4QuFl73H7x+8vYQaYPNiKWxjHBffhLO3zQqxKeieA/1EB0NUHGgFf+pQXzHBnB21ODeXoe5xs744V4mTw2hRhPU2Uz0lzBtqZDgfR/dsqoEGpJupelLowSuTzBxeRS7gEAR7nUC2GEx8ZTLkfZwzT9G4yNoAASULSM6x2CysX7vL3L1+D8SDpTuieWGsZmY3FSP49Ig0iLx6oWhuOeBJkUaoOGxLVz7y8JVO7ghVJi+PM705fGZTVNnhpk6M3/hQqssM1NIKz3SznjsLGT0k8tj5UNPbmPN+qrCdZJn0pkJAaxNboZ/eIVdMZVt1eX8m2+Ks5HCVry5z27hg04bIjVSznQRrApxTqPCxLH+ZH7rJTBZypBk7bi7lkWGdyZhNxFcW43jSvr6K9BFJcnUf/qPkExmgtdO4Tv0HZRQ7nkT25od+e8+7y3mCcko49mvofX5K6TRYqQiHcqWvuBTM+1CEuy9uwW5QDHVm7fXrSqBnotsNWJtSU6+GAT8lMdJeYEifsplwe9WuflwmR05Q4yFEDM/q4bUU3jg+gTxZVQqj4Z9BCf7Cm9XAYm5rIRrygq7dFVVkExWTJVNuPZ9kIbP/RnG8vmrDCWrA+eO9+a9e82OpAEkk2F1zmsAkhDcV+7g+GSQnlAMJfUQ7Skzc+DuVrY9sJY79jXz1rfOMO0NYpMlGiwGBsJxxqNxmlIhRt2hKP2R5a9eE5IgHCp9ncVEJM7UuRECXROggq3FTVlHDbIlecqpijrjy88cRaeRMlIEyMBWi5mDwRtPjGUGPlRmY5PFhASMxxUkVFpMxtUlxAuR+RZUlfhUFINj8fzGydjeVXiBCZH1KBpqLEcOxXCWryXcexES+T7/BYmgD2hACIGhrIKqD/8yA1/5nZkjDO5qaj7263mP7ACNi7SczvGwCs8jAJMkuMNtZ79LJa5CVFGwG2Q4McTVE0MgYIMKapl15u1tsMtgn724mi1GQorKj8enmVoqc1zqQq2uW15h33ggStQbQjbLmKvn50e+UaLjQfq/fS5rNBfsmsD7bh+OtRUEO73Ep5MiUra1BvfueqQ5C2iio4Gsr90jS9gAuywxusIMegbgv1V7MEuzk36uIuWJKQlCINuXdmOYrRWY7VVEVqNPOiNOHQHRjvW4dn0Ga9dFJr7/d/nqZObp1+CafTIVQsJc107N479FzDuEqbIR69odiAKtkdC0SDvWVTL2aidKTCOL9G8QIQRGAUZpjjBk3HgWG8tZJcGDFQ6eG51EEbljsNOjUpNJZtvuxd1EiXCc0R9fY/ryOGpK8EzlNirubcWx9ubrPw5+/+KsQKdn4VRQAjEmTw/NvNn4dATv2z0EOr00PN4xI9Sh/kmiY8GseHObLPj5ShdVssSxUIQXpkIEVBUBbDEbaTcZeScUYSA+/1z5rUrXjEDfEqPmJbA1uzGWLa9KiMVeQyQ4lsxMtxpJfZ3R2CQXj/wVCBnHgXswnjgN0zcZeJA6V6xt2zG6qufsEtjX77u59peJpkVathiouKeF0Vevr9rRdL6wSIKHK51cDEXxR9N5C1QmYgmU1MlkNEo89tO7Fo19VhMKA985R3hoKmt71Btk8JkL1H9sM/a25T2yhQen8B0fINQ/iZAlHO3lmGudRMeC2d/VEt9bZGga/8lBPHsbiflCDD9/GdTkVy6J5Be/xWzCnMovvN9mYb/NQmckRrlBxp0qlnvAbmE4nqAzGudqJEpMVXnYaaPScAuPmtOkboay1UjVA23LeokQgoZ17ycaHCM0PcQtcYGpCabDA5h2bWDd+k8w+e7zTJ9+NbVvBYUeU6Nig7Ocykc+Xxhbl4mmRRrAvase2WFi4p0+IsPTt8R5dKO4DTJ3OGdzg6iQzMkLhIXA3ujAeKSPKy9cgVSMtmw3UnFPC84t1YR6/UydH50n0LMNqoy/2YWloYxQn4/pi2OEh6YRsoR9jQdLfRkGuxFzjYOp8yMM//BK1vcx8W7/8m6mOWLcJs+OEPOHmTo/ippRzFek/rWmFhIJIL13rXl+eGGNQabGIHOHLUeujVt8FO1KxfGvZDGY1V7F5rt+namJ6/hHLjDc/VrhDCwi0dA4Xt8lopcOz25MxzennxrmxjunRFyYrBjKKrBvvJOy3e/D4HAXz/AcaF6kAZzrK3GuryQRjjN5cYSxl6+X2iRNICDpfwTsAH3TzE2hngjEGPnRVUZ+dHWBBrKJDAe4/lfzQx+jo4GZ32W7iUQwmluMb+QmqiaX4McmFl/mm149l8vzJ4RAZf4E5C1P6juUrQaqHlx7w+XbnJ41OD1rUFEZ6c5de3C1MXrpRZyREKoQRMvtqVWKYJgKYx6bRorPcfEIgaGsksaf+QskDRXDXRUinUaNJRj7cWepzcg7Cy7dnXNM3kl3Keb8vQSJwMKVnlfc9wpZ7HMQpIR6ha9bdeR4K4lQnEQohmEZE4aLUdt67y0j0nGjSsIgmN5Qh5KxqCteZiXaVI3j2hiy1zez3VTbRvVHflVTAg2rTKT9p4dKk2e6CCwm1AUXmFvoI831Oa56gRZgW1NOdCJEfKGnjTy9R6O5DLtnDYGJW+BpVZKYXl+bJdBJBAoKwQ0NtFX9NMQiGKuasTZuKImZS7GqRDrUq518vYVg1YuJRrhlPkdJUH5PMxWp9LGhPj/93zmPmiOCpXxf402PotOs3/0FTr7yu6jq6o6qQgiUHGlmZ6KL4iEibguVDQeKa9cKWVUiLZaTjN4gIH4LDQ11bjssTWW4d9fjbK/M2m5tdNH0ya14j/QRuOZFTSiYaxx49jfiXFe5QGuLo6oq50evMBoYp9zqpqN6A5JkoHHDh+i9+L08vBsNoqozQh2aGsjYrGryBr+qRNq1tYZg58Six5ir7EQGtZGPWEdnpbT93F4MzoVjnM3VDuo+tDHp0lHUZGL/JVBVld7JQc6PXKbS5mFHXQcGSUZRFH7jh3/A4PTsYpZKm4cv7PkJtjffTWh6mLE+jeXPWSlzVifObEshG7MrKS03b3wx0WzujlzY2yswLlKeyuA0Y210zeQw0NFZTQiTvKhAZx0rxJICraoqqqqiqAoJJc5XTnyL//nWP/DL3/89jg+cQQhBhS07Jn4sOMH/fPPvue7toWXzx3F4kjHX6pyfVcVMdZr5OaA9NYWtT5gPVpVIC0nQ9JPbsTTMX/ZsrrbT9JPbcG2vzagTVWQDdXRuAveu+ry1lR4RpqNdPFb3zL6JsJ//degfuT7RTbWjYt5rY0qcZy+9BECidj8hVU2ORjN+0r+uWlSFivo9WB2507qutLZpIVlV7g4A2Wyg6ZPbiAciTF0YQ1XBsdaDqdw2c0zlfa2MvZYK1bvNVyrqrA4MThPl+xvz0lZWmlWSqzTHg9luwriS4PuXXiEcz50t7/jAGUKxMP/r2NeR4mEesBhpN8oZ45658Zurj6nxq0x5r+EsXwtk3HUWSepfCladSKcx2M149uTOUeHZ3YC52oH/xADhoWmMLgvWNjfhbj+hPj9qiSum6NzeCKNE+R1NGBwmYv4I8WCUygOt85JM5QtJCH58/dC87ScGzxFNxJJuEbKFPa4keKP7HaajQQCeCSZj41sNEi4hkAR4hGCnxbhqc6JEw16unfwKG/b+AlZH7ewOVS1s6tMVsmpFeilsTS5sGYnPVVWFPY0kQjG8h3vxnxgsoXU6ty0iGaXh2Tc7ai60wKmqymud80U6Eo+gzBFoSLpIDJLMxbH5Jew6Y4ms40/H4jzpsGBjdcaoK4kIl4/+PfXtj1BetxNZNqOoCdREBIPRtnQDReCWFemFSCagWQOgC7VO8cjQKluLu2jipaoqCirKHPFUlsh6F45HuDByBUVVFl3JOZpQ+Qd/kE0mA80GmTigqCrbU3lVtBrWlkkiHqL34jP0XXkeg8mBvayRNdt+qtRmzXDbiXSa8n2N+E/duisYdUqHMEqosXQSn+x9ss1EWcfSNQjzhYrKxdGrWSK73Emx8dDETBuLtR8FTkXjnIrOFqcYTig8ZDMjkTOflgZRURNRLBYPLZsfL7UxWayq6I6bYe7dXLabsNY7S2SNzq2MpcZB+Z1NCEP25WV0W2h4fMtMdZpCkXmuS0Li5Wtvzvw91/9cKE5G43x1KsyFWIKYqoKQkGQz2pXr5GRhODhGYoHJ1FJxe42k50R6LGchgI7OihAQGQ/S+IltuHbUMX15HCUax1xlx9bmKdqjf9o/fKTvBB6ri47qDVz1dhGMLZ5pMJ8MJxL8IJi84D614zE+sP49AASnBrh64svEwr6i2bI4s/HTsegUI92v07TxwyW2aZbbSqSFEMl0sqnVWrLHDP0SzE1ZCBhcZioPtDJxtJ/IUHIFo2QxYKl1EOqfnH2c1dGBrAFiuj6jwW7CvXN+wdJCkx4tP33uh3zj3HNF7z8XCWX2erE66vBUb2Wk540SWpRJOvwuKdbeoRO6SJcaIQTIgtqH1lHzYDv+M0MErown88k6zTg3Vs1EhlibXPR+7RRV71mLvdUNQpAIxhh/q5up8yN6ON9thnNzFSCYupC7LqDRbaHxk8VbxaaqKoFokOcuvUy1vQJZyAwFRnmt8228IV/R7FjMPiEEHTWzGeYGr7/MSO9bJbRqIZJinYjfeMHjQnBbinQmQgjc2+pwb8s94jHYTTR/amdWDKtsM1L93naqHlzLyEtXmTq3Cgt56qwYYZSo/cAGYlMRQj0+4hl5tSWLAUd7OZX3tiHl2ed8fuQKz1/+MRfHrmKUjOxu2Mqj6x/EYbLzzye/zRvd7ywZrVFKtlSvp82TzOSXiEcY6dbKCDo3kpyfbIL54rYX6eUgmw2zM+KZPm1JUHF3c3JUNWdALVkNyBYjKCqxyYgeRXILkL5RG51mGp7aythrnQQ6Jyi/oxHPnsbkRKHIb2zwy9fe5EvH/j3r9Hr52psc6jmGy+JkcGpE0wJd66jmV+6crRE4NXGNREJbE3NzScTDxKLTGE2OUpsC6CK9bERGPhBVnS3TZHCYMdc4ZvzWaRztldQ83A5AIhKn72uniY4Hi2myThqJ2cKIN0H5HU0zv5s8Vuo/tplEJI5kSop3vicFfeFJvnLimzMCnRmZMR0NMB0NLPxijdBQVoPDNLsoRFVWR47qSHBMMyKthzfkgVxRIo728pnfZbOBpp/eTs0H1mOudcAN1qHTYTbD4TI/QtfOOtp/9W5afmY3wiTfcASYZDXgyjEJKJsNyYx0BYjaeL3rCPGUqBUrdC7fHB88yzt9J2f+drhbEEJCUVUiqSx9miJVJVw2LJxts9joIn0DpKNEAJRInMhI9ijaUl+GrW02BaSqqghJwrmxiqaf2E7zp3YgWeSZKACdJZAEzo7q+QK7mFgLcGyopOqBNQhJYHJbqfvQRoThBj5zAQ1PdhR95dxY0Dvz+2oUaEiubHytczYn9VRC4TXFxl/6pvhLX4C/9Qc5Ho5qR6xVBbO1fMHseKVAd3fcIOnq1FMXRmfC8YQkcKyvpOqhtYte0KYKG2t+YT8IQcwXxn9yEN/xgQWPv50p21FL+b4mDHYjkcFpot4cLqNU/Lu51oFsMSRX9W2pxtrsyvoe7G0eWj+/m8HnLhLun1xW/wa3hdpHN2CpKv6jb4U1eaPXjIDdIGeGL/LMhRfZXb+VP3njbxgLTsy4C6dVlZdDUTaaDFjRRq4PZ3l7qU3IQhfpm0AIgWt7LaZKG0pMwVJtXzppe/oclASoyZCtyvvbMNfYGX7hSvbIUAVhEKgJFaPLQtWDaxn43nm4HcL+BDQ80YGt2Q0kharygTYGv3cBNTHfwSyMEo2f2IZkWPzh0OAwUfP+dXT/07H5fuo5n71jUxW1H1hfVOHo9vXxdu8xwrEI1fZKZCERX+W1BmNKnH8/8wxPX/ghoVg49SQqJZOoqgAqF6Jxdlm0EFUhUd/+SKmNyEIX6ZtEyNKMkCx4TDo72CLXunNTNf4zw9kjPAHl97Tge6efqofWYm/1UHFPC+MHu+Z0kPo/pd2mcitRfwhyXNuu7bU4t9Xge7efULefRCg228Yi2i9kgdFjxdJURuDSePJ1K7xXCJNM+Z1NTF8dJzIwPZu/VxZYG8qSNihgX+PBvadhnjjamt3UP7GFibd7Cfb4QVUxuq24dtYhZLGkQKcxua1UP7KOkReuZBg35yBJUHlPS9EEWlEV/ubIP/NWz9Gs7WaDacYvvZpRVGVmtaOY+bDTbkPB8WiCrRaBqcRuHSFJmss/r4t0sVjGtV62uTpLpCWzAdfWWtzb62bCv0wuy6J+WABbm4emu3cwfXWcRDCGwWlKLntVVBzrkwVLaz+wAVVVSQRiydAxCSZPDzNxpBclMisK1e9di7XRhalidoZ+qsHF0POXl1WaQxhl1FgC5+Yqah5Zh5Alyvc2oioqsckwQpYwLqNkVNq9ZK0vw/rYFpRIHDWhIlmTE3crvbBcW2pQInHGXu3Mud+ztwGjy7KyRm8SgzT/cozEo1gMZsLxyKr1S88lV2Y8n6JyUTGwTYqVyKokqhLn2smvsHH/fyipHZnoIl0k5uXazXG9yTZj1t+evQ3I5uyvyFLnREgCdZG4a0tDGZJJpmxzdc796RBCIYmkgGf0Z3CaGH7+8sw2c40zS6ABnBurEJJg5NXrJKZSCzpy3DhMlTaq3rM2eX+IJrKiYNKTeSsh8zOUMj6XzIncleDZ1YCp3MbE4V5CqZujqdxGxT0tONbNLytVKNK1CB9cczcHuw7P2x9JRDnQso9DvcdQVEXTcdE3g1UyAKUVaYCAv5vQ9LBmJg91kS4i6dHDPNdHSm+jE8nHQdlmxLO3MWflGYPTjGNDJVMXRnP2YXRbcLQvLjBZOUzmYGtxz/xuKrdhqc09YeZYX4mpwkb3l4/n3F9+Z3MyrniOK+Zmybf7wd7qwd7qIRFKViiRrcaSTF5JQmJdRRtffewvuT7RzQ+vvMbbvbOfbVSJ8St3fI6/OvzlVS/S6owvOkn6864xGCFevARQizHt69JF+nZmngikBNNaX0bjk1sx1zkX9a9WP9ROIhgj2O3L2m50W6j/2GbEMuOwc1XSkK1GWj67C//JQWxryhd4ZRJThQ1ztZ3IaPaiCvva8qyFH8nOlmVSyZCtxqUPKjAjgTF+60d/iFk2sbdhOx9Y9x6ev/JjVFWlx9fPkd4Tt47LY05+67ub91CjThKaXl7UTaGJBMdKbcIMukhrBCFSk2fLQDLJNDzeQah/ksDVcdSEiqWhDMe6imUL9GIYPVYqH1izrBFl7Yc30v+ts8QnZ5f6zmR+07gwawWVpLvjR1dfJ5qIEU3E+HHnIexGGx6Lm/GQl4Gp4VKbWVCO9p/m/tZtgDZCUc0Wz9IHFQldpFcx1oayZQv7QmS5YOZsWw4mt5XaD24g5gsTuOZFVZI3jLkCrYX4Vy2S/tyvebt5+Vp24qHpaACV6Vwvu+WIJKJ8ufsUP72MSeRiYC3LXeS6FOgirQPcnIha68uw1DpxbqxKNZa/tm8XfnjlNaKJzEmz1bkM/GYYiMdQVLMmsiZYbJWlNmEGXaR18kLazXKjI/LblbSr49M7H2dNeQu+sJ83ut/Fp4Fc0KVgOJGg1iCX3FOmKPGlDyoSukjr5BVdmFeOJCTKzE7ev+4BQOXJLY/yb6e/xwtXXi21aUXHp6jUltoIIWEw2UttxQx6giUdnRIiMsaM6fubLMl8asdj7KzbUiKrSodNAzd5h3sNUo6FRaViVYq0qqpMd3Yy+PwPGXrpZSJe79Iv0tHRIJlPHnPDIT+4/qFim1NSBIJo1m2rNIQDQyW2IBvt3C6WSTwc4eIf/Qn+M2dntkkGAzXve5i2z346ufZeR2cVkSteHWBT1doSWFMaBMmc3OVNd8PQ20u/oIDEo9NM+3pwuJtLakeaVaVoqqoS9/uzBBpAiccZ/P7zdP/bv5fIMh2d/JO4BRIrLQeBYF1FG79+1xd4eNvHS20OAFPeq6U2YYbVNZJWVZTYwmv7B7//PHUffD/m8sVXyuWb8NAQwb5+jE4njvXrZh5hE6EQQpaRTFpIwZgkEYkw/tYhpq5cJerzI5tMyBYLlvo6ah55LwZL4ZMKqaoKisLkpcskgkE8u3ZCgaqbrGaODpwpSj9zHQzp78EgyXPCAgvDr9zxOe5q2QNAJDhe8P6Wg0EjpbNgFYl0MimQiu/kqdnsa+n/U7kolHCY07/522z78z/GXFH4BDmqqtL1la8w+NwLM4+r1vo6yvftwX/6LNPXO5PVyHdso/GJxynbtHFZbWa9L9K/3ryATV25ysU/+lOiPh8o8/M/dP/zV1n/n3+Tyv37brqvuaiZ31n6d0Xhwh/+CdaGeirvvou6Rz+A0enMe9+rkVgizrMXXyp4P2k3w1xUVSWWKE4Y2t+888+sKW+m1lnNtK+rKH0uipDwVGtn0nZVuTsSkQj9Tz+TfaFD8vdUVrio18vVv/qbgtuiqirjh48w8OzzWf7EUP8A/d99hulr12eOmzhxirO/99/xHj22ZJsoSvL9zLlwbrY6RzwQ4MIf/NGCAg2gJhJc+tM/JzKev4nYdIa3jA0zv/pOJ0eKof4Ber/5ba5+8f/cUNvz+li1JL/zoelR/uzNv6Xb15e9N49PGkbJyM/t/Umc5tyhZkY5mQJWEoWXiLiS4MXUakuhgagKd9UWTYXglf4TWSbxqSku/NGfEh1bOvGJ7/QZgn392Brzt7RTiUYRsgxCoCYS+E6f5dKf/cX8AzNHjJkz94kEnf/4JTy7di48uZljBJ29e34e3uUy+tpBYlNTS+eATij0fv0btP/SL9xQP2nioRAxnx9LbUYmsYybQ3x6muEfvZT1OU0cO07U58Pkdi/a9szTxpz3ogopL7lLSoEQgl5fH/988jtcGL0ysw01+b/bUkYoFsYkG/FHpm6sj9So2WGy8Z8P/CLrKtrYWrOJH1x6hcN9x4kmYrSXt7C3YQf/dPwbAKhFyLinonJpNOkDtrtaCt7fUoQDuTNMlopVIdKxqSmOfv7nUKLRZb8m2NOTF5FWEwku/+UXGXv9zSxRkMzmbJEQYr4AzhHq8Mgo/rPncG/bOq+feCCAvJg/eAkBX4rJCxez21mEuROzKyURDnPmt3+XYFcXjU88RuMTjyEkiUQojGyxEJ3wcunP/oKYz5d8QTp/iKIQ9XoXFWk1kUCJxZCM87PWRcZGmb52nco777gp+0tFq6eJpzo+xHOXXuL00AUQgu21m/jwhveyvnINAIFIkM9+7zdW3LZByNxRsZn22nbuX38AmzGZy7vaXsFndz3JZ3c9OXPsWNA7K9J5eF/Lsk8yMDl+mfG+d4vU48KEA0MEfD3YNRLdoUmRjgdDqLEohrIyhBBERkZR4sv0j6VGWEM/egmj241ssaDEYthbW5DNyeQtk5ev0PfNbzN97TqJSAQ1HgdVRbbbqLrnbpo+8RRjB19n9ODrBDq7ct4clEhkfr+5bIEsAe/9+jcZ/P4PsLe2UnnfAcbefIux199CGAxs/cPfR7Za54m7//QZhl9+hejYOJLZjKooxHx+EqFQ8icYxFRRjr21FSUaTU5YGgwY7HaE0UB8corJi5cWdHPMe2+p9xvo7mHohR8SGh7G5HJTsX8f7h3bGX/7MMMvvUx4ZBRjmXPGn5y+yXT9878S7OoCoO9b32Hg2edABSUWQ0gSamJO1ELG5xQaHKb/u98j1D+AEo2ixhMYypyU79uLtbGBoed/iBKNsuYLn8fe1jrThO/MWa797d8THfdyGTDYrFTeczcNH/sI5qqqZb1vLbCxai0bFwm9s5ttVNkqGM2YYBOKipp1755TBEEFKRZHeuUo3fJJ3tzSyR2PPEaZZzY/RSIRp/P8CSZGB7HY7GyfckL/CNaIStQoGPHI9FfJJOT8P6lYBLzPEObK8S+BRnJlD1x7kZaOpzCZSz9HIvLlyxNCvAbcd9999/Haa6/dUBtTly7T+41v4Tt5ClVVsdTWUvPQewj09jL26sGbNRCjx0MiEJgvsIu8ZjkjzxUhSTkf1QEc7WtZ+ws/i72tLXkccO3v/oHhF19e8DWFQLLZUONx1BU8uUgmE5v+23/FtWUzbz/xyeSNr8DYWlowedyEh4YJD2UsQMhwJ1mqq9n1d3+tqciRtLtGJaml4VAQq3350QRvdr/LFw9/GRWVqokE63tiXG4yMurJdKNlV1uo9SZY35v6ToTAUebh8V/4r5itdo68/D3OvP0KiXh2JMfcsy1gFZxca0Ix5PezfMxhZY1RJv2BiNR5XtrvTNBx4L9gsrgLbsf999/PwYMHAQ6qqnr/3P2aGUn7z5zl/B/8UVaIXXhoiO5/+df8dKCqxFa6MrEQorjIaHb66jVO/cZ/xtbagqW+Due6dbN+2yKiBIMrf000yrn/9vu0/8dfKopAAwS7uwl2d+cwRpkR6vDICOGBQawN9UWxaSmOvvp9/N4RKmobiYZDXD3zLhOjg+y85xHuev+TSzcA3NOyl4GpYV448QM2dMcQQONonHGXCWVGp2fPGVmBhpGMpxdVZdo/wcFn/42+q+eIRXMPWubWJraHVFpG4nTW569AggVoM0gZczkzWn1TczA3i83VhMlcBqipB9vS3TA0I9KdX/rK/BjoZT6e32oEu7oJdnXjPTS/3p2mURSu/u8vltqKJBlC3fO1r7P+N3+t5KPpzgsnOfLy0zn3nXjzR1Q1tLJuW+7wx7GhXi68+waTE6PYyzzcu+tufN0/Ii2vjpDK5q4YV5qMRFIaaoqpuKcUGkbj2OfpsErn+dylzxajxpugs85ww3Mjc0mgzdoQRlPKzZEj0qrYaEKkA51dBHKNiHR08sDYobdp9X66KLHzi3H67ZeX3J8p0kM917h86jCd508w5cte5HH2SDJDXqZ8lE8p7DsfwecQWKJgiarzjlkpc0fTxjhICijyTTSawULPXDN9lmg0HY+Hi97nQmhCpGOTOeqa3RJxrzolJTWaFpKEkEt7qquqynDv9UXzbY/2Jwcql06+zZGXnmbSu/JQMAF4pvN77UhCSpUgUMFo5Ofv+DR/++5X81aUIAbMdaCUenQd8HUSDo5jsZX2xg4aEWlrfV1y1j/TvaGLtE6eKN+7B5PbVbL+B7uu8Mp3/oloOLsStspsLLSqKsSVKF/6w18lNO0vjaELIVIx1gh23vEQd625k/Ojl3it68hNN60C74aj3GXRTuqENN3nv0X7zs8hGwqfKmExNLHi0FxVhXvnjtkNukDr5AlzZSWtn/t0yfqfGB3kua/8f/i9I8wbH6oqqqJmLRjRmkBnjvYrahrZff+jAHxhz0/mbbT7VjjGm+Eo4XQk5gL9FxVVJeDvYXL8UsnnMjQh0gBrf/5nsdalajLoIq2TB6xNjWz78z/GUl1dMhtOvfUSsVhy1i73xa7Nc10ICae7AqPJQpmnin0PfoSP/+xvY7bagGRhgnw6Jd4Ox/hbf4DvBCJMK6Wv7miylrN2+6cpr91RYks04u4AMFdWsO3P/4SRV16l59+/QeIGwsB0dDJpfPLxJZeYF5qui6dm/xAgkIqy1PpmqKpv4WM/+9uYzAs/5j9z4aW8F8qNAyOqjFWWEapa0qCK2tb7cFVtKp0BGWhmJA1gsNup//CjVB64u9Sm6NwCVN51Z6lNQMmaZ0n/UuppsYXZdd8HeeqX//uiAt3t6+PrZ57Je9+bKtv5H9sewUBpBRrA6VmLVp5yNCXSaeo//KFSm6Cz2pFlTbjNKmobUBUl+aMqqVF06e1aCKdrNhf7eHCCU0PnuebtzopK+ddTT+d9FA3QXt6Kd+Aopb+JCWSTLTlnoIFzSDPujkxsjQ2FWZKtc/ugJAgPDWNraiyZCZ0XTtJ//WLJ+r8RzFYb/vAk/3js3zk+cBYl5ZopMzlwmO1EE3FGCpQl7qG2/Qy8+05B2l4ZKr0Xn6W148mS3y5AoyIdGffqAq1zc6gQD5duQUIiEefgM/+SHImtggFH2rpOc5D//dKfMhbMTqHgi0zii+RYz5AnBIL/7/CXeVIWCErvs58YOkksOkX7js8gG8wltUWT7o6py5dLbYLOLcD4G2+VrO+ey2cJTCXD6bQwGlsIlVmBDpoFXzr9rXkCXRw7VLr9g5wJR9L1O0qOEo8gyUYC/h6mvNeIx0oTzKDJkbReQkknH0THS1cvLzA5MfO7FvyauZhrVXdtiVdlonIoHKPVKOFcoKxX0RASihLjxMu/g6omM4xIspHyul00bfgQkly8xTeaHEnbMvIE6+jcKNaW0iVtd6ZyNaurJElY0ALj7tLLwaSi8LXJMP3xEldKVxOEp4dSAg2goiSijPW/w7WT/1xUU0r/reRAWqi8lI7OCqi6u3ShnM3tWzAYtLfUOU3mKDpshJPrzKiljnsjOZqeVBWORApfpfyGUFUmvVeZ8l4tWpeaVEPZai21CTq3AIay5SfSzzfRaIRYVDuZ1DLJFOhhj8S7m80FqbhyM7g1O1BLfnoTw6eL1qMmP4npq9dKbYLOLUB4YLBkfZ975yYrCRWAzElCgHGn4HKLqeT5kueiAttMmpwuS6KqKInijfQ1KdLjh28+u5bObY4QBHt6StZ918WTJet7ufRXaVMIZSCgaGMhSW5UbGVNRetNUyKtqirDw8NMeic0d3fXWX0YHKVzd4SD0yXrO4065yeT7hoZv1NTlz+QDFdUgBdDEQ2LNJiLmGdaM7fSs2fPcvjwYSYnJykfHaOdm68qoXP7IplNuHftLFn/jrJyvMP9Jes/KoPXJTFhFzhCKjU+BUMCpqyCC61GokahuYFQpjU+RaU3rtBi0t6NBGBy7CKuyg1F6UsTIn369Glefnm2tFDMYECRJKSEMlOUUmf1MHf8U4rvr/qB+5HNpVspJqTSnLX73/txvKMD/Fv8FGE5Gf43CnQ2zDlQYwINzLvWpzSbLVCgKMXzSZdcpBOJBIcOHZr5u/nqdWr7syd8dKFePeR6QM3cVqzvsZSujkgoWPScHUJIPPGLv0d1Yytvdr1D+MhJUFMVCjUoyAuRea2XaTjCw347+aR7e3sJpnJHl4+OzRNondXDcjyIRfEyCsHwS6/Mrz5fJEYHuojHi9O3kCTqWtbxU7/xx1Q3tgLwwpXXUjtZVQKdRgU8kqDJkKdqtwXAXb2laH2VfCQdy7iQavoHCVssjFVXEjcasYRCVA6PYkiUePVREcklYoW4zBYSy3l9CYFss1Fx5x2MvHYQ4gvVdwZFkhivrKByZDSnzXGDgaGGOtbU16OcPksiELhB65dAVYlNThIZGcXaUF+YPhYhFAwUOKGSYM8DH2LLvnux2BwYTdlunW5/XwH7LiwCMEky77ebSl62aiGEZEA2FG8tR8lFuqamBkhGdgw01OEr92Td/ftam1l78Qrl3omFmtAGmZnO0vav8EJd6Oj09hWdsovYsJhVKmCw2zA6y5AsZsr37Kb2/e/DXFlB05OP0/+9Z5h49xjRiQlURcFaV4ehzEnP+DjX1rQQNxrpWrcG9/gEjslJFFkmbLEQNxqZKnOimE3ITU089pu/zvBLr9D15X9GiURW8s6WjWQpTQHR/qsXCtp+VX0zdzz8sQX3xxIL30i1gkjl5lDVZBVyg2TAabazzmRmmzpNhVzyh/wcJCdbPTVbEVLxRvklF+mrV68iSRKJRAJfRfm8/QlZ5sqmDZT5fCQMBjadPY+USE4o5BIto8fDht/6NZRYnIFnnsN/9hxqNLpyw1IiJywW1FAIBZiorCBiNmOORqiKxql/+CGmr1wl2NuHMMh4du/CVO7Bd/wkMb8fYTQS7OpevB9J4NiyheGuLlAUpp0OglYrlWPjmMMRFDk5Ok3YrLR09Sbfi8iYmc/IDSHbbbT/h1+kbMtm/KfOEA9MY21sRMgSg99/nlBvP8GBgUVHwwCWB+5nxxc+P397TTVrf+4L8HNfAJI3ViEER44c4fJbb82ETCmyjLeqAm9VRphSxk0jFoshGQzYmhuX55K4gZte2aaNmHOcT8Xg6plC5UQWCEkwPtzHlG8cp7t4YWD5QBLzhVeIVBXymg18YeMDXDv1L6BqSaCzo2Bk2Uxt24NFtaCkIn306FFef/31JeMhVUngL/cAcGnTRtZfvIQcT+ScUDS5Xbi2JP1Fnh3biQdDXP3rv8F7+J1kspvlXugieafv+P3f48QPXuBUJEzMmPy4BNBvtVJz1x1s+amfmPfSpiceB5IrJ0/9xn9avB8VfPffy5lTZVmbh5vmTsfDrrXtjP3opeyNGZMr7b/+q1Tu2Q1A1b33ZB3m2rwZgPGuLs792m8hKQpRkxFfuQdFSDgnJ7EHgqhC0GOzsGNxq4HkBTYxMZE18Zuxc8HXuVwuzp8/T+jg67PvIZ+JiCSJ5p/8RP7aWyGx2A0MCpZBOmJEVVUmvaOrTqQVVZkn1FYB91pMdET6UomLtBMbLSQjMFvN3elZQ+P6R7E6aopqR8lEOhaLceTInJWFy0iOPulxcWLvLiqHRykf9+LyZyQiFwLH+vVZx0sWMxv/028ydPkyne8eRXn2BxCJLN5PSmDsd+2nOxrluFBRzaasG0IoEuG5557j4x//OOXl5dhstiwfmqqqXJmaRDHIiFRGr5yyZTRy4cry8mePbViH4+p1pq9dS3eSPKVVleGGOk69c4Rd8Rj79+9HCIGiKAwODhKLxaisrMThcNDt9dLT2gwCRupqs5LqlPn8OP2TxJf4DoLBIOFwGIfDwdmzZ1e86ODixYtcvHiR2v5BWhQleUOUBAsmEl5J0nxJov0//tLMjboUOD1V+EYHCtqH1VG24D6P1YU35Cto/ytFIFBRs4TaBDzlsFAhSUgaLCtmsnjYsPfniYYmMJgdmK2leTIrmUj39PQQyeWLXOyCTO1LGAwMN9QxXF+LZ8yLORqlcmSUuNHIdZPM21/9KtFolEAgkDUxCWDp2MjmU+cwprbnmiiLmc0M7N3FiEEm8eKLC76HeDzON7/5zZm/09n7MouP2rZuofl6Fy7/ZM5TcNTjJrDMyuiBWIw7/vD3GX7pFa49932iPj9hm5Xhuhp8lRUQDnPo0CF8Ph9+v5+BgYEsW8xmM6qqEm2sz/kZT7pdTHrcMDzM008/zYMPPkhZWRnxeByDwYDX6+WNN96gs7MTRVGQZRlFUW54ZdhYhYfm612gqkx4PIRsNozxGOVjXgwpl4wiSYzUVTNeWYkxEsUxNUXVyCiGWBwBJGSJuMGAMRrDuWYN6/7jL2Jvbb0he/KFq7wy/yKdcTOtbmilvHrhCdG7mnbz/cuv5Lf/m0AS0pxzJPkMvMNsSAp02n2npvdpA5PFhdHsxGgubX77ko6k06QnEDI2JP+fOxE3FyGYSPk9hxrqktv8/kX7DdtsHL9jDxUjY9QPDqEAAbcLp6ec9pZm5KpKXh4axD89jbrCqBIlxyN70GHn4rYtlHkn2HjuYtZNIWYy0t+8/Bp8Z86cYXx8nOnpaSbXr83emfH5nTt3Lufrs26KuW6GGZ/z9evXuX79OjabjVAohCzLxOf4suf+vVLiFgsXN20g4C4jIc9OxHSvaaWpswdTJMLVjetQMvZ5qyroa22mobuHoMOBt6IcVZIwGox0bNuKoa7upmzKB4uNcm+U9FOawWjiwKPzXWyZ3N92Jy9ee51oEZMALUR61Jz2PauqyraazbRXtLJm/DQiuvj1WkqmfZ0k4lHkEqecLZlI19bWzhfnueQS58UmkZYbsiME4zVVjNdUZW0+N+nDFE4+yueNlBhOlnu4vm4NZb5J+luaiFjM2ROAy2RgII8jtGX0nY5hv1lBXojJCs+8bQlZpqu9Lfkd57BRkSR6MwtDCEEsEefkyZMMDAzw1FNPYTQaC2LvcnBX5N9nKYTAXVlLRW0jw73XcVfVYrHas47xhSf5myNf4czwpaLnvXAEFYxxlaBZEDEvPPEnhGBz9To+uukRzrx+mmj2Tk3VglSVOBNDJ6hs3F9SO0om0m63mzVr1nAt5V9dUrDnUoAYSkVR8ivQaVK2jtXWMFZbk7Xttmehm+7MI/Dyb8bpBF2HDx/mwIEDeTZ0+dQ2r8l7m0oiwcToIBOjg1w98y6HX/wuDz7+Odq37k3uVxT++OBf0+3PU76QxVyOGfvdUwprB+LYwsm/VWCiTOJKo5GoKbXicU4M6Y6a5CS21VFLNDJnJC0k0NBy8OBk6fKvpClprMvDDz9MbW3tzN9aDV7PG2nhudXf542Q+dlkfj438Fm98847DA0N5dG45XP51BGe+8r/zn/Dcz6HeDzKS9/8R8aGegE4OnA6S6DV5fp2VXX2J3PbAhhiCuZIUkTLAgpbOmMzAg1JHS6fVNh2LYocV1AVBUVN/SgKbn+cN/7przl75FWqmu7MbY+GkDRQXaekIm21WvnkJz/JRz/6UbZu3cqmTZswlzApjo5GWUjAF+GZZ54psFHz8XtHeOXbX0JRirNCVlESnD6UnCA8Pnh2ZS+eK8wLbcvAHFHZczHKvgtRdl2KsqUzhrTA4daISq1XybpVVPgVNnbF8HtHOfjsv3Lx5EVqWx/I7l9DE4cA9rLS1clMU/LFLEII1qxZg9Pp5Jlnnskd8aGjs0ICgQCBQAC73b70wXni3DsHMwQ69aifJxZ6yhzsvgIkY5Czjk+FvOXkBs1qHoljTL09e3jpRloH41gjKoikW8QWSb8madnx11+g444/x1W1ibG+I3iHTqAq2lotaTAV7/xZCE0s7YlEInz3u99lcnJy6YN1dJZJQeYXFmFsYLYSTL49WuoCMeRyKvJlS9Xs+gBrMMH67giOoJLbnZGBJaJSPqliiaoY4+CZVGgYSVA+qeCaVrJcGZX+lfmKZRXqxxPUjyUyBHoWRUlw9cy7ONwtVNTvSi0a0ZYr0GSZP7FdbEo+kgY4f/48gVSynRVPIOro5ECSJJxOZ9a5VOg5D5NlNulO/k/h3Al72zbvAuDO5t187cR3UL1+NnfGkBWISwmmGzMu8RxGbeyJURacnfTL1WvAKphwSMgF8OJEQ8nooVhkKrlBQxEeDs9azLbSLGDJRBMi3de3erN26WgTs9k8LwwvnWukUKzbto9r544VrH1VURAZaQBsjjI27bob39gwkxNjrDszAYpCKtc/td4Eox6ZSXvu9yyUpO94MQTgCKk4QitT6OV+yhW1yXUCpszVfBqJ8DCayxjuOkg8FsRsq8RTs70kMdOaEOlbPqpDRzMUUqjbNu2kvnU9A13LW+Z/I6SFurqhFXdlLd/4698nGgmhqioWNXtELKnQcT1Kb7WB4QqZqAGEmqoFAFT7EjM+5qWY+4ktJu3L+XSFEDhc5bRu3A6Aw92C1V5DKDCcOkAq+UTixNAJJoZPzfzdd/n7tG39JK7KjUW1QxM+6TVr8h9XqnN7EwwGC7YAZyEkWebRT/8qW/e/B6mAqTYraptQEgkunzpMNBJKbsx062T8yAq0DsXZdy7CnWcitAwmPxNnUGVtf/bnk37NXJa7bbHt2QcJLDYH7//JX0LKWE3a2vEUhsw8zUKAkBBCxl29FYe7tDqRiIe5fuqrhAOjRe1XEyPp9evX88477+D1ekttis4txNNPP81jjz02k1OlGBhNZu798E8y0HWZscGepV9wA4wNpNLfCrHkHE46xkQABgWMCZWN3TEq/cqC4XPLfc5Y7oi5ef1WouEQ8VgUs9VOU/tmNu85MG/5vK2sgY13/AqjPW/hGz2PqiZwetZQ3XwPtrIGus5+g2nf9WVaVxgUJc5o7yGaNn6kaH1qQqQNBgOPPfYYzz//PP39pV/ho3Nr0Nvby7PPPsv999+Py+UCiudas9gchZ8EU9VlTbJnvuM6b3F9vbLByHuf/ELy81gGZquHxg2P0rjh0fltGYtXDWUxprzXitqfJkQawOl08tRTTzEyMsLIyAidnZ1cvlw4357O7UFnZyednZ3U1dVhtVq56667qK6uLni/67bto//6xeWv/LtFWduxe9kCvRSemm2MdL+Rl7aWTY78MSJH8YJCogmfdCbV1dV0dHTwvve9r6iPqTq3JumR5uDgIHa7nerqahJFqJm5YeedVNQtP8PhrcrGXfcsfdAyMRhLsbBEnRdp4qraXFQLNDOSnovBYKCyspKRkZFSm6KzynG73ezYsYNwOMzf//3fEwgEsFqtbNmyhX379mEpQC1Eg9HE+z75S/zrX/znvLe9KhACo8mMq7xq6WOXSTw6XbrwvNSI2mC0U9V0R1G71qxIv/jii7pA69wUaf+z2+3m0qVLDA4OzuwLhUIcPXqUzs5OnnrqqYIIdZmnAiFJybJttzhizlOvw+XhI5//LZyeyrz1YbKWp5a753fJ/fJQsTrqaOv4JEZz/vOFL4Ym/QkDAwOcPbvChDE6OnNIuzq6urqyBDqT8fFxjh0rzAIUSZZvk9Wz8ydjH/jYZ3GVV+V1otZkceGq2pjyERd4AlhIZAYzWh11bL7z17A6a5d4Yf7RpEi//fbbpTZB5xZiKaFcqJLNzZKIxzSzxLlQmK32mVWDacqrG2hau4lCCGnTxo8maw0WOkonPWGY+rEUufhsJpp0d+huDp18sZyRbDpvTL6RJJl8Z8PTFELw8FM/R8uGrXhHBpIx24Dd6Z7n/sgXJoubjft/mbG+w4z2HiEaLs7aisqGvUXpJxeaFOloNLr0QTo6y8RgMCwa0ZGOoc43yeXbLYz0dxWk/VJid3l4z8c+Q8uGrQCLFsbNNwajDaujjljEX8CJxNmEVhX1uymrWL/44QVEk+4Oq1UbQes6twZLifDWrVsL1vd7Hv98akR9a/HEL/wuLRu2laz/vivPFzYGXUjYnPW0bH6Mls1PFK6fZaBJkd6yZUupTdC5hRgfH18w+X9zczM7d+4sWN+VtY08/ou/W7DH/1JgdZThcJUuhWcsMkU4kHKJFsjn37LpMTbd8StUNuwreQI4Tbo7du7cyYULF/D7tVvuXWd1MT09zbp16wiHw/j9fhwOB1u2bGHLli0zifMLRXVDK57KWrwjeaz0XkK23fVQSfufWR6uwXJbhUCTIm2z2Xjqqaf4xje+oQu1Tl4QQjA4OMgXvvCFkqxk3X73w7z69FeK3m8h2PvAh0ravxAykmxGiYcK1QNaEn/NPoM5nU6eeOKJeYnbC0VdXR0OR35yDOjMIkkSGzZsoLm5uWjf5UIEAgGCwWBJ+t6y7z5qW9rRWnmolVJe01BqExBC4K7alKfWJCoa7qBp40epW/swFnsNCIHd3Zqn9m8eTY6k07hcLh577DFeeOGFmfqHi4VUybKMyWQiFFreHVYIQUVFBQcOHGDNmjWoqkpfXx9nzpzh4sWLBVuIIISgrKyMaDS6bFtXGxaLhb1791JTU0NTUxOQ/O7Onz/PqVOnGB8fJ5FI0N7ezvj4eEHT1KZ9ipIklfRG8djP/Q6XThxisOcaZouVUGCazvPHCQenS2bTShCSxNb97ym1GQA0bfwI3sET3MyI1+5eQ/vOTyPL5pltdW3vwT92EWsJ46LnommRBmhoaOBzn/scXV1d+Hw+jh49ytTUVE5nvqIo3HPPPUiSxKuvvpozlO+uu+5i+/bteL1ezGYzVVWzuQWEEDQ1NdHU1MTDDz/MoUOHOHr06A2JdTrPrxCCtrY2DAYDVVVVlJeXU1ZWRm1tcuVSX18fL7/8MuPj4yvuYyEMBsNMwvvl1oxMf56L5iZexjGSJPHwww+zefPmeVVQhBB0dHTQ0dGBqqpcunSJjRs38tWvfnVZ7yuzHVmWF03qL0kSFouFSCSCklqW3dbWhtlsXvA1xWDDzrvYsPOu5B+qSvxDP8Hx11/g3VeeKaldy6Ft00627Luv1GYAyTA82WglEVv8yUg2OkjEg7MTjKnzsX7tI1S33IMk5sxHCFH0BEpLoXmRhuQFt2bNGrxeL6+99tqis63Xr18nFosRi8VyHnf48GE2btxIY+PiGcoMBgNbtmzh6NGjN2X3/fffv2j0QGNjI/v37+eFF1644ZvBXBwOx7J8+UII1q1bx5YtWxgbG6O1tZXjx48zOjo6b0FRrn5ybevo6GDTpuSjqCRJC74nIQQbNmxACIHT6WR0dOlqF5n9LSTQFouFO++8k82bN2MymYhGo1y8eJFjx45x1113LdlHUREC2WBg7wMfIhIKcPrQy6W2aEHu+eAn2XbXQ5rKTFlWsZ6JoZML7jeayth4xy8z0vMmE8NnUBJR7GVNVDffTVnlhoxzM/1/8vwqdTTHXFaFSKdZjoiFw2EGBhaeRVdVlevXr7N79+4l27Lb7UiSNG8hhCRJNDc3YzKZGBkZwefzzdu/du1adu3ateTNAGDdunW8+eabMy6dm6GtrQ273Z4l0nNH0zabjdraWrZt2zZTuqytrQ2ABx98kOeff35R0VzsJPZ4PIhUxZBcfWeSvuDb29u5fn35FTcWas9kMvGZz3wmK87eZDKxbds2Ojo6MBhKd7ovfLOSUFWFHfc8wpnDP9ZsMib/+IimBBqSromJ4dMLLmapX/8BTBY3jesfpXH9/CICs+extkR5LqtKpN1uN3a7HbfbzbZt2ygvLycUCnHhwgUuXbqEoih4PJ5FRdpkMrF58/IeZywWC+3t7Vy6dGlm29atW7nrrruw2WxA8uLr6uripZdempmUqqmp4cMf/vCy35fBYOBjH/sYTz/99KJCPdd1oMy5oGtra3nkkUcIBAKcP38+a3/6tY2NjTzxxMLB+bIss2XLFqqrq1m3bh1Go5Hh4WFOnDiRVTVn586dnDhxYt7r59o01+5cbNq0iR//+MfLqkm42I16586d2Gy2eTcGIYTmBCYLAY4yD+XVDYwP9ZbampxcOP4m933kp0ptRhZWZx1rtv4knWe/garEyCjBS93aB6msX3ogthpYVSItyzKPPvoodXV1WRd+S0sLe/bs4Tvf+Q5bt25dNGHOgQMHVpSW8sCBA3R1dRGJRNi8eTMPPZQdI5r2OX/84x/na1/7Goqi0NLSsuL3VllZyec+9zkuX75MT08PExMTjI2NEYlEZvrJ5H3vex8ej4dr164RiURYs2YNLS0tCCGw2Wy8//3v50c/+lGW8AkhOHDgwKJ2CCFYu3ZtVnFgp9NJe3s7Bw8e5MSJE7S0tPDAAw/Q3t7OiRMnGBoawmg0sn79ejo6Olb8uGgwGNi9ezfvvPPOsp6WysvLkSQJr9ebdfymTZtm/OBae2RdjGT6TbXgOYNuhng06dvX2s3OU7sNZ0U73sETRIJjGEwOyut2YbZ6Sm1a3lhVIg1QX587R0BlZSWf/exnMZvNNDQ05KyVaDKZ2LhxZeXYXS4XTz75JOfPn2fHjh0LHldZWcm6devo6upi27YbWy4ryzKbNm2a8emGw2FeeeUVrly5MjNCdTqd3H333TPHpCcg55IOezt//jwTExPY7XY2bdq07DwVudwU9957L4lEYkbo05Os+eDOO+9kdHSUzs7OrO1pG9KTjnv37p15D6FQiGPHjs3MG6zadAJCEJicYHxYu/U9JUnWnECnMRhtVDffXWozCsaqE+nFIgzSM/cPPvgg3/zmNwmHw1n7XS4XJpNpxaOs6urqrCiQNHNt2LhxI7t378bpdK6o/YWwWCx88IMfZHp6mtHRUYxGI/X19cu+WKxWa07f+3KjPXK5DeY+SeQLWZb56Ec/Snd3NxcvXiQSiVBZWUl7ezs9PT3Y7XY2btyY9d3ZbDYOHDhAa2sr3/72t5mYmFjwJl5qloqyiUUjWlo/MYOQJNZs3kXH/vtLbcpti8hXLLAQ4jXgvvvuu4/XXnstL23eDH6/n6NHj3L58mXi8Tg1NTXs27eP1tbWm2o3M6ws12e3Gh6zl/rOtfweFrL99OnTjIyM8NBDD61K+wGmJyf41t/8D4JT2lhlKxuMPPqpX6FhzUaEJGn6c13N3H///Rw8eBDgoKqq98/dv+pG0svF5XLx4IMP8uCDD+a13bmTd6uR1X6TycW2bdvo7e3VvP25RtRpm52ucn7q1/+YN5//BldOHSYeixatssuGXXczMTLAaH/XzEBk34MfoWFNuhKKTqm4ZUVaZ2m0Lmi5WMxt0NzcXGRrbozFPneTxcpd73sch8vDtbNH8Q73F1aohWDdtn089PjnURIJLp18m4vH3yIcnKZj//36CFoD6CKts+q4lUXDNzbMM1/6c6YnJ4DCV9868MFPsvXOB5OrOA0GNu85wOY9i0cA6RQXXaR1dDTEK9/+0oxAAwhJoCqFyyGz/e73FqRtnfyhi7SOjkYYG+xhqPfavO1CkkAFdYkyUbLBwJote1izeScNazbw5T/+9UVXMKqqSiIRR5Z1GdAy+rejo6MRvCODC+8UySXkG3fdTZmnknAwQHl1PZX1zXiH+5ENRlrWb8Vstc28xGS2EgktXGT3VnYb3UroIq2joxEstqXzmbvKq9gzJ+l+TWNbzmPXbtnN+aOvL9hWXet6fRS9CtDmEiIdnduQxjUbsTvdC+4XQrB++x3Lbm/XfR/AaMqdmlVIEnvfU9oKKzrLQxdpHR2NIMky93zwEwu6IXbc8whl5fNXvi6Eu7KGD33m13G6K5Kxzqkfi83BQ49/nqZ2veDzakB/1tHR0RDtW/diMlt599VnGepJTiK6K2rYfvd76dj/wIrbq29bz0//5p/SffkM/vFhbA4XbZt3LjjC1tEeukjr6GiM5vUdNK/vIBSYIpGIY3e6b2qST5Jl2jbtyJ+BOkVFF2kdHY1itecnUZfO6kb3Sevo6OhoGF2kdXR0dDSMLtI6Ojo6GkYXaR0dHR0No4u0jo6OjobJZ2WWPqDB5XItWgtQR0dHR2eWkydP4vf7AfpVVW2cuz+fIu0DllflVEdHR0dnLn5VVd1zN+YzTroTaAOmgat5bFdHR0fnVqYdcJDU0HnkbSSto6Ojo5N/9IlDHR0dHQ2ji7SOjo6OhtFFWkdHR0fD6CKto6Ojo2F0kdbR0dHRMLpI6+jo6GgYXaR1dHR0NIwu0jo6OjoaRhdpHR0dHQ2ji7SOjo6OhtFFWkdHR0fD6CKto6Ojo2F0kdbR0dHRMLpI6+jo6GgYXaR1dHR0NIwu0jo6Ojoa5v8HUvSW6U3DmOIAAAAASUVORK5CYII=\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 2\n","Propagation at iteration: 2\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 3\n","Propagation at iteration: 3\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 4\n","Propagation at iteration: 4\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 5\n","Propagation at iteration: 5\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 10\n","Propagation at iteration: 10\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 15\n","Propagation at iteration: 15\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 20\n","Propagation at iteration: 20\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 25\n","Propagation at iteration: 25\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 30\n","Propagation at iteration: 30\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAR1klEQVR4nO3de2yd9X3H8c9z7r4e27GT4Dh2yKUx5OYQnAuXBGjTFmgYoyDK2gmkMti6TquoplWbpmkXibXS1k1dO21U26QhVVW30hEIDFqSUJJALhCIQwhx7JDEl8SO4xNfz8Xn2R/OBWP7HJI+Pr+ffd4vyQif35PzfEXC209+5+a4risAgJ18pgcAAEyOSAOAxYg0AFiMSAOAxQJe3ZHjOO9Iul5Sv6Rmr+4XAGa4xZKKJbW6rrv6k4uOV8/ucBynV1LUkzsDgPwTc1237JM3enYlrdEr6Gg0GlVDQ4OHdwsAM9fBgwcVi8Wk0YaO42WkmyXNa2ho0I4dOzy8WwCYue644w7t3LlTmmSbmAcOAcBiRBoALObldgcA5J1EfEi93WcUCIZUMbva8/sn0gBwDVLJhPa8/N868vYbSibikqRZc+Zp/ee/rAX1qzw7D9sdAHCVXNfVtmf/We+9+avLgZakc2fatO3ZH6j1yEHPzkWkAeAqnTp2WKeaD0+45rqu3nzlfzw7F5EGgKvUfGhvxvWes+3q7jzlybmINABcpUR8OOsxyU9xzKfBA4czQLx7UBeazijVF1egJKzS5XMUriw0PRYwY1VW1+r44QOTrgcCQZVXXefJuYj0NHdu10fqeXPsX6t6D7SpYkOtZt1Sa2gqYGa78eaNOrDjRaWSiQnXl6xar0hhsSfnYrtjGus/dm5coC/p2XNS/cfP5XgiID8UFpfqi4/8gQLB0Li16+qW6LZ7v+LZubiSnsZ6327PuB57u0PFi2blaBogv9QtXamvffvvdGT/6zp7+oSCobAWr2hUXf0q+XzeXf8S6WksfmbCN826bDjLOoDfTFFJVDffuWVKz8F2xzTmBP0Z131Z1gHYj0hPYyVLM29lFH+GrQ5guiPS01jZmnnyFwQnXPMXhlS2Zl6OJwLgNSI9jQWjEdU8vEIFtWVXbnQcFdaVqebh5QqWho3NBsAbPHA4zYVmFarmoeVK9g4r1T/6YpZgNGJ6LAAeIdIzRLAsomAZcQZmGrY7AMBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiRBoALEakAcBiAdMDALlypLVHr7z1kc6eH1RlWYE+t7ZWKxZVmh4LyIhIIy/8+H+btPWNljG37Xj7tL6wvk7f+PIqQ1MB2bHdAbnpEQ0c26/Yvm0aOLpX7kjK9Eie2vVu+7hAX/J/b36k1/afyvFEwKfHlXSeG2x9V10v/EgjfT2Xb/MXlanynidVtORmg5N558VdrRnXt+1u1V03z8/RNMDVIdJ5LHH2pM787HtyU4kxt48M9Orsz/9e1b/7NwpXL56y8w/1dai7ba/iQz0KhktVWd2oorJaz89zouNCxvWPsqwDJhHpPNb71tZxgb7EHUmp963nNee3n5qSc3ccf1XtLb8cc1t3215Vzd+g2vr7PT1XcUFQA8PJSdcLI0FPzwd4iT3pPDbU8k7m9eOZ169VrPuDcYG+pOvUHp1r2+/p+TaunpdxfdNNNZ6eD/ASkc5nrptlOfP6teo6uTvj+tlTuzw935bbF2pOeeGEa5XRiO7ftMjT8wFeItJ5rOD6lb/R+rUa7GvPuu7lD4hocVhP/+Gt2tgwTwH/6B/5gM/RrSur9fQ3blNFacSzcwFeY086j0XXbtHAB29O/JQ7n09l6+6bkvP6A2ElE32Tr/vDchzH03POihbo219doycHEzrfF1dZSVglhSFPzwFMBa6k81j4uoWaff+35CsoHnO7L1Ko2Vv+SJH59VNy3vI5ma/Qy+dO3YtLigtDmj+nhEBj2uBKOs8VLV2ngoUNGjj6llKxLgVKZqmofr18oanbAqiqvVXnOt5WYrh33FogWKi5C+6YsnMD0w2RhnzBsEqWb8zZ+YKhYi29+fd16ujzinUdkavR/efSiiWqWbpF4cJZOZsFsB2RhhGhgnItanhUyfgFJYZjCoZLFIqUmR4LsA6RhlHBcKmC4VLTYwDW4oFDALAYkQYAixFpALAYkQYAixFpALAYkQYAixFpALAYkQYAixFpALAYkQYAixFpALAYkQYAixFpALAYkQYAixFpALAYkQYAixFpALAYkQYAixFpALAYkQYAixFpALAYkQYAixFpALAYkQYAixFpALAYkQYAixFpALAYkQYAixFpALAYkQYAixFpALAYkQYAixFpALAYkQYAixFpALAYkQYAixFpALAYkQYAiwVMD5AcSWp7625tb92j80MxVRZW6K6Ft2rTgnXy+/ymx4MFEl0n1ffua0pd6FYgWqWSVZ9VqLLG9FhAThiNdGIkqe/++oc6fPbY5dt6hy+oueeEDrS/p6du+T1Cned6dvxEvbt/Pua22FsvqHzjwyq/7UFDUwG5Y3S742dNL+jQmaNKu+kxX5J0oP2QtrfuMTkeDOv/YM+4QF9y/vWfavDYgRxPBOSesUifHTin5z94dcK10VC7eq1lV26HglUu7Nsmue7Fr/TFr4vfS4rt32Z4QmDqGdvueO79l+XKnXQ97bo6O9Cdw4lgm+H2Zmncn5GL37vuxXV8Wul0Ws3NzTp69KiSyaRmz56tlStXqrS01PRoyMBIpNNuWrs+2pf1OJ/DfnS+ct20NJLKfEx8SKn+8woUl+doqukpHo/r8OHD2rdvn/r7+yVJjuPoxIkTOnDggO655x4tWbLE8JSYjJHtjtRISsMj8azH+ZwcDAMrDbW8e3lbY1LuiLqe/0FuBpqmjh07pmeeeUbbt2+/HGhJci/+tx0ZGdG2bdvU19dnakRkYSTSoUBIhcGCrMdFApEcTAMbJbpPS062n9KOhk4cUqLrZE5mmi5c11Vra6u2bt2qrVu3Kh6f+ILo46FuamrK5Yi4Csb2pNfVrNb21t0Zj1k2+zM5mga28ReUXPw3R+P3pceKtzcrVFU75TNNB0NDQ3ruuefU2dl5OcKZuK4rx3HU1dWVg+lwLYw9u+PxNV9RwDf5zwif49NDy7+Uw4lgk6Kla+WEIqONzsIJhqd+oGnilVdeUWdn51X/ulAoNAXTwAvGIh30B/X05j9V0Bcct+ZzfPrWhq+rLMKjzvnKFy5UxaZHNHmlHclx5IQiKlzYkMPJ7NXb26uWlpZr+rX19fUeTwOvGH3FYV1ZjX58//f04oe/0u6TB5R207qhaom+tup+FYWKTI4GC0Qb75G/KKrul/5N6eH+j604l/ery9b/lnwR/qxIUkdHx6fa4vikmpoa1dXVTcFE8ILx9+4oCEb04LJ79eCye02PAgsV33iriurX69yr/6G+QzvlJoYlSf6iqKLr71PZuvsMT2iPQODa/nd+4IEH5GR9kBamGI80kI3j86vyC4+r4s6vKt7RIsfnV7h6kRz/+K2yfFZXV6dQKKREIiFp9LnQ2a6sKysrrznuyA3eqhTThi9UoIK6ZYrMryfQEwiFQmpsbBxzW7Yr5M2bN0/lSPAAP0KBGWTdunXy+Xzav3+/hoaGJF3ZBkmlrryCMxKJaPPmzaqurjYyJz49Ig3MMI2NjVq9erXa29uVTqc1d+5cBYNBtbS0KBaLqbi4WIsXL2abY5rgdwmYgQKBgGprx77Ah/fnmJ7YkwYsEuuPq6N7QInkiOlRYAmupAELtLTF9F8vHdE7R8/KlVRcENTnGmv1O1+sVzjIu0HmMyINGNbSFtOf/egNDSWuXD33DyX1i9ePq/l0r/76iQ3y+/lLb77idx4w7JlfHNLAcErptKt02h3z3OamlnPa09RhcDqYRqQBg57b0aymlnNjbnNdjYn1zrdPmxgNliDSgCEfnjyv/3zx/UnXL11Q9w0mczQRbESkAUNe3NWa9WXbruuqbm5JxmMwsxFpwJDm071Zj3Fd6e5brp/6YWAtIg0YEg76s36Mo+NIs8uzf9QcZi4iDRhy26rs75vhOI6SqXQOpoGtiDRgyOfXL1BRQaaPkJPmVRWptIiPtspnRBowpLggqD9/bK18E7ybqM+R5Djacvsi3pA/zxFpwKAVi6v0nUcbFQn55XMkn+PI53PkOI7uu32h7t6wwPSIMIyXhQOGbVhRrX//i0pt339Kp7v6FS0K6441NZpXVWx6NFiASAMWKCkM6b6Ni0yPAQux3QEAFiPSAGAxIg0AFiPSAGAxIg0AFiPSAGAxIg0AFiPSAGAxqyKdSmd530YAyDPGX3HYPRjXS8fPaF9Hj4ZTaV1XHNEdtVXaVFcpH28sAyDPGY30mYFhfXfPUfV97KPs2/uH9ZP3T6m5t1+Pr1rAO4AByGtGtzt++v6pMYG+xJW0t/28mrou5H4oALCIsUj3JVJq6urLeMzWYx05mgYA7GQu0vGEsj1M2DkQz8ksAGArY5EuDAazHpNK89luAPKbsUiXRYLK9pBgKu2qa5CraQD5y1ike4ayb3e4knae7M7FOAAgSUomR3T+3KCGh5KmR5Fk8Cl4fYmUHClrqD/syfzgIgB4YXgoqR0vH9V7B9oUj6fk8zlaumyO7rx7qWYZ/CgzY5GuKAjJ70ipDJV2JAUcq14UCWAGSiZG9Oy/vqmOtitP+02nXR051KmTLT167Ju3qKKyyMhsxgpYEgroprnlGY9xJK2aE83NQADy1sG9p8YE+uMGBhL69S+P5XiiK4xepj58Y40qIhM/y8ORVF4Q0m01s3I7FIC8c+idtozr77/boZERM882Mxrp0nBQf3n7jVpfXSH/x17+7UhaWF6kp9YuVlHI+NuLAJjhLj9I6Lpy06Nfcq/sxaZSaaWS418dnQvGC1gY9OvrDQv02Mo6fXCuT/3JlKqLI5pfWmh6NAB5oqQkrO4z/WNuc93Rfzg+R9GyiEJhM7k0HulL/D5Hy6pKTY8BIM8kEyPqaJ/8fYLctKub1tcZe7M3njoBIK81vdOm+HBq0nXHkVasmZfDicay5koawMTcdFq9B9/VcEengmVlqmhcI18oZHqsGaPtZK8kyfE5cl137Is3nNFvuzr7FC0rMDEekQZs1nf0Q334/X/ScOeZyw9k+YsKtejJJ1S16XbD080MgeCVDQXHcTTR+1UEgv4cTjQW2x2ApYbPnNXhv/pbDXd0jnmmwcjAoD78h39U1xu7DU43c9SvuC7jenFJWPMXZH5Nx1Qi0oClOra9pJGBgUnXj//wX3I4zcy1YNEsLVxSOen6xs1L5PebSyWRBizVs3dfxvWRwUHFDjXlaJqZ7aFH12j12vkKBK4ksaQkrHseWK41G+oMTsaeNGCt9PBw1mNih99XdMXyHEwzs4XCAX3poZW66+56dbTFFAj6NL+uXD6DV9CXEGnAUgU1NUr0nM94DM/y8FZhcUiLllaZHmMM8z8mAExo/iMPZz7AcVTReHNuhoExRBqwVPTGG1S+tnHiRcfRrFs2qHB+TW6HQs4RacBiN3znTzT33rvlBAOjL31zHDnBoGZ/9k4t+eNvmh4POcCeNGAxx+/XoiceV+3DD6n3vSbJTat02TKFZ1WYHg05QqSBaSAYjarq9ltNjwED2O4AAIsRaQCwGJEGAIs5rpvh47qv5o4c57SkedFoVA0NDZ7cJwDMdAcPHlQsFpOkNtd1xz2n0stI90rio70B4NrEXNct++SNXj67o1XS9ZL6JTV7eL8AMJMtllSs0YaO49mVNADAezxwCAAWI9IAYDEiDQAWI9IAYDEiDQAWI9IAYDEiDQAWI9IAYDEiDQAWI9IAYDEiDQAWI9IAYDEiDQAWI9IAYDEiDQAWI9IAYLH/BySvecbJC7qsAAAAAElFTkSuQmCC\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 35\n","Propagation at iteration: 35\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 40\n","Propagation at iteration: 40\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 45\n","Propagation at iteration: 45\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 50\n","Propagation at iteration: 50\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 60\n","Propagation at iteration: 60\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 70\n","Propagation at iteration: 70\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 80\n","Propagation at iteration: 80\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 90\n","Propagation at iteration: 90\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 100\n","Propagation at iteration: 100\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 150\n","Propagation at iteration: 150\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 200\n","Propagation at iteration: 200\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 250\n","Propagation at iteration: 250\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 300\n","Propagation at iteration: 300\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 350\n","Propagation at iteration: 350\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 400\n","Propagation at iteration: 400\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 450\n","Propagation at iteration: 450\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABYFklEQVR4nO2dd3wcZ53/P89s76veey+W5N5LYid2mguJ00hI4MLRD46jHfwODg7uDu444CgHCT2QhPQ4iePYjuPe5SZbsnrvdbW9zfz+ULHKltnVNq2fNy8ReeaZma+k2c88832+hXAcBwqFQqFEJky4DaBQKBSKe6hIUygUSgRDRZpCoVAiGCrSFAqFEsEIA3UiQshlADkADACaAnVeCoVCiXLyASgBtHIct3TuThKo6A5CyBgATUBORqFQKLcfOo7jtHM3BmwmjYkZtEaj0aCqqiqAp6VQKJTo5cqVK9DpdMCEhs4jkCLdBCCtqqoKR48eDeBpKRQKJXrZsmULjh07BrhxE9OFQwqFQolgqEhTKBRKBBNIdweFQqH4hMFkQ++wEUqZGCnxinCbE5FQkaZQKCHHYLbj9/uu48SVbtgcLACgMEOLp+8vQ1luXJitiyyou4NCoQSVgRETTl3twYXaPljtTtjsTnz7N6fxwcXOaYEGgIbOMXznuTO42TYSRmsjDzqTplAoQcFgtuMXL1/B2eu94DgABFBIhYhRS9HRpwcAEILJ/058Y3ew+OuBm/i3T68Lk9WRBxVpCoUScDiOw5d/egy9Q8YZGwG9yQ69yT5j3K2dU0J9rXkIY3ortCoJr2uZ7RY0j7QBICiMy4FYKA7IzxApUJGmUCgB5xcvX50t0F7guFuzagCw2BwAPIs0y7J46fo+HGo6DrPDCgBQiOW4r/BO7CnZMS36vtA6ZsSH7YPoGDdBJhRgRUoM1qfHQSxgYHOyEAsYMH6cdyFQkaZQKAHFZLHjSHWHz8dx3MRsWqMQI04j8zr+d5dewgctp2aeAUabCS9ffwdWhw2PVezy6fpH2gbwcl0XnDMqZTSNGvHazW4QADaWg4ghqEjU4MnyDCjEIp/O7y904ZBCoQSU87X9cDj9rwm0fU02RELP0jRgGMKR1tMAAI5jwXIsWI6b/C+Ldxs+gN7qMsvaJb0GC/5WO1ugp7CzHGwsN/19dd8YvvbhDQyZrPx/qAVARZpCoQQUs8UOfz0Cq0qT8MhdhV7Hne++Am5SlF09DmxOOw43n+R93Q/aBsB6Hzbj/Cz+/XQ9THaHD0f5BxVpCoUSUHLS+BXDZAiZFnONQox/+/t1+ObTqyAUeJclm9MObxU8z3Vd5mUHANQNjfMeO4Xe5sC3jtZiwGjx+VhfoD5pCoXiFoPJhvfPtuPktR5YbU7kp2tw/4ZcFGbGuD2mOCsWeelaNHeNwaOOEoCAQCgg+OqTK1BZkMDbroK4HHAu59C36ND1wOaw8Yr2GLPavY5xhcHuwPdO3sS3N5QgUcEvGsVX6Ew6AuFYFqPVl9D5ymvofXc/bKOj4TaJchsyNGbGP/3sOP78Xh1aunXoHjTg2OVufO3nJ/DemTaPx37tiRVIipWDkNlRGyIhA7GQAcNMbMxJVeNfPrHaJ4EGgPLEIogYzwt3LMfC4rTxOp+A+C+FVieLX19q8ft4b9CZdARgHR5B//sHMXrpCpxWC6z9A2CttxYlWn77B6Tcdw9yn/lEGK2k3G78558voGdGGN202BKCZ9+owbKiRCTFyl0emxKvwP/+0x04eqkL1XX94DigsiAed67MBMdx6Bk0QC4VISNJ5ZdthBBUJpfgYs811/tBECvTQil2bd9c8rQKXPfD5TFFp96Mw6392JaT5Pc53EFFOszoG5tQ+70fwKGfyMBy+X7Isuh9+10IFQpkPvZIaA30gb5uHS6ebkdvlw5iiRCllSmoXJEOsYTeZouNn750CfXts9/gZiaesAAOnW/HEztK3J5DJhHinrXZuGdt9rx9RVmxC7ZxV8ndqO6pmbRowjiCiScJIQTb8jaA4TlDvisncUEiDQCv1HUjTibB0mTtgs4zF/rpCSMcy6Lhf346IdA82ph1v/EWMh5+CEQg8O06HIdegwUcgGSFFAIm8MH4l852YP/rNWDZWz9He8swLp5qw1OfXQe50vcsMLNhHJdPHED9lTMwGw2ISUhG2aotKF99BxiGeuqCxcW6fnx4sdPt/qnEk55B/skqwaAoPg8frdyDF669OS3OU6xIrcDO4rt5n6s0QY1dBcl4q7HPb3tYAK/Vd6MqSeNXIo07qEiHkbErV2Hp7eMl0ADAWq3QNzVDXeQ9RGmK/c19ONDcD7PDCQCQChjcmZ2A3YWpAbuRRoaMeO/16xMCPedHGew34K/PncMn/3GjT+c06nV449n/hG54YHIVn8NwXxeO7/sLrp46hN3PfAUqbXxA7KfM5uC5dgAE8/6YM+A4jnfadjDZWXwXKpJKcLjlBHrG+6GWKLEpezWqUsp4z6KnuL8gFUuTY/BmQw/adSYwINDb7NMx0nwYMFrRMmZCXkzgyq5SkQ4j5u5u3gI9hdPIf/by1+sdONoxNGubxclif3M/Rsw2/F1Vjk/Xdsflcx1wsqzbz3Rvlw6XznZg2ZpM3uc8f/jNSYGeH72qG+7HX378TdzxkY9DIpVBrtIgKT0wPwsFE+ncnjUaAHDnioyQ2OON7Jh0PLP8sYCcK00lw+eW503/u23MiB+crud9PAdg1GIDQEU6KhCq1L4dQAhUPGfRBqt9nkDP5GzPKHYVpiJevvDZ0NCAwesH+uyxFl4ibTYacLP6BOqqT7gU6CmcDjsOv/wsQAgIIYhNTMXmXU8iNZv/WwbFNTEqCTr69WAI4G4SedeqLOSna0NqVzjI1iqwOTMexzx8lubSYzADcB+i6CtUpMOIIifLp/GqoiIIFa6f0CzH4Wq/DjWDOjhZjleA/YHmfjyxhP/s1h1yhXd/8/CgESaDzaNvuvHaORx57Y+w260+v2GMDPTg7T/8BA9++p8Rn7Lwn+l25s6VmbjaNAQQAgbcPKEuyY7F5/dWhse4MPB4WQZ69GY0jvJ7izXYnAG9PhXpBWJ1OFE3rEfzqAGjFjuEDIPiOCWWJ8dA5CVzavDYCd7XEWrUKP7nr7rcN26142cXmtClNwOY0Dc+Ejdi4RdD6o0ly9Nx+Zz7hSYAE6/PHlzggz0dOPzKb8GyrM8CPYXDYUP10f3Y+uCTsJgGIRDKIFMGPiQq2tlYmYpjl7pwqX5gQqhn/N0StDJ8/WMrArowFukwhGBTZgJvkVaJAyurVKQXwLtNvXi/ZWB6UW6K013D2NfYhy+uzEOSQur2eENj08QyuQdRYmQypNy7A2l7dkGkch1T+odr7T4LNDDhfwsE2XlxSEhWYrDPdUEbQoDUdI3HGfe1M4fBsqzXVF9PCAQEnKMONcd/AJZzAhwHoVgJoVgJhhFCoU5HQsY6yFTJfl/jdkAgYPDNp1fhrePNeP9sGwZGzZBJhLhjWToe2lrAq0JdtLEsWYuX64Qw2BweP18CQrAmbeHhhTOhIu0n7zb1Yl9jr0ufHQdg2GzFr6pb8K8bS9zOOgRS6a0MAVfiRAiW/fynkCS4j2Lo0ZtR62d85105iX4d54rHP7kav/rhUdjnvOoRMvF/G7bmezy+t71x4hs/RZoQoKRCBYVKAJZ1YOpR5bDp4bBNxKCb9N0Y6j6PrLK9iEtd7td1bhdEQgYP3VmAh+4sgM3uhEjIwDbQDsdAHexsKkQxt9eDTixg8PGKLPz6citsTtdrJQTAPXlJSAjAOs9MqEj7gcXhxMGWAY96wnFAn9GCG0N6lCe4XiCMW7cGIxerMZ07O+eEqqJCjwINAG060+zr8vsRQAA4FzBrnYtGK8PTn1uH1/9yCSNDpmnXhlQqxNb7ilFU7vlDLRD4cStOLhoCQGyCGArVVPy4m5+L48ARoL32VahiciGWBW5xJ1qx9DRj8N1fwT7QNms7o4pH8kNfgTS1IDyGhYEliRp8a10RjrQP4lr/GAx2J+yTs7QMtQzbshOxLj3wTXSpSPvBzWE9LE7PiwOTLd3QOmZ0K9LxG9aj5+39MLa2TmyYMeMmAgEyH3/Uqy1iHhXD5kIAyIQCKEWB/fOnpGvw2a9vQWvjEIb6DZArxCgsS+KVcZhTshQjAz38LzZDoAEgLoFPsszEX4XjWAx1X0BqPv9kh9sR/fUTGHzrpy73sfoh9Pzxm0j/5P9AnBAZoXihIFUlwxPlmUD5xOK0zcnCyXKQiXxLMPMFKtJ+YLQ7eb+VexJRRiRC2Xf/Ba2//T2GT58F65ioTSvPzED2U09CW1nh9fxl8WpIBAJYJx8aPMJbQQiwOi3W68KmPxBCkFuYgNxC3wrmLFlzJ+qqT8Co13l0eay5+0HIVRoc3/cXOJ23avkKBBMrk17XsybT5SzGfp/sm2KgT4+zR1vQeHMAHMshOz8OazbnIj0rumblTosRg+/80vMgjkX/6z9Gxqd+GhKbAGDYbIPR7kCcTAxFgCcZ/iAWMEDw9BkAFWmfsDqcePVmN850D3sXwsmvpUlaj+NEKhUK//GLsH38aZi7uyFUKKDI5h+aJxMJsD03CfsaJ2ahXtYhQQCkKKXYWZDC+xqhQKHWYtfffRUfvPJb9He1zt45OWtOyynC0o3bIRCKkF1UgZuXTmF8dAhylQbxCTaM9p3nfT2hyPdkg7amIbz0+wuwTfndOaD2ai9qr/aitDIFOx+pjJo6JfqaY4DTe/lO+1AnONYJwgRXqdp1JrxyswuNIxOL0yKGwYqUGOwtToMiwNEUkcai/OlMFjsOnm3Hmeu9IACqihKxfXUWYtTuIykWCstx+Hl18/RNwod16XG8a8yKtRqItfyKpc/lvvxkiAUE77cMQG+zg2BilZkhE+1+OAACAmilYmzOjMfmzATIg/h65i+xianY+7lvo7e9EVdPH0ZPawPMRj00cQkoXbEJFWu3QSCcKE8pV2mwbPO908daTUMY668Gx/GLUY1NXeaTbRzL4e2Xr00ItIuHYO3VXoyOmPDUZ9ZGhVDbh7yEVM6As1tBJPyqzflD17gJPz7XOP22CAB2lsWZ7mF0jpvwtbVFkAThrTBSWHR3U3vvOL72ixMwWW696t5oHcEbR5vwr8+sRUlOYMNfprg2oJsl0J7cClIhgzuzErCrMDUotrjirpwk3JGVgNYxE1iOQ5ZGDgEhGDBZIRYwAV9xDiYpWQVIyfJtQUoij0dW2cNou/6i54GEIDa5Ckpttk/nb2kcwtio2eOYvi4dzh5vxaa7Fv9imlDFfwGMiIM3OTLbnfjDtXZYJsNc57qzuvRmnO0exuZM39xri4lFJdIOJztPoKcwWRz4/h/O4Y/fvhsiYeBniRd7Z5dtJGRSqGfEJd+ZlYCqJA1ytApIg2CDN4QMg4JY5axtgYqFXgzEpS4DIxChteYFcOz8e0Qk1SIxYx2Ssjf7fG7dlEB7iei5cLIV67bkQhiBbyq+oKq8E6PHvDzwADAKLcgCCuZ74nDrAN5q7IHFcSvkjeMmXYkzxPpCzygV6UjhzaPNLgV6inGjDaeu9WLLsvSAX3vmjTKTKbEGJtwbWZrgvfZRvBOTtARK7bcw3HMehtE2EEYIVVwBNPFFEEv9FxS1lt9s0Wiw4SffO4zl67KQmROLlDQNFBFQLc5XhKpYqJbeBf3lQx7HJdzzqaBc/2z3MF652eVyHzf5f1NCPTeZLNpYVCJ98mq31zEN7SNBEelMjRw1gzq3+yUCAZKC1OOM4hsiiRLJOXcCASyMl1uYAI1WhrERk9exZpMdJw83AQQQChmUL03Djt1li85XnXDvp8E6bDDWHHO5X7v5cSiKVgXl2u8184++yVBH98RoUXnbHW4yfWYiFAbnR9qQHgehh0Lza9Niw+LioIQGhiG4f+8SMAIfalZwgNPJ4erFLrz8x+rgGRdEknb+AzI+83MoK++AQJ0AoSYRirINyPjCbxC74cGgXHPIZEXfjAJhrn7j3Ix9d2RFr6sDWGQz6bK8eLT36T2OuXuVb5Xl+BIrE+OTVdn47ZU22NnZD4uiWBU+UpwWlOtSIofcwgR84gvr8dLvL8AwbvV+ACaK4xNC0No0hLamIWTnL75GBaLYVCTe//mQXW+u299dWCkBwSOl6VHvYlxUM+n71mXDU+enggwt0v1sbMmHqiQtvr+5FPfnp6AyUYPVqbH4/PI8fGlVflSHAFFukZqhxTNf2uCxop87btb435rpdiJeJkbinGgkhsz+lRfEKPCdjSVRP4sGFtlMOjNZjc/trcIvX72COZNZpCUo8B+f2xB0G7RSMR6IsEQQSmhRqaWIi1dgmEePv5mp6w43i8+U2RBCcHduEv5yvWPO9gmhVoqE+MyyXKgkovAYGGIWlUgDwN2rs1CSHYuD59pR3zEKmUSI7auzsLo8JSgNVimUuRBCsHJ9Ng68dcNzDv6c2zEtUxtMs6KKjRnxGLfasb+5H44ZM7I4mQSfXppz2wg0EOEiXTvQgOPt56G3GpCmTsadueuRrExARpIKf7ezPNzmUW5jVm7IxtCAARfPtLsWajJ7Fq1UilG+1PO6BedkwTlZMFGe5syX+/JTsCkjHtV9YzA7nEhTyVCeoAZzGzUcACJUpFmWxS/O/RGnOi6Cm/wEXOi+in03D+GTyx/D1rzguzUoFE8QQnDvg0uwbG0WrpzvRF+3DoQAep0FI8OmeQL96N+tgkjsOvrHOmTEyJlOGJqGAScHRiqEIjcWiXflgVnkSTELRSURYctt4Hf2RESK9Nv1h2cJ9BQsx+LZiy8gLzYL2TG3T3lESuSSnKrGjt1ls7a1NQ3hZk0fHA4WaZlalC9NcyvQln4Dul+uAWu9lZDBWhzQ1w7A0DCE1I+UQk7dJLc1EReSwHIs3q4/PE+gp+DA4c9XXguxVRQKf7Lz47FjTznu31uBpasz3Qo0AAx92DJLoGfCOVj0vFEL+5j3psKU6CXiRHrcasC41XMsdONIq8f9ixXbsAn6+iEY20bB8UjcoSxu7GMWmLs9tz7j7Cx0V3tDZBElEok4d4dE4L3Dhs3hvc7tYsI+bkX/+40wd4xNbxMqxYjbmA11aeD6EFIiC6fZzqvfmanDfTkCSvQTcTNpmUgKscBzeI1EyKdV0uKAtTnR/er1WQINAA6DDf0HGmFoHA6PYZSgI1RL+H0Cb69gBsocIk6kAWBthudOzhsyV4bIkuCjrxuAfWadYm7GF8th5EyHmyMpix2hQgyltzRxAihyg1MjnbI4iBh3h7G9A30H3oepoxMbZGKMKghqkllwcxJUVBIldpdsD5OVgcfQNDLxjZvXXuuAEfrGIagKFl/NB4p3Eu7MhblnHE6Dbf5OAgjkImgqPXdap0Q3ESHSvfsPoPW3vwc3o4rKHQCq0jV4ca0YTuFEMZXypCI8VbUXicroESyO5bz6JfveugldpgYpDxRDILt9Mq1uB4RKMbKeXoaBw00wNAwD7OTNQABxnBzJ9xVBqIge9x7Fd8Iu0sa29nkCPUVMlw7/z3QXBLu3IUamQYKCf0ufxYIsTQ1z+5jXceYOHXr33UT6I0uCbxQlpAikQqTcXwzWwcLUOgqn2Q5xrAyydP96XlKii7D7pPsOHHQp0FOMHzuDfE1GVAo0AGgqkniPNXfqYO6mK/3RCiNkoCyIg6YimQo0ZZqwz6RN7e0e9zsMBtiGhyFNjk6/nFApAREScA4esVgABj9oRebHqoJrVITCcWzQ+ulRKK5o6BjFgTNt6Bs2IUYlwYbKVOiMVjR0jEEsEmDtkhRUFgQ3bT3sIi1UKj3uJ4RAIFeEyJrwINLKYBvy3pYJAKyDBtjGzBBrb58Gs4Nd59DX+iFs5hEQRgBtYjnS8rdDIo+etQlKZNHYOYqfvngZHf23EusIAY5f6Z7+nhCC9860oSI/Ht96ehWkQWqPFvZpSfxGz8WStFWVEKmDV8g/EtAuT+U/mAOMUxEhtwEt1/6KjtpXYTMPA+DAsQ6M9l3B9VP/DZOeFtGnBJ5z13vxtf89MUuggdndYTgOYFkOLMvhauMgnn2zJmj2hF2k49atgbq0xOU+gVSKzCceC7FFoUddngR5Hs9YWILbJmV8fKQJo31XXO/knGiqfi6k9txu2HUWjF3pxdjlXtiG+b3pLXbsDid++epVOFh+7kdgQrA/rO7CmJ5fSzVfCbu7gxEKUfov30THCy9h4MiHcBgnyjxqKiuQ9eTjUObmhtvEoEMIQeruEujrBjF0qh1Onec/tixVHSLLwktP0/se99tt4zAZ+iBXRud6RbhgHSwGDjZBf3PwVkggAHGSEql7SiBSSjwcvbg5f6MfOqOLmHUvOJws3jrehI/dWzqrTG0gCLtI94+YcLS6E2PaZUh6eg3WZ8ugiddCrL29VrcJIVCXJkJdmoiuV67PD8ub/LtLkpSQZdwevxuLod/rmMGOU8gqDU7X6tuVgUNN0NcNzIvft/Ub0PabC0i+vxiqouhcDxgc8/+N4dUjTbjZNooffGY9mAB2iQqrSL90qB5/O1Q/82GNvwoZfH5vFTYvuz2EyBXJ9xai541aWPsNs7aL4+RI2eXaNRSNEOK94D3rdITAktsHu84Cfd2g+wQrDuh75yaEqoqofKNL0E50HnfXodwb11uG8bdD9Xhse3HAbAqbSB+/3IUXD9bP225zsPjZ3y4jPVGJvHRt6A2LAIQKMTI+WglT2xhMbaMAx0GWpYUiJxbkNurjqIrLd++TnkSq5B9nHo1wHAdTyyjGb/TDYbRDpJFAsyTZ77ctU8eYd3XigOFTHUjfG30t7FaVJUGjEGPM4L9/+Z1TrdEh0m8db3a7z8lyePtkC7706LIQWhRZEEKgyImBIidm3j6nk0V78zCGBoww6C0Y7NPDbnMiOU2D5WszERMXHSGLmaUPehXp3uaDSMraAIYJu+cu5HAsh7799TDUD01vs/QA+rpBxKxIQ/zmHD9OCl7lUy1d0ZlUJRIK8PmHq/DDP1+E3eH0azY9brTByXIBa4wdljvb7nCiycsfua719gkz4wvHcjj6fj3OHG2BwzE7woMQoLVpGOdPtGL341UorfQhrC9CEQqlUMXmQz/S5HYMx9rR3fgeMooeCKFlkcHoxe4JgeYwr5zp6MVuSNPVUOb5lqkrz9ROnMvbZNoP8VosrCpNxg8/vwFvHWvGhdo+GC2+u9S6BvTISg6MOygsIs0QAoYQsB7+0iJh2KMDI453X6vBpbOuS5dy3MT/OTkOb754BWmZMdDELP6EF7vN6HXMcPeF20qkOZZD37uzZ9DTojpDrHVX+nwWaZFWCnleLExeYvFFmuiI8OBYDrprfRiv6YddZ4FQIYaqLBG5VSn4p49OlEw+f6MP//f6NYyMW8BxHK8H1HNv1uD7n14fEBvDItICAYOVpUk4d8N9MsKa8pQQWhT5DPUbcPmc99rSHAc4HSyunO/E5u2FIbAsuDisnttLAYDTYQHHOkGY26Ozdu++OvcJTTNm1f7GNqfcW4TWZy+A9TCDjFuf5de5IwWO42BsHsHQsVbYRyd7SBLAZnVg+EQbjI3DSNtbDkYswKqyZCwvTsTlhkEM6ywY0Znxgov1tCkYQlDTPIy+YSOSA+B6DNt0de/WArezZa1SjHvWZYfWoAjnxpUe3q+YHAf093oXt0jHbh2Hw2H2Ok4gkt02Am0ft3rPOJ28Txg/05QZsQCZT1S5PV5ZHA9VcXDrVQQT26gZHX+8jN636m4JNDDLH2/p02P0Yvf0LoGAwYqSJGxfk4XHthejIEPr8twMwfRDcmQ8MA2EwybSBRkx+JePr0ZqvGLOdi3+7VPrEKdZ/K/qgcRi8a2vo0Cw+KNAxgZu8BoXl7oiyJZEDvqbg7zHqkv8F1KRVoqsjy+DdmUaGLkQRMRAnKBA8s5ipNwfuMiFUMM5WfS8XgvbiMmr3328xn2cfnlePBiGgCET60EMwURs9GQiCwEQH6D6OmFdEq8sTMCvvnYnbraNYlRvQUq8Ajmpt298tCeSU9U+xW5mR0EnF6djKgzK/UqWQCRHcvaWUJkUdli7k9c4cZwc6gV2dBEqxUjYnIMEf6JEIhRD0wjsY17eziZdRg6DFRzLuQx7vWtV5kSEGiEuW1BWFSYgMUYeEJvDvjpHCEFJTizWVaRSgfZAaVUq5Dw7dBAGKKtc/D59uTpt4hsy4x1yDtlleyGSRHcBrpnw6Xco1EiR/sgSCIJUlW0xY+YbOshNtC5zl5eQkaTCR93EQseoJPj7PYFrzkH/iosEkUiAh59egRd+ex5WLyFBFcvTIZUt/pZLqth8yBSJMBsHXAq1XJkCbWL0JVR4QpaiglAtgWPcfbJF6p5S2mbNDbNE10uoIWtnMXalF5JEJVirA0KlGJKEW+7Zh7cVIi9dg3dOtqKpcwxSiQDrK1LxwMbcgLprqUgvIjJyYvH5b9yBi2faUX26HYaZVbcm773kFDXu3lkaHgMDDCEEuZVPorH6t7BZZ8+AJNIY5FY+ESbLwkv6YxXo+NNll9EX8XfmQhIfmNfsaESRG4uxSz28xnI2JwYPz0i6IxO1cxK35UGaPPH2trw4CcuLg5v1SkV6kaFQSbD57kJsvrsQna0juHimHf0945BIRShfmorKFekQR9FrrlSRiNJ1X8FI32WMDzeAAFDHFSE2pQqMYPG/LfiDSCVB7udWY/RCN/S1A+AcLCTJSsRtzIKYLrh7RJapgTRNDUu3H9FPHGDtM6D7levIeLwS4rjQPAyj59N8G5KRE4uMHJ51qBcxAqEYCemrkZC+OtymRAyEEMSuSkfsqvRwm7KomCgLXIr+Aw1+N89grU6MXuhG0o6CAFvnmogWaZtFB0IIRJLoq7ZFoUQ7FrMd1y52obVpCIQQ5BcnoHxpWtjf9ARSIVJ3l2LgSDN0l3r9Ooehcej2Funhnovobzs2sWCEiQWi5Jw7EZNcMT3G6bCgv/0kRnouwmE3QapIQHz6GsSlLqfNSimUMNPfO44Xnj0Hg+FWAf36G/04daQZT3xqdUQUAWPE/ssf5whdd6SIE+m+1g/R3XRg1jaToRctNX9Fhs0AgVCMgY7TMI13YebSrFHXAaOuE/qRJmSXPxrw7ggUCoUfHMvhlT9WzxLoKcZGzXjtL5fxzBc99zYNBbI0NUZ5FJNyhTQldGGfESXSDpsRvc2HAM7FU4ow6KrfB45j4aki+UjvZWgTyxGTFLg4RQqFwp/GmwMYHXFfN6S3S4eu9lGkZ80vwxtK5NlaiOPksA35XuPEp+bRCySiRHq0/xpY1k36M8fyfOBxGOo+T0WasigxmUy4du0aGhsb4XQ6kZKSgqVLlyIxMTHcpvGmr9t7wkhf93jYRZoQgtQ9peh+7QbsI95rxEwh1EqhDGFGb0SJ9PhwY0DOY5n0ZVMoi4mxsTG88sor0Ov109tGRkZQV1eH7du3o6RkcbROk/BYGJRII0N6RBopsp5ehub/PcPbzxzqOPSIWmEzjLUG5DwCIY0VpSw+Dh06NEugp2BZFgcPHoTR6L22diRQUpnisRGrWCxAYWnkvBkQhkC7gr/7QpHvW43uhRJRIu3gUeCdD7GpywNyHgolVIyMjKCzs3OyqPz8L4fDgRs3+FUFDDdqjQyrN7ovyrRxWwEk0shKW9cuTeWlhoxUuKDqgv4QUSKNAEVkJGUGpiMChRIqxsbGwHkpcTg6OhoiaxbO1vuKse3+EqjUtzq4aGNkuO/Bcqy7Iy+MlrlGqBAjcVu+xzFEyCD9sQoQQWhlMzIcQ5PIlMkw6z3k1RMBwHku1SgUa2icNGXRIZd793NaLIEpIh8KCCFYuzkXqzdkY3DAAEIIEhKVEd3tXlORDNbmxNDxVmCOe1qeF4PUXaVhsT+iRDq94D40XnrO7f6s0ocw1HUWRl272zFxmVtx4cIF9PT0QCAQIC8vD4WFhRAIbo/OHZTFSUJCAgghHmfTi0mkp2AEDJJSFk/GcMyKNCiL4qG/MQCH3gqhWgJ1WRKEyvDViYkokVbHFyKz5EF03nwT3MwZM2GQln8P4tNWICaxDPUXfw2zvhdz46VZSQneeu8SrNZb1eEaGhpw4cIFPPTQQ7xmKxRKOJh5zy5kTLTDchyaRw0YMtmQrJQiWyMPeOKaSCVB7JqMgJ5zIUSUSANAQsYaxKZUYbinGhbjACTyOMSnrYJAKAUw0c+uaOVnMNh5BsM91XDYDJDI4xGTvBKv758t0FOzksHBQbz00kt45JFHoFCEPx2VQpmLRCKBRCKB1WqdN5ueEiG1evHMSAMNx3F4p7EXB1r6YWNv/X60EhGeKM9AZZI2fMYFmYgTaQAQCKVI9LD4JxBKkZxzB5Jz7pjeVlNTA7P5VkD63Bt9dHQUzz33HHbv3o3s7OyA20yhLASBQICysjJcunTJ7cywvPz2anAwkxdudOJox9C87WNWO351qQVfWJGP8oTofIhFzQrbwMCtBBZ3fj2n04k33njDZSwqheIv3qIy+LJmzRrEx7vOZCstLUVeXuRFRYSCPoPFpUBPwXLAWw38CvkvRiJyJu0PYjE/xz7Lsjhy5Ah27doVZIso0YzF5sBv37yOU9d6YLTYoVFKsGNNNvZsyYPczxhgqVSKRx55BFeuXEFdXR1MJhNiYmJQWVmJkpKS27Zo2HEPAj1Fu86EYbMNcVHQNm4uUSPSRUVFuHDhAq9ZTVtbGziOu21vesrCGBg14fP/9SHM1lvtq8b0Vrx0qB7n6/rwH59Z77dQSyQSrF69GqtX0wYHU7Tq+CW52Z2hKx8aSqLG3ZGYmIji4mJewut0OuF0eo63noJ1smhtHELdtV4MDxoWaiYlCvjnX56cJdAzaenS4Y1jzS73UfxDwOMzLREyiJdH3ywaiKKZNADs2LEDcrkc1dXVHsdpNBoIhe5/dJbloNdZ0FjXj5MfNEE/ozNzbmE8dj5cCZVGGjC7KYuHmuYhDIx6rpj21rEmfHR7cYgsin6K4lSoH/E8QVqdEgshEzVzzllElUgzDIMtW7bAYDCgvr7e5RhCCCoqKlzu41gOZ4614MKpNoyPmTHtOSG3wqBaGobwl9+cxTNf2giRmCbILCYcDgcaGhowNDQEiUSC4uJiaDQan85xtWHQ6xiz1QmD2Q6lLLLqUyxWNmbE492mPjjduDJlQgaPlUVOXHOgiSqRnuL++++H1WpFW1vbrO2EEOTm5mLZsmUuj3v3tRpcPt8JAJh1P3CTK/iTYj00aMT1y91YujozSD8BJdB0d3fj7bffnlVJ7uTJk5BKpVi7di2qqqrA8JiJ8V3HaOocRVVh5FR6W8xopSI8WpqOF2s7wc7RaamAwT+tLoQggtPNF0pUijQAPPjgg2hvb8fly5cxPj4OlUqFsrIy5Ofnu/ww9vWMTws03C0+zhDr+uv9IRdpp8OOppoLaK+vgZN1IqekCgUVqwCOg8Nhh0RKMypdYTQa8eabb7pMq7ZYLPjwww/R2dmJBx54wKtQLy9OxEuHXL+lTUEIIAhxEZ5oZ0tWApKVUhxuHUDzmBFChmBpkhbbshORqJB4P8EiJmpFGgCysrKQlZXFa2xNdReACZeHVzjAEcJGlACgGxnAG8/9CIax4eltzTUX8MGrv5uOVNHEJWLJmq2oWLuVRq7MoKamxmvdi+bmZjQ0NKC42LMvuTg7FtkparT1jrsdo1FKUJwV65etFPcUx6lQHBe63oKRAn3cT2Ix2fkJ9CTp2b75MhfK23/86SyBnoJjWYDjwLEsxob6cfLdF3Hk9T/4dG6naRzjlw9j7Ow+mNtqApacESk0NTXxGnf9+nVe437wmfVQuPE3MwzBQ3cWQCSkHy1KYIjqmbQvxCUqfRqfmRu67gxdLTcxNtjrfeBkgfi6iyeQnleKoqo1Xg8ZPfEyxs68Cc4+1dmZAxFLoSzfjJh1eyDUhK7A+bjOjIun2tBQOwCj3gqJVIjcwnisXJ+DhGT/Z1AGA7/QSb7j1AoxnvvmNvzwzxdR0zQIDgABgUImxIN3FGDXptszM5ASHKhIT5KZ61tTTLU6dC26elpv+nzM4ZefhVSmQFaR+4a8uovvYfTEK5M++FuzZ85mgf7S+9BfPoTYbU9Bu+p+f8x2i15nwYXTbWi40Q+ng0VmTiwSklU48t5NOOy33EhGgw0jQx24dK4Tux+rQvnSNL+ux+fNgOM4iEQi1NXVISYmBsnJyR7Hq+RifP/T69A3bERjxxjEIgaVBQmQ8ujvR6H4Ar2jJtGN+FarlxGEzudL/PBKcRyHw688h6e+/t8QiuYH+XOsE7qz+6b+5eYkLEYO/QFEKIZm2d0er6cfaUZP80FYTUNgBBIkpK9BYtaGeQ0YBvr0+Muvz8JotE1vGx70nFHGOjns+9tVZOfFQan2PT6dr/umr68P+/fvByEEiYmJ2LFjh9taGlMkxymQHEcrK1KCB3WcTSIQ+ia6fNrWB4rCpWv9Os5sMqCp5qLLffbhbjjGhwDO+wLo8Pu/g9PkvihV241X0XDx1zCMtsBuHYfVNIiuhrdRc/zf4XTaZo3d99KVaYHmWI73OoDDweLKhS5eY+cf6zo70B0cx2FgYACvvvoqbxcIhRIsqEhPkpETC6EPiz1DA6H78GpiE5CQlu3Xsbrh/oUbwDpguH7M5a7R/usY7j7ncp/dqkNj9a1OO71dOvR2T0RF+LJIO8VQv3/VC/nEP8+F4ziYTCZcvXrVr2tSKIGCivQkCqUES1dn8O6Fe+NKaEsj7nnma1BpfV+slCld19gVxaVBqPb8Kj8T+2jfrH+PDzegsfo5tFz9k8fjjGPtcNhNAICRoYV1g5cp/KvNkJDg/+JnczOtw0EJL1SkZ3D3zjJk5vKLbx3sN6C3K3QuD7FUhif+6T+xdtteCMjM8C+CidiC+X9KoUCIggrX1dQII4BmzU5+FycEAvmtkMOh7vNovPQ7jA838jiYg2G0FQCgUE0kHfgT4kcIQcXydJ+PAybqNPsL30JcFEqwoCI9A4GQwQMPV/KbTXOA2WQPuk2zcALa2hhsjXkCS1XbkCYpQIo4D6WK9disfQQa4eyZ8dodD0GmcB9aqFlxDxRlG7xflzBQLtk8YYLdjM76t+dFhHiCEUyIc1ZOLGJi/YuKWboqAynp/sWmZ2VloayszK9j09P9ezBQKIGCivQcYuMVKChN4jU2LiG0q/rDJ9rAWp0ghEGiOAtlyo1YotyINEkBRIwUhfJVAACJTIFtD/89Ktd7jsgAgMSd/wBxcq77AYQgZsNDEGkn6lCM9l8D67CCr0ADgHCyPyVhCHbsKfe5zsKyNZm47yH3oYR82L59O1atWuXTMQKBAEuXLl3QdSmUhUJF2gU7ecymBUIGmpjQxUoDgL5+docKAgJCmIn/giBGmIwHn/omPvntX6CYZ0QIYQRIefzbUBSvBcjsqn5CdTwSd30RMRsfnt5ms7pPh3aHbvhWnHd+cSKe+tw6CHlG06zelIP791YsOM2dEIKNGze6rYA4F7FYjHvvvddrCB6FEmxonLQL5Eox8ksS0Vg74HZMQUnoK5xxbuqFzBQwrZLfW8BMBDIVkh78Cuy6Adh6WwGhENL0Ygik898UJLJY+DKLBiZismeSnhWDj312HX7/v6c8HrftgWKs25Lv07W8sW3bNiQmJuLKlSsYGrr10COEgBCC2NhYlJeXo7y8HBJJdBfuoSwOqEi7Yd0deWiuH5yI5Z2hSVMVzjZsDax48EGoFMM+6jnpRhzvfyU8kSYRIo3nh09M0hJ01L0Odk78s3sIlDHz3SnpWTFYuyUXZ462uDxq+54yrN6Qw/Ma/CGEoLKyEpWVlXA4HBAIBBgeHobVakVsbCxkstC+HVEo3qDuDjdk5cZh16NVkEhFIAyZ/pLKRPjIE0uRmqENuU2xazwXNpckKyGQBve5ywjEyCx9iPd4mTIZqljXD7S7HijF459cheQ0NRgBgUDAICNbi898dXNQBHouQqEQhBDEx8cjLS2NCjQlIqEzaQ8sWZaGorIk1F7txbjOAm2sDCVLUsLWkUVdlgRDwzCMzSPz9jESIVI/4l8Eg6/EpSyF3apHd8M78OT6EMtikb/sEx79yfnFicgvpsXxKRR3UJH2glgiRNWqyGnNk7qnFON1gxg52wGH3gZGxEBVFI/YjdkQiEL38EjO3gRNXCEGOk9BP9IClrWBYEKMRVINEtLXIjZlKa1rTaEsECrSixB1SQLUJaErIeoOmSoZWaUPhtsMCiWqoT5pCoVCiWDoTJpCuU0Y7OnAiXdeQH9nCziWhVSpQuW6bajasB0CAZWCSIX+ZSiU24Dm69U48MIvZ9VNMY2P4cyBV9FaewV7Pvl1CIRUDiIR6u6gUKIcm9WMQy8/67awVV9HE179v+/DOD4WWsMovKAiTaFEOfVXzsJh95x8NNjTjr/+zz9jbKjP4zhK6KEiTaFEMfWXz+D0/pd5jbVZLTj4t2eDbBHFV6hIUyhRSkvtJRx+5bew2/j37xzoasP4yGAQraL4ChVpCiVKOX/4LXA8eljOhoN+bDgo9oQSjuNg6R+AdXDxP3Doci6FEmVwHIfqY+9iqLfDr+MVam1gDQoxfQcOovutt2Hpm/CvK7Iykb73QcSvXxdmy/yDijSFEkWwTif2/eHH6Gqu8+t4bXwytPHJC7aD4ziMDzdgfLge4AB1XAHU8UUgJLgv7x0v/g2dL786a5uxvQP1//0TOAwGJG/33ggj0qAiTaFECU6HHa/86vt+z6AJw+CuRz65YDvsVgOaLv8eJn03pur8DnSegkyZjPyln4BY6l8bNG9Yh0fQ9dobbve3P/8CErZshmCR1QmnPmkKJUo48OL/+S3QcckZeOTz30FSuodWajxpufY8TOOdAMdiokoiB3AszPpetFz984LP747hU6fBeWgc7DAaMVp9KWjXDxZ0Jk2hRAH9na1orb3s0zFSuQKPfOF7kKvUAUsLN453wTDqupEDwMGo60Djpd8hp/xRCMWB7RHqMBq9jzF4HxNp0Jk0hRIFXDn5vs/HbLj/o1BpYwNat2Oo66zXMeNDN1F/8ddw2s0Buy4AyDO9lxRWZGUG9JqhgIo0hRIF+OrmIIRBb1tDwO0wjffwGmcx9GOw60xArx27ehXEsbFu9ytycqAqKgzoNUMBFWkKJQoQikT8BhICwjAAAQa6WgNuByMQ8xzJYagnsP5hRihE8df+CUKFiwbKcbEo/PIXA3q9UEF90hRKFJBbthxDvV2ek1cmO6JPIZJIA26HUpsJw2gzr7E2c+CTZlRFhVj685+g/+BhjF2rAWEYxKxYjqStd0CoVAb8eqGAijSFEgWUr74DtRdPwDA24kaoybxWZvnlKwJuR3zaavS1HgPgPdORYx0YG6yFNqE0oDaIY2KQ8cheZDyyN6DnDRfU3UGhRAEyhQp7nvka0vNLwDACEMJMiPLkF2FmC3RMQgqKl68PuB0SeRyylzwC8Exaab7yZ7CsI+B2+MrYtRo0/PTnuPrVb+DG976P4bPnw23SNHQmTaFECerYBOz6xFegGx7A2HA/FCoN7FYrTr77EgZ62gAADMMgp2QpNj3wUYglsqDYEZeyDHJVGurO/i841nOJVHBONF36PQpX/H1QbPEGx3Fo/tWv0X/4A4C9VW97rPoypCkpWPLv/wZxbExYbJuCijSFEmVo4hKhiUuc/vfez/0LRgd6YTbpoYlNDEltDpkyCVllD6Kt5kWvY/UjjXDYTRCK5EG3ay4DHxxB/+EjswR6CktvL65+5etY+oufQSgPzgOND9TdQaHcBsQkpiA1uzCkxZNikioglsXxGjvS61siTqDo3X8AYN37z23Dwxj88MMQWjQfKtIUCiUoMIwQWaUP8RprNY8E2RrXmNq9x5cPnfaeoBNMqEhTKJSgYRrv5DVOJFYF2RLXEIF3CWStXvzqQYaKNIVCCRr8mg4QxKYsDbotLmEEXoeoCvNDYIh7qEhTKJSgoYrJ9RqOl5S9OWjlSz3BOZ1gLd5biyXv2B4Ca9xDRZpCoQQNZUwOFJqMSaEm8/bLNZlIL7wv9IYBIAIBRBrPDwdJcjKvwk3BhIo0hUIJKnmVH4NCnT6ZWDMl1gSquAIULnsmrLYl3rkFYJiJr5lMJgGl7X4gLHbNJKLipDmOw0BXK2xWM2KT0iEUimCzmqFQacEIvPuOKBRK5CGSqFG8+gvQjzRDP9IEgECTUAyFJvxlQ9P27MboxWqYurrnCbW6tARJ27aGybJbRIxIN12/iNPvvYLxkYE5ewgUag3KVm3B8i33BbT2LYVCCR2q2DyoYvPCbcYsRGoVyn/wb+h+400MfPAh7Ho9JPFxSLprG1J3PQCGb3XBIBIRitd84xIO/PWXbvZyMI6P4cIH+zDY0457n/jCvEIxlODBOlnUXOpBf+84YuPlqFiRDrE4Im4bCiUgiNQqZD/1JLKfehKswwFGGFn3d9itcTrsOPS3Z72O4zgWbXVX0dF4HVmFS4Jqk8PhQFNTE3Q6HZRKJQoKCiAW862TGz0cfb8eJw83gZ2RMrv/tesoqUjGQ08un1e0J9BwHIeTXcM42j6IHoMFEgGDkng1PlKUigT54momSlkcRJpAAxEg0sf2/QUOu5XXWI5j0XD5TFBFuqWlBQcOHIDZfKu1z5EjR7B161aUlvpeUtE20I6xc2/D3HwZAAdpVjk0q3dCmhre2EtvHH2/HscPNrrcV3etD3/+zVk89Zm1QbXhTzUdONM9DI6baGfqYJ242DuK6t5RbMtOxN6SNPpWRYl6wirSDrsdDVfP+XTMcH93kKwBBgcH8dZbb4Gdk8tvs9nw3nvv4fTp08jPz0d+fj7S09O9ns/UehX9r/wInONWxpKx7gxM9eeRsPuLUBb7JnI9rQ3o62yGKiYO2UWVEImDM5u0WR04cajJ45j2pmF0d4wiLTM4FcJqB8dnCfRMOACH2gZACLC3xPvfgXILp8MK3VA9GIEImvhi+pBbBIRVpMdHBuGw8ZtFT6EfG/K4n2NZtNVfQ+PVc7CYjZArVGCEQgx0t8NuNSMuOQNL1tyJjPz5s+ITJ07ME+iZ6HQ6VFdXo7q6GsnJydi5cydUKtfprBzrxNA7v5ol0LP27f8N5HnLwIi8C21r7WV88NrvYTEZprcJBEIs23wvVm3bHfAPWs2lbnDc/Kpgc6k+3R40kT7VNdG1w5MVB1sHoJaIcFdOIhgqNh6x2wxovPQ7mMe7prcRIkB8+mpkluwJo2UUb4RVpHva6n0+xmoxY7i/G3FJafP2GQ06vP7r/4BuuN/t8eMjQ2itu4xVd+7Cyq07Z+1ra2vjbUdfXx/eeOMNPPnkky5F0tR8GQ69+6IxrMUI480zUC3Z4vE6HQ3X8e7zP8dcuXI6HbhwZB8cDgfW3xPYDhRd7aO8xplM/GsaXOy+hvcaj6BpuB1ioRir06vwQNE2JCkTXI4ftdjB4zmBV29248bgOL60Kp8K9QwcdjNGequhG7wJo64DTsf8ztwc58Rg52k4HRbkLHkspPYZTDYYzHbEqKWQiGh4rSfCKtJXTx/2+RgCQD86NE+kzUY9XvzJ/5s123QFx7EAB5z/4E1kFVcgMS0bADA2NsZr9jiToaEhtLS0IC9vfliRQzfo9XiHzvNbAQAcf+cFeJpPXj7xHirX3wVlAEtQqtT83CipGfyu+Xrte3j5+jvT/7Y6bTjcfBJnOi/hO1u+hEzt/AdunFyMRn7PCtQN6/Hs5VZ8elkuvwOinLGB62iteQmsk99b6kjvZWQU74ZQFPyayZ39ejz/Xh0u1PaD5TjIJULcuSIDH91RDLk0/OFukUhYMw7Hhvr8OIpAqZnftv30gZe9CvRMOI7DxSNvT//7Qz9rxnZ0uC51KFTHez1WqPZca3dsqA9jg72eT8JxOH/oDa/X8oXSqlSvYwgBlq72nIzAciwONZ3A32r2geXY6S+O48BxHIw2E3536SWXxxZo53d89kR13xiaRvj//aMVs6EfLdde4C3QE3DobzsWNJum6BrQ4xu/PIlzN/rAchzAcTBa7HjnZCu+/ewZ2OzOoNuwGAmbSDudDnAe/L/uSEjLQnzK7Fx6u82Kxqu+9yTraWuY/r6vz/cHBsdxbv3B8rylECi1bo9lJHIoitd4PL+dp79+5s8RCHSj3ovOPPBwJVRq992mnawTPzn9WzxX/YKLhb/J/3Ec6oda0DM+/3fv+50BvHKzy/ugKMbpsKHhwv+BY+0+H2sNQufuubz4fj0MZjs4jgPLcmAndBosx6GhfRSHzrcH3YbFSNhEWiAQQijyLfZYLJVh864n52036XVwOHy/MS1mI2zWCUFi5ubu8yQnJ8fldiIQIuHez4C4ypBkGMTveAaM2PPrpSYuEUIhj99RgF2xrQ2DHmOgCQHkSs927bt5COe6PHfbmBLqYfPYvH1iHnV+59I2ZvL5mGiBddpx7dh34bAb/TsBr5Ki/mOxOXD2eu/kW5SLywP4y3s3g2rDYiWs7o6CilW8x6bnlWLvZ/8FSenzRVGqUPqXLs5xcDomOhUnJSX5fHhKSgoyM92/8svzlyH1Yz+AonQdGIkMRCyFvHAlUj/6XSjLNno9v1giQ8kK7+OS0lw/KPxmUp8JQ0AIpurhTNbHmew+7eHBwHEc/nb9bfcDZo4Fhzj5/AiRykQN/MmV8XVdIVroqH0NrNP/4vQiiTqA1szHYnXCwboW6CkMZjsuN8wtC0EJ68LhhvsfQ2dzHQxjnl+1CivX4O5HP+V2v0QqR27ZMjReOw9eIQGTyBRqSOUTvs8NGzagubmZ97FpaWnYuXOn1/A3SUouknb/I+/zzmXdPXvRevOK+98RIViyNrBFYHILE3DhVPv0+ef+hGKxAJk589cFpvjT5VfA8pyZCRkBUlXzH5B2loOYYWBx8p/hFcUpb9u435H+qws6Xqbyvg6xEFQKMZQyEcaNnh8kfz1wE0sLEz2O8RWj0Yjh4WFIJBK/JmPhJqwiLZHK8fgX/w3nj7yFuosnYTWbwAgYgAMIw0CljcOqbbtQWOnZdwsAa7c/hN62BhjGx3gLdWZB2fSHOj4+Hps2bcLx48e9Hpebm4s9e4IfW2rq6MRI9SVsr7obp5svoLdzdoIJwwiw7p6HkZwZ2KI1BcWJSEpRob9X73L/inVZkHhYiT/ezj9BSUBch1+93dgLm49rFttzk30aH4k4rVb0vvseBo58CNvICCTx8Ui6axuSd9ztsdgPxzoWcFWC2OSqBRzvncFREwQ8Xo3aesbBshyYAJQcMJvNOHLkCBobG6fzH2JjY7Fp0ybk5i6eSKCwp4WLpTJsuPdRbLj30QWdRx0Tjwc//S28/9Kv0dfuOVsOmHgIrL/3kVnbVq5ciaysLBw9ehSdnbN7s02JuUgkwpYtWxZkqzesQ0O4/q3vwDJjMTNFIED+muUYyI6F2ahHTHwyylZtRqyLePGFQhiCx59Zhdf+cgkdrbfi4BiGYPnaTNxxT7HbYy12C4w2/r5hVzNfB8vhQu9EjDlDANbLM5cAeLwsA2UJwX1lDzZOqxU3vv1d6BtupeObOrvQ+vs/YrT6Ekq+9Q23Qk0Yod9CLVOlgBEEL/ztw4sd+MlLl3nNnax2Jyw2x4LD8RwOB1577TUMDMx2n4yMjGDfvn3YvXs3srOzF3SNUBF2kQ4kjVfPob+zBYRhJnyTbu4KQhgs3bAdctX8rgyJiYl4+OGHUVtbiw8//BBW660IC6VSiXvuuQcxMcHJsgMA1mbD5S/8I5ym2ULHOZ0wnDqPPO09yP37Lwft+lMo1VI89dl16OkcQ2fbKIRCBoWlSVBp3Ed0AICQEYIhDJw83R1KsXzeNqvDCesMNweB+0hxrUSEb64rQoxs8RfA6tn3ziyBnsnY1WvoP/QBUu7d4XJ/bPIyDPf4HuEEAOmF9/t1HB/OXu/F/7zoeQF5LpIAVFlsbGycJ9BTsCyLU6dOUZEONXabFdXH9k//mxAy8cGeIdSEEIilclSu24aVW3d5PF9paSkKCgrQ1NQEk8kEjUaD3Nxcv6NA+NL58qvzBHomfQcOIvvjT4Wszm1qhpZ30goACAVCLE+twPnuK17HMoRgbcbyedtlIgEUIiGM9omZIZlU6ZlCLWQItucmYUduEqTC6MhYGzj8wcT9OnNyMdkhBAD6Dx9xK9IZxbsw3HvR5ygNZUwe1HEFftvsiWGdGf/1/EWfjztzrRsbqhZWk6WhwXNYan9/P3Q6HTRe2mdFAlHTPquruQ426+zUV0IICMNM3+j5S1bh6W/8mHe9C5FIhJKSEixfvhz5+flBF2gAGDx+0uN+zunE8JmzQbdjITxcfj8kAs8zW4YwUEtUuKfwDhf7CNanz070IWTC9TEVbPKpqhzsLkyNGoFmHQ5Y+gfmv/3NEG3bkPsMVYFQjLyKJ/hfkDBIyFiHopWf9sdcXuw/3Qabw/fQviPVC493t9u9h+Q6HAvx44eOqBFpp9P9L5wQAkII5CpN0CrHBQqOR7y3wxjZ8cCZ2jR8545/RH5sNubGhhAQMIRBUXwuvr3lS4iXu44SuS8/Gdma+VmHhAAbM+JRlawNhulho/ftd90veE8KtTjecxarNmkJ4tNWexwjlsagePU/YPldPwx6YaXzN/zJKAbGDb4VXXNFSkqKx/0ymWxRzKKBKHJ3JKXngBBmojaHG1KyIruGMwAocnJgG3ZfmAkAYpZVhcaYBZAfl41/v+vr6NH3Y9yiR6IiHgabESPmMcQrYpGu9vwhkgoF+PLqApzsHMLZ7hHobQ4kKSTYlBGP5SnBWxMIB06zGV1vvuV5EMchadudXs+VWfoglDHZGOw8A6O+DwSAUCSHXJ2K+LRV0CSUgJDQzM3sfsyiASAhZv46ha8sWbIE1dXVbmfLFRUVEEZggX9XLA4reaDSxiGvbDmarl9wuV+tjUdO6dIQW+U72U9/DKMXq93ul2dlQbqIYj1TVUnTcdCxcq3LYkrukAgYbM1OxNbswMbNRhLdb+1D50uveFyHAAAiEiLpLu/x8IQQxKWuQFzqikCZ6DelObHoGTL4kroAQoC7VmUt+NpqtRr33Xcf3n333XlCXVBQgDVrvIf1RgpRI9IAsGXPx2Ay6ObVslBp4nDfU19cFE1s5RnpyHnmE2j97e/n7ROq1Sj/wXfDYBUlGPQdOIi2Pz4P8IgHJyJxRDRF9YUHNubi2KUu2B2sx7rgwORaA0Nw5/IMLC1yXb7WV/Ly8vDMM8/gxo0bGBwchEQiQXFxMdLSAh+2GkwiX7V8QCKVY88nv46u5jq01l6G0+lAanYh8spXQLBIXm0AIPWB+xC7eiVaf/8nmFrbwIjFSLxrK1IfuO+2zaiLNjinE12vvc478YrjsRAWKoZMIzjScgpNw22QCCUoSyhE+1gX6odbIBIIUZVchrvyNyInNRZffnw5fva3yzBb3a8ZCRiCnDQN7l2bjW2rMgN6j8vlcqxcuTJg5wsHi0e5fCA9rwTpeSXhNmNBSBMTUfKNr4bbDEqQMLa2wTo45JNIO61WCCThXfiu7r6Gn5z5HexOO7jJ+fHcQlqto5042HQMX9/4OayvzENlYQI+uNCBg2fb0TVgAIeJ6pEChmDLsnR85sEKiKIkSicYRKVIUyiRjtNq9anODBEKw97J+uWat/Fq7X7vAwEY7Wb89Mxv8Yv7vw+lTIRdm/Kwa1MehsbMuNo4CEKAyoIExGmC32hgsUNFmkIJA7ZRnm1nJolbtxZEENzZpu5GLYbPnAVrsUJZkIeETRshkE2I6A+O/i+u9tf5dL5Rsw4Xu69iTcay6W3xWhm2rvTcLIIyGyrSFEoYYM3zew66QyCXI+ORh4Jni82Gmz/6b4xWX5pI6yQE/R8cQfuf/4K8z30GTRkSnwUamChD2+WioQPFN6hIUyhhQJbOP+0549FHIPdhvK/Ufu/foaupubVh0g3jMBhR/8P/xvO7EwEZB49FxN2glvjWBo0yn6jJOKRQFhPqkmJIEvmFmimyMrwP8pO+wx/MFug5OAkwIp30nfvYUEFABFjjojYLxTeoSFMoYaL4n7/udQwRCKAuKw2aDc2/fs7jfm4BCrGr5G6oJUr/TxBG9FYDznZewtnOS9BZxsNqC3V3UChhQpmbg6Ttd6P//YNuxyRs2RS0JBZzXx/gJf5a6AQSRh0YjJ2UCg68emreW3AHHl2yc+FGhhgn68Rfr76BQy0nYXNMdJERCYTYnL0GTy/dC1EQ6267g86kKZQwkv/ZTyF2reuiSOol5Sj4h88H7dp97x3gNW5Zvcl9Qe85iAUi/GTHt/H0socXYFn4+NPlV/FuwxFYHdbprvY2px2Hmk/gZ2fmZwGHAjqTplDCTMk3vobxm/Xoefc9mLu6IImLQ+quB6BdUh7U69qG+YUBFrdZMaoy4UKZ3KX7QyIQI04eg93F27Epe3VISvoGgxHzGA42H59O0pnL+e4ruNpXi8rk4LmfXEFFmkKJANTFRVAXF4X0mtJk/oW61tYYsX3tblzPEKBH3494eSx2Fd8FrWxxlPvkw4fNp7w2UP7DpZfx03v/NTQGTUJFmkK5TUl7cA+6XnmN11hJYiLK792DJVFcO2Z/44dex/Tq+zFiGkOsXBt8gyZZnO8lFAplwQhlMqTs5NHfkGFQ+OUvRnVxr05dD/Q2I6+xI+ax4BozByrSFMptTO7ffRyZTzzudr9ALkfRV78MdYn7DvHRQHW3+1jxmRDCIFamDa4xc6DuDgrlNidj74NI/8huDJ89j+HTZ2DX6yFUyBGzciUSNq5fdHWs/cFo59eSriqlLKSuDiBCRbq1W4eTV3tgtjmQlqDElmXpUMii/0aJBli7ExzLgRELovr1ONogAgHi169F/Pq14TYlLCxNLsNbN93Hq0/xdFXwaqi4I6JE+tS1Hvzm9WsY1d9qREkI8Pz+Wnz5o8uxqjQ5jNa5x64bgOHqUdh1AxAqY6CqvAOi2NRwmzUPjnWCtZrBSGQgTGArqll69Rg62QZzu27WdqFSjJg16dBUpIAw/ou21WqFwWCATCaDXL7wHngUykxKkwrBgAEL99EdWZo0JKtC38otYkT6x3+txtFL81u5cxxgsjrwo+cv4mdf3oK0hMhKM9Vd2I/hw38CZoTujJ19CzEbHkLMxvAG9Ft6muAY6wcjlsLUfgOGax+CNRtAxBIoi9dCu/ERCKRyMJKFiZ6pfQzdr12Hq/vbYbBh8HALjK1jSN1V4rNQm0wmnDhxAvX19XA4HCCEIDs7Gxs2bADDMBAIBNBqtQuyn0IBgI8tfQh/vPyy2/1fXv/3IbTmFmEXaZ3Bin/8yTEMjrkv3chxgM3mxP7TrfjkriUhtM4z5rYaDB/6w/wdHIfRE69AlJABZXHoXx+t/W0YfOeXsPW3TdozWz05qxn6q0egv3oEAIFQEw958VrEbHoEArHU5+v1H2xyKdAzMTWPQF87AHU5/9hcm82GV155BcPDw7ds5zi0tLSgtbUVHDfR4SM+Ph5r165FQUGBz7ZTKFPcW3gHTDYjXrmxf1ZCi1ggwtc3fBYpYZhFA2EWaZbl8LWfn/Ao0FNwAE5f7YkokdZd8NylYvz8u36JdL9hEKc6LsJgNSJNnYz1mSsgFfETT8f4EPpe/B6cJj0AjkflMg4O3SDGz+3D+MX90KzehdjNj/B2h1h69XDoLLzGjl7q8Umka2pqZgk0MCHSc/87ODiId955Bzt27EBJyeJum0YJLw+V34+78zfjdGc1xq0GpKoSsSp9KcRhqNkxRVhF+mJdP3qG+MUmAsCQzoKOvnFkJquDaBV/rD2NHvdbvOx3xV+vvoF3Gj6YFiEAeOHam/ji2r9DRbJ3AdJdfM8HgZ6D0wHd6dfh1A0gcfeXeB1i6dPzPr19hN8K+hQ3b96c/p7z8rOwLIvjx4+jqKho0aYlUyIDtVSFHQVbwm3GNGG9my/U9ft8zPvn2oNgiX8QodjjfsbL/rkcbDqOt+sPzxMko92MH596FgOGIa/nMDVenPjGV4GehoOh9hSsvc28RhMh/1uIc/hmk9U6sYDsTaCnMBgM6Oqav65BoSxmwirSTqcXR6YLugcMQbDEPxTFaxa0fyYcx2F/wxG3+61OGw41n/B+HqcDvEuWecBQe4rXOFmab7Ub+AouAMTHx/s0HgAGBwd9Gk/xnS5dL851XUbtQIPXWheLgb6+Ppw6dQrHjx9HS0sL7F7Kt4aasLo7yvPiceh8h0/HaJThbWk/E83K+2CoOQanaX5RcEYig2bNLt7nGjXr0GfwLDC1g97dJ9KMYhjGfH9DmQtr5deDTxwrgyRFBWuvd7eHOE7uU+x0VVUVGht9cxmNjY35NJ7Cn+bhdvz49LMYMo1Mb9NIVPjUyo9iRVplGC3zD7vdjnfeeWd6ERoALly4ML1fqVRi7dq1qKioCJeJAMI8k95YlQqRD6/LAHDncs+thIx2B/oMFpjtzoWYxguhOg4pT3wX0ozZvmJJSh5SHv8OxPH8+9IJeSzUCRnvz1TNyvuABcVAT4ioJCmb9xHJOwpAZN5ti9vgW5fozMxMCIW+zSMEQe6ofbvSOdaL//fBj2YJNADorHr86OSv8efLr8LisLo5OjI5fPgwWlpa3L6tGQwGHDp0CG+++WZoDZtDWGfSIqEAW5al855NEwBlubEu9w2arHi9vhtX+nVgOQ4ihsGKlBh8pCgVaknwVmbF8elIffJ7sA13w6EbhFAVC3GC7y3r1VIVCmKz0TjS5nbMilTvT3RJci4Sd/4DBt786bzQO+8QgBAwUgWU5Zt4HyWOkyPrY0sxfLIN+huu3wY0VclQFsT7ZI1er4fT6dvDNimJf/QIhT+/PP9HOD3cT+80fIBTnRfxzxs/h+yY4PVkDBQ3b95EbW0tr7HNzc148cUXsXfvXp8nDYEg7Mvge7cW8h7LAXjvzPyFwxGzDf91tgGX+sbATj4V7SyLM93D+O9zjTDaHYEy1y3iuDTIc6v8EugpHiy71607IE4egzty+YXzKUvXI+3jPwQjnUr8IZgS4ImOzzO/cGsMIWAkMiQ99FUwEplPtotUEiTfU4ScT6+CdkUahGoJBHIRZBkapH+0Eonb8n06n8lkwosvvuizT5rGSgcek82MllHvE6kx8zh+ePL/YHdGlk93LkNDQ3j33Xd9OqanpwfPP/88WDb0PviwJ7OkxCuQoJXxipUGgH0nmvHAxtxZ2w609ENndX1j9BstONo+hPvyIzOlfCZVKWX4wuqP4y9XX59VDrEwLgefXf0UlGIF73NJUnKR8dlfQn/1CEwN58E5HZBmlkC9bDtEMRO/C85ph/HmORjrz4Fz2CFNL4SqcisECv8LuQuVYiRsyUHClhy/zwEAly9fhl7PP7wPAGJjY8My04l22sY6eY3jwGHENIYznZewKdt1S7BI4MMPvdeNdsXIyAgOHz6Mu+++O8AWeSYi7miFTMRbpPuG58faXugZcTFy9n5fRZrjWIDjAl7jwhvrMpdjdXoVbgw0QG8zIF2dgiwtf9/2TAQyJbRrdkK7xnVDUCIQQVm2AcqyDQsxOSjU19f7fMyyZcuCYEl4sPY0QVf9PmwD7RBI5VCUboCyfCMYUegXzj1FHc2FA4fmkfaIFumODt+CFWZy48YNbNiwIaT1YyJCpLUqCdDLf/yVhgFUFU6kaLIcB7PDs9/S5GX/FKzVjMH9v4ap8QI4+8QiiDglH7EbH4a8YDl/AxeIgBHwSlyJZmw2m0/js7OzsWRJ5GSjLgTdhXcn68FMuno4Dua269CdfxtpT/07GCn/N6pAcKWvzqfx4czOCzYsy6KjowPFxaGrrx12nzQAbF6aBl+qWh6tvpWwwBCCFKVn/2mayrt/1dxZh7b/eQrG2pPTAg0Att4m9L38H15TwCmBJSEhwafx99xzT1RkGtoGOm4JNMdOLv5yADjYh7rQ8cvPwmnUeTtNwOgZ74PN6dsDc1X60iBZs3AsFn4lDDzh6zrJQomIu3rT0nQUZsaAr063982OS96S5TlqYHOm5/2szYzeF74HsO5m3ByGjzw/mW5NCQVVVVW8x2ZmZkZN+dLxy4duCbQLWIsB7T//FIz158G5vV8Dh81pB+H9yQREjBAFcdnBM2iBOBwLDyJITg7t+lZEiLRYJMD3/n4t7lvPb7FJKp7tpdmYEY/Vqa5D8+7OSUJVktbj+XTn3gEcXmYLDjsMtSd52UdZOFlZWbxingkhWLOGf2ZnpGMf5pHW7rSj/9Ufouu5r8A2yG9Rz19SVEmQi/hH+txfdFcQrVk4C32Yh6M0bkT4pAFALhXhUx+pQEGmFj958bLbcYQAS/Jnz4wZQvCJymysSYvFqa5h6Cx2xMsl2JgRh7wY7/Wnp+tdeISD0zDGYxwlEFgsFq/hToQQ7N69GxkZkR+XyxdGpgLftH77UAe6nv0SpFnliN38GKQZgfeTSoRibM3bgLdvHppVvtMVUoEEjy55IOA2BBKGYZCZmen34mFlZWXIOw5FxEx6JneuyMSGStddTQgAuUSI7WuyXO4vjVfjk1U5+MqaQjxdkcVLoAHwztATxdBEiVAhlUohEolACJn+mktOTg5yc3NdHL148SWJaApLRy16X/guzG38mqn6yqPlD2BFWgUY4l4upAIJ/vPubyyKlmn33nuvX8cJhcKwvLVFnEgDwNeeXIH7N+SAIQSEAAwBGIZAo5TgW59YjTiNb4kW3pAXrfI6hohlUJSsC+h1Ke4RCoUoKiqatW2mYBNCUF5eHibrgoc8fxkkaT7OiDkWnNOB4Q+eD4pNQoEQX93waXznji9he/5mLEksQrIyARqpChnqFHxi2SP43Z7/Qqo68nMRAEChUGDz5s0+H7dz507IZIHVHj5EjLtjJoQQfGpPBXZuzMPxK10wmh3ITFJh49I0SESBj1tWV26F7tTrYK3ualsTJO76Ihg/upZQ/GfdunXo6upyWTSpsLAQ+fm+ZTEuBghh4FcVQ46Frb8VtsFOiBOC4/4pSShASUJ0ZHRWVlbi3LlzvKM91q1bh5ychSVo+UtEivQUKfEKPLKtyPvABSKQq5Dy0X9F399+AKdxbNY+RhmDlEf/n08FhyiBQalU4tFHH8XFixdRV1cHs9mM2NhYVFRUoKKiYlG8WvuKbaAD1u4Gv4+fmmiwFiPGr3wAY+0psDYzxEnZ0Ky4Nyh+68WISCTCpk2bcPCg5w7hcXFx2LVrF2JiYkJk2XwiWqRDiSQlF5n/8CxMDRdh6W4AEYqgqtoKkca3eF1KYJHL5di0aRM2bfLdV7sYsU1FdxDie+MGQiCKSYHDMIbev34H9uHu6Um5faQXxroziN36MWhXR/biXqhYsmQJpFIpDh06BLP5Vsbz1MM/IyMDe/bsCXupASrSMyCMAIri1VAUR25KKyW6EchUk98R+Or2kKQVQqDQoO/VH8E+NCeUb1LwR448P1kILHoiYhZCQUEB8vPzUVNTg7q6OhgMBsjlcpSVlaGsrCwiSt9SkaZQIghpZimE6ng4xofgm1ATJDzwBThNepgazrsfxjqhv/oB4rY9vXBjowRCyLQLLRKJyOgOCuV2hTACxG17CiAMfKmVoFmzG+KYJBjrz3l1k1j7WhdqJiWEUJGmUCIMRfEaJD/6zYlFPsIAhAGRyCe+nwthoF6zC7F3fhQA5rs5XBCKdHJK4KDuDgolApHnVEKeUwmnSQ/O6YBAqQVns0Bfcwzm1mtgrUZI0gqhXbMbAtmtqniMXOXhrBPMbfdGiWyoSFMoEYxghugSiQyaFTugWbHD7XhFwQqMHn0Rbn3ZhJnog0lZNFB3B4USRYgTsyYzaF35swlUy7dDqNSG2CrKQqAiTaFEGYm7vghlxWZAIMRUL0sikkCz6j7E3/XxcJtH8RHq7qBQogxGJEHiA19A7ObHYemoBRgGsuwlEMjV4TaN4gdUpCmUKEWojoOyfGO4zaAsEOruoFAolAiGijSFQqFEMFSkKRQKJYIhgep8SwjpApCm0Wh8aiJKoVAotzNXrlyBTqcDgG6O49Ln7g+kSI8B0ATkZBQKhXL7oeM4Tjt3YyCjO1oB5AAwAGgK4HkpFAolmskHoMSEhs4jYDNpCoVCoQQeunBIoVAoEQwVaQqFQolgqEhTKBRKBENFmkKhUCIYKtIUCoUSwVCRplAolAiGijSFQqFEMFSkKRQKJYKhIk2hUCgRDBVpCoVCiWCoSFMoFEoEQ0WaQqFQIhgq0hQKhRLBUJGmUCiUCIaKNIVCoUQwVKQpFAolgvn/5Y8mQcBPq1oAAAAASUVORK5CYII=\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 500\n","Propagation at iteration: 500\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 600\n","Propagation at iteration: 600\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABmPUlEQVR4nO2dZ3wb15W3n0EHQYJg700SJYoSJapXq1juRZblbsdO7CSbTTZZ503dJJvd9Lapm56sYydOcdy7LTdJtmX1TopVEnsvIAmiA/N+YBELKgkQIDVPfnTEmTszByDwnzvnniKIooiEhISERHQii7QBEhISEhLekURaQkJCIoqRRFpCQkIiipFEWkJCQiKKUYTqRIIgnAQKABNQG6rzSkhISMxxFgCxwEVRFFdM3CmEKrpDEAQjEB+Sk0lISEhcfvSJomiYuDFkM2mGZtDx8fHxlJaWhvC0EhISEnOXU6dO0dfXB0MaOolQinQtkFVaWsq+fftCeFoJCQmJucu2bdvYv38/eHETSwuHEhISElGMJNISEhISUYwk0hISEhHDahmkvekifd0dkTYlagmlT1pCQkIiIGwWM++/+gS1Z47gdDoQRZGUjFzWX7ObvEXLIm1eVCGJtISERFjp7+2io+kiCqWK7PmLAYEX/vRjOlvqGQ0BFkU6W+p56bGfkZFXyJadHyIlMzeidkcLkkhLSEiEBZvFzDvPPsrFcyeHxFgAlVqLTm+gp73Z63Gt9TU894cfcMvHvkhadoHf63Rb7JjsTpK0KmJVc0/S5t4rkpCQiDiiKPLkr7853tcsgs0yiM0y6Pd4h93GwdefYtfHvuR1TGO/macqmqnsHgBALsCKdAN3F+egVyun/RqiBUmkJSQkQs47zz427cXA5otVmPp6iI1PnLSvZcDC/xyqxuJ0j25zinC01ci5rgG256aAAPnxMZSkxiMThICuOdjXQEfDB1gGmpEpNCSmLycpcw0yuRK3y45MrkIQZjbeQhJpCQmJkGK3Wqg6cWB6JxnWVKt50KNIv1zbNk6gxzLocPHy+TZkw+dIiVHzqZXzyIzT+rxkR8MBGqteBPHSeQeNdTRWvYwgyBDdDgSZgviUYnIX34ZSFTO11xYkUgiehIRESLlYeQq32zX1EwzPehUKFXEJSZN2O91uTrb1+j3NyJpkp9nGL46ex+byLOoA1sEOGitfGCfQl07kQnQ7hv7pdmJsP0PZe9/FZukJ4MVMH0mkJSQkQorDZh0V2qkgDB9buHwdas3k2ardJeIKsi6c0WbnSIt3UW2vfw8I/KRul51zB35Mc81rDBobgjMmSCSRlpCQ8IvociO6AxOx5IzAQucm+nYFQUCQDW1Lycxj0/V3ejxOq5ARo5T7Pf9Ea0cWGD3R31Xt93wTcbsdtF18h8ojv6L62O9xOsxBnyMQJJ+0hISEV/orOuh+vx5nnw0AeayKpA05xC/P8HpMeu58UjPz6Gipv+Rz8IQwJNSCICOnsBjroAmVWkvh8rUsXL4BhdJzhIYgCKzJSGBfQ1dQr0XuY3ZvtxqDOtd4RAZ6znPxzN8oXPXxaZzHM5JIRyFut8iJqg4uNPcRo1GwaVkmCXpNpM0KCIfLwem2CgZsJuI1cdT21HG+pwG1QsWGnJWszSpFLvM/C5KIPN0fNNDzwfhHeZfJTseb57G2m0i7ptDrsdfe80le+NOP6e8dFtJhsZYrFAgIuIZ91snpOWy47g5yC5cEZdvdxdnsb+gKwkEBJamey90P9NQC3v3VgSHS31OLub+ZGH3WNM81Hkmko4DuPguvH6znRFU7VruLjh4zVvulhZc/vlDGTZsK+Piukgha6Z99Fw/y6MknsTisk/bJBBlHmk5RmFTAV7b8GzFK3yvtEpHFZXFMEuix9J9pJ2F1FqpEzxEO8Ump3P3v36L61EHqq88iiiI58xdTtHIzoujG2NWOSqMlMTVzSvbJZTKWpeo53dEf0PiMWA0r0gwe93W3npySDZMQ3fR3V0siPdeoaezlG388xIDZDnh+OnS7RV587wI6rZJ7ry2aYQsD43DTSX5z5C9e97tFNzJBRk33Rf5y8mn+de39M2idRLA0P1vud0z3gQYybvb+eVSpNSxdt52l67ZP2peeGzst+wCum5/OmWGR9jSjHnFuLEyM46PL81DIPLs7XI7B4dHT71LV1XyU9ILJr3c6SCIdQdxukR//9TgDZrtP190Iz+6r5a6rFiKXT17vbR3o4FjzGRxuB4tTFrA45dKjqCiKNPe34RbdZOnTw+JueOTYEwGPPdB4nA8t302sWudznNls5tixY1RUVGCxWEhISGDZsmUsX74cmUxa8w4Xgxd6sLV6bBIyDkff5CemmWRBQiy3FWXxbFUzY+VXFCEvXssVOSnMM+jI1vt+atPo0kCoGNbo6Qm1zdyJ1dyDJmZybPdUkUQ6gpyq7qS1ezAggQaw2V3UNBkpyrv0AXC6nPzu2F85UH903MdrXkIun9/0L7xXd4TnK/dgdlgA0CjUXF+4nbtLdo6GOk2Xis4ajDb/j52iKCIIAg6Xg5aBdhaq53kdOzg4yD//+U+MRuNoEZ6uri7eeecdTpw4wR133IFerw+J/RLj6TvbHtA4RZw6zJb459p5aRQnx/FuQxdtgzbiVArWZyWyNEUfcJZhctZa2uv2I45Opqcn1J2NB8hZdPO0zjEWSaQjSFPHQMACPYLZ4hj3+19OPcP79UdHfxdFNyJQ21PHp1/+Oi5xfFKB1WnjuYrX6TT38O/rH5yq6eN4qfKtoI/RKn0vhH7wwQfjBHosRqORRx99lKuvvhq1Wo1OpyM9PT1oGyQ84zBaAnr6T1iXPSP2+CNHH8N9S6deMU8dk0Ru8W4azj07JNRj5uVqTQI2S3dQ53PY/T+FBIMk0hFEr1MFNV4AFo2ZRffbTOy9+MHwbyLuCYI2UaDH8n79Ee5ZupOU2MkZXcEgiiInW8uCOiYnPpOceM8LRhaLhfLycsrKyjwK9AhOp5PXXnsNGArJSkpKYseOHWRnR4dwzGYUOhX2Lt8xvzHzE9Gmx82QReEnOWstOn0OHY0fYO5vRq5Qk5C+nKSMlTRWvURX06GAzyUTQutOlEQ6guRnBve4XpSfiE57KXa0qus8DrcTYJJAB8LzlXv4+Op7gz5uLMeaT+PylErrBZkg475luzzuq6ys5I033sDhcHjc74vu7m6effZZ7r77blJTU4M+XuIScUtSMdcbL00oJ3y01Gk6Mnctnmmzwo42LoO84tsmbc9dfCsWUzuDxosBnUcmD27y5Q9JpKeJzemionuA870meq0OFDIZRUmxrEpPQOlhgW8s+094r6k7kXidiq98ZM24baPfoSkINEC7KbhkAE9UdV0IeGxefBb3ld7K8vTiSfs6Ojp4/fXXcbunHq/qdDo5cuQIO7Zvw9jVhlqjJTEttOFQlwNxi1IYONeJuW64PsYY165CryZzV3HI1jNmA4IgIyVnfcAirVD5XhAPFkmkp8Erta3sudCBxTnerfBBUzcv1rTx8Jr5pOm8+15rGnsRBN9JWVqVghs3F7B7+wLiYsbfoYtTFqKWq7A4p7bK7g5iBuyNhBhDQOPyDNn86Nqved1/8uRJ3G73lG84ALhdXDixl6YjL+EabskEgCCgUmvJKljE+mt2k5QuuUR8IcgEMnctpvdYC/1n2nD0W5Gp5MQVp5K4LhtFbOQXDGeahNQSGhUv4HL6S/0WSMpYGdJrS3FMU+SV2lZerGmdJNAw9HTYbbHxm+MXfIqORqUYqlfgZVIiCPDrL13Jh28sniTQADEqLRtyVk31JZCo9ZyBFQw7CjYi81NfV0DgzqU3+RzT3Bz4U4VHRDeKvosIlh6cDvv4910UsVvNXKw4yRO//G8qT3zg/TwSAAhyGYnrssn/+GrmP7yReZ9eT/xSObbWchy9bZE2b8aRyZUUlNyDP8lMzd2MOmZ66zwTkWbSU8DqdPHGhQ6fM2BRhLZBK+VdAyxN8ex73rgsk6MV7aNCPVHQi/ISSUnwHeO5MLmAdy5OrXavNgRZfxqlhpsW7uDFqjc97pcJAh9bdS9rspb7PI9cPrXFlpHHbpmtD8Fpwd9DuOh2s/fZR8mat4g4Q2i/THMRa8t52l/4Oa6elnHbZXHJpN/+BTSZ3lPD5xrxKUUUrfs05089hmNSyKlAau4mcop2hvy60kx6ClR2D2B1+a6XOyK3F43eWwVdUZrJvDGLh0NiPfSjkMu4L4DsQq1S43cm641tBRumdNxEPlS6m/uW7RoXVicgsCAxnz/t+glXzd/s9xwLFiyYlg0ym/fMs4m43C7OHXtvWte7HOje+zdaHv3SJIEGcA900fLYV7F3NkbAssihi8+hZMvXmL/iQRIzVhKfvJj0gisp2fI1copuCcs1pZn0FBh0uAKOb1b5WDxUKuR86xMb+cPzZ/ngdAvO4VKQuWlxPHjTEpYvTPF7/uXpxWgUaqxOG6IoIgYYiJ+tz2B+Yl5gLyIAbll8LbcsvpaW/nZsTht5CdlB3TyWL19OWVkZJpP/GNORbMPxLg2331n0pbHQ2zFZeALB3tmA8dBLWM6fQBTdaPOWEL9uJ5qshVM6X7RivnCavg+e9T1IdNP+7E/I+cTPZ8QmgL5eCxaznfgELVoPLsCZQBBkGFKKMaRMXgAPB7NapEVRxOZyo5LLAs4umg42p4unK5s52NztVwqF4R9vRV1GiItR8fl7V/HRm5fS3GlCp1WSnxF4aF6MUsvOoqt5suzloVk4gt8FQYNGz39v/2zA1wiGTH3alI6LjY3l9ttv5/XXX6etzbPPMy4ujtLSUpYsGaqYVl5eTn9/PzqdDmt7CuWH9xLQXFoATUzwtSMs9WW0Pfl9RLtteIvIYMVBBisOolu8kZSbPoVMNTcKR7W/+MuAxjm6GhHdLoQwVzZsaTTy1ssV1F8YKtyvUMhYsjyTq3cujphYzxSzUqQHbA4eOV1HVbcJpyiikAmsTk/g1kWZJGrD8wdziyK/PH6emp7As4k2ZieRqgtsJdwQp8YwxTTb3cXXo5KreKnyTfpsAwgIKGTy4RRsJyIiMmQYNHFcU7iN6xZsJSYKxSQpKYn77ruPlpYWTpw4QVNTExaLhfj4eEpKSlixYgUKxaWP7Nq1a0f/3dc9n4pj+3H7cUPBkCtm0Qr/rh6HsQPT2X24BvtQxKfQd+z1YYGefCMYrPgAh7GdzA99c9YLtdtpRxz0355qBNFhQ1CHr99fe0s/j//uEPYxlSGdTjenjzfR1tLHg5/ehFI1/ZuEyWSivLyc3t5etFotS5YsITk5edrnnS6zTqQb+sx894NKxjaJcLpFDrX0UN7Vz9c2FZEUBqE+09EXsEBrFDKuzEvhloVTK8M4FW5atIPrFmyltqcOl+hmXkIucpmctoEO1AoVabH+XSfRQmZmJpmZwb138Ump7LjtId588o8+xwmCwMLl68jI873g1fveU/S+//SYnnei71hJwN52gb4jr5Cw+fZgTI8+nMElEwmq8NU6t1kdPPPX49isQ0lbwoRKdu2tA5w53sSqDdNz3VVUVPDGG2/gGnOTP378OKWlpVx55ZXTOvd0mVUi7XSL/OBgFd66+AzYnbxQ3cJDy/NDfu1jrUMzC1H0/kB9ZV4KpWnxFBh0aBQzX9heIVdQlDJ+AS7XcPkkcyxasRGFSs0bT/welweh0er0rLjiWkqvuM7neUznDtD73pPBGyCK9B17lfj1O5EpZu8juEyjA4UKnHb/Y3WGSW2wQsUrT5/hxKEGxi89DP0yVqzLTrZMS6Q7OjrYs2ePx0SqU6dOkZSUxPLlvqOTwsmsEuk3L7Th8NNn7WhLL/cvzfWb7RcsVqfbp0ADGNRKFidLldkiyfwlq/jwl39MxbH3aK2vQa5QkrOgmNzCpcQakgIqcdp35OUpX9892EfD//4L+pXXoskpQp0+D7lu+vHoM03M/JWYq/zXq0i5/hNhuf5br1Rw/KD3pgOiWxwVarvNOa1rnTp1ymem64kTJySRDpRjbUa/Y5yiyPNPn6G5qgsEmL8whXVb55E6zWIwufExnOno8znm1QttXL9AqsYWaWJi9azaduOUjhVdTmwttR72BF4U3m0ZwHjgaUBAUCiJXbKZpGs+iiyMboFQo193s1+RViZlo1u01ueYqXLkvcBSsAHSgqyBM5HW1laf+3t7e7FarWg0kfn7zao4aVcA3YoFp5uK480MDNgY6Ldx6lgTj/zifc5XdU7r2puz/Sc+WJ1uv0IuEeXIZN4jFYKOIBIRXU4Gzuyj/ZkfTdu0mUSVkAZyhY/XLBCzcHVYrl13vgunI7CSBQKweuP0/NFjF6M9XkMQppxsFQpmlUgvTPIQNiWKl37cIkmnusE1XsydTjcv/vM0LtfUa1UkalUkaDx3Lx5LdXdoa8lKzCyCICOm0Jv4CCDIEJRBROEMO1QtF89iqQ+upGskUcQmoCtczchrnvQjk6Ev3RGWa9tt/iN0YOj+ce2uJWTmGKZ1vcJC34vI+fn5KL10Lp8JZpVIb8tNGZ+wMLKiIA79xDYOoukbWjASJ8y6TQM2as51TOv6GbH+H3fi1bPKgyThAcOm3QheFv7kungStt4zpfMOVh6ejlkzTtLVD6FM8OC+EwSSrvoIysTwRC/lzUv0+9CiN2j4189vZc2m/Glfb9myZcTHe143kMvlrF+/ftrXmA6zSqQz47TcX5I73mgR5DYX8TX9GGr7x/c6myDUxh5/Fax8c8N834kaAlCabpjWNSQijzp9Hul3fRVl8vjIGHVmIRn3/rdXAffIGLURA4iWiCYU+iQyP/J9ErfdiyotH2ViOrrijWTe/y3i19wQtuuqNUryF/iOT77roTUkp02/mS2ARqPhjjvuID8/f1wJ1uTkZHbv3k1GRkZIrjNVZt2074qcZBYkxPJeYxdlT5QjutwoLC6vKcEjffUA4uKn5/hfmKRnQYKO2l7P9TjWZCaQEnP5lXGci2jzlpDzLz/H2lyNy9SLMiEdVeqQ79PZ30VgC4njP5XqWZg6LtfGYth4K4aNt87ode/+6Bp+9+P99HroEHP1zYvJyAptxIxer2f37t0YjUaMRiMxMTFR0zwiqkW67nw3Z483YR60k5way4p1uSQm68iI1XDr/AwqTaf8n0QEBIiJUbJoydRSlsfy2bWFPHLqIqfa+0a/ojJgbWYCD5SErhaGRHTgqSaHtmAZcn0yrn5fi9HCuFm0XGcgdonvQlNutxPR7USumD1RIOFCqZTz6S9vp/x0C4ffvYjN5iQ9U8+VNy7G4Kcy5HQwGAwYDIawnX8qRKVIu90iz//9JGWnWkYnK1W088G+89x42zJWrs9FoQjcUyMTBK7fvRSFcvortGq5jE+tmk+n2UZF1wCCAMXJcSRppRn05YIgk5N687/R9tQPvKaJTxTo9Lu+gszLgqPF1EbrhbfobTsLuJHJVehTislfcidyeeQWrCKNIBNYuiKLpSsun4QsT0SlSB/cd36cQI8guuHlp8+QmRNPelY8iSk6ejq9lwIF0MWquPMjq8kpSPQ5LlhSYtSk5ErCfLmizS8h68Pfx3h4TEW8/BLi196E6LQzWHkY0WlHnbWQ2CWbvQq0ub+JqqO/w+2yjW5zu+wY205xqu0Mhas+jj5pemVcJWY3USfSolvk0P4L3t19Irz50jnu/9cN3HR7CX/5re+A++3XLwq5QEtIAKhSc0m9+d887tPmLQ3oHI1VL40T6PG4qTnxR5Zu+jLqGOkzfLkSddEdg4N2Bk2+V8Gb6o0A5C9IZuO2eV7HpaTHzapHpab+Vg42HudMWwVOd2CxohKzF5u5G1Ovn8w60U17g9Sg4HIm6mbSygD8xk7HJQG76uZiMnMNvPZs2ai4y2QC84tSuOmOZahmQdxyl7mH3x55nPKO6tFtCZp47l22iyvyw5N2KxF5nPZBAkk17+usgDB1/ZCIfqJOwdQaBUqlHIfD+0xyYu3Y4uWZLC7JoLG+F6vFQUpaHAlJ4atvG0qsThvf2fe/tJnGRwr0Wvv4zZE/o1aoWJtdGhnjJMKKSptAMDVBJC5Pos7dAbB4ue/gcU8uDEEmkFuQyMLitFkj0ADv1R0ZJ9Bu0T3mR+SZ8lcjaJ1EOFGq49AZ/IdtGlKXzIA1EtFK1Ih0d1sT+194nGf/8AMEyz7iYtqAybU2YnQqNl05d1a7j7WcAYaSbia2vRIRuWhs5HDTyUiYJjEDzFv2oaFaGF4QZArS87fOoEUS0UZUuDvOHnyH917++7gmqioR0uIz6BxYiyjKEASB/AXJXHtL8ayaKfvD6Xb6bSD7kwN/YGnqIv7fxo8Rpw5NKuxcwOF0YbG50GmVyGXBVqiLDlSaeIrWPUz1sd/idlrH7ZPJ1Sxc9S8o1VKN8suZiIt0V1vjJIEGQACnrZVNG00sWHE9cXo1hsS5I84jLE5ZwNn2Sr/jyjuq+ekHf+S/t/+/GbAquunoMfOPN6p4/3QzdqcbQ6yKq9fmccdVC1GHIGFpptHpMynd/k2MHeX0tJ7A7XZiSFlCSk5kC/tIRAcRd3eUH97ncxZ5vvwgmdmxc1KgAa6ctymgcSIi5zpqqOw6H2aLopuOXjNf/vX7vHO8EbtzyD1kNNl56p0avvHHgzicszN0URBkJKSVML/0wxSu/Kgk0BKjRHwm3d3W5HO/zWLG1N9LfGJ0FDsJNYlaAyq5ErvLf/NPEZFHTzzJD6/5ygxYFn243SJPvFFFT7/V4/5zF3vYf6KJq9ZKNVQkQsNAdQ1te97E2taGKsFA0qaNOPr7MVXXIFOpSNqwHsOykrDaEHGRVmt9z5AFBFRhbBcfDWTEplDf1xLQ2LreRtpMnaTPou7f0+WNQ3U89U4tbd2XSgDIBGFikTkA9h6XRFpi+gzU1FLzv7/C0tB4aaMg0PXegdF/Iwi0vf4GhmUlFH3lS8jD1F4r4u6OwuW+H+tyCpeg1c3txbLrFwbX4eJY8+kwWRJ9/M9fj/HLp06PE2gAtyhOqhcO0GfylmItIREY3YePcvY/vjZeoIHxbctFcLvB7cZ4+gwX/vinsNkTcZGev3QVmfme6+wqlWrWX7N7hi2aebYVrGd15rKAxgqCgMM1ve7Is4WztZ28e7LZ635PKxmZKXP7hj6TdJlt7KvvZG99J60mzy6muYbb4eD8b3+H6AziOyaKdO7bj90Ynv6mEXd3yOUKbvrwZzn85nNUHH8fu82CgED2gmI2XHsbKZlz/9FVJsj4wuZP8H79EZ4se4WOwS6P44Th5/tFyfNn0ryI8ZfXzvkd43aLyMaE3123IT+MFl0eOFxuHi9r4EhLL+4xs8ccvZbPrJ6PQeO7M43JNsi79YdpM3USr47jivx1pOr8N3KOBnqOHMPR1x/0caLTSfOLL5F//33juruEgoiLtM3SQ0/rCXLnaZhXtBtVTAExcUnExF5esaEyQcaW/PVsyV/Pt/f9grL2qnH7R/7wBQk5FKf6bpw5FzBbHVQ3GIM6ZteW+axcNDcXmGeSv5Y1cKi5Z9KTSkO/hS+/U8bHVxSwOiPB47EHG4/z2yOPj1sIf/rcq9xWfD23L7kxjFZPHZfDgrGzHKfDgqm+2v8BXmh55jlMVdUs/fY3EGShc1JEVKRbz79J64W3x4XgyWQK8opvJyZ2RQQtiyz/vv5Bfvjeb7nQ2zBue7Y+gy9s+sS4bXW9TbQPdpISk8i8xLnz1PGPN6pwB9DcXadRsHxhCtetz2eFJNDTptti46AHgR7BDfzh5EUSNCrmJ+jG7as3NvGrQ4/hmpg5K4o8Xf4q6bEpbM6LroJh7fXv0XL+DdyuoeJsrj7TUOF6QRjvgw6Q/rJyGv/5NLn33BkyGyMm0j2tp2i58NaYN2Lo/90uBxfL/olGl0qMfvaUGQ0l8Ro9373qS5xuq+BUWzmiKFKSVsTKjKXIhu/Qp1rP8evDj9FnGxg9zqCJ5/Ob/oVFyd7Lt84GHE43bx9t9D8QuGNHIbddOft6B4YKURSpqejg9NEmTP1WEpJiWLEul7z5U3Mv7K3v9FvuSQReqG7hc+vGP9G9XrN/kkCP5eWqt6NKpLtbT9BU/fK4bbICHWjlYJ56vH3rq6/NDZFur393WKAnfiREEF00175O4cqPRsK0qEAQBEoziinNKB63fdBu5kD9Uf7vxBOTjjFa+/j62//Dd678IgtTZq9Q9w/aGLT6jxuHoRn3zi0LUAbRTm2u4HaLPPe3k5w70zq6ranByNmTLazfUsDVNxf7ONozld2mgMbV9E4eV9lV6/OYOmMTVqcNjSI6Ohq1X9w7aZsgF1BuT8Wxpw1c4pQKFDr7+xFdLgR5aLJfI/LJdrudmAea8fUO9HdVjT6CSIDZYeFXhx7joee+4FGgx/KtfT/HNYubBug0ShRy2bgFQW/YHG7+/Er5DFgVfRzcd55zp1uGJjsTHs0PvXuRqvL2oM/ZF+DN0ZMnQCHzPecTBAGFEB1p+3arEctgh8d98gIdqt1ZqJekI9fpPI7xh6XZe1RSsEREpAWEAO5QIj1tp2bAmujH6XLyuVe/xbv1h32m0I9gdzt458KBGbAsPGjUCjYu812udiyBukbmCm6Xm6cfP8Hbr1SO6rMoDrWeG/vxOP5BXdDn1gT4RJISMznCY02W7zDS0vRiFPKIxyoMMXKXufTmjfkRkaWoidu1lPV//wuLv/YfKBODa18WyrjpyIi0TI4uPtvfKAb7Lq8vnzd++sEf6bEagzrm9dr94TFmhvjQdYtJjAvssXjQ6sDlCmCVcY7w+O8Pc+6U5wxVccwUt7M9MNfFWFamGwikoODOwsk30WvmbyFeE+dxvEImZ3fx9UHbEy6UmngUqjiG7moeXK6IxCYMuQwT165hzf/9jsVf/yr5H3uItGuu9nv+vrIyrO3BP8l4ImKOvMSMVX7HyOW+4zEvB3rMxtGa08EwYAv+CxpNpCXG8NWPrPWU+T2JWK0Sufzy8Emfr+qk/ny370HDQq3RKoM+//a8VPRqpU9hWJeRwJrMyTNLgzaer297mAWJ+eO2p8em8MXN/0phUkHQ9oQDq7mLcx/8FKfNd/KJOCZpTJDLSVy9iqybb2T+pz6BoPDzROAWsff0hsLcyC0cpmSvo/X8Gzgdgx72DuXFJ6Qtn3G7oo0DDcemdFycavZn3tU2GRFkgsf077HsWJM7QxZFnrdervA7RhSHIshKVgYfHWXQKPn82kL+Xt5IVc/AkCeAoTIpKTFqbivKZGW65xhpGAoT/c5VX6Te2ETrQAcGjZ5FyfNDnuAxVUS3i9oTf8Jm8XOjQ6Cn/RTZiybHdrvM5oAyEtXJoUngiZhICzI5WYU3UF/xzPhViOE/piGlGJ3h8vnyecNk93QT88/W/Nlf6tJiG/oiyATwptN6nYrd2+dOpx5fuF1uOtsG/A8EUtJiWbVhat+f9FgNn1tXSPuglW6znXiNkqw4bVDnyDNkk2fw59KceYwdZQEINCAIOGz9iG4Xgmz8YqdMrUZQKhEd3hdZ5Tod6pTQFEGLqBc/OXstgiCj5cKb2Id9rnK5iqTMNWQtvCGSpkUNWfp0BISAFgxHEBDYMT+wOtXRzPwsw9A/BGFIqCcotQB85s5SEuLCU30s2nC5xHE+Z28kJMXwwCc3oNYE7+4YS5pOQ5pubr23A70XAxsoulGo9JMEGkCmUJC8eROd+/Z7TXjJvCl0+hXxpdakrNUkZq7E3N+M6HaijctArphbH4zpsD57BX859Qz9tsBmUABbC9ajU83+8q7LCpPJTYujoX3otU8MySvI1LN+aeBRILMdpUpOSnocHa2+Pwt3P7SGGJ20nuMJYVw/Sd+d2p32fqqP/YG0/C0AKNV6YuIyAci563aMJ07i6O+fJNTavDyydu8Kmc1RsdoiCDJ08TnEJhRIAj0BlULFZzd8FHkA8aUCAvmGbB5YftsMWBZ+BEHgyw+sJtkw+VE7LSGGL9+/JgJWRZa1m/N9+nfXbykgJd1zhIUExKcsvvRLAH7ygZ4aak88Qu2JR6g49AsqDv0vg32NaDMyWPq9b5O0ft3QIqJMhlwXQ/r117Hse98OaW1pIZDHp4BOJAj7gK1bt25l3759ITmnxCWquy/yvf2/xOywTNqnUajJM2SzOXcNWwvWR01GV6iw2pzsP9nEyapOEGDlolS2rMhCo4r4g2BEeP25Mo5+UA+iODqJEwTYeu1Ctlx9+abIB4IoilQf/S2mvvrhDcGHbsoUGhav+wwa3VCtGKfJhKO/H1Vi4pTEedu2bezfvx9gvyiK2ybul0Q6CnCazXTufw9LcwtKfRwpWzajSU+fNK7X0sdz517nvfrDWJw2krQGdszfzM2LrkIpn57/UWJ20drUx5ljTZgGbCQm6yhdm0NC0ux3cc0EToeZ+vInMXZMPVNVG5tB8cbPhcSeWS3STpMNEFDEzl3/Ws+x41T/9Be4LJdmyIJMRtauneTdf5/HY0RRxO5yoFbM3fdFYvbjtg4ycHY/lrqzIAjEzF9B7JIrkKmiw6XZUPkCnQ3vT/n43MW7ScnZMG07/Il0VD4v9pe303u0GXu3GQB1qo6EtTnELUoeHeM0m2l96RU69u7DOWBCm5VJ2rVXk7p9W0hruYYTS0sLVf/zU9z28TVKRLebpmefR52WSrqH7CZBECSBlohq7B31tP7jO7gGjaPbzNVHMR58nox7vo4yYfKT4kwjl6vxt3joi/b690jOXh/2GPCoE+mew010v183bputY5C2lytxDRZgN9bQ+trrmGrPM7bg8EBVNQM1NfSdKaPws5+JmuB5X7S9tmeSQI+l5cWXPYq0hEQ0I4pu2p/5n3ECPYLT2EHH8z8n68EfzLxhE4hNyIe6qdWNBrBZurFbjai13pN7QkFUTTldZgc9BxsupdOP/QE63q6m5te/x1Rdg8eK8G6Rzv3v0nPoyMwZPQ36z/nOHrM0t2A3GmfGGAmJEGGuPYGj13vdClvreazNU++AEir0SQvR6lLx2HbeL0PHjA/pCw9RNZMeqO5CdHpZbRVFQI46IR9bp48/sCjS/tZbJG1YFxYbQ4nf/H+GAuclLh8spn7KjuzjQvkJXC4n6TnzKNlwFSmZsyf71t7mP2HE3nYRTVZkI1EEQcb8FQ9Sc/wRbGbPZUt9HExMXCYqTXx4jBtDVM2kLT562g09kQjIFP7TU81NoavlGk4S1/qO89UXL0YRO/trcEgERl93B0/++lscefsFutoa6e1speLEAZ76zbepOnkw0uYFjEzt/zsqU0dHJIpam8iSTZ9HkAUfHZUxb0cYLJpMVIm0ucl/l16n2X/evWKKhbpnmrSrr0Kd5LlOrSCTkXPn7TNskUQk2fvcnzH1T66cJopu9j73GOYB31XbogVd0QaP6dQjCCoNMYX+q2DOFIIgIy1vS8DjZXI1ecW3Y0hdGkarxlxvRq4SIG6L/64Qjr4mv2NStm8NhTlhR6mPY8m3v4G+aNG47erkZBZ94XMYlvsuoi4xN+horuOD15+m6fw5RLd78o8o4nQ6qDwxOxo5KPRJ6Nd67wyesOm2qJlJj5CauxkC8C/L5CpKtv4nyVkzl+06axyewTTvzbxx9hRn0mZkUPL97zBYV4+lqQmFXk/8kuKQ9UeTiF7Mpn72/OO3tNRV+y6cNLyvt6tthiybPonbP4RcF0/fkVdwDfQAoDCkYtiwC/2K6ItYUqpjyV28m4ZzT3sdI8iULF73MIoZLl0RVSKtStFh7/BWmlNAdE9OiZ50juSkWRMnPRZdfh66/LxImyExg7zyl/+lo3l4kS2AGYjNMrWytZFAEAQM63YSv+ZGHF1NIAgok7NnJBpiqqRkr8PttNJU/SowPoAhPrmY+aUP+HTjhIuoEunkrQW0PFXmdX/aDUuw9izCVFnldUzS3bfyYuWbVHWdRylTsDprOeuzV0RPbzUJCaDp/LmgBBrAap4dIu10uKip6BhNWZ9XmIsQSE+uKCAtfysJ6cvpbjmOw9qHSmsgKXM1SrU+YjZFlXLp8gykXD2fzncuDLVTH0EmkLQ5D0NJJrH/9TXKvvZfDNbVT2oWMLi9lO+Y3sZ85tKM+1DTSV6sfIOvbf0M8ZrIvdEScxvrYCd2Sw9KtR5tnP/yqQ01l+pGBJpKYbOYp2jdzFF2spnXni3DYr60vqRSy7lu11JK1+ZM+/xuUeR8r4kus530WA358TEhT1xTaQwzFrkRCFEl0gCG5RnEFaUwUN6BvceM0qAlflkasuGKZwqdjqXf+w5tr++hc+8+7MY+tJkZJF6znW8OvInZfkmgRVFERKTO2MR/vfMTvrn9cxi04Y9rlLh8sA520nDuGQaMl2KDY+IyyS26NeDOQgElJgsC+oTQtGMKFxequ3j+76cmNWew21y8+M/TuF1uVm6YmktPFEVermnl9Qvt2Mec36BW8qGlOSxPM0zH9KgmKh1EcrUCw8pMUq9aQMLqrFGBHkERoyV79y5W/PLnrHv8UZb98HtUF8QwMNxqShRF3KJ7XDeT1oEOPvXSf3K69dyMvhaJuYvD1k/1sd+PE2gA80AL1Sf+iMXkfaEvt3DJmN8CmwkWrw48TCwSHHi7ZpJAj2XPC+U4Ha4pnfvv5Y28WNs2TqABjDYHvzlxgbJO/+G7s5WoFOmpUNd7KTTPW6spp+jkB+/9hm5zaLr4SlzedDR8gMPuuUuK22Wn7eJer8dmzy8mLXu4e7aA70d2QaBo5SbyF5dOw9rw4nS4qPPTxdzhcFNZ1kZHr5m/vHqOz/9iP1/4xbv8Y08lPf1Wr8e1mazsa+jyut8twgvVLVO2PdqZMyKtUQ4Vuhf9FPF2iS4ePfFkQOfs7++nurqa8+fP4/DRdFLi8sPtstPZeGCoaPzoz4RZXvtZn6F1N97/72QVDMfIC8KwUI/8gEyuICk9h6vv+Bg7bnsoqouGBepXLz/fzcM/2ccze2upbeqjpsnIE29V8/BP9nGh2XOyzrs+BHqE+j4z3RbvxcpmM1Hnk54qG3NW8WLlGwF9WE62liGKotcPvc1m46233qKmpgb3cCEntVrN6tWrWbcu+muCSIQXm6WX8gM/QnQ7J+wRh4R6OMzMLbqGtnlxZ2hj9ez62JfoaK6j5WIVMrmC/KLl6BOSPY6PZpRKOYkpOrq9htAOvRMvnW7GbJv4vkG/2c6P/3aMX3/xyknfy/NGk9/ri4DDFXyXldnAnJlJ5yfkkBRgyUCH24lj0hfsEi+++CJVVVWjAg1Dwn3gwAGOHJkdFfYkwkfFwZ97EOgxDM+edfrA4oJTs/Ip3XwtyzbsmJUCPcKV1y/yud+ikjFg9f5E2tw5yJnaybNmewDiqxAEkmPmZo31OSPSMBSeEwhxKh0qL+2mGhsbaWhoGIoM8fBz4MABjEGUD+0rK6fyRz/m+Cc/w+nPf4nm51/EaY7+UCoJzxg7zuFy+vv7DX0OU3M3h9+gKGLxskxWbfAc0SKTCeQsSfN7jqb2yT5+rcJ/AkmaTo1iFiaxBcKccXcAqORKBASvC4cjlGYs8bh9RIR94Xa7efLJJ3nwwQdRKn1Xzmp6+lnq//aPcdtMFy7S8c5eln77GyjjpXDAmcTucHHgTAvlF7qxO1ysKU5n07JMZEEkWnQ2BVaNLjX3ChIzVkzV1FnLjbcvY/HyTN5+pYLO1gEQYEFRKhu3z6espQ9O+65QqddNbqLsCmDydcOCyHd6CRdzSqRXZy3j5aq3fY5RyBR8dNU9Hve99dZbNDf7L3M6MDBAZWUlJSUlXscM1tVNEugRzI1N1D32OIUPf9rvtSRCQ8XFHr772BH6TLbRbXuPNyEIcNXaXP7ttuXI5f5nYm5XYItT8cmXb9fueYXJzPvsFZO2x6foeOTFMuxeasbrNErWeJhtt475m3lCAFamh7c7SiSZU88H1y/cjl4di+BloUYmyPi3tQ8Qo5xcIKWjo4OzZ88GvIJeW1vrc3/bnjd97u868AFOU3Bpvk6nizPHm3j2ryd4+i/HOXO8CZfLjdPpwhpABcHLld5+K9965NA4gR5BFOHNww185TcHcPmI8R0hLmF+QNcUBKlA1kTiYlTcd12R1/0fuakYjWryvFEll+HrYSdWpUAxS9LOp8KcmkknxyTy9W0P8/ujf6W2p36c22Nh0jzuXbaL4tRCj8dWVAy1sgq0e7rT6WPhCLC2+q5Y5nY4sHV3o4gNrPZ1b/cgf/ntIfp6L2VUnjvdyotPnMItDsXZJibFsGZTPms250d1uNZM88bhekx+bmIVdT0cON3MlhXZPselF2yn9eLbQyF3XpArY9EZpGJZnti1dQGJeg3P7K2lrnUoAaUw28DtOwpZv9RzOv3KdAP7GzqReaiEKQiwJmPuzqJhjok0QK4hi+9e/WXqjU20m7owaOJZkJSHzM8qu9VqDVigARITPRfrH0FpMPjcL8hkKPVxAV/vH/93ZJxAjzASgCKKIt1dg+x58RxtLf3svGt5wOd29LZjPPQCbpuFmAUriF1yxYyLvCiKWBr6MNV2I7rcaDP1xC5KRqac/oz0UFlrQONeP1jnV6RlciUFS+/h4tm/eRkhkDHvSmSyOffVChlbVmSzZUU2fSYbgiCg1/mOyri6IJVjrb0MOpxM/FjqlAquKkgN2gaLzcnbRxt471QzZquTeVnx3LAxn0V5vr/XkWDOfpLyDNnkGXx/4cbiT3Qnkpvruy5D6vatdO5/1+t+Q+lyVAmBzQDqarvo8hF/Ooo4JHanjjRSUJhMycos38NFkda/fQNr/aXKg4Pl79L50i+JLdlG4hV3oohPCcjG6eC2O2l5vgJLw6Vkhv4z7bTvqUFXmETSxjzUyVMvEu8rm20q4xIzSlFpDVw4/Vcctks2yxQaMgquJC1vsj9WYjLxsZMXCT2REqPm8+sK+Xt5I7W9l2KmFyTEcu+SHFJiAjvPCH0mG//5uw9oGBNJ0tA+wP4TTTy0cwk7rwjMpTVTzFmRDpasLN+CNhF/om5YvoyULZvpfPf9SfsUsbHkf/j+gK9Vf8F/y7CJPP/3k2hjlCwo8j7LaHvy++MEehS3G9PpdzCd2UfiVR/GsPamoK/vC6fJhvFUG4O13YhuEdwiDqMHgRRhsLqbwdpu0m9YRFzR1G4YnhrLe6Jv0M6nfvQ2Pf029DEqrliRxc2b52GImywCsYZ8lm39T2zmbgb7G5HJlMQlFiJXzM1Y3UiTFafli+sX0may0mu1k6BRkR47teL7j75cPk6gRxCBP71YzoqFqeSkBf6UG24kkR6mvz+4Ai2yAGIyCx/+DLEL5tP22h4srW3IlEqSNm4g547b0GZlBm6bJwHzgyjC8/84xcP/uQOlB5eByzqI5fwJPydx0/PmowgKFfErr/E51FhWRuPf/4m1tQ25VkvatVeTefONkxow2LoGaX6qDNdIKctAPExuaH+9Bm1OPAo/j8YeX0aAScsmswPTsF2DFgdPv13Duyeb+P6nNpNs8NxcVR2ThDomuqvTzSXSYzVTFmcAk9nO+6e91/kQgT2H6vnYLTPTvzAQJJEeRh5ku6qOjg4S/LgrBJmMzJtvIvPmm3BZrciUyim1xUpJn1rHcPOgnYrTrSxbPdntYyp/P+Bi8917HiG2aAPyGM+zi9pf/Zb2N98at63uT4/R8sKLrPzNr5BrLs1E21+rCU6ghxGdbvrL2klcF3xNYscUK6+5RZGOHguPvlTOF+9fPaVzSEQXnUYLDi8hgCM0d/pPQ59J5lQI3nTIysoKSqh7e4OrpCfXaKbctzA9yzCl4wB6urz4st1BCJfbialsv8dd3YePTBLoEezdPZR/41ujv1vbTdg6hr8AQQj0pfNNLVNTLp/6IqhbFDlU1kr/4Nws3nO5ERdA6nh8bHS5rCSRHiYmJsZncspERkL2ZoK8eYkkTFg4E8f8zxc6L4szmvzAXyuAo3d8SKHx1GnK//tbVH7vhz6PG6ioxDEwMHwO/z0qfSHX+s7w9EZe+vQyOx0uN70BLipKRDfJBi3L5vuuj7J91fQ7yIQSSaTHsG3bNr+p3iP09PTQ3t4eZouGEASBm+9YhkIpA9y4hfGzYBERtzD5EU4hl7FkxWTft8syQMdzPw3GAOQxl4Su/a23Ofet72I8fSagw/srhnpSykf8yVOYRSNAXHHwoVYA91zju/CP/0sLHhcPJWYnD968BK3as6d387JMlheGP6IpGCSRHoNcLmfJEs91PTxhtc7c7Cp/QTL3/etq6pYe5tyqPTQsOE5vchPGpGaa889SVfo2Zp1x3DE7biwixsNCm/Hg8zg6GwO/uCAjtmQrAM7BQS4+8hiie3L9ZG84hgtSabP1KOOntuijL0lDkzY13/yywhR2rJn67CgxXhNwuJhE9DMvK54f/ttmNpRkIB/OVEwxaPnwDYv53H2rImzdZKSFwwmsXbuWU6dOBTTW38JhqHmz621MMT0ADCS2M5AwMpMf+qC15VQwr3IDGq2S629dQskqz3HipjP7Ar+oIJCw+XaUhqFZbNeBg7is1oAFGsA+LNKCIJCyYz4tz58b32jYD/plaaRevSBwmz3w8F0rSNRreOrtmqCPXTpPit6Ya+Rl6PmPB9Zgc7iw2V3EapVBFdqaSSSRnkBcXBzXXnste/bs8TlOLpej189s9/GDjcfHbxj5TA0Lpjmuh13/uphlhd6D8UW3C5c5sHBDQaUl5YZPELvkUnKGvacnKIEGsI4pWqUrSCD7rhKa/nk2IKGOX5VJ6vZ5QV3PE4Ig8MANxQyYHew5VBfwS5AJAtesl1K85ypqpRx1CLJaw4nk7vDA0qVLycjwXEdghHnzpi8cweJweakXMqbrksrgW30EmRxFfDKT8msnDyTroR+OE2gATVrwfmF18viFGm2mnuy7/C9cJm3ND4lAj+VTty3jk7ctJz/D+w1WEIbqH8tkAmuK0yjxs9AkIRFOpJm0F7Zs2cJTTz01Wux/BEEQkMlkEWmjlaA10GryvlgpADnx/pNk4kqvonf/E8NHeBB1QcCwaTeqpMlZmEkbN3D+t3/AbfNdPnIs8csmC7I2U49hTRbGo55LwybvKCBhRXBZoIEgCALXb8jn+g352B0uFHIZje0DHKto553jjTQNhwjqNAquWpvH/dd7r9omITETSCLthezsbK677jrefvtt7PZLMbJqtZprrrmGtDT/XSZCze7i6/j1kT973T8/MR+dyn+Ni/h1N2OpO4u1vnxYoy8JtUyrJ+najxK3xHNXEblazYJPf4rqn/wsIJtj8vM8ijRAytYCYnLj6X6vHlvXIAgC6rRY0q5ZgDo5sOqA00E1/Jibl6EnL0PPbVcW0tQxgM3uIislFo2XCAAJiZlE+hT6YPHixcyfP5/q6mpMJhN6vZ7CwsKAw/RCzdaC9RxuOsmxlsmhbzplDP9xxb8FdB6ZQkXGXV9j4MxeBs7sxWXqRWFII650B7FLNvvty5eyZTP23h7qHnvcZ2EMTXoaxV//ms+KerqCRHQF0VN5LDs1emo2SEiAJNJ+UalULF0aPXn8X7rik3xQf5Snz71Kt9mIWqFiY+4q7inZhTqI4j6CQol+5TXo/dTk8EbWLTsxlJbS+spr9JWXI9rsiMJQTLEqKZH0668lZcvMlzyVkJhrSCI9C9mYt4aNeWsibQa6vFwWfOoTkTZDQmJOI4m0hMRlgtvpxlTVhbm+F0SIyTMQW5SCTCEFeUUzkkhLSFwGOIxWmp48i7P/UlTOQEUnnfsuknPPMlRJU2+qIBFepFuohMRlQNNTZeMEegS31UnD46cQXQF2RpCYcSSRlpCY4wzW9eDs815nRnS6qXv0BE6TVI41GpFEWkJijtN3xn+1RqfRSv2fjmOfZjlZidAjibSExBym/1wHg7WB9ch02120vVIVZoskgkUSaQmJOYqptpv216ohCHezrc3kuSmwRMSQRFpCYg4iutx0vHNhSg0WHAOB12WJVkRRpL+3iwFjYE8R0YwUgichMcdwWh00/vkkroGpLQQqQtDjr7u7mxMnTnDhwgXcbjfZ2dmsWrWKzEz/BcCmS9nhvZx6/w36ejoASErLYvX2m1lQEvkEsKkgibSExBxCdIs0PHoC16BjSscrEzSoErTTsqG5uZlnnnkGh+OSDdXV1dTU1HDddddRXFw8rfP74vCbz3Fs70tjKlcKdLc1s+eJ32G1DLJ07bawXTtcSO4OCYk5gtvppv7PUxdoZJB+w8Jp2SCKIq+99to4gR6776233gpb27n+nk6OjhNoABFRHGr1dmjPMzjss8+VI4m0hMQcoe3lShzdUwuhU6XEkHP/CjQ+miEEQlNTE319fV73OxwOKisrp3UNb7zz7GNeuwaJoojNYqa++mxYrh1OJHeHhMQcwNI6wGBtT1DHCAoZOQ+UoorXIMhDM19rbPTf4PjYsWMsWrQIrXZ6bpWxuJwO2hpqfY4ZEurBkF1zppBm0hIScwDj8Zagj0m5Zj7qxJiQCTRAe7v/xJm+vj7++c9/Yguiu48/BozdOJ3+3DwiSWmemzNHM5JIS0jMAWzDbb8CRgBr80DI7TCbzQGN6+7uZt++fSG7rkrtf1au0mhJz/XepDlakURaQmIOEFS50eE+DLa20It0MF2LysrK2Lt3b0iuGxMXT/a8Ip8Nlldvvzkk15ppJJGWkJgDxBYmjYqvT8aMkQ33eAwlGRkZQY0/efIkNTU1Ibn2+mtuQ6lUDQn1WLEWBFKzC1i+8eqQXGemkURaQmIOEL88A0Wc2rdQT9gXuzA55HaUlJQE3TLtzJnJPTunQnrufHY++Hky8hYgCAKCTIZSpWHJmq3s+ugXkStmZ5zE7LRaQkJiHPIYJdl3ltDxVi3mhr5LoWiXcjrGoUqMQb80NeR2GAwGrr/+el577bUJ8cqeEUWR7u7QpW5n5Bdy2ye+Sn9PJzarBX1iMmqN/4YGjbXnOL7/FXo7WlGqVCzbcBXLNl4VMrumgyTSEhJzBKVBQ9btS7EbLTh6rSh0StwON517L2BrH1pYFGQCuvlJpOyYh0wVnq//4sWLSU1N5fHHH8flcvkdH8oojxH0iSkBjRNFkT1P/J7aM4fHbX/3pb9xcM8z3PPwt9Enhv6JIxgkkZaQmGOoDFpUhkvRDrkfKsXebcZlcaA0aENSm8MfSUlJFBUVUV5e7nes3W7HarWi0WjCbtdEzh3bP0mgR3DYrfz9F//JQ1/9WUDRI+FC8klLSFwGqJJi0GbHz4hAj7B8+fKAx1ZUVITREu8c3/uqz/1Ou42zB9+ZIWs8I4m0hIREWMjIyCAlJTC3g69U8nDSb+zyO6bq1MEZsMQ7kkhLSEiEjXnz5gU0TqfThdkSzwQSieJ2+verhxNJpCUkJMKGIoCwN0EQWLx48QxY4+HaAQSXG1LSZ8AS70giLSEhETZycnL8zlZXrVpFbGzsDFl0CbfLhdvtf5ackpEzA9Z4RxJpCQmJsJGVlUVGRoZXoU5PT2fr1q0zbNUQMrkcpcp/RElCavi7yfhCEmkJCYmwsnPnTtLT04eyAMeIdV5eHrfffnsELYOilRt97lcoVeQvLp0ZY7zZENGrT0AURdra2rDb7SQnJyOXy7Hb7cTGxiKTSfcTCYnZiE6n495776WxsZGGhgYEQaCgoCDoOh/hYO1Vt1J79iiWQc/FptZfsxuVeubjt8cSNSJdXV3Ne++9h9FonLQvNjaWZcuWsXbtWuTy0BeFkZCQCD85OTnk5ETWvzsRrS6We//f93jjid/RdL5iqNUWoI3Vs+Ha2ylefUWELYwSka6pqeGll17yut9kMnHw4EHa29u55ZZbgi7gIjF13C4X1acO0dXWRHxyKkUrNqJUqSNmj8tqxXjyNC6rhdgFC4jJmX1F3CWiC60ulls++gVEUaS3sxWFQhlwWvlMEHGR7u/v5+WXX/Y7ThRFzp8/T319Pfn5+WG1ye1yYOwox2bpQaXWY0grQa6InDBFisNvPs+xfS8hut2j2/Y//xfmL13Ndfd8EiHMLihRFOl4621aX9uDuaERQSZDdLkQXa7RUpSGZSUUfvYzqBISwmqLxNxHEAQSI7xI6ImIinRNTQ0vv/wy7jEi4I+jR4+GVaT7Oiu4WPZPXI5LHSZklS+Qu3gXSZmrgj6fvaMe4+GXsJw/CYho8pYSv24nmswFIbQ69Bx+63mOvvOCx33ny47x/CP/w60f/3JYbaj91W/oeGffUEU3UWRcTTVRBJkM45mzlH/j2yz/yY+QzdJSlBISvojYp9poNPLqq68GJdAw1OjSZrOhVod+ZmsZaKX25GPAeJvcLit1ZU/Qcv4NDClLMaQtIS7BfyaV+eJp2p/6EaLTPrptsOIg5qojpOx6mNiiDYHZ1dxC2xtvYjxzFtHhJH7ZUnLvuQtlXFwwLy9g7DYrx97x7n4CaL5QSXvjBdJyAssoCxbjqdPjBNojw58dc109DX/7B3kfuhdBWrPwSVtbG+fPnycuLm5KtZ8lZp6IifTp06cDKmM4EVEUOXfuHCtWrPC83y1SU9lB2YlmLBYHsbEqZHIZrU192G1OUjP0rN6YzzwPBc8bKp5nokCPxW7poaPhXToa3iNGn8380gdQaQxe7HDR9fJvxgn0UHFfYWjfq78nZv5KZErfN5vOd9+n+me/GBUkAEtjI22vvEbm7l3kP/ChkH/Rqk8dGl1A8UXZ4X1hE+n2t4eL2gRQkxig+dnnMZ2/QPF/fgWZauaKCM0W6urqeOGFF3A6naPb3nzzTYqKirjxxhsjaJmEPyIm0m1tbVM+trGx0aNIm/qtPPbrg/R0eW/b3tNlprKsjW3XLmTL1QtHt1vNXZiMFwK0QMTc30TtiT+xeMNnEYTJvlnz+ZM4+7tHx489FsBtHWSw8iBxJdu8XsXW2UnNL345TqDH0vLs8whA/ofvD9DuwGhrqA1onNUcePNT0/lujMdbsLWZEBQyYhcmk7A6C6XBc3iTvas7YIEeoe/0GRr+8c+Qvx+zEavVSkVFBRcuXKClpQW73e5xXGVlJS6Xi507d86ofYMOJ2aHi3i1ElUIu5XPRSIm0gqFIqDODZ7wdJzZZOd3P96PedBfW3dAhH2vV1O4OI2M7HgAmqpeCdYKLIPt9HVVYkgpnrTXdHY/48V54uFu7F1NPq/Q9sZbiGNmPp5ofvZ5Mm++EVViYiBGB4ROH9ginErrv+MFQM+hRroP1F/a4HDRd7oVU1UnWXeWoE6ZXFxHnZoK54IvX9n+xlvk3nPXZT2brqmp4fXXX/cqzJ7Gz1Q951aTheeqWjjb2Y9bFNEo5GzISmTXwkw0ivC5qqwWBw67C12cGplsdrl4InYLKywsnPKxCxcunLTtrVfOBSbQY9j/RjUAouimr9N/cXJPDHRPnnWaKj5gsNJ/eUNHd4vvc1dVB2RDwz+eCGhcoCxYtjqgca111V5vtPZuM+2vV1P7iw/ofr9+6H414cdlddLx9nmPx8ctLpqS7c7BQWxd/stPzlW6u7t59dVXAxboEY4fPx4miy7RZrLyo0M1nO7owy2KiCJYHC721nfysyO1OFzBrU8FQlN9L3/7w2F+/F9v8PPvvM2vvv8OH+w9j+ie2gQxEkRMpD0JbSBoNJpJFbPsNiflJ1uDPtfF2qEvs+h24XPW6w1R9NhC3vjB8wTSutnR2+5zvyzAxVHj2andYLxhMvYGNG7A2E1r3eROz5aWfhr/fpr+sg5Eh48vngjW5n7sPWYP+6b+hZXHBDbDn2vY7XaefPLJcX7nQOntDexvPh1erGnF7HAiiuAWL92v3SJcMA7yfmNob65157t5/HeHuFDTNfrt7jNaefvVSl745+mQXiucREykNRpN0NmDcrmcW2+9ddJ204ANxxRqvjpsLuw2JzK5kqm+FfHJi8b97hrsw95+MYAjBRB925y248rAjJii28gbjTXlHv3s4xi+OQ0OGCft6nijFrctwL+HCM6BybM++RRTceMWF6EyGKZ07GzG5XLxu9/9DrPZww0vAKbqegwUm8vNqXbjULCOlzHPVwc/0fLFmy+ew+n0fLM/e6KZpvrw35hCQUQ99kVFgT/SZmdn88ADD5CZOTnYPEanQjHFxYeRP6ImNvjOybr4HOISx7ttAv6wCwKaTN9PE4nr1iDT+u+tpi9a5HdMUAgjP/6fBuKTxr9vlpZ+7F3BCYUibvITQ8KaVVMKp8v/yOW5aPjGG2/gcATn7htLuEuF9lvtON2iz+dVs9PFua7+kFyvs22Athbf5zp73PeaULQQUZHevn07cQHE+hYVFXHXXXeR6GVxTKNVUlSSHoiHYRxqjQJtjBKA/KV3B3VsrCGfBSsemhT+pog1oErNG/rFq8gJIJOhX329z2sIgkDJD77r15aMG3yfJ1hyC5cOXd/PG5qcnkNqVv64bQPnOoO7mFxAlTj5RiQ6nAG7e0aImT8P/aIQ37BmCVVVVdM6PtA2V1PhtfNtfPtAZUAOxReqfa/TBIrZPObpTMRjvH2wa1iRIqIpWmq1mg9/+MMcOnSIsrIyrFbraLU7QRDQ6/Vs3LgxoBn3lTcU0XChh/5+a8Du5cLi1FGR1emzyFp4I83V/qM84pMXs2DlQ173GzbeSsfzP+fSXWOCQXIFKTd+EnV6waRj3XYXA5WdDF7sxWV1IFcpmPfxr3LhkR/CxALlgkDBQx8hbtHU/PveyFtYQnJ6Nl1tTQgIHp8OtDGx7Lh9/HsgiiKmmu5JY30heFlpb3jiSVxWa1Dnyr//vqDGRyNWu5NXD1zkraON9PRZSEmI4ep1uVy/oQClwvucaio5ByMIgsCiMN3c9lxo5/nqloC/k039VtyiiGyasf+JyTpkMgHXRHeHKA7NnQSB5LSZbzQwFSKeR6tWq9m6deu0C38bEmN48DObeOuFd6mutOBwTHxUHv9HF2QC1+wcHzqXnr8NfdJCGitfxNQ7Mepg6HiZQk32opt92hJbvAmXqZee/U8gOmxDx4oigkpDXMlWDJvvQBFrmHScw2il+ekyHMbJ4pS6+d+RxZgYqH4Lt9OFvriIzBtvICY39FXFBJmMmz7yOfb847e01tcgcMmNo9LEULxmC8s3XkWcIWnccbY2E67B4KIKPOF2Oul67/2hX2Qyr3HilwwWmPeJj5OwonTa144kVruT//r9QaoaLvlKG9oHeOTFco5XdPCfD63zKtRyuXzKQp2cnIxSqZzSsb5wuNzsudDu0w89Ebvbjc3pRqucXjieNkaJUimfLNIMTajlMlixLroq8nkj4iIdSizGQ+RnvUN+1tAf4uiJYjo7R1wkQ9l+MOSF2LB1HrFxkxenYuIyWbTmX+luOU5j1Yu4nJcEU6XWk7/0bjQ6/4+G8WtvInbZdgYrD+G2DKBKzkE7vxRB5v3D1/ZKlUeBHjHfPRhL5k2fJHXHfL/Xny66uHh2/8t/0NFcR2tdDXKFgvzFpcT6iKF2O4IXCblmsji4LJbxs2hB8Lo4qkpMpOR/vo8meXIG6WzjxXcvjBPosZyq6eSNw/XcuGny0xfA4sWLKSsrm9J1w9UZpap7gAF78JEmah9PDIFScboVq9W7OyPOoEUf73+9JxqYMyLtdtlpq9s3+rsgwOoV56iuyaeuIQOXS44gDPmv124uYMs1vuO0kzJXkZBWgrGjHId9ALU2ifjkIp8iOxG5Roe+dEdAY62tA1jbPBceH0vf6TZSthUgzFCWVmpW/iS/szfUyToEhQzRy4r6JASIXTRZXBUxMSjj4nAMDL8fI4++Y4RaUCrJuvUWsnfvQh7A4ups4M0j9YjD8cMjCMKljtZvHfEu0ldeeSXl5eVBR2nk5OSQl5c3ZZu94XS7ebqqeUrHHm/rZU3G9JKzKs62IQgCo0uVY98WAfp6LRh7zBgSoz9cc86IdH9P7bhZLww9KRctqmP+/EaMxjgS05dTunEHKnVgL1smV5GY4blGSKixtgeYYu0WGajuRr84eurdjiCPURK3OIX+s77jvwEQhsYbVk6O1hHkclJ3bKf5+RfHbBTGzagXfenzJK1dEyrTI47T5aa9xzzpgUEcXvQSZAJd3p6yAKVSyc0338yLL77odcxYBEFg+fLl7NgR2CQiWN6p66R5ILg1hREON/VMW6TtwyGgowv7HlzcDvvU/fgzyZwRadHt/bFKqXCRkmwkNdMZsEDPNDJ14DN0ty34R8iZImX7PBxGK5bGPu+DBNBk6Um9agFKvecIjuw7bqe//BwDNRMyOgWBtKuvmlMCDfD4qxVew91FAFEk2UudkxEKCwspLi7m3LlzPsetXbuWK64Ib8eR96aRmNJvm37URVauYTRZzRMxMUoSkqJ/Fg1zSKR1+pyhSAQfSxSx8aF/rAsVunmJyJRy3AHc3XUF0VvgXqaSk3XnUsx1Rkw1XbgG7SjjteiXp4NbxGmyo9SrUfn5gihitCz59jdof/NtOvftx9HXjzYzg7RrryZ5Y2AlXmcDVpuTn/79OAfLfBccE0W4aq3/z+91112HwWDg0KFDk8oAC4LA+vXr2bjRd/PVUNBpnvoCcrx2+nVXVq7P5dC7F7wms6xcn4dimouTM8WcEWmVNgFDWgm97Wc87ldrEjCkLp1hqwJHrlaQuD6HrnfrfI5TJcegjI9sY0x/CIKAriDB483EUzElb8jVajJvuoHMm24IpXlRxRd/+R51rf4TOJQKgWvW+RdpQRDYsGEDa9eupba2ltraWmw2G1lZWSxbtgztDPnv49UKenws3PliS870F4HjE7Tcdv9Knv3rCRwTShMULU33uyYVTcwZkQbIW7wbp22AAeP4tGyVxsD8FQ8GtegXCRLWZiNTK+h6rw63dbJLQ6ZVkH1XSQQskwgHf99TGZBAAygVMp9x0hORy+UsWrQobPHP/tiQncSrtW1BV8TJ08ewNEUfEhsWFqfxma9eyemjTbS39qPRKFiyIovcgtBVjJwJ5pRIy5VaFq75VwZ6ajF2lCO6XcQmFGBIK0Emmx0vNX55OvplaQzW9WI81ozDaEOmlKEvScOwMlPqpDFHcLlFXnov0Prl4HBGT9W2LnMP71w4QG13HWqFmiUpC6k3NlHVfQGlXEFp+hI2523kVLuGlgFrwEKdq9fyHxsWhvQzrotVs3F7+ENWw8nsUK4giUtcQFxidPcQ9IUgCMQWJBI7y+74EoFzsbkPkyVwd4DD6cbmcKGOsB/1ePMZfnbwERwux+j6z+Gmk+PGXOxt5I3a/Ty84VOc74vnQFM3JrsTQRiqeAeXgi3iVAoWJMSyMTuJklT9tDMN5yJzUqQlJKIdmyO4CB2FXDblImKh4smzL/H0uVcDGjvosPC7o4/wq5u+w21FWThcbpRyGT0WO5XdQ/Hvi5PjSNBcvs0ZAkUSaQmJCNDTbwtq/KblGcjD3FGk/EI3H5xpwWp3UZhjYOvKbLTDIavf3fe/nG4PrlNOr6WPY82nWZ+zEuXwDSZRq2JjdpKfIyXGIom0hEQEsAQR6x6jUXDXVeFbALQ7XPzgL0c5XtE+WjzhrSMN/PmVc3z6juXIE9uDFmgAEZGm/qn3MpUYQhJpCYkIkJ0aeAW2W7cuICfNf0nfqfLN/zvEmTGJH+Lwf00WBz/4yzF0pe8jKgMqLz4JvTrwkEsJz0hteiUkIkBxQRKpCYHFLGckh0/o3jxSP06gJyG4cSmHSxYEGWAiF+Ssz1k1deMkAEmkJSQixtc+sjagcRtKMsJmw2+f8dfrT/Twr8C4ZfE16NWzo2bzRCwWC9XV1VRXV0+5JVmokNwdEhIRYl62ga0rs9h/wnu1uKL8BFRhCrtr7TL5j78W5YjmOISY4YqElyr++qQ0vZi7S3ZO28aZxu128+6773LmzJnRdmQKhYIlS5awbds2FIqZl0xpJi0hEUG+cN9qiud5jodPTdDyP5/ZErZrv3qgLqBxzjbP5VG9oVGo+ezGj03Bosizd+9ejh8/Pq5fpNPp5PTp07zyiv+uTeFAmklLSESYH/7bFZyt7eTPr1TQ3jNIbIyKe68p4ooVWWG9bk9/YKVEXd2ZCJpBlJnnfc6iBQQEQeDWxdcRo5x9Nb5NJhOnT3t3/9TW1nLx4kUKCoK7aU0XSaQlJKKAkgUp/Pjhma0Rnh7EgqSzuZC7V+/AbWigZaCdJG0CckFgX/1hBu1DPtsETTw7i67m+oXbw2VyWDl79qzfpgl79+6VRFpCQmJmuO3KQp58qzqgsWmJWu68ohRBGN8E466SndQZm5AJMgoScpBHeREzX5w4ccLvmN7eXgYGBoiLC19I5EQkn7SExGVKjFrBzivm+R0nk8Hn713tsfCRSqFiYfI8FiTlz2qB7urqwhpgd/rBwcEwWzMeSaQlJC5jPr6rhPuvL/K6X6dR8KX717B4jhf7On/+fEDjBEFAp5vZBB3J3SEhcZlz51WLuO3KhRw628KBMy0MDNrRaZWsKU5ny4oslIrZO0MOFJstsFoqBQUFM+rqgCgV6YvNfbx/ugWL3UlWSizbVmaj0yojbZZEALgdNnA5EdRaBEF6UJstyGUCm5ZnsWl5eCNKopWCggKOHj3qd9y2bdvCb8wEokqkD5xp4ffPnqF34NJdTRDg8VfP8bn7VrG2OD2C1l3C3t2Cs68TRVwCqpRcHH0dmE7vw9HXgSI2gbjl21EmTu6CHWlEt4jb7kKmkiOEuKKatbma3v1PYLl4hku5aQJyfSKGjbvRr7h6Wp1xbDYbJpMJrVZLTMzsaCAqMXvIyclBEASf0R3JyckkJMx8f9GoEemf/O04+040TdouimC2OfnR48f4xee2kZUSuTRTe1cTXa//EWvDpW7MirgknKYexrZ6Nh56gYTNt5NwxZ2RMHMUa+sAjj4rgkqOpcHIQHknLosDQS4g0yqRaRWok2LQL00jJs8w5Y4YlotnaP3nd8E1sbKbiKu/m+7X/4j5/CnSb/9i0EJtNpt57733qKysxOkcOn9CQgLbtm0jPj4euVyOwWCYkt0SEmPZunUr+/bt87p/587IZFBGXKT7TDb+38/202m0eB0jimC3u3j1g4t8/JbI9Phz9nfT+rdv4BrsG2eYs79z8mARet99EkVCBnFLr5g5I4exdQ7S/no1to7BUXvGmecScZnsuEx2HJ1mTJVdyLQKsu5ehmYKbe47X/2dB4Eej6XmKKaz+4lbfmXA57Xb7Tz11FN0dY0vANTb28tzzz0HDC3kJCcns2HDBgoLZ09zUYnoY9WqVdhsNg4ePDhuu0KhYNeuXRGZRUOERdrtFvnSL9/zKdAjiMAHp1siJtJ9x14dL9CA75IzIt17/m9KIt1ptnGkpYdBh4uMWA1rMhLQBLh44+i30fxUGa6R1kwBVsVxW5w0PnoCw7oskjflB+wOsbbU4jS2BzTWePSVUZE2m82Ul5fT1dWFWq2mqKiIzMzxLqKzZ89OEuiJiKJIZ2cnL7/8Mtdddx2LFy8OyBYJCU9s3LiR0tJSqqqqsFgsJCQkUFhYGJGaHSNEVKSPVbTT0hV4zGFXn5WGtn5y00PTTTgYzFWHgz7GbTVhaTiHNrc44GOeqWzmzYsdo/3jAJ6paGJFegLVPSYGHU70aiVX5qWwJTd5Uk+4vlOtQQv0WIyHm3H120m/MbAi87bWmoDP7ehuAeDChQu88sor4+ojnDp1ikWLFnH99dcjkw0tOFZWVgZ87pHCOIsWLRo9XkLCHxV13Rw824ZMBlevySUrNY6YmBhWrFjh/+AZIqIifbQisBnYWPYcro/IbNrtCK7d0QiDFQcDFul99Z28cXH8eyKKMOh0835T96VzOlz8rbyRd+o6+OqmonGz7MHa4XHTaC49UNmJYVUWmnT//n9BHkSPOqeD/v5+Xn755VH/8liqqqpITExkw4YNQOBhUSOYTCaamprIzc0N6jiJy4/uPgtf/c2BcZPEZ96pZX52PD/89BURb/g7lohOOVwud9DHNHeYwmDJEO2NF6g5c5jmi1WTVnnVmVPzd4qOwLKYRFHk7bqOydt9HNM6aOPPZ+rHj3dPQ53HYKry4Gv3gCYnCPeCAGfOnPEo0COcPn0al8sFDK2mB0tzs/eynxKhwd7ZyGDlISz15Yhi8N/hSONyi3zhF+96fIo/39THv//4nQhY5Z2IzqSXzk/mzSMNQR0TH6sOuR1drQ28/fQjdLVdii6JT0xl6y0fImfBkqHf19yIuebYuCgO/wioMxYENNJoc9BhHj9zDORSJ9uN9Nsc6NVDceSaLD2OvsBuDL5w2V0BjVMlZaLKLMTe4t/toUzKprW11ecYs9lMX18fiYmJlJaWUlMTuDsFoL6+fnQmPhtxu510Nh6ku/kINksvSrWe5KzVpORsRq6IbGdta0stHc/8eNxiuSwmnpQbP4lu4ZoIWhYch8ta6fLxHWnpMnPz518gSa/h7msWcd2G/JkzzgMRnUlfUZqJUhGcCVeuyvG532kyYWluwRlgN4UBYzcvPPLjcQIN0NfTwSt/+V86musA0OYtIemqj8DYBA2fyRoCspg4YpcGVg9YMcXwN5cITf2XFl4NKzOn1oxuAuqUwFNfU2/+NEKM/3WChG33oFQO3UxEUfT609095LLJyspCLg/usdPXLD3acbudnD/5KE3VL2MZ7MDtdmCzdNNcu4ea47/H5bTPuE32zgY6XvoldT9+gJZHvzwpmslt7qP9qR/Q/tzPcNunPzmYCfYebwxoXHe/lV8/fZrvPhr8elQoiehMWqmQs21ldlCz6YW5Bo/bre3t1P35r/QcOYrociFTqUjetJG8Bz6EyhDv9XxnDr6N1TL+sUd0Dz3COd12ju19mRs+9GkA4tfcQMzC1cOJK+0oYhOJKVpHz1t/xtowppuyICDT6Ei/48vI1IHV1Y1TKykw6LhoDL54i2rMjU6TFkv6DQtpe6Vqan5pAWQaBfriFKytA/SXteM02VHGa9CXpHkUb1VyNjkf/TE9+/+O6cx+PF1Yv/p6Yhetw3n2ab/lIF966SUMBgO9vb1Bm5+UlBT0MdFCd/MR+ntqPe4b7G+io+FdMuZdNWP2WBrKafvn9xEdNvDj1hg89z6W8yfJ+NA3UafPbCnPYHEG6WY9VNbGF//3Xb77yU1h65Lji4gvg9+xY2FQ4z/63bdo6hgYt83W2cXZr3yd7oOHEIf9mW67nY69+yj72n/hNHn3Y1+sODn6b1EURwV6hAvlx/ng9adHtyvjU0nYciepN3+GxO33oclYQMaHvkn6XV8hbvmVxC7ZTNLVHyHnU79Gk+29cI0nblqQjjCmqnogE+J4tYJ5hvHCGVeUQvaHliPTTLgH+zufADKVnMydi+l+v57Gv5+m70wbgxd6MJ5soeEvJ+k+6PmGqtAnkXrzZ8j99z8Sv/4W5PoUZLp4NLlLyHzwhyRf+zHKysqor6/3ePxYRFGckkADXHHFzMelh4quZt9pyf72hxJRFOl65XdDAh0gbtsgbU9+D9Hp8D84gizMDT7eubK+l8/+bN+U1tGmS8STWTKSdaQYtAHFSgMMmO1850+H+fWXdiAfjuVtfu557F6+1JaWFlpf20POHbd53O92Dom6KIpencAn9r+CzTLI9ls/7HG/IMiIWbCKmAXT64y8NCWej5bm83RFM0bb0KOtgO8J8W1FWZPC8AC0aXHkf2w1/WfbMJ3vAZeIJktPfGk6KsPQ7F50uTHVdGOq6UZ0utFkxqFfmoa5rhfjSc++454PGtCkx6Er8PxBV8QlkLTjAZJ2PDBp34kTJ/ym3k4HnU5HbOzsbHwKYLcap7U/lFgbzuHobRv6JYjFQddAD6aKD4gr2Romy6bPWV/d0X3Q2G7iN8+c5jN3zmx4XsRFGkCnVQYs0gCt3WaOlLeNdlHufPd9n+O73nvfq0hn5BcycLrb7yrduaP7WbXtRvQJwUccBMOajARWphmo6h7A5HCSGathwO7k0TP19FovzVB0Sjl3Lc5mQ5b3x3u5RkHCmmwS1mR73C/IZcQVpRBXNL4jiPGE78U948kWryLtDZfLNZqYEi6hns0LhgAqjQGnY3gtRRQZf3sWUGoMM2aLx0zaALG11ka1SJed7/Y/yAtvHmnggRuKwxLA4I2oEGlDnBp868J4RJGq+h42lGQgut24/CwSOk3e/bzLN11N7dkjuNy+ZwuiKHK+7BgrrrguCEOnhlwmUJwyfiHuR1eW0GW20tBvJUGtIM+g8ziDni6iKGLr9O0XH003DwKZTIZcLh8Nrws1+fn5lJREJhs1VCRnraWh8nkPAg0gIrrsuBwW5DPQP1ARP/VWXkKEo1D8MZ3pgSjCU29V87FdM/dZi7hPGmDriqygAhJEkVEHviCToc3xPFMcISbPe3JDalY+V+5+KKDrOuxTS2gJFckxGlamGyhIiA2LQMPQLFem8r044m+/t/OGs7bG2EzF2Upy1lp0+ly8yYjTMciZd79HX1cNDlv48gUANDnFKBMzpnSsbtG6EFsTOkzm6fvLj1dNzmcIJ1Hxqd6yIpuFuQl+17VGEGHU1QGQcb3v2W36ddf63F9QHJiPyZCUFtC42U7sIt8unTg/+72xbt06VKqhWdZUK+55Ijc3d06ULxVkcmL0Gfha4XW7rNSe+ANn3v02508/jt06sZ5MiGwRBFJu/GTws2K5Ek1WcMEAM4ndOf0nue4Q5CEEQ1SItEop51v/soEbNwUWuqPXqSjIvBRWl3bNVaRu8xyPnLVrJ0nrfAfanz7wRkDXtZrDO3uJFhLXZCP30mRBoVcTXzq1GVZSUhJ33HEHGRlDxwuCgCAIxMbGEhMTg06nIz09uJrhgiCwfv36KdkTjVgHA1zUEt0Y289w7uBPcdrD03NPk7OYjAe+HdQx8etvDostoSJeN31XzEw3IIkKnzRAjEbJJ3YvozDXwM/+cdLn2Os25I37XZDJKHz4M6Rs3UL723ux9/SgSUsj7Zqr0Bf5LxR0seJUQDaaTf0BjZvtKA0asu8qoXPvRcwNRhBFBJlAzLxEUrYXoJjGBz0tLY177rmHnp4ezGYzer0evf6S/91sNvPb3/42oHMJgsCuXbvIyfGd4DSbUKiCeyJwOcyUHfgRC0o/QmxC6OOTNenz0OQtwVpf7nesoNKQuPXekNsQSuRyGcsLkzldM7UIDwG4onRmu9dEjUiPcOXqXI6ea+f90y0e9+s0Cm7Y6PnDaChdjqF0edDXlAVYiF6fOPXFlNmGKimGrNuX4Biw4Rq0o4hTT0ucJ5KYmEhi4uTmpjExMSgUioAyBwsKCpg3z3+369lEYsZKetvOBHWMy2Gm+vgfKVz5EHGJgZUhCIbUnQ/T8KtP+I6AUmrIevBHIXVjhYvP37eKj3xjD1OJeE7Qa7hly8x+5qLC3TGRL92/mps2FyATBAQBZALIZAKGWDVfe2gdSfGhXd0OxCetVGspXLY2pNedDSjj1GjS40Iq0P4YO7P2hiAILF26dAasmVnik4uINeT5HzgB0e2kqfqVMFg0lKiUcuOnQPAwmRFkxG/YTcHnHkOVPDv6IybEafjITYGXDx5hUV4CP/z05pDrjz+ibiYNQ1/AT9y6jJ1XzOfdU00MWpzkpsVxxYqssJQQLF69hRP7XsZm9RarLXDNnR9HqZq52MjLmZKSEvbv3+9zzMKFC1mwIPSzxkgjCLLganiNImIeaMFiakcbG/oF7rjlV6JMzqbvyMtYm6oQ5Ap0i9YSv/qGaYXrRYrrNxXw2CsVuAN8s3dvW8CDNy8Js1WeiUqRHiEjWcddVwVWfH46aHWx3PKxL/HSYz/HYhq/Wh4TZ+DmB/8fKRlSjeKZYunSpZw8eZKBgQGPSS+lpaVs3759VjxaB4tloI3B/uAqQ44iiricQxMNs8PF+41dHG3txep0kaOP4cq8FBYkTj0jU5O1EM2tn5vy8dGERqWgIEvP+Sbf0TE5abF8/aF1ZCRHLpM1qkV6JknNyufB//gJFytP0dZwHoVSSfHqK4gzhDfDUGIyGo2GO+64g9dff52WlktrE7GxsWzdupVFi8J/444U1sGRpg/+CgJMRhBkqLXJ9Nsc/PhwDW2mS6Fi7YM2jrf1cntRFlcXXB6hpP544Ppi/vuPB73uT0nQ8ovPbUMZYOu6cCGJ9Bhkcjnzl6xi/pLp1eCQmD4Gg4G7776bzs5Ouru70Wq15OTkzPqEFX/IlcPFsgQhyNrloNQYUKpj+ePxC7SaJsfyiiI8XdnMkmQ9mXEz61eNRlYWpbLzinm89P6FSW91WqKWnz68NeICDZJIS0Q5KSkppKTMPp/nVIlLnIdKHY/dNrUkFZPdyal2o9f9bhHeb+rmzsW+s3QvFz6+q4RlC5J57WAdzZ0m9DoV21bmcPW6XDSq6JDH6LBCQkICGHJZZC+6mYtn/oYoyIKqQGe39nK8pcuvk6ShL7CGGJcL65ZmsG7p1BK0ZoK5/ewoITELSUgrYcHKh4g15A93/xEIpBi4TJDTPui/NkWgEQ0S0YE0k5aQiEL0SQvRJy3EaR9EFF2YB1qpPfEIvhYTDWnL0Kn9pywvSJi9NbcvR6SZtIREFKNQ6VCq9cQnL6Kg5F4ETwklCMiVWjLmXcny1Hifc24ZcFVBapislQgHkkhLSMwSEjNKKdnyVfRJiy65QQQZ+qRCFq3+JBpdKtl6LSvSDB6FWgC25SWPdpaXmB1I7g4JiVmEUq2ncNXHcNoHsVuNKFSxqDTjGy0/VJrP38oaONrai8s95B5RymVsyUnm9qLZkbotcQlJpCUkZiEKlQ6FanLndgC1XMZDy/PZtTCTmh4TMgGKkvXERUlImURwSH81CYk5SqJWxbqsyZUGJWYXkk9aQkJCIoqRRFpCQkIiipFEWkJCQiKKETyVgpzSiQShCciKj4+ntLQ0JOeUkJCQmOucOnWKvr4+gGZRFCcVVQmlSBuBeH/jJCQkJCQ80ieKomHixlBGd1wECgATUBvC80pISEjMZRYAsQxp6CRCNpOWkJCQkAg90sKhhISERBQjibSEhIREFCOJtISEhEQUI4m0hISERBQjibSEhIREFCOJtISEhEQUI4m0hISERBQjibSEhIREFCOJtISEhEQUI4m0hISERBQjibSEhIREFCOJtISEhEQUI4m0hISERBQjibSEhIREFCOJtISEhEQUI4m0hISERBTz/wE8eBLQr+QUvgAAAABJRU5ErkJggg==\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 700\n","Propagation at iteration: 700\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 800\n","Propagation at iteration: 800\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 900\n","Propagation at iteration: 900\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAB2VklEQVR4nO2dd1wc553/3zPbYOm9I5pAvXfJkmzJci+yHSd27DQn8S/lktyl3qXdpSd3ubuUS4/jFMeJW9x7UbPVhVBBEqKJ3mGXLWyb+f2xIEBsmV0WWPC88yIyM8888wVmP/M83+f7fL+CLMuoqKioqEQn4kwboKKioqLiH1WkVVRUVKIYVaRVVFRUohhVpFVUVFSiGG2kOhIEoRIoBixAbaT6VVFRUZnjlAHxQIMsyyuvPClEKrpDEIQBICkinamoqKi8+zDJspx85cGIjaTxjqCTkpKSWLFiRQS7VVFRUZm7nDx5EpPJBF4NnUAkRboWyFuxYgV79uyJYLcqKioqc5ft27ezd+9e8OMmVhcOVVRUVKIYVaRVVFRUophIujtUVFRUguIaHGSooxNdQjwx2dlIbjcAolaVI1+ovxUVFZVpwTU4SONDf6Tn7XeQXC5ARhMTi8duB0Egacli8u64nZSVK2ba1KhCFWkVFZUpx9rczIUf/Cf21jYQBJBlkGU8Npu3gSxjOnUa06nTxM8vo+RjD5BQUT6zRkcJqkirqKhMGQMnq7j0l79iqa3zCjOM/usHy8VaTn/1G5T/82dJ37wx6D1kWcbhkdBrRERBiITZUYUq0ioqKlNC97791Pz3T4KKsi9kt5u6X/yKlNUr0cTE+Gzj8Eg8ca6Fd1r7cHokBKAoyciHls0jNyF2UrZfqu+lt8tKXLye0gUZaLWaSfU3GVSRVlFRiTi21tawBXoEt81G7zsHybzm6gnnXB6J7719njbL0OVjMtBgsvHv+89xR0UOiQY92fExlCTHKb5nw8VunvpLJVaLE/B6ZuLiDVx76yKWrsoL+2eZDKpIq6ioRJzT//q1SQn0CI7uHp/H91zqHifQY5GBJy+0Iw57PvITYnlgeVHQ0fWp4808/deq8X3JYBl08I9HKnn2byeJSzCwakMhm68pQ6OZnghmNU5aRUUlopjOnsVtMk+uk2Hfsj49zefpl+s7gnYhDb8jWgbt/M+RWgYdLr9tB81DPPNold/zAB6PjHlgiD0v1/DT776J0+EOakMkUEVaRUUlovQfPT65DkSvLGmNRtI3+V44HHR6FHU1ItRmp4t9zb0+23jcEo/85nBIA/9B0xA///5bnDzSjMXse0QfKVR3h8qU0dPRzGBfD8bEZLLyi2faHJUwkT0S1sZ+PFYXuuQYYguSEAJFUYiTGPsNXyuIIiUPfgxN7EQXhVuSCMWRIskgCnC6y8RNZdkTzr/yzFm62gdDNtUy6ODZv1eh1YqsWFfAdbcvnhIXiCrSKhHD6bAjCCItddW8+dTD2C2jU96ktCx23vUAOUXzZ9BClVAxV3fR+VotuKTLx0SDhpzdizHmJ/q8JnnZUlqfelq5T1oU0ackIzmdyJJM8rKl5N52C4kLF/hs7gnT1e32YY/V4uDk0ebwOhzp1y1x/FATsgw33bV0Un35QhXpKEaWZdoaLmDq7SI2PpHC8iVoNNH3J6s9c4zKvS/R1daILEk+25h6O3nyN9+nYsVGtt12H3pDaCFSsseD5HQixsQEHsWpRAxLfR+dL9ZMOC45PLT+7RQFH1xBTEb8hPNJy5cRV1KCta4u+E0EgfQtmyn75IM+R82+MGhEChNjaTLbFbUH7/tiQVrChONN9X143L6f2VCQJZmTR5vZeu18EpJ8hwyGS/R94t/F2C1mqo/tp62xBpfTQU97E86h0QdRH2Pk6ts/yPzl62bQyvGcPPAqb7/0dxQVj5BlLlS+Q83JQ1x954dYtPqqoJc4evtoefxJuvftw2MfQp+aSta1O8jbfRsagyECP4GKLzwON+3PnQvYpv2pcxQ/uHbCcUEQWPSNf+P8D/6TwXPnJ14oipdH2SUPfpScG64P2b5dxVn8rqpRcXuDRmBbYboPWyMShAJ4fdt1F7pZsa4gMh0Oo4p0lNB+qZYX/vQThuxWbwyRD6+bc8jGK3//FTFxcRSULZ52G6/Ebh3k0KtPegU6hCddliXefOIhsvKKScvO99vO0dvHmX/7GkNd3ZePOfv6aP7745jPnGXRN7+GqNNN6mdQmYi1vo+2586BK/Df1D3oQHJ6EPUTN3rok5NZ9oPvYjpbTe3PfsFQR8fliA0ABIGsndeEJdAA6/NSaTRZeb2xO3hj4JOrS8kwTnypzytNQxQFJCkySv3ac9XkFSaTkT1x1B4uqkhHAW6Xi5ce+T+GbD4LM4xHltn37CO8/1++5/O0o9uKvdWMoBGJK0lBG6cfvVSScVsciDoNmtjJi1vtqaO43a6whyL7X3iU2x/4ot/zLY8/wVBnl8/+TafPUPWFL6FPTcNlMqONM5J+1WYytm1VR9iTwDlgp/2580EFegSXeQhDuv/NIkmLF7Hy5/9L9959dL25B9fAADFZWWTt2knahvWTsvW9iwqI1Wp4rjZwON62gnQWpvv2n8ca9WTnJdLWbJqULSPYbS4e/r93+NCnNkVMqFWRjgLqzhzFNjiguH1/dzsetxvNmNSOHpuLjhcvYLs02o+gEYkrS0WWZKx1/eAZ9b3p041kXltGbJ7vh1cJ1sGBSc0Vu1oa/Z6TPR669u4L2L+tsQlbY5P3G1HEdOYsna+8xuL/+CbaeOW7zFRGMZ3sQHYp99GK+uASImq1ZO24hqwd10zGNJ/cWp6LDDzvR6hTY3S8f0lg98Nt9yznlz/aFzGb7DYXb718gbs/tCYi/alx0lFA3ZnQ40rH+oBlWabt6epxAo0MslvCcr4Ha03vOIEGcPbYaPnbKWxNA4SLxzO5YP5Ay38ehwPJpnxhCEkCWcZS30DjH/80KbvezQy1Kt+EoknQo0uc+VnLbeW5fG5tKVlxo7ZoRYGtBWn84OolQReaM7IS2XnzQu8DOeZLEAX0hvBydlys7mLI7n/zTCioI+kpxtnVxMChZ7DVHkOWJGILFpK0/hZii0ZDdXo6QgsB0mi0aMf4Yu1NJoZG4jxDGdjK0PFSDSUPhrcQmZbl35+sBH/heLIs03v4SOgdDr+4uvcdoOjDH0RrNE7GvHclgkZ55Ez2jRVTaEloLM5I4jvbknB4JGRZJibEhEibri4lOy+RIwcaaW8eQG/QsnBZDms2FfLz7+/BHWIEiCTLOIbcxETAraiK9BRiv3SGjse+j+xyXj5mq6vEVn+S9Bs+TuKKnd5jIbg6AOYtWDbue2tDf9g2egadOPvs6FNDzxqWlV+MIAjKIjt8sPH6uyccc/T2cu67P8RaXx9Wn8gyksOBo6sbbdG88PoYg8fjwWKxoNPpML4LRD+uNBV7S/DRtLEsFWNB0jRYFBqGSWwmKSnPoKQ8Y8LxbbvKeeNFH1EqATAadcQnRGaWoYp0hJA9LuxN53G0XsA10IWg0WKrOTJOoEcby/S++gfiKtajiU0I2a1rGejH5XSg0xsu9+f9NzzbXQNDYYl0SmYO+WWLaKk9hyyHNtKIjU/k7RcepbB8CQtWbyEmNg5Zlr0C3dAQtq9bBjxo+PtT9fQNnMdo1LNyQyGrN85Db1D+uHs8Hg4fPsypU6ewDSemLywsZPPmzeTk5IRl22wgcWk2AyfbcZscftto4nTk3BQ9o+ipZvOOMqpPtdPeonxxccW6AjTayHiTVZGOAKajLzJw4Ak8Nj9/RGHiH0t2O7Gc2U/S2hvRanV43Er8VwKCINDdfonK/S+zbsdtABgLkxk40Ra2/YI+/Idpx10P8OxDP6avszWk64asFprrqmmuq+bkgVe49cOfR+zs8wp0mMjDX03Ji2ltMSMLGmxWF689d47XnjuH3qAhtyCZq29YQEFRiv9+ZJkXXniB2tray98DXLp0iZaWFu666y7y8yfn6olWNDFa8t+zlM6XayaOqEWIK00j64b5iLqZy688E1y1s4zHHla2dhSfaGDrrshVlVEXDieJ6eiL9L72B/8CDeBnlOke9CZ8iY0PPm0URBFBFC6vtp07fuDyOWNJCtp4vZ8rgyM5lCWr8UV8Ygp3f+qbZOSG6FoY4/q0Dpp45W+/wnT6jPfAJCJGatI30Ji6AtnHo+10eGis7eUPP3+bva9M3Ek3QlNTE7W1tciyPMGV4/F4eOGFF8J28cwGdMkx5L9vGYUfWkX2LQvIvnUB8z62hpJPriJlhYSzswZ5kovGs415pWloFPjrRY3Ahz+9CV0EX2KqSE8C2e1i4O0nlbaecESb6N0BVb583fhAfwVYTH2XhUIQBGJyw4/J1PjYjBAKWp2OG+//DBpt+IskfV1tDJqHfethCqBNl0RbUkVwr48M+16roeGi71zFlZWVAUXYYrHwyiuvhGXjbMKQbiS+NAln++u0/PKDXPrx/bT/5Ru0/+nrNPzwXrpf/NVMmzhtxBr1rFxfGLBNXIKeB/9lKylpkQ3/VN0dk8DeXI3HZkaRM1hm3OhR0OmJX+zdFr1k/dVUH9uPdXBgVBzGiISvEKL4pNRxxzUxOm//IeqboBWJmUSs9AgJyam895/+nRf+9FNMvZ3B7urzqDMzefh0iHt1BQEEgc74otH+g7z0ZBmOvXOJ4vkTtwp3dgazH86fP09eXh41NTWYTCaMRiOLFi1i8eLFaDRzwxXgcdhp/vmDSEPWiSdlD4OVr+E295Hzvn+bfuOmAVmSkRxuRL0GQSNy7a2LMA8MUXNu+PkYfkQ1WoGdNy9i/VVTk+lRFelJINmHH95QB36CSPp1H0MT601OY0xI4vaPfpG3/vFH2hprRruUZa8Q+xCchau3jPs+bn4aplPBE6FfSdLKHK8bJQKkZuZy/xd+QEvdOZ7/409wuxwIw6knx24d9xe3aiwuImb1SvqPV4Yu0oBH1IX0p+jp9J2e0m4PHp/t8Xh49dVXL38/MDBAW1sbFy5cYPfu3Wi1s/+j1fLbz/kW6DHY647jGuhCl5w5LTa5zGYc3T3okpIw+CkIMFkkp4e+Q82Yz3TisbsQdRriF2aQtrGA9z2wlubGfs6dasft8pBXmMziFblop9BHP/ufpGE8DjeCIPjMIxBpJLeTvrcewXziVb/+5isRjV53RGzhIpLW3UJMwfg0jMnp2ez+2Jfp62rD1NtFTGwcR996jubasxP6yswrZsWW68YdM85LJjYvEXurWfFLIyY/ifStRcoah0B+6ULuePAr7Hn6T3S3XRo9IQgICD4H0jqdgeJFK9AuWkXt//2Knv0HAgu1KJKx7arL2dZEvZ5eimiqdxN4m8woBj8xrBqNBo8nND/9yAyoubmZt956i507d87qbH1DHQ14TL7dQVfS+/rDZN/1pSm1x9nfT8NDD9N36AiS2/tZT1q6hKKPfIi4eYHdEP6QnG7cFieIArbGAVwDQ0hON/ZmE66B0UT+ksuD+VQH9sYB8u9ZRkFRSsCF50gza0ValmVcpiH6jrRiOd+NPFypwZAZR/q2Yozzkqfs3p1P/Cf2uhMKWwvEL7mKzNs+q6h1amYuqZm5ANz0gc9w5vAeqo/uY7C/h7jEZBas3syyjTtHw+9G7iII5OxeRPcbdQye74YA7w5dSgwp6/JJXJI1ZUKSmVfE3Z/6Bj3tzVhMfcQnp9JwtpIjbz7js/3aHbdhiPHGIVd8/nPMu/9eWh57gv7KKpw9PSCKxGRmkrCggti8XNI2bcSYP74w6DyHm9NffwWPgoTDgoDfwqLz5s3j4sWLIf7EXmRZ5tSpUzQ1NbFp0yYWLlwYVj8zjengPxS3dbSG97tSitti5czXvom9rf3yMVmWGTh1mjNf/QZLf/DdCc9CwP5sLnr3NzJ4vgfZFeRlPObj4TIP0Xe4mcwdpaH+CJNiVor0QGUb/cdafcZyOrqstD5xhuybKkhYMDEwfbLYL51VLtCilsTVu0jb8YGw7qXRaFm+aSfLN+1U1t6gJfvGCtK3FjHUYcHRbcXZZcVtc6GN15O0LHtKX16+SM8pID3HmzshPbsAY0ISlftfxtTXBXhnEKu23jDBfROTmUnZpz8JgORyIWi1QV8oOoOWD3xyIw///J2g3pLsvCRWrPWd02HNmjXU19eHPJoey8DAAC+99BKyLLNo0aKw+5kpPEM25W2tA1Nmh+RycfGnP8feMhzieYX7z2210vLEU5R/7p8U9edxuGl97DTOXpuyGedIm+FbDp7rJuOakmmdJc06ke7Z20D/sdbAv2AZul6vI35+GkKEy9lYzihPxBK/dBvpux6I6P2VoI03EF9mIL5sanx2k2Hxum0sWrsVU28XgiCQmJoR9IEPJR1pQVEqH/3cFv7y68PYbRNjz7VakZXrC7n6hgp0flxjubm5rFq1iqNHjyq+rz/eeecdFixYgDiZklIzQExeOUP1lcoayxK2hlMYi5cFbxsCna+/Qd0vf4PsHhPuN7K2Meb32fvOQeR/+iSCggVbc1WHV6DDRHK4kT0yglYVaZ+4BoboP96m6A0oDbmxNvRHXKjcZt/FLCcgiIghVh95tyAIAsnpWVPWf05+Mp/56g5On2jhYnUXkiSTNy+Z+QszycxJVBTD2tnZOakt7+CdkpvNZurr6ykrKwu7n5kgZfMdDOz/u+L2zu6miIr0QNUpan/2C/8NJOmyUEsuF5LbrSiqZvC8svzTExiOztImGhAjtJNQKbNKpAfPd4e06j9Q2UbX63VIDg+GrDiSV+SMc4HYmk1Ya3uR3RIxeYnEl6cH/QPo0/OxKxlhyDJx8yOTqlAldAwxWtZsKmLNpqKwrm9v9/o/rxzlhyrasizz3HPPsXDhQnbs2IFulhQpEDRa9FnFODuV7QDVZ04+T8pYGn7/B8VtY/NyFecQ9zgmtwknadnEQrZTzawSac9QaL9g+yXTZV/SUKuZjlYzjk4LqRsLaX/m3Lg0naZTHfTuv0TuHYswZARIYr7pDkxHngt6b21qzrhMdyqzC41Gg9s98XkLZ3QtSRLV1dXY7XZ2794dKROnnJjCRTi7LgWNYBJj4jBG+Fm3NbcEbyTLIAjk3HiD4n4N6XG4zf7zkgTCOC+FlDXKFygjxaxylOnThrOQheIOuuLz1H+slfbnz/vMo+y2OGh7qhopQFpCbVwiYnxy0NsactWq2LOZQO4JQRDCioNuaGigoyP0WPaZInHltcMLdYFkQiDjlk9H/uYKX4SZ12wn+4brgjccJmlF6MmxBJ1I1o3l5O5eGPE1LiXMKpFOWJDu3VkXKvKYf2Ww1fePZuO54llwWxxYagLHh8bOWxL0lrrUqfO5qkw9a9euxeBnCh0TE8P69eGVfqpTUkE7StBnFJB6zX3D341kwx9Fl5ZHzv3fIq488oWR9WmpAc8LOh1Lv/dt5v/Tp0KKtIgrTiF1/XBUj8LL0rcVk7goc0YEGmaZu0PUaci+pYL2p88huTwhJ7gPeG7MH2yobZDERf53UKVsvgvr2QN+zwPEL9wcgnEq0UZqaip33nknr7/+Ol1dXZePZ2dnc+2119LcHFqhhhEXyblz5xgaGmLp0qVkZk58xpqbmzl9+jRms5m4uDiWLFlCUVHRjG2MSV5/KzF55ZiPvYyjqxFBF0Nc+VoSlu9EqyAxWLjk33Un9b/6jd/zBXffSeKi8GLQ07bMI640FdOpDobaB3H2+I/2EGO1JC2d2QHXrBJp8KblLPzQKsynOrA1DeDssyOF6KsORrDqFPqMAmLnr8V+0XeIlrFiPfr0uZnK8t1EdnY29913H11dXVgsFhITE0lP9+b6sFgUFA32gdlspqqqiqqqKpKSkrDZbIiiSGlpKZIkce7cuXHta2pqWLRoEddff/2MCXVM/gJi8hcEbxhBcm64DsvFWrreeHPCudQN6ym4+z2T6j8mJ4GYnARkWabl0VOjlY2uIG1j4YyNoEeYFSLd0GbipXcaqW8zERej46oVeWzbkE/alnn0HWmhd1/j5G8yZjQdPz942F72nV+g5+XfMHhqD0jDmx5EkbjFV5Fxw4OTt0clasjMzJww6p03bx4JCQkMDvr+cAdDlmUGBgYAr4/77NmJ2/9HqK6uJjc3l+XLl4d1r9nK/M98itzbbqHpr48y1NmFIS2NgnvfS0Jp5Hb8CYJA7h2L6Xr1Ipbavsu+cE2MlpT1BSSvyo3YvcJFiFReXEEQ9gDbtm3bxp49eyLSJ8BLBxv59VNV4+qoCgKU5iXxnf+3Gb3DQ+PvjoVoLL7dH4J3BTfvrsWKu3JbBhhqPI0sS8TOW4I2Mfo2kKhMDS0tLTz22GMhRXv4ig5REjESHx/Pgw+qL/+pxGUaYqjDgqgViS1MmrbCBtu3b2fv3r0Ae2VZ3n7l+aheOGzuHOSXT1RdWegaWYbaFhO/fLIKXXIMYigVfYUr/h1BI5C4OIucW0Ob1mnjk4lfchUJS7epAv0uIz8/n9tvvz2ka8IdFIXrXlFRji4phoSKdOJKU6Oq8kxUi/Sv/3Eq4Hrf/pOt2IZcSO4wcywML1jr04wUf3wtWdfPn5Yseipzh5KSEm6++Wa0CnKL+EOpcP/2t79VlEZVZW4RlSLtcku8cbSJKj+VM0aQZKiq6famvwwTQSuSuasMbVz45aciidsj8fapNp588yJvHG3CNqSk9qHKTFJRUcFHP/pRtmzZQkrKaArLK0V7sgt/ZrOZxx57bFJ9qMw+omrhUJJknnjzIs8fqKd/UNmuoP5BB4UFSdguDQQNydMmGZBdEh67V/hiC5JI2zKP2NzJVyaJBKdqu/nvv54Y97P/9pkzPHDLYq5dH9lttyqRJS4ujnXr1rFu3Trq6+s5deoUAwMDGAwGent7cTq9VeMnmw+kp6eH5uZmCgp8Z/BTmXtElUj/9unTvHiwMaRrcjPiSMlPwdZkAmS/Qq2J05F3x2K0STG4Bx2Ies2MjJ4v9A6yt6mHTusQiQYdG3JTWZOTQkevle88dATHFflt7Q43//dEFWlJsaxaMD3VL1QmR0lJCSUlJZe/7+vrY+/evTQ2NiLLMqIoIknehZZwRLuxsVEV6XcRUSPS7T1WXgpRoA06DUtL09FoRDJ3ltL9VgPyiH96+LkXDVoSF2eQvDoPXVIMAPqUmclO99SFVl6pH1M/b9BOdY+Zd1p7iWm1jRNoSRpb4xCe2nNRFelZSmpqKrt378ZisWC1WklISKCvr4/jx4/T2toasp95LlcqV5lI1Ij0garW4bp+yh/Ce66rQDMcaJ60LJv48nQGz3fjsTjRJhlIqEhH1EfHj1jdbR4v0GM43zsIA94P6lhxHkGWoepiDwdOtrJxWS6aCNUkVJle4uPjiY8frmtpNJKf793wdP78eV544QXF/RQWhlcuSmV2EjULh0NOD8gykiwr2u29tDSNO68en8RIE6MleUUOaVvmkbQ0O2oEGmBvU5BF0FRD0JfTD/98jC/9bB9mqzOSps1q+u0mznVfpMXUHrxxlLJgwQJycpQl/snIyGDePHV94t1E1KhYSW4SPgaRPrlhUxGfvHN27b7qsA4FbqAVkUUgSDThxaYBfvr3Sr72kfAS/MwFWkztnOo4z9vNR2nob0IafrkVpxTwwRV3sSBjdiXYB9i9ezfPPfccLS0tfl/WmZmZ7N69e1YXuFUJnagR6cS44NntMpJj+enntxNvjI5wuVCI12vB6v+8XiMEFWjwutqPVHfQ3DlIQVZCxOybDQzYTfzfkT9yquM8Y+dbAgKCINDQ38x39/2cb27/HGVpRTNnaBjExsZy991309bWxqVL3grrMTExDAwMoNPpKC4uJi9v+nMZv1vpbK6n8cIpZEkir2QBBWUzV6cyakT66b3BUzj2muw4XB7ip8GeSLM+N5Xafv+7xlZmJdNMk7LamDL87pnT/MfHN0XOwCjHLXn47r6f0Wxq48oQHnk4qkcQBFweF0+cfYGvbP3UzBg6SXJzc8nNnfl8Ee9WnA47L//1lzTXnvXOaGQ49tZzCIJIYmoG8yqW4nQM0dvRgk5voGzJGhas3ox+CkvlRYVIV9Z0caTa96LaWGTgYvMAaUmzr3bgxrxUDrb2Uj8wcTidaNBxe0UubyfX0DMQxC0yzKm6XsxWJ4lRsglnqvndsb9yaaDV73kZ+fKmpqrOc9hcdoy62fecRAtuj8TBU+2cu9SHTiOyYUkOC4sD53ieC7z55B+8Ai2Nz0UhyxKm3k5OvTNGpwSB9ksXOXNkD7c/8EWMCVOTunXGRXpfZQs//usJRW1lGfTa2bltW6cR+dzaMp6v7eDtll6sLjdaUWR1djK3zM8h3Whg97YyfvvMGUX9eTwS1Q29bFgSeqWJ2cbfTj/Lmw3vKGjpTWUoyzJOj2vWi7QsyzQ0NHDhwgWcTidZWVksXbqUuDj/5d0iQXPnIN/6/SG6+u3DWw9k/rG3liUlaXzjgQ3EGGZcNqYEU18X9WdPKA9xlGVkWaavq419zz3C9fd+ckrsmtHftsXu4uePV/kMO/OFQa9hcensTWJk0Gq4c0Eet5XnYnW5idVq0I/JVbux3MDbuQLVbYF/H4LgndqLc3ABqd9uYv+lI5gdg2TFZbAqdwn/qH45pD4y4tJINMxGp9goLpeLp59+elxxgbq6Oo4cOcLNN988brNMRO/rli4L9JWfy9N1vXzuf/fyf1+4+nLoqz9kWaapqQmTyUR8fDxFRUWIYtQEk/mkraFm2MURYhy6LFN39jhW8wBxickRt2tGRXpfZQtDTuUJ+xOMegxRlJ0qXLSiQJJhdKHU6Rji9cd+S8P5kxQC8fo06pxl9JOKhJaxKftGBDpGr2Fxyex9Yfni2fOv8vfTz+EZU/j04UoRZUGZMPJ7uq5sK2LAunzRz969e31Wf3G73Tz//PM88MADUzKiPni6jc4+m1+dau2y8LPHKvncPav99lFbW8srr7zC0NCo685oNLJr1y5KI5gLOtJ4XyLhbRSSJYk9z/yJXe99EJ1eWeVyxXZFtLcQqW81KX5pCQIkzsKoDiW8+eRDNJw7iSxJyJJECt2s0R9kp/5FVmiODAvzqEAD3LipmLjYMOo9RimHmk/w11PPjBNoAJek7CU+4o/eWrSeG8uvibh904nD4ZhQoWUsbreb06dPT8m9Xz/aFPQz+caxFs419vk8V1NTwzPPPDNOoAFsNhvPPfcc7e3RF89e12/lr2ebeWsoHnkSs9OG6koe/cnXcbsiu49hxkS6s8/G/kr/C0FXIggCS2axq8Mf/d0d1J05jiz7qFAuy2RqOkgUTAiCN8xMKwrcsqWE+24Yre/W39POW0//kVf/9ivOHNmL2zX7Muc9d+H1CceU+gYFBHaVbeU7O77IJ9d9YNaPovv6+nC5XMjDPs+Rr7GMrbs4lslsGXd7JM41+BbfK/nOQ4cn3EuWZV599VW/13g8Ho4cORK2fZFGkmUePnWJHx26wN6mbioH3JhSisIcS3sx93Vz+PWnI2UiMIPujsder8Gu0NUhCKDTitywqWhqjZoBGs+f9C3QeH9ukLljiY3Y+Veh04qsXphFSoI3B4ksyzzz+/+kpW501FVTdZj9zz3CLR/+F/JLprcuXbi4PC7q+i5NOK7UzZFmTOaB1e+LtFkzhtls9im2sixfnknp9aOzSke3lb7DzVhr+5AlmZicBJJX5ZJQkR7Sfasudk9I8OXXRquTqovdrCgfzSfT2NiIwxE4e2V9fX1INk0lbzR2cbC1d9yxpoXXs/DQ79G4HWEnQD53bD+bb7h78gYOMyNDDkmS2X+yVfHOqRi9li/fv4b8zLm3eaO98WLQNgOt57lhUzE7180jJSEGj9tFTdVh/vjDL4wT6BE8bhdP//aH9HUqn6nMJIIgTmoXXY+tn70NByNo0cwSaLQ5It7l5eUA2FtMNP/1FJYLPcgeCWSZoTYzHc+fp+9gU0j3HbQ6Q3LJHj8/fjTf29vrp+Uo0ZIcSpZl3rrUw4R1QlFD/fI7ceuMYfftsPuvPh4OMyLSLo+k+I0NsHphJmsXZU+hRTNHZ0tD0DZD1tFNMPXVlfz2W5/i1b/9Cosp8NT0yd98f9L2TQdaUcPy7PE7ukL9MP/2+N8iadKM0dnZSXd3d8A2iYmJFBcXIzk9tD97Htnl8SmuvQebcZmUxd0DFGQlhDTVvzLRV2xs8JDH1NToiLXutjrotjmQ8f7qJHn0yxGXxsU192JbsJ3swrKRKa1iZFmiteFCxGydEZE26DRkp3rfVEp+/rN1wd/Qs5EhmwWbxRS0nUbr9Uo1XjjFi3/+qWKfs8Nmpb2pdlI2Thd3LLwejTgauaM8osOL0+PkbGdNpM2adsxmMxC4ikthYSG2xgHqfnYQj23MszCiOJe/lzGf9e279kVpfjKpiTGK219ZiKKsrAydLvBi9pYtWxT3P1XYXB5+Wenf7SLJ4NbGIpdv4K5PfJUVW64L+R6HX31qMiaOY8ZWWEb8y0pKX5msTtxXVqOdA7Q3XlQUk5lftgi3y8nLj/xfyPc4/c4b4Zg27ZSnl/D5TR8n3ZgSvLEfDrUo2xQF4JYk2i1DHGnr4+FTl/jp0Vr+Vt1M6+DM1hBMTBytEjSyWDwWQRBINiTQ9uRZ/66JMcc9IWZM/NqH1ylqV5qfRF7G+Fh0g8HAli1b/L5gKioqKCub+eRXbzR20TYYeIYhA/NTvT+fZSD0QWJbYw0Wc3845k1gxhYOb7mqlPOX+jl4uj2gH0wUIDFOjzZI8PysZCSuLohQb731fmqqDocV2uN0KJ/uzjSrcpewIvtbnO2u4Z2mY7xZ/05II2rT0GDQNh5J5sW6DvY0dWN2jC5cC4DQA29d6uaOijyuK8kK50eYNFlZWWRkZIxzeYwVPVEUyWjQ40bZy0SbpHxkDDC/MIXNy3N4u8p/qFx2mpHvf9L3iHjVqlXExcVx+PBhenp6kGWZhIQENm7cyNKlS0OyZarY29SDkiFfp8X72dHqwgv9dUXoszdjIq0RBb503xqOne/kry+fp6514rRfFABBYOfauZnkPLeoHK1Oj9vp9BvhseG6O0lISqHx/Mmw7lFQujB4oyhCFEWWZi2gIq2Ekx3V9NqUj0ZSYoPnTnjoVCPH2vsnvBdHCk4IgreCTlGSkYq0mVmo3rVrF0888YTPSIltm7bi3qdgYUr2FllOXBx6NZ+vfGAdv3yyilcPN42bwSbG6fl/u5eyaXlewMITFRUVVFRUYLV689RM9Tb2UHB6JEwOZe7Cyk4TTo+H0sWruVD5TsjrJCNuyskyozsORVFg3aJsVpZn8h+/O8jput6R9AuXKcxK4I6rZ36KNBUYYo0sXX81lQdeQRDEy7kAABAEMnPnsXrbTQCXa+KFypINs3Njh16r57qybfz11NOK2gsIbCxYFbBNw4CVY+1e0ff1cRsr1G9d6p4xkc7KyuLee+/l+PHj1NbW4vF4yM3NZdWqVaS5E2inWlE/mTtLw67j+Yk7l/PR25Zwpr4Xt0ticWkaxpjQNk9FkziPcLxD+UtfBk50mFi3YDlZBaV0hLi+09veQmJKRogWTiQqMqXotCLfeGADz+6v59XDl+jss5Ecb2DH2gLu2F42K/NHK2XDdXfhdrk4e3QPkiRdntrmFS9g1/sevPx9blE5jedOhtR3Qkp6xN7mM4FRF4OAoMjlsSJncdBk/0falH9AW2bYN52SksLOnTvZuXPnuOPWemWbTcQYDYlLJuey0Wk1rCyfW3U1OyxDCCiPNDzW3s+GvFRu+fA/8+aTf6D+7HHFI+pI5fGImk+wXqfhrmvmc9c185EkGfFdUsdPFEW23vp+Vm2/kUvnT+Fxu8gpKicjd7yLZ+Hqqzix9wWGbAEqB1zB4nXbIm3utFKaWuR9ScmBoz22F23go2vuDdqfzaU8T0yMJjpzxMTmJyEaNEiOwCGsMdmJAc+/W4nThSZ5VV0m/utQDZlxMaSuv4Pbr3sfpsZqDr7yBHaL2e91Gq2OzPziyZoLRFGNw7G8WwR6LPGJKSxet41lm3ZOEGiA2Lh4bvnQv6DRKpty6mOMrLzq+kibOa2Ups5jflqxN8rBRxSQRhD53o4v88n1H0SvCf57yUtQnrp0bW74USZTiajXkLwqeFGApBVzc1/BZFmbm4JGVBJTNsqFPgv7m3t4tqad7xxroiW1nPv+5fuIov8X+eYb3zt5Y4eJSpFW8U1WQQn3ff4HxCcF2BAgCAiiyNW7P4hGEzUTpbD57MaPkJeQdVmoR/6XEpPEj2/4BmXpRYr72pSfhmE4Ssjfgy8IkBUXw1UFoW2pnk5SNxWSsjYPf0qTvCqX+LK5l+cmEqTE6LmxNDvU/SmA10XilmQeP9/Kw+c7Kbvvq8SmjncHabQ6ttx8D8s27oiMwYAQqW2agiDsAbZt27aNPXv2RKRPf/R0Wag83ERvt5W4eD3LVuczb5YnX5IkmVPHWqg83IRpwE5CYgwr1hWwYm0BGu14SXE5HdRUHaLuzHHM/T04bBavG0Tw+q7XXH0zBWWLZ+gniTxuycORlkoq270ljZZkVbCpcI2i0fOVnO4y8evKBlySxHB1pMvoBFidk8p7FuaRaIj+DINuq5O+Q83Ym03IsowhLY7EZVnEFUXXLECSJJweJzG60XBAp8dFx2AXOo2OnITp93u/3dLLU+dbMYeQKvlKRAEMGg23FSSQY20lISmFgvlLQu5n+/bt7N27F2CvLMvbrzwf9SI9ZHdx/nQHNquT9Kx4+nutvPbsucsfrhH709LjWLIyl9IFmeTPi66HNBiSJPPEn45z4ezEEmLFZWm874G1aINUpBmyWRBFDfqY2V2NZDrotTs50NxD/YAVnSiyIC2e0pQ4Mo0xxOln/+wjWuix9vFk9Uu803QMh8dJamwya3KXIQjwTtNxBp3e9ZWCpFzeu+Rm1uQtn1b7nqlp4/najrCvH44QRkDgX9bPpzw1vEITwUQ6qp/Iw/sbeOulC7hG8nzIsje+1cfybG+3lb2vXmTvqxdJTTdy3e1LmL9wdqxMnzzS7FOgARpqezl6oJGN2wMnS48xzu5KJNNJWqye28rVYq9TSZe1l2++8WP6h7yjfBmZHlsfL9fuudxmpMp7s6mNH7/9Gz6z8SNsLPBfTCDSGCdZQGRUimRea+gMW6SDEbU+6bOVbbz6bLVXoIdzElwe9AcZ/Pf12HjsD8douNgz1WZGhBOHA2crqzw8sUKHytxG8kjYbU6kWZoO4e+nnx0n0L6QGd0XIAN/PfUMkp9NXVPByqxkNBEqQXeuJ/hu13CJ2pH022/VIiusfegLj0dizys1FM+P3gWgEUx9gXeQ9fdGNvWhSvRitznZ99pFTh1rYcjuQm/QsmJtPlt3lRM7S/YLDLkdHG6pVNR2bJX3bmsvF3sbqEifnhJb6UYDVxWksbepZ1KJ/oEprTcalSNpy6CDjlb/MYhKaWnsw2KO/twV8QmBa6IlJEW2ZppKdDJkd/HHXxzkyP4G7DYXsgyOITeH9zfyq//cx5B9dlTcsTntuCWvi1LJRiTv6Nnbzu6a3s/rPYsLuLFs8uGKSzOmLi49KkXaGiRDlVJkGVyu6J8uLl9bEPj8msDnVeYGh/c10NU+6DPf1qB5iMf/eGz6jQqDREM8Rl1oC9iS7B1R5yflTJFVvhEFgdvLc8mKC30gNCKeWkFg1xQm5IpKkd7/emRyIGt1IknJoWUBmwlWb5rnNyIlKyeB9Vsjs3NJJbo5eTTw2kNDbe+sGE1rNVq2FW0I+bqkmATSjTNTFOD2EBeSRQABkg06/t+qEuYlhV/JJRhR6ZPu6bIEb6SA7NxExFmQ4lSn03Dfx9dzcG8dJ480YxoYIiHBwPJ1BWzcVkLMHKoKrjKR5oY+XnnmLKb+IPlCZKip7mTZ6vzpMWwSvGfJTVzoqaOu75LidLPmoUHckgdtgJ18U8Wq7GRSYnT0DwV+CZYlG7lpfg69dicpMXoWpycGzAgYCaJSpJNSYulqn/xq6fbrKyJgzfSg02vYem05W68tR5ZkhHfh1vh3Iwf31vHasxPrVPqjrycyA5ipxqiL5ZtX/zN7Gg7y/IXX6bT6j7QaWTiUkJEkD8yASIuCwBfWz+dbB87j8BNRszg9gc+sLZvSRUKftk3r3RSy48bJV7nWakWKytIZdLjoH3JGTQFMJagC/e6gq90ckkADHN3fiGMo/F1y04lBq+e6+dv42c3f5n9u+CZ5iaMLdCPb+8XhIsSCIDAvKQ+9duYiWDLjYvi3TRUsSEtAFEZ33WfHGfjqpnI+t27+tAs0ROlIOjMnkeL56QHjnIMVNCm5poj/PFxD/YB3V1OG0cCOeZlcXTT5/K4qKr6QZRmHzfvMGoxp3hzhAXj56bMh38Nud3P6RAtrhsvPRSNdXV1UVlbS3NyMIAgUFRWxefNmPr3+Q3ztjf/0O2C6ofxqn8dlj8RAZTvmUx24TENojHoSF2eSvCYPTUxkJSw3IZbPr59Pl9XBgMPr0sgwzmx0VVSKNMB9D67nxSfPUHmkCcnj/aOKosDytfls2TGfgT4b5gE7rz13DrvNyZhc+eRcVcgeyYHcP3IQuqwOHq1upt1q597Fc7PSi8rM0Vb7Kp1N+5Hc3sgknSGJnNKdZOT7X0Braw5ehNgXtee6o1akz549y6uvvjquSMXJkyepqqpizZo1fHTF+3io6jE80vhUq7dU7GR78cYJ/ckeibanz2FrHM4FLoN70EHfoWb6j7WStrWIpGXZiNrIOgUy4wxkhhHxMRVErUgLgsBNdy3lht2L6eu1IYqQmj667TIlzbuaumh5LmdPttHVMUhMrJaFy3P4wakGPM4xb+sx//nWpR56bU4eXFWCfhYsKqpEPzXHfsNg38Vxx1wOE03VT+J2Wsgp2enzOqcjDLeFQNS67iwWC6+99prPKkKyLHP06FGMRiPfuP6fOGuvpdPSQ3JMIluL1o9zhYzFXN3tFWgfP7Lsluh5s56+g01k31hOXPHMRIZMNVEr0iOIGpH0TP974nV6DSvWjcYRP1vTFjSz1aluM1/dc5bvX70Erer/VQkTWZZprXlxgkCPpa32VTLyN6LVjy8lFZZADxOtu2jPnDmDxxO4GIHNZuP1F1/lwx/+MN3OPqxOG3EBYqrNfnLajEWyu2l7sprYwiSyb16A1ji3oqGiXqRDQZJl9jYpy9cx4HDxUFUjH1+pxiCrhI4seair+jOm7mB+ZZmuloPkXjGarjrWEtZ94xMMLF8bnSF4fX3KSns5HA5+9ORPOW/wxoVrBJG1+Sv4yKr3kmgYPyDzWJyKa13Zm0y0P11Nwb3Tm01vqplTIl3fb2UwhPywJ9r7GVpaSEyANKDuwT7Mla9hbziFIAjElqwgceW1aOKCV6ZWmbu0N7yJqVtZQdjB3lq4QqSrq9pCvmdKmpH3fGhN1ObwiI0NvstQBmRZwmN2wfAavkeWONR8gjZzB9/Z8cVxER7aBAOuAeU7kIfaB7E1DWAsTA7R+uhlTom0ze0JGvUxFg9wyWTzWxV6qLWGjr9/D2lotK7gUMsFzMdeIufeb6DPnBcBq1VmG7LkoaNhD0qHeJLHOeGY0+HxmXJ3LMmpsRQUpZCSFkdOQTLzF2ZGdWm5JUuWcOLEiSCtRrLeTfzBm0xtvN10jKtLNl0+FpOfiD3EBVZbQ/+cEuk5tXKWGx/jsxZeIPzFPcqSh66nfoxkt3hVX5Yuf3msA3Q8/oOQF3Dslk76O05h7r2ILAX23alEL3ZrF7I0UXj9IYgTP2bZuYET8ggC3PvR9ex+/yq2X19BxeKsqBZogIyMDIqKivyeHyvMA7G+MzseGpM9T5ZkBs92Rcy+2cqcEul0o4GlmcqzUelEgeLkiXvuXaYu2h79Nm5zD5eTWV+Be6CLrmd/qug+Tns/Ncd+TfXB/6b+9CNcPPE7zhz4AX0dVYptVYksbskTdu7inuZDIbXXG5InHFuzucgrugI+axVu2FZCetbsK+Rwxx13UFZW5vOcMDwgGtK66DP63jnpcDsu/7e1oR/3oMNvLUd/GKOsfNhkmVPuDoD7lhRS139OkW96aUYS2itGOc7uZlr/9HXkoeDb0q1n9mNffg2xRUv9tvG4h6g5/hsc9jGLKrKMc8hE4+lH0Wj0JGUsDHovlcjwdtNR/lH9Ck2mVgAMGj2LMyv4xNr7SIpV9oK3WULzJxuTJi705eQnccPuJbz0jzPDtRZHBwJLVuSy46bZ+UwIgsBtt93G4OAgb7zxBo2NjeNC8myxTi4mtyOJvmehZWlFl//bNZLLROmEVQBDVjyxhXNrvWjOiXSSQceXNsznm/vPEahmgEEj8qFlE33KPa/+XpFAe5Exn3gloEj3th0fFWh5/Khclj00nvk7izd/cUKIVjAcbg+d1iES9DpSYqNzISnaePzM8zxx9sVxgujwODnRfpqPP/sVPrbmHnaWXhW0H61WeWZFQdSSlrPK57nVG+dRPD+dysNN9HRaMMbpWbomn6JZXlQZICEhgdtvvx23282lS5dwOp1kZGSwp/MwZ8/6jmzRihp2lmy5/L0mLrRQupicBHJuW3h5xD5XmHMiDZAdH8s9iwp49Gwzvia0CXotn1lTSuwVNc5c/R0MNZ4J6V72lpqA5y9HAMh+3CYuKxeO/pKFGz6DqAkutl1WB7+urKfJPJoxLV6nYce8TIYkb/L0RemJLExLmHMP62TosHRPEOixyMj89tijFCTlBq0MkjlvG6ae8wruKpBbugudwf8IPTU9btaOmpWg1WopLR39fe5OvZ4WcweHmscvMOpELZ/e8CGyx1QOjy9No9ugRVKQqyRpTS6Z20sU2+UcMDHU3o6zvx9z9XlcpgFisrPJ2rmDmKzoqo06J0UaYPu8DAoSY3nzUjcX+yy4JZkMo54NualsKUhH52O3odcHHRqywxrwvCSNPGD+h/VD1i56246TUTBxW+xYeu0OvrnvLO4rurK4PDxT2w543XevNXQxL8nIp1eXkmiYfYH9ktOOx2pCE5eEqI9M9fO9DYeCpsyUkXny7Ev827ZPB2yXmFaGwZiBw9btt40g6iheeg8pWf5nWe9GNKKGz218gJr5V3Pg0lEsLhsFiTlcXbKJ5JjxLzNRryFjezGdr1wM6PIwlqQoFmiX2UzD7/5A78FDSM4xi78CIIi0PvU0JR97gOzrd4Xx000Nc1akAUpT4ilNUb74ok0MfSeX7Aq8yh+fUoxloDFoP/0dVUFF+s+nmyYI9AR78A7aGwds/OpEPV/aqCxd66v1nbzS0Mng8E64DKOe60uy2FyQHjDzlyx5sNUcZfDMPiSbGV1qLgmrdhGTW4bb3IvkcqBLzkDQBH9ZuAf76NvzCJbqg+B2gkaDIa+c5I23E1c2uSrSF/saFbU71VlNi7md/MTAFUIWbvgM1Qf/F6e9d8I5QWtk8YZ/wmCMzp2B0UB5egnl6cGFNXFJFpp4Pd1v1OHqvyJeWgBDZjzZNyp7xj0OB2e/8S2sly7BlVvXZUCWkGWZ+t/8jrjiIhIqyhX+NFPLnBbpUNGlZKPPLcPZ5n+b7wRkCVdfO7pU3x/qjLz1dF06gORx+DwPAggCHr/nvTg9EmdDqEgsAxf7rTxypon3LwmcUOqXx+s50Tkw7liXzcmfzjTz+PlW7l6Qz5bCiYIje1x0PP4j7PUnL7tzhprPMVj1Bmh04HGDIKAxJpKw8lpSttyFoBl95GRZwt5wGre5G0FvpH/PI7j7O7k8bPK4cTRV09lUjTYtj8xbPk1M3vgPjsduwTPYh2hMRBuf7PdnHHQo+91Jssy/vPQtKtJKuapoHWvzlpMSO3EhSqONYelVX6G3/QSdjftw2vvR6mJJyVlBZsGmgC4OldCIK0oh7oE12NvMmKo6cPbYEA0aEhZkkLAwA1GnLP90z779XoEOFDory8iSRPuLL6siHa2kXX0f7Y98M6RrTEdfIP26j/o8p49NoWT5/dSe+D2B5mzGhMDle+zu8OKq9zT1kBUXw85i3362i32DEwR6/H0l/nimiQt9gzywYvwW+oF3/jFOoMfhGa5wIYPHZmbg7Sdx9TSTdecXvf02nqb7xV/hHhiOgw0SDufubaXj0W+Tc/+3sDdVYzr4DB5L3+gHThAxlq0i9Zr70adPjKbQK/D3j+VCbx0Xeuv4Y+XjXD9/O/ctv8Onjz8tZ5XfhUGVyBKbm0hskPjyQPS8fdD7Hwr2N1hqI1PCLxLMqTjpSCDoQk9PaLt4POD5pPQKskt2MBrwORwcK4ggeJOfZxRsCtADxOnCf5++XN+J20dmMoCna9oV9XGorZ+3m0d99rLkwVz52sh3Aa6ULwuw9cIR7E1ncXY10fH4DxQL9AiSw0brw1+l79WH8Az2jv+wyRK2i8do/8s3cfV3TLh2KMwq1C7JzQs1b/JU9UthXa8ytdhsNhyOwLPQESSHY6KbwxeyjGiIjjSloI6kJ6BNSPWKZwgbHWQp+OpzbslOHNZu+rtOD2uaV2AEBAoW3IYxMS+wXaIQbBexX8wOFw0DNuanTvTPt1uC1NUbw+PnW9mUn4YgCEh2Cx7LgPI9+LIECAye3o/scSE7HYT107gDfyA9VhMD7/yDjJs+Mf4yJR9OP0iyxEsX3+KWBdeiV+BbV5l6Tp8+zYkTJ+jt9a4JFBQUsGHDBgoKCvxeE5Obi7laWSWc9E2B14emE3UkfQXaxDRiS0LLohVbuDhoG0HUkJu1k9iGdDw1g3garUhnbST3VpCaqWy6vDDdd44RJUg+xPRMt5lBp3I3itXlod3iHZEK+phh/3IoQitjrd6P9ez+EK8LBRnLuXcmHE01Ts5HPOiwUt93aVJ9qESGAwcO8Nprr10WaIDm5maefPJJagO4KTQKEkBdxsdW/pkieiyJItKu/XBIfyRj+dqgbYY6Ojj1la/R/9IRXG9043qpC+feDtr//iLnvvN9JFfgKsUA71sYXopKg0b0WXL+uYvKXB1j6bZ5R7KizoDOh+83GLJzCKY4b4nsHJqQG+Xa0q1Tek+V6cFkMnH06FGf5yRJYs+ePf5z6kgeb1KUYAgCl/78CF1vvjUJSyOHKtI+0KflYZwfXHhHUJIsqenRv+My+c7mZTpzlp4DbwftIychlltKsxTbNcK2eRkT0rFane7L9R9DIXV4d6OtrhJnZ2PI108H+ox8hCsqTq/LX0FmXPghcRpRpCRVzXo405w7dy5gYjOz2Uxzc7PPc4aMDK9IBxuADQt58+NPRkUVHFWk/ZC69b2K24q6wNuEPQ4Hve8ETsrTvWefonvdWpGHIYSyXyuykthdPjFypMumbLFlLLFaDbnx3imj6chzTJ3LYjIIJK66fsJRURD51o7Pk2EMr8RSujFV9UdHAXZ78DUUf20yrt6OqB1ehvMn1GOOD3V0Yvcj+NOJKtJ+0GfOI6ZImW86Zl5gn7THbkdyB15cdJnMiu4lyzIeBYtgZSlxfGF9GZ9aXYrGR4rLTmvoIn1TadblvoaazilfNIwEwnA0TBDilm4nYZXv3WKpscn8/ObvkBMf+rbfTQVrQr5GJfKkpATPcJea6vtFrE9OouTjD/hMHQv4dIVIYYa+RhJVpAOQc+/XEIJsSxYMRjQxgZMj6RIS0CUGXriKzQscJz2C3e0JuusQ4MsbK6hI839Pnag887YA7CrOZFfJGFeLJtzAoNDziaTu+iia+OEPni+hFjXoc8rIvvcbZN366YA5SwRB4JtX/zOlIbguDBo9O0o3h2q2yhSwcOFC9Hr/Me85OTlkZGT4PZ917U6WfOc/SNu4Ho1xzGdbECaItC4pEWPBzJcqU0PwAiAIIunXf5Tu537ue9QoCCStvSl4PxoNWTuvoeWpp/22UZorQKdgQVNJbviF6QkYtCJD7sCj8kXpCXxgaSFpsePjRo1lq7CePRD8Rn5RFlCYfd+3Mc5bRFzpCnpe+R32xtOMjC0MefNJ3fURYnN85y/2R6oxme9f+xWqu2qo7q6ly9LNsdZTWFwTE9HrNTo+u/EBMuJmf2a6uYDBYOCGG27g+eefn1D0Nj4+nuuuuy5oH4kLF5C4cAFui4UTn/wMrkHfu1FzbrwBUTfzLi5VpIMQv/gqrBeOYKuZuKJsyCkleeNtivrJv/suzOcv+IzTzL9zN0lLlyjqR6cRyY6LocPqf3NGSXLwtKdGnZadRZm8WNfhM6WrAFxbnMldC/J8jkxTNt0Rtkgby9d5t4TXVoLsbzopkH3/tzEWejPE6VJzyLnn67gGunCbutHEp6BPUzb78MeizHIWZXq3/kqyRGX7WV65uJf2wU5idTGszl3KdfO3T0j8ozKzlJaWcv/991NVVUVLSwsajYbS0lKWLl2K0Tgxiskf2vh4Fn3jq5z7/o9wjimiKwgCWbt2kn/XHVNhfsgIkVq9FARhD7Bt27Zt7NmzJyJ9Rguy5GHw5BsMnnwd10AnmvgUEpZuJ3H19Yh65bmFJZeL7n376d6zD5fZTGxeHtnX7yJ5WWiZ0i70mvnx4Vqf41BRgK9vXkB+YvCHVZZlnq/t4PWGLoY8HmTZe31xchwfWV5EhjHwrquW330+xAgPgcQ1N5B+3QOAd+OJrf4kpkPP4OxuZmRkbcidT+bt/4wuObpSRqrMTSSXi96Dh7E2NKCJjSV98ybF7sdIsH37dvbu3QuwV5bl7VeeV0V6llLVOcDDpy5hcY2ORJMMWh5cUcx8P4V1/THk9lDTZ8EjyZSmxClOb2o69jK9r/4u+ALiGD9yzn3/QWzhoglNHJ2NeKwmdClZ6FKyQ7JfRWU2E0ykVXfHLGV5VjL/c20y9f0W2q1DFCQYKfSxYUUJMVoNyzJDLzmUsHQbpoP/wD04MlWUxwu2ML6AnyG72KdAAxiyikK+v4rKuwE1umOWU5ISz+b89LAFejKIhliy7/k6+oyRFXDBx5cXXXre5Qx4KjNLq7mDY62nqOmpj4rNGiqBUUfSKpNCn55P3kf/m6FLZ3B0NCAaYjHOX4OjvQ57XSXIMrHFyzGWr5mwC1Bleum0dPOLI3/mfHft5So1qbHJPLj2PlbmBM8/ozIzqCKtMmkEQSC2aOm4grza+WuIm69uAIkWBh0W/u21HzHotIw73mcf4Pv7fs7nNj7ApkL17xWNqO4OFZV3AY+deX6CQI/lJwcfwjSkvPKPyvShirSKyruAA5d8Z44bQUbm4898OWg7lelHFWkVlTlOZfsZrD52U16JjMzPDv+BZlPbNFilohRVpFVU5jCv1e7nB/t+obi9LMv8o/rlKbRIJVTUhUMVlTmKxWnlDyceuxzJoZSz3TVB27jcHqou9mAbclGcm0RBVvhVg1QCo4q0isocxOyw8OVXvotbDl5/80o0QVLCvnKokb+8fB6z1Xn52PKydD77vpWkJY1mlmsf7GJPw0F67f1kxqWxvWgjmfHhF15QSp95iJcPNnKkugOPR2ZJaRo3bS4mP3N2vkhUkVZRmUMMuR28Xrefv1Q95bOupRLW5/uvubnneDO/ePLUhONVtT184zcH+Z/PbUOv0/Dk2Rd54uwL42z4x7lXeP+y27m5YmdYdinhUoeZr/3qHUyW0XzpTZ2DvH6kiS9/YC1rFoZe2WimUX3SKipzBJvLzr+/+d/86eSTYQu0XqPntoW+0+bKsszfX/fvCmnpsnCgqpUjLSd57MzzeGQJecz/PJKHP598ilMdyip2h8O3f3+YgUEH8nCGAlkGSZJxujz891+PM+QIfWYx06giraIyR3jy7IvU9zeFfX2CPp7v7Pii39SszZ2DtPUErot5+GwHT5590a8fXEbmmfOvhm1jIF452Ehnn+8oFkkGi93FvpOtU3LvqUR1d6iozAE8kodX6/aHfJ1Bo2dD/io2Fq5iVW7glLkeX4nHr8DtlmkcaAnYprqrBovDSrwheN7zUHjxYGPA87IMrV3+N/REK+pIWkVlDmB12XG4Q69b+Z/XfZVPbfhgUIEGyM+MJynOf+kqgIXFKUGjSTyyxBdf/S5d1t6QbA3GpXZT0DYDltB/RzONKtIqKnMA85CyQsZjEQUxYD3IK9FpNdy4udjv+fhYHfMrlPXXa+vnZ4ceUnxvJShxw+u0s0/yZp/FKioqPgitwK84HGZX2X42pOvu3lHOtesKJxxPjjfwjQfW45AD+6zHcqGnnv868Cs8UmQqchflBs+JnhhkJhCNqD5pFZU5QHZCJgaNHofHGbStOCYOOlSBFEWBT79nBbdtLeVAVRu2IRcleUlsXpaLXqehpmcAAUHxBpqjraf42+lnef/y3SHZ4Yv3X7+Ab//+sH/bBdiwJGfS95lu1JG0isocQCtqKE4pCNpOuGLEvSSrIqz7FWQlcM+uCh64dQlXry5Ar/PmCi9PLyE/UXn5MxmZ1+sPMOTyX1hZKesWZbNpmW8RFgRYuyib8sKUSd9nulFFWkVljnBT+Y6Q2i/LWsC85PzgDUPkw6veG1J7u8seNCJEKf/6wXXce10FMXoNguAVZ71OZNf6eXzxfv/5sj0ON/3HWmh/7jydr9fhsgafkUwXqrtDRWWOsDZvOfmJObSaOwDvKPVK18PIQuGijPl8ZuNHpsSO3MTQdvVJsowmglV77tm1gN3by6iu78PtkSgvTCE5weC3vel0B12v1XmDqYcxn2xHn26k4L4ViDO82KiKtIrKHEEURb581Sf40YFf0WruuOzaEBCoSC9lYUYZWlHD8uxFzE/zH6UxWfSiLiS/NECXtSeiNsXotaxakBm0nb3VTNcrtT7POXtsNP7uGMUfW4OgmTmhVkVaRWUOkRWfwX9e91VOtp/lfE8dWlHD2rwVivzVkSLeEEdFegnne+oUX/Pc+TfYXLg2Ivfv6hjk4Ft1XDjbiccjUVicyoZtJZRWZExo2/P2pYB9eSxOTGe6SF6u3M8eaVSRVlGZY4iCyKrcpYo2qEwV9yy7jX9/838Uj6Y7rd0RuW9TQx9//e0RXK7RqJX6iz3UX+zh+tsXs3Zz0bj2Q63B48tNlW0zKtLqwqGKikrEWZgxnwdWv09x+3idMSL3feHxU+MEeiyvPVeNZfCKHYcK3iGeGU7KpIq0iorKlLCrbCv/etWnFLWNxKi/uaGPnm7/m2k8HpnTx6+IIlGwB0gzwxtgVJFWUVGZMpZkVWDQBBe53ITJ53k2DwSPtTabRtvIsgye4EPpmIzIJoIKFVWkVVRUpgydRqcoFjshAhnxklJjg7dJGW1ja+hX1K+tyYTt0kC4Zk2aqBVpWZYx99bQdO4pGs8+Tk/LESQFW15VVFSii/cuudXvOQEBvUbHkszwdj6OJX9eChlZ8X7Pa7Uiy1aNvjCG2gcV9es2D9H21FksdX2TtjEcolKkPe4hao79iovHf0d3y2F6245x6dyTnDnwQ2zm2Ze0W0Xl3czS7AoWZcyfsCVdQEAQBK4p2UxiTGTqD95y9zIMholBawJw/e2LMcaPul4EragsL5UMsiTTs7fB6yKZZqJOpD1uJ+cP/wxLfz3Dv53LXy6HmQtHf4nTPjDTZqqoqITAF7Y8yMqcxYiCePlLI2rYUbKZD6y4K2L3yStM4YHPbmb1hkLiEwzEGnVULM7i/k9sYOX68dn74uene/eNKxRqV79d8eg7kkRVnLQkublw9JcMWbv8t/E4OHf4pyza+M/oDLOz+u9sRPa4sDd601oackrRGGf2d2/u68Zi6ic+OZXElKmvQK0yOeL1cXxl66doMbVT3V2DRtCwImcxacbIJzxKy4jnxjuXcuOdgSNG9KmxJC7KwHy2yyvUwQbJMkhD0x+OF1Ui3VT9FPbB4IlW3M5B2upeZd6iO6fUHpfTwfE9L9BQXYkkSxSULmLpxh2kZMxcYPt0I7kcdD3zE2wXjjD2KRYT08l5779hyJw35TYM9HRy+tCbNNeexe1y4na5sFlMl6fPmfnF7HzPA6RkzL40lO828pNyyE+Knr9T5q75aGJ1mE51IDmCp20d6rIQV5I6DZaNIkTKxyIIwh5g27Zt29izZ09I10oeF3VVf8bco7yKsCBoWLHjO4ji1LxnOpvq+MfvfoTbNX6xUhA1XPe+BylbGtoWVre5B/PxV7DVVyEIEFu8nMTV16FNDG8U6LbZEHU6RJ0urOuD4bEPMnDwWUyHnwZJ8tNKIPfDPyQmt3RKbABobbjAC3/8CS7nUEB/oCCKXHv3xylfvn7KbFGZu0hON3X/dwiC6bRGoPhja9DG+0/YFCrbt29n7969AHtlWd5+5fmoGEk3n38ac8/5kK6RZQ/9HSdJy/WffjBc+rrbefxX3/VZj0eWPLz811+wZsdtlC9dS2pWXtD+hlpr6Pj7d5GGRisZOzoaMFe+RvZ7v0pM3nxFdtk7Oqn/1W8wnTuHPOQAUSR55XKKPnA/cUWRG9F6bGba/vx1XD2tBJ4DyrT/9d8p/sKfI3bvsUgeD6/9/TdBBRpAliRe/fuvSUxJJ7tw6l4ac4Hu7m4GBwfJzc0lJiZmps2JCkS9Fm2cAbc5SA1Ej4zpdCdpGydWp5kqZlykXQ4zve0nULQ/8wq6mw/5FWlZlrCc2Y/l9F4klwN9dgn69Hwczedwm3vQJqaTsPwaYouXjbtucKCXx372H0ELph174xmOvfksBaWL2PmejxKXmOzbDslD1z/+Z5xAjyANWel65n8p+MTPEITAa7gdL79K3S9/fUUHEgPHKzl54iT5d93BvPvuDdiHUvr3P4artw0lfxPZYcNWdwJj6aqA7RzdVkwn27G1mhEEgfj5aaSsyUPU+09R2XihCuvggPIVdVnmmYf+i/u/8EOM8YnKrnkXcejQIQ4ePIg0ZmZkNBp5z3veQ3r63PTrn+48z8sX99A40EKsNoZNhavZVbrVZ6Xy5JU59OxtDNyhAM7uiZ/lqWTGRdoy0Igs+5tOB8ZqbvZ53NHZSPufv4HkGN0i6mi5cqQuYDl7gISVO0m/4cHLeXb3P/8obpfCisKyTHPtWZ79w39z96e/gUYz8dc5WPUmbpO/hVAB90AX9rqTGMv8i1x/1emJAn2FHS2PP4loMFDwnsn56WWPG8uZfSFdY6k+GFCkzWe76HylBsb8mfu6rfQdbCJjZynJy337KAd6OkN+d7scQ7zy6K/Y/bEvhXbhHMRqtXL+/HkaGxtpaWnB7Z646GWz2fjjH//Ihz/8YVJTp9fX6nK50Gg0iOLUBJk9Vf0Sj515ftyxx848z77Gw3zz6n8mJXZ8TcTk1XmYqjpwBdm5KBoil/taCTMu0oIgKivzqxCPfZDWP3wFPK4gLb33HKx8jZiCBSQs3Y7dOkh99YmQ79nX1UpDdeUEP7WjvZ6el38X2AZZxtF1yadIu8xmWp78B23PPKfIjpbHnyTnhuvRxoe/e0ty2JAc9pCuETS+H1pHt5W+w81Yzvf4vlCG7tfqkOwuUjdMnD4a45PCikttazhPb2craQpcUXOVt99+m6NHj+LxKKth+OKLL3LfffdNsVUgSRKVlZVUVVUxMDCAVqulvLyc9evXk5ISuUiPpoHWcQI98hwJgkCHpZs/nnyCz218YNw1gihQ+KFVNPz6CJL9ihfamDC9hIUTU55OJTMeJ52QUuqNVQwDQ2zahGO9b/xJgUCPp2/v3wCwDg6E9cKQZZmGcycnHO988ocgBQ/ZcfW1TTxmNnP6X7/uFWiFNklOJ31Hjihq6w8xJg4xJrSMZL5cNeazXTT95aR/gR5D74EmnH0TXwzFi1YSjhtMlmU6mnwncn83UFlZyeHDhxULNEBnZ+cUWuRFlmVeeukl9u7dy8DAAABut5vq6mr+9re/0dvbG7F7vV5/4PI9JVlCHv6fJEvIssyRlpOYHZYJ14lakZybF4xudBn5GiauNBVjYXLE7FTCjIu0RheLTu9/K2cgckuunXDMev5QyP14TN3IskRcQnJYdoB34WosQy0XcJuCCxSAq79jwrGWx5/E3jZRvAMbIeO2hTYKvhJB1JCwdHtI1wx1No773j3ooOu1WkXJa0Ywn574O3CFOKIfi1Y7NVEv0U53dzdvvfVWWDOQqd5Nd+nSJS5cuHD5XmO/bDYbb775ZsTu1WXp8fbt4yUvI+OW3HRbfW/zNs5LJveORcTkjq5raGJ1pKwvIOeWBRGzUSkz7u4AiE8ppb+jMqRrEtMXkJq7csJxWak/+QocLReILViIIAihP6yyTF7J+D/eULvSqhQCXGGzLMt0vbX3ct+hEFdcFFJ7XyRveQ+2hlO4upsUtBbwmMe/jEynO5E9oa0zOH34AUWNFmW7DK64TtQwr2JZ8IZzjI6ODh555JGwrx8cHCQxceoWXM+e9W6G8vf5ampqoquri8zM4GWvgpEckxi04ECzqZXSVN9RGsbCZIyFybgGHchOD9qkmBmrdTjjI2mAnJKdIbQWyC+/mbKVH/Z5VtSHF1IkObwrttkFoYdv6Q2xlK/YMO6YJlbh7EAQ0GeNr+0mOZ24rdbL55WiS0kmafEixe39oYmNJ/e+bylrLAhoE0YXnBw9NszVXSF7KTQxE8cLxvhEksPYOFS6ZA0xxvBmZ7OZJ598clLXDw0FT/U5GUwmU9AB0DPPPBOREf3a3OAv6RNtZ4K20SUY0KcZZ7QYbVSIdGx8Jmm5CjaHCBoWbf4iWUXb/IasJazaFZYN+gzvG/W6ez8R8rXzl69Dpx8f3B63aBMoqYAsCCSuvm7cIY3BgD45+fL5K5F9fAEs+NIXQrTcPxpjAmKMMqFLWHY1ALamAZofqcKtIK/vlRj85OxNSJ647hAIQRDYeuv7Q77/bMdsNk9aZKdqFN3d3c3DDz9Me3t70LZms5ljx45N6n5uj5tnLrwWsI2AQP+QaVL3mS6iQqQBipbcTX7FbWj1E3NCCIKGxLRyll71r8TGBV5ZTdl8F2JsaHklBH0s2iRvv/FJqVx1s/J4Y0EUKSyfmCNAFLUkrAwyQxA0pO96AEN2yYRTqVdfjSx7p4ZWMYbmmAy6dUmXBdmDgFPQ0qlP5dX0tRzZ9kHiF0TWXxZbtjpom5h5i0lYcQ2yJNP50kVkt/LFqrGIsRNH0s211bTUVYfUz+J124mNm905XWwWJ3tfqeEXP9rD//zHa/z1t4epqQ68sNfTo2z9wx85OTlTsrHFZDLx6KOPhrQoePz48XGx3KHyev0BLvTUB2wjIyNJ4T2r001U+KRHyJq3hax5W3C7bAiCFo029LI1oj6G5K3vo++V3yq+JnX7+JHX8s3XklVQwoEXHqWjKYBvWRBISE6jeMEKn6czrv84smNoOO54zBRO1BBXsZ6Ube9DnzYxTKyhzcT3ahPZFpNFdUIJF+Ln4RmeOWQ4+im2tXEkeREI3lSPCAK0w7y9tdxxtbLdi0pI3/lBbOcPIrt95/GOLV5O9t3/iqDRYanrw20Jbz0A8OkeOXdsP+B9EV65MOuL3JIFbLlJeV29aMRssvOnXxykf0y0i6Wmh7qaHq7aUcb2633nXU5ImNyLafXq4C/kUGhsbOTAgQN0dXWF7L6w2WxYLJawR/Zv1r+taG2prr+JVnMHeYnRnYsnqkR6BO0kilI6Ohroe+0h5fdKySZx9UQXSXZhKXd94mvUnDzEW0//EZfjiqmkIBCXkMyN9/8Top84YYDM2z5Dyrb3YjmzH2nIgj6jkLhFmxF1vvf+u9wS33noMF1WD4/nekfiwhgF6zKk0mVIBUFAFMe7Qp5/u4Hbtpai0URmgqSJSyL7nq/T8cQPke1WvErqvWfC8qtJv/H/IQy7dNymyU21RR85gC2mMavvguB3EVUQRLbcfA/LN4WythGdvP7cuXECPZb9b9RSsSSbnPykCecyMjLQarU+N6wEYyRWOVK88847HDx4cFJ9aLXhS1OPrV/xBrk36t/mAyumNlHbZIlKkZ4MpmMvgsJpjC6jkNz3//tlofFF+YoNzFuwjAsn3qG5thqruZ/4pFQKy5dQvmIjekPwKaIuOYuULcpy5h463U7PiOAN+6NlRQlvodc0RGe/jdz0yC2axRYuYt6nf43l7AGcXY2IBiPxi7agzxy/Kq6ND79Yp2jQYiyYKDwJyWm0D8c7C8Lwq+oKoS6Yv5iN191FZl5R2PePFmxWJ+dPd4Asj/sxBYHLz0Ll4SZy8n2n4Lzuuut44YUXQr7vjh07Lu+4nSz9/f2TFmidTofRGP5ALTU2GYvTf0HaUWRazcH95DPNnBJpye3EWv22orba5CzyP/pfAQV6BEOMkWWbdrJsGkZqtS0DitvKsjzhw6ULMKoPF1EfQ2IQ/3pcaSoaow6PLYSNRMOmJ6/J9ZnDY+HardScOjzafNi1MzKNnb90LdfdE/pCbzQyZHfx1ssXcLsnjgBleXg2JQj09/nPG7FgwQKqqqpoaQme7hdAo9Fw/fXXsyCCaxlHjx6ddB8ulwu32x32aLoivYQmU/AKTrIMCWHu0ZhOombhMBIM7H9cWZy0RkvOPV9TJNDTTUyAhENXcuXsvyw/iYyU4MU4pwJBI5K5swxBVFjpQgBRryF1YyGpGwp8NskvWcCSddsnXioIJKVmsuWmeyZndBQgeST2vXqBH3/zVY6/c8lvO3k4jCchMfDM7YYbblC0ALhr1y4+97nPRVSgYfILmOAdfNjt4W9kSo5R5ssWBIGritaFfZ/pYs6MpGWPm8GqNwP6LkeIX7oNXWruNFkWGpuW5/K312sUtR07iBYFeN+1ky/mORni56eR996l9B9txdbQjyzLaOP1iAYtmhgtccUpGEtTcXZZETQCsYXJaHz4osey7bb7yZk3nzOH36K3s5WY2DjKV2xg2aadsz6KQ5JkHv/TcS6cUbYlW5ZlVqz1/UIbITExkQ9+8IM8++yzPkPetFotu3fvprBwalJtTsZNMYIoipOKNInTK7NhTd4ylmUtDPs+08WcEWmP1YTHZiboDjVRQ9KaG6fLrJCZl53I9lX5vHnMd4a/sYy4OtKTY/nQTYtYu2jmV6ljcxOJvS3wSMaQGtoHuXzFhgmbheYC1VVtigV6hMTk4OIVHx/Pvffei8lk4uTJk3R0dKDRaJg/fz6LFy+e1KJcMNavX09dndLdtr4pKipCN4liFuvyVvCXqn/gkTx+dx3eOP8a7ltxR8R88VPJnBFp0RALouitIiKI3uK1ExDIuPlTGLKKptu8kPjM3StIS4rhH3tqcfvIf5GTHsfXPryO1m4r8bE6FpWkoRGj/2FTGU/VUWW+47FUHmnmaj9heFeSlJTEtm3bQr7HZMjJySErKyvshE2iKLJz5+TWftLjUtlVehUv1+69PF4bK9Z3LLqe9y29bVL3mE7mkEgbMZatxlYzvHAhiIykAh0+QNquj5CwdHof2nDQaEQ+cOMi7t5RzhvHmnn5UCODVidxsTpuvaqE6zYUAVCYrSa2n8309SiJQLjimu7Qr4k0suShv/M0fR0n8biHiI3PQaM1YO49j9tlZ/2iTN40C1jsocVH63Q6du/ePemYb4APrLyLBEM8L1/cw6DTioBAUkwCt1Ts5OaK2RWqOWdEGiB12z0MNVUjDY08yMJlx21MwQISV03MmhfNxBi03LS5mJs2FwdvrDJr8HgkXnzyNP29oVf4iE+IXG29cPC4HdQc+zU288gsQMbSP9694bT3saZMoMtkpLopsOBqtVpSU1OpqKhgyZIlEfFpA4iCyJ2Lb+SWBdfS2N+MIAgUpxSijcJggWDMKZHWZxSQe/+36dv7KLba4yBJiLHxJCzbTspV70XQvDvTV6pEF68/f46TYbg6AJavzY+wNcqxD3Zw4dgv8biUvFxkMpNsGJcWc75hCI/HQ35+PitXrsRms2G320lLS6OgIPBC6GTRa3SUp09MuzCbmFMiDV6hzr7rS3iGrEhDVrTxKQjv0tzCKtGH3eak8rCSFLATKShKITtv4qafSOFyWOhtO4ptsBWNxkBMXBZWcwsOWw8IIjaT/xBB38hkJVvY9uCnpsTedwtzTqRH0MTEoYkJv4yUispU0NTQj8sVXvKg3e+fmD89Uph6LlBf9Seky1WNIlMAYMjqr76nilLmrEirqEQj4yK+QqxnMFWVU4asPdSe+H1oxihkMnl4VLzMqR2HKirRTmFxKjpd6ItXMbFa4oPsNgyX6kM/YSoEGiAtd82U9PtuQh1Jq6hMIzGxOtZsmsfBvfUhlWpbvrYgLHEPRl/HKWTP1FRkETQGMgs3T0nfU4Xd5eGd1l6OtffTP+RCBFySjCTLFCQauaYog2WZU7cu4AtVpFVUpplrblyA2+3h+MEmJECWAgt1QpJB8QaWUGm+8MyU9AuQP/8GNNqpGf1PBd02B/9z+CLddt/508/1mjnXa+bmshxumZ8zbXapIq2iMs2IosD1ty9h89VlXDzXicvp4Z09dQyaJiYHy8pN4IHPbkGrnZr4XrdjcEr6BYGk9OjPizGWh09d8ivQAJLszZHzfG07K7OSyU+cnmRmqkirqMwQCUkxrNowD4D1W0uoOdvJvtdqsAw6SE41cv3uxWTnTvXUemp80cmZizEYU4M3jBJaB+3U9luCtpO9GWM50NLD+xZNbYz3CKpIq6hECeWLsyhfnDWt9xQ1sUie8NOC+iIhtYyiJe+NaJ9TTdugnSBeJ2D4lSZDb4ARd6RRRVpF5V1Mev5aui7tU9Q2Ji6LIVv3uGOG2HQy8jdgt3ag1cWSkrWMuKSpSYM6lcTplEuhDAz5KM4wVagiraLyLiZv/g30tBxC8gQeGcYlF7Fg3aew9Dcw0H0OWfaQkFJCUsZCBGH2R/I2mkLLo9I2aMcjydOSfVIVaRWVdzGiqGXRpi9wZv8PAN+jQ60hgfmrPgpAfEox8SlzL+HX3qbu4I3GYHG5qe23UJE29YUnZv8rUEVFZVIYYlMoW/khRI2e8bXPBAyxaSxc/1k02pnNvjeVuCWJviHltTlHBs9DbmUFrydLVI+kzb219LYfw2kfQKePIyV7OckZi6OyNqHKKCaLg6YOM8fOdVLT1I+MQHlhCtdvnBfRSuYqkSMpYyGLNv4L3S2HsA5cQhC1JGcuIS131ayKdQ4HURAQ8TePuLKt918B4d0dgmcZaKTxzN+92bfG0N95mviUYspWPoBGq58h67w5FMy9F+nvOInkcZKQWkZa7iqspiZ6Wo7gsPeiMySSlrtmxn12loFG+tpP4HbZiInLIj1vLR6XHY/HQUxcZkRzKwwMOvjN06d4u6ptwkr52fpenttfz+ffv4oty/PC6t9qHqCzuR5RoyGvZAE6/dwd3c0EBmMa+eU3zbQZ044oCCzPSqKy06T4muWZSaTFTs/zF3Ui3d7wFm0XX8J3/KaMpb+B1osvULhw93SbBnizel088Xuc9r7Lx/o7q2g69xRX2jzQdYaU7OUUL71XsVCbz51n8EINol5P6vq1GNLSwrJTliUaz/ydvvbKkSMAtNe9Or6hoEGjjcEQm0pOyY6wXyq2IRdf+OleOvv8h3O5PRI/fuQEC4tSSUtSPgpxOR3se/YvXDh5CMnjBkAUNRTMX8yCVVsQBMguLCU+afbE5frC7bLR3fwOfe2Vwy/VTDIKNpKavWKmTZvz3FCaTVWnKeBoemQUXZBg5L6l0xfBEjUiLcsSF4//jsG+i8Fa0tt2nLwZ2HLqcQ9Rc+zXuBxmn3b5or+jipi4bHJLA5fscXT3cP5H/4WldrTKRcNDD5N9/S6KP/IhBDE04exs3Etf+4ngDWUPHpcVm8tK3cmH0RkSWbjhn9EZQnNLPPZ6TUCBHsHtkXjl4CXuvX6B4r5f/usvuVRzalwVeEnycOnCKS5dOAWCgChqKFu6hu23fwC9YXqmoZHE5bRw/tBPcQ71Xz5mcVqw9Ddg6a+ncOEdM2jd3Kc4OY7Pri3j91WNmJ3ucef0okBxchxJBh0rspNZmZWMdhprikaNSLfVvqJAoL1IHgeWgUskpU9NPgN/9Lad8CPQgeloeIOc4qv9+tJlj4fqb38XW/OYah2yjOxy0f7cC3S+/gbxxcUUvP8ekpcsDno/WZZor38jZDsBXA4zp/Z9m7z5N5BdtF3xdS++06i47am6Hu4F7BYzZ4/uo+HcSSTJQ15xBUvWX01y+uiGjo6mugkCPQFZRvK4uXjqCHbLILc98AXFtkQL9VV/HifQo8h0Nx8iOXMJiWnl027Xu4lFGYn8146lnO8d5Ey3GZ1GZFF6AuWpUx/BEYioEGnJ46Kr6e2QrultPTLtIj3YVxPWdbLkpr/rtN9pa+/hIxMEetyo0T6EufocZ7/6DbSJCbgtVpBltPFxZO3cQeG970PUj/ronUMDSJ6JeSBCMJjWmhfobNxLdtF2Mgo3I4r+HxVJkrE73H7PX4nT5aG/q51nHvpPrIOjfsCe9ibOHtnL9e//JPPKlwLQcK7SXzc+zJZorj1LW2MNuUWzR9Ac9n4s/fUBWsj0tB5RRTrC1DT389LbjdS29BNr0LF5WQ43X1XKwvREFqZHT5HnqAjBs1s6ggbTX4mp58KYKhL+GXK4OVDVyiuHLlHT5GukMh6Px0NHRwcdHR14PFeG2IQ/xTH3+p8lDJysGv3mCoG+Erd5ECQJZBn3oIXWfzzDyX/+Ap6h0XST1oHmsO0cdy+nhZaLL1Jb+RCS5F+EPVJou68yU2J57fHfjhPoy/d0O3n1b7/G5fS+ZDxud+BRtA/OnwjthT/T9LYeCdrGPtgxDZa8O2jrtvCJH77B5/93H68fbaKxfZBzjX387tmz3PO1F6hvVb6AOB1ExUjau1AV2gdR8jjxuO2IAYrLPn+gnkdePo9tzChvfn4yX7hvNdlpE0trHT9+nGPHjmG1WpFlGZ1Ox/Lly9m6dSuCIJCYVs5A15mQ7LxMQKERRtuEUX3D3tJK06N/p/jDHwSY3Cj6SmSZwb46eluPklGw0WcTnVZDrEGreDRdluaks8Z/vTynw87FqsMsWruVnHllnDzwSkgmt9RWh9R+pnG7gvvyvTHM0UF78wBVx1sQEChdkEFpeQbCNPpoJ0O/eYjP/PgtHH5KmNkdHr7wk73864fWsbQsnRj9zEvkzFsAxMRnI4g6ZEl5QDkIaAKEj715rInfPH36suaNlC262DLAN359kJ98fjuxhtEf/+DBgxw8eHBcEnaXy8WxY8dobm7m/e9/P6k5q2ivfwOXI/Q3bUJamd9zySuW0fna6yH3OZbOV16j6AP3IWg0GJMiX1G6t+2YX5EGuHlLMY+/oWxNIT/RRaevE2PeT/093pFj8cKVGGLjcNitim31NUKPZvQxycEbCQIe99CMxCyfOdHKkQMNdLUP4nZLSGPiKw/vbyApNZYP/L+NpKRFf6ms//7rcb8CPYLLI/Ot3x9GFGDL8jw+ffeKcVox3USFu8Pccy5EgQaQsPQ3+DzTbx7iZ4+dHDcoHRmkSpJMZ7+NPcdHXQJ2u50jR474rZLR2dnJO++8g0ZroHzNg+hjQwuL0+rjScla5vd82vp1GAvywxpFj+AZGsI16M0NbEzIRR8boXC04bebcyiw8N1/w0IWFgW/5+KSNHKy070Lo5I0/kse/WqpO4fNYqK7vYmktMwQTZ4do7oR3O7geSNspmYuHv+tIhdfJHnusSqeeqSSlksDOJ2ecQI9gqnPzs+//yb7X6/BM42Jh0LF7ZE4VdcTvOEwkgz7TrbyiR++gcU2fVnvriQqRLq75XBY1/W0TPTldfbZePAHb+D2+Bc8SZI5em50LFdXV4fbHXiqfuLECSRJIiYug6VXfYX5qz9OWu4akjOXkF9xK8ZE/7llPS47riH/USGCRsOib3wNQgyzu7IPTexo6Jk3Nnuyb38B0e7E2NBF3NFqLv3kY3Q98xMc7RMXuQRB4Ef/dBX/cu8qEuN8T83nZ+u5pbSTN554KGjZqO7WRh7+wRd4/BffpqvF98vYH3GJKSG1n2n62o4ramc1t9DXcXJqjRlD3fluKg8rW9+QZXjrpRr++IuDuF3Ts106VDr7bIS4fAJAr2mIj33vdTr7QkvCFCmiQqSv3FmolMH+2nEfdrvDzVf+74Ai3+iJ81089NxZTBYHLlfw0YnT6eT3v/89ZrNXbBPT5lO05L2UrvggqdnLsQ+2wbhNIIL3SxCRkelpC7w4ZEhPI27evCvKSSsnfcsmNIbRHVDxyfNYuOEzJKT6d7MEQztoJ/FsM/puM4LTicc6gOXsAdr+9FWsF3z/PFevLuCRb93Ar/91BzdtLqZiXgprFmbytXvKWOp+jZP7XsQ2OKDo/pIn9EVDgCUbrg75mplEiU8avFPBnrajU27PCG+9fD7ka1ou9fPOnrrgDWcAnSZ8ubPYXfzTf72FyRLB9R6FRIVPWqdPCEuo3U4L/R0nSc1ZCcCeEy30mpQlMPdIMs/sq+NodQefu1OZkJnNZh577DE+8pGPII4Z9TpsvcgjDlU/u/Uc1tEsW5IksafxEG/Wv02XtYfkmES2F29k8c7tWH/3sCJbxqJNSKDw3nsmHI9NyKF8zYO4XUP0dVRi6a/HOdSPTp9IfEoxyZmLcTnMCIKGIVsPrTUvjIsDN9Z3eed8wvALZxjZ46b7xV8SW7IcUed7a2xuejz/745RF8+Tv/oeNotp9Pc0RYiihsVrt07pPSKNRhuD26nEjSFj7W/g/OGfkVOyk6SMqS1P1dOlfB1gLMcPXmLrtdEXLpiZakSvFXGG6ZKxO9x87+Ej/PDTV0XYssBEhUhnFGzEMhDalHaE7pbDl0X6aHXoYUptPVb2nTGTmJh4eZQcCJPJRG1tLeXlow+hVj8xUuRKtHrvDj5Jkvifg7/jaOto2J3ZYeFPJ5+kPLWY3UsXYTt1VpnxgkDq+nUUP/AhYjL9+221uhgyCzaS6WPhzzDsu45LKiAlcwndLQfpbT2G1N6C6HIP+3cnju4luwXrhcMkLAkuiL0dLXQ0D4+uJuF3V8LSDdfMuh2Habmr6Wzco7i91dxC7cmHKV7yvsvP/lQQrmt/0OzA5fSg00dXIjSr3TXpIUJ1Qx8NbSaKp7ys2ShR4e5IyV4edjUHx5hKER4l9W/GMtz8rePN3HrbbeNGx4FoaBj/QomJyyQuMXBERVrOagD2XTo8TqDHUtPXQO171hKbrywBUc7NN7LwX78UUKBDQdToyJq3lUWb/oWCebvw5gbz/0l1D3Qp6tfUO7bd1C3qpWTksvH6u6as/6kit+x6dIYQPvTDL7qWmheQpanz/+bkhydEWo2IVhcV0jKOg6fbQtcIHzz1Vm0ErFFOVPwmBUGkYu0nSc1ZFfK1Wt3oKHZJSVpoK/vDTa1DbhISU/jgBz+o6DJfi14FFbchir5jttNz1xCX7H0JvVkfeKPFnqbDlH3m08GNEAXiioqCtwsTbULwSA1torIol9j40d1bUxl5semGu9DqoieeWCmiqGHJli+TnLkUBCWjTxlkCZfDHHCT1GTZtis8l0VuYXJURtgMWCIToXG2vjci/SglKkQaQBA1FC+9h/mrPooQYAvylSSmjybquXbdPOJidIqmaWPbJMfriTVoSUhQtkd/YGBgwrG45EIq1n7Cm+96WP0NsWkUVNxC4aLR0V23rW/CtWPptfUTP7+MhIrAW951CYmkX7VZkb3hYCxbhSYu2e950WAkbsEGRX1lF5aSnJ7t/Ua4/H8+CffDLYoaCoe3ks9GRI2O0hUfYNXO76FTEjcNgMyl6idwBHmmwmVeaRpZuaHnrbjutkVTYM3kycsI7pZUgjWEAgGRIGpEeoTE9AoWbvgs8SmlitprDaMPUXKCgW9+dD2piTGIAXZACYwXg53r5iEIAqdPn1Z0z9bWVvr6Jn4wjIl5lK74ACuu+TbLt/87S7Z8iczCLePulRITeAqZFJOAKIpUfPGfMWRn+2yjiY2l4sufHxfNEWkEjZb0Gz6OoPHxwhRE0q57AFGvzPcrCAJbb3k/muG+BFEYL8aCQF7JAooWrqCwfClLN+4IOVd0ckbW5f5nM4Ig4goSkz4Wl8NE9cH/xuOemqiD5NTQNqgY43Tk5CdPiS2TZe2ibFITJ78ZKCN5etc8ovKpjo3Ppnz1x6ja+x08LkvAtg7reL9oxbxUfvtv13LwdBuN7WYEATwemYOn22nvsQ4HKowKRHlBMnddMx+AtrY2xTZWV1ezZcsWn+dEjc7vdvXtxRup72/y2+/Vxd7FPUNGBqt+/r90791Px6uv4ezuQRMXR9rG9eTccD361KmPBY4rX0vOfd/CdPgZbHWVIMvEFi0lacOtxBYGz8Y3loKyRez+2Jc5tud5Ll04hQxk5M5j2cYdLFi5aUIq1tb6C/R1tvjuzAepmeEVEog2LAONhJ4iwUHVnv+gdPkHSMpQngJWCfnzUrhwxuf+UJ/c/aE1Eb1/JNFqRL7w/tV8/Vdv4wqwjyIQggA7101vNfSoFGnwuj8KF9xOw+m/BGrlM0G9TiuydWU+W8csfH/wpkXsP+lNtNTWbSEpwcA1qwvYtWHe5f35RqPyUYPFEvjl4Y9rijdxuOUEZ7sm+hILknK5peLay9+LOh1ZO68ha+c1Yd0rEsTkzSfmjsik/swqKOGm+z+Dx+NG8ngCjpaT0zJDEulFsyzszh92SyfeuV5oIiJLLuqq/sSCdZ/EGGQROxRWrCvg7TfrGLIHnuKLGoE77ltJYUl4RSqmi8Ulafzfl67hn/7Lf/6OYNffuGl6C/FGrUgDJGcuQqMz4nH52ukjgCCQlKHM/yUIwrBw+3+AFy5cSGWlstSYiYnhpTLUarR85apP8dLFt3ij/m26LD2kxCazvXgDN5fvxKjQhTCb0Wi0QV0T+WWLqK9WULQA7yi6cP6SSJg242i14f/9ZclNR+NeSpa9P2L2xMUbuPvDa3jsD0cZsk/cJCYIsGZTEdfdvjigizGayEmP59sPbuJLPz8Q0nXv2TGf911bgV43vaGFUS3SokZHdtF2WmtfHh9fO+yuiEssiGiO3ZycHEpKSqivD5TbF0RRZMmS8EVBp9Fx64Jd3LpgV9h9zHXKV2zgwAuPIk1IFzue1Kw87v7UN6fJqqknKWMBotaA5B4K3ngCMuaeC+OPeDzY2zsQNBpic3yvcQSjqDSNz35tB6eOt1J3oQtT/xDGeD2FxamsXFdA4jT7aCPBwuI0YvQahpzBQxhjDVq+/pF1LC3LmAbLJhLVIg2QXXw1suSm89I+PGNyTielL6BoyXsjHupzyy23sGfPHk6fPo3kY6O/IAhs27Yt7JG0ijJiYuNYe82tHH7tH37bLN9yHVfd9L5ptGrqETV6ElNKGehWuKHpCmRZGv5Xpu2Z52h//gUcvd5FbmNBPgV330X6ltCjggwxOtZuLmLt5qKw7IpGtq7M49XD/teHAK7bMI9P3bV8RkMKo16kAXJKryVz3lWYe2qQJBdxSYXExE3NW02r1bJz506uuuoqLl26RF1dHW1tbbjdbrKzs1m1ahUFBf6TKalEjrXX3Iogajjy+j/GjahFjYbV229m/c7bZ864KcQQlw7dofulwZuzBaDxoYdpe+6FcTNQW1MzF378v3jsdrKuDVxz893A3Tsr2FfZwpDTt296+fx0Pv2eFdNrlA9mhUiDN79BSrb/dJ+RxmAwUF5ePm77t8r0s2b7Tay86jpqqg4x0NWBMSGJsqVriUtMnmnTpowYY6bXpSdDqEIdl1xE/8kq2p59fuLJ4Xy9l/78VzK2b0PU+S+Y8W4gK9XIlz+wjv/6y7HLhUFG3mlbV+bxhfevnkHrRpk1Iq3y7kWj0bJwle9wx7lISvZyWi6+gMc9FFKuE1mS6fjLS9hP+K96A+Aymxk4WUXq2ugNl5su1izM4vdf28Vbx5tp6hwkPlbH9lX5FGZHjztTFWkVlShDozVQvPRe6qv+jCS5hoU6uFh7Gmw4KhXkU5FlbzFjFQDiYnXcvKVkps3wS9TtOFRRUYGk9AoWbfwcWYVbMCbmDcc++1+8kmUZ94EelLpHYrKzImOoypSjjqRVVKIUgzGd/IpbLn9v6j5HbeUf8CXEsskNVg+KNsIIAgnl8yNqq8rUoY6kVVRmCUkZCylf+/8QJxSjFcApozQBdHxZKYImunI9q/hHFWkVlVlEQkoJy7Z+lfzymzEm5KGPTSUpfQHzr/04hjRlW7LLPv2JKbZSJZKo7g4VlVmGRhtDVtE2soq2jTued+cd1P/md95v/ESF5N5+65TmIVeJPKpIq6jMEXJuuA7J6aTl8Se80RtjhFqfmUHBnXeQfb2aimC2oYq0isocIu+2W8i+fhcDlSdx2+3oEhKJyc4iNjdnQjpYldmBKtIqKnMMjcFA2ob1M22GSoRQX60qKioqUYwq0ioqKipRjCrSKioqKlGMIIeQwCVgR4LQAuQlJSWxYsWKiPSpoqKiMtc5efIkJpMJoFWW5QmloyIp0gNA4FLYKioqKir+MMmynHzlwUhGdzQAxYAFqI1gvyoqKipzmTIgHq+GTiBiI2kVFRUVlcijLhyqqKioRDGqSKuoqKhEMapIq6ioqEQxqkirqKioRDGqSKuoqKhEMapIq6ioqEQxqkirqKioRDGqSKuoqKhEMapIq6ioqEQxqkirqKioRDGqSKuoqKhEMapIq6ioqEQxqkirqKioRDGqSKuoqKhEMapIq6ioqEQxqkirqKioRDH/H97/mt5706MyAAAAAElFTkSuQmCC\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 1000\n","Propagation at iteration: 1000\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 1250\n","Propagation at iteration: 1250\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 1500\n","Propagation at iteration: 1500\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 1750\n","Propagation at iteration: 1750\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAACEnUlEQVR4nO2dd3wc5Z3/3zPbtVrtqvdmddtyb4CNjammQ+gQEkJIhZRL75fk8rvLpdylkIQkRwIECL1junvvVZZsSVbvbSXtatvM74+VZPWtktbOvO/lHJqZ55ln22ee5/t8iyDLMgoKCgoKkYk42wNQUFBQUJgcRaQVFBQUIhhFpBUUFBQiGEWkFRQUFCIYdbg6EgThEJAL9AFnwtWvgoKCwgVOPhANVMuyvHjsSSFc3h2CIHQD5rB0pqCgoPCvR48sy5axB8M2k8Y7gzabzWYWLVoUxm4VFBQULlwOHz5MT08PeDV0HOEU6TNA+qJFi9i8eXMYu1VQUFC4cFm3bh1btmyBSczEysahgoKCQgSjiLSCgoJCBBNOc4eCgoLChEiSm4G+FgRBRB+djCAo80N/UURaQUFh2nAOWGmsfJfu1uN43AMgy4iiGpXGgN6YjFZvQZJciCoNlsT5mBOLFQEfgyLSCgoKYcfl7KPu1Gt0NR8BRrv5SpILyeHC5bCOOt7RsA+NNoasebdhSSyZwdFGNopIKygohBWP28np/Y9h72thrED7wuW0UnnocUxxBeQuuJf+nho8Thv66GSM5ky/+pAkN25nHyq1HpVa7/e9ZUmi7OB2ulqbiE/NpGjhKgRx9mf1ikgrKCiElc6mA9j7WwlUoEfS23mGY1t/hix7ho9FmdLILb0bvTFp+FhPewUNp9/G5bAiiGpkyYPb2Tt4bwGDKY2s4puJjs2Z8n5Hd33Ajreew+NxDx/b9PLfWXDxFRQtvoiEFP8eENOBItIKCgohI8syTnsXCAJdLUdBlkLtEVlyAQIIAgC23kYq9v+ZkpVfwum0UnX0aZy29in7sPc2UL7vUeLTlpM977YJ7d0VR/ay9fWnxx33uF0c2rqRQ1s3Eh0Ti9ESh05nIC23kLnLLiXKNDMB1opIKygohERb/R5azm7BYWsnlNmzP7gcVo7v+DmSxxlQu47Gfai1RjIKrxt3bufG53y277N20WftAqD2zAkObXuX6+//Mqk5BQGNIxhm3+CioKBw3tHfU0fNyZc4vu2/qD35Ig5bG9Mt0N7ZuRywQA/RVrcTt8s26lh/bw99PZ0BjkPGYe9n49O/x+0KbiyBoIi0goJCQDScfptTe39Pe/0eHPaOmblpGBLBSR4n1o7To47ZenuC7s/WZ+Xk/m2hDssnirkjQrHVdtNzuBlnhw1Rr8ZUkkjMvCREjWq2h+aT/j4HLqcHp8NNc2MP9n4X0TF68ooS0Rs0sz08BT9xDnTTXr+Hvq5qZMBoycbt7KejYe/gFdNdH/WcPTpcjNyIBNj74Wsh9bf19aepKT/GqqtuJTEtK6S+JkMR6QikY2ctnbtqRx0baLRiPd5C+u3zUeki82Orqmhny3vl1FV3TXhepRJYc2UBl15ZOMMjUwiU3s4zVB5+whuAMkhfV+WM3FtUaZE8rrALNAiYLLnDf/V0tnL21OEQ+5SpqThK09kKbn7omySl54TY33gUc0eEYW+0jhNoZO8/R3Mf9c8cwWV1zMrYJqOv18FLTx3gH4/tnlSgATwemc3vVLBz08z82BWCw+N2UnXkH6MEeqZIylrDwnU/IjXvirBHHhqiU9AaYof/bq0/S1jy6csyLucAu955MfS+JiAyp2T/wnTta5hyFenssHP2z/tIuCyX2KXpMzewSWhr6eWJP+zC1uf/BsoHb5YRlxBFcWmqz2tlWabqxAFO7t+GtasN58AAbpcTl9OBWqMlNSuPi6+9i/jktFBehsIgLkcvNSdfwu3qn/F7R8fmkVl8IwBpeVeRkL6SrubDuF02dFGJtJzdxEB/a9D9z1n0iVF/qzXasFlsZFmm7swJ2ppqSUwNr9lDEekIQfZItLx7hv7T/m3EtG+qRhNrIHpOnM9rrVYrhw4doqqqClmWycjIYPHixSQmJoY6bF555nBAAj3E838/wENfXU1qhmXSa2RJ4v3n/8LpY3u9M54xsx6nx01NxTFqKo6RO3cJ19zzeVQq5SsdLD1tZVQeeRJZcvu+eBqw9zaO+lurN5Ocs3b4b6M5k1O7f4MkuQLuO73gWvRR8aOOZeSVoNFqcTnDtzJ97rf/zrJ117Hq6o+FrU/F3BEhtG89S+/JwGYJ7R9VjTsmSRLNzc00NDTgdDopKyvjySef5MCBA3R1ddHd3c3x48d55plnOHMmtFKUTfU9NNcHvzv+9kvHpzxfdnC7V6AlyefufvXJg/z1Jw9TcXh30OP5V8Y50DOrAg2CT/E1RCeTNfc2IDBbtUptICX3snHHNVodyy67MaC+fCOzf/ObHNnxfth6VKYdQeK2ubDXdCNLMoaMGDRm/3MEjMUz4Kb7SHPA7VzdA9jbejnbXs+ZM2fo7OzEarXidHpntoIgTGpzc7vdbNy4kdtvvx2Xy4XFYsFkMnnH4/HQ0dGBIAgkJCQgTLKB09E2YbUfv2ms68bjllCpJ54rHN+92SvQfuJyOnjvuccQ1Wry5y8LaWz/arTX7wmPQAsiwqCInvOkEPBpVxAEjDG+Q6/jUhbSXr+bvp6acwd9RDfmlt4z6bml666l+tRhmmtOT3pNMOzf9AalF12OGIbcH4pIB4gsybRvqabncBOyNPjFEwRMRQkkXZmPqA3cRc5W1w3u4MJo33r9LWp7GicUY1+bIk6nk6ef9obDiqJIbm4u8fHxnDx5kv5+r00yJiaGFStWsGDBgnHtJxNvf5Fl+MN/b+buB1eQkBw96lxXWxOtDdVB9bvl1ScVkQ6Q3q7xq7JAScldj96YhCVpHiq1HpejF0FU43b2UrH/MVyOoZwaYxjcIEzKXuPzHoKoIn/Jp6iveJPOpsPe2bcgAiqQXWOu1TBnwX2YE4un7PP6T3yZ5x/9KdaOFn9fqk/s/b10tzURlxz6vpEi0gHS/HYFfafaRh+UZXpPtSE5PaTdMnf0KY9Eb1kb3Yeb8NjdaOMNxC5LJyrLguR0I3tk7LXBmQwkJBq6m5HDsPshSRKVlZVUVo72vOjp6eH999/H6XSybNlo4YtLMIZ83+4uO/98fC9f+OY6RJX3x7r3w9fYF4L/qr2/l+N7NqPR6rAkJJOcOSeofvqc/Ww9u4em3lZidNGszl5Bqsmb3KfB2syA20GqKYkojSHosUYKohiaFETFZJJesGHUMY3OuzJTawwUr/wSrbU7aG/Yg2c46u+cH3TqnMuJTS71614qtZ7subeRXnAtDls7okqHIToZ50APXa3HcDn6sCTNI9rPrHl6g5HbPvsddmx8nsrj+/F43AiCQGp2AfooE5XH9/n3JowhXN4pikgHgL2hZ7xADyFDf1UnvWWt6JKi6S1rw9Fhw17XgzRwbhnp7hnAVtWFyqTFM7jhJmiC+zAFBGLlaNqE4O3C/rJt2zYWLFiAVqsdPhZj0SOKApIU3ENiaCLe1Wnn1PFm5i5M4/SRPez94NWQx7v51SeGb5KQmsVVdzwU0Kxmb/1hHt3zBI4RIcgvn9zIioxFNPW2Utvj3eTSqbVcmr2S+xbeik6tnay7iCc+fTnWjvIgWgogiBPmxACQZBmnR0KriyGj8FoyCq/FYeuko3EfDnsXWr2Z+LRl6I2Bb2KrNVGozec8KbR6M8lZq4N4DRBlMnPlHQ+x5oZ76Ld2YzCaiIqOAeCpX3yTns5JfveToFJrsCSmBDWWsSgiHQDtW2umvkCG5rcq/OrL0zv44xdAdgZu6hiSxaXk8w4HAm4fKJIkcfjwYVasWDF8zBito7g0hbKjTUFF7coyCMggCNSd7WLuwjS2vfVsGEftvUl7Yw0v/+W/ufvLP8HoR+ayemsTv939OC6Pe9wqZVfdwVF/210DvHdmK3U9jfzwsq8gnqdVRWKTS6lV6wP2jTZaskjP34ApLm/UcbvLw8bKZnbUd9DncmNQq7goPZ5r81MwRcWRln91OIcfNvQGI3rD6BXiDQ/8G//41XcJxF+vcOHKkM2BQ5yf36hZYqC5d7aHMALvF0YIcKc7FE6fHr+5cuUNc7HERQXdpyx77fx91gH6erpCyqUwFQP9Vp765bd455lH6WxpmPLad09vmVCgJ0NG5mTbafbWHw7DSGcHQRApWvmlgNpExWRRvOLhcQLtcHv49d7TvFvdQp/Lu4q0uz18VNPKL3dX0O+cLQ+S4DDHJwe0AagzGFl3yyd8X+gnikj7iSzJ4JnuXAWB00r39KdQGKSvb7w3hznWwKceuYTYhOCFGuDE4SbefH5HSH34wu10cObYfp75zQ/Yv+nNceebelt56vBLbK7eFZSd/8UTb4djmLOGwZhIzvy7/LalDthaaavfM+74ltp2aq22CVpAc/8A71UHH5AyGzgddiTJ4/vCQa6975Gw+usrIu0ngiigG+OBEL7Og2nibTRA4I79waLRTJwcyWjS8cDDF4fcf8UpGacnPHa8KZFl9rz/MjXlx4YPbTu7l6+/81PeqvholB06EJp6zy/xmYj4tKUUr3wErcF3kJTkHqD25Iu01GwddXxnw9QBWbt8nJ9NbNYGmqs/orl6E7bB4Bq1Rut3HpGY2ETScsObm0axSQeAZUkaLRv9szkHRJAzYQEBI7qgRD4YsrOzJz03YA/PErbfswSN+Hb4c+uMQZZlju76gOyiUpr72vjTvqfwhFhNxCW5cLidwxuI7f2dNPW1YtJGkxObEY5hzwhqrQnXQA/eOZzv96TxzHskpK9EpdYB0OfDnGF1BPdd6e7uHnYPNZvNzJs3D6MxOA8jWZZwO/sQVVpUaj0OezenD/x5MC+2l4bTG4mJL2TOgnuxxCfR3T61i54oqrh4w+1hs0UPoYh0AMTMS8LR1k/3ganzawREiP0kY0EvahmQpjf5uCiKrFq1aorzAoIonPMdDwoBGT0e4lEz/bOttoazAHxYuT1kgR7iVzse48Eld/PE4Rc41Hxi2Fc905zGJxbdxvzkorDcZzqx9zYNmnv8e08kjwNr+yksiXPpP7WHyxv20e6CcksxbVHJ465PMuoCHtOuXbvYvXv3KN//nTt3csUVVzB//ny/+5ElD81nt9BevxunowcBAVN8Ab1dVcjjVlAy1o5yjm75KQsvms+WNyYXaV1UNJfdfD/5pcsDfWk+Oa9FWpZkek+20nO8BbfVgTpai3lBCqa5SQji9EzFEtflEjM3kZYPKnE0hriRODYQa2jIAeicgMDSqGJ29B0NbSxTIIoiGzZsmHLWEpdgJCEpmraQN1cF4tMK6WnaFWI/vtFovVGitT3nNhLlEMX6cPNJvrLxR3hkCQFheFZV19PIf217lB+u+wqFCcH5bc8UgqgKuEahs62Ouhf/iNvaQSFQIMtc1LyDU7FzeSvnBiThXJDXpZkJAfVdXl7Orl27xgVneTwe3n33XaKjo8nJyRl1zmG3IYgCWt05H3ZZlqk+9ixdrcdGHJOwtp+a8v6S5MLZd5Qlqws4uOPMuBQFGXnF3PDA11GppifX+3kr0rIk0/jyCWw13cOi5rY6GGjspXNfPVkfX4w4SbhxSPeVZXrPdAYt0CqjlvTb5tFf1Un/mU6cnTYkh2e0ySIQsRYgw5JCqqmNpqamoMY0luXLl9Pc3IzL5SIlJYVFixYRHx/vs93qy/N55ZlDIa0OBAE23HkPLTWFbHrlCZ/Xm2ITWLbuesoP76KxOjA/3/wF3lnPuWCUcIQFMTwrl5Hxehh6P1C35OGlk2/znUsfDsNdpo8BW4CrGEnC9sELyHbvZqEAyIIAskxx10l6NSY2Z1wOQGmimXXZvn2iq6qq2Lp1Kx0dvsfy2muv8cgjjyCKIuWHdnJo27t0tNQDkJ5bzLLLricjr4TezjNegZYHc/8GiE7bw80PfJLq8no6WhowmiyULF1NRl5JwH0Fwnkp0gPNfTS/XY6r0z7heVeHnbp/HCbrE4vDah9q21RFz9FmZFeAs63BIRgyzKRcX4TaqEWXaCRuZSYt75/BenSSvB1D7bIt2M92T3reNDeRjxV+jHfffZfKykpkWUaWZQRBICoqCpVKhUajITs7myVLluB0OnnmmWdwu8fbBleuXMnq1cEFBJQuScduc/L+6yfxBOkJk50XT0JyNAnJ6+jv7WHfR69PnL9DEDCazNzwia8Ql5xOanY+Lz32nzgGbH6VWjLGxLLgoisAuCRrObvqDiKFI7fwGGTkUW6SR5vLsLnsER2l2Nm4P7AGHgnJ1jfKK0TEK9QysKjjMK1zN7AyJ5XlqXGofKxyN2/ezIED/vv+u91uDh06hNTTMK7SSkP1KRrPVnD13Z9DJZ8JWqCHGOirZM31DwTdPhjOO5EeaOql/vnjyK6pXWKc7TZs1V0Y/Ujl6Q+1Tx3G0RJYQiHBoCLx0lxkl4Q+PQb9BN4hMSWJk4s0oE+LIemyOdT98+ioyMXh8ykmTCVJiGqRG2+8ka6uLurr61GpVOTk5BAVNbFr3Oc+9zm2bdvGmTNn8Hg8xMXFcemll5KeHlqugRWrc1m0LJP33jhJZXkb/b0OtHo1SSkmmht7GLBNvmlkjjVwwx3ncoSsuPwmsgrmc3zvZtqbanE5vIEWeqOJ3OKFzF2+djgqLC45nZs//U12bnyOujNlTPVDTMst5PKPPYgxxgLAkrT5FCXMoawttKyAkzH0wGRwVC6PCyJYpF0Oa2ANRBFZGAxMGvFAEgb/6SQnn8kUMKT7Xo01NzcHJNBDHNq/B2fdoQnPybLE9jef5eIrSwh1Eyjg9yYMnHci3b71LLLbP5/FnqPNGOfEIUvysI3a0d6Ps91bNzAq04wwmC/CY3dhPd6Cvd4KooBxThym4gREjYqu/Q0BCzSAWqfBXDq1S5khw4ypJInesvHuW6JGReK6XLTxUWTcuYCObWfpr+4CWUbUqjDNTSJ+dfYos05sbCyxsbHj+hqLTqfjiiuu4Iorrgj4dflCq1dz/e3jEzIB7Npcxc7NZ7D1OZFlb0ktS1wUi1dmsXhlJoao0aHVKVl5pGTlTdjXWBLTsrjpwW/Q19NJV1szh7a/Q2NVOW6XE5VaTXpuMSuvupXkjNxR7URB5J7Sm/nBR78M7gX7YMjsAZASnUjMYE6LSEWrt+Ac6MZvQRMFJI0awemedOUqqPyrbbl161bfF03AQFcTwhR29D5rFwO2EDbXB1+XLsr3gybcnFci7bI6sAeQv9jeaKXy0d1IdjdoRES1Csl+zq9Y1KnQpZgQBLDXW5Hd0vBEoP9MB9376km7fT5d++qDGq+/s/jkDQXokoz0HG7C1TOAIApEzYkj/qJMdEne2bcuIYq0W+bisbvwDLhRR2vPi6K0Y7lo3RwuWje9G2fR5jiizXFk5s/1ffEgaTHJaFWagCINA2Goz4Up88LuohVuEjJW0Nd9NqA2gmdygVSb4tCl+vegbW9vD+i+w/cQZHxN3VwDoe/ZJKSvDLmPQDmvRFoa8q/08zckjVxauySkMbZkyeHBXtM9utGIFZuzy07zW+V4+oMIGBHAvMR3eSjwbizFLkvHsjQNye5GUIuTpjxVGTSolIrbYceki2ZlxmJ21O5HQEAKk0veWN49s5nFaXNZnOq/29hME5e6hIYz7+Ia6Pa7jazXwCQzVcvFt3o9RvxArQ5OkrLyiqg+NLkIm2M1yFJoNRuTsi4hJr4gpD6C4byKONSYdTMzexzxEBhosAYVLCLq1GgtgdkdBUFAFaUJKie1Quh8YtFtZMT492ANFhmZX+34C33OftweNydbT3O0uYxOW9e0PRgCRRBEJHcApgFBoK8wDV3OvOHc0ACiIZr4Kz9JzFL/kykVFQXuR26xWLhswy2j3O3GkpQaH3T1ca0hnryF95NZFO4qLv5xXs2kRa0aU0kiPUFUMQmYETNqVZQm8Nn0NPlpK0wfMXoTP73862yu3sXms7up6a5HGvR3DqcJxOlx8ti+f1DeXkXPQO9w3ypRxaXZq7h93rUkGMOz4R0sgZlkBLIW3kFC+nJcXc04mqsRNVr0OaWIAaZvXbJkCUeOHMHl8u/3VlJSwvr169Hr9Vx5x0O8++wfcbtHt42KjqFw0Wo6GjcHNJYhCpd9Dp3BElTbcBDxIu3uddBb0Y7k8KBLMhK3OhtHaz8DTTOQkW5QqKOLE+k50Ojz8pFoLMGX01KYPQwaPRsKL2ND4WXUdNfz531PU9lViwBhddHbM0HGPI/kYVP1DjZX70Sn1pJsTGBD4XrW5qxE5ae5IFyY4vPpaj7i+0JBJG/h/ViS5gGgiU1BEzv1ZrnL5aKlpQVRFElOTh4VBGIymbjrrrt47rnnhsvATcT69espKSlBrz/3O8spXsgdD/+IY7s/orG6HFFUkVOyiPkr1qHRinQ2bQs4WMkUlz+rAg0RLtLtW8/SfaBhVKixJkZP8vVFtH1QGZTHRaCo9BriL8nC1WHDNpGv8iQYc3x7WChENtmWDH525beo7W6gtb+DhKhY0mNS6HX282HlDl44MT6TXjiQkRlwO6jpaeBP+55ie81eHlx6Nxa9CaM2tGyD/pKUtYau5mNMFRquNyaTUXgd5sTJgzkcDgdut3u4Yn11dTUOh2M4elCtVpOQkMDixYspLCxErVaTlJTEww8/zFNPPUVb2/hk+xdddBGLFy+e8H6xialcesO9E55LyV1HU6U/BWK9qwhBVJOev8HHtdOP4KsOnt8dCcJmYO3atWvZvHlzyP11HWigffOIGndjwqdVBjWeKXxuw0XCZbnELk1HlmQ699TRtbfeZzCLoBLI+cxy1Mbzt1KHwtTIsszX3vkp9dbwRHn6g0ZUszRtAXctuJE00/icGOGmo/EANSdfQh5Txdtoziaj6EaiLVmTtISmpiZ27dpFTU0Nkp/FhM1mM7feeitxcedMPfX19ezZswe73U58fDyrV68eLpgcDGePP0fHlME63pJe+qgEMotvIiY+vBntJmLdunVs2bIFYIssy+vGno/ImbQsyXTvH2FeGPsckZkRgQbQDdbxE0SB+IuyiFuVidvqwFbXTdtH1RMG1SSszVUE+gJHEAQeXvlJvv/hL3CHo8q2H3hkib0NhylrP8NPL/86KdGBl5wKhPi0pZgTS+hsOsRAfxtqbRQJ6Reh1U8tkvX19bz00kt4PP7nYAZvPc3XXnuNT37yk8M28YyMDDIywpdBMGf+nWgN8TRVfQAjqpmLKi3p+degNVhQa6MxmrMjxlUyIkXa2WnH3eeYsWT2UzF2pSEIAhqzHrM5BX1KDF376umv7ET2SBjSY7AsS1dMHf8izInL4t8v+yo/+ujXeOTABCkYhjYxex19vHxiI19Yef+031OtiSIp65KA2mzevHlYoANdqXd1dVFdXc2cOdPnS5+WdwUJ6cvpbDqE29mHzphAXMoiVOrI3EeKKJF2dtjo3FtPb3l7RAg0ooA+dfJZgy4hipQN078cUohcChPm8N21D/O/O/9Kn9M2LYEwIxmKXtxVf5DPLL8X9QxvKPqio6OD1tbQih80NTVNq0iDt2htSu66ab1HuIgYkR5o6aPhhePegJVIEGi8+aNVupl9iwbsLo7sr6euupPengGcTjeiKJKWaWbpxTmkpMXM6HgUfFOaXMyjN/yMHTX72FS9i9Md3r0UQZieoBgZGafbidPjRC1GVg4Qu33ipGeBEGxAy4VKxLwbbR9VRZRAGwviSboyf9r6dzncqDQqxBH+1HVnu3ju8X3YbM5x70NTfQ8HdtWy+vJ81l9bPG3jUggOvVrH5XmruTxvNZWdNXxYuZ2mvlYMKh1HWspwhdluLSPz/plt3FRyVVj7DRWLxYIoin5vFo5EELz5twsKZj6qL5KJCJF2dtoYaLTOvkALYF6USuyydDTm6bFPvf3SMY7sr8fl9NrsYix6rrxxLgXFSTz/t33Y7a4p34ftH56hqqKNOx5YRow5smZRkYIkubH3NoIMhpg0RHFmv+Z5cdnkxZ0rNdba185/b/8jtT2B+dr74tljr5Ebm8mClOnNZxwI0dHR5OXlDVeWFwQhILt0SUnJKO8OhQgRaXcwuTFGoIrWgiz7jgpUCQgqAdk5wVNeJZB6QzHR+dOX5erx3+2g/mzXqGPW7gFeevIgCUlG+vv8C8VtrOvh6T/v5TNfXYNqGgobRDKyLNPdepz2hr047V1odCaM5iw8LjuS5MLtstPfU4vb1Q8MbXytISX3slnbrU+KTuCX1/wA60AvZ7vrqGiv5q2KD+l3hW4a2Hh6U0SJNHgDTTo6Oujs7AT8E2qdTseCBQuCzmV+IRMRIq2J0QU9i9YmGUm9sZj+0x20bz177sQYv+qY+cneGbJFj/VkK72n2nB22BG0IsasWCyLU9HGT1+gQMXJlnECPZL21v6A+mtr7uXI/jqWrJq8OOyFhizL1Jx4no6mg0MHGOhvobdzsjzQAm5nP42V7+Jx28govH7GxjoRMXoTC1LmsiBlLjcWX8lj+59mW83eEHqUqeysCdv4woXRaOSee+7hxIkTVFRUDFf4KSoqwuPx4Ha7sVgsWCwWmpubkSSJlJQUtFrFbXUiIkOkzXo0sXpcXQFmqRJAbdSitRjQLEvH3eek+1CTt/rC4KRJHa0j9aZi9CnnvDTMpSk+8zyHm+0fhD+h/Edvl/9LiXRX8+FzAg34frIPnpdlWs5uJTn7UjS6yNh41aq1PLLqAbItGbxW9i69zsAe0uANU9f6mac5XMiDlU1GVmGZCK1Wy+LFiyeNDBwinD7QFyoRIdIApvnJdG4LcFYge+sagndJlXjZHCxL0ugrb0dyetAmGonOjxtO7D+b2Pod09Cnk7KjjZQsSAt735FIW/1u738E5TEhc3LXb5h70ZcjRqgBbiy+kmvy13K8pZx3K7dwrLkct+z/JmOHrZvHDzzHfQtvQRtgMiN/8dh76dr6HL1HPkJ2eb/HYlQMlotuxrzier/TkF4IHG7pZkttO819Axg1alalx7EmMx6devreg8gR6aKEwEVaAJVx9ExCY9YTuyLyns4GoxbabWHv96O3y/9lRNpmbQhSoL24nVZO7fk9KbnrMZhSibZExipEq9ayJL2UJemlPHP0Vd4u/win5N8+jUf28F7lVpr7Wvnu2kfCPjaPrZeGJ76Du3N0+Ltks9L54ZMM1J0i+bZv+JxZn0/UW+1sqmmjqrsfjSgwJ9ZISbyJwy3d7GzoHL6uc8BJ3Skbuxs7+bcVBURNUxrliBFpZ4A22SFi5k9/DoNQsNucvPrMYRrGFhcIE53t/fRaBzDFRGa0VLhoPrsFyRP6asQ50EVt2csgCERFp5JTejeG6Mj4Dr18ciOvn3o/IG+IoSK3R1tOcbzlFPOTw+Oe6epqxnroffqObcHTN/leiu30PvrL9xBdfFFY7jvb7Gns5O9Ha5AkeTi1VHWPjQ/Pjk/0NESd1cYbp5u4c+70TA4j4vFnq+2m6Y1TAbcz5sZiKp7e/AWh8sITBzg9Qf3CcCEDvT2hVZyIdGz9rTRUhDPjnFcEbX1NnD7wF9xB2IPDzYDbwWun3keSpYCiFkd6rOysOzjFlb6RPW76Tmyj4fFvUffHh+nZ9eqUAu1tJNN3ZNPwn54BN/a6HgaaewMOCZ9trA4XTx6rxT1CoP1BkmFnQwfuIHzD/WHWZ9L2uh4aXjgekHeHqFMRuzKT2KVpwwVmI5G66k5qKjv8vn6yt2CqVyiKAqZp8umOFE7v++O09e1y9tLesJeU3Mum7R7+sLN2P/YAXfKEMd+MAXfwKw3J5aD5uZ8xUHOSQF2t3H1dSC4P7ZursZ5sGy4UrTHribski5iSpKDHNZPsrO/ANUWtxqmwuzz0OT1Y9OGf9866SLe8dzowgTZqyPv8zBeDDIYzp9rwNZmQ8Vb18YgC/elRSCoBc3Xf+GsmaZ9flHTBmDpkyUNH4wFa63bisHkLkmq00bid4c4bPvrd7Gk/Nesi/UHl9oCuFxDG+X3PiZ08dagvurb+k4HaMoLxhdVYkml67RS2mhGzbhlc3QO0vFWB9Ugz8ZfmYIjAlAYNvXY+OtvG6a4+ehyuoOPpZOBXeypYlhrLZdmJxOjC53UzqyJtPdkSsNudJkY3TaMJP/4sW3vmmHBFqXHE6ZDV3ly2jjgdltNWtNapN4+MJi1X3eStiN3cZ8clyaRG61GLEWHFCghZ8lB55Cl62kbP5Bz28HvFjK11J89ABrup6Lb3cLa7LqA2MvKombRBrWNdzqqg7i+5nfSOMFkEhCCgTV+FdUfX0MDGYa+3Uv/MUSzL0kic5krx/uDySHxU08YH1a10O7y/MYHQA56b+x28XdnMroZOvr6ygISo8GjVrIp01576gNuYChOmYSTTQ25+Ajs+PDPpbNoVpaY3O3pcPUSnRUfr8kQElwdBAkktkLK/HU3fOdeslPQY7vrUcnZ19PDWwdPY3d5lmkoQWJxs5qHFuYgRkg/XHzoa99PTHtxMLjDGvyfRsXn0dlYheRzojInoo2b2O9Zp7w6pNJdBreNrl3yWaJ0xqPae3k4kex/BvPemJVfj6ksFfBc/6N7fiL2hl6x7FwY+yDBhd7v5wZaT9DhGuzmG61snydA14OTZk3U8siw8uX9mTaRd/U6cHYHZ4ESdCsuy9GkaUfjJLUggJd1MU33PhOf7UwxTVjCWNarhzZeBeD1aWz+WWAMr1uSyYnUOr1U08lZly6g2Hllmf3M3LdtP8cM1kRUuPBXtDXvxaRuaFIHsebdRc/IVQJqgn8G/x7qJyTIg0nJ2My3VHw0fjrbkkjP/DnQzJNaxBguCICAiBpQ1b3n6IvI0CczZWol76585JEnELl1K0mVricrK9LsfUR+MuAsk3vxlTPPW0LyxwnvIj4/P0dRL46tlpN08899NtyTz3U0n6XNNb5EGSYYTbb102p3EGUL3XZ81ke7aE9jyDgGSNxRGTLUEf7n70yt46k+7aWseXzjXnmGcelcQhkX86muKWJZgJsasZ19zN/+9u4IzXZN7JdT12jnc0s2iZEsIo585HPZO3xdNiowlcS7OOT3eihvjviMCMXH59HZVnStEKg9Z+j3jxKWvu5ryfX+k5KKvotFGhzAu/4g1mFmYMpfDTSf8biMgcGulgcaX/sHIb5atppaGl18hdukSCr76JTR+lJpydTQQ+FxSRtR50yjok6PpPem/B1P/mQ48DveMpwF+r6pl2gV6CBk5bCI9a8bLvnL/vR4QIfWmkmlNfjRdRJt0fP4ba7nrU8vJLUggPimaOYUJLPxYCW6N/29/TkI0lrgo/nashr8eOTulQA/x10PVPq+JFEKNAizf9xhpeVeSnLUGlVrnFWFZRh+VQM7c2ylY+hDzV3+bjMLrSMm9jIT0FUxVZNXlsNJetyukMQXCJxfdRozO/wfCxb2xNL70yqTnuw4c5NR//cKvvvrL945fZfiBq8Ob1c80LwkhwEAO69HmgO8XKptqJ/d1ng7CtXk4KyIteyQ8/f5lfANAAn0E7gwHQuG8ZD7+uVV88VvruO+zqzgqBfD68S7V9jZ2srvRh9/qCBySzNnu2fcB9of4tGUhtR/ob+bkrt/SUrsNj+vcZrSo0hGT4A3w0OrNJGdfSkrOerpafc9au1qOhTSmQEgxJfH/rvwWGtH3Dzu638PStyp8Xmc9WYb1ZJnP62T34AZ1gKtUbbzX9KjSqYlbHpgZUnJPj0/xVPQ7Z2YWDZAerSfJGJ6Nw/PGDcBWFcpyOLKQZZmG3sC8WrLMUTx3MvCN1lcqwpvDeLpIzFhFdGwuvu0/k2PvHTShCcLwP5u1nlN7fktj5Xv0dXlXFlVHnsDj8u3WJ/kZmh0uEqLiWJvj27309sMg+BM4Ict0HTzk8zJ9+lAJOP/fe0GjIyp/yfDf5iVpoPa/ffQsOACoZzCmwqgNnylnVkRaUInoMwKbGbsuoKg6jywHtJuvFgR0KhXWIGYCjQE+DGYLUaWhYMmnScu/GrUmOC+FUcjyYJ4PGedAF02VH1C+/0+c2PkrrB2+Z6EARvPM5/a4ff7144JURmLp9RBTE4Cp0I/vmbFkFeqYQdH00+wRd+UnR/3tnU37FxatiTOgm8a0wBPh8Eh4ZjACsqYnfHl6Zm0mHbcyM6BJk7P7/BCbiWjpH+Afx2v5+ofH+Mr7R/jjwSriA9hQWJwcw6GW7qDuPZOzh1ARVRpS51zOwsv+nZTcK0PsbeIf5ECfv7ZQgaTsmU9AH2sws3YSf2cBgVzZ7H9ngoB54QLfl6k0pNz5HdQxfuz5qLXEX/d5zIvHl+2KuziLuIuzELSTy4oqSkPm3aW+7xNmGnrtuKXARTrYX489jOacWfPuMObGknRVPu2bq5EcvoMJPLaZXXqGi5oeG/+z9zR291CJezjWag1oL/2qOSmcaB/vHeIPxfG+d/cjkfj0JTRXvx94w8F8x5Of84+Y+CKMMbOTTfFTS++k19nHoTHeHummZG6zLKGVKr/6ic7Lw7LAP0HUJmaR+bnf0Ve2k4H6U0gDNpzt9bi7mgEZtSWZmOXXErNw/aSpSQVBIP7iLGKXpWGr60EacGOr7cHR2o+gEjAvnPk87kOoBSEoD8/LsxOp77NzqiPcUa/+M6vBLObSFExFCfQca6F90xSeCAKo9LMewR4UTx6rwebyBO0sf31+CjkWI7XW4EotXTPn/MibMBZ9VAIGU5q3VmFAhGdJ67C3h6WfYNCrdXxrzReo7KxhX8MR3JKHksR8FqfOo33LdvxxdhPUakq+962A7iuoNZhK12IqXRvcwAcRtWqi87yz8ph5kZFhMCPGgEGtwuYOLLrUpFNzS1oaH5xtZV9T9/QMzgezrnyiVk3s0nRs1V3YarrHlb0awlQS2dnuJqKmx0ad1R60bDy0KIcVad6inEtTLDxfVo8jgAQwMVo1ydHnb7HalJzLqD72dHg6E4SAclF73LNvXhtb0BZAn+zfQ1eXlIQ2NnY6hnVeIgoCi5LNo/JB+8MrFU0INGHRaViTGc/pzj5a+h0+f9NaVfjMjBHj3RG/JgdRq/IK89C/QaJyYjHOOf8qCB9s7g5pXvdKeSNba70zOqNWzU2FqQG1X5d9/oTQT0Rscmn4qqgEtNYViDJFZiGFmJJiBJVvn2RDRmSOfza5e57/UZgjkYEuh4ttdR0kRulYnur74bcuM3yTyogRaX1yNBl3lnrFeNBfUxWlIW5lJqk3lUR0StLJqOgMzo48RIfdydMnanm/2hv6fWVuMrcWpvm1mRGjVXPNnNmx/4ULQVSRXnjdoMdBOD5/P/sQBBIzLwnD/aaH6HzfOSFily6dgZGcX+jVKlakhba6ONZmZV/T1LEKAnB7GAsAzLq5YyS6pGjSbpmLZ8CN5HSjNmonrU/odNipOnmIhsoyRLUaQ1QMLoedztZGNDo9+aXLyZu/FJVq9l5imy20DG7y4P+8eaaZSzMT0KlVbMhPIS/OyFPHamkeUzdxSIJi9RoeWZaHJgJqO4ZKfOoSREFNU9X72PtbQyqfJQgiGp0Jp8PqPTBRX4JIau56LElzg77PdJPz6Qc49o1vT3pe0GhIXH3xDI7o/OGTpdlUdPQNZ78LBl9rsnCX0YookR5CpVcjiR5stl4MUdFIkofyw7vp6+nAaLLQ3dbMsT2b8LjHv9HCYBBDddkhju7M5cYHvoZWPzt2WZ1KhYA7JJOHDNhcHo63WVk6uMwqjDPx07XzqOmx0T3got/porbXjssjkxdrZHlq7AUh0EPEpiwgNmUBA/2tnD74OE67n37CggiyjEpjIKPgOkzxBWh0JhpOv017wz4kjxNkGVGlQauPxRQ3h4T0FUTNkleHv8QUFhC3aiWdu/eMPymKpN9yE+ro6c85MoTNZUeSJaK14/3bj5xuY8eRRuxON7mpMVhMOmqae6lr7sXa78Bk1HHp4nRWL0xHo57+76xGJfLDNSV8f/OJgDcRp0LgXMBmuD2qIk6kezpa2fP+K1SdPIjb7UKlUk8oxpMhD+ZsAIGW+mq2v/1P1t/6wPQNeAqWplp4t6oF5NB9DmqttmGRHiLbHEX2oNvsv8K8SW9MIiF9BY1nNvrfSBDIKLyehPTlw4cyi24kLe8qbNYGBFGFMSbzvKt4XfT1r3L2b0/S8sGHSC7v70NtjCL1+uvIvPP2GRnD0eYyXil7h7K2MwBkm9O5vugK1uSswOHy8J9/38uhCm++DEmS2TxBHwJwsLyVd3fX8KNPr8IwA0mXTFr12OzAYUMUBK7MDa9HS0SJdE9HKy899v+w9/cOi20gAj0aGVmSqTi8m4s33IHeEIYotgC5PCeJPQ1ddDucIQv1kZYebik6f9K0Thcx8fk0nvHvWo3WRHrBNRPmBVGp9Zji8sI8uvBwtLmMTdU76bR1k2iM44q8NRQnjrZDixoNcz7zIJl330FveQWCKBIztwSVfmaq9OyqO8Bvd/9tVB3Dmp4GHt37BG22DtpOpY8S6MmQASSZsrOd/OOdMh66aWYCXbQqEVzhm0nLgEGl4t75meTFhldrIkqk93zwCvb+Xu8rDlMIp9vlpKe9BX3mzFeEMOs0fH1VAc+drOd4mxVJDqTE6GhCtW9fKOiNyajUBjxuX37jAsk5l4WcuGm6kWWZI81lfFS9g9quBjoHukfVKixrh601e1mVsYR/u+Shce01JhNxy2Z2k9AteXji0IuTFpp96cRGXMfWAhq/itEOJY39aF8dH99Qgj6MeS8mY2V6HBvH5GIPhQSDlh+tKUGvDv+KLGJE2u1yUnXioHfGGcLm0ETY+6xh7S8QEqN0PLwsj64BJ512Fxa9mtOdffztaA2BRKmeX3WXpw+VWkdCxgpazm5l0ndlMP+ESh16Lt/pRJIl/rD3Sbad3euz1Nru+oM8cegFPrF4ZkwZU3G0uYzugcl/Ux7JgzumHuy5Ac21bA43nT0DpCVOvz39uvxUttS2YwvTbHqOxTgtAg0R5ILnHLDj8bjDLtAADWf9S6gzncTqteTFGok36FiVHs8jywJbameazt+glHCTln8N5oSiSc56jY2ioMKcGNmVaT6o3O6XQA/xdsUmnJ7ZT49gdfjhWqoOLBWvJMkIgNEQvgKuU6FTifz00rlh+11tyJs+d9eIEWl9VPS02Y0rj+2fln5DYX6imaQo/2d6NwQYyHIhI4pq8pc8iCV5pP1S8M6gB7fYk7JXz0hVlVB4+eRGvwUavNU+9jccmcYR+UeaycfGmABmTeDBZxlJJszRM1doOkan4YdrStCGuIt4cXocGTHTN4mKGJEWVSpyiqenQKW1u53OloZp6TsUvrg0D5UfidZvzE9hfmIA2c/+RZiz4D5S5lyOSn2uVqRabSAt7yrS8jfM8uim5sUTb9Fp7w643am2yvAPJkAKE+aQZZ48otGojeL+iy8f5ZbmD/IUlXKmE4teG1SolF4tcktRKg8szAn3kEYRMTZpgKXrrqfswPZp6bu5roq45MjyjkgzGfjuxUX84WAVnfZzy0NB8LoJzU+IYX1OElnmmc29e74gCCLp+deQkrMem7UWEDCasxBVM7NkDpY3yz/g+eNvBtV2toRsLI+seoD/2PxbesaYPrQqDY+sfIBFqTmoBQ1PvnWS5k7/cis3tPZhG3ARpZ/Zz++ijDjeON0UkP28NDGGR5blzUjN1YgSaUtCMlmF86mtOB7WfgVArYnMTaQscxT/uW4epzp6ae5zEK1TsyDJjO4CCkaZblRqLaY436HS4abP0c97lVvZWXsAm8tOtiWdq/PXsSh18mjFXkcfzwUp0ACn2iuRZXnWCzJnmtP4+VXf4YOq7RxoOIZH9jAvqYir8i8l1eRNArVmUTqrF6Zx5Ewbv3jyAFbb1HZqjwT/8+xBvveA7+o04eTy7CQONXdT32v3azNfJcDHitNn7DOIKJEGWHP9vbzyl59j6+0OW5+yLHNizyYACkqXI4iRJYCCIFCSEEPJ+Z0P6V+KLnsPP970PzT3nStu2mnv5lDTCW6bdy23zbtuwnYfVe3E6Q5sU20kNd0NHG8tpzS5OOg+woXFYOa2edeNe63WfidvbKuisa0Xc7SOktw4en0I9BB7TzRT19JLZvLoqD179VF6j23G09+NJjYV06Ir0KXkhuV1GDQqvraygHcqW9hR3zFlBSQBuL80i/QZ3MiPOJGOTUzh9i98n4NbN3Ji72Ykz0QuMgKBOqU11pymseY01ScPcdWdn4k4oVY4v3ji0As09bZOuPH3/PE3OdVWxT0LbmJOXNbw8Q5bF6+WvRPQZuFEbKvZGxEiPRaPJPObfx5i84G6Ua/wje3+V62XgUMVrcMiLcsSbW/8nr7j2wYvkLBzBOuBdxCjY9HEJqONS8O06Ar0GZN5/PgmSqPm1uJ0bilKwynJtPTZ+fPhs7SOyI8Tb9DyyQXZFM1wIY2IE2kAkyWetTfex9ob76O3u4O9H76GtbOd5Mw5rLz8JpzOAc4c20f1yUPUV5cj+RGVKA8W7jx9dA/2fisb7nsYnd63rdfRXIW7px11TAK61JkPiFGILCRZ4tmjr7Gz7sCU1x1tOcnx98tYklZKr7MfrUqNzTWAzRVanmoBgT5n+OrnhZOfP7mXXcf8LU82OSNrPFr3b/QK9AQVd6S+Lhx9XTjqTtF7ZBPmVTcSf/n9od1bENCpBLLMRv5jMD9Ou82BWa8hz2KcFTNTRIr0SEyWeC7/2KdGHTNoNJSuWk/pqvVIHg9vPfVbaiqOeU/6Yf2vryzjiZ9/g7u/8lNM5oldhRxNVbS9/SecLedmAdrkXBI3fAZd2szbPxUig78feoF3T2/x61oJmf2NR4dFJ9QZ9BAZMZGXgvZ0XVd4BFoQWFJ8rrCB9cA7g//l672T6dn9Ovr0IozF4bNpe/PjzO7G/Xm/5hdVKlZfexd6g3E4A54/OAdsPPM/35swN4irs4mmZ398TqAHK087mytp+Pt36NrzRjhfgsJ5Qlt/B+9XbgtYbMMlzgAqUcXlcyIv1/XWQ+FxcV1ekkz6YMSh5HLg6mwOIEWETMemp8IyjkjivBdpgNikVG556Ftk5c8LKOeHyzHAG3//n9HHelppf+//kOz93nzDssSop7gs0fXB32n427eRpfAlaFGIfPbWH/YrF8V0oRbVfGbZPSRHR14puX576JGQeq2Kr993Lg+JoFIjqLUEsv/k7mzC1dPm+8LziAtCpAHiUzK44YF/Czh3dH1lGZ2tjXj6e2h+4efU/eER7JWH8PXFcDSepuWFn/t1D7fbw5H99Tz717088YedvPvaCdpbZ6/6sEJwDOVNDoZgTZkxumgyYlK5On8tP7/qO6zLvSi4jqaZ7NSYoF/jEE6XRFvXucRZgqhCF8RmYNM/fogcdPbMyCPibdKBYrLE09HcQCBP38pje0mt2oqzrS6gyh+2MwdxdTahiZs8ZLu5oYcXnjhAd6dtsBiqTG1VJ/t31nDTnQuZvySyAmwUJscZ0g8/cI+k3NhMfn7Vd0O458xx+bJMnnmnDJsjlNWlzKYDddx/rdfPXHLYcdSVBdyLu6eNvrIdmErXhTCWyOGCmUkPUbxkdcBP9IHms4MCHehSVqbv1K4Jz9htTl54Yj9//vU2ujpsg2ZtmaGaBB63xKvPHqany1fKTYVIocM+dW27cCIg8L21X5qx+4VKdJSWb96/HJ0meEmRZejuPefy1rN/I3KQPuX9J3fSsWcfja+/Sdu2HXgc52+q3wtuJl26aj3lh3fS3ljrXwNBwOQYKvMeuL2x79gWYi++ddQxSZJ55i97aajtnrKtJMn8/dGdGKI0CIJAXnEiyy7KJsaiZLwLF7Is03PsOL3lFah0OnQpybRt3kr3ocN4BgYQVCp0ycnMeehTxC6antwxQwgIyMg+vT0EBH502VeJ0UV2gqixLC1O5o/fuoKNu6p5edMZPIHk4sX760tN8CZZkyUPPbtfDWoc3s/8KO3/PDQ88VIbo8j97GdIunR1UH3OJhecSKs1Gm773Pf40w8/69f18ckZJBk0BOu96mqvR/a4EUYUvD19ssWnQA/R02XH2m0HQaC50crBXbXc89AK0jItPttKHheS5Mbt7EVUadHqfbf5V2KguZlT//UL+msGH9jDpdXOIUsSA/X1nPzRTzCVFFP6/346YaCTLMvUW0NzMStOzKMgbg7ba/d68zHLXqHWqrRIkgeNSkNpcjEPLr2TWIMlpHvNFomxBu6/di6r5qfywz/vCmhDURQErljhDf6xVexHGugP+P5DH6+j2wWyMHzA3dfP6V/9D/1VVeR+MjRf6pnmghNp8ObpyC4sPec7PQmWxFSu+/gjeE5sZqD6aND369z8zCgn+v07zwbUXpYHsyALYLe7eOXpQ3zhW+smdJyXJQ915a/TXr8PWR79A9Aa4jDF5RGXsghTXEFAjvceex/Wg+/i7m5BmzyHmKVXz1p+CNnjQVCFlkBdcrk48eOfMdDcPKE4T0Rv2Smq/vo38j7z4Lhzb1V8SE13XcDjWJ6+kAcW34FGpcasjwHgrgU3crK1ApvLTpYl3Xfqz/OQwqxY/ucra3ljexW7jzdh7XPi8JFg/8qVWcSavOW/bNWHg7+5BLZWJvzMG195DW2shaT1l+Hq7sHV0+NdVTmcmArzib9oFaImshJ0XZAiDbDmhntpfvQnOAbGR2ep1BouvfE+SpZcgqhS4V50BT17XkdyBBfJ1bN/I5aLb0Fl8IaLtjT5kRR9DCOT5nR22Kg+3c6cwsQR5yV6u6qoPfEijkmqZTvtnXQ0dNLRsB+9MYm8RfejNyZNeO1I2jY+Ru/B9zln7vmQjvf/RsKGzxCz6PKAX0sw2BoaqH/+RXqOncDZ1YXKYCBhzSWkXH0VzvZ2EEXM8+aiMvhnCurYuTsggR6i5f0PmPPQp0Y9oCRJYmPFpoCNYTeXXM2d829ANabIrVpUsSAlsgsShIPUBCOfubmUz9xcSnVjD1/+9eZJPwqtWuBTN8wb/ttrEgp8s1WWoLsKPFOYoM8+/gRnH39i9EFBoEkQ0D35D0q+/x2MOTkB3Xc6uWBF2pKQzK2f+y7b33yWhqoy72xVFMkpXsCa6+/BZIkfvlZtiiX5tm/S9M//AM/kyVUmxe2k/9QeYhZfAYDkCd2XtqO1f1iku1qOUl/xFk57F/59aWUG+lup2P9n5q/+JqJq4gyAAw0VdLz/BI6GU+NPSm7a3/oDnZueRlCp0GfNxbziBvQTRFv2VVXR8t6HOFpb0SbEk3DxRXgGBvA4HERlZhGVlYGoHv9Vkz0eeiurqfjNb3HUjw6G8PT30/LOe7S88573gCiiMhhIu/F6Mu+83ecsv/uo/xGoo8bkdFLzj2fJvONjqHTeBPTN/W10BJj7+buXPsyi1Hm+L/wXITfNzMWlaew81gic+1iGPsbbLi8alaLUkLsQ68H3Ar5PZ4WAqw8C3l8afJg72js4+ZOfseSPvx/+/GebC1akAeKT07npwa/T292BrbeHaHMcxhjLhNcackpJu+/HND7xvaDu5bGfmz3HJURh6w8+0xmA0eQV1p62MqqPPjNYViyQL56My9HDmUN/o2DJpxFGzObcvV20vvIrBupO+exTsvWAINB/cie2U3tIvPERoueei3irefpZ6l98edSMteXd90f1IWg0pF63gax77kKl0yG53TS89ApNG9/B1dXt38uRJDw2G3XPvYDscpH98XuRnE5kjwdndzdqYzSamHOJb0Ix1TS8+BKNr71O1t13knT5etQB1q6LM1gUgZ6Af7tnCTGvafnoQB0ut9fV1ahXc9PaPO64vHDUtVGFy9AmZeJs9dMBANClFxFnzqDlg4+CH6Qs4+zqpm3LNlKuuiL4fsLIBS3SQ5gs8aNmzpOhzyjGWLyK/lO7A76HLJ2bgS9Ylkl9bXfgD3NJRhAFDAYNBXO9dsqG0xuR5eB9T3s7z1Bz8iVy5t/hvYcs0fz8/8PZcjaAgXmT28gStL39J6LyFiPqoujYs88r0NLUvuWyy0Xjq6/TW3GaeT/+Iad//b907Nnns93E44D6l1+l4bU3kF3jN6V0yUlk3XsPolYTeP9jxlzz5D+o++fzpF63gcyUVGp7Gn2GeIuCyPoIDNuOBLQaFV+4bSH3XlNMeW0XalFk7py4CauDC6KKlDu/T/ML/4WzuWrsWcSoGBJv+DqSvRNUAlG5C1AZTNhq62jdtAXZHcSKeAhZpresLGJE+oLzkw6VpJu/AmLgm1bO1nObSguXZ5Duh3fGRMiSzOXXFaPRqLD3NmHvawqqn5F0NO7HYWsHwF55eIRAB74klJ0D9J3wVs+pf/GlgISw92QZtU8/G5xAjxgDkjShQAM4Wlo5/ev/pemtjcH1PwbJ6aThtTe45azvDGiiIJAek8K1hZeF5d4XKuZoHSvmprCkOGlCgR5CHRNPxoO/IPW+n2Ccuxptcg76nEXoiz6DbPwcja920vyBQF9VPJ4Bbz9RWZnkf+mLoQ1QlhEmMM/NFopIj0FQadAmZATcztPfPfzfGo2K+z67kiWrsiZvMAVDAS5tDXuDaj8R3a0nALBXh1LIdNCdqacNR1sbfRWnA+6hZdOWIIKGZhlJQrXtMJ9bcAcWfcyoVJpDRGkMXJO/jn+/7KtEa6enoPK/KobseSTf8lXSH/wlQvRt9J+Nwm0dNCd6ZPpOtVP794P0V3o31BNXX4LaElpNUENG4BowXUTO4yKCMC26nI73Hg+ojSFrdMkknV6DOTa4oJTdW6tYd00R1vbyoNpPhDSUDCpktzoZVXQsdS+8HFRrT09PiPefHdz9/Sy0xbD6+p9xrPUU1oE+LPoYcmIzEAWRKI1hnBeHQnixVXXRd3pizybZI9P42imyPr4IXaKRtOuvo/bpZwdPBj4pqPnH04hqNanXzX5BY2UmPQGmRVeAKrDnl2XVjeOOVZ9uJ5gyxE6Hh+rTbbhd/QTVwQREx+YA3l3zkBBEogpX0vLBh6EPaiYIZwUeWUatUrM4dT5rc1exMHUuZn0MJl20ItAzgPVk69QXSDLtm73phTNuvZn4i1Z5JyVBfAdkp4uqP/+Vmn88E8xQw4oi0hMganQY8pb4fb0qNhVRNz4xuCAIwUSaA7B3+1n0xvCkpDSY0jHFeqvKGOYsQpcSfIUZY+EKOvcfgQnLml3ACAKmouDLMymEjsfmO3rRVteDu9+JoFJR9M2vMe9H3ydx7aVEFwRXqKP+pVdwdHT6vnAaUUR6EszL/F/maCfJgpdf4juQZEIEaKjtJjFjVXDtR9DrTuKU7XJe3nSaitouBEEg+Y7vIARZPT3+ik/QsTNw75dZYci0E4bISZVBjzpasTXPJppYve+LZBlpwOvZIQgClkULKfzKIyz85c8xzQsigEiSaN++PfB2YUSxSU+CPqMIQa31KwuXLjl7wuOLlmfw0VtleAIMbhEEAY1GRVzqUqydlXQ27g+oPQCimXerl7C3wo3MORemkpw4vnJlLLIz8GwlxpKLUZsT8QyEVqcvaEQxMK+QsSIdwoalLinIB65C2DAvSMF6tGXKa0SNCrVp4iCU2EWL6D0RROpTa+ARxOFEmUlPgqjREbPsGr+ujSpcMeFxQ5SWzJyJayhOhiB6BaW4NAVBEMiZdwdaQ2B9ADTakthT4R5nbSk728l/PnMi4P6i8peSeP0XADAFuXQMlrRbbjq32+6HfdFYUEDRN7+Oed5c1NHR6JOSyLj9Yyz49X+jTw8uf3fM3As/jHsIWfZGrNr7msdVH5I8Ljqbj9BSs43u1pMzWp1In2LCvGjy3O0IYCpJRNROvD9gnJMblH3akJ4WcJtwosykpyD20rtwNFYyUDuZqAloEjPRpxdOch6WXZJNTXUnsq+0jcK5KDmjUcuK1bnew4LAnAX3cmrP7/wetyyDQaoFJi5YerZXS4UphUKN76xu6rg0km/68qjiu8lXX0nj628iz5BdOvveu0m74XqqHvsLXQcOeh88k8yoDVmZLPjPnyJqNCRcMr6KyeLf/IojX/8WtpragGbWqdfO/i7/TNDReJD6ijdxO8/NHjV6Cznz7sTt6qOu7FXc7nM50LW6GHLm34UpLm9Gxpd0RR6yLGM9MuK7O7hQ0iVFE78mZ9K2sUsWo09JZqC5xf8VmUpF/CUXBz/gMKCI9BSIGh2p9/6I9vf/Ru/+dzi3C+gteCvqo0i64eEp+yguTaWguIHTp1qnFOohgc7KjeXaW0tHue8ZzVnklt5D9bFn8XcnUi1O/SUsd6X6FOmowhUk3fQlRO1oV0JDaip5X/wcZ377qF9jCQXzglJEjQZdfBwl3/0WjrZ27E1NuLp7aN74LtayMm/wgU5H8vp15Hzi41NmMRM1Gub/9N+p/NNf6Ni9x68N0IRLVxOVceFV0LH3NdNevweHvRON1oRKraelZnwldNdAN6cPPAaCOO7B5nRYOXP475Ss/FLYNrp9kXxlPjHzkug53ISjzYZKp0I7J5bT1gF2Pn0IlVqkaH4ycxemjgrpF0SR4m99nRP//h+4uvwr4JC4+pJZz+EhhKuwpiAIm4G1a9euZfPmzWHpM5IYqCujZ++b3nwXKjXGwuWYV1yPJnbi2epIPB6JXZurOLi7hu4uO6IgoNOrSUiOZumqbJJSTPT3OzHHGkhImjzRu9PRy9ljz9DbWclUYi0DtZ0xPHFgEnc7WWa9/hg3GA5NfF4QSLn334nKnj/l6zr181/SsXPiyjQhIwgIKhVzf/BdLFMk43d2deHu70eXkIBK78fG0ggcHR30llfQvmOX93VMMLuKXbaUku99e8Ic0+czzdUf0XDm3dEHg6zfCBAdm4daa0QATPGFxKUsRqUObnM6UGqrOnnub/sYGBgdCp6UHM29n11F9Bgbtbuvj4Y33qTptTfx2KeojKRSsfSPv0OfPL2pZNetW8eWLVsAtsiyvG7seUWkZxBZlnE6PGg0IqIq+B+922Xn6Jb/QJYm39R84sBCajpjJj3/1TllZHXtm2DJL5B448N+1Yezlp3i2Hd/EHyI9+DqQRVtRBBE3L29w8fVRiO5D36SpMt8jyMcOLu6aHr7HTp27sZjs2HIzCDjtluxLCidkfvPJNaOM5w++JfRBwfzs4TGudSigqgmJecyUnIvQ1RNX35ml9PDb3/2IbZJ3PMKipO468HlE56TPR6aNr5LzRNPIjld4zaac+6/j/RbbpqWcY/El0gr5o4ZRBicQYeKWmMgb+HHOXP4bxPOfuLTljOvv5iaSYoPFGfHcumnHqH93b/SX7Zz2LasMsURt/Zuvwt4xpQUY54/j57jgzb7sbmbBa9ZaKSICxoNscuXYZ5bjORwYkhPI3b5MgRBoOvQYQaamtCYLcStXD6jy0xtbCzZ995N9r13z9g9Z4u2uh3T1PO5z16W3DRVvU9v5xnyl3x62mbVxw81TCrQAGdOtdLZ3k9cwnj3SUGlIu36a4lbvozG19+gY9duJKeT6IIC0m64jtgli6dlzIGiiPR5ijmxmOIVD9Nw+m16u6pAltEa4kjLu4r4tCU8WCLh9sh8sLcWaYRwLipI5Gv3LkXUaUm68Uu4138cZ8tZRK0eXXrhqJSm/lD87W9w+reP0rVv/7mf6GBV9OGZiSiii48n6+P3YFm4EO0keRXili0N4p1Q8AfJ46Kn/RSS2zn8fQHC4kM+FX3dZ2k++xHp+f55SgVKc4N1yvMy0NpknVCkh9AnJzHnoQeZ89D4ijyRgCLS5zFGcyaFy7y1HEdWdgFQq0S+eNtC7ri8kP2nWvB4JObnJZCTOtoEoo6ORR0dG/QY1EYjJd/5JvamJqwnyhDUKmIXL8LZ3TM8MzEVFhC3fFnIJbEUgqP6+HN0Nh2c2OYsywxthE9X4quOhn2k5V2FIITfru/PylSri6xyWIGiiPQFwmRpNBNjDWy4KGfa729ITcWQes6HVWM2Y8wOLgugQvg4c+hv9LSd9HGVPGipCLxclT+4nH143A7UmuASjk3FvEVp7NhUOel5k0lHdl7gcQaRxIW1Za2goDCMw97lh0AP4RVnURX+fQCVSotqkhJuoZKcFsOCJZO7R162oQhVCJv0kYAyk1ZQuECpO/VqgC1k4lKXEGVKobbsVcIyqxYE4lIWB7zXEQg33LkQS1wU+3eeHd5ETEiK5pK1eozazZzY0YxKrSc2ZREJ6StQqSOjdqG/KCKtoHCBYrM2+L5oDO31uyhZ9WVyS++m+pg/aTqnNpGIooaUOdNbcV4UBdZeXcgl6/OoOV2GracKtXAEW3c93SPMgP3Wejoa91G47HOoNeOzVkYq5/c6QEFBYXKC3AhsPruZuNTFGM1Z3ijDoX/A+PzmPgoZe5zYrPVBjSMQPC47lYf/THfDUzh7t2Oz1nnHJkuj3gd7XwsNp98e17650Ur58WYaarunfayBosykFRQuUNRaIy7n1C5qE2G3eutqZs+7g9MH/ozL2Td4JpiNRZmWmq1Ykqa3enrNyZfo6z47fM+xYxj5cOlsOkxG4fXeMPhGK2+8cJSm+nMVg5KSo7n2Y6Vk5kbGhqMyk1ZQuABpObst6CLG4qAXhiE6mZJVXyY1dz36qMSgfar7uqoo3/sHOpoOEq4I55E47F10tx4fH0w1khEzakly4XJY6e608dRju0cJNEBrSx/P/HUvrc2zm6J0CEWkFRQuIPq6z3Jixy+pr3g96D6SMy8Z/m+NLoa0/KtJSF8ekh91X3c1Z489S82JF4PuYzL6e2qRZQnvjHmqMXpFXEBAlvW89/pJ7P0Tp1ZwOj3snMK1byZRzB0KChcI/d21VOz/M7Lku8zUZOiNScSmLBh33NpRQTi8PToa9yKoVGSX3BpyX0PIkhv/xybjkjP4/c93YR8KJ5eH8o2MXimUH/edyncmUERaQeECoKetjLPHnwtJoKNj51Cw5NMTust5PL4rFPlLe90u1GoD6QXhydHtHPC/Ar3HI7JjT9K4jHkAsiSPEmq3O/isgOFEMXcoKJzHyLLM2RMvcObQ3waryweHRmehaPnnJ81YF2XKCLrviWg5uxnnQHdY+hron7qk1hCyDOVnsunvi5o8t/sIk05GdvDpEsKJItIKCucxnU0H6QimBuYYcubfOeX5pKzwVieRZYnm6k1h6UsMIJrR6dRMaVofeW7VpbkhjCp8KCKtoHAe01YfeuX29MIbiImfum6l3phITEJxyPcaSWfTQdwuW8j9xCZPXhRiPL7dCEUB1m8oomi+74IeM4Ei0goK5zGO/raQ+9BH+ecPnDPvTvTGiauUGM3ZaPSBmQc87gFO7fn9CD/s4PA+YPxzD3Q4tD6vXX9dCZesn9liy1OhiLSCwnmMWjuYJznovNDCoPuabzS6aIpXPkxG0Y0YzVloDXGY4vLJX/Jpilc+jDEmcLu1w9ZO49gyXkFgME1RRXwQQRDw4Ps6gyGyUpsqIq2gcB4Tlxpa9RBBVBNt8d/2qlLrSc5eQ/HKRyhd8x0Kl30Wc0IRABqdKYgRyHQ2H0byBO+VApA650qf12TPvZ0Nt/o2jezZVoXdFj5vllBRRFpB4TwmKfMSDMakwb8CnU0LxKctCVJcxxMdmxdUO8k9EJJnCkBs8nwSRwThjCWz5FYSMpaTX5xEbkHClG9VS2Mvf/rlVjwexQVPQUEhRFQaA4XLPkdi5kWo1IFUSxeITVlIZlH4Cq3GJs1DVAeX2L+p8oOQ759VcjMFSz+DOaEEQRWNQzLRNFDIGe7HoZ0/fN3tn1hKYlL0lH319gzwn9/eSHtraPbycKAEsygonOeotUayim8mo/B63I4+Wut20lKzDeTxARsqTRRJmauJTVmAIXriTcBgEUQVBUs+RfnePxBodGJ7wx4Ssy4mypQW0hgM5jm8cKyLnUfjRxyt4h/vVpGZbOLTN85nSXESWj/KbkmSzP/9Zjvf+MlViLNYOEARaQWFCwRRVKM1WMgovJa0vCvpbiujvWEvLkcPak0UKTnrMCeWTOsYoi05FK34IuV7HyVQoW44/Q4FSz4V0v3/+tpxdh6dOLFUXUsvP3l8N9+4dymtjf4lT3IMuDlxpJHSJeEN5gkERaQVFC5ARJWGuJQFxE2Qh2O6ibZkDwr17wNq52/k4GTYBly8s+vslNd4PDL/99pxclxu/LXhnz7ZOqsirdikFRQUwk60JZvchZ8IqI0qxPqKmw/UM1m090jaewboD8BlUaWeXZlURFpBQWFaiE2aixjAZmZ8+oqQ7lfZ0O3XdTLgDsAUk5wWE9yAwoQi0goKCtOCx+1Acjv8ulalNpCUeVFI97NE+/9ASEz1X3iPHpj+8l9TEfEi3d3rYMeRRt7aUc3eE804XJ7ZHpKCgoIfqFRav5Mf5S95MOSK4kuKk/z2FJ9TmoJW69/9muutvPTU9FSV8YeI2zgccLp5Y1sVr2+rort3/FPYaNBw79XF3LBmziyMTkFBwV8EUUVcykLaG/YxladHTHwR0ZbskO83b048JblxnKzunPI6UQCLWU+MRU97q39BNCePNJKZE8uKNTOfGS+iZtIOl4cfPraLJ98um1CgAfrtLv7y2jHe3V0zw6NTmG0kSWbvyWZ+9/xhfv3MATburMbuGO8LrBA5pOZdiVZvZjJPCrU2hszi8AXUfO+BlaQnGCc9LwAajYqV81KIsfgfeCPLsG/H2VmZTUeUSD//QQVlZ6d+CoL3DXvu/XI8/mzlKlwQ9NmcfPvR7fzsb3v5YF8tWw418KdXjvHZ//yAM/Xdsz08hUnQ6i0UrfgiCenLEcShhbuAqNKRlLmaklWPoDcmhu1+MUYtf/rOFZTmxY87JwjeElk3r83DHK1jzeUFAfXd2d6PY4KKLtNNxJg7unsdvPRRhd/Xt3XbqW7sIT/DMn2DAiRJ4mhLGW39ncRHxbIwpQRViLazYNh5tJE3t1dT1dCNXqdm9cJ0bl6bR0IAs4Fgae5t428Hn+dkWwVuyY1Bo2f9nEu4Z8HNiMLMPOd/+fQBTtV4H+AjJzNdvQ6+98cdPP79KzEa/E/+rjBzaPUWsufdTmbJLUgeJyq1HmGavzc/+/wlvLzpDK9sOUNvvwsEiDXpuHltHjev9aYhzc6PJ3tOHDVVvieG4P3eBZ1sMASEcE3fBUHYDKxdu3YtmzdvDrj9j/6yi4OnWgNq88jtC7lqVU7A9/KXt8o/4tljr+IckaFLRCDeGMfanJVclXcpFoPZ7/48/T30l+9BctjQJudiyF2A4Men/o+NZbzw0WlkSR627AlAbIye//zCJaQlTp2HIFg67d08ffhVttXumfC8Xq3j99f/BzG66bk/gMvt4RdPHWDX8YmjyIaIMWr536+uJTE2atrGonD+4XJLVDf2IAiQm2ZGPSa82+OWeOqx3dT6KdSLV2Ryw52BFBnwzbp169iyZQvAFlmW1409HxHmjs0H6gIWaMDnDzcUnjv2Bk8cfmGUQANIyLT1d/Diibf5ysYfc7q92q/+urY9T+3vP0f7O3+hc9PTNP/zP6j/81dwttVN2a66sYfnP6hAGiHQ4N2G6bQO8LO/7ZkWu+wHldt5+I3vTyrQAANuB1/b+BO/+nN7JPYcb+KNbVXsPt6E288MY39+9Ti7T/j+nK39Tr70q8109Nj96ldh9nEMuGhv7ZvWtKAatUhhViwFmbHjBBq8gSoxZr3fCQSP7K+nuzP0ajKBEBHmjsffOBFUu4PlbQw43ei1k7+M2h4bdVY7cQYN+bHRNPYNcKarD40osiDJjEU/OsH3mY6zPH7wOc50nvV5f5vLzvc+/G8eWHw7GwrXT3pdz/6NdG17wfuHLDO00+1qr6f+r1/DvOxaYlZci8acNK7tu7trpnS7r23p474fbuSrdy9h9aJ0n2P2h/L2Sv7vwLNIfiSD73H0sqN2P5dkLZvwvLXfya5jTTz19kms/U5kvEvGGKOOr9y1mGUlkyf56eod4KN9tX6ngOizu/jBYzv53dfXoxJnYV0a4Th77LS8c5qBhl6QZFAJRM2JJXVDEaKf7mjhoL/PwQdvlnHySBNut4QoCBTMTeKK60uIm2LTLxgG7P1UHNpFb3cHUSYLRYtWEWUavfrtszr8/o5JkszpslaWX5IT1nFOxayLdHNHP12TeHL4QpJk9p1oZs3i0XH1sizzcnkj71e34JnkzRcAlSiwLiuR20vSEQWBHbX7+P3uJ/DIgfli/+3QCyQZE1iaPj5Pgix56N71CkwmeJKHnr1vYD3yISm3fRNDTunwqZ4+h1ekfOB0S/z8qf1YbU6uvTh0F6GNFZs49yjxzftnto4T6ca2Pv7+1kn2nmget8Ery97X9uO/7uYHn1rBinkTV8s4UdWBe8wKwhd1LX389rlDfPXuJQG0unBx9Qzg7LLTdaABe3X36JMeGdvpTipP7yLttnkYc6a3OvaA3cW290+zZ1s10tB3QgCPLFN+ooX6mi4+9cglWOLCY7IqP7yLza88idt9bqa++72XuHjDHSy8+IrhY4HmjZZmOM/0rJs7XO7QXvBYn0iHR+L7W07wTtXkAg2DoaGSzAdnW3mtogmb086f9z8TsEAP8cThFyc83vbWH/FYO3y2lx12Wl75NZLL+8AacLr5wWM7sTv9H8+fXzlGc0doydMBjreW+zWLHqLPOfqezR39fPvR7ew+3uTTA+enj+9lx5HGUcc6euw89vJRfvPPQ+d+zAGw+UB9WN6H8xF3r4OO7TWcffwAZ36zk7N/2U/jiyfGC/QYGl86gat7YNrGNWB38eQfdrF7a9Xoz3RwNiBLMn29DnZ8dCYs92upq+LDFx/H5XIgS9LwP4/bxfa3nqWm/OjwtdaewF539gSeI9PJrIt0SrwRlSr4pWlszOikLM+dqKM1QBvXe1XNbD67lwFXcDN6gOa+8QVBew68S99R/8vWS/Y++k/uAGDLwQbONlkDGoNHknl/r++Z91S09ndgdQSW6Fw7Jqrsn++X09XrwN896V/8Yz+N7d57tnfb+ebvt/P2rrNBR5dKssyuY9O3XxGpDDT1UvPkITp31+HqtCO7ApgAydBzZPres91bqmhp7p36OyHDsQMNYbnf4e3vIXncTHRDWZI4tO1cXUVbv/96EWPRk5Luv7NAOJh1kdaoRUqy/atWPBGrF56zw9pcbnY2+J61jsUtw4m2RgJbWI+ny94z6u/u7RPPrifGe29nuzdPwAd7a/wWuZE0toVWSeKjqu0Btxkp6rIss/VQYD80jyTz5nbvBuwz756ivdu7+eeP58tkOP/F0gfIkkzzm+VIIfjx2usDmxQEwpH99X4FgjidnrCUraqrPDnl+foR56OM/rtu3vHJifdeppNZF2mAT90wL6h2c9LMo9zPGvsGpjRxTEVzf+hfjOMt5cP/7bH14unzz63Hi1eQVAbv62nuCG4H2WIKLd1jdVcdQoC18tptnfQ7veN1uT1BmbDe2l7FzqONbD9yTuBDcQ8tzJpe+2qk0XWgAVfPQKB59kczjZutvVb/x9ZnDX5FO4Tb6buPw9vfA2DZRVl+9ZlXlEBapiWUYQVFRIj0nAwLBl1ge5hJsXp+8tnRWbN0IZS40apC23ATEEbNxAVVEHuygohx3uqhDoPi8uX+feEmQ6/WIwhCwEKtFtXIssyjLx4J6r6S7A1YcQRgg58MS7SWRYXhi2KLdNo+qqJjy9mQ+zFkTF9KztgANgMP753aLdUfJMn3RGH7W89i77Oycu0cn5uVWp2Ky6+fG/K4giEiRFolCtxxhX8hmnqtim99fBl/+e5VmKNHzxozTAbixrjU+cuAO5BZ73hUoop5SYXDf4s6A6IhgCrMgoBl1Y3Y1RZOVHUQGx34jLgkJzbkCMyLMpcMDsd/kRaAbTV72HSgno/2B5/W0e2REEXvV1KW5aDMPQCfuaU0JFPJ+YS1rJXuQ42+L/SDmAUpYelnLNZuO2qN/y5+ZSHuJ3g8bmQ/RBrg2J7NqNUqvvCttRTOS54wojAuIYo7P7WclFnKKz3rLnhD3La+EPuAm5c3n8E9gc1CABYUJPDvD100oVM6eIXljpIM/nTIvwCTkdgcRxEIfrW4Oms58VGjl9jmldfTtflZn23VsSlELb2e3x2zcPCtjX5VlxiLTiPyg0+tDLzhGJanL6QoIY/y9kq/28jI/PXAP1HXLQdCMzP4G+QyGSpRYM2i2St1FA5kSaLr4CHat+/EY7NhnJNL8pVXoIsfv3fTfaAxNBPHINokI1pzINXG/aOtpZe//W4nA3aX74sH6WwPzTPnqV98C9lP76QjO96jdNVlGIwm7vrUcjxuiYa6bloarWjUIrEJRrLmxM3qQz9iRBrg49fO5WPrC9h9vBlrv4O0hGjau+3IyFy6OANTlG8D/9LUWHKqmjkbQOSZLMv0DDQiCKLfH+5IEqPi+fTSu8Ydj73kNgbqTmGvPDS+kSBinL8G8/LrUCfm8Pmff0RzZ+BRl0M4XBJf/d+t3LIun8uWZhCl1+C2dtB7bDOe3k7U5kSiS9eijo6l79QurPs24mipRtTqMZZcjGXlDahjElCJKr6z5gs8deRlttXsZcCvpO3eL7DdXA6Nq4J+DeHIUJASf36HhXscDsp+9l/0HDs+fKxz334aXnmNwn/7CvErl4+63uFnqk1fWBZP7KseLDVVHbz2zGG6uwKPAHW7JJwON9oATaAAG59+lL4e/1fFjgEb+ze9yZrr7wa8EYhZuXFk5QbvzBBuIkqkAaL0GtYvy8TR0UHPkWPkIGMuLUXnh0APUW8N/IuhEkQ8sgdREL1LbT+nJypBxX9e9S206onHl3rX9+kr30PPrldw97SjMlowLboC08L1iBpvm3d2naU5DKGmLZ02/vzqMV7bWskPV/Xg3PM8jFj2dW39J/qs+dirDg8f8zhsWPe+Re+h94m/+tOYFlyGXqPnoWX3cM+Cm/mgcjvPHH11yvfDu8EnIEb3gMoFnuBMTqEiCnD1NOZymQlqnvjHKIEeQnI6qfj1/7LkD79FF3/OT1dQCchhyAYZM3d8tGuwbHmvnC3vng6pj6MHGlh2ceA5pitPHAjoegEoP7STS669c9jUFmlEnEhLLhdVj/2V1s1bkD3eTSRBFEm8dA15n/8MonZysT7d2cdrFY24A/zOCoJAUWIxJ1tPDP8tIPgM6BCAH6//GjG6qW3P0UUriS6a3BTx5vaqwAY8BbIsE2etYGDnR4jCoAFncIoquyXsVRPM6pGRXQ7a33yUvmNbSLn924g6A0ZtFDeVXMW2mj3U9TRO+diKBAtwYmwUV68KPXn8bOG22WndtNn7x9DDVRCGU69JTict739I1l13DLfRp0RjrwvNdc5YnIAQwqb7SFqbrCELNMCuzZUBi3RjdXnAyzEZ72za7XSg1U9/RslgiLhHR+Uf/kTLhx8NCzR4bXStm7dw+nd/mLTdgaYufr33NOWdwfkJz02+GI04+pk10sNBQEAURIQR/3fL3A0UJoQehm0Lc47atbqTyPLgDDfAL+1AzQna3/3r8N/t/Z3UW5sRBl/7RMjIIIDaETtrs2iAu68qIirIjePZxm2zc+Z3j+Kx2UatfpDlwb+9n2N/5egHeuL60CoUCWqRtOuLQ+pjJFve8z/d8FR0ddio81FhZSwuV3CJmvRR0Wi0obmuTicRJdIDzc20bZ08mKJjx07sjeN3sl0eiadP1CGFYNScm5jLN1Z/jkTjiKWkIGDSRnsleXA2Iwje/56bVMCtJdcEfb+RJIfTjipDjnow+jHI96O/bCfuvi4ABjznbNK+Nk+uzF0/O/l28QZFna9ud3Uvv8qee+6jY+euyS+SvA9cVdTo2Z4uMZq4NcGtHgSNSNYnFgfVdjIaarvD05EAxw4GFhSVllPo+6KxyFCydDVChJo6IMLMHV0HD0/pOiPLMl0HDmFISxt1/HBrD/0ud9AbT1pRYG6CGTDzm2v/nZOtFXTae0iOTqAoIY+jzWW8X7mNpt5WYnTRXJqzktVZy1EH4ws9AR/fUMK3fh94pN9EyIBbFlELwfsbyx43zuZq1PmxJBsTMGmN9A7m5xAFYdzDUC2q+OTi27kqfy35pnp+889DOP0MaBkS9ZA2DQVYvTCNeHNkLlenouI3v6ftIz9TB8gyaotl3OH4lZlEpcfQuacee6PVa+FyeSb1+hANaiwLU4ldkY44RQbJYNAE4Grni0DCtQE0Wh3puUU0VJf7vngYmbTcosAGNsNElEj749soS+PFp2fA694T7O/8+oJzO9uiIDI/efTyb0FKCQtSSoLs3Tdzc+NZtzSDzWEqHX/clckybVVwhuKhFcPgpqZGpeHyvNW8WjaU60BAFIThaECVqOI/r/w22RZveP6lizPQa9X87O97YdDXeeznIgig1ahwuTwjSl0E7xedaDHw+Y+FNxH7TNC5/4D/Aj1I0xtvkXX7baijR6f0NGSYSc84l1NC9kh07q7DWtaGx+ZCVIvoM2JIuCQb7TR6wJQuTWfzO6GbPARBICE58GISN37q6/zxBw8FciNOHdhOTtH4DJaRQkSJtLl0vh/XlI47Fh9k2SSVABvyUtiQNz1O/IHwtXuWsiAvgX9+UEFbl9fTYyrRmsynWxBgk2M+y/Q1CHJwtm5VtAV9xrkH1W3zrqPR2sLehsMj7iOgUWn48qoHhgV6iBXzUnj4toX87c0T9A+4h8UaQKdRsWZROjetncPjr5/gyJn24f6GhFqtEtCoVQw43YMbuPLwaxtiqD9BgE/fVBpwxOpsI7lcnHn0T4E39Hho27qN1GunNrUJKpH4S7KJvyT8G6nd7c2c3LeVztZG9FHRFC66iMz8uQiCwEXr8tj+4RncgSR3GosAoiiweEXg0bMqtRq1Rovbh316pHmjvSn0CMfpJKK+2cbsLGKXLKbr4EQeCGBZUEr0nPEbdaVJZsw6Dd0DLr9m0/MSTCxPi2NxspkoTeS8BVeuzObKled+VB09dp56u4y9J5vps7sQBYEovZp+uwsE7zbe2Mi87JQY7rpyOSmaPNpe+XWAI/CqYOzq20eFtatFFf92yUOcajvD9tp92Jx2sizpXJZ7EWb9xFFYV67MZs3idPaeaKa7z0FGoomFBQmoRngR/ODBlby+tYr39tTQ3GkjLkbP+mWZ3LIuH1OUltpmK9WNVt7ZdZYT1R2jbOJD/5mWYGTFvNl/yAbKmd//AVdncFGuAy0tYR6N/5zYt4Utr/0DWfIMr6ZOHdpJQkoGOoMRj9vFgvkZHDwUCwRn+lCJIjfcvgBzbHDmq9ScAurOnJxyliNLkvc3JAhodOEP4gknkaNQgxR+9cuU/+JXdB89Nuq4ef48Cr/+1QnbqEWBTy7I5tEDVTh9RKzFG7R8aXn+oHtaZBNvNvCVMcnrXW4Pv3/hCFsO1g9WOREQBCjIsPDZW0opGE4slIZks9Lx3uOjqsFMhTomHsvq24lZfMWE54sT8ylOzPd7/HqtmksXTx79p1Gr+Nj6Aj62vgBZlsdtTGalxJCVEsPyucn81xP7hmfdQ6TGG/nBp1aed1VY+mtradu8Nej22gns0jNBe3MdW159CmmsyVGWx8xGK4nTCfQ6luHC92xYpRbRG9QYo7Vk5caz7OJsklKDD8FedMnV1FeW+Z2gq2DBilF/y5JEXdUpGqtPodUZyClaQFxyeKoeBUPEibQ62si8H/+Q3tNn6D54CFmWiV28CFPR1Du3cxNi+N7FRbxd2cyB5m7cEzj4x+k1fHXF+SHQk6FRq/jq3Uu468oi9pU14/HIzM+LpyBzfDi2edkGdKn5WA++g7O5CkQ1nr4uPP3do+wF2sRs4tZ/HENuKcIsVEL3DmPyzyRKr+Enn72YsupO9pxowuWRmD8nnhVzU0bNzM8Xqv78f8E3FkUS114avsEEwL4PXx8v0JMhy5h0+1GZkmjr8M5Uk1NjWLAsg/5eB06Hm7RMC/MWp4V1sxEgu6iUpWuvZ/+m132OMSYukXnL1w4fqi47zEcvPY69v3f42M6Nz5Ocmcc193wek2VmE/5DBIr0EKaCfEwF/s/aANJMBj69KJdPA+02B9vr2qnqthGjU7E4OZZFyZbzbtY1GakJRm5ck+fzOn16Afr0c8mrZFnCXnkYe+0JBEEkqmAZ+ozI3t0eoiQ3jpIICtcNBrfNRu+pQLwPRpN1711o46YnDautz8qpA9vpbG1EZzASl5RG49kKeru9pqaGqlOBdSjLFBT0cP/DNyCIQkB5m0PFOKaO4WTo9EZ0Bu9GakPVKTb+43cTZtBrqavklb/8nLu+9GO0upn1IopYkQ6VhCgdNxfN3hIlUhEEkaj8JUTlKzUAZwPr8ROjArUCIefBB0i/8fqwjkfyeKg9c4KqEwc5dXDHuZlyOBKpAB1NdRhDzHEeDP6mdWhtPEtvdwcmSzz7N70xZYpTa1c75Qd3UXrR5EWnp4MLVqQVFCIRf1NoTkTCRcEnr5qIQ1vfYc8Hr/j0hAiF2Qq1zsgr8e4u+3rYyDKdLQ3oDFHUVZb5vLaq7OCMi/T5Z9BTUDiPiSkpRlQHPjcSo6LQmMOXz/jQtnfYsfG5aRVogKLFF/m+aBqIS0oju3C8u+5EaHUGJD9XNx53eFM4+IMi0goKM4jGbCbp8ssCbpd82bopk4sFgtvlYu8Hr4alr6kwGE0ULpwdkQZYsOpyn9eIKjUpWXnoo6KJS0rzeX0gaVDDhSLSCgozTO6DDxAzz/9STKLBQNY94/OVB0tDVRkuP2oAhsrSddej1sxewqs9H77q85r45PThwJbMfN+1Vq2dbRzc8naoQwsIRaQVFGYYUaMh47aP+X19xm23jgsDD4WZEGiALD/NDdNBa8NZ2hprfF7X1lTLS4/9P5pqTnNyv3++63s+eBW3y/9KM6GiiLSCwizg6unG35SBamP4BBogKT1n2stBRVviiUsKb7WXQOhqG6yT6ON1CoJAc20lrz/+K1yOAb/69rhdVJ08GOoQ/UYRaQWFWUCfkjIqof+kiCLR+b794QMhJi6R9DnhyyE9FlGl5rqPf2na+vcHQ5S3EIcw9B5P9D4PHpNlOeDVRUPlyZDH6C+KSCsozAIxJcVEZfoomCuKQQV1+cPVd3+BmLjw5t8WRJHcuUu496s/IzEt8ORI4SQjrwSjyeIdlyBMuHIQEIIqjAHQ0nA2xBH6j+InHWY8kkyv041eLaJXz06ItcL5Qf4jX+Tkj3+Ku69/vFAIAvqUlEnz1YSKwRjNfV/7L47u+oDtb/quaG+yxFO6aj3R5jha6qqQZJmo6BhiE1NISs8h2hyHqIqc77uoUrH6urt477nHJs7hIQjegJcgg3b6umfOy0MR6TDh8khsrGxmW10HVqc3Y93CJDM3FqSSZjr/ktErTD+mgnwW/uq/aXrzbTr27MVjs6PS69Gnp5G0dg0Jqy8Jm9vdRIiiyKJLriI9t5jnfvfvTJaEKzYplbu+9BNUg5kRCxeFN6hmusgvXY7OEMW+j96gqeZc3cUhE4i/CZgmwmHvx+V0zEjZrYgTaVmWqa6upqbGuzOblZWFLMvU1dUhCAI5OTlkZ2dP+8ZHIEiyzO8PVHKy/VxSFlmWOdjczamOXr6xqpB0RagVJkCfnEzugw+Q++ADszaGxLQsrr77c3zwwl+RPEMVjmQQBBLTsrn5098YFujzjcz8eWTmz2PA3k9dxXHee/7P506GWA7I43b964l0f38/r7zyCq2trcCg0B0cvYt64MABUlNTufnmm4mKmr4KE/7i9Eg8fqR6lEDDuTmJzeXh1YpGvrg0vJs/kYbH5mKgpQ9BJSDq1Njquuk/04mz04YsyejijVgWpxJdlBDSA3agqRd3rwO1WY8+iModChNTsGAFSek5nNi7mdaGGrQ6Pfmly8mbvwxVEBGSkYbeYKRg4Up6ezrZ/e5Lfuf2mBBBwJKYgj5qZr5/EfXuv/nmm7S2tvpchjQ1NbFx40Y+9jH/fU190dBrp6q7H61KpDQxZspiAJIsc7C5i5fLG2mzTR1WKwNHW3rod7oxjqgn119TS+sHH+Joa0ObkEjyFesx5oyvouHs7sHeUI/aaMSYkxPw6zpz5gzHjh3DarViNBopKSlBo9Fgt9sxm80hr0okl4e2TdX0nmxFnqKu4UCDleYGKzE13SRfXTDpdZNhb7TS8nYFru5zblKaWANJV+d7N4ZEAV1yNMJ5mOWwpqmHP758jIqaLjyShE6rZk66mYtKU7l0cTqxpplJSm+OT+LiDXfMyL1miyWXbmDO3CWcOridtoYaaiqOIwgCsux/ThVBEFh48cQ516eDiBHp5uZmGhoa/LYTnT17ltbWVpKSkkK6r9Xh4v+OnOVUx7mZsFYlclVuMjcUjPfz7HG4+OXu0zT3++dTCSAB/a5zIl377HPUPf/iqOVW01tvk37rLZgK8ujcdwB3r5W+yiqcHZ3D1wlaLdF5c0i/5Wbili+dssKxLMu89957HD9+fPhYe3v7sBlpLGq1mry8PNasWYPZ7F+aR4DmN07RX93ld4FJ67EWbGe7SL62iKhM/+5jb7RS/+zRcfdwddlp+OdgcQgB1EYtsSsysCzxHd4bKRw708b3H9uFNCL/ud3h5kRVByeqOvi/149z15VF3HP19LnM/athSUhm1VXeCd47z/yByhMHznl6+EIQWHDRFcxfGXhof7BEjEg3NjYGbMh/5513uO+++xD9KMfePWClw9aFWW8iIcqbk1iSZX6z7wz1vfZR1zo9Em+eaUIjClwzpv7hXw5XByTQQzgGK8Z07NlL3XMvjLeHyTINL740Zfls2emkt+wUp079nPiLVlH09a8iTLKjXl5ePkqgfeF2uykvL6e8vJzVq1ezYsUKnzNse4OV/qouv+8xfK9eJw3PHSPl5mJM+Qm4B1z0nWrHY3OhidERXZiAqD33uhpfK/P9EJDB3eekbVMVklsiboUP97YI4T+f2DdKoMciy/Dse+UkWAxctXL8SkshNK684zMY33mBsgPbcA7YfV5/86e+Tka+/yH94SBiRLqvry/gNu3t7Rw/fpwFCyav9Nth6+KJQy+yv/EokiwhAPOSivjE4ttot0eNE+iRvFfdyuU5SWgGq3/UW21UdAQ+ToCfbD/FgwuyMbz0ytQbFv48qGSZjl27qHs+k6y775zwkh07dgQ1ToDt27dTVlbGNddcQ0rK5PUD+053BH0PgJa3K+hOaGCgcbQ9v21zNclXFxBdEE/n3jqk/gBCcGXo2lOHZVHqKKGPRI6daaPX5t9r+8fGMkWkpwGVWs2a6+9m5RU3U19Vxgcv/h9Ou23CaxetvnrGBRoiSKQ7gyzKefTo0UlFutfRx483/Q+t/efERAaOt5bz75v+h6UZ90zZd7/LTVV3P0Xx3uilqu6JPzx/efxoDffW1IXnTZeh7p/P0/zOexR+9UtYFi0cdbq7uzuk7js6Onj66afJyMhg7dq1E4q1uz+0NJeyUxon0ADSgJvmt8pJWD+Hjm2+8y+Ma+/w0H+2C1NhQkjjm24qG3r8vrar10F7t50Ei+IlFA6sVis7d+6kqqoKp9OJRqMhNzeXWz/7Pba9/hQN1eXDEyat3sDy9TeyeM3UFdqni4gR6a6uwJfNAD09E3/R661NvFb2Hq397ciyt1KDgDBoTRDod9o4074bWDmq3diJ7MhaidoQ6+nJsowQ5vy9ru5uTvzoJxR/79vEr1gOgCfIyh8T0dDQwAsvvMBdd91FYuLoCLXp3KKT3RKdO2v9tnWPRXLMfN7fQElLCMw7QJzlTdHWThu7jzfhcHkozo6jND+yH4KTsW3bNvbu3TvqmMfjoaysjPLycmJiEiA1Cq0oMXf+fFZctAbtNPqr+yJiRNpgCHyGIMsyxjHJZ8521fHXA//kTOdZpDE7tjIysgwCMoIg0tpXjtG4ckR/4zXhjweruKM4nUuzEylNjEGjEn1WJJ8MQZIQQqjMMRUVv/pfVv3zHwiCgCuMGbpkWcblcvHuu+9yyy23jHq/tYlGKGsL273G4ukL/oEWwGb9rLF8bjJ6rYoBp++HqiBAXMzMeHmMxSPJ/P75w2w6UMvIr75GJXLFyizuvKKQePP5McP/8MMPOXz48KTnJUkaXoU6gD37D3P4WBn33Xcfllmq0h4xuTv0+uC+gHPnnrMRNfW28tPNv+F0R/U4gR6JjFd83JKLOL033+1EAg3eDb+nTtTxvc0nqOu1c3Vu8N4kskpFX5jzJQwhDQzQc9Tr6aDT6VCH0bdVlmVaWlr4y1/+wkcffTRcB86YY5ne6XQIuLt9bwLNNoIg8Jlb5vt3sQxbD9ZP74AmoLymk/t+uJEP9o0WaBiMst15lk//7H0OV7TO+NgC5dChQ1MK9GQ4HA7+/ve/U1bmo7zWNBERIj0wMDCpa5gvoqPPLRlfP/U+fU6bX47qMjJZ5jS+vLyAZKPeZ4tWm4Pf7DtDQVw0Nxekogly6Vl/xXVIKpX3QTHiXzjor6kFvD/+qTZTg8Xj8XDo0CG2bvXm3dUlRROVbZk2oRY0IXw9zxN/6aIs/6qfy8Avnj7AvpPN0zugERw53cY3freNPvvUKzO3R+YHj+3i+3/aQZc1cM+nmaC7u5vNmzcH3d7j8bBx48agRD5UIkKkz5w5gzvI2mHvv//+sF16b/2hgCKJLslcRkq0nq+uyPdLZ9ySzEvljVxXkMr/XLGASzPjMWnVCIDaT1HYZ0njuY9/maa0bGRBOPeP0MXakH7OP3jNmjWkpk5PPt8DBw7w+OOPU1FRQcp1RRgyzdMi1LIreJuFMTc2jCOZPgK1M//x5aPTNJLRyLLMfz2xL6DI6SOn23n4Fx9hDXFDeTo4fvx4SLk6wPue7NixI6zmRH+ICJF2OIKvFOHxeDh61PvFHXAH1s8rp97huWNvIAQgjzU9Npp67TxxrJbt9R30u9wIwugNxqmQAYfOwPvX3cPBZWs5vnAV+1Zdzv4Vl0FAIxmNoNMSt3TJ8N9qtZo777yTq666Ksgep6arq4s33niDvz/zJIbL08i8ZyGxqzKJLkrAsiKd9DvmE7d6dtJVqs06DBn+B+TMJumJgW0etnXZOVHVPk2jOcfxqg6fM+iJsNpc/O75Q9MwotDo6uoKWaTBu+qvqqoKw4j8JyI2Dsd6DQTCkL0UIDk6kXprk99tB9wOXil7B4/sIcGQT5vdvxnA25UtHGie2htFYOqZsSyKHF9yyYgDMqIksWT/Fr/GMJbcBz457phKpaK0tJTq6mpOnz49vlEY6O7u5tlnn+Xee+8lYfVoP15dcjTdexuQXJ7w2XT8IOOu8Jt6pgtBEDBHa+kJYJP0e3/ayVUrs/nszaWoQvQ4moyWjv6g2+490YxHklFFkMlprINBKFRWVlJUVBS2/nwRETPpzMxMYmKCL1c/5HI2NzGw5OhDD9aNpzdz1RyL3+32NPr26Q5YkwQ4tuQSThctCLht5r33kLrh6knPr1y5ctJzYwkkJHwIh8MxzqUJQKVTE1OaHHB/oaCO1qIxTX9msnBy/7WBBUhIksw7u87y86f2Txmt6A+yLLO/rIVfPXOAH/91N3974wSNbX00tAUXtAUgyVBRE5xL7XQx0sEgVBobG8PWlz9EhEgLgsAtt9wStEdCWprXFjs/Obj8Bi6PC5XcSGKUfz9uGe8XcSShzxm8PRxZeilSgAmPBhoapjyfnJzMunXr/OprMr9zX5SXl0+4nEy4NMdrs54h3DYXkjPyfaRHctXKbJbP9f9hNlRMZNexJj73Xx9Q02QN6r4ut8R/PL6Xnz6+h62HGjhY3sqrWyv54i82selAXVB9DuFwRdZnkJKSEjYXumCio0MhIkQaICEhgYceeigo08fAgHdHeV5SYEuQkbkpehwDdA0EtuExUqjH6mpQoi0I2Iwm2pPSA2rm9uNLs3TpUh544AGysqbHTux2uycMohFUImk3z2AorSwjuWfQthImfvjgKjKTAk992dRh4weP7QzKfvzcB+XsP9Uy7rgky3T0BL9PJIoCOamRtyeQnByeVZ0/uYLCScSINEBUVBT3338/ubm5AbU7duwYHR0dmHTB250kEpGC2FgY2UQUvOKcYNCSbY4izxL4eGRBQOV2BmTyMJX4t4KIi4vj9ttv57Of/Szx8fEBj81X35OthEStiui50+MfPhZVlBaVISK2WgLmS3cuCqpdV6+D598vD6iNyy3x3u7g3F59sW5JOpYINDllZIQn6ZbJZApLP/4SUSI9xM0330x6emCzyaGMb4Kfc9iR1y1KnYfFkBhUoYaxTdJMer53STHfu6SYb19cxLyEAD9QQUAbgIuPoFaTcevNAd0iOjo67LOBhQsXTnk++Yp89Kn+zRTFEEQ2KtMcUVV7AqE4Jx6NOrjP5ZUtlfzwz/7PqDt67PRMg6ucIMBnb4nMjdu5c+eGZQOxoCDwfOihEJEiLYoit99+u88f/kiG7ET+zqaHfsgF8bl8ccX9FMYFV2XBrFNj0WlJizZwS2Ea31pVRPSI5P6fX5pHQZwRAf9NIBqXc/Iy9KNfBEXf+Lcp80pPRjBh+JMxb948Fi1aNOU1olZFxl0LSLmhGGNBPIYsM+ZFqVhWpmPIMqNPjyF2VSY5n1lG3hdXYcgKbrlsXjI9vuEzRShuYofK2/j5E+M3cCfCoFNPSwzS3Nw4ogajeCMNrVbLxz72sZDycGg0Gp/f9XATsetClUrFFVdcQVVVFb294zOljWXIK+HSnFW8XfHhpKaLGJ2JFemL0Km1LEmbz/ykIgRBwKSD4vhoygJMRXpVbjJXzZnc1qVTifzbikIONnext7GLPpeb1r4Bel0T52sQAKdOj94xGNY8Mr/00GsSBOKWLyP3wQfQpwRnZyspKaG2tnbKa4TBYp1DD7SRAqJWqykoKKC0tJTMzEy/7imoRExFCZiKfCfmicqJxV4b2CamLiUaQ1rwXkKRgEGn9jt96UQcOdPOmfpu8jMsU15njtaxsCCRw6cHc6/IDM8ign1QCAJsuCgwU+VMk5iYyBe/+EV+85vfDKc38Be1Ws2NN944Ksp5JojImfRIli1b5nP5KggC8+d7cyDcWHQFCVFxiILozXo34rqEqDj+Z8MP+czye/jE4tsoTS4e1ffnluShCmB6EaVRcUmGb9uuWhRYkRbHw8vy+PZFRfz35aUsSBovJgLeL3pzUen4WY4ggCiCKJJ63QZKvvftoAUaoLi42KdtLSEhgfXr1w/PugVBQBRFCgsL+exnP8u1117rt0AHSqARg4JaIOXamfNdnS6uvTg0kZNlOFTuXx6Nay/JQcDr0ifJsvf/S3LQ9VnXLs7g0sWBmSlnA1EUA973SkhI4DOf+Qw5QZSwC5WInUkPUVpaSkVFBQ2TuJkJgsDatWuH3WssBjM/Xv81/nnsdXbXHcQludGrtFyctYy7S2/EpJv8KRilUfHQolz+dKja57h0KpEvLJkzqm6hv6hFkUeW5bOxspm3zzTjHPFETzcZuPqBu2iuK2egefzOuzY2lvSbbwr4nuPGoFZz22238eSTT07slSEILFu2jLlz51JaWkp9fT0ul4vk5OSQfNr9RZdoRJtkxNnqX1BFyvXFaOPOj0xsU3HfhhJe/KhiXDKjQBiaePTbXTz1dhl7y5pxuTxkpcRw5xWFLChIpLbFyqMvHMYTop81QLxZz8c3lLB+WeZ5sx8wd+5cKisr/bo2PT2du+66a5pHNDlCOEIlAQRB2AysXbt2bUiJTCbC5XJx4MABjh49Sm9vL4IgoNFoyMjIYNmyZZPO5gZcA1id/Zh1JnRq/+1QfzxYxcHm7gnPCcDy1FjunZ85ZbFaf7G53Bxu6WHA7SEzJoqCQdu4o6OTmieeomPXbiS3G0EUiVu+jJxPfhz9FNVSAqW+vp4333yT/n6vGAqCgEqlYtWqVQEFwUwHrl4HtX87iDRZKk8BBFEgYW3ueVXX0Be/fHo/Ww5O7fs+Fd/55HIs0Tq+/6eduCYoDpydYqKhrQ+3J/Tf/qKCRH76uYtD7memkSSJRx99FKfT9+bp3XffPRyLMR2sW7eOLVu2AGyRZXnd2PPnhUiPZKSNdLqQZJm3K5vZUtuO1eFClsGs07Ak2cKNhalBzZ6Dxd3Xh7OzC43FjGaaZrAej4fTp0/T2dmJwWCgqKiIqKioablXoHicHlo3VtBf3TVcjVxt0qJNMKJPNREzPwnNLOVZni7+9sYJXt1aGXI04UywID+Bn33+Et8XRiB1dXW88MILU9rgs7Ozue2226Z1HL5EOuLNHWOZieWUKAhcn5/KNXNS6LQ70KhEYvWzU5lBHR2Nepo3KlQqFcXFkVmNWqVVkXpTCbIk4+51IGpUqKIi03sgXCybm8yrWysRRSHihbrkPMk2OBGZmZncf//9bNy4kdbW0XZ8QRDIy8vjmmtmp2TWSM47kZ5J1KJAkvHCmqWdrwiigMb8r/FZlOYlMDc3jpPVnYjC+BQEkYIoCFy9MrK9OXyRkJDAxz/+cXp7e+no6KCzsxONRkN6ejpxcf7l+p5uFJFWUIhAvvfASn7zz4PsO9niXwX5GUYQ4P5rS0iMPf83a8EbRWgymWbFe8MXikgrKEQg0QYN33tgJY1tfXznD9vptAafSyMUxppcVKLA3Nx4brx0Dqvmn9+BQ+cLikgrKEQwaYnRXLkym+fer5jxe+u0KmRJJj4uisuXZ3LTmjx0WtV542Z3oaCItIJChHPdxbl8uLeW9p7prx/ozUbgFeF/u3sJFy+4cFwbz1ciPuJQQeFfndgYPT/7/CUsyE/wmc7FH4bSwhRkWrBE64b/FkVhWKAvX5apCHSEoMykFRTOA9ISo/nZ5y+hoa2P6oYeXvzoNNWNVmQCC+P2ph4QsETr+PnDq5Fl+HBfLR/ur6Onz0FKvJFrVuVw8QLF3hwpKCKtoHAekZ4YTXpiNKsXpXPsTDsHTrUgyVCcHYteq+LHf90ztXALQ5uSK9CoVQBsuDiXDSHmDFGYPhSRVlA4TynNT6A0f3RGwRXzktl7smWUWUSWvaKdHBfFtRfncsWKLGKMsxOcpRA4ikgrKFxAfO3epfzxpaNsPdQwnK5Xp1FxzUU5fPL6eRFVwVvBPxSRVlC4gNBr1Xz17iV8fEMJx6s6UIkCCwsSlZnzeYwi0goKFyAJFgPrloSnpp/C7KK44CkoKChEMIpIKygoKEQwikgrKCgoRDDhTPpfD6SbzeYZr6aroKCgcL5y+PBhenp6ABpkWR63kRBOke4GzGHpTEFBQeFfjx5Zli1jD4bTu6MayAX6gDNh7FdBQUHhQiYfiMaroeMI20xaQUFBQSH8KBuHCgoKChGMItIKCgoKEYwi0goKCgoRjCLSCgoKChGMItIKCgoKEYwi0goKCgoRjCLSCgoKChGMItIKCgoKEYwi0goKCgoRjCLSCgoKChGMItIKCgoKEYwi0goKCgoRjCLSCgoKChGMItIKCgoKEYwi0goKCgoRjCLSCgoKChHM/wfW/a2Bp6IBHQAAAABJRU5ErkJggg==\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 2000\n","Propagation at iteration: 2000\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 2250\n","Propagation at iteration: 2250\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 2500\n","Propagation at iteration: 2500\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 2750\n","Propagation at iteration: 2750\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 3000\n","Propagation at iteration: 3000\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAB5lklEQVR4nO2dd3gcV733P7Ndq1Xv1epucu8lbrGdnkAaCSG5byD03i5waRcu9QIXQg8QCISQENK7nTjuvXfL6r231a62z7x/rCRLVtsyu1qZ+TyPCZqdOedsme+c8zu/IkiShIKCgoJCZKKa6gEoKCgoKIyPItIKCgoKEYwi0goKCgoRjCLSCgoKChGMRq6GBEE4CeQDFqBCrnYVFBQUrnGKABNQLUnSoqtfFOTy7hAEoQeIk6UxBQUFhX8/eiVJir/6oGwzabwz6Li4uDgWLlwoY7MKCgoK1y6nTp2it7cXvBo6CjlFugLIWrhwIbt27ZKxWQUFBYVrlw0bNrB7924Yx0ysbBwqKCgoRDCKSCsoKChEMHKaOxQUFBQmxO6y09TXik6tIzsuY6qHMy1QRFpBQSEk9Nh6ebN8FyeazuESXQiCQEd/Fy6PCxDIjk3nvXNuIt4Qy/m2ywjAooxSipLypnjkkYUi0goKCrKzrXw3fznxLCLiOGdI1PU28ejBx0cc/df510mOSuBLaz9GQWJu6Ac6DVBs0goKCrLy+6NP8viJZyYQ6InpsHXz1bd/yLPnXpV5ZNMTZSatoKAgG9sr9rCz6qAsbT13/g0O1Z9kQ/5KNuavJkZvGnrN5XFxvOksjeYWko2JzIjP4akzL1DRWYNapWJ+2mweWPBekowJ47Z/puUir5a9w9mWS0hIqFVqojR6lmTO5wML3kusIUaW9xEsikgrKCjIxnPnX0dCvhz1DeZmnjr9Ei9e2EZ2bDo2tx2dWkdtTwMu0T3udfvqjrKv7ig3FW/i4cX3jHr93aoD/PHYU3ikK7N9t+imz+lmV81BdtUcRCOoMemjKUrKY2nmfFZmL8aoi5LtvfmKItIKCgoB4/S4OFR/gtqeBk43X6DHbpa9DwkJq6ufss4qv699s/xdDjec4Pub/5MkYwKiKNLvsvHn48+MEOixcEseeuxmjjWe4VjjGf5w7CmWZy1kVc4SkowJFCXmoVKF3mKsiLSCgsKEeEQPElDX08jplgsIgkBRYh59Dgt/OfksvfY+WWfPctNl6+Gzr3+b4uR8LrVXIEpSQOMVJYlDDSc51HASAYHk6ETunXsr6/NXhmDUV1BEehogShIqQZjqYSj8G9DZ380rl95md80hbC47giAgTjLjnA44RRfn2y7L2mZnfze/O/okQEiFWhHpCKXL5uSly02cbOnB4RHJjDGwITeFdbnJimArhIQ2Swff2PGTESYLpQbq2EhIDE7G/3X+Na6bsTxkpg9FpCOQii4L/3ekHJd45QZp7LPz1Pl6dte189llRcQbdFM4wrFpaejl2IFaujqt2O1OervsOJ0eNBoV2TPiWbGugKJZqVM9TIVx+MvJZ0NiU75WGTSZtFu7qOiqoSS5ICT9KCIdYVhdbn5xtGKEQA+noc/Od/Ze5KurZ5IWbQjz6MbG2ufgH388QnNj75ive9wilWUdVJZ1sGxNHjfdWSr7GBx2F6IoEWWMvIfXdMDssHCi6dxUD2NaIiHxxuWdJBrjSTYmyt6+ItIRxrs17Tg8E9sALS4Pfz9XzxdXFE/aXr25n731nbT3O4jVaVidncTMJPn8P/stTn79o3dx2D0+nX90fw1dHVZuuXse8YlGn65xOtzUVXdx/lQTl8+3Yut3oVIJJKeZWLQ8h4tnW6iv7gIgLiGKdVuKWbhciVbzh9PNFyJm809AQEJCwGvWi5RxTcTB+uOca7vEN9Z/hryEHFnbVkQ6gmi22NhR0+bTuZc6+zjU0MnK7KRxz3m9oplXypsBkAZMaAcbu8iJjSJaq0aUoDjRRIbJwPGWHpr6bERp1SzPSGRtThIGjXrCMXg8In/65T6fBXqQyrJ2fvn9dymclcLt9y4gJm7sFYEkSuzafpkje6tx2Ef6xIqiRFtzH9tevjDieE+XjVf+eYaLZ1q4/5Hlfo3r3xWnx8VfTz031cMYQhAEFmfM46GFd6NTa9hesYcXL7411cOaEAmJPoeVXx/+Kz+98Ruytq2IdBjxiBK9Dhc6tQqTbuRHX9lt5dGjFdjcvgve42dqabc5ua14dDaxCx1mXr7cPGoOIgF1ZhsAKgEud1mQAAEY3I+s7e3nQGMnX1xeTLRu/J9I2bkWejr7fR7v1VReaufJ3x/ig59ZgyFKO+r1ba+c5+j+WqRxTD8TUX6xjUO7q1i5PjR2wmuJfbVHMDv6pnoYAGTHZnD//DtYkjkPleDdiPP+PZ9v7vhfWebUgzN1uZGQqO9t4lJ7JbNSCmVrVxHpABEliTNtvRxu6qLf6SEnLorrcpJJitJzubMPq9tDlslAZkwUoiTxZmUre+ra6XG4EICZSTHcXpxJYUI0AE+eq/VLoAd5pbyZpCgd+fHR2N1uKrv7Kevqo3xAfCd+D1f+/6BQD9LYZ+OFsiYenDe+2eDC6Wa/x3s1HW0WTh2pHyWmvd02jh+oC0igB3nntYuo1AKLluei1U28Kvh3Zl/t0akeAgBpphS+u+mLmPTRo14rSc7nhqINbKvYHZDACghE64wYNHq0ag158TkcaTg5aUCLv3iFulER6ammy+bkRwfL6La7ho5d6Oxje1UbUVo19mFiW5IYg16t4mz7lU01Ca+5oqK7nM8uK8Tu8tDYZw94PH85UxvwtcMRJW/GLWng3/6GTjQq72alxekmPdrA+txk5qTEAtDbHfgsejgHd1WxfG0eKvUVF6ay8y14JrHNT4YoSmx76Tynjzbw4MdWjjlbHwtLZRWOjg4MqalE5+cFNYbpQL05+IftIAICKkHwW/yKk/L5/OpHxhToQe6ffwdV3XWUd1b7JdSp0Ul8ZOkDzEubhTDMfdXlcfHBF7+Ew+P0a6yT0WhulbU9RaT9pNPm4Bu7L+AeY4YnAf0uz4gZ6aVO7zJy+LHB34nLI/J/hyvwRJAv6vBbyyNJvFvbMfR3k8XOydYebixM486ZWagnsVn7Sp/Zzp9+sY8PfXYtao2Ks8cb2PVWmSxtA7Q0mXn3jUvcfNe8icdxuZzK3z2GtebKQy86bwZ5H/x/ROfNQGMyjbjJrxWkIGeTOrWWhxfdi0kfzcL0uTSam/na2z/2SUgFBOaklvCtDZ+d9LON0hr49sbPsb/uGK9c2k5zXzseaeLVp0pQcevMzcxPnz3qNa1ay/c2f5nv7vwFfU7rpGP1lYlyigSCItJjIEkSFzv6aLLYMenULEyLx6BRc6mzj18cKcczyW9vrJeHHxuuyZEk0L4gAW9VtjI3OZboGL1s7bY0mdm/swJRlNizvVy2diXJ+1A8e6KRLbfNGdfs0d/QwPn//h88NtuVCyUJa1U157/xbQC08fEkrVkFooizqwt9aippm68nOm+GbOOdCjJj0jA7xixU7RN3zrmZ6wvXDv1dkDiDosQZVHTVTijURm0Um/JXc9/8O3x++GnVWjbkr2JD/ipESaSlr42yjir+cOwfIyIjB9tLMyWzPm/8aMAZ8dk8evN32Fl9gH11R2m3dmEJUrDjDKbJT/IDRaSvos7czx9PVtPW7xg6plc3sDorkZ117QRhIr1mkIC3qlqJt8q7TNz1lrxhu4NIooTT4aHPbCcxeezldOOLr4wS6Ktx9fTQ8vqbI441v/YGOffdS+5998o+7nDx3jk38sM9vwno2nUzlvPe2TeMOn7nnJv56b7f4xlHpAUE1uet4KFFdwfUL3hnyZmx6WTGpmPSR/Pkqedps3YOtA+lCTO5JXs9HS3tZGVljRsRaNJHc9usLdw2awsWp5UPv/SVSWfo4yEANxZtCOwNjYMi0sMwO1z84kgFVtfI5YrD42FHbfsUjSoyqe3tR+qQb4kYaiRJot/qHFekuw4fGVecJ2mY+qf/SXR+Pkkrlskw0vCzKKOUnNhM6s1NPl9j0kbzxbUfYW5qyYjjoiTyiwOPc6jhxJjXeVMaeGe5++uO8fDi9wU87uEsy1rAksx5XO6optvSQ8OpahrPN/Du2R3e8ZpMrF69mtLSiQOpTLpoFmWWcqzxdEDjWJG9WPY81EpllmHsqe8YJdDA2PaLf3MEQKNRTSsb7Z9/uZ9Hv7eDyxdGbuw4u7px9/f7L9DDqP7Tn4Md3pTyneu/gEbl+x5DlEbP7OSiUcf/dOzpcQXay5Xfi8XZj9PjmuBc/1AJKkqS8qk+WEZ9dR2ieMX8YbFY2L59OxcuXPGr77Wbee7863x1+w/50lvf40/Hn6aht5mbApwJGzUGPr/6kWDfxiiUmfQwzrePnbdA0ejRZMVEMbM0nUN7qhEEIShXuXDS223jmcePkpEdy/W3zCY7RcOZr/4XeAJb3g7iaGvDY7fTd7kcV6+ZqMwMTIXTx0fbpIsmOyaDmt4Gn85vt3Xxtbd/zHev/yJ6jTcU3+1xs6Nq/4TXiZI45P+cYIhDp/bN48YXKioq2LdvH52dnUPHrp5EHDp0iNmzZ9PU18r/7Hp0RK6SBnMzu6oPUpyUH1D/d5feEpJJiyLSA4iSNKbHBng3nqbZ/l7Iub04g5QSNWeON9Ivs206HDQ3mHnqj0dYkmImrtW3KM/JOPahj3pn5AOYCgso/synMObKGyYcCtqtndT1Nvp1TXVPHT/Y82u+s+kLADxz9hW/XOM2Fawe97XGxkb6+vqIiYkhKysLt9vNhQsXsFqtpKSkkJ+fj1p9ZeZ/+PBh9u/fPyprnyRJI4Szp6eHtrY2fnf2yRECPbjp6PSIAaU01ao0XF+wdvITA+CaFGm720N1j9demh8fPWF4s8sj8mZVK3vrOuh1uIZ+YsMj8BSuIABrspMoSvTuYD/4sZW89uwZGuq6p9+SQ5KoquphISNdJAPFbRnpIWEpr+DU575I9v3vI+vWm1FHhb/0kq/02M2IAXyBF9vLOd54hiVZ8znScMrn60qS8rl91tZRx5uamnj77bdHzIb1ej0Oh2OEAOv1em699Vby8vLo6enhwIED4/Y1XKjNOhtPnH+OywFUeZmIDyy4kyhtaBKeXRMiXW/up6rHilalorHPxr6GzqGAEr1aRUliDHlxRpKNehanx6MbCJoQJYnfnqjiQod5KLfFIBID7lt4xXp4kMe/K5kmA5vyUliXkzx0LDU9hg9+Zg073rjI/h2VUzi6wMjulc8feywkj4f6v/+D9h3vMu9H30cXHx/S/gJlooKtk/Hixbc411ZGi9W3zfUbitbzwPz3oNOMzFjY2dnJCy+8gNN5ZWUmSRJ2++hAL4fDwQsvvEBGRgZdXV2IojihqUFEpDyxhW6DFdp9M+n4SnFSPjeVbJS1zeFMa5Hudbj446lqyrss47rG2dwip9t6OdPWiyDAsxc1PDQvl4Vp8Zxs6eFCh3lCtzoJ0AoCd8zMpCA+mt+eqKLPKa+zeqRzc2EaNxemo59gRbJoee40FGkBtRSe79Le3MLZr3ydxb/9JYI68kLUE6Pi/fbwGKSiq4aKLt+jXpdkzhsl0ADHjx8fJdATIUkSTU1NI/4ej9q4Dq9Ay7g6FhCYmVzAl9Z8VL5Gx2Daene0Wu18d+9FyjrHF+jhDJ5idbn5w8lq6sz97GvonPRaAbi5KJ2tBWnMiDNyY0GqnN9zxLMmK4n3zsyaUKABYuIMqNXh/WRMsXo02iB+wgJ0GLPlG9Ak2FtaqPjN78PWn798euX/C+g60c8Nm8LEsYN/KisrkSRp6J9cuAUP7UazLOZLrUrDkoz53DnnJr6z6Qt89/ovye5ydzXTcia9p66Dp87X+R1YIkrezG8eSeKNipahkO2JEIBTrb3MSjLxs8PjJ+OfSlZlJbA+N4VfHK3A7h4Z4psVY2BBajwX2s3UmP3LtaEC7pmd5dO5Wq2aOQsyOXeyMSybrDn5idx273xqKjp568VziH5+L4NL48akUkq6jkOY6vi1797DjIceiEizR6w+mEg5CYHJzYECAgbN6EhVURSxDQYTyYzH5LVXBvuz3JC/io8ufQC1H66KcjDtRLqmx8o/AhDo4UgSHG/p8e1kwRvk8qOD8oUqD8ekUWMJIPvdIFvzU7lntnc2+KutCznd2svZtl70GhVb8lOHymy9d2Ymlzr6+MOpaqwut0+f323FGROmKr2a9TeUUFXeQb/VOWomlJhkpKsj+IRMGq2Khz6+iuwZXhtqcqqJhCQjB3ZVUn25Y5KrB7gST8Gmm2czJ/W/Of9f3wp6bL4geTz0nDxF6sYNYenPH3rtgYeG+zqbTjImjClyFy9eDFk9xdSkFER34BuFgy6Dt8/cEnaBhmko0u/Wtgf1RAxE3HsdgTvcTzS7mJ8ay4cX5rOvoZPnLjZMmhMkRqemz+kV9OQoHXfNymJpxsgNnwVpcSxIixvz+lnJMfxwYylHm7qoM9uo6/VuuI7V7fyUWG4sTJ94QFeRmBzN//vkKna9dZmycy14RImoKC0LlmWzfmsJFZfaeOe1i/R0XZkxxSUY2HzrbDQaNbZ+J4f3VNPW0jfmbFwQ4OY75w0J9CCFM1MonJkCQFN9D6ePNXD2eAN2m3vEtZIEKpWAWiOQk5fI8uvyKZmTBoA6LhZPbxjq+0kSLdvextndQ+qmDRE1o06JTgxZruVBNhWsGXWstbWVHTt2hKxPS28fjJ9czyfSTSlkxfp3P8jFtBPpul550mP6SjAz9lVZiWhUAqIIGrVAY58Nm9tDVkwUG3NThtzYNuelsi4nmaPN3dSb+5EkaLLYaLbYEQSBeSmx3FiQRmq0gV6HC40g+DXDHY5erWLtMO+Mfpebt6vbON3ai8PjIdWoZ01OMovT4wOqSp6UYuKuBxfjsLux21xEx+jQDNiz5yzIZPb8DJobenE6PaSmxWA0jdxAmrMgkyP7ajh+sJa+XjuiKCGoBAqKk1i9sYj84uSxuh0iMyeezJx4rttczP4dFZw53oDd7iYmVs+iFbms3liIVjt6NhRfOpfO/Qf9fr+B0HepjL6yy9Q//U8KPvIh0rZsDku/k2HSRzMrpZCL7RUhaT9KY+C2mSPfa3NzM8899xwul3yRh1dTawjOD16SJO6cc9OURddOG5HusTvptrtQTZNdO5UAD82bgcbHAevUKtZkJwHjl8MCiNPLF6EFYNRquKMkkztKMmVtV2/QoDeM/nkJgkBmTvy41+n0GtZeX8Ta60eHHPuDKUbPDe+Zy9Y75uB2iZMm/c99/31hE+nBHCGi00nFb36PtaaGzkNHcHZ2gSShiYkh5wPvJ/PG0X7EoeYjSx7g8299x+/rJqtHKCDw8OJ7hqITB9m1a1dIBRqgTdODIAW+QthUsIZ1eStkHpXvRLxIt1rt/PNCAxc6+pCQRvkzRyoqBJ8FWiF0CILgU1UWY3Y2aVu30Lr97TCMahiSRPNrIzPrufv6qP7dY3QfPsLcb8tbL28yonX+B9xsyFvFqtzF7KjcT1lnFb1285BoD84+by7eyIb8kRGG5eXlI1zoQoHeoEck8E1hASHgMHG5iGiR7rI5+enhcszDbMLTJURbr5m23o3/thR+7MPYmpownzs/1UMBoOfESdp27SZ1w/qw9WnUGdEIatw+purcUngdjyy5H0EQWJThzTB3qamcdy/uo97chBYNC+Nnsyl/3dA1VquV559/nvb20GaWNJlM3HPPPTQf/yPlXTUBt1Mgc/Vvf4lokd5W1Uqv3TVq5uyLq4+cGNQq7H6Wcso0RW4IsMLYCGo1877/Xaoe/wstr7+JFGTSJTkof/TX1Pzlb6h0WhKXLyPz9lsxpKWFrD+dWsvavBXsqh4/zBq8Hg+3lGziwYV3DR3r7Oxk9+7d1NTUIEkSyXjDpKsp5/ET5cTFxSGKIn198hW9FQSBtWvXotPpOH/+PDabDZPJRGlp6VBa0ptKNlF+KLAshcVJeeQpIj02fQ4Xu+rG9uQI90Q6Ny4KlyhR3eP7puW63Ik3uBQil4IPPUzO3XfSefAw7v5+7E3NtO54d+RJYnj8qhFFXD09ADS//ibte/Yx9zvfwlQQuiX4ffNu41zrJTr6u0a9JiCwKnsxN8/cREnylSx/3d3d/OMf/xgRMXg1vb29474WCKmpqWzZsoX0dK/XxcKFC8c8b+2MZZxpvciuav/2HKK1Rj63Sv7Uo/4SkSK9p66DZy7UR0wVFKdH4utrZlHTY+HRo5VYXOPPsAQg3WRgSXp82ManID/auDjSBzbuXGYz7Xv3IQ4XoKmwu0kSbrOZil//loX/95OQdZMYFc8PtnyFVy69zc6q/fS7bJh00azKWcLDi+5FrVbT1tbGW2+9RWNjI4Ig4PF4JhRofxEEAaPRiNU6urBEcnIyS5cuZe7cuT6394nlD1HWXkmzxTdPj7z4bL618fOYdEaf+wgVESfSZ9t6+fu5uojaHEyM8u5I58Wb+PmWBZxv6+W1ihbq+2w4hplBBKAwIZpHFuajVQdukxZFiRNlbTS0WYiN1rGyNB2jQV6vDgXf0cbGUvzZT1H+818iugd8rwfdsaZgg8RaVY2lqjqks+l4QywPLbyLhxbeNSrdZ3l5OW+88QaeYeYgOQNRUlNT2bp1K2lpaYiiSFtbG6IoEhsbi0qlwmgMTDi/t/nLfHX7j2jv7xxxXIWK9fkrUKs06NU6VuYsYmZyoRxvRRYiSqQlSeKJM7URJdACsDZ7pFvc3NQ45qZ6A0asLjdn23qxu0Xy4ozkxQfnNX+5rpsfPnGETrPda9cRIEqv4f/dMoebVk/tLvO/M8mrV2HMyaHlzW2YL5Wh0mlJWrkCj91B/TP/DK9YSxL2lpaQivRwhgu0w+HgrbfewuPxjBJvuVi1ahVpA3Z3lUo1ZM4Ilhi9iZ/f9C321R3jcMMJ7G4HhQkz2Fx0HZkxobPzB0tEifSfTlVjjrAMc6uyEpmXOnYEH0C0VsPKrIl9m32lucPCV369F/fw0EMJ+u1ufvfCGeJjDKyalyFLXwr+Y8zJpuAjHxp13FSQR+Mrr3m9QsIk1vam5rD0MxxJknj11Vf9ylQXCElJ8txPY6HT6NhUsHrCggORRsSIdG2vlSPNPVM9jBFsnJHM/XPk29m1OdzsOl7P4fMtuNwicwuS2LpiBsnxXk+QH/716EiBHoYkwc+eOsbvv7p56HwF6LG7qOqxoBIEZiXFTFjgIVQkLl9G4vJliC4Xdf94hta3d3gLAIRQsGuffIrOw0eY/fWvhi20/NixY9TW+p6SNBBiYmKIj6BQ+UggYkR6e1Xr5CeFCZ1K4OOLCyidYAbtL+3dNr752AGaOixD9+6Zig6e21HONz+4nPyseKqbJs4d4XCJPPL9t/n4nfPZunLGtCoCKzcOj8jT5+s53NQ1lNxHr1azOS+F24ozEAQBh0dEqxICCm8PBJVWS95/PEjOfffiaG1FpTfQe/YsFb/6bUj6s1wup+zHP2XeD78XkvaH4/F4OH78eMj7Wbp06b/173osIkak63pDk6bQHwTgtuJ0NuWlEq2V96P55T9P0tRuGWVvd3lEvvXHQ6xb6FtYtkeU+PVzp/njK+e4c0MRd24swhBgHo/pSkVXH4+drKFnIMhp8Ja2uT28WtHC2zVtOD0iouQt2LA8M547SjJJiBqdIjMUqPV6jLm5ABjSridm1kzOfPlrePrlzztjHsgDEjOzRPa2h9PS0jKmp4WcLFmyhMWLF4e0j+lIxNzd+jGS3oST7JgoPreskDjD6IoRwVLf2sfpiomz9+055V94rMPp4entZZyp6OC7H1mFboo/v1DQ3u9gf0MnbVYHsXoNS9IT+OvZWlqtjhHnXf25Ds+p7ZIk9jd2c7Cpmxvy07i9JDPs4frG7GyW/P7XNL36Oq3b38Els79w7/kLIRfpmpqagK4TBAG1Wo3bPf5ek0ql4oEHHiA1NTXA0V3bRIxIL06LpzbADHcqweuB0Wqxc7nb+7QfXDGJEkRpVERp1Bg0akpTYkk26hFFiT6ni3iDjnmpsSSFcJZVN07qTTm4WNPFjmP13LQqLzQdTBG7att55kLDUL4WgB01gYcRixK8WdVKs9XOxxcXhM0EMog2Lo4ZH3g/Mz7wfuqeeZb6p/8pW9vhKMfV3Oz7RqUgCBQVFbFixYohl7lnnnmGnoGgnOHodDoeeOABEhMTZRxt8LhdTmovn8Vhs5KUlk1aTsHkF4WIiBHpdbnJvHg5sGQrjyzIY1lmIqIkcbChi731HbT3O4jVa1mdnci63BT0QfgtB4spKnQ+zqIo8e7RumtKpCu7LUPBTHI/2860eYsiLEiLl7ll38m9717UBgM1f/mrLO0lLlsiSztjIUkStbW1fom0JElUV1dz2223DdmX3/e+97F3714uX76Mx+NBrVZTWFjIunXriI2NDdXwA+LckV0c2v48DtuVSWNqZh4L1myhq60JQRDIKZ5LZl5oVy+DRIxIW11uNAK4A7grB/NqqASBNTlJrMkJnQtPIJQWJqFWC3gmy+ofIL0W+SK9IoF3a9snLYAQKJIEBxq6plSkATJvu4W+S5foPHQ4uCeRKNL40ssUfeLjso1tEJfLxYsvvkh9fb3f13o8HkRRRD0wyzeZTNx0001s3LgRq9VKdHQ0BoNB7iEHzdmDO9j96lPAwF6HIIAErQ1VbP/nYyAICILAsV2vkTGjmJse+BRR0cGUHZuciEjVtqu2nW/tvhCQQAO0WUaXfI8k9p1uCioCcTLSk6Y+dFVOKroCL+M0GRJwsrWHP5+uoc06db8bQa1m5pe/iDYueA+i1m3v0HVMPs8LSZKoqanhueeeC0igwRs1KFo66Tu3B8uF/Xhs3u/UYDCQlJQUcQItSRJ7X3ua3a/8fSjftyRJSKKINLz+5dAxieaacrY/E/rCwlM+k375chOvVbQE1UYku+y8sLOcv7x2IaR9XGsBLu4QJ22RgMNNXZxrN/OfK0tIN02NYAhqNbqkJFzmvqATNtX9/R8kLg3O7NHd3c2ePXuora31PxG/JKGSRAw4EQUVKzwV1P/21aECv4JWR9zSm0jY8H4EISLmhiPY++pTnDnoRwkvSUJCoqHyIh3NdSRn5IZsbFMq0q/IINAqAeakRJZNa5Bei4Ontl0KeT+r5slbVWUqcXpEXCHOMDf4SLe63LxQ1sgnlkxdnobk1auwVgZeJHWQ/rp67K1tGNL895CQJInnn38+sEAVSUKFSImrgSKxBQ3efB5CA4AwtIMvuZz0HHwZEEjc+ID//YQIc3cHLzz2Qyy9ozP++YIkiTRWXQqpSE/ZI62j3xH8DBrIj4tmVlKMPIOSmX2nGnG6Qp/S8qXdFRy50MLJsjacE2Toi3QkSeKxk9XY3CEW6WELr7PtZixTmIog7YYtqKKCjyCVPB5OfOLT1P/zX35f+8YbbwQcSaiWPKx3nmWm2HhFoK+MyjuTHvwH9B57E489tP7WvvLSn/6Xv/3vlwMW6EGO7nyVC8f24vGE5nc0ZTPpf5yvD2q/RCVASWIMH1mYJ9eQZMdsDc+G3vM7K3h+ZwUqlUCMUcvdm4p5z/rgagSGmz6nm0ePVFBrDm2h4asNY6IkYXG6MQ0EBImShNXpRq9RowuDR5Bar0eS6eaW3G7q/vEMamMUmbfd6tM1LpeLS5cCX+3lu1uJlfoRGP3Zjh6giORyYKs5g2nWqoD7DAa3y8nl04fZ+eITSDKt2OxWC+8+/2eO7XyV2x/+AvHJ8lYVnzKRLu8ObHNIoxJ4b0kGM5NimREX2RtmmSmh3fW9GlGU6LU4efyV80gSvHfD9BHqP5+uCblAw8hZNHirp8cbtLhFibeqWthb10GPw4VaEFiYFs9txelkhLDKTvWfn0ByyluItfrxJ9DGxZOybu2k5548eTKgPgRJZKa7gZlig28CPYgkhq9gwlV0tDTwwmM/wGkPTXSzuauD1/72KO//3PdRqeR7wE+JucPpEXEEuKQtSTCxtSA94gUaYPX8jJD6SE/E09su4Zgmpo+mPhsXOibOWzIZvojE1edIEhg1ar604ywff+skL19upsvuQpTAJUoca+7mxwcv09QXmpvaY7fTvmef/A1LEuW/+jUOH2oInj17NqAuVklVzPY0osIPgR5Alx7+wJDu9maeefRbIRNoLxK9nW3UXDola6tTItJalYAxwDDmuGmU/F6rUfNf/2+53z9iObA5PTy97RKeSClvMwGVPcHbKH15lxLeyENp8B/QaXeNKNxw9flWl4enzgfmhjYZ1uoaPLbQiIbk9tD69sTeCqIoBlTSKtnTS4qz3X91HkBtCC7neiA897vvE67Ce821FbK2NyUiLQgCRQn+f1F+LasihHlFyfziCxswGcP/cHl+ZwVf+80+3H4W0Q03oc6lcfWPXMK/2/Vyl4Ueu7wmCQBBM2BtDMX7lySsNRNvBrpcroDyQeeI7QxVpAgAZ2djQNcFSs2l0zhs4dusVKvltSJPmXdHIJsyggCzkyPT3W4iCrLiePp/buYHH1/DrWvzuWVN3ijbqC+o1f5fdLGmi4f/ZztVjfIm9ZGT0pQ4NDLa8K5GjkfU0eZuGVoZiakgH31yEiGZekjSlYfAOHR3B/aetJIbYXDMAfg8O9vqAuo3EESPh10vyRN+7wuSKJJZMFPWNqdMpLUB3JTJUfppWeDV7nTzxoFqnnzzIqfLO6gNMOFSoGHlPX0OvvWHA3RGQDrYsYjRadg0IyWiV0k9dvk9dQS1muy77wxZcQBhkonQRJnpJsIsGEc+V/yccWhiwpdMqfriSSzmnrD1B7DrhScwd3fI1t6UibS/G38qAT67rCik4dWhoN/u4uu/289jL56lrK6bxnYL56s6J79QZvqsTt48UBP2fn3lvTMzubVIXtclOTGFKGd3+g1bSb9ha0ja7jx4mL6yy+O+npycHJAXQq0mDWmkSvt1vTYhfPUEK8+FvlDB1fT1dLJ3IP+HHEyZ4q3MSiLKD8HVqlQkG+XP9RxqnnrrEhUNvUiShCh6/01BgWlECY5cCC54KJSoBIHbSzIxRWBebBWwNCMhZO0XfPQR8EUs/RRUye2m7Cc/Q/KM7eVjMBiYN2+eX20C2AQ9xzWFVwm17/SXHwvoukBwuRyBr1SCSDdRe/ls0EEyg0yZSBu1aj6yOB+dj5smTo9IR79j8hMjCKfLw45j9UELc1KsPLklus2RnYgKmLI8GhOxMS+FFGPo8o0LKhXpN90w6XkqnZ+TFEHA0dlF15HxRXH9+vXk5eX51y7QoE7hHe18VLPXYciZhS51hq+DQnSG7z5OzcoL6DqVRoPRFNj+lzSQnKmvW54V85TaDkpT4vjOujlkTXJjCngfapGcSGksevocWG3BeQXkpMXw40+tlccBYBp8fmtzkiPGNi0ANxem8b7Z2SHvq/Ajj5CyccOY31HcwgWk3bgV0eGHuA2bdfdPkMlOq9Vy1113cc8997BgwQLmzJmD0eibKdKiiuLNFg1p7/9vsj/8f2jifTFjSLi6w7eim7NsPaoAiiJIHg8PfunHzF+1OeC+jTHy1Eid8ix4giDQ4kPKyAyTIaSzmVDgCtL1bfOyHD5x9wK0GjVzCpI4VxnckzkxJvI/vxWZCRxo6KSi28JUunjnxETx0UX5pIVxZl/yuU9T8OEP0vTq67j6+ohfuICkZUsBOPX5LwXcriZm8sjX3NxccgfqMj7zzDPYbDaf3PNsNhsVFRXMnDmThPX30f7yL5nMwdF68QC2RZuJyvPf1OIv0TFxbLjjId594S9+XSdJEo99+2MBZ+xLyy4gLkmecmBTvgt3tLlr0gTvErAwNY6dNe385nglvz1eye66dswOFxc7zFxoN2OLwOi6YDcID55t5kd/O8blum4+f//ioCfCW5aHLlOXXGhUKj6zrIgbCtKm7MepAj62uCCsAj2IJjqa3PvupfDDHxoSaAB7a1tAtlWVVkvyav/yZAzWGvR15drR0YHkcdG140nfVmuShPn4Nr/GFAxzlq0j2hTYrHZELmk/WHXj3QFdNxZTPpM+1tTj03mvV7YCV/aRT7b28vdzV5ZxGpXA2uwk7puTgzrMhUbH4/jF1qCut9rdHDnfwrGLrXzotrncvDqP1/fXBNSW0aDhhmlSYkuvVnHnzCz0ahUvXfa9bJNcFCeZSI0O76rD0tvFmYM7qL5wEo/bTfqMQhas3kJaTgHte/biCbBSd869d/tdWGDBggWcOXMGcZIcG4Mirtfr6S8/gcfa4+ODRMLZHj5faYDr7/4Qrzzxf2HpKzUrn6x8+Xylp1Sk+xwuGvzMizDeT8AtSuyq6+BIUzfX5SRRmho35SlMa1qCy0cxiChK/PnV83z3o6vYc7KRvn7/7Nyx0Tp+9Mm1aDWR5zkxEZvz09hV206PI3ypRKO1au6fkxO2/gA6Wxt5+U//i63/StKxvjOdVJw9xqY7H8b1pv+zTmNONlnvuZ3UTRv9vjYpKYnNmzfzzjvvIA5UIRmORvKQK7aT4elChUR2VyIOm39JqFT68ObeyZ05j+jYeKyh9pkWBFZuvVPWJqdUpHsdbiSZ4+n73R62VbexvbqNvDgjn1hSSPwU5fuQZDSqSpLE4XMtfPODK/nhX4/Q3Tf2JtK8wmRuXZvHqcsduD0ii2emsmpeBupp5l8O3hn1l1eW8NvjlTRaQu8RMDPRxEPzZoR9Fv3u838ZIdCDSJLIrpf+yqJ6/7xysu+9mxkP3B/UmEpLS8nKyuLs2bNUV1fT0eENzoiS7Kx1XsAoecckINB/7HVsao1f5hhHcyW1j36E6JnLiVtxK9qE0PvI3/OJb/LX//1PJDF0ptF1t32A3JJSWducUpGOM2hRCYLXZUXmtiWg1tzPb45X8vU1s2Ru3TcWlKTQfDCwZOpXIwENbRZm5yfy+De2sut4PXtONtDQbkGnVTM7L5Fb1uRTnOP15109P0uWfqea1GgD/71uLn84Wc2x5u6QpMiZnRTDXbOypiSzYkdzPW2N1eO+7vG48fjhOx6/eBE577tHjqGRkJDAunXrWLduHWVlZRw6dIhZTbsHBFpAQEJgoB6ge3B15+M3JIl4LJ2Yj7+J+fQ7pN/zVYwFC2UZ93iY4hJZvO5mju96NSTt5xSXMn/VJtnbnVKRjtFpWJgWx4mWnpAEeIgS1Pb2c6mzb0pMH7dfV8i2Q7WyvDdJgliT109Wq1GxZcUMtqzw1Td1+vPBBXloVQIHGuUJEADvBuHm/FTuCYOL3XiYu9q95oSxfiQDlaod2SnouibOvaIxmSj46CMkr1mNEIDL2WTMnDmT/EQjDX98DQYmViN3foL4kbtdtL7wM2Z85o+odKHdrNVHheZBHJOQzJZ7PxyStqd8DXzPrGwSDbqQ+cZKEHSu4kDJSYvh7o3FsrW3cUl4baWRhEYl8PCCPBanxQfdlkqA+SmxfHpZ4ZQKtL3fysl928Y3E0jefH0XnK04tePfqoJGw+xv/hcp664LiUAP4uyoHxrXuPdrgC5IkqMfy4UQ5Na+ipkLV8re5pL1N/PA538QcPDLZEy5d0dilI6vrZ7JOzVtbK9qndQdLxCa+qYu0u6hW+YgAc/vLA9qRq0SYFFJimzjmq5sLUjjRGtPUG18bmkRs6eweLHTbmP/m//kwrG9PpVwklQCFwuMFNT3Y+oXrwikIKDS6Sj8xEeJnSVv5rWxUBmimXTGHMSP3N5QRuzCwINHfMFglL9a0rLr34NGG7p9rykXaYBYvZY7Z2bRYrFzqrVXdrtj+xSHk//HLXPYtDSHnz99gvL6noDayEmNmXYRl6GgMCGamwvTeKMyMPfGGK2Gkin0+vG43bzyl5/RUlfp13WiWkVFngmN00OmQ8esuUuJyZ1Byvrr0JjCU6YtakYpgkaP5ArNpMfRVhOSdoej1miIMsVis8izujYYTSEVaIgAc8dw4vTakGwMtVjs41bfCBc5aTH83+fW8/n7F5Gf6f8s7u7NJSEY1fTkvTOziA4wEdN7Z2VOqR99xbmjtDaMv1E4GW6dmroYDxd1FjJuuSlsAg0gqNREhXBzz9Vcjb1x/Kx9cjFn6XWypUhYtul2WdqZiIgS6aLE0PzgROBok3wbTsGwaWkuv/ziRv71w1t8zsexYm466xZeG94acnFbccaE+xhXS3i0RsVD83K5Lic5lMOalIqzR2WpUt1QdZGOltCU9ZqIpE0fCCjRv29ItPzzB3j6+0LUvpfF628mKS34vYi0nALmrZTfm+NqIsLcMUi8PnTLhmPN3ayd4ht0OAadhuuX5fL2kfEjr4wGDR+6vZTNy3JRRUgUZaSwcUYKdb39HGrqGmEGFQS4e1YWG3JTqOq20N7vJM1koCA+OiIiUft65JsstNRVkpwe3s1kbWIG8WvupGf/C97K3zIj2iyYT2wjYa03rFoSJSrK2qgu70QQoGh2KvlFwd3HeoOROz/6VbY//XtqLwdWiHf59XewZMMtASVv8peIEukUox6B0JSLPN/Rx6+PVfLBBTMwaiPjbb93QxEHzjTRPxBRNyg2ggCmKB0/++w6MpLDX7RzOqASvN4ea3OSOdjYidnhJjVaz3U5SWSYvNFvM5NjCeV2WnNNOReO78XS00VMQhJzlq4jNTsft8uBVqtHUKlwOmx4XC4M0V47eJ+MFTs0mqkJ0kpcfz+6pGzaX/sNkmeS6FdjHPT7U7pNovfIa8SvvIM+q5tn/nSU1pYrM+tDe6rJnpHAfR9cSlQQ+eX1BiO3PfwFXv/bo1RfPOXXtbGJqSzf/J6A+/aXyFCrARKjdMxKiuFiZ2iWO2faevnFkXIKEkz02F0kG/WszU6ashzGOWkxfOcjq/jNc6epbekbMpMVZMbyyXsWKgLtA8WJJopDZCabiD2vPMXZw+8O/S1JEheO7kGt0SKKHnT6KDRaLda+XgRBIC4plfjkdNkKoqrVGmbMnC9LW4FgKr0Oj9NG55uPTXyiXwLtRbT10XduN3/fpqGz3eKdtA2bwDTUdvPSP05x/yPL/W77am564FMc2fES5w7vwj5G1OcoBIG8MH/uESXSANfnJYdMpCWgutdGda9tyB78TnUr752ZxQ0F4SvpM5yZMxL55Rc3Ul7fTUePndSEKAqz46dkLAq+UXbyIGcPvetNaXCVy5lnIPLOYbPiGEhLI0kSPe0t9LTLl0d5wZotREVPbW6auMVb6TuxHWdr4BuhYyNw6OW9dJiXjXrF6zouUX6xjT89upfCklSu21yEJsCNZJVazcqtd7Fkw610NNdj67ew+6W/YTWPUaRXENDpDcxffX1AfQVKxIl0fnx4Z0US8EJZI7mxRkpidLTv3kPHnn04u3sAb4UFtcFAwtIlZN1+GxpTaGa3xTkJFP/7xqpMG5pry9n98pMBp7CUg7ScQlZuvWvK+h9O5kPfo/Hv38LV7J9L4USIkkS3Y/LIwKa6Xprqetn/bgW33jufhcsCv4G0Oj0ZM4oAKJi9kMM7Xubknjdxu7wFiAVBICY+ic33PEJ8cnhrcUacSMfqteTGRlFnDm1la1G6UvEFYFdZLc6X/o6lohLG2H23VlbR9OLLlHzp8yStCH6ZpTD9aKi8yGt//cXQjTtV3PLQZyLGZ16lMxC7YBOdMom0d10i0Of2fZUgihKvPHOalLQYsnLjZRnHiuvvYOn6W6gpO43V3ENcUiq5RXMRAijcGywR5YI3yAcX5KEfZyfeoFbJFkI+3NZleus1LJfLxxToQUSnk0s/+DEt27bLNAKF6cS+15/G4w5f2tSxmLN0XcjCjwOl78wu2doaNB61efw3P2576Zxs4wBv4Evh3CXMX3U9M0rmTYlAQ4SKdFZMFF9fO4slafGoBe+MN1an4c6SDH68sZS7ZmWRYtShEYSgBVsENC4neWd9L/1e+dvHOP2fX0Oc4htWIXx0NNfT2do4pWYOncHIprsenrL+x8Nj6ZGxNYGz9gW48T9dbENtD/Yga4pGIhFn7hgkwxTFx5YU4PKIOEURo0Y9tMS7oSBtaKPPLUr85ngl59oDD/MsuHQGwc+bz1J2mXNf/xbzf/wDn87v66qiu/UUHredKFMmyVnL0OgU743pgr3fImt+cH8RBIH1d3xgyvqfCG1CGh5ze/ANqdQ0Zd3L2TOBe1v9+kc7efhTq0lKCb/HT6iIWJEeRKtWoZ0gYb1GJfDJJQX857vn6HMGNrOdUVMW0HV9l8owX7xE7OyR+aolScLceZmupuM47L04bR24HH3DQlFP01z1DgXzP0BcytTkulbwD50+itB48E+OoFIxa/EaShbIn8FNDmIXbcZeK4OpQRSZtXwOe89X43EH9ln3W5w8+ftDzJqXjjFax7zF2SQkhT9PuJxEvEj7gkalYn1OMq9VBubiFGM1B2w2adu5a4RIS5JI9dmn6W49Mzoia5i7luhxUHHqL8xZ9UWiTP5VFbZb2+lqPoHTYSYqOpWkzKXKrHwcPB43+19/hrKTB3E6bGi0OgrmLmH97R9AZ/Ct5FNHcz17Xn0qxCMdm6T0HFZueS95sxdGzGbh1UTPWYvuwEs4ZUiQFJ8Sx813zefVf54OuA1zj50je2tAgN3bL7NmYxGbbp6+k6FrQqQBbihMY1t1K64AlqQqdeAfQ+ehwxR94mNDf7fV7R9boMdCErlw4KcYolPQRyURmzyTpMwlqDXjL/fqy16lrXYvw2d1DZdfJylzKclZy4iOz4vYmznceDxunvzpV7H0XKna7nI6KDt5gLKTB9BodJgSklix+T0UlS4dc2OotuwMbz71G9zu8Ns69VHRvO9T3w5L6HEwCIJA+n1fp/73n0ZyBp4hT5OYgS4pi9a9Mm0ADrix79tRQVe7FZ1Bg96goXRRlmxeIOHgmhFp8Lri+IsARKckInW2BdSnu9eMq68PbYzXZai9/oCfOXUl7NY27NZ2ejvLaK3ZTfGSD2OIHp07ur3+MG21e8Zso7PpKJ1NR0FQkZS5jOySm9Fop/cyL1he+P0PRgj01bjdTnram9n29O/YZTTxwOe/P8JzwuN28fazf5wSl7vo2Hju+cS3Il6gB9HEJJLx/m/T+vxP8fSN/5lPRNKmB2mq7/HOgmXmwplmELwPlCP7api7IIP33L8Q1TSo/XnNiPS2qlYCKS+ZHRNFzvKl1F26FHDfFb99jNlf+RIetxOHrYvAbJcSIOB09FJ95ilmr/rcqDNaqt/xoRmRzsbD9LZfYvaKT6KLSvCpd5ulheozT2OzNA+MRYXBlEp2ya3EJpWEdHbucbtxu5zoDFG0NVRTef44bqeT1Kw80nIL0OmjiI6NB8Bh66fi7FH6Lb3EJ6dRMGcx6jFyWJzat82vlKCOfgv/+PnXeeSbvxo6dmTHy76FCvvAzIWrSUjL5ND250c/xAUV81ddj81qRq3WULpiI+m5hbL0G04MWSXkfvI3dLz5R/pO7/Dr2oR19xM9czk7gjBzTIrEUOXz86eacDo9ZObEE23SMXt+BsbowHOBhJJrRqRPt/mfI0AF5MRGkbF4K3V/+3vAfXcdOIituQVDeioqlQbRE+DMa8BE0t/XSHvDYVKyVyB6XHQ0HqGj8QhOe4/PTbmdvdSc/xclSz8ySZceLp/4E5auiqteEbFbWqg48SeSMpcwY+77ZBfqno4Wjr77KpXnjnlnq4Iw5ipEEASSM3JJzy3k0okDuN1XPl+D0cTsJWvR6Q2Y4hIpLF1KS20FB976l9/jsfdbOH9kD3OXr8PtcnJ6vw8PxQkQBBUIMGPmfK6/50OoVCqy8ko4sfdN6i57l/Q5xXNZfN1NZOZfG/nCBbWWpC0PY718BNFuHSoBNhHa1DwSrvNmvWtvCW2a0kEkCS6fb+Xy+VYElcD2Vy6w8aaZrFxXEJb+/eGaEWmPn6YOYeB/VmYloomOJio3B1td4Pl523ftJvf+95GQNp/OpmMBtzNI3YXnkUQP3a1nsHRXEcjsvK+rHEd/F3pj4pivW3pqqD7zD5z2MfIUDKOz6Tget4MZc+8ZYUKRRJHqS6cpP32Yns5WomPjmVEyj6yCmbTWV1Nz6TRtDTVIkkhmXgnZhbOpKz9HY9UlJAlcTvtQrgtvg2O/R0mSaG+qpb2pFhAQVMLQjMhmMXNi9xtDnjM7X3wC0eMZet1f9r/5DIXzllBz8TQed2AP20FxjolPonT5Bhas3YpqwN6dkVfMLXny1b2MRFT6KNLu+jKtz/0Y0WEDhHH2aASveW7zQ0NHDMbwZ/aTRAmXy8Pbr14kNs7AnAWZYR/DRFwzIp0ba6TZYvdJygbDwRelxQ9VEZ/zzW9w/OOfhAADVPrrvQKfXnA9nc0nZMm1W1/2sk8zkYloKH+NwgUPjThms7RSffYf2PqafG6np+0cNksLJUs/is4QT09HCy89/tMRNt/2RqgZJ+3j5dOHuHz60MBsXAgiKEQa2195QJSDjQh02m386bufIjW7ILBPXRB48Ms/xmiKRaONzOVzOIiaMZecj/0K86kdOBrLEF0OnO11iFbz0ANVFWUiacvDGPMXDF03b1EWVWXtQdUDDQgJJCQO7KxURDpUbJiRwpHmLp++3Hi9hvUzUrixIH1oCW9ITabk85/h8k/+L6D+rTXe5P0GYzJJ6YvobPY9gnFcZBD6ntaztNXuI3XGWgBcTgvlx/+Ay+m/rdVh66Lu4ovkzX2Af/7qO7gC2MmXgnzohIu2hqqArsvILSI2IXKKS0wl6ug4EtbcOfS3JInYqk7j6mpGbYrHWLwUlWbkg2zuwkxOHK6jvtq3e3kIORLRS9DcaMbW7wwqV7XcXDMiXZgQzb2zs/nXxYZRFccFID8+mvcUZ5AeYyBWpx2zSkdMcRGCWo3k8X8L0tXTc6U/tRxLNvmErL7sFVrr9pKQtgCQAhJo75BEejsu8dbTvwhIoK91BJWK1TfeM9XDiFgEQYWxcBEULhr3HLVGxfsfWc6ubZc5daR+KMxbo1EhqMDlHGfiItPtIolSxLmwXjMiDXB9XipzkmPZV99Bi9VOlEbNwtQ4FqUn+FQ6yZCWRty8UnpO+b/DPELYw75WmwwJp62b1trdCIy9OedzS6JIW0Poi4VON9RqDVvv+xgZ17i9ORzo9Bq23j6HTTfNxNxrxxClpd/q5LGf7p7wuqgoLbYgc3dEmD4DEZpgKRgyTAbumZ3Np5cW8cjCfJZmJvpV267gYx9GZfQtEm04w6+Jjs/1+/pwIUkevNOOQIVawuWY2srrkUZ8cjof+NKPKCxdMtVDuabQaNUkJkdjjNbx9qsX8Fy9RL4KhyP4gCNJgt/8aCc269Smox3ONSfSwRKVkUFc6Vy/rxOGbWYlpi9EpfY/i1dokWSxcbucIi5XpK0Uwo8gCAiCCkGlIik9m5j4pKke0jVLn9lOZdnkCZxEERKS/J9gXY3V4uSn397OhdO+b6yHEkWkx8De5H8OEHdfH26rt36dSq0bM2LwWsDeH0jI0DXKwALNFDe2i6OCPFgtTp+jibU6rSwmC0mC5588QV21fNXdA0UR6TFQB2DukCQRZ+fVX2gEGriCxNKn5NC+mjlLr5vqIVzTxMYaUPlosrT02bn1nvnoDRoElRDULShJsO+d8sAbkAlFpMcg5bq14GcVBkGlRhN7Je+DMTZL7mFFBN1d115S9YAYmK4t3XArSenZUzyY8OC02+jpaMFpD21pu6sxmnQUz/atUku/xUlLYy+f+tpGbrmrlBXX5aPTB57/pOpyBy7n1K4erynvDrlI3Xw9re/soL+u3jdPCEEgYfEidPFxQ4dSclbT2XhsYKPu2mFq1gb+O8FGRcfgcjrxuJ0BRx+Oh0qtJjOvhPmrNlMwd7GsbU81oijS096MoFIRn+yNI7D0dnNw23NUnD2Kx+1GEASS0rO46YFPEZfkX5rdQLn5zlKqy9txOia+nwQBjh2sQ5Lg5rvm8fpzZ3G5At+LkQCPR0TL1CW6UkR6DDTGKEr/57+p/svfaN+9Z8K6hwDa2Fhm/MfIqhnGmExy59xJ7Xn/c0hEMknpqfR2N4axR28YeFJqNhZzNw57P9Ik34egUlE8fwXrbn8AgIvH97H3tX/INgO85aHPMqNknixtRQqW3i5O7H6D80f3jAzVBzRa3YhMgJIk0dFcz5M//Qortt7Fso23hnx8MXEGPvTZtTzx6wPY+sdfzXljpSROHK7jui3FnD8VxOafAGnpMRiiwh+qPhxFpMdBGxdHyec+Tf6HHqb270/Ruu3tMWfVcfNKKfzkx4nKGF3mPTlrOW6XjcbLrwU8Do0uFpBwO8OTeGZ8BLT6GFZsvZ/G6p/jsPeHpVeNVkfpig2suvFuRI+HpurLOB02dr30Nxw261VDFIYCEWYuWjV0ePaStZQsWMnRd1/hwtE99FvNgfmKCwKJKRnkFpcG85YigqoLJzi64xW625u9ubIn+DwmStV6ePvzpOfkk1Pk9Yhy2PpRazQhCYlPSYvh0/+1iQM7Kzm8p2rCGbLokXjrxXM4HcHtoaxYP/UJlwS5loKCIOwC1q9fv55du3bJ0mYkYamopPGll+k+cQqQiCstJfM9txM3Z/ak19aef46OxiOMvWQffykfFZPFzKUfpa3+AE2V22VxofMVtdaISq3H47Sg0hhITF9A2ox16KISqKu4wCuP/yTkY4hLSuXeT3wLvXF01Znm2nJefvxnQxnxhkeJzV6ylk13jl2w1eN2YzF3ISDQ2dJAzaUzlJ0+iNvpGH8gA23HxCdx+8NfICElI4h3NfW88fdfUXX+hGzt6fRRaLQ6nA4bHrcLQaUit2QeyzbeRlpOaERuz9vl7N5+edK6k8mpJjo7rF6Tl59St25LMRtunBnEKH1jw4YN7N69G2C3JEkbrn5dEekw0ddVQUfjERz9XWh0Jno7Lo48Yeh78P43MWMxeaX3IQjeZER1F1+ko+FQGEYqMGPO3SRnLx/3DJvVwp+//xnZbL3GmHhsFjPSwHsXBIG0nAJufP8nMMWOnw+7rbGGo+++Qm3ZGSRJIi4xlXkrNzF/9Wa/Qns9bhfnj+zm4vG99HS2oVZrSM7MJbtwNt2tTUiSRHbRbIrnr0CrizT/d99xOmy8/a/HqT4vQ16ZyRAENBott/6/z5NdIH/pqrrqLp74zYFJhTevOInayi6/Rfqeh5cwuzQ8D+PJRFoxd4SJmMQiYhKLhv6uOvOUt8zWIEOi4g2SyCq+eUhoBEHFjDl3kZC2gMpTTyB6Jpj1TYjg3eRMm48ouultG1mmyBCdRu7sO4lJnHj2ozdEoY8yYu+3TnjeRMxZto7YhGRmzJxPSuYMzF3tVF88hcfjJjOvxKek96lZedzy4GdwOR24XS4MxuiA8i6oNVrmr97M/NWbA3kr04K+3m5eeOyH9HXLUNXbFyQJt8vJ3lef4v7P/o/szefmeyOJJ4tCtFmcLFqew8kj9d5JgI9CnRxB1cYVkZ4icme9B7u1FZuldcRxQVCRN/dedIa4UdfEJhUxZ9XnaLj8Or3tF8fxHBGGJc8f/YtMTF/EjLl3o1JpkEQPlt463E4LOkMc0XG+hbOr1GpmLV7Lqf3b/bftCgLrbnuA+auuH/neElNYsGaLf20NoNXpp/UMN5R0NNfz9r/+SGdz4LnSg6GzpYFD219g5dY7Jz/ZDxx296QCDdDf7+LWe+Yzb0kWp480UFPVSU/nxPspUdFakhSRVtDoopm1/FN0NZ+ku/UMHo+D6NgcUnJWYYge361Jb0ymcOF/4HJacDssaPUx3sK1gkBz5Ts0Vw+ULRrI24wkgSCQnLWM9LyN6I1XwpcFlZqYhPyAxr900200VF6go7mByaYnBqOJ+KQ00nILWLz+FqJjRj+AFOSnueYyzz/2I6Y6NeyxXa+h0WpZuvE22drUaFWoNQIe98TvLWqgiMCMgiRmFCRh7rXxy++/iziBwK/eUOhz8Ew4UER6ClGpdSRnryA5e4Xf12p1JrS6kU/7zKKt6I1JtNbuwWbxhrbHJpWQUXA9pgDFeDwMUdHc+ZGvcebQDi4e24u1rxeD0UTx/GXMX7WFxqpLeDwuMmYUk5gaWUnU/1148Y//y1QLNACSxNF3X2XusvVEDSv0GwxqtYrZ8zI4d3JiF7uiWSMnPDGxBqKj9fSZx061G58YxZpNRWO+NlUoIn2NkZS5hKTMJXhcNgSVGpU6dMnLdYYolm64laUbRvvJzlq8OmT9KkzO4bdfRBQjJ5DK43ZRfvboKDNXMKzbUkLZ+dZxIwJ1ejVLVs0YcayyrB2LxTGuU5Xd5sbpcKPTR440KmHh1yhqbVRIBVohsjm++42pHsIoWuquLnYcHMlpJh78+Moxq3xrNCoMBi1//c0Bnn3iGNUVHQBUXGoDGHODWVAJOBzuiEiqNJzIeVwoKCjIhugJLIjDaIrF7XaFJD+HzRpgRaBxsPQ5eO3ZM9hsrlGF5t1ukb4+rxdU2flWys63suW22UiiNK7r6KDPta8Z98KFMpNWUFAYot9iDlkCJVPc+D7vgfDG82dpb7UMCO/o1yVRGvqHJPHOaxdJSh3Yx5lAh+0ThJ1PBYpIKyhcA1j7emmtr6JvsHq7EFm3tiAIsobT93bbuHyhddKIw0EkyRsq3tNpnTRJ2Cv/PI25J7yZ/iZCMXcoKExjzN0d7Hv9aWounUGSRAQEjDGxYU0h4AvRsQmyZgxsb+3zWaCHU1nWMalrvyhKHD9Ux8YwhIT7QmQ9bhUUFHym32LmxT/+mOoLJxFFD5IoIYoeLL3dUz20UVh6u7h4bK9s7ekNmoByZFl9rF1Y5UO5rnChiLSCwjRl76tP0dfdMZCXIpjiwuFh10t/49KJ/bK0dems/yXuwFsUwBecU5zofziKSCsoTEMuHN1D+ZkjUz0Mv9nx3ONUBpngyelwc/xgnUwjGpucPHk3OYNBEWkFhWlGxdmj7HzxiakeRkBIksSBN58Nqo3WJjMuZ2hrba5YJ2+EbjAoIq2gMI1wOR3seulvspYES8suQJYS2z7S29lGfeXFyU8cB7UmtLJVNDuVlLSYkPbhD4pIKyhMI6ounMB+dUWaILnzY19jyz2PoNZoEQRvqlxB5f1niA6NWB1481k8AQbcpGfFERNrkHlEXvKLk7jzgUUhaTtQFBc8BYVphKW3K7DSX+NgjIlDrdYwc9FqcormcunEfno62zCaYpm5aDUJKd6ycB1N9bz6159jNY/0HBEEgZiEFMxdbX71295Yw5t//zU3P/gZVCr/5ooqlcC6rSW89q8zk5/sDwI8+LFVk58XZhSRVlCYRsTEJ8vaXkrmlQRExpg4Fq+/eczzkjNzuP+z3+Xi8X3UXDqDy2knLaeApRtuYfs//+C3SAPUXj5L5bljFM8fvwrQeCxemYvb5eGtl877fe24SPDWS+fZcuvskJtU/EERaQWFaUTBnMWoNdpRFb0DZfn17/H5XIPRxKLrbmTRdTeOOJ6YlkVj1SW/+5YkiUsn9gck0gDLr8snMzeeP/9ypFufNPS/wpXowvFLiY7gyN5qLp1p5hNf2RAxmfAi53GhoKAwKRqtlsXrbpKlrZTMGaTlBO/FULp8Q2AXShLdbc1B9Z09I4EFS7Oubnjovw4k+odqZ/rWprnXzlN/jBz3RkWkFRSmGcs3v4fM/OBCljPzSrjnE9+UZTxJ6dkBV10xd7dz6eSBoPq//b6FLNiQT7ca+pFwAXYkyhA5g8h5RM4KInc8smzMtKZjUV/dRXtLX1DjkovImM8rKCj4jCAI3PHBL3Fs56ucPvC2X1nrFqzZyqLrbsAUlyjrmFZuvRNBreboOy/5fe2uF/9KyYKVfm8gDvK3Ny7ywu5KxAk2VO2ixCvvViD6GBYOsPOtMu79f0sDGpOcKDNpBYVpiFqjYcWW9/Khb/yS9e95iKT0nEmvWbrxVq679X7ZBXqQFdffwdb7Pub3dW6Xk8pzxwLqc//pJp7fWT6hQA/SWNnprRjuI1WXIyN/hyLSCgrTGLVaw7wVG7n/s9/l/Z/7PukzikYZX9VqDatuuJuVW+8K+XhKFqxArdH6fV1bQ01A/T3zdpnPHolxkyYpHYnT4cHjnvpsgoq5Q0HhGiExLZO7P/Z1mmvKqSk7jcPWT3puodeUoFaHbRyZ+SXUl/vnGheXlDr5SWNQ56PdWACiAmg/EqqGKyKtoHCNkZFXTEZe8ZT1v2D1Fj9FWmDW4jV+99Nvd/lk5gCvv4fXKc8/3n7tIhtvmolWG76H3NUo5g4FBQVZyZu1wC/vE41WixDAjNXfnP/dAaRyPbS7imceP4romTqzR8TOpD2ih2ZLG83mVk61nKfV0klmTBqlaTNZmjk/4J1gBQWF0DNnyXU0VZf5dK7b5cRq7iE2wb9oSlOUluxUEw1tvhW4bUIiDsFv0auu6KDsfCuz52f4eaU8RJxIS5LEixe38fLFt7C5HSNeO9N6kbcqdpFuSuGr132CzNj0KRqlgoLCRMxasoadL/3V58jIzpYGv0UaIDnO4LNI24EaRIrw03QhwdkTDVMm0hE3Hf3vnT/nmbMvjxLo4bRY2vnWuz+j29YTvoFFCJIk0V/Xg/liG/bm0DvbSx4RZ7cNt48VLUKJpbKTphfOU/Pn49Q9dZr2nVX01/cEVOtOIfSsvfk+n89ta6gOqI/qZrPP5woC5KYGltWvqa4Xt3tqqrVEzExalES+t+uXXGwv9+l8s8PCJ179BveU3sKdc+QJk52ImooOjh+so6O1D6NJz7zFWZQuzkSj8f2pLEkSkksEFVgru3F2WFEZNJiKEkESUOnVqKPGd1/qK++kY0flCMHUJhjIuG0W+sFS9TIhiRJdh+rpPd2Cp9/bnz4jhsTl2ZiKkmTtyxfa3qmk9/RACPGAJjua++g53oSgU5G8Lo/4hZlhH5fC+MxbtQmDMZp3X/wrLsfEATcn927DaIpj3qpNfvXhdvv+gI4x6vjap9fy2E92YzGPPwkcC3Ovnd/9727e/+HlJKXIe69NRsSI9OPHn+Fcm282rEE8kodnzr5CjC6aLUXrQjIuq8XBM38+SmNtDzDggipYqKns5PSxet7/yAq0uomF2mN303WoHvO5VkSHe1Sil46dA7MIlUB0XjxJ1+WhT4keel10emh+7RL9VaMLjLq67dQ9eYqchxZikPHH0/JGGZayjhFjdTT10fzSRRAgZnYKaTcUI6hDvxjrPtlE76nxczxITpH2d6qQREhYrAh1JFG8YAVZBbN44sdfQpwgf7Tb5WD3q39HpVYzd/l6n9ufkRHDheoun869c0MR0UYdt79vAU//6YjfGV97um08+8RxPvbFdQFtdAZKRJg7Gs0tvF0ZeCXhJ0+/IGulikHefuUCP/v220MCDd5UvpIoIYkSdVVd7Hln4pm/x+6m4ekz9BxrRLSPFugRSBLW6m4anjmDo92b2F10eah+/NiYAn3lOqh/8jTObt/DgyfC1mjGcqlj/LFK0HehncrfHkZ0hXYJ2H20gY4dVT6d27m3JiS/A4XgMMbEMW/FRoTJNvsliYPbnkP0+P6bevCm2T6dp1WruGFVHgBFs1JZtHzyCM3Rw5PoaLNQEeZK4hEh0jurg0uwYnc7ONY4OgG40+XhhZ3lfOxHO7jrK6/ykR+8wz/fLsPmmLwixMtPn+Lg7onFQZLg8J4q3BMIVfeRBpyd/ZO/CRgSRdHpoXNvDQDNr1xCtPqw+SJK1D5+nM6D9T7baD39Ljr31VLzx2NU/uog9U+fwXyxjd6zrb4N1+Gh8fnJ/WElUcJS3kHrW5dpeaOM3jMtiD5UY+6v66FjT41PYwGQXCL9NRM8zBQQne6QP1jHYs0t97Fw7Q1M5qls77fQ1ljjc7ulhcncNCC+4yEAn7xnAaZhpsQNN83yuY8hBm6rxrrw/sYiwtxxpP5U0G2cbrnAsuwFQ3+73B6+/ceDnK/sHJoQtnRZeWrbJV7eU8n8wmTmFaewcUk2RsOVL6/sXAtvvngOc4/dp37dLpE/PbqPD3/uulGJwt0WJ91HGwJ6P9aaHhzd/fRX+/eD6Npfi73ZTOYdsyc0RbgtThr+eQbXsPdpbzJjbzIj+OG4b28w47G7UBtG29LdFid9lzvoPlyPZ9iDpu9COx27q4nKjUdyi6iNWmJmp2CcEY8wLKS596T/aSy7DtUTnR+a3BTTmc7D9XQfrEcaFuasNunIeM9sotJDX89PpVKx+oa7Ob1/+6QzZXu/b94ag3zi7gUsnJnCE69eoLlzsLSYiKB1YMipw5Tayz5LFVnttzErpQgAU4wejVaF2+W//7M/+1ByEBEi3dbfGXQbatWVD87tEfnPX++jor5nxDmDK+G+fhf7zzZz4Fwzz75zmf/+8EryM+M4e7yBl585jeint0Bbcx//+ttxbrt3PtEm/dDx1jcv+5RofEwkiYanAysP1F/dTc/xJhKWZ497TsfemhECfaVfkHyY5Q6n71IH8QuvuCdJHpH2d6swn2tF8oz9AYgOD9byK99734U2ogsSybh9Fo52K12H67GW+2ZrHI69sY+WNy+TflOJ39deK4guDx67m/6abvqru7FWdY8Q50E8FicNfz9Nyg1FxM8LrTvriT1vcvidl3wyZSRn5vrd/up5mayel4koStR0NfC9Pb/A4vKuYC0inG/r4lvv/ozVOUv47KoPIQgCOp0Gt8s/ryUBmD0/vK6/Uy7S7dZORCm4aB4BgaLEPMAr0F/4xW6qmyZ3zZEk6DLb+e6fDvH7r17PO69f8lugB7l8vpVf/M8OZs5NY8ttczB4JPqH2bJ9ZjB2VRAQ+wMvW997pmVckRadbu+moExcLQBtOyoxn2317wElgbWqi+ZXL2Gt7Ar84Qb0nW8jdm4qxtz4wBuZhlgqOuk60oCjyT/XzPZtFUTnxKOND01x1+3PPMbl04d8OtcQFY0pNiHgvlQqgV8eeXxIoK/mQP1xChPzuG3WZozRWvr9SF0KMGteeti9O6bcJt3n8G9pMxaJUfGszPFW+N12sMYngR5OR6+d17aVYTH7ZuIYD9EjcvFsC3/97UG6a/yfBQ4h4X/M61W4eu1I44Syuq2ucV8LBGGYmcfV5/BfoIdhrQhOoAfpPdMSfCPTiJ6TTTS/fNFvgR6k92xoPq+Gyos+CzSA3Wbl3JFdAfd3oe0yTX0T76k8f+ENRFEkc4b/D4OFAWw4BsuUi3RKdBIaIXAbj0Gt4z+v+zhatdcm+uo+3zwBrubYuRbZijD39tg4HcwOsAzePSqDZlybtNqoHf3aYAaaALAPy0QW1CxYRscMl0yeLpGKx+Gm50QTDc+cofavJ2nfWR3U5+fz5rafHN3xst/XHNr2PG5XYDUcd1cfnvScfpeN/9z+AzKKjX6372tlFzmZcpGO0ZtYmbskoGs1Kg2P3vJd8hOuPN06egK7Oet6gv+RDr9HLgfjZSCDSMfOGT/1o1qvwVQyLCAlSHG0VnbR9nYFtiYz1org9xfkQB0V/pspXLgtDuoHIi5tDWac7dagV15qQ2gsn93t/s/Q7f0W6iv8rwIuSiKHGk74dG5dbyOvdr+M3s/3nZ4Z6/e4gmXKbdIA/7HwLo42nMLh8d0+lGCI4783fYGEqLgRx+Ni9LR1+S/UfR4R/I3pv4rh2up0ukEfmFBE5cZjq+kJeByaWD2m2SlIHnHUjNljc2Ep70Rj0qPSa7y+20Ei2tz0nmnxmhgiwU1ZgNi5geUnjjTszX30nGzC3mJBUKswFSVib7F4VwoyftbRJf7nzZgMj9tNoIPst/T6fU11dz02t+8my4quGj561/Xse7rZZ7dVq8VJTFxobPfjEREiHWeIZX3eSrZX7vHp/DkpxTyy5H4yYkbfiDeuzONvb1z0ewwxsvzgr8h0WmYsWp0OVyDLSI+IoFP77WUBoDJqcJsdNDx1GrVRS9z8dBJX5uDs7KfraCPW8s4r9mg5BTUSxHkA44x4TDPlF51w03OqmfZ3qwYiqLzHugaCnORYbQ2hFojOD3yzbizcLhev/fXn9Fv82x8aJJASX/1O/+41URLpNrTyif9cz2vPnqG2auJ9JJVKmDS6OBRMubljkIUZcxF8/OVd6qjkm+/+lJru0T7It64tICba/2dPMsKAWTYItRk2/GVr8ki5viCgZmz15oAEGvB6hAzYlz39LroO1VP12yPU/e0UlovtXk+MIOzPkY4xL56M98wJa9iunLitTtp3VVP128O0v1PpNWOM9V3J+P3Fzk0d4Z8uB8d3vUZDpf+TpUEMUdGTn3QVOyr9D4rbXX2Y473HufvDC7npzlIQGPVZCCoBQSWQX5KMYYLcOqEiImbSAIszS0k1JdNq8W3Dzeay8+Tp5/nmhs+OOF7d1IslANe1KAQCq90wmjWbCplZ6vWlTLm+YGA2FHSz/jMYwehDhOU1gQBJ1+Wh0kTM3GNSRJcH87k2ek8147Y6vZGY0jjCHCLil2bJ1pbN2seLf/xfuloDC+IKlHZLJwca/C9m22xp5U/Hn+FvJ5/nI4sfIDUthvY2yyih1mhUrN86Nb73ESPSKkHF+0pv45eH/uzzNefbLtNh7SI5OhG3R+T3L5xh26HagPq/ImMSks9zei+GKA3ZeYnEJ0SxaEUuGdlX7OTxizIxzUyh90wLzo5+1FGagCLpwsrAmzdkxBC3IMMblDMN0KeZMKSF14c1GESnm/qnz3o3/qYIlV6NPtF/L4exsFn7+Nv/fhmX078Mc6PGpNaQmObfg+OXh/4SVJ9O0cXvjv+N/7rvc5TtNFN2rnWoNFd6Zixbbp9DdgAue3IQMSINMC9tJipUiPjuw2t29JEcncifXz0fsEADdCARMyTNvs+o07Nj+eCn1qCZIJRaY9SStNLrgdJ9vDHgMYYNyXvzpmwquPJRRLp5RCWQduPU1fULhI69tVMq0ADpt/le5moydr/896AFGkASRb8rjjf0BT/x8UgiO+p387mHHqHPbKer3UpUtI7UMITNT0REiXSUNgqDVk+/a2LvDEmSEAQBtUpNcnQSvRYHr+4NzD96kC4k8gZm0L7Oo+cuyuSuDyz2qx9H29TelL6gTYwi4/ZZ6JOj6T4S3mVroGhi9OiT/bdjThWSR8R8zrdEVqHCkB1LdJ48eU5Ej4eq88dlaUuSRCy9XX5VatGq5LEVn229BEBMrIGY2PB6cYxHRBnvnj332qQCDVc295ZnLSBWb+J7f57cgX3yNqHRT5t0UpL/oqDSqeXdmQ8Bos2FbnAJPE024LRx+slPiiA8/S5vAYggEUxaBK3/t7ExL57s980Luv9BnE47oihfdr32Jv9WxRvzV8nSbyQuGCNGpJ1uJ+9W7ff5/HRTCv+x6B7MVieXaoNPHagSoEenIj7ZB/uc4N3x7QkgcCZmVkoAowsvHrt7KJVodEHiQKWDECFT01E5cZOfFEEIMrlyabRq8j+2nJRNBRiyY1EbJ5hRalTElKaS98hSsu4uldWjQ6ePQqWWb2Hu79junnsz6iAilweZmRSYR1YoiRhzR5u106dZNHjNEV+77pPEG2LZdqgm6L41aoHV8zO5a2MxBVlxbH/lAicP1eG4yiviareumFj/Z29RWbGYipKwlEdGZN4oBFDpNd4ZP6BLjCJmZjJ9l9onn2YMN+lPcp42IUq+0G21QFxpmjxthQGPzUXbu8GZ5wYx5iWg1muIX5xJ/LCqNK4eO71nWrC3WlAbNN6EU/kJQQmzy+Xi5MmTVFRUIEkSBQUFLF26FK1Wi0qlIm/WfKrO+xbxNxFqjZaMGf7tL2jVWm6deT0vX9oecL8CAg8uvDPg60NFxIi0QeOb4AkIJBkTSDF5w5odQSwZ1SqBj9+9gBtWzBhxfOvtc9h6+xwef3QfTQ3jRz4tWBpYspX0W2fSuq2Cvgtto18UQB2tQ6VV4bI6wSlfIiRfiZ2TMuKBlHpDMYJGRd+FthGpR1VRGmJmJpOwNJv23dU+hYSrTToy75yLxqil8blz3pwRvor7OCSuzEETMz3MHf21PTS/fNGnogeTIkDCsrEzHWrjDSSvywu6C7PZzJEjRzh//jxu98hJS0tLCwcOHGDt2rUsXLiQVTfdR83F08GZPQSBOUuvIyra/826q6OP/eoWgUeW3E9mbHjTkPpCxIh0cnQiRYl5VHRVD7m+jMfmwrWoBK+lpiSAdJQCsHROGp+7bzGxEyRMuenOUv7+2OFRM2rw+kInB+juJahVpN9cQvzSLLoP1dHfYEaQJAzZcSQsySRqmAtfz7kW2rdVhMdYJoAuIYqElSPz+ao0KtJuKCZpTS799b0ICETlxqEZ9tklrc7FVtfjFZ8xvEEEnYq40jSS1uYNzdJzPrAQS1kH1gpvFKQhKw7R5ab7kI+blQIkrcklcaX/+YenArfVKZ9AAymbC9EGsJrzla6uLp599lms1ok3u/ft28e+ffsAUMUXo+4qR4X/71FQqSiet5y1t/heZXw4y7MW8sTJf/l1jU6tZXHGPO6bfzuZMZG5GosYkQa4f/4d/GDPr0F0jyvUS7Lmc/usrUN/z5qRSG5aDHWtvqVojI3W8aNPriEnbfJEKZk58Tz8qdUc2FnJxbPNuF0iGTlxrLgun9JFwQcAGFKjybh94hpt8aXpmPIT6T3ZRPfJZiTHJD/+YatZTawet8WBL/eLoFURvySLhCWZ41Ys15j0xM4eOyeGPiWarHvm0bG7GltDr9dur1ZhzE8gYUkm+lTTkDgPotKoiJ2bOiLPhsfupvtI46QJg7TJUaRtKSYqK/wJbwLFfLZVNoFWR+tCbuLZvXs3/f1+hlqrNIhJs1BZW9HaJ89ZrlKrmbN0HTHxSeTPWURiauCFhJOjEylMmEFlt++bjvfMvZU7Znv1pMdu5vWyHRxvOovd7SAzJo3bZm1mQfqcgMckB4JchTsFQdgFrF+/fj27du0KuJ2zrZf4x+mXqO6pH3K1i9FFU5xcwKb81SzOLB2aRQ/S1tXPl3+1h65JyrTPyU/ki+9fQmqAzvuSKE15uLHb6qTzQB32NguSzVuvTtCqiM5LJG5+Gi6zA4/NjT7ZiCEjBtHppu9SB7YGM64+O65uOx7LlURWglogblEGKRvk2zBx9drx2N1oY/XjCv5E9Jxspn1H5dgvChBbmkbaDdPLJxqg6aUL3nzZwSJA0poZJK4MXW5jq9XKY489FnhhX0lCbW0hOdaAVqOhu715VBWU6NgE7v74N4iJl6/cWUVnDf/1zo99OlfAmzfoN7d+j/Nt5fx03+9xiqNTpBYn5fOdjV9AI+PG6HA2bNjA7t27AXZLkrTh6tcjaiYNMC9tFj/c+lWazC30u+ykx6Rg0k3s6paaaORPX9/C3pONvLa/mh6Lg8zkaB6+dS6CIAz9nR6Ay9xwplqgATTROtK2FI37uj51pAlGpdMQNz+duGElf9xWJ/YWCyqtKiTVS7RxBrRBOFvEL8oASaR9V83IGbUApuJkUjcXBj3GKUEmb4rYuWkkrBi/NJovdHV1cfbsWbq7u9Hr9ajVaurr6zGbzRiNRtRqdXCV1wUBjymDpFlzuOmmmwBorLpE+dmjSB43haXLyC0pDeo9jEWf058iIgJmh4Vjjaf57ZEnxxRogPLOan66/zG+uu6T8gzSTyJOpAfx14Cv1ajZtCyXTcumh31yKtFE6zAVRnax1vjFWZhmpdJ3rhVHhxWVTkPM7JRpZd64Gn26aURdx0AwZMYEHVl58uRJdu3ahSRJYwqxxRJ8taRBurqurByyCmaRVRBAlW4/0Kt9t9FLeHOkHG86N2ma5BPN57jcUUlJcvgnCBHjJ62gcDUao5aE5dmk3zyT1M2F01qggeAfjAIkBJkMqbm5mZ07dyKKYnAzZR8xGuXJC+IrM5ML/BZqX0v4fX/3r3F5AqsYEwyKSCsohAl9cjQqfeABF3Hz0zEFmZz/1KlTYRHnQebMCe+mm1ql5vZZW/y6xtf0xDa3nc+/+R1afMzUKReKSCsohBFNABW51TE6Mt4zm9QJ9iJ8pbExfAm+8vLyKC4O/wbv5oK1fp2fG+/76qTN2sl3d/4Cq58FBoJBEWkFhTCiCaCQ6YyHF2MqSpr8RB8I1yx61apV3HHHHahU4ZeY3TW+VycH6Oz3L61EZ383O6sP+nVNMCgiraAQRq72FfcFQUahS0sLT8DG6tWr0Wimxi/h1cvv+HyuAOyv869YgITEiaazfo4qcBSRVlAII6Zi/2fEtroe2fpfs2aNbG1NRDjt3sNpsbT7vBEIgQfyeiT5Mv5NhiLSCgphxFSS7HdqUdckQVr+kJSUxMyZ8iX6Hwu1Wi17zURfOVQffIKnyRAQmJ0SPlt7RIu06HJgLTtC39ndONvrp3o4CgpBIwgCCcv8c6NTG+Q1G9xyyy3Mm+dfLmlBEHy2LxcUTF26T7vb7mfxO//Rq3VsLvRvczIYIjaYpffoG3TvfRbRfiW5S1ReKSm3fRpNTGQGYjjtvbTX78dh68YQnUZSxiL0Rnk2fBSuDSRRwnyuzeeSZIJO5c3pLSOCILB161bWrl3L7373u0nPX79+PaWl3vzTXV1dSJLE888/j9M5OgAkKiqKzZs3yzpef8iLz/HO4iVfHev856aSjSQbw6dBESnS5lM76Hx7WGHJAfuWrfoMTU9+i5yP/BzBzxpooUIU3XQ2HaepYhtu58gkT82V20nJWUXOrDsQhIhetADg6O7G1dWNPiUFbax/qSIljwtr2RFcnY2oomIwzV6NOnp6JeIPB/013bj7fDdfxJSmBbTZ6AtGo5FFixZx8uTJcc9ZuXIlS5cuHfo7IyMDgI985CPs3LmTsrIy3G43arWa4uJiNm7cGPYAluEszVpAkjGBzv5uJCk0aX7LOsbJKxMiIk6k3ZZuut55Asb5gN3dzdT++mNkffDHaGODc+wPFI/bjsdtR5IkKk/+BZtlvCKYEu31B+hsOk5i+gJSZ1xHlCn8+Wr7LpfT+s4OHK1t6JKTSLt+E7FzrmTf6z5xkorf/A5nx0DIsgCmokJmfe0r6JMmXwnY6s7T9uIv8Fh7ho517fgbcStvR5fmrRxpyJ2L2hhYQU+3uZO+Mztx97ajjklEm5COveESktOOLr2AmPkbUUdNjyrh/tqXPTLao8di3bp1tLW1jek/XVpaOu5Go16v58Ybb2Tr1q04nU50Ot2UuNtdjUal5strPsoP9vyaXnufz4Eq/lDVXSd7mxMRUVnwPNZeGv/yVdy9YyTDvxqVmqxHfoo+JXy5OuzWNpoqttHTfsH7lJYk/NkfFlQaChf+B3HJ3vwFoseJy2lFo41GrRnpP+t22ehpO4fH1Y/BlEZsUklAs/Gavz5J44svjzwoSQgaDfrkZEwzi+nYvXfs8Wo1LPr1L4lKH99ty9XTRv1jnwP3JGIiCKiiYtHEJmMsXkLsoq1oYhImHb/5+DY63/4LkugZ/XkPfB6CzkDqe79AdOGiSdubaiwVnTS/fNH7hy8/HbVA4SdXhmw2DSCKIlVVVZw8eRKLxUJ8fDyrV68Om7teKLA6+3nhwpu8Wua7O56vCAj8/e5H0arlWc1Pqyx43fufx93rY8il6KHpz18l65GfoEsaeyPG5TDTXP0uve0XkUQXemMqmYU3YErIo6+rHLu1HY3OhNGUQWfzMXraLwEScUklpOSsHmFPtlvbKDvyW9xum9/iPIgkuqk5+zSzVn6O5sp36Go5hSS6UKl1JKTPJz1v45D5pL3+ANKwrFyCSkdq7hpSc1ejM8T71F/dM/+i8YWXxh6L2429pQV7S8v443W5OfGpzzLnG18jYeGCMd6Ph6Ynvja5QANIEmJ/L87+XpwtlZiPv0XG+7+NPi1v3EtsdRfo2P649/Mea2U1cExy9NP6zPeInr+R1Js/iiDTzRMKovMTUEfr8FgnTugzhEfC1txH9Iz4kI1JpVJRVFREUVHwEY2RQrTOyIML7+J822VqehqGXALlmFknGRNkE2hfiJiZtCSJ1PzsP5Ac/oVbRhUtJeN9Xxt1vLf9IhWnnhjz5lap9YiDAjiO4KrUOooWf4iYBO9OddWZv9PdejZggR7VvyfwZawuKonkzGWkzliDWjN2mHHf5XLOfPmrAfdxNXHz5zHrK19GY7qS7rX5me9jqwzc5Ukdl0Lc8ttwdzWhMsYSU3od2sQrSd9bn/8J1rIj45q+xkKXOoOsR342ZS5gvmCp7KTl1TIkt2/vS4jSUPDR5ag0U29OmG7U9TTyP7t/Ocp3WpKkgARbQOCe0lu4e+4tcg1x0pl0xHzrzvYGvwUawFZxjNpHH8HRcaXkksvRR8XJv4x7c4sex7DXxv6iRI+TipPeZbbH7aSn7fyE5/tDMAIN4LR10lT5Fmd2f4+u5rE3far//ERQfVxN79lzXH70l0N/uy092KrG33DyBU9vO11v/xnz8bfo2fss9b/7NHW//QStL/6cxr9+HWv5Mb8EGsDZVov5+LagxhVqTIVJZN1b6nOldMnmpvuIjyXFFEaQG5/Fj7d8jffM3kpWbDqp0UmUppawdsYySlNLUPnprjczuZDbZvqXwClYIkake/Y+G/C1Hks3jX/4HM5O7w+59vy/8ElMJxEA0W2n7tJLiB77MBt05CB6HFSffRpLT82I4x6bjb6Ll+TtTJLoPnKM/gbvZ2yrOhmSz8Pd3Yr1wj4cDZfAM7q2pC/0HnlN5lGFAFH063nfczx8iZEmwlrTTfMrl6h78hRNL17AUt4xZdGFvpJojOe+eXdw1+yb6LX3cab1Entrj3Cu7TIiEiatb94opakz+caGz6DX+J9/JRgiQqRFpw1r+dHgGpEkWp77CQB93VUyjMpLR8MhXI4+NNrgqrqEDonLx/6Avf9KMnlbqw8brwHSddj7PUkBCmg4cPdNXltvqhH9rAIvOjze2pFTSNs7lTQ9fx7L5Q4crRaslV00v3yJmj8ew9EZvqxwgbCjch+/OPQ4Nrd91GsW1+RjN+mi+cLqD6Obgv2OyBBpuxWCKQM/gKuzkYYLLwdtTria9vqDJGctl7VNOZFEF+f3/Rhz52UAbCFMR2mtrgbAkDNxAd0pxe2i6W/fwGPzrTjxVBCVHeezuQMAwVs7ciqwN/dR/4/T9J5qHnP27zY7qHviBJZKGeo3hgCLw8pfTga+UlcJKr523Scx6admohYRIq0yxiJo/c+zOxwJcJv0tDbsl2dQw+hoPExP+0WiTJHskiRReepJPG47usTQRUNZa2rpb2hEl5wNEexFYW8oo/2VX031MMZFpVP7V19SAkdX+Ger7buqqH/qNPamSR54EjS/dAFbkzk8A/ODfXVHcQZRUeWDi+6lODlfxhH5R2SItEaHPivwhCWDD3ePUY8cG3tjYbc0YbO0oNHHDvnnRhqix05X80liS4pRGYJ76I2Hrb6Bs1/5LyxV1ZhmrQpJH3LRX3kyonO+pN/mX6KjniON2Fvkqz84ER67i+rHjtJzrMn3iyRoePoM5vOtoRtYAJxsPhfU9U+c+ldYEjeNR8SojcfiX+LtUQjgSAl9DTy3w+y3x0E4sVlaEdRq4sfwa5YLt8XCua9/E4+hGFShC7KQA3v9xakewrhIbj8nFBL0nPBDNIOg/u+n/QpfH0KC1m0VU2aauRpJkjjXejmoNtyih18dfoKmvql5+ESESEtuF66O4FyM+mckI0ZF7vI7XGi0Ubj7bfSeDW1Sck+/jarfPY6tLwPUERUTNQIhgsemCiC7na0+uM1De4uFljfKqP7DUWoeP077rupRgmprNOPqCUJkRYneM+MHSYWTss5KXGLwxWPdHjfbK/bIMCL/iQiRRq0O2oTgTAwsL8Q1haAiIX0hXUeO4LGFZybTc74Bp2oBcavvRB0dH5Y+fUVQa4gqXDzVwxgXlUaF4GeAisfuwtERmG2671I7DU+fpu9CO26zA1e3jZ5jjdT++QTWYYUFLGXBF1q1VkTGJmJD73h5dfxDQuJwfXBxAYESESItCCqMQeRdEACVFLkRZuFBICV7BVGmNNx9A3bLMEXdde4/TvTcrWQ9/CNUhshJdBSzaAsaU/xUD2NCTCX+pbKVXCJ1T56k77J/boZOs53Wt8qRPKNNLJJHpOnZczjavb8bZ7fNr7bHwm0JbWIoX8mMkS+hWaetG5sr/GaciBBpgIT17w/q+uTCdTKNZPqh1hjJLrmFnFnvBcCYk+19QRDCJtQtb76FJi6F9Pd/KyLs1NEzV5C0+T+mehiTkrypEEHt53fkkWh55RIt28p9CiTpPtJA3ePHJw1Dr/vrKdp2VOLsCl6kRR9D3kPNrORCosZJnRAIF9vLZWvLVyJGpIPJPSxodPSbIyMiayqITyslLW/9UL6KuAXzicocyIEhCBCGFJLWGm/6RkNGIck3fjjk/U2ISkPS1g8iRMDDYjI0Bg05Dy3yz2d6gL6zrbS8NnFkae/pFjr21ow5gx7z/JPNuHuDnwWr1JEhLSqVihuL18vWnisIV75AiYxPErxJ/AVVQLZpyePCXhOcm810RqOJGvG3IAjM/NLn0cbGDj8Y2jEYr4whdtEWEq57H6imZtMuevbKiK3eMxb6JCPJGwMrOWUp66R1eznuMbLqSZJE15GpcUGMCmHWPn/ZVCBf8d2MmPDHSkSMSKsN0UTllQ785aegSBKGlh65hzRtSMsbPVOIzs9j4aP/R+777yN21kwMGekhFerktatH/J2w7l5yP/U7Ejd+AHVYizMIJG19JIz9yUP8gsBtp+YzrdT88RiWq+zUzo5+3GZHqEIHxkclkLAkc/LzwoRJFy1b3cPk6PA//CNGpAESrrvX6zLlp5hIgKbPNoUJkAQQVKg0euJTS4mOn4FGZ0LtY+KWYIhLnoVWP7Zniy4+jpx77mLeD7/Hwl/8DI0pNJt6gkZD4vJlo45rYhKJX/1esj/8f2hTcgloTe83EqoIdrsbF1Vwn43kFml+rWykPXkK7gdBqyZta5E37D1C6HcFb2MH76/XqI2a9Dy5iahfsyFnNmn3fJXOd57A1VHv849MACRBFcRM0ceqoOOQWXQj+qgE4pJnob7qS7x46FH6zaFIMykQnzaPwgUP+nS2Wq+n6NOfoOwnP0NyyZscKWHxIgT1+PZftSGazAf/h95DL9N3+l08/WbU0XHELr4BZ2cD1vMDofyCEHSgkMoQjaANb5YyOZAl/7Uo0XOikdTN3uT9uiQjaqMWjzU8dlTT7BRSry+Uvbp5sCQY4ojVmzA7LEEl/RemaE4bWZ8mYCxYgPEjP8dWd5H2136Du9s3P0dD3lzAOul50XF5xKeW0tl0BHt/BxqtkcSMRbgcZrpbzuCvWBui08go2DTu64UL/4Oze77vV5uTEWXKYNbyT6HyM2Vi0orlzP/fH1L12J/ou1Qmz2BUKjJvv3XS09RRJhI3PkDixgeQRM+ITT37sluxnNmJ29IFEvQHkRHRVLpuWmwYjoWgUyM5g0s0Zq3pudKeWkX8kiw699QENzAfSViaGXECDaBRa9hYsJpXLr0dVFrV4qSpyd8ReZ/oAFG5s8l6+Ed07vgbltPvMqF4qjUkrf8AJp2bmrP/xO0aO7+BKaGIkiWPIKjUpOePtONKogetPpb2ugNIkm83iiCoyZ//wITn6AzxJGUuo7MpyFSsQ52qyC65xW+BHsRUUMD8H/8AR2cnZ778NZydnZNfNB4qFTMefIC4eaWTnzuMq0XUkFWMYSB3iyRJtDzzPWxVp/wejjo+jfg1d/l9XaQQNz/Nv1wZYzBc5D0ONyqdCrQCuEJs+hBAHcERv3fPuZnKrhrOtV4OeDYtp5eIP0RM+ayJcHY20vzUd/D0jRYUQW8k7T2fx1jkjSyTJAlrbx22vmZ62s7idvWj1ceSnr8JU/yMSftyu/o5v/8nuJ0TJ7IxRKdTsPBBoqJTJx+/vZeze34ABOk7KqjIKrqJ9PwNwbUzgKuvjzP/+V/Ym5snNS0JWi3x8+eh0unw2GxE5eSQvnUzxtwcWcYyHNHloOVfP8ZefdrnazSJmWQ++F00psmL20YqLrOdmj8cC64RAfI+toz2tyuxVnaFZ9NQAENWLDn3zQ9DZ4HjET0cbjjFY8f+7ndQSrw+lj+858chGddk5bOmhUgPYi07Qs+xNxDNnahNiZjmrSNm/gbZl7dOWzflJx7Hbm1j5K9cID61lKzimzFE++ex0NFwhNoLzw+0d6VNtcaIRheNwzb6AaTRGIkypaNSa4mKySQpaykGo7yeEm6LhcaXX6Xt3V24enpQ6fWITieS22u3NubmkLppIykb1qOLD99mkCRJ1P7iQ4j9k+eqUBlM5H7mD6i0+jCMLLTUPXkKR2t4Mt3JhaBVkXV3KVFZoU9wJgeNvS184a3v+jWj/vbGzzM3tSQk47mmRDqcSKKHnvbzA4n0BWITi4hPm4cQRI4Ra08dbfX7sfbWoVJpiE+bT0r2KgSViubKd+hsPo7HbUet1pOYsZiMws1odeEPs3ZbrTja2lFHGzGkTr5SCBXOjkYa//xlJNf4wRW6rBIy3vd11FGRE44eDL1nW2jbVjHVw/AZQacm6+65RGVOD4Ee5ETTOf5v/x9wTpJ8Sa/R8aU1H2VB+pyQjUUR6WmEt+itHbXGMG03v+TG1dtG144nsV46DJIHBBXq6HhM89YRt+RGNHEpUz1EWRFdHqp/dwQxyA3EsCDAjA8uQZcQfrc0Oeh32dhVfZC9NUdosbTjcDvQabQkRiVSlJDLhvxVzEkLzex5OJOJdMRuHP47IqjUaHSRWktxatDGpZJ25xcRnXZEuxW1MdYbnXqNotKqSVqfT/vbkT+bNpUkTVuBBq/P880lm7i5ZHzvrEggooJZFBTGQ6UzoIlNuqYFepD4BenoUiL8YS1AVFbkBKxcyygiraAQgaTfVIxKH4EmL8H7T6VVEzNn6vYr/p1QRFpBIQLRp5rI+cBCv4sChANBrSLtxuKIDFy5Fom8X4CCggIAuoQoch5cEJ6UJ+MxrG9NnIHY+enkPLAAU0k4k2b9e6M8ChUUIhh9UjQ5Dyyg/h9nQAxBZIovaWtUAqnXFxC3IEP+/hUmRRFpBYUIx5AeQ+4HFtD00kVvBe+R8VVeAtDvzHvmEpUdR/vbFVgquhAdbhAE9CnRqE06BECXGEXs/PRp7cUx3VFEWkFhGqBPNZH3yFKslZ042qyodGpMJclo4wxIooStsZfmFy8iugb8qycSbQF0iUaMufEIgkDajSWkekTcFicqrRq18dr3oJlOKCKtoDBNEFQCpuJkTMXJo44bc+LJuGM2zS8PCPVYZoxh9uWEFdkj0qMKahXaOPlqASrIhyLSCgrXCMYZ8eT+v0X0nmnF1tALEnisTlw99iGBVhu0JK3NJVZxn5s2KCKtoHANoY01kLx2ZLZHR7sVR7vXRGLMS0AVgW59CuOjiLSCwjWOPiUafaRHMCqMi/JIVVBQUIhgFJFWUFBQiGAUkVZQUFCIYOTMJ90AZMXFxbFw4UJZ2lRQUFC41jl16hS9vb0AjZIkZV/9upwi3QMouQsVFBQUAqNXkqT4qw/K6d1RDeQDFiDyM5YrKCgoRAZFgAmvho5Ctpm0goKCgoL8KBuHCgoKChGMItIKCgoKEYwi0goKCgoRjCLSCgoKChGMItIKCgoKEYwi0goKCgoRjCLSCgoKChGMItIKCgoKEYwi0goKCgoRjCLSCgoKChGMItIKCgoKEYwi0goKCgoRjCLSCgoKChGMItIKCgoKEYwi0goKCgoRjCLSCgoKChHM/weuKnJJ0ATZmAAAAABJRU5ErkJggg==\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 3500\n","Propagation at iteration: 3500\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAB0BElEQVR4nO2ddXwc17m/n5llMTNZki2ZZWaGgMNMbdKmSdskhdve0u+Wbrm3vbdtettAmzS3YW7IDjgxO2YS2BYz4wqWd35/rGRbtmB3NQty5vl8nNi7M+eclWa/c+ac9/2+giRJKCgoKCgEJ2KgB6CgoKCgMDqKSCsoKCgEMYpIKygoKAQxikgrKCgoBDFquRoSBOE4MAXoA8rlaldBQUHhMicXCAOqJEmad/GbglzRHYIgdAORsjSmoKCg8NmjR5KkqItflG0mjWsGHRkZGUlBQYGMzSooKChcvpw4cYKenh5waeglyCnS5UBqQUEBO3fulLFZBQUFhcuXtWvXsmvXLhhlmVjZOFRQUFAIYhSRVlBQUAhi5FzuUFBQUBgTu91BW3MfokogITEcQRQCPaSgRxFpBQUFn2A22Tj6aQ0lJ5uwWGyIokCv0YLVbAdBICrawLK12aSkRVF2phXJKZGZG8uU3LhADz2oUERaQUFBds4UNvH6s8dwOEYJ8ZUkujoG2Pp60fDXPyojJFTDzZ9bwJSpiliDItIKCgoys2d7GTu2nfX6/IF+G88+foCFyzO56qZZCIKA0ylRWtxCVVk7ggA5+fHk5iV8JpZLFJFWUFCQjbLTrex833uBvpAj+2uoONvGtJmJlJ9ppbOtn6Hcu0N7q9FoRfJnJ5OZHUPGlBg+fu8MNZWdCCJkZsey6doZRMeGjNp+dUUHn+6ooPxsK0ggiiJanYrc6QlsunYGYeE6WT7HRFFEWkFBQRbaWnp5/Z9HkdOivqtjgIO7q0Z8z2Z1Uni0gcKjDZe8d6awmTOFzcxZmMoNd16SaU3hsQbeeukEzguWYxwOJ6aB822KIhhCtKRkRDFtRiIz5yajD9HK9+HcRBFpBQUFr3E6JcpKWig/08bxgzU4nYEe0XBOHWmgrKSV+7+xkpi4UCSnhMVi571XTw0T6JFwOqG/z0pZSStlJa1sfb2Q/NlJTJ+TQmSUntTMaEQ/LLcoIq2goDAmklPC4XTS02XibFELDoeTxOQIVGqRbW8U0dnRD0Fc4Mk0YOOx3+0gY0ocNZUd44rzaEgSnD7VzOlTzSBAZJSBNZunUbA4XeYRD0cR6UmAJEkIwuW/QaIQeCxmGwd2VXHk0xr6+ywIgoDkDGIFdhOHHarK2uVrUAJjj5l3Xj0F4FOhVkQ6iPn4cC2vflxKY3s/KlFkxpQYHrxhFpnJwWs22NbWRnt7OzqdDpVKxYkTJ2hqakKtVpObm8v8+fOJiIgI9DAVRsBssvGP/91PW3PvudeUGqijM/Sz2fVhKXMWpvls6UMR6SDlh4/v4+QFd367w8mp8nYe+f1OtqyYwldumhPA0V1KT08P7733Hk1NTaMec/ToUU6fPs2tt95KXJwSAxts7N9RMUygFcZh8P7V022ioaaL9CkxPulG8e4IQp5+p3iYQF/Me/uq+MtrJ/04orGxWCw8++yzYwr0EAMDA7z//vuyj8FutzMwMIAz2HauJhFH9lcHegiTEwkO7a2ip8vkk+aVmXSQYbbaeXdv5bjHvf9pNRsWppOfNfbde8BsY8eROo6dbUNCYu7UeDYsyiDMoJFryLzyyitYLBa3j29paeHUqVPMmeP+00BLSwvV1dWUlJTQ1dWFJEkYDAbmzJlDX18fZ8+exeFwoNFoyM/PZ+3atWg08n3Gy52O1j7MJnughzFpKT7ZRFV5B3c/sITkNHmXI+WszLITWLNmzRrFT9pLHE6JJ/9VyNZ9I8eFXowowpTkSMJCNMzPS2Dj4kwiQs/HcTa09fHjJz+lvcuEJEnnNuA1apE5uXGYrQ5iIvQsnplIQ2sfB4ubsTuczJgSy5YVU5iSMv7Fdvz4cT755BNvPi5hYWFs2LCB3NzcEd/v6Ojg2LFjlJeXMzAw4FHbBoOB++67j5CQ0ZMZFM7z1J/20lDbHehhDMO1Vy5MnnVxARISw/nKd9Z4dNoFftK7JElae/H7ykzaz/SZbAyYbcRE6FGrzq82OZ0Sv3v2CPtONbrdltMJFQ09AJwqb+ftPZX87MFlZCS5NuZ++8/DtHZeKm42u5OjZ1oB1xdhzwlXMsDQxkdDWz+fHKnjW3fNZ+Xc1FH7dzgc7Nu3z+3xXkxfXx/vvPMO1113HTk5Oedet1gsbNu2jcrKSq+/oCaTiVdffZV7773X6/F9Vmis6w4agY6KNrD2yjzKz7RSfNK1fDZpIkwkaG3ppbayk4xs+danFZF2A4fDSZ/JRohejUatOvd6R4+JDw/WUlLVgV6rYvmcFFbOTaHTaKGsrgutRsWc3Dj0WjVVjT08t+0Mx8624JQgMlTL5iWZ3L5pGhq1in0nGz0S6IuRJOjsMfOffz9AwbQE6pp7qWo0unXe+b+fD/VzOCUeffk4c6fGEz5KllVDQ4NHyxwj4XQ62bdv3zCR3rp1K1VVVROeQbW3t/Pcc8+xadMmEhMTJ9TW5UzRce+vOzkJCdPy+YeWERUTwpyFaaxYb6T4ZCNWs53ktEja2/rY90mFdzHZAuj1GnQ6NaJKQG9Q01Q//vfDYyRobTIqIu0vzBY7L28vZfuhWowDVnQakZVzU7lzcz67T9Tzf++VDBO5A0XNPPb6Kax2x7nXQ/Ua1i9KY/vBWkxWx7lje/qtvPpJGeX13Xzncwt5Y9fEC6xLQGuXiQ8P1nh3vgQCICEhSWCyOPjNM4eIitBT02REr1WzYm4Km5dkEmrQYLPZJjxmcIXt1dTUkJmZSVtbG1VV7i33uENLSwvPPfccq1evZtGiRW6dYzQaaWtrQ6PRkJCQQHNzM06nk+TkZAwGg2xjCxYa67rla0xwPZF5mjASlxDGrfcuICrm/PJUYkoEiSnnwzXtdgdNdUaqyto8Sj0Pi9Bx7W1zyc2LH2bI5HA4+NX3tsmaxg7Q3jZiqUKvUUR6FKw2Bz9+8lPO1nade81ic/LxkTr2nqjHZB05isBkcW2+CC61o89k5a1dlVycizI0Yz16ppW7frQ1aNJpnRddsacqOob9u7Sui/cPVPPrh1bKut77xhtvcOedd1JfXw/IH5+7e/ducnJyiIkZfYZjMpnYvn075eXlw6JEhn5XarWaGTNmsHbtWtRq5atzDgGuunEWhhANOXnxOOxO/vCz7W6LX2iYlge/tQq1RjXmcWq1iru+tIjTp5rZ/VEpbS3uiWHezCSmTk+45HWVSsXaK/Mm5Ng3Ena7vF9m5UobhXf3VXGmpnPYa0MXnck6/tV37gKVLvr3uffPvxAsAu0OkgSNbf389fWTPHJjnmztOp1O3n77bXJzc322UbRnzx6uv/76Ed/r6+vjtddeo7Oz85L3hsZjs9k4efIkRUVFaDQaIiIiWLhwIfn5+ZM6IzQxOYLayks/t7vMnp/KohVZw17T6dSYzeNHi4SGaXnADYEeQlSJzJyXwsx5KVSXt/PKM0ewmO1j3hCOHqhBrRa54oaZl7y3cn0ujXU9lBY3yzajDg2T1z1PEekReO7907yyvVT2x6DLicPFzdQvkTd4v7e3l+PHj8va5oW0trZe8prRaGTXrl2XzJ7HwuFw4HA4MJvNbN26lePHj3PrrbdO2pC/pWuyObyv2qtzM7JjuPa24aGU9TVdWCzjC3RCUjj3f3MlGjcF+mKycuP4xg83UHisgdLiFmqrOrFaHCMee3BvFclpkcxZmDbsdUEUuO3eBRQea+DYwVq6Ogbo7TF7NZ4hlqzMmtD5F6Mks1zEGzvKefXjMkWgx8EpQXlV7aSaQdrtdhyO81/ivr4+Xn75ZcrKyiaUBNPU1MSOHTvkGGJAiI4NYVZBisfn3f6FhXz+q8tQq4eL7K4Pzrr1/els78cxwaUBnV7DwuVZ3PXAEtKyokc+SHL92XGRz/VAn5V9n5Tz8j+OcLa4mXlLMvjaD9YxfU6y1+OZPieJEGUm7Ttsdidv7a4I9DAmDSrV5LrHDwwM8L//+78sXLiQZcuWcfToUXp7e2VZXiksLESn0xEaGkp+fj5hYWEyjNh/3Hj3PCrL2hnot7p3ggA5efGX+FXs31FOxdnxjYwEwRVB1N9nQS9DYlVpSQvVZR1jHtPTZeLI/hoWLs+krqqTF5865FqSGfz1nz7VzJ6PSlm1cSqnT42fPXsxOp2aWz63wJvhj8llL9Jmi522bhNhIRqiw/VjHlvV2EN3nyukTBAuXUdWOI8gwMJ5sygrOe6KY50kPyy73c6BAwc4ceKEK8FHxnEfOXIEcG1S5ufnc+WVVyKKk+NGJogCufnxnBrBQH9EJPjzrz/hgW+uIizi/Pdq5wel7vaIRiMSNs530h0qS9t49ZmjON2Ipf74vdOUFjdTWdY+YgRKZ/vAOWc7T1m9eapPynldtiJtsth5dttpPjlSh8liRwDmTo3n81dPJyctasRzzNbBu6rApBKeQLAgP4HkxHimT5/O6dOnJ93Py2ye2LrjWEiSxOnTp6moqGDz5s3k5cm3weornA4nZ4tbPDqnt8fCE/+zi2//9AoAzhQ3Y7eNv3whCIAAM+emoNOPLEGNdd10tQ8QGq4lMzsWSZIoPN5Id+cAcQmh5M1MOrfZuPP9UreXqyxmO+Vn2sY8xlu/6ZT0KK/OG4/LUqRtdic/+OteKht6cGWWCkjAibI2zj7Wya8fXjks5bm4soMn3jxFdaPR9eQz+DsS8C5u/nInOlzHV2+aC8DmzZvR6/WcOnUKu13xfrgQq9XKu+++S0lJCRs3biQ8PDzQQxoVq9WBxY1ojIvp77Xx519/zH0PreD4p27G5wsCcQlhrN+Sf8lbrc29vP3SCZoaziea6HUqLBbHsJmyVqfiutvnkpYVTUNtd1A89RYeayAzJ1b2di8LkbbZnRw53UJ3rxmtRsVrn5RS39oPDIqsJA2KNQwMzrB/fP9SAF744AwvfjhynGQQ/N6DCkGAK5dmceuGacRHu5I6VCoV69atY/78+Tz11FOTajbtLyorK3nqqae45ZZbSEtLG/+EAKDVqVGrRa9ifLvaTTz2u51uGzTFJ4Zx38PLL1mL7u0x89zjB+i/YF1cckqYRmjXanHw2j+PkZQaERTXnCAKPrN5nfQive9kI0+8eYruPsuYd9MLZ8hHSlpoau+j02gZVaAVhhMXqeNXD68iOTZ0xPcjIyMJCwujt1fxIx4Jh8PBq6++yhe/+EUiI4OvaIMoCuTNSqL4hHcp4p446PX2mEdc5jiyv+a8QEuSW7Pj5gYfpHZ7yuAytD7ENyGYk2NXYwQkSeL1HWX89tnDdPWOLdCXnAv89wvHePHDMz4b3+XEzety+PN3Nowq0EOkpo5uxuQr4uPjvQ4D9Hf4oNPp5JVXXglaz+stN8/ySz+mARsDfZdGkZwtakZySq4/gZ8cj4/gmkEPXUez5/vm+p+UIm222PnRE/t55t0Sr3+ZZXXdFFW4X/MsmMOBQ/Vq/vOBpczJvXQ9TKsRuXldLktnJaFVe/7rFgW4fVO+W/7Ts2fP9pvwhYeHc+WVV7Jly5YJ+Wn4W6iNRiMVFcEZ5qkfxUhLdgRQXXQtSpLkKmgbxETHhqDVqVzCfIE4A2Rmx0wovnosJuVyx9PvFHOq3PuikoKAW+E6FxKsd/ZQg5qnf7iJEL2W+fmJdPeaeWdPJcYBK3Onxg+zGjVb7fzqmUMcPzv27vaFrJibgkHn3mWSkZHB1KlTKSsr8+k64ZIlS1i+fPm58La77rqLI0eOUFRU5PHmZXp6OpIkUVdX54uhjkhpaSlTp071W3/u4q+13czs2EvWoyvOtrkVGRIwBLj13gUIosCObWcpP9OKJIHBoKFgcTprNk/zWd7ApBPp2mYj2w/XTkg0g0VwtRqRWzZMJS5cz6Ovjl8OK0SnwmJz4nBKaDUiy2Yl88itBegvENGocD2fu3rGiOfrtWp+9uByHvzVdprcmLWEh2i456rp7n8gYMuWLRw6dIiTJ0/S39+PIAhkZmayfPlyNBoNr7/++qjr1rm5uej1eoqLi0cVjOzs7GECDa718A0bNrBhwwb6+/spKSmhqKhoRB+OIaKjo5kzZw4FBQUAvPzyyzQ3N3v0Wb3lzJkz1NbWMn/+fJYsWeKXPt1BEAQ0WhU268ip1fL0AWuvmDbstfbWPt566YTP+pSDqGgDickRCKLAHV9chGnAisVsJyxCd0nGpdxMGpG22Bw8/vopdhyrw+FlHGMgiAzTkhgTSlZyOCaLg7qWXnRaFctnp7B5aea5ZYTICD1PvVVEY7tLPAVApRLQaVUkxYZy05pcVsxNwWZ30m+2ERmmG1Y0wBNu3zSNR185ce7fklMaFskiCrBkVhJfuGYWyXFjr0NfjCiKLF26lMWLF9Pf349Go0GvP5+w8MADD7Bjxw6Kioqw2WwIgoDBYGDBggUsXrwYcIn1kSNHaGpqwul0IkkSkZGRzJs3j4KCgjETREJDQ1m0aBELFy7kxIkTHDp0iL4+l1uaVqtl1qxZLFu2bNiYAFauXMlrr73m0WedCAMDA+zdu5fy8nLuuuuuoEmvz5+dRKG7CS1ecP0dBcPC1Npb+njmr/tHXKMOJqbNTByWqGII0WLw0/LQpBHpP7xwlP2FTUEzC3aH9QvT+Lc73UsTXTwjicUzkqhr6cVstZMaH0aI/tJ1YJVKHDZz9oYNizJo7TLx6selOJySa30NCDNo+OrNc1g8Iwmtl6Y3Q4iiOGJcsCAIrF+/nlWrVtHS4kqeSEpKGmb9mZOTM6wIwIXFCNxFEATmzZvHvHnzsNlsqFSqMcU9IyMDg8GAyeSbYqKj0dzczJtvvklfXx/t7e1IkoRarWbWrFmsXbsWlcq3s7SLmTk32SuRdidDd+XG3EsMjna8fwbTgDy+5L7EEsD6j5NCpF/9uJR9XuTSB5qEaM/9ltMT/ZPwcOfmPDYvyWD38QaM/VbSEsJYMTcFvdY/l4RGo3E7Zniis0x33OkEQeDqq6/m9ddfn1Bf3nBxkQO73c6JEycoKyvjS1/6kl+9q6M9fHICyMqJZfXmqRw/VEdZSStm06WiO2NuMqs25GIx2+jqHODQ7mrKTrfQH+QzaAAE3HL18xVBL9Lvf1rNs9tOB3oYXhEbFdxVPGIjDdy4duQisJ9FsrKyWL16Nbt37w70UADo7+9n69atXHPNNX7zAIlPDEelEtxeUkzNiOKuBxaj1qjIyo1jx7az7PukbJhHukot0Ndr4fc/+QibzTEps8TkrgDuCUEt0ja7g39uPT2pljguZJqPcvkVfMeiRYuIiYlh69atWK2Bn+WVlZXxhz/8AVEUSUhIYP369SQn+ybUa4j5SzPd8pfOnhbHXV9ajDi4N7L7o1L2bC+75DiHXZpQUYGJIIiDnjIT0BCtVsW8xenyDcpDglqkX/jwLL0Dgf+iAORlRnO2pmv8AweJjdSTmRx8mWUK45OTk8NDDz1ERUUF3d3dOJ1O9u/fD/gvTO1inE4nzc3NvPjii1x11VVMn+5Z1I0nbLxmOjUVHbSOkuacPS2OpWuyyck7n0jU32th14eXCnQgGVolEwSBnLy4cY2VRkKjFbnpnvnDnP78TVCKdFevmf/46z7qWuUt6OgtArBuQRqdPSbausd3TxMFgds3TkPlA9tCBf+gUqmYNu18qFh1dTWNjYGvqi1JEh9++CHZ2dnodPKayw+h0ar44tdXcGB3JYf3VdPfa0WrU5ObH8+Wm2djCNXS1dHPh2+XUH661ZVzILiihPyGO+5ngyo9dXoCt923kL/9z25amtyzLdDqVCxckcWSVVMID6BAQxCKtMli5+H/+oTeYNrxFSArOZJfP7yKv79VyOGSFhwjXJCC4IpFvnXDVK5aPmVCXVrN3fS0ncbptBMWPYXQiOA05vmscMUVV/Daa69hNAbeK8Jut3PmzBnmzp3rsz60OjWrN01j9aZpl0TX1Nd08cLfDg3bTPOVQCemRrDh6nx0eg2RUQasVjulJS20t/ShN2gwhGg4dqAWY4/53FOOShRwShATG8L8ZZksWZmFKArc+/BynvrTXjraLs0RmLMwDY1GRK1WkT8nicxs+d3svCXoRPrJf50KLoEGUuPDmDn4S/uPLyyhy2imo8dMdISO2EgDpbVdVNR3Y9CpWTQjidAJVJqQnA5qTr9BR+MRkJwMubeERWeTPeduNLrgtbu8nImOjuaee+6hsLCQY8eO0d8f2BTmkeo1+ooLBVqSJN584TgW84XfUd89Md51/2LCI4fPZOMShle9WbE+l7qqTiwWOwlJ4UTFhOB0SpdUjdEbNHz531dTcqKJ4hONWCx2klIjWLA0k/ik4P1eBZVIW212th/yX3quO6hVAt+4fd6w16Ij9ERf8Ag0LSOaaRmj1Fcbh96uSrqaTyEIInFpS2ksf5/u1sILjnDNDvq6Kig/9hT5S78RNIkPwY7NakEQRNQyFYg1GAwsXryYxYsX09vbS3l5OXa7HYPBQG1tLaWlpcNqKPqSrq4uHA6H3+Oo33+zmK72gYte9c0sWqNVERo2fsKIKAqX+DhfLNBDqNUq5ixMuyReO5gJKpH+nxeOBXoIw9BpVPz6oRVM9VKAL6Svq4rO5pNYTB3YrQOAE1NfC5Lz/IyktXbPmG0M9DZQd+ZfZEy/ccLjuVxw2O3UV57GZjETl5xBVFwipScOcGLvB7Q1uQrlpufOYuG6LSRnyueXER4ezrx552/es2bN4uqrr6aoqIhDhw7R1eX+JrM31NXV8eSTT3LTTTeRmJjo076GOFPYxOH91X7pC2D+0oxzkSOfZYJGpE0WO4dLPCvf40umZ8XwsweXTTi7T3I6qCp8ga7WosGUrInNOtrq9jPQ28SU2XegM8RMqK3JTvGhXRzc/iamftdmkIBAeHQ8PR0tgxtLrnT3mrMnqS0rYsvnvkZWvu/WccEl1jNnzqStrY1t27bR3u69Edh4DAwM8Morr/Dggw/6bBPxQvZ+XO63GOeM7Bg2jFC55bNI0Ih0XUsvNkfgXbCSY0P48k1zWJAvz+ykqXK7bAI9RH93FUV7fk1IZBbpeVsIi8qSpd3JwkCfkY9efpK68uLzLwoCkuSkp2PQJOmiH7XkdPDBi49x/w8fRa3xreeCIAgkJCRw5513cvToUU6dOnXOP0RurFYrR44cYcWKFT5pfwiL2UZjXY9P+wDQG9Rcd3sB02Ymjrpk8VkjaES6rWsgoEkrKhFuWjeVz4/iIOcNTqedtvoDg/+S/8MN9FRz9tBfyZ33RSLjL79Zh81qofTkARoqzyAIIln5c6ivPEvxwR2XHuzGxWOzWnjzb7/l1od+5IPRXopWq2XZsmUsW7YMu91OUVERJ06coKOjQ9Z+SktLfS7SdVXeLd8Ig97RbhWoFQWWrskmf3aSV31drgSFSLd2DfDY696VUQfXk21YiIZb1k/l1U/K6B/0DhjtexuiU3PL+qlIkmsHODkulKWzkmX3g7UMdGC3XbzJIjcSVYUvMnfdTxCEy2f9rrOlgXee+QN9xq5zoVVnj++fcLstdZU894f/x5V3fIW45IwJt+cuarWagoICCgoKqKio4O2335atQovN5vtoqLLTnkeTLFk9hTkL0oiODeG5Jw7Q1GAcNVRPEAV0OjXzlvjvdzIWNoeTojYjPRYbbQMWyrv66bPaiQ/Rsig5msUpMWj8tF4eFCK9dV8VvSOYsrhLqEHD3/7fJkINGlYWpPLOnko+LWzCbLGBIJwL6ROAgmnxPHjDbFLiw8ZuVAZElW9qnl2Mwz5Ab0cZEXF5funP10hOJ1uf/196ezp9Yv7d3drES4/+hDXX38PspRtkb388cnJyuOuuu3j++edlyWCMjfVtTG9jXTdnizz32p67MI2kVFfW7T1fXsonW89QeKxheFVywbU8FBKq5dbPLwh44gjA3rp23jjbSL/NzsX3lNYBC8XtvTxbVMuq9DhuzEslZIKOkeMRFCJ9sLh5Ql9Gi81ByGBhy4ToEO6/bhb3X3e+XltL5wCdPWZio/ReOdN5i84QQ0h4KgO9vvPnHaK/p/6yEenqs6fobm/xeXWGXW89R0pWHrFJ/g/HSkxMZM6cOZw8OX6xh/Fobm72STieJEm8++opjh/0IixWYJgZvt6g4eqbZ7PxmukYu82YzTYqS9uxmG0kJEcwY24yGh+LnTvsrm3nuaJaYOwFSocEO2vbOdzUxU9W5hNt8N3GbcCfj9u7TbR0Dlxyx/IEu8NJU/voyQWJMSFMnxLjV4EeIjX3Cr+UgtEYLh+fkJLDu/1WPuejV//ul35GQq7lDrPZzNNPP43ZPL5lwZjtmGy0NBoxdptoqO3ilWeOeCfQQFi4Dq1ORdHxBoqONdDb4xqbVqcmLjGMtMxoVm+ayqZrZzB3YVpQCPRrZxp4tqgWT7b4+20Ofv1pKRYfBj0EdCZtszv50RP7sdkDH9XhKwwRqYiiGqfTl+uGArFJ88Y/bBKw661nqTp93G/9tTfWUHriANMKlvqtzyEGBuTbrzAajfz1r38lISGBRYsWkZfn/lOVacDK9ndPU3S8UbbSWWHhOh791Sc4By1PBVFgzoJUttw8G3UQCPLFvHq6ng+rvMvi7DLbONDQwZqMeJlH5SKgM+mdR+uol8FEKSk2xOMyT/6ipXqXjwUatPooBDH4LnxPaaouo+jQTr/3e2zP+37vEyAqKkrW7FFJkmhpaeG9997j6NGjbp1jszl47omDHD9YJ2ttw+YG4zmBBpe3x8nD9bz+fHAlrHWarPxgR6HXAj3EoUbfJS8FVKTf2CGPteGGRZlBmyrd2ejel2UiWM1dlBz4E53NJzH3e27HGAx0tTbx8etPI8m0BOAJ7Y012K0Wv/c7e/Zsn1y3kiSxd+9et0qBFR6tp7nB9/HPQ5wtbKGjLTjcLR89XM73dhTRPoGghSHaBizYfWQyFTCRliSJhjHWkd1FFAW2rJiY45wvsdv8Y8RjMtZTdeo5ivf/nrKjf8Nq8m1aspw011bw2mO/oLvdP9W6R+JvP3+Ebc//hdaGagb6euhoacBq9m29w9jYWFauXOmTtu12O6WlpeMeV3zC/3VDj+6v8W+HF9BpsvDm2Qa+su04hW3yORp2mW38aFcxLf0T2xcYiYCtSb+7r3JCF4cwGLqzfHbyuYrbwYguJB5zvx/T3SUnxo5Szh55ghnLvolKHfiQpvHY8eYzWCz+LQB7MU6nk8rio1QUHRn2elJGLutvuo+YxFSf9BsT47vUfndS0nuN8ovKeHR3+f933We18/TJalmF+WLaTVb+dLicX6yZiSjjE1LAZtIfHaid0PmCIBAdruPeLfJlCPqC+PRlAenXauqgveFwQPr2hJa6SjpbG/0WzTEaktM5Ysxyc205r/zlZ3S2+CaM8siRI+Mf5CXupKLbbf5x7buQ8Ajf+4xciM3h5HcHSn0q0EO0DVg52CBvqbCAiLTD4aSmxfsfmE6r4oolmfzXI6tIig3ODcMh4tOXERqZGZC+G8rex2ruDkjf7tLb3RGwklTuYrdZ2bftZdnblSTJp9Ve3PG8Npv8XwV72iz/pn0fauyisc9/Twy7a+U11QqISDsliYnsD/3kS0t56Ja5JMT4P+7ZUwRBJG/xQ8SmLPJ735LTStHe/6Kn/Yzf+3aX8KjgqYAxFjVnC7GY5E3xFwQBURR9tuntzkz6wuoq/qKl0X8blQC76/y7md7cL+8mdEBEWqNWeVW9RBAgPETD1ElWhVty2gmPziYhczWR8TOJSZpPRKx/sgMlp43yY0/RULYtKGesienZAcn48waLWX4fluzsbNnbHGI88beYbf6tSzhIW7P/ojskSaLW6N81cEmSN0IpYBuHai/NSa5eMQW9Niiy2d2ip/0M1YUvDRotDX0hBATRv5+huWoHokpDcvZGv/brDmuv+xyvP/GrQA9jXELD5c/qXLx4MZWVldjt8s9ox0sTd8eZzhfExPtvifJ4S7fPQuNGw+qU6DBZiJUpVTxgG4exXhip5KRGcdfmyWPJae5vpfLksxcJNIA0rCKLf5BoqdmD02H1c7/jk5w1lbDI4C5gIAgiKrX8UUSJiYnccMMNsrcLrhJbJSUlo74fEqYlIsr/0T8qP/pEf1Dpv1qQQ9idEi8W18vWXsBEesXcZI/PSY4LnVRG4K21+3E6bPitnMU4OGwm+rqrAz2MEZmzbAOCGHArmVGZMsN3afeZmZlERET4pO0PP/xw1ArngiCwZJX3OQaiKCAIeFyH9tQR3xuODdFlDsykpKjNSKdJnr4D9q1YvzDd43M6egIbS+spfV0VgR7CRUiyr5fJxdyVm8nMm+PaeAgyVGoN62+6z6d9rFu3TvY2BUHA6XRSWFg46jFL12ST4GWlbKdTInd6ApnZsaRmRLl9nj83K8MCsDTqMmiSJr9Ix0WFkJno/sUhCqAK4pnWiAgics2iVRp5/K/1ocFZ9UKlUnP1PV9j/U33BVXxAlGl4p5v/wZ9iG/9x3Nzc9mwYQOiTNf4hZuGY1WCEQSBex9eRqyX68SVpe3cdM887v/GSuIT3fsZOUeJSfcFazPi/NLPSETo5FkeC+i34ab1uW5PnJwShIdqsdmHB9/39Flo7RrAEYBd6vGIjJsuW1sZ+dfL0o5K7d9EAk8QRZEZC1ez8po7g2LpIzw6js9/578Ij/LPenlBQQHf+MY32LBhAwUFBWzcuJGvf/3rFBQUTEi89fqx150NIVq+9M2VbLxmOgnJ4Wg07vfldDg5cchlZ3rVzbPdOqfPaOHkYfnWbMdieVosMXrf1rQciSmRoSSEyvNdC2iYxPqFGTS09fPK9vE9BgA+PdXIl6o7yUqJQBSgo8dMTVMvEhJRYTquX53DjWtzg2bdOj59Gc1VH0+4HV1IPJHx+YRFTaGvu8rrdlSaUNQaw4TH42vmLt9IaHgke959kX5jYDxIZi1Zz5rr7/G7cZcoihQUFAx7bcOGDTQ1NdHS4p29wPTp408WdHoNy9flsHxdDof3VvP+v4rcSwIVBFqbXNXaP3q7BEEUxg3rk4Ajn9ZQsNjzJU9PUYsi/29FHj/4pBCbH+dxN+alyNZWwKcri2a4X5VbAjqNZo6daeXI6VaqGo04JQlJgq5eC8+8V8KPn5x4HTy5kOux3TLQxplDfyFj5i2DSyjeEYzhd6ORO3sRd3z9ZwHpW63RsmTj9X4V6J7uAd568QSP/vJj/viz7Tz3xEFOn2oCoLOz02uBnjp1Kunpnonh7AWp6PTjP6oP/Xj0Bg1N9T00N7qZRSxB26Cw+4NInYZvL5nqt/4yI0LIi/VunX8kAh5w/OEBeR2xTpa188jvPmHj4gxWFaQSGxm4mWNvp3wbh+a+ZiqOPU104hy6mk94fH58xioSM33juOYrDKFhzFqyjqKRqoP7kJVb7sAQ5ptoi4txOiU+fLuYw3urh81cjT1mqsrbWbgsA0OM59XF9Xo98+fPZ/HixZ6fa9Bw670LePnpw1jH8JiWJNd/Guu7EQ4NvebedNVmc3BgVyXzlmSg0/tehnJiwokzaGmXaTNvNATknUVDEIi0RUaj8SFqmnt5+p1i/rn1NLesn8pdVwQqtlrC9WuT5znLYurAYurEEJ6CqbdpxHZFlY6U3CuRnHZMfc1o9VHEpy9Fq4+SZQz+ZtW1dwFQdHAn/ghlXLThemYtkT/SYjS2v3uaQ3uqR3xPckoc+bSWrNme+9wsXLjQK4EeYsrUOB75wToO76vh1LF6ejpHj6xqquuhqc7zVO8P3y5h90dl3P6FBWTm+H6Db1V6LG+WNvm0jztnpDEzXt4bfMBFOi8zmt0n5I+blCRX7cOXt5cSF2Vg8xL/mxyFx+S4ngll3sk29TWTOfM2+rur6OuuxmG3otFHEpcyn9iUhYgq/2+U+AqVSs3aGz5PxtRZbHvhL74rCiAIRMclsWj9db5pfwT6+ywc2V899kGSRJ/R85A1OYrShkXoWXdVHuuuyqO6vJ2dH5RSWymvw5vZZOP//nqAG+4qYM4C39oDHG3u9mn7M+LCWZeVIHu7AV+TXrsgHY3aN8OQJNds5F+7ygPiW6HRRRAR65u1MGPHGTJn3srMFd9hzpr/YPqSR4hPX35ZCfSFZM+cz6bbHkSl8sG8YlCgt3z+G7KFwLlDxdk27OPU95QkcAx4NjMTRVF2T5Cs3Dju+OIiNFrflGl7+6UTGLt9mwfRZfZdlm+EVs39c7N80nbARToiVMtDN8/1WfsSUN/aR0eP/83NAbLn3iuv8f7gbo2pN3BVTALFtLlL2HzHl2VrT2cIJSu/gKvufpg7v/kLouLc38SWA7vV4dYKTmeLiN08vuOjIAgIgkB+fj7R0dEyjHA4XR0D495UvMXphOOHvKtM7i4xBq2nyZFuMSs+nF+vmyVbXPTFBHy5A2Dj4gze3FVObbNvdnwlCex2/5ubA6hUGvKXfoOyI09iNcsXThbM8c6+JHvGfCJi4jF2em8/Oa1gKZtvl0/sPUWSJPZ9UsHej92t8Slg6UxDimxGHWIcMbdAEARUKhUzZszwSfYiuDYUfVmcQe6llItZlR7LC8YB2T/CV+bnoPXSMM4dgkKkwRXP6Ete+PAs37prgU/7GA19SBwzV36Xttp91JdtBa9Ts89/O2OSfOclEcwIosjm27/Ma4//0mvBmL10vcyj8owP3y7h0N5qD21CBaw9yVh7EtBF9DJjXhwJidFkZmbS3d0NQHp6OqGhvnOYi44NISLKQI+Pyl91tPrWwnRFWhwnWnookrFCS6hGhc6HAg1BsNwxRK6PPaJ3HK1n637vE0EmiiiqScxaw6yV3yMsJte7RganUIbQRGJT/V9EIFhIyshh5qLVXp2bMW0OyZn+i5m9mO7OAQ7v81SgL0SFxRhF2XEV8+ctJCkpifz8fPLz830q0EP4cnPP2GPmpacPs++Tcp/UXlSLAg8vyGGOjNEXW3J9b7MQNCJ964apPlkvupBXPjqL3RFYgyGdIYa8hV9mwebfEZ0034MzBURRQ2zKQqYt/PJndrljiAVrr/HYOnT6wtVcfc/DPhqRe5ScbMIpg4VBf5+VouP+c5MbYvm6HLQ632weApQWt/DJ1jM8+stPOLhH/kmVWhR4YN4UsiImnj+RFWlgXab80RwXEzTLHUmxoVy3Ooe3dvvOOa6z10JpbRczpgRHyabU3M2DiSmj3ziiEueSmLEClSYErT5yUlT/9gcR0XFsuv1Btr/yNxx2m2v/bVD7wiKjWLDuGiKi4+lsbSQqNpGkjFwMob41SXKHPqNZtnDv+uou5i3JkKcxN9Hp1Vx5wyzeeeWkz5anJWkoyaeEmLhQ1BqR8tOtSJIrfjs3Lx5hAtYPerWKby+dxtMnqzne4l0pr2tyk7g6Jwm1HywogkakAb50/Swa2/s4XOJdCux4SBLsO9UYNCKtC4klLnXhBVW9z1duAUjIWEG6TMZKlyO5sxaSmDaFksO7aW+qRaszMHXuEjKnzT5n0JQ5zT3TH2/o6hjg2IEamhuMqDUioWE6zCYbDoeTvFmJzJ6fhiRJWEx29CEaVCqRFpnSoSVJQu2BEZKcFCxOp/hkIxVnfF878I3njg3Lejy4p4rEpHDu+NIiIiaQTaxXq3hoQQ5PHKvkiIfx0zF6DddPkzercCyCSqQBvnZrAZ//zw981v7buyuRnBLGfhsSEgVT41k9Pw2dxnePcGORMf0mRLWe9vqDOAertYgqLQnpy0jJvTIgY5pMhEfFsmTTjX7vt+RkI/968QQOh+SKwb9oVnm2qIW3Xz6FKICEgMGgIXtaHFVl8lWSzpvleeEMuQgP1/siT+scQz9Ti9k+LGlXEKCluZdXnznK/d+YuM3BA/OmkFzezI6aNvqs4ycNCcDsBPnLqI1F0Il0dISe9MQw6lp8t9P7zt6qc055e0828vL2Uv7zwWWkxo/+ONzS10ZtTyMhGgPT43Ll8/0VVaTnXUty9gb6uqsREAiLnqIsawQxPV0ml0DbnWOLlOSy2AWJgX4rRccbZRvDlNw4pkwN3BNhRnYMJ4/W+1ClR/77kF9IQ203T/73bqZMjWPN5mlovfT/EAWB66Ymc2V2InXGAfptdp4vqqNzhMQXAdCpRTb4IKtwLIJOpAEW5CX6VKTBteY1JNRt3SZ+83+HefTba2nsbeGD8l2cbavAZDfTbzXRbx3AObhuLCAQrY/gnoKbWZkpX4SFWhNCVPwM2dpT8A29gxEIgSriCq7Z5O1fWOh3G9ULmTkvhV0flmLsMQek4jhAc6OR5kYjB3ZXsvGaGSxb632WpVYlkhPtmqTNWR/F1vImtla0YB0MNBAEiNZr+cKcTJLD/DuBCkqRvn6NawPR17/6C4W6tqWXVw7v5p3a17E57Eij9C4h0Wnu4c8HngaQVagVgpu+XgvP/GU/XR0DAR1HTl48Wl1gv7oajYq7HljMK/84Qmd7vy9zXMZFkuCjd0qITwonNz9eljavzk1mc3Yiha1Gus024kK0zIyPQAzAjTFoQvAuJC7KwG0b/RPLei4cSmXlzarXsDpsowr0hUjA34684NvBKQQV7752KuACDbDxWvkq/kyE+MRwvvrdtaRPCY5K768/e4TqCs9tXUdDLYrMS4piXVY8sxMiAyLQEKQzaYB7rppBakI4r2wvpaHNtfSRlxnN56+eQUSolqfeKuJkeRtymKJJkoQ6sQqnZPeo8rHJbuZIw0kWpo7tPeJ0ODlT1EzJySYsFjtJqZHMX5JBdOz4fgwKwcH7/yqitMg3UUeesGpTLglJ/vG6dgdXxfDgqIRkMTv452OfMm1GIrd8fj5qdWCCAeQmaEUaYN2CdNYtSKffZEMlCugveMT72ZeXn/v76epOvvfnPV4vj0gSqOIazrk/e8KOqk/HFGmrxc4Lfz9EXXUXDFaRqTjTxoFdldx4VwEz5vovlEfBOyrOto3q+exP9AY1a6/IC/QwLiE6NoQaGWewE0JyJcT8/Y97iY0PIyE5nHlL0icUrhdoglqkhwg1jJ1ZNj0rhi9eO5On3in2qn1B34egsXiu0MCZtvIRX+/vtXDsYC1H99dgHMGBz2F38vqzx0hMiSB2jKgShcBz9FN5qwd5g0otcu9Dy4Jm1noh85dmnCtGGyy0NvXS2tTL6VNN7PqwlIwpMay/Kp+M7OBYmvGESSHS7nD9mhxe+biU3gHPPWMFnfeGMb3Wflr62kgMO79hUV/TxYt/P4RpnLFIErz01GEe/r5nrmV2u4OSk03UVXWiUotMn51MZk5wJOgEIyeP1LP7w1K6u0yIAiSnR3LlDbNIcdMvptVH7ozuMndhGlfcMNPlQheEpGVGk5wWQVO9fMZFsiK5HPb+76/7WbVxKmuvDL6nkbG4bERaEAS+eO1M/vTyCc/PtU/MB6Oso/qcSDvsTl77v6OYTe7dLDra+vndjz4gPimcuIQw5i3JIDUjatTjW5uMPPfEQfp6LedeO7SnmrAIHZuumU5OXgIhYZen8b83bH3tFEc+rT33bwdQX93N3/+4F0EAtVokNjGU9VdOJ3f6pfGvxm4TRh+5vrlD/pwkrr+zIGD9u8vGa2bw7OMHAj2MMZEk2P1RGYYQDUtWy1sUwZdcNiIN0OemMF5MXkIWVYL3VcbfPbv9XCjemcJmenstHoUkmQZs1FZ2UlvVybEDtcTGh7LmimlMn5OM6gIbRLvdwbOPH6C/79Jimn1GC2++cAKAqBgD190xlywZ6sbZ7Q7sNic6vTooH7XH4uThumECfTGSBDabk+b6Xl74+yGSUiO47+Hlw8Lbtr1Z7DOj+/GIjDZwzc1zAtK3p2TlxhIVbaB7ojc0+UqCjsoHb5VQXdHBzZ+bHJuLl5VIv+q2ifpwrlqWxRMVIg4vfZ4ru2pp6m0lOTyBluYJPPINXpwdbf288fxxUndXcfeDS8495pacaBxRoC+mu9PEP/96gI3XTGf5uhz3upYk3nu9kMKj9disrp+DqBJcJcgkiZjYEBYsz2LJqinnYsvdbbemooO2lj5CQrRMnZFwSYyvscdEfXUX9TVddLYP0N9nITxCT1JqBDqdmq5OE2HhOmbNSyEyykDZmVaaG4zo9Gqmz0kacVOorbmXt18+6fY4AZobjPzrpRPcfPd8qsrbaWvu5WyRfBVwIqP19HSNbcEpCAKGEA0LlmWydM0UDCGT46lIEASuuW0uLz19yOtEH0EUEACnH4KuS4tbePnpI6RPicEQomHG3GRCw4LTWfKyEenKhh56+z0v1y6KAqkJYeT15FDS5p3IA7x46i2+teIB9HqNPPUUJWio6+aDfxWzeNUUDu6upOSkZ5WOt797muy8eJJSxg7ZKi1u5uV/HLlk9u90nH+hs2OA7e+eprm+hxvvdq/gQGuTkTeeO07bBWbuer2a9Vfnkz87ibNFzez+qAxj98jCdaZwuEDu2HYGrVaFxepAEAQkSeKjt0vIzIkhNFRHS7MRrU5NYkoEFWfavEqwOHOqmT9WbmdgwCZvJp0AV988m73by12RPhe+Jbj+s+HqfLdvqsFI9rQ47nt4OXs/Lr/kdzceQ652YRG6Ua8HOZEkV9ROxdk2BFHgo3dKWL1pGis3eOn17kMuG5EeMNs8flQSRYG0hDCmpkfzrfgH+NJb3/W6/yMNJ+mz9jOzIIWPt56WJwNLgsJj9RQdb8ThpQ/2no9KufXehSO+199r4dNdlezf4YY97OCMuvBYA0lpESxb4xKTjrY+jh2opb6mC0EQSEmPYs78VLo6BnjzheOXLBWYBmy891oh771W6PFnkSSwWByDf3f9gJ2SRFXZ8PCvhppuj9u+kIF+K16F+oyGAOuuzGPq9EQypsSy9fVCl6/04GfQ69UsX5czqQV6iJT0KG67byEtjUae/9sFeydjfB+GVtFypsVhMGgolNHjxB0kp4Rdktjx/lnCI/XMXejbquWectmIdHpiOBq1iNXNRy1BcBmA33/dLAAi9OFck7eBd89+7FX/dslBn6WfpOgEZhWkUnhMHkN2V7KO92uipcUt9BnNhEWc9xtwOiU+eqeEo5/WePVo+tHbpzn6aS1xCWGUFg9P8Kit7OTArkqvxxsMSBeaU3vB9NlJhEfp6TNaiIoJoWBxOnEJrjBLnV7NjXfPY8OWfBpqu1FrRLJy4nxWhTtQJKZE8NB313LqaD2Vpe3YrHbaW/voNVrOPQWp1SLJqZGkZkaTPzuJjCkxVJxto+hEo//TzCWX5cOnOysUkfYVkWE6VhWksuNI/bhrWoIAc3LjuHNzPjOzz4eufb7gFk40FVNv9G4dUhicfd1wZ4HrQguQ8cyFOBwS/3z8APd/fSW6Qaew7e+edtXYm8A3obOtn862frmGeVmRmhXF8rVjPzZHRBmIiJq8CRbuoDdoWLxyCotXTjn3Wk1lB62NvegNaqbNTESnHx5WmD0tjmkzEiktaQmIULe19NHbYyY8MnhcKC8bkQZ44PrZNLb1c6am85JfcKhBw+p5qVyzcgrR4XrCR9mQmZM4nQZjs1fzqMquWhLD47FY7EEh0EO0t/Txx59tJ31KNHMWpgVFcsblTHJqVKCHELRkZseSmT16TL8gCNzy+QXs2V7G0U9r3NoolxPJKY1YjT2QXFYiHWrQ8OuHVnCwuJl9JxsxWeykJYaxfmE6WcnuGXWvz17BtrKdePO4G6JxzYwCFbI1FhaLnYrSdsrPuqppCILg81CnzyJxCWFk5SqJRRNBpRZZe2UeqzZO5ek/76O5wRUxNd6Tn06vdhUJmCCij6t/e8plJdIAKpXI8jkpLJ/jnSdGRlQqt826hpeL3vH43LfPfMSU6HTCw8IQRCGoZtNwvtrFub8ryEpImJYb75436eLJgxWVWiQpNYLmRqNb3yWL2S5LtZj//smHLF2dzfL1OUERlhdct4wgYXXWEq/OK2w9wy93/xmH5CQ13b8ldtxC0WWfIAiwauNUHvzWKpLTgvD3PolZsCzTo+PlcJaUJPh0VyWP/24XPQHMNh1CEekRqOtpRBS8+9HUdDdwuOEEC1dkyTsohaBEEAXiEsNZd1XepHZaC1ZS0qNY4UloooRHyVZj0d9n5V8vHpelrYmgiPQIDK0te8vh+pOEhE6OTDGFiVOwKLhCtrxBstsYKD9G3+lPsXXJl2UpB6s3TXW7Mnp3t4kb756H3qBxJchMUK9rKjvpv8AnJxBcdmvScjAtLpv4kBha+zvcqtJyMTanncTkCFRqEUcQbiIqyIMgQMaUaBZN8qcm49EP6NrzCo6BQUsDQSAkZx7xWx5CFXp++cZps+Do7UTUh6EKCffb+NQaFXMXpnF0DB+WIZwOifLTrTz8/bWUlbTS1tzLicN14zpSjooE7a19hIYHbm1amUmPgCiI3DnnBo9vwkNx0nlxOYRH6smflST/4BTcJjRMg5erVuOi06nZeM107n5gCWrN5E1E6T35Ce0f/P28QAM4nQyUHaXxxZ8jOR04LSbaP3yK2j99ibrHvkbNH75A7V++irF4D/a+br+Mc/3V+RhC3LBqFeDUsQbef7OYgsXpIIB5ghEfei8rkcuFMpMeheUZC9Co1Dx34g2a+lrdOkcQBEK1IaydshSAq2+eRXNjDx2tStLHRBFFAY1WxGpxjLt7L4gCoaFavvXTTQA01nXz3muFNNX3yDKWlPRIvvC1FcMcCicTdmMHxuMfYqouxNJUeUE4xPAfrK2liqpf34ag0SPZLMPet3e30v6vPwJgmDKXmHX3oEv2nf2nIUTLl7+9ir//aR99xjGWHwbtC0pONrHmij6KJ5hirtWqSEwN7GawItJjsCh1LotS53K6rYI/H3ia9oHOUY8VEIjQhfGdlV8hTBsKuC6sr3x7NX/4+ccMTCAoP29WImeLWz6z0RlTpsZx1U2ziEsIo6G2m94eM0f2V1NZ2n7pwYOPP7MXpJ57KSU9igf+bRXFJxrYu72c1uZer8O0VGqRG+6cN+kE2lRTTM+BtzBVFyLZPbsWJdvYhkemqpM0Npwl5XM/RxOdDAKIWvk3USOiQnjk++s4tLeKvR+XYx30cRkJSZLY9kbRhGfRy9cH3k9FkCteVhCEncCaNWvWsHPnTlnaDCbsTgcfle/m48p9tPS3E6ULZ3bidPRqHXbJTnZ0BsvTF6BVX7ph2NJk5NnHDgwa97iPKApcc+tsps1M4i+/2eH9uppcDK3/+OlmIYoCt3x+Pvmzky95z2qx88xf9tPceP4xfSg+OTomhC88snzUdURjtwm7zcnpwiY+3VXp3g1UALVK5Lo75jJrXur4xwcRvad20Pbe4yA5XX98joA+YwZRy28kJMc9x0RPOby3mvffKh43fjoxJWLwpix5fN0uWJbBllt87+e9du1adu3aBbBLkqS1F7+viLSfGOi3cuJQHWWnW5GcEk5JOuccN8SFF5JKLfLV76whJs41K6+v6eKlpw9PaEbuLSGhWgwhGpJSI1mwLJP9O8opP9MmT+OCa33X6ZSw2VwzoyFP5WtvnUPeGOv6ZpON3R+VcepIPSaTDa1Wxez5qazeNHWYodR4bH29kCOf1lzyJc7MiSEuIQyzyU5cYtikLGjqNPdT8+cvI1nN+P1RTBCJv/YRwmevkb3ptuZeHvvdrnGPy5gSTV1Nt8cifcNdBcxZ4J+onfFEWlnu8BMhodphdpRtzb088T+7hz12C8L5kKH5S9LPCTS46sh984cbePX/jlJ22r018gkjwJTcOG7/wsJhRv1pWVH887ED1F/ki+wJsQmhzCpIJS4xjPxZSTgliTOFzRi7TURGGcifnTTuhpzeoGHzdTPYuCUfs8mOTq9GpfZ8GeLqm2cze0EaJw/X0dtjJiomhHlLM8b14Z4M9JXsC4xAA0hO2j96htDpyxBHeMKcCO7uL/QaLSxemeUyFMN9oY5P9F/0yngoIh0g4pPCufKGWbz/ZtEl101qRhTrr55+yTlqjYo7v7SYA7srObi7ip5u07CLThQFnE7pnIE6kjTm2uuQZaTrH7jaEiAyykBOXjzT5ySTPS3ukjRntVrFtbfN4fHf7fJqbTc1I4ovfm3F+XECKmD2fO+WEUSVOOG6julZ0aRnRU+ojWDE2l5PIDczJJOR9ncfI/76ryHIFGrjdDj5eOsZt441mWxccf1MZhakcOJQHTUVHXSM496o06tJSFJEWgFYuDyT9KxojuyvoaXJiF6vZta8VGYUJI9Ze23p6mwWr5xCR2sfgigQGx+Kw+HE2G3mmb/sP+8cJgguRy9JIiYulDkL04hLCENUCbz5/HFsNudwAR4szHrbfQvHTW+OTwxn7ZV57Hz/7LhCrdaIRMeEEBMfypLV2WQplc39gq27BePhrYEeBn3FexA0WuK3fFWW9ipK2+jtca96i27wCTAtM5q0zGj6+yz88ecfj5m/sHjVFK+eyHyFItIBJjElgi23zPb4PFEUiL/gbq9Wq4iJC+ULjyxn90dllJxswm53EhGpZ96SdJavyxkm/Ld/cRHvvHzKNRsfJCJSz5ZbZrvtP7Fq41SSUiM4uLuKhppuBFEgJSOKjVvy6eu10NNlImJwVi5Xqq6Ce0hOB3V//RrBERIk0XviYyIXXY02wTMvjpEo8iCsLicvfti/Q8N0hEfo6O4c2ZMjPFLH2iumTWh8cqOI9GVGdGwo199RwDW3zMFqtaPXa4YtKwwxJTeOR36wjsrStkEx1ZMzLd5jm8ap0xOZOj1RruEryET7judBGj1Ezf9IGE9+TNymL064JXf3QtQakcUrs4a9VlPZQU+3edRSexazHYvZfq74czCgiPRlikotYhhns0YUBXLzE/w0IgV/0nvQc6tdX2NpKJelHbdCUQUICdHy/N8OkZQSwaKVWeTmJ1BW0jKqTa8gCthsTqrL20cM+wwUikgrKFyO+CUe2jMcJuP4B7lBbHwojfU9Y8dIS2A0mhEEgfKzbZSfbWNqfjy1VV2jrgANtecMMh/44FkdV1BQuKwRJ+guOcSCZZnuOftLLuEd+lNa0orFPP4svN/DpDNfo8ykFRQuA+zGDnoOvYeppsg1ixZV4AymNWnQp+fJ0s7chWkcO1hDfXW3x+e6o+3vv1FMbl480bGh4x/sBxSRVlCYxDitJtrff4q+op0TrxvlUwSiVtwiT0uiQFZunFci7Q6SJHFkfw2brp3hk/Y9RVnuUFCYpEhOB80v/5q+wh1BLtAAEj2H3pWttdZGeda3R6PirEy2BzKgiLSCwiTFeOR9zLXFgR6G2/R8+iZde16Vpa12H9v/DvnIBAOKSCsoTELMjRV0bH8m0MPwmK7dL9MzwSxIh8OJsce3BWLTMqJ82r4nKCKtoDDJsLbW0PTcj4IyzG58JLp2v4TT5n3dwM62fuw23372pWsC7yM9hCLSCgqTjPb3/zZYKUUehNBoEP0XQ+A099N7aofX56vUIoIPXQaycmPdtkbwB4pIKyhMIqwdDZjr3HOAc5fk239A8t0/RjSEgSAO/6PyjXh37/8XTot3SxYxcaHEJoTJPCIX6VnR3HrvAp+07S1KCJ6CwiTCYexAVtMkUYUuKRtBEMh4+HH6inZjaalC1BoInbECQRRp/OePxi2h5SkOYxtNL/wnyXf/FFHrfoGGIdZeMY3X/nlM1jEBfOFrK2Rvc6IoM2kFhUmEOjJO1vZUYdHn7GpFnYGIBVcQf/VXiN14L/qUXHRJ2STd+j1UUaOYaAki5+uqeYalqQLj8Q+9OnfG3BSuu2Ou7MseW18vxG4PnsgOUERaQWFSoYlJQTTIZ0gfuWjLuMcYpswh46H/JXbz/Qga3fDlEEBQe+kYJznpO7XTu3OBgkXpfOU78pbmOrK/hkd/8QlmU4DriV6AItIKCpMMd4TVHURDOJELr3LrWEEQiVx0NWlf/iNRy65Hm5CJNjGLqGU3kHLfr1xp6F5g62rx6rwh4hPDmT5n9DqY3tDXa+HZJw7I2uZEUNakFRQmGVHLb6R7/+tIdu9ne+roJFI+/wuPZ8GayARi1t1DzLp7hr0eMf8KjEc8j3+WbGa69r5G9ErvU8ZF0b25piC4n5jZVNdDU31PUER5KDNpBYVJhqBSk3D9v3l1bkj+MlK/9N9kPPQX1GHy1XRUhXvfVtful72O9ACXkb87eJo5/8nW016MRn4UkVZQmISE5i8hdNZqj84xZBeQeNO30SVmyT4eQTWBSiaSk55D3hUpqCxto88oX8z4hdRUdvqkXU9RRFpBYZKScM3DhBdsBGGc9WBBIGzuepJu+/4lld/lIjR/6YTOt7RUe3Xe7g/LJtTvWNhtTrf8p32NsiatoDBJEVRq4rd8laiVN2MqP4bkdKDPmImgUtN/ej/2/h400YmEF2xEpQvx6Vg0kfFoE6dgbany6nx1RPz4B41AY323V+e5SzBUDVdEWkFhkqOJTECz4Mphr2lX3eb3ccRf8zCN//yhV4kvkctu8PgcSZJ87uHx8XtnWHdlHlpd4KQy8LcJBQWFywJd0hRSPv8LQnIX4GmWiajyIoRP8rgbjzm4u4oX/n4IhyNwZlZBPZN2mHqxGzsxVRdirisBSUKbmEnYjJVo49ICPTwFBYWL0CVNIen2/4epppim537s9nmm2mLC8pd51JcgCqRmRFFf0+3hKD2jtqqT0yebmDU/1af9jEZQirTd2EHbticwlR+95L2B0kN073mN8Lnribv6ywheBtErTE5MNjNWh5UIXbjPNsEUJo4hcyZiSATOAfcqqPQV7fVYpAGiYkJ8LtJIcPJovSLSQ9g6m6j/27eQ7GNV7JXoPfkxTruFhOu/gSBMjlUbk83MyeYSesy9TIlOZ2rsFK+Epr2/k7MdFagEFbMT8wnV+nZTqMvUg8VuIS4kBrvTTqe5hwhtGGE6/xXqrOis4dmTb3C6tQwJCbWgIj0ylWvy1jMveZZfx6LgHvHXPELLK7/GHUMoR3+XV3001HV7dZ6ntDQYsdsdqNX+nxQGlUjbetqoe/LfwOFe2Et/8V7qGstJvOnf0SVN8dm4rB2NWBrLMdefwdpSjWSzoEudRuTCK9EmZI5/vt3KU0dfYlfNQZwXGLWrBRWJYfHMSZrOlblrUIkqYkOiUY3ydGC2mXn04DMcayjEiRMBAbWo4qppa7l7zk2yzyxLWst4uegdzrZXAKASVDglJw7JgVpUMz9lFnfNuYGU8FHMd2TiTFsFP9/5J2zO89eFXXJQ1V3Lnw8+g4jA4rR5PLL0PrQTiddVkJXQqQtIvvsnNL3+ezD3jXmspaGcrj2vErXyFo+uY083DtUaAb1B63FsdV+vhb/+dhd3fWkxcYm+sUkdDUGSqYClIAg7gTVr1qxh586dHp/v6O+h7slvuv14dCGiLpT0r/4ZVai8KZx2Ywdt7/0VU+WJ4W8IAiCAIBB/9VcIn7t+1DYkSeKXu/7MqZbxs5cEBGJCorgidw3X5W0alu56tPEUf9z/FBbHyE8YsxPy+NG6b7rxqdyjsOUMv9nzVxxOx7Aby8VE6iP4+YZ/JynMuxCqsbDareytPcKzx1+j3z5+Rlp2dAa/2fwD2cehMDGcdivV/3WXWyl/UatuI2b17W63/dLThyktdt//IzMnhjVX5PHsY596nIEoiAIxsSF89btrEUX5JkRr165l165dALskSVp78ftBs07Qc+hdrwQawGnpp+OTZ2Udj9NqpuHZH18q0OC62CQnOB20vfsXOj7+J9IoQlbUetYtgQaQkOgydfNS4ds8fvi5c6+/dfpDfrvnsVEFGqCw9Szf++BXyHXTfe7EG9gd9jEFGqDHbOSN4m1utel0Onnq6Es88u4P+dq7P+Kfx1/DaO4d8dja7ga+se2nPHH4WbcEGqCyq5bCZnkN8RUmjqjWErX8ZreO7dn/Jk7LgNttr71ymvsDEWDh8iyycmJZssrzJ29JkujsGKCsZGKmUJ4SNMsdPUe985Udov/Mp3DtI5e8bm2rpfvTtxgoO4zksKNPzydy8bWE5MwbezyHt+Hobnar754DbyM5bMRtvv+S9/bUHHLvAwzilCREQWB3zUGunLqGMF0oz596061zq7rr+PLb3+cXG75DQthw3+G2/g4+rtxLWUcVGpWWJakFLEqdQ3FrGR+U76Kqu44QtZ5lGQsoSJpJdXc9kpvm8vtqj/DlRXcD0Gftx6AxoFVpsDpsHGk4SftAJ7XdjeyuOTjsvHdLP2Zr2Sd8a/mDLE4rOPe63engv/Y+RudAt8f29q+VbGV2Ur6HZ312cFgs4HSiMhj82m/M2jsRtTo6d7zAWGvUksPGQMUJwmYsd6vdpJRIVm7IZe/H5eMeu3hFFjMLUgBYvXkaB3Z7mHgjAQI01HaTN0te572xCAqRliQJyTL2mtW4bVjN2Lqa0USf/+GZ687Q+OLP4IJ6cKaqQkyVp9AmZqJLmUbYrFUYMmace99pNdHx8bP0HvvAk94xHnmfyCXXoolMGPZOSUup559FkhAEgT01h2kwunejGKLbbOTb7/+cf1v+AGHaEHRqLR0DXfxh/9+xOmznhPdYYyGPHT5/noCAyWbm3bMf83HFPrcFGsDmtPHCyX+xu/YQvZY+NCoNuTGZVHfVMWAzj9mWU5L4/b4nuHXmNWyZtp4QrYHDDSdoH+jyaAxDlLZXYLKaMXhR7SOYkZxOBDfd3iSnE3t/Pyq9HlHjWqNvP3iI8kf/gqPv/PdMFWIg92sPE7fc86gKb4hafhOdu14C59im+nZjm0ftrr86n4zsGD58q4T21vOfTy8I5IfrSAvREhEXSvKC89EZeoMGrU6F1eK5wb9a498FiKAQaVlqtgkCku38coCltYbG53586QUx+PhubanG2lJN7/GPCJ25goTrvg5OJ00v/gJL/VnP+5ecdO//F3FX3H8uLLC0vZLWAfccuoY1hYSAQFlHJaUdnqfZWhxWfrvnLwiCOLj8Mb7cSUiDyQEC/Tb3HzeHeLf043MbPjaHleJWz25Orxa/y/aKPfxg9SMUtZwdd5llNBySk29s+wl/uOonPo968TV95RXUv/4mXUeOIjmdhOfnkXrDdcQsWjji8U6bjfrX36T5g4+wdXaCWo0+IQ6bsW+YOA/hGDBx9re/p+eqK8n5ygM+/SzGUzvp/PCpcQUaQJvkeaXu3PwEcvMTkJwSlvZ+Gl4rwjlgP/e+1GGi8ZViQrKjSblxBoIgoNOpPRZpSZKYPjvZ4/FNhKAQ6YFSz5YERkLUh6KOdkUZWBrLafjH93GvFpxEf/FeuuMzUIfHYmkodfO8S+k99gGmiuNELrmWyEVX82rRe161A66LwRuBPne+q5Hzf3frHMnr8nlDNxZwzY69ocdi5L/2Pka3ybu9iSG6zUaeO/kGX150z/gHByndJ05y+le/xWk7H9FiLDmNseQ0U754LynXXjPseMnhoPA/fkzf2QtujnY75sbxn8Sat71P9ML5xCz0TQHWzh0v0L3/dbePN2TOGP+gURBEgdYPyocJ9IUMVHbRsa+WuJWZhIbp6PUwyiM9K5r4JPkq47hDUGwcSo6Rf6CeEDFvM6JGB0DLm7/HU7Xp2v0KvSc/PjfT9ha7sZ2Oj/5Bwyf/5/aGoS/xdMnAmyUGuXBKEu0DndiliV8Pe2sOY7b7xsLS10hOJxWPPzlMoC+k5p/PY+3uHvZa7YsvDxdoD2l+35PlPfexdTbSvf8Nj85pev4/ve7P3NKHpWXspdPuIw04bQ5Ss6I8bn92ABJagmImrYmZ2OODIWc+0atdhjLmujPYuz1b0wLAacdcWzKhcVzIwKH30GdEY1J5dx8MpFhOBG+XKeTG6rTRZeohOTxh/IODjJ6iYswtraO+77TbaduxC21sDG07d2HtNtJf5f1TF4Cprn5C549G9/438XTCZK4pwmZsRxPhedHd3tOj/9yGkOxOav7vOLkFSRzdX+tR+4nJER6PaaIExUw6bPYaBC83evTZc0m+4z/OmY7buv0bHjMagsNBRoCLWfo7bVqu8D85UAki4drJmYVo6+oe95imre9T+odH6Tp2gv6KCnBO7OYo6uXfaB0oP0Zf8R6vzjUeed+784rHF2kAe7cZfXEbhhDPkp9SAlBOKyhEWqUPdW3ceUjojBUk3/4fw16TsyTQRFEHcDY8tD489H9/ECyzfwGB+cmzJ22quC7xgtm/JLkE+MI/koSlrW0wXl+en3nU3DmytDOEqbqQltf+y+s6jNY2z2a4ANbOAZwm95fKrO393HJ1vkeJKb29/l9CCwqRBgjNW4KgcfduLhC57AYSrv3aJQZL+qxZCCFRso/PbQa/NIIgMOCN/aJcw0DCKTmDRjj9SbgulDvnXB/oYXhNRH4eIelp5wT5EmQU5yGSt7hXNdxdOrY/g+SmvcNIWLwoHuDuLPocEoTbJR7+/jqycmPHPVwQBTRa/3+ng0akAUJyCtw+tufA2zS/+huki0J6BEEkYctXZB6ZJ7i+QGJMMk1hk2sm589Zt68I0Rj4+YbvkBrhv2SDiSJJEt0nT9H47lZaPt5B3auvY+txI8JFJqEOycxAnyif/8pA5QmsXpbDGsLZ14XT5v6s1dI+QNchz9fVjadbEWq6ufu+hVxz65xBt4fh3wNBFBBEgczsGELDdB73MVGCYuNwiMgl19J/5oDbx5uqTtF/ej9hM1ede02SJPpL9vlieO6j1pB6y/f4d3svjx74B0bLyKnPwcblMOvemLNyUm0W9ldVU/LzX2Ht8DyeXi6SLgrnmwhOm4Xm138/8YYkCUdvJ6KbQQXdxxq8Ch91GK20fVJJ265qpqyfQmJyBK3NvZcItUoUWHtFnucdyEBQibQ+LR9dWj6W+nGSWy74+fWe2olhylwQBBy9XTS/+d/Y232zU+0WggBOB+rwGObo0njs2l9yqOEEJ5tKaOprI9YQTW1PA/XGpsCNcRzEc0kwcNXUdXxcuXdM35BgQSWIbMxeGehhuI21u5uT3/k+0iihdn5BEEhav1aWppw2C7V/eQis7nmtjIdocN9trq90gjc5h5P27RXcet0Mdhyo5UxRM06n6zuQmBzOpmtnkJEdM7E+vCSoRBogbPqy8UVaklxCLYG5toSaP17gmRGoELALPa0lCafNgqgLQaPSsCJjESsyFgEuX4oH3/puYMboJk7JiSiIbMxZyX3zb+VMezmVXZ5v5PibG2dcRdIkmkWX/fHRwAo0kHztFgSZ9k66P/0Xzv5uWdrSpU9HZXA/acRp8zy9+xIkMBe2cPPn5tNnNNPR3o/BoCEhAGF3FxJ0Iq1xw58ZOJ9NZ7e6BDIYxHkQdUTcqLapnQNdDHhRqNOfCMC9Bbdy1bS1mG1mqrvrERCCfjlkU86q8Q8KAuwDA5T+/n/oPn4yoOPQREWSff8XZGvPeMQ9N0R3CJ+9xqPjVTo1joGJ3/AGansACIvQExYRHP4vQbVxKDlstL72Xx6eJci+0z1RIhZcMWq1GL1GPwm25wQMg9mboiBOgvGCWlQTbfB/DKs3lP3xz3QdOxHQMRjSUpn/2F9kbdMTi9Fx2zJ71lb0YnkyASW7k5qnj9J9vClo4v6Daibdf+agF7/oQf9AWRDQJGRga6sbZ2Y+uNYyAmEzVhC55NpRz4zQhTErMY+TzYFPGR8NQRBo63et8WnVWmYl5lHYcjZoLtqRiA8JzHqhpwzU19N5+IhsEwtBpSLj7jupfeElJPs4McIqFdHz55F++62ET831qj+nU2LfqUa2H66ls8eMTqtCqxYRRYG7BR1aBmT5Nopaz6IoIuYk076zWoaewdplou2TCizt/SRu8u7nJCdBJdLexEa6mPgFr46MJ3zeZiIXb8HW2Uz7+08OuuFd0Paw2bGrOkvEwiuwGztQGcIJm71mmO3paNw+6zpKWsuHlYMKFobC8GIMUedeu3H6lRS3lrksZWVa8hhaPhEQEARhQm0LCFwx1bPH40DRc6powtmBF2JITyft5htJvekGOg4cxFTfgCE1hfBp02jbvQdjUTGIIrFLlxC/ZtU561JvsNocfPfPe6ho6Bnx/TR9NpsMRa5p04SUWkCfNduzM+R83Bu8DI2nmomcnYjez4ZKFxNUIi26ncwiH5rYVJLu/OEwH2hdYiap9/4SU20JTc/9ZNRzQ3IKRjT6H4/c2Cx+vO4b/G7v4xhH8NHWqbTEGqJwSE5a+ts9bn8iCIKATq1lWcZ5R7QZCdP45rL7+cfxV+gy9Zzz59CIGkK1BrrN7rvWCcAtM7dwXf5mXip8m21lO8716zLh81yop0Sns2GSRHXY+/plbS/j7jsA188vbtnSYe+l3XQD3HTDhNrvHbDy5s5ytn1aTd84a77bzAUs1FUSLQ649va9Ek6BkGmL0MZ6tnwhalRoovTYumXc75Ggp7BFEekLCZ2+jK7dL+PRzFjwbk1aCIkgetlNRC0dfWnCkDGD8IKN9J7Yfsl7qpAIYjbe63G/Q+TF5fDk9b/l7TPb2Vt9gA5TD1H6CFZnLeGKqWsI0bgqZ/RZ+vnJJ/9DnbHR6748QRAEvjjv9nP9D7E4rYAFKbMpbDlDj7mX5PAEpsVl02028pOP/5uW/vZxzZVmJeRx99wbyYlxbQ7fO+8WVmQs5JOq/XQMdBEXEs2i1AJ+vft/3RbrvLgcfrD6YXRqrXcf2M+075Uvhj9m6RJiFy+SpS27w8neEw3sOFpPT7+F1PgwVhek8uy209S29Lr1FXMi8oueG/hc6B7maus8X/YQRAzZc0kYocKSO0QvTaf1/TKvzh0NU223rO15Q9AUoh2i5fXfuZnQIoDomn0xaGzvLqEzV5Fw3aUp5SMhSRK9Jz7GePR9rG21iFo9oTNWELXsBjRRvq2SfeEYTjQX82bJ+5xtr/RZlEVB0gxumH4FMxI8qBuHy7/5X6c/YHf1AfovipHNjEpjU84q5qfMIjbEPV+VX+x6lFNurNnnx+Xwsw3/7tFYA4mx5DSF//FjeZY7BIH5f30UQ0rKhJpxOCUOFjbxz20lNLb3D0vikJzeXmkSOiz8JuaV8SMTBIHQ2WvRRicRkjMfXXK2Vz0OUfXUEexdMs6mRYHshxaj0vuuCv14hWiDaiYNkHDjt2h5478ZOHtw9INEFdGr7yA0fyl9pz7BVFWIY6AHe884FqVqHVHLrid61W1uO8QJgkDEvI1EzNuIJDlHjdrwJYIgMC95FvOSZwGwp/oQe2oO0dbfgcVuQUIiMSye9dkryIpKo7KrFp1aS6gmhMKWM7T0tnG0qRCbc/SNpS8tuJPNuau9Gl+UPoL75t3KvQW3YHPacTgdNPe1oVfrvMr+e2jx5/n6ez/BOkYCjUZQ88hS+cLH/EFvaZlsG4aRc2ZPWKCLKtr5w4vHaO06f2N1lW5zXXPej1TAgo63BhZydXIrYQYN9q4mpIuCAkR9KEn3/Cf6RM+Lwo5G/KZcml4pkq09nBJ1z58i4955iOrABMMFnUgLooqkW75L27Yn6D32EeeiN4ZEVRBJuuW7hEx1rZnGrLsH1rnesnW30nPoHQbKjzG0thW19Hps7XUgCOhSpp4rDODV2AIg0COxKmsxq7IWj/p+RtT59bw5SdMB+Kh8D08dewm41FI0IyqV9dkrJjwuQRDQqjSg0jAlOt3rdmIMUfx28w/4zx1/pNt86SZVuDaU7616iITQ8U1xgglRp5VFpNXh4eR951sTauN0dQc/fvJTbPZLZ/Uu/6aJjlNgp3kGrazkt/e74tctjeX0Fu1Bsg5gyJlPaP5S2e10TeXyp9fbukw0vllC2q2zZG/bHYJOpIeIu/JBtHFp9Bzeir3b5W6lz5hO9KrbMGSO/MPSRCW4NvIu2sxTh0X5erhBz6bcVVgdVt4o2Ua/7fzMaU5iPg8tuRe1G0s//iQ1IonHrv0lRxpPcaj+BA3GFmIMkaydsoyFqXMQg+SG6QkxixdT+fjfJtSGoFaz8B9/QzWBKI2jZ1r4xdMHsTt8H1LZ2HZ+o1SXkosuxbchbZKPovpNNd3013YTmhHlk/bHImhFWhAEIhdtIWLhVTh6uxDUGlQhgU3PnOxsydvAxpxVnGo5jdlmITsmI6jd4lSiiiVp81iSNi/QQ5EFXWwMglo9fjzzaIgiKdddMyGB7umz8Nt/HvGLQAOE6P0tMb77XI1vlJDz8BJEjX8nNEE/HREEEXVErCLQMqFTa1mUOpdVWYuDWqAvVyJmellkVRAIz5tG+m23TKj/7YdqMVkmXkPSXXr6rRj7/WPOJTkl+ss6fdeB3Un108ewdspjIOUuQS/SCgqXE5GzZnp8jqDRkPPQl5n1s5+gMhjGP2EMdh/3r0OkyWLnw4M1funL2t6Pvc+3lVMcvRbqXynE4cfSeIpIKyj4EXWY+/abQ8z86Y9J2rwJUTuxWHBJkmholzeZZiyGylIdLApeW15vcPRZ6Sn0Xy1VRaQVFPyIJtrzGpySQ57liU6jGYtVBktPD7E5/ONQqY0LRe2nyin9lT5cVrkIRaQVFPxIzML5Hp/Ttsu7itsXoxID83WfOcU/oZKCKBAx209+4n7aeAVFpBUU/Iqo0RAx27N4W1uvPOXXosJ1TM/yr1ugRi1y1fIsv/WnMvjHHkCf6r9AhqAXaWu3CWNJK71n23H4cVdaQcFXZNx5u0fH6xPlmx3evmkaKtH3DuGiKGDQqvjuPQtJS/CfQZHT6pDPuXi8fvxE0MZJO8x2Wj4oo7+i81yWlqhREbUwlZhl6bJnKsmBJEn0lXXQX9GBoBIJyYwmLDcGQRX090IFP9L8/gcgim57eMSvks/hb0F+IvdfN4sn/1Xo9jk3rc0hNSGM3ccbqW02Ync46R3FEU8UYPW8VPKzYlk7P41Qg+88L0ZClxjql376StuJXzfFLzHTQSnSkiTR+K8SzA0XWGBKrrtX5/5acErErnSzzJYfsHaaaN9bTX95JzjPr1UZT7WgCtGQcuMM9MmBtTt0B4fdTkdrAxqNjuh4z2Oo+yqr6Dp6DCSJqLlzCM/zzKjps4DN2EvngUOuf7jh4ChoNBhSJ+bRcTHXrsrmrd3ltLgR7zs7J5YvXOtantm8JOvc67uP1/P0O8V09Jw3M5qVHcvXbi8gJc7zCBa5CMmMQhsTgrVzwJd5LTgtdmzdZnTxvr8pBKVIdx9txFw/ukdx54E6bEYzSVcHpsS6JEk4+qygEukv76D1o/JRLwjHgI2650+ijQ8hcm4yEbMSxzRqcVrtIAiy3qHNpn7OHN1LXflpBAEyps0mf95ytHpXzK3DZmPr8/9LbVkR0uDsTmcIZdkVNzNrybpx27cPmCj9nz/QdfT4uddqX3yZ8On5pFy7BcnuICQtldApWV6N32mz0b5vP8aSM4hqNWFTcxloaMDa2oYmOorEDesIycjwqm1/Y+3qwjmUceiGP4Zks1Hx+N/I+/d/k3UcP7hvMd/+024cY2yAxUcZ+NVDI8/iV89LY/W8NCRJYsBsR6tRoQmQAdGFCIJA8nX5NLxWjL3XtzHTgsY/nzforEp7z7bT/O4Zt+6C6ggdWV9aiCDjGpt9wEbfmTYsLX1Yu83glFCFagifkUBYbiw9p5rpPtaIrcvk1Z3akBFJyk0zzwm1vc8KSJjqjHQdacDS2geCQEhGJKHZMUhOCUEtEpYb41V4UXtzHW/9/feYBgY3nyTXfwRBQK3Vk54znea6SgZ6u0c8f9aS9ay94XNj9lH881/RfeTouGNRhRjQxsQSmj2FpCs3E+lG9t1AXT0lP/8llrb2Ieef828K5423kq68gpwvf2nc9gKNtbuHI/c/6LoZXvx5RkFQq1nw5GPoYuXd9Ktv7eWPLx6ntLZr2KVs0Km5bvUU7rnSy+zIIMBptdO2sxrjqWaftK9LCCXj8/LYFUwqq1Kn3UnbxxVui5/daKH2+RNk3FMw3AdXks79u7+mm64DdVg7BwbFLpaYpekguWIdnTYn+uRwHP1W2nZXYesY4RFQgP6KTjQRemw9E/OqNdX20H20EU2kjs4DdVjbL7BvHCqdKEkMVHczUN197q227RVoE0KJW5NFSFqkW+vcVrOJ1x//NTbLpZ9JkiRsFhOVJcfGbKPo4Cc4nQ5WbrkDre7Syjk1z7/olkADOAZMmAbqMdXX075nLxl33k767beOerzTbuf0L37tEuiR1m8vELnmrdvo2P8p+T/8PhFTp7o1nkCgjYokesF8Og8ddtsRT3I4GKipkV2k0xLC+f03VuNwSpgsdgw6NeKgTelkR9SqUYf4bj08ZpX/lluDSqQHKjs9Lstubemnv6ITbbSBzkP19Jd14LQ70SWGIjkkrK3DM6y6jzbSfawRQRSQhtaPx/uuDL4/UYEeovNgHdJIu8PjjMPa2k/jq8UIGhFDWiSxKzPRJ46+/vfCn340okB7SsnhXZQc3oVOH0JcSgb581cwbe5S+isqqX/lNe8alSRqX3gJUafF0t4JSEQVzCV6/jyEwXjezoOHMbe2ur3BZuvupvDfv0/S1VeS/eCXglZskq++ks6Dh9w/QZKwGeUJwxsJlSgQ5ucNPn/gtDnGqhntNWF5cYRN8V8oY1CJtPHMOKb9o9D0r9OuYMILfhmWpktrB55DAskh+eQX6A4jCrQn59ucDFR1MVDVRciUaJKuyUOlG/6rfPf//kRft7zeuhbzAA2VZ2isKuX00b1klXZNuM3qf/zz3N+b3nkP1CpCs7LA6cTS3e1VFZPmre+ji40l7ZabJjw+X9B19JjHZd+aP/yIhLXeFWX4rKJLGNzUk/F7rksOI/EK/z6pBY1IO8x2V3SEtwx9lz35hQRAoOVmoKqL5m2lpN5wfv2w+sxJqs+c8FmfkuSkqaYMh9GMvHEHgN1Bf3nFhJtpeOsdkq/dgkrnnzRhT+gtK/dYpHuLS7B2d6ONivLdwNwZR2kZzds+YKC2FnVYGHGrVxK/emJVyH1FWF487XtqcPRbx9YFnQCW8X8XhrQIUm6e+dm1Ku0rbR8WvuY1l4HwespAeSetOyvPVdMoPrzL531KkkRHpDpof9z23l56z5YGehgjotLpvKrQ0vrJTvkH4wENb73Nqe/9P1o/2UFfeQXdJ05S/uhfOPyFB+gpHr8mpb8R1SIp10931Scc68fthkCLOjXJ1033u0BDEIm0w0+es5crPUcaaXyzBMkpYez0btnIIyQJu0rErgrOdV8kif6qqkCPYkRily89Xw7OAywt/nNeuxBTQyOnf/M7qp/+vxGXn+y9vRT9vx/S+N62AIxubPTJ4aR/rgBhItepACk3Tkflw43IsQgakdZET8wnVwEGKrvoOtxASHikX/oTBQGVHE8/PqLu5Vexdk583Vxu4teuISQ9zWOh7q/2jy/zhTR98BHHvvZNOj89MO6xVU/+nZJf/hp7v//sUN3BVNvt2oPyktg1WRjS/POdGomgEenQ3FhXTulkQB284+w51UT+vIkXlXWHKdPnIQavRuMwmWn+8KNAD+MSVDodM3/2U9eM2gN6z5yl+f0PfTOoi5AcDo5/41tU/vVxcLi/0d116AjHHvkG9gH/Vi8ZDUmS6CmcWKx0x+4aek/74el0FIJGpG2dA/KsSfsDe/CO0260kJ03n5Qs36dkO0UImZHv834mgrEk+NZKwRUvnf/df0cVEuLReY3vvCtDJe/xOfrVRxjwcuZu6+yi6uln5B2QF1g7TdQ+cxxzwwTDF50SLe+XYrkwp8GPBI1Im8cKmVNwG0ElotZpiE/N8nlfVcXHOCS0ok7yk4evF4jqoAlgGhkPH8pMDY3Yuru97s7c3Ezl3//B0a8+wpEHv0rZn/6Xvsrha/eN727F0tLqdR8AbZ/smND5E8Vpd9L4RjHWDnmEVXJI9BxvlKUtTwkakfZXHvzlTlheHIJKpOzUQb8kc9gkO8fjbGR/7SHCZ0z3eX8eIUnELFkU6FGMiS7ewxucJNG0dRumJs9LUvWWlnHy29+j6d33MDc2YWlppfWTHZz81ndo2vb+ueMa337H47YvGabDgb0vcBOvvtJ22ZLPzrVZJm/egbsEjTKGTomePGvSQYqoV7tS3gHzQL9XEQTeYHc6ONVWypxf/4K41fLZak4UdXg48WuCOwEk6957PD6n/pXXOfbVr1H8059jaXNvrdRhtXLmN79zCefFyyWSROXjf6N1hyt009Iqz/prp5t2Ab7AVNsje5uOARsOs/897YNGpFUGDaG5/q0acbkRuzIT7WCUTExCMuA/H4bqs6dwOhzkPvIQodnZfulzPHIe+jIq/aV+I8FE9Px56FOSPT9Rkug+foKiH/503GiKjk8PcPgLD2DtGHsmWPbHRznzm9/JdnO3dY/uZOlzhpRN5svfVNctb4NuEDQiDaCNCu4vVFAjgC7u/CbUOYtRQUAQfP9rtlnM9Bm7XJELP/0hqjD/mK+Phi4hgbhlnkVPBIqCP/6318Jobm6m+pl/jrqZaCw5zdnf/wGHm0sPHZ8e8CoVfyRCpwTO8z3UR94aTpt/iupeSFCJtKgL8k2eIEYToR9Wd23mojVMm7Nk8F++jwYQBBGN1pWCrYmMZOZPf4wuPs7n/Y6IKDLjJ/8RmL69QKXTIUwgrbrlw+0ce+hrmBou3diqf/1NJKf/K4SLOh1Rc+f4vd8hQnNifGLIH4h8jqAS6fD8+EAPYdISuypz2NKGIIpsvO0Btnzu60TE+P7nGp+aiSH0fPWZ8Km5zH/8L+R979+JWuB5heyJkHXf5whJS/NrnxPFkOx5JZwLMTc2cfI738dhOW90LzkcdJ84GZDQ1sx77vJ7nxciiAIpN89EnyRvRaRAPO0HlUhrIvWETQvQ7GsSE78pZ8QbnCAIZOXPJS453edjmDp3ySWviWo1ccuXMfPH/4E60n/VldUexh4HA4mbN024DUd//6XxyX6Iqb4QQaUi/Y7bSLnuGr/2OxLqUC3pd89FEyvf7FfU+/9pP6hEGiDpmjzCZyX6peKvL9HEGGS9OEYj/opcouaOvfEUFe/FxpQHCKLI1NmLxzwm+aor/RNtIghooqN934/MJF25WZZ22vfsO/d3QaUiwo9hkeHT81nwt8c9robua5Kvny6bnjhtAVg68nuP4yCIAklXTiXna0uJXpLmsxGqI3SIOhWIArqkMMJmTGBJQBj+R9SqSLpqGul3zPG5KYs2cvzHr7nLNvo0yiN31kLCIscWxqSrrkAbG+uqki0I5/8vCKBWk7h5E5FzZk94LNqYGKLnFUy4HX8jqtWIERN/NHdcFOmReuP1E27TXRI3bZC9eowc6GJCiF4kz/LXUEEKfxK0O3WiVk3cqixCMqNo+6RyeJmpiSJA4pVTCcmIGvZyZ1wonftqPDJj0QyuUdl6zAiiQGh2DDHLM85tWmQ/tITOww107PKBI5ubpY5CwiNZuO5aDn/ytuxD0Gh1rLl+7BqIANqoKGb94qdU/PUJeoqKXS8KAqFZmWQ/+CUipucjSRLHH/kmpoYG7x7TVSqyH7wfQeV/O8mJ0l9dg1Pm6iuSw4Gtrx9tXCzWdh8nYogiuvjg3VOKXZGBpb2fgUrvDbe0cSFjFpH2FUEr0kOEZESRed98uo400L5zZKET9Wo0kTq0sSFEzErE1m1moKaLgepunJYLHk8G9SxmSfolAg0QsziN6EWpdOypouvQOCmgokDU/GTi12YjSRJOsx1BLY7oNxuzKBW70UzPcc+zxEZFcMWW65Ldm30t2XQjoRFRfPrBa1hMrhueIAiER8cPWpt6IYqCwML116MPGb2E14UYkpOZ9fOfYmpoxNzSgiYqirDsKRc0J5B+x22U/s8fXS94ItSiyKyf/YTIWTM9+ADBg7HktMeFAEZt68xZOvYfoOnd95A8MEeaCLrYGLcKCwcKQSWScsMM+is6aPmgHKcXSSkJG3N8MLLxCXqRHiJ6YSqRc5PoPFDHQHUXTpsTXVIY0QtSL63zlwGRc5KQHE56T7dhPN2GY8CGNsZA5NykEQV6CEEQiFudjTpcT9uOqkt2xlUhGqKXpBG9IHXYOapxasTFrsjE3GjE0nJp4oEhPRJT/WCG1MXfUZUAF8/sB282UQtTPbqzz1qyjpmL19JSV4l5oI/ohGQiYxKoLDnGyX0f0VxbgSAIiCo1VovJVVFco8VmMQ/GWw+ftYdHxjJzsecZfYbUFAypI9d0iV+1Aslmpea5F8dNvriQ/B98Z9IKNLgqgssl0oXf+38yjMgDRJHMz38u6J9gBFEgbGoc2oQwav5+xKN5SfSytIDZlQpyOWoJgrATWLNmzRp27twpS5uBxma0YCxuwd5jQRWmIXx6ArpY7yMHnFYHxqIWjCWtOM12tLEhRM5NIjQ7hr6KDroO1mNucj3y6hLDiFmSjj4lnOb3zmKqO5/mKqhVRC9MIXaFb5IFJEmiq60Jp8NBdHwyVWdOsG/ry/T1nC9vlpw5lQ23fJHIGN+YK0kOBz3FJVQ89gTmxtGfQFRhYeR959+ILijwyTj8haWjk6NffgjJbvd7RMZEEFQq8r//HWIWB7dHysX013TT9K8SpPGSU1QCSdfmEZ7ru6iztWvXsmvXLoBdkiStvfh9RaSDDIfFDhKoLgr1sbT1Y27qRVCLhGbHXPK+r3E6nTRWncE80E90QgqxianjnyQDksNB/etv0vjOe9iNrjRjVUgIETNnkHLdNUTJsNkYLFQ++Xeatn0gW8afP5jxnz+atDdIp9WBsaSFnuJW7F0ml2CLAupwHbqkMMJnJhCW6ftIofFEetIsd3xWuLjq9xC6+FCfZFC5iyiKpOX4f81RUKlIv+0W0m6+EWt3NyqdHnWAU859xZT7v4Cg0dD49ruTQqgFjWbSCjS4orCiClKIKpC9nLKsBF0InoLCSAgqFbrY2MtWoMH1Gad84V5m//oXrhDFICcsNzAbaZ81gv9KUFD4jBGRn0fed74NQb4Rl/WFzwd6CJ8JFJFWUAhC4pYvZdHTTwZn9qQgkH7n7UTk5QV6JJ8JlDVpBYUgRRsVxcIn/8qBOz/nivoIFIOhgZroKCJmTCflmi1+TTf/rKOItIJCECNqtRQ8+j8cf+jrPupAHH2TcihtH0i5/lqmfOFe34xBYUwUkVZQCHJCUlPJ/frDlP/5ryPHUKtU4EVmYea995B2043UPPcirZ/swNrlSpk2pKaiT0hAUIloY2NJ3Lhe2SQMIIpIKyhMAhI3rCdy5gxqXniJ3tNnEdRq4lavIP3mmxC1WqqefobGt9woIDs4Oxa1WhI3bQQg8547ybj7DqztHQgqFdqYIFwH/wyjiLSCwiRBn5RE3re+OeJ7U754H06bjeat74/4/oVLFwDJV1+JJjz8greFwFXSURgTRaQVFC4Tcr78ACnXXUvt8y/SV1GJqNUgOaVhroKiVkvy1VeS+bm7AzxaBXdRRFpB4TLCkJxE3r//27DXLG1tGEvOIKhEIufOGTaDVgh+FJFWULjM0cXHE78meL2eFcZGSWZRUFBQCGIUkVZQUFAIYhSRVlBQUAhi5PSTrgdSIyMjKZjE9oUKCgoK/uTEiRP09PQANEiSdEnFXDlFuhsITH0ZBQUFhclPjyRJURe/KGd0RxUwBegDymVsV0FBQeFyJhcIw6WhlyDbTFpBQUFBQX6UjUMFBQWFIEYRaQUFBYUgRhFpBQUFhSBGEWkFBQWFIEYRaQUFBYUgRhFpBQUFhSBGEWkFBQWFIEYRaQUFBYUgRhFpBQUFhSBGEWkFBQWFIEYRaQUFBYUgRhFpBQUFhSBGEWkFBQWFIEYRaQUFBYUgRhFpBQUFhSBGEWkFBQWFIOb/A/n9cTS01n3jAAAAAElFTkSuQmCC\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 4000\n","Propagation at iteration: 4000\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABuV0lEQVR4nO2dd3gc1bmH35ntK616l6xiuciWm9wLxgZsML0nIRBKIJDeSHLT670J6fXmEggJAUJC6B1T3DHuRW6yLUtW72Wl1faduX/Iki2rbZktMvM+j4t2Z875drX7mzPf+YogyzIqKioqKrGJGG0DVFRUVFRGRxVpFRUVlRhGFWkVFRWVGEYVaRUVFZUYRqvUQIIg7AeKABtQqdS4KioqKhc4U4B4oFqW5bLznxSUiu4QBKEbSFRkMBUVFZUPH1ZZlpPOf1CxlTT9K+jExMRE5s2bp+CwKioqKhcuBw4cwGq1Qr+GDkNJka4EcufNm8emTZsUHFZFRUXlwmX16tVs3rwZRnETqxuHKioqKjGMKtIqKioqMYyS7g4VFRWVcZFcDjydjQg6A/q0vGibE/OoIq2iohIRJI+LjvWPYTuyFdnnAQT0GQWkrL4N85QF0TYvZlFFWkVFJSy4Oxro3vYc9sq9SG4XyD4YEvIr426ppvk/P8OQMxXREIcxbxqWuZehTUiNmt2xhirSKioqitO942U633sS8CMPQ5ZxNZwAwFG1n64tzxA//3LSLr0T0WAKr6ETAFWkVVRUFKV9/WP07HkjpDFs+97GWXOEnDt+BJKE5HbSV/EB9sp9yB4n+uwpGLIn46jch8faijY+mfg5l2CeuhBBEBH1Rr/mkSUf7tZaQEafno+giT1JjD2LVFRUJizt7/wtZIEewNvRQO3v7xvxOXdrDbaD7w3+7Gmrx1FdPvizGJdE8spbSFxw5ajjt73xMLZDm5C9niGPa5OzSF75EeKmLkQ0xoX2IhRAFWkVFRVF6N75Kj27Xo/S7EPdKlJfNx1v/ZXurc+Rc9dP0SVnDnm+4R/fxlV/fMSRvF3NtL3yB9oABAHBEIdp0gziZ68mrmQJgiCE6TWMjCrSKioqQePrs9Jz4F36TuzC3Rh7ddV8fd3U/fmzpF/3ReJnrsDVXEVfdfmoAj0MWUZ22rCf3I395G40cUmYisvQJqYRV7IcQ0Z+eF8AqkirqKiMgM/eg7e7FdGcgLe3E1dzFZLLjqe9DsnZh8ZkQTRZsB3ahOS049cGYRRpe+UPtL39N3DZQZaCHsfX142tfCMA3VufRZeSQ9Zt30OXlKGUqcNQRXoC0NHRgcPhICUlBbPZHG1zAqarx4nd5SUj2YROq4m2OSpj4LV10/H2Y/Qd3wmSL9rmKItzxPpFIeHpbKT+rw8y6YHfo7WkKD4+qCId01RXV/POO+/Q29sLgCAIZGRkcP3112OxWKJs3XCsNhcvbznFybpuEuMN5KbHUV7ZztHqTgAsZh2XLyngtsunq2Idg0guO41PfAdvV3O0TZlQyC47XVufJf2qB8IyvirSMcq+ffvYuHHjkMdkWaalpYVHHnmEK664gvT0dHw+H+np6eh0uihZCpIk89dXDvPatirGKk9utbl5bsNJqht7+P69gW/AdPe62LSvjrZuB+lJJlbPn0SSxRCi9SoD9Bx4TxXoILEd3qKK9IcJq9U6TKDPZ/369YMiZzAYmD17NitWrECjifwK9am3jvHq1iq/jpVl2HOshX3HW1lQkjnmsZIk88GhJt7dXcvpJisdVufgGACPv3aExaXZuD0+evrc+CSZ1AQDi2dls3p+Hka9+vEOhJ59b0fbhAmL7HHSd2IXcdMWKz62+imOQXbv3u3XcbIsIwgCLpeLPXv2YLPZuOqqq4Yc4/F42L59OydOnMBut2OxWCgtLWX+/Plotf2//gGx93q9OBwOjEaj3yvzPoeHlzafCuDV9fPQP3bzldvms3xOzojP+3wSv3hqDzsON4MsI42wQvdJ8MGhpiGPVTXA7mOtPPbyYX5w31JmFacFbNuHEXd7Pd6upvEPVBmVlud/Rfo1n8Mye5Wi46oiHWF6enpoampCo9GQn5+PXq8f8nxFRQWHDh3ye7xz258dO3aMefPmkZOTQ3t7Oxs3bqSurm7IMV1dXWzbto3t27cPinxubi5Go5G6ujpcLhcajYapU6eyYsUKEhPH7oi2YU8tHm/gu+VOt4+f/WM3+ZkWvn/fUjJThm6IvrH9NDsONY0ozv6O/72/fMDfvruW5AT/ss8+zLSvf4wxfVURR4ABd5gsE+vRIwBIEh3v/oP4GcsRtMq5H1WRVgiv14vH48FoNNLa2sqJEyfweDxkZmYybdo0JEni3Xff5cSJE0hSv6jp9XoWLVrE0qVLAThy5Ajr168nlL6Tr776KhaLhaamsVdFAzbIskxdXR1wdkXt8/moqKigrq6O2267jYSEBNxuN0ePHqWurg5RFJk8eTJTp05l19GWoG0FqG3p5Ud//YA/PngJGk1/eXOfJPPUW8eCFugBvD6J7/5lO0tnZbN8djbFeUmhDXiB4u1px3m6fPwDI4A+u5iMaz6Hu62WjveewGfrPiPWAoga8HnGGyKKyEh2K/aqA8RNW6TYqKpI+4HH46Gurg6Px0NWVtbg6tLhcLBlyxaOHTuGz9cfriSK4qAADrBlyxbi4uJoa2sb8rjb7eb9999HEAQWLVrEtm3bQhJoAJvNhs0WXKjRwMp6gL6+Pnbu3ElZWRnPPfccfX19QL+YHz9+nJ07d1LdEHp8aF2LjR2Hm1kxt9/18cLGk9id3pDHBaht7qW2uZdn3zvB8tk5PHj7fDWy5Dwcpw9H2wQAtEmZZH3kW2jjk9FnFBBXsgzH6UNIThu6tEl4rW20PPtzgl1VC1o9stetrNEj4O5oIA5VpCPG3r172blzJ05n/6aVIAhMnjyZ2bNn88orrwyK8wDnCzSA3W7HbrePOseOHTtwOBxBi6uSDAj1wMWivLycQ4cODbl4DPy/s7OTPkcSEHqa7N9ePczCmZnoNCJvfXA65PHOR5Zh+6FGkl8x8MBNc8Y89khVB7uPNuOTZHLT4+m2uejtc5OdFsfqBZOIN0UvkiYcuFtrFBtLMJjQpeTgbgpsn8JQOIvM67+CNj7p7FgaLebisrPHZBaSsuZOOt97IjDXjEZHymV3oo1PpvXF3wx9LoTEltHwdod2d3k+qkiPwYEDBwYaRA4iyzKVlZVUViqXAuv1etm7d69i44XK+av5sVb3Il4gdNFq7XLw4O8288NPLaO92xnyeCMhy/DenlpuX1dCvFk/7Hm708NPH9/FoVMdQH90yQDCmb+eeOMYn791LvOnZxBn0kW8jkM4EHTD34tAybn7ITRmC9qk/oidmj/ch2Tr9utcbXI2OR/7nl8V6JKWXIdx0gwan/wBeF1+jS/q9LhbqjHmTUebkIq3p8Ov84JGYd++KtKj0NPTw9atW0N2P1zIyLKMRlDu/alp7uVvrx5GCuN77nT7OFnXTdn0s24au9PD9kONPPfeSRrb+xAQhtkgn/nL4fLyy6f6L6iCAPmZFh64aQ6zJ3AUialgFt3bngv6/Pg5l2DMnTrkMUH0T1r0GYXk3PU/AZUINeZMZdL9v6HzvSfpO7FzXFGUnH3YDm7AdmgzCQvWYTu8+UwqOyCI52xMCiixQalPmxTyGOeiivQI1NTU8NJLL+H1KuMXvVCRZfBIyvp3tx5oVHS8kdBq+zcoXR4fDz9fzoY9dUNEWfbziyrL/ReWb//5fR68fQGr50/Mfn2mwtkIxjhkZ19gJwoC8bNXk371Z4Y87Gqrw9fTPu7pYlwSuff+AkEM/DOkS84i85avI7kcOJtO4m4+je3QprFdN5KPnt2vI8Ylos8oQJZlRL0R8+R5mIrLsJ/cjaezib4TuyFY37UgkrBwXXDnjoLaLfw8nE6nKtB+4pVFfPLE+ggZdRqKcxORJJn//ttO3t1dq8jK/Xf/3ovd6cHrk2hst9FhdShgbeTIuf3HAZ+Td//vybj280NEVpZl2l79k1/nS/YeXCFWzhMNJsyFc0haeh2Cn4X+pT4r7tYavB0NyF4XXe8/T+NT38fd0UjSshtIXDh6DerxSLn0E0FddMZCXUmfx9atW1WB9hONIKHTini8/q49o4/D7ePOH63nkgV5HDzZNv4JfuLzwUe/c7bYvSgKTM9P5vZ1Jcydmq7YPOHCkFWIefZq7Ic2+X2O19qKPi33zP/b8PZ2YDv2Ae4mf4S335evVLRF5+Z/+19+tH9mZJ8Hd3N1/48+sB/bjr3iA/S504OyQZucRdLS64I6d8xxFR8xxnA6nVRWVuJyuUhLSyM/P3/MzZ6qKv/Sm1Vg6pRijPn5vLOrZkLkGgzgcvt46wPlIhpGQpJkKk538sNHP+A79yxh4YyxU+BjAcka2EWr+d//TdKKm3E1VfaH8cmy/9ESgoCg1aHPKAzc0PPoOfAu3e8/H9hJo909yTLu+oqg7Ehe/fGgzhuPC1qkN23axP79+5EkaVCYk5OTufbaa0lLG77R09nZicMxsW5To8mqVavwCUYOnGiltUt9385HBrw+mb++fGhCiLSr5XTA5/SLoxBYFOaZ72J86Uo05uHVHH19VnrLN+Jur0M0xhNfuhLZ56Vr27P4ejrQJqaTuOgqDPkzsW57ju4dL4UllC5QBAVCUUfighRpn8/Ho48+Oph8AWfDyLq6unj++ee58847MZn6OxF3dnby8ssv09nZGRV7JyKCINDW1sa0adP4xRdW8sQbx9iwpy7aZsUkDW19/Ok/+3ngpjkxnUgTfCSTHNidlCxjKppD6tp7hj3Vd3wXra/8HtnjHjy2Z9drQ47xtNfhOLUP0WRBctiIlds425EtxM9crvi4F4RIezweKioqqK6uxufzUVNTMyzJZABZlrHZbJSXl7NkyRI6Ojp44oknRkxCURmZgbsSUezfNExNNPGV2+aj04qs3xFeN8JEZf3OWmpbbPzssysG099jDWPuFJzVEUgP1xnJ/vj3hz3s6Wqm9eXfDWsMOxqSo1dpy4JHEPH1WcMydGx+WgKgp6eHJ598knfeeYeTJ09SVVU1qkCfy44dO/B4PLzyyiuqQPuJIAiDAq3X68nPH9rfbc6UiRsrHAmOne7kV0/FTtLS+SSvuCUyE3mceHuH37X27H/njECf8W3LErGySh6b/u+ELmXkio6hMqFFuqqqiieeeIKurq6Ab9W8Xi9///vfVReHn5y/2bpgwYJhFfymF6QgRjgDLzFejygGN6fA2UJrkWJbeSN7jimbNqwUpoJSULB621h4R4ijdtZVnBHniSLMQn8yzJkPUULZ2rDMNGFFetu2bbz44ou4XP6lho7EQFuqiY4gCFx88cVh685yrkDr9XqWLl06WLnvXDJTzMwvyQhaNIPhqx9fwCevLSWYKQWh/7XptJFV6n+9fZx/ra/gmXeOU90YnlvkYPE3UzBUNHFJQ36WJR+u5sDrkkeS+IVXYcieclaYz/leJK24CeOkkrDMOyF90g0NDezcuTPaZiiGRqPxy0Uz2rk333wzkyZNIi8vjy1btlBfXw8wpFBSsOh0Ou644w7a2toQRZGCgoJhK+hz+ezNc/nOw+/T0mlHluWwLYr0OpH7rpvF/OkZg3++9/D7dPQEcNEWBGYUpvDxK6bzw0d3BFUXOxhO1HZxsq4LQRB4+u3jLJqRydduX4DREANfxwjcWugyCoZ11+7P8ovVMqT9gpw0/3K0l96BrXwjvYe3Ijlt6NPySJh/BaaisYt2hTS7UrUpBEHYBKxatWoVmzZtUmTMkTh27Bjr168PWtRiCa1Wy8UXX0xZWRkbN25k3759fp2XkJAwWNN5yZIlwzqIW61WnE4niYmJdHV1ceTIEXp7e3E4HDQ39/ew8+f3rtFouP766ykqKgroddnsbt7eWcv2Q424PT767B5au8cO0RNFgSWlWdx/w2x+/fRejlR1jCjwaUkmrr2oiDWLC0iIG3qx6LW7+dVTe9l/onXMi4NeJ7KgJJM1i/JZMCMTjSiwt6KFHz66I6DXqRSiKHDxvFwevH1BVOY/l8anfoizxv+mEwEjiOTd9yv0GQWDD/VV7KT15d/6vWEYDfRZk8m795dhGXv16tUDhdw2y7K8+vznJ5RIP/fcc9TUTLzogeLiYqZPn05qaio1NTU4HA5SUlKYPn36EBfFqVOn2LNnD83NzcOyHgdcDpdccgllZWUEgyzLrF+/nqNHj44p0iaTiZKSEubPn09SUlJQc50/76MvHeb196uGFfLXiAIF2QmsW1bIFUsKEEUBSZLZd7yVDXvqqG3uQZJl8tItXLIwj8Uzs8aNjqhutFJe2Y7PJ+Fwedl1tAWrzUWyxcDlSwtZuzgf7QhjfPx7b9Brj45QCMCkLAsaUWD5nBxuuWQK2iiE69lPl9P8zx+FbfzcT/4CQ3bx4M/OumM0/fNHyDFdzB8SFl5J2hX3hWXs8UQ6Bu6v/GPPnj0TUqAFQcBqtTJjxgwAMjJGL5JfXFxMcXH/B7ilpYXdu3dTVVWFJEnk5uaycOHCgFe159uybt065s6dy5EjR6itraWnpwefz4cgCCQlJbFs2bJBW5VCEATuv3E2t68rYdPeOurbbCTEGVg9P4/stLhhx4uiwMIZmUEngBTlJFKUc7bt1+3r/Hs9H7+8hL+8FMZV5BjI9DcoAKhu7OHptyr45HUzuWHV1LFPVBh9Wv74BwWJqWgu3p529JmFALiaquh470lkX6yXYRDwdrdGbfYJIdKtra1s2bIl2mYETUdHB83NzWRlZfl9TmZmJtdcc01Y7MnOziY7OxsAl8tFe3s7Wq2WjIyMsNZHjjPpuPqiyWEbP1SuWTmZjfvqOVHbFW1TkIHHXjkKCNywakrE5tWYLWfKdwbon9foSFh4JT5bF/bjO0eoySHgOF2O43Q5ot4EGh2So2eCRHLQ37orSsS8SLtcLl544YUJX9c5VtPNDQYDubm50TYjZnjocxfxtT9soaohNqIu/v7qEdweH2ajjmWzs0lNNIV1PkHUoM8qxt100u9zNJYUfHYbPTtfZfS45rNZiZJr9C5FsYp5avT2C2I+BK+8vHxIene0GCuiYTwEQSA5OVlBa1TChU4r8tsvr+KOdSUkmKPfJkuS4ck3K/jLi4e4+8dv892H36e7N/iwU39Iv/rTfh1nKlmKLi2vv1ms5CWmE0+E4KVOl5pNfOlKBY0JjJgW6draWrZt2xZtM4D+FOj4+Pigzi0oKFBkA04lMoiiwEfXTuex764l3qyLeILOWBw82c6Xf7sJpzt8flxDZiHJa4bX1TgXfdZkTHkleNobAqt+FxUEUq64N6gzDZNKyL7t+4g6g8I2+U/MivSzzz7Ls88+GzMp25IkceONN6LVBuYhSkpKYu3a8GQiqYQXo0HHlcsKleizqygdVid/fOZAWOdIXnINyatvOy9uuj/DTjQnED9rJV2bnqZ/9RzmFXQIq2AQSLn0DpIWrCP54o/5d4bOgHnaYnLv+zW5d/4P2sTo1gOPOZ+0LMs8+eSTtLUpV5BdCbKzs8nIyODuu+/mjTfeoLFx5DZPWq0Wg8FAYmIi06dPp7S0FIMh8Kuws/44PfvextNej2iyED9rJfEzVwTUC04ldG67fDpVDVb2HR879jrSbD3YwGdunjNiQ12lSF5xC8a8GVh3v46r/jiCVk/c9MVok7PpeOdvIIU/VyF+9irSr/4M7vYGurY8g/3UPpAkRGMc5qkLSLroVtpe/ROuumPDztWlZJNx09cwnIkmSV55KwBd7z8HgxElAtrUHNKv/jSy24Wg0WKcVIKgib6ra4CYi5PeunUru3btUsQmJbnpppuGhL+53W4aGhqQZZns7Gy0Wi1utxuTyTRYHS5YOt57EuuOlxmyQhEEjPmlZH3021G99fowIkkyL285xd9ePRJtU4bw2Vvm9q/0I4gkSdT98QF8tsjUvMm991cYss5+7ySXHcntRBOXOKRNlau5ip797+DpbEJjTsAyezWm4rIRo5V8Dhv2E7uQXHb06fkYC2dHtev7hIqT9ng87NmzJ9pmDGP58uXD4pP1ev2wx/ypnSHLEoIg4rP3ILn66KvcR8+et5AcPWjMiRjySrAdfG+kE3HWHKbl+V9imXcZhswidMn+h/R92HA6PJw82oLL5SM7L4Hc/OA3bkVR4MbVU9hb0cKhUx1jpruLAsMSdsLF3mMtXL6kAE2YaqU4ao/iaqpE1BkxT1uEJi6JlmcfiphAiwYz+oz8YY+JBvOwYw1Zk0m/8gG/xtWY4rHMvVQRGyNBTIl0TU1NzPigBygpKWHZsmUhj2M7th3rrtdwNZwJbRpho0Vy2PB0NIw5juPUfhyn9gOgz55C9ke/jSYuccxzLmTaW2zs21lLZ1sfcRY9cxbmUVfdxbb3KnGfs7mWm5/EzXfMJyll+BfcX77xiUX84sndHDrVAQwVao0oMG9aOg/cOJt9x9tYv6Oa6sbwFvDaeaSZH/11Bz+4b6miQu3pbqHl+V/hPqdTi/DO3zEWzsZRGblSq0kX3ap4U9eJSEy5OzZs2MD+/fsVsUcJNBoN9913X9BRHQN0bfkPXduePRO4r+wyS4xPpuDzD38ofNWSJHPiSAtHDzbidvnw+XxUnWgfsrkly6N3CUlMNvHZ/1qNThfaF/9kXRcHTrSBDJY4PRaznsKcBHLTh35OPvXTd2juCH9M8H3XzeL6VcXjH+gHstdD/aNfxdPVPMKTEVpAaXQkLb+RlIs/Gpn5osyEcnfEEjqdjquvvjpkgfZ0NvVvVADh2AWXbF10bvonqZfdpfjYsYIsydjtbp79x17qTnchn+9P8HOhYe1y8PK/DnDLnaElJkydlMzUSeO7Tx763EV8/pcbsTnCW5fixc2Viom07dj7Iwt0hNAkZpB336/QGIeXC/iwEjMi7Xa7qa6ujrYZiKLIwoULKSsrC1mgAXoPbToTRxo+R6V1x6skLLhyWPnHiU5dTSevPVNOW4tNsTGPHmzi0L56Zs/PU2zM0UhNNPHIt9fw4qZKNuypw+X2kRCnx+OTaFOwca+SyS2OkdpnhXgHaJg0A1f98fFX4oJI4oIrYlKg63ua6HHayIxPI9Uc2cS0mBHpLVu2YLUGn4prMBhYvnw5eXl5vPjii9hs/n+xz93ZXbVqFfPnzw/ajvPx2boVG2t0ZLq2/JuM674Ygbkiw6H9Dbz4VHhcXy/+8wDbN1Zx0+1lpGcN71atJBaznjuvmsmdV80cfMznk/i/58tZv1OZgmHhDUwI0UWnM5D90W9jO/o+7W/99Uxm4vn012vWpWRjCVN3k0DwST52NxxkS80u2mztdDmt9LrOZD0LkG3JZN2UVVw6eQX6CITqxYRIu1wujh0bHucYCJMnTx4U1/vuu48jR45w8OBB2tvbR92MNJlMOJ1OANLS0li8eDElJcp2V4hUILz9ZOz2zgsUSZJ56ekDYZ2jpbGHR3+3lU99eWXYhfp8NBqRz39kHl02F7uOhO5aSLIYFbCqH1PRHGyHt559IMQ7wIR5lyEazCSUrcWQPYWevW/hrK/AZ+tCcvb76wWtDvP0xaSuuTvqq2iPz8Mvtj3MoZYKQEY6//XL0NjTzN/2PcNTB1/kC0vuZsmk4EoH+0tMiHRXVxcejyekIkrn9irUaDTMmTOHOXPmIEkSbrebpqYmKisrcbvdZGRkMGfOHAwGAz09PQiCgMUSni+qZc4ldG97Luz1cmO9Hm8g7NpWPdzvHAa8Hok3XjjMXZ8NPXonGD62dpoiIt3e7eDRFw/xqRtnhzxW/IwVdG3+95kehKEt0fVZk0m55I7Bnw1ZRaRf/ZnBn73WNnz2HrQJaTERodTntvOr9//CkdYTfh3v9rn59fZHuHf+x7hi6qqw2RV1kZZlmQ8++CDkKnejdWoRRRGj0UhRUdGItZgTEhJCmnc8tAmpJF96O53vPB7Wec7vGTdRkSWZnVuqIjZfzakOjh9pYXppcLWrQ6HitHIlUV/ZVoVPllk0M5OyaYH3mZS9HtrWP4rt0BYYvOCH8J0UtFjmXkrzf36O7HNhmjQTy/y16BLP7ptoE9OjnnI9gNXZww83/JaG3sAvmn/f/x9mZ04nJyE8eQtRF+m9e/dSVRX6l/L8FlKxhLPmaNjnsMy7LOxzRIJNb5/A2uWM6JxvPF/OtBlrECLYQBdARlY0+eX196t5c/tpctLj+NZdi8jP8m8B4m6toeGJ7yIrWUJU9tKx/q+DP7rqKuje+SpZt/4X5uLwugdGwu11s612Dzvq9uL0upicnM+aKSvJS8im1dbO/2z+I0224Ar7S7LE+sot3DP/Iwpb3U9URbq8vHwgPjBkZs6cOf5BUcDdXo/9xO6wzyOLusFsxomK0+Fmx+bIraIH6LW6OH2qg6KpaRGdd+5U5VeRkizT0Grj+498wJ+/cSlm49gbW5LHReO/fqKsQI+Gz0PLsz8n/8uPRdT3bHP18ZPNv6em+2yi2ImOat6u3MLk5AJOdIb+mTvqp4skGKL2ja6urua990ZIfw4CvV6v+IafUjhOHyISdXa7N/yDmt/dR/Nzv8R2eOuE81HXVXfy8C+34HFHp8Hwi//czzN/301DBLuyGPXasIRmyECn1cmGPXXjHtt39H0kW+Res+zzYN35WsTmA3j8wLNDBBr6V79e2aeIQAM02VrZ13hYkbHOJ2or6d27dyuWAl5SUoJGE5vpo5Es3CLZrdiP78B+fCf6na+Qfdv30JjD63NXgvYWG0//dRcuZ/R63dl6XRw/3MLxwy1kZFswm/XEWQwsuqiQ/KKUsMy5fsfpsHUckoEPDjVxzTjtypx1FWGZfyx69r5JyqrIZBP2uGzsqNs3+LMUpqxJt8/DQ1v/l7vLbuWqacrWBYnKStrn81FfX6/IWIIgKBrXrDSmyfOIfEFiGXdzFW1v/iXC8wbHji1VuFyx04y0tamX06c6OHKgkcf/tJ2//m4rDvv5PftC50hVh+JjnktL5/guDGnEuOXwIjl6cZ1TFyScNPe24pV8SLIUNoE+lycPvEC3Q9nWaxPXgXmGFStWkJqaGm0zRkWXnIV5xvKozG2v2IG3J7xCoAQnjrbEdOelxjorzz2xb/wDA0SnFcNao9rlR/cW2R3ZTdoB+o5tj8g88XpzRPuj+mQfzx99S9ExoyLSGo1GEWFdsWIFS5YsUcCi8JJx7efQZw4P/4sETU//GHfb+L7JaCJFqrZnCFSfbKe1WdmqdotLw1tq1trnxu4ce2/C0zFy84pwI0Xo4pARH/kQv0MtoSXmnU/UVtIzZswI+lyDwcAdd9zB0qVLFbQofIg6A3n3/YqUNfcgjFALN5x4OuppeOzr9B6NjV6RI5EzKfqJDP5QdVzZbkFrFuVjMoRxL0UGxzhuJG9vdO60IlULvbqrFjnCt2ndzgvE3TFlypSgzhMEgYULF5KZGfnkg2DxdDXT/tajWHe8BLKMLj2fxBW3RGx+2eeh7cXf0bX1PxGbMxAysyeGSHf54eMNBLNRx+dvnafomOei0Qgkxo/dxUceJQks3Mi+yPjCHZ7Iu3MEhWU1aiLt8QQXIpaUlERZWeSD4YNBcvbRufnf1D/yFXr2voXP1oXsduBpq8U6WL40Ush0bX0WZ/3xCM87Psmppmib4Bdp6crH9l5clsfVK8LjCvP6ZL78m000d/SNeky0on98fd0RmedY28mIzHMudo+dzdU7FBsvaiI9UNgoUK666qqgGrtGmp7971Dzxwfo3vYsslf5yICgkCV69r8dbSuGUVCcGuZKbspQWpYTlnE/fdMcUhLC85muae7le3/5AI935MgGy+yLwzLveERqQ3tv46GIzDMUgeeOvqFYNEnURNrlCq4Gbk9Pj8KWKI+9ch/tbz6C7FauZrBSuFuUKY+pJKnp8UybGdvuK6NJizkufIuDO68OX8ZsS2cf28tH3iBMWHgVaMPXcXw0pEhkOAKeCLlVzkVGpq2vg9NdyoQZR02kgylsJAjChBDpru0vRK7VUID47LH5/l1/2zyMpvDX5g2WwuLwpowvm5VNuEqHyDLsPzFyXQptfBKZN301+MxHQzzB5AGI+sjcDU9NDc2VJIZQZsGrUAx61EQ6KyuL9PTAw2PCVVJUKWSfF1c4srgEEUEfuu9W0CtXe1hJjCYdRVNjM95dEAVmzM0O6xyb99WHu3r/qMRNXUTmzV9HNMZBoKLk6sNSthZtgF2B9FnKtPsaj5tLrwzp/GBdFkatgfxEZdxjUU1mueKKK9Dp/F89ybLM0aNHaWlpoaOjA6fTSUVFBRs3bmTr1q00NTWF0Vo/EQTCkZlhLJyDIXdayOMYsiPz5QiGmXNyIl6JbjwEUSAjy8LMOeEV6fq2/k5CoiggioLiel02bWwRjZu+hPwvPkr6tZ/HPHUhfq+Ohf4wz0mf/TNJK/1P9Q7LQmYEMuPT+fjsGyIy17msyF+IUafMgiiqVfAyMzO58847eemll+jo8G8joaqqatTSprt27SI+Pp5bbrklalmIgqhB0OoV3yx0Vh9QZJzkleEpp6gEJXOyyNmaSGOdNSJF//2hsDiVm24vQ6MN73omwaxHluWwZCCmJRlZPmf8VZ2oM2CZvQpT4Wxqqz4DfvlzBSRX/95L39Gt/StxP3oi2qv2I7nsiBHIG7hh5hWc6qxlZ4PyWaMjoRE03D73RsXGi3paeFJSEqKonBk2m41//OMffot+ONClT4ra3GMRP2c1+pTwrghDQaMRuf1TS5izIBedPgYKZgmw7oZS4izh9Z/2OTy8X94YFoFOTTTy88+tRBfARUZrSSFxwTr8Wk3LMtqUHDydjXg6Bwrm+/FCJB9eh7IZnGPx1RX3IUSohs6a4osw65QLK4160X9QPmJDlmUef/xxMjIymDt3LrNnz45oNbqk5TfS+sKvw9ohPBBEUwKJS68nefkN0TZlXIwmHdd/bB5rr5lJbXUnr/znIE57hMuuCv2b1OY4Pclp4V3p2Z0e7vvpO9gUfo1J8Qbuva6U1QuCWzCkrLkLQW/CuuPlce4KZezH3sdRtb9/szwAn3b9X75M0tLrSVn1saBsDARBELhu+lpePh7eENQ0czIfmXWNomPGhEiHq8xoa2sr7777Lk1NTVxxxRVhmWMk4kuW4ShbS+/+d6MW5RFXehFpaz+J7POisaRE9CKlBOZ4PSWzs8jJT+Tvf9iOtTty4YwD79WCZfloteFd0f/f8wfHFWhBCPx6X1KYHLRA988pkrLqYyQtuwFH7VG6tvwbd9OAm3G4MYNNAwL5vHvddG97lr5j28m+40do45ODttcfPFJ4L/YaQcPP1n4TiyFe0XGj7u4AKC4O32aWLMscOXKEmprIxgenX/kAWR/5JrqM/IjOC6CxpJB+9WfRxCWiTUidcAJ9LgmJJj7/7Uu4aM2UyLhAzrxVpXOzuXjN1LBO5XR7eb98/M3uQAVaECAzRZnsSFFvJG7KfPI++Quyb/9BWHoSejoaaHjie2EvunSgObxt7O4uu5VEo/IZnDGxkl6wYAHHjh3D6w1P4Lksyxw+fJiCgoKwjD8a5ikL0GcVU/v7e8M/mSgi6s3Ez1pJymV3IkYhQSFcaDQil15ZwqrLp7F9QyUb31K2VZFGI5CTn0RSsok4i5FZZTnkTEpSdI6R6LQ6R80EPB+TQTtusSRgsAHt2iXKLQ7sVQfo2f0GzsaTSGGKs/d1NWE7vIWE+ZeHZXwgrIWWbp15Tdg6hseESKempnL99dfz/PPPh22OlpaWsI09Ftr4JEyFc3CcLg/bHPqsYnI/+dCE7m/oDxqNyMq106g62UHNqdA2hjNzLOQVpLBweT4pafER36j0STIVNf63rRpPoAXhrJvm9itKKPCzCe14dH/wEp0b/9n/Q5j3WHoPhVekZ2eU0GJrV7z4/0Nrv8nklPAtAGNCpAEKCwvDOr7NZgvr+GORevk9NPzjO2Fp9qnPLCTro9++4AX6XFaumRKSSGdkxfPAg+FZ9fiD3enhR3/dwdHqzpDHSoo3oNEIyDIU5yVyzYrJzC8JLLFkNDydjXRuevrsA8E4xwPA3RnePId101azuWYnLm9wJSlGQhREipLD69KMqW+2kqF45+PxeHjjjTfCNv5Y6NPzyb3rp8SVLEPJt9wy7zLy7vs12vgkxcacCEyels6Si4NP9126KroJPY+8dCigVfRoCALMnJzC49+/gn/84Aq+f+9SxQQaoPfgxohGKMn2bjzWtrCVMc1LyObrKx5AJyq3Ni1KnhT2PZ+YEumMDOU+YCNx7Ngxjh+PTqlOffokMm/+GoVffwJtal5IY4mGODJv/SbpV39WIesmHpdeVRKUi2LOwjzmLgrt/Q8Fq83F1gONinWjOVQZvnwAr/X8JgfhF+y6P32a07++i7bX/ozHOnK9kVCYkzWD76z6omIx059bfJci44xFTIn0qlXhvwXdty8yWUejIepNpF72CRC1/seUanQY8qYTV7KM9Gu/QP6X/0rctEXhNTTG0ek0XHpVid/p01m5CXz0noVc/7G5UY12qW3uxeNVptC+LPdveoYLTcJ5WbsRWlXLXhe95Rtp/Md38XT3C7XkduJzjl4XOxBmZkzlC0vvQQxB/kREvrL8PvISw58cFjM+aYC8vDwuvfRSNmzYELY5mpubxz8ozMRNXUjmjV+lc9NTeDqbxvzwx8+9jPQrP4Wgid0KcdFiycoidDqRbe9V0t05NI763BogV1w3k8Urw1VYX6KqwYokyRTlJmLtdeF0e8lKjUOvG77StzncimrdohnhK/FqmXMJ1h2vnPkpgolZsgyCgM/WRftbj4Is92+8yzL69DwSF1+LZe6lIU1xUcEiSjOm8vnXvocnwGp1WkHLw9f9lARjZIq9xZRIA5SVlYVVpCVJ4u2332bVqlX09PRgNBqjUlkvrmQJ5umLcTWepHPT0zhPHx56gCAQN30J6Vc9gCDGQIp0jDJ/aQHzFufT0tjD4f0NHCtvHkx8SUuPY8VlU5izIDzujZe3nOLFTZV09bqQZRlBEAbdGBpRYGZRCktmZdHQ1ke8Sceq+XnsP6Fcn0RRFLghjP51fVoeSRfdQve256LQzV3u79F46syd75m7TndbPW2v/x+ermZSVn88pBmSTUn85LKv89+b/0Cf2+53iN6kpOyICTSAoFS7c0EQNgGrVq1axaZNm0Ia65FHHqG3N3J5/bm5uVxyySVR65soyzJ9x3fQe+A9vD3taC0pWOZeRlzJUlWgA0SWZDo7+hAEgZQ05dtdDfDkm0d59r2Tg+I13rcoHLUR7756JjdfGt6EG4C+ih10bvwnns7odBYfhiCAIJJzx48x5E4N+TtidfawoWo7h1oqqLU20OMaPRJMFETuKfuIojHRq1evZvPmzQCbZVleff7zMSnSO3fuZNu2yHa31ul03HbbbYM1rhsbG7HZbBiNRnp7e6mtraWrqwuPx0NaWhpz584lLy96G1Aq0eFkXRePv3aU8sr2qNpx6cI8vnLbgojNJ3lc1P7xAaQBv7Afle4igiBiKppD+vVfQqtQv8bd9Qf5087HcXjPZkAKCAiCwJzMEr6x8rNoFVw8TUiR9nq9PPzww0G32AoWi8XC5ZdfzqZNm+js7GS892bp0qWsWLEiQtapRJtj1Z189+H3cfuZJRhOnvmfqzAbI7tP0XdyD60v/gbZe6YGRqwINYDeRMbVn0UQNeizCtElhXZX7PZ5eOvERrac3kmX00qaOYVLJ6/gsuKLFBVoGF+kY84nDaDVarnxxhv597//HdF5e3t7eeGFF8YV5wF27NhBXl5exNPNVaLDX14qjwmBnjs1PeICDf0b3rn3PIR195s4aw6BIKJLzcXdWoO3OzoZvYO4HbS++Ot+37UgYp4yn/SrPxN0N3S9Rsd1My7nuhnhy4D0l5gKwTuX3NxcrrzyyrBVyBuNQO8sAtnk7LW7OXSqnZN1XYrFyapEhqpGK6fqrdE2A0GABz8+P2rz69PzSb/qASZ95k9M+vQfyLr1vzAVzYmaPcOQJZC82E/spulfPwlbYkwkicmV9AAzZ86kqKiIY8eO0d3dTVxcHNOnT2fPnj0cPnwYn+9svKkgCAELrBJ0dnbi9XrRakd/K50uL3995TCb99Xj9kiATEaKmTvWzWDVfNWvPRH4v+cORtsEAD53yxySE2KrT2Vsbm7LuJur6T20mYR5l0XbmJCIaZEGMJlMzJ8/dOWwZs0ali9fTmNjI6IokpeXR3d3N0899VRUhLq6upqpU0feZa9psvKbf+2nutE6JD62ucPOr/+5F5fbx+VLVXdJLFNZ361IGneoZKfGsXZxYbTNGIZ5ynx69r4VbTNGQKb99T9jK99E8spbY2vFHwAxL9KjYTabmTJlyuDPGRkZzJkzh4MHI7/ieeONN7jrrrtISkoafKyqwcqfnz/IiZquUbdWZODhF8u5uCwXg15DXUsvHq/EpEzLiIkQ59Nrd9Nrd5OSYMSon7C/yrAiyzL7jrfy3u46TtV3E2/ScfmSAi5fWuB35uHOw9FPgJo1OZUf3b90sBRpLGEqLkNjScXXG72WdWPhrDtK09M/QjQnknrFvVhmTqzN/gvmm93R0cHRo+Et6j0aXq+XN998k9tuuw2AxnYb3314O30O97h73x6vxKd//h4AXT1OEAQsZh3rlhVy29rpaDTDtw1qm3v426tH2H+8FUkGrUbkork5fObmOVHZUIpV+hwefvzY8GpzJ+q6efjFcq5aUcS0vCRyMywU5SSM+F4DNLRFLmZ/JB751mVkpynb7UNJBEEk9cr7af3Pz6JtyphIdittL/4Gx8k9pF/3xQnTDOOCEendu3fj8US4F945NDU10draSkZGBi9tOkWf04O/e4Md1nM6UsgyVpubZ989SWunna9+fGgsbF1LL1/7w9Yh9YW9PolN++rZtK+elAQDi2dmcddVM4mPu3AK/wfDn58/OGo5UK9P5pUtZ7vOi8A1K4v45HWz0ZyzWm1os7HjcHhLaI7F1SuKYlqgB4ibPA/BGIesUH2NcGI7vAV3ez3xM1cQP3NFWLrNKMkFI9KVlZUhnV9QUBBSiy1Zluno6CAjI4MPDjWFHL0hyTIb99Zz2cJJzJ12tjrgY68cHrMAfGePi7d21PD2zhruuHIGt142LaB561p6eXXrKZo77GSkmDAb9djsbuJMOlaV5TElTB1LnG4vG/fWsWF3HS6Pj6LcRNYuymdWcRpujw+vTxpyl+DxSkiyjGEUt1B7t4Mt+xv8nl8CXtlaTUunne9+cung44+/egSPNzqROJcunMSnbpgdlbkDRdBoSV5xM53vPRFtU/zC3VxFZ3MVnZueJnHR1aSuCX81u2C5YEQ6lNZbZrNZkQ3HgTFcHmWqnAH84qm9PPadtQBsOVDPvgr/yjdKMjzxxjHMBi1XXzR53OMPVbbx48d24HSPHgf80uZTTMtP4qHPrUSnHe4asDs9HK7qwOeTKSlMJtlipLrRygsbK9l9rAVJkiidnMYNq4qZO7V/9dLaaefRlw+x80jzkI3V6sYeNuyuG1JnPivVzMp5uVSc7uJwVTuyDPFmHWsX5XPHlTOob+2lvdtJYryeE0Fu9O080sK/3q6gvLKdhjYbXT3KJVRNL0jG7vRS1zK2+yQt0ciDty9gVnGaYnNHgsQl1+Hr6z6nKNMEQPJh3fkKjrqjZN7wFXTJWdG2aBgxmXEYDE888QRtbYEXrxEEgWnTpnHq1KmQeywuW7aM5cuX872/bOeAgoV01izOZ8ehJvqcnoArqFnMOp784boh/larzcXbO2vYeaQZr0/CoBM5Wu2/qBXlJPD7r64e9Ol5vT4ef/0ob++sxeX2giCgFQXmTEnnYGXbYB+/wRZPskxeRjzdNjc9fe7AXlAEEOivoidLynXF0+tEfnz/clISjHz34fdpO6f7uYCARiNw2aJ8Vs/Po3Ry6hgjxT6erhYan/wuvt7QO89EEtGcSM4nfow+LbJhsRMy4zAYFixYwFtvBR4GJAgC8+fP5/Tp0yGLdH19PQDXrZysqEi/u6s26HN77R72VLSwpLS/7m1DW/+mZoe1XySCuUZXN/bwnf/bzgM3zWbbgUaefe84vnMX4LKMW5LZUzE0C02Wz95t1LZEr53ZeMgAsnICPW9aOrevK6GkIAWA3311Ne/srGXnkSY8XonSyalcubyQnAnge/YHXXImBV98lK5tz2Hd9RqSw8+NV0FAn1GAu+V0WO0bDclupXPjU2Td+s2ozD8aF4xIl5aWsnPnTrq6/F8RarVa1qxZQ05ODsXFxRw7diwkt0dnZ//KYdHMLGYXp3HoVHSL8Azwm3/u5Y9fu5SMFDO/+9c+OqyOkGsaHzrVzud/uVEZA2OQUN8fURRAhvuuL+XalUPLiVrMem66ZAo3XTJllLMvDJIvuoXki27B3dEIkg+fvYeefeuxn9p/pt+nwLldGzTxSaRf/yWan/4xPlt04tLtlfvx9VnRxCVGZf6RuGBEGuD222/nsccew+FwjHqM0WgkLy+PvLw8ZsyYgdlsBmDRokWcPHkypAgRu/1so9my6ekxI9J2l4/vPvw+y+fkcLw2+kkZHxY0GoHlc3KibUbU0aeefQ9MBaUA2Co+oGfPm7ibqxH0JuJnriBx8TVoE1LJvu17NPzj28hu52hDhg/Jh8/Rq4p0uDAYDHz605/m7bff5vjx44PuC5PJREFBAcuXLyc5OXnEc9PS0rjpppt45513BlfEgTIQ4ZGamhoTdR7OpanDzgubKiPZV/RDy8DicPX8PFITTdE1JkaJL1lGfMmyEZ/TZxRQ8OW/0/b6/9J3dHt/PQ6/UKJqt4zWkhLiGMpyQYk09HccX7duHWvXrqW7uxutVktion9Xxby8PO6++2727t074MgPmP3797NmzRpGyYtQ+RAgCnDJgkl85uaJmYYcC4g6PZk3fIVWQcR2eCuRLIna8OT3yb71v2ImfvqClRKNRkNqaqrfAj2AIAgsXLiQsrKyoOY9cuQInZ2dXLpoUlDnhxN1FR0+RAGm5CXyyWtn8si31vKlj5Wh08Zi4aGJRdyM5fjdbRgZwWAOeU5PSzW1f/o0bW8+EpVaQOdzwa2kleJc/3IgeL1e3nvvPW699VaMeg1Ot3Ix0yqxy7fuXszSWeHvHP1hwzx1Aca86Tjrjvl1fP+GpDL07luPxhhHyiW3KzZmMFywK+lQCSUcr66ujq6uLgpzlGnnoxLbxJt0LCiJTn/MCx1BEMn8yLfo9zdHHuuu1852ookSqkiPQk5OTkgFWHp6eshINvt/p6YyYfno2mkjZmBOFCS3l86dddT8fR+n/ncHdf88iPVQc0zc6gNojHGYpi3y/wThTGifqEEwxiEYg48/l71unA0ngj5fCSbuJyvMzJo1C4PBEPT58fHxrJ6fN2EqbakEjlYjcPu6Em5YNXHjnX0uL/XPHKJjWw3uTjuS04uzuZfWtytpfv34oFB7rE7at56m/tnDNDx/BOuhZqQIthJLueiW/tZY/jBwcZFlEhdeFbILRFLQhRIMqk96FMxmM9dffz0vvfRSQA1xBUEgKyuL1NRUkpNlFs3IZOeR6Ncj/rAhigIfv3w68SYdtS29bNhbh9Ol3P7A6vl5E7o0rM/hoa+6i95jbbha+kaMXrNVtFN5vB19ZjyeNjvyOWml9uouWtdXok83k1SWg2VGOqIfNdCDxZBdTNq6T9H+5iPDDR0JWQZBwH5iV8hzG/NnhDxGKKgiPQZ5eXncf//9HDhwgF27dvkl1gaDgcsu62/XI4oC/3XnIr73l+0cqYrNgugTCeHMXxpRxBKnpatn5LofothfO2TtkgJSzrSauve6WfzmX/v4oLwJKcTb+OVzsnnw9gXjHxhjOOqt2Co7cNT14GrvA98578MYnSnczaOn8Lvb7LS+XUn3vkZyb52FNozlcRPmX44uNZfWl37rZ0aijNfWHdKc+uwpaEJwlyiBKtLjoNfrWbx4MYsWLWLLli0cOHBgyKaiVqvF6/Wi1+uZOnUqixYtIjX1bIEcnVbku/cs5ku/3UxrZ3C3TZ++cTb7jrex+1jzhzaMbqA4U1qSie/cvZiinAS+8KuN1DT3Dj7f/2//f1YvmDQo0AB6nYZv3rmI1i47m/fVU9PUQ/mp9oCq3AkCJFuM3HNNqXIvLAJIbh9Nr1Rgr+kKW7ixu91O9cO70CUZ0afFYZ6UiKU0A41BWYkxFZRS8KW/0rn5X3Rve27sg2UZjTHO/9oh5yEa4si65etBnaskqkj7iSAIrFq1iiVLlgwWY8rOziY1NRVZlsf0Pceb9fzqCyv53+cOBuz6uP/GWVx90WTKSjKorO+msycKqbJRQhBg7eJ8slLjcLp9TM5NZGlp1mBFv588sJyfPr6LE3XdQ867aE4OD9w4ch3mjGTzkBrbbo+P//7bTvaPUhBLI4CMgE4nsmJODrddPp2s1DhlXmCEaH3vVFgFehAZPF1OPF1O+k520LmjjpybSzFmKr8SNU+eR/e25xnvRclCcC4Yw6QZZN74IFrLyBnKkeSCKVU6Uahp6uG5DSfZW9FCr70/tEc44w88/zdx55UzuHXNWUFp63Lw8AsH2XW0hUhj0GnweH2DS9ZQmxqcj0aExaXZgw17Syen+i2IR6s7OHyqA61GYNHMLCZlWgKa2+eTeG7jSd54v5quXhcCMLMohbuvKWXKpGRsdjcmg9avvpOxhtfm5vRf9yBHcJPvXLQWA4X3LUBQOAXX29tF7R8/NX6GliCgTc3F295AIFep7E/8GFN+ZO6YPjSlSicKBdkJg/7M8so2fvToDryS3F8QDAY/R3OmpnHzpUM7kKcnm/jevUt5YWMlT755DJ8khd39MXCDsGJuNjlp8bz2frUiNaAHajYDiILAFz4yl0sX5gc11syiVGYWBV+DWaMR+eia6dxyyVQ6epwY9VoSzvGtJsYHH+UTbZzNvVETaABvr4uuvY2kLFa2RnPHO4/5l0IryyQtuQ5Xwwl6yzeC5MfmsSDETEo4qCIdVeZMSeeHn1rGE28cHbxlNxu1XLYon09cNWPUztA3XTKFi8ty2bCnjq4eJzqdiNmgQ68TeXtnDU0d5/i+Zbm/jjNg1GtITjCSk2amss5Kr8NzzmHykM/8uT5ejShw3cpiivOSuOmSKVQ39uBy+/j5E7uxBijYyRY9C0sy6bF7sDu9FOUmsG5pYcCr33Cg0YhkJIeeVhxL9FYoV9c8WDq2nEZj0JI4V5muJ15bF30VO/0+XnLZSb/6M6SsuYv2tx6l7/CWMY/X50xBl5gx5jGRRBXpKDN7Shq//OLFtHTacbi8ZKWYMfqx2ZKWZOIja4b3L1w5L4+HnthF5UAVvjMie8XSAj51w9kmqydqu/jhozvocw64XPp9LrLcX4diQKUNOg1f+Mg8ivOSANBpNUzL7/fT/frLq/jhIx9Q3zZ099+g15CbHofbI2Ex61k0M5MVc3OwmPVYzB/u5riRpG3baWwVsVEut/XdSoy5CRjSQr8I9h3fGUBlPNAm9rch0xjMZF7/JeqaTuHpGKX/pSiSef2XQ7ZRSVSRjhEyU5RZwaUnm/j1l1ZxtLqDitNd6HUiS0qzSU8eWjJzWn4yf/zaatbvqGHf8VYEYH5JJotLMzl4oo2uXhdZKWZWLZhEvGnkWODMFDP/983LqG60sr28CY1G4OKy3Aumw8hExufy0r2jPtpmnEUG64FGMtaEnvhjP7nH/4MFEWPeDHr2voWj9ihIEp6u0TfvRVNCTLk6QBXpCxZ//LSpiSY+fkUJH7+iZMjjxblJAc1VlJNIUU7sFEn/sONzeKj954FomzEMe40yNdY9nU3+HyxL1P7vZ8Dr6b87HGcFLvVZcVQdxDxlfohWKoeaFq6icgEhuX3U/+cw3m7lupwrhVehpsOi3uR/ijiA101/+JQ/LhIZT3drsKaFBVWkVVQuIHoOt+Bu74u2GSOiVBWb+JnLCWfQt6P6YNjGDgZVpFVULhAkt4/u/Y2RbGISEJp4ZTaNLWWXI2jCVzPFfmI3PntwWYrhQBVpFZUJjrvDTv1/DnPqjx/g6YrdjNSEWcrU3NaY4tEmKxPONzIy1v1vh3H8wFBFWkVlAtNX3UXNE/tx1HbH7Ap6AF2CcklBGnN4G2r0Hd0e1vEDQRVpFZUJiuSVaH61Ymg1uxim+fXj2E4pUw0y3A0JJLsykShKoIq0isoEpfH5I0gTqYemDE0vV9BX1RnyUO7mUwoYNDoaS/BlBpRGFWkVlQlIy/qTOOpiZ7XnN5JMy5snQurq4ulsRnaH1/dumb0qrOMHgirSKioTDOuhZnoORb4SolL4HF56Dgdvv71qv4LWDEfQm7CUrQnrHIGgirSKygSje1+jouNZZmeSccWUoYHMAmFt0N29d5TaGX4g6MJYlVCjJfOmBxG1sVNjRk0LV1GZQEgeH+42ZRujJs3LxpgZjz7ZRNeeBhx1VgRRwDw5Bcnjo++E8q3fPF1Oml4/TtZV0wJu1mzKn3kmxVv5zcPce36OIbNQ8XFDQRVpFZUJhKARR2waGwoDnVNMeYmY8obXYGl56wQ9h5VPlbZVtGHNtpA0Pyeg83TJWZinL8Ve8YHiNkW7M/hIqO4OFZUJhCAK6NOUa9+lSzaOe0zmumkU3DMfU9E5raSUcIXI0H0ggGJJ55BxzecwFZcpYMRQmp78Hs3P/ULxcUNBFWkVlQlG0sLAVp5jkbaqyK/j9Klm8m4uJfvGGRgyz1wkBBANobUU83Q6aHq1AldbYPVGRIOJ7I99l9x7fg6isg4B+/GdtL72Z0XHDAXV3aGiMsFILM2k7b1TyO7Q2mIlzs8mfkpg8cDxxanEF6fisTqRvRLaBAMNzx7G2Rh8rQvb8Xbs1V3k3FyKKTewTEJDzhQMOVNw1VcEPf+INh18j5SVt8ZEbWl1Ja2iMgHJWDd1/INGQgRzYRL5d84j49LioOfXJRrRp5oRdZp+cc1PCnos6C8O1fZecAkqUphiphv/9ZOYKFuqirSKygQkYVo6xtwA+0KKAvmfKCP3llkYMpTrnqMxaElenBvyOK62PpwttvEPPAdvbyee9rqQ5x5x7I4GGv72DdyttWEZ319UkVZRmaDk3FSKoPFvB0/QiuTcOANDunKbjudiDNBNMRpeW2CNAaw7X/OvA3iQSI5e2t74v7CN7w+qSKuoTFA0Bi2ZV08/0zl4OIJWRJdkJHFBDpM/v4S4opTw2aLToE81jX/gOOgSA0tUsR0Zu/O3ErgaTuJuj16/SHXjUEVlAmOZlobmVh1dO+uw11pBljFkxpO8MBdLSWQ3vTLWTKH+P4eCjuE25iRgCDC80OeIRHF+GW9PO/q0vAjMNRxVpFVUJjjmSYmYJyUieXwgg6gPLSwuWEyTEsm6ejptG6rw2T0Bnx9fHL6Vfqhoo1gVb8K4O7zuPnraj2NtO4azry3a5qioxByiThM1gR7AUpJO4f2LyLh8SsDn9lYE/r0WTeEt/j+Ar687IvOMRMyupD2uHlpqttJetwOfb3iITXxyMQUzb8YYF/04RhUVlbOIWpHEOVl0bKsJaEXtauvD2+dGG+dfcSPJ40KKiLsDrPvexlQ4OyJznU9MinSftY4Tex5G8o2+02vrOsXx3X9mxtIvozcOrzcQy8iSD1n2IWqCr7Ql+Tz4vA40OjOiwhlXsYq1rYKWms04epsQRC2WlCnkTb0KnTEyqymVwEhdWUDr+sqwje+oLgdf4G6VYHA1hu91jEfMfbsdthYqdv4Rf3YfvG4bR97/FblTryQjf3lY7ZIkL16Pg56OEzh6G9BoDCRnzsFkyfbrfK+7j/rKN+lq3Ick9X+wtHoL8UlFJKZNIzmrDM0Y5RFlWaatbjstpzfjcfUgy/1hR6LGQGruInKnXIFGO34dhkDpbj1CW/0OnLYWRI0Ojc6Mx9UDQELKVDIKLsIUH86moP3UHHuR9rqhfec6m/bS2bQXQdSRlruY3KnrwvIeqARH4uwsfA4PHVtq/Dpem2j0exUNkS2G5LO20vLib0i/6jOIhtCjWAJBUKpXmCAIm4BVq1atYtOmTUGN4exr5cj234LsDXR2sovXklO8Nqh5x7OpqepdOpvKgYF4TKG/VCKQkjWPwtKPIIij+wI9LhsVO/+A29k15lyCqEWjNRGXmM+kaddgiEsD+i8Qh7b8DK+7Z4xzdcxc+iWM8cp0ZAaoO/4qrbXb+n+QR05BFkUdk+d+gsT0GYrNO4DX46CtfgftddtxO7vHPV5nTKJ0+YOqUMcYksvLqT/u8OvY9DXFJM3zb+Hjbquj/pEvB2SLYIhD0GiD62EoiJiKZpN92/cDP3cMVq9ezebNmwE2y7K8+vznY2rjsOboC0EINIBM06l38bgDK9IyHg5bC8d2/InOpv2cFej++ZAlkCU6m/Zx+P1f4naMLsCNp9aPK9AAsuTF6+7F2naEw+//nIaTbyHLEke2/XJMge4/18OR7b+ituJlXI7Qe8j1dp7qF+gzr3M0JMnD6cPPIPl52ynLEk1Vmzh95Dna6nYi+dx4XD201r5PU9V7dLcdRZYlXPZ2Dm97iMaTb/gl0AAeZzcn9/3Nb1tUIoNo0JI417+7rfaNVfhc/mmAPn0S+qzJAdkiCJByye2IcUkBnQeALOOoPoSz/njg54ZAzLg7nPZ2bF2hNJeUaKx8i4KZNw97xmXvoK1+J47eBkStkZTMuSRllA5Z/Xo9DiSfG53BgiD0X7tqjryA5HOMO7Pb0cGhrT+laM4dpGTNHWqVz0N7456gXlFz9Xu0nN6MHMCFq612G22120jOmkvBzFuGrCo9rh46mw/i8zowxWWRlFEKgoC17ShdzeX4fG7iEnJJy1tCW90HY4rzuXg9fXS3HiYle3jpSMnnwdHXgiCINJx8i572Y4PPdTTspPbY8/S7toTBf/WmFGSfF58n8NvZvu5qKnb+kakL7kdnUC71WSU0jJMS6TnWOm5RKNkn01vRRtJc/1bTWbd+k7qHv4js8a9+h+Ry0P7GwyRf/DG6Nj/t1znnWAcI2E/uwZg3PcBzgydmRNreE3pLoN7O4SLf2XyA6kP/Bvmsq6K79TAGUyppeYvRaAx0tx2lp+MEAHpDIik5C/A4e+izVgU0f3X508Ql5GIwpw0+5nHbQArm7qCfQAT6XLqay/G67UxbeD8AjZXraT69CfmcFFpBEEEQkSUPAy4ca/sxmk9vJtCCwfaeehy2JqxtFcjIWJKLAZnOpgP4vGOJrTzsX7cjtE4gDlsTtceep3jeXSGNM1HxOZ20bdlK1+69yD4fCaUzSbv4IhpefIXW9zYguVwgipjzJ1HyX1/DlO2fIAaL9VAzrW/7v/HmCqB+hzYhlYKv/p2mp3+Mq+7Y+CecoWfPGwh6Y1ANbeUwpqGPRMyIdHu9fz6rsZDloW+etf041eX/PP8okGVc9jYaTrx+zuP9IuV2dtNc9W6QFki01m5nUsl1g4+01ynfPcI/ZHo7T7L3nf9Cp7fgcQ33wcmy75yLl3ymHZGA5HMFPFtLzdYhLY2ctuYQbA+d7tajuJ3d6I1JUbUjFGSfj44PdtC2eStemw3TpDyy1l1O/OTRb/G7Dxyk4he/wtd39sLYtXcfNU88NfRAnw979Wn2ffrz5N58I4V33hGW1yB5JTq21gSUhag1Bxb1JGr15N753/icfdT+8QFk9xh3v7IEgojP3oNojEMmQJGWZUz5pYGdEyIxI9LOvtBLAprizm6adTQd4PSh8wV6LM695Q6etrrtaHUmMgpWAgIttVtDGi9kZGlEgR7jhGAnCkvPueCRcPQ2T1iR9rlcHPufh7AeOjz4WE/FcVrf3UDBXZ8g9/prh53TtmUbJ37924Dnanj+ReIKC0m/+KKQbB4J++mugLMPE+YGt/nd8c7fxxboAc4ItaA3QoBx1pqEFExTlO8IMxYxs3HoC3mzRyAtbzEAbkcXpw8F6m/Cbx/smEPIPhqr3uXYjj9waOvPkUNwdaiEhsvRHm0Tgqb+P88NEegBZFmm5h9PYqs869qTPB7a3v+AE7/5XfDzPfdC0OeORTDp4W0bAnMzAsg+L31H3w/oHEN24DW5zTNXDO5ZRYqYWUnr9GZcY/ouxyY1ZyGJ6f23IW0NO1G0U2egnHGnqEQXrzv2mor6g+Tx0PLOe6M+L8syzW+9TcFdd3DyD3/CerAcyRVYic/zsdfW4rU70JqVjQH22gO3q+9kJ+5uB/ok/23xOXqRvf7PJZriMRXPw16xffyDz8FdfxJZlgPucB4KMbOSjkssCPrc1JzFFJTeOvjG9XVHt0h3VC8Qw4jchynWEDW6aJsQFJ7ubjy9Y9+GW48cZffd99G1a0/IAg30b8lolJUDr91D75HgFisNzxzC5/B/FS4azBDACley99B3dBsE+BlxNRzHcWp/QOeESsyIdFru4qDOS81ZSOGsW4dc2UJJt76wOJt086FDEEnKmBVtK4JCYzL3f54laeQ/soyzsRHZq5wrzZSXh8YQWC3nsfDZPdT/uxxPlx8+4hHw9rppfOEo/ibbiTpDwLHPztOHSVi4LmDbeg9tCvicUIgZkbakTEZvTB7/wEEEiufdQ+Gsjw575vxY5Q8vsiJ+9omHQEpW2YQtvtVz9CiyNMbvLQwbtOkrld007NxZh6czOIEewNnci/10t1/Hyj4PkivAZDZZQnLY0GcHVrHPZxs/MU1JYkakASaVXB/A0TLVh/81Ymy0JXUqMDFvdVVCJy13MYWlt0bbjIDwuVz0njhJ78lKKh9+NLKRMqJI7o2BfPfGRnL76N7fFPpAMvSd8i97tufABvAEHjpqK9+Iuymw4knapPDXqhkyX0RnG4ekjFIsKdPo7Tzh1/GSz031oX8xe+W3EEQNvZ2naDj5Jn3WWmLLL6wSKQRRR/7MmyK+Ax8sss/H6Sf/SfOb65Gc4el6PR7xU6cg6pRb1DS+XgGSMt8/yc8U8Z7dryky35iccR0mlK0J/1znEFMiDVA0+zbKN//I7+M9rh7qTryK22nF2jo8ZCm6DPiDJ+IFI/SY8cgjkJazcMIINMCxn/2Srt27o2pD0X33KDZWy/qTOE4p5w7QJvjnJ/d0hzuaSgAEkpbfGNGUcIhBkdYZ4jGYM3DZ/UhuOeNvbasNLD4yUqRkzUVvTsXtsNLddhjJO3A7NlHEb2JdZDRaA1mTL422GX7Tc/xE1AVaYzaTMG2aImM5GnvoOdSiyFgDxE/xs6WW0nsvGi2GrGK8vR0IgoA+o4CEBeswF0c2kQViUKQBzJYc/0Q6xtGbksmd0r973FSVRuOpt/ufiKnMvNGQSc1dQkfj7gliL6RklU2YDMO2re+HlHyiFPP+8BvFxurYrmzoqyZOhzHbv4YOgiEO2TF2pchAELUGcu/+qWLjhULM3Rc6bC10tRyMthkKIJCceTbKJKtwNckTLCTMbq0ls+DiaJvhN8a4jGib4BcdO3f1p2+PFcERbgSBqV/9Esb04CNgZFnG7vTgO+N/drcpWyo4Y53/GYFJi69WdG4xPna6PcXcSrrl9GYmyu31WKRkl2FOyB38WRA1TJ77CXo7K2mu3jhYdS+WcfS1UFx2D153X/+KOsaJS8qPtgl+Ufev/yh6d5J+ySraNm7272BRJOPSSyi4/Tb0KYGEvJ7l8Kl2/vifA7R02vFJMlqNQF6GhU/pDRhRJn3KVJxMfJH/3cOTlt1A1+Z/KTBzP96ORrp3vEzSUuWiXoIl5kS6pyOyBbVHwxiXhbOvhWEXDEE88wUb5UsmiGQVXjJqlxhLyhTik4s5vutPZ6JQYhxZJn/GjfR2nsTt6onZuGu9MRlzQl60zRgXR1MzfTX+tZPyl8n3fZLJn7qXumeepff4CWynqvoTXc67EAg6HbN/9t9YpgbeyRvA65P4rz9t5URt93mPy5xu6uEds4FrE+L6S5WFmESVOCOwuyJBo0Xpze7O954EGeJnr0Ibn6TYuIEScyIdC2nMBnMqpSseRPJ5OL77z9h76oemnArC4GfBGJ8JsoxWZyIxfSbpk5aj0Y69Iy0IAlPKPsmJvY/i6G0I4ysJDaM5Db0p+Yy991K5/29nuqQo8UUQMCfmY7fWAaEKv0DOlMsnRFSH7PEo6uYwZGehje9vblD0ybsBsNfXU/mn/6P3+Nm7NVNuDpPvvy8ogd5b0cJr26rYV9E6ZmTdZruLS+LNxItCSPUttBYD8VNTAz8vOQNvl5IblzKdG56ga8u/iZ+zmrTLP4kQhVIDMSfSiekzFKkt7R8i/YJz9pMXn1TI1AWf6n9WoyN/xo2c2PMXpPOr2QkCZksO0xd9NqgaEVp9HDOXfZn646/TUnO+i0dAEHVMKbsLc0IeVeVP0xvxOwyBzIKLB79oJksWpRd9g+6Ww3Q278fafvxMyUchgNW1gDkhj9SchSRlzERvTMLWfZrq8qf9ai822piTSq4nNWdhkOdHlo6dOxUdr/R73x32mDkvjzkP/Q99NbU4m5rQJydjmT5+BEdLp533dtdyqsGKTityyfw8Dpxs4/X3q/3yzsjAT1u7+GxqAnm64KRFY9aRfX1JUHVEEhZdTefbfwtq3rGQfV5697+L7PWQce3nFR9/PGKqES30t7o6sv1XYS/xmVm4ipziKwAZa3sFks9DQuo0dAbLsGNtXdXUn3ydPmsdAKKoJTlrLnnTrkWrC71qmMveQVP1Rno7KxEEkYTUaWTkLx+yEdbbWUX14X/h8bPfXygIopbsokvJHqOxr9tppb1hF3ZrHYJGh+zzYOuuxuc9PyFDwBiXQVreUpLSZ2IwD/cz+rwuTh14nN6uMyUqx3InncfUhQ+QkBLc7XukkX0+dt35Sbw2/zuPjIW5qJCy3/065HE6e5w8885x3tpRg6RQEkqyKPDtjGQ0fqymNRY9hlQz5sJkEkoz0JiCX62e/t29SH3dQZ8/Mmdq4Agikz79e3TJymYcjteINuZEGqC3q4qTex4Z1mlFEQQNk0quJ2PSsoBPddnb8XqdGEwpaHVm5W3zA6/HTtOpd+luPYTHbR/SXSUuqZCU7DK8rl48HjsCMh53H86+VlyOLuSxOq4IIhn5F2MwJZOcOSeo/oA+rxOHrRlZ8uF2WpElL3GJ+Zgs43+oZbm/k0x3y2F8PhfW9uP4PGNHCySkzWTqfOUSMcJN3+nTHPjSg4qNN+/3vyWuMPjNUpvDw8PPl7OtvAGfT/nN+jVxRtYlxCGO4SpOvaiAlKWTFJvT1VZHQ4AdxP2jX6hT195D4qKrFB15PJGOOXcHgCV5MjOXf51jH/wGSRqhDKOgwWBKwWVvH1rl7bwVmKgxEJ88ub/QjiRhsmSRnDV3SHPWQDCY01CuTlhwaHVmJpVcN6RFl8/jAEEY83W5nVaObv81Pp/rnA2lgX8F8qZdQ2bBypBs02iNxCcVBnWuIAgkpE4jIbX/ttzncXLk/V/gcY9cslOjNVM87xPBmhollNtvmfzpT4Uk0D6fxDf+uIW6APoJBsq7fU6Ox2v58zcuQ/ZJdOyopedoG3hljLkW0i4uDKhmtD84qg4oOt5Z+js3Rbq/IcSoSAMY41KZvuRz1B59nr6e+sHHzZYc8mfchNfdR+WBvw89SehP3QRISJnK1AX3RdDi6KHxw+WiNyZSPO9uqsqfxDvYhbv/vcrIX0FGvvKtk0JBozMy++LvUHf8Vdobdp1plgsgkJQ5m6JZH0MUY/bjOyLmSXkIOl3/5mEIFN57D9lXBl5ic4DuXhff/N+tNCgc1zwSDW199Dk8xJl0pK0oJG1FYVjnk5yBvqYAIkJkKSrRTTH9KTdbcihZ8gUcvc24nJ3ojUmYLTlA/+1xUnop3W1Hhp2n0RrJm6ZscPuFgCVlMrNXfpuu5oM4+prRaE2kZM3DYA58Jz0SCKKG/Bk3kD/jBhy9TUg+D8b4jKDvhKKNoNFgzM7CUVsX5AACptwccq4N7bP90BO7IyLQAMgyel3kom4EQ6Ar88DcPJ3vPYnP1kXqmrsDnCd4YlqkBzBZsob5NQVBYPKc22k+vZn2+h24XVYEQSQpvZTs4rWY4oNrZnmhI2p0pOZOjEiIczFZsqNtgiJkXHYJNX9/IvATBQFRr2fy/feFFIN8vKaTo9UdQZ8fKKJGpNfuISVBE5H57BXhjgyTse56HfO0xZjyZ4Z5rn4mhEiPhiBqyJ58KVlFq/F5HIgandqVRSWmSb/ooqBEOnnhAvI/9hHipxSHNP+2Aw0RLcXi80q8vPkU91xbGva5vD0duBoDqw0dFLJEz763IybSsR/97weCIKLVx6kCrRLz+OyBN8dNWb6Umd/9VsgCDVB+KrId1GVgy4HIJGzJPk/EioG5Gk9GZB64QERaRWWioImLC/gcfaJyxX7aguw5GCyCAHZnaBul/qJNTAdNZNwqkitynehVkVZRiSCG1BQ08YEJtfXw8M3xYNEo3BHcHwr9LDcaKoKoidhKWtBFLhg35kXa7vHS7XQjTZCaxioq45G55rKAjvd0dys295wpaYqN5S9XryiK2FyiPjKRP6Ih8DuiYInZjcNTXX28erKJio4eZBniDVqW56Zw4/RcxBArbKmEB5/XQ+3JI7gcdlKz8kjPmRilQyPNpI/eSuNrb4DXv9IHWsvwUgXBcv3FxXxwqAmPNzLxvtetLObisshVJ9RnFuGsCX8bPV9P5Hz7MSnSxzt6+cOeU3h90mB9tB6Xl7eqWtle38lXl0wl16JsplKo1PbYqbHa0YsCMtDa5yLNrGd2RhIWfUy+zYpydM9Wdqx/Dntf7+Atp1anp2T+ChZecg3xif7XBr7Q6dq7P6BKeMacHMXmnpafzJc+Wsav/rnX73Ny0+Mom57BgROtg/HV493YJsTp+cptZSycEdnO2gllayIi0pLLjuz1IGjDXxUvJtXj2WMNeCVpxAKWPW4vD20/zvcumkFGXLSTtKHT4eaxg6c52WkbMSxeI9SxtiiDG6fnRO0OwOn1UdHRi0eSKUo0k2Ye/X3zShIun4RJq/Hb3srDe9j44uPIsjzk2+v1uDm8cyOnDu/h+nu/Rlq2urIGaH5rff9/BMEvH2r33n2Kzr9qfh5vbq/mSHXnuMeKAvz5G5chiv2fBZfHh1YUWL+zhn+8fhS78+zdgEYUmFaQzA0XF7OkNCsq/u+4mReh3fQvvN3K9lochizhbq/DkDU5vPMQgyLd0Ougrtc+Zt1ap0/iJ9uO8eCSqRQmRc43dD4ur4/f7a6kyXZ+5bez+GSZt6pa+KChg+W5qVycnzamSCrNG5XNrK9uwenxDV5EsuONPFBWRM45dyMnOnp56nAtTX39RZj0osDinBQ+XjoJ3Thftj0bXkUeY2Xo6Ovlraf/zB0PPhT067BZO6k8tAe3y0Fa9iQ0Gh2Np0/gctgxxVtIy57EpCml6A2xn43oqKsf/6BzkWUaXn2N3GuvUcyGr3x8Pp/5+YZx3R7/9YlFgwINYND1R09ctbyIK5cV0tBqo6XTTnqyifysyGwQjoUgCGTe9CBN//5vJLtyPQ+HTyT2b1RGgJgT6T6P168NWqdP4n+2H+fO2ZNYOSn4Pm0DODw+djd10e5woRUFjBqRDocHq8uDIEB+gpmL8lLRaUTWV7Wwvb6DLqfH76RSq8vLm1UtbKhp47MLJjMz7ewH2ifJeCSJt6tb2VrbTp/Hi0WvI82sQ6/RkGLUcVFeKkXJgVWme+tUMy+fbESWhya/Ntqc/GDrMRINWnLiTeQlmHinemjjX7cks62+g8PtVn62ahbaUYS6p6udjubx05y721t45IefJTE1k6T0TKbOXkzhjHmI4virre1vPcuBbW8jS1L/an2Ud12j1TK9bDmX3Hh3yJ1BwonWYsHTO3LhqNHo/GCXoiKdmRLH77+6ioee2ENt83BbDDoNX79jAUtmjZ7pKQgCeZkW8jKV85krgSG7mLx7f0nnpqexHfKzrViAaBPT0aUrV71vzLkiMksAOM5Z8fnDE4fq2NHQxY3Tc5gygohJssz+5m421rTR4/aSbtZzdXE2k5Pj6HS4qbH2+5I31LTi9Eqjzr2vuZs3TjWToNfR7nANEz5/cfkk/rKvmv9eNZPNde1srW2n0+kZVual0+mm03m2AuCWug7idRpunZHHgqwkDNqxr+JuX7/oj3VHYnV5sbp6OdYxumB0O718e9NhrpuaQ5W1D0mGaSnxLMpORqcR8bhd+Fvu1u1y0NZ4mrbG05ws30Vu0XSuuevL6PSj31ns37qe/VvfAlkedx6f18vR3VuoO3mEWz77PeIssdNM9FzSV62k9l/PBBQuJrnHKDMbJJMyE/jfr19Kr91NQ6sNp9uLw+UlJy2eggiFzYULbUIa+swiCJNIJy2/KWKdgGJOpPc1dwd8zolOG7/ccYKluam4vD6quvvQiSKl6Qnsb+6m23U2mL7J5qS8tYcEvRa7x4dPlv0SW0kGp1fC6Q39y2L3+vjhtmP0uM768/yxwebx8ffyGv5RXkNBopmCRBMgoNOIzM1IZHrq2RVNZZcNm1uZxgldLi//OHy2H+P2+g5eOtHIVxZPYfMzjwQ3qCzTUFXBppefIKdgGnablcTUTIpL56M5sxkj+XwcfP9tvwT6XHq7O3j9yd/zkc9+PzjbwkzWleuo+89zY7qIzkefEr6NV4tZT0nhhbexKzlsKN33EMCYV0JC2RpFxxyLmBJpWZYpb7UGda4k94uHwNkS0xtr2kY9vkchAQuWcwU6UCSg2mqn2tqf9SQA751uZXqKhc8umIxRq6HT4Q5bz3UZ6HJ6+PX2Cgqa6kKqknx833aO79t+ziMCOUXTMMZZcNlt2Kzjb26NRGtdNU01lWQXxF7Xlr5Tp/obxQaA9ejRMFlz4aJLy/V7c9ZfBJ2RjJu/pth4/hBTIl3easXmCa2otgwIcuitTScS8pm/jnf2b/7dN6+ITTXhj+O0eiS6UyeT1HFKwXL2Mo3VyvRzPLJ7c0yKdM/RYwGLh6/XRsfOXaQuWRxGy8bH3tBI1SN/pff4cWSvD2NWJpNuvYX0VaE1jAgHcSVL6Xz3H/jsynW5t8xZjTY+WZGx/CWmMg431yojLB8mgR5g4Ou+t7mbo+091PREprZAd8b0IfPHEl2tTdE2YWT82CwdidZ3NyhsSGB07NjJ/s99EeuBg0gOJ7LHg6OunhO/+R3HfvaLqNo2EqJWT8YNX0bQG1GkK44gkrDwytDHCZCYEul2xwitslT8RpL7I0UOt4Ux9Og8vLrYDXnzuEcPjYwmKYsXBXWes7lZYUv8w2u3U/fs81T87Bejrv47d+zk5O//FGHLxsdUOJvcT/4CYYzNaX9JXHYD+rTIZU8OEFMirRI6MmCKYBKByRbZ0peB0NnayImDO6NtxjDiJxeRsmjh0P6cfuDq6EQKsfVWoNjr6tnzqc9Q+9TT4x7bumEjR3703wGHF4YbV2MlcqgXbEHA3VyFHIX2WTEj0jsaOsdMClHxnyprH5pIhAkLAgb72Y29WHN5CAjs3/JGtM0YkWkPfpmkeXMDOsfX18fuu++ju/xQmKwayqm/PMr+z38Jn83/ZrXd+/az79Ofx90dXACA0nRt+Q9tr/xBkbEc1eU4Th1QZKxAiBmRfq4iwCwslVE50taLL0KK2ZU5IzITBUl7cz12W+TcP/6iMRgQtIHv23ttNo795Kf0VCizuToaJ3//J5rfeCuoc702Gyd+/VuFLQqczs3/pmvrM8psGp5x89iOvh/6WAESE9Ed7XYX1hBC0lSihyMhi5b8xWTW7gbkM43vYwMZGQEhZrMPe4KsEy15PNT/51lmfv+7AZ/rczho3bCJ9m3v47XbiZ9cRNaV67BMmzp4jK36NK0bNgZl2wDW8kNIbjeiPjrdknweF93bX1B2UFlGckWoge85xIRIe8dKi1OJeVoKltCXkEN64wEsXbVRaXs/IrJMRm4RprjYSlseQAi2i4gs07X/IF67Ha3ZPO7hXpuNlvc20rZlK33Vp8F3NszVfrqG1g2byL3lZgo/8XEA6p/5T3B2nUfvyUoSSyPTB3DY3HveAim0cN7hyOgzChUec3xiwt2REWdAJ8bmamciEo2Foy15EqdLr6Wm9OroGDAK81dfFW0TRiV5wfzg3ytJ4sgPfoztVNWYh9nrG9j/ha9w+m+P01d5aohAn0vDc89z+omnALBVnQ7OpvPo2n9AkXGCwdV4Iizjxs1YHpZxxyImRFoUBBZlRzZA/EIl2te63pRC8pbFhjBmF0yhuHRBtM0Yldwbr0c0BB8aZjtxksPf/QH22tELXB3+zvdwd/qXtdnw/Isc/v6PkNzKhMK626IX+SPGJYVlXPuJXWEZdyxiQqQB7p5TwKSE2CrkP5GJhlYPOK3mr7qKKXOimxkHcPF1d0TbhDGJKypkxre+gSEzI+gxfHY7lf/7f8gjrJBr/vUMngCjLKwHy/F0dQVtz7kYMkKvThksccXzwzKude/6sIw7FjEj0oIg8P2LZmDRRaZG64XIgDAHW6FPCQoT48hPMHPpTfeQP3VW1FwfJfNXkJ5TEJW5AyFp3lymfvELIY3RW3GcXZ+8f1jD2qbXoht+mH1N9O6oTFPK0IXBfyzZOnHWhzey5nxiRqQHWJijuj2CQTfwmzxHoAUiu6K26LXcM6dfGPUGI9d98kFuuv+bzFhwEUKQqdBB2ZGSxmW33Bux+UKlbdOmkMfwdndz5Ps/oq+mBgBXe0dA8c1Kk3bxRegTo1cqVhBEsj/2nf5ypcqOjDeC/Q0hBkV6QZYq0oESr9Pw09Wz+cmqmUxPtSDQ75sWBv5EyI6Vk1LJih+aJp5TOI3LbrmXucvXRsgKSEhKi9mwu5EIpAzrmOP4fJz83R/7/694ZIOfCALJixYy9Yufj87856C1pJB3369Ao2wQmzYhsh3XY06kCxLNGKPQGy0crMxLDfscOlHgN2vmkGTUkRlnpK7XEbXgil2No/syZy+7NGKr6VgNuRuNjEsvUWysvupqfC4XhvR09KmRrRGtS0pizi8fYuZ3v4WoC3+DVn9JWLBOsbE0KTkY86YrNp4/xJwaGrUaluel9q8EIzhvukmPNsQJReHsn6nJ8Xx81iSumxrebsnJRv2QVaN3hELykRBtgf5uMiPND5CYkkFJ2fLwC7UgMH3esvDOoTCJpTOV22STwV5bhyAIpK9apcyYfpK6YhmWqbFXGjb5olsQjYG1nhuN9Csi70aLOZEGuGl6DlNT4hHOCF44NUYErpycyf+sLuXXl80hzRx4hlRuvBHNGSU0azWsKczgS4uK0Yoi107N4ScXzyAuTBuiFv3QW7mRWohB+C94ggBmnRbtGCK8+oa7mLXkksHOK+GgsGQuhSWB1cSIBWb//KeKjTWQbp59TQTLagoC5tzcyM0XABqThdx7f4kmxDrQGksq5smR/2zFRMbh+Ri0Gr66eCoHW6zsburC4fWRFWfgWEcvDb1jF2EaECOzTkOKUUtd7/B2VwL9HbMXZCWztigdk67/bTDrtfxs9SyabE5+u+skXc6xK45Z9Frunp3PnMwk+txe7F4fSQbdsO7aWfEmfrKqlK+/W46SnkJRgFkZQ3vRrS3M4Gj78FoVwpkuQvF6Lb0Kd6UZeM+X5Y59e63Rall13R0svux6ak8epu7kYVrqqunpasfn9YTcRWPa3KVcduu9Ed2kVAqfzdZfZzqAllqj0V1ejqOujlMPB9naLAhEnY7UZUsjNl+g6JIyyP/CX+jd/y4dG55EdjsCHiPtqgfCYNn4xKRIQ3+CS1lWEmVZSUMer+yy8frJZppsTjSiQJxOQ1OfE7fv7Id7eoqFT84tJMmoo6XPycaaNo6cqbFcmp7AJQXpZMaNXgc5O97IDy6awe93V3Laah8WzlaQYOKmktwhHb/j9Fri9KO/nRa9lk/MKeCJ8hrO73ctAnqtiGuERrgiw5sYiAACxOm0XDxp6CbGzPQEPjojj+cqGvCdI3haQeCjpZNYkZfKL3acoLq7vwbBgHgPzCFAf4PZM+/neJI50K4s3Wxg3eTMcY7uxxRnYfq8ZUPcErvefYn9W9fj9br7N9ICFOucwmlc/rHofIkUQcELS83f/qHYWH4hCORcdw36lNje9BdEDQkLrsA0pYy6//1cQOULLAuuIG5KdBKjBKV2lgVB2ASsWrVqFZsUCCkKBIfHx+H2HtxeicIkM7kWZZJipDM9F/c1d+OVJCYlmFmem0qiMfjb9VNdNt493crJzj60osC8zEQuK8zAqNXw0vFGdjd14vJJaM5cpG6ansvBlm5eOtGE65yEhXSzgfvnFZGfOHLtBqvLw46GTrqcbpKNepblppBg6Lfb5ZN4+UQj2+s7cHj7x5yWYuGGadnkJ5jRaUQ6HW7aHW4SDVoae508ebh22ApcAEw6DctyU7iqOGtw/GBx2m2crijH63GRkVeELMsc2PY2Jw/uGPO8kvnLueyW+yZURMf5yLLM/s9/CUdDo6I9+SJBwT13knfD9dE2IyDsVeU0//sn4wu1IJC67gES54cvOmn16tVs3rwZYLMsy6uHmXAhiPSFhMsn0evyEK/XYtSe9WM7PD72t3TT5/GSHW9iZpoFMURRcvkkOh1uTFoNSX5ceBp6HZy22jFqRGamWRAEAb1GDNmO8ag5Xs62N56hq7URAEEUiU9MoXTxKmYtuQSjKS6s80eK1k2b+7ubKODyiBS5N99I4Z2xndk5Gs6GkzQ+/s1Rn9ckZVLwuT+H3Y7xRDpm3R0fVgwaEYN5eD0Hk64/6kXpubLj/W9/lWsxKXaXEggF0+dQMH0ONmsnXo+HhOQ0xGAryMUwGatX4XM4qH78SWTnxGiAkX/bR6NtQtAYc6eStOKWEUuaigYTWTc9GAWrhqOKtMqEIT4xsnG/0SD7ynWkXbSCvfd/Fp89Ms2Eg0WXnBRT8dDBkLL6NvQZ+Vh3vY6r6RSCVkdcyVKSotTPcCRUkVZRiTF0FgtzfvEzyr/xTXz2wKMQIkXuzTdG2wRFiJ+5gviZK5BlOSb3NSZerJKKyocA86Q8Fj/5OAmzSqNtyohozGZyrrk62mYoSiwKNKgiraISs4haLbP/58cYcnOibcowpj34lZgVtQsNVaRVVGKc+X/8HUKUegWORM5NN5CyMDz1mlWGo4q0ikqMI2o0zP3FT0cX6hASYUSDgYI778CYnXW2yIsggEaDxmxGn56OPjUVfXoaKcuWUPbnP1B01yeCnk8lcNSNQxWVCUBcURGLHnuE+udfoGPHTmSfj4SZMym483aMaWn9Mda/+0Ng3R4EgawrryDv5hvJu/lGXB0dyF4vhvT0CZlaf6GiirSKygRBl2Ch6J67KLrnrmHPZaxehez1curPfxmxldYwRJHcG66j4I6PDz5kSA1/aV2VwFFFWkXlAiFzzWWkLltGzT+fxlp+COgvfORoaETynC0WZpk2lWkPfgVjFHsQqviPKtIqKhcQ2jgzxfffN+Qxr62P7oMHkTxeEmaUYAyh8a1K5FFFWkXlAkcbH0faiuXRNkMlSNTdARUVFZUYRhVpFRUVlRhGFWkVFRWVGEbJetL1QG5iYiLz5s1TZEwVFRWVC50DBw5gtVoBGmRZHlZ6T0mR7gYSFRlMRUVF5cOHVZblpPMfVDK6oxooAmxApYLjqqioqFzITAHi6dfQYSi2klZRUVFRUR5141BFRUUlhlFFWkVFRSWGUUVaRUVFJYZRRVpFRUUlhlFFWkVFRSWGUUVaRUVFJYZRRVpFRUUlhlFFWkVFRSWGUUVaRUVFJYZRRVpFRUUlhlFFWkVFRSWGUUVaRUVFJYZRRVpFRUUlhlFFWkVFRSWGUUVaRUVFJYZRRVpFRUUlhvl/lOiRVOUIQNcAAAAASUVORK5CYII=\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 4500\n","Propagation at iteration: 4500\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 5000\n","Propagation at iteration: 5000\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["from itertools import chain\n","\n","# Denmune's Paramaters\n","knn = 39 # number of k-nearest neighbor, the only parameter required by the algorithm\n","\n","# create list of differnt snapshots of the propagation\n","snapshots = chain([0], range(2,5), range(5,50,5), range(50, 100, 10), range(100,500,50), range(500,1000, 100), range(1000,3000, 250),range(3000,5500,500))\n","\n","from IPython.display import clear_output\n","for snapshot in snapshots:\n"," print (\"itration\", snapshot )\n"," #clear_output(wait=True)\n"," dm = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False, prop_step=snapshot)\n"," labels, validity = dm.fit_predict(show_analyzer=False, show_noise=False) "]},{"cell_type":"code","execution_count":6,"id":"fc4b7d6e","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:17:42.997399Z","iopub.status.busy":"2023-04-30T01:17:42.996597Z","iopub.status.idle":"2023-04-30T01:17:43.40258Z","shell.execute_reply":"2023-04-30T01:17:43.403123Z"},"papermill":{"duration":0.508012,"end_time":"2023-04-30T01:17:43.403321","exception":false,"start_time":"2023-04-30T01:17:42.895309","status":"completed"},"tags":[]},"outputs":[],"source":["from PIL import Image\n","\n","# collect immages for each snapshot automatically by the algorithm in a folder named propagation\n","images = []\n","prop_folder = 'propagation'\n","img_files = os.listdir(prop_folder)\n","img_files = [os.path.join(prop_folder, f) for f in img_files]\n","sorted_files = sorted (img_files, key=os.path.getmtime) \n","for filename in sorted_files:\n"," im = Image.open(filename)\n"," images.append(im)\n","\n","# create annimated gif to show evolution of the propagation\n","images[0].save('propagation.gif', save_all=True, append_images=images[1:], optimize=False, duration=800, loop=1)"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":230.140421,"end_time":"2023-04-30T01:17:44.716833","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2023-04-30T01:13:54.576412","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
diff --git a/kaggle/detecting-non-groundtruth-datasets.ipynb b/kaggle/detecting-non-groundtruth-datasets.ipynb
index d07814f..e4ff26a 100644
--- a/kaggle/detecting-non-groundtruth-datasets.ipynb
+++ b/kaggle/detecting-non-groundtruth-datasets.ipynb
@@ -1 +1 @@
-{"cells":[{"source":"
","metadata":{},"cell_type":"markdown","outputs":[],"execution_count":0},{"cell_type":"code","execution_count":1,"id":"c650dccb","metadata":{"execution":{"iopub.execute_input":"2022-01-28T17:01:01.243077Z","iopub.status.busy":"2022-01-28T17:01:01.241951Z","iopub.status.idle":"2022-01-28T17:01:01.250321Z","shell.execute_reply":"2022-01-28T17:01:01.250885Z","shell.execute_reply.started":"2022-01-27T06:47:50.099894Z"},"id":"W6C6cdWrvhI_","papermill":{"duration":0.020174,"end_time":"2022-01-28T17:01:01.251176","exception":false,"start_time":"2022-01-28T17:01:01.231002","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","import time\n","import os.path\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"code","execution_count":2,"id":"003d1ec7","metadata":{"execution":{"iopub.execute_input":"2022-01-28T17:01:01.26491Z","iopub.status.busy":"2022-01-28T17:01:01.264365Z","iopub.status.idle":"2022-01-28T17:01:15.533438Z","shell.execute_reply":"2022-01-28T17:01:15.533973Z","shell.execute_reply.started":"2022-01-27T06:47:53.662042Z"},"id":"SBamcWlTvhJF","papermill":{"duration":14.277335,"end_time":"2022-01-28T17:01:15.534137","exception":false,"start_time":"2022-01-28T17:01:01.256802","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting denmune\r\n"," Downloading denmune-0.0.9.0-py3-none-any.whl (13 kB)\r\n","Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.5)\r\n","Requirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n","Requirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n","Requirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.20.3)\r\n","Collecting anytree>=2.8.0\r\n"," Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n"," |████████████████████████████████| 41 kB 98 kB/s \r\n","\u001b[?25hRequirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n","Collecting ngt>=1.11.6\r\n"," Downloading ngt-1.12.2-cp37-cp37m-manylinux1_x86_64.whl (2.2 MB)\r\n"," |████████████████████████████████| 2.2 MB 1.5 MB/s \r\n","\u001b[?25hCollecting treelib>=1.6.1\r\n"," Downloading treelib-1.6.1.tar.gz (24 kB)\r\n"," Preparing metadata (setup.py) ... \u001b[?25l-\b \bdone\r\n","\u001b[?25hRequirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n","Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n","Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n","Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n","Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n","Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.4)\r\n","Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n","Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n","Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.9.0)\r\n","Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n","Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n","Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n","Requirement already satisfied: future in /opt/conda/lib/python3.7/site-packages (from treelib>=1.6.1->denmune) (0.18.2)\r\n","Building wheels for collected packages: treelib\r\n"," Building wheel for treelib (setup.py) ... \u001b[?25l-\b \b\\\b \bdone\r\n","\u001b[?25h Created wheel for treelib: filename=treelib-1.6.1-py3-none-any.whl size=18386 sha256=c9fc88fcc62ccee93209a9c6ee2a4bbe17bb1537e6c3c43bc701bb73b4f3f75f\r\n"," Stored in directory: /root/.cache/pip/wheels/89/be/94/2c6d949ce599d1443426d83ba4dc93cd35c0f4638260930a53\r\n","Successfully built treelib\r\n","Installing collected packages: treelib, ngt, anytree, denmune\r\n","Successfully installed anytree-2.8.0 denmune-0.0.9.0 ngt-1.12.2 treelib-1.6.1\r\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"]}],"source":["# install DenMune clustering algorithm using pip command from the offecial Python repository, PyPi\n","# from https://pypi.org/project/denmune/\n","!pip install denmune\n","\n","# now import it\n","from denmune import DenMune"]},{"cell_type":"code","execution_count":3,"id":"356329ff","metadata":{"execution":{"iopub.execute_input":"2022-01-28T17:01:15.563255Z","iopub.status.busy":"2022-01-28T17:01:15.562674Z","iopub.status.idle":"2022-01-28T17:01:20.976294Z","shell.execute_reply":"2022-01-28T17:01:20.97682Z","shell.execute_reply.started":"2022-01-27T06:48:12.699209Z"},"id":"MYyUY1M9vhJG","outputId":"26217182-5f33-4460-a60b-133e1ec3afc1","papermill":{"duration":5.429168,"end_time":"2022-01-28T17:01:20.977014","exception":false,"start_time":"2022-01-28T17:01:15.547846","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Cloning into 'datasets'...\r\n","remote: Enumerating objects: 52, done.\u001b[K\r\n","remote: Counting objects: 100% (52/52), done.\u001b[K\r\n","remote: Compressing objects: 100% (43/43), done.\u001b[K\r\n","remote: Total 52 (delta 8), reused 49 (delta 8), pack-reused 0\u001b[K\r\n","Unpacking objects: 100% (52/52), 20.40 MiB | 6.04 MiB/s, done.\r\n"]}],"source":["# clone datasets from our repository datasets\n","if not os.path.exists('datasets'):\n"," !git clone https://github.com/egy1st/datasets"]},{"cell_type":"code","execution_count":4,"id":"0aa40f92","metadata":{"execution":{"iopub.execute_input":"2022-01-28T17:01:21.017253Z","iopub.status.busy":"2022-01-28T17:01:21.016671Z","iopub.status.idle":"2022-01-28T17:01:47.0981Z","shell.execute_reply":"2022-01-28T17:01:47.098636Z","shell.execute_reply.started":"2022-01-27T06:48:25.642207Z"},"id":"3MWrIsC4vhJH","outputId":"2afc904d-89c3-429c-c478-60fd6f6e770b","papermill":{"duration":26.10537,"end_time":"2022-01-28T17:01:47.098823","exception":false,"start_time":"2022-01-28T17:01:20.993453","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 7.856\n","│ ├── NGT: 0.453\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 0\n","│ └── detected: 9\n","└── n_points\n"," ├── dim: 2\n"," ├── noise\n"," │ ├── type-1: 0\n"," │ └── type-2: 516\n"," ├── plot_size: 10000\n"," ├── size: 10000\n"," ├── strong: 5860\n"," └── weak\n"," ├── all: 4140\n"," ├── failed to merge: 516\n"," └── succeeded to merge: 3624\n","\n","Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 5.602\n","│ ├── NGT: 0.422\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 0\n","│ └── detected: 6\n","└── n_points\n"," ├── dim: 2\n"," ├── noise\n"," │ ├── type-1: 1\n"," │ └── type-2: 210\n"," ├── plot_size: 8000\n"," ├── size: 8000\n"," ├── strong: 4649\n"," └── weak\n"," ├── all: 3351\n"," ├── failed to merge: 210\n"," └── succeeded to merge: 3141\n","\n","Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 5.669\n","│ ├── NGT: 0.375\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 0\n","│ └── detected: 6\n","└── n_points\n"," ├── dim: 2\n"," ├── noise\n"," │ ├── type-1: 0\n"," │ └── type-2: 692\n"," ├── plot_size: 8000\n"," ├── size: 8000\n"," ├── strong: 4522\n"," └── weak\n"," ├── all: 3478\n"," ├── failed to merge: 692\n"," └── succeeded to merge: 2786\n","\n","Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 5.399\n","│ ├── NGT: 0.426\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 0\n","│ └── detected: 8\n","└── n_points\n"," ├── dim: 2\n"," ├── noise\n"," │ ├── type-1: 0\n"," │ └── type-2: 122\n"," ├── plot_size: 8000\n"," ├── size: 8000\n"," ├── strong: 4561\n"," └── weak\n"," ├── all: 3439\n"," ├── failed to merge: 122\n"," └── succeeded to merge: 3317\n","\n"]}],"source":["data_path = 'datasets/denmune/chameleon/' \n","datasets = [\"t7.10k\", \"t4.8k\", \"t5.8k\", \"t8.8k\"]\n","\n","for dataset in datasets:\n"," data_file = data_path + dataset + '.csv'\n"," X_train = pd.read_csv(data_file, sep=',', header=None)\n","\n"," dm = DenMune(train_data=X_train, k_nearest=39, rgn_tsne=False)\n"," labels, validity = dm.fit_predict(show_noise=True, show_analyzer=True)\n"]},{"cell_type":"code","execution_count":5,"id":"d0346560","metadata":{"execution":{"iopub.execute_input":"2022-01-28T17:01:47.155938Z","iopub.status.busy":"2022-01-28T17:01:47.15499Z","iopub.status.idle":"2022-01-28T17:01:48.25692Z","shell.execute_reply":"2022-01-28T17:01:48.257918Z","shell.execute_reply.started":"2022-01-27T06:49:13.828634Z"},"id":"UaQxVbE3cqh1","outputId":"274a7988-5d5d-41a2-8c01-4d1a23add714","papermill":{"duration":1.133098,"end_time":"2022-01-28T17:01:48.258184","exception":false,"start_time":"2022-01-28T17:01:47.125086","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.788\n","│ ├── NGT: 0.056\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 0\n","│ └── detected: 8\n","└── n_points\n"," ├── dim: 2\n"," ├── noise\n"," │ ├── type-1: 0\n"," │ └── type-2: 141\n"," ├── plot_size: 2309\n"," ├── size: 2309\n"," ├── strong: 1352\n"," └── weak\n"," ├── all: 957\n"," ├── failed to merge: 141\n"," └── succeeded to merge: 816\n","\n"]}],"source":["dataset = \"clusterable\"\n","data_file = data_path + dataset + '.csv'\n","X_train = pd.read_csv(data_file, sep=',', header=None)\n","\n","dm = DenMune(train_data=X_train, k_nearest=24, rgn_tsne=False)\n","labels, validity = dm.fit_predict(show_noise=True, show_analyzer=True)\n"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":56.974388,"end_time":"2022-01-28T17:01:49.008054","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2022-01-28T17:00:52.033666","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
+{"cells":[{"source":"
","metadata":{},"cell_type":"markdown"},{"cell_type":"code","execution_count":1,"id":"806b4073","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:08:35.610697Z","iopub.status.busy":"2023-04-30T01:08:35.60885Z","iopub.status.idle":"2023-04-30T01:08:35.620505Z","shell.execute_reply":"2023-04-30T01:08:35.621061Z","shell.execute_reply.started":"2022-01-27T06:47:50.099894Z"},"id":"W6C6cdWrvhI_","papermill":{"duration":0.025144,"end_time":"2023-04-30T01:08:35.621482","exception":false,"start_time":"2023-04-30T01:08:35.596338","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","import time\n","import os.path\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"code","execution_count":2,"id":"e9986e80","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:08:35.638788Z","iopub.status.busy":"2023-04-30T01:08:35.638026Z","iopub.status.idle":"2023-04-30T01:08:49.327596Z","shell.execute_reply":"2023-04-30T01:08:49.326844Z","shell.execute_reply.started":"2022-01-27T06:47:53.662042Z"},"id":"SBamcWlTvhJF","papermill":{"duration":13.700304,"end_time":"2023-04-30T01:08:49.3278","exception":false,"start_time":"2023-04-30T01:08:35.627496","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting denmune\r\n"," Downloading denmune-1.12-py3-none-any.whl (19 kB)\r\n","Collecting ngt>=1.11.6\r\n"," Downloading ngt-2.0.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (9.2 MB)\r\n"," |████████████████████████████████| 9.2 MB 4.6 MB/s \r\n","\u001b[?25hRequirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n","Requirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n","Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.5)\r\n","Requirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n","Collecting treelib>=1.6.1\r\n"," Downloading treelib-1.6.4-py3-none-any.whl (18 kB)\r\n","Requirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.20.3)\r\n","Collecting anytree>=2.8.0\r\n"," Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n"," |████████████████████████████████| 41 kB 480 kB/s \r\n","\u001b[?25hRequirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n","Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n","Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n","Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n","Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n","Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.4)\r\n","Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n","Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n","Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.9.0)\r\n","Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n","Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n","Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n","Installing collected packages: treelib, ngt, anytree, denmune\r\n","Successfully installed anytree-2.8.0 denmune-1.12 ngt-2.0.4 treelib-1.6.4\r\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"]}],"source":["# install DenMune clustering algorithm using pip command from the offecial Python repository, PyPi\n","# from https://pypi.org/project/denmune/\n","!pip install denmune\n","\n","# now import it\n","from denmune import DenMune"]},{"cell_type":"code","execution_count":3,"id":"b391d4ec","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:08:49.361204Z","iopub.status.busy":"2023-04-30T01:08:49.360247Z","iopub.status.idle":"2023-04-30T01:08:55.492581Z","shell.execute_reply":"2023-04-30T01:08:55.491953Z","shell.execute_reply.started":"2022-01-27T06:48:12.699209Z"},"id":"MYyUY1M9vhJG","outputId":"26217182-5f33-4460-a60b-133e1ec3afc1","papermill":{"duration":6.151601,"end_time":"2023-04-30T01:08:55.492769","exception":false,"start_time":"2023-04-30T01:08:49.341168","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Cloning into 'datasets'...\r\n","remote: Enumerating objects: 68, done.\u001b[K\r\n","remote: Counting objects: 100% (68/68), done.\u001b[K\r\n","remote: Compressing objects: 100% (56/56), done.\u001b[K\r\n","remote: Total 68 (delta 12), reused 63 (delta 10), pack-reused 0\u001b[K\r\n","Unpacking objects: 100% (68/68), 20.59 MiB | 5.84 MiB/s, done.\r\n"]}],"source":["# clone datasets from our repository datasets\n","if not os.path.exists('datasets'):\n"," !git clone https://github.com/egy1st/datasets"]},{"cell_type":"code","execution_count":4,"id":"dfff6f33","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:08:55.529571Z","iopub.status.busy":"2023-04-30T01:08:55.528521Z","iopub.status.idle":"2023-04-30T01:09:25.61285Z","shell.execute_reply":"2023-04-30T01:09:25.610877Z","shell.execute_reply.started":"2022-01-27T06:48:25.642207Z"},"id":"3MWrIsC4vhJH","outputId":"2afc904d-89c3-429c-c478-60fd6f6e770b","papermill":{"duration":30.103903,"end_time":"2023-04-30T01:09:25.613035","exception":false,"start_time":"2023-04-30T01:08:55.509132","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 9.081\n","│ ├── NGT: 0.556\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 0\n","│ └── detected: 9\n","└── n_points\n"," ├── dim: 2\n"," ├── noise\n"," │ ├── type-1: 0\n"," │ └── type-2: 516\n"," ├── plot_size: 10000\n"," ├── size: 10000\n"," ├── strong: 5860\n"," └── weak\n"," ├── all: 4140\n"," ├── failed to merge: 516\n"," └── succeeded to merge: 3624\n","\n","Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 6.425\n","│ ├── NGT: 0.501\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 0\n","│ └── detected: 6\n","└── n_points\n"," ├── dim: 2\n"," ├── noise\n"," │ ├── type-1: 1\n"," │ └── type-2: 210\n"," ├── plot_size: 8000\n"," ├── size: 8000\n"," ├── strong: 4649\n"," └── weak\n"," ├── all: 3351\n"," ├── failed to merge: 210\n"," └── succeeded to merge: 3141\n","\n","Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 6.542\n","│ ├── NGT: 0.384\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 0\n","│ └── detected: 6\n","└── n_points\n"," ├── dim: 2\n"," ├── noise\n"," │ ├── type-1: 0\n"," │ └── type-2: 692\n"," ├── plot_size: 8000\n"," ├── size: 8000\n"," ├── strong: 4522\n"," └── weak\n"," ├── all: 3478\n"," ├── failed to merge: 692\n"," └── succeeded to merge: 2786\n","\n","Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 6.41\n","│ ├── NGT: 0.398\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 0\n","│ └── detected: 8\n","└── n_points\n"," ├── dim: 2\n"," ├── noise\n"," │ ├── type-1: 0\n"," │ └── type-2: 122\n"," ├── plot_size: 8000\n"," ├── size: 8000\n"," ├── strong: 4561\n"," └── weak\n"," ├── all: 3439\n"," ├── failed to merge: 122\n"," └── succeeded to merge: 3317\n","\n"]}],"source":["data_path = 'datasets/denmune/chameleon/' \n","datasets = [\"t7.10k\", \"t4.8k\", \"t5.8k\", \"t8.8k\"]\n","\n","for dataset in datasets:\n"," data_file = data_path + dataset + '.csv'\n"," X_train = pd.read_csv(data_file, sep=',', header=None)\n","\n"," dm = DenMune(train_data=X_train, k_nearest=39, rgn_tsne=False)\n"," labels, validity = dm.fit_predict(show_noise=True, show_analyzer=True)\n"]},{"cell_type":"code","execution_count":5,"id":"c963b3d1","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:09:25.670636Z","iopub.status.busy":"2023-04-30T01:09:25.669799Z","iopub.status.idle":"2023-04-30T01:09:26.831829Z","shell.execute_reply":"2023-04-30T01:09:26.832537Z","shell.execute_reply.started":"2022-01-27T06:49:13.828634Z"},"id":"UaQxVbE3cqh1","outputId":"274a7988-5d5d-41a2-8c01-4d1a23add714","papermill":{"duration":1.194845,"end_time":"2023-04-30T01:09:26.832833","exception":false,"start_time":"2023-04-30T01:09:25.637988","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.872\n","│ ├── NGT: 0.059\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 0\n","│ └── detected: 8\n","└── n_points\n"," ├── dim: 2\n"," ├── noise\n"," │ ├── type-1: 0\n"," │ └── type-2: 141\n"," ├── plot_size: 2309\n"," ├── size: 2309\n"," ├── strong: 1352\n"," └── weak\n"," ├── all: 957\n"," ├── failed to merge: 141\n"," └── succeeded to merge: 816\n","\n"]}],"source":["dataset = \"clusterable\"\n","data_file = data_path + dataset + '.csv'\n","X_train = pd.read_csv(data_file, sep=',', header=None)\n","\n","dm = DenMune(train_data=X_train, k_nearest=24, rgn_tsne=False)\n","labels, validity = dm.fit_predict(show_noise=True, show_analyzer=True)\n"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":62.27243,"end_time":"2023-04-30T01:09:27.981541","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2023-04-30T01:08:25.709111","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
diff --git a/kaggle/detection-of-2d-shape-datasets.ipynb b/kaggle/detection-of-2d-shape-datasets.ipynb
index cdfc1fc..b31565c 100644
--- a/kaggle/detection-of-2d-shape-datasets.ipynb
+++ b/kaggle/detection-of-2d-shape-datasets.ipynb
@@ -1 +1 @@
-{"cells":[{"source":"
","metadata":{},"cell_type":"markdown","outputs":[],"execution_count":0},{"cell_type":"code","execution_count":1,"id":"a4c30b8d","metadata":{"execution":{"iopub.execute_input":"2022-01-28T16:56:58.132032Z","iopub.status.busy":"2022-01-28T16:56:58.130262Z","iopub.status.idle":"2022-01-28T16:56:58.136425Z","shell.execute_reply":"2022-01-28T16:56:58.135562Z","shell.execute_reply.started":"2022-01-28T16:49:10.436326Z"},"id":"W6C6cdWrvhI_","papermill":{"duration":0.021211,"end_time":"2022-01-28T16:56:58.136646","exception":false,"start_time":"2022-01-28T16:56:58.115435","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","import time\n","import os.path\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"code","execution_count":2,"id":"a632b8a0","metadata":{"execution":{"iopub.execute_input":"2022-01-28T16:56:58.152914Z","iopub.status.busy":"2022-01-28T16:56:58.152215Z","iopub.status.idle":"2022-01-28T16:57:13.579652Z","shell.execute_reply":"2022-01-28T16:57:13.578879Z","shell.execute_reply.started":"2022-01-27T07:16:00.660191Z"},"id":"SBamcWlTvhJF","papermill":{"duration":15.437656,"end_time":"2022-01-28T16:57:13.579814","exception":false,"start_time":"2022-01-28T16:56:58.142158","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting denmune\r\n"," Downloading denmune-0.0.9.0-py3-none-any.whl (13 kB)\r\n","Requirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n","Requirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n","Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.5)\r\n","Collecting anytree>=2.8.0\r\n"," Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n"," |████████████████████████████████| 41 kB 221 kB/s \r\n","\u001b[?25hRequirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.20.3)\r\n","Collecting treelib>=1.6.1\r\n"," Downloading treelib-1.6.1.tar.gz (24 kB)\r\n"," Preparing metadata (setup.py) ... \u001b[?25l-\b \bdone\r\n","\u001b[?25hCollecting ngt>=1.11.6\r\n"," Downloading ngt-1.12.2-cp37-cp37m-manylinux1_x86_64.whl (2.2 MB)\r\n"," |████████████████████████████████| 2.2 MB 8.6 MB/s \r\n","\u001b[?25hRequirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n","Requirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n","Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n","Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n","Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n","Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n","Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.4)\r\n","Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n","Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n","Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.9.0)\r\n","Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n","Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n","Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n","Requirement already satisfied: future in /opt/conda/lib/python3.7/site-packages (from treelib>=1.6.1->denmune) (0.18.2)\r\n","Building wheels for collected packages: treelib\r\n"," Building wheel for treelib (setup.py) ... \u001b[?25l-\b \b\\\b \bdone\r\n","\u001b[?25h Created wheel for treelib: filename=treelib-1.6.1-py3-none-any.whl size=18386 sha256=790e3e5ac39edbd8a70de7cfff125e694d3d84c58d1ca28d6251f09585eb39bb\r\n"," Stored in directory: /root/.cache/pip/wheels/89/be/94/2c6d949ce599d1443426d83ba4dc93cd35c0f4638260930a53\r\n","Successfully built treelib\r\n","Installing collected packages: treelib, ngt, anytree, denmune\r\n","Successfully installed anytree-2.8.0 denmune-0.0.9.0 ngt-1.12.2 treelib-1.6.1\r\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"]}],"source":["# install DenMune clustering algorithm using pip command from the offecial Python repository, PyPi\n","# from https://pypi.org/project/denmune/\n","!pip install denmune\n","\n","# now import it\n","from denmune import DenMune"]},{"cell_type":"code","execution_count":3,"id":"5b1f3c45","metadata":{"execution":{"iopub.execute_input":"2022-01-28T16:57:13.606698Z","iopub.status.busy":"2022-01-28T16:57:13.606019Z","iopub.status.idle":"2022-01-28T16:57:18.900178Z","shell.execute_reply":"2022-01-28T16:57:18.898501Z","shell.execute_reply.started":"2022-01-27T07:16:21.053872Z"},"id":"MYyUY1M9vhJG","outputId":"67b0da96-236d-4bb2-985f-75acb416a207","papermill":{"duration":5.308698,"end_time":"2022-01-28T16:57:18.900338","exception":false,"start_time":"2022-01-28T16:57:13.59164","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Cloning into 'datasets'...\r\n","remote: Enumerating objects: 52, done.\u001b[K\r\n","remote: Counting objects: 100% (52/52), done.\u001b[K\r\n","remote: Compressing objects: 100% (43/43), done.\u001b[K\r\n","remote: Total 52 (delta 8), reused 49 (delta 8), pack-reused 0\u001b[K\r\n","Unpacking objects: 100% (52/52), 20.40 MiB | 6.10 MiB/s, done.\r\n"]}],"source":["# clone datasets from our repository datasets\n","if not os.path.exists('datasets'):\n"," !git clone https://github.com/egy1st/datasets"]},{"cell_type":"code","execution_count":4,"id":"c428f91a","metadata":{"execution":{"iopub.execute_input":"2022-01-28T16:57:18.981876Z","iopub.status.busy":"2022-01-28T16:57:18.942158Z","iopub.status.idle":"2022-01-28T16:57:22.806781Z","shell.execute_reply":"2022-01-28T16:57:22.80842Z","shell.execute_reply.started":"2022-01-27T07:16:24.099867Z"},"id":"3MWrIsC4vhJH","outputId":"a75ef269-5cb1-4974-fd99-167e0d6c0e77","papermill":{"duration":3.893476,"end_time":"2022-01-28T16:57:22.808921","exception":false,"start_time":"2022-01-28T16:57:18.915445","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Dataset: aggregation\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAACgLUlEQVR4nOx9dZzc1tn1uRqe2Vlm9u6amSFmO3GYqUmTNm1Tfst906/NW0iZOaW0oYaZndgxMzOuveBlHObR/f6QNCNpJM3sem3vOnPy23hXurr3akY6enTuA4RSijTSSCONNIYnmEs9gTTSSCONNNSRJuk00kgjjWGMNEmnkUYaaQxjpEk6jTTSSGMYQz9UHRFC9gMYBcADoH6o+k0jjTTSuMxRByADQAOldLp8Jxkq7w5CiANA1pB0lkYaaaTx0YOTUpot3zhkljQ4CzorKysL06ZNG8Ju00gjjTQuXxw4cABOpxPgODQBQ0nS9QDKpk2bhg0bNgxht2mkkUYaly+WLl2KjRs3AioycXrhMI000khjGCNN0mmkkUYawxhDKXekMUzBRkIId7eA6PQwFFSAEHKpp5RGGmmkiDRJX8agbBT9W16Ga+9qsH5uTcKQW4zsK26HffKSSzy7NNJIIxWkSfoyRvc7f4fn8AbJtnBfB7rf+gtoJIzM6SsvybzSSCON1JEm6csUoe7mBIIWo3/T87BPWQKiM8S2BTsa4D60HlGvA4bsItinLocht+TCTzaNNNJQRZqkhzECLSfh3PkW/M1HQRgdrHUzkTXnehgLKiTtoj4X3Ic3IuLsgj4jBxmTlsBzbJtm31GvE/7GI7DWcgFOPWseh2v3u5I2jh1vIG/lJ5A1+zrVfkLdzfAc2wo26IOpaBRsE64AYzAN8ozTSCMNOdIkfRER9TpBIyHo7LkgjE6zrfvwRnS//ShA2fi2g+vgOb4NxXf+P1gqJ3DbDm1Az+p/gkbCsXb9m16EqbQu6XzYoC/Wr5ygAQCUonftkzAV18BcMV66i42i591/wH1ovWR73/pnUHTbt2GuGJd0/DTSSCM50iR9EeBvOor+TS8gcO44AECfmY/MWVcja+4NIITzggw7uhBoOgIQAmPpaPSs/peEoAXQUAA97zyK8s//GcG20+h+5298OwrwIf40yiJw7gR3gMSTI94GAPrW/xes3wPX/jUqM+fa9295GSUf+z/JHsfWVxIIGuCs+o6Xfo6Kz/0JOls6S0AaaZwv0iStglBXE9wH1yHi7oM+uxD2qcthzCsbcD++M/vR+dIvQdlobFvE1YO+df9FuLcNeVd9Cj3v/p2TJwRSJgRgowCIjGQ5hPs7EWg6AteBtdwxlAKQ52ChmgQNABFnD3ref4zrg4hc5mX9+c8eQPuzj6Dgxq9An5ENGgnDtfd91XNmAz64D65D9oJbtD+cNNIYJLrbmuBx9MGek4f8kspLPZ0LijRJK6B33dNw7nhTss258y3kLvnYgImnd+0TEoIWw31wHcKOTgSajkp3sIIFTQEo+zRHnN28taxE0MLhFDCYgEgogaAT+o0RtXJ//sbD6Hjhpyh74BcI9bYi6nMpj8mDe2tIk3QaQ4vOlgZseP0p9LQ3x7YVlFZh2S2fREHp5UnW6YhDGTxHtyQQNACAUvRteBa+swdT7ivYVo9wb5tmm0Dj4cSNEgOYJ0zKxn9AwZgzQHR6BfKVwlxSA/vU5bLOeQudUqmkErPKlScU6myEr34fN24SEL0haZs00hgI+rvb8ea/fyMhaICzqt/496/h7OvSPN7j7MPBrWuwZ/1baDp5CJRNlBOHI9KWtAxOpQU0EVx73oW1ZmrSfiLuPniObY2TnmKUnxrBEtG+RJkClKJ33dOwVE+Gu79Dcx7h3jbYp18J98F1sj4Gd4H66vei4NrPw5BfhnBPq2o765jZg+o/jY8OIuEQTh3cgTOH9yAcDqGoogaT5ixFVl5hbL9OpwdhOFty/+b3EQoFFPsKBnw4uGUNFt94b8I+Sim2vvcCDm37EFR03WfnFeGae7+E3KKBy5gXE2mSliHYcUZ7f7v2fhoNo+eD/8BzcD0vcwiWMC9dJJC1/G+qzt2iYyL9HYjmlUJK6ArzYaMw5lfItyr2qbpdPGfe+shZeAe6Xv+D4pjGgnLYxi9Qn34aH3n4PS68/u/foK8r/qBvbzqNQ9vWYvTUuehoqoezrwt6vRGjp8zGrGU34OyxvZp9nj22V5Gk9216Fwe3Ji6OO3o78ebjv8M9X/8pjCbz+Z/UBUJa7pCBMWh/WSSJD3DPB/+Be/9aFR1aSoLiQBJut9oioOSoGGn6Gw7BOm6u5nxYvwdsyAdT6WjROCr9EybxbzFBU4qIqweufR/AWjsDBdd/EbqMbFF7AmvtdBR/7Ptg9EbNeaXx0cbGN/8rIWiAs3ijkTBO7N0CZy8nXUQiIRzftxUv//2niIbDSl3Fjg34vNj4xtPYs+FteJz9AIBoJIKDW9eqHud1O3DqwPYhOKMLh7QlLYN17Fx45NKAiKgyRBZixNUL197V8NXvAWVZmIprEoNICCPTfTmvC6LTo/Dmr8G5+x0Emo8n1Zb5ziR/0WgEGVOWw3dyl6Z84dzxJgpu+DI6nvsxIs5ula6FvgWLWkrOwoPD33AI/sbD6NvwDIpu+SYqv/Q3+JuPggb9MBZWpSMU00gKj6sfZ4/t12xDQUFE16Df64bZmoFIJJGoKeUkwUg4hCO7NgAAdn/4Buavuh2lo8bC73UJnXKQvbyeqz+GSXOXDfZ0LjjSJC2Cv/ko/PV7kGDJUgCEQGfPhX3mNWBDAYT62tH5/E8kXg7h3lYFWYN3haPc77rMPGSMX4DMGVdxhMboEXH2IOLoTGGGidKJwZ6bhOApfKf3INzfAUNeKSKubmVDXfDuIIR/sIg0cfHVzZ8XG/Ch45Vfo+Kzv4d1VHKNPo00BDi6OyTacAzi65jKXUiBgM+jYD/E12zE2R1ZlsXW917Ewmvv5pd1xIYSABAQhiQcNxyRJmkeYUcXOl/8BdhQINH6BYUhvwLm8nFo+8+3OWIm4PVZJZ1ZYbEPAEBgn7ocuYvvQqinBS2PfQuhribFdhyxay3uUZgrJ8KYXw6iN4BGIzJilZ1fbxvCPS183/LzEw7jbozM6Vcia8518BzfDuf218EG/fy0ZJZ8KADX/jXIXfIxjXmmkQbnWXFs9yb0drbGiVWTHBP3UUpRM2EGGo7vB6WUI1fxwrxCfycPbAdVtkpAWQrCMKgaO2VwJ3WRcFmTNBsOItTVDKI3wFhYGYvuU4Jr3/scQQuQtY30d8Ld0yLqXOTLTFXeoxJAEeo4i6jPjfZnH0HU06/ZNhl0WQXoXfsEjAWV3IKmcJEq+kSLvUUQd8GTwVI1Ebkr7gdjMCFj/AL0b3xe82aKRTamkYYKTh/ahQ9f/jei0Uhsm0DUgueGHETFWm7gZRKjyYyC0mp0tZxFJBxOdPvnj+lqadCcm8Vmx+gpcwZxVhcPlyVJUzaK/o3Pw7V/DdiAFwBgyCni8ihPWSppG+pqgq9+HzyHN6o/3SkFjQT5P4gGFycnVt/ZA3DsfDM5QdPkr2DeQxuksop67IsCRL7S/LztU5Yh//ovxB5mqfg6Jyx+ppGGCI6eDqx96TGwbJS7j2SGQexv+XbwpgWl0n389R0OBdHeeApGs0WiUye0TwKDyYL9m1Yjp7AEo8ZPh04//Chx+M1oCND91l/gObpFsi3c34nut/8KGgkhc8ZVYEN+dL3xR/hO8249wuu/oqsclf6e+jUgAwFYFt4TOxR2yS1bBWuY8Bax0kUoWP5KVrSYyJXG5a/8jMmLJW8b+sx8mIprEOw4q3pGtrHD2wpJ49LiyK4NYNkoKKvitaRGqJTGbkUB8jdhRRkjKUETgf0BAM6eDuxa9wYAwJqRhavu/hzKRo1N0sfFxWXnghfsbEwgaDH6N70AGg2j+52/xQkagCzMT/Tr+UQlEenvMTlCqU9lTS3xWO2L0Dp2LuJRhYxGn1IYC8phrpqUsD170R2qfRhyS5AxaVFK/afx0UR3a1MKbqWIacqEYSRGBSOSQyhlQVlWYo0H/T4YjGZ+fwrWk8bt4PM48c5Tf4Srvyd5PxcRlx1Je48nyaPsc8F9ZLPUmlW6iITMcucFuQXO9WmtnZG8uYZ+zjdQJM+opw/Gompp2HcsnJw/TrDGhe0MA9v4K6B0vrbRs1B401ehz8yTbLeMmoySe34AxmhJMs80PsowGE2pkSfiXhZEtAjIRhXiDUSyCQWFNSOTv55lcQgq0qW4ndw6D4eCOLJzfUrzvVi47OQOViVsVIxg6+n4F6X1lB+AthVDMouXUpirJsJzdBPYgE82lmilGhB5YYgW++IHSBcshQtcZ0DB9V9C25PfAxvwJI6v04MxmmI1D7mMeyz6N72AUHczCm/+WsKFmzHhCtjGzUOg+RjYgA+GgvJBZQRM46OHusmz0Xgi9Xw3MaRw7wm5N5x9XQlyISFM3GpWDd5SXl9qqT820NleUFxWljQXAl2u3YgQ6LMK+ANSeA0b8CQoiKZ1SeA9thXFd34Xuowc8YGx/VIhjgEIg4ypy5A19wYV6SFO2NYxs6HPzOe2Sdry8kc0whM0/7doLO/x7cp6OQDC6GCpngzbuLlpgk4jZYyeMgeG8wi5VvVhVsqJI/pd8IuOWeX8vqz84th2tb7lRoqrvwfHdm/CsT2b4Hb0DuY0zguXhSUd7u9A/5aX4T2+HTQS4jYqJjaiMJeOQcakxejf/AKg9Co1BKBBHxQf0fxcgh1nYS4fi8ovPQrvqV0INB+Da+9q5WN4sH4v/PX7tEaFLovLe+09sYP3bVbx4daA+8A6SVRlGmkkQzgUxKmDO3gLlKByzCSMnjIHeoMROr0B8666DZvfeibxQLH1Synv0UGkC4KExL08FCAmWkIIHzMm9Mn/j/87M7cQd33p+3jz8d+iU8M1r6R6NBqO7QcLivpDu3DmyJ7Y+IQwGDNtHpbedD/0hovj2TTiSTrU24r2p/8PUZ9btkf2RfEItJxEx7M/gqVqEvxnDwzxbMRBKEpeIsLUWLQ/9xME206B6AwwV05I6j4XcXUj6nVqjp67+C7ozDZEXKKFjwG+LUTcw2vRJI3hjf7uDrz1+O/gdsYtzPoju7Fn/du46VPfRGZuAarHTcGuta8j6PdKD1bI7kjBB6kwjPQWlkGn14NVSDUqJmp5VKOrvxvP/fH/MGPJdehqaUzwDqGUQqfT4/D2D3Fw25p4KlOR1U0pi5P7t4GyLK6888FkH8+QYMTLHX3rnlYn6ITfOdIM93fA33QEjDUzhRE0mJOXImI/AOSRiok5mikijm74Gw6CDfoR9bniEoOGDsct0KkRLiddCDULObkD0F78VN6ut+erziGNNMSglGL1s3+VELQAV383Vj/7KELBAN5+4g8IBnzqnkayaEGd3oDpi68BiLrfczQS4d36lLqTSSC81wghBB5XPw7v+BBLb/kEzBab5DiDwQg2GgVLpR4kSv7dpw/tTJq/eqgwIkiaRiOKC4JRnwu++v2yxmqJ68VtKKfNJlQXUZEoZNqtpWaa1C9ZlIxfZUBI/bBVJ6a4lTFZEfU6tI+jNJaRzjZuXkqJ+ZVgn7Y8eaM00gDQcuY4+rrUi1p0tzdj94dvwNHbGdeAFYha2EcYBoRhEI1GYLHYUF47XnvRTy1mQJAmeGKWa899XW3o62zF7BU3YeF1H8OSGz+OhdfezQXFqNlkCkE4zSePqJ77UGJYyx2hrib0b3kZvlO7QdkoDPnlyJp1DezTrwQhhMuhIbdck0Hz9V8hEESIQuSDPohOj7yVn0Tr4w+BhoNKnaiC6I2g4YCyRRFzmZMu+DGWDOSu+AR63v6rZt+M2Qpb3Szud6OZy+ch6PMpwjZ+Pmzj5g3omDQ+uuhubeR+EVuahHDZ6/hLuPHEwYT9MTdQAQpSX09HC1bc/mk89ctvc9GKEA6PEz0V+hUnWCIEJosNAbm0AqlVfmDrBxyBg6B6/FTYMrOTn7Ds3mTPK4YidQxbkg60nkb7c4+AiizocE8Lelb/C6GuJuRf/SD09jwQgxE0LFssVEVyEicGM2g0zBeCFbvpcReAfdpKGAsqYK6aBH+9dhLyhNEFUlcLPycM8q76FKLuPrBBH4xFo5AxcWE8OEcl3wYAWKqnxMK4aSQcXzhUiVxkTBYwFjuiPhcMOSXInHEl7NNWaOY3SSMNMbhIQhlRCboyGFBQeJx9CdJBKjAYTQj4PFxfCvk9lBYSKaXIyMrF1AUrsW31S4mdKh0DiobjB2CzZ0vbpTDPitrxSdsMBYYtSfeueVxC0GK49n0A+9QVMJXUIGPCQq401GB8miXgyIuyEZW+KGzjFyDvyk9yf0XCUCbBVKDk98xBn1UI+5SlYIwWsAEvPEc3w3dmn9RbRT4/QmAqqY3/qTdAZ8viFxqV39+MhVUove/Hg5h7GoNFQ5sTb20+i2MNvdDrGMyZWIzrrhiFvKyRGRDUeOKQ6j5KWTA6HcKhFN42Rf7MwpVdUFYNmz0bDMMkLBDKdWoxiXtd/ejtbIVeb0RE9CYpJ3Uiuy+8rv4Ugm7ix1SPnXLRym4NS5IO9bYi2HZas41j26uwVE+CqaQO/uajiPS1n//AvFYtWQgU+S8TRgfC6ACAT/vJbU+JqIXXPNUgFy7taedLvwAxmGAqrkGg4ywQk1QEq54gIU8HBcxVEyXd2acuh2Pba6pjRdx96Hzl17BPWQ5L3Yxhn1P3fBGOsNhzvBP97gCKc22YNqYADDPwc27ucGH1jibUn3PAYtLjiqmlWDKjHCaDTvO4rYfa8Ltn9iIiWuw611WPNbua8ZPPLUBVSSqL2MMHPe3N6GxRz+kCCAElSdaI+Fzrck+MDa8/icbj+1E1dgoajh/QODzxOzxzeA+mLFiJfZvU6pUmBrGkZOPxx1TUTcTKi+TZAQxTkk7magbKwntiO7wnd3J/DwnBiINJxBAFe5zcxbWklLO4B2RFC1GECkQtu0BpOIBA89H4cRIdT/lVrP2ZHyFr3o3IXXwXACB7/s3wnTmAUKfIH1Skx0f6OxFxdMF7chcyJlyBgpu+ctlKHVsPteEfrx6C0xu3rIpyrPjax6Zjwqg8jSOl2LD3HP704gFERUR74HQ33t3WgB9/bgHsVuWSYR5/GH96Yb+EoAW4vCH84fl9+P3Xl6Y8j+GArtYm7heNCNtoNJLouywHL49IwPfZePIQqsZOQUZmDjyufskxfEPFez8SCaF63FRYM+zYv3k1vG4RnwiaOZXf79oPkhmLroHRbEHV2MkoKK1Sb3sBMCzvSkN2EVRzVyiJ9bGFhWRknWQ/o20N0WgElFI4tr4CNsHtT2tYeeQfgalsDBiTReSFQTQveHG2OtkOgDCgkRAcW16GY8cb3KmYrCj9+I+Qs+RuGHKL+XGEFRrpxe05thWuvR+kfj4jCEfP9uI3/90rIWgA6Oz34ZHHdqCtRyF0XgFdfb4EghbQ0ObCY2+or/Rv3NeCQEg9cOpsmwunz/Wr7h+OEAq3anltCJBH/WlC5o3RfOowVt3zRUxfuAoZmTkwGE2wZmTy3iDq/Z2rP4KTB3Yg4PPBYstE3aSZYHTc/U15FzvK+1LHrHilefLzyS+txKxl1190ggaGKUnrM/NgrZ2usEfm86y5X9RfbikYs011PwAw5gxYaqfzBisr++GOM5ePBY2E4Nz1tvYFR3SQlqKCxFWPMWcg76pPoeobTwI6fbytIkRzFl9AQt+y45w73uQWPgEwJgtyrrgNFZ//M8yV40VzShzLvf999fMZoXB6gnhm9XGwKlacPxTF21saFPcBQDTKYvvhdjz3/gn8+aUDiETVV/O3HGyD06Osv3b0JnoayNHek7zNcELlmEkw8tnnYte3DAajKXb5KoZhp0DclFL0dbZiwTV3YslN96G0egy3dqTguxwf14zd695Cd1sTotEw/F4XzhzdB025UTRHIjOYKMuiu61Jc54XEsNS7gCA/Ks/g7b/nkPEIXIYT/KaowyugnWouxmBxsOqrbIX3Y6Iowt+lUVDUCBrzvUItp6KFRKI1wKUyxdR6HNLEHF0S71EeLABL9qe/B7yV31adXFUFeLPQGEBMepzIdh+BubycZJdoe4WaCHUw5U1uhy06TMtDjz93nHsP9kFwfAlgKLltfd4J3DzZMU+fv7kbnQ7uNJhLN8RpVRRy45EWXT0epGVIa0mH42ysJqT32Y59sHnt7gUMJosmLnsemx//+UEPVlAOBRMWKBLCgXPJ4ZhsOWd53Fw6xrEAlz4ttw1K0qmBCAU9CdexxRg2Qi0QClX/FbpfPZvXg2bPQvTFq4a2PkMAYYtSesz81H2wC/g2rcG3hPbQcMBLkLP4xigBk1hn7IMXa//QbNVqLsFvpM7oLUQaMgrRdTdJ92o6BZHEOnv5FzdzDZRNjrxE5pF7wf/gT67gCPzgXqnqNYoZBT70llsmtVgGJN12BN0r9OPU80OGA0MJtXmKy7WnWlx4Lt/24pAKJoQd0rZRIJV+thd3hB++NgOuEQSifiqUHuY2SzxXA7tPV68sPYkth5sQzAcFbnbJx6XnWGE1x+C2xdS1bWHI2YsvgbOvi4c3blBuoM/R+FccwvL0NfVKnsR5i1risTwbJaNSSQMw+D4vq1oPXOc34m4BU7jD05CCHILS6E3mlRKZinr3sI8BVdCtQcOIQTb3nsJVWOmIKewRPUzuRAYtiQd6m2D58hGRH0uZExaDPvkpXAf/BB962WJWpKRG2FADCaE+9rULV8A/jP7uNShar7IhMB7YgeyZl8HxmiOR0AqtuX/ZVmOoFX0dcpGYcgtQ6S/S3FO0s74v/RGzSAVojPAWFyTsD1j4iL0bXhO9bjhnLzfFwjjb68cwpaDbTHpIsNiwO3LR+OWpXWStk+9dzym/xL+tVgMcQFTlgLdDj/ufvhdTBtdgFuW1mJsVS7W7mqWEDTXl8iZhlsJE/XJ7f/lU3tw1dwqTBmdj4f/vi3WB+Gj4zjPsfiDgntlB/rdQfz8qT0w6hlcNbcKD9wwEXrdsFQiE2AyWRKMJuHzjaUS7e1Eee0E1EycgR0fvIJQwC9qrXzdxxIaMbo4Qcd38vsYUEphMJpw64PfQUFZFV78y4+ST1pBeiGEgd5gRFjpzVYIngHFsT2bcMW1dyUfYwgxLEm698OnON1XdIP1b3oeeVd+CjprJhdpGEMSkqY0bn1rRBtGPQ5twqcUNBwAY7LAPuMqOHe8qTH+ACxSmVWgBX1WAWwTF8K59RXN/gjDIOLuBw0HoM/KB9EZkDljFTxHNyvKHnp7LrLn3Zz6nC8yfvr4Lhw5K80P4fGH8cQ7x0AIwc1LOB9xpyeIg6e6Je3kH61AsMK2KMvCH6TYfqQdu4514Jv3zsThMwpJpmQdJShNAJo73XjszSPIshkVSF5K1EIfYus6FGHx9tYG+IMRfOUupTWZ4Qed3qAgLUj14kgkjJYzx9B69gQq6iag+dThFHySAVAgouVnzT9wI+EQLBmcC6M9Jx/d7c0KjUXvQjSecS92qxJg9vIbsO39l5XvRX7N3dl7cfJ1iDHsHteu/Wvh3PmW7IOioKEAet75G0xlY6DLyBXtS0aIFKzfDUv1lKQkHHNxU+mH8gtHuUvvgX3aCuWxJVYzlf2biJh/d4IHCOerbR0zB3lXfhLFd38PFV/8C6LuXnXPFxDQSAitj38HzX/+LM79/Sto/vPn0bfpBRCDCSX3/gj2aStBDJxuSnR6ZExciJL7f5xQeWW44ODp7gSCFuOVdacRCnOWs9cfToyvJCRBHRPHBYkJJspSPPryQdWxGCaxLwBgCOLWFqXodwcVSYgQAoYhmD6mEDqG8P0ldrh+77mUFhuHA2omJlYZUiNgykbRdDIJQUs8LBL1aaVxdDo9TBYrAGDCLNEboWQY+bqR4NnBbc8tLEXt5NnKC5yitlZ7lvrcLxCGnSXt3P2OdIMsN4fv1C4QoxnZC28HYXSI+txw7X5bs0/XvveRs/hO+BsOqhN1CtZsoO0UACDc2wY25OdetyQ5qcUudAnmW+IFRynCTuHJLFsM5fvwndoJ3+ndMJeP5fJfx9YNGQgLmtyw/EVNWYQ6m2J9RX0uOLa8jHD3ORTd9i0UXPs55F35SUS9DugsdjAmq+Y5X2rsOtqhud/lC+F4Qx+mjilAXrYFNrMe3oB0gUiwYgGgONeGjr44AQoLggJhe/xhZMsW/+SkUlaYAa8/nGAtS48RLinpsYQQtPd6oZLAjZsT5c77xsW16o0uIdobT+PE/q3we9zIyi9Cec14tJwVNONE7TcmOyW5vySufGKtOsm9WTtpFudJAqBy9CQUlFbFdelkBjulsGRk4rr7voLM3AIUV9SivUklkI6XVgR0NJ+Bx9kHe3YeiioSJcahwrAi6ajfI4rkg/LiGAAaDsG1+11UfvnvYEwWeE9sS1zQE0AY+JuOoDD36zCV1nKlsxTaJAdBsOUUAh0N6Hjmh7G0oPESV0CMNBWvDIFQ40ScOfcGuHYpPGAUZJlAy0l0vPxLZExaLJmTtH6u+hXpPbkT/uajsFROBGMwgckuUm07nBCOJE9i4/GH8M7WBjS2u1CcZ8OZFofEhQrgrVgCLJhSgtc2nElwy4vpxYSgMNeKohwrOvq8ih/pmIpsbNzfmnReguYs35aKt0cq532xQSnFulcfx4l9W2U7gKKKGvS0N3OZ5ATEFgeTE7TQf8x45hcVk8Fmz8bcK2+J/b32pcfQ1dqYsoQIAJSlsGdzb5L5pRXqJA3g7LH9qJk4Extef1KSATCvqAzLbvnkBSHrYSV3EJ0+Zc8NNuiD58gmAJxWq3wc/0WxUTh3vgFDTklMRoj7Gcs+AlXCpgBY9K35T5ygY8cQWTtZf+IQc0phLKpGwQ1fQv7KT8BUyi98CReyVspTSuE7uQu6rCQ5n1U+Q8+RzdrHDUOMH5WruV/HEPz5pQP45+uH8cHOJtS3OMBSzkJmWW5xUPh75ZxKjK3KVfWbBgCWUpTkW/HQ/bOgV0jsAwDr97ZwEofcfQRS+URtGLc3lFSTnVgz/OSnwzvWJRI0ABCgq6UBV9/zRcxaen1Mrognyk+NLDnwQSYsC72B83RR8zpidHosuek+ZOZw90PLmeM4dWhn3N+ZT32aDH6vC71dbejv7kBPe4vy/cOfk6uvG2/+5zcJKVp7O1vx5uO/g6NH+81vMBhWJM0YzZx2DCAVb4dQL2d1c8mFRKQby/8ct0gd21/nssnFglMSvwh9dlFS3TrQrFSkkiiQvWwbP6+8qz6F8k//GvbJSwGAq1uopYcLHil8IAwb9MJcXANDfmlsTlLLW/0hF/PvHkFYOLUU+dkqCYh469cflKWyVAAhwJqdzTjXIc8hnogMsxEHTnUjSqnqpxmJUrCUih4G3L9CInqdRjRcV78fRj3DtaeJQRljK3Mwrlr74XQpcHjHOtV9FBSnDu7A7BU3IiMze0jcOa32bBRX1qom96eUxfpXH0coyHmLnNi3NSXrWwmvPPpjPPuH76G98bR4RTe2EC8QP6UswmFlmSsU9OPAlqGP3L3kJB1oOYHud/+Bjpd+gd61TyBj8mI+hDn5l6wz2wEAmTNWxRIfAVCUC+JWqoIfNKVgzDZkzbsJjEkjI5nsFVp1v7hIgIhgQVl4T+6KRQQCnEudJhQsa+/JnQBjgHX0bK7MUEyTBgRrXQnGggrtsYYhDHodfvDpuShQIOqSfFtCmHaiBozYAh0F8M62Rs2XNUKApg4XdvJa+EDveQrAZNApxWRIruhgWPDL5V/2eMKuLsnEQ/fPGuCoFx6hYCCpldjd1gydTo9ltz4A3SCLTsRACNyOHkxbdHUsnFu8T7CQ/T4Pju7aiG3vvYhTB3dwC3wsyxE7RcqSR1iQaWK3UVwmi4H3JtEK0Gk4vj+l8QaCS6ZJU0rR894/4D7woXQHIbBPWYbAueMI98p1P9HCAiGwTVwIADDml6Pghi+h++1HQaPJEh9REIMZppJaBDvPcrmoKQUb8KL3/cc0FtJS08ikQyXqioGmI+h8+dcouuMhEEbHufJxIpzyw0UF4c5GhDsb48dKB07Qv4lOD/vUFQM8geGByuJM/P07K7D9UDtONPXBoGcwf3IJnvvgJNrlXhBJPr5+d4B3vUrUi4XFQ4tZj7BGCHgyBMNiyx6xhbNkfGEx6fHF26YOy9SlOr0eDKOTJOCPgT+3gNeN04d2oWbiDNz+hYdxYMv7aDxxEJFwEJFwOPE4GcTShPCGseP9l8GyUcijCuMNgT3r30Yo6JfltlYPG9ecg7gQbnz1V9aXoJ0nzika0Y5qHAwumSXt3vdBIkEDAKVwH1yHvGs+h9xl98atUnGeCkphLK5B5yu/QvNfv4iu1/8AfXYRKr7wF+QsuiN5oqRwEJnTr+Q+ZJnJoy4JpECghOEkE0B10RMAfGf2cxY1G0XgnMhRXy6RqJ6AynxUjiU6PQpu/MqwdbNLBXodg0XTy/DgzZPxyesnoqLIrphLI5XbUq8nMXc48Q8hBDqGoKrYjrry1F2ttCxzsV90MviDEfziyV0IRy5MFfvzgU6nR80EmbsdBWe18saF3+fBBy/8A8/98f/gdfXD7ehFMOBDREJcymtHcoIWXjEc3R2IucApyB4UNF7gdrASi9jtjvDkK/TPiuodyvqnlE244EqqRw9uDhq4ZJa0c+9qzf3uve+h6NZvwVhcg/7NLyHYyrm/6ey5oEE/Qu1nYm09zm54jm9H/jUPwj79SvRveiHJ6BSe49v46iUypLAqzNiyFOojArnL74O5Yjzan/sxaCwUXNJ57Iv2HN4A29g5Mu8QUTs1ulEJ+5bsB4Xengd9ThFMJXXInH4lDLkXN5T1QqGrz4vn1pzC1oNtCIQiEu/GVLjQYtLjugXVeGV9fVzFFxa4WApKgO/+bRtHJYPUN+UYiEHX5w5i66F2LJ1RPjSDDyFmL78BzacOI8RH5amFUDt7uvD2U3+EEN0pT1dKCANGp0N53US01B+RJPVPdNUT3wuJb4hiIytpWlQlKPlFE3CVZSiFTq9HlJdCCAgokfbPVaEhsf1Tr7gq9bFTxCUhaTYSkrraKSDY0QAAsFRNBOtzw2PNBI2EEO7rQDSoUHmYsuhd/RiMn6iBJskBgE4fI/2Bg0v+n7PsXvhO7AAb8sNYVI3MGasQ6jiL7jf+CCr3/uCPE8856nWCMDpYa6bCd0akY2lJHlpWtuw4Y0ktim//3wGd2XDGmp1NeH3jGTR3xlPEpuJ9SPm3DuFGnDmuCNuPdEjkSs71jutQMNa4TzNFF64hInMBZ1udw5Kkc4vKcPOD/4st7zyPtgbZ/SP35pC9oQo+0JRSjJ+1EAuvvRtGswVb3uUTJwmQrykwhL+0aaxvMakyjE5Sa1ApFUBSPpCDxh9AUZFLIaVcThEqtgj482QYHRZd/zGU14xT6vG8cElImuj0fKFUdZ2KMVoQ9TrR/tyPEepqiu+IVd1G4usHG4Vrz3tgLDawfvU8waaS0Qj3nJNuTOlO4y60qKcf5rIxyJl/c2xP11t/gefwRs3j4uNQBDvOovG393MueII1nVSTVvZKUZJWfKd2oX/zi8hZdGcK5zW88cTbR/HaxjMJN5/waST75gS+mDgqF4dOd8PtD0sCXCiNkzPXGKLIM4ocuwn9rmBssMFw8uwJhdhzvCs2hPpkOWt/uKKgtAq3PPgQ9m16D9vee5HbmCAzyDRdEQgI6g/vQeuZE/C6HbDn5KO8Zjw6WxpkeTPi+aITLGTKkXfl6EnweV3obm2SjpFA1AofOOHsX0r5EHGJ66S6VClk3aN8c4s1A9MXX4Nx0xdcsGjES6JJE8IkrUqdMWEBut/5m5Sg5Y6p4i+C96LwHFqf1NUs2HqSzy8dPy6u8Yr6FOdfluVuFlKMhnrb0PHyr+A5tF5EtIDMzouPJfqdDfrhbzjM6aOK+a7lbwuid3tGl0T6IOjf/BJ8pwdWLHe44VynG69t5KQtpVNN+MSI9AfgPsUffHouJtXkwe0XedYovOoKRhvLctcXIQTeQAS//8YS3LioBmaTnut7gOfhcIewcGqZpmsa97CgiESHnyYtRigYQPMpUdpf3nJOsGAT3nY5AgwFfHA5ehCNRuDo6UDL2eMoLK/Gtff9D7LyikAIk5BWVvq5UbAsi6ZThxH0+xQuDKLyu7wZf5Go8bnKd0URl3HGTJ2HGYuvuaDh4pds4TB7wa1gzMqeFIacIphHTeMKsEqgdWvIdCy1m4GXDCLOruSWa8yfWnbBMDoYi0bB33QErf/5X/iEMl7CPCir4HAhdqVLfAMgJit0tmzR/IWHgmx8QmAZNRUlH/8xMqdfqTx/kSzi3POe+vmNAGzcpy2LySEnXoYh0OsZTB9biH0nuxPaq/ngApx1TSlFOMyiJM+GhdPKYjr4QKxpAuBMqxO+QBj3XzMedqtBs/0r6+pxqD5xrsMBlGXxzlN/ROvZkwo7tT0qtOSj1rMn4HM5MX7mFcovi+J+Rd+xs7eLW3QUydbcLSNySVWAcDwhBGU1YzFx9hKUVI3mIgbFwThKPMLPRafTY9K8ZarnNFS4ZCRtzC9Hyb0/gkVUQJUwOtjGzUXJxx9B1JlKjmWxhSp0InyoCq5pEk2XgOhVXiuTrBLbxs+HzpaJrjf/DBpWydIlC5gh5ox43wkWBkXU0Ymo1yFsiEsYsfbcT/nn/ojCG/8HrNcBS81U3qLm9yt4h0hqHI5AOFSqnaiBCkElNG4Rj67I5l+ZE6+nVKQSllI8+c4x7D/RNSj9WbAK95/qxpyJxXj6R9egJF89Z0qUpfjNf/filXWnVau9XCo0nTqMtsZTMiIUQaQZKyUq4ncoHAfs2fA22pvqOR9rlQ86McUoARuNwmrPigWbAFyx2HmrboMtM1veQcL4WbkFWHrz/bj1s9/Bwuvulj7oVeZhMJqw6mNfQE7BhV+Qv6Til6moGiX3/hBhZxeiXhf0mfnQZ2QDAEImtUoVMhVSoh+paGMq4DRxEu+SiPpQIWpT2Rjkr/oMfKf3qucLkY+vM8A+eQlcSlatljUvC77R55TAufMteA6t5/3BITp/hYcSAGIcWRU/5CjNz4j9rubBIVn/V9h/sqkfWw62YuroAtS3OOM7UmRcQoDVO5pgSyHnhvw4OamcbOpDRZEd/a6g0rM6hn53EE+9dxyvrD+N7z0wd9iEidcf2RP7Xc2bom7KXGTm5HPVuuX+4RICjP0PlFK4+3vgcfZJXPAEX2SdTgeWl4G4tx8aHx+A19UvCQNvOXMMXmcf7vzyj/Dmf36N3s7W2Jxj4Ofm93nRfOoIKkZPRFFFDbLyCuHs7ZL5XUtRXjcBo8ZPG9BnN1hc8ohDADBkFcJcWhcjaDbghc6WDcYqK3OvltdCsB7lrjlyCJqxEAHIbURcHhE9PSkLEALGkgF9diGso2ej6I6HUHr/j8GYbQg7OlM+P31WPqc5x8YW6+kymSZx0rHfIv3tcO97X7bgqv1alzHhipTnORyxYnYFDHru+1VKOwpwlmptmbomyFKKf752GFfNrYJVtCiXqlEsWORun3ZAhmBcxn8SJ2vkq8kI5yQeQwneQAQ/f3IXAsGhD5IYDOT5nWM5MnjyJYTB1AUrMWH2ImRk5cZ8qCVvvZTy/sfxgrBKfYIQZBcU4fbPfw/WjCxR2zixq31wlFL0dbdj9TN/wZhp86E3GCUPB7F/d+OJA3jryd/j1X/8HMGADwuvvVviKy0HIQzOHt2HJ375LTz9m4ew/rUn0deZPOHWYDEsSFpAxNOPrjf/jKY/PYjWx74F1u9WIDURxMmLkoWFx3cqbBI9McXHslGwfg9X+7DxIBiDKfblCQ8UraCV2Hk5uuDY8rJobH4M+bFE2Rrmdyqfg8aDSZ+Zj8xZ1yad33BGVoYJX7lzWiwXhpioDXoGpfk2WE06nGmNW8gJ71OUs0yffOcYvv6xGaK8GVA9ZjAQFh3FUot4EJNBhxnjinCovjtWUkuDZ2Jw+8LYuH9g2vyFQmFZtfIO/slkMJqQXVCMd5/+MzzOvph1K5AugARSlkByaRM4ejrB6HSaHheSw/kHgPDBtjedxo4PXoHZauPmTikSqoPz6Dh3ButffQLV46ZK81KLzxHgjqcUHmcfXP09OLZnE1569MdoOqleQ/V8MGxIOup3o/2/34fnyKa4pSi48DB87uQYErVXKZmnaiPJCE5+rDjyKBxC15t/iskM1jFzkmrXsf1CKK1We6W3AfE+JeZJmCd/DgSw1E5Hycd/FH+YjGAsnl6O3351Ma6cU4mKwgzUlmXh49eMw6xxhejo88EXlHpDqH37Ww624XfP7UMwHE2QJqUrCIOD0lfHUsQWJ29aXAuPL4SfPr4raSpSeV/ih9ClxPhZiyQ5lQGInkzAmGnzcHjHOs6yHIR+T2P3cXxb8+kj8LqTnb+2huxx9qPz3FnpA0KhbcPx/XD2dXFeJozYu0u5QIOASCSMD19+LKXw94Fi2JC0a897CPcpJXDhhEhdVkHcclb8sAgyZ10NIr+A1CBZkANULWwR+Uc9jphLW6S/A9DQrJS7THy4MGZb4gMnoZ8k7gTCxSYsIlIgcO443AfWpmyBDHeMKs3Cl++Yhr98ezl+//WlmFJbgJ3H4pJTsuclwH3TXn+YlyXioeESiXQAkFdqUUu8QwFk2Yy4eUkNVm9vRCAUVZVuAGWpxDpMfKctNjuuuffLMBhNMatVkCEoZXFsz2bs/ODV2N+cVTuwMeLHcgf63Hx0b5IvWbUijNbrilhuoRRslMX6V5+MveXGZRyVBRER/D4Pzh6Te6SdP4YNSXuOKeSpFYH1JnmSEoKsuTdwKUAlvs2ijHSitpIFQsKAsdhhKKxU6VyQJyjCDu5B4m86kkSeEI4TfhW924pSqppKx8QvvpjPtkY/WuOILiIaCsCx7TX0b3iW+zsSRqinBRGXQv2+EYhNstf/VNYA1RYXBcLUMUBxnnVQFjX3bFSfhNMbwrvbGnGovkd0DEmoXg4ok/2iaWWDmNWFQUXdBNXwZzaaqJ0rGQpi3VkdFAzDoLiyLnaM+pNNq5skF4dMo245exzb3n8Zer1BolDKe1GyrF19Q18DcXg8npE81zFlI9wXpGS9EgJL9SQYsougs+ci+Yur7KlICEzFNdDZcxGWBM8kzALEyGcoI7pYV6lZCvLXLO6C02cXIP+az6Fv7ROJxQTUjpds1h7csftdUJaF5/DGWAFfU2kdcpbcDeuoqalMfFjCE4hLYlqlqAQwRBryLb9CBE+Be64ai98/v1/14xY/T8dX5yI/y4zNB9oAEi/FpYb1e1sUPUQYRpYlTza5RVPLUFuerdn3xUQkHMaRHeskpKnlCaG0n1LK+yMpu0bGj6PILSyF0WRBKOhPIGrBSibC74OC8nHhcAgGgxFhxWK4yhxzIYJaho0lbSxQs2KF/VWw1k5HzKoV/TDmDORd9RkAgH3SYl7DFkHR10n0Q1mYqyfJohuV0bf2CfRvfgnW2mmivpShyyvXkDK4i8taNxOZ01ag7NO/BZLm0Sbxf+XnpDZOOAjnzjclFdaDbfXoeOFn8NUP/avZxUJVMef5k4ygCQEY2Y2tZozl2k1Yv7dFU3vkjieYMCoXv/jSQnzlrmmwmvWaBC105/QEMWu8ctkywZoXvD8AIMNiwO3LR+PrH5uuOZ+LjfamUwj4RUbVILlRybNDDpaN4rk//R+CAV98QVAEQghGTZiBq+/54pARZPwuI3GCTrgmEk1rg8GEukmzh2QOYgwbSzpz5tXwN6qvjppKa+E+sA6JzrIEIICOD/PWZxUgd/Fd6NvwnKwHsfaceGE4t70GMHqF/qWgkTD6N7/IEaqmFU2Qu+BmdL/9V9W+iNEEax2X/jHsaE+ucev0yFl0J0zFo+BvPAQQBlF3H1dxRnGyGjcAy6Jv/dOx8UcaVs6uxDOrT4BNwhBiwhW+LjUKXjqzAq9tqOePU/74KOWs8jtXjkE0yuJ3z+2HN5DaYlFpvg2r5lXj3W2NikE6DCH4f5+YjcIcC8IRFuVFdpgM2ml3LwWGNmdygvbEb04kY857hq+WQwj0egPGTl+Ahdd9DD3tzfB73Unv35RmJNewSTz6ULxPngFv4XVc0qihxrAhadvYOciadyOXBF8G+5SlCLYJqUkTrUjW74Fr/xrkLLwdAJA1/xYQoxnug+sR6mwE0elhHT0TppLR6Fv3NKQeHNxLFxsKgBhMEEg/2Rft3PFGUjPOuftdaC1M0nAIUXc/9Jl5YPTGRO8SGTImL0HOFbcCAP9WweWmViXpmFbN/0/2uYW6WxDsbISpqFrzPIYjsu0mVJfYpcEpSuDPXfxVcbEQlLewuW2zxxfhmgXVeHVDvfbbEUPwtY/NwMxxRXhh7UlsP9wOIRGTopeoaBHw6vnVyLab8OPPzcdvn92Hxvb42012hhEPXD9R1dIeTigqHwWdTo+ooD8rGSs8sUlkDpGHhCoRAryRmvhhCkStN5iw8s4HUVo9BhYbF+x0dOeGuFU+BEStBkkADx9sU1YzDtMXX4PK0ROTHT4oDBuSBoC85ffBNnYu3PvXIuzohD4zD/Ypy2DIK0fznz+reaz/7AHkLLwd7sMb4dj2KsK9XKFIXWY+suZcj+w516H77Uc1F/toKCDan+Q1zO/W3A9CwIb8ootFoU/KItzXDn1mHozFNUmH9Z/Zh663/orMmatg5gvYWmqmwVhQiVB3s6xvcUfihUXpQ24k1j0UkJdlwZlWp/xel2B0RTZOtzj4G4q/yXj9V6cjmD62EKvmVWHWuCI4PUHoGIJwRIkguH+vnFOJpTPKEWUpVm9vEu0n/JJJogUIAIunl2H5LK58WWVxJv74jaU40dSHlk43Mm0mTB9bmBDgMlxhycjE2OkLcGzPpvjGZMQoc2ETa8s5BSXo724HgFg0oeRQSTcEkUgI0XAIFlsGGk8cxM61r6O7tVE6F4i8dgQjZYggzN2akYW7v/IIdDrdBbGgBQwrkgYAc9kYmMvGSLZFkoZfc09m5+530bvmccn2qKuHW5TzuSS6rOr45eMQaDmhMZAQqp1sQiwQjSLZxdH56m9QcvfDYCPJczRE3f3wHN4Az5GNyFtxP7LmXA9CCIrv/A46XvwZQt28x0OyYB4K7qbR6WHIGz5eAwPFzPFF2H28U1VjLivIQHG+FadbHBIvCoFQoyxFbVkW5kwoBgD8+r97Fau9ANxHatAzuH5RDQDA4Q6gzxVIaCdeBDTqGUyuy8dVc6swf3JJgtY9rioX46qGX8FZLQT9PhzfuwUeZx8sNjv8Hlfcaha9sQnnqjcYEYmEE85dgMlixbUf/zLee+ZR9HacU2wjljgE+L0u1B/Zgw+e/ztnQYsfEjGLWohUBQCi+ABICZRPZyq8ZfPbwsEA/vOzrwIASqpGY+bS61A1ZvLA+0+CYf/ojnqdCPe1QZ9dqPmkNuSWoO/Dp1QJyrnzTd7zQx1Eb0Dhrd9A3qpPJynBpaVsxpHc3Y2ADXjR+drvwIZDKfXJDU/R++FTCHY2AuB0+LLP/BZFdzyErDnXw1Q2GpJoTMX5A7axc0d0sMuyGeUozlVPVHTHitHYcUS7eOrWQ9wb16nmfhxt6NVse++qcbEFS4tJD7WC4IJr3bjqXPzwwflYMKU06WLkSEBPezOe+f13sfW9F9B8+gj8XjcoAKPJgvEzFuLqe76Au7/6COYsvxF1k2Yjv6QyFpyitOgHABNmLkJ2fjEWXneXpjuefIExK68Y2997KbZdyW0x5sPNssjKLYTJch7WrhCpGPMJp7EKNQDQ3nQa7zz1R5w8sH3wY6hg2JI0G/Ci662/oPkvn0f7Mz9CxNEJwSNCAkoBRgfPoQ18FW6+jSzPB42EkSyEmyOtHOgzcpNqWsRkRkqkqnVz8vsizm5EPY4kPqOy4SiFe3+8ogUhDGyjZyFv5SdE2fTUxzcWVXMPoxEMs0mPRz63AGMrcyTbbWYDPnfLZCyeVpY0si8Y4qIVD/P+y/IAF24b92MWBZRYzQbMGKutHw8n3+bzBRuN4t2n/8ItzolACEEo6Ed/dzvqJs9GfnEFCkqrcPbYPvS0N3OlsVR06PKa8Ziz8mYAwOlDu+K+02rgD83MzofRZILLITKCRNq/9BjuIGdvF5d7OhlSCZgRHgyytpRSbH3neUk1l6HAsJM7AICyUbS/8FMEW0+LtooW9PjXdQBgzFblWoWA6ILg/nXvXwtiNIOGA3F9loehoBx5Vz4AgNO3uSGV6g9yczHklSHUflb0HFAjdZWFQ7GVSykcW19O7t0heyiE5NVleLAB8cVIRK+C/MWlN6DsEz8D0WvnNR4JKMq14lf/swhnWhxoaHPBZtFj+thCmI3cpV1TmomzbeoyV11FNgBOnxZDKSJQJzOd71k1FofP9EiqgwuoLs7E0pnDrwTWYNFw4gDcTvU3jY5zZ9DV2oi8onKsf/0pSVVxyWIb4SqqTJi9GKPGTwfDkzKXvB9JImQpjCYrrrzrswkPC34gzu9aVk4rLk4nP88Ev201bxOVh4nf50HTycOomTh0XlPDkqR9p3bLCFoA94HrMnKQNetq6HNL0fv+Y4AaSQOQenKAy/8sJ1ZCQHRGsOEgdJCtLBNZ3hBedwu11cvaiL9MmSdF8nVI7k1Ba/FFQbogOiP61j+DUFcTGLMNtglXwFo3A8bCSgTOyXR10YKpsbjmsiBoMWrLsxUDPm5YVIM/vnBA8RgC4IaFnMY8a3wRHn/7mGr/DCGYOU5qOdeWZ+Mnn1+Ax98+imMN3LqJQc9g4dRSfPrGSbEHxeWAnrbmlNq4Hb3we9UfipRl0XzqMNyOXgS8HkycswQAkJ1fnDSFweT5KzF90SrYs/Nw6uBOkVUruMgh4V6jgGoAHPePzK1Olvo4XkVcxStFAT6N8x8MhuVV5D2xQ3N/1NMfS3AUFcLFU3K7Eb5BkccF/+GHOhvQ9vTDKLnnB7CMmgL3/rWy4yC1qmOlq3hpRSBBQsAYrZxnR8K4IojnyojKYAlkLL9gqYz4KYW/8TD8DQdjmzxHt8AyajLs01YmkrQImTOvlvwdbKuHY8cbXCUcloW5ahKy590IS/XQL4JcbCyfVYnGdjfe2HRGsp0hwKdumBTL01xeaMfCKaXYwmvUcqyYXYGCnERNc0xlDn7+xYXo7PPB7QuhONeKDKtx6E/kEsOgmt8dvE4LnDq4E7asbIXdUmKjlKKvsxXrX3sCG998GnWTZsNktWmOTxgdQgEv9m18D47eTrScOSZ5U6ZispbNTbE/if+8WtQjBah0sTBO5lS6kChCTn6x5rkMFMOSpNlw4qq5HDQSgs5il23VMFlj5Cd3TSMxQoy6etHyj6/CMmoq9DlFiPSLckbLA2gA/sHA9UMMJmROvxL2qSvgO72bC6aR+4YpucUB0NmyEfX0q4wlai/IPJTyp5poIfgbDsNYUAXb5MXwHtog/xCQOXMVF5XJw1e/D52v/DpeRACc3ONvOISCaz8H+9TlCnMZWfjUDROxYlYF1u5uRr8riOJ8K1bOrkRxnpQYvnL3dBgNOmzY1wKW/w70DMGKOZV48CbtB1ZRrhVFGouYIx11k2djxwevSBfwZPJEy9nj/PZ4sv5klicbjeL0oV1Jl3coG8WJ/dtj/QNIvKcG4CetOC8FaYOrEM4khr1TGg9mERF+TkEJyoa4YviwJGlTSZ1mAVXGZIUhtxSM0QxTSS2C7WdUvToAaHg5QNFi9Tccgi4jG8aCKoS6m2QHSL8UwYKm4RCsY2bDWFABotPDufsdbjEw1q/K+IRwFV54N6Fk7nOMyQpDfrmKHMTBtX8Nv9olsvZBAJ0elpppolOPovu9f0gIWrQTPWseh23s3HjR3hGMqpJMfPrGSZptTAYdvnr3dNx79TgcPtMDQgim1uUjJ3NkV7cZCmTm5GPK/JU4uC2+WC2RBmJueHHZQCtxvhgUNHl8f3xQ6e8yYs0pKEFOYSnOiCrIJO1HtI0wTFw/FzbLCVr0EBBb1GZrBq68UzueYzAYlt4d9mkrNMs+2actB8Pvz1l8F791EP6PGoh6HLCNm4PS+x5B7rJ7Ya6cgFiaVOEpLE9l6nUh4nGg/dlHEPW6lFeKRRnwErVstfMgsfaGvHIwhiSvniF/rJp5jKwJAdgout/+K1i+LqP/7AHNEmA0FIDn+Lakn9XlhvxsC5bNrMDSGeVpghbhimvvwvxVt8OakSW9TEV+0dKFuuT6baxdKlBoR3iJQygsQClFQWlVav2peINoZ9tLLFBrybBj1tLrcdf//BAFpdo5iAaDYUnS+owcFN36rRgRi2Gtm4HcJffE/66dDn1mkvpvAwoRjX/43hPbYa4Yj+z5N8M2foGoL7m1y/2tz8iBa/fbIv9ookHG4iE5a5wYVLRM0YMh2HY6iQ+3NtiAF97j3GtjqLc9afuouz9pmzQ+GiCEYMbia3D///4Ks1fcCME3Uak4LIAE3+bzHFyFOKVjGExmZGTlpmDFK1cDp4L3mNJtypcJ46YTfzDkF1dg7pW3ICMzJ/GgIcCwlDsAwFozFRVfehTuQ+sR6mgAY7TANuEKSXVxAAh1NSHi6hVJGlLXuri/9MCDCbgAEw72SYvQt/6/oCF1TxLXgTUINKl5CIgtZSULmyB3xf3o3/g8WJ+La6MkgVDKJVcSIh8HESQR7m1Dz+p/wXXwQ9liaNwDRIA+K3/A/adxeUOn0yM7v1g1QEdI1p/aYn5qUCP+WDQif7+MnjIXo8ZPg95oRCQcStDNRUdy81Q4BzUvE8rSWOV3MfRqxtUQYdiSNADoLHZkz71Rs01UyD0h0XJFREgYmEpqQYxmhLqa+bqJarqvlPRMfH4MgKugYhs7F57DG5QnQhh4j20D0al9pCqLmmLtK+hHxqTFcO1+V7ZfdlxMIxMtJsYmqlNcUBTDe3o3wj0tiTeQsCCJuA967A0ijTREqBozmQv5FhkyAGIL6dzvAydowigs0oHThYlYbhTv4++RjMxcjJowHXqDEbOWXY8dH7yq4rUhm2/KDxOF+w1AzcSZKRw7eAxLuWMgMOaV8R+a/EMW3OMozJUTEO5tjSdFEnRaCfg+BI0ZQJasiCtXeEBe6SXeF41GoM8qSH3yEumEom/9M/AcWh/X45UIOlYLkZ+HPv4UN5WNRvHHvgedVqi3Ts8RNKBoOceiqXR6FFz7BUXJKY00TBYrpi+6WmHPAIlZlnRJSyJJ5kftcfbhv7/9Dv7906/A3d+L+avugNmSbNE7nm5UaW7y6jHy6eUVlWP0lKHPIS3GsLakUwEb9GpbjoQg6vdIPS1i+8QRhVKNWWfLhj6rUNKcMVljfUollTiZhnpauD7lDwHeXY+xZHCZ5+QEzLdng36AAIaCCoS7ZAEECn1mjJuHrHk3ItTZAM/Rzeh8/mfqtwkhMJePRaDpaMK8xHOxVE9G7rKPw1RSo9ZTGmlgzoqboNPrcWDLBwj4PAAAhtHFU5gmAaPTw5qRiWDAh0gohFRSBEvd7ICEhwLlEh8d3b0RWXmFKKmqQ+OJQ/wxguYst8SVo4rF+nPc44Py+xiMGj8NS2+6D7oLHBg24knadeBDqEoJAMAw8J3apbwvwfeZl0n4IJnud/6KkrsfjrXImHCFLMgFiWQr9CkOcOFhn3kVDLmlcO16BxF3b7yKeII1C+itmci++avofuOPifvFTdkIgq2n0PP+Y9LzEdyT+DlYqicia+5N8B7fikDTEWlbQiB+qcqac32aoNNICTOXXIepC65Cx7kz6O9qx9b3XgRSJOnC8lG4/fPfRVdrI9564vdcqLeS77KcjIXwb6hlLOR0amdvF3SMXnL7SAlXPo7MGYAKkmn8uLrJszFh5iLkFpUiI+viZDAc8SQd7mnlfhHCt2MfNE9QLJukdqDQPPHV399wCOG+NhhySwEAlqpJsI6eCd+pPVBe/o3r4KBcgIupdDQMWQXImLQEjq0vw72P9zOVPL0TtS5/01EU3vx1EIOZC2VXgSG/HL1rn1S+6ADo7Lmo+OJfwTA60EgYvWv+o6xFgwKEAdHpYSwapTpeGmnIoTcYUF4zDjs+eAXRSCj5ATwE69tssaGofBSaTh5O1JBV3O6Sac2Ud6Xzuvvjt2osBk1K1LE8HERapCBmYdN4xfDZy29EXtHFTZw14jVpnVUcdShyeRMRnnrO5OSvVkFZ3UPr6NkaHhXSIBcaDiF7wS0ouP5LCLbXwy+WGVIAY7LCPmWpbL5Usp/oDKAaN0bU1YtA4xEAgHP3O/GHmiIobOPnQ2+/MK5EaVy+6O9qR+e5s9wfKXocOXo60NFUj1f/+Qs0nTqcsgMWFa0bJWmIgM8LSlnuR6VGYry5Wp9cmtJZS2+46AQNXAYknSEKcZYgFmxCEe5rS6pbS48TjmURbDkNlifBiKsXvav/xR+j8NGJAluE44UcGu4DH8oHlR8sOpbCVDEeRG9A7vL7YMgtSeybEORf/0XQFN4Som4ue5n74IfKi4XCjAwm5K/6jGZflI3Ce3IXut/5G7rffhTuI5u4NLBpfKThFfnTJ005yjUCIQQHt62B1+2QbB8qSMppibZRSmG1ZSb6SWsRPyHIzi9U338BMeLlDkv1ZNjGz48FaACQ6sSE8BVSoLCgR6T/KnhTOHe9Be+JbSi++2F4j28DZaOy45W8SuJwbHkZUVcPwo5OaTNFt5/43+HuZjj3rAZhGIT72mVjcTKOY/NLsI6dq/AAkl58+mwue1vY0SUaO3GuNBSE7+wBZKi43UU8DnQ8/xNJVXX3ofXo3/QCSu5+mHuYpPGRhD07VX96EvM1JoSg9aw0EVgyD48BQxQhKASqEEJQPWE6Th3YHsv9rDSmnMRPHdyFsdMvvkvqiLekAaDwpq8id+nHuMhDCUHHtSbBZY0YzbBUT4Z96nKUfvLnsgRCyrpuxNWLzpd+wXluDALuQxuUXdnUoqIIV7Gl9/3H0Lf+Gek5CFIOIQh1NsK5/XWFDuLavCG3hAtpB7hiBuI2Csd1vf4H1SyE3W/+UULQAiKOLnS8/MuhvbnSGFHIyitE2Sh5YiHlCEFB9y0bNQ5Bv0852dGFAM8NlGVxbPdGREJBXgJRaS+z6kOprG1dAFwWJE0YHbIX3IqKL/4VWQtuiZNZQkMCGgogZ/FdKLjuCzCXjUb+tZ9DzqI7AaUgFNGFE+7vlKUfhaZ0wE9M1JXqlSDtT+aHzQY86v2DcgUMVMJlidGMguu/FNPd7FOWxfapzoVS9G16PmFPqKsJfl7bVkK4pzVeLCGNjySW3HQfrBmZoi3qxEsIQXvTac5dj5cg1AgzqXQig0nwjRaFrFOlBE6xKMZEKVQprDy/uGJA8xgqXBYkLYAwOo60kkBc2JYwOi7Lm5quKvoCE1OjQpuoYwmYWNCgT7bIGWskTES9nySRirEFU+nEkDXnOpjLx8a2ZM29Hsai6qRWS7inNaH6eEAj656AYFvyNmlcvsgpKMYdX/w+pi+6GhbFaz0ONhpFJBJOMDDkhDmg2pCEoLiyFlff8wVJng1Ff2qItHNCUDtxJoorakXbEttOmrssoY+LgcuKpAGkFPFnyI4vAFA2CueON5IcwUsHOcUyb4uBIep1QZ9VAF0G5z2hz8qHqWysuuwhDq9VI1ZxxrH4xph3iRiMyYrSe38IfYK3C4kdExtZfqzBpH5iQi/6yy/ZfRoDQ0ZWDhZcfQdqJ8+KJSCS/8SQgsQRk0JSIGtCCDpbGkAIA3tWroiXtcchhMBis+OWzz6ESoVq34QQLLnxPuQVX5pyaCN+4VAO+6Ql6N/4vKrHgbGoGqaS2tjf4Z4WiWWtCP4isY2bD0N+GQwFlXDtXY2IowsgDAw5hfziXpKLjhBEnN3I55PpE8LAc3Qzut6QWaCKuUUEopavSANIcOrn2hKjBTQShufoZniObELU74EhvwyWyvFw97WrXvyMyQJDvpTILbXTQQzGBPIWn5tt7Fzt80/jIwNGLVOjoo++AsTh4gyDJTd8HAe2vA9Hj3L1d0KYGKG/8e9fx/2gqbI1TgCIU/wwOh10egOuv/+raDx5CKcO7EDQ70VuURkmzl6CnMJLtyh+2ZG0zpaF/FWfQfe7/0jwemAsGSi47ovKB6qFmfLImLgQxgJOk8qeewOy5lyHcH8ngueOo2fN48knJrKW3QfXw1I5EcG2eoBhoLPnyvI6y+cg9uzgrizGngtEQvF8JArwn9mPQMNBBFpOxraFupo4AtfpZZ4qcdinrgBjlJaK0lkykDX3Rji2vJx4AKWwT12e9u5II4bqcVNxaPvahO2pLi7HaJX3ynD2deGWBx/CG//5Dfo6E339lWQSgah1egOikYikDY0ZQpxuXT1uGnccw4V7jxo/LaV5XgxcdiQNgCOMvDI4d7+DwLnjIDoDbGNmI3P2dRKpA+Ai9vT2XM6aViFqc/VkFFz/Jck2x7bX4dzxOpdrI0niFwkoRaizAef+8dWYFUH0Rq6KeSiQaFnEyD3uspe96E4EGg4hcE69cCoIQbD1pPoCajQSH5ObGADAWFiN7AW3KnaZu/guMHojnLveQtTnjlviBPAc3wrKsshecDOX9CqNjzTKa8ejpGo02ptEb4kD8OCIkTl/jXU2n4HtmmxUjpmkSNISiHJugBBEImHodDpEIwr3KaXIzC1ERd2ElOd2sXHZadICzOVjUXTLN1D1lX+h8kuPIu/KBxIIGuAWDrPm3STaICwEcj+6zDwU3/GQJAWpY8eb6N/4HEfQA4HgAhQOSi5YGgmBBv2wjZ0DY2kdYpKGUpImQuA/ewCBlhNQXWiMPWwAVQmGEFhGTYE+uxCx9z7CINTdjJZ/fQPBjgbFw7IX3IKKL/8dtglXiM0d0FAQnsMb0PbkdxHsOJv8s0jjsgYhBNfd9xXUTJgR97AYrJcdpfD7PPC6HDi0NdE6l4/LHcJ5iwhRhtFIBJr3yzDGZUvSA0HW7GuRs/AOECGbFU+GxsIKlNzzA8mrPxsJwbnj9QGOkLBUrNjK13QEGRMXJvEYoQh1nFHeF2uT2qwCTUcRcXbHfa95RL0OdLz481ikpRyR/k54j21VnCMb8KHn/X+nNoE0LmuYLFZcc++XcO83foaVd3wGtZNmcG5xsvSfqcDncWHNi/8EqyLRiaEU/s3vQdwAIrG5uPq64O7vUWg/PHBZyh2DQc7iO5E562p4T+4CG/LBVDQKlurEld5g6ynuVV8MxehBJcgyvQCSRULq98C58y3tLggBjSa7UEUrIhpkzwa88bnLbpqopx/e49tgn7w04VD3ofWaowdbTyHU0wJj/qVZDU9jeCErtzD2c/bYfgAizVhAkvsn6POg5czxpGOlonkPyK1vGCBtSYugs2Yic/pKZM+9UZGgAagstpFEy0Cnh7GoGobCKugycmAuHwtz1SSphKHgxRF19yJe8isR1jFzRMNqBdKQhHzYiaDxscRFdXkE2+oVj4p6+hW3D7RNGh8tFFfWoqIuXv5OyCx3cUkz8b7KyS+GPWf4lolLW9IDhKmkDsRgUkgfGifqrHk3ImvWtQkFct1HNiHQzC/2KbrZ8f3w/xKdHpTPzUt0etinLEPeVQ+g7enviwhUIX8Io0PmtJXInLUK7c88gqjPlTAKY7XztRTloBDSpqr5PSclf0IGVqEmjY8Mrr7ni9jw2pOoP7In5m2hNxhRXFmHc/VHE3J3EFn6UC3odPrUCg6IXzQBTF98zbC2rtMkPUDozDbYpy6Ha897ivv1WfnIXXx3XN8WIWPcfPRvfJ7TgRXBXyj8BZO98A4YcrjkSObKidDzZbFyl30cHc//hPcFTyR6Q04xshbcDENWIUrv/zH6N78E74kdoNEIdLZsWGqnw6MpWXBXsW3cPMW99qnL4Nj+uqpXi6VqEgw5xRr9p/FRhdFkxlV3fw7zHbejvakejE6HitoJIAzBf3/7Xfi9LilhDmCxcdGNH8eJvZvR0Sys2QjJlURBMdxmAIBeb8TsFTdi/MyFQ3JuFwppkh4E8lbcB9bngufYVsl2Q04Riu74jiJBAwDRG1B89/fQ+dIvEO5tV2gge5qzEWRMuCKhmaVqIorvfhidr/xa5ifNWfPhvnZ0vvhzlH3mtzDklqLwpq+CvfbzoKEAGEsGej/4T3w8FQ3PXD0Z5rIxivsMOcXIW3EfV2xABl1GDvKvflDxuDTSEGDPzoM9W/qmeeMDX8c7T/8ZHqdCzECSdZ/cwjJMmrMEVpsd7z3714T9ggZeUTcRlaMnwWSxonbiTJgs1iE4mwuLNEkPAkRnQOHNX0P2glvhPbkDNBKCqXQ0rKNngahFWvEw5pWh/LN/gGPb6+jf+BzfofKrlnqxAi60nQ35VUPKQ90t8J85AGvdDAB8WDcf2h2PsCRQritHkLPwds3zyJpzPYyFVXDueQ/BtnowBhNs4+Yhc9a16aIBaQwK+SWV+Pg3f46GY/vR1doIg8GEklGj8eZ/fhvLA60EnV6P6+77HwDAqPHTUDdpFuqP7Elol5mTjxW3fQoZWSPr+kyT9HnAWFgJY2HlgI8jjA45C2+D9/gWhLqV05/qbFmwjZ2juA8A5yedRKsLnDsWI2kxpP7i4kVPXqxjGBhykkcPWqonqy6wppHGYKDT6VE3eTbqJscrcFePnYqG4/tVj4lGImg+fRST84tAGAZX3vU5lFSPwdFdG9Df1Q6T1Yax0+dj+qJrYLNnXYzTGFKkSfoSovCmr6H92cSFPcZoRuEtXwfRaVQhZlL46lSsevu0lXDufldhD0fW1rqZaWs4jWGDxTd9HOfqjyIcUqj1SbiitId2fIjJ87nc8AzDYMr8FZgyf8VFnumFQdoF7xLCWFiFss/8BjmL7oCppBam4lHInn8Tyh78LSyVEzWPtYyaApIkM5119GzF7caCCuQsuVtxnz4rH/lXPpDaCaSRxkVARmYOTFabsixIufqD/V1tePPx36OzRTlSdiQjbUlfYugzcpCz6E6u8MAAoDPbkDXrGs7LQgHW2ukwl9apHp9zxW0wldTBtec9BDvOgjFZYBu/AFkzr4bONvJeCdO4vGG22OB1OWJEreSW13z6MNobT+LGB76JkurRF3mGFw5pkh7ByFn6MYAQOHe/G/fbZhhkjF+A/Gs+l/R4a81UWGumXuBZppHG+WP0lLnoXfMq94fKAiLhkyltefd53PHF/7uIs7uwSJP0CAYhDHKX3oOseTch0HgYlI3CXD4uIYgmjTRGOibNXYYT+7fB0dOh6olHKQUhBF2tjejvbkdOweWROjetSV8G0JltsI2bh4wJV6QJOo3LEiaLFbd85n8xZuo8SbALFf9QCpavkxjwadUGHVlIk3QaaaQxImC1Z+HKOx/EtIWrAKgHI0bBwpSVfdHmdaGRJuk00khjRGHC3KVgNVJt9GbpsL/3pHqDEYY0SaeRRhojCv0kgPoKI6gCUXvNBPVlerxw5G20u7su/uQuANIknUYaaYwoEELQlafHgbFmdOTr4bEQODMY1JfrcWC0EWEDgSPgxA/X/Q493iRFpkcA0iSdRhppjChUZpUix5wFn4VBfbkB+8eacKjOiPZ8PVgdX98QBM6gG2+eXHOJZ3v+SJN0GmmkMaKgY3S4YdxKAABNkst0e/PeizGlC4o0SaeRRhojDteOWY7bJ16btJ0vErgIs7mwSJN0GmmkMSJx+8TrUJyhXAGIgkttWp098utspkk6jTTSGJEIRIJwBJRKwHGgoFhQMfMizujCIB0WngQRdxCOfW1wn+oBDbEwFWcge0YpbKPSqTzTSONS4kD7UYSiYc02EcXC0SMLH2mSjgYioOEodDYjCJPodBnq96P1hcOIeEOxbb7Gfvga+5G3sAq5cysu5nTTSCMNEfzh5HqzJ+S7CDO5sPhIkrS/zYW+bc3wNTsBSqG3m5A1tQQ5s8skZN394RkJQYvRu6UJGXV5MObFa6SFen0ItLtB9Ays1TnQmT+SH28aaVwUjMqpVC2pJaDP33+RZnPh8JFjEd85J9peOQoajeejjbiD6N3SiGCXByU3jAMAhJ0BnsQVOuF53HWkE/lLRiHqC6Nj9Sn4GuIXBGPQIXtWGXLnVwzrcvFppDFSUZ1TDpPeiEBEoWILj9O9I78IwEeOpHs2NMQJWkbAnpM9aCcnUHzNGISdAYBVy4kIgABhVxCUUrS9dgyBDrekCRuOom97M4iOpGWRNNIYQrCUxYH2ozjSdQqRqLrmTEDQ6+MMp1AkhFZ3JwyMHmWZxSPKcPpIkXSwx4dgF5/CUIV/PSd60KXXgRiSOL5QQJ9hhK+hP4GgxXDsaUX2jFIwBu0q4h81sKEQwk4X9PYM6MzmSz2dNIYZImwUe1oPot3dhSyzHXPLp8NmtKLH14dfbnoU51ztXAVxjWAWQoBcSzaeP/wm1pzZDC+vT5fYC3HHxOuwoHLWxTqd88JlQ9JshIXnZDc8p3rBhqMwF9uRNaUYhuw4AbAB7ZVgAa5jXWCMyUk17ArCfbJHs000EEGgzQ1rVXZKY1/uCLvdaH72eXRv3ISoPwDGYEDegvmouvdjMBXkX+rppTEMcKzrFP6043GJe92T+1/GPVNuxvqGbTjnak+pH5ZSmPUmvH78fcn2dncX/rTjcYSjESwZNU/UngWlFDqVAs6XCpcFSUf9YbS+fDRuJQPwn3PCsa8NxdeOQcYY7uY35FhAGAKqJmMIoBRsIMJpzxpNvfW9HJnz8oda26TjfUQQ8flw5OEfwNd8LraNDYfRvXETXEePYvIvfgZTXu4lnGEaFxu9vn6sb9iGFlcH7EYbJhaOwd92P41gRLpgH4yG8J99LwBATKpIFhIOAM3ONlVp4/nDb2Jh1Ww0Olrw2vHV2N92BFHKYnRuNa4ftxJzy6ef59kNDS4Lku5ef1ZC0AJolEXHu6dQXZoJwhC4T3RDn2lCuH8AoaJJiJoN8ZqYRhvxIuXlCBqNonPNh+j4YC2CXV0w5uagcNlSFF97NXSmeEXzjtUfSAhajGBPL1pfex01n/lUbFvE64W/rR16qxWWstILfRppXGRsatyJf+x5BlGRL/P79RsBAAxRlhspKAhS15NjhC7yAuE2EfQHnHj75Id4+eg7CLOR2P7TfY34/bbHcPfkG3Hz+FUDOKMLgxFP0hFvCJ5Tvar7aZRF14dn4GvoT50sKaCzGxH1KLvfiduBAGCI+iIjgM73TsHymVnQWQypjX8J4ak/g/Z33oOnvh6MyYS8+fNQdNVKGOx2xfY0GsWJX/wafXviiWwiXi8an/overfvxMRHvh/TnLs3btIcu3vDJtR85lOI+PxofOIpdG/cBDbEfQcZtTWouv/jyJ4yeYjONI1LiXPONvx993/BUuV7UqhXeD6wGiwIRAJgZW563J8UDGHw7ql1EoIW48Ujb2Nx1VzkWrPPax7nixEfFh7u9yuTr6j4mfd0r7RNCt991B2K95MERKfRIeGsbdeRzuQdXWJ0rv0Qhx76Lro2bISvpRWeM2fR9N9ncejb30GwW1l771q/QULQYrhPn0br62/G/o64PdwdouLbGvF6wYbDOP7jn6JzzdoYQQOA58xZHP/xz+A8fERlrHp0rlmL7s1bEfZcPvXtLle8X79RlaCBuJRBKY3/iG7GZP7RAJBnzUkgaMkYlGqGlbOUxaamnUnHudAY8ZY0Y5Kdgtp3Imwnon+Tfc9JtGahDWPWIxqWWd0y3g50eBDq8yPU74feaoCpOGNYuQEFu3tw5u//AmUTb5xAZxfO/vMxjP/edxL2da75ULPfrg/XofLuO9H54TpEfb44QVPKvXeKPgNLWSn6du2G64Ry6SM2EkHTf5/FlF/+LD63jg6c+t0f4T5dD4jmbioqxKgHPom8+XM155fGpcGZvqakbdRInKVsUjuLgMButGm2SUU60SLxi4URT9KmAhuM+VaEei5Q+GcKlnTM6tbow9/iQtPjcYvTmGNB/vIa2KqHRw6Qzg/XgWr4nPbv249gd0+CB0awu5v7RUy+QIx8gz29aPjPE2h7651EC1rWtvjqVejZsk15Anxb98lTcNefgb2uFlG/H0d/8GMEOjsT+g52duHEL3+N6k/ch7JbbtI69TQuEPzhAFaf3oBNTTvhDLhRnFGAlbULsXTUfJj13FqFXCsmICktCKayFB9hI5r9pWIiFdkuvcfRiJc72AgLS0VWXN5IhgvhaKH1bfPjRX1SIg/1+9H++nH4Wy/9kxoAAm3abk2UZRHo6EjYbszLi0sYYqLk/9ZnZHAEDSRYzrF2APLmz0PJNasQ9fvj21k2/iMa4/BD3+WkjY2bEejqUpVPQCmannkOob6RHxo80uAL+fHD9b/DC0feQru7C76wH2f7m/HPPc/iTzseR1V2OefyJvqPkyZSu0EJCDI0LGUKimxzJgghEP4TH0tAQAiDogx1EjbqDFhUNSflc75QGNEkzYajaH35CJz721N7LApI/VpIDiL7VzxGsmlEWfRtbx6iiSgj0NWFzg/XoWvdegR71eu9sZGwlBQVfiKBRK+YohXL1UkS4EhXTOCEcAutIoz6zKcw9ltfB9HpOC8OgZRVQKNRnPnbP9G1YSOSfdA0EkH3ps2abZTARiKabxZpaOO146vR5GhV3Le9eS8+PLNFcd9AbsuoRoY7AhKTKgghIISAIUzMsqag0BEGlVnlICAxH2lKaez32pwqdHi6BzCjC4MRLXf07WxB4Hws0SReGQOGTL8megaMQYeoXz2IxtfsBBuKgDEO7VcRDQZx5tG/o2fLtpjOTHQ6FC5fipoHPw3GEPc0OfvPx9C7bUfSPs/8+a+w/vynEnc4W80ozWNoWHbuhACQErW1ohyE4eyFYI+6p464D0opfM3NKX1/3uZmNDz+JILd3TDl56No5XJYKysV2/bv24/WV1+H8+gxEEKQNXkSym67Je1VMgCwlMWGhu2yrVSyiBeMakuEDGGSLiz6VaquMPw1dqa/GePz63C8pz42LzHCbAS7WvdL+hTjeE89Hv7w17h94rW4qm4J6nsboWMYjM+vg1Fv1Jz/UGLEkjRlKVyHZa/fqSwGipAxNh+eE91DZ1WL+rGPL0DB8hq0vnREk6RBKWiEAkP8nZ/+w5/Ru0O6Mi34M4OlqPvyFwAA3Zu2oP299zny1FoxJwRhtwfNz7+Asd/8emyz++QpgGE0vTbiE5C1IQSEYWAuKgLARSM69u1PPhe+r6g3hXUIStG9boNEZml76x2U334rqu79mKRp55q1OPO3f8Z0UkopHIcOw3nkKEZ/9X9QsHhh8vHSQCAShDvkjf0tVElRg0SKIIQn04HflHLfakopvjzvk3jm0OvY2rRb81i5di1e1H/pyNt47dhqRHmStxmtuGHsyovmQz1i5Q42GEHUF5a42qX0vZL4j6+hP/VrQU1OURk77A6CshTm0kzNbo05FjCWoX1W+prPJRC0GF3rN8Rc6jreWx3foeVtwmvEPZu3omd73OqOWeSEcGQ9EI8VSmHMz4e5qBBsOIzONR+CFSzvZHNJwQUrBoW+Wl5+FT3b4tZexOdDw+NPKpIJZVk0PPYfiUtgGuow602wGeMpfJO5y1HQmCQBIEFDTh3ScSoyS5BnzcHdk27gb3n1fuVWtDBnTjeHxJfaG/Lh+cNv4pWj7w5ijgPHiCVpxqjjSGEgEH8/FFzod6oY4IM90OpC64tHYJ9QCKJTn2fWjNIhd8VT81sWQFkW/fv3g1IKb5NIE09lHpTi5K9+i7P/+jcAIHPyxLjlO1DyBOcd0vbuaux58Atoeuq/yfsRz1FpIVLeVm0/pTj3wkvo+GAt+vbsRc+WbYj6VSJRKUXY5cLZxx5H3569aa06CRjCYEmV4PqY2vUgliJsRqumfzOgTLjyQ64ZsxwA0OJq597aRA+C1KA9h7dPrk2p8MD5YuTKHVGaorOO+CAkWsQDlEhSAj9GqM+HQLsLRdeMQefqU6ARqSaWOakQersJvnNOWMoyFavDDAoKvs4SUIrujZvR9OR/EfXyr6XJCE+G9ndXgw2H0bt1e9KFPkUI41GKxsf+w1kuqcgc/Pxjfci38dBnZiLq96kEOnEPAV9jE8787R8AwEVFCnNQaAsAnR+sQeeatTDm5KD28w8id87slE/3o4ZbJ1yD/R1H0epK9AhSA+WtVo9IKlEC55lBEjRmCsrFLRCC68auxPKaBQAgseoHgmSXoj8SxOHOE5hTPm1Q/aeKEUvS7pPdg0tcJCfqoSRogfBFfbpPdKPy3mmwVmTBdawLoT4/iIFBuMcH19FuuI50AQD0GSbkLaxC5sTClIYKdHUh7HDCVJAPY47U1zprymTgmeeUD+RJx3XsuOL2VLRpoX3n+2ukEof8OLW+xG9AlHKWqbAt2fiUwpCdjbBLtGAsEL7o4RTxeOJ/ix9AKlZ6zAtFTvwKbUP9/Tj5699h0k9+BPvYMbLpUTgOHIRj/wGAUmRNnYKcGdNjC6MfFUTYCMJJ6g/KofatCxazYJIpEXS8D4qbx1+NuybfGNs2Om8Uci3ZsdzSqfpiK81BjmQ1FocCI5akww7+NWMwljAFoCdAJMmBwvei1ExpXIV2wU4vAh1umIvtyJlVBhplce7ZQwkJoSKeIDpXnwLREdjHKZepBwBvYyMa/v0EnEeOctNgGOTOnoVRn/kUTPl5AAD7mNHInDA+kYiB1IhUiyi1CFkseyi1ER8v35/M+hcdnzV1Mvp37UE0KKrIkYTYY2PLFi4TwLLxB4ZSnzyRs5EIWl55DeO/+1BsV8jhxPGf/ByeM2di29refhe26iqMf/i7H6kMf68eW40eX39SLw0x1MiT8nk2xAu6ShAWDjc27sTtE6+DjtGhof8cnjrwMnp9/SkTs2Cpi8dRik4khGB0XnVKfZ4PRuzjXZKsSLQYKIHW23t0qDUOFbAUba8eQzTI6d+e073KGfvYKCgbRd+2ZtWL0NfSiiMP/yBG0NxxLHp37sKRh7+PsCtefGDcQ9+CtbJCFhDCE5DYqpPLHArh2pK2CRNP9NhIuuindFwyiBYm+3bsQs3nHgTRifL+yuegZBUrQRwskwzCnPn2/fv2S76rU7/9vYSgBXgbm3Dyl79J3v9lApZlsVmU80JrEVCsLWvpxZRyJMkQRpFsxWP0+R1odLSgxdmOR9b/Hse762NBLalAIGj5OIL/tIBZpVNQlKFuUA0VRixJ28cXaC7IxaBE3kBq1rdWmwHwS9QXRvubJxDq98NTL/UDDjla4Dj8Grq3/gXdW/6Mzg1PomvdVsV+Wl5+FREVt7NAZxc6VseTmzc/9wKXFlQgTUJ4KUY2cZm+q7PZ4n9r6LMJ28RRgQLUCDtVq1k+Dk+obDCI5udeQPG1V6Nw6WKYiwqVZYpUXAIVUHzVlTAXF0sfAgrH0mg01ofnbIPk4SmH+/Rp1ZwklxuC0RD8orqDauQbs1hBY4KGFgghWF5zBaYUj49HDfLELR+DpSxeOfZuwjwUIw9F/TCEQbm9GEa9QXlxkncnHJtfg8/P/nhqH8h5YsSStN5mRN4ChYAEeQSgkmve0C3wpgx/kwNNj++T5BgJdJ+G4/CrCPU3xW72sLMN9X/5I9rfXS05nlKK3m3yAAEperZyeS+6N21Gx+oPuI1ikpZ7YcjCrQFwSZAEaHhGqG4Xa9vCj4JrHjGcX9rWYFcX2t96B2wojBl/+wsYrRJchMCYn4/JP30EeQvmJ10gzZoyCTP/9mfkLboi6Twi/MKr+7iCtCSDovx0GcKsNyHLHE9tqyV3mHRG1OZW8e20b7Y8aw5un3At5pVPj3lqJD4AKKwGM4ozCrGr9aBmf2LXP3E/jqAL4Wgkvk9G1qWZRfjhsm8MekFyoBixJA0AOXPKUXz9OJiKMrgNhMBalYOiVaNBhIopSrhISkfiuDRG0pSNwnNmPSdBiMFfC41PPs0tfgmHRiKcD7GGlcjyYdsd772fsI/rW3vxTHGfnGAZBkSfZClDPo6CNwY9X59jvq+ebdvRt3MXaETDnZJSWMrL4Dh0GNYq5UhDMVpffwsAYC0v125IKXp5n/FUHjqMYcQuAQ0IhBCsqOEecFSDoA2MHj+/6juYVDg26S1ZlJEPHRj8cvOj6PH2I9ssjT8QwrlZSuEN+fHt1T9BJDoAF1tZX/LzEcLKGcKg3d2lWaF8qDHirxr72HzYx+ZzFVIYAkbPLTA4j3SeX8h4qpAvIKotZIof+IQg1N8INqQkXXAN2VAIXes3ouS6a0AYBq6jx7jd4gtIph/bamoAcMEsCYt3AkGqLfyJIRCr2ONC2B6NJvUT1lmtcdc+NQx0wVLeToTWV19POifnwUNwHjrM/ZFkDM+pU2j4zxMw5mtkQOPn4Nh/EIQQWMrLQXQ61XkIC7wfFdw0bhUOdZzAqd6zivsZwiBCo9h5bj/2th1O2l+XNy4TNjlbkWW2I9+agx5fv6J+7Ai6Yi55YiuZ8LKfJF+16Fgd0SHDZIM37Necj9BjOBoGAYFed+GodMSTtABx4Vh/sxOBNteQu9oxFr1yAIyYmJONQwCd1QBQBSd4wnfEa8cN/34czc89j5wZM9C3a7e6twF/bMl113DzNJsAeeJ7UTvGaAAbCicnRJaVyiQpIpbJTg2p+GNrPUxk1nnI6eR+Zxh1vVssw6SAtrfega2qSr0BP37v9h3o3bEThBCYCgsQ6OxSbF6wdAnMxcUpjT0S4Q35cLLnDACCcQW1sBosuHfKLfjh+t8lEKg4fPt0bwPa3J0DdotzBtyYVDgWd068Ho/ufjp230kIGYLeneiVIXx/SouDyazk8QV1ONJ1Cm+dXIOTPWdBAEwqGodbxq/ChMIxmscOBpcNSYuRUMH7fAha9P2a8qzqqUX5doxZD9YfUdwnQGfRo+z2uXD+ZG18bgSKMkTUH0DPZj5jmIZGXHnP3ciaNJH7M6JhVVIKxmzhSFqwlLUW8gbigSFAIPdkbnzy/tXeEpJY/ZIkTmLPFaXzStVSpxTehobU2oKzyAIdnTAVFSLidCEaCMTOgeh08J87h64Nm1C4dDG8jU3o2bwFEZ8PtlHVKFi0EDqLJflYwxBRNopnDr2OD89siSVNMumNWFW3BOX2EkXiFWvUx7tPc7cHr/3K3d60cLTrJMYV1II7XP3hyxUJiHuQEAA3T7gGbxz/QJQnJK5LO/wu6BkdokJmPHFODxAUZxTiN1v/IZoncLjzBI52ncJX5j2AeRUzNOc9UFyWJE3DQxi2y31/AICc+RXwv3JM9Ua3jspB6U3j0frKUfjPOVW7tI/JR/aMClhKiuFv14jIUrrwVKzF1tfegK1mFPQ2mzTQQwERp/rcFCGcb6qJlFLpTx5gojVuEoR6+2DIyUHY4Ti/eSmNrfWQkAeoEIJgVzfGfvsbOPvPxxB2OAFCQFkW7tP1cP/hT2h56WX4Zbm7m55+FuO+8y1kTZw4dPO/SPj33uexrkFaqCEYCeGN4x/AoEuu0/vCgRgJyr00BMIWW8ISvZiQWICKEiTltvjf7QYbvnnFZ7G3/Uhs4VBuRQmLhXpGj5AsWx8FxbqzWxUfCixl8fj+FzGrdMqQyh8jeuFQDaZC7bI5g0HmpCLYqnJQsLxGkTz1mSYUrqgF0TEoXFGbWNaLhyHTjKypJZwj/Ne+Ar1NtEKcLNBCgyCjgQBO/vp3cB7m9T2GUfdiSbaAKPbIIAS58+chFtGXKkGnonkrjc8ouO0lkyh4qUGz34FASSsfAFpefBlhp0vxOH9LK+SvdhGPByd+9iuEhvIhcxHQ5e3F+kZ1j6NQNJSSb3IsolC+YCfTKxOLBLBwBZXrWYqtdbF7nSfswxMHXsKB9qMJ44kRZiMI8/OX/6eV1c8ZcONAh7or5mBwWZJ05qQiiUateJ3It6n5UzMEuXMrUHhlHQAge1oJyu+ajIyxBTBkmWHMtyJ3QSUq750GQxbnBmbMs6LsjkmwlIlWoAmBrTYXZXdN5jRpcJGBU3/7K5TeeD0spaWc14SKy1oMGhcWGwrBfape4yRFfWgRj2yRUVUPPx+oEakQ6i96SBQsW6ruc8335RFSpg6QUAc9T8VxKMCy3MKtVj8K6QwiPl/SepHDDXtaD6qSlVwiUIPYzY0rqSV4abCSPtTc8/a0HkKOOSthdPkYsT2URUP/OTQ7W2NEn5ADhAqPAdkcxf1oSDFDXRfxspQ7dBYDSm4cj/Y3joNVkj7EvtTyz1q2LWdWKfIWSheQLGWZUgJWgLkoA+V3T0Go34+oLwxDpgl6u0mhXRFGPfAJjHrgEzjxi1+jd+cuhfkm0WWFxEyUcl4gqQSL8ERtKi5CsKNTOo78eJpEYx5qKBAj0elA2aj2+oJcRhlM0MxgIJtvzMNjgPk63MdPDOWsLjgibGoubnKPith2cWAJITDqDQABAuFgbJucrOXHE0Jg0hmQZ83hQr8VPD0ECAmclMBSFgwhCQ8DwWqW56rWQvEQRyFelpY0AFirslH16ZnIW1gFW10e7BMKUHh1HTKnFIMxcFa2PsME2+hcVauaMeuRNb00oe+BwJhjgaUsU5Gg5Si6aqV0g+zmZ2wKzvOCpsa3jfp8qVuTlMKYmYWsyZPiJKxl3Z4vhLeEAaJ32zYukVGyeQzmITLYxEfCw0xLAhI/JORtFI453wCfi42x+bWq++ILdfzfCtekfFMoEkYwEpJYrWrkKBA0AHR4e/D9pV/DrNIpqguV6tQtbqfxlqqW0InS2A/AEfTEwrFJRhoYLktLWoDeZkTu3ArJtqxJQOHKWtBIFMSgAyEEfTvOoW/HOUlaS73NiOIbxsGQArkOFXJmTEfJddeg/e13FW/ijJoahB0OTtcUSxZiMkhlQU4EX3MzrJUV0JnN0mhDOS6WFa0ANhRGyOHQ9EM+L2i57g0U8jeOZIuiIqbKm3vpi54OBGPza1GbW4UzfU0AILFiCQCbwcqXuKKKBMhSLhxcyJURiAQ1vTS4fpVzQruCHuxtOxRLxKSWxF/cD6AsW6i5A3LWNgPwt14CcVNgVd2SpOcwUFy2lrQWCEPAGPWxDzN3XgWqH5yFgmU1yJ1fieLrxqL6wVlJJY0LgZrPfAoZtTWyCXMWqOvoMUltQkXLV6wnp2AlRv1+uE/XJ4aDX4jUmoO5ePl5BNo7YCouGlgfqejuA1lkFD8A1bqW6/1a/Yv2WSvKkb9wQWrzGEb45oLPojyzOEGWoAC8YR8KbXmaFqpwzOi8UarklpjcX9pfTU4l9rYdkmjIycA1SZxXMlmDpSxK7IWq5/Ts4TcGlEM7FXwkSVoJepsR2TNKkbegEvZxKSZvOk/4ms/BdeKkJHudr7kZnrMN8Wx1ssUw79mG1AcYrPWrpEsPBQbSr8KDwj42hddIpXMWLUIm+F4P1BMkdpxGGzGZJ3vYUYqcmdMx8UffB2O8eMVNhwq51mzMLpumkLiIg1K1bTnpjskbhc/OvAe6FHRfsWeHYMneMuFq9Pj6NMeQg6Xq8oeWMMJVFqcxb5H4DwEhXATi+6c3Jj2PgeCyljuGKxyHDqPxiadjwRKMXo/8hQsw6tMPwHFQI0RWTCbynMfif4faw2GoIHcx1PI/ViDPwmVL0LNpc9I8HYqujIOxnJX6ThU8URODHjSokaeEEEx4+LuDm88wQJSNYl3D1piHhoBk1rNYUjjRcwbfW/drZJuz0OvvH9D4hdZczCydHJNcAKnsIoCAYGrxeBzsOK5JwskK5hJC0OHpilnciYuRFLtbD+JTM+8a0HloIW1JX2Q4jx7F8R//TBLNxkYi6NqwCUd/+ONEC0+SD1rFFUz+eq2UNlQNqRJ6MotQwerXhNrcxAuYsh/HgYNcyLvaceLfxRazYL2fr/90quC/L8ZgAKNPshhIKVdxfYTCHfTAGXBLtiUrPAskWqvhaBg9vj7oiDQ9rEC4sZSksv+6fH040H4US0fNBwFUvUHyrDn45hWfg9WgHNmppVEL++OFcjmwKt4ivf5+7Go5oHruA0WapC8ymv/7HFgVS9Bz5izYVAhFToRK7ZSsSbW+UripChYvhKlQo7SX8GA4Xz1b7bwZBq2vvQF9RoZy//Lzlf0wxovvOcGGQkjIcqiAzg/XoW/XbknWw5ECs8GckkyhBXHIdoSNYH7FTFRll6EoIx+TisbyUkK8jdxveVfrQRRnFKAyu0x1jF5fP1pdHQhEAglEL0Q6xn21E+cn1rmrsiuSPoheOPzmgD8HNaRJ+iIi2NubNPG7++gxZNSpuzYBSPQeSEayWiSdorXtb2sHFXJyaPU1kIdLKpCRftjp0ta1laIVKQUbCCZPsTpUED0cor4kyaYAdH6wFsd//ivs/vTncPaxx1Uf4sMRjf3nkG/N5V77B/mWIs9SF2EjeHjJV3Bl7WKYdMakl2gkGoE35EObq1NRixZIdl3DVhj1RkWiF8bOs+bg1glXS2mcb0MphVFnQKuzPalu3eruRJOjZYCfhDLSmvRFBBtInoM2GghwCYOUAm0EqOnOStKH2NUrmcWtBkpBGAZsMCCVEQba32ACYmTnwybLsCedjMS3WlPLThiX/99A56uQzyPVhygbCqH9nXfBBgKo/tQnEXb0w5CVBb1t6NMcnC8CkSB+t/WfONR5gpckAPCBHwlZ51SkBDV3ug53N7749sMIR8MxuUPoV6n92Pxa9Pr6EWYjCdq4GJ2ebswvn4ENjTti28QPFkII5lfMxOTCcdjZcgBtrg5uxjQ+e8GPWw3iOQ5Vzuk0SV9EmAoLYMjM1EyAlFFXi7Y33wYIn3tDyWoUbnw5AShZkQAMWVkI9w9sQUYOfWYmbCZTyjmZFXGxIgBj452H/hy/O9WRSsIpte9KvF8yLkXn2g/RvWkz2HAYjF6PvPnzUHXfvTAVaOS3vsh4Yt+LONTJRUgm5GgGhYHRc6TJk5aSla2U7xmgOOdsjX0u4mOV2pv1Jmw/tw/rGrZyRC48XBWQZcrEzeNXYXfbIXhDPsVw8L1th/Hasfdi3t7ix4tUl5b6UoslGwAw6gwoyxya1LRpueMigjEYEqMKgdiNThgGhVeuhN6eEd+uBEphqxmFirvuQPbMGYnFZcUgBAXLlpy3x0fY6YQxNzflxTdDVtbQeJloRe1pQcl/XP6moQYmxXkrLeaKtyVzOVR786GU07PBLSp3b96Cw9/9P4TO80E7VHAGXNjSvFuyTahcIkgEn5pxN+6adAMy+TJaVEZ7AhKTFRGFTA1E0l683R8O4Fj3KTT0n+Nd89STHy0ZNQ/F9kJ8esbdYFSug4b+5phnykDydcjbLqqagwzj0LwBpUn6IqPirjuQO2c294fME4NGozjxk58hc9y4+H4lEAJvQyOslRWo+8LnpF4MMs8Ovc2GQFtbapNTIzBC4G9pRffGTSkTb9jjQf4VQxScMdDse0pueGJXPMEaUtKoCYGaJZYy1OaQzANG4xyDPT1oe+Ot85vXEOFMXzMirEoFGp6sGvqbcdvEa/Ho9T/hahKK9F0loga4clq5luykwSil9kJUZ5dzeaLFmrKGh8YVlbOQZ83B9z/8Df64/d8J8xcHsSREK4p/FxO45DzirSYUjMZ9027TPIeBIE3SFxmMXo/x/+9/Mfbb34gHLwg3MCHwt3egf+8+6O129U54Qu54dzWITgeD3a68mEgpIl4v+nYOIIudysJbLCIxVe8NlkX/vv2JFuxALFoxKEXWtKkpt034WyF0XnEhlFJAiPtNBWrnIp6Dkk6dSr8ydG/anNqcLjAMKeRKFmoB+iNBtLg6JJamUnHXm8evwp+uewSZpgxJP0o+zy2uDpztb1a4VON9Cv+WZBTiE9Nux8en3oofr/8jTvU2qFjEMmIWa9WSVolZ+hhCML1kEhZXz8VDi76Ah5d+RdFLZLBIa9KXCL7GJq6wrALhsZEIbKUlcLucmrKo88hRHHn4B5zGraR5Clpoqgt2g11YVAIhysmeZNalfcI4uI+d4Nol0axJKucijKfUJtVyYOwASDrZmHI5Q+nfFMeKeJLUjbxIGJdfC7spA26VXM6UUmxo2IYPzmwCIQRGxgDwqq5SpRMAuGX81TDpjZhdNhWNIq8IrdwaXOSfbJGSJ+oZJZPw1fmfglHPGUIvH30X/QGn6jkpBd9oZdQTw6I343/mPgCr8cJU10lb0pcIvTt2au53nzoNnc2mbbVSCn9rK/e7+HX6QuTdkF/EWmOIrWbhWJUHQP6C+ciZMS2lKTgOHATR67QbJSNgMTFqkSNBauSZrD+ZpKX4IE3xs7VWVihuv9gw6Ay4ZfwqxX2ChRni05hSSuGPBMBSqhhoQkGRZbbHrPMraxch15IdO1aORM8N5e/abrLFCBrgcl+r95EIaUZpbfjCAbx45MJJUWmSvkRI6g5GKQqWLB6Y1SjWpUX9SNomg1iOEMkwAOJkIx9DYe7CuMl8kzs/WIsJ338YE/7ve8mlYEpBwxqfm+BtkQTWivLEB4kcvDVtyMlObCMnUTUClreRQ0TseQvmoezWmzUffsVXKxPjpcC1Y5bj/mm3wS5aHJNLDfLtanAG3Fh3livBlWm24/tLv4qx+bWqLnvir0MgfzlZzyydgndPrcM/9zyL5w+/AX84Xvh5IAVvk0E4t/UN21Hf2zhk/YqRljsuEezjx2vWN8yoGYXq+z8O5+Ej8CtV+pATh1aVbPG/yZCs3UD6YRhkThgHp1o+EoaB71wLvA2NCLS3AZrO4TIMxueaR0QcYKLRh85sRsHiRWh76x1VrT5ZH5oQ5CgAjMGI6k/cBzYYQvt7qxOaFq1YjsIVywY3zgXCtWOWY2XtIpzorkcoGsZbJ9bgZO/ZhHZqLnhAnHjX1G/CytqFAIBieyF+tPwb+NeeZ7H2zJaEfpTTiMbTntblVuMvO5+IFcbl9rMpWdAWvQmBSChpsIp8Lv5IAA9/+GuU2otw9+QbMad8WtKxUkXakr5EKFq5PH6jK1zApTfdAJ3ZjLKbb1TuQHzc+RBrsoXAFF3ulGDIzoIhO1vZWhVtcxw8hLOPPT6wzsXyzgAR6u6OW+0a5xYNBEAYkbySisU8UPD9eeq5smc1n/00Jj3yAxQsXojMcWORv3ABJv7gYdR9+QtJvR4uBYw6A6YUj8essikIRcNJ2yuFYwPAOVc79rQexOrTG7C37TCibBQ3jrsyFhIei/rTdIPj5JKG/mYJQQvjpiJh+CPBWK4Q8TyloKoPizZ3J36/7V9DmrsjbUlfArS99Q6an3sh0aeWEBCdDuV33IaCxYsQ8fnQ/N/nLtxExDJGMjAMIIvgS4ZwvwOBtnbNBUmi13NeIMJ8BkOAGg871fZai4MiGSLY1wtzcREC7R2K/XNlvTRcBFM8p0B7B8JuNwx2O7ImT+Kq5YwwlGeV4Gx/cwJ5iRf3lB40lFJEaRS/2frP2LZcSzY+P/vjuHvyTXju8BuxdmLIA2UoBfr8TkRTyJeSDOIK5sJYoqqHSY4Fnj/85pBZ02lL+iKja8NGNPznCUT9fqnmSwh0Fgum/OaXqLz7TgBA9/oNXAXpVIMrBoqBEBvLApBp1Frg23nqz2iOnztnNtdGmEuq1qKcGJkBELXweSuFW8sWAGkkwr3NqPRLo9HkWjTDwFigXfeORqPoWrc++dyHMRwBl7YUoUBuahZpn9+BX2/9B6aXTMR3Fn0RU4rGQS96q5FE/4ms7aZ+qTRIFYracsfHrXotKC5ekkSLXm5tt6Vzd4xctLz8auJG/mKLBgJwHT6CjFHVAADn4SNCA46EtELEk20Xk89gw7NZdkDygt6egYibd9NSIbJAdzei3kG6lklIWSTbxLbRRIlb9LlE3W4kgFLE8nYAyBw/Ht2btiSGgA/A6tdZLAj39Wk3IgTOQ0eQN28e2t99D/179oKyLLImTUTpDdfBWlmZ0liXCkc6T+Bw54mEcGkBNoMNmeaMhCIAsUhEhYdzOBrG2yc/xILKmejzOyUBKIIkIYfJYAL4JQe1uoQcOFJXaiM+h5j0wTEz6nKr4Qp50MmfB6eDK98TQ5W7I21JX0QEOjrgb9WO/ou9+gNSQhwKHVRsrTIMGJMp0YMj1T5SaGerruJ+V3JP4//2nq4fwAmoQN5/zBdaeV5Jz4GXdAx2O/KumA/XsePSvgfwoDIW5CPq96sunAGI9Rf1+XDwm99G25tvw9/WjkBHJzrXrsPBbz6Evt17Uh7zUmBjI+dSqhRRSEDgC/vwtfmfwbJRC2DSca5xBkYPPaPTLFm1u/UgfrXl72hxtSfskxNsvjUHy6rn839pL/ypadMxDVx2DvnWHNw37Vb8ZOW38efrHsHdk27kNXXluRt1BpRnlqjOYSBIk/RFREo8K2qUM3NGfJvawVpaqLyd7EdntSZ3RUt1PIV25sIi6XyUSoJpSRyEAIILn0wakpJyalNS7F9lbL3NhvH/910QnS4x3H4AYepRr0ZxXzEohb+9HRGF9mwkgtN//AuiwaGxzC4EXMH4W4mQx0P4EYKQur09sBrMGFdQh3nlM/CtKz4Hg047z3cgEoiRsWJIOf89GHUGfH72fVhecwUKNOoqikPTJxSMhoHRx7ZzD4u4hMIQBha9GX+57sf407WP4OrRy3C48wR2nNuHSUVjNaMKF1fNhc1o1f7QUkRa7riIMBcVcotQHZ2qbbKmTI79XrBoIVpffT2p9Q1AQnqMyQhrZRUsZaXo3rBRubleB3NJMcIOh7QPNfIRve7rrFbtyuJ8X47DR6CzWDj9XQz5Q0dlTJ3Viuwpk9ArhLUrVUWnvKRBZP2kGogiEL9Myqj8+MdgH12HU7//Y/J+NBD1+eKWt8bna8jJRtjhVO0n4vWiZ8tWFK1Yfl7zuVAozijEQRxX3c8Qgt9u/afke9nRsg+5liwEI3FPDEnGu9ixcVtS7s5HQWHVW3BV3WKML6gDwFm9nQq1FYXjhX8XVs3GjNJJ+O/B11Tnvah6DvJtudjUuBPPHXpDErVYnV2OdndXgifJxMIxQ5q7I03SFxGEYVB20404849/Ke43ZGbCXFyM4z/7BbyNTdBbbcidOwdtb78LmqIVpbNaUbzqSlirKtH6xtuq6TRpOALPyVOpEZvs9T6BdJVAKYIdHXFikpBqatZ/7pzZsI8dg97tCtGZcpKX9ynWjuXt1cYWjW8pLkagowM9m7eev9eJ+G+FudhHj0bu3FloSuLJo/Vwv9RYWbsQH9RvVBERKKIsqygN9Poccfc6VR9oVlRTMHG/PxLAGyc+QIurHQsqZuJ4d72qpCHua2x+LTrcXTDrTfCFuWtavCCZY8nCzeNXYWfLfjy666mEvhodLSiyFWDJqHlodrTArDdhXsVMTC0eP6TukmmSvsgovvoqhBwOtL7ymqQCh7mwAFnTpuLkb34X2xZED7xNTSByzViJ7HgijAYCaH3jLWXiEoiIt0hpNColkmSSiphstdrLx+TbxqxqNdKTbTPl58HX1Jx8jFTGF39+Yotc+F302RCDAa1vvQNjTg5HCgM5XzGEY9U+X0KQM2smilYsR//+/Um9W4w5OQMb/yKiIqsU90y5Bc8cSrRKDYyBszYpTSAvQggyTRkIRcMxolQC5Y9VikIUsLftMLq9vSnNd3rJROxs2Y8Xj7ydYJmDUswum4b7p9+OfGsufrnpUdV+Or3dyDZn4tYFn0lp3MEgTdKXAJV334niq69C77YdiHi9sFVVwpCdjUMPKVeNVg0h561kxmQCGwxKyUSNBJWIW9inBiVrUIlotTxNCIlb4KlY1QBaXnqFCysfrCUrnrvgsaEVmSm8akcicOzbH98We0gqeIukOr4CiF4Pz6nT6N+7T7pewBBhwjEwRiPyF14xwMEvLm4YtxKj80bh/foNaHK0IhyNwBFwxuQAIXc05zcdPz9X0IPbJlyDl4++G9smkLmgR1OVz15O+p2envh2CkVruianEjeOvRI/2vCHWFsCqYxi0OlRaMtDh6cb5xQWLcXY03oQy2uGKC2vAtIkfYlgzM5GybVXx/4+87d/KDdMweJkjEaOpJNZxHKICVdkYasSd+yGoKkFtSQj1xQeEDQSkZJ6KlB6WNHY/5Ifq7ToquYtMlgrGwANhxEW3ADF/bACUcdRff+9MGRqpK8dJhhXUItxBbU41HEcP9/0F8WPTJ69Tsfo0OxsU5QIpLKFuhUthlb2OovejEeWfxNPHXwlcSzR+LtaD8Id9KDH28u74XEjKiHMXtialGmSHiZQ1BuTuYpRCl1GBiIa5bg0oWXNyslKXA1cjaDVdGGlvuVz0MJAyFnoeyhKdYk/Hy0PlFTnKKwPiB+I4r7lDxdCkDlhPMpuvhG5s2ed37lcZLx+/H1RfF6iTCHIFwAwu3QK9Co5qsVW7uyyqdjffgQRNqqq+Rp1evgjAcV9DGGwonYh9Dp9zOJWQ5SN4ndb/4XjPfUQ13CUvwUAFDU5F9aH/SNL0pRSBAMR6PUM9IYk6S8vAgzZ2dwv8gUvMeSEwDCDDwTRqs+nNAeBsJKRn47hSDwVgh6shJEMKSzWpYzYQ0Tl+AEG+CT1OuEfNIasLMz+9z84F8ARhlAkhGPdpzXbCEEiFr0Jt028Fu3uLmxpkpbkEssPWWY7vjrvU3jx6Nt46+RaSRvxA8ClkuMa4KzoOyZeBwDINmdqzo+lLI51n44/JPgxhOhJ8Zhvn1yLbl8fPj7lFuRaszX7HQw+ciRNWYqdWxqwZ2sT+vt8YBiCsROLsPjK0Sgs0f7iLiSMuTnJ6/nJ9WCBIAZDQMnIVkk6ScHqZXR6sKxGoh1KuXwXA6ncPVDIF1QHeqzs4cSYTBj/ve/g6Pd/pNxfqla7XE7SnsiIJGglqOnD4wvqcN/U21CRVYoyezFqcypxpp9bKJaTrzPgxpff+T/cP+02VGWXocnRqihrqFnvBAT+SADBSBBHu06ivrdBEgwj9uoQl8hSgrzfKGWxrXkPTvc24CcrvoWsJA+AgeKyImmfN4RDe1rQ3emGxWrE5BllKCqVfmBvvHAQh/e1xv5moyyOH2rHmZPdmLe4BqePd6Kr3Q2zxYCJ00sxf2kNMrMuTMUFAc3PvYDW19+EZqbOZEn2B0JGqbZPVb4QgQ2FAJ0OiCrUwGM4qSSmM1+IOQ8FZB4dpoICtL7+xtCNr2Tpy5A9dcrQjHUJYNQbMSZvFE71NsS2yRfnloyahy/OuT+2n2EY/L8lX8Zje57DzpYDYJFIoM6gG4/ufhr/b9GXsLv1IN47vV7SJlk+DQBYfXoDXj/xQcJ2cSVyhhCJoieeu5ygxUTe7e3Fe6fX4+7JN6XyMaWMyybi8OSRDvzpp+uw5u3jOLC7Bds3nsU/f78Z77x8KHZhNJ3pjRM0paAsjb3xBwMRbPzgFNpbXYiyFF5vCLu2NOI/f9oKR1+KUWODQKCzK57Pg6iEZwvWshD5Jo94U1rsUoPQdqB+nISk/lovuPaJLX+GkT6ABkrQKczXkJWFqvvuTb1fNQgXBf85+1tb4di7//z7lUPl82T0epTeeMPQj3cRceO4qxS3E0Jg0huRY87Edz74Ob701vfw041/xq6WA8gw2vC1BZ/BnPJpMQIUpzMFOK341WPvYVuzNExeqeJLwtggCcQur0Q+p2waCmz5youYom1yghawtWnow/cvC5Lu6/Hi1Wf2IxxOtN727TyHHZu4J/qhvXxWKkrVXYJli2JuVxBr3z4OylL4fSFEI0OwICVC98ZNXKpLAQKhyUOnVSc89GSniiR+vAlthTHl2waCVD07CEHY6YS3oeH8zlE8LnBhSpHx/WdPnwrGYJCcmz4jA2O+9XVk1NZcmHEvEmaVTcGnZtwFk6iEFQBkmjKQa87GGyfWoNHRgl6/A4c7T+B32/6F/+x7AQBwoqc+Zr3KQSnFka6TcAYVkmPJECsYy1duqcouQ1CU81qJZHe17kcoGkIyTyA1KcSr4es9WFwWcsfe7U2IyMlTRMRbP6zHzLmV8HpCwi5tiMiIUorjhzvwh598CI87CL2ewfgpJVh85Wjk5iukuhwgwlqeGfwcdBZLYhi2fEFMUcNGSl5nKWEwBHs+2jAQJ8hUNF++/57NW7m/NYidsVjAJomaZPR6SbDRgJHEZxyUwrH/oOT7s1ZWYML3H4YpP2/w4w4jXFW3GAsrZ2NHyz44Ai6U2AtxovsM3q/fqNj+g/pNmFk6OXbNKmnDgyl9Rfm+ci3Z0iK3Spo2Bfr9TlBQ3gtS2S1QDRVZpQOeXzKMaEs6GIhg05pT2LWlkZMuxD+iz97nDeFvv9kAvYFJsJSVwBmunOM9KGdde1ycW08kwuLwvlY8/pdt6O1WX0lOFZaS5JmyooGANDmRLNEQYzIqHyg/Vdlr/LDGYLwyCKRvHXLJBQAYBpaK8qRdsWHZ4mcq1nmytwZ5EI9gDPA/vnMtOPXb3ycfZwTBarRgec0VuHXCNZhdOhWbm3Zptv/wzFZkme2xHNBcVXA29jNYEBAc6DiaWtuYBp24b2LhGM1jV9UtHsz0NDFiSToYiODpv2/Hxg9OpyRBOPsDOHZAO3JIApnXlfA0FuDzhrD+vZOp96eCgiWLoTObVfebk5E4IcibPx86S4qLm0NEzoxFfc4xnKe0os/K4hLzp6y3K2TXk8slLAvvKW33sNjxkr5Tc51LCRrfgevESTiPpEYmIw2ekFcz9BsATvaeQZOjVbNNKhCy2gk/ABBho6A0TvqKujX/HQpEvbR6HmaWTsaquiX42cr/xQ+WfR1X1i5SHHNV3RIsqBx6f/YRK3dsXnsa7S3Oi2cQil/B+HvxxOEO+LwhWG0qlmwK0GfYMPqrX8ap3/4h4fXamJONynvuwqnf/kHZI4D/19/WNvA0lufjLUEIR4gXEoQg4nBwcxyIm6GSDDQYv2k54aYScJMsSCfFxd7+ffuRNWmi9ngjEFaDBUadQbMWojvoUXXZSxXyRT2xrKFdYDax/YbGHQCAiYWjY+lPPzPrY1hQORPrGrah19ePfGsultcswPiC0YOabzKMSJLu6fJg+4Yzg16HOm9iF4wySvHP327CLR+fjqqaweuIefPmYupvf4X2d9+D69hxEL0euXNmo/jqq9C/Z6/2zc4w8J/jdTaVkyMGA4x5uQh2dsXbKfWVKuSLgkOxqCmH+FwEAkzVbZBvZyktQaCrGzQUSpQ9kvl/y+WIwbgsih8u/L/Wigr4zp3TtrqHuxQ1SBj1RsyvmImNPPHJwdU65CIRBaKO7UuRsBMjAqXHCnqyUn/c27LyW/nRrtN4ZMMf8INlX0dtbhUmFI7BhCTSx1BhRModrz+7f9DXMaUAGcKagW53EM//ezf6egYZ+cfDWlmB2s9/FtP/9HtM+92vUXn3nYj6Azjzt3+qexhQirJbbuI0a0DVOjMXFoKGw4n71f5OwaNBb7WicPmygbnmDQRyyzSVL1ymtftbWjmCFmv4AlLRj4V9EkJHapVsxNq/yGOn8KoVnEeHBrKnTdXuewTjzknXI9+ao7ivLq9a9BeV/CcgkYKlkCdKSkhtSlInfPkCYSgaxvN8UdyLiRFH0m3nHGhvHWSuCh6pLB4OBKFQFLu3NA5pnwDQuWZt3D1PgQiJXo/SG66HPiNDe359fVwVFjHEi1eSTlN7gNFIBHX/80XUfPYzmpr6oCGy1gfVv5iU1WpDaj1g5J4pMaJnpMeLYFIrNsuTNSEEubNmonDFMtVpZ9TWSgo/XG7Is+bgkRXfwqq6JbAauHWUoox83DvlFnxrwWdh1Bl43VhDliCMJEFTbDsIWF6qUC1XNpB1aIUxjnSehCNwfvwzUIw4uaOnk/eoGEr3svMBbynVn+jCKgytjuhvkVUblhVapdEoujduQsGyJWh/6x1l0gXnHRJoEy2aqvldK/k2qyDs8eDgNx+CKT8vMVOd2g3CMANOfEQYBnkLr0DXmrXJGyccLJYpKBJsMEKQUVcLj7CQqCXfiOUPuQcJgKzpU+E926A+F0qRM3MGLCUlGPXpB8AGg+jeuFlCJpnjxmLsQ99S9cG9XJBrycYDM+7EAzPuRISNSqqAL6qag7Vnt6geK3yLyi8/JNbIrDchFA0lOjipkIacTtTqLlIA/nAgae6PocSII2mLjX9VHA4EDf6+vUCT0dsVUlPKSLDxiadgzM2FuahQvXIHIaAsy1Xv9ni1pQO5zKCGSATes2e54BFxTopkfacKfg72cWPR9eG61HRhue4snpP47hb14xF7emj1r2aV88cYMjMRcbk155nN16xkDAaM/ur/oPzO29G/ey/YSARZEyfAPvbiaJzDCWKCBoAZpZM1SRqQLuwJEEsThBAEoyH86srv4kx/E/6++79JFgyFuocK8ogMNoMFeSpyzYXCiJM7ikuzBl139EKBUsDl8GPt28fh9QxdsdCCJTKfSxUrNdTXh7DDCVNBvnSH+HWeEETcHlTec3dqeqq4jZYkIJ5PqkmbUoDObEbpjdfH9fZUCFouQYjmFysoO9jVZq05EIKeTVvAuSSov0VEPVK/ektJCUpvvB7lt978kSRoJbiCHi4UXEy6/H+CO93CqlkxXVvYp/T2EaFRPHHgpaRjio/NMts132SW1SyAMUnx3KHGiCPpD948pqlXDRUG+sYZDrPYvvEsnvjLNnjcQ0PU2VMmI2/+vPgGJe8BHtFgEGw4Ig14EY4RvZpnjK5NPjDfnjGZuA9Ci3xTtbzF0NCC9VlZqPvKlzDr3/9AxV13wtvQOGCvDgAJhHxeWfeSfQaC9ay11sGyMBWqaNZpxFBoywXAEae42riYOMcXjMHSUfMV9wnIs+bgePdpBCMhqIWYA5Bo24QQfHL6nXhw5scU+5xYOAZ3Trz+fE9xwBhRcofL6ceJwx2QVwy+EBhw7/x32tfrw6YPTuHa24Zm8WfsN7+GlldfR8fq9xHqEdVvUyA5NsRXLVayuCmFITsbXR9uSEp6hpwc5MyYxhWAPd/PWWTdWqsq4zULVfq1VVWiYPEiUJbFyV/9ZmAatszd7byRqvudlg4vAmO+sNkULwdMLByLoox81aT8Zr0JCypnIhAO4t1T6xGIKBtE14xehnZPV+xvMVGLK5ILNsaYvFG4dcK1mFYyAQAwrqAOa89sQbOzFTaDFQurZmNW6RQwFyqXiwZGFEl3tbu51dsh9s5QxHkMcXhfK1bdNBE6/fl/oUSnQ8Udt6Hsphuw4+57NblAZ7OCDYU4dzsFRLxe9GzZqj0gw6D8jtvQ+PiTiYVq1aDlxyzaTkNh6CxmRL3qWQWdR46i8fGnEPH50L/vgPa4CmMRvV56/gLRnk+llvM5f9E8/OfOAXNGVoWViw1CCL4w+z78fPNfEYyEJPt0hMFnZ90Dq8ECq8GCby/8PH6/7V/whOLXEwEX+XfdmOV48cjbqmNwbQm+ueBBjC2oQ6ZJ6iFVllmMT0y/fWhPbpAYUSRtMhsGZEEPSeBKymPFX49CoSgCgTBsGaYh658xGpE5caJmyHDuzJmIBgLoXr9BcT/3yq9NKJnjx8Fz+jRH0AMBpcp5pEXk6G9PEpbPWykdaz+M9zOQL5HSRFnjfDwlUrSQY1CrdsM/KHTWtCWdCsYV1OFnKx/CO6fWYX/bEURpFBMKx+D6MSskvtQTC8fgr9f/FNua9+Ccsw1WowVXVM5Gib0QALCoajZeO75adZwiWz5mlk1R9eQYLhhRJF1YlDEgz7tLFbhlNuthtgz94kLZrTfDdfSY4oOKMRpRcv01OP2HP0vJQslfWIO3Clcsx7nnX4hvGAhJJtNt1fqULfhRQbYRbx8AUSfMSfBxTrWPgWTf45E7by4c+w9wkpPCg4HR66XrC2looiyzGJ+ddU/Sdia9EctUKnWXZhbjmtHLJDmkBegIg/um3TbsCRoYYQuHbS3O4eJ5p4kps8qh0w39R5szfRpqv/T5hGRKxuxsjP/uQ7CWlyMiSAnC4pxSlJ0GWdlH14kWwtiBywQqUY+aFq3aPqUCB4MBy6ZuUQ/C8s5fsgjjvv0NlN92i2qb0ptvhFGoY5nGRcMnpt+OT06/A0UZcc+n8QV1+H+Lv4xZZSOj+s2IsqQ5w5DESt2ogTDk/HRrEpcvhHSlqaKw2I7FV16YRCsAULRiOfIXzEfv9p0I9ffDXFyM3DmzYqHGtuoqBDo61DtIYlG6Tp5M7kst7kus9wqReeJxxIt5KRIgMZlAA8oVnweNVIl+gJZ7/pJFGPP1r4IQgoo7b4fenoHW195AsJtb+DLl5aL0phtQesPF9wpIg8PVo5diVd0SOAIuGBg9Mkznnwf+YmJEkXR5VTZMJj2CwQgXg69CoOfr+RFz11HonxDuf7Ex+H/yCzMweUYZZl9RBZP5wvpR6iwWFC5fqriv+JpV6N2xU/VYxmgEq5Yxj2HQ/PSziQUGFNoNGApRepJ9wnZKoTMaEdEgaUtVJcIOByLO1MNzDVmZCDtdyg+KVArEKpB3zszpMYIWUHLN1Si+6kr4WloBSmGtKL9sCsqOZBBCkGPJutTTGBRGlNxhNOkx+4rq2N+qFRLO8+2Y8oSiGjlN45m6CEMwZkIRvvDtJVi4ou6CE3QyZE+ZjMqP3aW4L3feXC6ZfSwPBeLWMK9jh51OdckCUCdYAanIEwrugcK2vEVXIOLxaBJm5vhxqaXyFPURdjiVxxa30zpn8efE/2TU1Sn60xKdDraqStiqq9IEncZ5Y0RZ0gCwZNUYBANh7N3ejGiqemmy1UaF/alGThMAc5eMSm0eFwkVd96OnFkz0PnBWvjb2mHMzkbh8qWwT5yA3Z/4FKL+gPBKoN6Jko+wBrmmtF0JslzRrsNH4+Or9BF2OOE+mULBBfHx4sVUsSzDj2UuLkKgsyuxD2EuCshbkF4ITOPCY8SRNMMQXH3LJMxdPAp/+9VGRKJsUgJOGvxCoU3kRNQudgyF3qDDVTdOwKi6fKWjLikyamqQ8fnPJmwvWLwYHe8nlrSPQU5Isr9NhQWc3qrmaib32hD+TdHzI+xwJG3vPHwE0SQ1ChX7V5As9DYbilddiYq774TzyFF0vr8G/rY2GLKzobdnoHebcu7jvPnzYKuuTn0OaaQxSIw4khZgMhsQZTnZQUufJim6XhEQUMKHQzMELL/wqFgEkwLT5lZg+TXjhtQX+mKg4u474Dh4UDEZU86sGQh2dcN3rkXhSACEYNxD34L7VD3a33oH/tbW2HZNnRlQDlNXGUNnNmvq4lGvVyLRJOsvwcOFEBQuX4bSG66FuaQEOhP3HeZMn4ac6dMkh7e+8RZaX3ud07PBafpFK5ej+pP3q4+ZRhpDiBFL0mazHhaLAX4/F10mkLUAsXdHai/eNEbIVbV5aKzvTWhBRBrHvEU1I46gAc5db/LPf4rW115H9/qNCLvdMBcXo3jVlSi5/lq4jh7D8Z/8XLFSdvFVK5FRW4uM2lpYSopx9Ec/SRxAZLUyBkNiQdcUwJhN6iSt6mMtvA4BoCz4Vyj1MYyGlCzhsptuQMm1V8N98hRoJIKMujroM0aWd0AaIxsjlqQZHYMps8qxc3ODcgMCTJtVjqazfejv80m2E6LuolczJh/X3jIJj/5qo2oip/LKbBQUK6QRHSEwZmdh1AOfwKgHPgHKsiAifTZ76hRMfOQHOPfCS3AeOgxKKcxFhSi57hqUXH9drJ1tVDUYvV6RzAVkTZ6YGNotJlkVErWUlSHc7+D+0Ah6kXUc+01n/f/t3d9PW2Ucx/H3OfQwGC0HBpTBfiAwfnTdDxanYYPQRrclBokx6ow3XhhjRP8BF2I0emGMf4I3xmTxxphd+CNEgyXGsJksAos6IwxY2NzYGFSLhlI5XhC6FIoScpRT+Lwu++15eq4+efqc5zzfIhbn5+83TMgi0HBgzdpKpmVtyZ6DkhtyNqQBOk43MDE6za2bq7ditRzfR9ezR8CBa7/c5fz7lzKWLgzTuL9EYkBNXRnHWvcTPlqFmWdy5omD9F74YdUsfGdRPo8/kxub4NfDyLKdrjjUTPjN10nNzbG4sIBVXLzqe5ZtU97RzlRfLOu4VsBP/auv8PO77/H7yu7cy0GdbWeEabL/ubP89PY7S81113gxxj609ivy+84+TWJkhLvfDmSt55eWUN7elrUm4jU5HdIFhRbPd5/g8sAEw5cn+SORZFdFEQ+eqOHQser0Ekh9UwUNoSAjV+9kXL9cb+2o5XTXwYzaQ20PENwd4NI3Y9yYmMFn5dF8eDcPt9dil26PMxh8Rf/8t77uxReYn7qzKiytgJ9Qzzl27Col/NYb3O79kqm+GMnZGQoqK6k8c4rE6DVufdGbcZ2Rl0d990vY4TBVnY8x+cmFrL9bcvQIoZ7XGP/gQ25/1Zc+/c+ybfY+9STVXZ2k5uZITt/jt6uZu0As2ybUcw4zf+Md3kX+T4ZbR34ahhEDIpFIhFgs5sqYbkrOp/js4yv8OPRrehnD5zM5frKGRztDmC42p91OHMchPjTM9MBFFpNJ/A0NVEQj+NZxmNDc+DhTX/ezMBunsLqK4KlH2FG21HXdWVzk+vmPuPnp5+kQNkyTspOt1He/nB4/lUiQGBnFsHwEGhszmrw6jsPs94NMX/wOZyFJoLmJikjHf9OTUWSDotEo/f39AP2O40RX1rdNSC+Lz/zJ9bF7mKZBXWM5hTs1o/KyVCLB7NAwTuovAqEmCoLBzb4lEVf9W0jn9HLHRtilhRwu3bPZtyHr5PP7KW/LfsqZyHaQU6+Fi4hsNwppEREPU0iLiHiYmw8OJ4E9tm3T0tLiypgiIlvd4OAg8Xgc4IbjOHtX1t0M6VkgNw9sFRHZfHHHcUpWfujm7o4xoBZIACMujisispUdAPwsZegqrs2kRUTEfXpwKCLiYQppEREPU0iLiHiYQlpExMMU0iIiHqaQFhHxMIW0iIiHKaRFRDxMIS0i4mEKaRERD1NIi4h4mEJaRMTDFNIiIh6mkBYR8TCFtIiIhymkRUQ87G8pxH+t8HkoCAAAAABJRU5ErkJggg==\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.077\n","│ ├── NGT: 0.012\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 7\n","│ └── detected: 7\n","├── n_points\n","│ ├── dim: 2\n","│ ├── noise\n","│ │ ├── type-1: 0\n","│ │ └── type-2: 0\n","│ ├── plot_size: 788\n","│ ├── size: 788\n","│ ├── strong: 492\n","│ └── weak\n","│ ├── all: 296\n","│ ├── failed to merge: 0\n","│ └── succeeded to merge: 296\n","└── validity\n"," └── train\n"," ├── ACC: 785\n"," ├── AMI: 0.988\n"," ├── ARI: 0.993\n"," ├── F1: 0.996\n"," ├── NMI: 0.988\n"," ├── completeness: 0.987\n"," └── homogeneity: 0.989\n","\n","Dataset: jain\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.206\n","│ ├── NGT: 0.012\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 2\n","│ └── detected: 2\n","├── n_points\n","│ ├── dim: 2\n","│ ├── noise\n","│ │ ├── type-1: 0\n","│ │ └── type-2: 0\n","│ ├── plot_size: 373\n","│ ├── size: 373\n","│ ├── strong: 198\n","│ └── weak\n","│ ├── all: 175\n","│ ├── failed to merge: 0\n","│ └── succeeded to merge: 175\n","└── validity\n"," └── train\n"," ├── ACC: 373\n"," ├── AMI: 1.0\n"," ├── ARI: 1.0\n"," ├── F1: 1.0\n"," ├── NMI: 1.0\n"," ├── completeness: 1.0\n"," └── homogeneity: 1.0\n","\n","Dataset: flame\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.026\n","│ ├── NGT: 0.004\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 2\n","│ └── detected: 2\n","├── n_points\n","│ ├── dim: 2\n","│ ├── noise\n","│ │ ├── type-1: 0\n","│ │ └── type-2: 0\n","│ ├── plot_size: 240\n","│ ├── size: 240\n","│ ├── strong: 150\n","│ └── weak\n","│ ├── all: 90\n","│ ├── failed to merge: 0\n","│ └── succeeded to merge: 90\n","└── validity\n"," └── train\n"," ├── ACC: 240\n"," ├── AMI: 1.0\n"," ├── ARI: 1.0\n"," ├── F1: 1.0\n"," ├── NMI: 1.0\n"," ├── completeness: 1.0\n"," └── homogeneity: 1.0\n","\n","Dataset: compound\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.06\n","│ ├── NGT: 0.007\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 6\n","│ └── detected: 7\n","├── n_points\n","│ ├── dim: 2\n","│ ├── noise\n","│ │ ├── type-1: 0\n","│ │ └── type-2: 0\n","│ ├── plot_size: 399\n","│ ├── size: 399\n","│ ├── strong: 218\n","│ └── weak\n","│ ├── all: 181\n","│ ├── failed to merge: 0\n","│ └── succeeded to merge: 181\n","└── validity\n"," └── train\n"," ├── ACC: 389\n"," ├── AMI: 0.96\n"," ├── ARI: 0.98\n"," ├── F1: 0.983\n"," ├── NMI: 0.961\n"," ├── completeness: 0.947\n"," └── homogeneity: 0.976\n","\n","Dataset: varydensity\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.029\n","│ ├── NGT: 0.004\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 3\n","│ └── detected: 3\n","├── n_points\n","│ ├── dim: 2\n","│ ├── noise\n","│ │ ├── type-1: 0\n","│ │ └── type-2: 0\n","│ ├── plot_size: 150\n","│ ├── size: 150\n","│ ├── strong: 76\n","│ └── weak\n","│ ├── all: 74\n","│ ├── failed to merge: 0\n","│ └── succeeded to merge: 74\n","└── validity\n"," └── train\n"," ├── ACC: 150\n"," ├── AMI: 1.0\n"," ├── ARI: 1.0\n"," ├── F1: 1.0\n"," ├── NMI: 1.0\n"," ├── completeness: 1.0\n"," └── homogeneity: 1.0\n","\n","Dataset: unbalance\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 1.099\n","│ ├── NGT: 0.172\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 8\n","│ └── detected: 91\n","├── n_points\n","│ ├── dim: 2\n","│ ├── noise\n","│ │ ├── type-1: 21\n","│ │ └── type-2: 127\n","│ ├── plot_size: 6500\n","│ ├── size: 6500\n","│ ├── strong: 3910\n","│ └── weak\n","│ ├── all: 2590\n","│ ├── failed to merge: 127\n","│ └── succeeded to merge: 2463\n","└── validity\n"," └── train\n"," ├── ACC: 2562\n"," ├── AMI: 0.534\n"," ├── ARI: 0.272\n"," ├── F1: 0.519\n"," ├── NMI: 0.542\n"," ├── completeness: 0.376\n"," └── homogeneity: 0.974\n","\n","Dataset: spiral\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.029\n","│ ├── NGT: 0.004\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 3\n","│ └── detected: 4\n","├── n_points\n","│ ├── dim: 2\n","│ ├── noise\n","│ │ ├── type-1: 0\n","│ │ └── type-2: 0\n","│ ├── plot_size: 312\n","│ ├── size: 312\n","│ ├── strong: 285\n","│ └── weak\n","│ ├── all: 27\n","│ ├── failed to merge: 0\n","│ └── succeeded to merge: 27\n","└── validity\n"," └── train\n"," ├── ACC: 293\n"," ├── AMI: 0.932\n"," ├── ARI: 0.922\n"," ├── F1: 0.967\n"," ├── NMI: 0.932\n"," ├── completeness: 0.873\n"," └── homogeneity: 1.0\n","\n","Dataset: pathbased\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.049\n","│ ├── NGT: 0.009\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 3\n","│ └── detected: 3\n","├── n_points\n","│ ├── dim: 2\n","│ ├── noise\n","│ │ ├── type-1: 1\n","│ │ └── type-2: 11\n","│ ├── plot_size: 300\n","│ ├── size: 300\n","│ ├── strong: 198\n","│ └── weak\n","│ ├── all: 102\n","│ ├── failed to merge: 11\n","│ └── succeeded to merge: 91\n","└── validity\n"," └── train\n"," ├── ACC: 286\n"," ├── AMI: 0.889\n"," ├── ARI: 0.924\n"," ├── F1: 0.972\n"," ├── NMI: 0.89\n"," ├── completeness: 0.842\n"," └── homogeneity: 0.943\n","\n","Dataset: mouse\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.087\n","│ ├── NGT: 0.02\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 4\n","│ └── detected: 4\n","├── n_points\n","│ ├── dim: 2\n","│ ├── noise\n","│ │ ├── type-1: 0\n","│ │ └── type-2: 3\n","│ ├── plot_size: 500\n","│ ├── size: 500\n","│ ├── strong: 302\n","│ └── weak\n","│ ├── all: 198\n","│ ├── failed to merge: 3\n","│ └── succeeded to merge: 195\n","└── validity\n"," └── train\n"," ├── ACC: 492\n"," ├── AMI: 0.949\n"," ├── ARI: 0.972\n"," ├── F1: 0.986\n"," ├── NMI: 0.949\n"," ├── completeness: 0.95\n"," └── homogeneity: 0.948\n","\n"]}],"source":["data_path = 'datasets/denmune/shapes/' \n","datasets = {\"aggregation\": 6, \"jain\": 15, \"flame\": 8, \"compound\": 13, \"varydensity\": 23,\n"," \"unbalance\": 8, \"spiral\": 6, \"pathbased\": 6, \"mouse\": 11}\n","\n","for dataset in datasets:\n","\n"," \n"," data_file = data_path + dataset + '.csv'\n"," X_train = pd.read_csv(data_file, sep=',', header=None)\n"," y_train = X_train.iloc[:, -1]\n"," X_train = X_train.drop(X_train.columns[-1], axis=1) \n"," \n"," print (\"Dataset:\", dataset)\n"," dm = DenMune(train_data=X_train,\n"," train_truth=y_train,\n"," k_nearest=datasets[dataset],\n"," rgn_tsne=False)\n","\n"," labels, validity = dm.fit_predict(show_noise=True, show_analyzer=True)\n"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":36.430066,"end_time":"2022-01-28T16:57:23.687132","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2022-01-28T16:56:47.257066","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
+{"cells":[{"source":"
","metadata":{},"cell_type":"markdown"},{"cell_type":"code","execution_count":1,"id":"86fcc291","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:09:41.406442Z","iopub.status.busy":"2023-04-30T01:09:41.40444Z","iopub.status.idle":"2023-04-30T01:09:41.414318Z","shell.execute_reply":"2023-04-30T01:09:41.41494Z","shell.execute_reply.started":"2022-01-28T16:49:10.436326Z"},"id":"W6C6cdWrvhI_","papermill":{"duration":0.022071,"end_time":"2023-04-30T01:09:41.415247","exception":false,"start_time":"2023-04-30T01:09:41.393176","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","import time\n","import os.path\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"code","execution_count":2,"id":"5809ea4a","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:09:41.428173Z","iopub.status.busy":"2023-04-30T01:09:41.42726Z","iopub.status.idle":"2023-04-30T01:09:54.583352Z","shell.execute_reply":"2023-04-30T01:09:54.582466Z","shell.execute_reply.started":"2022-01-27T07:16:00.660191Z"},"id":"SBamcWlTvhJF","papermill":{"duration":13.163556,"end_time":"2023-04-30T01:09:54.583743","exception":false,"start_time":"2023-04-30T01:09:41.420187","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting denmune\r\n"," Downloading denmune-1.12-py3-none-any.whl (19 kB)\r\n","Requirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.20.3)\r\n","Requirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n","Collecting anytree>=2.8.0\r\n"," Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n"," |████████████████████████████████| 41 kB 406 kB/s \r\n","\u001b[?25hRequirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n","Collecting treelib>=1.6.1\r\n"," Downloading treelib-1.6.4-py3-none-any.whl (18 kB)\r\n","Collecting ngt>=1.11.6\r\n"," Downloading ngt-2.0.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (9.2 MB)\r\n"," |████████████████████████████████| 9.2 MB 7.8 MB/s \r\n","\u001b[?25hRequirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n","Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.5)\r\n","Requirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n","Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n","Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n","Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n","Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n","Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.4)\r\n","Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n","Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n","Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.9.0)\r\n","Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n","Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n","Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n","Installing collected packages: treelib, ngt, anytree, denmune\r\n","Successfully installed anytree-2.8.0 denmune-1.12 ngt-2.0.4 treelib-1.6.4\r\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"]}],"source":["# install DenMune clustering algorithm using pip command from the offecial Python repository, PyPi\n","# from https://pypi.org/project/denmune/\n","!pip install denmune\n","\n","# now import it\n","from denmune import DenMune"]},{"cell_type":"code","execution_count":3,"id":"33fa5d5b","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:09:54.608751Z","iopub.status.busy":"2023-04-30T01:09:54.608079Z","iopub.status.idle":"2023-04-30T01:10:00.922936Z","shell.execute_reply":"2023-04-30T01:10:00.921999Z","shell.execute_reply.started":"2022-01-27T07:16:21.053872Z"},"id":"MYyUY1M9vhJG","outputId":"67b0da96-236d-4bb2-985f-75acb416a207","papermill":{"duration":6.328191,"end_time":"2023-04-30T01:10:00.923098","exception":false,"start_time":"2023-04-30T01:09:54.594907","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Cloning into 'datasets'...\r\n","remote: Enumerating objects: 68, done.\u001b[K\r\n","remote: Counting objects: 100% (68/68), done.\u001b[K\r\n","remote: Compressing objects: 100% (56/56), done.\u001b[K\r\n","remote: Total 68 (delta 12), reused 63 (delta 10), pack-reused 0\u001b[K\r\n","Unpacking objects: 100% (68/68), 20.59 MiB | 5.75 MiB/s, done.\r\n"]}],"source":["# clone datasets from our repository datasets\n","if not os.path.exists('datasets'):\n"," !git clone https://github.com/egy1st/datasets"]},{"cell_type":"code","execution_count":4,"id":"6b3aef71","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:10:00.974973Z","iopub.status.busy":"2023-04-30T01:10:00.972116Z","iopub.status.idle":"2023-04-30T01:10:05.305993Z","shell.execute_reply":"2023-04-30T01:10:05.307081Z","shell.execute_reply.started":"2022-01-27T07:16:24.099867Z"},"id":"3MWrIsC4vhJH","outputId":"a75ef269-5cb1-4974-fd99-167e0d6c0e77","papermill":{"duration":4.364554,"end_time":"2023-04-30T01:10:05.307419","exception":false,"start_time":"2023-04-30T01:10:00.942865","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Dataset: aggregation\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.099\n","│ ├── NGT: 0.017\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 7\n","│ └── detected: 7\n","├── n_points\n","│ ├── dim: 2\n","│ ├── noise\n","│ │ ├── type-1: 0\n","│ │ └── type-2: 0\n","│ ├── plot_size: 788\n","│ ├── size: 788\n","│ ├── strong: 492\n","│ └── weak\n","│ ├── all: 296\n","│ ├── failed to merge: 0\n","│ └── succeeded to merge: 296\n","└── validity\n"," └── train\n"," ├── ACC: 785\n"," ├── AMI: 0.988\n"," ├── ARI: 0.993\n"," ├── F1: 0.996\n"," ├── NMI: 0.988\n"," ├── completeness: 0.987\n"," └── homogeneity: 0.989\n","\n","Dataset: jain\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABl8ElEQVR4nO2dd3gc1dXG35ntq91V782SbbnIvfduwBhM6ARCr6mkJ3xJCAkhIT0kIQkEEgi9V4ML7r3KTZIty5LV+0rb+9zvj9ld7WxfadXv73kM1sydmbvW7Dtnzj2FIYSAQqFQKMMTdqgnQKFQKJTQUJGmUCiUYQwVaQqFQhnGUJGmUCiUYYw4XidiGKYMQBEAI4DqeJ2XQqFQRjkTAKgA1BJCZvvvZOIV3cEwTA+AxLicjEKhUMYeOkJIkv/GuFnS4C3oxMTERMyaNSuOp6VQKJTRy6lTp6DT6QBeQwOIp0hXA8idNWsWdu/eHcfTUigUyuhl1apV2LNnDxDCTUwXDikUCmUYQ0WaQqFQhjHxdHdQRhgusx7OnnawSg0kSRlDPR0KhRIEKtLDHMK5AIYBw8Tvpcdp7IH2i5dgunAExOUECIEkowDK8XMgyx4P5cS5YMXSuF2PQqH0HSrSwxRzzWnoDn8IS105AAaKohlIWvIlKApK+3VezmZGy+tPwNHZxG8gBACBo70OuvY6gGHBKlRIXXc31NNX9fdjUCiUfkJFehhiOL0THZ/9yy2gAEBgqTkFy+UzyLjuUaimLInqPJzNAsPpHTBWHgKxWyDNKoZInhAg0AIIB85iRMen/4BImQjl+IDYegqFMohQkR5mcDYzurb/10egfXdy6Nr6IhImzgcjloQ9j9PYI7SYAdg7GgDCAQwDgEGAQPtCCHoOfkBFmkIZYmh0xzDDdP4wOLs15H6XWQ9T9fGI5+n64r8CgRYQZZaptaESnM0S1VgKhTIwUEt6mOE0dkcc4zKEH+My6WC+cDT8SaIuB9D3sgGc0w57Sw0AAmlWMViJrM/nolDGKlSkhxmSpMzIY5Kzwu539LTzURtB8bg5Qogvw3j/KsseD1amjDgffwgh6Dn4PvTHNsNlNgAAWIUKifOuRtKym8D4XINCoYSHujuGGQmTFkKk1ITcL05Mg6J4ZsB2QjhYm6pgqT0T/gIef7TXL+1/IvBWNuHAiMQwnNkNzmmP6TN0734N3Xve9Ao0AHAWI7r3vY229/8AR09bTOejUMYy1JIeZjBiCdKv/Qba3vsDiJ84MlI50q/9JhhWJNhurDgA7e7X4exp58eJxGAVanAWA4LCMMi47lHY2mphbaiEve0yiNMhjPZgGFgbL8DaeAE9B95F1m0/jWjBA/yCpe7o5sAdhAMAmM8fhvnCUSiKZyFtw4OQJNIkGgolHFSkhyHK8bORe+/T0B37DJbLZ8AwDBTFs5E4fwMkKTmCscbzh9D+0TMCHzNxOUHMeoHrwhfVtBVQlS6DqnSZe7wDpqpj6Nr2H7hMPfC3sB3dbWh7/0/Iu/93Eeduvng80NXiFujen/mQwpZXn0Dufb+FSKGOeF4KZaxCRXqYIk3PR/rVD4cdQwhB9543gy8CMgxACGS5E2FrrQE4DuKkDGjmXonEBdcIh4okECkT4TL2uLf4iirvGrG7rW55/pTwc3L4Rab4C7QPTl0HDGVfIGnJ9WHPSaGMZahIDzD2zkY4ulshSkiCPGdCXM/t6GiAo6s59ACGgSQlG9l3PAHisINVqEIu2vG+7GCLiYTfzDCwNldHFGlZzsSo5w/wIYdUpCmU0FCRHiDsXc3o/OyfsDac926Tpuch9YoHoCjsX2q3B85hiziGOOx86FuE8Ddz9YlwZwEIwErlEa8nz5sEWfZ42FouhR7k86AgrtgWJSmUsQaN7hgAnMZutLz2hECgAcDe0YjWt34NW0tNXK4jTcuLKJyyKKx3p7EH9s6G8IMYBgklC6KaV8YN34UkNSfEXqElL8uOzfKmUMYaVKQHAP2JrXCFSEohTjt6Dr4Xl+uwMgXUM9f0eb8Hl74T4DgEDclzI07KhCghuhaWksQM5D3wB2Rc9yhkuSXurb6hf54JstDMuyqqc1IoYxUq0gOAuepI2P2mi8f5EqRxIGX1V6CcMDdgOytXIvOmH4aNufYgUiXx4skwwSNCGAaKcdNimhcjkkBVugy59/wGmvkbA87NiMRIv/qrkGUVx3Te/kAIgaW+AsbKQ7C11g7adSmU/kB90gMAcYbK9nPDcSCcKyDeuS8wYgmybvkxLPUVMFUeBGe3QJY1HurpK8HKE6I6h1iTBkXhNFgun0WAtesmGos8FGlX3AfNrHUwnN0Nl1kHSXI21DPXQKxO6fM5Y8VccxpdW1+Ao7vVu02WPR7p13wd0vT8QZsHhRIrVKQHAFleiUAM/JFmFsW9qL6iYCoUBVP7fHzq+nvR/Orj4CyBDYs1s9dD7nVb9A1pRgFS197Vr3P0FWvTRbS983RA/Lat5RJaXnsCuff/flAfGBRKLFB3xwCQOO9qgA39T5u4YGPQ7YQQ3uLb+Qq0u151F/wfHKTp+ci9+ymoZ6wG444EkWYUIu3qh5G24aFBm8dA0HPwvZC1TFxmPfQntg7yjCiU6KGW9AAgyx6P9I1fRednzwnFgWGQtPh6qKevDDjGaexG29tP84knbnoOfQR53iRk3vyjQcnKk6TkIP2aryH9mq/FzR0TLwghsDZUwqlrh1idCnlhaVQtxQjngrm6LOwY88WjSFn15XhNlUKJK1SkBwj19FVQFM2C8exubzKLevpKSFKyg45ve+8PAoH2YG28gPaP/ors234ywDMWMhgC7TIb4DJ2Q6RKCrvAaW2qQsenzwoSdyTJmUjb8DAU46aHvQbhXGGzHoEo1hAolCGEivQAIlYlIWnxlyKOszaeh62pKuR+S80p2DsaRs0Cl1Pfia4d/4P5wlGvxa6cOBcpa+8KKNVq72pG65u/Cmg+4OhuQ+s7TyPnrqcgyxwX8lqsWBoxuUaeP7lfn4dCGUioT3oYYK2viGLM4PmnBxKXSYfmVx6HqfKQNwyRcC6YLhxF8yuPw2nQCsbrjn4SsjsMcdihO/xRxGv61yrxhWFF0My7OoZPQKEMLlSkhwOiKF5oohkzAtAd2wynrsNvK18i1WXQQnfkE8Ee88Vw6ep81b1IqEqXIXnFrQGLuYxEivRN34QsqyiaqVMoQ8Lo+OaPcJQT5kG789WQLa0YVgTl+MCElaGAuBwwnT8Ma8N5MCIxlCXzoSiMLtHFfPEEL8IhfcQEhtM7kLrubp/rOYX/Ln4x3NEmBSUvuwnq6SthOLcXLlMPJMlZUE1bQcukUoY9VKSHAdLUHKimLoWxfH/Q/erZ6yBWJw/yrAKxdzSg9e1fw6nr9G7THfsM8sJSZN30I7AyRchjdUc/RdcXL0dcxOOsJpirT0AxfjZ69r8LYjNDUJ3PXZHPgzw/+thwcWI6kpfeGPV4CmU4QN0dw4T0jV+DevY6MD5uDUYsReL8q5G6/t4hnBkPcTnR+vZvBALtwVpXjs7Pnwt5rNPQzb8pREn3gffR+fnz6N73ThBLmfRa1gyDxEXXRn1eCmUkMuYtaaexG4ay7TBXnwThXFAUlkIz96qoWkXFE0YsQfqGh5G8/FZYGyr4ehkF0yBSDo/XcdOFI0F8yb0Yzx9Civ5OiDWpgfvO7fERW08j3FAwsDVeEEa7uBsY9EIAkQRp6++Fsiiw3yOFMpoY0yJtb69Hy+u/gMus793Wdhn6si+QddMPoSiaMehzEquSoJqyZNCvGwlrmBBBAADHwdZ8MahICyoCBgiuH0H3e+qJeBoQuN88pi2PdvoUyohlTLs72j96RiDQHojDhvaP/hJzl+zRjNcNQ7jAP54xYknQY8WJ6dFcAXBnELIh3x56u5yH6jATbwjngqnqGHRHP4Wx8iC9JyiDzpi1pK2N52HvqA+532U2wFR5KGgK91hEnjcZOvJh8J2EAytPgDxElIdq2kpod7/h0/08iMvDR3QTJi+GoWx72PlIwySwxAvL5bNo/+TvcPnEbouUaqRe+cCwfNuhjE7GnCVt72pC59YX0Pb+H9yWYOhX77D9A8cYlrpzYfdL0vL5Nl1BECnVSNvwoNdS9ljDXtzbGZEYySu/jLT19/I1rkOgKJoOaVpeLNOPGXtHA1rfeVog0AD/8G7/6BlYGyoH9PoUiocxZUmbL5Wh7b0/8BadV5zd0QJBivUMl0W74YCp8iBCL/oxcPa0hz1ePX0VJCk50B39FNaGSjAiMRQT5kKSnAXOYoRIqUbClKUQu8U586YfofWtpwJKp0rS8pB+zTfi8pnCoTu2GcQRwrXBceg59CGyIjTlpVDiwZgRac5hQ/vHf/V55faDcAKhZkRiJExdNkizG/4Qh63XAvZ/+2AYcA5rxHPIc0sgv/67UV1PnjMB+Y/8FYYzu2Ctr+ATZybOh2rKkpC+73hirjoqjOn2s/4tNacHfA4UCjCGRNp0/pDQKmMYt1EY3N2RtOxmr1U32iCEwFJzytvJRZpZzHdKCfN5ZVnFvfWtgyzaybLHx32eIoUaSQs3AQs3xf3c4dDueg0uk064kfCp654HOQEBIWTQFjApY5cxI9IObZBOKf5CTThALIGyeDbUM1cP5vQGDc5hQ9u7v4Wl9qx3m+n8EfQcfA+Z138Pyglzgh6nmXd12CYEifM2xH2uQ4G1oRI9hz4MPYAQgGGgLJpJBZoyKIyZhcOQ9Yr9v2cuF8wXj6Ppvz+GQ9sy4PMabLS7XhUItAfisKPtgz/CaQje5Txh0gIkL7s56L6kZTchYdLCuM5zqNCXfeH+WygBJu5Mx+sGa0qUMc6YsaRVU5dCu+tVEKdDuEPgX+39YroMWnRueR7Zt/98cCY4gLhMOhgrD8Jl0MLgFaFAiMMOw+kdSF52U9D9yStuQcKUxTCc3gmnvgNiTTrUM9eMmjrXAODodj+Yw7jDUtbeBUVh6aDOizJ2GTMiLUpIRMqq2/kiPx78Bdrv9dVy+Rwc2paQ3VRGAj2HPkT33rd8qsl56l4Ef4kKVxwf4Hsh+lapG22IEpJ6f/AKte8AMTT96JxOocTKmBFpgC/+Ltakoefwx7A1X/TZEyjQHhw97cNWpAnh4DJ0gxGJIUpIDNhvLN8H7a7XQhzMBRVqViqP9zRHFOrpq2CuOta7we++SJi8EKxM6f2ZEA7m6pOwNVeDlUiRMHkRJCk5gzVdyhhgTIk0ACRMXoSEyYvA2a3Q7nkT+mObw44Xq4a+RKg/hBDoj22G7vjn3vhked4kJK+4VdDzr+eQX9cS/7oY7kUwX6SZRTCePwSxJh3ynAkD9hmGK8qSeVCWzBcKtRtRQhJSVvY2rLV3NqLt3d8J1i60e96EesZqpG14aFg18qWMXMacSHtgpXJoZq0NK9KyrGJIMwoGcVbR0bXtRehPbBVsszZeQMubv0LmDd9HQsl8uMx62Nvrghztm5DirlYEAISAkcig3flK788yBRiGBSOVI6FkPhIXXDPo1QEHG4ZhkXnD96A7+in0J7fB2dMORiKDqnQZkpbeAEliBgA+Sqb1zafg1PuVbiUEhtM7IVJqkLL6jiH4BJTRxpgVaYD3ryYtvi7Q4gTASOVIvfL+IZhVeOwdDQEC7YXjoN3xMpQT54b0OQddEBOLAY7rTfRx+66JzcyPspmhP7EVxvL9yP7y45BlF8ft8wxHGFaEpEXXIWnRdeAcNjBiCRi/f09TxYFAgfZBf3IbkpbeOObdR5T+M2ZC8EKRsvorSL/2G94+d4xIDNXUpci96ynIc0sAAE6DFg5tM4jLEe5Ug4Lx3N6w+x3dbbA1VkGkUEGWOzH4IIavOKeZeyVy7voVVJMXA5w7u853cdGD20XCWU3o2PyPfn6C4BDOBYe2JWzN6v7COWywdzUHJqqEgZXIAgQaACwRGgNzNjNsreEXYSmUaBjTlrQH9fSVUE9fyUdAsCJvkoLl8llo97zpLUAvSkiEZs4VSFp645D5G11WY+QxFgMAIHnJjWh997dBi0iJlBp3VmUy2t79bYQz9rpF7O11sLVciluGISGEdy0c+8xrmUoyCpEwYS4c2ma4zDpIkrOhmb0esj76yDm7Bdrdb8B4djffeZxhoCiaiZTVd0DWx2p6wYQ7YAz1SVPiABVpH3xbV5kvlaHtnd8K2je5TDp073sH9s5GZEZZgyLeRKz+xjCQpuUCAJQT5yJ949fQteNlPiXeLdbi1FxkXv8d76KoMHY8RFVAn0VGp64jbiLdtf2/0B//XHAdR1stetpqvfUyrPWVMJzeieQVtyJp0XUwnj8Ee2sNGIkcqilLwq4bEKcDLW/8StjpxZ0W39J0ATl3PglpRmHM81ZOmAvDmd0h94sSkgYkVZ4y9hjz7o5QaHf+L2QnalPlIVgbzw/yjHhU01eBCePnVIybLggBU89YhZy7fsW7PlgWYBi4dO3oOfQBnPouAIAsewIvwmGbxPb2FhSpA7uv9AWHthn6E1vCXFL4wOje8wYu//ledHz8V+iObkbPgffQ+ML30P7x30L+rowVB4QC7QNns0C7540+zV1ZMj+suCcu2gRGNPCFoCijn1FjSVsun+X7FBIOisJpUE6YA4YVCbcXlEI5cW7Y11BCCExVx2DvaAx7Pd3xLZDlThr0+g0ieQIyrnsU7R/8OaCinyQ5C+kbvyrY5jR0o/WNJ72CDPDWpan8AMwXTyBh6jJYW6oRvu9gL9L0PMhD+bpjxFh+IDAkMGAeRLDQSeyW3u3u+Hbjub0Qq1OCRlOE6sDuwVxdBpfVBJE8Iaa5M6wIWbf9BB0f/xWWy721thmpnF90XEgb5FLiw4gXaZfFgLZ3fgtr4wXvNv2xzyBJzQErlcPWUiPcnpaHrFsf84ZS+WI4uxs9B953F/vv7Ujdmy7ea02ayvehsfUSkhZfD/UgZ6AlTJyHvAf/CP3JbbA2ngcjliKhZAHUM1YJEi0AQHf0Y4FA+wohsVtgPBW+A4oAlkHahofj8Al4OJspypGhHiCenocM9GXbkLTspoDGA1wkHz7heOGPUaQBPoY++/afw95eD1tLNRiJDMriWWD7cC4KJRQjXqQ7Pvm7QKA9ODrdlrDfAo+jsxFt7/wOuff/XmAF645vQde2FwMv4N+l2gsDh7YVHZv/Cc5mRuKCa/rxKWJHkpyF1LV3RRwnsCSDWqoxXDMpC/K8yX0+3h9pehQx6BGnyws1ZzGh/aNnIE3Lh2racq/vXppRGDbVXaTUCFPB+4A0o2BYxtNTRgcj2idt72qCufpk4I6Qwuo+rr0OlstnvD9zDhu6977ZOyDAhRFe3Lr3vQ3O+xo+PHD0tEN/aodfo92+CzTAxD09PmHqUrAKlc8lgrmOopkz//sxVx1Dz8H30fj8d9C57T8ghEAz58qQKf8AoJ61VrBgTKEMN0a0SFsboli8C/Ed9z3WcqkMnNX/1Tucr1lY64OzWYI/LIYAzmFD+0fPoOGf30TnZ/8CXM6IvRyjg0AVwq1j72yEdvfr6Nj8T/Qc/ijqOGRWIkPmDd8HK1P4bA3sfdgX9Mc/h/7455BlF/MFoYIItaJoZsjyqxTKcGFEmxBRtVEKobW+1hNnMwcZ4FsBLXy1PABBRH5o6Pjk7zCdP+yzxZMG3l+RBuQFUwO2de14Gbojnwq2de99C+nXfB2qqUsBAMTlDGmtKgpLkffQX2A49QUs9RVgWDFkORNgb62BufY04Ipy7kF+J/rjn0EzbwMS52+EonAa9Ce3wd7ZAJFCDdW0FVBOnEdjmSnDnhEt0vL8KfyXUxB+5f9lDa7SCSULvH+Xhkpo8Hzxvbkcoa3rkOcIA+ewwVi+D7ami2DEEiRMWigokBQr9s5GP4FGYFEl4U73/6MQQZEEIqlCsElftj1AoAE+eqT9o7/CfPE4zO63FHFSBjSz1yNxwcaA0DSxOgXJy2+Bfykrl1kPp1mH9vf/xK8xhPKp+3cfd+PoboPL2A2xOgXSjEKkXfVg5M9JoQwzRqxIc047Oj7+q59AA9EITsKUxYJC9bKsYshyS0LG04rUKWBE4pApy7Ls8d4U8mixtdSg9e3fwGXq8W7Tn9gKRWEpMm/+EVg/QYwG86Wy4DsY1qdHH+ONiPAShStEnJgW8OaiO/ZZ8MGEAMQJ47l9vQkwPe3Q7noNlrpzyLrlsQAL1tZ2ubfh7IS5EGtS+UU9pQbZt/4fWt9+GvaOevg2wmWkcr5Brv/n8PlsNFaZMtIZsSJtOLXD7Vf2rerWiyRjHBLGz4b+5FZwdr6TNSMSQzVjFdLW3xcwPuO6R9H6xi/h6G4TbBcp1ci66YcAK0Lrm7/yW4gDxInpyPjSt2OaO+ewBQi0B0tdOTq3voiMa78R0zkBCJNR/K1OhgHAQjN/I6yXz8De0eDdJU7OhrOnLWwyi1iTJvjZZTX1RtAETsTn/36NFGpOw1i+H+rpK/nzmPVo/+gvwpZe7IvQzFyL1CvvB8OKIE5MR+4Df4Cl9jQv5KwYypJ5sNSVQ+tt4uAfb81AXjgVIqU65GeiUEYCI1akjWd28X/xvOr6WYOcWYeUNV9B0tIbYKmvADgX5HmTgxbHBwBJUgZy7/8DjOf28skvnAuKwlKoZ671ftHzHv4LDGd2wVJ7FgzLQjl+DlTTV8Rs9ZoqDgQVaN/9ztV3xFzLWjFuBv+XYGLrFm31zNVIW38PrE0X4TR0QqxJh1iTivq/PwJwCO5SYNiAcDlGJA7uSonCKtcf2wxLzSnY2mrh1HW4rWEfMec46Mu2A2IJ0tbfy1+PYaAsngVl8SzvMJEmHd173hBa070TgXrWuohzoVCGOyNWpJ3GHuEGv4Ujl0kHQjiwMiUSJs6L6pysVA7NnCugmXMFfw1DN+ztl8HKVZBlFUGkUCNp4SYkLdzUr7lbQ7hVPBCXE/bWWognxCbSsqwiiBKS4DJqQ45xdDZCllHozhrszRxUTpjLF7oP4d/V+AkeK5FBUTQTlppTYWYUxIdPCGwtl2BrrfV7IJCAaA5D2RdIXnpTSGvYWncusGel99IMLDWnoJ62Isz8KJThz4gVaUlyJlzG4J2tAUCclBFVpbJguMx6dG59AeYLR701ISRpeUhdexeU42f36Zy+MGJp5DGSyGP84Zx2uMJGmTAwnNnljbrwJe2K+9Dcdjmo3z15xa1BkzWSl9/MC6XLGeJyfiIdYKX7W+HCll7EaYel/hxfSjUIxrO73dfxHCN0r5jOHwZ31UO0pjNlRDNi46TVs9aG3a+JsD8UnNOOltd/CVPlIUHRHj5T8bewXD4b5ujoSJi8MOx+UUJSnzL7OKsJcDncosUI/zDu4kr+byBuxJo05N77NJKX3wxJag5EqmQoJ8xF1m0/Ddk9XJ5bgqxbHoPEXXUPAMAwECemh4hxDlzYi0gY74nT0N1bGIpw7kjD3gOI0zFsQiMplL4yYi1p1bQVMF8qg6niYMA+RWEpNH1M0zaV7w/RdoovTK/d8yZy+xEmBwCKglLeVVB7Ouj+5GU39SkLTqRQg1Wo+LKkIYRQkhK6/ZVIqeFD4ZbfEvU1FUUzkP/QX2BtrgZn0kGckg2xKhktb/wStubqIEf4ulOCLPr6+rRFYiiCxGYD/MKlU9eOoJa5O3qFlSshUmpCzp2zmqAv2w5j+X5wNjOkGQXQzL1K4PcOhr2zkU9eIhwU46bTkqSUAWXEijTDsMi47lEYJ8yF4dQXcPa0Q6RKhnrGaqhnrA6Z6OI09sDeVgtGIoM8b1JAKFhAnLEftqYqOPVdEGv6V64z86YfoGv7f2E8t9frVxWpkpG87CavTzxWGJEY6umroDsaGLvsQT1rfZ/OHQn/prXZdzwBw6kdMJ7dDZdZD0lKNggYWCO+ifiILudCz+GPkLLmzoBqg51bng9TPImv56GatjLkfeAy6dD82hOCCBWnrgPmiyeQvOxmJK8IfFBxDhs6PvkbTOePCLYrCkuRcf33aCQJZUAYsSIN8EKtnrYiqsUhzmZB57YXYKo46PWhitQpSF5+s2BRjAsaKSCEOHvHEM4Fl0kPVir3S28ODyuRIf3qR5Cy6nbYWmvBiCVBHxqxkrz8ZlgbKoMWFdLMvxrK4pn9On+0sBIZEudfjcT5V3u3WRvOo9lXpIP1W/RDd+QTfsF2yfXebU59l/thGjoZR5yYhpQVt4Y8b9fOV0OGEHbvfwfKCXMCOsF0fvavAIEG+LDJtvd/j5yv/DLk9SiUvjKiRTpaCCFofedpWOsrBNtdBi06P3sOAOP1YctyJgSM80WUkAhxYjqIy4Gegx9Af3I7H07HslBOmIuUlbdFV93Ncz6lJq7CycqUyP7KL3gr9txeuCwGSFNzoZ69Hgkl8+N2nb4gz58M9YxVwo4mAqFmgmZ26o5tRuLCa7yJKfb2y709Gb1ZocKYcHnh9JAlQzmbGabKQDeZL/qy7Uj3EWlHTzuMFQfQ+0AQztFaXwlrU1VAUpO9owGOnjaIVcnULULpE6NOpJ0GLUyVB+GymiBNz0dCyQJY6s6FFd6e/e9APWMVGFYEzez10B//PGRol2bOFQArQts7vxUWVeI4mKuOwVpXjpw7f9mnlkzxIpgVO1xI2/g1SDOLoD+xBQ5tCxiRGKxSA5chdNigy6SDva3Oa9kyEv9ojcB6KiJF6JrOToM2oGGCP44eYVJT9543/bJbPYugvQuklprTXpG2dzSg47N/CbJYpen5SLvqIcjz41fulTL6GVUird3zBnSHPhJEZYjUKREtGKe+C7bmasjzJkGSnMV3PvnorwFf5IQpi5G09EaYL54IWfWOs5mh3fUasm79v/5/oFEIwzDeBwhnNYGRSNH+8d9gqjwU4cBeMZTnT4ZInRJW2BOmLAm5T6TU8K3EuDAZlj6JRPqT20J3afcNG/SkwOu70PLaEwHZqfaOBrS8+Su+nVkfG+BSxh4jNgTPH/2Jreg58H5ArzuXQQtz9YmIx/sKcsKkhSj4+j+Qsup2qEqXQTP3SuTc9StkXv9dMKwo9BfWjbnmdNTlOscyrDwBjEgSMfZcpE6BNLP3zYRhRWH9zcqS+WFrqYiUGijHzwl7TdX0VQD4NYfu/e+GHeuxqpUT+HPqT3weINB8qCABsfNrI6F6MlIo/owKS5oQDrqjn4Qe4HJ/IUKEpTESaUAVO1FComCxSnA6iyHChDi4LIaQKegUIQlTl/Jty7pbg+5PWrQpYEFVPXMNIBKjZ9/b3norrEwB9cw1SFkV2OvQn5Q1d8LWVBUopgBUpcugKOJT7G1NVXzSVLhqggRQjJ8JWVYxAMB0wWdxMUiava2+Eo3PfRuZN/8ocvd3yphnVIi0s6c9oDBSAKwoZAEh9bSVECmiD5+SpubCWlce+lJSeUBBIkpoWLEUWV/+Gdo/+JMgKoWRSJG06Dokzt8Y9Dj1tBVQlS6Dve0yiNMBaXpB1BE20tQc5Nz9FHoOfgBjxX4Qhx2S1Bxo5lwJzbyrvCF/nMDlFbyYl1iTiszrv+v9mTh9MzCDC7ujuxWtbz6FvEeeARtFBipl7DIqRBpsBK8Nw0CWNQ5OXWeA5aQonomUdXfHdDn17PV8AaAQlpVq2gqaihwjkqQM5N77NKxNVbC1XAIrlUM5cV7Qh6dD2wxbay1YiRzyouleCzbma7q7q6dd/QjgcgaNqZZlFoMRiUFcjpDFvJKW3SxoACzLK4GzojNisSmnvhOmigNQz1jdp/lTxgajQqQliRmQpucLym/6oypdDvWsdXyR/eZqMBIpEiYvDpnRFg5Z5jikrLkT2h3/C9yXPR4pqyO/blOCI88tCelPdpl06Pj0WZhrTnkFkFWokLz8FiTO29DnazIMAwQRaFtLDTo+fdZnvSKwg7woIQmqacsFxyXO3whT5WGAhPA7+7jdLHXlVKQpYRkVIg0ASUtvRPuHfwm6T6xOgWrGar7K3ez1wOz+Z90lLbwW8vwp0J/YAnt7HUTyBCSULuOtaPr6GneIy4mWN54MSNnnLEZ0bfsPGLEkoFJff3D0tKHljV+6a3/4uTkI3zxBpEpC1i2PgZXIBMfKc0uQtuEhdG55nu8xKUBYZZC276JEYtSItGrqUnBWE7R73uBrV7iRpOVBmp6Phn9+A8RhhyxnAhLnb0TCpAVhzhYd8pwJkOd8Aw5tMwjHQZKSTb90A4TpwhHY2y4jIJnEbZX2HHgP6plr+lz50B/dsc96izMJ3Bz89aXZ45Fz5y9DPpA1s9ZCUTQDjc9/G8RuE8zVF09ECIUSilEj0gCfaKKavhKWS2VwWY1gRBJ0ffESTD7pv9b6CljrK5C84taQ1d2ixVi+D90H3oOjswkAHyqWOH8jEhdeG1BrgtJ3COGg3f06whVTcuo6YW+9DFl23/zT/pgvHg/c6OPmcHTUR3xjkiSmI3nFrdDueCXofmnmOCijrHVOGbuMmjhpD6xEhoTJi6CZtQ76k9sEVrUv3fvehr2ruc/X0Z/chvaP/uoVaICPydbufAXaL17q83kpgfQc/ADOEOF5fDElXrAJF6KudR8IWSPbu98FEkUXmqSFm5C88raAhWRF0Uxk3/ZT+uZFiciosqR9sXc2hmwsCwAgBMYzu/q0yMc5bNDueSPkft3xLdDM3whJUkbM56YIIS4n9Me3ROh6zifGxDMVX5E/xV2rIzjy/MlRvy0lL70RifM2wFxzCsRhgyx7gqARMoUSjlEr0k5DV+idbt9iz8EPYK4+Ac2cK6Gesz5qf6al5nRIC50/PwdTxYGQyTCU6HFoW9z9IIPHKPMQaGavD1jAszZVoefQh7BcKgMIgXzcNCQtug6KKOqBaxZcA+P5QyFTxxMXXhvT52BlSqjCpKpTKKEYtSIt1qQH3yFIaCGwdzSgc+sLsDZdQPq134zKOuJs5riMoUSGEfm4Axg2aEKSSJOG5JW3CbaZLhxF+wd/EqRfW2pOw1J7FukbHxGEvdnb66A7sQW25ktgpTIkTF4M9YzVyLjmG+j4/F/8wp/7vmBEYqSsviPqvpkUSn8ZtSItTc2BvGAKrPWVvRsDvuC9gmw8tw+yrPFQz1kfcUHIP4W8r2MokZGk5ECangd7h3vxl2HhKerP/8wgefktAt8ucTnQueXfwetjEA5d2/6DhEmLwMoUMJzdg47N/xBYzNaG89Ad/wyKoplgxDIQhw2sVA5Z3mSkXfUQJEkhDAAKZQAYdQuHvqRd+WCY9kme8pa9PfK6tv8HDX9/BN373gYJkUIO8Mks8rxJIfeLVMlxCfGj8CQt8++S4v7dMQwkablQlS4T7DVXl7ldJMHh7FYYKw/Cqe9C52f/CnRpEAKntgWGE1vAWQwAGHB2Kyw1p9C5+Vk++9AzNFS3cgolToxaSxrg6/fm3vs0dEc/hbHigE93cV+BFvo5XWYDuve9A5dJh7SrHgx57vTrvoXW138ZUDOEVaiQeeMPvAXqKf1HNWUxiOPr0O5+TdBIV1E0A+nXfD3AF+0yhi5h2jumG4bTO0JEcYReoLTUlUNf9gU4iwH6UzvgMmjBKlRQz1iFpMU30BZalLgzqkUaAMSJ6Uhdfy+SV96GumceAHH4FMwJEy2gL/sCiQuvhSQ5eONWSWIGcu//A4zl+2C+eByEc0FRUAr1zDW0+t0AoJ6xCqrSZbDUlXubxkpTc4OOFSdlRjyfOCkjqhK2ARAC7a7XQHzarHEWI3RHPoX5UhlyvvJkRKF2GntgvniMj/QIkwZPoQDDQKQJIbDUnILp/GEQpx2y3BKop68UFKyJB6xUAdXUZTCc3um5cpBRPouGhIPp/GEkLf5SmHPyaeaaOKSZUyLDiMRRtRpTFM2AODENTl1n0P2sQoWESQtha7oYuDOK2GditwiaEHhwdDZBd+QjpKz+SvDjCIF216vQH/tMYMHLciYg8/rvQpxIfd2UQIZUpDmbBa3v/EawuGcs34/ufW8j65bH4m5hpKy6HdbG83CESmLxi+zg7Ja4Xn8k0NplwuYDtSi70A6GYTCrJB0blxYhKzV0O6rhBsOKkH7NN9D69m8EFi/AC336xq+BYVkklMyH/sQWv4PDx2OHc4UAgOHM7pAi3XPgPegOfxyw3dZcjZY3f4W8B/4IRjTkdtOoo65Fj0/216CiVguxiMHC0mxsWDIOKZqRUalySO+Izm0vCKMv3HAWI9reeRr5X3sWrDT6DtyRECUkIufuX0N/YgsMp3f6ZLEF9sgD0OcSmCOV8pouPPniYVjsvVER9W0GbD9aj5/dtxClxalDOLvYUBSWIvfep6E/9hnMl8oAwkE+bgaUkxbAVHmQD89zOcFIpG4h9/39u9crQsXNhwnTdJl0IIQLiLnnHDbojm0OeZyjqxmmC0egmro0+g9JicjBM83442sn4OR6H651rQZsO3IZTz68BAVZoQILhg9DJtJOYw9MFaE7NrvMBhjP7eMbv8YRkTwByUtvRPLSG9H86uNBHxIA77McS3UVXC4Of3jthECgPVhsTvzp9RN4/v/WQ8RGl2XncnE4WtGGxnYDNAkyLJ2RDZWSD22sa9Xj5Pl2EALMnpSOopyB8eFL0/KQtuEh78/2jgY0v/q4IBHJU/yIkUj4SA2GgXzcDHBmXUDFPQBglYnuiI/giJMygiZF2VouhU+AAmC+dIqKdBwxWhx45q0ygUB76DHa8cxbZfjjoyuDHtttsOLQ2RaYLA4U5yZidkkGWJ97v01rxpHyFjgcHCaPSxlQA2bIRNreVhuxPoJvl46BIGPTo2h580lB/Q2ArxGcddMPx1RdhWOVbdDqrSH3d+qsOFHZhgWlwRdSfams1eL3rx1Hl673fC9+fBa3rZ+EilotjlX2RsS8/BkwZ1IGvn/HXCQoBjYiRrvr1UChdFvFxGFH+nWPImHiXLAyJTinHYZTO2E8uxsuYzfEyZnQzFoPQjh0fPL3kNfQzFobYk9kX3d0YyjRsudkI6xBjA4P1Y06XGrswfi8JBBCcKqqA/tONeH8ZS2aO02818uty9mpCXjs7vnIy1DhuQ/OYvvROvhq//jcRDx29wKkJ8fvzd/DkIl0NJ1LGMnA1mUWa1KRd9/vYaw8yK/0cxzkhdPcC5fx/8cezjR3mAQ/+xcPYhgGzZ3hLUEAaO8245cvHobZJnwA2xwc/vtphTu8WWiNn7zQjj+8dgI/f2BRH2cfGZdJB/OlU6EHMAws1SegdhfwZ8VSJM67ConzrhIMI4SD5VJZ0LoeinHTkLggeLq4LHsCWHlCb/nTIESzKEqJnpbO4P/WhBDvssNvXj6Kq5cU4fTFTpy62CHYB7irfzMMWrpMePz5Q1g6Ixtbj9QFnK+6sQc//Ps+/PNHayCXxldWh0ykZbklEKtT4DSEjmlNmLx4wOfBiCVQT18J9fTgrz1jhSQ1/0D0v0k9EEKicnVsOXQ5QKA9x/P/D+7SPXmhHZdb9BiXPTA+QpfF4E5a8m8M27seES4BxjuaYZF+3begnDgPhlNfwNHTDpEqGeoZq6GesTJkfDwrkSFx/tXo3vdO0P2SlCwkTB64h9RYJFEVaOQRjgh+++3dFvz30woAwdeMCXEb0wzQY7Rhy+E6n33C70pnjwX3/GIrfnz3fMwqiV9xtSHLOGRYEZJX3Bpyv6J4Vp9aWw0HXFYTnAZt8LTkYcqiadlQyMRhAxu2HakHF8S/50tZVUef51B2ob3Px0ZCrE5198L0nz/xlguQpOTAaewO2kHcF4ZhoSpdhuw7nkDB1/+B3Lufgmb2uogJTEnLbkLi/KsD3GjSzHHIuu1nNAEqzqyakw/WxyIghAT+9knwvwvGeGuXEzicXO+5gow3WZ349UtH0dgeet0iVoY0ukM9cw3AMOje97Y3ppWRSKGevgopa+8ayqn1CWtTFbr3vgXL5bMAIRBr0qCZeyUSF22KW8eQgUIpl+D2Kybh3x+dC7qfYfhIj5MX2jFvSmCySHVjD7YfqUNzhxGEI+76+LE1PhjIPgnWxvOAK8xDk3Aw15ziGwwDkOVMRPKyG6GcMDduc2AYFqnr70Xiwk0wVR0Dcdogy5kARUFp3K5B6SU9WYHb1pfg9a3nEcG2CIvn7c9zikiGis3BYfOBWjx8/Yy+X9SHIQ/KVM9YDdW0FbC11IA47ZBmFEKkUA31tGLGUl+O1jefEtRycOo7od31GuwdDcjY9M0hnF10ZKQog77y+fqRT1/sCBDplz4txwd7+EVezw1MCMAQAiaIi4TziDiE/uk5kwau/rb++OcRY6Cdut63AFvzRbS+81tkbPomVKXLQx7TF8Sa1ABfN2VgmDM5A2/vqILdEboWT1QEVpAIiud2Pn0xeCJVXxgW5h3DiiDPnQhFYemIFGgA6Nr+cshiO8Zze2EN14BgmOBZJGFZ4R9fIfVf9Dtwptkr0Pz+3n0EgQuQ3n3E84ffv7A0a0BjVm2ttdF9y3whBF1f/C9iFBJl+PLSpxVwuoggfK4vcDHeO/28nPBc8TvV2MXe0QB7W23YMcZzewdpNn1n2vg0yCThww7nThZau5v3Cz83wzBCoSa85RzS30eAqUUp+M6XB7YhKyOVoS8hbi5TDyy1p+M/IcqA09Ftwbma3uYfA9121PeNc+7kyPVjooWKdBxwhUlu8I6JsBg1HEhQSLBxaVHI/ZMKkjFzorC+RE2zLmBcpMYJHnc1wwAswyBBLoFCNrCeN1nOhD4f6zLHbxGIMngYLfbIg+KI575PkItxdZjvUawMuU96uGBtvADdkU9gqTsHhmWhGD8HSQs3QZpREPFYSXI2GFYUNppDmpYXz+kOGF/ZMAUOJ4fPD9bC4er1482elIHvBrF2lXIxLH4hd5EatBJAsOp+pjp+/rtQiJTRZDX6ZC/4MFJ+dxQh6clKSMUs7O6IDMZdnjhgzQXxSyPKSlHiu7fPQWZK/ArEjXmRtjZVwXh2D7+q7/PbM57dA1PlIWTd8uOIPfHE6mQoS+bBdP5I0P2MSAz1zFCZaMMLEctgxoQ0nL7YgbpW3vpPUsswc0I6NAmBcafLZ+biw73CzFD/ZIBgXwBCiNfyiDbVvD+wUkXI9lvhkGUV98sKjxfE5YTl8llwFiMk6fmQ0c4/EVEpJFg+Kxc7jjd4t/kLNcswAMPHT/eH5bNysH5BIWZOTO+3/9ufIa6CZ4bu6KcwnN0Dl6kHkqRMqGevh2bOFQOekm1rrUHHJ3+Hvb0eAhnhY8cAAMRpR8fmfyD/a89GDKFLveIB2Dub4OhsFGxnWBHSNn4VYs3IKE60t6wRf3r9JG9TukVUZ7Tj5c8q0N5txiM38GFFHEfQ0mXC/KmZ2HuqKWRKOcMwQS1rfhMv1POmxs9/FwrlhLnoOfCeW6j9ft/eBBfhl0ukSkb6MIjKMZ7bh66d/xM0PJDlliBj0zdD1jun8Nx3bSlqm3Woae51NzIMAwYEMyamo77VgB6jLcwZouNYRSvWzS+Mu0ADQyjSLqsJLa/+XFDExt7RgK5t/4Gl5jQyb/pBzEJtqa+A4dQOOHvaIFIlQT1jNRTj5wT4SB26drS88WTwgjd+KXFOXScsNaehHD877LXFqiTk3vNrGM7sgen8QRA7HwOrmXslpOmRXSbDAZeLw0ubK0K++n1+6DI2Li1CRW0X3t9VjVYt32w3LVGOcVka1LcZwBHi1T2WYRCYPtALPwZYv2Dg/33kuRMhzRwHe2uN3yT4/6lnrYNIqYbl8jmAFSFh4lz3tqGtkma6eBztn/wtIDLF1lSFltd/gdz7/wCRfOSUkR1sVEopnv7Gcuw+0Yh9pxphtjqRkaxAt8GGs9WdggijvsIwgN1J8LtXj+PFn6yPew2aIRPpnoPvB60yBgDm6hMwntsH9YxVUZ+va8fL0B35VLDNdJ4v/Zh+3bcElrD++Oc+Ah0sB5oTlKl06qPzmbJSRdB6DyOFczVdgqJIwXjugzM4e6lLsK1TZ0WnzoobVk3Aspk50JvseOKFwwAiexc4juD3r5zAzx9chAl5Sf2ZflhM54+EuN8IJO5qecOxoFbP/ndDhg46dZ0wntmFxAXXDPKsRhYyiQhXLirElYsK0dhuwI/+vh9GiwMgsYfW+cOy/Jsi4QjMVgfe2VGFe66Jb3LSkER3EEJgPLM77JjeDiqRMVUdCxBoD8aKA9Cf2CrYZr543OenyK8nYk1a1HMZyRgt4ZuqEkJwzk+gffl0fw3Sk5WYPSkDX1oxPmJmFsA/IvVmO373v+NRje8LhHDQ7nrF/ZbEuv94mtmycHQ1w952Oew5OLsFuuNb0PzaE2h66f/Qtf2/sIdqHhEnnIbuiJUgTYJ7mRKJt7ZXee/zaAVaKRdj7bx85GUE5nB4wkv5nADgvV3V+P2rx+F09TN5xoehEWmnPWJImtMQWgz88RfhgP0nhftJuPRgP8SaNCiK4pPeOdwpzArszcfXKCDem9HFkZCvh3Ynh0NnW1DXokdZVfR1OAghaNWacOJ8W+TBfcDWXB3QMNgdCOj9yVi+P+TxTkM3mv77Y3RtexHWunLYmi9Cd+wzNL3wPZjOHx6QOQMASBT3KU20iRqHk8PBsy0Rx7EMA5YBxmVr8Lfvr8Yz312F8touNHVErgIJAPtPN+PVz4PXqe8LQyLSrEQW0dcXy0KbvbMh7H5HZ5MgPE7uW7iJEX5ZfWHEUqRd/ciwfA0eCPIy1JgxofetwVNEJlhlsFBWb3VjN777zB7UNkcfF+65xvMfnMXFhu7IB8RIuPKg3jE2c8h9nVueC9pyjTgdaPvwL+g5/BGsjRf6NcdgiNSpkCSHX1SV07ofUWN3uKKzcN2B/C6OYFy2BtuP1qO9O7pWep7lrK2H6wJCU/vKkCWzqGeuibA/+pA1kTx8TCIrUwqENnH+RqHw+gk1I5VDNW05cu5+aszV+H301tnISQu+EOX/KPO3qAkh2Hq4rs91Etq6zfjpvw6iNkiCTH+QpueHboXlGRMiHt6p64C5uixwhycixOWAducraP7fT9H44g9g72oKHNtHGIYJ629mpXJo5tAmyNGilIuRmRx9/PK4bA06eyz4/GAtX+I0qtod/LfEbHOiriU+CWxDJtJJS66HNDN4Vo6yZD5UpcuiPlekAjj+55JlFfGLib6NBxgGjFiKlHX3oOgHryFj07fGZCxqWpICf/r2SjxywwxvirgnM9BfpYVlHoNb3bHAMAysdhde33q+7ycJgliTBuXE0NXsWKkcqumrgu6zdzUHrn7616R2OyTtrTVofP47aPrfT6Ev+wKcs/8Zb5q5VyFx0aaAhwyrUCHzph+OmfWSeHHFokLv34MlxvpuS1LL8OCvv4DB7IiY7OJZ4vBFLI6PvA5dZxaZEjlf+QV0xz/nWxSZeiBOyoJm9jqoZ62NycWgmXMljOX7YO9oDNgnUqcgacn1AdtVU5ZAWTQTxvL9cLhD9lSlKyBWJcX8WTibBfbOBjBiKaQZhRHTooc7CpkYGxaPw0uflgviPhkEz9gCALlUBJud6/dqOQAcr2yHxeaMa6p4+oaH0dLdCnuH0DXGSGTIuP67QcPY7O310B35WCjSTLD0HJ+fORdsjedha7wAw+mdyP7yz/rd5Sd1zZ3ue3w/OJsJ0tRcJExdClYi69d5RztWO2/N9hhsOFzeigOnm2G18/eVxeYMiOH3rb2xbn4+Nh8IX4/HF//vfEayAsVx6t05pMksrEyB5KU3IHnpDf07jzwB2Xf8Atrdr8NYvh/EYQMjEkM5aQFSVt0R0tpg5QnQzL2yz9clTge0u16F4fROcHY+dE2SkoXkFbeNioaiGclK1LcJ61YwPiIll4oxtSgFsydl4FRVB05eaAdD+p9iyxHi/TLFC1FCInLufRqmigMwnT8C4rJDljsJmlnrgq5/WJuq0PLGkyB2v5DEaB5C7lh7W/NFaPe8gbQr7uv3/CVJGf3+nowVXC4Or209j88P1sJoCfQLm61OMAwvpJkpSkglIhCOwOkiyElPwJWLxsX8NuebQQsAt66bFLfEllGTFi5SapB+9SNIXXcPXKYeiBRqsAMc5N/2wR9hvnhCsM2hbUX7h38B4VxQT1sxoNcfaNYvLMCLH5cHbPfcjF/ZMBmblo8HANS16PudFOAhLVEOTUL8rURWLHW3uVodcWznlhd8BLrv1R2MZ/cgZfUd1OodRJ55qwy7TzaGfZ4SArR2mfHt2+YE7fR9od69gB3jrz0xQYovXzkZ6+KYoDVqRNoDK5WDlcaWKuuyGGAo2w7T+cPgHHymYOLcDWFrNlgbzgcItC/de96AaurSER0ZsmFxEU5UtuPUxcCWWLMmpmPDYn5NweniYLW7+uWPBnqbAVy1eNyg1PMIha3tsrD0rLctR5BuCEE/dO/cOZsZLmM3WJq+PShcbtFjT1lT1Pfiy5vLcd+madh8oBaXGnWQS0VYNjMHYhHvT47kvmMYQMwyeOTGmUhPUmDa+DRI4uSL9jDqRDpWnLoONL/2BJw9vXG9jq5mGM/tR9qGh6CZFTzKxFh5MMJ5O2Frugh5/uS4zncwkYhZ/PS+hfjiaB22H61HZ48FaUkKrF9QgPULC7038p/fOIkDZ+KT2EEIoI2Q9TjQBG1I64kAEiwahrCwff2TLAtWPjIbWYxE9p9uiumNrvJyN370t/2CRfFLTTooZeKorGhCgFVz83HFwsLIg/vImBfpzi3/Fgi0F8Kha8u/oSyeGdSnHeCrDAJnjy62cjgjEbPYsKQIG5YEj8SpadJh/2leoL0psn20qBkADMvgs0OXMWdyBuZPHRrrU5IUpo2XW6zl+VNga77o7sbjW7BJaEUpx88Zsd2GRiJWW+zNnzlCBKVzAcBkdUDMsuBc4W9mhUyMh28Y2GS3MV3036Frh7nmVMj9hHOFTE+XZhWHPTfDiiDNGNeP2Y0M/C1o/84sseD7ddh6OHhdl8FAkpIDeWHoJBGGFSHjukeR/7V/IGX93RCnZHtTzH1hFSqkrLp9oKdL8WF8Xh8jKgI8WXxxMGkI14Un5G5haVbEbkb9ZUyLtLO7LeJqvUMbPI1UPX1F2IXJhCmLIVYn92t+IwGrPXD1vD++aU9d3+bO6FJwB4r0DQ9BpAry+2MYpF5xH8SaVIjVyUhacC3yH/wzkpfdApE7fJMRiZEwZTFy7nyST6ShDBrLZuYgRSOPPDCAwJuWI8DGZUW9ZV4YCPp+sgwTtpNRvBjT7g5RQuSnbqgxrEyJrJt/hNZ3ngZnFaYUy3InIu3KB+Iyx+HORL/Kdf2N8ODX5wgSVUMbDSFJyUHufb+F/sRWmC4cBnHYIcudiMR5V0OeN0kwlhFLkLziFiQtuxGcxQhGKqfRHEOERCzCT+9diJ//+xD0phiSiUK8/l21aBwsNhe2HRG+2bEM8MB10zF5XEp/phsVY1qkpekFkGUVw+ZfY9iHUJloACDPn4L8r/4dhjO7YGu6CEYiRcKkRVBOmDOiozpiYenMHLy8uQJaQ/8Lp/uyZu7QW6BiVTJSVt6GlJW3RTWeYUVRPfgpA0dnjwXltV24clEh2rVmVNZ1o10bui4LELoO5pRxKchJV+HrN83E+gUF2Hm8AT0GG3LSE7B+QSGyQ5RPiDdjWqQBIPWKe/mkBUfgU1cz98qIqeEihRpJCzcN0OyGPxKxCD+5byGefPEweoz2kJ1YYiE/Q41Vc2lfQUpsvPRpOT7aWyMIm8tMUeLP31mJ/aeb8eHuarjc7jRPdmGyWobuIAaGQirCA5umeX8uKUhGScHQuC/HvEjL8yYj584n0XPgPb42L8dBkpaLxHlXQzPniqGe3ohAo5Ri8fQc7DvVBJvdBaVKDIPJ4f2yxFInmmGAb9wyCxLx2HgTocSHD/dU44M9gbW327RmPPniEfzjh2tw/crx2HGsAZeaeiCTipAgk6DyshYWmxMOJweni4OIZbBoWjZuWz8JhdnCSp0NbQYcPtcCp5PDpHEpmF2SPiglIMa8SAN8s9HMG38A4nSAuJz9rrUwlqht1uFnzx2EwdzbMEBntIMBQXqSEh090Zd4ZBgGE/OSMGUQ/HyU0YPLxeGjPZcAAhAQ3n3hI549Rht2HK/HpuXjccPqCXC5ODz10lHsOOZXx4VhUFqciu/ePleQkOJwcvjb22XYUyascFiQqcZP7l2ArNSBdXuM6egOfxixhAp0jPzt7VMCgfZAwKDbYMOvH1mKZTNzIva/IQRIVsvw6G3he0lSKP5UXtaiU2cF547R54inYwrf1orjCF76tAJ/fuMkapt12HakDifOt/s1tOD/nL3UFVBY6aVPywMEGgDq2wz4xQuH4YpjF5ZgUEua0mdqmnS41BS69rPTxeFCfTeWTM/xJryEYlpxKn541zwkq/sSPkUZqzicHJ5993TQfb5LIw4nh90nG7H/dDNSNLIAF1zvWIKtRy4jJz0BDicHh4PD5gO1fMkCeHKZek2O5k4TDp9rxdKZOXH9XL5Qkab0mTZt5I4n7d1mzCyJXPNYIRdTgabEzKGzzVG1tfLoqtPFobUrdLQHIUBjmxFP/fdooJC79zOEgPGpLXO6uoOKNGV4EippwDe6Q5Mgwe7j4dubsSwTkJbr4gjOVXeix8iHPE3MH/2JQZTYOXKuNaYahdFGHoUb54nl9ywaigZ48ZCKNKXPTCpMQX6GCg3tvCUTrG7Hp/trI7bTIoRg/tTeXn5HK1rx/AdnBYuOxTkafPvLc1CYFb43JmVscblVj2iCh2KNwoik5YS446sZYN7U8H0o+wtdOKT0i6/eOBMyiSioQDMMYLI4YHOEL3qjlImxcjYfF11e04WnXz4WEBVS06zH488dhFY/tBXyKMOH83VaNPg1pQjGQBm6HOEb1c6ZFKYgVxygIk3pF6XFqfjdN5cHpMcygHelPRILp2VD7u7C8s6OKm/CgT89Rjs+P3i5nzOmjAYu1Gnxu/8dj6k5bH8qNIZixoS0AY+Vpu4OSkyUXWjH9qP16Og2Iz1ZiXULCjBnUgbSExW44F5M4TgStY+QYYB5k/nXRbvDhVNVwgYD/l+sHcfrcdv6EohE1L4Yqxw624Lfv3ocDmfk0DePfA6EQLMsE3C/DgRUpClRQQjBs++exvaj9d5tVQ09OHCmGevmF8Dh4vr0RdAopVg8IxuXW/TYeayeX1F3J7YEO19HtwW/eOEwfnrfQkgHuEQkZfhhd7jwj3dPh3zb8kcqYeF0Ee8bncfojYtgEwIXN7Ax0gAVaUqU7DrRKBBo38ab24/WISNZ2acbf/XcPDz7zmnsPMFHgHi6VIVaXWcAnK7uxNs7qvCVq6bEfkHKiOZoRSv0Zr7OTsjuZT7Y/BatvZZ1HObCEWBqUWB/xHhD3xkpUfH5QT4LqzdDi3dreP7eFqHSmD+e2rw6k90r0J7t4Y9zPxiO1A14phdl+NHps6DcF6OAi3KdJFrGZanjd7IQUJGmREVDmyGiOyPa3rGeOh1ZKcoAn164zi6eNoMAv4ioi6VeMGVUkJ6s5P8SZ/9yX2AYwGKPvV1XrFCRpkSFQi6ObLlE2TqLYRgkqaS4a+OUoELrv1rusbp9t4tYBgoZ9daNNRZMzUKSStrvcrix4MkE99x+vZ1aGKgUkgG/PhVpSlRkp0XRTNXtpw6n0yzDYM28fPzp2yvDJqb4i73/l3JBaRYV6TGIRMzim7fMHlRDmsDzhtfbOothGEjELJbMGLh0cA/0LqdERXZqAs5Wd4YdQ9Db8ZuEcPxxhOCLo/X44mg9lHIxEuRimCxOQXsMf7eK5+/8YiWgVkpxx5WT+/eBKCOWeVMyoZSLYbYG9tfsD55u9x5CRRh5uHVdyaC0eaOWNCUq8jPVYINYyT5uYkFMajSYrU4YLe7mAEFE2fecHpRyCZ766hLkZw78gg1l+DK7JCNozZdo8G0oy7L+rrVeS9nz801rJmKcz1tffoYKj946CzevLenfh4gSaklTomL13Dy8uqUSDifHC6fHbHaTnigHRxBz2jYDhi/UziAg9pVlGD5m2ud6FpsTnT1WjMumvQTHMl9aOR5HylvgitIg8A3X81/zELGAWCwKmhwzf0om7rp6Cu7eOBVdOgs4DkhPHtya81SkKVGRqJLhqzfMwN/fOcWHMPnc5yqFBD+9byEKMtUor+3CuUtdeHP7hahCpDwttlwcESQa+EZyAMK/nzjfhnlTBraoDWV44nC60NJlxnu7LnrDP6Nh/tQsjMtWY/OBy7DYet0kcqkID18/A4VZary29TzKLrSDI0CSSoarFo/DzWsnekU9NXFoGoJQkaZEzdr5BcjNUOGTvTWoqO2CRCzCwmlZuGZZMTJT+NCoGRPSkZWSgDe2XYj5/B6rGvBYPSTA6undRxlL1Lfq8eb2Khw62wynq7eZbLRUN/Tg6zfNxI2rJ+LA6WZ09FiQmqjA8lk5UMr5CI3H718Eo8UBq82JZLVs2JQeoCJNiYnJhSmYfGf4HoR7yhqjygYLgHELNekV6mBfxJkT02M8MWUkU9Okw0/+eQBmm1Ow3uEpFxrNbdZtsOLpl49h/tRMaBJk2LS8GCqlNGCcSiEZlLC6WKAiTYk7Fxt63BZw34rahPviFWSqsaA0qx+zo4w0Xvz4HMxuF4X//eTxvEW6zQjheyGer9OCYRi8+PFZfOWqKdi0YvxATDmuDA97njKqkEn5wkexF1p3v8aywWOtx+cm4vH7F0EUbWojZcTT3m3GuZquuJ/X5uDw4ifl2H86sMHscINa0pS4s2R6Dva6uyt7QpyiqZDn695gWAYrZ+ViYn4S7E4OU8aloLR44IvZUIYX+ihS/6O1poPx3q5qLJuZ24cjBw9qSVPizoLSLEwqEPYkDFeTw5feok0E5TVdaOs2Y9nMnJACbbU50aWzRFVbmDKyaGgz4PC5FncDCRLQGNaX6OuXC2/CmiZdVA+CoYRa0pS4I2IZPPHgIjz/4VnsO9UMp7tanUwigjXKgjQMGHTprfh0fy12HW/Ekw8vxvi8JO/+1i4TXtt6HgfPtMDp4pAgF2PNvALcfuUk72o9ZWTicLrwzJunsM/tiggnzrEQtnDXMIaKNGVAUMol+PZtc3DvNaWobzVAIRPjnR1VOHi2JeKx/jHSJqsDz7xVhr9+bzUAoF1rxo+f3Y9ug81njBOf7K9B5eUuPPXVpZBL6a09Unnho3NegY4FlvEP4ex1g/C3VKAaT8xPgjpIlMdwgt7JlAGltcuEN7dfwMWGblhs0VnRwULv6loNuFCnxaTCFLy9o0og0L5UN+qw41gDNi4t6u/UKUOAzmjDjuMNkQcGgSPEWzuGDwElSNHI0GOww+V2oYH0VrADgJvWTIzj7AcGKtKUAeO/n5Tjgz3V/U4+8Sw6/uKFI2BZwGB2CDrD+LPrBBXpkUpFrbZ3fYH0ZqRGC58D1XtvaHW2gAIwhABiEYOHr5+ORdOy+z/pAYaKNGVAOHC6GR/uvdRngfaIsG9UiMliBxjGx0cZXKiN5uG9EEQJTnOnEbuON/TbB+3JViU+VrN/0S+Hk4POODLuEyrSlAFh84HauBRmF5zCT5BDpY7nZdAKeSONvWWN+MubZd5F5n7jU0wp1H346pZKsCwz7F0eNASPMiDUNuv6fQ7fL5cnfyUa4d+wZFy/r00ZPNq0ZjzzZpm7yFZ8Qi2KcxP5hcRw8fkEeGv7hWEfgkdFmjIgKBWSsB1aguFpS5SbngARy0DE8rcny/CGUbCqZ/4/X79yPOZOphXyRgo2hwvPfXAGDifnXdjrDwwDZCQr8b075gYWIw8YDNidHA6dbe7fRQcY6u6gDAgrZuXi/d3VMVVZYhkG1y4vxv2bpoEQgtpmPb7zlz0RsxWVMjFYFpBKRDh8rhUVtVpMLUrBVYvHISs1IQ6fhjIQnK/T4jcvHYVW747UIfCG0PUVBgxuWVeC/Ew1ZkxIw+mLHaHHuq12o9nRr2sONFSkKQPCpuXF2HuqCZ3dZoRaB/K82aYmyrFqbh7Wzivw+pMZhkFxbiIKMlW43GIIey2jxfMl4//f1MEX03lvVzVKCpKwYlYejlW24tylLnDuutWZqQm4ZmkRrl5aBPEwKUk5ltCb7PjlC0dgssZXIKdPSMWViwoBAN+8ZRZ++Nd96ArSiMLXq1KQNbzXMKhIUwaEZI0cv/naUvznk3IcPdcKJ8cBBFDKxUhNVEAqYZGaqMCquXlYPC07aO1eh5ODzd6/haSq+h5U1fcIthECtHSa8OLH53DqYgd+cs+CYVM7eKzwxdE6r0D3paxtqKgNmaRX0jKSlXj2h6vx1d/u9MbVM+5yuB5XSGaKcti7x6hIUwaMjGQlfnzXfOiMNnQbbEhWy2Jq3HnwTDNataYBmx9HgGMVbXjyP0dw+5WTUeJXb4QycFTUaqMey7j/I+h96dOD0JcEhdjvZyl++fAS/Pz5g+jxC7nTJEjxozvnBfQ5HG5QkaYMOImq0OLMccT7JXE4XThe2YYeox05aQn4/FDtoHRhOXG+HWVVHVg0LQvfv2MuJGLRwF90jOPrYgpVe1yjlPCurGBhdH4t3DysnJMXsG1ctgZ/+/4afHG0DifOtwMAZpWk44qFhYPS7bu/UJGmDDq1zTq8u/MijpS3wunkMKkwGRPzk7CnrMkbDhVNadN4QgjB4XOteHlzJR64btrgXXiMsqA0C4fO9dZx8VRJ9IhxVmoCnvvxWpRdaMfvXjkOk9UpcIt4U8B9LOk5kzIwZ1JG0OtpEqS4YfVE3LB6eMdEB4M64iiDSnlNF3709/3Yd6oJdocLHCGoqNXio7010Bl763EMdh9DQnirfvuRyzDHeTGLEsjyWTkoyAxcsOPFmsHtV06CiyN4d2c1LHaXN07eE6YJ9N4jGqUUN66egP+7Z37c4qyHE9SSpgwq/3r/DKx2Z1AR9vSsiznAOo6YbS7UNutpg4Eo0JvsaGo3QqkQozBLE9OxErEIv3hoMf76VhnKqjq8MdISMYvMVCWefec0/vT6yZAPa48W37quBDevnTiqXVRUpCmDRlV9N+pa9WGt5HCFkwaL5g4jFekwmK0OvPDROew91eQthlSYpcY9G0sxZ3Jwd4M/XToLjlW0oShHg6r6bhgtDhDwySUNbcaIx3vqchjM9lEt0AAVacogotVbI7fQAvrs6/AP5ZKKWdidXMwhXlUN3Vi/sLBPcxjtOF0cnvj3YVyo7xZsr2s14Ff/PYKf3bcQs0P4hQGgvduE3/7vOKobekLGz0cLIRj2taDjARVpyqARbfZfnzqMM8IWXZkpCnTpbN7IEc/2aCqsbT9SD7GIxb3XlEIqGd1WWqwcPtcSINAeXBzBq1sqQ4r0jmP1+OtbZf0WZ18m5icF3W62OrDtSD32n2qC2eZAUU4iNi4twtSikfeGREWaMmiMy9ZAxDJw9fNb6r9wBAS6sacVpwUtHh+NVc0Rgs8OXkab1ozH71/Ur7mONvafDl/norpRh8Z2AwwmB5wuDsW5iUhQSHCpsQd/e/tUXAUaANKSFAHbegw2/ORfB9DY3us2aeowYf/pZtx7zVR8aeWE+E5igKEiTRlUZk/KwPHKtn6dI2j5SR8/9owJaVgxOzeESIcuXek7BuDjp8truqh/2gerzRl2PyEEjz17AHp3TW+5VIT1CwphtDhiLuAfCRHL4FhFG9KTlVApevta/u3tMjS08aUEfLMLAeClTyswZ1IGCmJc6BxKaAgeZVC548rJkIj7d9t5FhcZBlArJRifm4gUtQwT85LwyA0z8Pj9izBtfBqS1cETFTx6Hmx50j/57MAZoeVICEFVfTdOXmhHZ4+lX59jJDLBpxmwP57Ydr1P0wWr3YVP9tfg8ABUmnNxBK98XokHntqOo+WtsNic+MULh3G0og2EuMMq/bqMEwBbj9TFfS4DCbWkKYPKhPwk/OArc/H7V0/0tklyE+0CX2aKEuNzkzCzJB2r5uRBIQt+G9+2fhL++f6ZgO0Mw2BWSRpK8pPx1hdV3msHiyrxtRyPVrTipU/L0dTBp6qzDIMFpZn46g0zkRTigTDauGJRIT7ceyngd+cR6FBxOSZreAu8P5gsDjz5nyPISFagI8SD0zeztblj4EoNDARUpCmDzuLpOZgzqQFHK1q92zwCGU1Rf7GIRYJCgrwMlUCgTRYHdhyvR0WNFiKWwfzSLNy5YRLe2VENs1skxGIWa+bm4cEvTYfF5sQHu6vhDOMoneiu51F2oR2/eemY4JXdxXE4eKYFpy50YPH0bKyel4+ZE9Nj+8cYIVhsTuw+2YjTFztQnKNBdaOut7krfLpzB6mDEWuHHoVMDJaJXdjbuyO82bhTyZNGQCq4L1SkKUNCXoYKxyr922FF92VuajeiqcOIL47VY9mMHHz3jrm43KzDL144DJ1Pl419p5sA8H5J1ie6o7nTBEKAZLUcy2blYvfJxqDXUSslWOWuBfH61vMCgfZNWzfbnNh5ogG7TjZiYWkWfnjnvFFV/rShzYAn/n0Inbrekp8ey9RjPXvegvzj3PuS3j99QirKLnT0qTpeOAgIGDBYMy8/ficdBEbPnUQZUVyxsFDg/43ly0zQKwj7zzTjnR1VeOqlowKB9pzP45f0zSeuqNXixY/PAQAevn46poxLEZ6fEMgkIjywaRoUMjE6eyyoaugJO1fPz0fKW/HOjovRfZARACEET//vmECgPQ9Tj6+XYRl+gQ69v5fesbFf82h5G1wuDgzDgGUZxJrbFG78itm5mD4hLfZJDSHUkqYMCTnpKty/aRpe+OicV3RjxdOI9uN9l2CyRI468F3p33m8AZ09FtQ26yGXirBkejb0JjsuNepgtjlgc7jw5zfL8Pmhy7hlbUmQ64Zmy6Fa3Lx2otea7tJZwLIMktXy2D/kANCls4BlGCRrIs+nrKqDD2XzqToX8IDihM5ozzOxP/ieI1SVvFCEGn/j6om4c8OU/k1sCKAiTRkyrllWjAn5Sdi8vxb7TjX1KX6aEMBgcoBlmACh8B/Hv+7yOJwEZRfavUrQ0sW7QFh3gR8P5+u68cxbZdAkSMM2LO2N3SboNthQdqEdPQYbPtx7yRuvOyEvEbesLcHCadkxf854sPN4Az7YXY16d3hacW4ibl4zEUtm5AQd39BmwH8+PtcbHRFCfIn3P6GJ1XXhX4k0mtBJ4fWEVfUWTcvG3RunRj+BYQQVacqQMrkwBZMLU3CqqgN6sz2qjEB/WAY+Vl54iyvUPt8SmKyfEulMdkwtSglfqN7jVnHz5H+OeEXfM7fqRh1+8/IxPHjdNOhNduwpa4TR4kBBpgYblozD8lm5ET5pbBjNdhgtDqQmyvHR3hq88nmlYH9Nkw6/feU4vnrDDFy1eJxgX0ObAT9+dj8MZuGDKRqdFIsYrJlXAKeLQ5JKhg/3XurT7zVWWAaYWZKOMxc7vc8MlmGwaFo2Hr1t9oBff6CgIk0ZFkwqTMaxPia5TC1KRcVlbeyLVKEiSoIUlNcbbVg5Oxd7ypqCWoX+lxWIvo+bhSMEz394TnD+8toulNd2ofKyFg99aXoMHyA4da16vPJZJU6cbwNH+GiJcEko//usAqvm5kEu7ZWD17ach8Fs75MbiiPAkhnZMFudyEhWwGhxYFuMscluj0XQmD7PLn+UCgl++dASNHcaUXahAyAEsyZlIDddFfuHGEZQkaYMC65dXoxjlW19WtG/b1Mp3tt1EQdOt0Qe7Cacz5Rzl830jGMYBg4XwXdvn4trlxdj5/EG7DnZBKPFDoZhIlqJnqgCQOh28Y/L3nygFounZfdrYauuVY/Hnt0vCF8zWx3ef1P/VlGEEBjMDtz35HYABOPzkrBydi4Onmnuc99ujiP4xQuHvZ8vP0OF3PQEb3x5NAT7d/L1UTMQPlwZhuF94wBy0lTISRvZwuwLje6gDAtmTkzHA5umQcTGdksmq2XYfaIRR8tjs8IZHxMtXGlUT7TC5MJkNHca0dJpwuTCFNx19RRMLUoFy0SWMo+WRONT3Xa01+K8UKfFnpONOFPdEbW74NXPK8PGFwsjL3rfPIwWO0xWJ85Ud+KZt071WaCDUd9mQHu3BSwT3YIiw0AQ1bFpeTF+cs8CzJmUIfhdeRoEeLZN8ovSGS1QS5oybLh2eTEWTcvGjuP1OFXVgZZOI7R6W8jxDMMntnx6oLZfPs9I4kkI0N5txlef3iEoENSfON5QWtWuNaO2WYe/vFGGy6167/bMZCUeuWFG2HrNJosDxyvbw17XN2rCd+6eSJl4qbNnoc9zDf8MxbDHQthkVm+yY0FpFiRiFmVVHSGPu27F+L5PeBhDRZoyrEhPVuC29ZNw2/pJAPhEkV++cBiVbp8z0Fs0Jy1J0ef6Gf4uiHAwACovdwdUcItFoAMeIn4JHx7kEhF+9txBGMzCFl5t3WY89dJR/OZrSwVdzQkhOHmhHTuONaBVa3LHFyOiyRrswRTXxJE+JLF4j/X53QB8T0yAL871wKZp+M8n5YJFWpZhcM81U0P2NxzpUJGmDGuUMjGeeHARPt5bgy+O1qO924zURDnWzS/AuZour0hHa9V6fMxLpmejs8eC6sYegPFYmG7RdluUntMRwOvvjBf+6dQeTl3s4OcSJL3a6eLw7s6L+L97FgDghf+Zt8q8GZOEEG/MOUOI9xy+ccOes8a5IF0A/Tm//ydXynsr3F27vBiLp2d749zTkhRYMy8/aMnS0QIVacqwRy4V45Z1JbhlnTCp5Lt/2eP9e6xxtNcsK/aWIH36f8dw6Cy/6OgVz/5OOgieaDyOBBcxzz6A/wvDMgEW6dHyVrg4AhHLYOuROkFKu2/UA++9ID6Lbvze9QsK0NBmhFZvRZvWHNWcB1rQg17Uh5WzhaGJaUmKgHthNEMXDikjFv/mp/7xzcEghC+w41sjev2CAve+3lTyeMG6F8H4hTB+5YxlGIhFwrkyjNB6JuAtZf+5uDiCnz9/EN16Kz47UOv9UBxHIrpj7ru2FN+8ZTZ+983lYVtcCebkTs32jwoZLMZla7B6hNXaiDdUpCkjlg1LxglfjT1RARGOM5hs0Op7a1HMnZyJOSXpcbcYGSC4b5jhxZb1EcBYmu+eqe7E488f5AvbE4TtdpKfqcb6BQX446MrBB1JxKLINTHyfOKLVQoJNi4tglI+CC/fhEAmYbF+QQGeemSJIH57LDK2Pz1lRFNSkIx7ry3Ffz8pd/tio1uscnIEB88045plxQCA8pounL4YOmqgz0TS3WD6HYV7gRCgvs0ImUQUsVNKepIC37h5VsD2BVOz8NnBywhVE4MBsH5hIZbOyIHV7kRmagJkEhFmTUzHUy8dDT/BPsK4/3P/pmlYt6BA4Isey1BLmjKiuW7FePz5OyuxbGYORFG+khMCvL+7Gucva/HZwVr87LmDcLj6Z0b7WsWeGN9wYluSnxx0e7TWPMcRpCXKw/rOGQY4VdUOlysw/G1WSTqmjEsJbcEzwEubK3CupgsFWRrIJCI0thuw5fDloNfpb0Gl3vMwmFqcSgXaByrSlBFPUU4iHE4OHEHUpS07eyx47B/78c/3zsQUw+uLTMJ6fc7+VnG4JgYKqQhfu2kmJrpbURGPTznGCBK5TBz2wUQI4HQR/O3tU3hj2wV0+BTFZxgGP71vIYqyA3v9+XapeXdnFQghaO824yf/PICyqo4A37+vH7+vWu0JGyzK0YRt0TUWoSJNGfHojDYcq+jNOIzGv+sRsP7gcBF3pIbwPB7RZQCkauSQiFl3qVRgzqQM/Ppry1Ccm4jH7pmPwix1n33hepMdS0NUsPNl54kGvLHtPB789XZs3l/j3a5SSJCSKPdawr1/ev/9mjpMaO404YPd1egxuostMYHp5e7NfYqKYd3XTJBLgrpmxjrUJ00Z8eiMtoBO1OHcDX0VE388lq8ndZz1C5kjALQGPmNyXLYGj929ANlpCd7jUxMVmDM5A3Ut+rCLf6Ho6LHgsXvm43B5C+yO0G8Dnvm4CMG/PjgLtUqKFbPyvJ8h0kON4wj2nw5syBtADP+wvkOT1HIsmZ6NTSvGC/59KDzUkqaMeFI08oB2VZ56wsJtvAU4UGG//iFzvsZmXasBH++7FHDMzmP1fbKkWYaBiGVQlJ0YEIoYib+8fhJn3AulM9zFnPiHCwkQ37QkBXLSVbD4LVAGm7P/tnBhe8RnzM8fWISHb5hBBToEVKQpIx6VUoolMwIL6ftaiCwTnRskVkKuuwVJzd51ohE2hwsAb/0/98FZdBvsUT80PKf0+MAXlmbhcosel5p0MS3cOVwEP33uIL7z591QKaWAT3w4IZ6HDT+r65YXQ8QyKM5JjP4CMUAIgVopHZBzjxaoSFNGBfdeU4rs1EBLjGE8TQEGJhnDm+zBwK9no1vsfPwYFpsTWp0VlbVdePjpHfjUxz8c1bV84qllEhY3ry3BifN9q8ENAlxq0uHv7wSveEcIXxN6k7to0TXLirz7olngZBigMEsdcSGRZRhoVFSkw0FFmjIqSNHI8ftvLcftV0xCXoYKKWoZZpek42f3LcQ3b5kVVTZiX/BNIw+mXZ7MQc9C4qWmHjz2jwMwWRyBg6OkIFONnz+wGMW5iT5lUGOcNyCwngH/xUNAb+ztyrJidh42LS+OOgJFkyDFX7+3GtMnpIYdxxGC5g5jbJMfY9CFQ8qoQa2U4tb1k3Cru4KeL6XFadh+tA71rQbYHS4+eSWKgv2R8CwaRoOLI/jTaydi7uXIMsCMCem4dkUxUtRyTMhP8u6bVZKO17aej+l8ofD9GAwDnL3UCYfTBYlYBACYPj4NH++9FNUip9FsR22zDpoEWdDSqJ5rMAwDqUQUl/mPVqhIU8YE2WkJuOvq3kak7+yowqtbzg96AaFYkmZ8w+FsDhcWTM0KGFNSkIxktQxdOmvAvv7g+Tf51/tn8LUbZ0IkYvlEFoYBE0Xnbo4AL31agXXzC3DwrKdjTu9Bns81Lksz4ttbDTTU3UEZk9y8tgR/+94qXLu8GDKpiF+UG+pJ+eBfzyMnPXjkQ2uXCT2G+Aq0L18ca/A2sG3t4ttfBYucCcbpix0oKUzC+NxEn+N6PxcD4I6rJg/IvEcTVKQpY5aCLA0evG46/vitFUiNkGI9mAQTwKsWjQs69vC5FhAMYJU6Anx+6DLMVgcSVTKfOYa+nucNgAAwW5345UOLsXxmriA7Mjs1AT+6ax4WlAa+HVCEUHcHZcxTmK3BP360Fn987QSOlLcO9XQCuHntREwelwKOI9h9shHbjtShtcuEJLUMSQLhjL/rhoDAanfh/OVurJmbj4pabdjxvg8LiZhFepICKqUU3//KXGj1pWhoNUAhF2NiftKAhESORqhIUygAFDIx7rlm6pCK9LXLipCVmoC9ZU0wWhwoyFJjw+JxmD0pAxxH8MfXTwgy/7oNNm+G44DXe2aAVXPzsftkI87VdPGb/B4K/hE0y2bm8HHYblI0cqRo5AM7z1EIFWkKxU1ehhqzJqbj1ECULY2AWMTHPSdr5N7YZKvdCZ3RDrPVgWMVbdh/ujlkOdZYutLEAgMGSpkYU8alQCJm8fMHFuG9XdXYdqQOWr0VEhEDh5NzNzToPa4gU417rykdkDmNNahIUyg+PP7AInzrj7vQ2D54sbssy4AjBPWtBiRr5DCa7Xjl80rsOdkIi90FMctAIReHDRfsdR30vQFswDnd/9m4rAgKGS8VUokIX75iEm5bXwKr3QWZRIQLdd3YfKAWtS06KGRirJiVS+tBxxEq0hSKDxIxi79/fzXe312Nj/Zegs4noWMg8PVSKORi1LXq8fhzhwSdY+wcgT3CPDiO4NFbZ6GiVotOnRVanQV1rYZ+zU0iZnH10iLcfkVgBAbDMF7hnlKUgilFKf26FiU0VKQpFD9EbtfDzWtL8O7OKry8uTLseI8RO6skA2UX2mO7mPvgrBQlDp1twfu7LvapIh7DAOsWFGLdgkLvtt0nG/Cn10+CARNQJTDUOTzDFDIxnntsLZLV1Ic81NAQPAolDDetKcH8qZlgmeC9Ez3hZtcsK8YVCwtiLhHiqTM9bXwa3t9d3SeB5s8D2N3FmzzMLsngs/mimJN/09nxeYlUoIcJVKQplAj8+K752LSiGAkKibeuhUImRlaKEkum5+DnDyzCQ1+ajrmTM6GIsWlqRrISP7xzHs5d6uzXHDUJ0oD06kSVDBsWjwMQe30pz3GUoYe6OyiUCEglIty/aRpuv3Iymjr4BrD5meqAcQqZGHdcNRn//uhc2PN5/NAsy+Dpry8DRwhateY+z49hgPULCoLuu2fjVHAcwZbDdXA4XcGbzvqVcb1iYSFWzM7r83wo8YWKNIUSJQqZOGL/vU0rxsNosePN7VUhBdFj1s6fmoW0JAW6dJbAgWHw6KlHWAsy1bhpzcSgY0UiFg9+aTpuWjsRZRc6YLM74eIIJGIWeRkqmCxOfHGsHp09FmSkKHHFgkLMmZwR03woAwsVaQolztx+5RSsmJ2HVz6vxPHKNm9rK1+LNT9Dha/eOAMA30ZrfG6it3h/uDW+BLkYyRo5WrtMSNbIsWZePr60YrwgaSQYyWp+bDBoavbwhoo0hTIA5GWo8djdCwAATR1GfH7wMqrquyGTirBkRg5Wz8mDXNb79bt1XQl+8/Ixt5kcGOvMMIBULMIP75xPLd0xBhVpCmWAyU1X4YHrpoUds3BaNr5162y8vLnc3ZXbne7NADKpGPOnZuKGVRMwPoK7hTL6oCJNoQwT1szLx/JZuThV1c7X7shUU1GmUJGmUIYTEjGL+UGK+1PGLjROmkKhUIYxVKQpFAplGENFmkKhUIYxTLzq0DIM0wggNzExEbNmzYrLOSkUCmW0c+rUKeh0OgBoIoQEpHrGU6R7ACTG5WQUCoUy9tARQpL8N8YzuqMWQBEAI4DqOJ6XQqFQRjMTAKjAa2gAcbOkKRQKhRJ/6MIhhUKhDGOoSFMoFMowhoo0hUKhDGOoSFMoFMowhoo0hUKhDGOoSFMoFMowhoo0hUKhDGOoSFMoFMowhoo0hUKhDGOoSFMoFMowhoo0hUKhDGOoSFMoFMowhoo0hUKhDGOoSFMoFMowhoo0hUKhDGOoSFMoFMow5v8BDFKbPb1Bcz0AAAAASUVORK5CYII=\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.203\n","│ ├── NGT: 0.007\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 2\n","│ └── detected: 2\n","├── n_points\n","│ ├── dim: 2\n","│ ├── noise\n","│ │ ├── type-1: 0\n","│ │ └── type-2: 0\n","│ ├── plot_size: 373\n","│ ├── size: 373\n","│ ├── strong: 198\n","│ └── weak\n","│ ├── all: 175\n","│ ├── failed to merge: 0\n","│ └── succeeded to merge: 175\n","└── validity\n"," └── train\n"," ├── ACC: 373\n"," ├── AMI: 1.0\n"," ├── ARI: 1.0\n"," ├── F1: 1.0\n"," ├── NMI: 1.0\n"," ├── completeness: 1.0\n"," └── homogeneity: 1.0\n","\n","Dataset: flame\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.042\n","│ ├── NGT: 0.007\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 2\n","│ └── detected: 2\n","├── n_points\n","│ ├── dim: 2\n","│ ├── noise\n","│ │ ├── type-1: 0\n","│ │ └── type-2: 0\n","│ ├── plot_size: 240\n","│ ├── size: 240\n","│ ├── strong: 150\n","│ └── weak\n","│ ├── all: 90\n","│ ├── failed to merge: 0\n","│ └── succeeded to merge: 90\n","└── validity\n"," └── train\n"," ├── ACC: 240\n"," ├── AMI: 1.0\n"," ├── ARI: 1.0\n"," ├── F1: 1.0\n"," ├── NMI: 1.0\n"," ├── completeness: 1.0\n"," └── homogeneity: 1.0\n","\n","Dataset: compound\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.068\n","│ ├── NGT: 0.011\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 6\n","│ └── detected: 7\n","├── n_points\n","│ ├── dim: 2\n","│ ├── noise\n","│ │ ├── type-1: 0\n","│ │ └── type-2: 0\n","│ ├── plot_size: 399\n","│ ├── size: 399\n","│ ├── strong: 218\n","│ └── weak\n","│ ├── all: 181\n","│ ├── failed to merge: 0\n","│ └── succeeded to merge: 181\n","└── validity\n"," └── train\n"," ├── ACC: 389\n"," ├── AMI: 0.96\n"," ├── ARI: 0.98\n"," ├── F1: 0.983\n"," ├── NMI: 0.961\n"," ├── completeness: 0.947\n"," └── homogeneity: 0.976\n","\n","Dataset: varydensity\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.042\n","│ ├── NGT: 0.007\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 3\n","│ └── detected: 3\n","├── n_points\n","│ ├── dim: 2\n","│ ├── noise\n","│ │ ├── type-1: 0\n","│ │ └── type-2: 0\n","│ ├── plot_size: 150\n","│ ├── size: 150\n","│ ├── strong: 76\n","│ └── weak\n","│ ├── all: 74\n","│ ├── failed to merge: 0\n","│ └── succeeded to merge: 74\n","└── validity\n"," └── train\n"," ├── ACC: 150\n"," ├── AMI: 1.0\n"," ├── ARI: 1.0\n"," ├── F1: 1.0\n"," ├── NMI: 1.0\n"," ├── completeness: 1.0\n"," └── homogeneity: 1.0\n","\n","Dataset: unbalance\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.983\n","│ ├── NGT: 0.111\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 8\n","│ └── detected: 91\n","├── n_points\n","│ ├── dim: 2\n","│ ├── noise\n","│ │ ├── type-1: 21\n","│ │ └── type-2: 127\n","│ ├── plot_size: 6500\n","│ ├── size: 6500\n","│ ├── strong: 3910\n","│ └── weak\n","│ ├── all: 2590\n","│ ├── failed to merge: 127\n","│ └── succeeded to merge: 2463\n","└── validity\n"," └── train\n"," ├── ACC: 2562\n"," ├── AMI: 0.534\n"," ├── ARI: 0.272\n"," ├── F1: 0.519\n"," ├── NMI: 0.542\n"," ├── completeness: 0.376\n"," └── homogeneity: 0.974\n","\n","Dataset: spiral\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.03\n","│ ├── NGT: 0.004\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 3\n","│ └── detected: 4\n","├── n_points\n","│ ├── dim: 2\n","│ ├── noise\n","│ │ ├── type-1: 0\n","│ │ └── type-2: 0\n","│ ├── plot_size: 312\n","│ ├── size: 312\n","│ ├── strong: 285\n","│ └── weak\n","│ ├── all: 27\n","│ ├── failed to merge: 0\n","│ └── succeeded to merge: 27\n","└── validity\n"," └── train\n"," ├── ACC: 293\n"," ├── AMI: 0.932\n"," ├── ARI: 0.922\n"," ├── F1: 0.967\n"," ├── NMI: 0.932\n"," ├── completeness: 0.873\n"," └── homogeneity: 1.0\n","\n","Dataset: pathbased\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.043\n","│ ├── NGT: 0.008\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 3\n","│ └── detected: 3\n","├── n_points\n","│ ├── dim: 2\n","│ ├── noise\n","│ │ ├── type-1: 1\n","│ │ └── type-2: 11\n","│ ├── plot_size: 300\n","│ ├── size: 300\n","│ ├── strong: 198\n","│ └── weak\n","│ ├── all: 102\n","│ ├── failed to merge: 11\n","│ └── succeeded to merge: 91\n","└── validity\n"," └── train\n"," ├── ACC: 286\n"," ├── AMI: 0.889\n"," ├── ARI: 0.924\n"," ├── F1: 0.972\n"," ├── NMI: 0.89\n"," ├── completeness: 0.842\n"," └── homogeneity: 0.943\n","\n","Dataset: mouse\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.074\n","│ ├── NGT: 0.012\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 4\n","│ └── detected: 4\n","├── n_points\n","│ ├── dim: 2\n","│ ├── noise\n","│ │ ├── type-1: 0\n","│ │ └── type-2: 3\n","│ ├── plot_size: 500\n","│ ├── size: 500\n","│ ├── strong: 302\n","│ └── weak\n","│ ├── all: 198\n","│ ├── failed to merge: 3\n","│ └── succeeded to merge: 195\n","└── validity\n"," └── train\n"," ├── ACC: 492\n"," ├── AMI: 0.949\n"," ├── ARI: 0.972\n"," ├── F1: 0.986\n"," ├── NMI: 0.949\n"," ├── completeness: 0.95\n"," └── homogeneity: 0.948\n","\n"]}],"source":["data_path = 'datasets/denmune/shapes/' \n","datasets = {\"aggregation\": 6, \"jain\": 15, \"flame\": 8, \"compound\": 13, \"varydensity\": 23,\n"," \"unbalance\": 8, \"spiral\": 6, \"pathbased\": 6, \"mouse\": 11}\n","\n","for dataset in datasets:\n","\n"," \n"," data_file = data_path + dataset + '.csv'\n"," X_train = pd.read_csv(data_file, sep=',', header=None)\n"," y_train = X_train.iloc[:, -1]\n"," X_train = X_train.drop(X_train.columns[-1], axis=1) \n"," \n"," print (\"Dataset:\", dataset)\n"," dm = DenMune(train_data=X_train,\n"," train_truth=y_train,\n"," k_nearest=datasets[dataset],\n"," rgn_tsne=False)\n","\n"," labels, validity = dm.fit_predict(show_noise=True, show_analyzer=True)\n"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":33.815915,"end_time":"2023-04-30T01:10:06.176955","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2023-04-30T01:09:32.36104","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
diff --git a/kaggle/get-97-using-simple-yet-one-parameter-algorithm.ipynb b/kaggle/get-97-using-simple-yet-one-parameter-algorithm.ipynb
index 4ab508f..ac39162 100644
--- a/kaggle/get-97-using-simple-yet-one-parameter-algorithm.ipynb
+++ b/kaggle/get-97-using-simple-yet-one-parameter-algorithm.ipynb
@@ -1 +1 @@
-{"cells":[{"source":"
","metadata":{},"cell_type":"markdown","outputs":[],"execution_count":0},{"cell_type":"code","execution_count":1,"id":"aec392af","metadata":{"execution":{"iopub.execute_input":"2022-01-28T16:58:38.08937Z","iopub.status.busy":"2022-01-28T16:58:38.08761Z","iopub.status.idle":"2022-01-28T16:58:38.098738Z","shell.execute_reply":"2022-01-28T16:58:38.099336Z","shell.execute_reply.started":"2022-01-27T06:08:25.102444Z"},"id":"W6C6cdWrvhI_","papermill":{"duration":0.023733,"end_time":"2022-01-28T16:58:38.099636","exception":false,"start_time":"2022-01-28T16:58:38.075903","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","import time\n","import os.path\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"code","execution_count":2,"id":"12c49810","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.execute_input":"2022-01-28T16:58:38.114316Z","iopub.status.busy":"2022-01-28T16:58:38.113382Z","iopub.status.idle":"2022-01-28T16:58:53.647419Z","shell.execute_reply":"2022-01-28T16:58:53.646806Z"},"id":"SBamcWlTvhJF","papermill":{"duration":15.542248,"end_time":"2022-01-28T16:58:53.647582","exception":false,"start_time":"2022-01-28T16:58:38.105334","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting denmune\r\n"," Downloading denmune-0.0.9.0-py3-none-any.whl (13 kB)\r\n","Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.5)\r\n","Requirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n","Collecting anytree>=2.8.0\r\n"," Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n"," |████████████████████████████████| 41 kB 92 kB/s \r\n","\u001b[?25hCollecting ngt>=1.11.6\r\n"," Downloading ngt-1.12.2-cp37-cp37m-manylinux1_x86_64.whl (2.2 MB)\r\n"," |████████████████████████████████| 2.2 MB 1.6 MB/s \r\n","\u001b[?25hCollecting treelib>=1.6.1\r\n"," Downloading treelib-1.6.1.tar.gz (24 kB)\r\n"," Preparing metadata (setup.py) ... \u001b[?25l-\b \bdone\r\n","\u001b[?25hRequirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n","Requirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.20.3)\r\n","Requirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n","Requirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n","Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n","Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n","Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n","Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n","Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.4)\r\n","Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n","Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n","Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.9.0)\r\n","Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n","Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n","Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n","Requirement already satisfied: future in /opt/conda/lib/python3.7/site-packages (from treelib>=1.6.1->denmune) (0.18.2)\r\n","Building wheels for collected packages: treelib\r\n"," Building wheel for treelib (setup.py) ... \u001b[?25l-\b \b\\\b \bdone\r\n","\u001b[?25h Created wheel for treelib: filename=treelib-1.6.1-py3-none-any.whl size=18386 sha256=fef0b01779b1cc65ee2fc6b0e82bb7ec95bd727eced8b26130a3551e44f4400b\r\n"," Stored in directory: /root/.cache/pip/wheels/89/be/94/2c6d949ce599d1443426d83ba4dc93cd35c0f4638260930a53\r\n","Successfully built treelib\r\n","Installing collected packages: treelib, ngt, anytree, denmune\r\n","Successfully installed anytree-2.8.0 denmune-0.0.9.0 ngt-1.12.2 treelib-1.6.1\r\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"]}],"source":["# install DenMune clustering algorithm using pip command from the offecial Python repository, PyPi\n","# from https://pypi.org/project/denmune/\n","!pip install denmune\n","\n","# now import it\n","from denmune import DenMune"]},{"cell_type":"markdown","id":"9d05dbb7","metadata":{"papermill":{"duration":0.01373,"end_time":"2022-01-28T16:58:53.675503","exception":false,"start_time":"2022-01-28T16:58:53.661773","status":"completed"},"tags":[]},"source":[]},{"cell_type":"code","execution_count":3,"id":"1b510450","metadata":{"execution":{"iopub.execute_input":"2022-01-28T16:58:53.710473Z","iopub.status.busy":"2022-01-28T16:58:53.709717Z","iopub.status.idle":"2022-01-28T17:05:38.454037Z","shell.execute_reply":"2022-01-28T17:05:38.453515Z","shell.execute_reply.started":"2022-01-27T06:20:07.95434Z"},"id":"3MWrIsC4vhJH","outputId":"79d37365-55ba-49cb-e7bb-057b3ccc3b01","papermill":{"duration":404.765274,"end_time":"2022-01-28T17:05:38.454198","exception":false,"start_time":"2022-01-28T16:58:53.688924","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 269.054\n","│ ├── NGT: 11.414\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 10\n","│ └── detected: 10\n","├── n_points\n","│ ├── dim: 784\n","│ ├── noise\n","│ │ ├── type-1: 2\n","│ │ └── type-2: 0\n","│ ├── plot_size: 42000\n","│ ├── size: 70000\n","│ ├── strong: 38267\n","│ └── weak\n","│ ├── all: 31733\n","│ ├── failed to merge: 0\n","│ └── succeeded to merge: 31733\n","└── validity\n"," └── train\n"," ├── ACC: 40564\n"," ├── AMI: 0.913\n"," ├── ARI: 0.926\n"," ├── F1: 0.966\n"," ├── NMI: 0.913\n"," ├── completeness: 0.913\n"," └── homogeneity: 0.913\n","\n","Plotting test data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["data_path = '../input/digit-recognizer/' \n","file_2d = '../input/mnist-2d/mnist-2d.csv'\n","\n","X_train = pd.read_csv( data_path + 'train.csv', sep=',')\n","X_test = pd.read_csv( data_path +'test.csv', sep=',')\n","y_train = X_train['label']\n","X_train = X_train.drop(['label'], axis=1)\n","\n","dm = DenMune(train_data=X_train,\n"," train_truth=y_train,\n"," test_data=X_test, \n"," k_nearest=93,\n"," file_2d=file_2d,\n"," rgn_tsne=False)\n","\n","labels, validity = dm.fit_predict(show_noise=True, show_analyzer=True)\n"]},{"cell_type":"code","execution_count":4,"id":"e1c23936","metadata":{"execution":{"iopub.execute_input":"2022-01-28T17:05:38.495969Z","iopub.status.busy":"2022-01-28T17:05:38.494961Z","iopub.status.idle":"2022-01-28T17:05:39.706178Z","shell.execute_reply":"2022-01-28T17:05:39.706732Z","shell.execute_reply.started":"2022-01-27T06:28:33.969302Z"},"id":"Mh9p0WbL7KAo","papermill":{"duration":1.234329,"end_time":"2022-01-28T17:05:39.706915","exception":false,"start_time":"2022-01-28T17:05:38.472586","status":"completed"},"tags":[]},"outputs":[],"source":["# prepare our output to be submitted to the dataset kaggle competition\n","ImageID = np.arange(len(X_test))+1\n","Out = pd.DataFrame([ImageID,labels['test']]).T\n","Out.to_csv('submission.csv', header = ['ImageId', 'Label' ], index = None)\n"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":433.996949,"end_time":"2022-01-28T17:05:42.438206","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2022-01-28T16:58:28.441257","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
+{"cells":[{"source":"
","metadata":{},"cell_type":"markdown"},{"cell_type":"code","execution_count":1,"id":"cb9ff0e9","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:11:14.108974Z","iopub.status.busy":"2023-04-30T01:11:14.108038Z","iopub.status.idle":"2023-04-30T01:11:14.113278Z","shell.execute_reply":"2023-04-30T01:11:14.112513Z","shell.execute_reply.started":"2022-01-27T06:08:25.102444Z"},"id":"W6C6cdWrvhI_","papermill":{"duration":0.022463,"end_time":"2023-04-30T01:11:14.113471","exception":false,"start_time":"2023-04-30T01:11:14.091008","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","import time\n","import os.path\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"markdown","id":"65a31ef9","metadata":{"papermill":{"duration":0.005015,"end_time":"2023-04-30T01:11:14.12491","exception":false,"start_time":"2023-04-30T01:11:14.119895","status":"completed"},"tags":[]},"source":["**The only parameter required by this algorithm is k, number of k-nearest neighbor, nothing else. Enjoy.**"]},{"cell_type":"code","execution_count":2,"id":"cf5f43cb","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.execute_input":"2023-04-30T01:11:14.143371Z","iopub.status.busy":"2023-04-30T01:11:14.142497Z","iopub.status.idle":"2023-04-30T01:11:28.497445Z","shell.execute_reply":"2023-04-30T01:11:28.496779Z"},"id":"SBamcWlTvhJF","papermill":{"duration":14.366775,"end_time":"2023-04-30T01:11:28.49762","exception":false,"start_time":"2023-04-30T01:11:14.130845","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting denmune\r\n"," Downloading denmune-1.12-py3-none-any.whl (19 kB)\r\n","Requirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n","Requirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n","Collecting anytree>=2.8.0\r\n"," Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n"," |████████████████████████████████| 41 kB 363 kB/s \r\n","\u001b[?25hRequirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n","Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.5)\r\n","Collecting ngt>=1.11.6\r\n"," Downloading ngt-2.0.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (9.2 MB)\r\n"," |████████████████████████████████| 9.2 MB 8.3 MB/s \r\n","\u001b[?25hCollecting treelib>=1.6.1\r\n"," Downloading treelib-1.6.4-py3-none-any.whl (18 kB)\r\n","Requirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.20.3)\r\n","Requirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n","Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n","Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n","Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n","Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n","Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n","Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n","Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.4)\r\n","Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.9.0)\r\n","Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n","Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n","Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n","Installing collected packages: treelib, ngt, anytree, denmune\r\n","Successfully installed anytree-2.8.0 denmune-1.12 ngt-2.0.4 treelib-1.6.4\r\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"]}],"source":["# install DenMune clustering algorithm using pip command from the offecial Python repository, PyPi\n","# from https://pypi.org/project/denmune/\n","!pip install denmune\n","\n","# now import it\n","from denmune import DenMune"]},{"cell_type":"markdown","id":"361e5769","metadata":{"papermill":{"duration":0.011339,"end_time":"2023-04-30T01:11:28.521438","exception":false,"start_time":"2023-04-30T01:11:28.510099","status":"completed"},"tags":[]},"source":[]},{"cell_type":"code","execution_count":3,"id":"b4892307","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:11:28.551572Z","iopub.status.busy":"2023-04-30T01:11:28.550587Z","iopub.status.idle":"2023-04-30T01:18:01.79842Z","shell.execute_reply":"2023-04-30T01:18:01.797768Z","shell.execute_reply.started":"2022-01-27T06:20:07.95434Z"},"id":"3MWrIsC4vhJH","outputId":"79d37365-55ba-49cb-e7bb-057b3ccc3b01","papermill":{"duration":393.265197,"end_time":"2023-04-30T01:18:01.7986","exception":false,"start_time":"2023-04-30T01:11:28.533403","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["I am in One\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 309.733\n","│ ├── NGT: 11.414\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 10\n","│ └── detected: 10\n","├── n_points\n","│ ├── dim: 784\n","│ ├── noise\n","│ │ ├── type-1: 2\n","│ │ └── type-2: 0\n","│ ├── plot_size: 42000\n","│ ├── size: 70000\n","│ ├── strong: 38267\n","│ └── weak\n","│ ├── all: 31733\n","│ ├── failed to merge: 0\n","│ └── succeeded to merge: 31733\n","└── validity\n"," └── train\n"," ├── ACC: 40564\n"," ├── AMI: 0.913\n"," ├── ARI: 0.926\n"," ├── F1: 0.966\n"," ├── NMI: 0.913\n"," ├── completeness: 0.913\n"," └── homogeneity: 0.913\n","\n","Plotting test data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["data_path = '../input/digit-recognizer/' \n","file_2d = '../input/mnist-2d/mnist-2d.csv'\n","\n","X_train = pd.read_csv( data_path + 'train.csv', sep=',')\n","X_test = pd.read_csv( data_path +'test.csv', sep=',')\n","y_train = X_train['label']\n","X_train = X_train.drop(['label'], axis=1)\n","\n","knn = 93 # the k-nearest neighbor, the only parameter required from the algorithm\n","\n","dm = DenMune(train_data=X_train,\n"," train_truth=y_train,\n"," test_data=X_test, \n"," k_nearest=knn,\n"," file_2d=file_2d,\n"," rgn_tsne=False)\n","\n","labels, validity = dm.fit_predict(show_noise=True, show_analyzer=True)\n"]},{"cell_type":"code","execution_count":4,"id":"35377dfc","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:18:01.885316Z","iopub.status.busy":"2023-04-30T01:18:01.879981Z","iopub.status.idle":"2023-04-30T01:18:02.785568Z","shell.execute_reply":"2023-04-30T01:18:02.786164Z","shell.execute_reply.started":"2022-01-27T06:28:33.969302Z"},"id":"Mh9p0WbL7KAo","papermill":{"duration":0.97045,"end_time":"2023-04-30T01:18:02.786379","exception":false,"start_time":"2023-04-30T01:18:01.815929","status":"completed"},"tags":[]},"outputs":[],"source":["# prepare our output to be submitted to the dataset kaggle competition\n","ImageID = np.arange(len(X_test))+1\n","Out = pd.DataFrame([ImageID,labels['test']]).T\n","Out.to_csv('submission.csv', header = ['ImageId', 'Label' ], index = None)\n"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":422.527813,"end_time":"2023-04-30T01:18:05.51501","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2023-04-30T01:11:02.987197","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}
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diff --git a/kaggle/iris-dataset.ipynb b/kaggle/iris-dataset.ipynb
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--- a/kaggle/iris-dataset.ipynb
+++ b/kaggle/iris-dataset.ipynb
@@ -1 +1 @@
-{"cells":[{"source":"
","metadata":{},"cell_type":"markdown","outputs":[],"execution_count":0},{"cell_type":"code","execution_count":1,"id":"185864e5","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2022-01-09T04:52:33.14714Z","iopub.status.busy":"2022-01-09T04:52:33.14655Z","iopub.status.idle":"2022-01-09T04:52:33.952312Z","shell.execute_reply":"2022-01-09T04:52:33.953165Z","shell.execute_reply.started":"2022-01-09T04:46:16.895672Z"},"papermill":{"duration":0.820046,"end_time":"2022-01-09T04:52:33.953473","exception":false,"start_time":"2022-01-09T04:52:33.133427","status":"completed"},"tags":[]},"outputs":[],"source":["import numpy as np # linear algebra\n","import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n","from numpy import genfromtxt\n","import os\n","!mkdir data #let us create data folder to hold our data"]},{"cell_type":"code","execution_count":2,"id":"ad1ad73d","metadata":{"execution":{"iopub.execute_input":"2022-01-09T04:52:33.967196Z","iopub.status.busy":"2022-01-09T04:52:33.966497Z","iopub.status.idle":"2022-01-09T04:52:50.019181Z","shell.execute_reply":"2022-01-09T04:52:50.018444Z"},"papermill":{"duration":16.061183,"end_time":"2022-01-09T04:52:50.01934","exception":false,"start_time":"2022-01-09T04:52:33.958157","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting denmune\r\n"," Downloading denmune-0.0.5.2-py3-none-any.whl (11 kB)\r\n","Requirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.0)\r\n","Requirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n","Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.4)\r\n","Collecting ngt>=1.11.6\r\n"," Downloading ngt-1.12.2-cp37-cp37m-manylinux1_x86_64.whl (2.2 MB)\r\n"," |████████████████████████████████| 2.2 MB 284 kB/s \r\n","\u001b[?25hCollecting anytree>=2.8.0\r\n"," Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n"," |████████████████████████████████| 41 kB 392 kB/s \r\n","\u001b[?25hRequirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.19.5)\r\n","Collecting treelib>=1.6.1\r\n"," Downloading treelib-1.6.1.tar.gz (24 kB)\r\n"," Preparing metadata (setup.py) ... \u001b[?25l-\b \bdone\r\n","\u001b[?25hRequirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n","Requirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n","Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n","Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.0)\r\n","Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n","Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.2)\r\n","Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n","Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n","Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n","Requirement already satisfied: setuptools-scm>=4 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (6.3.2)\r\n","Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.8.1)\r\n","Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n","Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n","Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.2)\r\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n","Requirement already satisfied: future in /opt/conda/lib/python3.7/site-packages (from treelib>=1.6.1->denmune) (0.18.2)\r\n","Requirement already satisfied: setuptools in /opt/conda/lib/python3.7/site-packages (from setuptools-scm>=4->matplotlib>=3.2.1->denmune) (59.1.1)\r\n","Requirement already satisfied: tomli>=1.0.0 in /opt/conda/lib/python3.7/site-packages (from setuptools-scm>=4->matplotlib>=3.2.1->denmune) (1.2.2)\r\n","Building wheels for collected packages: treelib\r\n"," Building wheel for treelib (setup.py) ... \u001b[?25l-\b \b\\\b \bdone\r\n","\u001b[?25h Created wheel for treelib: filename=treelib-1.6.1-py3-none-any.whl size=18386 sha256=fb8743788fbee29cd1cc47e567168b02f82f52046acb184015ebc168f6616750\r\n"," Stored in directory: /root/.cache/pip/wheels/89/be/94/2c6d949ce599d1443426d83ba4dc93cd35c0f4638260930a53\r\n","Successfully built treelib\r\n","Installing collected packages: treelib, ngt, anytree, denmune\r\n","Successfully installed anytree-2.8.0 denmune-0.0.5.2 ngt-1.12.2 treelib-1.6.1\r\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"]}],"source":["# install DenMune clustering algorithm using pip command from the offecial Python repository, PyPi\n","# from https://pypi.org/project/denmune/\n","!pip install denmune\n","\n","# now import it\n","from denmune import DenMune"]},{"cell_type":"code","execution_count":3,"id":"3e511c22","metadata":{"execution":{"iopub.execute_input":"2022-01-09T04:52:50.053435Z","iopub.status.busy":"2022-01-09T04:52:50.052698Z","iopub.status.idle":"2022-01-09T04:52:50.066466Z","shell.execute_reply":"2022-01-09T04:52:50.067022Z","shell.execute_reply.started":"2022-01-09T04:46:25.002047Z"},"papermill":{"duration":0.034146,"end_time":"2022-01-09T04:52:50.067196","exception":false,"start_time":"2022-01-09T04:52:50.03305","status":"completed"},"tags":[]},"outputs":[],"source":["dataset = 'iris' # let us take iris dataset as an example\n","data_path = \"/kaggle/input/denmune-datasets/\"\n","output_path = \"data/\" # this is where any output will be saved to, i.e. 2-d version of N-D dataset\n","\n","file_ext = \".txt\"\n","data_file = data_path + dataset + file_ext # i.e. 'iris' + '.txt' ==> iris.txt\n","data = genfromtxt(data_file , delimiter='\\t') \n","\n","ground_ext = \"-gt\"\n","ground_file = data_path + dataset + ground_ext + file_ext\n","data_labels = genfromtxt(ground_file, delimiter='\\t') # i.e. 'iris' + + '-gt + '.txt' ==> iris-gt.txt \n","\n","data2d_ext = '-2d'\n","file_2d = output_path + dataset + data2d_ext + file_ext # 'iris' + '-2d' + '.txt' ==> iris-2d.txt"]},{"cell_type":"code","execution_count":4,"id":"f6452b7a","metadata":{"execution":{"iopub.execute_input":"2022-01-09T04:52:50.101688Z","iopub.status.busy":"2022-01-09T04:52:50.100928Z","iopub.status.idle":"2022-01-09T04:52:51.171192Z","shell.execute_reply":"2022-01-09T04:52:51.170357Z","shell.execute_reply.started":"2022-01-09T04:46:25.016998Z"},"papermill":{"duration":1.091293,"end_time":"2022-01-09T04:52:51.171422","exception":false,"start_time":"2022-01-09T04:52:50.080129","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Dataset's Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n"," ==================================================================================================== \n","\n","DenMune Analyzer\n","├── exec_time\n","│ ├── DenMune: 0.018\n","│ ├── NGT: 0.003\n","│ └── t_SNE: 0.727\n","├── n_clusters\n","│ ├── actual: 3\n","│ └── detected: 3\n","├── n_points\n","│ ├── dim: 4\n","│ ├── noise\n","│ │ ├── type-1: 0\n","│ │ └── type-2: 0\n","│ ├── size: 150\n","│ ├── strong: 86\n","│ └── weak\n","│ ├── all: 64\n","│ ├── failed to merge: 0\n","│ └── succeeded to merge: 64\n","└── validity\n"," ├── ACC: 135\n"," ├── AMI: 0.795\n"," ├── ARI: 0.746\n"," ├── F1: 0.898\n"," ├── NMI: 0.798\n"," ├── completeness: 0.809\n"," └── homogeneity: 0.787\n","\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["k= 11 F1 score is: 0.898\n"]}],"source":["# Denmune's Paramaters\n","verpose_mode = True # view in-depth analysis of time complexity and outlier detection, num of clusters\n","show_groundtrugh = True # show plots on/off\n","show_noise = True # show noise and outlier on/off\n","\n","knn = 11\n","dm = DenMune(data=data, file_2d=file_2d, k_nearest=knn, verpose=verpose_mode, show_noise=show_noise, rgn_tsne=False)\n","\n","if show_groundtrugh:\n"," # Let us plot the groundtruth of this dataset which is reduced to 2-d using t-SNE\n"," print (\"Dataset\\'s Groundtruth\")\n"," dm.plot_clusters(labels=data_labels, ground=True)\n"," print('\\n', \"=====\" * 20 , '\\n') \n","\n","labels_pred = dm.fit_predict()\n","validity = dm.validate_Clusters(labels_true=data_labels, labels_pred=labels_pred)\n","\n","dm.plot_clusters(labels=labels_pred, show_noise=show_noise)\n"," \n","validity_key = \"F1\"\n","# Acc=1, F1-score=2, NMI=3, AMI=4, ARI=5, Homogeneity=6, and Completeness=7 \n","print ('k=' , knn, validity_key , 'score is:', round(validity[validity_key],3))"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":27.375447,"end_time":"2022-01-09T04:52:52.033723","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2022-01-09T04:52:24.658276","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
+{"cells":[{"source":"
","metadata":{},"cell_type":"markdown"},{"cell_type":"code","execution_count":1,"id":"39f1c04f","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2023-04-30T01:10:15.209108Z","iopub.status.busy":"2023-04-30T01:10:15.207891Z","iopub.status.idle":"2023-04-30T01:10:15.217907Z","shell.execute_reply":"2023-04-30T01:10:15.217146Z"},"papermill":{"duration":0.019813,"end_time":"2023-04-30T01:10:15.218093","exception":false,"start_time":"2023-04-30T01:10:15.19828","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","import time\n","import os.path\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"code","execution_count":2,"id":"6021bf5a","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:10:15.234394Z","iopub.status.busy":"2023-04-30T01:10:15.233207Z","iopub.status.idle":"2023-04-30T01:10:28.018526Z","shell.execute_reply":"2023-04-30T01:10:28.017924Z"},"papermill":{"duration":12.795295,"end_time":"2023-04-30T01:10:28.018725","exception":false,"start_time":"2023-04-30T01:10:15.22343","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting denmune\r\n"," Downloading denmune-1.12-py3-none-any.whl (19 kB)\r\n","Requirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n","Requirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.0)\r\n","Collecting anytree>=2.8.0\r\n"," Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n"," |████████████████████████████████| 41 kB 418 kB/s \r\n","\u001b[?25hRequirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n","Collecting ngt>=1.11.6\r\n"," Downloading ngt-2.0.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (9.2 MB)\r\n"," |████████████████████████████████| 9.2 MB 16.7 MB/s \r\n","\u001b[?25hRequirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.19.5)\r\n","Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.4)\r\n","Collecting treelib>=1.6.1\r\n"," Downloading treelib-1.6.4-py3-none-any.whl (18 kB)\r\n","Requirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n","Requirement already satisfied: setuptools-scm>=4 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (6.3.2)\r\n","Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n","Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n","Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.0)\r\n","Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n","Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n","Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.2)\r\n","Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n","Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.8.1)\r\n","Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n","Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n","Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.2)\r\n","Requirement already satisfied: tomli>=1.0.0 in /opt/conda/lib/python3.7/site-packages (from setuptools-scm>=4->matplotlib>=3.2.1->denmune) (1.2.2)\r\n","Requirement already satisfied: setuptools in /opt/conda/lib/python3.7/site-packages (from setuptools-scm>=4->matplotlib>=3.2.1->denmune) (59.1.1)\r\n","Installing collected packages: treelib, ngt, anytree, denmune\r\n","Successfully installed anytree-2.8.0 denmune-1.12 ngt-2.0.4 treelib-1.6.4\r\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"]}],"source":["# install DenMune clustering algorithm using pip command from the offecial Python repository, PyPi\n","# from https://pypi.org/project/denmune/\n","!pip install denmune\n","\n","# then import it\n","from denmune import DenMune"]},{"cell_type":"code","execution_count":3,"id":"fc250207","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:10:28.048137Z","iopub.status.busy":"2023-04-30T01:10:28.045968Z","iopub.status.idle":"2023-04-30T01:10:33.740594Z","shell.execute_reply":"2023-04-30T01:10:33.74002Z","shell.execute_reply.started":"2022-01-28T18:18:10.32285Z"},"papermill":{"duration":5.710013,"end_time":"2023-04-30T01:10:33.740778","exception":false,"start_time":"2023-04-30T01:10:28.030765","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Cloning into 'datasets'...\r\n","remote: Enumerating objects: 68, done.\u001b[K\r\n","remote: Counting objects: 100% (68/68), done.\u001b[K\r\n","remote: Compressing objects: 100% (56/56), done.\u001b[K\r\n","remote: Total 68 (delta 12), reused 63 (delta 10), pack-reused 0\u001b[K\r\n","Unpacking objects: 100% (68/68), 20.59 MiB | 6.14 MiB/s, done.\r\n"]}],"source":["# clone datasets from our repository datasets\n","if not os.path.exists('datasets'):\n"," !git clone https://github.com/egy1st/datasets"]},{"cell_type":"code","execution_count":4,"id":"14a33ef7","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:10:33.77944Z","iopub.status.busy":"2023-04-30T01:10:33.778654Z","iopub.status.idle":"2023-04-30T01:10:34.966471Z","shell.execute_reply":"2023-04-30T01:10:34.967567Z","shell.execute_reply.started":"2022-01-28T18:18:20.722728Z"},"papermill":{"duration":1.213341,"end_time":"2023-04-30T01:10:34.967802","exception":false,"start_time":"2023-04-30T01:10:33.754461","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 0.022\n","│ ├── NGT: 0.003\n","│ └── t_SNE: 0.826\n","├── n_clusters\n","│ ├── actual: 3\n","│ └── detected: 3\n","├── n_points\n","│ ├── dim: 4\n","│ ├── noise\n","│ │ ├── type-1: 0\n","│ │ └── type-2: 0\n","│ ├── plot_size: 150\n","│ ├── size: 150\n","│ ├── strong: 86\n","│ └── weak\n","│ ├── all: 64\n","│ ├── failed to merge: 0\n","│ └── succeeded to merge: 64\n","└── validity\n"," └── train\n"," ├── ACC: 135\n"," ├── AMI: 0.795\n"," ├── ARI: 0.746\n"," ├── F1: 0.898\n"," ├── NMI: 0.798\n"," ├── completeness: 0.809\n"," └── homogeneity: 0.787\n","\n"]}],"source":["data_path = 'datasets/denmune/uci/' \n","dataset='iris' \n","data_file = data_path + dataset + '.csv'\n","\n","X_train = pd.read_csv(data_file, sep=',', header=None)\n","y_train = X_train.iloc[:, -1]\n","X_train = X_train.drop(X_train.columns[-1], axis=1) \n","\n","knn = 11 # k-nearest neighbor, the only parameter required by the algorithm\n","dm = DenMune(train_data=X_train,\n"," train_truth=y_train,\n"," k_nearest=knn,\n"," rgn_tsne=False)\n","\n","labels, validity = dm.fit_predict(show_noise=True, show_analyzer=True)\n"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":30.732638,"end_time":"2023-04-30T01:10:35.914545","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2023-04-30T01:10:05.181907","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
diff --git a/kaggle/k-nearest-evolution.ipynb b/kaggle/k-nearest-evolution.ipynb
index 1fb8332..2b4722d 100644
--- a/kaggle/k-nearest-evolution.ipynb
+++ b/kaggle/k-nearest-evolution.ipynb
@@ -1,474 +1 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "id": "82b28d5f",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-02-01T21:25:10.431861Z",
- "iopub.status.busy": "2022-02-01T21:25:10.430033Z",
- "iopub.status.idle": "2022-02-01T21:25:10.440925Z",
- "shell.execute_reply": "2022-02-01T21:25:10.441434Z"
- },
- "id": "FZgP6jwmzFtZ",
- "papermill": {
- "duration": 0.024072,
- "end_time": "2022-02-01T21:25:10.441743",
- "exception": false,
- "start_time": "2022-02-01T21:25:10.417671",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [],
- "source": [
- "import pandas as pd\n",
- "import matplotlib.pyplot as plt\n",
- "import time\n",
- "import os.path\n",
- "\n",
- "import warnings\n",
- "warnings.filterwarnings('ignore')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "id": "43e3717d",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-02-01T21:25:10.461393Z",
- "iopub.status.busy": "2022-02-01T21:25:10.460453Z",
- "iopub.status.idle": "2022-02-01T21:25:28.638946Z",
- "shell.execute_reply": "2022-02-01T21:25:28.638388Z"
- },
- "id": "TIiMsyouzFth",
- "papermill": {
- "duration": 18.188334,
- "end_time": "2022-02-01T21:25:28.639112",
- "exception": false,
- "start_time": "2022-02-01T21:25:10.450778",
- "status": "completed"
- },
- "scrolled": true,
- "tags": []
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Collecting denmune\r\n",
- " Downloading denmune-0.0.9.1-py3-none-any.whl (13 kB)\r\n",
- "Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.5)\r\n",
- "Requirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n",
- "Requirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.20.3)\r\n",
- "Collecting treelib>=1.6.1\r\n",
- " Downloading treelib-1.6.1.tar.gz (24 kB)\r\n",
- " Preparing metadata (setup.py) ... \u001b[?25l-\b \bdone\r\n",
- "\u001b[?25hRequirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n",
- "Requirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n",
- "Collecting ngt>=1.11.6\r\n",
- " Downloading ngt-1.12.2-cp37-cp37m-manylinux1_x86_64.whl (2.2 MB)\r\n",
- " |████████████████████████████████| 2.2 MB 423 kB/s \r\n",
- "\u001b[?25hCollecting anytree>=2.8.0\r\n",
- " Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n",
- " |████████████████████████████████| 41 kB 390 kB/s \r\n",
- "\u001b[?25hRequirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n",
- "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n",
- "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n",
- "Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n",
- "Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.4)\r\n",
- "Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n",
- "Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n",
- "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n",
- "Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.9.0)\r\n",
- "Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n",
- "Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n",
- "Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n",
- "Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n",
- "Requirement already satisfied: future in /opt/conda/lib/python3.7/site-packages (from treelib>=1.6.1->denmune) (0.18.2)\r\n",
- "Building wheels for collected packages: treelib\r\n",
- " Building wheel for treelib (setup.py) ... \u001b[?25l-\b \b\\\b \bdone\r\n",
- "\u001b[?25h Created wheel for treelib: filename=treelib-1.6.1-py3-none-any.whl size=18386 sha256=0b18a16bfdadfd6829140cdb2b4f0cd28562edf00df2e8fe318e3f0e923dde15\r\n",
- " Stored in directory: /root/.cache/pip/wheels/89/be/94/2c6d949ce599d1443426d83ba4dc93cd35c0f4638260930a53\r\n",
- "Successfully built treelib\r\n",
- "Installing collected packages: treelib, ngt, anytree, denmune\r\n",
- "Successfully installed anytree-2.8.0 denmune-0.0.9.1 ngt-1.12.2 treelib-1.6.1\r\n",
- "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"
- ]
- }
- ],
- "source": [
- "# install DenMune clustering algorithm using pip command from the offecial Python repository, PyPi\n",
- "# from https://pypi.org/project/denmune/\n",
- "!pip install denmune\n",
- "\n",
- "# then import it\n",
- "from denmune import DenMune"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "id": "c73d5b87",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-02-01T21:25:28.681533Z",
- "iopub.status.busy": "2022-02-01T21:25:28.680721Z",
- "iopub.status.idle": "2022-02-01T21:25:36.201109Z",
- "shell.execute_reply": "2022-02-01T21:25:36.200449Z"
- },
- "id": "ezFJy4kJSCH-",
- "outputId": "5cdc60a7-ff89-4a50-a971-dbac7dfb4ce1",
- "papermill": {
- "duration": 7.543733,
- "end_time": "2022-02-01T21:25:36.201249",
- "exception": false,
- "start_time": "2022-02-01T21:25:28.657516",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Cloning into 'datasets'...\r\n",
- "remote: Enumerating objects: 63, done.\u001b[K\r\n",
- "remote: Counting objects: 100% (63/63), done.\u001b[K\r\n",
- "remote: Compressing objects: 100% (52/52), done.\u001b[K\r\n",
- "remote: Total 63 (delta 10), reused 59 (delta 9), pack-reused 0\u001b[K\r\n",
- "Unpacking objects: 100% (63/63), 20.58 MiB | 4.32 MiB/s, done.\r\n"
- ]
- }
- ],
- "source": [
- "# clone datasets from our repository datasets\n",
- "if not os.path.exists('datasets'):\n",
- " !git clone https://github.com/egy1st/datasets"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "id": "c64f1f2c",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-02-01T21:25:36.259349Z",
- "iopub.status.busy": "2022-02-01T21:25:36.257130Z",
- "iopub.status.idle": "2022-02-01T21:46:29.510671Z",
- "shell.execute_reply": "2022-02-01T21:46:29.511213Z"
- },
- "id": "CiMDjLQJzFtj",
- "outputId": "9ecf7d40-83a7-4b72-f25f-6d84badba29b",
- "papermill": {
- "duration": 1253.287405,
- "end_time": "2022-02-01T21:46:29.511451",
- "exception": false,
- "start_time": "2022-02-01T21:25:36.224046",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "knn: 99 :: we detected 8 clusters: :: pre-noise: 0 post_noise 148\n"
- ]
- }
- ],
- "source": [
- "data_path = 'datasets/denmune/chameleon/' \n",
- "chameleon_dataset = \"t7.10k\" #[\"t4.8k\", \"t5.8k\", \"t7.10k\", \"t8.8k\"]\n",
- "\n",
- "# train file\n",
- "detected_clusers = []\n",
- "noise_type1 = []\n",
- "noise_type2 = []\n",
- "\n",
- "data_file = data_path + chameleon_dataset + '.csv'\n",
- "X_train = pd.read_csv(data_file, sep=',', header=None)\n",
- "\n",
- "from IPython.display import clear_output\n",
- "for knn in range (1, 100, 1):\n",
- " print (\"knn\", knn )\n",
- " clear_output(wait=True)\n",
- " dm = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False )\n",
- " labels, validity = dm.fit_predict(show_analyzer=False)\n",
- " n_clusters = dm.analyzer['n_clusters']['detected']\n",
- " pre_noise = dm.analyzer['n_points']['noise']['type-1']\n",
- " post_noise = dm.analyzer['n_points']['noise']['type-2']\n",
- " detected_clusers.append([knn, n_clusters ])\n",
- " noise_type1.append([knn, pre_noise ])\n",
- " noise_type2.append([knn, post_noise ])\n",
- " \n",
- " print('knn:',knn , ' :: we detected', n_clusters, 'clusters:' , ' :: pre-noise:', pre_noise, 'post_noise', post_noise)\n",
- " time.sleep(0.2)\n",
- " "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "id": "831f9171",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-02-01T21:46:29.564877Z",
- "iopub.status.busy": "2022-02-01T21:46:29.564144Z",
- "iopub.status.idle": "2022-02-01T21:46:29.844023Z",
- "shell.execute_reply": "2022-02-01T21:46:29.843441Z"
- },
- "id": "h5E971-oTzag",
- "outputId": "1bc37681-b07c-482f-a081-e3cfbe5f96b9",
- "papermill": {
- "duration": 0.307764,
- "end_time": "2022-02-01T21:46:29.844219",
- "exception": false,
- "start_time": "2022-02-01T21:46:29.536455",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "x, y = zip(*detected_clusers)\n",
- "f1 = plt.figure(1)\n",
- "# Creating figure and axis objects using subplots()\n",
- "fig, ax = plt.subplots(figsize=[20, 8])\n",
- "ax.plot(x, y, marker='.', linewidth=2, label='evolution of detected clusters')\n",
- "plt.xticks(rotation=60)\n",
- "ax.set_xlabel('k-nearest neighbor')\n",
- "ax.set_ylabel('number of detected clusters')\n",
- "plt.legend()\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "id": "ff7879e2",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-02-01T21:46:29.903138Z",
- "iopub.status.busy": "2022-02-01T21:46:29.902179Z",
- "iopub.status.idle": "2022-02-01T21:46:30.156665Z",
- "shell.execute_reply": "2022-02-01T21:46:30.157200Z"
- },
- "id": "Aj3EF_5RU-ku",
- "outputId": "c1b0c7c9-4412-416c-8148-91627884e5fb",
- "papermill": {
- "duration": 0.285614,
- "end_time": "2022-02-01T21:46:30.157377",
- "exception": false,
- "start_time": "2022-02-01T21:46:29.871763",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "x, y = zip(*noise_type1)\n",
- "\n",
- "# Creating figure and axis objects using subplots()\n",
- "fig, ax = plt.subplots(figsize=[20, 8])\n",
- "ax.plot(x, y, marker='.', linewidth=2, label='Noise detection')\n",
- "plt.xticks(rotation=60)\n",
- "ax.set_xlabel('k-nearest neighbor')\n",
- "ax.set_ylabel('pre-identified noise')\n",
- "plt.legend()\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "id": "d3657ec5",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-02-01T21:46:30.217922Z",
- "iopub.status.busy": "2022-02-01T21:46:30.216890Z",
- "iopub.status.idle": "2022-02-01T21:46:30.476257Z",
- "shell.execute_reply": "2022-02-01T21:46:30.476763Z"
- },
- "id": "mRya0DSBax5n",
- "outputId": "43e99ffd-4cff-4bf7-d205-261d2673dbe3",
- "papermill": {
- "duration": 0.291319,
- "end_time": "2022-02-01T21:46:30.476934",
- "exception": false,
- "start_time": "2022-02-01T21:46:30.185615",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "image/png": 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3B3VtIiIiIiIizcXw4cO5+uqryc7O5rHHHqty7Nq1a8nJyaFLly5ccMEFlR5v3769JyizdOnSaq99xhlnAHD//fczb948cnNzfY51OBwsWLAAYwxXXnml1zHjxo0D4Jtvvqn22uDsxQVw2WWX0bp160qP33TTTV7nffbZZ555ZYNfbmFhYZx77rl+rQXgyy+/JD8/n3HjxlUKfrl5e44LFiwA4LbbbqvxtWrL/WfmqzeYO7jl6+//sssu83rcXQaamppatwXWgjLAJKiKS31ngLmlZnjfCTI1Iz8oaxIRERERkaYt0JlUY2YtIcXL+5OkhFhWzJgQ0GsF05///Gfef/99nn/+eX71q1/Ro0cPr+NSUlIA6NWrl89zuXt/ucdW5aabbuLzzz/njTfeYMqUKYSHhzN48GDGjh3Ltddey9lnn+0Ze+zYMbKysgB8BofcKjag9+XgwYOA7+eTkJBA69atyczMLHd89+7dADzzzDM888wzAVlL2fPOnz/f64YBvs67b98+gHrZZbO6fwPV/f37ykRr1aoV4OwxV98UAJOg8tYEv6IuCbFef5l0SagcYRcREREREalv0yf154G5m8gvPrlbYGxkONMn9W/AVfmvb9++3HbbbTz//PM8/PDDngbpvlQXnKmpsLAw/ve///HAAw/wySefsGLFClasWME///lP/vnPf3LLLbd4dgd078gYHh7OjTfeGJDr15Z7LSNGjGDw4MFVjh00aJDf5+3fvz+jR4+ucuyZZ57p+T5Qfx/+qO01w8IaX8GhAmASVIWuDLDIKjLAvP8yCQu5XyYiIiIiItI0uXsTh+oukGU9/PDDvP766/z3v/9l+vTpXse4e37t2bPH53ncWUxl+4NVZ/DgwZ5AksPh4NNPP+X666/n5Zdf5pprruHCCy+kffv2xMbGkp+fz9NPP12jHSur417j3r17vT6ekZFRKfsLoFu3bgCcd955zJkzp87rqHjeIUOG8Oqrr9Z4Xvfu3dm+fTvbt2+na9euAVuPN0lJSezatYvdu3fTp0+fSo/X5u+/oTW+kJw0KTXJAJs8LImZU4eQlBDjOTbj4gEh+ctERERERESapsnDklgxYwJ7Zl3KihkTQvb9SufOnbn33ntxOBw8+OCDXseMGDGCuLg4UlJSWLx4caXHjx07xscffwzA+PHja7WOsLAwLrvsMn784x8DsGHDBgAiIiI4//zzAXjvvfdqde6K3P20PvnkE095ZVn/+9//vM5zN+CfN28eJSUlNb6eu8m+rznnn38+kZGRLFq0iIyMjBqfd9KkSQC8+OKLNZ4TGRlZ5Vp8cf+Zvf76614ff+WVV4Da//03BAXAJKjcPcCiq8gAA/cvk4mc1bsdAN3atgj62kRERERERJqj++67jzZt2vDxxx97zfKKjY3lF7/4BQD33nsvhw4d8jxWUFDA7bffTk5ODqNHj652B0hwBlHWrVtX6fixY8c8Td7L9iN7+OGHiYyM5N577+Wtt97CWltunrWW7777js8//7xGz/fcc89l6NChZGRkcO+991JcXOx5bOvWrTz66KNe5w0fPpzJkyezc+dOrr76ak8vsbJOnDjBCy+8UC7A5M6K2rlzp9fAU8eOHbnzzjvJyMjg8ssvZ9u2bZXG5Obm8sYbb3h20AT49a9/TVxcHG+99RYzZ870lFK6HThwgLVr15Y75l7L1q1bvT5HX+655x4iIiJ48803+eCDD8o99u677/LOO+8QGRnpdffMxkolkBJUJ3eBrFnd8MAurfhm9zE2p2QxYUDHYC5NRERERESkWUpISOCBBx7gvvvuIy8vz+uYRx99lDVr1rB06VL69evHhAkTiI2NZfny5Rw6dIju3bv7zJyqaO7cuUybNo2kpCSGDh1KQkICx44dY/ny5eTm5nLuuecyZcoUz/iRI0fy+uuvc8stt3DdddcxY8YMBg4cSNu2bTly5Ajr168nPT2d+++/nwsvvLDa6xtj+M9//sO4ceN49dVXWbJkCWeddRYZGRl8+eWXXHbZZaxdu9bTZL6s1157jcsvv5wPPviAzz77jNNPP52ePXtSUlLC7t272bhxI6WlpUybNo2ICGeIpUePHgwbNozk5GROO+00RowYQXR0NP379/eUnT7xxBOkpqbyzjvvMHjwYIYOHUrv3r0xxrB37142bNhAYWEhW7dupWPHjp7zvvPOO1x99dU8+OCDPPPMM5x55pkYY9izZw/r16/noYceYsSIEZ71T5kyhb///e9MnDiRCRMmeEpKq8siO/3003nyySe56667mDp1KmeeeSZ9+vRh586dfPfdd4SFhfH0008zZMiQav/8GwtlgElQeUogq8kAcxvUxbkjxObUymmpIiIiIiIiEhh33313lX2kYmJi+Pzzz3nqqacYOHAgX375JR9++CGtWrXivvvuY926dZ6dAKvzm9/8hnvvvZcuXbqwZs0a3n33XTZu3Mjw4cN56aWX+OKLLzylem7XXnstmzZt4p577qFFixYsW7aMDz74gJ07dzJ06FCefPJJv7KPBg8ezJo1a7jxxhvJz89n3rx57N27lz/84Q+8/fbbPue1atWKxYsX8/rrrzN27Fh27drF+++/z1dffYXD4eDnP/85CxcuJCYmpty8uXPncvXVV3P8+HHefPNNXnrpJebPn+95PDIykrfffpuPPvqIyy67jNTUVObNm8eiRYvIzc3luuuu44MPPqjUf+viiy9m48aN3HnnncTGxjJ//ny++OILT2be1VdfXW78Y4895skcmzt3Li+99JJnw4Hq3HHHHSxfvpwpU6awZ88e3nnnHfbu3cvUqVP5+uuv+dnPflaj8zQWpmIqoQSXMWYpMG7cuHEsXbq0gVcTfP/5Zi8PfbiZG0d358+Tq48Mb0/LZtI/vqJb21iW3xc62wmLiIiIiEj9cZdznXrqqQ28EhEJJn/+r48fP55ly5YBLLPWjq/4uDLAJKgKPU3ww2s0vk+HlkRHhHHgeD6Z+cXVTxARERERERERqYYCYBJURa4m+JERNesBFhEexoBO8QBsURmkiIiIiIiIiASAAmASVMUlzhLb6PCa/1Mb2KU1AJtTM4OyJhERERERERFpXhQAk6Aqcm3LWtMm+HCyEb4ywEREREREREQkEBQAk6By7wIZ6UcGmHaCFBEREREREZFAUgBMgsodAPMnA2xAp1aEGdh5JIeC4tJgLU1EREREREREmgkFwCSoikqdPcD8CYDFRoXTp0McpQ7LD4ezg7U0EREREREREWmkrLUBPZ8CYBJUtSmBBJVBioiIiIiIb8Y4d5l3OBwNvBIRCRZ3AMz9/72uFACToCoqdf5CivYjAwxgkHaCFBERERERH6KjowHIzc1t4JWISLC4/3+7/7/XlQJgElTF7h5gfmaADVQGmIiIiIiI+BAfHw9AWloa2dnZOByOgJdLiUj9s9bicDjIzs4mLS0NOPn/va4iAnIWER/cGWD+9ACDkyWQ2w5lU+qwhIcFJuVRRERERERCX9u2bcnNzSUvL4+DBw829HJEJEhatGhB27ZtA3IuZYBJUNW2B1hCiyiSEmLJLy5lz9GcYCxNRERERERCVFhYGN26daNDhw7ExMQErEeQiDQ8YwwxMTF06NCBbt26ERYWmNCVMsAkqGqbAQbOMsiUjHw2p2bRNzEwKY8iIiIiItI0hIWF0b59e9q3b9/QSxGREKAMMAkqdwZYbQJg2glSRERERERERAJBATAJqqJaNsEH7QQpIiIiIiIiIoGhAJgEVV1KIMtmgGlHFxERERERERGpLQXAJKiKS2ufAda5dQxtWkSSkVdMamZBoJcmIiIiIiIiIs2EAmASVJ5dIGuRAWaMOVkGmaIySBERERERERGpHQXAJKjq0gMMTpZBbjmkRvgiIiIiIiIiUjsKgElQ1aUHGMBA7QQpIiIiIiIiInWkAJgElTsDLLqWATB3CeQWBcBEREREREREpJYUAJOgsdZ6MsAia1kC2at9S2Ijw0nJyOdEblEglyciIiIiIiIizYQCYBI0JQ6LtRAeZggPM7U6R3iYYUDneEB9wERERERERESkdhQAk6ApLq1bA3y3QZ4+YNoJUkRERERERET8pwCYBI27/1dkeO2yv9zcfcDUCF9EREREREREaqPRB8CMMbHGmPuMMauNMRnGmDxjzB5jzLvGmDFexocZY+40xqwxxuQYYzKNMcuNMdfV4FrXu8ZmuuaucZ2r0f85NUbuAFhURHidzjNIO0GKiIiIiIiISB1ENPQCqmKM6QV8DvQFDgFfAiVAD2AysAFYUWZ8ODAXuBzIcs2NBiYCbxhjRltr7/VxrWeAO4ACYDFQ7Jr3NDDRGHOltdYR+GfZdLkb4Nd2B0i3UzrGEx5m2H0kh/yiUmKj6hZQExEREREREZHmpdEGwIwxLYEvgN7ADOAv1trSMo+3A9pVmPZLnMGvLcAEa+1h19h+wHLgHmPMEmvthxWudQXO4FcaMNZau8N1vCPOoNsU4G7gyQA/zSYtUCWQMZHh9EuMY1taNlvTshjevU0gliciIiIiIiIizURjLu37PdAHeMZaO7ts8AvAWnvMWvuD+74r++s+193b3cEv19gdwP2uu7/zcq0HXLf3u4NfrnmHgdtdd2eoFNI/7gywqDpmgAEMVBmkiIiIiIiIiNRSowzoGGOigJ+67v6thtPOAhKBg9bar7w8/i7OssZRxpikMtfqCowAilxjyrHWLgNSgE7A6Jo+B4HiEgsEJgDmboS/RTtBioiIiIiIiIifGmsJ5Aic5Y0p1to9xpjhOMsQE4HDwOfW2q8rzBnmul3t7YTW2jxjzGZgqOsrpcK8zdbafB/rWQ0kucau9PvZNFNFpc6kvajwQATAlAEmIiIiIiIiIrXTWANgQ1y3KcaYvwC/qfD4Q8aYecCN1tpc17Fertt9VZx3P87gV68yx2o6r+zYcowxNwM3VzG/rKE1HBfyCj09wAJXArktLZviUkdAzikiIiIiIiIizUNjDYC1dd0OA84A/oFzN8ZjwFjgWZy7QD4LTHONjXPdugNi3uS4buPLHKvtvLJ6AuOqmN8suZvgB6IEslVMJN3btmD/8Tx2H8mlfydffxUiIiIiIiIiIuU11gCYO2ISCfzXWvurMo99ZIxJBb4DbjLG/Mlau6veV1jeXmBZDccOBVoHbSWNSHGpswdYdAACYOAsg9x/PI/NqZkKgImIiIiIiIhIjTXWAFh2me//XfFBa+0aY8xaYCTOzKtdnMzSalnFed3ZXmXPX9t5ZdfzKvBqFfM9jDFLaSbZYkUBLIEEGNi5FZ99n8bm1CymDg/IKUVERERERESkGWisjZT2+Pje25hOrtu9rtseVZy3W4WxdZkn1fA0wQ9UBliSuxG+doIUERERERERkZprrAGw5DLft/Mxpr3r1p3Btc51O8rbYGNMC2Cwl/O7vx9kjIn1ca1RFcZKDRSXOEsgA7ELJMCgLs7K0S2pWVhrA3JOEREREREREWn6GmUAzFqbAqxy3Z1Y8XFjTBvAXQS3xnX7DXAE6GqMGevltFfh7Cm22nV+97UO4AyeRbnGVLzWOKArkOa6htRQYWngmuADJMZH0z4uiqyCEg6eyA/IOUVERERERESk6WuUATCXx1y3DxpjRroPGmNigOdwNpJfiysoZa0tBZ5wDXvOGJNYZk4/YFaF85Y103U72xjTt8y8RJw7TQLMstY66vSMmplA9wAzxjDQlQWmMkgRERERERERqalGGwCz1n4M/BVoC6w0xnxljPkAZ8P7a4AU4Dpbvhbu78DHwEBghzFmrjHmY2Ajzl5h/7TWfujlWu/hDKp1AjYZYz42xswFdrjONQ94OjjPtOkqdmWABWoXSHDuBAmwOTUrYOcUERERERERkaat0QbAAKy1vwWuAL4GhgCXAHnA34Bh1todFcaXApOBu4GdwCScOy6uBW6w1t5TxbXuAG7AWQ45zjV3J3AXcIXr3OIHdwZYoEogQQEwEREREREREfFfREMvoDrW2rnAXD/GO3Bma/mdsWWtfQN4w9954l2gSyDhZCN8lUCKiIiIiIiISE016gwwCW1FAW6CD9CjbQvioiM4nFXI0ZzCgJ1XRERERERERJouBcAkaDwlkAHMAAsLM3SIjwJg5J8XMWbWEuYlp1QzS0RERERERESaMwXAJGjcGWCRAcwAm5ecwv7j+Z77KRn5PDB3k4JgIiIiIiIiIuKTAmASNO4MsOgAZoDNWbidUoctdyy/uJQ5C7cH7BoiIiIiIiIi0rQoACZBUxyEHmCpGfl+HRcRERERERERUQBMgsbTAyyAAbAuCbF+HRcRERERERERUQBMgsYdAIsMYAnk9En9iY0ML3csNjKc6ZP6B+waIiIiIiIiItK0RDT0AqTpKgpCCeTkYUkA3P/+RgpLHLRtGcnDlw3yHBcRERERERERqUgZYBI0nhLIAGaAgTMINu3sngDcMqaXgl8iIiIiIiIiUiUFwCRoTmaAmYCfu2+HOAB2pOcE/NwiIiIiIiIi0rQoACZBczIDLLyakf7r29EVADusAJiIiIiIiIiIVE0BMAma4iD0AHPrm+gMgO06kkOpwwb8/CIiIiIiIiLSdCgAJkFzchfIwJdAtoqJpFOrGApLHBw8kRfw84uIiIiIiIhI06EAmASNpwQyCBlgAP1cZZA71QdMRERERERERKqgAJgETVGpszQxWAGwPmqELyIiIiIiIiI1oACYBE1RSSkA0UFogg8nM8DUCF9EREREREREqqIAmARNkasJfmRE4HuAAfRLjAdgZ3p2UM4vIiIiIiIiIk2DAmASNJ4eYOFB6gGWeLIHmLXaCVJEREREREREvIuo7URjzHDgAqAbEGutvbXMY1FAJ8Baaw/UeZUSckodFoeFMAMRQQqAtWkZRfu4KI7mFHEos4AuCbFBuY6IiIiIiIiIhDa/A2DGmA7A68CF7kOABW4tMywM+BZINMaMtNaur+M6JcS4s78igxT8cuvTIY6jOcfZkZ6jAJiIiIiIiIiIeOVXdMIY0wJYBEwC0oBXgNyK46y1BcDzrvNfVfdlSqjxlD8GaQdIt5ON8NUHTERERERERES88zc6cRcwBFgNDLLW3gb42oJvrut2bC3XJiHM3QA/OtgBME8jfO0EKSIiIiIiIiLe+RuduBpnueM91tqMasZuAYqB/rVYl4Q4zw6QQS6BdDfC36EAmIiIiIiIiIj44G904hScQa3vqhtorXUAWUCC/8uSUFdfJZB9O2onSBERERERERGpmr/RiXCg2NYg0mCMMUAcXnqESdNX7MoAiwpyBliHuGhaxUSQmV/MkZzCoF5LREREREREREKTv9GJA0ALY0znGow9G4gGdvq9Kgl59ZUBZoyhX0dXH7DDKoMUERERERERkcr8jU584br9RVWDjDHhwOM4+4V9Wot1SYgrLKmfHmCgPmAiIiIiIiIiUjV/oxN/AQqBGcaY24wxleYbY0YBi4BzgUzgn3VepYSc+soAA+jrCYBlB/1aIiIiIiIiIhJ6/IpOWGv3ATe67r4AHAHaAhhj1hljjgDfAuNwBsqus9YeDdxyJVS4e4BF10MAzFMCqQwwEREREREREfHC7+iEtXYucA7wDdAGiAQMMBRo5/r+W+Bca+3CgK1UQkpRPZZAujPAFAATEREREREREW8iajPJWrsaOMcY0xtns/vOOINph4FvrLXbA7dECUVF9bQLJECX1jG0jArnaE4Rx3OLaNsyKujXFBEREREREZHQUasAmJu1djewO0BrkSbEXQJZHz3AjDH0TYxjw8FMdqbncEavtkG/poiIiIiIiIiEjuBHJ6RZqs9dIAH6Jjr7gKkRvoiIiIiIiIhU5Fd0whjT1hhzoTHmTC+PdTHGvG2MSTPGnDDGvGmM6RK4pUooqc9dIAH6dVQfMBERERERERHxzt/oxM+Az4Cryx40xsQAXwFXAolAa9eYpcaYlgFYp4QYdwCsPnaBBOjbQQEwEREREREREfHO3+jEJNft/yocvxnoDRwHfgFMA1KAPsBddVifhKj67AEGJzPAdhxWAExEREREREREyvO3CX4v1+2WCsevAizwgLX2RQBjTCrwBTAFmF2XRUroKfL0ADP1cr2ubVoQHRFGWlYBWQXFtIqJrJfriohIZfOSU5izcDupGfl0SYhl+qT+TB6W1NDLEhEREZFmzN/0nA5AhrW2wH3AGBMBnAU4gHfLjF0ClAL967pICT1F7gyw8PB6uV54mKGPyiBFRBrcvOQUHpi7iZSMfCyQkpHPA3M3MS85paGXJiIiIiLNmL8BMANU7Ok1AogBNlhrM90HrbUWyARi67RCCUlF9VwCCWUa4asMUkSkwcxZuJ384tJyx/KLS5mzcHsDrUhERERExP8A2AEg0hhzWpljk123y8sONMaEAfHAkVqvTkJWfZdAQplG+EcUABMRaSipGfl+HRcRERERqQ/+BsCW4MwCe84YM8oYczlwB87+Xx9XGDsQiAQO1mZhxphXjTG2iq9tPuaFGWPuNMasMcbkGGMyjTHLjTHX1eCa17vGZrrmrnGdq/7SmJqI+t4FEso2ws+ut2uKiEh5nVrHeD3eJcH7cRERERGR+uBvE/zZwPXAaOBb1zEDrLDWLqkw9nKcgbGVdVohrAB2ejl+qOIBY0w4MNd17SzgcyAamAi8YYwZba2919tFjDHP4AzmFQCLgWLXvKeBicaYK621jjo+l2ajvneBBOibGA/ADvUAExFpMEOSWnEos6DS8bP6tG+A1YiIiIiIOPkVALPW7jXGnAf8BTgTZ5DpU2B62XGuQNRPcQbHFtVxjS9aa1+t4dhf4gx+bQEmWGsPu9bTD2eJ5j3GmCXW2g8rrPcKnMGvNGCstXaH63hH4EucO1neDTxZx+fSbLgzwOozANajXQsiww0HT+STV1RCiyh/47siIlIXGXlFfLPrOADt46I4llNEQotITuQV8/GGVH4+tjf9OsY38CpFREREpDnyOzphrV1nrZ1grW1pre1srb3VWnu8wjAHMBRoAywIwDqr5Qq63ee6e7s7+OVa8w7gftfd33mZ/oDr9n538Ms17zBwu+vuDJVC1py7CX5keP39kUWGh9GrvXOPhl3pufV2XRERcXr56z1kF5Zwbr/2rPn9BeyZdSnJD1/IlSO6Ulji4O43kymo0CBfRERERKQ+BCU6YZ0yXV82GNfw4iwgEThorf3Ky+Pv4ixrHGWMSXIfNMZ0xbmTZZFrTDnW2mVACtAJZ+mn1IAnA6weA2AAfRPdjfDVB0xEpD5l5hXzyoq9ANw7sV+5xx65fBA927VgW1o2sxd4beEpIiIiIhJUoZDRdJ4x5m/GmH8ZYx41xkzykYk1zHW72ttJrLV5wGbX3aFe5m221vraomp1hbFSjaJSZ9yzPksgoUwfsMPqAyYiUp9eWuHM/jqnb3tG9mxb7rG46AievHYYEWGGV1bs5ctt6Q20ShERERFprnw2STLG/MT1baa7Z1aZY36x1r5em3ku3q65xRhzrbV2U5ljvVy3+6o4136cwa9eZY7VdF7ZsVKNohJniUt9Z4D1c2WAqRG+iEj9ycwr5pWv9wBw7/n9vI45vVsCv7mwP7MXbGP6exv47N6xdIiPrs9lioiIiEgzVlWX8Fdx7uK4HfiwwjF/1SYAth5Yi7OJ/n6gFTAceAw4HVhkjBlurU1xjY9z3VbV/MkdFSnbgbe28zyMMTcDN1cxv6yhNRwX0hqiCT5Av46uEkgFwERE6k3Z7K9RFbK/yvr52N4s33GElbuO8dt3N/DKzaMICzP1uFIRERERaa6qCoB9hTPYtd/LsaCz1v6jwqFcYL4x5gtgGc5+XA8Ad9XHeqrRExjX0ItoTIobqASyV/uWhBnYdyyXguJSYiLD6/X6IiLNTU2yv9zCwgx/u3ooFz35Fct+OMIrK/dy6zlKrhYRERGR4PMZALPWjq/JsfpmrS0yxszEmZV2SZmH3Ck/LauY7s72KtshvbbzytqLMyhXE0OB1jUcG7LcGWD1uQskQHREOD3atWTP0Vz2HstlQKdW9Xp9EZHm5mVX9teYvu2qzP5y69Q6htlXnMbP/7OW2Z9tY3TvtgzqUv2vxXnJKcxZuJ3UjHy6JMQyfVJ/Jg9LqnaeiIiIiAhUnQHWmLm3kCr7ynev67ZHFfO6VRhbl3ke1tpXcZaHVssYs5RmkC1WVNowJZDg3Alyz9FcdhzOUQBMRJqcxhQIyswv5uUVruyviafUeN6kQZ244czu/G/Vfn789ApKHbbK5zIvOYUZczdSUOz83ZKSkc8Dc51tQCuOb0x/PiIiIiLSeIRqAKyd67Zso6d1rttR3iYYY1oAg113k8s85P5+kDEm1sdOkKMqjJVqeHqA1XMGGDgb4X+x5bAa4YtIkzMvOYUH5m4iv9i50UhVgaD68PLXe8gucGZ/ndGr+uyvsk7vmsAbq/ZT4nCWzKdk5HPfextZtecYXVrHkppZQFpmPocyC9h+OBtboQFDfnEp9723kUVbD9O5dQydW8dy4Hgub3x3gMKS6gNlIiIiItK81DoAZoyJw1mCOBzo4Dp8BGcg6lNrbTCjD1e7bleXOfaN6/pdjTFjrbVfVZhzFRAJrC7TOB9r7QFjzDqcz+MqKjTsN8aMA7oCaa5rSA24M8CiGyAD7GQjfF8VqyIioWnOwu2e4JdbfnEpcxZur/cAT22zv9yeXLyjUlPRolIHb353oMbnKCp18MnGQ1WOaag/HxERERFpXPwOgBljDM7m8/dzsjdWRTmuPl2zra34mW2NrjEUZ9DpM2ttaZnjEcC9wD2uQ393P2atLTXGPAHMAZ4zxpxnrU13zesHzHINfczLJWcC7wKzjTErrbU7XfMSgWddY2ZZax3+PpfmqqF6gAH0S3Ru1rnjsDLARKRpSc3wlqTs+3hN1LZk8JUVzuyvs/v4n/0FVa/5F+P60CUhhk6tYuiSEMttr68hLbOg0rj2cVH87tJTOZRZwKGMAv7z7T6v50vJyCevqIQWUaGa+C4iIiIidVWbV4KvAjcCBigA1gIHXY91BUYA8TgDTacC02pxjZ7AB8BxV3ZWOs6yxyFAF8AB3GetXVhh3t+BscCPgB3GmMU4s77OB2KAf1prP6x4MWvte8aY54DbgU3GmEVAMTARaAXMA56uxfNotjwlkA2QAda7g3M/g73HcikudTRIEE5EJBi6JMSS4iVw1CUhtlbnq21JZWZ+MS+5d36cWPXOj774ei5JCbHMuHhAuWMzLhpQbp0AsZHh/P7SgeXWuWRbutdzApw7+0t+Pq43N47uoUCYiIiISDPkV2TAGDMVuMl1dybQyVp7rrX2OtfXuUAnTmZb3WiMmVKLdW0AngS2AwOBK3A2js8DXgHOsNbOqTjJlS02Gbgb2AlMcs1bC9xgrb2n4pwyc+8AbsBZwjnONXcncBdwRdlMNKlecQM2wW8RFUHXNrEUl1r2Hcur9+uLiATLHeP7VDoWGxnO9En9a3U+XyWVj3+6tcp5r67Y68n+OrN3uyrH+jJ9Un9iI8PLHfP1XCYPS2Lm1CEkJcRicAbJZk4dUilI5+2cUeFhdGsby7HcIh7/dBvnzv6Sf321i3dW72fMrCX0mjGfMbOWMC85BRERERFpuvz9CPRngAV+b62d6W2AtTYLeNAYkwP82TXnA38uYq3dA/zSz7W55zpwZmv5nbFlrX0DeKM215WTHA7raWocEWYaZA39EuM4eCKfnenZ9E30VakrIhJaElpElbsfHRHmNRBUU77KENOzC7noH19x6ZDOXHpaZ3p3cP4cnZecwuwF2zjkKkcc3j2hVteFkxlmNS2/nDwsqdrn6eucPx7ahaU/HOEfi3aw4UAGj3+6rdy8QDXL1w6UIiIiIo2XvwGwEUApzuys6jwJ/BEY6e+iJLQVlcn+craMq3/9Osbz5fYj7Dicw0WDqx8vIhIKlu84AsBPz+3Fi1/vwVq4cFDHWp/PVxmiAbalZbMtLZu/fvEDAzrF07t9SxZvS/fssAjw0td76ZsYX+sgT02CWoE653n9Exl/SgeW/nCEn72+huLS8i1K69osv7Ht0CkiIiIi5flbnxYPZFtrq60rs9bmAlmuOdKMeHaAbMDeW+6srx3paoQvIk2DtZblO44C8OOhSZzeNYGiUgcrdx6r9TmnT+pfKVM3NjKcOVeexss3j+SK4V2Jj4lgW1o2n36fVi74BSeDRqHCGMN5/RMpKfW+P09KRj67jvj/e6PUYXn0ky1ey0lnL9jmY5aIiIiI1Cd/IxTpQIIxpkt1A40xSUACcKQW65IQ5tkBsgH6f7m5A2A7FQATkSZi99FcUjLyadsyioGdW3Fe/0QAvtyeXutzTh6WRLuWJ8sq3b21rhzZjQkDOvLXq09nze/P56VpvpO567IDZUOpatOAiX9dxq2vrmblrqNUt5H1geN5/O3z7ZwzewnHcou8jjmUWcDdbybz9Y6jOBx+b4wtIiIiIgHibwnkV8B1wN+MMdfZql8Z/s11u7Q2C5PQ5dkBshFkgO06kkOpwxLeQL3IREQC5WtX9tc5fdsTFmY4b0AH/r7oB5ZuP4K1tlYl57uP5HA4u5BWMRGsfegCr7vmRkeEM/HUjiQFeAfKhjR9Uv9Ku0pGR4QxvHsCa/dnsHhbOou3pTOoSytuO7cXpaWWvy/aQWpGPp1bx3D+wI7sPpLL1zuPeuaHhxlKfQS4Pt6QyscbUunaJpZrRnbjypFdWbX7uPqFiYiIiNQjfwNgfwGuBa4COhtjZgJfuUsijTHtgPOA+4HhgAP4a+CWK6HAEwBrwAywVjGRdGoVQ1pWAQdP5NGjXcsGW4uISCC4+3+d0689AIO7tKZ9XBQpGfnsSM/hlI7+dxz4fMthACae2tFr8Kssb0GjuuxA2ZCqasB/LKeQ/367n/98u5fNqVn86u0N5eamZhbw+jf7AGfQ7JIhnbl6ZDfSMvN58IPvK/353HdRf7LyS3hnzQEOnsjnr1/8wF+/+IEwA+54mfqFiYiIiASfXwEwa+16Y8wdwLPAOcB8wBpjMoFowP0xsMEZ/LrTWrs+cMuVUFBc2vABMIB+HeNIyypgx+EcBcBEJKQVlzr4Zpez19e5rgBYWJhh3CmJvL/uIEu2pdcqALZwcxoAk2rQSN/fXRsbO1/N8tvFRXPv+f34+bjefLQ+lQc/2OTZ2bis1rGRfDX9PFq3iPQcM8b4/PO5e0JfVuw6ylurDzB/4yEqnrKuTfhFREREpGr+ZoBhrf2XMeZ74FFgPM4+Ym3KDgGWAA9Za78JxCIltLibJFeXTRBsfRPjWL7jKDvSczh/YO13SRMRaWjJ+zPILSqlX2IcnVufLDmcMMAZAPtyWzq/GNfHr3MeziogeX8G0RFhjD2lQ43mBGPXxsYqJjKcq0d14/73N3p9PCu/uFzwC6r+8wkLM5zbrwPn9uvApxvn461YMhT7qYmIiIiECr8DYADW2pXARGNMG2AY4H7lfARIttaeCND6JAQVNZIMsJzCEgBmL9jGf7/dF9KZCiLSvLnLH8/tVz5QdU6/9oSHGdbsO0FWQTGtYiK9TffqC1f547n9OtAiqlYvB5qFLkHofRaMc4qIiIhI1eoUobDWnrDWLrHWvu36WqLglxS7MsCiGzADbF5yCh+uT/Xcd/dXmZec0mBrEhGpra9cDfDd5Y9urWMjGdGjDaUO62mSX1P+lD82Z9Mn9Sc2Mrzcsbr2PvN2ToBbxvSs9TlFREREpGoNm6IjTZI7AywyouF2XpyzcLunGb+bu7+KiEgoycgrYtPBDCLDDWf2blvp8fP6JwLw5bb0Gp8zM7+Yb3YdI8w4G+CLb5OHJTFz6hCSEmIxQFJCLDOnDqlTRnHFc0a7MqbfXnPAk70sIiIiIoFV65oHY0wE0Bdn/68qay6stV/V9joSejy7QDZgBpivPirqryIioWblrmM4LJzZo63XUsXzBnRg9oJtfLn9CA6HJSys+g8flm5Pp8RhGd27LW1bRgVj2U1KMHqflT1nVkExU55ZwQ+Hc/jV2+t54cYRNfp7FBEREZGa8zsAZozpBcwELse582N1bG2uI6GrMewCqf4qIhJM85JT6m03RHf/r3MqlD+69e8YT5fWMaRmFrA5NYshXVtXe86T5Y+dArdQqbVWMZG8OG0UP376a77Ycph/LPqBX19Y+xJLEREREanMrwiFMaYv8B1wFRDjOpwO7K/i60CgFiuhoTHsAhmMni0iIuAMfj0wdxMpGflYgttj0FrLVz84e3uN7ed9p0ZjDOMHuMogt1dfBllQXMrS7c6g2gXaIbfR6NW+JU9fP5wwA08t2cn8jYcaekkiIiIiTYq/EYpHgXZACnAlEG2t7Wyt7VXVV8BXLY2apwSyATPA3P1VEuOdSYphBh6fMli7QIpInc1ZuJ384tJyx4LVY3DvsTxSMvJp0yKSQV1a+Rzn6QNWgwDYip1HySsqZXBSK7q2aRGwtUrdjT2lAw9ecioAv313A5tTMxt4RSIiIiJNh78Rigk4Sxqvs9bOtdaqU6tU4m6CH92AATBwBsFWPTiRti2jcFgY1r1Ng65HRJqG+uwx6C5/HNO3fZU9oc7u046o8DDWH8jgeG5Rlef0lD8OVPljY3TrOb2YOjyJ/OJSfvb6Wo7lFDb0kkRERESaBH8jFPFAvrV2RTAWI01DcSNogu9mjOHMXs5d077dfayBVyMiTYGvXoLB6DFYXfmjW8voCM7s3RZr4asfjvgcV1LqYNFWZ5bYher/1SgZY3h8yhCGdksgJSOfq57/hrNnLqbXjPmMmbUkKKW2IiIiIs2BvxGK/UCYMUZbE4lP7gywhuwBVtbo3u0ABcBEJDB+PrZyZX8wegwWlzo8P7d8NcAva7yrDHLJNt9lkGv3neB4bhE927XglI5xgVmoBFxMZDgv3DSC+Ohwdh/NJTWzIOj95kRERESaOn8jFG/h3PlxYhDWIk1EY+gBVtbJANhxrLUNvBoRCXUR4eU32EiIjWTm1CEB7zG4/kAGOYUl9OnQskbZZRNcjfCX/XCEUof3n3ULNx8GnLs/6rOsxq1jqxhiIitvoh2sfnMiIiIiTZ2/EYpZwAbgBWOMmtuLV0WlzjdejSUA1i8xjrYto0jLKmDfsbyGXo6IhLjPtzh7aJ3WtTUA557SISgbbCx3lTKeW035o1uv9i3p2a4FmfnFrD9wotLj1lpP/68LB2n3x1Bw1Ef/r2D0mxMRERFp6vyNUFwNvAK0ATYZY141xtxpjPlJVV+BX7Y0Zu4MsMZSAhkWpj5gIhIYOYUlrNx5DGPw7Nb37e5jQckuXb7T1f/rlOrLH93cZZBfbqvcB2xzahYpGfl0iI9mWDdtChIKfGX+tXftcCwiIiIiNedvhOJV4B9AAtACuAl4CmdQrKovaUbcAbCG3gWyLPUBE5FA+OqHIxSVOhjRvQ1n9mpL+7gojmQXsvtobkCvk5lXzIYDGUSGG87s1a7G885zlUF+ub1yH7DPtzjLHy8Y2LHKHSWl8Zg+qT+xkeGVjh/LKeTfX+3G4aPUVUREREQqq9xcompfAXq1JVUqLm1cPcCgch8w9b4Rkdr43FVCeMHAjs5dZnu3Y/7GQ6zafZw+HQLXVH7lrqM4LIzq3oaW0TX/VX1mr7bERoazOTWLw1kFdGwVU2ntFw5U+WOocJfWzlm4ndSMfDq3jqFPh5Ys33mMxz7dylc7jvDXq08nMT6mmjOVNy85xXPOLgmxTJ/UPyhlvCIiIiKNiV8BMGvt+CCtQ5oQTxP8RlICCeX7gO0/nkePdi0bekkiEmKKSx2eHRYvcAWRRvdqy/yNh/h29zGuP7N7wK711Q53+WPN+n+5xUSGM6ZvOxZtTWfp9nSuGeVc075juWxLyyY+OoKz+9S8pFIa3uRhSZWCU19sOcx9721g+Y6jXPLkcv5y1eme8tfqzEtO4YG5m8gvLgVO7izpvlZtKKAmIiIioaDxRCikySgqbVw9wEB9wESk7lbvOU5WQQl9E+Po7cr2KlteHag+YNZalu9w9vA6p6//wSpvfcA+d+3+eN6AxEaVnSu1c8HAjnx271jO7tOOozlF3PzKaqa9vIqzZy6m14z5jJm1hHnJKZ7x1lpSMvJZuj2dhz/83hP8cqvLzpLugFpKRj6WkwG1stcXERERaQz8LYEUqZYnA6yRvck6s1dbPvs+jW93H/dkRYiI1FTZHlpufRPjaNcyivTsQvYczfUExupi37E8Dp7IJ6FFJIOTWvs9f3x/Z9bY1zuPUlTiICoiTLs/NkGdWsfwn1vP5IWvdjFnwXaW/XDU81hKRj6/fXcDb363j8ISy870HHIKS6o8X0pGPoUlpURHVO455kt+USl/+nizz4CassBERESkMWlcEQppEooaYQ8wgNF9Ap+pISLNg7WWL7wEwIwx5XoMBoI7+2tM3/aE16JZfdc2LTilYxw5hSWs2XecI9mFrN1/gqiIsBqXyUloCA8z3DG+L+3jKu8KWeKwrNpzgvUHMsgpLKF9XBSje7elZZTvANfoxxfzp4+3sD0tG3Bmd42ZtaRcVll+USmfbjrEnW+sY/ijX3A8r9jruVIy8jmWUxiYJyoiIiISAMoAk4BrjD3AAE5JjKdNi0gOZaoPmIj4Z8uhLFIy8ukQH83QrgnlHhvduy3zNwWuD9hyV/+vc2tR/uh2Xv9Efjicw9LtR9h3LA9rneWUcX401JfQcbSKQNNbPxtNv8Q42rmCZBV7gAFEhhs6xEWTmlnAyyv28PKKPfRoG0tqZgHFpc4PjFIy8vnNO+uZbgzFZXafjAw3njEVjZ+zlDsn9OXms3sS42U3SxEREZH61LgiFNIkNNYSSGcfsJNZYCIiNeXO/jr/1I6EVcjKCmQfsOJSB9/scv58Oqdf7QNg7kyvJdvST5Y/avfHJqtLQqzX40kJsYzu3c4T/AJno/uZU4eQlBCLcY2Zc+XprJgxgY/vOocbzuxOfHQE+47nVwpslVoodliGdkvgd5ecytf3n8ecK08ntkJwKzoijAGd4skuLGHWZ9uY+NdlfLg+BYdD2dciIiLScPRRsARccSMtgQRnpsaCzeoDJiL+cTeR9xZECmQfsA0HMsguLKF3h5Z0bdOi1ucZ2bMN8dER7EzPYc/RXMIMnK8AWJM1fVL/SlldsZHhTJ/U3+t4bztLAgzp2pohXYfw+0sHcurDC7zONcC8O8d47rv/nXrbBfKrH47w+Kdb2ZaWzb1vreflr/cw9pQOzF2Xoh0jRUREpN4pACYB1xh3gXSr2AfMGP/764hI83LwRB5bDmXRIiqcs1w/Q8py9wGbv+kQq/Ycr1MALBDlj+D8+du7Qws2HMyi1GGJCg/j6x1HFWhootx/r96CULURGxVOUkIsKRn5lR7zlm3mK6A29pQOjOnbnvfWHuAvn//AhoOZbDiY6XncvWNk2ecgIiIiEiyNL0IhIa+x9gCDyn3ARESqs8hV/ji+fweffYzO7N0WqHt5tbsB/rn9OtTpPPOSU9hyKNtzv6jUwQNzNzEvOaVO55XGa/KwJFbMmMCeWZeyYsaEOgeUpk/qX6m0saqsMl/CwwzXjOrO0t+OJz6m8ueu7h0jRURERIKt8UUoJOQ11h5gUL4P2KoA7dgmIk3bF1sr7/5YUV37gM1LTuGsmYtZtz8DqLqpeU3MWbi9Uv8mBRrEH956hc2cOqTWgbWW0RHkFJR4fcxbppmIiIhIoKkEUgLOXQIZ3QgDYFC2D9gxrh7VraGXI1Jv5iWnBKxEqrnIzCvm293HCQ8znOdqLO9Nv8Q42raM4nBWIXuP5dGrfc13mfW2K98fP95CTGR4rf9+Un0EFHwdF/HGV2ljbXXxUVYJcPebyTx06akktooJ2PVEREREyvIZADPG/CRQF7HWvh6oc0nj584Aa4w9wADO7K0+YNL8VAyyqPdOzXy5PZ1Sh+Ws3u1IaBHlc5yzD1hbPt3kDK77EwCbs3B7ueAXnMzWqu3fja9Ag6/dAkXqg7dm/RFhBrB8vCGVpdvS+c2Fp3DTWT0JD9PvZhEREQmsqjLAXgUCtV+1AmDNSFEj3gUSoH/HeBJaRJKaWcCB4/l0b1f7ndZEQkUwgizNwReu/l8XDqp+B8XRvdt5AmDXnVHzXWaDka3l766AIvXBV7P+ET3a8MePN7NoazqPfLyFd9ce5MJBHXln9UFlrIqIiEjAVBUA+wrfAbChQGvX9wcAd1fdLoD7VX8GsKFuy5NQVNyIe4CBuw9YWxZuPsy3u48pACZNnrXWZ9mRSuJ8KywpZen2dKDq/l9uFfuA1TS7NBjZWoHeFVAkUHyVVb44bRRfbDnMIx9tZnNqFptTszyPKWNVREREAsFnhMJaO95ae17FL2AtzuDXS0Afa20Pa+3Zrq+eQG/g30ACsMY1R5oRdwZYZHjjLV8o+0ZVpCk7nlvET19f6/NxlcT5tnLXMXKLSjm1cyu6tqk+UF6xD1hN3T2hb6VjgcjWCvSugCLBdsHAjnzx67HERWu3SBEREQk8v1J0jDE3Ar8CZltrf2qt3VNxjLV2r7X258As4NfGmOsDs1QJBQ6H9ew8FtVIe4BB3XdsEwkFK3ce5eInv2LR1sPERBiiKgSlo8LDVBJXBU/5Yw2yv+BkHzCAVX4E17NdO+NFhYcFZLc9kVDWIiqC3ELvu0UqY1VERETqwt8IxZ2AA5hZg7GzXGPv9HdRErqKHa7yx/CwRt1cvmIfMJH6Mi85hTGzltBrxnzGzFrCvOSU6if5qbjUwewF27jhpVUczipkVM82LP7teTxx5ekklcn4ah0bwSVDOgf8+k2Bw2FZ5AqA1aT80c3f7NLCklJe/Ho3AM/dOFzZWiL4zkyNCDfsPZpbz6sRERGRpsLfANhAIMtam1XdQNeYLGBQbRYmoenkDpCNN/gFJ/uAgcogm6P6CEL5uu4DczeRkpGP5WRfm0Bef9+xXK58/hueW7oLA9w7sR9v/nQ0SQmxnpK4H/58Mb07tORIThGvrdwbsGs3JRsOZpCeXUhSQiyDurSq8bwze7kDYMdrlF06d10Kh7MKGdApngkDEmu9XpGmZPqk/sRGhpc7ZoDiUsulTy3n/bUHa5W93VA/+0VERKRx8DcAZoHWxphqX6W7xiTUZlESuooaeQP8stQHrHmal5zCjLkbywWhZszd6PWNUKDfLFW1E2NtlV3jsD99zoV/W8aGAxl0aR3DWz87i19dcAoRFcqRoyLCeOiygQA8tXgHR7ILa339pspd/nj+qYl+ZbO6+4ClZRWwr5o+YKUOywvLdgFw+/g+jTprVqQ+TR6WxMypQ0hKiPWUBT82dTCXndaZ3KJSfvPuBn759nqyC4prfM76+ABCREREGreqdoH0Zh0wDngCuLmasU/g/MBujf/LqswY8zjwgOvudGvtX3yMux64HTgNCAe2Aa8Az1lrHVWc/yLg18BIIAbYDbwJ/MVaq3eHNeRugB9KAbBVe477tWObhLY5C7dRUFz+R0FBsYPfvLuBD9encErHePp1jCc1I49nl+7yjA3ELmS++tfUtq+N+w2dO6h2Is/5ZvC0rq34zy2jad0i0ufc8/onMmFAIku2pfOXhduZfeVptVpDU+Xp/zWok1/z3Nmln32fxre7j9GzfUufYz/ddIi9x/Lo3rYFl6oUVaQcb7tFXjeqO2P7deAPH23mw/WpJO/PYOrwJN5dc9DnbqcFxaV8n5LJwx9+7/MDCJUci4iINA/+BsCeAMYDNxljkoDZwAprbT6AMSYGOAe4D5iIM2Psibou0hgzynVOizOo5mvcM8AdQAGwGCh2reNpYKIx5kpvQTBjzH2u51IKLAVO4Az0/Rm4zBgz0Vpb8y29mrHiElcD/BAIgLn7gKVk5HPwRD7d2la/y5uEvpSMAq/HSx2WL7cf4cvtR3zOrcubpU0HM30+1rl1jN/nA+8ZZQDHcoqqDH65/f7SU1m+4wjvrD3AjaN7MKRr61qto6nZczSXHek5tIqJ4AxXqbQ/Rvdu5wmAXXtGd69jrLU8u9SZ/fWzsb0rZemJSGXGGK4e1Y0RPdtwz5vJbE7N4h+LdngeT8nI5/73N7Ju/wnCwwzr9mewJTXTszmPN2qsLyIi0nz49YrbWrsAuN91dwKwEMgyxhw1xhwFsl3HzneNud9a+3ldFmiMiQZeAw4DH1Yx7gqcwa804DRr7WXW2ilAP2ArMAW428u8kTgb9ucBY6y151trrwJ6A18Bo4HH6vIcmpOiUueb8cgQeDMXFmY4o6fzze03KoNsFpbv8B3cSoyP5rkbhvOr80/h0tN8Z+PU5s3SjsPZ/OTlVVjAW3u8ti2jPOXD/vCdUeY9yFdR7w5x/N+YXlgLf/x4c5PdEdXfUtYvtqQBcN6AxFr9LDtZXu27D9jSH46w9VAWHeKjuXJEV7+vIdKc9ekQx9w7ziYuOrzSY4UlDl7/Zh+vrNjLhgMZlDgsAzrF0yKq8liAdnFRwV6uiIiINBJ+v7K31s7BmR211HUoHGjr+nK/ulgMjPVVpuinPwGnAr8AfKdQnCyPvN9a6/k40Fp7GGdJJMAMY0zF5zwDZ1bZbGvtqjLzcoD/w7mT5R3GmIS6PInmorDk5C6QoUB9wJqPvUdzueuNZAAiwspHoWIjw3nwklO5eEhn7j2/H89cP7zcbolltY+P9uu6+4/lccOLqziRV8yEAYnMvuI0T1+bDvHRxEaG8X1qFne9sc6vINh7aw/iK1zlawc1b+6a0Jf2cVGs2XeCjzak1nheqJi79iD3v7+xQt8f7z3f3DzljwP9K390q0kfsOe+dGZ/3XpOL2Iivb8xFxHfoiPCyS2snAHr9usLTuG/t57Jxj9cyIJfjuXxKUMqNdYHOJpTxAvLdjWaDwDUqF9ERCR4/C2BBMBa+zXOksI2wDCgg+uhI0CytfZEIBZnjDkT+A3whrX2Y1eWl7dxXYERQBHwrpf1LjPGpABJODO6VrrmRQEXu4b9z8u83caYb4AxwCXAG3V+Uk2cu8wgOgRKIKFMH7Dd6gPWlGUXFHPb62vIzC/m/FM7cungTvzlix989owB5y5kZftruR3PKeSTjalcdlqXaq+bllnA9S9+S3p2IaN7t+XZG4YTExnOlSO7ecZ8n5LJDS+u4vMth7n7zXX887rhVZYQOxyWJxZu53lX8/TwMEOp4+Qbt9jIcKZP6l+jPxeAVjGRTJ/Un/vf38Ssz7ZxwcCOtIiq1a+GejcvOYU5C7eX+3sc378DyfszWLf/BOv2n2DlzmOVAoX5xQ5mvL+RQ5kFDO+ewGldE4iNCmdecgqzFmwjLdOZQedPg+2yyvYBW7Wnch+wNXuP893e47SKieCGM72XSIpI9bokxJLiJRM2KSGWeyb2K3fM/TPe/TOjc0IMAzu3YtHWdGZ+to3k/RnMueo04mOqLx8Plop9HavqPent5596mYmIiFStTu9yXIGuJQFaSzmufmKvAceBe6sZPsx1u9ndj8yL1TgDYMNwBcCA/kAL4Li1dlcV88a45ikAVg13BksolEACDOgUT+tY9QFryhwOy6/eXs/O9Bz6Jcbx92tOJz4mkinVlJ1VerPUOobubVvw7Z7j3PVGMjvTc7h3Yj+fQdNjOYXc8OK3HDyRz+ndEnhx2iivmT6Dk1rzv9vO5Pp/f8vCzc4g2NPXD/f6fyi3sIRfvr2eL7YcJjzM8Mjlg4iPjqjzm6CrRnTjv9/uZ1NKJs8v3cWvL6x5AK2heHuj+Ku31/vMiquooMTB7AXbAGdGYKdWMRzKKigXTPzjx1uIiQyv1ZvKk33AjnPNqPJBLnfvr5+c1bNB32yLhDpvH1RU9SGAt8b6n29O4zfvbGDB5jR+OJzN8zeN4JSO8TW6fqCDUL52Cv7jx5tJbBVN59axdG4dw4Lv02ocKBMREZGTGvPH/I/hDFBda609Ws3YXq7bfVWM2V9hbNnv9+Obt3nlGGNupvpdMd2G1nBcSHIHwEKhCT6czNT4fMthvtl9TAGwJuivX2xn0dZ0WsdG8uK0kX4FHCq+WbLW8tLXe3j80638Y9EOdqbn8JerTq8U2MrML+YnL3/HriO5DOgUz2v/N4q4aN8/bp1BsNHc8KIzCHbXG5WDYCkZ+dz66mq2pWXTKiaCZ28YwTn92nvWWRdhYYY//GggVz7/DS98tZurRnZr9P8XvL1RdIeuRvZow/AebRjePYFHPtpCWlblnmhtWkRy6WmdWbcvg21pWRz0kkVSl00Pzuzt7C/47e5j5bJLtx7KYsm2dGIiw/i/MT39Pq+InFTxg4raBKEuHNSJj+6O5xf/Wcv2w9lMfmYFV47oyuKt6VWe059srZo4mlPoNZsNnDv8Xv9vT5cOwgw4KkT7taOliIhI9WoVADPG9AJ+BVwAdANirLURZR5PAO7B+X5klrXWrzoSY8zZwC+Bedbat2swJc51m1vFmBzXbdmP9Wo7r6KeOPuiNXvFpaEVAANnpsbnWw7z7e5jXF2mNE1C38cbUnnmy12EhxmeuX44Pdq1rH5SFYwx3HZub/p0iOPuN5P5ZOMhDhzP418/GUnHVs6dHPOKSrjl1dVsTs2iZ7sWvH7rGSS0qL7J8pCu5YNgU59dwbHcIg5lFNAuLpqC4hJyCkvp1b4lL00bSe8OcdWe0x8je7blx0O78OH6VGZ9to1nbhge0PMHmq83igZ47/azPfcLih1eM0T+8KNBnjeKuYUlDPrDQq/nq+0OcackxtOmRSSHMgvYfzzP82/vOVf217WjutMuzr9+ciJSmbesLn/1at+SD+48mwfnbmLe+lRe/+bk56nunSV3pmfTr2M8qRkFpGXm8/bqAxRU6NuYX1zK7AXb/FrPsZxC/rV8N6+v9P0ZbmxkOIOTWpGaUcDhrAJKKka/XLSjpYiISNX8DoAZY6YAr+MsHXTX/pT7TWytzTDGTADOBbYA7/tx/ljgVSAL566OoWAvsKyGY4cCrYO2kgZWGGIlkIDnjfHcdSms2n1cfTSaiO9TMpn+3gYAfnfJqZ5sqUA4b0Aic+84m1tfW82Gg5lc8LdlREeGczS7kKiIMApLHHRpHcN/bzuTxPiYGp93SNfW/Pe2M7n6+ZVsSsnyHD+aUwhAv8SWvPeLMbRuEZyyuRkXD+DzzYeZv+kQN+46xll92lU5vqF60Lib1HtTcQOAmmSItIyOIMlHLyF/NhQoy5ld2o4Fm9P4dvcxerRryb5juXyyMZWIMMNPx/au1XlFJDhaREXw92uG8uX2I2Tml//ctrDEwdNf+uqUUd6hzAJue201l57WmfNP7ejJOq748/L28b05cCKf11fu87wOGdg5nl1Hcj2vpcAZ/Jo5dYjnZ5bDYTl71hKvma2dE2r++0ZERKQ58isAZowZgLNZfAzwguv7uYC3d0n/BsYCl+FHAAx4HOgH3GKtPVTDOe4srarSO9zpEtkBmFeOtfZVnEG7ahljltKEs8WKQiwDbF5yCk8v8Wwaqj4aTcSR7EJ+9voaCoodXDWia1BKzU7pGM+Hd57Dlc+tZPfRXCgoAU4GgW8e05OubfwvIzytawLxsVEUZBdWeiy3qDRowS+Azq1juX18H/72xQ/c9NIqSh223sp/amrtvuPc9cY6wNm7q6QGGwDUJEPE315CNTG6d1tXAMzZB+yFr3bjsDBlWJLPXUZFpOEYY8jK9120cOlpnencKobOCbE8s2QHx/O8j120NZ1FW9OJCg9j7Ckd6Ng6ivfXplBQ7Pz9kJKRz+/nbfaMnzggkXvP78dpXROq/WAhLMww4+IBXjdp6RPgzGAREZGmxt8MsOk4g19/t9b+BsAY42sP6kWu2zP8vMYUwAFMM8ZMq/DYANft7caYy4Cd1trbcGZgAfSo4rzu2ra9ZY65v69qGy5v88QHdw+w6BDJAHP2EapcwqA+GqGn7JuGyPAwikodDO+ewJ+nDA7a7p5tW0ZRUOz9R+BrK/fxs7F9anXeo16CXwCHMip/4h9onVvHYMATWErJyGfG+xs5nJXPGb3akVNYQk5BCY98tNlrs+Zg/t/ZmZ7Nra+tobDEwbWjunFmr7b85fOqd/OsqUD0EqpotCuD7tvdx0jPKuC9NQcxBm4fr+wvkcaqqp0ln7n+ZGl4u5ZRXoPmD1zSH4Phk42H+G7vcRZt9Z2xGh0Rxjs/P4vTuyV4jtUkYF/x51W7uChO5BaxfMdRXl2xh5vH+GxbKyIi0qz5GwCbiLPc8YnqBlprDxtjcjkZQPJHGFVnSfV2fSW47ie7bgcZY2J97AQ5qsJYgG1APtDWGNPHx06Q7gBespfHpIJQ6wHmq1+G+miElorZSO5MxMnDuhAdUXnnxUA6lOk9KFWXf0O+3oDVthzPH/9YtKPSTooFJQ5mfra9RvOD9X8nLbOAaS+vJiOvmPNPTeTPkwcTER7GlOFV7+bpj0D0EiqrbB+whz/cTFGpg0mDOtI3sWY7zIlI/atpNmh1QfObzupJenYBC75P4+EPN+NNUYmjXPDLHxV/Xn2QfJBfvb2BP32yhe7tWjBhQMdanVdERKQp8zdK0QnIttb6/jirvEKg+u7PZVhre1prjbcv4DXXsOmuY0Ndcw4A61zXuqriOY0x44CuQBrwTZlrFQGfue7e4GVeb+AsoAiY78/zaK6KQqwHmK+AQn0EGiRwvO0ICPDCsj1Bv3Yw/g1Nn9Sf2Ao7S9a1HK+mqgpgnd61NWP6tmPSoI60iPIeWEwIQolmZn4xN7/yHSkZ+QzvnsA/rxtORAj8jAkLM3Rr4/x3sGBzGgCDurRqyCWJSDUmD0ti5tQhJCXEYnBmfpXtwVVx7IoZE9gz61JWzJhQaUxifAw/Oaunz5LnQL7WmDKsK/dO7IfDwl1vJLM5NTNg5xYREWkq/H0HkQu0NMZUm1JhjInHmaF1vBbrqo2ZrtvZxpi+ZdaRCDzrujvLWuuoMG8Wzqy2+40xZ5SZFwe8jPPP6FlrbUawFt6UuANgoZIB5i3QEBlu6iXQIIHTkJl8wQhW+fMGLNB8vSFLSojlw7vO4X+3jeaFm0by+JQhlZ43wIm8Yv7+xQ9Y632XMn8VFJfys9fXsC0tmz4dWvLStFHE+gi+NTbzklPYmla+feRzS3czLzmlgVYkIjVRXWDLX/X1ocYvz+/H5KFdyCsq5dZX13DYS6N8ERGR5szfKMVm15wRNRh7jWvsWn8XVRvW2veA53BmqW0yxnxsjJkL7AAGAvOAp73MWw3MwLmr5UpjzOfGmHeAXTjLMFcBv6uP59AUhFoT/LKBBrd+iXHq/xVi2vjIOqqPTL5gBasC/Qaspmr6Rq3y845h8tAuhBl4cvEO7noz2Wd/tJoqdVh+/c56Vu05TsdW0bx2yxm0aelXUnGDmrNwO8Wl5QOB7j5pItJ81NeHGsYYZl95GqN6tiEtq4BbX1tNXlFJQK8hIiISyvztAfYOcA7wqDHmYi/ZVAAYY4ZwMrPqf3VbYs1Za+8wxnwN3IkzeBWOs8/Xy8BzvtZrrX3CGLMR+A3OXmExwG7gKeAv1lrvHamlklArgYSTfTSOZBdy5uOL2JmeS1ZBMa1igrfbngTOsh+OkOFl1676KhmEwPeOakj+NIP39rx/PCyJu99IZv7GQxw4nse/fzKSjq1ianz9spsZtIgKJ7eolPiYCF675Yxa7arZkNRjUETc6uv3RHREOC/cNJIpz67g+5Qs7nlzPS/cNILwsOBsBiMiIhJK/I1SvABsBM4HFhtjpuAKohljhhhjLjPGPAN8C7QFVgBvB2qx1tqbXb2//lLFmDestWOsta2stS2ttSOstc/4Cn6VmbfAWnuBtbaNtTbWWjvIWvuYgl/+cWeARYdIBlhZHeKjOaNXW4pKHSzaUtM2d9KQvttznJ//Zw0OC+P6tScpIabeSwaborpkn53XP5G5d5xNt7axbDyYyeVPf82mgzXrRePezCAlIx8L5BY5M8imndWDAZ1Cr3eWegyKSENo2zKKV24eRevYSBZtPczjn25t6CWJiIg0Cn5lgFlri40xFwEf4cywGlvm4fVlvjc4g2BTbaAawUhI8PQAC6EMsLIuHdKZb3cfZ/7GQ0wN4O5yEngbD2Zwy6urKSh2cM3Ibsy6YgjG6BPuxuCUjvF8eOc5/OI/a/lu73GuemEl147qxhdb0n1mleUXlfLYp1u9bmbwQXIqv500oD6fQkDUdDc5EZFA690hjhduGsFNL63ipa/38N7ag2TlF1eZ1SsiItLU+VsCibU2zRhzNnAzMA1nyaC7KUspsAZ4FXjJWqvGA81Mcam7BDI0AxGTBnfi4Y82s3zHUZVBNmI/HM5m2svfkVNYwqWndebxqQp+NTZtW0bx39vO5PfzNvHOmoO8unKf57GUjHymv7eBjzemYoAfDudw4EQevj4uCdWSQX/KSUVEAm1073ZcNaIrb3x3gExXq4CUjHwemLsJQD+LRESk2fE7AAbgCmy9CLzo2hGyLc5yymMKejVvJ3eBDI1d2ipKjI/hjJ5tWbXnOIu2HFYWWCO071guN764ihN5xUwYkMjfrx6q3iaNVFREGLOvOI2Fm9PIzC//q6G41LJ4a7rnfkSYAQMljspRsFAuGWxK/eFEJPQs++FopWP5xaX86ZMtXDS4EzFedvMVERFpqmoVACvLWlsKHAnAWqQJOBkAC80SSIDLTuvMqj3H+XSTyiAbm0OZ+Vz/71WkZxcyundbnr1heEj/W2sOjDFk5fv+XOTp64dxSsd4erZryaebDqlkUEQkgHxl0B7PLWLknxdxwcCOXDKkM+f2a8+C79OUsSoiIk1anQNgImW5m+CHclDCXQb51Q8qg2wMyu4KGB5mKHFYTu+WwIvTRumT6xDRJSGWFC9vwpISYrnstC6e+yoZFBEJLF8/fyPDDTmFJXyQnMIHySlEhxtKHFDqqkVXqaSIiDRFPgNgxhh3g/s8a+2aCsf8Yq39qjbzJPScbIIfuiVpZcsgF289zJRhygJrKO5dAd0ZQSUOiwGuGdmVuGjF70OFP83gVTIoIhI4vn7+zpw6hKHdEpi/6RCfbjrE5tSsSnPzi0t5+MPviYkM55SOcfRo19LTcqDsh1P6sEJEREJFVe8glwIW2A4MrHDMH7aa60gT0hQywAAudZVBzt+YpgBYA5qzcHulXQEt8MyXu7j+zB4NsyjxmzK7REQaRnU/f+88ry93nteXXjPme32Bn1VQwi/+uxZwvrbr0yGO2IgwNqZkeno2OrPFNpa7npsCZSIi0phUFZjaj/O9ZqqXYyJeuXeBjAoP7dK0iwZ34g8fbearH46QXVBMvMogG4Sv3iWhuitgc6bMLhGRhlGTn7++SiXjosMZ0aMtOw5nk5pZwNZDlTPFAPKLHfzm3Q28tXo/nVvH0rl1DOlZBXy04ZDnw1GVVYqISEPzGQCz1vasyTGRstwlkJEhXAIJzjLIUT3b8t2e4yxSGWSDSWwVzeGswkrHQ3lXQBERkcbGV6nknycP8QSrsguK2Zmew5RnV3o9R6nD8u3u41VeJ7+4lDkLtysAJiIiDcJnnZox5ifGmKvqczES+prCLpBulw7pDMD8jWkNvJLmyVpLvJc+X9oVUEREJLAmD0ti5tQhJCXEYnBuUjJz6pBygar4mEiGdW9Dko8PoRLjo/nPrWfwxJWn8avzT/F5LW+ZZiIiIvWhqhLIV4FDwLvuA8aYJcAxa60CY+JVYRMKgF08uBOPfLyZr3aoDLIhvLvmIDuP5NIyKpxWsZGkZRaof4iIiEiQ1LRU3Ve22IOXnMq5/Tp4jr2z5oDPYNe0l7/jwUtOpX+n+LovXEREpIaqCoBZKmeIjQeUDiM+uXuARTeBAFhiq5NlkIu3pivoUo/Sswr48/wtADw+dQg/Hqo/exERkcagphubeAuURYQZwg0s++EIy3cc4ZpR3fjVBaeQGB9Tr89BRESap6oCYFlAO2NMtLW2chMeES/cjU4jw0M/AAbOMsjv9hxn/qZDCoDVo0c+3kxWQQnj+3fg8tO7NPRyREREpIyaZIv5CpSd2689Ty7ewf9W7efN7w7w0fpUxp3SgfUHMjikbG8REQmiqgJg63BmfL1ijPkvkOM6HmWMOReocZdza+1XtV6hhJSm1AMMTpZBLtNukPVm4eY0Pt2URouocB6bMgRjQntDBRERkebKV6DsTz8ezLSzezLz020s2nqYT78/WWCi3SJFRCRYqgqAzQbGAde4vtzaAEv9uIat5jrShBSXWgCimkgGWGKrGEb1aMt3e4+zZFu6SvGCLKugmIc//B6A+yb199loV0REREJbnw5xvDhtJCP//AVHc4rKPabdIkVEJBh8RimstZ8D5wHvA9uAfa6HHMB+P74OBGnt0gi5M8Aim0gGGMAlQzoBMH/joQZeSdM367NtHM4qZFj3BG46q2dDL0dERESC7FiF4JdbSkY+O9Oz63k1IiLSlFWZmWWtXQ4sd983xjiAI9baXsFemIQmTwlkE8kAA7h4SGf++MkWlqoMMqhW7T7GG6v2ExlumH3FaYSHqfRRRESkqeuSEOtzt8hJ/1jOtaO68cvzT6FDfHQ9r0xERJqaphOlkAZnrfU0wW9KAbCOrWIY2aMNRSUOlmxLb+jlNEkFxaWefh93jO/LKR21LbqIiEhzMH1Sf2Ijw8sdi4kMY0yftgD8b9V+zvvLUp75cicFxaXMS05hzKwl9JoxnzGzljAvOaUhli0iIiHIr95c1tqmE9WQgHP3/4oIM4Q1seydS4Z0ZvXeE8zfeEh9wILg6SU72X00l76JcdxxXp+GXo6IiIjUE1+7RU4elsTO9GxmfrqNxdvSmbNwO//6ahd5RaWe15xqmC8iIv5Qc3oJGE/2VxPq/+V28eDO/MlVBplTWEJctP7rBMrWQ1k8v2wXxsDsK4YQHRFe/SQRERFpMnztFtk3MZ6Xbh7Fyp1HeezTrWxOzao0Rg3zRUSkpny+izfGjHV9m2etXVPhmF+stV/VZp6EFk//ryYYAOvU2lkGuXrvCRZvPawssACYl5zCEwu3kZpRAMC5fdsxokfbBl6ViIiINDZn923Px3edQ+8HP/X6eKqPHmIiIiJlVZXGshSwwHZgYIVj/rDVXEeaiOIm2P+rLHcZ5KebVAbpy7zkFK8lDN7GPTB3E/nFpZ5jq/edYF5yij7BFRERkUrCwgxJPhrmd0mIbYAViYhIqKkqMLUfZ/Aq1csxkUrcGWCRTTQAdvHgzvzx4y0s3HyYXjPmVxngaY4qBrVSMvK5772NJO8/wYDOrcgpKCG7sIScghLeWr2/XPALoKDYoRIGERER8Wn6pP6VPkAzBu6Z0LcBVyUiIqHCZwDMWtuzJsdE3ApdAbDoJlgCCfDt7mOEGXBYZxRYjVfLm7Nwe6WgVlGpg9e+2Vfjc6iEQURERHyp2DA/LMxQ6rB8+n0aU0d0bbIfwoqISGCoNFECprgJN8EH54stR4X8RzVePamq4NU1I7sRFxNBXHQE8TERPL1kJxn5xZXGqYRBREREqlK2Yf7uIzlc+fw3LPvhCDPe38RfrjoNY5rWTuQiIhI4fgXAXE3wi6y139Zw/BlAjJrgNw9NvQTSV4BHWUtOXXz05UhKiGX2laeVO9Y+LrpSCUNsZDjTJ/UP+jpFRESkaejdIY6Xbx7Fdf/6lvfXHaRjq2juu2hAQy9LREQaKX8jFUuB9/0Y/zawxM9rSIgqauIZYL6yk5S15DR9Un/Cw8p/6uorqDV5WBIzpw4hKSEWgzNINnPqEGXSiYiIiF+Gdkvg2RuHEx5meHbpLl5dsaehlyQiIo1UbUog/c0rVh5yM+HOAGuqu0B6a7yqrKWTfjy0C4989D0Z+SUYqHaTgLIlDCIiIiK1dV7/RGZfcRq/fXcDf/xkCx3iY7j0tM41mlvTHaxFRCT0BbsHWDxQFORrSCPhzgCLbKIZYO4XQ08s2EZqZgEA90zsqxdJLtvSssnIL6FDfDSrHphIWJhi3yIiIlI/rhzRlfTsAp5YsJ1fvb2eti2jOKtPuyrneNvBWhsciYg0XUELgLn6f7UFdgfrGtK4NPUMMDiZtfTgB5t4Y9V+TuRVbuTeXC3eehiACf0TFfwSERGRenf7uD6kZxXy6sq93PzyKlq3iOJIdmGlzK78olJ2pufwx483V9rBWhsciYg0XVUGwIwx04BpFQ63NcZU1dfLAAnAQMACn9VlgRI63AGw6CaaAVbWlSO68saq/cxdl8J9k/oT0YSDfjW1aGs6ABNPTWzglYiIiEhzZIzhocsGsn7/CdYfzCQ9uxBwZnb99t0N/Hv5LrILSjlwIg9rfZ9HGxyJiDRN1WWA9QTGVzgW5eWYL18BD/u1IglZxU28CX5Zw7ol0Lt9S3YfzWX5jqOcN6B5B32OZBey4WAGURFhnNOvfUMvR0RERJqp8DDjCXyVVeKwbE7NBiAizNCrQ0sOnsgjv9hRaaw2OBIRaZqqC4DNA/a6vjfAy0Am8Msq5jiALGCztXZn3ZYnocSdARYZ3vTL34wxXDGiK3MWbue9tQdrHQBrKo1Xv9yejrVwdp92tIgKdmtBEREREd8OuXq1evP5r8bSs11LoiLCKvUAcxt7ij7MExFpiqp8p2qt3QBscN83xrwM5FtrXwv2wiT0FDWjDDCAqcOT+Mvn2/liy2Ey8opIaBHl1/ym1HjV3f9rYjPPhBMREZGG1yUhlhQvZYxJCbGc0jHec9/9esv9YWTr2Egy8ouZuy6FG0f3YFCX1vW2ZhERCT6/IhXW2jBrbZdgLUZC28km+OENvJL60bl1LOf0bU9RqYOPN6T6PX/Owu0+G6+GksKSUpbvOArAhFM7NvBqREREpLmbPqk/sZHlX4/GRoYzfVL/SmMnD0tixYwJ7Jl1Kev/cCHXjupGYYmDX/x3LZna7EhEpElpHqk6Ui/cGWCREU2/BNLtyhFdAXhv7UG/5/pqsBpqjVe/3X2cvKJSTu3ciiT1zBAREZEGNnlYEjOnDiEpIRaDM/Nr5tQhNcqwf+TyQQxJas2B4/n88u1kHI4quuWLiEhIqXWzHmNMV2Aw0AaIrGqstfb12l5HQodnF8hmtCPipEGdiI+OYMPBTHYczqZfmbT66vhKzw+1xqsqfxQREZHGZvKwpFq1lIiJDOe5G4dz2T+/5svtR/jnkp3ce36/IKxQRETqm9+RCmPMmcaYb4F9wHzgv8Ar1XxJM+ApgWwmPcDA+SLpstM7A/DeOv+ywO6e0LfSsYgw4zU9v7Gy1rJ4azoAE09VAExERERCX9c2LXjq2mEYA/9Y/ANfbk9v6CWJiEgA+BWpMMaMAJYAo3DuCpkCfAd8Vc2XNAPF7hLIZpQBBifLID9Yl0JJaeWttH3ZfTQXcO6a6S4ajQo3TBrUKdBLDJrth7NJycinfVwUp3dNaOjliIiIiATE2FM68OvzT8Fa+OVb6zlwPK+hlyQiInXkb6TiESAW+B4Yaa3tbq09y1p7XlVfAV+1NErNMQMMYHj3NvRq35L07EKW7zxaozk7Dmfz8td7MAbev/1sds+8hNO7tiav2MG89SlBXnHguLO/zuufSFhY8+n9JiIiIk3fnef1ZeKARDLzi/nFf9dSUGHzIl/mJacwZtYSes2Yz5hZS5iXHDqv7UREmjJ/IxVnAxa4wVq7Lgjr8TDG3G2MeccYs9UYc8wYU2yMOWKMWWSMudEY4/XdtjEmzBhzpzFmjTEmxxiTaYxZboy5rgbXvN41NtM1d43rXM0rolNL7ib4zS0AZozxqxm+tZY/fLSZEoflujO6c1rXBIwx3HJOLwBe/noP1oZGw1VP/y/t/igiIiJNTFiY4W/XDKVHuxZsTs3iJy+tYsysxVUGtuYlpzBj7kZSMvKxQEpGPg/M3aQgmIhII+BvE/wYIMda+30wFlPB/UAizmyzlUAu0AOYAEwErjTGTLXWemrOjDHhwFzgciAL+ByIdo1/wxgz2lp7r7eLGWOeAe4ACoDFQLFr3tPARGPMlWWvJZUVlTiDNlHNrAQSYMqwJP7y+Xa+2HyYzLxiWrfwvS/EJxsPsXLXMRJaRDL9wpP9vi4e3JnHW21lR3oOy3ccZewpHepj6bV2NKeQ5AMZRIWHcW6/9g29HBEREZGAax0byXM3jODyp5fz3d4TnuMpGfnMmLuRvcdy6dw6hh8O57AjPYevdxyh4saR+cWl/H7e98RGhTO8exs6xEcDzmDZnIXbSc3Ip0tCLNMn9a9V434REakZfwNgO4H+xpgIa21JMBZUxrVAsrU2t+xBY8wgnAGqHwPTKN9k/5c4g19bgAnW2sOuOf2A5cA9xpgl1toPK5zzCpzBrzRgrLV2h+t4R+BLYApwN/BkgJ9jk9JcM8DAuXPjmD7t+XrnUT7amMpNo3t4HZdbWMJj87cCcP9FA2jTMsrzWFREGD85qydzFm7n5RV7Gn0AbOn2I1gLo/u0o2V0rTeUFREREWnUBnZpRXxMJCfyissdLyh28I9FO2p0jpzCEn7+n7UAdGsbS4e4aDalZFJc6oyWuTPFAAXBRESCxN9IxStAFM7gU1BZa7+uGPxyHd8MPOO6e4H7uCv76z7X3dvdwS/XnB04M8oAfuflcg+4bu93B79c8w4Dt7vuzlApZNWKSpx9EZpjBhicbIb/fhVlkE8t2UFaVgGnd23NNSO7VXr8+jO6Ex0RxtLtR9iZnhO0tQaCu/zxfO3+KCIiIk1cRoXgV1k/HtqF6ZP686+bRtCxVbTXMfHREZzdpx0to8I5cDyfdfszPMEvt/ziUuYs3B7QdYuIyEn+RiqewllW+Lwx5qwgrKem3NlnhWWOnYWzZPKgtdbbzpPv4ixrHGWM8XysYozpCowAilxjyrHWLsO522UnYHRAVt9EuX+JN8cMMIBJgzoRFx3B+gMZ7EzPrvT4zvRsXlrubHz/px8P9to0vk3LKKYOdwbSXl25J+hrrq3CklK++uEIABMGKAAmIiIiTVuXhFivx5MSYnny2mHceV5fLhzUiQcuPpXYyPByY2Ijw3l08mDe+OloNj4yiU/vOdfndVIz8gO6bhEROcnfSMXvge+AcOBrY8xSY8wcY8zDVX0FcsHGmF7AL1x3Pyrz0DDX7Wpv86y1ecBm192hXuZtttb6+o2zusJY8cK9C2RkM80Ai40K57LTOgPw3tryjU7LNr6/dlR3Tu+W4PM8t4zpCcD7a1PIyCsK1nLr5Ls9x8ktKmVAp3i6tmnR0MsRERERCarpk/p7DWxNn9S/3LHJw5KYOXUISQmxGJwBsplTh3jKGsPDDAO7tCLJR0DNV6BNRETqzt/GPY/g3AXSnboyFvD9EYZznAX+5PfK3Ccw5v+AcUAk0BXnTpRhwOPW2g/KDO3lut1Xxen24wx+9SpzrKbzyo4VL9wBsOaaAQbOMsi3Vh/gg+SDTJ/Un3BXltenm9JYsdPZ+P6+Ci+UKurXMZ5z+7Vn+Y6jvLX6AL8Y16c+lu6XxVvTAZio8kcRERFpBtwBrJo0rZ88LKnaPl7TJ/XngbmbyC8uLXf8ptHdA7doEREpx98A2Os4A1r1aQzOZvduJcBDwN8qjItz3VbqG1aGu6lSfADmeRhjbgZurmJ+WUNrOC7kFDbjJvhuI3q0oWe7Fuw9lsfyHUcY3z+R3MIS/jx/C+B8sVO28b0vt5zTi+U7jvLayr3cek6vRpVVZ61l8TZn/68JAzo28GpERERE6kdNAlv+nAtOBtRio8LJKyrli63p/GxsH6+tMkREpG78CoBZa28O0jqquuZtwG3GmFicGVj/hzMT7WpjzCXW2tT6XpMXPXFmqTVrxe4MsEYUrKlvxhiuGN6Vv37xA++tPcj4/on8c8lODmUWMCSpNdeOqtmneuP6daBPh5bsOpLLgu/T+NHpXYK88prbkZ7DgeP5tGsZxdAqSjlFRERExLeyAbXM/GLO/9sy1u47wf9W7eOms3o27OJERJqgkIlUWGvzrbVbrLXTce7aeDrwdJkh7iytllWcxp3tVbZDeW3nlbUXWFbDr8wqrhPSipQBBsDUEV0xBj7fcpjk/Sd46evdGAOPTh7sKYmsTliY4f/GOCtuX17RuJrhL3Lt/ji+f2KNn4+IiIiI+NY6NpJHfzwIgFmfbVMzfBGRIAjVSMWrrtsfGWMiXd/vdd32qGJetwpj6zLPw1r7qrV2fE2+gPVVXCekFSkDDHA2O+3boSVFJQ6mPLuS4lLLmT3b+p0tNXV4Eq1jI0nen8G6/SeCs9haWOLq/3W++n+JiIiIBMxFgzszaVBHcotKeWje91hb351nRESatlpFKowxvYwxTxljthpjcowxJRUeT3DtAPlQmQBVIJ3A2QssAmjrOrbOdTvKx5pbAINdd5PLPOT+fpCrzNKbURXGihfFygADYF5yCnuP5ZU7tv5gBvOSU3zM8K5FVATXneEsmXxlxd5ALa9OjucWsW7/CSLDDeee0qGhlyMiIiLSpPzpx4OJj4lg8bZ0Ptl4qKGXIyLSpPgdqTDGTAE2AncC/YEWnNwVEgBrbQYwAWevrsvrukgvxuIMfmUAR13HvgGOAF2NMWO9zLkK506Sq621nkiEtfYAzuBZlGtMOcaYcTh3n0xzXUN8cGeANaaG7Q1hzsLtFJeW/8SuoNjBnIXb/T7XT87qQXiY4dNNhziU2fCp8F9uS8dhYXTvdsRF+7uHhoiIiIhUpWOrGB685FQAHvloMydyixp4RSIiTYdfkQpjzADgfzj7Zf0LZyDqqI/h/8YZGLvM30UZY84xxlxmjKn0DtsYMwZ4yXX3JWttKYDr9gnX8eeMMYll5vQDZrnuPublkjNdt7ONMX3LzEsEnnXdnWWtdfj7XJoTTwlkM88A89WzoTa9HLokxHLx4E6UOiyvf7OvrkursyXbnOWPEweo/FFEREQkGK4Z2Y0ze7XlWG4Rj326taGXIyLSZPgbqZgOxAB/t9bebq39Gij1MXaR6/aMWqyrL/AxcMQYs9gY8z9jzEfGmM3A10BvYD7wUIV5f3fNGwjsMMbMNcZ8jDNjrRPwT2vthxUvZq19D3jONWaTMeZjY8xcYIfrXPMo33BfvCh0lUBGN/MAWJcE75W0vo5X59ZznM3w31i1n7yikmpGB09RiYNlPxwBYOKpHRtsHSIiIiJNWViYYebUIURFhPHe2oMs33GkoZckItIk+BupmAhYTmZa+WStPQzkcrKBvD+WAY/ibBjfD5gKXIgz8+x9YIq19jJrbbmUGlcW2GTgbmAnMAkYB6wFbrDW3lPFeu8AbsBZDjnONXcncBdwhTvTTLyz1np6gDX3Esjpk/oTGxle7lhsZDjTJ/Wv1fmGdW/DsO4JZOYXM3edf33EAmVecgpnzVxMTmEJEWGGtfsaT1N+ERERkaamd4c47p3YD4AHP9jUoB+Ciog0Ff428ekEZLuCWzVRCMT5eQ2stXuAh/2d55rrwJmt5XfGlrX2DeCN2ly3uStxWKyF8DBDeJipfkITNnlYEuDsBZaakU+XhFimT+rvOV4bt4zpxd37k3nko808NO/7gJyzpuYlp/DA3E3kFztjwCUOywNzNwHUy/VFREREmqOfje3NJxsPsfVQFn//4gd+d+nAhl6SiEhI8zcAlgu0MsaEV5cRZYyJBxKA9FquTUKIp/9XM8/+cps8LCmgwaGikpPBJ4CUjPx6C0LNWbjdE/xyyy8uZc7C7QqAiYiIiARJZHgYs68YwuRnVvDv5XuYtz6Vo9mF9fpBqIhIU+JvtGKza86IGoy9xjV2rb+LktDjLn9s7g3wg+VvX+yodMwdhAq2QDb1FxEREZGaO61rAuNOaQ/AkexCLCc/CJ2X3DCtMUREQpW/0Yp3cO7s+KgxxudcY8wQnLsuWpy7RkoT584Aa+79v4KlIYNQHVvFeD1e26b+IiIiIlJz29JyKh2r6weh85JTGDNrCb1mzGfMrCUKpolIs+BvtOIFnDsqng8sNsZMwVVGaYwZYoy5zBjzDPAt0BZYAbwdwPVKI1VYoh0ggynQO0vWlLWWDvFRlY7Xpam/iIiIiNRcWmaB1+O1/SDU3d81JSNfGWUi0qz4Fa2w1hYDF+EsaxwHvIcz0AXOHRs/BH4BxOIMgk211tpALVYaL5VABpe3nSUNeHYHCpaPNx5iU0oW0eGGjq2iMUBSQiwzpw5R3wkRERGRehDoD0Kr6u8qItKU+dsEH2ttmjHmbOBmYBowCnCniJQCa4BXgZestdqvt5koKnWXQDbvHSCDpeLOkuFhhhKHZf3BDK4e1S0o1zySXcgfPvwegEd+PJjrzugelOuIiIiIiG/TJ/UvtyM3OD8IvXNCn1qdT/1dRaS58jsABuAKbL0IvGiMCceZBRYGHFPQq3ny7AKpDLCgKbuz5NZDWfz46RW8sWo/Y/t14KLBnQJ6LWstD837nhN5xZzTtz3XBinIJiIiIiJV8/VB6MLvD3PNyO6Eh/n3AXRcTATZBZXfsqm/q4g0dXWOVlhrS621R6y1hxX8ar48ATA1wa8Xp3ZuxYyLBwAwY+5Gn70hauuTjYdYsDmNuOgIZl0xBGOU2SciIiLSUCYPS2LFjAnsmXUpX/52PG1bRrHshyPMXrDNr/O8uHy31+BXmEH9XUWkyVO0QgLiZAmk/knVl/8b05Px/TuQkVfMr95eT6kjMO32juYU8rCr9PHBS06la5sWATmviIiIiNRdt7YtePaG4USEGf711W7mrjtYo3lvfrefP8/fCsB1Z3QjKSEW90ecDgund0sIzoJFRBoJnyWQxpifBOoi1trXA3UuaZxUAln/jDHMufJ0Ln7yK77ZfYx/fbWb28fXrhdEWQ9/eLL08bozVPooIiIi0tiM7t2OP1w+iIfmfc+MuZvo3SGOoVUEsD7akMqDH2wC4I+XD2La2T09j01/dwPvrj3Iy1/v4dHJg4O8chGRhlNVD7BXgUDt4KgAWBPnDoBFKwBWrzrER/OXq07n5ldW89fPt3N2n3Z1+vTuk42pfLopjZZR4Sp9FBEREWnEbhrdg62Hsnhj1X5+/p81fHzXOSS2iqk0btGWw/z67fVY6yxzLBv8Arjt3N68u/Yg7649wK8vOIU2LaMqnUNEpCmoKlrxVRVfWTg3HzHAQWCV6+tAmeOZZcZLE1dc6oyVKgOs/o3vn8gtY3pR4rDc+1YyOYW1a8XnLH3cDMCDl6r0UURERKSxe+RHgzijZ1sOZxXys/+spaDMTpEAK3ce5Y431lHisNw+vg93nte30jn6d4pn7CkdKCh28L9V++pr6SIi9c5ntMJaO95ae17FL2At0Bp4Cehjre1hrT3b9dUT6A38G0gA1rjmSBNXVOr8ZaseYA3j/ov7c2rnVuw9lscjH22u1Tn+8OFmjucWcXafdlx/RvcAr1BEREREAi0qIoxnbxxOUkIs6w9k8LsPvsda5wfT6/af4LbX11BU4uCm0T24r4om9z89txcAr32zj8KSUp/jmpN5ySmMmbWEXjPmM2bWEuYlpzT0kkSkjqoqgazEGHMj8CtgtrX2AW9jrLV7gZ8bY44B9xtjkq21b9R5pdKoaRfIhhUdEc5T1w7lR09/zXtrD7J462Ey8orpkhDL9En9Pdtn+zJ/4yHmbzpEy6hwZl9xmkofRUREREJE+7ho/vWTEVz53De8v+4gi7amkZXvrAiwwNRhSfzx8kFVvr47p297BnSKZ1taNh+uT+Xqkc27D+y85BQemLuJfFdGXUpGPg/MdfZQq+51tYg0Xv5GK+4EHMDMGoyd5Rp7p7+LktBTpBLIBtevYzw/Or0LACfyirGc/GXt6xOreckpjJ65mDvfWAfAxUM6062tSh9FREREQsmgLq25emRXADLzS7A4g19hBs7p246wsKo/3DTGcNu5vQF4afkeTxZZczVn4XZP8Mstv7iUOQu3N9CKRCQQ/I1WDASyrLVZ1Q10jckCBtVmYRJa3BlgKoFsWCt3Hq10LL+4lD98tJl5ySks2nKYb3cf4/uUTF5avpsZczeSllngGTt/Y6rSu0VERERC0KKt6ZWOOSz89YsdNZp/+eldSIyPZvvhbJbvqPyasjlJzcj367iIhAa/SiBxfpDQ2hiTaK2t/BO2DGNMIs4+YNm1XJuEEO0C2TikZhR4PZ6ZX8wv315f7fz8YgdzFm5XareIiIhIiKlr0CYqIoxpZ/dkzsLt/Hv5bsae0iGQywspsVHh5BVV7oXWJSG2AVYjIoHib7RiHc4dHp+owdgnXGPX+LsoCT2eHmAKgDUoX7+UW0SFc/npXZgwIJEzerZlQKd4n+fQJ1siIiIiocfX60B/gjY3nNmd2Mhwlu84yra0aot+mqQl2w57DX7FRIYxvYqNBESk8fM3WuEOat1kjPnCGHO+McbzE9UYE+M69jlwE86MsZoEyyTEFZeqBLIxmD6pP7GR4eWOxUaG8/iUITx13TBevnkU7/ziLBb8cixJAXiRJCIiIiKNg6/Xgf4EbRJaRHl6ib24fE9A1xcKjucWcd97zmb3l5/Wudzr5SnDklQlIRLi/IpWWGsXAPe77k4AFgJZxpijxpijOMsdFwLnu8bcb639PFCLlcarqFQZYI3B5GFJzJw6hKSEWAyQlBDLzKlDvP6yDsSLJBERERFpHPx5HViVW87phTHw4foU0rO8t9doiqy1/O6DTRzNKeSMnm35+7XDWDFjArOvGALAnqO5DbxCEakrf3uAYa2dY4z5BvgjMB4IB9qWHQIsBh6x1q4IxCKl8fOUQCoDrMFNruGnU+4xcxZuJzUjny4JsUyf1F+fbImIiIiEqJq+DqxKj3YtmTSwEws2p/HaN3uZPmlAgFbXuM1bn8Jn36fRMiqcv159OuGunTMvGdKZP3y0mW93H+fA8TztmC4SwvwOgAFYa78GJhpj2gDDAHeHxCNAsrX2RIDWJyFCGWChKRAvkkRERESkafnp2F4s2JzGf7/dz53n9aVFVK3eNoaM1Ix8Hv5wMwB/+NGgckGu+JhILhrUiXnrU3l/3UF+ef4pDbVMEamjOkUrrLUnrLVLrLVvu76WKPjVPCkDTERERESkaRjRoy3DuieQmV/Me2sPNvRygsrhsPz23Q1kF5Rw/qkducrVA62sK0d0A+D9dQdxOGx9L1FEAkTRCgkI7QIpIiIiItJ0/PTc3gC89PUeSptw0OfVlXtZuesY7VpGMeuKIRhjKo05q087urSO4cDxfFbvPd4AqxSRQFC0QgJCATARERERkaZj0qBOdGsby75jeXyx5XC14+clpzBm1hJ6zZjPmFlLmJecUqdx9WFnejazF2wDYObUIbSPi/Y6LjzMMHW4MzOsqWfEiTRlPqMVxphS19dmL8f8+Sqpn6ciDanY1QMsUiWQIiIiIiIhLzzMcMuYXgDc82ZylQGreckpzJi7kZSMfCyQkpHPjPc38u6aA1hry417YO6mcuMemLupQYJgxaUOfvX2BgpLHFw1oisXDupU5fgrRjgDYPM3HSK3UG9xRUJRVd0MTYXbit/XVG3mSIhRE3wRERERkaalRWQ4cPK1fkpGPtPf28CC79No0zKS1IwC0jIL+OFwNhWLJAtKHEx/byMPfrCJuOgI4mIiOJRRQEmFcsr84lLmLNxep42Z5iWn+L2z+T8X72BTSiZJCbE8/KOB1V6jV/uWjOjRhrX7TrDg+zRPQExEQkdVAbBerttiL8dEyilUE3wRERERkSblqSU7Kx0rLrUs2JxW43MUl1pO5BVzIq/Y55jUjPxarQ9OZpXlF5cCziDdfe9v5FhuITeN7lnpA/p5ySk8Nn8rR3IKAZgyrAvxMZE1utaVI7qydt8J3lt7UAEwkRDkMwBmrd1Xk2MicLIEMipCCX8iIiIiIk1BVYGpR388iM6tY+nUOoafvr6GQ5kFlcYkJcSy5LfjyCkoIaewhCuf/4Yj2YWVxnVJiKn1Gucs3O4JfrkVlTh49JOtPPrJVtrHRdMlIYbOrWPIKyrlm13HymWhvfT1XvomxtcoA+3S0zrzyEeb+Wb3MQ4cz6Nb2xa1XreI1D+l60hAeJrgh4c38EpERERERCQQuiTEej2elBDLTWf15PyBHRmc1Jr7LxpAbGT59wGxkeFMn9Sf6Ihw2sVF06NdS353yamVxgGc1ad9rddYVZAuzMDRnEI2Hsxk4ebDLN9x1GcJZk20ionkosHOXmEfNGDzfhGpnYAEwIwxvzbGPByIc0lo0i6QIiIiIiJNy/RJ/X0GtsqaPCyJmVOHkJQQi8EZIJs5dUilrKqK49q0cJYefrg+heT9J/xeX25hCRHh3itQkhJi+eHPF/PNAxOYe8fZPHP9cJ/n8acE84oyu0GWbfAvIo1fVT3A/DEdSAT+FKDzSYgpVhN8EREREZEmxR3AqkmD+cnDkmpURlhx3CMfbebVlXu543/r+Pjuc2gfF12jtZU6LPe+lUxxqcVAuSb87iBdRHgYnVvH0rl1LHSHxz+NJcVLsMtXpps3Y/q2p1OrGPYfz2P13hOc0attjeeKSMNStEICwp0BFunjExgREREREQk9k4clsWLGBPbMupQVMybUabdGbx685FRG9GjDocwC7n4jmRLXB+vVeWz+VhZtTad1bCQPXDKg2uwzqHlGW1XCwwxThzvP/d7aAzWeJyINTwEwCYgiZYCJiIiIiIifoiLCePaG4bSPi+ab3cf4y+c/VDvnP9/s5eUVe/j/9u48TK6qWtj4uzKHhCSAMiTMg6gIBHAAQUBQGVUEcQAHvHq9AnL1u4qA8wyIEwqoiMpV4aoMgoiICjIJKMgMMshMIMyZyNTpXt8f+1Sn0unudHc6XdXd7+956jld5+xzzq5On1TVOmuvPXpk8KP37sCHd92sR0G6ng7VXJHaDJAX3/YE8xcv6dW+khqnv4ZAaphbVGWAjbUIviRJkqReWGfSOE45ZDsOPePv/PDK+5m+wWT2fsV6nbb96z1P8YXf3QnACQduw46brtWrc/V0qGZ3NnvxRLbfcAo3PTKLP94xkwOrumD95YKbZ/Ro2Kmk3jFdR/2iVgNs9CiHQEqSJEnqnR03XYvj9nkpAJ885zbuf3recm3+9cQcPnrWTbQlHLXH5u2ZWI1QO/d5Nz3Wr8e94OYZHHf+bcyYtYAEZsxawHHn384FzjoprbT+CoA9BjzST8fSINQ+C+RIY6qSJEmSeu+Du2zCfluvx7xFS/jIL/7JC4uWDi98as5CPnjmDbywuJU3bzuV/3njSxrYU9h/m6mMGTWCa+9/lseen98vx2xrS778+ztZ0LJsHbQFLa2cdOk9/XIOaTjrl2hFZr4qMzfpj2Np8FnS2kZbwoiAUQbAJEmSJPVBRHDi27dh87Unct9T8zjmvNvITOYvXsIH//dGHp+9kB02WoOT3r4NEY0deTJ5/Gj22mpdMuG3N61cdlZbW/LHO2ay3/ev4bkXWjpt83gns1c20gU3z2DnEy5nk2MvZucTLjdDTYNCr2qARcT7gAWZeU4P2x8ITMzMn/elcxocWlrLpMMWwJckSZK0MiaOHcUP37MDbz3lGn5/2xNcfd/TzF5QMsHWnDCa09+7A+NGN0fd4bfvsD4X3fo45970GB/dY/NeB+Xa2pI/3fUkJ192H/96Yg5Qkgracvm2600Z1x9d7hdlmObtLGhpBZYO0wSsVaam1tsi+GcCTwA9CoAB3wI2AAyADWG14Y+jzf6SJEmStJI2X3siB79yfc689uH24BfAC4taufq+Z5omyLLL5i9i0riRPPzsfDY97g8rLFhfX9x+jQljGDdqBI/PXgjAupPGccTrN2P86JF8/sI724NLNdPXn7KqX06PnXTpPcv1rzZMs1n+baTO9GUWyN7mmloVfYhb1Fr+8xtrBpgkSZKkfvDnu55abt2iJW1NFWS56NbHmb+4JAPUF6yHpZlQrW3JvEVLOO+fj3LiH+9hUZU88NwLiwGYNG4kn9zrpbzjlRu0Z7aNHjmiPVC25oQxPPvCYi65cyZX3fs0u77kxX3qa3/OLNnVcMxmG6YpddSXAFhvTAEW9naniBgN7ArsC+wGvAQYBzwNXAeckplXdLP/IcDhwDbASOBu4GfADzKzrZv99gb+B3hldb4HgP8DvpmZi3r7OoaL9iGQZoBJkiRJ6geDIchy0qX3sKTDeMUFLa188pxb+fof/sW8RUuYv7i1i72LiWNH876dNl5m3QHbTVsmOHXyX+7jO3+5l//+1c1c9NFd2GDN1XrVz/4esjh1ynhmdPHv8H//eIR3vWqDhtdokzqzyiIWVf2vycBDfdh9N+AvlGDUNOAq4LfAc8BBwF8j4stdnPdU4CxKEOtq4M+UANopwLkR0elrjohPAZcAewA3ARcDawNfBa6IiN79LzOMtA+BNANMkiRJUj+YOmV8r9Y3QlfBuCVtyVNzFzF/cSsRsPq4rvNOnpi94nyRo/bYnNdv+WJmzW/hiLNuYmFL90G1jrobstgXR75+s+XWjYiSBXfc+bfz/p/d0FSBSqmm24hFRHwsIh6oParVL65f18njwYh4jlInLCmBq95qA84Dds3M9TJz/8x8Z2ZuDbwLaAU+FxGv79Dfg4AjgJnANtV+bwO2AP4FvA04qpPX+UrgBGA+sHNmviEzDwY2pQTfdgS+1ofXMSzUAmBmgEmSJEnqD0fvtSXjOxS7Hz96JEfvtWWDerS8roJxa68+luuP25M7vrQX939tX27/4l5MW4mA3ogRwXffuR0brrkat8+YzRd/d2eP+5iZXWZr9TVINXNOGRw1dtQIApg2ZTzfOnhbTn7XdKasNpqr7n2avb5zFb++4REyO6noLzXIioZATgE2rnuelCGFG3fStqMWyvDBr/S2U5l5OXB5F9t+HRFvBD4IvAf4a93m46rlMZl5X90+T0bE4cAVwLER8f0OQyGPpdQqOzEz/16337yI+ABwH3BERHwpM2f19vUMde0BMDPAJEmSJPWD2tC8/qpbtSocvdeWywwthBKk+/S+L2PdyeN61LanAb3Jq43mB+/ZngNPu5Zf3fAo0zeYwrtevWG3+9z75Fw++9s7utzel2y62fNb+Nk1DwLwiw++hldvsuYy23fabC0++9s7+NNdT3LMebdz8e0zef2WL+aMqx9s2n9HDR8rCoCdSQkaQQkQXc7SYYhdaQPmAPdl5vyV7F9Xbq6W69dWRMT6wA7AYjqZpTIzr4yIGZQhlTsC11b7jQH2qZqd1cl+D0TEdcDOlJpkZ/ffyxgaFrc6C6QkSZKk/tWxFlaz6U2Qrj8CeltNnczX37Y1nzjnVj7/uzt5+dRJbNPJ7JDzFy/h5Mvu4ydXP8iStmTCmJEsbm1rr90MMG70iD5l0/30bw8yd9ESXrvZWssFvwDWXn0cP3rvDvzu1sf5wu/u5Kp7n+aqe59u376y9cekldFtACwzHwYerj2PiEeAJzPzylXdsRXYolo+Ubduu2p5Z2Z2lct5AyUAth1VAAzYElgNeC4z7+9mv52r/QyAdWAGmCRJkqThqDdBuv4I6B20w/rc/Ojz/PL6Rzj8lzdx0VG7sOaEMe3b/3TnTL500V3MmLWACDj0NRvyqb1eyl/veYqTLr2bGbNKzbHp60/pdV9mL2jhp38r2V8f23OLLttFBG+dPo2dNluLXU/8KwuXLDsPXa3+WF9/F72Z0bI/Z7/U4NerWSAzc+NV1I8ei4h1gcOqp+fVbdqkWj5M1x7p0Lb+50foWmf7qVLLABtrAEySJEmSVqnP7f9y7pgxh1sencVOx1/G4iVtrD1pLC+aOIY7H58LwCumTeKrB2zN9A2mAEuDb/9+ah77nHwV1z/4HDc/8jzbbbhGj8/702seZO7Ckv31mk3XWmH7tVcfx6IOwa+avtYf62xGy2POu42n5i7kgO2msfrY0YwbPYKI6PfZLzX49SoAtiIR8SLK7Itjgasz87l+Pv4o4JeU2SUvy8yL6jZPrJYvdHOIedVy9X7Yr75fh7E0KLci03vYbtBosQi+JEmSJA2IsaNGcsB2U7nl0VntAaYn5yziyTmLGDsyOG7fl/HenTZm5IhYbt/N157IB3fZlB9eeT+fv/BOLjhy507bddTT7K+Opk4Z32kR/r7O5tnZjJaLlrTx9T/czdf/cDcAo0YEE8eNYu7CJbS2LVuEf2WzzzS49SpiERE7RsTZEXFMJ9veAzwAXAycDzwSEYf0Tzfb/RDYE3iUUgC/WWwM7NbDx+TGdHHVsQaYJEmSJA2cH1/1YKfr15gwlsN23qTboNZRe2zOepPHcfuM2fzqhu4GQi31s7/1LvurprPZPEeOiD7P5tld5tiLJo5h7KgRLGlLZs1vWS741ZNjaGjrbQbYe4B3AlfXr4yIzYGfVsdrAVopdbXOjIjbMrPrqSd6KCJOpsz8OBPYMzNndmhSy9Ka0M1hatlec/thv3oPAT2tizadIRYEswaYJEmSJA2croI4T85ZuMJ9J4wdxWf2exkfPftmTrr0HvZ5xXrL1BHraPaCFn5yTe+zv2D54v8JtLYlL5o4tlfHqVlr4hiembd4ufXTpoznb8fuAZTvpy8sWsLeJ1/Fk3MWLde2r9lnGvx6G7HYpVpe1GH9f1GCX1cCawFTgN9U6z62Ev0DICK+Bfw38DQl+HVfJ80eqpYbdXOoDTq0rf+5uzlkO9uvXWaemZm79+QB3NLNeQYlA2CSJEmSNHC6CuL0NLiz39brsfPmazFrfgsnXXp3t21r2V87bdq77K+aA7abxt+O3YMHT9iPT77pJQAcc95tzFu0pFfHef6FxbS0Ll9TbPzokctklI0ZNYI1JozhuH1etlz22eiRfc8+0+DX24jFupTsrhkd1u8HJPCFzJyXmYuB2jDJ3VamgxHxDeB/gGeBN2TmXV00vblabhURXV31r+rQFuBuYAGwZkRs1sV+r+5kP1UcAilJkiRJA6ezoYUdA0HdiQi+9JatGDUi+NUNj3Lro7M6bTd7QQs/rWV/vaF32V+d+chum7H1tMnMmLWA4//wrx7v19aWfOKcW5m9YAkbrTmeqVPGEZTMr+MP3LrTml4HbDeN4w/cmml1QcGRAa/dvPdBPA0NvY1YrAnMzcz2wbQRsSbwUmAOdUMjM/NhYD6wfl87FxEnAEcDzwNvzMzbumqbmY8CNwFjgIM7OdZuVV9mAtfV7bcYuKR6emgn+20K7AQsptQ3Uwe1DDBngZQkSZKkVa8+uLOiQFBXNl97dT64yyZkwucuvKPTmlln/u0h5lTZXzv2Ifuro1EjR3DSwdswemRw1t8f4W//fqZH+/346ge4/O6nmDx+NGd/eCeuPXZPHjxhP/527B7dvub27LPj92W3l7yYhUuSL/2uq5waDXW9jVi8AEyOiPoBwrUMr+vqA2OVxZSMsV6LiK9SsshmUYJfPcm+Or5anljVJasda23gtOrpCZnZMW/yBEoG2zER8eq6/SZSapuNAE7LzFl9eClDXi0DzCGQkiRJkjQw6ocWrigQ1JWj9tyCdSaN5bbHZvPrGx5dZlup/fUA0D/ZXzUvXXcS/71HOd6nzl3xUMh/Pvwc37j0HgC+dfC2y2R09VRE8LW3vYLVxozk4tuf4E93diwpruGgtxGLu4AADqpbdxgleHRFfcMqeDQZeKK3nYqItwCfqZ7+GzgqIs7s5HFs/X6ZeS7wA8pQzdsj4qKIOB+4D3g5cAFwSsfzZeYNwLGUwv3XRsSfIuI3wP2UAN/f6/qjDlqW1IZArnj6XEmSJElSc5g4dhSf3e/lAHzj0rt5/oWlBeZr2V87brpmv2R/1fvI7pvximmTmDFrASde0nUNsudfWMxRZ99Ma1vyn6/bhDe8fJ0+n3P9NVZrHyL6uQvvYM7Clj4fS4NTbwNgv6EEwE6PiFOr4NKbgSXArzu0fW3VtrOC9SuyZt3PrwTe38Vj7447ZuYRlKGMN1GCV3tRgmgfBQ7KzE4z0jLzG8A+wF8ptcLeDDwDfBbYLTPn9+F1DAvtGWAjR66gpSRJkiSpmey/zXq8drOqIP6fSqbVnIV12V97vqTfzzl65AhOevu2jB4Z/OL6h7m2k6GQmcknz7mVx2cvZPoGU/jU3i9d6fO+b6eNmb7BFJ6cs6jbwJuGpt4GwE4DrgImAB8BDqjWf7mq+VXvXZTMsMt726lqVsXowWP3LvY/OzN3zsxJmTkhM3fIzFM7GfrYcb8/ZuYbM3ONzByfmVtl5tcyc/m5U9XOWSAlSZIkaXCqL4j/f/94hNsem7VM9tdOm62aovEvW28SR9WGQp53Gy90GAp5xtUPctndTzFp3ChOOWS7fpl0beSI4MSDtmHUiFKD7B8PPrfSx9Tg0au/oMxsAfakZF/9EDgR2D0zv1bfLiJGA+OB3wEX9U9X1aysASZJkiRJg9cW66zOB3bemEw46AfX8u0/3wvADhutsUrPe/jum7HV1Ek89vwCTvzj0oysmx55vv35Nw/elvXXWK3fzrnluqtzxO6bAXDs+bexsKVPZcs1CPU6YpGZrZn5i8w8MjOPy8yrOmnTkpnvzsy3Zea9/dNVNav2DDBrgEmSJEnSoLTZiycC0NK6dG67n17zEBfcPGOVnXP0yBF88+BtGTUi+Pl1D3Pd/c8ya36p+7WkLfngLpvwpq3W7ffzHrnH5mz24gk88PQLnHL5v/v9+GpOpuxopTkEUpIkSZIGt+93Egha0NLKSdUMjKtK/VDI9/zk70z/8p+ZMWsBG6w5nmP6oe5XZ8aOGsmJB20DwA+vvJ9/PTFnlZxHzaXPEYuImBgR74iIEyLiJ9XjhGrdxP7spJqbQyAlSZIkaXB7fNaCXq3vT+uvMY4AWtuWZp89NWcRf7j9iVV2zlduvCbv3XEjlrQlx5532zLn1tA0qrc7REQAxwHHAF0FuuZFxPHAiZnpX9EQ11IFwPqjKKEkSZIkaeBNnTKeGZ0Eu6ZOGb/Kz/3tP99Hx8DBoiVtnHTpPRyw3bRVdt5P7b0lf/nXk9z62Gy2/8qfmLNgCVOnjOfovbZcpedVY/QlYnEm8BVgdWARcC3wm+pxbbVudeBrVVsNcUtrgBkAkyRJkqTB6Oi9tmT86JHLrBs/eiRH77XlKj93o7LPVh83mv22WQ+A2QuWkMCMWQs47vzbV2ntMzVGrzLAIuJA4L1AArUMrzkd2kwCjqVkiL0nIi7IzN/2U3/VhBZZA0ySJEmSBrVaxtNJl97D47MWDGgmVCOzzy65feZy6xa0tHLiH+9e7rVfcPOMhvx+1D96OwTyw5Tg12cz8/jOGlQBsU9HxDzgq9U+BsCGsNoQSDPAJEmSJGnwOmC7aQ0J6By915Ycd/7tLGhpbV/X6OyzJ2YvZMevX8YW60zkJeuszrxFLVxw8+PtCSC1TDHAINgg0dsA2A5AK3ByD9qeDHwJeGVvO6XBxVkgJUmSJEl91YzZZwAz5yxk5pyFXH3fM51ur82SaQBscOhtAGx1YG5mzl9Rw8x8ISLmVPtoCHMWSEmSJEnSymi27LOvHfAKtttoDe59ci7/fmoeJ116T6f7D8QsmeofvQ2APQVMi4ipmfl4dw0jYhowBei2nQa/liVlvg4DYJIkSZKkwWRF2WebvGgCe20FZ//9kU4zxUaPHMFTcxey9urjBrTf6r3eBsCuAt4NfDsi3p2ZHWcqrfftanlFXzqmwaOWATbaGmCSJEmSpEGmJ9lnnWWKQfk+vN/3ruG0Q7fnVRuvuSq7qZXU24jFNylF8A8GroiIvSNitdrGiFgrIt4eETcAbwfagG/1W2/VlNprgBkAkyRJkiQNQQdsN43jD9yaaVPGE8C0KeP58lu34jWbrMnTcxfx7tOv56fXPEj3eUJqpF5lgGXmLRFxBHAasAtwMZARMRsYC9TmKA1K8OvIzLyl/7qrZlSbBWOsQyAlSZIkSUNUZ5lih7x6Q0669B5+dNUDfPn3d3HTI89z4kHbMGFsbwfcaVXr9b9IZp4eEXcAXwF2p2SRrVHfBLgc+FxmXtcfnVRza3EIpCRJkiRpGBo1cgTH7fsypm8whU+ecyu/v+0J7pk5l7e/cn1+fu3DAz6rpbrWp5BkZl4L7BkRawDbAS+uNj0N3JyZz/dT/zQItA+BNANMkiRJkjQM7bP1emyxzup85Jf/5L6n5nH8H+5u3zZj1gKOO/92AINgDbRSEYvMfD4zL8/MX1ePyw1+DT+1IvgGwCRJkiRJw9Xma0/kwiN3Zvzo5b8bL2hp5aRL72lAr1RjxEIrpbUtaW0rRf5GjYgG90aSJEmSpMaZMHYUC1vaOt32+KwFA9wb1etzVbaIeC1lpsftWXYI5E3AOdb/Gh5a6rK/IgyASZIkSZKGt6lTxjOjk2BXAp+/8A4O330z1ps8fvkdB9gFN8/gpEvvGTZ1ynodAIuIdYD/Bd5YW1W3+WXA64CPRcSfgMMy88mV7qWaVvsMkBbAlyRJkiSJo/fakuPOv50FLa3t60YGtCb8/LqH+dU/HuXdr96Aw3ffnOsfeLbHQaieBqx60u6Cm2dw7Pm3tWerDYc6Zb0KgEXEJOBqYDNK4Ota4EpgRtVkKrAbsDPwJuDKiHhVZs7ttx6rqVgAX5IkSZKkpWoBpI5BqJdPncT3LruPi29/gv+97mF+ef3DENFeVqizIFRmsmhJG7+58VG+dvG/2pNQZsxawLHn30Zm8rbt128/9wU3z1gm+FZr9++n5rLO5PHc9+Rc7n1yLv948Dmq07ar1SkzAFZ8DticMtTxnZl5RWeNImJX4BxgC+CzwDEr0Uc1sdoQyNFmgEmSJEmSBJQAVmeBpFMO2Z6jZs7le5ffx8W3PQG5bBRqQUsrnzznVr7153uYt3AJ8xYtoaU1lzsOwMKWNv7fb27ly7+/i4njRjFx7Gjuf2pe+0R19e1O+ev9Per3UK5T1tuoxUGUYasf6ir4BZCZVwEfomSJvb3PvVPTMwNMkiRJkqSe23Ld1Tn1kO3pqor2krbk0ecW8Pz8FlpakzErSDh5fn4Ljz63gH89MWe54Fe9g3dYn0/v+1J+9oFXsc6ksZ22mTql8bXJVpXeZoCtByzMzIt60Pb3wALKsEgNUYtbDYBJkiRJktRbXRXLf/HqYznnv3Zi9XGjmDhuFGNHjWTnEy7vtO3UyeO46KhdmLdoCXMXLuGwn/2DZ+YtXq7dtCnjOengbdufH7fPy5arUzZ+9EiO3mvLfnp1zae3UYungSU9aZiZCbRW+2iIqmWAOQRSkiRJkqSeO3qvLRk/euQy68aPHsln9n0ZG79oAmtNHMvYUSO7bfupvV/KWhPHstFaE3jFtMl8dr+Xd9quY2DrgO2mcfyBWzNtyniCEiA7/sCth2z9L+h9BtifgA9ExE6ZeV13DSNiJ2Ai8Ou+dk7NzwwwSZIkSZJ6r6ti+Z0FoXratrfHHMoBr456GwD7EvAW4MyI2DszH+ysUURsDPwMeKraR0NULQNsrBlgkiRJkiT1Sm+CUD1tO9wCWz3V2wDYJsBxwDeBOyLiN8AVwIxq+1RgN+CdwGLgk8CmEbFpxwNVhfI1yLWYASZJkiRJkppcbwNgV1BmgYQyw+P7qkdHAYwHftzFcbIP51YTWloDrKv5KyRJkiRJkhqrt0GoR1gaAJPaA2BmgEmSJEmSpGbVqwBYZm68ivqhQWppEfyRK2gpSZIkSZLUGKbtaKU4BFKSJEmSJDU7A2BaKbUMsLEOgZQkSZIkSU3KqIVWSnsNsJH+KUmSJEmSpOZk1EIrpaW1NgTSPyVJkiRJktScjFpopTgLpCRJkiRJanZGLbRSDIBJkiRJkqRmZ9RCK2VxawIGwCRJkiRJUvMyaqGVYhF8SZIkSZLU7IxaaKUsbm0FzACTJEmSJEnNy6iFVooZYJIkSZIkqdk1bdQiIraMiI9FxC8j4u6IaIuIjIi392DfQyLi6oiYHRHzIuLGiDgyIrp9vRGxd0T8KSKei4j5EXFHRHwmIsb23ysbWlqqGmCjDYBJkiRJkqQmNarRHejG4cDHertTRJwKHAEsBC4DWoA9gVOAPSPi7ZnZ1sl+nwJOBFqBK4Dngd2ArwL7R8SemTm/by9l6HIWSEmSJEmS1OyaOWpxB3AS8E5gc+DKFe0QEQdRgl8zgW0yc//MfBuwBfAv4G3AUZ3s90rgBGA+sHNmviEzDwY2Ba4CdgS+1h8vaqhZZABMkiRJkiQ1uaaNWmTmGZn5qcz8TWbe38PdjquWx2TmfXXHepKSUQZwbCdDIY8FAjgxM/9et9884ANAG3BEREzpw0sZ0lparQEmSZIkSZKa25CJWkTE+sAOwGLgnI7bM/NKYAawLiWjq7bfGGCf6ulZnez3AHAdMAbYt987Psg5BFKSJEmSJDW7oRS12K5a3pmZC7poc0OHtgBbAqsBz3WTadbZfgIWtxoAkyRJkiRJza2Zi+D31ibV8uFu2jzSoW39z4/Qtc72axcRhwGHdd+9dtN72G5QaM8AcwikJEmSJElqUkMpADaxWr7QTZt51XL1ftiv3saUGSOHnVoNsNEGwCRJkiRJUpMaSgGwRnqIHsxSWZkOTF5lPRlg1gCTJEmSJEnNbigFwGpZWhO6aVPL9prbD/u1y8wzgTO7714REVcwhLLFFlUBsLEGwCRJkiRJUpMaSlGLh6rlRt202aBD2/qfN+zlfsIhkJIkSZIkqfkNpajFzdVyq4gY30WbV3VoC3A3sABYMyI262K/V3eyn3AWSEmSJEmS1PyGTNQiMx8FbgLGAAd33B4RuwHrAzOB6+r2WwxcUj09tJP9NgV2AhYDF/d7xwc5a4BJkiRJkqRmN9SiFsdXyxMjYvPayohYGzitenpCZrZ12O8EIIFjIuLVdftNBH5K+T2dlpmzVlXHB6ulQyCjwT2RJEmSJEnqXNMWwY+I7VkatAJ4ebX8ekR8srYyM3es+/nciPgBcDhwe0T8BWgB9gQmARcAp3Q8V2beEBHHAicC10bE5cAsSrH6tYG/A5/ptxc3RLS1JS2tCcAYa4BJkiRJkqQm1bQBMErA6jWdrN+iu50y84iIuAY4khLAGkmp8/VT4AedZH/V9vtGRNwGfIJSK2wc8ADwPeCbmbmory9kqGqv/zVyBBFmgEmSJEmSpObUtAGwzLwC6FNUJTPPBs7uw35/BP7Yl3MORxbAlyRJkiRJg4GRC/VZyxLrf0mSJEmSpOZnAEx9ZgaYJEmSJEkaDIxcqM8WLzEAJkmSJEmSmp+RC/VZS2ttCKR/RpIkSZIkqXkZuVCfLVqydBZISZIkSZKkZmXkQn1WGwI51iGQkiRJkiSpiRm5UJ+1tCZgDTBJkiRJktTcjFyoz2oZYNYAkyRJkiRJzczIhfpscWsrYAaYJEmSJElqbkYu1GeLLYIvSZIkSZIGASMX6rPFVQ2w0WaASZIkSZKkJmbkQn3WPgukGWCSJEmSJKmJGblQn7UPgTQDTJIkSZIkNTEjF+qzllZngZQkSZIkSc3PyIX6zAwwSZIkSZI0GBi5UJ8tbjUAJkmSJEmSmp+RC/XZoloGmEMgJUmSJElSEzNyoT5rMQNMkiRJkiQNAkYu1GeLzQCTJEmSJEmDgJEL9ZlF8CVJkiRJ0mBg5EJ9VhsCOdoMMEmSJEmS1MSMXKjPzACTJEmSJEmDgZEL9dkii+BLkiRJkqRBwMiF+qylvQh+NLgnkiRJkiRJXTMApj5bbAaYJEmSJEkaBIxcqM/aa4CNHNngnkiSJEmSJHXNAJj6zCL4kiRJkiRpMDByoT5rqYZAjrYGmCRJkiRJamIGwNRni8wAkyRJkiRJg4CRC/VZrQj+WANgkiRJkiSpiRm5UJ8tHQLpn5EkSZIkSWpeRi7UZxbBlyRJkiRJg4GRC/VZewDMDDBJkiRJktTEjFyoz1paE4DRZoBJkiRJkqQmZuRCfWYGmCRJkiRJGgyMXKhPMrN9FkgDYJIkSZIkqZkZuVCfLG6fATIYMSIa3BtJkiRJkqSuGQBTn7TX/zL7S5IkSZIkNTmjF+qT9vpfFsCXJEmSJElNzuiF+sQC+JIkSZIkabAwetFBRBwSEVdHxOyImBcRN0bEkRHh76pOS3sNMH8tkiRJkiSpuRm9qBMRpwJnAa8Ergb+DLwEOAU41yDYUouqDLCxDoGUJEmSJElNzuhFJSIOAo4AZgLbZOb+mfk2YAvgX8DbgKMa2MWmYg0wSZIkSZI0WBi9WOq4anlMZt5XW5mZTwKHV0+PNQusWOwQSEmSJEmSNEgYvQAiYn1gB2AxcE7H7Zl5JTADWBfYcWB715xqNcDMAJMkSZIkSc3O6EWxXbW8MzMXdNHmhg5th7W/3v0UAP98+Hl2PuFyLrh5RoN7JEmSJEmS1DkDYMUm1fLhbto80qHtsHXBzTM44+oH25/PmLWA486/3SCYJEmSJElqSqMa3YEmMbFavtBNm3nVcvWOGyLiMOCwHp5rek871axOuvSe9hpgNQtaWjnp0ns4YLtpDeqVJEmSJElS5wyA9Y+Ngd0a3YmB8viszkeJdrVekiRJkiSpkQyAFbXsrgndtKllic3tZNtDwJU9PNd0YHIP2zalqVPGM6OTYNfUKeMb0BtJkiRJkqTuGQArHqqWG3XTZoMObdtl5pnAmT05UURcwSDPFjt6ry057vzbWdDS2r5u/OiRHL3Xlg3slSRJkiRJUucMgBU3V8utImJ8FzNBvqpD22GrVufrpEvv4fFZC5g6ZTxH77Wl9b8kSZIkSVJTMgAGZOajEXETsD1wMPDz+u0RsRuwPjATuG7ge9h8DthumgEvSZIkSZI0KIxodAeayPHV8sSI2Ly2MiLWBk6rnp6QmW3L7SlJkiRJkqSmZQZYJTPPjYgfAIcDt0fEX4AWYE9gEnABcErjeihJkiRJkqS+MABWJzOPiIhrgCMphepHAncDPwV+YPaXJEmSJEnS4GMArIPMPBs4u9H9kCRJkiRJUv+wBpgkSZIkSZKGNANgkiRJkiRJGtIMgEmSJEmSJGlIMwAmSZIkSZKkIc0AmCRJkiRJkoY0A2CSJEmSJEka0gyASZIkSZIkaUgzACZJkiRJkqQhzQCYJEmSJEmShjQDYJIkSZIkSRrSIjMb3YdhJSIeA6ZNnjyZ6dOnN7o7kiRJkiRJg94tt9zC7NmzAWZk5vodtxsAG2ARMQuY3Oh+SJIkSZIkDUGzM3NKx5WjGtCR4e5BYBNgHvDvBvelM9MpAbrZwC0N7Yk0uEzHa0fqi+l47Uh9MR2vHamvpuP1I/XFdJr72tkcmEiJuyzHANgAy8ztGt2H7kTEFcBuwC2ZuXtjeyMNHl47Ut947Uh947Uj9Z3Xj9Q3g/3asQi+JEmSJEmShjQDYJIkSZIkSRrSDIBJkiRJkiRpSDMAJkmSJEmSpCHNAJgkSZIkSZKGNANgkiRJkiRJGtIMgEmSJEmSJGlIMwAmSZIkSZKkIc0AmCRJkiRJkoa0UY3ugJrOmcAVwEMN7YU0+JyJ147UF2fitSP1xZl47Uh9dSZeP1JfnMkgvnYiMxvdB0mSJEmSJGmVcQikJEmSJEmShjQDYJIkSZIkSRrSDIBJkiRJkiRpSDMAJkmSJEmSpCHNAJgkSZIkSZKGNANgw1BERKP7IA0ltWvKa0vqHa8daeV47Ui94/uONLxFZja6D2qA6j/91wITgNHAdUBbZs5qZL+kwSoiIjv8h9rZOknL8tqR+o/XjrRivu9IK6d2vdQtR2Zm62C4jgyADUMRcRDwfmB/oI2SCfgY8BdKIOyyzHygcT2UBoeIGA+8BVgfmArcDdwIPJWZMxrZN6mZee1IfRMRo4BdgQ0oNzGfpnx+W5yZLzSyb1Iz831H6n8RsRYwOzOXdFjftIEwA2DDTES8DrgImEgJdt0JTAe2BcYCc6v1/wdckJmzG9NTqblFxKuAz1ECyfVmUq6hvwIXZebDVfumfSOQBpLXjtQ3ETEd+ATwLmBk3aaHgQsp1861mfn0wPdOal6+70j9JyI2BPYADqe8F60JXEKJK1yXmTc3sHsrZABsmImIm4G1gaMy8/y69a8H9gbeBGwNPAWcDZyemfdGxIjMbGtEn6VmFBG3ANsA/wvcDjwHvBN4KeXu4gLgauDnwO+9My8VXjtS30TEjcD2wAXAA8CzwDson9tq2fwXAb8Grs/MxY3pqdRcfN+R+kdEjAHOp8QMRlGCyOtWmxdR3pt+D5yRmfdV+zRVQNkA2DASEftRPhidnJn/r1o3qpayWKXVvxZ4e/VYC/gF8DHfCKSlIuIY4Hjgy5n5xQ7bdqEEk/enfCl5CPgB8NPMfK42Rn5geyw1B68dqW8i4jjga8AJmfnpDtveTPky/wbKTc6/A9/KzHOr7d7E1LDl+47UfyLiO8DHgLOAbwAPAtsBewKvAXahDM+/GTgN+L/MnN+Y3nbOANgwEhH/CfwIeHtmnt8h+NUemY2INYCDgU8DGwIXAx8Anm2m6K3UCBGxGnA5pX7E6zPz/ogYSfn/tHY9jaG8ARxCCSaPAo7PzK81qNtSw3ntSH0TEROBayjlK96YmQ9GxAhgRN21Mx54K/AhytCUucAnM/PHDeq21HC+70j9JyI2ogxzvBL4YGbOrL/BEhEvAV5HuZZ2B54Evg98PzPnNUsm2IhGd0ADam613LnK9mq/G1j/x5iZz2fm6cB7gfuBfYHXNsMfrNQExlM+HD2fmfcDZGZrh2Dy4sy8nBJEPglYDfhKRHyq1qYxXZcaymtH6pspwBhgZmY+CJCZbXXXzojMXJCZvwL+A/ghsDrwo4h4R9XGa0fDke87Uv/ZiXJ9XF0Fv0ZmZlt1Q4bMvJcyzPiTwLcp71vHUmIKNEsswQDY8PJvYDbwNmCzumjtMn8Htf/oM/Nq4DgggI9Vd0yk4W420AJsHRFvgPbhw0D5z73uGnqquoN4CKW+xEERsUazvAFIA8xrR+qbZyhfJLaPiK1guWunLSqZ+UhmHkEZotIK/EdETPDa0TDl+47Uf+bVL2vDg+uH2GfmkqoI/jeAkyk3Y06NiH0HuK9dMgA2jGTmjcAZwMbAHyPijdX6WiCs9gaQdc8voMwuNAoY4V0QDWfVXfYlwG+rVe+r7n6034WHZa6h2v+x51KmqX8VJSVYGla8dqS+qa6ThZRrZxylJAX1GSzV86y+zNduVv4K+CelUPEOA95xqcF835H63bPV8siI2AKWDSjXy8ynM/MrwMerVbVs5IYn1BgAG35OoYzb3Qg4MyI+HRHrQ/tdkBHVTcSR1RvCFEr68GhgondBNJzV3eE4F7gLeA/w14h4TW177S583fPah61fV/uuNtD9lhrNa0fqs9q181tgPvA/EXF2LROsw01LMrO1+uL/NGVGOyh34KVhxfcdqd/dSLk2tgQ+CsvcjOk4oqyWOHMeJXC2Y9W+4ZNKGAAbZjLzYcoQyB9SglufBU6PiPdGxOpVTYms++M8CHgR8LfMfL4hnZaaTGY+QCk0/C9K4dQzIuLjEbFu/V346j/+2gewbarlogZ0WWqY+sxhrx2pd2oBrsy8ljJB0UPAu4BvRMTBUSYuou7aqZ/xcYtqafa+hqXqevB9R1pJ1RD7FsosqbOAoyLi6oioBbZqAeVafKl2ec0AngAWRcQGDel8B84COUxVH5j+g1KUbhtKgfzbKVHdy4E1KR+cvkkZO79FZs5pTG+l5hQR2wGfAd4MLAauAM4BzsvMF+ra7QicTgk6b5xOR69hovrAVMtQGQm0VV82plNuwHjtSJ2IiKmUv/t7M3NJXSD5AOBoyt30h4HfU2brvqIaKlnb/1WUsheTgE3N4Ndw0OE9Z5kZ5/zMJvWPiNidkkzzEmAm8BPgR5n5WLW9/jrcmVJS6dbMfEMj+tuRAbBhrPow9QrgMGAv4OXVprksTZe/D/hMZp474B2UmkhEbF79ODoz/1W3fmtKpuTbKddQC/Ag8EvgOWAN4MPABsB7MvPsgey31CgRsTbwTuBPmXlPJ9tfQbluvHakOhHxYuA0yt/+/wB/r2XmV5/ddqN8dtuHkqX/GHAPcD7wCKXMxccpNzLfl5m/HNhXIDVGdaNlQ+D9lGFa12fmyXXbfd+ReqmWWRwRYzJzcbVuG8rNmIMpk7TcRbmOfgwspGRPrkm5EbM/8ObMvLgR/e/IAJhqxes2BV5NSasfRUkBvgE4u7MvLtJwERHbUj4MvYtSC+8R4CrglMy8q2qzGmVq4DdQgsnTOxzm38AZmfmNAeq21HAR8WdgT0pm8W8pGSpPdWizGvDaqt2+wNYdDuO1o2EnIn5G+QL/88w8rG79yLpA2JqUANibKdlgG3Y4zGPAzzLzCwPSaakJRMT/Az7C0uG/ADdRgll3V20msPR9Z2+WDnes8X1Hw17HDMrOtgObUL77HAq8rto0F7iGcnNmI2BtynvRB1dtj3vOAJiWU9UCm9vofkiNFhGvBP4XeBnwPOU/9UmUtPj/Az6Wmc/UtV8dmECZcWtXyhj5xZQCkI/VCkVKQ11EbEmptwLlGniech2cR8lmmd+h/QjKtfU6So2WWXjtaBiKiNcDl1GGZv1HZr4QEaOr2iu1oPHkzHyiej6JMgxla8qX+ScpWS0/AR6oHxYpDWURsRtwKTCHkolSq/21DXBMZp7Uof04yoiXHfF9R1pG9Z3mFZTJI0ZRsrkuBu4GHszMJ6t244GNKd993k+ZOfUFyme6O4FTgV83Uy1xA2DqUodCqtKwExE3ANsBn6MEwiYDrwE+AWwFfD4zv1r/5aSbY3V7J0UaSiJiI+APwPrAbyiZkesDd1TPfw/cmZktVbBsJ0rG8eJOjuW1o2EjIi6hZBEfkpl/rVu/LvBVSmbLK4DrKdnIlwC3d3aN+DlOw0lE3EbJNvlQZv6+WjcNuJIye90RwCuBzShDhp8A7unsGvF9R8NdRJwCvJsyLLjeg5T3nz8AF2fmrA77bU0ZSTYSmNkx878ZGACTpE5ExH9RZjo5KTOPqVs/GvgApfjjncD2HYNftWEqETHKO4gariLi3ZQslPdR7qwfTkmVHw9cDZxNuVv/OeA/gXdl5m+qff3irmEnIragXBOPZuZudet3BT4P7EGprTKu2rSEMtTkxMy8tGrrtaNhJyLeAfwK+DZwdDXZyvjMXBAR51ICX5dRPr/B0mvnTOBXmbm4foixNJxFxKcpN1yuo3zfeYRSM++tlFEx6wNPUW5m/m9mXtOgrvaJATBJ6iAixlDurK8H7J+Zt3cMZkXENZQaEm+p3WmUVFS1IaZQ7ro/Qvnivi5wIKWe3o6UIcW3Uq6jRzNz82pfv8BrWIqIycD9wLmZ+ZFq3XqUgvhvBr4BXATMplxLBwDbUyYsOjQzb2xAt6WGqobQ/5Ay3HGnzPx7LTO/GuZ4PWUY5M3A3ynDuXakZFI+ChzRLMW5pUaLiBdR6uDdRMmmfKBu22qUIY77V49plBua38jMP1TXIs3+GW5EozsgSU1oe8rEEDdm5u0AteBXNcMQwFnVct/aTrX/+CPi5RHxXxHRMW1YGjaqeg/fp8xYt39mPpGZp1IKFH+VcvdwN8rkErdV183qzf7BSVoVqqDx6Orp1tUXDSgTFO0HfD8zP52Z12XmXZn5VeC/KDdrtgCOHPBOSw1WDVVsA6JatXqHJu+gZKz8BTgwM4/IzA8D7wUupMz2+MWq3pGkEtiaBFyamQ9ExIgoRmTm/Mz8A/BZ4BhKVuWuwHciYrfMbBsMn+EMgEnS8taizF7yZ1gm6EVdevzVwDPAThExqkqdb6va/idl+OR2A9ttqTnU1U45nTI19heqWevIzDsz80uUYqpQpso+APgF8JFq5lVpWMniGUqGyk4svbmyNiVj5bRa29p7Umb+kzKk60ngbRGx1oB2WmqwuveaJ6rl+6pSFVFNZPRFSmD545n5cO3LfGbeSskYu49SvHudAe661KxqAax7ayuq96e26kYNmflcZv4fcDQlkLwFcFZEbDXgve0DA2CStLyngBuo7sZ3URPi7uqxLbBxXZs3UWoeXZeZlw9AX6WmVLtbCPycklW5d922aZQ0eoBjgd9Ssi5PpBRdlYarrwLzgFMjYm9KZssTLM0Oa39PiogxmfkgZdjk0/VtpGHmQsrMc++hDGu8nJL1tTFlBrq7asPrq/pgYzPz2artMteXNMwtqJYfjoiJdTf32wPOdYGwWzPzbcCPganAW6rtI5c/bPMwACZJy7uRkjb/v7B0aGO9akjkldXTfat2a1Huxq9BmW1IGrbq0uBPp9xl/3jd5iMoGZLfzMyTgf8HfBm4nTJ9vTTsVO81tZlSXwycTwkIrwe8uRqGElXbUVXh7jUpXzyaftiJtKpU2ZBvpNT7WpsyU/cNlGH4a0XEKCBr11BmLqo+s21ByUKe3aCuS83mcuAflKGN74By06X+/acuEDaq2ufMavmWWvuB7HBvGQCTpA6qVN+HM3NO9XyZLxZ1AbGrquUe1fJtwEHAz6r0emlYq75ozAK+B7wyIt4SETtShp7MAr4AkJmPZOZ3gH0z845G9VdqpCo7ZW5mfgg4nhLUqs0G+U5gl9oXj7pJWd5PyXK5JDNnDnCXpaaRmddn5mspE6tsm5lvpAwP3gGYXH22S6CWnXIIpQbYhZn5eEM6LTWR6jPbs8DPKDN2nxER342IabXrpz4poPY+lJnXUQrnt0XEWrVAWbNyFkhJ6qOImEqZRnsRJe3+u5QPWutlpncTpUo15PGflHpgT1K+zP9XZv64uoM4KAqnSgMlIiYC/wEcCryqWt0KnEy5Qw+wJfA1SjD5pbWbNpKKiHgrZYj9VcDxmXlptX5PymRGY4GNvHakZUXEf1PeXyYAf6QExX6XmYuq7e2f3SJiB+BPwM2Z+YZG9bmnDIBJ0kqIiHMp09H/iVL/65jMPKmxvZKaT0R8AqhdG7dl5vQGdkdqetVd9K0pN1j2oNTSg1KjZXz18x3A5zPzggHvoNTkqmGOFwA7U26+PEipFfZKyhf7D2fmmY3qn9RsarXyqvefQynlK7YHZlK+65yTmRd32OdHlAnA3puZZw1wl3vNAJgk9UGVJpwR8VHK8C6A+zJzy0b2S2pWETEO+AbwUWD3zLyqqmO0ZAW7SsNadad9E0om2LuArB7/AH6VmQ80sHtSU6tmFj6OUtNo3Wr1v4HvZOYPGtYxqclFxFhK8PgdwP6UepMAt1ICy+sCL6NcW3/MzH07OUzTMQAmSSshIranDEeZBOxTS6+X1LmIWCczn6wFkRvdH2mwiYjVqhlWJfVAREwCtgFeTil4f21mPtrYXkmNFRGrAS2Z2bKCdutQAmG7A2+l1M6rmUuZNOzbmfnQqulp/zIAJkkroZrq90hK3a/jGt0fabAwACatnNpQlUb3Q5I0+ETE6ZSZUy/NzBmdbF/mc1pETADGAG8AJgPzgX9n5j8GqMv9wgCYJK2kapz8SIdySZIkSWpmEXE4cCowD/gd8HPghsx8vpO2Q+qGpQEwSZIkSZKkIS4ixgA3Aq+gTA6xDvAE8AvgHOCuzFzQxb5R+5ESS2pd9T3uXyMa3QFJkiRJkiStcm8ANgeupcxk/wtKLeNPAWcA/xkRm1dlXtpFxMgqE2xMZrYNxuAXGACTJEmSJEka0qpZhbcGxlFqf12Xme8H3gdcBmwLfBf4PnBQRNRmTiUzW6uZIS+MiO8MeOf7yahGd0CSJEmSJEmrVFaPfwF3ta/M/G1E/AX4APAhYC/KzI+/iYizgFuq+mDvBt4ETBvojvcXa4BJkiRJkiQNcRExGtgRuC0zZ1dDHbM2q3BEbAYcDhxKqQ/2CHA68A/gO8BWwDaZeUcj+r+yDIBJkiRJkiQNUxExghIIy+r5LsBHgbdQhkw+AmwInJ6ZH2lYR1eSATBJkiRJkqRhLiJG1GWDjQL2AT4P7AAsANbLzDkN7OJKsQi+JEmSJEnSMFcf/MrMJZl5EXB/tfnTgzn4BWaASZIkSZIkqVLLBIuIg4Czgfsz8+WN7tfKMgNMkiRJkiRJQMkEqwrmfxAYDfxPg7vUL0Y1ugOSJEmSJElqKm3AqcB1mfnHRnemPzgEUpIkSZIkScuJiMghEjgyACZJkiRJkqQhzRpgkiRJkiRJGtIMgEmSJEmSJGlIMwAmSZIkSZKkIc0AmCRJkiRJkoY0A2CSJGmVioiHIiIjYvdG90VDR0RsXP1d9euMThFxWHXcK/qw7+7Vvg/1Z58kSdLKG9XoDkiSJKkxImIK8HGAzPxiI/siSZK0KhkAkyRJGr6mAF+ofv5i47rRJy3APY3uhCRJGhwMgEmSJGnQycwZwEsb3Q9JkjQ4WANMkiRJkiRJQ5oBMEmS1DARsUZEXFcVDr81Itbpxb5frPY7s3r+/oj4e0TMjYg5EfHXiHjjCo4xJiI+GhFXR8RzEbEoIh6OiJ9GxMu62GdsRBwcET+v+vxMRCys9jsrInbo5nztEwJExLSIOC0iHqjOe0uHthMj4tMRcUNEzK7OcV9EfC8iNuji+COqIu5/jYhnI6IlIp6OiDur17R3XdsrgAfrnmeHxxe7+93V7bdMMfqIeEVE/CoiZlZ9vjsiPhcRY1ZwnF2q/R6rfh/PRsRfIuLdERErOm8Xx9y/+l3Mrv4mro+I99def7X/YSvo15urY8yKiHnVMd7dw99Nbd/nq32vi4hDVrDPiIj4YERcWf1NLoyIByPi9IjYvIt9lim+HxH7RMQlEfFURLRFxMd70l9JkoYyh0BKkqSGiIh1gT8BWwPXA/tm5vN9PNYZwAeBVuAFYBKwO7BrRLwjM8/rZJ/1gEuAbatVbdW+GwIfAN4dEYdm5vkddn0j8Jvq5wRmVcsNgUOAd0TEf2TmL7rp8kuAc4AXAfMp9azq+/ayqm8bVauWAIuAzYGjgPdExJsz828djvuLqg81s6vfxYuAl1ePP1bbngOeqbYBPNnhWPO66X+nIuJNwAXA+Orco4EtgS8DOwAHdLHficCn6lbNAdYA9qweb6n+Ldp60ZfPAl+pnmbVn1cBr4mI6T08xueqvrcBc4EJwGuAsyNincz8bjf7fhz4Tt25xwM7AjtGxGsz86Od7LMa8FvgTdWqFsrfx8bAfwLvjYh3ZeaF3Zz3E8A3687b49+ZJElDmRlgkiRpwEXERsDVlODXZcAb+hr8At4KHAocDkzKzMnApsBVlM8634+IZW76RcRo4EJK8Osy4LXAuMycBEwFvguMA34REZt1ON884HvArsDEzFwzM8dTglXfpdxgPD0iNuymz98CngB2zswJmTkReHvVt8nAH6rjnVP1cVzVZjPgbEpw6LwoszjWXtOulOBXK/D/qt/FlOp1TAUOA66ptc/MAykBodrzdTs8vtlN/7vya+AiYJPq3JOA4yjBmLdGxL4dd4iIj1GCX08CHwamVP+GE4B3ATOr5TE97URE7MHS4NfPgHUzcw1gTeCrlJkvp6/gMNMpEwR8Dlirej3rAudW24+PiDW72PfFwDeAnwPrVed+EeXfHeDILjLBvk0Jfi0CPgKsXp13S+AKyr/l2RHxki7Ouw5wInBa3Xkn1vVZkqThKzN9+PDhw4cPHz5W2QN4iBIA2b16/lLg0WrdBcDYPh73i9UxEji0k+1TKYGEBHbtsO1D1fqrgNFdHP+HVZtTetmvn1T7faGb38XzwDpd7P/Vqs3Z3ZzjkqrNJ+vWfapad0kv+rpx7Xe4Ev++7cegZPRFJ20uqrb/tMP6KZTMqgXAtl0cfydKFtNzwJie9B24stp2aRf9Oa2uz4d12HZY3bbPdLLveOCpavv7OmzbvQe/izOr7ffVb69eT2u17b862W814N/V9p93c94u/258+PDhw4eP4fwwA0ySJA2YiNiekvm1PnAW8PbMXLSSh32EkhW1jMx8HPhH9fQVHTa/v1qenJktdO6satltHbFOXFQtd+6mzc8zs+OQw459+1YX22Hp663v25xquXZENOoz3gmZ2VlNrguqZcd/h4MoGUp/ycxbOztgZl5HqVW2BmUYZbci4kWU7DyAb3TRnxNXdBxgISWjr2N/FlACa7D866l3fBfn/lq13Jylw28B3kbJWJwJnNHJeedTssoADoyIkV2c96Ru+iRJ0rBlDTBJkjRQXgd8kjIs7gfAkV0ECHrrxm6OM6NarlFbUQ2HfHX19EcRcWoX+9YCDMsVnK+Gvh0J7EMZnja5rn3N1G76fF1nK6vi9utXT//QTYH3WkH5+r5dBiwGtgeuiIjTgcurQOBAuaGL9cv9O1ReWy33iIiZ3Ry3NtRwA7r43dWZXi3bgGs7a5CZD0fEI5S6bV25KzNf6GJbV6+npgXoWJ+tdu77IuIJYD3Kv9Ut1abtq+XVmdnaxXEvr5YTKH93d3XYvgDoNJAoSdJwZwBMkiQNlC9Xy8sz84iuGlVBoK4CKQdmZsegxtxuzrmwWo6uW7cmSwNIa3Wzb834Dv17OSUQUT9jZW0YX1bHXoMSpOjK012sX6/u57V70LfVaj9UgZXDgVMowcbXVf19iFL4/vTMvLkHx+yzzOzq36KzfwdY+npXo+61dKMnbWpF/WdX2VpdeZzuA2C9/buq90xmLu5m/xmU1/7iunUvrtvWlcc6aV/v2ezFRAGSJA0nDoGUJEkD5dfVco8qUNOVkZTgUmePMd3s11P1n3+2y8xY0aPD/j+r+nITsDelUPmkzFwnM9cFDq7addyvXlcZPvV9W6MHfdu4fufM/CmwCaXI+4XAs5TaUh8B/hkRn+6mT41Qe70n9+TfITPPbGRnB8i4ldi3q78rSZKGPQNgkiRpoPwQ+J/q51Mj4j86a5SZD3UTALmiH/rxLEsDBd1lAC2nmtnx1dX+b8nMSzNzXodm6yy/Z4/V1wXrVd9qMvPJzDw5Mw+gZAm9GvgtJSD3lYjYZiX6199qr7dPr7ULz1TLyRExvpt263WzbWW9KCK6C9bWhsfWZwLWfu7ud7F+3c9dZRFKkqROGACTJEkDJjO/AxxLCcb8OCLe04A+tAA3Vk/36eXutQDE05nZ1VC1N/SpY0BmPsjSoFBv+9bZ8TIzb6BkpT1G+ey3S12T9uFyEdFdxtqqUqvntfsKglW9cUu1HMHSGmPLqAKZG/XT+TozmjJ7ZWfn3pylAbCb6jbVfn5NRHQ11HOPavkCcM/KdlKSpOHEAJgkSRpQmXki8AXK55AzI+IdDejGmdXysIjYtruGEVFf6Hx2tVwnIpar0RURWwOH9FPfPhkR07rpV0TElLrnXWYcVUXVa7Ndjq3bNKfu5ykMvHMowZw1gM9317DDv0OXMvMZykyjUCZd6MzRPe3gSjiui6DicdXyvsy8pW79+ZSA5FrAhzvuVAXFav0+v5tC+ZIkqRMGwCRJ0oDLzC8DX6PU+zorIg4Y4C78BLieUm/p8oj4z4iYVNsYEetGxKERcSXwsbr9/kXJpArg11U2DxExOiIOBP4MdBwS2VsnAA9QirlfGxHvqM+OiogNI+LDlIyhA+r2+3pEnBsRB1SzVNbarxMR36PUBsuqjwBk5ixKMXiAD6xkv3stM59laUDo2Ij4cUS8pLY9IsZHxOsi4gd0MaNjF2oTLuwdEWfUgpURMSkivkSZwXN2l3uvvPnAnsBP6s49JSJOBGpDf79Yv0NmPgycXj09ISI+HBFjq31fAlwMbF4d+6ursO+SJA1JBsAkSVJDZOZngW9SZqX+dUTsN4DnbgHeCvyNMivk6cDzEfFsRMwDngB+CexKCRrV9msD/puSqbM7cF9EzKEEvc4DFlEK0K9M32YBe1GCbRtSJg+YGxHPRMR84GHgR8D0+r5Rfo8HUep9PRsRs6u+zQSOqtp8NjPv6HDKM6rltyJiXkQ8VD1W6nX0VGZ+H/gc5bV8CLin6sdzlN/rVZQi/j0uDp+Zf2FpgOmDwMzqeM9RMs2+BdxabV/UDy+jo6cp2VofqDv3s8Cnqu2nZubZnez3CUqAcizl33huRDxPGe64e9XXQzLz3lXQZ0mShjQDYJIkqWEy82jgZMrsjudFxJsG8NxPAbsBhwJ/oAQtVq823w38HHgHJSOrfr/fUmox/RmYS6n39DAlmLcdJUNsZfv27+pYRwB/BZ4HJgNLgNsoAbv9KEG6mu9QgnMXAvdSstTGAo9Sgmi7ZubXOzndl4FjquMGpTbWRgzgkMjM/CqwLeV13Uf5jDqBEoi8lBI4el0vj/klSpDzKsowy1HADcB7qr+7yVXTWSv/Cjo9/3eBtwBXUl7PQkrW4Xsy86Nd7DOfUvvtQ5RhnPOB1Sh/X2cAW2fmhauiv5IkDXWRmStuJUmSJA0RETGBkpE1FtgkMx9qbI8kSdKqZgaYJEmShpv/pgS/7jP4JUnS8DCq0R2QJEmS+ltEfJsyrPOSzHyyWrcuZVjpp6tm32pQ9yRJ0gBzCKQkSZKGnIi4Bti5erqwekypa/IL4P3ph2FJkoYFA2CSJEkaciJiH8okBq8B1gUmUiYTuBH4aWae18DuSZKkAWYATJIkSZIkSUOaRfAlSZIkSZI0pBkAkyRJkiRJ0pBmAEySJEmSJElDmgEwSZIkSZIkDWkGwCRJkiRJkjSkGQCTJEmSJEnSkPb/AbXUjAYy4+vDAAAAAElFTkSuQmCC\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "x, y = zip(*noise_type2)\n",
- "\n",
- "# Creating figure and axis objects using subplots()\n",
- "fig, ax = plt.subplots(figsize=[20, 8])\n",
- "ax.plot(x, y, marker='.', linewidth=2, label='Noise detection')\n",
- "plt.xticks(rotation=60)\n",
- "ax.set_xlabel('k-nearest neighbor')\n",
- "ax.set_ylabel('post-identified noise')\n",
- "plt.legend()\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "id": "d5e1c0bd",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-02-01T21:46:30.546943Z",
- "iopub.status.busy": "2022-02-01T21:46:30.546248Z",
- "iopub.status.idle": "2022-02-01T21:46:30.778514Z",
- "shell.execute_reply": "2022-02-01T21:46:30.779022Z"
- },
- "id": "mfgJkB-ocQI2",
- "outputId": "65212151-d3d3-4704-e22c-5418878f52e6",
- "papermill": {
- "duration": 0.271581,
- "end_time": "2022-02-01T21:46:30.779211",
- "exception": false,
- "start_time": "2022-02-01T21:46:30.507630",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Creating figure and axis objects using subplots()\n",
- "fig, ax = plt.subplots(figsize=[20, 8])\n",
- "\n",
- "x, y = zip(*detected_clusers)\n",
- "ax.plot(x, y, marker='.', linewidth=2, label='detected clusters')\n",
- "\n",
- "x, y = zip(*noise_type1)\n",
- "ax.plot(x, y, marker='.', linewidth=2, label='pre-identified noise')\n",
- "\n",
- "x, y = zip(*noise_type2)\n",
- "ax.plot(x, y, marker='.', linewidth=2, label='post-identified noise')\n",
- "\n",
- "\n",
- "plt.xticks(rotation=60)\n",
- "ax.set_xlabel('k-nearest neighbor')\n",
- "ax.set_ylabel('pre-identified noise')\n",
- "plt.legend()\n",
- "plt.show()"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.7.12"
- },
- "papermill": {
- "default_parameters": {},
- "duration": 1292.813264,
- "end_time": "2022-02-01T21:46:33.427740",
- "environment_variables": {},
- "exception": null,
- "input_path": "__notebook__.ipynb",
- "output_path": "__notebook__.ipynb",
- "parameters": {},
- "start_time": "2022-02-01T21:25:00.614476",
- "version": "2.3.3"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
+{"cells":[{"source":"
","metadata":{},"cell_type":"markdown"},{"cell_type":"code","execution_count":1,"id":"4fe5f05b","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:15:45.840687Z","iopub.status.busy":"2023-04-30T01:15:45.838953Z","iopub.status.idle":"2023-04-30T01:15:45.850365Z","shell.execute_reply":"2023-04-30T01:15:45.851094Z"},"id":"FZgP6jwmzFtZ","papermill":{"duration":0.024276,"end_time":"2023-04-30T01:15:45.851468","exception":false,"start_time":"2023-04-30T01:15:45.827192","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","import matplotlib.pyplot as plt\n","import time\n","import os.path\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"code","execution_count":2,"id":"166317df","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:15:45.872191Z","iopub.status.busy":"2023-04-30T01:15:45.871355Z","iopub.status.idle":"2023-04-30T01:16:00.285682Z","shell.execute_reply":"2023-04-30T01:16:00.284589Z"},"id":"TIiMsyouzFth","papermill":{"duration":14.426654,"end_time":"2023-04-30T01:16:00.285861","exception":false,"start_time":"2023-04-30T01:15:45.859207","status":"completed"},"scrolled":true,"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting denmune\r\n"," Downloading denmune-1.12-py3-none-any.whl (19 kB)\r\n","Collecting treelib>=1.6.1\r\n"," Downloading treelib-1.6.4-py3-none-any.whl (18 kB)\r\n","Collecting ngt>=1.11.6\r\n"," Downloading ngt-2.0.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (9.2 MB)\r\n"," |████████████████████████████████| 9.2 MB 5.8 MB/s \r\n","\u001b[?25hRequirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n","Requirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.20.3)\r\n","Requirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n","Collecting anytree>=2.8.0\r\n"," Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n"," |████████████████████████████████| 41 kB 401 kB/s \r\n","\u001b[?25hRequirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n","Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.5)\r\n","Requirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n","Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n","Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n","Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n","Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n","Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.4)\r\n","Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n","Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n","Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.9.0)\r\n","Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n","Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n","Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n","Installing collected packages: treelib, ngt, anytree, denmune\r\n","Successfully installed anytree-2.8.0 denmune-1.12 ngt-2.0.4 treelib-1.6.4\r\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"]}],"source":["# install DenMune clustering algorithm using pip command from the offecial Python repository, PyPi\n","# from https://pypi.org/project/denmune/\n","!pip install denmune\n","\n","# then import it\n","from denmune import DenMune"]},{"cell_type":"code","execution_count":3,"id":"6a965971","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:16:00.319127Z","iopub.status.busy":"2023-04-30T01:16:00.318317Z","iopub.status.idle":"2023-04-30T01:16:05.963504Z","shell.execute_reply":"2023-04-30T01:16:05.962291Z"},"id":"ezFJy4kJSCH-","outputId":"5cdc60a7-ff89-4a50-a971-dbac7dfb4ce1","papermill":{"duration":5.662514,"end_time":"2023-04-30T01:16:05.963711","exception":false,"start_time":"2023-04-30T01:16:00.301197","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Cloning into 'datasets'...\r\n","remote: Enumerating objects: 68, done.\u001b[K\r\n","remote: Counting objects: 100% (68/68), done.\u001b[K\r\n","remote: Compressing objects: 100% (56/56), done.\u001b[K\r\n","remote: Total 68 (delta 12), reused 63 (delta 10), pack-reused 0\u001b[K\r\n","Unpacking objects: 100% (68/68), 20.59 MiB | 6.03 MiB/s, done.\r\n"]}],"source":["# clone datasets from our repository datasets\n","if not os.path.exists('datasets'):\n"," !git clone https://github.com/egy1st/datasets"]},{"cell_type":"code","execution_count":4,"id":"0a03f9e5","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:16:06.015794Z","iopub.status.busy":"2023-04-30T01:16:06.014906Z","iopub.status.idle":"2023-04-30T01:38:13.579593Z","shell.execute_reply":"2023-04-30T01:38:13.578817Z"},"id":"CiMDjLQJzFtj","outputId":"9ecf7d40-83a7-4b72-f25f-6d84badba29b","papermill":{"duration":1327.599459,"end_time":"2023-04-30T01:38:13.579773","exception":false,"start_time":"2023-04-30T01:16:05.980314","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["knn: 99 :: we detected 8 clusters: :: pre-noise: 0 post_noise 148\n"]}],"source":["data_path = 'datasets/denmune/chameleon/' \n","chameleon_dataset = \"t7.10k\" #[\"t4.8k\", \"t5.8k\", \"t7.10k\", \"t8.8k\"]\n","\n","# train file\n","detected_clusers = []\n","noise_type1 = []\n","noise_type2 = []\n","\n","data_file = data_path + chameleon_dataset + '.csv'\n","X_train = pd.read_csv(data_file, sep=',', header=None)\n","\n","from IPython.display import clear_output\n","for knn in range (1, 100, 1):\n"," print (\"knn\", knn )\n"," clear_output(wait=True)\n"," dm = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False )\n"," labels, validity = dm.fit_predict(show_analyzer=False)\n"," n_clusters = dm.analyzer['n_clusters']['detected']\n"," pre_noise = dm.analyzer['n_points']['noise']['type-1']\n"," post_noise = dm.analyzer['n_points']['noise']['type-2']\n"," detected_clusers.append([knn, n_clusters ])\n"," noise_type1.append([knn, pre_noise ])\n"," noise_type2.append([knn, post_noise ])\n"," \n"," print('knn:',knn , ' :: we detected', n_clusters, 'clusters:' , ' :: pre-noise:', pre_noise, 'post_noise', post_noise)\n"," time.sleep(0.2)\n"," "]},{"cell_type":"code","execution_count":5,"id":"4fe67ab7","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:38:13.639323Z","iopub.status.busy":"2023-04-30T01:38:13.633652Z","iopub.status.idle":"2023-04-30T01:38:13.930472Z","shell.execute_reply":"2023-04-30T01:38:13.931032Z"},"id":"h5E971-oTzag","outputId":"1bc37681-b07c-482f-a081-e3cfbe5f96b9","papermill":{"duration":0.332848,"end_time":"2023-04-30T01:38:13.93122","exception":false,"start_time":"2023-04-30T01:38:13.598372","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["x, y = zip(*detected_clusers)\n","f1 = plt.figure(1)\n","# Creating figure and axis objects using subplots()\n","fig, ax = plt.subplots(figsize=[20, 8])\n","ax.plot(x, y, marker='.', linewidth=2, label='evolution of detected clusters')\n","plt.xticks(rotation=60)\n","ax.set_xlabel('k-nearest neighbor')\n","ax.set_ylabel('number of detected clusters')\n","plt.legend()\n","plt.show()"]},{"cell_type":"code","execution_count":6,"id":"f8056bf6","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:38:14.004571Z","iopub.status.busy":"2023-04-30T01:38:14.002641Z","iopub.status.idle":"2023-04-30T01:38:14.278596Z","shell.execute_reply":"2023-04-30T01:38:14.277951Z"},"id":"Aj3EF_5RU-ku","outputId":"c1b0c7c9-4412-416c-8148-91627884e5fb","papermill":{"duration":0.325371,"end_time":"2023-04-30T01:38:14.278778","exception":false,"start_time":"2023-04-30T01:38:13.953407","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABM4AAAIbCAYAAAATqtLzAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAACHC0lEQVR4nOzdeZhcVZ3/8fc36U66Q0gCIiAJm8CgLBpWUQaCgOICCrKIjgoqowMuODpsOuCKIMzoICDoTxYZQdlBRQRZEtlkWBVZlH0JBJGQELKQpb+/P+6tptKp7nR1Ol3V3e/X8/Rzu+49p+6pJkUnnzrnfCMzkSRJkiRJkrS0EY0egCRJkiRJktSMDM4kSZIkSZKkGgzOJEmSJEmSpBoMziRJkiRJkqQaDM4kSZIkSZKkGloaPQD1TkTcA2wIvAI80uDhSJIkSZIkDQUbA2OBxzNzq64XIzMHfkiqW0TMAsY3ehySJEmSJElD0OzMnND1pDPOBo9XgPHjx49n8uTJjR6LJEmSJEnSoHfvvfcye/ZsKHKXZRicDR6PABMnT57M1KlTGz0WSZIkSZKkQW+XXXZh2rRp0M22WBYHkCRJkiRJkmowOJMkSZIkSZJqGDTBWUR8NyKy/PqPHtp9NCJuiojZEfFKRNwZEZ+LiB5fa0S8JyKujYiZETEvIv4SEV+LiNHL6fe2iLg8Iv4eEQsi4uGIOCki3MhfkiRJkiRpEBsUwVlEbAccCfRYAjQiTgfOB7YFbgJ+D/wTcBpwSXfhWUQcCVwN7ArcDVwFrAl8B5gaEWO66fcR4BZgb+BvwJXAKOAI4M6IWLOe1ylJkiRJkqTm0fTBWTnj62fA8xTBVHft9gUOA2YAb8nMPTNzH2AT4EFgH+ALNfptC5wIzAN2zMzdM3N/4I3AH4AdgONr9JsEnAUEsHdm/nNmfhjYCLgQ2Bj4cV9ftyRJkiRJkhqr6YMz4FvAm4F/A2b30O6Y8nhUZj5cOZmZzwOHlg+PrjHr7GiK8Ot7mXl7Vb9XgE8CHcBhETGhS78vAe3AzzLzyqp+i4HPAC8De0fEZr14jZIkSZIkSWoyTR2cRcTbgK8AF2Tmr3toNwnYBlgIXNz1emZOA6YDa1PMIKv0GwW8t3x4fo1+jwG3USy/fF+Xy3v30O9l4Ndd2kmSJEmSJGkQaWn0ALoTEW0USzRnAocvp/lW5fH+zJzfTZs7gIll21vLc5sCY4CZmfloD/12LPtdUI5tHMWSzMr17vr9S9XYJEmSJEkN1tHRwcyZM5kzZw6vvvoqmT1upS1pkIgIRo8ezaqrrsrqq6/OiBH9M1esaYMzin3FNgUOzMx/LKfthuXxyR7aPNWlbfX3T9G9Wv02KI+zytllve0nSZIkSWqQjo4Onn76aebNm9fooUjqZ5nJggULWLBgAXPnzmXdddftl/CsKYOziHgHxR5iV2Tmhb3oMrY8zu2hzSvlcdUG9ltKRBwMHNzDc1Sb3Mt2kiRJkqQaZs6cybx582hpaWHttddmlVVW6bdZKZIaq6Ojg7lz5zJjxgzmzZvHzJkzWWONNVb4eZsuOIuIduBcis31D2vsaFa6DYApjR6EJEmSJA0Hc+bMAWDttddm1VW7neMgaRAaMWJE5/v6mWeeYc6cOUMzOAO+C2wCfCozn+tln8rsrlV6aFOZJTangf26egKY1sP1apOB8b1sK0mSJEnq4tVXXwVglVV6+qecpMGs8v6uvN9XVDMGZ/sAHcBBEXFQl2tvKo+HRsSewCOZeQhFAAWwfg/Pu255fKLqXOX79ersV9lLbUJEjOtmn7Na/ZaSmedSzK5broiYirPTJEmSJKnPKoUAXJ4pDV0RAdBvhT+aMTgDGEHPIdEby68J5eN7yuPmEdHeTWXN7bq0BXgImA+sHhEbdVNZc/uu/TJzdkQ8SlFZczvg+t70kyRJkiRJ0spTCc76S9PF7Jm5QWZGrS/gZ2WzI8pzk8s+TwN3A6OA/bs+Z0RMASYBM4Dbqu61ELi6fPgvNfq9EXg7sBC4qsvlK3voNw7Yq3x4+fJf9fBxxT3T2fHEG9jw6KvY8cQbuOKe6Y0ekiRJkiRJUk1NF5ytgBPK4/ciYuPKyYhYE/hR+fDEzOzo0u9EIIGjImL7qn5jgbMpfkY/ysxZXfr9D8VstYMi4gNV/VqAHwPjKKqCPrCCr2vIuOKe6Rx92Z+ZPms+CUyfNZ9jLrvP8EySJEmSJDWlIROcZeYlwBnA2sB9EfHriLgMeBjYDLgCOK1GvzuAo4ExwK0RcW1EXAQ8SrFc9HbgazX6PQ18miJ0uyIi/hARvwQeAQ4sj5/t79c5mJ18zV9ZsGjp3HL+oiWcfM1fGzQiSZIkSZKk7g2Z4AwgMw+jWDp5N0XotQdFgPV5YN/MXNJNv5OA9wI3UuxZthfwD+A/gSmZOa+bfr8AdgR+BbyZorDBYuBkYNvM/Hu/vbgh4NlZtbae6/68JEmSJGlgbbDBBkQEEcFvfvObbtttscUWRARTp07tl/tW7jnYVH5eTzzxRKOHMqDOPfdcIoKDDz640UNZ6QZVcJaZB5d7m/1XD20uyMwdM3NcZq6Smdtk5uk1lmh27fe7zHxXZq6Wme2ZuXlmHp+ZPdYvzczbM3PvzHx9Zo7OzI0z88jMnN3X1zlUrTOhva7zkiRJkqTG+epXv0pHR4//lFY/mjp1KhHBLrvs0uihDNogc2UYVMGZBrcj9tiUtpal/8i1t47kiD02bdCIJEmSJEm1jBkzhvvuu4/zzz9/QO734IMP8uCDDw7IvbTi9tlnHx588EFOOOGE5Tce5AzONGD23moi3/jAZp2PJ05o54QPbcneW01s4KgkSZIkSV198YtfBODrX/86CxcuXOn3e9Ob3sSb3vSmlX4f9Y/x48fzpje9iTe84Q2NHspKZ3CmAbXvNusCMCLg5qPeaWgmSZIkSU1o3333Zfvtt+fxxx/nzDPPrKvvokWLOO2003jb297GuHHjaG9v581vfjNHH300L774Ys0+3S0NfPbZZ/n85z/PxhtvTFtbG2PGjGG99dbjPe95Dz/5yU9qPteDDz7Ipz/9aTbccEPa2tpYbbXV2H333fnVr35V1+uoePLJJ/nEJz7BWmutRXt7O5ttthknnXQSS5bU3Ea906JFizjzzDPZaaedWG211Whra2OTTTbhy1/+Mi+88MJSbXfZZRfe+c53AjBt2rTOn0etpZuZyS9/+Uve/e53s8YaazB69GjWW289/vVf/7XHvdaefvppvvzlL7PZZpuxyiqrMG7cON785jdz2GGH8Ze//AWAb3zjG0v9d6geR/X55e1xduutt7Lvvvuy9tprM2rUKNZee232228//vjHP9Zsv8suu3TumXfXXXfxgQ98gNe97nW0tbXx1re+lbPOOqvb17WytTTszhqWWkeOoHVksGhJsnBJB6NbRjZ6SJIkSZK00lxxz3ROvuavPDtrPutMaOeIPTYdNBMITjjhBHbbbTeOP/54PvWpTzF27Njl9lmwYAHvfe97mTp1KmPGjOGd73wnY8aM4aabbuJ73/sev/zlL7nhhht44xvfuNzneu6559hmm22YMWMG66+/Pu95z3sYPXo006dP549//CNPPPEEn/nMZ5bq88tf/pKDDjqIhQsXsvnmm7PnnnvywgsvcNNNN3H99ddz7LHH8q1vfavXP4MHHniAKVOm8I9//IN1112XD37wg7z00ksce+yx3H777d32e/nll3n/+9/PzTffzPjx49lmm22YMGECd999Nz/4wQ+49NJLmTZtGhtssAEA73nPe2hra+Oaa65hrbXW4j3veU/nc1XPxFu0aBEHHnggl112Ge3t7Wy77bastdZa/OUvf+GnP/0pl156Kddeey3bbrvtUuO59tpr2X///Xn55ZdZZ5112GOPPRgxYgSPPfYYP/7xj1lzzTXZYostmDx5MgcddBA/+9nPADjooIN6/bOqOOOMM/j85z9PR0cH2223HbvuuiuPPPIIl156KZdffjlnnnkm//qv/1qz7+9+9zu+//3vs+mmm/Lud7+bp556iltvvZVDDjmEWbNm8ZWvfKXu8aywzPRrEHwBU4GcMmVKDnZbHPe7XP+o3+SseQsbPRRJkiRJw8gDDzyQDzzwwIDd7/K7n8k3/efVuf5Rv+n8etN/Xp2X3/3MgI2hXuuvv34Ceccdd2Rm5rvf/e4E8hvf+MZS7TbffPME8sYbb1zq/BFHHJFAvulNb8pnnnntdc6bNy/33XffBHKHHXZY5r5AFhHFa775zW8mkJ/97Gezo6NjqWsLFizIadOmLXXuT3/6U44aNSrHjh2bv/3tb5e69pe//CXXXXfdBPKGG27o3Q8jM7feeusE8uMf/3i++uqrSz3f61//+s5xP/7440v1+/CHP5xA7rfffjlz5szO84sXL84jjzwya/37/sYbb6x5vtpRRx2VQO6888759NNPL3Xt1FNPTSA32mijXLRoUef5J598MlddddUE8tvf/vZS1yrX77zzzqXO1frvUe2cc85JIA866KClzt97773Z0tKSI0aMyIsuumipa7/4xS9yxIgR2dramvfdd99S16ZMmdJ5z7POOmupa//7v/+bQI4bNy7nzp3b7Ziq1fNer7r31KyRxzjjTAOubdRI5ry6mAWLljC+vbXRw5EkSZIkADY4+qqVfo/5i5bwpQvv5UsX3ttvz/nEie/vt+fq6oQTTuD3v/89//3f/81hhx3G61//+m7bzp8/nzPOOAOAH/7wh0yc+NrMuvb2ds4880yuueYa/vjHP3LLLbew44479njv559/HihmY3Vdxjl69Gh23nnnpc4df/zxLFy4kP/5n//hve9971LXNt98c77//e+z//77c9ppp3Uui+zJTTfdxN1338348eM59dRTGTVq1FLPd+yxx3buBVftgQce4MILL2T99dfnvPPOo729vfPayJEjOeGEE7j66quZNm0a9913H1tuueVyxwIwc+ZMfvjDHzJ27Fguvvhi1lxzzaWuf/7zn+d3v/sdV111FVdffTV77bUXAN///veZM2cOH/7wh/nP//zPZZ53vfXWY7311uvVGJbnhz/8IYsXL+ajH/0o+++//1LXDjzwQK644gouvPBCTjnlFP7f//t/y/Tfd999+dSnPrXUuY997GN897vf5cEHH+TOO+9c5r/7yuYeZxpw7a3F8sz5C3teDy5JkiRJaqytt96aAw44gDlz5nD88cf32Pauu+7ilVdeYZ111uFd73rXMtfXWGONzjBn6tSpy7339ttvD8BRRx3FFVdcwdy5c7tt29HRwe9+9zsigv32269mmylTpgBw2223LffeUOw1BrDnnnsyfvz4Za5//OMfr9nv6quv7uxXHZpVjBgxgp122qmusQDceOONzJ8/nylTpiwTmlXUeo2/+93vADjkkEN6fa++qvzMutv7rBKKdffff88996x5vrJc9dlnn12xAfaBM8404Npai7x2wWKDM0mSJEnNo79nbu144g1MnzV/mfMTJ7Rzy9G79uu9VqbvfOc7XHrppZx55pn8+7//O+uvv37NdtOnTwdgww037Pa5KnubVdr25OMf/zjXXnstF1xwAfvssw8jR45kiy22YOedd+bAAw/kHe94R2fbF198kZdffhmg21CpouvG/N155plngO5fz4QJExg/fjyzZ89e6vxjjz0GwOmnn87pp5/eL2Opft6rrrqqZiGF7p73ySefBBiQqqXL+zOwvP/+3c18GzduHFDsoTfQDM404JxxJkmSJGk4OGKPTTnmsvuYv+i1f/u0t47kiD02beCo6rfxxhtzyCGHcOaZZ3Lcccd1bhzfneWFOr01YsQIzj//fI455hh+85vfcMstt3DLLbdw6qmncuqpp/KpT32qs9pipcLlyJEj+djHPtYv9++ryli22WYbtthiix7bbr755nU/76abbsoOO+zQY9u3ve1tnd/313+PevT1niNGNN/CSIMzDbi2SnC2yOBMkiRJ0tBVqZ45WKtqVjvuuOM477zz+PnPf84RRxxRs01lT7PHH3+82+epzJqq3v9sebbYYovOAKqjo4Pf/va3fPSjH+Xss8/mwx/+MO9+97tZY401aG9vZ/78+Zx22mm9qgC6PJUxPvHEEzWvz5o1a5nZZgDrrrsuAO985zs5+eSTV3gcXZ93yy235Nxzz+11v/XWW4+//vWv/PWvf2XSpEn9Np5aJk6cyKOPPspjjz3GRhtttMz1vvz3b7Tmi/I05FWCs1cXdTR4JJIkSZK0cu291URuOXpXHj/x/dxy9K6DMjQDeMMb3sDhhx9OR0cHX/3qV2u22WabbRg7dizTp0/n+uuvX+b6iy++yK9//WsAdtlllz6NY8SIEey555588IMfBOBPf/oTAC0tLey+++4AXHLJJX167q4q+4X95je/6VwGWu3888+v2a9SmOCKK65g8eLFvb5fpfhAd3123313Wltbue6665g1a1avn3ePPfYA4Kc//Wmv+7S2tvY4lu5UfmbnnXdezevnnHMO0Pf//o1gcKYB1+6MM0mSJEkadI488khWW201fv3rX9ecVdbe3s6//du/AXD44Yfz3HPPdV5bsGABhx56KK+88go77LDDcitqQhG+3H333cucf/HFFzs3v6/eb+24446jtbWVww8/nF/+8pdk5lL9MpP/+7//49prr+3V691pp52YPHkys2bN4vDDD2fRokWd1x588EG+/e1v1+y39dZbs/fee/PII49wwAEHdO6VVu2ll17ixz/+8VLBVGUW1iOPPFIzsFprrbX43Oc+x6xZs/jABz7AQw89tEybuXPncsEFF3RWJAX48pe/zNixY/nlL3/JCSec0Lnks+Lpp5/mrrvuWupcZSwPPvhgzdfYnS9+8Yu0tLTwi1/8gssvv3ypaxdffDEXXXQRra2tNauRNiuXamrAtY9yjzNJkiRJGmwmTJjAMcccw5FHHsm8efNqtvn2t7/NnXfeydSpU9lkk03YddddaW9v56abbuK5555jvfXW63amVleXXXYZBx10EBMnTmTy5MlMmDCBF198kZtuuom5c+ey0047sc8++3S233bbbTnvvPP41Kc+xUc+8hGOPvpoNttsM1ZffXVeeOEF7r33Xv7+979z1FFH8e53v3u5948I/vd//5cpU6Zw7rnncsMNN/D2t7+dWbNmceONN7Lnnnty1113dW6+X+1nP/sZH/jAB7j88su5+uqreetb38oGG2zA4sWLeeyxx/jzn//MkiVLOOigg2hpKaKZ9ddfn6222op77rmHt7zlLWyzzTaMHj2aTTfdtHN57EknncSzzz7LRRddxBZbbMHkyZN54xvfSETwxBNP8Kc//YlXX32VBx98kLXWWqvzeS+66CIOOOAAvvrVr3L66afztre9jYjg8ccf59577+XYY49lm2226Rz/Pvvsww9+8AN22203dt11186lr8ubtfbWt76VU045hc9//vN86EMf4m1vexsbbbQRjzzyCP/3f//HiBEjOO2009hyyy2X+/NvFs4404CzqqYkSZIkDU5f+MIXetwnq62tjWuvvZYf/vCHbLbZZtx4441ceeWVjBs3jiOPPJK77767s7Li8nzlK1/h8MMPZ5111uHOO+/k4osv5s9//jNbb701Z511Fr///e87lxRWHHjggdx333188YtfZMyYMUybNo3LL7+cRx55hMmTJ3PKKafUNdtpiy224M477+RjH/sY8+fP54orruCJJ57g61//OhdeeGG3/caNG8f111/Peeedx84778yjjz7KpZdeyh/+8Ac6Ojr47Gc/yzXXXENbW9tS/S677DIOOOAAZs6cyS9+8QvOOussrrrqqs7rra2tXHjhhfzqV79izz335Nlnn+WKK67guuuuY+7cuXzkIx/h8ssvX2Z/sfe+9738+c9/5nOf+xzt7e1cddVV/P73v++cCXjAAQcs1f7444/vnKl22WWXcdZZZ3UWYlieww47jJtuuol99tmHxx9/nIsuuognnniCD33oQ9x888185jOf6dXzNIvoOnVRzSkipgJTpkyZwtSpUxs8mhXzzV/fzzm3PMF/vv/NHLJT7/6HKUmSJEkrqrLs7M1vfnODRyJpZarnvb7LLrswbdo0gGmZuUvX684404Cr7HG2wD3OJEmSJElSEzM404Br6wzOrKopSZIkSZKal8GZBpxVNSVJkiRJ0mBgcKYB1zbK4EySJEmSJDU/gzMNuLaWsqqmwZkkSZIkSWpiBmcacO2jLA4gSZIkSZKan8GZBlznHmcLDc4kSZIkSVL/ycx+fT6DMw04q2pKkiRJaoSIAKCjw3+LSENVJTirvN9XlMGZBlybVTUlSZIkNcDo0aMBmDt3boNHImllqby/K+/3FWVwpgHX3uoeZ5IkSZIG3qqrrgrAjBkzmDNnDh0dHf2+rEvSwMtMOjo6mDNnDjNmzABee7+vqJZ+eRapDm2tVtWUJEmSNPBWX3115s6dy7x583jmmWcaPRxJK8mYMWNYffXV++W5DM404CpVNV2qKUmSJGkgjRgxgnXXXZeZM2cyZ84cXn31VWecSUNERDB69GhWXXVVVl99dUaM6J9FlgZnGnBW1ZQkSZLUKCNGjGCNNdZgjTXWaPRQJA0C7nGmAddZVXOxlWwkSZIkSVLzMjjTgBvdUvyxW7i4gyUdTouWJEmSJEnNyeBMAy4irKwpSZIkSZKansGZGsLKmpIkSZIkqdkZnKkhOgsEGJxJkiRJkqQmZXCmhmgb5VJNSZIkSZLU3Jo2OIuIL0TERRHxYES8GBGLIuKFiLguIj4WEVGjz9SIyB6+ftfD/UZHxNci4i8RMS8iZkbENRGxx3LGOSIiPhcRd0bEKxExOyJuioiP9MfPYahqa6kEZ1bWlCRJkiRJzaml0QPowVHAmsBfgFuBucD6wK7AbsB+EfGhzKyVvFwDzKhx/r5aN4qIVYAbgO2BF4CrgNXK+7w7Ir6Smd+v0W8kcBnwAeBl4FpgdNnvgojYITMP7/UrHkbaR7lUU5IkSZIkNbdmDs4OBO7JzLnVJyNic+B64IPAQcA5NfqemJlT67jXiRSh2TRgz8x8pbzX2ygCtf+KiBsz854u/b5EEZo9AOyamc+X/TYBbgK+GBE3ZOaVdYxlWOjc42yhwZkkSZIkSWpOTbtUMzNv7hqalefvB04vH75rRe8TEasDnwU6gE9WQrPyXrcDJwEBHNOl30jgyPLhoZXQrOz3MMWMOYCvregYhyKrakqSJEmSpGbXtMHZciwuj6/2w3O9D2gFbs3Mx2tcP7/SLiJaq86/nWIp6TOZ+Yca/S4GFgHbRcTEfhjnkNJmVU1JkiRJktTkmnmpZk0RsSHwb+XDX3XTbJ+I2Idiv7FngRsz86Zu2m5VHu+odTEzH4mIlyj2PPsn4P5e9psXEfcDk8uv6d3cf1iqLNV0xpkkSZIkSWpWTR+cRcQngSkUs8ImAe+gmCn33cy8vJtuX+zy+JsRcQvwkcx8usu1Dcvjkz0M42mK4GxDXgvOetPvKYrQbMNaFyPiYODgHvpXm9zLdoNCW6tVNSVJkiRJUnNr+uAM2JGiCEDFYuBYYJkqlxQb8p9XHp8BXk8RtH23fJ7rImLrLnunjS2Py+ynVqWy79mq/dCv2gYUoeCwY1VNSZIkSZLU7Jo+OMvMQ4BDIqKdYubWJ4FvAAdExPsy89mqtsd26f4U8FREXA3cTbHU8lDgvwZi7L3wBEUlz96YDIxfaSMZYG0txfZ6VtWUJEmSJEnNqumDs4rMnA88ABwRETMowq/TgA/1ou/siDgFOIWiGEB1cFaZFbZKD09RmV02px/6VY/rXODcHvp3ioipDKHZaW3ljLMFiw3OJEmSJElScxqsVTXPLY97dal02ZOHymPXCpdPlMf1e+i7bpe2K9JPVBUHcMaZJEmSJElqUoM1OHuJYq+zFmD1XvZ5XXl8pcv5u8vjdrU6RcTGFIUB5gF/q6PfGGCL8uE9vRzjsFEpDuAeZ5IkSZIkqVkN1uBsZ4rQbBbwj172OaA83tHl/G+BRcA7IqJW9ct/KY9XZebCqvO3AS8AkyJi5xr99qeoBHpHZk7v5RiHjXarakqSJEmSpCbXlMFZRPxzROwZEcvswRYROwJnlQ/Pyswl5fldImJKRESX9mMi4iRgb4pZaqdWX8/MmcBPKH4WZ0fE2Kq+bwOOBBI4oUu/JcBJ5cMzImLNqn6bACeWD4+v57UPF844kyRJkiRJza5ZiwNsDJwDzIqIu4EZwKrARsBmZZurgOoqmpOBHwDPRcSfgJnAWuX51wGvAp/OzPtr3O9oYHtgF+DRiJgGTAB2BUYC/5GZtZZb/oBi9ttewMMRcT3FLLPdgTbg1My8su5XPwy0tRaZ7QKDM0mSJEmS1KSaNTibBnwb2AnYBHgHEBQB2qXAzzPzihp9zgS2Bbai2PtsEcXG/L+gCLH+Rg2Z+Uq53PI/gI9SBGELgBuA/87Ma7rptyQi9gYOAz4J7AEsAe4CfpSZF9T/0oeH15ZqGpxJkiRJkqTm1JTBWWY+DhxXZ597gENX4J4LgO+UX/X06wBOK7/US+2jXKopSZIkSZKaW1Pucaahr83iAJIkSZIkqckZnKkhKks15y90xpkkSZIkSWpOBmdqiDb3OJMkSZIkSU3O4EwNYVVNSZIkSZLU7AzO1BCVGWfzFy0hMxs8GkmSJEmSpGUZnKkhWkeOoHVk0JGwcIkFAiRJkiRJUvMxOFPDtLVYWVOSJEmSJDUvgzM1TNsoCwRIkiRJkqTmZXCmhmmv7HO20OBMkiRJkiQ1H4MzNUxnZc3FBmeSJEmSJKn5GJypYZxxJkmSJEmSmpnBmRqmrRKcuceZJEmSJElqQgZnaphKcPaqVTUlSZIkSVITMjhTw7Q740ySJEmSJDUxgzM1TPso9ziTJEmSJEnNy+BMDWNVTUmSJEmS1MwMztQwbVbVlCRJkiRJTczgTA1T2eNsgXucSZIkSZKkJmRwpoZp6wzOrKopSZIkSZKaj8GZGsaqmpIkSZIkqZkZnKlh2kYZnEmSJEmSpOZlcKaGaWspq2oanEmSJEmSpCZkcKaGaR9lcQBJkiRJktS8DM7UMJ17nC00OJMkSZIkSc3H4EwNY1VNSZIkSZLUzAzO1DBtVtWUJEmSJElNzOBMDdPe6h5nkiRJkiSpeRmcqWHaWq2qKUmSJEmSmpfBmRqmUlXTpZqSJEmSJKkZGZypYayqKUmSJEmSmpnBmRqms6rmYqtqSpIkSZKk5tOn4CwiNoyIH0bEgxHxSkQs7nJ9QkQcFxHHRkRr/wxVQ83oluKP38LFHSzpyAaPRpIkSZIkaWkt9XaIiH2A84AxQJSnl0o9MnNWROwK7AQ8AFy6guPUEBQRtLeOZP6iJSxYtIRVRtf9x1GSJEmSJGmlqWvGWUS8CTgfWAX4CbAz8I9umv8/imBtz74MLCK+EBEXlbPaXoyIRRHxQkRcFxEfi4jopt+IiPhcRNxZzoabHRE3RcRHenHPj5ZtZ5d97yyfq8efU0S8JyKujYiZETEvIv4SEV+LiNF9ee3DiZU1JUmSJElSs6p3is8RQBvwg8z8CkBEdJd4XFcet+/j2I4C1gT+AtwKzAXWB3YFdgP2i4gPZWbnBlkRMRK4DPgA8DJwLTC6bH9BROyQmYfXullEnA4cBiwArgcWlf1OA3aLiP2q71XV70jge8ASYCrwEjAF+A6wZ0Tslpnz+vgzGPLaW0fyEousrClJkiRJkppOvcHZbhTLMk9aXsPMfD4i5gLr9mVgwIHAPZk5t/pkRGxOEWx9EDgIOKfq8pcoQrMHgF0z8/myzybATcAXI+KGzLyyy3PuSxGazQB2zsyHy/NrATcC+wBfAE7p0m9b4ERgXnm/28vzY4GrKGbkHQ/8ex9/BkNe26iyQIDBmSRJkiRJajL1FgdYG5hTCaR64VVgVJ33ACAzb+4ampXn7wdOLx++q3K+nG12ZPnw0OoxlkHYUeXDr9W43THl8ahKaFb2ex44tHx4dI0lm0dTLEf9XiU0K/u9AnwS6AAOi4gJPbzUYa2tpRKcWVlTkiRJkiQ1l3qDs7nAKmVI1aOIWBWYAMzsw7iWp1LF89Wqc2+nWNr5TGb+oUafiymWX24XEROrxjkJ2AZYWLZZSmZOA6ZThIY7VPUbBby3fHh+jX6PAbdRBIfv6+0LG27ayxlnLtWUJEmSJEnNpt7g7P6yzza9aPvhsu1d9Q6qJxGxIfBv5cNfVV3aqjzeUatfuc/Y/eXDyTX63Z+Z87u57R1d2gJsSlFZdGZmPlpHP1Vpby2Ds4UGZ5IkSZIkqbnUu8fZRcA/A9+OiPfW2iwfICK2pNj7K6kxG6seEfFJis32W4FJwDsoArnvZublVU03LI9P9vB0T1GEZhtWnettv+q21d8/Rfdq9esUEQcDB/fQv9rkXrYbVKyqKUmSJEmSmlW9wdmPgUOA3YHrI+KHlecow7L1KZYvHgy0AzcDF67gGHekKAJQsRg4Fvh+l3Zjy+My+6JVeaU8rtrAftU2oAgFh622VpdqSpIkSZKk5lRXcJaZiyLiPRRLJKdQVI2suLfq+wD+CHwoM3NFBpiZhwCHREQ7xcytTwLfAA6IiPdl5rMr8vwN9gQwrZdtJwPjV9pIGqSyVNMZZ5IkSZIkqdnUO+OMzJwREe+gmFV2ELAdr1XOXALcCZwLnJWZi2s9R1+U+489ABwRETOA/wJOAz5UNqnM7lqlh6epzBKbU3VuoPt1ysxzKX5WyxURUxmCs9PaWq2qKUmSJEmSmlPdwRlAGYj9FPhpWWFzdYp9x17sz7CsB+dSBGd7RURrZi6imL0FxXLR7qxbHp+oOrei/dars5+qWFVTkiRJkiQ1q3qrai4jM5dk5guZ+fwAhWYAL1HsddZCEdoB3F0et6vVISLGAFuUD++pulT5fvNyOWgt23VpC/AQMB9YPSI26qbf9jX6qUqbVTUlSZIkSVKTWuHgrFpErBER74mID0bE6svv0Wc7U4Rms4B/lOduA14AJkXEzjX67E9RmfOOzJxeOZmZT1OEbqPKNkuJiCkU1TxnlPeo9FsIXF0+/Jca/d4IvB1YCFxV16sbRjqrai42OJMkSZIkSc2lruAsInaIiAsi4qga1z4GPEYREl0GPBURH+3LoCLinyNiz4hYZilpROwInFU+PCszl0Ax8w04qTx/RkSsWdVnE+DE8uHxNW55Qnn8XkRsXNVvTeBH5cMTM7PrRlwnAgkcFRHbV/UbC5xN8fP9UWbOWs5LHrY6iwM440ySJEmSJDWZevc4+xjwYeCm6pNl2HR2+XyLKIoEjAHOjYg/Z+Zf6rzPxsA5wKyIuJtitteqwEbAZmWbq4Bju/T7AcVstL2AhyPieopZZrsDbcCpmXll15tl5iURcQZwKHBfRFxXvo7dgHHAFRSFCLr2uyMijga+B9waETdQzIKbAqwJ3A58rc7XPqxUgjP3OJMkSZIkSc2m3qWa/1wef93l/GcpQrNpwOuACcBF5bnD+zCuacC3gXuBTSgqZ76booLlpcA+mblnWWmzUznrbG/gC8AjwB4UIdZdwL9k5he7u2FmHkax5PLuss8e5XN8Hti3MrOtRr+TgPcCN1LshbYXxfLR/wSmZOa8ul/9MGJVTUmSJEmS1KzqnXG2NsVssuldzr+fYsni1zPzFYByOecBFCFUXTLzceC4evuVfTsoZoctM0OsF30vAC7oQ7/fAb+rt5+qigM440ySJEmSJDWZemecrQ7MycysnCiLALwJeJmqJZyZ+SQwj2Jjfamm9lGVGWcGZ5IkSZIkqbnUG5zNBcZHxKiqc5UZZbdVB2qlhRQz1KSa2lrKqpoGZ5IkSZIkqcnUG5w9AASwb9W5gymWaU6tblhWlhwPPNf34Wmoq8w4c6mmJEmSJElqNvXucXYR8HbgJxHxz8AbKDbDXwRc2KXtOyhCtodXdJAaujqrai40OJMkSZIkSc2l3uDsR8A+wM7Av1EEYwDfKvc0q3YgxUy0G1ZohBrSrKopSZIkSZKaVV3BWWYuiojdgI8CO1AUBLg6M/9Q3S4iWoF24FfAr/tprBqCXgvOnHEmSZIkSZKaS70zzsjMJcD/ll/dtVkEfGQFxqVhwj3OJEmSJElSs6q3OIDUr6qrai5blFWSJEmSJKlxDM7UUC0jR9A6MuhIWLjEfc4kSZIkSVLz6HapZkRUNvV/MjM/2eVcPTIzd+vL4DQ8tLWOZNGSxSxY2MHolpGNHo4kSZIkSRLQ8x5nu5THh2qcq4fr79SjttaRzFmwmAWLlzCe1kYPR5IkSZIkCeg5OPtkeZxd45zUb9rLyprzF1ogQJIkSZIkNY9ug7PM/FlvzkkrqjM4s7KmJEmSJElqIhYHUMO1tb5WWVOSJEmSJKlZGJyp4dqccSZJkiRJkppQn4KziGiNiIMj4rcRMSMiFpVfM8pzB0WEu7yrV9pHFcHZq4s6GjwSSZIkSZKk1/RUHKCmiNgIuBzYHIgul9cE3gPsAXw5Ij6UmY+u8Cg1pLW1OONMkiRJkiQ1n7qCs4gYB1wPrAcsAi4BbgCeKZtMAnYF9gO2BH4fEW/NzDn9NmINOZUZZ1bVlCRJkiRJzaTeGWdfpgjNngTen5kP1GhzVkR8F7gKWL/s880VGqWGtMoeZwsWG5xJkiRJkqTmUe8eZ/sACXyqm9AMgMy8H/g0xVLOD/V9eBoOKlU1nXEmSZIkSZKaSb3B2RuBeZl54/IaZub1wLyyj9St9sqMM/c4kyRJkiRJTaRPVTWl/tS5VNOqmpIkSZIkqYnUG5w9CoyJiF2X1zAidgPGAI/1ZWAaPiozzqyqKUmSJEmSmkm9wdkVFPuWnR0Rb+6uUUS8FTiLYj+0y/o8Og0LbaMMziRJkiRJUvOpt6rmfwMHU1TWvCcirgRuBKYDbeX5dwLvpQjYngC+309j1RDV1lLkt+5xJkmSJEmSmkldwVlmzomI3YFLgS2B/cqvalEe/wzsm5lzVniUGtLaR1kcQJIkSZIkNZ96Z5yRmY9ExLbAhylCs62B15eXXwDuBi4BLszMRf01UA1dnXucLTQ4kyRJkiRJzaPu4AygDMR+Xn5JK8SqmpIkSZIkqRnVWxxA6ndtVtWUJEmSJElNyOBMDdfe6h5nkiRJkiSp+fRpqWZETAD2BLYAVgNae2iemfnpvtxHw0Nbq1U1JUmSJElS86k7OIuILwInAG2VU8vpkoDBmbpVqarpUk1JkiRJktRM6grOIuJA4H/Khy8A1wDTgQX9OywNJ1bVlCRJkiRJzajeGWeHl8eLgYMyc6UEZhHRCuwMvA+YAvwTxQy3F4DbgNMyc2qNfucCB/Xw1H/NzDd1c88RwKHAJ4E3AUuAPwM/ysxfLGe8Hy37vgUYCTwEnAOckZmWilyOzqqai/1RSZIkSZKk5lFvcLYFxdLLz6+s0Kw0Bfh9+f0M4A/AXGAzYF9g34j4dmYe103/W4BHapx/rlbjiBgJXAZ8AHgZuBYYDewGXBARO2Tm4d30PR04jGLW3fXAorLfacBuEbGf4VnPRrcUe5wtXNzBko5k5Ijlrf6VJEmSJEla+eoNzhYDszPzhZUxmCodwKXAKZl5U/WFiPgwcD5wbETcmJk31uj/08w8t477fYkiNHsA2DUzny/vtQlwE/DFiLghM6/sMpZ9KUKzGcDOmflweX4t4EZgH+ALwCl1jGXYiQjaW0cyf9ESFixawiqj+1SzQpIkSZIkqV+NqLP9vcCqETFuJYylU2bekJn7dQ3NymsXAueWDz+2ovcqZ5sdWT48tBKalfd6GDiqfPi1Gt2PKY9HVUKzst/zFEs3AY4ul4GqB1bWlCRJkiRJzabeQOf7FHt4fW4ljKUe95THSf3wXG8H1gSeycw/1Lh+McXyy+0iYmLlZERMArYBFpZtlpKZ0ygKJ6wN7NAP4xzSOgsEGJxJkiRJkqQmUdeauMz8dUQcB3wzIpJiKeX8lTO0Hm1SHmvuWQa8MyLeAowFngduBn7fzV5jW5XHO2o9UWbOi4j7gcnl1/Qu/e7v4WdwBzCxbHtrN20EtI0qCwQYnEmSJEmSpCZRV3AWETeU384FjqfYZ+wBYE4P3TIzd+vj+GqNYW3g4PLhpd00+0SNcw9ExIGZeV+X8xuWxyd7uO1TFKHZhlXnetuvuq260dZSCc6soyBJkiRJkppDvbuw79LlcTvFcsWeZJ336FZEtAA/B8YD12fmr7s0uRe4C7iOIrQaB2xNEfK9FbguIrbOzOlVfcaWx7k93PqV8rhqP/TrFBEH81oIuDyTe9luUGof5VJNSZIkSZLUXOoNzj65UkbRe2cCuwFPU6MwQGb+T5dTc4GrIuL3wDSKvcaOAT6/cofZaxsAUxo9iGbQucfZQoMzSZIkSZLUHOrd4+xnK2sgyxMRpwCfBmYAu2XmjN72zcyFEXECcCXwvi6XK7PCVunhKSqzy6qXpPa1X7UnKAK93phMMdNuSLKqpiRJkiRJajb1zjhriIj4b+CLwAsUodnDfXiah8rjxC7nnyiP6/fQd90ubVekX6fMPBc4t4f+nSJiKkN4dlqbVTUlSZIkSVKTGdHoASxPRJwEfBl4Edg9Mx/o41O9rjy+0uX83eVxu27uPwbYonx4T9WlyvebR0R7N/fcrktbdaOyVNMZZ5IkSZIkqVk0dXAWEScCRwAvAe/KzD+vwNMdUB7v6HL+NoqZbJMiYuca/fYHWoE7qosKZObTFKHbqLJN17FPASZRLC29bQXGPSy0tVpVU5IkSZIkNZemDc4i4jvAUcAsitCsx1lbETE5IvaMiJFdzrdExFcolnoC/KD6emYuAU4qH54REWtW9d0EOLF8eHyN255QHr8XERtX9VsT+FH58MTMNA1aDqtqSpIkSZKkZtOUe5xFxAeAr5UPHwG+EBG1mj6UmZVgawPgcmBmRNwN/J1ieeaWwDpAB3BkZl5T43l+AOwM7AU8HBHXU8wy2x1oA07NzCu7dsrMSyLiDOBQ4L6IuA5YRFH5cxxwBXBaXS9+mGqzqqYkSZIkSWoyTRmcAatXfb9t+VXLNF6bEfYn4BRge2AzYCcggWeAc4DTM/OuWk+SmUsiYm/gMOCTwB7AEuAu4EeZeUF3A83MwyLiZuBzFJv3j6QoRHA2cIazzXqns6rmYoMzSZIkSZLUHJoyOKun2mRVn8eBL63APTsoZofVPUOsDNa6Dde0fJ3FAZxxJkmSJEmSmkTT7nGm4aUSnLnHmSRJkiRJahYGZ2oKVtWUJEmSJEnNxuBMTaHNGWeSJEmSJKnJdLvHWUTc0E/3yMzcrZ+eS0NU+6jKjDODM0mSJEmS1Bx6Kg6wy3L6JhA9XKO8nt20kTq1tZRVNQ3OJEmSJElSk+gpOPtkN+dXB44DxgN/AKYB08tr6wBTgJ2B2cC3gJf6ZaQa0iozzlyqKUmSJEmSmkW3wVlm/qzruYgYD9wBvArsnJk31+obEe8ALgX+Ddi+f4aqoayzquZCgzNJkiRJktQc6i0OcBywEfDp7kIzgMy8FTgE+Cfg2L4PT8OFVTUlSZIkSVKzqTc42xuYn5lX9aLtb4H5wD71DkrDz2vBmTPOJEmSJElSc6g3OFsH6NWUoMxMYEnZR+qRe5xJkiRJkqRmU29w9iKwSkTsuLyGZZuxwMy+DEzDS3VVzSJzlSRJkiRJaqx6g7PfAgGcExEbd9coIjYCzgES6M2yTg1zLSNH0Doy6EhYuMR9ziRJkiRJUuN1W1WzG1+n2OdsI+C+iLgMmAY8W15fB9gZ+BDQBvy97CMtV1vrSBYtWcyChR2MbhnZ6OFIkiRJkqRhrq7gLDOfi4gpwCXAm4EDy6+uAngA2D8zZ6zwKDUstLWOZM6CxSxYvITxtDZ6OJIkSZIkaZird8YZmflgRLyVIjDbD9gaeH15+QXgbuBi4MLMXNxfA9XQ115W1py/0AIBkiRJkiSp8eoOzgDKQOzn5ZfULzqDMytrSpIkSZKkJlBvcQBppWlrfa2ypiRJkiRJUqP1acYZQES0ANsA6wJjMvO8fhuVhqU2Z5xJkiRJkqQm0qcZZxFxFDADuBW4EDiny/UJEfFARDwSEeus+DA1HLSPKoIzZ5xJkiRJkqRmUHdwFhHnA98FVgMeB5YpAJCZs4BpwIbUrropLaOtpRKcdTR4JJIkSZIkSXUGZxFxIPARitlm78jMjYGZ3TQ/Hwhg9xUaoYaNyowzq2pKkiRJkqRmUO+Ms08DCXwpM29fTts7gQ5gi74MTMOPe5xJkiRJkqRmUm9wthVFcPar5TXMzAXAbOD1fRiXhiGrakqSJEmSpGZSb3A2FpiTma/2sv0owBREvdLeanEASZIkSZLUPOoNzl4AxkXEqstrGBGbAKsAz/RlYBp+2l2qKUmSJEmSmki9wdkt5XH/XrQ9gmJZ54113kPDVFurVTUlSZIkSVLzqDc4O5WiUuZ3IqLmpv8RMToijgcOoQjOTluxIWq4aBvljDNJkiRJktQ8WuppnJm3RMTJFLPJbo+I64BVASLi+8B6wC7AamWX4zLz/v4broayzj3OFhqcSZIkSZKkxqsrOAPIzKMi4lng28BeVZcOp5iNBjAXOCYznW2mXuusqrnY4EySJEmSJDVe3cEZQGaeEhHnAvsC7wDeQLHs83ngNuDizJzZX4PU8NBZHMAZZ5IkSZIkqQn0KTgDyMzZwNnll7TCrKopSZIkSZKaSb3FAaSVZrRVNSVJkiRJUhMxOFPT6CwO4IwzSZIkSZLUBLpdqhkRlSWYz2Xm17qcq0dm5qfr6RARrcDOwPuAKcA/AW3ACxR7qJ2WmVN76P9R4FDgLcBI4CHgHOCMzOx2OlNEvAf4MrBteb/HgF8A/5WZr/bQ723A0cCOwDjgaeBy4PhySat6oX2USzUlSZIkSVLz6GmPs4PL40PA16rOJa9Vz+yNBOoKzijCst+X388A/kBRqXMzioIE+0bEtzPzuK4dI+J04DBgAXA9sAjYDTgN2C0i9qsVnkXEkcD3gCXAVOClchzfAfaMiN0yc16Nfh8B/pcioLsFmA7sABwB7BMRO2bm3+t8/cNSZ1VNgzNJkiRJktQEegrOvkURev2j6tw3V+5wOnUAlwKnZOZN1Rci4sPA+cCxEXFjZt5YdW1fitBsBrBzZj5cnl8LuBHYB/gCcEqX59wWOBGYB+yambeX58cCV1HMfjse+Pcu/SYBZ1EEiXtn5pXl+Rbg58CHgR+X99VyWFVTkiRJkiQ1k26Ds8z8Ro1zAxKcZeYNwA3dXLswIt5FMYvtYxSBWMUx5fGoSmhW9nk+Ig6lmEl2dESc2mXW2dEU4df3KqFZ2e+ViPgk8DBwWER8MzNnVfX7EtAOnFMJzcp+iyPiM8B7gb0jYrPMfKCuH8Iw1FbZ42yxxQEkSZIkSVLjdVscICJuiIiLu5xbLyImrvxhLdc95XFS5UQ5+2sbYCFwcdcOmTmNYhnl2hRLKSv9RlEEXFDMZOva7zGKfdVGUey5Vm3vHvq9DPy6Szv1YHTLCCJg4eIOlnRko4cjSZIkSZKGuZ6qau5Csdl9tSeA/1tZg6nDJuXxuapzW5XH+zNzfjf97ujSFmBTYAwwMzMf7W2/iBgHbNTlem/up25EBG0tVtaUJEmSJEnNoafgbDHFLKuu6ikM0O8iYm1eK1xwadWlDcvjkz10f6pL2+rvn6J7tfptUB5nlbPLettPPahU1jQ4kyRJkiRJjdZTcYAZwMSIeGO5XLHhqjbdHw9cn5m/rro8tjzO7eEpXimPqzawX6eIOJjXQsDlmdzLdoNaW0uR5c43OJMkSZIkSQ3WU3B2LfAp4PaIuJHXQqDxEXF2HffIzPx0XwfYxZnAbsDTFIUBBrsNgCmNHkQzaXPGmSRJkiRJahI9BWdfA94BvAnYr+p8O72fJQWQFBUwV0hEnFI+zwxgt8yc0aVJJdhbpYenqcwSm9PAftWeAKb10L/aZIqZdkNae6Wy5iIra0qSJEmSpMbqNjjLzOcjYktgD2BzisDsGxSB0X8PyOhKEfHfwBeBFyhCs4drNHuiPK7fw1Ot26Vt9ffr1dmvspfahIgY180+Z7X6dcrMc4Fze7hvp4iYyjCYndZWBmcu1ZQkSZIkSY3W04wzMnMJ8Nvyi4j4BvBKZn5z5Q+tEBEnAV8GXgR2z8wHuml6T3ncPCLau6msuV2XtgAPAfOB1SNio24qa27ftV9mzo6IRykqa24HXN+bfupZZcbZ/IUGZ5IkSZIkqbF6qqpZy3nARStjILVExInAEcBLwLsy88/dtc3Mp4G7KSqB7l/juaYAkyiWet5W1W8hcHX58F9q9Hsj8HZgIXBVl8tX9tBvHLBX+fDy7satpbW1useZJEmSJElqDnUFZ5l5cGZ+aSWNZSkR8R3gKGAWRWjWm1lbJ5TH70XExlXPtSbwo/LhiZnZdQOtEyn2YjsqIrav6jcWOJvi5/SjzJzVpd//UMxWOygiPlDVrwX4MTAOuKKHWXLqoq3VqpqSJEmSJKk59LhUs1HKEOpr5cNHgC9ERK2mD2XmiZUHmXlJRJwBHArcFxHXAYsoKnGOA64ATuv6JJl5R0QcDXwPuDUibqAI7KYAawK3V42nut/TEfFp4H+BKyLiZuBZYAeKvdYeAT5b7+sfztqdcSZJkiRJkppEt8FZRJxdfvtcZn6ty7l6ZGbWW1Vz9arvty2/aplGMVus+maHlQHW5yiCr5EU+5idDZxRY7ZZpd9JEfFn4CsUe5a1AY8BPwT+KzNf7abfLyLiMeAYYEfgbcDTwMnA8Zk5e/kvVxXto6yqKUmSJEmSmkNPM84OLo8P8dpsq4MpljTWnP7VjQTqCs7qqTbZTf8LgAv60O93wO/60O92YO96+2lZVtWUJEmSJEnNoqfgrFI58x81zkkrRZtVNSVJkiRJUpPoNjjLzGVCslrnpP5UKQ6wYLHBmSRJkiRJaqy6qmpKK1tncQBnnEmSJEmSpAarKziLiLMj4vt1tD8pIs6qf1gartrd40ySJEmSJDWJemecHQwcWEf7/XmtyIC0XJU9zqyqKUmSJEmSGm1lL9UMiqqaUq9YVVOSJEmSJDWLlRacRcQIYE1g7sq6h4ae9lGVGWcGZ5IkSZIkqbG6raoJEBHjgAldTo+MiHUpZpPV7Fb2+QTQBvxpxYao4aStpayqaXAmSZIkSZIarMfgDPh34Lgu59YAnqjjHv+vngFpeKvMOHOppiRJkiRJarTlBWfB0jPLku5nmlW3eRm4H/hpZp7b59Fp2OmsqrnQ4EySJEmSJDVWj8FZZn4D+EblcUR0ADMyc52VOywNV1bVlCRJkiRJzWJ5M866Og+YtRLGIQHVwZkzziRJkiRJUmPVFZxl5sEraRwS4B5nkiRJkiSpeYxo9ACkatVVNTOzwaORJEmSJEnDWb1LNQGIiDcD+wJbAKsBrT00z8zcrS/30fDTMnIErSODRUuShUs6GN0ystFDkiRJkiRJw1TdwVlEfB/4IstW3OyO04ZUl7bWkSxaspgFCw3OJEmSJElS49QVnEXE54AvlQ/vA64EpgML+ndYGs7aWkcyZ8FiFixewvgeJzNKkiRJkiStPPXOOPtXihlkp2bml/p/OBK0l5U15y+0QIAkSZIkSWqceosD/FN5PK6/ByJVdAZnVtaUJEmSJEkNVO+Ms7nAgsx8eWUMRgJoa32tsqYkSZIkSVKj1Dvj7HZgXES8fmUMRoJijzNwxpkkSZIkSWqseoOzEyj2OPvaShiLBED7qCI4c8aZJEmSJElqpLqCs8y8BTgE+GxEnBkRG6yUUWlYa2upBGcdDR6JJEmSJEkazura4ywiHiu/XUJRYfNfI2ImMKeHbpmZG/VxfBqGKjPOrKopSZIkSZIaqd7iABvUOPe68qs7Wec9NMy5x5kkSZIkSWoG9QZn71wpo5CqWFVTkiRJkiQ1g7qCs8yctrIGIlW0t1ocQJIkSZIkNV69VTWlla7dpZqSJEmSJKkJ1LtUs1NEtADbAOsCYzLzvH4blYa1tlarakqSJEmSpMbr04yziDgKmAHcClwInNPl+oSIeCAiHomIdVZ8mBpO2kY540ySJEmSJDVe3cFZRJwPfBdYDXgcWNy1TWbOAqYBGwIHrtgQNdx07nG20OBMkiRJkiQ1Tl3BWUQcCHyEYrbZOzJzY2BmN83PBwLYfYVGqGGns6rmYoMzSZIkSZLUOPXOOPs0kMCXMvP25bS9E+gAtujLwDR8dRYHcMaZJEmSJElqoHqDs60ogrNfLa9hZi4AZgOv78O4NIxZVVOSJEmSJDWDeoOzscCczHy1l+1HAX1KPyJi04g4PCJ+HhEPRURHRGRE7NdDn3PLNt19PdRD3xER8bmIuDMiXomI2RFxU0R8pBdj/WjZdnbZ987yufpUfGG4G21VTUmSJEmS1ARa6mz/ArBORKyamXN6ahgRmwCrAH/r49gOBQ7vY99bgEdqnH+uVuOIGAlcBnwAeBm4FhgN7AZcEBE7ZGbNsUTE6cBhwALgemBR2e80YLeI2C8zTYDq0FkcwBlnkiRJkiSpgeoNzm4B9i+/zl5O2yMolnXe2IdxAfwFOJlir7S7gLOAKb3s+9PMPLeOe32JIjR7ANg1M5+HzvDvJuCLEXFDZl5Z3Ski9qUIzWYAO2fmw+X5tShe9z7AF4BT6hjLsNc+yqWakiRJkiSp8epdSngqRaXM70REzU3/I2J0RBwPHEIRnJ3Wl4Fl5k8z88jMvCgzH+3Lc/RGOdvsyPLhoZXQrBzDw8BR5cOv1eh+THk8qhKalf2ep5gxB3C0Szbr01lV0+BMkiRJkiQ1UF2BTmbeQjELbG3g9oi4ElgVICK+HxGXANOBo8sux2Xm/f043pXh7cCawDOZ+Yca1y+mWH65XURMrJyMiEnANsDCss1SMnMaxc9ibWCHlTDuIcuqmpIkSZIkqRnUu1STzDwqIp4Fvg3sVXXpcIrZaABzgWMys0+zzfrBOyPiLRTFDJ4HbgZ+381eY1uVxztqPVFmzouI+4HJ5df0Lv3uz8z53YzjDmBi2fbWOl/DsNVmcQBJkiRJktQE6g7OADLzlIg4F9gXeAfwBorZa88DtwEXZ+bM/hpkH3yixrkHIuLAzLyvy/kNy+OTPTzfUxSh2YZV53rbr7rtUiLiYODgHvpXm9zLdoPe6JYRRMDCJR0s6UhGjojld5IkSZIkSepnfQrOADJzNkWBgOUVCRhI91IUEriOIrQaB2wNHA+8FbguIrbOzOlVfcaWx7k9PO8r5XHVfuhXbQN6X/Bg2IgI2lpGMn/REhYsWsIqo/v8x1SSJEmSJKnPhlQikZn/0+XUXOCqiPg9MI1ir7FjgM8P8NC68wTFuHpjMjB+pY2kybSPKoKz+QZnkiRJkiSpQYZFIpGZCyPiBOBK4H1dLldmha3Sw1NUZpfN6Yd+1eM6Fzi3h/6dImIqw2h2WluLlTUlSZIkSVJjdRucRcQN/XSPzMzd+um5VsRD5XFil/NPlMf1e+i7bpe2K9JPvdA2qlIgwOBMkiRJkiQ1Rk8zznZZTt/ktSqata5RXs9u2gy015XHV7qcv7s8blerU0SMAbYoH95Tdany/eYR0d5NZc3turRVL7WXlTXnL7SypiRJkiRJaoyegrNPdnN+deA4iv22/kCxR1dls/11KJYT7gzMBr4FvNQvI11xB5THO7qcvw14AZgUETtn5h+6XN8faAXuqC4qkJlPR8TdFMUH9gfOq+4UEVOAScCM8h6qQ1sZnC1Y7IwzSZIkSZLUGN0GZ5n5s67nImI8RfD0KrBzZt5cq29EvAO4FPg3YPv+GWrPImIyRVB1dWYuqTrfAhwOfLE89YPqfpm5JCJOAk4GzoiId2bm38u+mwAnlk2Pr3HbE4CLge9FxK2Z+UjZb03gR2WbEzPTaVN1em3GmcGZJEmSJElqjHqLAxwHbAR8oLvQDCAzb42IQ4BfA8cCR9Q7sIjYmtfCJ4DNyuN3I+I/qu61Q/ntBsDlwMxyJtjfKZZnbkkxE64DODIzr6lxux9QzJLbC3g4Iq6nmGW2O9AGnJqZV9Z4nZdExBnAocB9EXEdsAjYDRgHXAGcVu9r12szzua7x5kkSZIkSWqQeoOzvYH5mXlVL9r+FpgP7EMfgjOK4OltNc5v0k37PwGnUMxw2wzYiWJ/tWeAc4DTM/OuWh3LWWd7A4dRLFHdA1gC3AX8KDMv6G6QmXlYRNwMfI5imepIikIEZwNnONusb9paraopSZIkSZIaq97gbB2KGVXLlZkZEUvKPnXLzKl0X3ygVvvHgS/15V5l/w6K2WF1zxArg7VuwzXVr7JU0+BMkiRJkiQ1yog6278IrBIROy6vYdlmLDCzLwPT8NY+yj3OJEmSJElSY9UbnP2WYhbYORGxcXeNImIjiuWRCfRmWae0lNeqarrSVZIkSZIkNUa9SzW/TrHP2UYUm+FfBkwDni2vr0Oxyf6HKDbV/3vZR6pLm1U1JUmSJElSg9UVnGXmcxExBbgEeDNwYPnVVQAPAPtn5owVHqWGHfc4kyRJkiRJjVbvjDMy88GIeCtFYLYfsDXw+vLyC8DdwMXAhZm5uL8GquHFqpqSJEmSJKnR6g7OAMpA7Ofll9TvKjPO5hucSZIkSZKkBqm3OIA0ICpVNRcssjiAJEmSJElqDIMzNaXRLc44kyRJkiRJjdXtUs2I+ET57ezMvLLLubpk5nl96afh67UZZwZnkiRJkiSpMXra4+xcIIG/Ald2OVcvgzPVxaqakiRJkiSp0XoKzv5AEZI9VeOctFJVqmq6VFOSJEmSJDVKt8FZZu7Sm3PSytBZVXOhwZkkSZIkSWoMiwOoKbW1WlVTkiRJkiQ1lsGZmlKbe5xJkiRJkqQG65fgLCL+LyIe7Y/nkuC1qprucSZJkiRJkhqlp+IA9VgXWLOfnkuiraXIdBcsWkJmEhENHpEkSZIkSRpuXKqpptQycgStI4OOhIVL3OdMkiRJkiQNPIMzNaUr7pnO4iUJwC4nT+WKe6Y3eESSJEmSJGm4MThT07ninukcc9l9ZPn4udkLOOay+wzPJEmSJEnSgOqv4MwNqNRvTr7mr8sUBZi/aAknX/PXBo1IkiRJkiQNR/1VHOBkYGw/PZeGuWdnza/rvCRJkiRJ0srQL8FZZv53fzyPBLDOhHam1wjJ1pnQ3oDRSJIkSZKk4WqFlmpGYY2IWK+/BiQdscemtLeOXOpce+tIjthj0waNSJIkSZIkDUd9Cs4i4u0R8SvgZeB54LEu1ydExFkR8dOIGNMP49QwsvdWEznhQ1syob0VgDGjRnLCh7Zk760mNnhkkiRJkiRpOKk7OIuIzwF/APYEVqEoDLBUcYDMnAWsAXwS2HeFR6lhZ++tJvI/B04GYPK6EwzNJEmSJEnSgKsrOIuI7YFTgA7gaGA9ihlntZxDEai9b0UGqOFr0mrFZMVa+51JkiRJkiStbPUWB/gyRRj2jcw8CSAiums7rTxu3behabibWBYDeHbWfJZ0JCNHdPtnTZIkSZIkqd/Vu1Rzp/L4o+U1zMyXgDnApHoHJQG0jxrJGmNHsWhJ8vc5Cxo9HEmSJEmSNMzUG5ytAbycmbN72X5JH+4hdZpYWa75kss1JUmSJEnSwKo31JoNrBoRo5bXMCLWAMYDL/RlYBLApHK55jMGZ5IkSZIkaYDVG5z9iWKPs52W1xA4uGx7e533kDpNWq0IziwQIEmSJEmSBlq9wdl5FGHYCRExtrtGEfFu4FtAAmf3fXga7irB2TMvzWvwSCRJkiRJ0nBTb1XNnwOfAHYDbo+InwKjASJiL2B94L3AHhSh3OWZeXX/DVfDzcTVXKopSZIkSZIao64ZZ5mZwD7AlcCbgf+i2McM4ArgFIrgbARwGfDxvg4sIjaNiMMj4ucR8VBEdERERsR+vej70Yi4KSJmR8QrEXFnRHwuInp8vRHxnoi4NiJmRsS8iPhLRHwtIkYvp9/bIuLyiPh7RCyIiIcj4qSIGN9TPy3fJIsDSJIkSZKkBqm74mVmvpKZ+wDvAi4AHgcWAAuBp4ELgfdm5n6ZuSLr6w4F/gf4F2BTiiWiyxURpwPnA9sCNwG/B/4JOA24pLvwLCKOBK4GdgXuBq4C1gS+A0yNiDHd9PsIcAuwN/A3ilBxFHAEcGdErNmbcau2iZXiALPm09GRDR6NJEmSJEkaTupaqhkR48pv52bm9cD1/T+kTn8BTgbuBO4CzgKmLGd8+wKHATOAnTPz4fL8WsCNFLPlvkAxM66637bAicA8YNfMvL08P5YiQNsZOB749y79JpXjCmDvzLyyPN9Csaz1w8CPy/uqD1YZ3cJqY1p5ad4i/vHKq6w5rq3RQ5IkSZIkScNEvTPOZgEzgXX6fyhLy8yfZuaRmXlRZj7ay27HlMejKqFZ+VzPU8xgAzi6xqyzoynCr+9VQrOy3yvAJ4EO4LCImNCl35eAduBnldCs7LcY+AzwMrB3RGzWy/GrhspyzWesrClJkiRJkgZQvcHZK8DLmfn0yhjMiihnf21DsWT04q7XM3MaMB1YG9ihqt8oin3ZoFji2bXfY8BtFMsv39fl8t499HsZ+HWXduqDSRYIkCRJkiRJDVBvcPY4MKZcithstiqP92dmdwnLHV3aQrF/2hhgZg8z25bpVy5b3ajL9d7cT3Xq3OfspRXZMk+SJEmSJKk+9QZgFwHfophBdUm/j2bFbFgen+yhzVNd2lZ//xTdq9Vvg/I4q5xd1tt+nSLiYODgHu5bbXIv2w05lRlnVtaUJEmSJEkDqd7g7GTgA8CPI+KlskBAsxhbHuf20OaV8rhqA/tV24DlFDxQ1R5nBmeSJEmSJGkA1RucHQ3cALwZuDYi/kyx/9cLwJLuOmXmt/o8wqHtCWBaL9tOBsavtJE0sYmruVRTkiRJkiQNvHqDs28ASVGBEuCtwFt6aB9l+4EIziqzu1bpoU1llticBvbrlJnnAuf20L9TRExlmM5OqwRn02fNJzOJiOX0kCRJkiRJWnH1BmfnUQRhzeiJ8rh+D23W7dK2+vv16uxX2UttQkSM62afs1r9VKdxba2Mb29l9vxFvDh3IWuMHd3oIUmSJEmSpGGgruAsMw9eSePoD/eUx80jor2byprbdWkL8BAwH1g9IjbqprLm9l37ZebsiHiUorLmdkCt/d6W6ae+mTihndnzF/HMS/MNziRJkiRJ0oAY0egB9JfMfBq4GxgF7N/1ekRMASYBMyj2Zav0WwhcXT78lxr93gi8HVgIXNXl8pU99BsH7FU+vLyOl6IarKwpSZIkSZIG2pAJzkonlMfvRcTGlZMRsSbwo/LhiZnZ0aXfiRRLUI+KiO2r+o0Fzqb4Of0oM2d16fc/FLPVDoqID1T1awF+DIwDrsjMB1bwdQ17r1XWtECAJEmSJEkaGPXucdYpIt4B7AdsDby+PP0CxayvizPztu769vL5t+a1sAtgs/L43Yj4j8rJzNyh6vtLIuIM4FDgvoi4DlgE7EYZYgGndb1XZt4REUcD3wNujYgbgFkUm/GvCdwOfK1Gv6cj4tPA/wJXRMTNwLPADhR7rT0CfLYvr19Le62ypjPOJEmSJEnSwKg7OIuItYCfAe+qnKq6/GZgJ+DwiLgWODgzn+/j2MYBb6txfpOeOmXmYWWA9TmK4GskxT5mZwNn1JhtVul3UkT8GfgKxZ5lbcBjwA+B/8rMV7vp94uIeAw4BtixHPPTwMnA8Zk5e3kvVMs3qaqypiRJkiRJ0kCoKzgr9+26iWJD/ABuBaYB08sm61CEVTsC7wamRcR2mTmn3oFl5lSWDuXq6XsBcEEf+v0O+F0f+t0O7F1vP/XepM4ZZy7VlCRJkiRJA6PeGWfHAhtTLMn8cBluLSMidgYuppgd9p/AUSswRolJEyp7nM0nM4noU6YqSZIkSZLUa/UWB9iXYhP9Q7oLzQAy8w/AIRQzxvbr8+ik0rj2FlYd3cK8hUuYNW9Ro4cjSZIkSZKGgXqDszcACzLz171o+xuKipPr1D0qqYuIsECAJEmSJEkaUPUGZy8Ai3vTMDMTWFL2kVaY+5xJkiRJkqSBVG9wdi0wNiLevryGZZuxwDV9GZjU1aTVin3OrKwpSZIkSZIGQr3B2TeBF4FzI2LD7hpFxAbAOcDfyz7SCpvkUk1JkiRJkjSA6q2quSFwDPBfwF8i4iJgKjC9vL4OMAX4MLAQ+A/gjRHxxq5PVBYQkHpt4gSXakqSJEmSpIFTb3A2laKqJhQVMz9RfnUVQDvw/7p5nuzDvTXMVZZqOuNMkiRJkiQNhHrDq6d4LTiTBlRlqeZ0gzNJkiRJkjQA6grOMnODlTQOabkmjGllzKiRzHl1MbPnL2J8e2ujhyRJkiRJkoaweosDSA0TEVUFAtznTJIkSZIkrVwGZxpU3OdMkiRJkiQNFIMzDSqVyprucyZJkiRJklY2gzMNKq8t1TQ4kyRJkiRJK5fBmQaV15ZquseZJEmSJElauQzONKhMLGecTZ/ljDNJkiRJkrRyGZxpUHGppiRJkiRJGigGZxpUXrfKKNpaRzB7/iLmLFjU6OFIkiRJkqQhzOBMg0pEvFZZ0+WakiRJkiRpJTI406DTWSBgpsGZJEmSJElaeQzONOi8ts+ZlTUlSZIkSdLKY3CmQcfKmpIkSZIkaSAYnGnQ6VyqaWVNSZIkSZK0EhmcadB5bammwZkkSZIkSVp5DM406EyyqqYkSZIkSRoABmcadNYYO5pRLSOYOXchc19d3OjhSJIkSZKkIcrgTIPOiBHhrDNJkiRJkrTSGZxpUOqsrOk+Z5IkSZIkaSUxONOg9FqBgHkNHokkSZIkSRqqDM40KE1abQxgZU1JkiRJkrTyGJxpUJpY7nH2jHucSZIkSZKklcTgTIPSa0s1Dc4kSZIkSdLKYXCmQamyVHO6e5xJkiRJkqSVZMgFZxFxbkRkD18PddNvRER8LiLujIhXImJ2RNwUER/pxT0/WradXfa9s3yuIffzbRZrrjqa1pHBP15ZyIJFSxo9HEmSJEmSNAS1NHoAK9EtwCM1zj/X9UREjAQuAz4AvAxcC4wGdgMuiIgdMvPwWjeJiNOBw4AFwPXAorLfacBuEbFfZnas+MtRtREjgnUmtPPki/N45qX5bLzm2EYPSZIkSZIkDTFDOTj7aWae28u2X6IIzR4Ads3M5wEiYhPgJuCLEXFDZl5Z3Ski9qUIzWYAO2fmw+X5tYAbgX2ALwCnrPCr0TImrVYJzuYZnEmSJEmSpH437JcSlrPNjiwfHloJzQDKIOyo8uHXanQ/pjweVQnNyn7PA4eWD492yebKUamsOd3KmpIkSZIkaSUw0IG3A2sCz2TmH2pcv5hi+eV2ETGxcjIiJgHbAAvLNkvJzGnAdGBtYIeVMO5hr1IgwMqakiRJkiRpZRjKSzXfGRFvAcYCzwM3A7+vsd/YVuXxjlpPkpnzIuJ+YHL5Nb1Lv/szs7vk5g5gYtn21j68BvVg0mrFjDODM0mSJEmStDIM5eDsEzXOPRARB2bmfVXnNiyPT/bwXE9RhGYbVp3rbb/qtupHnUs1X5rX4JFIkiRJkqShaCgGZ/cCdwHXUQRX44CtgeOBtwLXRcTWmVmZOVbZVX5uD8/5SnlctepcX/t1ioiDgYN76F9tci/bDRuTVneppiRJkiRJWnmGXHCWmf/T5dRc4KqI+D0wjWK/sWOAzw/w0GrZAJjS6EEMVmutOpqWEcHf57zKq4uXMLplZKOHJEmSJEmShpAhF5x1JzMXRsQJwJXA+6ouVWaFrdJD98rssjn90K/aExRhXm9MBsb3su2w0DJyBGuPb+OZl+bz7KwFbLhGT/8pJEmSJEmS6jNsgrPSQ+VxYtW5J8rj+j30W7dL2xXp1ykzzwXO7aF/p4iYirPTljFptXaeeWk+z7w0z+BMkiRJkiT1qxGNHsAAe115fKXq3N3lcbtaHSJiDLBF+fCeqkuV7zePiPZu7rddl7bqZ5NWK/Y5m+4+Z5IkSZIkqZ8Nt+DsgPJ4R9W524AXgEkRsXONPvsDrcAdVQUFyMynKUK3UWWbpUTEFGASMKO8h1aCSmVNCwRIkiRJkqT+NqSCs4iYHBF7RsTILudbIuIrwBfLUz+oXMvMJcBJ5cMzImLNqn6bACeWD4+vccsTyuP3ImLjqn5rAj8qH56YmR19fU3q2aTVKsHZvAaPRJIkSZIkDTVDbY+zDYDLgZkRcTfwd4rlmVsC6wAdwJGZeU2Xfj8Adgb2Ah6OiOspZpntDrQBp2bmlV1vlpmXRMQZwKHAfRFxHbAI2A0YB1wBnNbPr1FVOpdqznLGmSRJkiRJ6l9DLTj7E3AKsD2wGbATkMAzwDnA6Zl5V9dOmbkkIvYGDgM+CewBLAHuAn6UmRd0d8PMPCwibgY+R7F5/0iKIgRnA2c422zlem3GmcGZJEmSJEnqX0MqOMvMx4Ev9bFvB8XssLpniJXBWrfhmlaetce3MSJgxssLWLi4g1EtQ2r1sSRJkiRJaiBTBg1qrSNH8Ibx7WTCjNkLGj0cSZIkSZI0hBicadAbXc4y2/nkG9nxxBu44p7py+khSZIkSZK0fAZnGtSuuGc6T774WkXN6bPmc8xl9xmeSZIkSZKkFWZwpkHt5Gv+ypLMpc7NX7SEk6/5a4NGJEmSJEmShgqDMw1qz86qXU2zu/OSJEmSJEm9ZXCmQW2dCe11nZckSZIkSeotgzMNakfssSntrSOXOtfWOoIj9ti0QSOSJEmSJElDRUujByCtiL23mgjASdc8xLOzFgDw4W3X7TwvSZIkSZLUV84406C391YTufXo3fj23lsAcN/02Q0ekSRJkiRJGgoMzjRk7Lv1RMa3t3L3U7O456mXGj0cSZIkSZI0yBmcacgYM6qFj2y/HgBn3fx4g0cjSZIkSZIGO4MzDSkHvWN9Ro4Irv7LDJ6dNb/Rw5EkSZIkSYOYwZmGlDeMb+d9W76BJR3Jz257otHDkSRJkiRJg5jBmYacT//zhgD84vanmPvq4gaPRpIkSZIkDVYGZxpyJq87gW3WX42XFyzmsrufafRwJEmSJEnSIGVwpiGpMuvs7FueoKMjGzwaSZIkSZI0GBmcaUh692ZrMXFCO4//Yy43/vXvjR6OJEmSJEkahAzONCS1jBzBwe/YAICzb3m8sYORJEmSJEmDksGZhqwPb78uq4wayS2PvMiDz73c6OFIkiRJkqRBxuBMQ9a4tlb233ZdAM6+2VlnkiRJkiSpPgZnGtI+ueMGRMCV9z7LC3NebfRwJEmSJEnSIGJwpiFt/detwu5vXouFSzo4//YnGz0cSZIkSZI0iBicacj71I4bAvDzPz7JgkVLGjwaSZIkSZI0WBicacjb4Y2rs9kbxvGPVxbyqz892+jhSJIkSZKkQcLgTENeRPDpfy5mnX31svvY8Oir2PHEG7jinukNHpkkSZIkSWpmLY0egDQQMhOAxR3Fcfqs+Rxz2X0A7L3VxIaNS5IkSZIkNS9nnGlY+MF1Dy9zbv6iJZx8zV8bMBpJkiRJkjQYGJxpWHh21vy6zkuSJEmSJBmcaVhYZ0J7zfMtI4O/PT9ngEcjSZIkSZIGA4MzDQtH7LEp7a0jlzm/aEny/h/exA9+/zdeXbykASOTJEmSJEnNyuBMw8LeW03khA9tycQJ7QQwcUI73/3QFnxk+/VYtCQ55fqHef8Pb+auJ2c2eqiSJEmSJKlJWFVTw8beW01ctoLm9vDByetwzGX38cjfX2G/M29jx41ex6MvzGXG7AWsM6GdI/bY1MqbkiRJkiQNQ84407C3wxtfx9WH78Tn3rkRJNz8yIs8N3sBCUyfNZ9jLruPK+6Z3uhhSpIkSZKkAWZw1k8i4qMRcVNEzI6IVyLizoj4XET4Mx4E2lpHcsQeb+L1q45e5tr8RUs49sq/8MfHXlxmH7Qr7pnOjifewIZHX8WOJ95gwCZJkiRJ0hDiUs1+EBGnA4cBC4DrgUXAbsBpwG4RsV9mdjRwiOqlF+a8WvP8nAWLOfAnf2R0ywi2WX81dnjj61jc0cFP/vAYCxYV/2krs9OAZZZ2XnHPdE6+5q88O2u+yz8lSZIkSRokDM5WUETsSxGazQB2zsyHy/NrATcC+wBfAE5p2CDVa+tMaGf6rPnLnF9l9EjWXW0MD82Yw62Pvsitj75Ys//8RUv4xq/vZ+zoFlZbZRSrrzKK2x79B9/+zQPMN2CTJEmSJGlQMThbcceUx6MqoRlAZj4fEYcCU4GjI+JUZ501vyP22JRjLruP+YteW5LZ3jqS4/fekr23msjMuQu5/bEXue2xFznvtidrPseseYs45Lw7e7zP/EVL+Orl9/G35+ew+iqjWG3MKP4642V+dtuTvLp4+QEb9D5kM4yTJEmSJKlvDM5WQERMArYBFgIXd72emdMiYjowEdgBuHVgR6h6VQKl7oKm1VcZxXu3fAPv3fINXP/g32vOTmtvHcnbN3odM+cu5KV5C3nyxXk17zVv4RJ+NPXRHsczf9ESjrr0z/zh4RdYe1wbbxjfxlrj2nhoxsv86MZHWbCckO2Ke6YvFQT212w3QztJkiRJ0nBgcLZitiqP92fmsglK4Q6K4GwrDM4Ghb23mtircKe72WknfGjLpfrveOINNQO2Ce2tHLLThsycu4iX5i3k8m4KC7y6uIPL7l5+0YH5i5bwHxf/iXNvfYL21pG0jxrJbY/+o3OJaHW7b/zqfiJglVEtjBk9kjufmMnpNz7aq9luvQ3jBktoN1zvPdRej/ceXvceaq/Hew+vew+11+O9h9e9h9rr8d7D695D7fUMlnsPBZGZjR7DoBURX6TYu+yKzNynmzanAF8E/jsz/2MF7jUVmDJlyhSmTp3a16dRP+vN/zC6BkhQX8D2ulVGceR7NmXG7FeZ8fICZsyez41/fWHlvagqIwImrTaGMaNGMnZ0C2NGt/B/j7/YWRCh2iqjR/LhbdfrfHzhnU8x99Uly7QbO7qFg96xPiMjiAj+9vwcfv/A8yzueO3/RS0jgvdtsTabTxy/VN/7p8/mt3+Zsdy2/d1uRZ+zdWSw11vewOT1ViMiGBnBn55+icvumc6iJa+1GzUy+PjbN+CfN1mD1hEjaBkZtI4MbnnkH0sFmwCjW0bw5Xf9E7u9ea3Oc9c/+Dzf//3fltuunrYr2u7I92zKe7Z4AyMCRkQwIoJr7n+O71z14FJ/jtpaR/D1vTbj/W9Zp/PcVX9+lm/++oF+a7cyntN7D/y9h9rr8d7D695D7fV47+F176H2erz38Lr3UHs9zXbvWv++HUx22WUXpk2bBjAtM3fpet3gbAVExFeB44HzM/Nj3bQ5Hvgq8JPM/GyXawcDB/fydpOB8QZng1N/BmzQfci25qqjOeNj27Bg0RLmL1zCEZf8iZfmLVqm3ZhRI9n1TWsyb+ESXnl1Mf/3+Mx+eqWSJEmSpOFm4oR2bjl610YPo0+WF5y5VLOxNgCmNHoQWvl6s/xzefurVetumehX3/dmtll/tc5zX99r85rtvrtP72a7rT2ujV9+ZgdeeXUx8xYuYe7CxXz5wntrhnHj21v4wq6bdD4+9YaHmT1/8TLtxrW18K87vZElmXQk/PD6h5dpU/GZnd+41OOf/OGxXrXt73b99Zwf32F9lmSSmfzi/57utt3O//R6Fi/pYPGSZFFHB/c8Navbtm98/Sqd3z/2wtxetaunbX+0W2d8Gx1J52v/xysLu2276ujXfi3NeXXZPz8r0m5lPKf3Hvh7r4zn9N7ee6DuvTKe03t774G698p4Tu/tvQfq3ivjOb330p6t8e/JocLgbMW8Uh5X6aHN2PI4p8a1J4BpvbzXZGD88hppcOvt/mq9Ddl62667IO7o976JDdZY+o93d2HcNz+wxVLPu8bY0TXbfeuDS7e79K5naoZ2Eye089X3vXmpc1f9+blete3vdv31nN/ee4vOx3/42z+6bXfep7Zf6lx3webECe3c8JVd6m63Mp6zp3ZdP3nqbdv+bue9h8a9h9rr8d7D695D7fV47+F176H2erz38Lr3UHs9zXjvdSa0L3NuqBjR6AEMck+Ux/V7aLNul7adMvPczNylN1/Avf05cA1+e281kVuO3pXHT3w/txy9a7eBW2/a7b3VRE740JZMnNBOUPzPsbs16r1t29t2R+yxKe2tI5c61946kiP22HSZe/e2bX+3G2r3Hmqvx3sPr3sPtdfjvYfXvYfa6/Hew+veQ+31eO/hde+h9noGy72HCmecrZh7yuPmEdHeTWXN7bq0lZpSb2e71dO2v5eo9vdMu+F676H2erz38Lr3UHs93nt43XuovR7vPbzuPdRej/ceXvceaq9nsNx7qLA4wAqKiLuArYGDMvO8LtemAFOBGcDEzFy2FGHv7zMVq2pKkiRJkiT1m+UVB3Cp5oo7oTx+LyI2rpyMiDWBH5UPT1yR0EySJEmSJEkDz6WaKygzL4mIM4BDgfsi4jpgEbAbMA64AjitcSOUJEmSJElSXxic9YPMPCwibgY+B0wBRgIPAWcDZzjbTJIkSZIkafAxOOsnmXkBcEGjxyFJkiRJkqT+4R5nkiRJkiRJUg0GZ5IkSZIkSVINBmeSJEmSJElSDQZnkiRJkiRJUg0GZ5IkSZIkSVINBmeSJEmSJElSDQZnkiRJkiRJUg0GZ5IkSZIkSVINBmeSJEmSJElSDQZnkiRJkiRJUg2RmY0eg3ohIp4BJo4fP57Jkyc3ejiSJEmSJEmD3r333svs2bMBpmfmpK7XDc4GiYiYBYxv9DgkSZIkSZKGoNmZOaHryZYGDER98ziwIfAK8EiDx1LLZIpgbzZwb0NHIg0uk/G9I/XVZHz/SH0xGd87Ul9MxveO1BeTae73zsbAWIrcZRkGZ4NEZm7V6DH0JCKmAlOAezNzl8aORho8fO9Ifef7R+ob3ztS3/jekfpmsL93LA4gSZIkSZIk1WBwJkmSJEmSJNVgcCZJkiRJkiTVYHAmSZIkSZIk1WBwJkmSJEmSJNVgcCZJkiRJkiTVYHAmSZIkSZIk1WBwJkmSJEmSJNVgcCZJkiRJkiTV0NLoAWjIOBeYCjzR0FFIg8+5+N6R+upcfP9IfXEuvnekvjgX3ztSX5zLIH7vRGY2egySJEmSJElS03GppiRJkiRJklSDwZkkSZIkSZJUg8GZJEmSJEmSVIPBmSRJkiRJklSDwZkkSZIkSZJUg8GZ6hIR0egxSENF5f3k+0qqj+8dacX43pHq4+8daXiLzGz0GDTIlL8w3gGsArQCtwEdmTmrkeOSBqOIiOzyP+Ja5yQtzfeO1H9870jL5+8dacVU3i9Vx5GZuWQwvI8MzlSXiNgXOAjYE+igmLX4DHAdRYB2fWY+1rgRSs0vItqBDwCTgHWAh4A7gb9n5vRGjk1qZr53pL6JiBZgZ2Bdig8+X6D4u9vCzJzbyLFJzczfO1L/i4jXAbMzc3GX800boBmcqdciYifg18BYipDsfmAy8FZgNDCnPP8L4IrMnN2YkUrNKyK2A46lCJ+rzaB4/9wI/DoznyzbN+0vEGkg+d6R+iYiJgNfAQ4ERlZdehK4kuK9c2tmvjDwo5Oal793pP4TEesBuwKHUvwuWh24miJTuC0z72ng8JbL4Ey9FhH3AGsCX8jMy6rOvxN4D/BuYEvg78AFwE8y828RMSIzOxoxZqnZRMS9wFuAnwH3ATOBDwNvovg0cz5wE3Ae8BtnAkgF3ztS30TEncDWwBXAY8CLwAEUf2errBz4NXAh8MfMXNiYkUrNxd87Uv+IiFHAZRR5QQtF+Lx2eflVit9NvwF+mpkPl32aKog2OFOvRMT7Kf5SdUpm/nt5rqUyvbJcAvAOYL/y63XA/wKH+0tEKkTEUcAJwLcy8xtdrv0zRQC9J8U/Zp4AzgDOzsyZlT0ABnbEUnPwvSP1TUQcAxwPnJiZX+1ybS+KEGB3ig9Gbwf+OzMvKa/7waeGLX/vSP0nIn4AHA6cD5wEPA5sBewGvA34Z4ptBO4BfgT8IjPnNWa0tRmcqVci4l+BHwP7ZeZlXUKzzjQ4IlYD9ge+CqwHXAV8EnixmRJjaaBFxBjgBor9Md6ZmY9GxEiK/w9X3kujKH5xfJQigG4BTsjM4xs0bKnhfO9IfRMRY4GbKbbYeFdmPh4RI4ARVe+dduCDwCEUS2jmAP+Rmf+vQcOWGs7fO1L/iYj1KZZjTgM+nZkzqj+YiYh/AnaieC/tAjwPnAqcmpmvNMvMsxGNHoAGjTnlccdydlnnJ5DVf5Az86XM/AnwceBR4H3AO5rhD7vUYO0Uf6l6KTMfBcjMJV0C6IWZeQNF8HwyMAb4dkQcWWnTmKFLDeV7R+qbCcAoYEZmPg6QmR1V750RmTk/M38JfAo4E1gV+HFEHFC28b2j4cjfO1L/eTvF++OmMjQbmZkd5Qc5ZObfKJZD/wfwfYrfW0dT5Ak0S45gcKbeegSYDewDbFSVEC/1Z6jySyIzbwKOAQI4vPyURhrOZgOLgC0jYnfoXOIMFL8Uqt4/fy8/sfwoxf4Z+0bEas3yi0MaYL53pL75B8U/QLaOiM1hmfdOR5Qy86nMPIxiKc0S4FMRsYrvHQ1T/t6R+s8r1cfKMubqrQAyc3FZHOAk4BSKD3FOj4j3DfBYu2Vwpl7JzDuBnwIbAL+LiHeV5ysBWuWXR1Y9voKiYlMLMMJPXjRclZ/qLwYuL099ovy0pfNTf1jq/VP5f/MlwHXAdhRTl6VhxfeO1Dfl+2QBxXunjWLbDKpnzJSPswwBKh9w/hK4i2ID520GfOBSg/l7R+p3L5bHz0XEJrB0EF0tM1/IzG8DXypPVWY/N3wSjsGZ6nEaxdrk9YFzI+KrETEJOj95GVF+cDmy/GUygWKqcysw1k9eNFxVfaJyCfAA8DHgxoh4W+V65VP/qseVv6RdWPYdM9DjlhrN947UZ5X3zuXAPODLEXFBZeZZlw86ycwlZWDwAkWFQCg+8ZeGFX/vSP3uTor3xqbA52GpD3G6rl6rTLa5lCJw26Fs3/BiGwZn6rXMfJJiqeaZFKHYfwI/iYiPR8Sq5b4ZWfUHe19gDeCWzHypIYOWmkhmPkaxAfODFBvK/jQivhQRa1d/6l/+wqj8xe0t5fHVBgxZapjqWcq+d6T6VIKxzLyVomjTE8CBwEkRsX8UxZyoeu9UV9DcpDy6UkDDUvl+8PeOtILKrQAWUVSdnQV8ISJuiohKIFYJoiu5VOXtNR14Dng1ItZtyOC7sKqm6lb+ZetTFBv2vYWicMB9FEnyDcDqFH/p+i+K/QE2ycyXGzNaqflExFbA14C9gIXAVOBi4NLMnFvVbgfgJxRB9QbVewFIQ1n5F63KjJiRQEf5j5TJFB/a+N6RaoiIdSj+3P8tMxdXBdB7A0dQfHr/JPAbisrnU8slnZX+21FszTEOeKOrBTQcdPmds1QFP//OJvWPiNiFYgLOPwEzgLOAH2fmM+X16vfhjhTbPv0pM3dvxHi7MjhTn5R/EdsCOBjYA9isvDSH16b2Pwx8LTMvGfABSk0iIjYuv23NzAerzm9JMStzP4r3zyLgceDnwExgNeAzwLrAxzLzgoEct9QoEbEm8GHg2sz8a43rW1C8b3zvSFUi4vXAjyj+7H8ZuL2yCqD8e9sUir+3vZdiRcAzwF+By4CnKLbi+BLFh5+fyMyfD+wrkBqj/IBmPeAgiuVkf8zMU6qu+3tHqlNlJnNEjMrMheW5t1B8iLM/RfGaByjeR/8PWEAxW3N1ig9w9gT2ysyrGjH+rgzOtELKjf3eCGxPsQSghWK68h3ABbX+0SMNBxHxVoq/RB1Isc/fU8AfgNMy84GyzRiKEs27UwTQk7s8zSPATzPzpAEattRwEfF7YDeKWcyXU8yI+XuXNmOAd5Tt3gds2eVpfO9o2ImIcyj+4X9eZh5cdX5kVYC2OkVwthfF7LP1ujzNM8A5mfn1ARm01AQi4t+Bf+O1ZcoAd1OEYA+VbVbhtd877+G1ZZkV/t7RsNd1xmat68CGFP/2+Rdgp/LSHOBmig911gfWpPhd9OmVO+LeMzhTvyr3OpvT6HFIjRQR2wI/A94MvETxy2AcxfT9XwCHZ+Y/qtqvCqxCUcFsZ4o9ABZSbIz5TGUDTWmoi4hNKfaTgeI98BLF++BSitkz87q0H0Hx3tqJYg+aWfje0TAUEe8ErqdYQvapzJwbEa3l3jKVsHl8Zj5XPh5HsVxmS4oQ4HmKWTRnAY9VL9+UhrKImAJcA7xMMfOlsrfZW4CjMvPkLu3bKFbX7IC/d6SllP+m2YKiqEYLxeyxq4CHgMcz8/myXTuwAcW/fQ6iqEQ7l+LvdPcDpwMXNtM+6QZnWim6bDIrDSsRcQewFXAsRYA2Hngb8BVgc+C4zPxO9T9qeniuHj+5kYaSiFgf+C0wCbiIYibmJOAv5ePfAPdn5qIyZHs7xezmhTWey/eOho2IuJpi1vJHM/PGqvNrA9+hmEmzBfBHitnPVwP31XqP+Hc4DScR8WeK2S2HZOZvynMTgWkU1QAPA7YFNqJY2vwc8Nda7xF/72i4i4jTgI9QLF+u9jjF75/fAldl5qwu/bakWLU2EpjRdaVBMzA4k6R+FBGfpagcc3JmHlV1vhX4JMWmmPcDW3cNzSrLaSKixU8sNVxFxEcoZr18guKT/EMppvS3AzcBF1DMDjgW+FfgwMy8qOzrP/g17ETEJhTviaczc0rV+Z2B44BdKfaOaSsvLaZYEvO9zLymbOt7R8NORBwA/BL4PnBEWYSmPTPnR8QlFIHZ9RR/f4PX3jvnAr/MzIXVS6Gl4SwivkrxQc1tFP/eeYpiT8APUqzCmQT8neJD0J9l5s0NGmqfGJxJUj+JiFEUn+S/AdgzM+/rGoJFxM0Ue2R8oPLJpqRCuffFBIpP+Z+i+Af/2sCHKPYL3IFi6fOfKN5HT2fmxmVf/+GvYSkixgOPApdk5r+V595AUShgL+Ak4NfAbIr30t7A1hRFnP4lM+9swLClhiqX+p9JsSzz7Zl5e2UlQLkc848UyzXvAW6nWHa2A8XMzaeBw5pl03Kp0SJiDYp9/u6mmL35WNW1MRRLMfcsvyZSfBB6Umb+tnwv0ux/hxvR6AFI0hCyNUWxjDsz8z6ASmhWVmwCOL88vq/SqfILIyI2i4jPRkTX6c3SsFHuZ3EqRQXAPTPzucw8nWLj5u9QfFo5haLoxp/L982qzf4XLmllKMPm1vLhluU/UKAo2vR+4NTM/Gpm3paZD2Tmd4DPUnzIswnwuQEftNRg5ZLKDiDKU6t2aXIAxQyZ64APZeZhmfkZ4OPAlRTVM79R7uckqQjExgHXZOZjETEiCiMyc15m/hb4T+AoilmcOwM/iIgpmdkxGP4OZ3AmSf3ndRTVYH4PS4VlVE3jvwn4B/D2iGgpp/h3lG3/lWKZ51YDO2ypOVTtDfMTihLlXy+rAJKZ92fmNyk2mYWiZPnewP8C/1ZWspWGlSz8g2JGzNt57UOZNSlmyPyo0rbyOykz76JYevY8sE9EvG5ABy01WNXvmufK4yfKLTWiLPD0DYpA+kuZ+WQlBMjMP1HMUHuYYlPztQZ46FKzqgRff6ucKH8/dZQf8JCZMzPzF8ARFAH0JsD5EbH5gI+2DwzOJKn//B24g/LT/272vHio/HorsEFVm3dT7Ol0W2beMABjlZpS5dNJ4DyKWZzvqbo2kWK6P8DRwOUUszy/9//bu/Moucoyj+PfH2Qhi1nYkgCyDBlQRhZBgWGbHDYBNWyaEYKyI5uKgiAMmwgCCiaAgIYAGRCOiCyRo4CyBiUMoALDoBiUsIclZCUQQ/LMH+970zeVqkp3utNVnf59zrnnVt37vu99blX36eqn3oU0Ga1Zd3U+MBe4UtJepJ40b9DSG23x3yRJvSLiRdLwzrfLZcy6mYmklfwOIQ2/fIDUy2xD0op+zxXTAOT5z3pHxPRcdonfL7Nu7v28P0ZS/1KngMWJ6lIC7emI2B+4BlgHGJnPr7p0s83DiTMzs47zJKl7/39DyxDMsjx08+H8dJ9cbg3St/+DSas3mXVbpe7640jf6p9UOn08qUfmJRFxGfBN4Dzgf4GfdWKYZk0j/60pVp5dC7idlEgeBnw+D5dRLtsjT2i+OukflqYfHmO2ouTel3uQ5jNbm7Ty+ROk6QLWkNQDiOJ3KCLm589s/0rq9TyrQaGbNZsHgMdJQzBHQfqypvz3p5RA65HrTMj7kUX5zgy4rZw4MzPrILlL8ksRMTs/X+IfklIibVLe75r3+wMHAtfnYQBm3Vr+B2UmcDnwKUkjJW1PGiIzEzgHICJejogxwD4R8Wyj4jVrpNwbZk5EHAVcSEqGFatr/iewU/EPS2mxmkNJvWrujohpnRyyWdOIiMciYgfSgjNbRsQepGHM2wAD82e7AIreMAeT5jibGBGvNyRosyaSP7NNB64nrYA+XtJYSesWvz/lzgTF36GImExaUGCRpDWKBFuz8qqaZmadTNI6pOXM55OGB4wlfUAbFhH+9tIsy0Mz/0ia7+xNUhLgqxFxTf7GsktMKGvWWST1B44ARgOfzocXApeRegQAbApcQEpCf6z4ssfMEkn7kqYCmARcGBH35uO7kRZ56g1s4N8dsyVJ+jrp70s/4B5SMu1XETE/n1/82U3SNsBvgT9HxO6Nirm1nDgzM2sASb8EDiD9wdgTOC0iftjYqMyaj6STgeJ345mI2KqB4Zg1vfyt/eakL2Z2Jc0VCGkOmj758bPA2RFxZ6cHaNbk8nDMO4EdSV/avEiaC+1TpITAMRExoVHxmTWbYi7A/PdnNGmaja2BaaT/dW6NiF9X1PkpaWG0L0fETZ0ccps5cWZm1olyd+aQdCJpGBrAlIjYtJFxmTUrSasBPwBOBEZExKQ8T9OHy6hq1q3lb/Y3IvU8+xIQeXsc+HlE/KOB4Zk1tbxS8+mkOZuG5sMvAGMi4uqGBWbW5CT1JiWdRwGfI82nCfA0KSE9FPg46XfrnojYp0ozTceJMzOzBpC0NWnYzABg72IYgJlVJ2lIRLxZJJ8bHY9ZVyOpb16x1sxaQdIAYAtgM9JCAI9GxCuNjcqssST1BRZExIJllBtCSqCNAPYlzQ1YmENaTO1HETF1xUTasZw4MzNrgLzk8gmkec1Ob3Q8Zl2FE2dm7VMMqWl0HGZm1vVIGkdaifbeiHityvklPqdJ6gf0AnYHBgLzgBci4vFOCrlDOHFmZtYgeR6AVT3kzMzMzMzMmpmk44ArgbnAr4AbgCciYkaVsivVF51OnJmZmZmZmZmZWVWSegFPAp8gLZoxBHgDuBG4FXguIt6vUVfFQ1IOauGKj7hjrdLoAMzMzMzMzMzMrGntDgwHHgUOICXMBgCnAuOBoyUNz9PRLCZp1dzzrFdELOqKSTNw4szMzMzMzMzMzKrIqzRvDqxGmttsckQcCnwFuB/YEhgLXAEcKKlYiZaIWJhX2pwoaUynB99BejQ6ADMzMzMzMzMza0qRt78Azy0+GHGHpPuAw4GjgM+QVtL8haSbgKfy/GcHAXsC63Z24B3Fc5yZmZmZmZmZmVlVknoC2wPPRMSsPCQzilWaJW0MHAeMJs1/9jIwDngcGAP8G7BFRDzbiPjby4kzMzMzMzMzMzNrE0mrkBJokZ/vBJwIjCQN7XwZWB8YFxHHNizQdnLizMzMzMzMzMzMloukVUq9z3oAewNnA9sA7wPDImJ2A0NsFy8OYGZmZmZmZmZmy6WcNIuIDyPiLuDv+fQZXTlpBu5xZmZmZmZmZmZm7VT0PJN0IHAz8PeI2KzRcbWXe5yZmZmZmZmZmVm75KRZT+BIoCfwrQaH1CF6NDoAMzMzMzMzMzNbKSwCrgQmR8Q9jQ6mI3ioppmZmZmZmZmZdRhJipUk4eTEmZmZmZmZmZmZWRWe48zMzMzMzMzMzKwKJ87MzMzMzMzMzMyqcOLMzMzMzMzMzMysCifOzMzMzMzMzMzMqnDizMzMzJqSpKmSQtKIRsdiKw9JG+afqw5dIUvSYbndh5aj7ohcd2pHxmRmZmbt16PRAZiZmZlZ1yJpEHASQESc28hYzMzMzFYkJ87MzMzMrK0GAefkx+c2LozlsgB4vtFBmJmZWdfgxJmZmZmZdRsR8RrwsUbHYWZmZl2D5zgzMzMzMzMzMzOrwokzMzMz63IkDZY0OU+o/rSkIW2oe26uNyE/P1TS/0iaI2m2pAcl7bGMNnpJOlHSI5LelTRf0kuSrpP08Rp1ekv6oqQbcszvSPog17tJ0jZ1rrd4oQRJ60q6StI/8nWfqijbX9IZkp6QNCtfY4qkyyV9tEb7q+TJ7R+UNF3SAklvS/q/fE97lco+BLxYeh4V27n1XrtSvSUm6Zf0CUk/lzQtx/xXSWdJ6rWMdnbK9V7Nr8d0SfdJOkiSlnXdGm1+Lr8Ws/LPxGOSDi3uP9c/bBlxfT63MVPS3NzGQa18bYq6M3LdyZIOXkadVSQdKenh/DP5gaQXJY2TNLxGnSUWJZC0t6S7Jb0laZGkk1oTr5mZ2crMQzXNzMysS5E0FPgtsDnwGLBPRMxYzrbGA0cCC4H3gAHACGAXSaMi4rYqdYYBdwNb5kOLct31gcOBgySNjojbK6ruAfwiPw5gZt6vDxwMjJJ0RETcWCfkTYBbgTWBeaT5usqxfTzHtkE+9CEwHxgOfA04RNLnI+IPFe3emGMozMqvxZrAZnm7J597F3gnnwN4s6KtuXXir0rSnsCdQJ987Z7ApsB5wDbAfjXqXQycWjo0GxgM7Ja3kfm9WNSGWM4EvpefRo7n08B2krZqZRtn5dgXAXOAfsB2wM2ShkTE2Dp1TwLGlK7dB9ge2F7SDhFxYpU6fYE7gD3zoQWkn48NgaOBL0v6UkRMrHPdk4FLStdt9WtmZma2MnOPMzMzM+syJG0APEJKmt0P7L68STNgX2A0cBwwICIGAv8CTCJ9RrpC0hJfMkrqCUwkJc3uB3YAVouIAcA6wFhgNeBGSRtXXG8ucDmwC9A/IlaPiD6kJNdY0hea4yStXyfmS4E3gB0jol9E9Ae+kGMbCPwmt3drjnG1XGZj4GZSUuk2pVUxi3vahZQ0Wwh8M78Wg/J9rAMcBvy+KB8RB5ASScXzoRXbJXXir+UW4C5go3ztAcDppCTOvpL2qawg6RukpNmbwDHAoPwe9gO+BEzL+9NaG4SkXWlJml0PDI2IwcDqwPmklUS3WkYzW5EWTjgLWCPfz1Dgl/n8hZJWr1F3LeAHwA3AsHztNUnvO8AJNXqe/YiUNJsPHAt8JF93U+Ah0nt5s6RNalx3CHAxcFXpuv1LMZuZmXVfEeHNmzdv3rx589Z0GzCVlDgZkZ9/DHglH7sT6L2c7Z6b2whgdJXz65ASEAHsUnHuqHx8EtCzRvs/yWV+3Ma4rs31zqnzWswAhtSof34uc3Oda9ydy5xSOnZqPnZ3G2LdsHgN2/H+Lm6D1INQVcrclc9fV3F8EKkn1/vAljXa/3dSr6l3gV6tiR14OJ+7t0Y8V5ViPqzi3GGlc/9VpW4f4K18/isV50a04rWYkM9PKZ/P97Mwn/tqlXp9gRfy+RvqXLfmz403b968efPWnTf3ODMzM7OmJ2lrUk+z9YCbgC9ExPx2NvsyqRfWEiLideDx/PQTFacPzfvLImIB1d2U93XnSavirrzfsU6ZGyKicmhkZWyX1jgPLfdbjm123q8tqVGfDS+KiGpzjt2Z95Xvw4GkHlH3RcTT1RqMiMmkudgGk4Z71iVpTVJvQIAf1Ijn4mW1A3xA6kFYGc/7pIQcLH0/ZRfWuPYFeT+clmHCAPuTekhOA8ZXue48Ui82gAMkrVrjuj+sE5OZmVm35TnOzMzMrNntDJxCGr53NXBCjcRCWz1Zp53X8n5wcSAP29w2P/2ppCtr1C0SE0tNxJ+H6J0A7E0aRjewVL6wTp2YJ1c7mCf9Xy8//U2die+LifbLsd0P/BPYGnhI0jjggZxA7CxP1Di+1PuQ7ZD3u0qaVqfdYkjkR6nx2pVslfeLgEerFYiIlyS9TJqXrpbnIuK9Gudq3U9hAVA5/1xx7SmS3gCGkd6rp/KprfP+kYhYWKPdB/K+H+nn7rmK8+8DVROQZmZm3Z0TZ2ZmZtbszsv7ByLi+FqFcvKoVgLmgIioTIbMqXPND/K+Z+nY6rQkntaoU7fQpyK+zUgJjPIKoMVww8htDyYlN2p5u8bxYaXHa7citr7Fg5yQOQ74MSlJuXOOdyppQYBxEfHnVrS53CKi1ntR7X2AlvvtS+le6mhNmWKxg1m5d1gtr1M/cdbWn6uydyLin3Xqv0a697VKx9Yqnavl1Srly6ZHGxZQMDMz6048VNPMzMya3S15v2tO8NSyKikpVW3rVadea5U/N30yIrSsraL+9TmWPwF7kSZwHxARQyJiKPDFXK6yXlmtHkXl2Aa3IrYNy5Uj4jpgI9Lk9xOB6aS5s44F/ijpjDoxNUJxv5e15n2IiAmNDLaTrNaOurV+rszMzLo9J87MzMys2f0E+FZ+fKWkI6oVioipdRInD3VAHNNpSTDU63G0lLxS5ra5/siIuDci5lYUG7J0zVYrz3vWptgKEfFmRFwWEfuReiVtC9xBSuR9T9IW7YivoxX3u1z3WsM7eT9QUp865YbVOddea0qql+QthvGWex4Wj+u9FuuVHtfqtWhmZmZVOHFmZmZmTS8ixgDfISVxrpF0SANiWAA8mZ/u3cbqReLi7YioNaRu9+UKDIiIF2lJJrU1tmrtRUQ8QeoF9yrpM+NOpSKLh/VJqtdDbkUp5isbsYwkV1s8lfer0DKH2hJyAnSDDrpeNT1Jq4FWu/ZwWhJnfyqdKh5vJ6nWkNRd8/494Pn2BmlmZtadOHFmZmZmXUJEXAycQ/r8MkHSqAaEMSHvD5O0Zb2CksoTwM/K+yGSlpqDTNLmwMEdFNspktatE5ckDSo9r9nDKU82X6we2rt0anbp8SA6362kJNBg4Ox6BSveh5oi4h3Syq2QFqOo5tutDbAdTq+RjDw976dExFOl47eTEplrAMdUVsrJtCLu2+ssIGBmZmZVOHFmZmZmXUZEnAdcQJrP7CZJ+3VyCNcCj5Hmk3pA0tGSBhQnJQ2VNFrSw8A3SvX+Quq5JeCW3HsIST0lHQD8DqgcutlWFwH/IE1y/6ikUeXeWJLWl3QMqYfSfqV635f0S0n75VU/i/JDJF1OmvsscowARMRM0iT5AIe3M+42i4jptCSSviPpGkmbFOcl9ZG0s6SrqbFCZg3FQhR7SRpfJDklDZD0XdKKqLNq1m6/ecBuwLWlaw+SdDFQDFE+t1whIl4CxuWnF0k6RlLvXHcT4NfA8Nz2+SswdjMzs5WSE2dmZmbWpUTEmcAlpNXBb5H02U689gJgX+APpFU2xwEzJE2XNBd4A/gZsAsp2VTUWwR8ndQzaAQwRdJsUrLsNmA+aWL+9sQ2E/gMKUm3PmlRhTmS3pE0D3gJ+CmwVTk20ut4IGk+s+mSZuXYpgFfy2XOjIhnKy45Pu8vlTRX0tS8tes+WisirgDOIt3LUcDzOY53Sa/rJNLiBq2eND8i7qMlMXUkMC239y6pZ9ulwNP5/PwOuI1Kb5N6hx1euvZ04NR8/sqIuLlKvZNJic3epPd4jqQZpGGZI3KsB0fE31ZAzGZmZis1J87MzMysy4mIbwOXkVbLvE3Snp147beA/wBGA78hJTs+kk//FbgBGEXqAVaudwdprqnfAXNI81m9REoCfpLUI629sb2Q2zoeeBCYAQwEPgSeISX6PktK7hXGkJJ6E4G/kXrF9QZeISXfdomI71e53HnAabldkeb+2oBOHLoZEecDW5Luawrps20/UgLzXlLCaec2tvldUnJ0Emk4aA/gCeCQ/HM3MBed2f47qHr9scBI4GHS/XxA6uV4SEScWKPOPNLcdkeRhpvOA/qSfr7GA5tHxMQVEa+ZmdnKThGx7FJmZmZmZt2cpH6kHmC9gY0iYmpjIzIzM7MVzT3OzMzMzMxa5+ukpNkUJ83MzMy6hx6NDsDMzMzMrFlI+hFp+OndEfFmPjaUNPz1jFzs0gaFZ2ZmZp3MQzXNzMzMzDJJvwd2zE8/yNugUpEbgUPDH6LNzMy6BSfOzMzMzMwySXuTFnfYDhgK9CctsvAkcF1E3NbA8MzMzKyTOXFmZmZmZmZmZmZWhRcHMDMzMzMzMzMzq8KJMzMzMzMzMzMzsyqcODMzMzMzMzMzM6vCiTMzMzMzMzMzM7MqnDgzMzMzMzMzMzOrwokzMzMzMzMzMzOzKv4fzHq+ne8nvzIAAAAASUVORK5CYII=\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["x, y = zip(*noise_type1)\n","\n","# Creating figure and axis objects using subplots()\n","fig, ax = plt.subplots(figsize=[20, 8])\n","ax.plot(x, y, marker='.', linewidth=2, label='Noise detection')\n","plt.xticks(rotation=60)\n","ax.set_xlabel('k-nearest neighbor')\n","ax.set_ylabel('pre-identified noise')\n","plt.legend()\n","plt.show()"]},{"cell_type":"code","execution_count":7,"id":"8ebcf6e0","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:38:14.335181Z","iopub.status.busy":"2023-04-30T01:38:14.333586Z","iopub.status.idle":"2023-04-30T01:38:14.611048Z","shell.execute_reply":"2023-04-30T01:38:14.611592Z"},"id":"mRya0DSBax5n","outputId":"43e99ffd-4cff-4bf7-d205-261d2673dbe3","papermill":{"duration":0.310625,"end_time":"2023-04-30T01:38:14.61178","exception":false,"start_time":"2023-04-30T01:38:14.301155","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["x, y = zip(*noise_type2)\n","\n","# Creating figure and axis objects using subplots()\n","fig, ax = plt.subplots(figsize=[20, 8])\n","ax.plot(x, y, marker='.', linewidth=2, label='Noise detection')\n","plt.xticks(rotation=60)\n","ax.set_xlabel('k-nearest neighbor')\n","ax.set_ylabel('post-identified noise')\n","plt.legend()\n","plt.show()"]},{"cell_type":"code","execution_count":8,"id":"5ea3f374","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:38:14.666693Z","iopub.status.busy":"2023-04-30T01:38:14.665705Z","iopub.status.idle":"2023-04-30T01:38:14.982405Z","shell.execute_reply":"2023-04-30T01:38:14.98297Z"},"id":"mfgJkB-ocQI2","outputId":"65212151-d3d3-4704-e22c-5418878f52e6","papermill":{"duration":0.345666,"end_time":"2023-04-30T01:38:14.983184","exception":false,"start_time":"2023-04-30T01:38:14.637518","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# Creating figure and axis objects using subplots()\n","fig, ax = plt.subplots(figsize=[20, 8])\n","\n","x, y = zip(*detected_clusers)\n","ax.plot(x, y, marker='.', linewidth=2, label='detected clusters')\n","\n","x, y = zip(*noise_type1)\n","ax.plot(x, y, marker='.', linewidth=2, label='pre-identified noise')\n","\n","x, y = zip(*noise_type2)\n","ax.plot(x, y, marker='.', linewidth=2, label='post-identified noise')\n","\n","\n","plt.xticks(rotation=60)\n","ax.set_xlabel('k-nearest neighbor')\n","ax.set_ylabel('number')\n","plt.legend()\n","plt.show()"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":1362.405929,"end_time":"2023-04-30T01:38:16.934081","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2023-04-30T01:15:34.528152","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
diff --git a/kaggle/noise-detection.ipynb b/kaggle/noise-detection.ipynb
index 3854f16..4f4d380 100644
--- a/kaggle/noise-detection.ipynb
+++ b/kaggle/noise-detection.ipynb
@@ -1,484 +1 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "id": "715bb832",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-02-01T21:13:58.722229Z",
- "iopub.status.busy": "2022-02-01T21:13:58.721534Z",
- "iopub.status.idle": "2022-02-01T21:13:58.726716Z",
- "shell.execute_reply": "2022-02-01T21:13:58.725891Z"
- },
- "id": "W6C6cdWrvhI_",
- "papermill": {
- "duration": 0.025299,
- "end_time": "2022-02-01T21:13:58.726880",
- "exception": false,
- "start_time": "2022-02-01T21:13:58.701581",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [],
- "source": [
- "import pandas as pd\n",
- "import time\n",
- "import os.path\n",
- "\n",
- "import warnings\n",
- "warnings.filterwarnings('ignore')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "id": "96db6fb4",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-02-01T21:13:58.749667Z",
- "iopub.status.busy": "2022-02-01T21:13:58.748853Z",
- "iopub.status.idle": "2022-02-01T21:14:15.399437Z",
- "shell.execute_reply": "2022-02-01T21:14:15.398854Z"
- },
- "id": "SBamcWlTvhJF",
- "papermill": {
- "duration": 16.66397,
- "end_time": "2022-02-01T21:14:15.399646",
- "exception": false,
- "start_time": "2022-02-01T21:13:58.735676",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Collecting denmune\r\n",
- " Downloading denmune-0.0.9.1-py3-none-any.whl (13 kB)\r\n",
- "Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.5)\r\n",
- "Requirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.20.3)\r\n",
- "Requirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n",
- "Collecting treelib>=1.6.1\r\n",
- " Downloading treelib-1.6.1.tar.gz (24 kB)\r\n",
- " Preparing metadata (setup.py) ... \u001b[?25l-\b \bdone\r\n",
- "\u001b[?25hRequirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n",
- "Collecting ngt>=1.11.6\r\n",
- " Downloading ngt-1.12.2-cp37-cp37m-manylinux1_x86_64.whl (2.2 MB)\r\n",
- " |████████████████████████████████| 2.2 MB 770 kB/s \r\n",
- "\u001b[?25hRequirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n",
- "Collecting anytree>=2.8.0\r\n",
- " Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n",
- " |████████████████████████████████| 41 kB 399 kB/s \r\n",
- "\u001b[?25hRequirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n",
- "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n",
- "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n",
- "Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n",
- "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n",
- "Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n",
- "Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.4)\r\n",
- "Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n",
- "Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.9.0)\r\n",
- "Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n",
- "Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n",
- "Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n",
- "Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n",
- "Requirement already satisfied: future in /opt/conda/lib/python3.7/site-packages (from treelib>=1.6.1->denmune) (0.18.2)\r\n",
- "Building wheels for collected packages: treelib\r\n",
- " Building wheel for treelib (setup.py) ... \u001b[?25l-\b \b\\\b \bdone\r\n",
- "\u001b[?25h Created wheel for treelib: filename=treelib-1.6.1-py3-none-any.whl size=18386 sha256=69939b9fb9d1bf682de4feb55d2bcd67bf481499ed9a4183f2fb206b8f63926e\r\n",
- " Stored in directory: /root/.cache/pip/wheels/89/be/94/2c6d949ce599d1443426d83ba4dc93cd35c0f4638260930a53\r\n",
- "Successfully built treelib\r\n",
- "Installing collected packages: treelib, ngt, anytree, denmune\r\n",
- "Successfully installed anytree-2.8.0 denmune-0.0.9.1 ngt-1.12.2 treelib-1.6.1\r\n",
- "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"
- ]
- }
- ],
- "source": [
- "# install DenMune clustering algorithm using pip command from the offecial Python repository, PyPi\n",
- "# from https://pypi.org/project/denmune/\n",
- "!pip install denmune\n",
- "\n",
- "# then import it\n",
- "from denmune import DenMune"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "id": "11b6ba00",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-02-01T21:14:15.439320Z",
- "iopub.status.busy": "2022-02-01T21:14:15.438671Z",
- "iopub.status.idle": "2022-02-01T21:14:21.520410Z",
- "shell.execute_reply": "2022-02-01T21:14:21.519683Z"
- },
- "id": "MYyUY1M9vhJG",
- "outputId": "eaad945b-8296-4b9f-e59d-a28141115d05",
- "papermill": {
- "duration": 6.10272,
- "end_time": "2022-02-01T21:14:21.520572",
- "exception": false,
- "start_time": "2022-02-01T21:14:15.417852",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Cloning into 'datasets'...\r\n",
- "remote: Enumerating objects: 63, done.\u001b[K\r\n",
- "remote: Counting objects: 100% (63/63), done.\u001b[K\r\n",
- "remote: Compressing objects: 100% (52/52), done.\u001b[K\r\n",
- "remote: Total 63 (delta 10), reused 59 (delta 9), pack-reused 0\u001b[K\r\n",
- "Unpacking objects: 100% (63/63), 20.58 MiB | 5.53 MiB/s, done.\r\n"
- ]
- }
- ],
- "source": [
- "# clone datasets from our repository datasets\n",
- "if not os.path.exists('datasets'):\n",
- " !git clone https://github.com/egy1st/datasets"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "f57a97ee",
- "metadata": {
- "id": "V7bkMiBHOeA-",
- "papermill": {
- "duration": 0.020981,
- "end_time": "2022-02-01T21:14:21.562644",
- "exception": false,
- "start_time": "2022-02-01T21:14:21.541663",
- "status": "completed"
- },
- "tags": []
- },
- "source": [
- "\n",
- "\n",
- "---\n",
- "\n",
- "\n",
- "DenMune detects noise and outlier automatically, no need to any further work from your side.\n",
- "* It plots pre-identified noise in black \n",
- "* It plots post-identified noise in light grey \n",
- "\n",
- "You can set show_noise parameter to False to show clean data as identified by the algorithm"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "id": "17cd9923",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-02-01T21:14:21.614915Z",
- "iopub.status.busy": "2022-02-01T21:14:21.614137Z",
- "iopub.status.idle": "2022-02-01T21:14:23.876394Z",
- "shell.execute_reply": "2022-02-01T21:14:23.876916Z"
- },
- "id": "3MWrIsC4vhJH",
- "outputId": "ef4d45aa-10db-4083-abef-6310ebb13182",
- "papermill": {
- "duration": 2.293333,
- "end_time": "2022-02-01T21:14:23.877084",
- "exception": false,
- "start_time": "2022-02-01T21:14:21.583751",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "image/png": 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J54maD8FgMG0qJqUkcGKUoUdPltvcty9iBtGXh5N/i+T3+Ckflu3VVFRUZK08Ul6Ii423DEmvWLECRVFKklIhonM4HNjt9nSQopRUkAgME+gPoSoKCUNnZdUyblvzDi5vu4jjI6c5OJg0t5vNjkWKbMLxCM+e3c3Wxg20uBsLli/mLp2JWCyW1SnKkWrklO5dAELRUGJBQj1vIjQzlpZ1xEd6cMUjVK9oQ7W56DvwVOpE8t9zpjQtMKIh+u77/9AD46g2F87N12BpWcvQT/8KPTRtjxruOkK46wgVl74b+8pt2DQzlsaViBIbqgUJWmaJe2Qx6gzEYjFUVcXr9Wbpz1PehaqqpgPmZAmfU4/giYdPs+OyRprbKosS9NDQEF1dXUXvZyZS77Czs5Pa2tqC5ntWq5W1a9cSDoezXNNn6vDLndBSErfojqTN1y5gBqb6QvzYBDabFeuVdeelGW8ZklYUBbvdXtLOsdhSM2VLm4m2ymZ+/7LfSi87MyWrvb0Hpv6a3RI7SYzJc+478F+Igz9nuaeVD2+7mw11a7LK6rqeN75CKRzvGqejb5JELMSm5RVYzdOD1ZAyTVkpoXBgNETPr/6djYkjaCKluphxb6o2dUK50rnEiASI9hwFIOEdJNp/GmG2IuORbCKdwuSeB5nc8yAg0Dy1VF51L64t1xEd6mTipQeIjfWhOjxYm9dgaVpNXHNBpov+1KQjpQGGjlBNIEEgp/XleTAxMZF3gzMej0+/86nmhgJxzp70Eg0n8I6G6TnrY7g/yHt/exNVVYVNBDMl4dls6KZgtVqprKzE6812DDGbzdxxxx14vd4sIcXn8+FyudJqi5TNdrmY3D9A7I2xOVtM/NpAgm/fIP6Dw9TfshrX2tpzevm3DEmPj4+XZYiesuqYLfLp22JGHJAYsxxsmZrrVJ0dEz38rxe+wZ9e8znW1a5M/55PpxwL9hP2nUIaCTRzJUJRMSR8+8EEBzsMdCOjfsBmUbn98iZWt7h57JV+Dp7x0lZv59L1NSQMybGuSa4ZfYBNWtJ21JASIfLInnp+E7bZQSJj5ejJJYmJYUb++xuMPPrtrGvHR7qJdE7ZaSsaStM6cFYi4hEw25G+YYz+E8lJwF6B+eqPoDSuRsj8RK1pWlEvM8MwiMV0Ok54mfBGeHPfMNLIlqqjEZ2TR8ZY1t5S7oMoC5kbiGNjY3z84x/n2LFjnD59Gl3XaWlpYePGjYRCobyrSL/fP6fwo0ZMJ3Zo/AJBzwIyYTD43yeY2D9A47vWoTkWxju0FN4yJN3T01OWdLKQSXDXVK/gydMvlF1ezKC9md8Ths79b/43X7nuf6SPZUo+hh7F2/0Y0UAHmaMnJQ3ftkKwylXFw4dXE9WTr04CoajO/c/2ZF2rYyBEx0BSl+4hwMrKlHH/lJQ9Q+d6XlFscjASGL1vFv49NEHsV/8ElU1Ybv88iik7XonNZitoP52JybEoLzxeXFUx0BMoSoTt7e28/PLL6e/l9NfM+jRNw2QysWXLFrZs2ZI+7vP5itYTCATSJG2xWJIbjHKGsMD0rCylRO8NQeICQ88FkT4f/Q8epfWDW8/JRupbhqShtG2yyWSiqioZZWtgYIAzZ84wNjaGy+WitbWVFStWzMpd89LWHXzz1X+lXHFDCIFMx3zOrzM+OnKKyYiPCmtyCa+qKuHJU/gGX0SPTeSUT91yUu0qWVc7hrbV4Cf7N5Z9HxM4OBuvZYVpOMucp4Dg+daEt5/oT78MQoFEDEwWrOuvwHXjR4kmSqtv7I7Sm7uhQHGyr6+vZ9myZbPWS6ewenX+2C6lXNgTiUTaU9PpcBINRZCCrEk4y5ROgowsxKrp1xfRwQChzgkcy/NHEVxIvGVIetmyZSXLJBIJOjo6eP311+npyZYs33jjDZxOJ7fffjvNzc1lXdOsmtAUlbhRvEOrisrnd3wM/4OP8rCth4EqdUpSNbJZcEqfuu8rX2Hl1ktovOVmBrseYXKkiKSYB6uqvTS6Agz4yzec/27gHXzQ/hL9RhVuEeJy6+lUk94+RB3P2PyKJogceIKuA08gbC6wupFBL2gm1OU7MG25EZGh666uKR2a1tBLT9a33XYbjz32GB0dHUD5umm73c6OHTtKliuF8MlxQvv7sOyoQamy5K6WJMiYQbyjeBjTCygN//HhX0+SDoVCvPHGG5w4cYJ4PE5dXR3btm1j+fLleDyekgb6L7zwQl4HDUguCx988EE++tGPlh1O0G11ZQXyz4fbVlyL6Z//E/OZs9RvcyRJmqTk3zQUZVVvDC0hGarW6Gkwo50epT/4KCOWvQh34VeQM7QzDqyuHZ8VSUcx8YPQdQjAowS41HoGMaX6eFsRdR7IsB9S9t4x0I88i35iN+bbP49a1YTVakVTSw8Fu7O0DtJqtXLXXXcxOjpKV1cXwWCQffv2FXQ9llLS1tbG9ddfX7BPWiyWomZ9menUfIeGMEajhJ/oQ7hNKNUWLDtqEObk79F9YyQ6fBdUHQuAwOlxpCERyuIOniXlzOLz+fj3f/93Xn31VSYmJggGg3R0dPDggw/yyiuvZOnp8kFKWZCgU4hGo7zxxhtlt6lUuFJVqFy0Z4jAqdNgGGw+FUKRoCUk73p+krufnWTLyTAbzka47rUAH3h0HNWjYrq9HulQiscNKDKO5kqqEvAaTk4n6kuWfVsjESX26P/Fohh4PB76uydKnlJbX36c4JqaGnbu3EksFsty956pAjOZTNxyyy1pNV0+pBwoCkHTNLxeb9L6w6OClryG9MXRzwYIPdxNbN8Yel+IxBkfxHO9CC9g9pBRncDJ0dIF54klJUk/++yzBT3Edu/ezXvf+140TSsaSKccE6QjR45w9dWl42lA0qll/5HdVI3H2HYyRPNwHCmgs8nM8eU2ttnaGHvymXT5Sr/Oxx8cRQqwRXNHgkkHfHESr40jnCbUDcmBL2UywldqEJdaIZ8d85TV/iRy7bwfCu3kC+5Hk6ZrvP2l6XyQsRDP/PSP2F/XjhxcjoVaBErOhm8KI4PZfdMwjLTdcsp7caaJ5/DwcPY1Z7zYeDzOj370I+6+++4sT9lMpAJETUxMZPX9lCol00LItK0K0yYP0ddGSXROWUPFDeInJomfmL2p5wUUx8ShQVzrFtckb8mQdCAQ4OzZs0XLnDp1CrfbXTBjSbk2oqFQiMHBQRoaGkqWVV47wsceHs1hzVU9MVb1xBAczjnHFsvvPp4e+nHQ902ibnbn/JgcxAXYcopreybc9EwUluosxLjEcobN5h40dM4m6ng5uppxY/qcfr2KrkQNy7XisY/fjsh8NzVhBdP+XSiGQuq5JxM25L6DoYEM55xwOCccbDAYRFEUKisr02SdSdqFVkzRaJSf/vSnbNmyhcsvvxyfz4cQIiurjclkora2Nh1cKpVbLwcC0BQsl9ZhBBMYIxecVBYTsdG5e8OWiyVF0qU2WEZHR/F6vTmbMZlLyHIdCO6//34+8IEPUFNTw8iLLzP42K8IdXejORzUXHUlTXfcRiIU5tQ/fTNpf0vuCrGY4FmOUKqfCqBdWgWmPLs7eWoQQNeEm/sPFFLBSCqVIJ9xPUmVMm1Tvkwb5UrrCX4UuJpj8WbsIsoGUx/jhoNljCwtndciQ874Yovapwh6Zrlcoo7HdHwjY1grnAX3RgzDYGxsjMrKSqxWK2vWrMkbQD/nelJy8OBBDh8+nO7DDoeDiy66iJ07d6bLmc1mzGZz6dRqAszrKohcIOlFhXEOrGSWDEmnYjcUI9lMl9z52ifG43Gef/55tnsnGfjlY+njiWCI3v96kNGXXk6O6AwHggXXBkQM4s+NYLqxPHfTkaCNH722ucCvyef2fsfuLIJOwYTORxwv8kZsGZdYzqKSa5b2dld55OtZo4nUUrXYjU+rhP7pb17inbc00LKhtWgf9Pl8WCwW1q9fz8GDB3PUHoWQykwNScn8+eefJxqNpqPfpVQshYItCTEdclNteGtl6H5LwoDA2XGcKxYvwe6SEaLcbjetra1Fy2zbti0dtWwhgnWPHzqcRdBImSRlwyAyMEhkcGGj2OWDcSpIki/FjM80dEMQiSv8ZP+GjKOZZZLPoE6ZZJWWnZEiE1YR53LL6bwE/XZHvl5iIDgZWVuwhMyMPJ8+R8FWXZ10MJoREZBUf5QSXdfTgZ1uu+22WQWCn9mnX3vtNcLhcDrvYqkcfW/LaHVLGN495QdgmwuWDEkDXHfddQUD2Gzfvp3m5mZaW1tzOnGKrFVVndVgqB3IIDTDKL1btwgYaqxnNFA8XOag18orJ+pwKlHykXgKDeokAlCQeT+/rsO2QJgonvRUcGj1SYabThNXw+hqvKxgtIdeH0pXkhYWMq4jAWnohHqTZqQPP/zwrKMVZkLXdU6fPp0Tu6MUEn1zT2hwAeUj5l1cldKSUXcAVFdX8/73v5/XX3+dEydOEIvFqKurY/v27WzYsIFgMMiZM2cKnt9Q30CFp6LsPHOW1JJxHgNoPpBAX2szlmGFKleUfOaWCV3QO+oACSvdo0R0jdGIc0YtSdSqvrS1xgUkMfNpJIB9bisveOx4TSqSUYLuUUaak8495qiNyuE2qgeXoxSY1jpOeLnsHS2Yxs9gDJ8FoaDUtKF4GhHOSsbHxzl+7Bj93R1I7WkSifmnRCuWgaYQ4scm5n3dCygNI5Jg8uAgFVtLGyLMBUuKpCEZN/qGG27ghhtuyPnt8OHD2RYcM0agv3ecXa1bOGs7WzwYfkpinlJtnC8EnQ5iFguxMBzp8rC62YfVNN2eUFTleG8F4dj0a2p3TjAacWIHYoBbVdhqtbDGNMJaxTcv+9dfhxXyfY0VnLEnLS5mrMcAQcwSZqj1BBHHJM1ntuUlakNK9v7rQ1xseYGUyU2qVyactRyO1zKgeEAqyESC2e5m5FNVVFaW79mmKAoum5OAd45ZvC9g1hjf0417Ux1CXXjlxJIj6WJIudoCeclokhBDr3Rw2xU38MbgUc6ePZurs576bguFsQUXfjlYiCPz2W/IjME47rfw6vEaKp0xLCaDSExlImgmM0yTADaZ3NxW68GlZtKHBNqSn9g3gcQFZ4U8CCqiAEGnkDoqmKwaxDMyhtNXM3VkGgLJqeByNpv2YlOyl7pqYISLGeGQ1k6HmowhbpNRVKkTFFakUHLVahnxsPMRdF1dHY2NjSVjRQshqKiowGq1Eukrrre+gAWEgEQwRrjPh73Ns+DVv6VIOr1hUoSAehil4VAt7/7td9M11ssr3fvwDo4ROt6HKaJiiieoGRmlrn8QbQGk6HK5cHr4T8MeDKElEiTSgfwF3oCFfJKXADazjGXUgzrztykDamlASqabXZ6Ct60UnfkYHIZkRSjGGbs5M8YgMyk4hYmaXpy+aqaiVWeVciuTWEU2QWc+7s2JTuJSY4UxiEcmrW2imOhQ6zmptmRN0Km43larhWgs2/27oqKC22+/vaxclqkkvTabDT16IYDSuYaML86qfEmSdHQkSCIYw+S2Yq6a3kgsJ1VNggQxf5hvv/ivPD/0GlJOJSNthqpJndtfmMQTmL+OEOYnrApAMQzq+wfpayseo1hBsI0VNFMsU7RIRoCjApgE5NuWeOeDqyZCnLaXFwc4YUqpC3Lt1peZk6u6QmaLAtipn87qIxbirNN7cckI+0yrc2p+Z6uF8PJr6OrqQghBe3s7a9euTaf+SochLYJwOJyMAVJGMKgLWDgIRWCpc5QuOAcsKZKODPgZfuoM0eFpO19bSwV1N67CXGWjtbW1ZIAlizDzrdpfMTDozVpWSsBnV+hsNLH1lH5eLB0SqkDRZVoQFkBzVw8xs4mR+vqCqsvtrKSRKTvMEmNPqpsQ+svMWpR+myLT4iKgCupjpSTMadq0RPIPOonApCQJfC4TYbMxyhmjgQnFlX7lNcYk6rHX2XjDewvGqKmsrGRkZKSoZ62UMpley7KkhvbbEwKUagtakx2zrqG5LKXPmQOWjAledDRI3wNvZhE0QLh3kr77DxPqmmBt5fKidQgBDzfsZcDkzeGnVMCjLafnbi4jZ3xmg6BN4XS7nUS7hshQVwigdmgEUzz/Jo8b2zRBp04Q2V8zv0llG4hls2zd2xcS2F1h4x/aqvib9hr+d3vpZK4pVA4XXuFM6smNvFJWm4Ws31uM6UBgJhJsSXSCHmfw/r8uXFee9G/5oCgKthY3wn6BqBcNUy9Ta3Ni2lSJtrNqXmaWxbBkSNq7txcjlkdCkJAIxOj7zzeJPT/EVXIDWp5mCwQ9VeNElfj0ianfJKzrjNA0Gp/xS3mYCykD9DRY6Gy2cnyFnVPLHUQtCtZKqN0KFSvB3Q6Vq+Holo3ECwy+Bgp4MhVIKoBQMbQ7kCJ/sJ63IubqsCSBR2qc/LLGybipULKHfKKwpK53NdbwdGwVqWT3zc7o8hzL83KE6hRZm2UCEwmW6UNcEzuEWyY3saP9p+j94ZeITGVhn4mUM1chaJqGpmkIVaFi/flJnPq2RsZsKxwaphWuZEJrPTGvrPbFsGSm2sDJPCFG84zNSlzcwkWcZZBRfAgEFdgxqxqv2k5lJQzKrGBdZ3Fd3mxRJAwSACGrwlilOauQAlSpCRQBtgzuXR7op8OVPxFBIVvdNITIEOdS/06CXHxvycVEPoelFMr1phs0q+ytsBWeZIUoOPuO1XeRMMXQEmbi5jD1PWtQMnZsE2gcCW9iky07wFYxJVNmq9uMEdqi+YNbxfpP0f/DL2KqacFz+V24Nl+b/s1isWA2mwtma3G7pycWI65f0HotJDJeoFpnxXJpHcIy3SfS+wELjCVB0tKQSKP8niQQrKSRlSRNnAwMnnIcyrV7lZL68QSmuMQe1jPOn0XbChwf95gY9phY1RvGNCOAetQk6Gyx5VyoTo3nxlICGnzDdDibSGeHzajOy7T6p9TEAALkACL+KILSm6M5lmBlPhhvwsNgw+3ERnqpN05Sr/Qv6CZlKck5M3lrMbzhshZ3gC8ScVA3xRiv70JNmGg9tQNNn6lvFByM7GSZuQO3Fpjxy8IgPtrLyCPfIDbSTfU7PpKsWwiqqqrw+XyEw+H0s1IUBbfbjcUy3c60tcEFoi6KUv1JaIK6W9bgDwcwogmUCjNKRe7KdzaZ2meDJUHSQhFY651EMuP1zsZ8DMGNvq1cFljL4xVv8IbjLGu6Ilx2KIQ7mEHOcmH6atCm0ldnwVAFx1Y6qJyM45q6js+p4a3QkHncBxvV5KZVSoBLtaW3oSWDIUXWKB+SEwSJ4GAqZgl5SCAtTUsQdalaCqJgjoESAZakhMFEA8/4b4aAAqzgTVZQW6lwpf4T7MpC2Z0vDKv0m8vo3nkuJaTAMVmDa6Iez1gTilG4HqsoJzP6fCCZ3PMwisWJ57J3IxQ1Hbs602HLMIx06FS73Z5sW6ML//GRCwSdB6nJLWAYdMQSCGClWcOmKDmE7dnZjGtNDdFRSiY1jkQiJVVSs8WSIGkA96Z6IgOzz7uWGWvBaVi523spa7oi1B06mCoATJPWfKScgE1htMrMhEtLs5mhCMYqzYxVMnUs/4gQgFPV0ySYKplApV/J1jvPJNG9nOAS1mIvRtQAJFASzyAo8BwVFWXNdex+U2G9eBWXMu3wEJNmDoW30W7toU7tz3t6Z2w5e4JX5jD5iFfnOXE9t1b8goJuIhmHSwvBycK6IQnHdRxmLeeccqRpX0E9dM6lsg8JCLnHaercUpSgBUbZqpf5wvvcvzOx50E8l9+Nc9fteL3evCqhyclJFEXBarXi2lDH6EtdyPiUoHKBrIEpCxgpedgX4rVwNL3mNAm4wm7lVpcdZeq9WuqdWLZWMzw8XNbGoNfrpaKiIj1RLgSWBEmHeyYZfbFzYSqT0HSia1HMRGNmhQm3KftgmYO0Rk3gULIbJYAj2jKMlLmHEHml3ABRnuUwjVRSjRsLJhrwZMU7Vmwmaq5ejXPNFcTHuohPDGFEw+i+MRAC1e7CseZiXtozzhn/KU7Lu6lSR/GoXuLSRH+8BR2NbmULv/vxdoY6B1AdNTgCxzCGTxKkmj2vt+ZdIYDAq1czmGikQcsm+Hz3IwEhlCnnm+k6hKqBZuJE3xh/88s3ePlsUmdbZTfxo49ewara5CZNqgnpTOpT340pD2yhJI+Vduco/O4MxWCipofagVVFSgkChotKxVvySgsBGQ3hffbHBLqOol37WwXLBYNBrFYrMRnHck09kRcGIfbrF/mwGH42GeRAJFuvH5fwbDBCQDd4X7WLqsuXoa13Ewjmhv4tBr/fj81mW7AJ/LyTtB5N0P/IMYxoYnrMzJVgJSQCQxiRybI3cGYDNZ/KqcwgzFJKDLKdBQ0EfmXaWScRsROdrEOzBlHNkWTVSBRrBENJ0K2GGHV5uCRSTQIFu0XDWu+iYmtDljuq2rwGa/OavO04/ubRNLmN6zWM69kmaZFwgm/+y1n0hAEEMVvc7LzsN6iqsSP3FclqLgTDeiMN2gCpJ58VyZOM1yun7l4krXSsLWupf++XUS3JZ/HZ229PEzTAeCjOR/91N3/5rm1cs7oeFJEVjCrqh+AgxCaTvK+aweQER4PEa5pLd0q2NuLwTXtzzrzdqWOaKJwgdrEQP7sf2rejtW/P+3sqr+Lk5CRqrRXz9mrih73I4AUvRCklQwk9h6BhWgW5NxLj9377Ilx2jZGR2WcuMgyDaDS6YGqP807S/qMj88tukLX2l0g9QbFhOVuCzhyiYWsBi8Usos4/qHUU1BkXV4G1IsZLk9VEYi5kIrnpkwiaSQSTtXjXVhBsynCqEHBo6lrVNhPXt1dRZZJs0g0sqkLAH2Xf7i6OHx4gkTBoWVbJrivbaWr1ABAt41knMtxbo5EEe547w7KVxbwdASFwb74abaSPhDfbskQCPkNhJKFRryVwKkYy/LKmUbnjnVRe90EUbXoj5nd+53fY99xz3LN8Jdc0NGJVNY5PevnRk2f4X48e4o8v3cbOqnpiBbQ6egz0cVh5LELvTmf6uZWPZGFFLz48qtRRnHkSLJwLJN54tCBJQ5IopJTEjk4QP1gii8uvGY5Gcwl65jrj2X09vHNX45yvMZ849zNx3kk61JnreDITBX+eKaoBqr2yYD3zWXxIAWMeU+Hfs0zEsq+qKQpbGlwQSoBmQWlej9q0hgNdFRw4GJq6jdy7jFZYpgk6s86pSWEsHOf+Y70AmBXBzS01nHnwBH5fNN2msdEgh/b1UtfoZt3mBuxOM5Pe2W12SQldZ8ZQVQW9iBXOxiu3UNdwOb3f/n1iY4M8E7QnDU6AmExOcKfjVuyKgSogEjWhvvoGpgPHaWhdwbarbqKuuZ0bd+7kvhtvxpwR4nNXTR27aup4sreHTVpdQYLOas/ZMCfarQxWazmP1xo1CFuL66wrxnMHaUqCFhhcYt9duhGLBOkdRMrp1UgmLBZLcuUWShA/lKGKKbC8lBTfUX+7JRBIGWMV83/wh+LzItpyQliUXdeC1TQHBDu9BM8Wn+VTD7JoN8l4loqa65q5EF1soMZM3FSe789MXemmq2+natMuIJkxYyKmc+ykl6MHuzPclqdbmRpLlskY1vEIkerSy6aYIXmka5hKu8Dlm5o0MjrjUL+P4QE/c9UlSQlNrRX0dHqz72/qJtdtqqe+MWmj67nz8zz07b8imhONL0lxwXROQR0SfsJBP77xYU4eepWNu66mdn8ndgRSVZFTmzWpp3Nza1vZpKHpcOezE+zdZOfoChsxFVb1RlnZG6V5KM7D11QwXGMiu4ck/66XDexqX09vh4+AL5bReqhUx9hu20eldm500fkhiTzwNdTWzZi23YSwTscYdzgcKIqSzBZehjljySvNKPNWJ+0VZq2kg1pbvWvORGs2m9PxVhYC542kpZSMPH226JOSM/7Oa3qWrGz6kKIiTA6MeHDB7FUFUOM38DdYCesZTjElB0CyiRU1DYBgPKbzsw4vQxGdmoNjSVuNEmPE1ekvi6RT8K714BocLFCvnFfymaEBf/biRSb/t2ZjPXd+YHrp/fwTDzMZM5j19Cglp15+FvPpIIikNni+hGBOSK48EOSyA8Es92wJvPfpSQ5vbWLvKklIS+461hoV3M6lrDa1orrNXHZRI50DAV54vJPLrM9SqXpxq0skDKh/FP3os+jHX8B08d2YN12XZSstI8XtdvN1BQOdU6F9TCZGUIVGo2klTdZV2eeVaae+oEi9NFUUDB6VOZnEJSAkpqmVhsj4vUErbfUTjMSxWq2oqjor+2dVVamoqCi7fDk4byQd6fMRnwgXWYJl/zvz77QJm5i6CT1BfLKXcP8B5AISdAqrvvIV1lVUMDbQxcToIIY06Dv1JuMDXUAyEHwqkW40FqdncIze0QBf/epXqaiooCei84MTo+l7MPkL64Yz79MymaD68DjjGzzIcgKKC+i/qIaG15L2sTO1JPNBNJLImyy4r3sCdaptE6ODdJ04RMnZJx+kxONLLjPFfBs7AzOHpQCEIdl6YICrY+9ipMKC2lZP40CypCREghCJ4xO0bPBw9U3tyOcTOQS9JIRKQyf+yn/icjmxXXw7kCQkxVVcmpseetMi0LHAbvpj0y7pVdrc9bILgpmLHEOirXdjanYSfippSZTqjynpWAf+dcJPTzTOxQ4rZ2MJ/IbBhG7gVhTsSun8RY+/2sXtV66gsjKZaWem+Z2qqng8HqLRKLFYDCEEFosFm802qxR+5eC8kXQiVHhXPPUAe22CgElhRUBHSOh2KLxWpdEYNnAnYH+VhteclLguPvgGa4/8ikVJH6WpaFOzY3XjMqoblwGwYv1ODv30h/zNfz7MnkNHsZg0Ygk9i8S+85OtVFRV87+eOJDVsoRVQc0XqyQPbCNRqo5NMrapsL49k4ETTg3dpKDGjSkLkSksgI9IvuVx0B/lP763lw9+4hKGezvnpMtTdcmK7hCO8OJ4bRWElIT69tHSci/05zdTSxydoO2yWsKVBmSEZ1gSBJ2BiRd+hnvr9SgWG4FAAG2Zg+gbY5DIuK+pPpCitZSfgUDSGTmSRdAA9ZZlSGSWuWfqzOR5i/QQilRrjMVQtllRm+3ofSGChkQVyc2/E9E4zwbC9E3tZzwTjGR1e69h4C3DGrGz38fn/uE5PnbrBprqnLjMMoeMyw14NV+cN5I2ezKW8DNM77wmQZdD5bhboceRuzTptatIkX3aidYW1uwFpEgTdUlddpnQqqacTdLqleT/VLOFrR/8HdTHXwQgGs+VjsPhMG/2jOas0EZ21ODsCVBx2l9WG20jEbRQgkShyGZZMTwg2GTH3RVIbtzJ6WU+Yv4SdT6cOTnCiTcHCU7OzZKgrT+cRdAL9e7KQXyyL/tAnueTOOnD1raSxLGBJUfOKRjREIEjL2DddB2BQABhVrFeWktk9zBkbPgaQFSRjIROoAqNqBGiL3qaoO6dsTMC6hRF5BD11AvKR+CLDRlKmuua1lfg6wnwVyNe4jLXQiNdfo7XOds3yVe+uweALatq+K07NrKyxTPH2uaO8xYFz1LnxNqQHYwkpsAjzWZ+sMrKU42mJEHnGREyT5+YqKplsKk9PcMvGA8JgevyS0GZ8pAQAhSR/q5oGsPDw3lPbW5upq6hkQdO5PHgExBoc+JbUX5AFut4NN2mUgjXzdBjpzb5FpFh9r/STTg0e5M0c8ygYob651zzoIwW98ozRqOI9l0o9csRNW1Jj5kliNGnfoRvsDv9XWtzYrupGW2FC+E0IdwmtPUVHFwe5GhwN/vib/BUi4e+qlqS8rSYUhsk/z+p5wl8ttgwF3+2isOEEAK1zoZ/bXVRgl4oHDo9ype++RKvHhlYUPO6cnBee1rdTatRM7JkPNZk5oRbnd55TftQ5x+yMx/Vi9fdQdRqW1CFh6mxAffVV6W/CyHSH0g6Dpw8eTLvub/9u7/LX+w+QUwv3IUCbQ6MmQbUxVCMZEVaXibuNKFrqeeXXWz1+jq2XtS84Ew4NhKck5h+zlUcWZCYPK0IKYrP7Apo9cux3PaHWO74AtZ7v4a68bpz1sqyEY8RePa+rENqpQXrpXXY72jFelsr1u3VbG5xE7M6ObP1bibq1pAwZU7qyX4kge7wkez6p7tYGnKBRpzqMqM6zag1JcKxrkwKNkIIlGXuRSfoFCIxnb/8wV4+83fP8vz+3nN01fNM0pYaO20f3kbVJa346uycdOUh6BTKIOqw3YmumQr+PluoHg9Nf/D7qFP6p5k72kII4vF4Xr3Ub9z7XiYuupXhUPGMzVIRTK4qT5qOVJWR+SHDLG5kRzVxZ/J5SMBs0bj06uW852M7qap1IhALJlgLIXC4LBjG7AnXmPGWZt+k+dyEwN58EbJEHAFtmROU1AStIBwezJf8BpYbPjGPay8OjP7jyGCu2il1h8GEwRGlitPb3kfc7AQEY/Ub8tY1qg9xIrQv+WXGJl5cwEmXymmnSkSZ3ribzZizr6zCtb6W+lvW0P7xi2i6cz0kJEqBvq61OdHap80N+4YmZnG1hUHvsJ9/+I/9PPlq1zm53nl3ZtGcZqqvXMaeejPy1EDxwsWIOhWy0TCQQszPOkAInJfsovree1BLBEqprKzkzJkz/OAHP+DYsWNUVVXxwQ9+kBdkJSfHy1v6h+ptuHqCaKHCBBeusZJwzML2UggSTjNDF9eihRIIXbJleTU3XryKvu4Jnnv8ZHLbaMZjmjXdZZyw9aJmIhP5gzMVg99pQlciqHMSiTK0qIoJS+1aVHslMh4hMnIcI1rc68XeejGWyrbilzApmNZ78irKlbYttPzetxl//PtEB8+gh/2QOPeu4lkwdHTfKJojN2GEN5rgR6fH8cUN0KaJMOqooXfl1bSceSFZhWZDt9chTQ5OodPHATaxnFoqAMGeGhOv1pgwpp6H2YDt4wmuHImnN+pK9SXVbqL5ruzJwdrgou03NjN+apDwWIB4RwAiOsKpYVrlTqptpnhg2BvhkZd75viQ5o8f/+o41+5sxaQtrqx73kkakuZrh0cmF6SuoYYWlnWcSGdjLpusNRXFbJlSb1yJc9dFiDJMaYQQNDY28uUvfzl9rNcX5vTLx8pus9QUhndUU3HWjxIzCDbZ0a0aSlTHMRACCd71c7e9TG029keSOu0XXjiDUeC5FBpcYmrXsZBjQ2t7JVsuauG5h56adfukpjBcZaZxNHvVkbqSSP9/yqLA5AAjgdSny5s9y3CvuwWRQTyOZZcR6n2NYNeevNfVXE04ll1WtG3CqmK5piEZP7gA60QVKw33fmn6+0gPfd/7wlTEp/MDo/MANGbHbxHAv53xJgkacjabxxs3oxg6NUPHwVZH5g2HiLGXEwAMNW/B684WXqIKvFKjccapcldvlIp4thIk36Pz7MqfnkxzmLGtrESvN2HekN+iKRLT+b8PnGAyeB4mxKlBMhGIcvj0KDvWLW4GnCVB0j850sPZiYWJRXx008W0dZ6ctSTd9IU/wNLamvwyiw22fJ5Fff4y3K5nDBDDrOJd58ku49SIVlumy88Ttikj/tPdxT3lijkOiSmiVlWBIcHpNLPtkjaufMcqNE0lMiNimKJCVY0Z/2SCaCRXVBZTz3qo1goCGkayiVoA5uqVuNe8E0OPJ/WQJjtIg2DnHkJ9+1CtFbjX356MojejzfbWi9EjPiJDR9Cc9UgJenAYc+UyXGtvLvXI0Fa4UEuomUKhUFZGDkttK/ZVOwid3Fuy/sWCfupV5K47ERkxUV4ZCeItYfY52rwVZzSGJRYCJGLGMIpYHHjdVRSazkesgh+tsHBrX4xVgTzve+pfS5OLyp35U7yFQiECgeKr0FePjjE2ubDZlsqFBKQhEQJC0cWfJM47SY+EorzYPTr/iqZIb6ShhT1X3colLz+OqiclmWyJLBempiYsbW1pwpgNQqEQQgicTmdaqrSbVMpKNDODqBcblzVXMRiIEFJgzvG5BGzc2sS77t2CbkgsFg2REZIukZFQt6LSxOqNLjQ1SezjozEGeyP4fUnvPpGZiUbAQHMjlYEhrOHpZMGKvZqKtbeCoqCqGbp/oeJYfgV6ZBKTuzGXoDNgb95BbLKXym3vAwRSjyPU8lRHRtqiprD3o2EYxGKx9N6ElJKKy+4kdOp1ssOxnkMkosQPPoF55+3pQ6+O5MnBN8N2XtETUwSd/WOqSMBVW/LSMUXwUKuF5rDBHb1RnAl4tUpl+7iOGVA0hZZ7N2f1m0yUkyvwSKdvMTwiZgUpoXdo9jHwZ4vzTtIHhiYWfHf29Not9CxbxcaDr7L54J6Syy7b8vayVBv5IKUkEAgQi8WoqqpCCIHLXEaw+XSDMm1PC3S7Bdrd29vvxWM1E2ywYR2dIsISDi4ms8oNt69nfDSIyayyYUsjDc1J1UsmzcWjAUL+XmrqnfSdBbNFYe0mF8rUQBRCUF1robrWwsR4jP4+Df9EUsUlpSThaMQaN2ENZ2/G2Ju2J80d80LgXHkNMhFLf88H1V6FavVMn1UmQQPow+FkLGZL8f6h6zrxeJxAIEAkEgHVjeWK9xF96SdlX2uhoZ9+FWP7LSiKSjShM543pnR2B1AKqWim+qBMmx6W7pP9NoWft1p5f2eE16tNmKVguzeBe0sDSgE9rq7rJbOfaJpGMLo04mP/xxMnWNVayUXr6xftGuedpIuZp80HUaudw9svY/2R19MSdT4SVCwWVn3i40yE55cGKRaLEQ6HMTQzf/dK/kzPJbHIXhKnvEEGD3URrrUSqbJM213ngRQg6+184IM7WNbkSR8PTHTSdfRJ4lE/FlsVVQ07GOh4Gt/oMaSU2Cyw47IqVI00QWdXDJ5qCw1ttdQu+z26Os/y4iuvg2LCHJi2yU1oKqpuYK7Il6B32pNJMTuhpNOXwFTRxGy3RdUWB9ar6spaYem6nk5flYKy5nLMlU3EfvF/zumKKY3gBHJyCOlpLDvWhpjh/jxzE94WngBKbLSmziWp/nioxUxIExz0aKz36dRc0174+mW080yfn7N9C7OHNV9I4L+ePfX2JukVHkfpQuVihvogbrbSuWI9K08lMzrnWH0Iwbo//iNsHg/BRIJ4fH76pXA4zCvjk8TKSLNzvuCP6yAEo1uqcHcGcPQHUWMGUkC42kqswoxhUYh6zOhWlb88cIYtJ/381o41jPW+wkjvK1M1JZ/jcPdLOdcwmRUKiuciafYXDY3Qd/w7RBJ1uB2SarcfSw2oupNYR5gjW7cgDIMr1cwc3bl236lBXcrBwFq/uUBzCpCCRcFyRR0IkbYeKlRWVVVCoVDeNqi17Zje/SfEH/qrou1bHEgwkgaOBkl727w9M2PcxC12YmYb5ti00CIz7tse9GKJhohayhu3EuhyJt/gqFXwr2tt/J8iMWjKIel/f7KjaMjccwkp4WjHOLG4jrmcdG1zwHkn6XXVLqyqQmShJOoZkfH2XXIdNSP9VEzkek61vvc9VG7fBkBFRUXeQCqzgWEYvNL/Fgmwrgh8K1z4ljtR4gZSVZBqft3HoZCLp3b/hBZlqKyqC6vaxQztjo5dGWD7yowi9bUoEYnWpxIIW+khyCoqMmoodM1cy5NMqOZcU8pihGC7vgmR4WRUjDrsdjt+/7RuUkqJ0X8cvesQxEIYweIbtYsFCTB13/64XrYOt6d1K8s7XkPJY/MugKaew3SsuoQZs2WeBmRfUQqB1WrCMIyCQYhisRJ+BVKiLzEhKBkVcPHqP+++rUIIVlctoDQ9AxGbg0ff/RH277oWb1UdxpQ797KPfYSethZ+9KMf8eijjwJQXV2N3W6fcxhGVVUJJ5ZWByoJITDM6hRB54eCTp0Ym9VGTaZn5vSnvPZIs4rNooOAToaIE8/n6Jb3mrNpX0HY1KTJXQby3buiKFRVVWVZ+MhYmNhjXyf2xD+jn3gZ/ew+5NDZstu10Ii9cB+JRAKbqqCIIs8wI7NQwmTlzMrLGKldTkLL1SVNBzEr0SNSaqIMdVGzXWN8fLzghFqOkPSxm5eXLHMuISXsPjR7/4Bycd4laYAz3oUxv8tC5hLObOXNbZfx5rbLuPm5h6neuJLb/vwrHDky7fLa0NDA17/+de68805Cobm1x263Yy6wY/1WxkrRgykVwH+Rb09KONxViS+UJL4IMfoZp53ydH4LEuc4ZhB6pBsZTiAcJrSVLkxr3IgZy1mbzYbFYsna6IrvuR8jRcrnQw89A8bQaR577XVqVmym1WGmM1BcUk2fp2qMV7cxXt1G/eApPBlOStMS9uyf9UaPlXg8TjgczptRu5xA+001dtobHHQOlrYCOVf4h5/sZ9eGBuzWhQv2n8J5l6T7/GFCiUWK3ZDjWg6u976H937xj7IIGmBwcJAPfOADPP7443O6lMPhAM2EL/b2S/bZLMpTc8wJM17RmN9CPOigSrqwSwsgaKAqR2ZbVPrTZTLSmgQZiBM/OE70uUHkDJVcyuRO0zTMZjMyNIHe+ca5amWZEBwyNfPUgL80QedMcMnvYzXLyMwcpBoJbKGJWbekwqSwyp20OY9EInnLmEymsibamooyQiScQxgyuYG4GDjvJD0UXGSD9KzlluCLf/91RsfyR/bSdZ2///u/n1X1iqJQWVmJ2+3mjaEJ4ktMX7bUkTkclaiD6r5dXM82LmcD72Abl7MeC9PxR1Kf5NtcRLF+Br/qIxHip6f1zqqqpjOgQHJPQ471wpJ7/5Jlwa6kVD9HyT6hmYlYs+PLmKLZUqyaSNDY20Fz92ks4ezfBLDWbeE3lnlQytjoLYekJ8pcEZxLvHlmcSIGnnd1h9t8bptQv3Eb8oHkJlM+zcQLL7xAKBTKuxTLB7PZnE7d7ou+/aRogB7ZyFrRsaibIyJuxXH2CkTCmsWPVbhyTLnPmUJphhdU4owP89oKVFVN28SnoGkaFdU15A9ae36Qem7uuH86xrqksDlhDnFOf5czzlEzJqONB19h04E9WKLh5B6HonB21SZeveKd1LjsvG95JR6LmiURFiNpRVGK6qbDUZ3TfecnS3sxWN6u1h0rKxdv0zAfmrddwvIrrqfjpacWXMVaazeX52m4BCCAy2sdbKqyIiWc8kV5fTSEP2EwU4w0ycVd7QgBltEViISFQorvEj43i4upC8uwTmVlJRaLJa+052jfhGp3o4eWSA5Eks+tKjKOIg2MlCNKKvlm6u+8kCANKiaH8EwMYI1ke9a5/GN4q9u47PlfsubEwYzTJKqus/rEQRqG+1j9Z3+MLU986JTjj9PpzPnNZDIVdGgRQszLAmsxcfuVKxal3vNO0kIITEIQP0ebLEII1r7zXUmSlrlCxc6dO2lra2N0dPau6lvqPCiCJU/UmoBPrq2h2jr9+hvtJnbV2Pm3M+NEDQNbfJg6Y5D16lncYvE3aEyT+ZxWsnG+t2SFJL1qyvu7asJz5XsYe+L7S2LTEJLP7NKRV1k/cYQeZysB1cmzLTeUbp80aOk9giMj5Gmmj0HtYA+mqJpN0DPgnhhD7e9HLGtLXm+G2V0wGMThcORMeA6Hg3AR5zKL1X5+J+08qK+ycfHGhkWp+7zrpAG2N3rO3cWEwFmXP7ALwOc//3lMJhP19fWzTumuKQKn6bzPeyXx6XW1WQQNycFs1xTuaa/kUztW8Ye72rlEexO3mI2lS/ZgE6qVlPZ4+sOMv6dgZLqsyIy/C13p3FO2gWR0dJRotPDKouKim6m5+XdQbOVn3Fl8SCrifjZ6j7LWdwKkxBIpri6oHe4oSNAAlmiEK174ZYnLSvx7X5v+bhjZQcUMI6/EbDKZsgJWZcJqtbKsuYaWulwJ/HzBbFL4xz+4dtHqXxKMctOKet4YnCB+DkRQIQQWVwUWp4toYHoJZzab+epXv8q9994LTNvAFkqNlcJM3VqldWlbeGzwWKm05PjwpVFj0ai2m7BY1lC/7CqGul+ahVQ4Xc5RvQN349Xo8QBGIoRqciFlgpGT/4qUenojNxWAyLBNoAamg/eIgmqP8yhPOzTi8Tjj4+NUVlYWlKrdO96J6qhg6IH/fY4bWBwCcMb8uAMjNPYdJWqyMVy3ipCreqqERE3EaOo/hj3TeiPP+zfH4mVFmvS/tBv7ls0oZjMyFsPc3ITqciU9TwE9Es2JJKnresEoeIlEAiklXv/5iYCXD3WVdlz2xUtIuyRIus1t5zM7V/Iv+88SXqRYHpmwuit43w9/wdmXnsLX38Mtm1fznvfeS3tL9pK7nF3mma7k2xs8dPnmFwdkMVFj0Yp67QmSA8FisdCy9g5c1avpOfEI0eBImVcQIFScdZcAoJqcqKZpqaey/S58vY+SSISnyyOJVXdgC+SPsHZeiTkDllXTno+Tk5OYzeaCnnP+Q8+do1bNDiYMtvW9whBuLPEwrX2HmfA0MVK7AkNVae47gi2crVPP+/TL3UVOJBj6f99KlxeahnPXTqp+4y6MQIB9v/+HrPjNj9J42y3pU7xeb5bwk/5bJsebb9JHLH4+U65lo7FmcffVlgRJA2ysdfOPN27hC08fJnAOXoBmtbHmhjsAGAH++aQX5ZSXtdUu3rOuhRa3DV0v3Q7DMNK6NQDHIu3wLhRm2qQLciejTOKpqFmHo6KNQ899FVk07OaUllAoeFpuRFHz27FaHC20bf5tAmP7mRg+gjQS2N2tCKWS6PgQmr8ho8alQc5AMoHriunJxjAMRkZGcLlcWZZAvoPPMP70fRjhxQ9hOVdY9AiK4kqaMwqBZ6If9+QgEasri6CLPf1YhvRb8i2lSFYIZCKBf8+rxMfGUasqkfE4Z77zPY6f8iHXbEEzKZisBjX1dhxOU16DE6/Xj7qEnMbuuHJxPSCXDEkDqIrCn121ni89ewT9HG+8SECXcGzUz1/vPs7ndq2k3VVe1GW/34/NZkNRFJQlmkU6hWOTEW5udqNlhBCdiUz7XwDNZKd90/vpOPwT8m3XaGYXiqKhmmzYqi/D4kxFScs1nBNCoGOlde27aF37rvSv3tf7GPV3zOveFgtqow3r1Q2IGYGBDMNgcjIZjc1q1hj82f8i0nn4fDRxVqgyAvQq2asWRRrYw3kiyxUYh2G7bXYXnbFLHzlxMkta7n/jOGe67ekAXEIRLF/t4fLr2zBbsgUfs0XFWCLhFypdFravXbwIeLDESBrAYzXzsc1tfP9Q13m5vgRihuTvXj3N3avq2OYqLRlLKYlEItjtdmoWUTe1EAjrkmcGAryzufDGVupeMlHVuA27u5nek78kONEJgL2ijda1d2B1JAd8Ih6mvzszbdiMjcQiS2Rr41LaaJuCCva72lEsxfuA3+/Hv/snbwmCBmjRRzimtRKbx/CXGautfDSe901nmM5lntNbsZ6z1dunf5MgdcnZE16CgTi3vmd1Vt/RdQNjiZhQfelDW4lEIgXNMhcCS46kAdQiwX7OJfb0jbN1bU16k6MYUlLBUlqiz4QAkMk0SkJIbmxy5y2Xj6QBrI5aVm3/WMH6NZONusZVjE/kbvpkdmCbLVcKszW7Mdc7iA0tnXgM1uubUCwqMhJAhn0ImxthzbAqkBIpJXHvALGjuSFbzydM9cuJD3flzQxjQueS2DFeMa8nnuHNmUI5PdhUIjD/DD+gnGtkorNyS/46JAz2Bujt9NG6fHo/oOPkBHYgj9x/TrFxeQWVjqQOXVVVKisr86bTmy+W5Nq8c4HyHc4Xo1E9HUu4VLzilLlepdWU15PxfMOkCFRF4LFoXNPg5JoGV9pFdyZK3WsxWO3udPyFzE8mdF3Pq+9vevd6TFWzXEYvEky7qlGsQaLPfI/Iz/6U6EN/Q+Rn/x+xZ3+IDHpBGlM6eonRd/R8NzcHlde8H81dXfD3KhlgU6Iz/X2mkWQpVA+Xt5FcqieFNSdxtbha8amHzzDQk9Txh4Jx9u/up/Y8C0MOm8rHb512XtF1nfHx8bL2sWaLJSlJ19qXRvCUuCE5OBai3WXBZcoMPj8NIUQ6wA5Ag9PKCo+DM97gkjC2t6oK1yyr5fZVDVg1lWg0yvh48ZjXs7UPn4nq6mpGR0cLdthgMEgkEqG6uhpFUUgkEkmnJreVZR/dTuD0OJOHBwl3TsyrHXOFaUc15maI/uLryFCGvGbo6B370fuOotQuRzg8qKsuXnrxOlQN+/LNjCv51TQpeutW56ZL1RIJaoeySdrvcuIIhlDyPIti4yCslbaMMAx48uEzbL24geOHRvH7YngQKMgFT71XDja2V/DBG9tx2rKlZsMwcpISLwSWJEnvbPDw70d6znczAHiwx4cAXCaFi6rtXFHvQJlSf3QFYrS7rXg8nixp8YMbW/nLl0+c883PTAiSliZ/de0mbJpCKBRiIhAvaDKWifmStKIouFwuJiYmCpZJSR6GYaTdfDVNw+l04lpbg2ttDRMHBhh56sy82jI7SLRl3dD7FJHD/ZAVrD/Dxy0WTkvP+snd57B95UDg3Hg1RnCShHewYKk4KmExt/2TtjMdDNfXEXQ5UQydgMuJIxDEdWr2cbNdsQkUqaMLrahZXzxm8PpLqXCpkhDJFG/nWhL6yE3tXLGptqD+ORqN/nqQtMtiYk2lg5PepaGflIAvbvDsYIChSIIbGl28NhrilZEglzVXcZ0tTptb4xenB3mhe4SobmBSBLp+fkn6vRtaUY0Eg4OzyxYz3zRiQFamkkKY6W2WSCSYmJggFAqhqiqBYADMSjIR7IJDZv2DAKGfQJ58rMC4XwrrojIgBK6t1xGfKB5e1ozO1dHDvGTeSEApL5gYgKIbVIxP8ObObcTN05Jk1WjpPhY1mzHHYlmKCpMRpTrYw7BzdmZsdmCdVDiJwbmymHZYVS7fWJigFwtLkqQBPrdrNZ954sD5bkYWJHBkIsKRielYuC/3jfNyX/EOmtJRZwrWiznkq60mPrJlGWs8dkZGynVCmcZ89WrRaHRedaRSKCntDhytdiK7h9B7F2qfYgY5T0Ek9iH0lxfoGiVakOflL9i4l5LJVx+h6toPlixqJY42S4WBoSoc27opi6ABYpbSUnnH6hUIYM2R4ymDTCSwbng3w872PGcUfygOYAUKp0XyHma/cC3PLkUR8KUPbsBq1qZWooUvNNN8dSFw3jcO4/E4k5OTjI6OMjY2RjAYxDAMzJrCbSsX1/7wXCFlLZQKa60IwTuW1aIt0oy8s7GSDTVufL65RWMrRyVSDHO9bhZS40AVWK+oB8cCOQmlAlKnv08iYt9H0V9EnAMNZyEimUe45ykIEMnUcKHTb6BYHZAn9VUmQpiZELP3lovksZEeqaujZ3kb4zVVGHn6dcxiYbLSw0RVJZOVHjIjtGgygSLzWYvMfFkpTNdfAdTJ3M3p0igS/W/mEQk2s0pDlbXIeclxU26I49ngvErS4XA4R28Zi8UIhUJUVVVh0dQlF+1qrpAy2bVcFo2rWmq4Y00jFzdV8v2DnYyEFi6AuSIgPOVVWCqpZ8E65kHS8Xi8YJjJOUMRmNqcxI8lN/FmWp/kyxieNWilBBkD/UUUoxMwkKICZALB8DmzEyiHhGeWKZt7su7XYPK1RyFRIqkrGUu8eQoMUlXonwqrYI5GWXP0BI5AUl2ZjC+9PH2NsdoaPN6J9HMPOhxIs4SC3SY7jotItz35sFoQhKWkfVUNxzrHiZd0dCn1ImZcT8BkME59EcujlAmeqi68x/F5I2ld1wtuLCUSCXw+H06zlpQ+WfrhP0shJRNMRhP84swgvzgzuOATUKpbNbvmZ8Y2H530QuizgZwA0sKuETAMgoakVlWy7W/zsJ+UmQmfEoj4dxEk0pUq8tzud8xVSp49fyZF8sk9D5Ys6SCKywjjV2wUiuNdJPV7QcQsFo5vWs/mNw7hd7kYaGki6Jq2Lx+rrWa8thpbKExt/yATlR40+xhxX2Px+0o2KO//d3psvO/2jRzuHucbP8/nVJQdWbHcO1KScROodueqMZxOZ9q6623pzFIq2WskEmFbbTX3qwqxcxB06XxgLuO2ULzqlN7boqpc2lwFJK0l5kKa8wmqntlRZWoNnwquM8tOLIRIE7CuCv5lzMdwQmenzcKtLjsORWBIyZFonFOxGJfYbDSZ1DTVJGlHQuy+NEEvQRP2NKbdobJfcHlEPUWy6TgZSl5HlplwESKArXhfLIeoZ6xcEiYTb1y8M39LFQUJBJ0OgmtWIhGY8KNZI0Qn6jFimSoDiWIOIxQdPeoAmV9SDXgjfO//voSiCm5bVs3Lw5NMhJOi+fbmAbY1DfPzw2vxRZNkm2qtgmR5tZczo5VIpjLay+TTTI2pDcvcVOfJqahpWl7HrIXGeSPpYjF5UzALyV1rmvjZsV4UOC82kUsJAlAQIGRyBT91PNWZTIrCJ7YvxzEV09rpdOL1evPWlUZG8JsUyvWa8p84Sf8vHsV//DhCM1F9yS6qb7kpSayZRD/FMpLyiDoS1TnZ62N4IkrXYJCe4RB+XxR/wkAAe8NR9oajLDOpTOiSCcNAAi+HYtRpKstNGivNGm2ql3qeRrB0MqUUx5TaJg9Rl4TM1N+WJ/0KYEOim4DJhk+U0KXOZoKdhfSdOW0KNY61upfoRD16uALVEsBcMYJQ4xhxM3rERX5fxmkYumS4a4KLq23c/smdeAdeRHo7QMAnLj/Evp56jg9VkTAUWj0+drUOUOcK8UpnE0+emrYwUabY2uM08/7rl+W91nz3bsrFeSPpcvSWiqLwjvY6KiwmHj87RNdkCAMQCQOZz3X8HJvGnGtIIDHV+e1xyXZvnJUBHVXCpF2lvcqB/dHTnBoPJ6NFAcKmYt5aibbchT4UBglqY54BmXJrFwKLEIy/vo/Rl14mcOo0ismEZ+cO3OvWYvJ4cK5cwchzL3DqG9/KIuO+Bx/G7/dTfde7c+vP0BsXImpDSn6xu4+n9g0Rjel5aSpziHbkiZY4nNAZTugcjvj4asV/IoSRHs9LsXfoUkERBjNbl0XUs2r41O50GVI0gIsY18cPE7/k/QyZanjttddKn1RWM/KYNE2h1HrG4hnCcI6jaNOrwHjQk1NLsQfjHQvTd6Ifp3gNfaqYw5zg6pV9XLWiJ2cZe1l7P43uAHu7mxgI1uB0ONi20s212+pxO3KFllQar2L9eaFwXkhaluFmDdMS3c7GSnY2VhKMJ3jz0ACP/cdBfCtc+Fud2e/JMEA97wYriw8pMUmJRYe6SPI51kQTSO8kM7eKZFgn+soo0VeS6cCsV9YXFUakYXD4818kkUofNiUVBTs66ZsqY66qIjY5CXnM7Ax/Mm6H7g8Q6ewk9OYRYt09CEXFtnkj7iuvQHW7pqpONsCQkkhM5y/+9U3G/bH0crPg7VNKVSSJSBOH463sMHcVLXm+EJUWXgpcQ1yauc71JGaR/ebChg27UobZYWbeQsgQVMrXvFpb1tJ+ze2s1cxIKXn99dfLu4lykIfA8lHaTDrIJGgAIzr7TCz7dx/hikujGZWnFEr5n0x7lY/2Kh+e2vXYXCYi0VFs9iakNJIxeWao8iYmJjCZTFRVVS2qVL1k7aTz7ZLqoThP/ewQioSKM36cPUHCdTYMVWD2xzFPRBm8oh7DvLRjOs8LUxtiPpPg2QYTPrPguqFkh051vqLzupapO5xReEqHLMzm7GMzECviVh547XVi/f3EevuyzxWCaHc3/hdfpuGzn8Lc0JAeMlLA6ESUMd/CWblIBD2JmjRJLxUpOiotHIls5kRkPcZUoIFfTN7JKstJ6k1JD8H+eDPdsXburHggfyX5wuEKgWJzYoRnkUVbUfFcdheey+9CmTLXu+iiixaWpMtEMQ2JETcjjdlTlc9nQhpG3gV2oesJAZOjx5gcPQ5CEIuM4KjejmapSo6NGc8+Ho8zMTFBVVXVrNtXLs6L2CmEKJrQE/JHStu/pzvtxScALWbg7A3i7gpgHY+iGODoXRpeiucK+6s0xk3lU5AxNmMvQJJcgUzlnzPCYRJzcICZvoBBrKc3dwRMTQC6z8fIff+e1QB/KM59j3fM11CYmTK2WSRVakuBoFNEYRFRWk1duJRpj8yItPFmZCtP+2/iaf9NHI9spF4bzDhXYF99EVp1S36CnrpAxa7bZtUmS/Nqqq59P4p5eiw6HA5aWlpmVc9CoZDWQMq50ZRhqESi5oLdKuW3kPnJuCpISch7hJFTP2bo+HcZPPZtosHenHqi0ejCm51m4LzpBlLmK/mgqmpeo/Cus2M5xwTZg9A6vnRyny0W5IxPr7381xg/40vrq9PIGPi+l3YjF8qMbiamiDrW3UO0qxuAyUCcv73vMN3DCzu5CiTbzF1LcpuiVhvhGufTWERuXxVINBFng/UwYVGB9bpPsuJPHqDh3j+m7rZPIkz5HVQ8l92FtW0jqqtqSh9desLTfflXRPfcc8852xSbiVyyBEWLgSi0Q1FY+aWqOhbzfPqyTG/IGokQUo8S8h7JW3LBTE/z4LypO1K6HJ/Pl3WDZrOZioqKvOoOU5FM3CJd5m2s6pgBRUpu64+z1le+C7YMJQi/OIjtyoZp1ceUqBE6/CbeR36xGE3NaEDyWh1vvIwjNsGjT40yHnaxkPKugmSHuYNGdWLB6lwIZC6xXaqf652/4tnAjYSlndR2mkWJ0rqynsqrv8LyDe1Z51tb19P0kb9iYvfPCZ18DaknsDSswLn5WgJHXmTi5QLqkQIw4pFkworuIyQmhlFd1djaN6GqKtdddx1PP/30gtz3XJD5rIRioFp96OGKImfkbrSYtGm7+AXw1wFAj+W3FFrMzcPzqpM2m83U1NQQj8cxDANVVYtGYNt+SSunjxfP3u1qr3jbeCmWwuWjiVkRdBICvT9E8OFOTCvdKB4ToZ5DBF97ncjpxY04l/lO/K++xrc9nUSi70g1a6rQ/EaTAC4xn+Ie+94517GYyCSfSs3L3Z77GU9UETSc2JUgO/7wr1GsDnxvPEHv976BHvJhqm7Cvf1GnBuuwFLfTv1df5iMZW0YIAR93/8CseHZR400IkF6vv1ZEt7pYExaRQ01t/wu27ZtY3R0lIMHDy7Urc8amc/K7B4mqpsxYuXbJatqcmykutTculb2xo1qzk2UoSjKosTsSGFJbByWa5db31Q6BKCwm5JmVyUsBN7qUA3JVu/sda4pq5q4d4TY3kFi4x2EuvcsQgtnXHfG9yq/Tt2IQZdUsm9gzgQtp1RfkmGjAnVqeVxyI/U8YOYtVpvGqWYcYbGjWGwM/PjPiA5Oh/3UA14iXUcIdxyi9rZPTdWhgKoQOLaH2Egvc+rthk5ifDCrQYnJUYYe+N80ffgvueGGGxgbG6O3N1cPey4hdQU94kaoUcBCcS3t9BsPhmyMjXuorprIImqYgxfnVJ32yo05vxZT3S4E3lL2aoEydv9r/TpTnpyzypDiUAVX1Tuosy6JeaskPHGJLY8QPfOWs/XXkujoScb334d3/4+ZOPAf54WgU9+bJsKgzLTnnfvUmrIr7kjU0a970tXNP3jRuUHFRbfgfemBLILOhP/gMwRPZtsxh8+8seDtkIk4E688BMDVm1ZiJjH9ENMPs7Qh5MJBEPPVoYc9SdWHJYhiCpdxfYW9+7aw/8AGdEPk3sKsmiCoqL8Iq7N1unZFwe1243DMPkjVbPDWYKQp+H2RkmXsEu5Z18J/Hk/O/oXcqFOotqisdFm4qdmNIuCqeieP9fo4MB5e0pJ4ooiDRv4tFklg4CCR088VKLE4yEvQU41OaBK1uh99ZGGsCTKl5gHdQ9MMnfRC6SUXA5q7horL7qTnW58pWs5/4GmsresInd6HjMfQw/5FmYFCp/dhRMNEn/gm10bjHNaWMaBUThco7vi3oBCKAULHUjGMagukLy51EzFfNXokf67OVAOHRmo4cHADO7cnN/1iMTPdvY00NQ7idJRnaNCy5g7ql12JYRjE4/FkJqGpNHGLjbcUSU96wyXLeCrt3LC8jla3jWe7RuicDGGOGSxLCMZjEbxOE2aTQrvTzK5qO5WW5CNI9TmTIrimwckhbxhjqalMMgbjpFlh2Cqoi2T7bxUi6EhgkPAMgl7s7pXZFjnjYoYCZ1osaNpp9PFG0LUZZ86+dZleenaxcDbXCw7NgrbtJoStAhkYxyxj1F3/YaSul7RzjvSdpPv/fRKZinBXpmdhUciZUrFA6jqBN1/ACAdwAJcmTiKBIVFBWFgwEPix0KFNBUVaJLISItl/rTU9SSuPzN/UOJbKQSJjKkasmDQrGB6t4bEnr8JijhKLm5FSIRYzsWnD6ZJtUBQTNc27pv5eXP1zPrylSNpUhpNKZXXSdG9ttYt2h5VH/+tNjh4aoN9IrnEqbRpbL2lg05rs2TfTT+voRGQ6BjRLjKgz8FKtibt6YkXpLKrA4cAxWt94PK8q5FwJlkJmE/WhVTZCNhXDWwH6wlnkJIP1JFijDSxYnQsKoaA0rMK05Z2k3oAEwjrYrVYUsxUjVmjFKDFCk4VtpeeM3PWOUFXCvcezmw40GBNZ5duNEV42byAmi6e/mg+EIIegM6GaojNIulDPVojGpm3Ch0cr85TJhc3VgKqdv7yrbymd9NpN9SVZZe3GZKIAKSU//cHrvHmgHyND3xEJJ3j1uV6OvlHYYSNUMh7teUCeJe1Zp8rDLWZCRTjukWYTVSdfWcSG5UehiS1mEry2wc6L25ODSh9pLVBythDp68ZRGTUWNs/cvCGUNLmqTWtTB9M/+3w+4rrEsfHKwnXIxZhW878pGYsQ6TqSlNSlnPo31/7aQ5ibYm+wTe+grb6a5cuXs2LFirx1zgdF+V+djSPJtGdFJGIlEjHjD9iJxQrLq4l4/kkzGo0yNjbGwMAAg4ODeL3eRbGXfktJ0qFArKRYOzYSxOm20nFqlO6Owu7LB/YOsm5rDaqq5MQRqX2LbB4CnHapnHZauXYowS5vdmeVgF0HS6S0Lv9cIGIS/Ojd1cQ1BU1XsSRMBONmwgtMPBLBs5GNvM+x+JuieWG2QixCOthRJqxO1NWX5j0tGAxSedW9RDoPE/cWz1F4LqD7U85jRQadNNCQLNeHWSl6MF/6cQAqKyvZv39/WTF6ykUhV27VEmR21JiynRY888IlgEAISV3tGOvXnMVuzxwvglg4l0eCwWBWBiIpJZFIhEgkkkxYsoAqkSXLRt6xIK88f5ZjhwdJxA2al3moqraXjIL4+u5OHE4LB18rbjYUDsYZ7g/S2OrKUf5v9Fh5ot+/tCTqIjcuhMCdyP/bzvEEY5U11Iz0n3cTB1tMUjcODrWBiogjSc0Vo0zaApyarCGYyOzYc5Eap5VTr8RW0aKNcaXl5IK0fTawNqzA2raRyVceRurTE6dwVWN+x28jLPnDgsbjcbTKuqTDyp6H8B9+DiMcwFTVgLV9M/59TyzNnU9VQ12+E6VlfXosrV27lrq6Oo4ePUpfXx+GYaBp2pyzBaWQ7/aTwZhm9pfy+o+UYmpoCYaGa5iYdHHFJW9gtabaKRFqtomwYRhFEy1PTk5SW7twCWuXJEkP9fv4t2+/Qjg8PT+ePTnKmTLSsxw9OMDRQ4PIqbIiZY+X+pJBVIWyeZtVhfe0e/iPs16iJa6ZT1JYlB3fAgRrT0iuGY6z1p9tj5cqXR+R7Fm/g5qR/pxue66He1zTaIouQygZrs1CUmGOsK2mnzdGmwklMt2e50fUD4Qu4fXocu6yv06z5kXFWPx7FgqxkR6aPvwXuHfeTPD4KxjREOa6ZficjRS7n1S/UR0VVN/wUapv+GgyAptQMGIRgkdfxojMjIx3fndNhLsO802fRjhy9buVlZVcccUVAFmmaiMjIzz44INlZZQvhaQmRmF2/aTwM4tGLZztbGXDumnHLiMRZXzwAFUN24Bk2r9iKwRd14nFYgsmTS9JnfQvHzicRdCzQXKjWqbfWfr7jDKKIkjEJPE8MYkBVnvsfPnSVbRXTEs9hhEmFu9CyniRcKvlhWGdL1Katfd1Rtk0WdjrUBdwZvVGTq/dek6lsHxXGmpqQBEzYk9MPSpNGLQ5vXnOmt+z7NTr+Ef/rXzB+wEG9Yq5V6QVCwgmsnTOisVOJBIhZCgoa6/Aset2HKt3YjYXH7T5go6loq4pZivunTfnuXRm9JqMv4UAtTwnsblDYL7+dzIIunD/yhwTNTU1rFmzZgHbMZc+Mt3WmbbT/QN1OaX7Tv4SaSTHmZ4nRO9MlFOmXCw5SXp40E9fz8S86sgXgE2Q3VF0XfLUL86gqQq3v3cDTW3JeLWqqmKz2dKz4GcvWsmfPPs644HnSOhJ19uIsGIxb8dkWonATLKTZKZ6N5BSWXQbytqIpDpevIOedqmgKOy5+lY6V6zn6t3PYJ04P/rO8dpqYIalR4ZQU2sNcJw6NCFxmKJMxqwslLy/RhukUZ0s/wRFhaoWFFcV2sbrUSobifznn+FctQOEIPDmi3lPE+5azLf9YVZGnEAggNlsLrrUF0KUzDRdedW9GCE/vgNPZ5neqc5KtMp6EpPD6IFJMKacT/TFC/oDoDSvQ1RkEFqRV5UpVb7yyivs379/XtfOHOPx4FzDhKZjEWTVG0+o2WWEIBb14fd24K5eVTR0RQoLmZB2yZF0ObbQc0GOdJtyqNAN/vtnR/jU/7w2bb6XCYdJQTWeJqH3Z9QVIRLdTSS6BzABcRSlAkW4MGSy/U77Hczl8RaSwsUMVY0E1voSBRUCAogLeLU62YbKmGST2kTz2ncztvf7IBdupi8XhlKg406xtiLgyvqzKFP7bUNhF8cn6pi92iN3OXu3vdyMIwI0E6brfwe1MVva01ZcRN27P0vCN0a48zB6YGL6RylBKJhv/CTSnNuPSulihRAFI8+Fu48wufeXRHqOIVQTzg2Xo7qrkYk4gaMvowe86IHCm+SLBaV2WfYBCTKZOylLQDGbzenQD7FYjH379s3ruplDREpIBDzzqm9mf1FVI6+ZYzg0QUKMl7TgUFUVszl/tMK5YMmRdEVlkQAq81C/KYpImuKJXJ2xrkv2v9rN9beuyznv9f5DDAUGUDKSomZTZXLwGcYEBhPT1zP20lBxHboBY+EYepZ6JPsmUkvaYmqS7OzXSbxUZ6LfpnBHb4x8C1tNwrt7Y0gp8cST+li9zDCWiwF7IEjUaslxbMk8kJlYp87mp9NfSUSf37L9c87HaFAny+N5dy2mi96VQ9AAWGyMPvlD3DtuoulDX2PsqX8ldOYNMHRAoizbjHBWJYMfSYGYRbhPwzDQdT1HSvO98SSjv/puFjMFjryEYrWj2j0YwUnOm046kZMHaKopMh1JRVNVKiun9dU9PT3z3jxMX01CbLIByDf5z30FlkioRGOm7DCnUhJNWDFK5GYVQuDxeBZ0Fb3kdNJ1DS6aWuehOyyAtK20JLmpOKNf93dP5D1vX990enghkhJCOTFBzGKQr129kb+6diO/v7MSjyVFjpkXNghFniEc2VOeHjvjxQugMWxww2A8i6DTJaRESIknZlAZn94wiwwdOWdWHjMfU0N/0sFEyKlP6r8Cz1MANda5xplOVuoUEdqs/mSc4nLO8Y8Sf+Hf0PuOZf8kJXrXYXx7f0Hvd/4HoY5DNNz7JTxX3J18L0JBbViVeQJyllnXZw7sRGCCsSd+kPG+pu2VjXCA+FjvwngczhF618HCfUlKiEcw9vw06/3OJxP9TBhRB3q4kEv4fPq4IBTM2B+QYHa0YrJW5y8tRDoGfk1NzYJK0bAEJWmA2+7Zwr/98x4ikWnzpRSJXXbtCvY8lz8AzWwwM4Gk2ZJ/KZ4w8hnKlxbph4NjvNi5l4eOP06fbxApBZq2DJO2AoQJXR8lFj+OlEk3YE1tQdOaC1xrRpulpCGoc3tfDGeBIEuFWqeHvCXbvlhwTRbO2l0ob6mYEew9i8dy59qZtXLN5RtYfed7SEwM0/v9/4mMRwsTW6pyPU78hftQ7vlzhCmpSzVGOpHjU2adhs7Yr74Dior/wHTMZZmzWTS1G1WGVKVpWo4eM/Dm89MmfDmu2+cf0j+GfnI36tor8v6eePNpEkdfIrjuYpzrLgOgsbERRUn6JqiqOq+MJonQQgpzyVGTelWaabpdmsVDZctNBc9UFIW6utzNxoXCkpOkARqa3Hz8c1ey89I2LFOxNZja/Dt9fBhNUxCzCXFXANKQSGkgpYFjmZFXml1Xm5SOpJQY0kh/ysG39v4rfb7BqebrxBNnCUWeIhR+jGjsNaT0k5Kuw9GXMQzv1LWixOJHCEdeIO/AFIIBh8r31tg46Mke2DJdJP/zMWK5kqks8FkIzDT5M0dL6Wazv7faJ9BUhd+7a3VSV03GJ4+vSGY9V25t4nfu3IxQVExVjdTf/fmCmU1yEIugd+xPVhSPEt99f06Rsce+gx6Y3iA0et7MU1F5T9LpzE20mpgcnXU95xrxPfcT/eU/YgxlxCKPBEi89jCJA78CaRA4+Gz6J5vNxvXXX8/dd9/NPffcw7vf/W5WrVqVp+bSMBILK7FCMlKe06nT2FKPu2oVrWvfTf2aD6OaC3uw6rrO5OTkglp0ZGJJStIAVTUOVqyp5Y1XkxYVKVIeHQ6mbaDnA5nq9FIScfj48fDjvPDEU3zxqk/jNDt4vnMPL3W9hj8WRCAwmP0yzZiSfMtRZUjpJxD6+dS3aeZRYm50vQdNa8Nq3j49VIXAAF6pMbHGr+PIJ1ELQSLqR0YDJMJeIkNHiE9OO/mUatVcrJRLoXZomL624lHvMom3ed2VfOuKdRAP0FBtY3Ase2NZpP8H21fXgFDwuCy8Y2crW1bXZE1W9pXbaf3kNxh68O+J9mTHpQCSEnbGhpGcHEL6xog99wPkRH+e8lMPfeocY+gMxsAplMbVee/LbrcTj8ezNp4URcHlcuXN6am5p5bXSzzOqhzpJPbYP4HdjeKoxhjrntLTJxHuOMTEnodwbHkH3mCEmpqatAmrzWbjoosuoqenh2gJfW8KqT30ueY+LFE7azatZO2uO9NHRkdHS24WhkIhotEo1dXVC2rZAUuYpA1D8sQjRzDyOovMt99OnzxZ08/gsmOgSLon+/nbF/8ZVSh0TExnuihXci58tdk2drp8NLYPRSh4TJJP7LqHb71+hkyru4BZ4T/aLbxjME57cFr3nPpXsziRZidCs6KY7ASlJO7rm8M9ZNc7G2SqXypHx5IkXUIFIITgnnvuoa2tDZ/PRzAO772ujW88eApdz34fArhySx1f+PClJTdsNFcldXd8lp5v/34WkaSRftcCo/co0SPP5pbJd84UUcee+T6my9+L2r4tbcMshMDhcOByuZB6gokDTxM49BxG0Iupog59+w3IjVcihEJ0qJPgsd0YsQiapz5pCqgvXpLTBUXIhxHKVWlJPc74s//OxP4nMd/8WYS9Ir2/kxJgli1bxsmTs/MOFYqek0V8hkcEYhY9VjMpSENy7c3Zm8Y2m62smBy6rhMMBnG7i4VOnT2WLEmfOTHCpDe8KEJEqsqw3Uf/ysNZv3VO9CQ7EMkONHuCncZC7fCqQuG3d76fTbUVvHttEw8cz5bqJiwqD7aruOIGzphkvdnCjjM+0IGpjTnV7kG1VfC6uY4XR3q5ZOII7aEB7EZSejHSYT6ndHNTdafuPiFUvCYX3bZGtkW70WLhbA+AEhCAarOx4jc/xvjoMAMDA+kBqqoqTU1NKIqCruusWLGCiy66KP38UsvI9csq+MN71/KL3f0c6/aBlNR6rFy3o55bL1uW93kPDg7y93//9/z4xz9mfHycdevW8bu/+7t84OZP4H30n4u0WCInZ2FPniLqRJT4C/eR2PffaG2bqb7xY1jtDmQkwPgLP8O39xcY0RAp+1vdN0ak5xihE6+CaiJ49OXs52ayZrmWv2UhDYzJYeKv/hfm634rfTjTjbyzs7Nsyw8hQHOME59Mhkot1AtlmURtMisk4gZX3rgMqy2bFu12O+FwuCyiDoVCuFy5oSbmgyVJ0om4zpP/fXTRV3nehq6s72m1hEy+3PkQNCQl8NnM5IWQMHT6/UNsaVhPrd1S0LrEb1Lwm2D9sipW3ryRwOkx9FAczWVOEkLC4Pn/fINxSxW/qL8SKcGhh0kIDQls859mfaATixFn2FLJQdcqgiYbhqIxbp7epOn313LH0EuzurPaa69h1Wc/jaJprCa5y+/z+VBVFZereMS6TPvhlU0uPnfPWsJRnYRu4LRp6QDsM9HX18fVV19NV9f0ez569Cif+9znePGee/jnP/hNvE//aFHUCSa7g7qrfwOz00V8vJ+Bf/8qCd8Y03SSuakoCB5/NXl4xuCW8QjCYkXGIkte7VEO9O5DyLAPYcuWNl0uF+vWrePQoUNl12Wy+wmFKhmv6ybgHkMAzolaKkda0TLiwBQjaiFg/bZaLruulaH+AJ2nJvB6vdTU1GSUEVRXVxMIBAgEisf7Xgxv4yVJ0q/v7mJ0uPjDmC8CFSNM1sx+2T9bzJfoU3X8YP/P0A2dy5ddhSJEXjVQCqsqHShmFce6Wg6fHmHcF6Gh2o5mNTEeiCbT1UydHtSmHS/2Vm5gb+VGFGVqFSFTm3PZHfy4azlWq5nbfG8QHxujHPiPnyDU3YNzxXIgSbwej6f4fUtJIpHI6+Fls6hk2seGw+GczbevfOUrWQSdiQceeID3v//9XLb5WgKHylBpFEJKhy0lFRffjuqowNK4EuuyTennNvKLb5Hwj5NX3ksTdWGFkoxFcW66msDRl5PJZ8+j2d28YRhI/1gOSQOztvTQRYKTW55HKtNqq5BzgvH6LpaduBhruPjkr5kU1m2pYddVSauq+iYndY2O9L5B5sQvhMDlchGLxYpK+4qy8J7GS46k39zfx7OPnZivmWPW+Zk6bM2kMFR3iqGWk1nxNzJnWiEoSoLnC/928Odc3LKNixor2duf38OsxmZhW72H148N8e2fH2JkYnqjra7SBlJOWW+kDIdztwdTBA2FVTYHTM28/1PXMvZX/19ZEl5kcJCDn/8jKm+6kZYPvA+73V7UvTYUChEIBMreMU8kElmEHgqFuP/+XIuMTPzwhz/kik/eliTauRJfhmmcqboJ17br085JALGRbiK9J8qoI/X3tE48U6qWiRh1d/4hww/9I+hvUZJOqYSsuZYsQFboz1LwWgOcrRzJIuipi5AwxehdeYBVb16VcXT6GVssKlfcsIzmNheWGaqNVH+PxWJ5V2d2u70oSZdy7Z8LlhRJ/+rBN3ltd9eCWG9kmuhdce1K6pvc2Bwm2lfV8DcvnmVgMLujp15ipbWCyWjKNG7xkdQEl3ctQxo827GbD268FX80wbGx7E5dY7Pw2YtWcrrHy1//aC+JGc9xaDyUh0/zSG4y+4vMsEfOlKxNjY04lrcTPNtRuvFT53gffxJTSwvuXTupqqrKOxBCoRCTk5Ol68xp93TDvV4v4XDxEAN9fX1oFbWpBjK3dz59zuhj38G373Ea3vtlNFfSyy46cKYMG+d8v6XUIQpISWy4m+Cxv5tjG5cQNDPYcu2brVZr2frokBbldNUQhij0LCRRW4CgcxxHIDeux5pNNaxYW5nnvJRAJwsKB1arFZvNlrdvmc3mvKaU88WSsZPuPjvOa7vzL03nC5fHysbtTaxYU8tIaJQ3h/KYX01hfe1qnGb7guiSM6EIBWVGPABFKFMejOVfa9A/glVT+R8Xr+J/XrqGG5fXc92yWj6xbTlfu3oDDU4rDzxzKoegYXYbmamiM50zpUxa3lS7rbQ3VbD2S/+z7DpT8D33PIZh5CViKeWcQ1hmmj5VV1eXHDDLly/HufkahKoxb/JLWXcMdyWlXSA22svY0/fNr+4pN/74WN/827gUEI+iH3kmZ/UViUSy9MDFMOicKELQKUiitvz9aHpjsPDkWciMTghBRUUFHo8Hs9mMqqqYTCbcbjdVVVWLElRtyZD0gb3TJm8LyY8CWLm2Nv396bMvoxfY0FOEwsHBI3z56s9yedvOhWvEjGuk3KFb3I1cuWwXX3vHF6i153c5nYkK67Qur041uNKjcu+6ZnY2VqJOxSd5/dhwsoCUGMb0ZyFWKCmsbvWgKgJbfT0V27aWPiGj80a7uwHSur9EIkEwGCQYDBIOh+fsOpy5wWi1WvnQhz5UtPzHP/5xNGcl1Tf+5pyul8aMyTfSc4zowBmGH/zHkollf/0g0U/uSdLjDKJubS0vldqktbwgbOqM2ORxc4ihlhOcsh1Kr16TNC2zHKMMZFFVnBACm81GdXU1dXV11NTU4HA4Fi3q5ZIh6ckM3em8BQY55U1oSKrrHJgt0w/8zHhXQcsNKSXhRBRFUfjcZR/nH2/5M6wLkIBy5oQghOCytp38/c1/ymcu/iirqtrZ3rixrLquXX4p+/bt44477qCmpoaWlhZWrFjB3/7t36LrOpKkPj3pITnj/sptbwk7dCGga3Ba1bLq059EzMKAX8mImzw5OcnIyAg+nw+fzzcnNQeQN8D6V7/6VTZs2JC3/Cc+8Qluuinp6uve8U4U+zxsW/M8LP/h54mNJCejJZlN5TxCBsbTsZkzUV1dnqBSrnrQFkypVSQhp5czm15mtPEse337CSXCybheU58UJxhI+gODRGeZkGsxsWRIusKT4XG1gH16ZCjA9/7xRcZGkhLNgH+4YFlJktzspmRbmt0NfO26zxetXxEKH9v2nqJlZnYqk6Kxs3Ez/7D7u3zovz7HBx74LEdHTpW8F5Oi0X+sh2uvvZbHHnssLXH29vby5S9/mY985COoimBNq2de1lqlzpUS+keDxBPJgWatr2P1//h9FLMZ8kV+m3HMsXNH+u+FStyZz/SpurqaF198kb/8y79k/fr11NbWcvXVV/OTn/yEb33rW1ll7asvms/Vc45kO3Wk2OACkpAYnW/k/aWUxQ9AZcRRsgxAyJ20qJEY9K48gD6VsDZuJLjv2IPEM+JtpxQf/liAfzvxEIklZJu+ZDYOt13SysF9xfMSloIQ2cMltfzw+6P84j8P8a7f3Ig3XFxSq3PWUOuYntHbq1pZU72Ck2P5gzrds/FWOid6UYRSlvNLraOaG1ZcyXf2/SSrk6RifBRDa0UTX/jCFwpuiP3sZz/jk5/8JG0NLo53efOWWShICcc7x9m8KqlKqr36SlxrVjH4+JP4T54icPIURjyeI0WqLieeG96x4O2JxWIYhpETk7miooIvfelLfOlLX8o6nvCP43v9MYInXkHGY/OTpCHDlA6EqmFpW580mZsuML/6Fwnd40F+8PIpfnWkj3BcZ2tLFR+7bCXvWNe4qNeNv/hjhKMKtWFl1nGXy8XExETWsZljqsFfwZg9gC6Kq8XG6jqpGGvCXzFC3Jztcn5yooP/ve9fuKLpIlZ72tGlwZGxk+wZ3E84EcFtWfgNwLliyZB02/IqLr6inb0vd865DjllTZapG4qbIozWn+W4s58nfvFT9BLB7lvcDVnfnzz9YkGCdpmd3Ln+Zv7h5e8ApD0Vs9uU7GC/seEW1tWuYkPtar7wq7/MIuhyURf18OqrrxYt82//9m9ccvvvz9t1vpzz//Rf9vAH79/BtTuSsTisDQ20f/TDGIbB4PETDP3kp4SOHktbN1hb66m6451oVXPNpFEc+Ug6H2KjvQz8+1fRgxPTB32jBcvPFq4d78S16Rq8z/5kyrtwaeLE4CQf+uFLTIanrSpe6RjhlY4R/uD6DXzqmrWLd3FDJ3H4qRySnhm/I5/QY9XNrB5t4GzVMDE1W+IVEjSpEFcNIk4ffcsPYYnkI1zJWHSCRzqeyvllU+06NHXJUOPSUXcA3HTnRq58x6oFEzpi5hBn1r3MaH0HcXO0QNjRaShC0OCcDjloSIP7DjxQsLw/FuD5jj20VBSWOoQQmFUTt6y+js316zg11slAIJ/KpfRNeyg9u4+OjlLrsU3FRihZfF4wDMn/u/8AXl8k63ggEEBUemj4zCdp+uitVG82UbcFKhuGka/9mOhDf411EXR+5Qa2Gf3Vd7IJeoGgWGx4Lr+L6hs+imK2UnXt+2flOn+u8Wf/fSCLoDPxf58+SufY4m56Gv3Hc9RUmXsLxVal7piNrYNtrBlrYNlEDdUhJ/UBN5uH2lAyAi9N1vQz0nCGaYXG1KfI2OiZQ2ybxcSSImmAvm4vQhHpz3xUeYMtx4ibpwkkZwOPpPnbtHmc4LLWaX3pa30HierFbTcfO/Us16+4Ise8LhOXte3EaUnq0SYi+dUt5QxjtdKc1644E+vXr+eaHS2YNGVKsp8byj0voRs89Vp3+ruUklAoKT0mzu5DHvklZmsc1TJdo+EdwPfot3Lqmi+CwdIJAmJjfUS6j5UsNxtonjoa3vdl2n7vX6i69gNpZxbX1usx17ezFFUdZ0f87O8pnHJLAv+1f3FMYtPQE8Se/9esQxdddFHZIRkEAk/EQX2wgpXeepZN1iKFJKplC2NS02fEuC1e72TUz+nxzlndymJiSZG0oRt0ns52MxZiirBnyTYJNYbPMx0gJxXSMpO25Axvu51Nm1lTsyL9fSgwUvI6wViIemctn7joA3mJut3Twke2/Ub6e52jPFvQfBiUY9x9990Ff1dVlY9//ONUOC38zrs3p2MuzxZJt/PS5VJ1941MS1yGMR2XO3HoiYLn6kNnUIPluZSXC7/fX9IhIjFRYOO4yCRbCtW3/C72ldtRLNnhRr0v3k9suCtZ9xKz8BiYLG3G1l9GmflBYnQdBMBkMlFZWcmKFSsImssLWZpbm+RUdem9nXJweLCwL8W5xtJRvFDMtJyylKRCgKop6LokYYoiMwzeU3pqMbW7mDlTWzUL1y2/nA9seXdWfe2e4nGPAWodNSQSCS5t3M6q69t5ouMFOrzdWE1Wrmi9iMvadmLRpu01V1S1sdzTmhUKtVwcHDzGjb9/B4ffPMzRI0ezflMUhX/+539mxYrkJHPTpctoqnHw0Atn2Hd8CF3PfBaFH2Uqbkc5SE14FY7pJWoqdoHuH0d6BwqcmVQBBB78ayzX/iZK8/p0oKH5IhQKFU1fpDrze5rNXSUh8D79b1gbV6HaptVRMhHHdyBD37nEhOnGikxrqowd94zJpG1NfvPFBYUexznZg2vdxUBSMDpW00frZDW1ITfKVP7L3OAF05BATMQ5VTtIxLQwarRMf4TzjSVF0qqqsGxFFV1ni2c+VjXBirWVVNfZicd0zh734h1LqjWuvWU5Z455Od0ZQ0gBYirlVMYbTm3w7WjazJ3r3klLRWPa7C4Tm+vX4zQ7COTJZpLC7e3XMTKSlLhV4PbW67CuTrq4xuNxxkfGsFgsOJ3ONHl86uIP8xfPfR1/kXrzQTd0Hu96kd/99h+iHoxw//334/f72blzJ5/+9KfZsmVLdvtX1bB5VQ26IfnvF8/w0PNnGJuMFOUjw5BZQl8hQhfp/8E7LmrNKC+wWq0E/QUukukiHYsQffJfEBV1aCt2oq6/GmEpz7yqEIpJ0lJPoPvG0NzVyawnCyTdxka6mdjzINXv+HD6WMI3Ou3IsgRTX62odbGzrZp9PeOAyGFAIQTv+x9fQR1/E/3g44uqVx956B+wfuIfMVU1cmL0LFKBLs8ove5xHDELUkjiis7asSYsejZlxdQEx6v7k+S8QIsVRSjsat5SuuA5wpIiaYAr3rGK7rN783ZpRRHU1Nu58d0rsdqnm77tkkZOHRnjpSe7UFS49T1rcbsv4Rt7x3i1L789JsC71t6Ypd6YCSEEn7/8d/iL5/8pb+D/S+q30mrP3jRMBf7ORDQaJRqNUllZidVqpc3TzF+/80v86tTzvN53kLiRYDQ4XraR/ks9r/F/PvgVPvnJT5ZVXlUEN168jAeeOTWdNb0YMn5O5VSceUaK3269vJ1ljblhJ6PRGmIVdcjJTPVCfrKSk8PE33gMZXIQcU1+7z+n00koFMryRkwFyMpcJRXy+goef4XRJ76PHpiYbsu0OVDeds0GgUPPZpG0YskMtLNABDefQFAzq9JMfPPb/8KtH/4k4+O5QtEXv/hF2tvbob0dufZK4keeQR88A6OLoKfWE/j2P0H1DR9FU7T0ONAVA1+Gd+Hhum48EQeOuAXNUAiao4za/RjKwk4gu5q24lpCJnhLSicNSRfu29+zZTq34RTsDhMXXdnEzb+xCptDS7txpj6rN1az4/ImGpqdxGIxhJB8eNvdVNvzL29vXn0t62pX5v0tExvr1/L3N32ZDbXrUIWGIlRq7DX8zrb384G17y55fiZ8Pl9alVBjr+JDW+/i/97653zz9r/ENAuTHwm80rN/Vtd+dl8P/lB8hiojc8c7+2imPjvfnkBznZPfvWszn7hzc861VFWlyu3EtHxHxtFCVg7Tx6KdB/FY1awdfovFQnV1NS6Xi4qKpAdZKgCOrusYhpH1tzXDmzGFcNebDD30jxkETYYOWs6P+Kaeix7yY8SndamqowJb+6YFk0CF2YYwWVAcucGJZlELCAXF7qbxQ1/jopvuZu/evXzmM5+hvr4et9vN9ddfz89//nM+85nPTJ/l8GC++G4s13xk/jeSF5JIT3Izd2318oKlDEUybg/Q4xmjo2qEYadvwQkaoN8/i2QP5wBLTpIG2HZxKxu2NnLs8CABXwRPlQ1PjZgZvTELQsDmi+rRtOTgi8fj1Diq+Kvr/yePnnqWl7teIxQP0+Zp5qZV13B5W3keZoaU/KojSn/kKpzOZOjDOPDasIXldgO7KjAMoyzzL13XicVieV2YW92NnPF25zkrE9OauUhidpsrxzqS0lKSM4qTJQjuvWENg2MhXjrYl7zqlEnfumWVfPY922iucxZJdhth6MdfITbcWbphmdm0DQMlGqCqIf/qxmq14nA4GBkZyat37uvrY8+ePdxzzz1Zxyde/nkyDvNMZEqmc5ZSk21XHRUopuz3WnnNBwh3/skCELXAtfUd1Lzzt9AjAbr+z0dnX4WiEV5+NVVt7dTvvC4t6be3t/P1r3+dr3/96+miuq4zPJy7wSpsblC1RUnnJTQT0WgUfyqofqprZXfLc4IeXz+nxjpYXb2ceDxOIBAgGo0ipUxHuss3hhcLS5Kk/X4/kUiELTubEUIQj8cZHU06GxTb1FJVwQOd44xGDFoqQlzXXodZM3Fp6w3cs/FdmNUkgXdMBPjG66fpmgwR0w0SxlRSTJPKxU1V3LG6kVf7vLzSP06PL0Q8j3qgb2Sc/zr+GuaAF8Mw8Hg8rF69mlWrViGlJBAIEIlEsNvtOJ1OpJREA530DD0DMo7d1UhV4w7GBg4wMXSAjbFRzuRcJYk2TWWLWcOtKKSGR/v4mxx+4Si6HkVPRDBbKrC5GjGMBEYiilBUVM2GUFQSsSD+UTNSVpUVkLPCaeZDt6xndLCPdeoBBvoHUEx21mzZySWXXczZI6/z84eex+8dw+ZwsWrzLrZcfgMmc7Ljjj/74/IIOoXp4NXExoeY2PMQ8bF+ZCKGNHRUmwv7ml2Yqpt55r9+zD8/eZA//OM/zYrLsXv3br74xS8yNDTEhz70IdxuN+9973v5wh98Dr0rXxbvfJil2iNjknJtzfWitDavRnVVoc/ZUWZaKjHXJvX+qtWJVlFHIlONVGSCSa2TAgkTX3m9Be0Ng8vPHuPDt66nvmpaJSOlJBKJkEgkkpEZFSUn0JUw21CX70Q/XdyhatYw21Gv/DDj4+NEY5Hst3CejGL+881f8vFt78UIZU9IsViM8fFxKioqFiV2dD6IhUr3IoR4Drjmmmuu4bnnnptTHa+++ipf+9rXeOKJJ5BSsnLlSj7xqU/RdMNdDPuC3N7qxqYW19D86PQ4HYHczSMBVFg0QnGdWJnR4AoNWZe3n6bBE1nl0r+5XDmhNh0OGxvadRxKT8ZO3AwVg5QMJHQeC0UZzWjfO+0Wtpq1XAvvWXbeY0PV3H9w3dS1CpcTwLWrhqkNHGRyvHxvOc1k4vaP/gHNK9bS8bfvX7TkqcZUZL/Xu8b4xkEfVpeH7u5uzp7tSD/RzFXNsuZGnvjdSwuM9QwVTDrDyiyk6alzLA0raPzgn+eY4AH03/en00H/s+oW0x3MYoN8nolT9StWB22/988o5mT9gSMvMvzQ1wGJunwHpqs+ROzFH2N0Hpi6TvKeDCRyyjpib3QlPw1dnqxWQHWFjb/77FVUuS0EAoGybMwBZNhH5Bf/AP6F89A0v/PTqC3JCVeXOl979Z+YjPnP61arQPCVi3+fSqs7b8RMIQR1dXVlebiWwrXXXsvzzz8P8LyU8tqZvy8ZSfq5557jtttuy3ILPXPmDPftPsiu1VchhODaBmdJkh6P5nf7lsBEdHbEkbeTSEnUXkHQUYkjmBsfI5ugkzUEgyFOdcbY2CYxaYW7XqOm8ltuO8O6zu5wHJMi8hB0qt7ZsfTaujEaXQEG/M6Ck48Q4LZEqQvuZ2J8duqURDzOwz/4e+6996OLmt1akNwIvWR5Ddtbq7j3u8/TMTCRdT9SGmmHkq6+Abr9CZa58nT1rJPKIefpNbgwWVAdHhSLnZh3kO5vfhLbss1UXPourM3T2aadW66dJmkhUDe/E+GqQnr7wWRDXb4dxdNA4s1nSLz+cMalku0XZit1d/1BmqABnBuvIjbWz+Sh5xHL7ib89DDG6HoUeQiBDkJkOTrG0Xg2Mr3qkBLGJsL87IljSJnglosbsZjV9D5EsZCbwubGtOsu4s98t4znVQbMdpTmdemvqlC5rHEHj3e9QHGfw8XFMlcTFRZX1sZ0JqSUhMNhHI75WSOVgyVD0n/wB3+Q47dftXI9uz76e+nvb05EuK7BSX8ozisjQboCMRQhWO22cGmtHU1RmIyXl25pPoiZbUxWNOYl6Wlkd6/JoBnDKLyczkxvX6eq3OlUMchPxXOJW6sI+NDOI/z30VWcGK4CKWYEo4ImV4BbVhym5+gcnQkMgwd+9kNusIN6DpapZk3hP377Kq75u8cZz3BvFim9+9Rz+odH9/P19148s7Fzu6gQODdfi2P95Qz//O9JTCbNLyUQPPEqoVOvU/vu38e5Pim1ujZfw8TB50j0nUBp2YRpx615q9U2vQNNVbA7XYQ7DiITCayt63HvuBHNXUN0JIjv8BDxyQia04x7060EAuuJvjLlECTqMEzvQok/BTIphU4aNk7HG3g2soEhw5N9+8Cz+/u49dImLGY1fUxAQWJKo0SQsllB6mT2conkhpYr6Pb3c2z8NILkiuBcw2V2TrWn8POYa9zz2WJJkPTBgwc5fPhwzvGLf+v3039LKXltNESFSeGXvb4sj7jXRkMc9IZpcxR2YlgQTJGoORqksb+Qa3F2hxJCUlcRod4TxmSSWftkM5FJ1JBrejPfoOJ2c4L3bjvORNjCgM+Bpui0evxoqiShK1i0BF1nZme7PRO6lLwUcnClLUiJRc+CwGbSeOCT13LbN54mHNcz7LenVxuPHenjb9a+A/vpF5B6IlftUG584uVbqLzmfVgaV9L9zU8jE7mOE9LQGX3sX7Cv3IFithKN62jv+AS8+TRK/aqMy6acd6ZFXm3tFXhal+O5NGk1FO73M/76MMHTHSR82RPn5ME8nnXqMgzlNwkkuvmnMcmY4Zq6s/z9Jho3aKrOVdFAcaIW1aWdvMpGKk1VxsBQFZWPb3gvR8dP8frwYU5OdBBKLLb3YzbCZWzMlxsrZr5YEiZ4qU3BTCiaRu3abPOuYMLgkR4fusw2HpNARJec9M1NAiwXplgIz3gvbV0HEGUMbFUx2LbCy7oWH5XOeFkKiny2vsXsf+cCjy3K+vpxVtdOYjUZqMLAMhXvQE/MX2oJSoXeuLYosYXyPYe2KgefvnYdArJTkU1dXFVVaq/6Ddp+79tUXJYym5wiSSHKdglXrHaszWsInd6P7i/scGVEQgSPvwIkPSCFZsK07eZkxDehTF0v1c7pf3UtaT7oOzZMx3dfo/cnB5ncP5BD0AUhISEF35nwMGq4kWUEqnjg+W56R2YXqc+zckvJesuDQLiTYRLk9JHkvwI2VK/mI+vvxm0+9zbLZ33djIYLv+OU09a5wJIg6dWrV+co4C//9B+j5gkmNJOcz4UvlzU8SVvnPlac3Uv98GnUEtH0UljZGMBtm5ubaoqYFyslTwozN44d+XS3s0KyvR0JC/9/e+8dHud13/l+zvu+0wsGHSBAsPdOkRJFiVajZMm2ZMmWbK/iuMTOVRLfjZ34Ptl7k2yy2ezNbpJrx9mUTZcd2xs3RVJkWVbvXZRIir0TJIgODKbPvOXcP6ZgBlPRSNiZ7/NA4rzvefs53/M7vzpkKJlrzPKUU69Q4p3ct30Jmjo1ci594TvvvJO2tjZUTwPORavJ5dKY5ruNnzuEHhzEqMFbI9umoKBp2YRXaTI1x5Oc+es3GXz8BMbEzASOg4kUfdNQ+Q2OJ/mjbx/mn588my6xVuVbeTwevF4f3k03zuj+CiGR8TDW+KXMT5m3J439w0cYiE3m0PGQjuzNR/WpaGb4l+P/RqpMgrWGhgaEECQSCYLBIMFgkGg0Oi8qkAVB0j09Pdx+++25376OLlbceAcLIZTWEQ+zuPcArngt5eYn71dTLNoaEhXaLky0tDlQtdl0eUm3muID7iht2vzp7PInMSEEzR4Hfmexumvx4sV87Wtfy/1WZxEMYsUj9H/3v6A4qxuLtIyEWDShZO+ZfGIR6KdDxJ+4iBmbee4JKSU2YLl9+hPtm0dGePLt/oojTtO0XHHf1g89QPYJZiUwJWOkHv3jSaImrZc2LIPXLu3jfx9/NPeuWhTBrwU8fMnvYommkL8eUYHtdo2Puh1zQmpSWpwP96X14iUmcyEEo6Ojuar08XicUCjE8PDwnFUbymJB6KQB/vqv/5q9e/dy6tQpFl+9Z1JVmI16u0JZxFpHzqKUqMdWjMLu6bSbqPMQDTWXKOV+qWqC1eu9HD04k4rd6fPFZbHEWEkXPxdQFMFDD9zIN18/xWMHL+J1atx907X8P3/5Hdrb23PtHF2rsTV1oo+VS/5UCRIjOIwRGk37P5dReShON561u4Ay/TYvzF6aksRLA1j9s9O5Zr/lRqedjU47IUvy8ESE95N6VeLM7n9x/xC37egAVUmn8FXS1YYURcHlcuHxeCZXvKqKJRREiSIa0/I9yjTUX3gQ9Z7fBgQ/OPEYRugkK1XJZ3x2xk3JgaTOtU4bAnAqCp/0upiwLC4YJgLBUk3FraRPdp0leTlRORtiNTQ7G7lnxW1sbC5d+CAYDJYcP5ZlMTY2Rltb25xx1oIh6e7ubt58800efPBBHj83Sr4j/5UiaMU08EQqJ3sqB8O8Ql74cwCv30Zzm51E3CQeNUsG6xVjssOuss9ugMwUi5s8/OcPb+E/f3gLAK0f/Qq+PIKGdF9qvu0LDP7wf6SNiNOGJHLgOVo/9CsMPvSnRcZDoai03PEAij2trzSMKbmNpwxsIZk1QZeCXxF8ptHHwUSKbwcj1YlawkRU55+fPMt1mzu4ceeKij7Ap954jouiiS45zIhowCMTeJlU0dRM1Jn3ISeGsMYvIRo7WJs8R4tjcq3RrMBKm1p0vgZFocFefI+7nDZ8Ap6Op2ZcWuKm7mvZ0LS67P5K8SWWZRGPx+cs2GXBkDSk9Txf+cpXaHq/l5cvzJ2z/EyRlhJmJg0ndQ3LKq7LusDSCpeEqglWrfOlfwgIBXVOH42QTE6ytaYJfIG0ZBMK6qS5SCKQBNTKrC4BqQhEnovOfLwW77prS253L99C5y/8F4KvPkTszIGMt0ftXh5GZBz3im0s+uwfMfHmY8ROvwvSwrV0Mw3X3FngJ12A/IE9aSmbNwhgk9POHreTl2K1qd6WdDdx8zWrKrYZHh7msdcO4FG7eN+2BD1DI16ZwIZJuznOUnMQJ7UZy3MeLgd/ityxk1ZhTsYY1XR8IQRw3jBnVftnVWApElkykKUWzKXKY0GRdBa3LWtbECRtqnYMzYFWwR1nUitXCAmMR+w0+/P8dxcYQU91+SsHf8DG1l2NHHhrnETCYskKD+2dztwEZFkw1J/g/OkIfqyKeX+ziLf5cQ9MFOyb09ejqBUtls7uNXR88rex9CRWLEzvXz5Q02mlhN6RED/8kz+hs7OTe+75PG13/cey7VVLwZJm2VsxB+fXtUwA13pqJ+lm/6T0Fw6HGR0dxel00t7enlvRvvTSS+lQc6XQfS8iXAggqHk5p7WzO3WEBln78zlaerh06e0MMc5OVXjOmLk9RCBwa66KPtKXEwuSpDu8zjn4THMAIRhv7KJ1uHQh2mqYiE2S9EIj6Kootnexfquf4KhOW2eh65GiQEeXE0WFtvNlMohNOZ9ruNgQO6dEbZnowUHsLZV9ehWbg+i5Vyu2yUJKScqweOBbL3J65CcAfPnLX+Yb3/gGn/lMcYa4yOkxQq+ex3lzZ9kOoB+dw8CQMmhRFVSgFsuK12UjFovxzDPPcObMmZy3gsvlwul0YllWUTXvUkhiZ59tFTelDtb8TT3bbkR/L1NWraYiH6Jkk7i0iM7CpUgiefjMk9y/+qMzHrhzES6eO9ecnWkOEYynrjxBA0jJWNNiQr62ol0i44VabipZ3h5mecf8FvKcC0xHSrA7VNoWOSd9nqb8tXU48bum6ncoybzCnP8vbCZrkx7NWHXPHSklcd3kqw+9w+mRye8aCoX44he/yLPPPlvY3rQYfuYU5nCC5OtDMFWyMyXJt4bnXZKWQErKGgg67Zvhsob5zne+w8mTJzFNM5ezOxaLMTY2VkjQVbpOSHgYF7X6OAtGHv5GTooWFPfNqR495Xj4rD77tATvDR/mbw/9b1JWodpCVdWadM1zSdILUpI+PTG7qLc5hRCMtC7DH669wneLP8Hi1skAgYUuRU8dDDNNuiUEGI1u1MHQvOpaa0X06Ku4ulZWbWdr7qraZjCc4K6/eo5gPFUU/GJZFn/6p3/KLbfcMnntc+MYmURfRm8Uoy+GtsSL4rVhxQyM8xFIzZ2LYinVVXZlciFloDDZW8t9Xbea4uUXn6v9ojV0k7Bw0SjTk1rlLiHRhy5gc7eQavFWdRqo1EVHMwFZlTyKFKDS25cynb+6Z9Fi4vE4pmnicDhwOBzE4/FcseVy0LS5o9YFSdI+20K4rTzH+mmy7KKmSelooRN0KdSqq54KCRgeB45an3medVpmqLZCt+6V28HmBL285P3Fb79WkqCzePbZZzFNMxcqbOZnYpSAITFOz8StsXZM/W7ZzzCSCajJj3Es5dO81D8+3QtO/jvrpUEhGTvyzHfV1VkSV38Q3e9C2tUZD56EtCZJvMRFBfBLPieDpiQqJRd1kz7TIpG34ljbuIxf3nQ/g4OT6rtYLIbL5cLn85VM5ZqFpmlzmm96IbBhEbp9pfMJXD4Udl/D5iTp8OBI1ibh+zJRhj+LBJ1FVoIpR9ZFEk6mnd7sJdjkxT44gftiZfdFw+tECxcS41zqpe1tPTW1E4qKvaWLVH+5jN4QSxkV72xqdKjmz+jtL7PertR3W2kvjtydOj+61BQtzlmo57LPnucDbsMgiUYSFUeG/qp9XyVp4D9+iciyVsxp8oAh4Zlxwb7hTlBTqP4g2FJF17veYaNJVWnKhC7ucNgyaiE4lNLxtV3LjT170jVS85BV+xiGQWNjI2NjY0XjQ1EUAoHAtO67GhYkSSvKAmG3vICa0ZYlLOo7ktucD4dm0t0SQwJep4Gmyp9pgs5H/qCvqL/ON/QISHU0YAvFsYXK6FwVQWxpC7axKM6BCYQ599GJnnXX1dzWuWhVRZLes7Kdf3n7XNn9e/fuLdBDupcGEJqC1C9PprSpyP9WbTaNrU47+6cEeGS7t1PRuar1InM97HQ03rWtwkGKPanDeGV6Qq5M1BKRNHAOTBCtQtKRpEIw4UZKweGBZt7ub8HSJyVYQ0jUlovYeo4i1EyKAJeddY7Sk5ZDwLVNS2np2QOIsuqSVCqFlJLW1lZisVgue6fD4cDtds954qUFSdJO7fJklyrG5Bop+23sQmcVZznlX0LA0ggNmcg8QvG5dNZ1T+ByTJpmfl4IOh8zcUOKrmzHe2oQbSpRK4LoslYsh41kZwDd58R/LB0BOJevTnVXN1pN7HuS0JuPoY9XjkD87K4VPHp4kFi8WCWiKAq/9Vu/VbDNSplXjKBL4VMBL45QlLdjyZwu1iagzRViecPQnBN0PpLYOaAt5zr9SMV2+TKpVYJIp8LrsPA6IvSHPLxzYRFWnuTrsuls6xqi0x9Dlx2c0oZwCEoSdD48TVuqXhcgkUjQ0NCAz+fD5/PVdMxMsSBJ+vzE9LJyzS0mCVrDZK/yKt1ikOt4D5rBbITxiAPDVPA4dXyuQkvyzyNB14y8JS8AiiCyqh0tnMA+FkGYFqbLTrLFh8zLL+EcqiUvyvShj/WjdhUOICkl0cOvMLHvpyQvnYSaQv5heauPB3/jk/zmt56hr68vt72pqYk///M/58YbbyxoP3GwRCrRKwhNCO5t8PBBr4szqXSf9TkiHFZLGcTnHiNKA1HhwCNLxBwIgbp8B7Zd92JeOIT+/rMkW2ofSM+cWIqZR9DLmoJ8cusx7Orkt90qXFTTPQkh0JxNNV1zripa1YIFSdLvDgQv+zUFFosYxMqkbekQQ6wTp/GJwglDVaDFP9nR/l2TcjnkvxQhMPwuDL+LUpZC+3AY+1ha1z+3r1KQGu4tiP6TUjL82F8SOfQSM0n6v92f5PTp0zzxxBOcPn2azs5O7rrrLlyu4mV59PTM0gnMF7KaYq+qsNmVTkT1OvNQFbuCf3OsFEkLBZxe1K23g82JunwH6tKtRM8/Qip6sewAy14mltI4OzaZNMtt03MEXWDXpHL/yq4Uo6MH8DRtweYqdrvNh61Ehs75woIiaSklhmGQ1PXLHswiEVyinSaC3Kk8i0NU9rWsk/M0kJOwi3fZxufJ3VKki7bmI3rsjQxBz6xnSUNH0zTuvPPOqm2t+PyVEKsVU4tP5f86wUVGmV9vk6lwyimh0oqG0rMJbfuHUXzprIEIAaqNQPetDB1/sOo5E4aWt/aFbV2DRQQNtRE0QHz8EPHxwzQtuRuHb2nZYy5Xwn9YQCQdi8WIRCKYpkmLMv8lsMphjACH5Wq2i0L9WZ2U5x5K0ijWV88RhGbHtWJbwbbw/qcpVQS45nMqtQ8X1W+H0SuntkuiM8g4w0zQgJdumrGjMU6EfZwigT5/vuwlpOlGGcaXFyKurLga2zUfQ+TVbswfZKo9gN3TTSrWRyX4HUkcmkHSSNcC7WoIT2uslrO1jF94nObln8DmbC3ZJplMXrak/wuCpGOxGBMTk+GxawNOGu0q4ynzikQenpTL2E7Gk6NOztNGUaa37EvMXx5ZEte54XniCYF3y80otjxLf2iUZN9JZrM+E9OQnmaamGe2aLy+h9RIlKdPPEPcSntz9DHGEXoLG17m21uvny/4rTR2FBI0FEWfqLbqBjlNlXx+5/volkJ/yEeTu/ykX7vxWyKtFCOnvkvLqs9gdzZxJaOzrnhYuJRySoVtUIXg/uWNNNiL0xPOF/IHVQznTAp3VL3CvweUMqhkQ4vz99jGI6jJyeXv3L0dgbbnF9Gu/jihUIiJiQnCQxe59M+/g5WcnWQrtNpqaJoJg/jF+c/JUQAB3Z/eQsuuHoLLJXGZKoxemfo37/dTeJEzakfBrchImcCZvP5j6pUNytlLtPtidDdE2LG4n3ZfaZKe2ViWJCdOldSO/bvSSadSqZKRO20uG7++rpXDwQTvjMTojc5NPo+bOrwcnUgwmKczzH4/mQkWbZhzXd2/E4Ku2kDmDDiGz0WizcJ9cWxO34629XZsK3eSSEy6yqVe/UE6+rCGpD2VYGvqrKldciiCnEUWtmlBgHORj/Y71mAPpJff+/fvL9i/EOBYdTW2tuswXvs+6HHMM+9g23EXaPa08TDfkCslph7CFVhHQ9etCEXDTAaJjh0kETpZcN4p7vklMXNhS5Q96eVSdcACIOlKriyaItjS5GJLk4u4YfL1w8MkrZkPMr9NYU+7F5em8MTF9Cyd/w3Sq3GF7U02RMSOtGabvF5MdkChYPf0YMQHscw4ZSlNFht8rmyqRIGqOgi0b2L00j4qZTwwpORYSmeD3Vayb8el5N2kwS5XD20nDyLjEXA3IDyNyJHeEvriaZiPNSfapptQt9xRMCqlZWKe2Tf985WAc8mm6o0AM67Pu9W7cddiGja3o7psKLZCNczw8HCZoy4z8hh0w4YNqF4vypKtyEvHkNExZGgE0dyd/ipCQFbbIQSqPYC7KZA7lWrzY/cuJj5+hGDfU0WXmS84vEtLnv9yjskrTtK1JiJxaSrXtXl4fqBylQmXAvEyPLKp0YUQcFWzizPhJMdLFPtc1+Bg1+KVSKOT8OCrxINHa7q/QgJIf0BnwyoaOm/CNGIomhtVc6MnRgheeBwjmV3u5eUIKTNhpbeLGXTG8qRUKdxbUZ1odg+qaqehdR2ti6/F7gzQuWIvg+deJDh8BCMZRkoLh7sFzebh4MhZHo9GiUt4KpZihU1lkaJgCAhaFlEL+gwTXSiEGjR+98v/SPjAs0Tc7eBvwxq9gDVwGilAWBJr4CSYKWjuQXG4MM/tR45ezElc2u5PIbxNyOg4wuFBWbQGZaqOE0BPgpE32YpMqqGZSNQ1ZjaL9ganf+5pwNHmoeX6JWX3FxS/vdIQAr/Pl6uNqCgCutenSS6vQwsEiqoghMA0s94ZUwvjCuy+paj2AGYqON83jsO7BJurlanitNPp/PdF0tmQykqQUpLcN8K6gTivdmqkMuFRUynoujYPezr96C4vpmnx9Lkhjo9G0DPSt0tNDzJVCD6xNMChYIL9o3EmdJMGm8r2ZjcbG50oQoDdR2P37Siah+jIO2AJtFAniu7CssWQzSFae3YRneglER1CKCoNLWvRHH7CI8fRUxE8/iWoNjeqbbJwqd3VSuuqz5KM9GIkhpHSxIpeInzmGChgDSSRwRTKSi+KT0MaEutUBFICbXcLyEwOiZyUMvkGFNXJkg334WtaQXj0JKYRw+FpA6Ew3PsqyegQ8cgIcqor1JR3HWjbwLJNnyra53A10bPuHnrW3ZNrK4Tg4SM/5aFzh3N3YgDHdZPjJRJkCilJGimEquHYcCPRsbQ/sdrSg9qSl2tj402ZA9Lf2rb5NqRlYZ7Zh3nqDWR4BG317tz+soPG7gSnFxL5eSnyCEJKtMY2zGgImarkaSLQh3sr7J9E9HhtiZ1mBAHJkRh6KInNXzqJz+UMtKgEn89HV1dXTjVQKX2n3W7H4/EwPp6vqxaZbp5+HiMVYuzsDzH1+XcdtHsWE1h8B2JKQi0hRG7CuVy4oiQdiUSKjIZTIaUECYrXhmcixN2GyaPdDpJKeomUHZrrA05uWeTDYdNobUpbhde3NpAwTL558Dz7B4OMJo2c4UIVgq1NbrY2lcsNm9ZHLV17O32vOTCO+BBG2lgghEAZ0QgsW0PXjtuLD12eTlmp6zojI8UVZoQQOH1LwJeWhpJPP8voQ4WuRuaBYqNJ+0dvZXR43+QGIUBOTlXLNnyKQMcGAJo6txYc629cDkBkvJdjr/85qAIZNbDOx8GUiE4HSosDLNCTtUUACiHoDw/xg0OP1axJkEiWqAGGnn8Bq7ER2ssEDZQgXaEoaCt3oq3cmaeIrCzRCKGgrd6NcfCpcg2wtSzGGN9Xen9eO6HVltnMMuZJks0ZTyT6RKIsSc80i+FcwuPxcNttt+UMbNUkz1QqRSpVWr2Y7Vqh/hcyBD3/z6YnhtHj/ai+5bltdrsdv99/WY2GcAVJWkpJJFI561aWoAHU1vRsvCRm8cCpOIcaNEaa7bgXedjU6KTbk7a82+2FFniHovAr25fTfynIxbNjSAsUtbalit1SSZ6OYx1sQckPWZISK2bS/2/H6Lx7JbYGG7ZAoKAjSimJHBpGtkhQM5NJiY5qAX2vvVnT/XDMxL20i1g4Q+iWlRuM5qEwJ77z/9H5kQ/Tfd/H0wPVNAmfOIkZj+NesgRHcxPhd4+ivz6KkALzSBjy6wwucqIscmLsqEzS8WiYRCyCxx/g+bOvYSFrGzeZe32hbx+BF55j7abdNH/8njQBTjdJ+jSWm9qW27AGT2ENFlfY8W+/jcjhVwq2xS0YMTUMKbAJSadmoArwZiqAV4Pqc2CO11ZwYKbQ3OWJwuPxVB1b84H8eTMWi3Hq1CnWrVuX2TYL9YAQmKkwyfAZLleImzTjRIdeo2fFLkzTRFGUOc0RPR1cMZJOJpPTm+2zlTwkOCy4atyAcQMlIVDcSYxlPkhaBI8NMmFKrJSJEU0VJLkJAInDGq5buhCutLGlVOex4gbGe+NEe8PIvAoiskC9IJG6xem/eoTwiSdBUVAcHhxNK7A1LUVzNqHY3KgtHhzbm1HbXUV6UAm8NxojZSlk5clKXVkfCbLmvl9hpO8tLh14Ej0RRgZ1zCNhrHPppXrvv3yfeP8AyYFBwsePI7P6SSFQPe70BBONlbyY7Etg9CUYe/cNjrz9R6z41QdwtDRjGjqqZmN8uJ/Xf/ojzh0/iJQWMZ+d/cuUIkNnNegaPHRLA5959SDN8m6kZRE9cBB9aBjV68W7fStKJtTasAxeu/Qu740cwW/3ssTXxdXtm/HY0iughJkkbiTx2T24HS4cDkcRQQnNjv2DX4Kz+5Bn3sGKh7A1duLbfhuOjhWE3n0qsyqBE0k7Z3R7wRMdS0muXtzGspWFwTG55wkmCB8fxkoY2Fvc2BucxOeRpJ0dPuzN5auDrFmzhn37qqwM5ghTh3Ba1ZzuWOfOnWPdunVzUqUkFb3I5c77anc2oKrqZY0uLIUrKklXaVDw07iYFz6ct8u6EMUSYByvbYkuQwaxh8+jLfViWxtIu/uMJLC5bXjWtKBYCiM/OYERTBRcZ/J+C9f19sYlue1WPIKVSuDw95BNDm+NJ0k824/S6cR5Qyf56caihsVLAxHE7lu59uUnaBkZqJhjYOjpZ4j39ZEaGSU5VD4xzvBzz5d4cIkZmRKCLUv+k9OLnJwcPsp7v/dlUouaicUjKIqKaUzqsuM2eG+xxJB5S/tK0tKU72kJ+MFVgpa//TuMk2eQWduEEIz+8CGaPnonsq2Jrw0+RkibdJc8MHKUn5x/gQ/27KEvOsih0eMYlolTc3Djsmv55MY7aVAbCIfDBa6dLo+Phus+irLnHvRUkqPvvMzLT/+UZCyCI+GmR0uSsASn9WJfaF0qvDUYYXlwDH9jS8G+kRfPMr7vUuHzzUdKucwpFZtKy03LKja99tpref/998uqDy4X4vF4SYJ2OBzYbLZcxZNakIycm+O7q45I8CymkUKt0T9+vnDFSLqiXmfK6llGDfRKVS1mMMEa5yIY5yYlrhQQfXUQxa5gJaZ2nKkXKKGAtUxUVxP+1bdRUL1DptXGZn+C2DvDnFjp46WBCMGUmXZmkxJaO3n6jk9y37/8FZphVCTq8JFavU1qx9Sn80cN+tqdRAEiE4DAzCM8CVxq1TBqFTDKJdxxKRyInGF9nk8zUiITCUa//0NOd9oI3xDIZMcRmWtLdEvnx+cKyzzFjQRPnnqBEyNn+P2bf4O2trZc3l+bzZaThpKJGI/+w58y3J9nBLQUBnUn5XqkBPRUikNvPs/u2+/LbQ++e4nxd0qELc9H/UYBF/RhXul/j8CP3uYXf/EXaWxsLLysaRIMBkmlUuzdu5eXX345Z/OZqoqba4R1B7ql4NZ03Lb0+PF6S0cM2u12vF4v8XjtKQFM/fKX1JOWwfjAe7R0X1O0T9d14vF4rn85nc45rWuYjytG0tkSM6W8O3LLZwnmUILkG0NzWg+uLCxZgqAre2ulxifDXd3dOyhXXglgpDfKjzUTQykOqrCZRkGimMuF2obr5LSRbR9xzc29numys+5soujJJdA1arDrYJS3NrgxbdWvZ0nJ6fHz/OvhJ7hGW8yBV59m6OJZVM1Gz+pN7LjxQxx++6VCgoacL7ueebr8K8nMf6W06DtzbHK7lAT3XZrBE08flrT4gx99nR+89ePctt/5nd/hn/7pn7jvvvty9zM2NoZhpFcdgUAAr9dbUjddrepOLcgeOpZ0cSbUQtRIS5sCaHLGWBMYZvmKFQXdPDtPZO1GmqbVLEkr2uULHslHLFQ4CUspmZiYKJpgwuEwjY2NRTaxucAV9e4IBAKMjY2h63kuYVIiEyb64XGM/jgyVN5d7MpCIPUk0d43clsSQ0cQqg1Hy6qSR5zwq5iCkqwf9fo5vn47Gw/WaEScR4Q91bvFunM6+1fZSDjyVw2ysspjKiRYFVQDdl2y42iM5gmDH+/x1+yn/MixJ+k9oeONWyAlhp7i5IE3OHngDYSiIC0r7VqVHzY95ZNMCScC0lJ4FsZEEj1UQu88x0KqRGJZxVr/eDzOZz7zGdauXcumTZtIJpM5gs6ip6eHgYHyea2bmpoYG5teStWkqWBKBZdqMJFycnisEytvWpPAaMLNoWAPH1vUg5Xf1yWMTiRR1SAejwe3212TCy6AO7COxMTscq/MBMoUVUckEim5ArAsi7GxMVpbW+dch31Fc3coikJzczONjY243W5cThf6/nFij/aiHw8tGIIuxTvS1AkeeQQrMakL1yf6CB37CWa8OC+BBA43VCI/wek1m2d/s7NE0iYIeap3MpsJK/tmn46za6i63nTZpRSLB2vsCxKQkkNLtZKTocyobaS00v/OmRqyzpkiT57O/mWb5HWEUpPLPPCHZVlIJG+f2V+0T9d1/uIv/gKgIAw+i6VLlxapRLJQFIXt27fXfB9CCLbsuI794yt4e3gp+0YWc2gKQecjnFR482ihv/j7p8f5o+8c4tFXegmFQui6XrPPscO3PJM69PKuNj3+Sd/9bI3DcpBSTkuFUyuueDCLECIdwRM26X/kKPrE3FvFy2ZlqxnFolbs4tsY4YG8/Zl/KTZUV6DkWSK20kE4uXO6J3V4lfTS84kxv1azNOyJ1eIYXb6NQ5esP1NY966gdd5L6OlPcaGzFj/l9BlSNkiq4KiympbSKvExSj+/wzkZlGTzO3C0eUgOzZ+uVEqJQPD6ybc5N3KxZJtXXnml5HZI5zy+6aabePfdd+nt7c0ZUpuamti6dSutra0Vq15nx4miKFx77bW8eMwkqaeVclHdUXFOkhIefvkiw8EkQsDx3hADY+lv/fQ7A9yyvQOI0NbWhsPhIBaLVSQ4IQSB7jsYOvFPSHN+3Rvzodknv7lhGGXfVRbzYay94iQNYCYN+h46jBmd2wesHGY9PbLODxCQUpIYOFSuYfYqFES2Af6UZMxR/pre8ETN9zMfSNoVhlpL6P7KvCebCf6IRcg7swWZbhO8usXLjiNRGqJWWfNszCF4d315l7NyMDSBYw6NeIuWrS743bSrh/7HjlU2WswSQgg2dK9hTecKjpcolJvVgdrt9hzJBUcGOPnuS6zYsptA6yJ2XXMN27ZtIxwO5wIysujs7EBKmJiYwDRNGhsbaWhoIBQKYRgGTU1NrFy5Ep/Py75H35vWvRum5KUDxV5IyZTJkXMTXLWmiUQigcfjqUkKTYROI83a1CNzBbuz9EqkHOYjXHxBkHT4yNAkQdcYuVYJBeScSW5UqV2tLzZH1JaBb/VtCNWOER0m3n8QM5bW7UkzhREZRvO2Fh2/KWjwYnt5H4JVx/fXdB9zifzXPdxkR5Z6FXm65vz2Alh9QeeddbVF4k2FJeDwSienuu188dFRFIuSQuzBVW7ijulNBIoER2puyXPg/Cksy8pZ8b2rmmn/4EpGXjqPGZt7CSrb3xo9DXz9P/weH/76Z4va3H333QC4XC7GR0cY6e/l9R9/G9MwsNmdBFo7kYDdbqOlpWXK0RIxegp/Uxt7PvwhgsP9nHj3ZS4efxkE+JvauHh6mPETTbR1L0c1nIAnc+TsoGeKOWcl02oSKpAJZrl88DauwOGerHlos9nQNK1I95+P+ciOtyBIOn5hbiTIYsk5TS7J0VNYqRjOtvUItfiRszkoaoHIlPfJ+kfb/J24OjYSPvUcicF0oYDYxX34196eHmTZ44Ct4wZnfCq97mLCWXTxLKuPTk9SmWtM+KbfHVwpcCYsEs6ZmzeSToXvfqiJG/ZF6BkoJrtTPdOfBFRDok6HSaYW0S2BS+dO8MR3/5IP/+Kv57b5N7TjW9tK7HyQ6LlxJt7LVB2fw/lBIFjW2sMnr7mT77/5WG57e3s7X/zCLxEcGSQ0PsLzj/wzpq5jZkjk3JF36V69maaOxZlHK+znpmEwMTLI8MWz9B7bj5EqVCOMZrxggkN9BIf62KUIjsrN9FmTsQHVlHIlbclCsKwzrYvOuuLWZmy7vEZDh6eTSCSCZVlomobT6cTr9RIMBku2z7aZa1zxpP/AnDj/lyToDBxNy4hdeIvg+z9EmpOzoGUkiF18h/Dp54kPHMZI1Ja4pYjQhYJv5c2ozgYAkiMnMCJTl3kSzTToOn8SJW8mdsaj7Hz9aW756Q9QapAm5gM5BU2lzyBl7k9MSezkicvCdjNA0Kfy2A0NnFxcSMiWgLBn+t10unchhKipmsrZI+/x/huFPtpCVfAsb6L1xuW4uhumeeXq95XFVz/0RbzudCTmzp07+R+/+xs88eCf8N0/+23+7cGvER4bIhYeTxtFpcQ0dF599FuceOclkrEoILFMk6xL4cUT75NKxABZRNAl7wXJOvUgPhGc4s9RHqX2blrWQHujE1VVcTjS37sWV7y0r/TlIWpv607sDVcRDoeJRqNMTEwwNDSEEIKGhoaiScXhcNDU1PTzq+7wLGsicrw4EdF0ER88THLkJFg6qrMRZ8cGbL4OEAqau5lUsJfE8BFcHZuJ9r5F7MIbZFNfJjK5n53t6/GtuAmhVJvZp+hlhIKzYyPRc69iD/SgeQrVHdKyGH37n1iTirLyVZWU3YE9lbhixFwKnqjBhL+25DFCAkikEOhTD6kx+dFUWAKeucaHakqcumSoUeP9lU6MGnOt5H8OwyZqNr7m/IZrJIADrz3NxmtuKhqQQhEsumc9Iy+fY+LAQEFelJkiX/jQNJX/9qX78DZ34HLYGbl4NL/h1CMBMPQkh994miNvPodmt7N0ww427r6N8cE+Drz8ONMhPZFxH+1RznLIzA+Rr/ym86XppR0ePnv7MhRFobGxESEEhmGUlU4nry2wO/zo8f6a73emcDWswdd+XdF2KSXBYJCWlhZaW1tzwVKaps1rXo8FQdLeNS2Mv3WR1NjMyhslx88TOvYTpDEpDegTfSQGD6E4G7A3LsVMpa3wyaHjCKER632t+ETSyhgEJf5Vt1a8ZlpfmDsQAJuvHc/S3bi7tudIPkvl4RNPITP3oFomzkTlZ73cnh0C6LmUQB9JoWT8cs91uYi7yk9WUqSJNVJCfZNukBmd05CuDU3w+AdKSKM1EX7hdcb8Ci2hKpNgfl7jGu9zYnSIaDiI119sVFLsKm23rCB+MURqeHaeH4WrQ4lDcWMXTiKj/UQy915rxjspTfRkHD0R5+0nf0jf6cNIa2bZ+jqUPiasBi7IFQX3V6rXCgHXrG/H77GxaXkDG5cFcDqduFyunDRaya1t8v4lFpcnh4an5aqK9xGNRmloaMitAuYbC4KkFU1h0b0bGHz8OPG+2nJwZJEKXmTi8MNlB5iVmCDRf5DsALaMBNELb5Rsm0Vi8CjuxbvQnJULYU5KUumBYg/0YA/0FLWzkmGSIycKj2U6MszlgSpBTU6S2ppzMQaabQy0ldazCQltY0nuezrGvrUuTi0po4+bVdkqMY0Zq/CtDjZrtIT1omu7vX66V27gwqnDJKKRTLbF2u4v+83VEraNfKiu2obW9KL+JKbMM1plakdOB+eOvDOt9qWgYLFOO8S43koEf8W2dpvKr39qOz63neiJtwk/9yOCE0OEvU34ttyEZ+2uwmC2StdV5z/qUCh2bK4y6XMzyHezk1KSTCbRdT3nTjzXUvWCIGkAm89B96c2kxyKkBiMEj07RvRE9eTp0fOv1jDA8tUSKlai8nmFUBHI6RsUy8BMxUreY76z3tRtCwUdozq+mMWZxS7MKWqHwIRO12ASAdzxepjDQzrP7SwzsdUqrc4qpSUFL1MKCoy3AHfc/2us2LgDgL7Tx3jsW3+GoU/DM0MIOntW4vL40FNJQmPD2BzOosRLvrWtaYN4hcedJNhaFDOCYb0Xkysb4JU/3y5WznLU2kyle9+9qROvy8bwj/+a8MHnJ3cMXyB+9gDu1Tux3fj5mq7talhNdPTdWdx9dWiOZrLPU+2L6LrO+Ph4gT49HA7jdrvx+/1zpp9eMCSdhaPNi6PNi29tC6dPvV6ppB5mMoweml7+BDNaLnvc5EDxrd6L4kiTzXSIOnemqXk5vG3YG5eSGj9bsv1CIeZy0r0nbrLhZIRxv424S0U1JYGQjitpFRgbN5xOcKLHwcX2vFDaqeb9+S47lHf+Ff5uNPsljFTat3b9jg+wYuMOTMNA1TTeffkJDGN6pCeEwvYbPsQrP/keR995hVQy7dvb1rWMaz/4cbpXpPMn+9a1MrG/v2qwi0RiSh0QqEKraLw8Hbuy3j9ZZIm6WzlHSDbSJ3so14tv3rmY6JFXJgm6YGKC2PG38HasghXVc3UrWonyaHMIu2cxzcs+PrmhTF91Op1YllVE0FnEYjEURcHnq7wSrxULjqSzEJqCvcVDqkInF5oD16LtxC/N1ewqUZwNOJpXFm6tkagrLT1di7aUJemfBSgSmid0mKhMauvPJApJ+gpBIPjoNZ+ETXEOvvw4qzZeRSIe45v/4zeJhidwuNwkotPzFtBsdvbe90UOvvYMF04fKdg31HeWx775Z9z5ua/QvWI9ik2l4861nP/H0nmdpZQ5Q6UqbFiZlK8SWZKoTQzC5vTybMwnssNhg/YeccPNmGwt2m/HwHPuFUYOPkJBNfACSKKv/gBPzxZMWzEJSynpjw2hCpWATDKfikJvThddfmWjKEoucKiSR0osFsPr9c6JNL1gSXroqVMVCRrSIdje5Xuw9BjJ4WMV29YKm7dtjqW9dIfSPFMDCRYmSqlgKraf0rBt1EA1ZaFqZLqJl+YAqlDxObzg8PKBuz/PSw//I4MXJoMhsi5p08Ftn3wARVWLCDoLyzJ57ac/4hNf+j0AbA3OtJNrDQ48EgsyhrF8LxNTGpjSYMJYIBXASyCKP11gNg8BEeVL/qdR3w5jlSXoNKSRQn/xQTx3fpVEIpGewKTkzcEDPHb2GSJ62rDY5fTzCy4yk9jcErUQNuzexXm/S7URuURK1WBZFrquz0lWvAVJ0vFLIULvD1Ztl/WwsDV0kRo/m/aBljOzWGdhGSlmooAoLUVPbpPmlU3APl1M9w1kn7QpbPLJp8Z5+KYA8VkEuMwWhjQYjI3Q7m7h2L6XCwg6jWkOdCFoX7yMV5/4YcVI1eFL5wmODBBo6UAoouQlSvWVCWOURlsbIhO6EDPDnIm/x2DqPBKThaMUK4YsEW7xKferNIvaC8YmLxyjJTaCv2M5kViE//u5P2YkXkiGfYkQJ1Unq+025lqiltIgFbmQSeIEpd73laobuSBJeuy12qoyZ+FoXIKrYyNmfIKxfd+c1bWnq+OG2j5eYvhE1TY/D5ACmidMbnonzE+un9vAjulAAEfGTtHubuH80feKV7DTHeNS8tT3/o7+3pM5varMrBCmknUqmXYFtYzi5E2XEqe4kDxKxAxiE3Y67MtxqT6OR9+kxb6YDZ7rSFoJ3g49ji6zyacKg4cWCoQAzeVnkbuZ3sFJQu7UJlhtG5yURqt696Qbxi8cwbFoJf92+pkigs7imViSdk2jQVVy51RUF5Y5++xzljV3eUEURZmzgrULkqSnm1ksa+RTHB5qXl+Wg6VjpSIo9tpSKNZC0GZigvil/TO/pwWOUm9gWV8Kb8wk4r689eEUBNct2sHJ8bPpDHdAMhYpKYhOt6p239kSKjUpM4Vj0hfQbHYamtMuXGKKN8yRyKtcTB7P/TalztnE+2Tf4GDqLCP6RWzYScm5T3k55xCCOz75RR5YvYGjTz9G/PS7KDYnbStXkiwIQ6gyI2bzwihpOnrp3Ftlm4al5JuhCL+/5SOYsQkc/nVozlaGT34LMxWcxcNINHvz5K8qdiiZCebKe4gCFclc6aNhgZK0lZpZnuJ0ruDZR/BFzryEf+2Hql+v2gC3LJJjp4mcebEg0GYhoNydz1TNMRWKhKagScSlXpaVukOxs7FlDdd37mCJv4vxRJBERsXkaWgkmSie+Ods+Zqnc1+z9VocznTGPiEEjnYvycEIo6lLBQSdd3DBL1PqV9zNrhZ4Ghq5+Z7P0eZ1cPaP78dp6mS9mJODGV/s/MRmmeo3hcgLJBIK7tVp18hElbGSkEDjenz+9BWltGhc/CFGzz2MnIVEbepBbK6s7ai88dCSMrcwyKriLZlO4aoqCl6vF4/HU/LYmWBBkrTqsmGEZ6DDtQzmQleVHDlJvP8Ars5JH9DpuOLFLx0kMfg+ZjI8Z+Q89Ylmw3uV3k6todS1IGW/PHpUgeAPdn0FuzpZwqnZ2Zj7Xis37+Ktp39U4QSzCbaZRGfPSnbf8YmCbe23r6L32/vpS6bVXdOtrL5Qcd+v/i4up5PzX/tM+XeXT8q5ogrZtnkEDfg234itIb0C8dk9JIzKqgfNyJ/8BTZXG22rP0984gThwdeQ5vSjl4MXn8bXNoErsBZFc2Oz2XC5XITD4YI0xfmPa0k4fHaCg2fGSaQsrtvSw807a1uF14qFkWBpCvwb2mtum0+cwuZCdfqZLc3Ym5cjTR2rSkcpvBFIeI8w8uZfETnzHEZ0eEYELcv81dKu1vPPKzIXCHpVBpu0wrDrecLqwLICgp7qwta1ajOLV22axzsQfPA//Cp3f/G3sDsKo+IcrR4W37+ZmJxeJO1Chsvrx9vQxNAjf1b75JZLyiVAUSdVHJoN/47babn9l3NN17auLH2ODLw2D1peiLjITACK6sDTtImOdQ/QtPSeaT4VSCtJaOBlBo/9PXbrEi0tLXg8ngKpuNTjPvHWJV55f4R3jo/x41fn3s12QUrSDdsXET46PI0qLekZWgiBs3ML0bMvMxuJ2tW5FXtgccG2ilK0IH0tr0T7eBv690pUkK6CqXc6E4k2T0aZ9nGiwu/pQJBWOL22xTNtcl6tKZjAiGlhIXApIvPvyrhl8e7ctbMEXTB5Kwo7bruPnjWbOXvobULjI3j8AVoXLeH915+dnRQtBE2tnazMRDGWgrPDh9poQw5l3+zPtjS9efdeABLnD0/7WMeilbR/4rdJXjgKSJw9G1DdhUEfY/FgxXPEjURGMJEF3ztffeXwLsXhW0YyPHvS9Hq96LpOMpks+nIPv3yBs/2TqrTz/XM/GS9IktbcNro+tYmL33sfowaizk925Fq0FTM2RmJw+h0IQLH7ihP2izLL1CnjTU36UVrtKCvcWKdnliwqi+EmG21jl0c3mZnicv/Nh5SygPxrCuoRsOJiCktRuNDVisFE1WOWaAof9RYHMxxM6TxZIaH+zrbNrAwszdxf+XsTQqFz+Qa27Epnrzt96B2efeifmAvS3HD1DVXbbLnuNp5/+JuzvtZCwM6b7gSYUYKm5KVTYOp41l5Tts1obLziVzGlSVxP4LG5CqSJqVXQ/R17GJ4RSRdeXQhBY2MjyWSSl989h6YKBscSvHRwiL6RQh242zU3Hh35WJDqDsjk8rhvI8JW4RZtIv0EIvuB0tK0p+dqhH16invvmtXYGhux9GihmiIrJRd0mbzfuf0glTSpqtsCufuqBflnjtsFZxa7uNTmKFsQVgrQKzhNzJQGDKFx1LMkfQ4pMTN/Vubv748d4bXBgYoGNwkoUrDmfJL1Q0tY3LCYbS3r0yoJpXQHtgF3uNMZxcSUvy12G0u10g/b6mrik6s/UrS93Gu3LAvLshjp7+Wp7/8deiqZ9mWeBZat28qmXbdUbbd+5wdo7V42q2stBDS1d+X+rfqaKrQsB0n4wLMVWzS6AlQbPEfHTpUVGHKeNo5mFK2yftgw4e3edh4/spznTvYwHHGDEHgyE3/+OZ1OJ0Mh+MaPjvMvz50vImiAG7Z1V7zeTLAgJeksbAEnXfduZOAnxzFCGf2wBFSBbZUf29YmZEhHPxnCGk4gLYPE+QOETryG1KtYeQVpi/Librrvv4+mHTtQVBuhw0cY33eG1KABQsNyhsBSkVoKJeVCGPnpCQvJSg+ki4UqrQ60m1sxXhwBQ5aw+gkc7W2YsRhGKIwUkNIEF9uchP2Tn+Rst4vOkRTNQR01U6sv4lbpb7VjqoLlF+LY9ZlRcr7MPGhv5I3GjZx3dbAs3s/66HneGx1hpb8Bu6pyZHyMH545zauD/dgVhT++9nq2N7fkXmPWDU1mng1gomc5Gz/7KW5t9BX4Fb81eIBXB/YxEB3GrbnYtXg7S6Nn8SdLJL3KuDnd53XyZ8EoWZ8fO2nJe48twcjAa7S27UTNy5BWSV0jhODAq09jzTBNZ+48isLOmz/Kjps+kiunVQ7ZRDwf+Ngvc/7oe4wNnEezO0nFY1w6cySTeH/hQygKm665Ofe7+cZPM/TI16d9nlSZorpZ3Lh0F8eGT1Zsczxyhp1sLrs/q/4Qqh3KOIudGfXxg/0bSJqTQsDLZxdz3ao42/eWzoT3keuX8eJ7FxkskVa5ye/knhtXlDhqdljQJA3g6vKz9As7iJ0bJzUeJ2YmEJ1OhJYZGI0O1Ksn1ROd/i1ED2+k9/UfYmo6mGCdjYIAdYWXxbfdQ0v7NcQv9hEKn2TCOEFv+FF6n3sEp7cdVXOibrTjuXYJSn8zlxKPA+kBrYXbcJ2/mlIlTIyGS1ieYHrJLUBb40dd4sE6GcVrLEURGp4lS3B1d+Noa8W3Km0cmTh8hBcf+TYXIgPFemlVcKndSX+rA7tuYSkCPW9lcXSFl8awiSdmIAWEvDZU02LpqAWJ5KTRLq+wQKll5CvNWzntSUsAcZuLgViM33j9lWKJXFFIAb/x+is8/A//wEopkKaJY9lSjLFxYmfOkFRseLZtZuWGdZPHZY1EQrCrcxu7Orflfre3t3P0jW8QL2WjFenJREjJF30uwkCLouDMSb8CObqP4bEDOPwr8LVejeZM+7pKy8QyEyiqM5fb2+FwoCgKl87NPLDI6fGyfN02tu65naa2RRXbSilJJBIFCe2XrNtGz9qt2RZsueEjnNj3Ekffeq7UKa4QCv1/s1i2bluBase74Toi779I7HTp/CSlIVBdlRMP+R2+iqtBt+bks9s/gRXWK67qhBAoQmCKycCXbF/Umj7A955NoZuFY1kAr53y8OhLZ7j7hmLCbfA6+O+/dh3f/PERXnu/H8O0UBXB1Rs6+NyH19PcMPdJoBY8SQMIReBZ3oTDMEgMV85hkEwmCSpHEOtdaGRe2LrJnLeXzj1D46KtTKgnGQq9mt6YsTwnIgPZKxIaO4WiaCAmJS7DP0Rs6Zs4BteixgLpQ7UUqeazpNpOToloEwiXxtL7fpG2nuIqD1k0bFjPGv0uLvzg78sasKQiSDqKl/xSEYw32hlvLMwP4JAukgN5YfV5LmZTr/Bew+ocQQOcc3awv6m1sF0JD40XDx1ix1e/WrDNf/3u0g9ZBXZHA/Fw6UhPkbl+g6ZSHL+YldB1EhPHSIRO0bT0bpKh08SCR5BmCqHYcQXW4u/Yjc+Xlv6VqlV3yuOO+79E1/K1Vdtlq3gkEsU2lUndKSiqxtqrbyKVjHP6wOszvq+5QTk/Irj+w/ezeffeolVDx6d+m/Chlxh/6XsYoTFQFNAre0V5N36g4v7nz76Wsy+UsgXZNTst7kYmUhMl328WiqKw9upfYaj3FcYH38cyU3j8i2nruY5H3jIxrFOIAlXmZD//8StnuHPPctQS6rDmBhdf/YWreCCWYiyUIOBz4vfMX1KxnwmSzqKm6D4zRXi8clXhgbPPM3rpHcprb9MLZsssNtyZvmFivmHQbQgUpJrMaPYn/UCFUGloXU9bz/X4mpZXveeVG3fw3L8+iFlj8vMcSujkelZtIhB1MDiVpHOPJomqTvodLeyfQtBZ9LatTg+2ipeevVtdNpFOoH0jEyNHqx9Q9YQGob6fYqQmre3SShEbO4iZuER725cAG0vXbmH/q0/N6BLvv/FcTSQdiUQqEggUGrpWbbueMwffzEVJXn6UH1saEB4bKqvW8W38APbmbmJn9hN87V+RZf3OBd6Ne3B2r6l4J/3hwcwdFZ5DkA7BDyUjxPQ4Xq+34jv2+XzYnW66V3+E7im2iyNnXwGZvs2s6k+ISTlraDzGH/zD69g1lfXLmtl7dU8REXvddrzu+c/4+DNF0pqmoShKxfLviqzi2ywlYwPvUdW8Vq30k02fcgaZjqpC4PZ3sWLrZyqfPw+qZsNmd9ZE0kJRMpcSRe+hrWsZe+/7AtbwKEPPv4jMT6WYIYTzrg6+17m3ontcSFvG6l2fpG3FNag2JxNDpzm//wnGL01mf7vrrrtqfr6KzyMETZ3b6T36CNKavTeLkYqWfLZkfJTB8y/RteoONl17C0fffYVkfPq64NHB6u6VUsqaSkJBVncqcHn9+JvbmBgZqH7QZcZSW5LIwefgrk8X7UsOnmPk8b8m2X96yp6pijVB4577CFx/b0GrgcgwZ8Z6cWp2Nratwa7Z0xF9JcanJD2puzQnTs2JpqgEAoGS9RG9Xi9ut7vsM8USOtaUsZ0u0DO5bf+JYYQQvH10kH994SS/94VdrO5pLHvO+cKCJulkMkkikcCyrFz0j6ZpBeVrpsLlqqYTkkhrZmHnVZEhdn/z6twmy7LoPfE+wZFBXF4fy9dvx2Yvro1msztIRKtlDZskn7Xbr0MoKnoyjtPlZcnazfSs2piWzjw+Vn/lP3LyL/4aK+9dCSF4c/FuMCtLwYbiZfnOe3MDxelroX3FNRx/+Vuc2/84t956K3v27CGZTBKLxQpKB9lsNsbHx2t4WenlqBACITTal+xh4OzzTNs3JT/0WFpUMhuO9r9L16o78De28NFf+r945of/yNhQX+XJuOBaoihYpRSyXiS1YvLylydCczoIKCZLbSlilollWQXStDExzKXv/j4yHilx5JT3KUDxBHL2gXAywv96+zu8d+n9XEuP3c3daz/IeKKyy+a2RRvRMudxuVwMBVOMjodxOxTamz34vJ6KJazCsRQXh0rd85RbzpvswzGd//7Nt/i7374Vm3Z5neIWHElLKdF1nXA4XEDGiUSCcLgyiWmahtvXijewlEjwXKmTz+COpudHq2pOWrrTVSYGek/z1Pf/lnBw0nPB7nBx3Yc+wfodhXq59u5lhMcrV0wXAjTNjmGkOLrvlczdCZau20Lf6WM8/6/fJBaewBdoZt3OPWz9X/+T8VdeJ36pH1uggdYbPsDf/t0BCNXme44sXHKuuf4zbFoe4Fv/8BdA2hA3tRjndPJhOJ1pwkslJpgYOc6MnAelRb4usRKM1OTAbF20hP/w5f9K//lThMaGGB3s492XnqjcR6Rk9ZbqFUSmrwoSJKIhQqPV0/POD9LPrCLRMhOGQ5F0aTqLtRSqAKciitQdE+88UYagS11CMv7iv+Bethk10M4fvfSXnB2/UNAkmorxnQP/WvVUCoKDA0eJxgz+7clxjpwJ5va5HBqfuGU1H7upfNTi8+9cwDArT6KlvuBYOMmjL52ibyjK/pPDCAHb17Rx157l9HRUrvU4Gywoko7H44TD4YoVDyrBMAwMw6Bn3T2cePtvMIxSbng1km5uoNVOHIpqY9X2L2J3NhAaH+Gxb/5ZrrxSFqlknBce/mc8vgBL1ky6ELm8lT+yomr0rN7IuWMHCkhASsmZw+nKNCIziELBEd58+mF6Txzirs9/FS0vZWIk/nZtD5NNwSllTlcnhODuz/4n/P7y9zodCdLj8SCl5PR7DxKP9DPzwJJ86bk8QTo9rUXbOpespHPJSvrOHGf/K09hmeVXWQ6Xh3U79lS9G0VRcDgcJJO1pRUQQkzfHjErZGwnipJJSia4yhmlWTEp5zZukwbn/uzzeFbtxL/jDhwdy4gceXlaV7XiYQa+/0f0f+TzRQSdj2r5TV7pfZvXLuzDsiTSZ0NtX445mPZBjycNvvWTIzjsKh++rrRf+sWhSC6uouycLCYFjvw2//yTowXj7+m3ennpvYv8zueuYcvq4v41F1gwwSzxeJxgMDhjgs4iGo3i8naw9ppfp7V7F5rNjaLY8AWW0bP+YzWeJSNO1GzESRsNfc2r8DSkw8kPvfFcEUFnIZHse/EnBdvOHN5XURr0+gNcOHmoSErL79BTpdj+8yc5/PaLBdtS+vQMU9m8CEJRQAj6R0unkU2lUoyNjTE0VK6GZCGamprQNI3w6Alikf5p3VNJSAuh2Cq+w9bu0lLwyYNv8cg//mlFggbwBZprUndA2mg1HYna19TKRx/4Xdy+Yh+WuUZaxaTQsmhpblvQ1IoIOj+oSBFgxUKEDzxL34P/iYm3fowZrVGKzoM+PsCbR5+fze0DeZGwmo7afRy1o1An/tDzJzHLSMu+jAEw/R7KXSCro556XbCswo1J3eIb33+v7PVmiwVB0lLKqqqMWpFVkTjcTfSsu4ctN/4+2275b6ze+Ss0LyqfX2HKHTEtiS7joubx9xAaOU5o9ATnT7xf8ZD+8yfRMwVSpZTEIqFMpynuNUIoJOIxLMvKeURIy0pLQVXUC8f2TU/aqYYmfzFJJZNJRkdHa5YcnU5nTk1S6Ikzu5DpJRs/RXPn9pL7Gts35dRQ+dBTSV567Ls0tHQQaF2EEMVDIktqTnft2c1sNhvNzc3TKp/U0t7Jp3/zv7N+5w3Y7I45y0ecj/xzrt+1N/e89k03oS1ahaKIHDFPHjTlt7QYffafM1knp49kpHz5qVqfeWq3VzvOgmLkxsfoRIKzl4rzaAyMRnE5VCxLpiXxCpJ05esXHjgWSrDvWG0CynSxINQdhmHMWoLOotJHHul7m2pE4PC0koyO5FlzaiMORagMnH0OK+OhEI+MT3qIlEF+GSZ/Yyuh8eG0mgGRlpDzjnd5faRG49PWq0fDhUYYt1Mjlpje4Mp/hL07e4qeYWKisqFnKvKNu6VIcaaIBc+xZMMnCLRtZKTvLVKJceyOAM1dOwi0bSy6lpSSvnOnuekTv4bDnU4jkIiGOfnuK5w6kM5a7/T4WLXtehav3ozT7WNkZASPx1ODgXqSqLP2FMMo/97tdjsOR5qYt954F28c6+PRJx5m+NIFlne3cf22NbQEZld9OrsqAthw7a00d/SgaBrL12/j5nu/CJbByNMPEt73ZOUTZcfFtN0F09deafPxjhEs20oVCqZl5WfPIDsOyw0nK+lEKjrSyNSJlJLXDl5i5eIAANG4zv/8wXu8eWigyKujFKo1KTW0B8amV6ykViwIkp6OHrMaKoXoTgyXLiCajxxBQ81Wf0XR0j7VeV+toclGLKqnC7WW6FltXUs59MZznDt+EMsy8QWamBjLzMT518y4I7V0LGZipMpMXaLn+AKFBXCv29zJ02+V1weWO62Ukms3drK8q3A5ruv6tCfY/Im0oWUd/Wez0XYz1UmnkYgOIoQg0LaBQNuGqu2DwSB2b6DAN9np8bFpzx1oDie9R9/lAx//5Yy9IK3y0XWdYDBIKpWioaG6aiLbvpxBVQiBy+XKqUdOnTrF3r17uXgxEzotJecvDfPKe8f4wj03sW5ZV8nzlIMQCks37CAemSAVj+FramXZxqtp6liMZRrs/uC9bLr2lvQ3UW24ejZUJ+lZ4oa1e/np0YcIJkpnjNvZfjUvPidRvOMogWEQEplyoDSMgGqiZIwk2VdqRRpIHd8BVmGQ0kMvnCKpm/zy3Zv4fx98i8NnR4vyQU9FtmvOxMdgPqINYYGQtM1mK0o1OFNUIvxSwSnVUY041LQucwo5dnS5GLoUxzQlQhauF6WUTIwO8fpTDxVfqcw7OH1oH4qqYE2TEDfsnPQiSekmF6dZmix3bwLeOjLAM2+dZ+/VS3LbZ7ICSiQSOXWHJ9CDv2kVobEKuRpKVvUo1az2DGTRaLRiIMSa7XsItHXh8vozof6F3zcWi+FyuSqqM3RdZ2xsrGK/9ng8+HyTEvLnPve5SYKG3HV13eSbj77Ef/21e3HYa3vOtsUrufr2T+JwlU42pmo2tlx3a8E2Z/daZjtZlkb6HTq6VhNYeRX/T2sHf/LK3zAaK3TX3L34KrT+LViR81iRAAzkGf80HfuK/SgN42kVVEYvrfeuA6tQOMt+rh+/cpbTfUEOn6le4Rsm5RxNVTK65/SGauTu99i5en3tefCngwVB0oqi4HK5qgYA1GIxr7SkdHpaiIxPdbqfDQST5boKB7HTpbJ2cwMnD4fQU5PeBza7A7vTTTRU7EtccjDnTe3TJehl67ay9qrrc79/8to5jveOl10gOG0KH7x2KU+92UsiZeQ6bC4yDvi7Rw5x7aZFeDIpGSv5o5bDVGJfvuXTnD/8I4JDhzJSbWEQBIA3sJxIsHIkqaLUdi/FNpBiUlI0G51LV5Mll1JqtFgsVpakDcNgdHS0quCRTCZzJH3gwAHeeOONojYiY/NIpFLsO3qW3VtWF7UBUDWN5Rt2sHz9NrqWr2EiXD2gZmrFIc3fjBZowwhWdwe0tS1BH+qlOqELUBTcK7fT+pEvIYRgSaCbP//QH/DWxfc4PXYeh2ZnV/d2Fvk6+cRvPz55XPou0/8zbKRObUPZ9AqqQ0cRAiPmRkZ9kKdJz3oiIdNlrWol6CykhAavnfFwcvKcU7xB8ruDqgh+9WObsZXJ1jhbLAiShrQ13DCMkoEqPp8Pl8uFlJLhKrk7Kg2K5s6rGLn4FuU6lcPdRjJe2VcZmBJAUf56/oCd7dc2ozq2IJUmXB4fvkATj/7T16qcv5AUqg10IdIZCOx2BzaHE19jC+t37GHt9usL1D/Pvt2bay+Q5BuphYCA38mWVa089srZspbvpG7y8v4+br92KZBeBdlsNvRpuJCpamFnVjUny7d8mmRsjEjwDFKCaSRIxcdQNQeNHVsJjZ6sStKiRpJOJBIF9gAo945FWWMuVF5F5JdcqoT8NkePVg6NF0Khadlmrrn1DhKxKE1ti2hZ1MPYYB+qZmPJ6k04XJNRdqFIfEar05Y7/g8G/uUPK7ZxLl5H002fpv97f4hMxpk6sTq6VtNx728Rv3AEaaRwdq3G1lSYkEpTVHb37GB3z6RBf2gshm6UqIUI6WuYGsZwF2r3ufT8aTjIfqd0y8lVay2653K4bvMijp8f5+TF4ORdZIja5dDQDQshBNvXtPKxG1exbtlM0rbWhgVD0oqi0NTUlIsylFJis9lwu91VU0FOPU85eBuX0dK1M2NAhMmOJVA0J8u3/AKXTj3JxEiJqtBZTNPQJRTB6m0fyLnmHXmnBm+LqbrlKp1NyrTP6547f4F1eZLzVIwE81wChShyuRoPJxmrIdBlapuGhgbGxsZqti2UC9d1uJtwuEt39kunflr1vC5vR03Xn3qf6cGnkE25mt4G+YO/FKZONllks9/VAlueD3tzc3OFlml0Lupm582FIfntZfJUO51O4vHyKXuzasapcC/fin/Hhwjt+2mxmkkIfFv20nzr51DsThbd//uMvfBd4ucOpXfbnfg2foCmm34BxeHGu256SbcmopVqm6ZJ0h5azo3LOtGEykrvOr5xonfOlTO7Nnby6TvW8fALp3j6zfOMhZM0+hzsvbqHj924Erdz7pP7l8OCIWkgF1qcjUQrhWoqj2pVenvW34vL18XwhddIxIYRQqWxfRMdy27G5W1n2cZPceb9/01o9ET2pvJIsrhD+1vWYKSixMKlczp4G5bkCBrAVYsb1wxcr9oXL2f1lvLVLgDaGt2cGyhf3qet0UVbY/l8B/nnyYfNZqOlpYVYLJabYLPuglPh9XoLiKlWxCPVc1o0dmyp6VylVDRZlcJ03ny5yWY60mv+OW666SYWLVrEpUulMwIqisL9999f87m9Xm9Fks7XhU9Fywe/gLN7DaF9PyU1fAFhd+JeuZ3A7o9ha5gM2nAsWknn/b+PER7DSkTRGlpQ7DM3oDntahWNuKCnqZVfybO1vLgmwbvHpxjVZ8HaLqfGysUBXA6N+z+4lvs/uBbTtFDVK+OxvKBIuhYEAgGGh4dLSm2aplUlaSEEbT27aevZjWWmEIpW4Jql2lys2v4FYqE+QqPHkTItofWdfJxErFAV4vEvZtnGT2FZOiff/UcS0cKO4vK2s2zzLxRs61m9EZfbSzxWHAgghFIxC5oQyqRrXh5sdgd3ff43UbXK5HfrNT38/aOHyu7fu3MJW1a10t7oZnC8tD7T7dC4fktxHmVVVfH5fLmBb5omsViMeDxesCqqNAFXgqLYqGjQEgp2Z22BIHa7HVVVK6orWlpaUBSF0dHRku08Hk9ZfbQQour5Afx+f8E5NE3j61//Ovfff3/J/v3Vr36VZctKS82loGkazc3NRUFiQgj8fn9RSP9UeDdcj3dD+ZVZwbV8TTCjSi2FWNzuo6vNWzG3xh27C9/Br35sM7/zN68yNJ6/UiRr88s5JdQydyqK4Larl+ByFFLjlSJo+BkkaUVRaGlpIRKJ5AhAURTcbjcej2daAQCKWt4y7/Z34fZPujs1tKwhOHyE8NgphFBoaFmLr3l17nrrd32F4PARQqMnEAj8LatpaF1f5JurajZ23/EJnnvoweLwVwHrrtrDyKVeRgYm3eRcHj+JWCQTVCBy1uYs1m6/DrujuvTywV1LefvIIPtPFuv1Ny5v5iPXL0NRBF/+1Db+6z++QSJVSDKaIviPn9iK01G920wl7dki0L6JeHQwj6MLdaCN7Ztr9rkWQhAIBMp6XjQ2Nuak/ebm5pwnSDbRl9vtrugnLYTA7XZXDNAKBAIlz3Hvvffi9/v5wz/8Q15/PZ1fetWqVXzlK1/hgQceqOn58mG322ltbSWZTGIYBqqq4nQ65yVQZq7w6TvW8afffiedDW+K3WRpp589WwuFhLYmN1/78g08+cY5Xj14iZRusmpxI4mkwRuHBzLHVg4Dz5L5ttWtfOZD60o3ukIQc+H2BiCEeAG44YYbbuCFF16Yk3NWQza6qJJxZ6Hi7JH3eOf5HzN06RwAjS0dbL3+g6zPLONG+nuJhibwN7Vg6Dr/+rd/hGEUG+fsdif3/tp/prG1Nn2sblg89cY5nnqrl+HxOC0BJ3t39nD7tUux2yZ1rBeHwvzby2d45+ggliXZvLKFuz6wgpXdgVk/+0ygpyIce+N/kkoWB84oqp21O38Nl69zWuc0DINYLJZTn9ntdjyeyhnUakWlpP8+nw+vt7raa2RkhFQqRWdn589c/54tXnj3It/+yRFGMoWoFQE71rXzf963lQZv5RVAFpFYit/5m9c4V6KC9z03rGDPti7eeL+fi0MRXA6ND2zrYsuq1sv+rm+88UZefPFFgBellDdO3f8zTdI/D4iFJ7AsC48/ULFzXDh1hBce+RahvEx5jS0d3PzxX6KjZ+7rqi1EJONj9B59eNJeALh9XfSsvRtPoKfCkVcGUkqSySTxeBzLstJZGt3uGenk/z3CtCRHzo4STxgs6fTT3lTdXjIV8aTB02+e54V3LxKJ6/S0+/jQ7mVsX1u6huGVQJ2kf44gLYu+s8eJTIzjb2xh0bLS/rI/70jGxkjGx7A5fLi88xNAUEcdlwvVSPpnTif97xlCUehesbD0ZVcClVz16qjj5w0LIgteHXXUUUcdpVEn6TrqqKOOBYw6SddRRx11LGDMpeHwItDV0NDA1q1b5+ScddRRRx0/79i/f382J3uflLJ76v65JOkgMP+1f+qoo446fj4xIaUMTN04l94dZ4FlQAQ4NYfnraOOOur4ecZKwEuaQ4swZ5J0HXXUUUcdc4+64bCOOuqoYwGjTtJ11FFHHQsYdZKuo4466ljAqJN0HXXUUccCRp2k66ijjjoWMOokXUcdddSxgFEn6TrqqKOOBYw6SddRRx11LGDUSbqOOuqoYwGjTtJ11FFHHQsYdZKuo4466ljAqJN0HXXUUccCRp2k66ijjjoWMOokXUcdddSxgFEn6TrqqKOOBYw6SddRRx11LGD8/7qd+dO6p7ZdAAAAAElFTkSuQmCC\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "data_path = 'datasets/denmune/chameleon/' \n",
- "\n",
- "chameleon_dataset = \"t7.10k\" #[\"t4.8k\", \"t5.8k\", \"t7.10k\", \"t8.8k\"]\n",
- "\n",
- "knn = 10\n",
- "# train file\n",
- "data_file = data_path + chameleon_dataset + '.csv'\n",
- "X_train = pd.read_csv(data_file, sep=',', header=None)\n",
- "\n",
- "dm = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False)\n",
- "labels, validity = dm.fit_predict(show_noise=True, show_analyzer=False)\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "id": "ceafe949",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-02-01T21:14:23.934409Z",
- "iopub.status.busy": "2022-02-01T21:14:23.928757Z",
- "iopub.status.idle": "2022-02-01T21:14:25.962654Z",
- "shell.execute_reply": "2022-02-01T21:14:25.963241Z"
- },
- "id": "rFDry-xiPU52",
- "outputId": "4e527e7c-a7f7-4963-c63e-b5485e9e5fad",
- "papermill": {
- "duration": 2.062689,
- "end_time": "2022-02-01T21:14:25.963409",
- "exception": false,
- "start_time": "2022-02-01T21:14:23.900720",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "# let us show clean data by removing noise\n",
- "\n",
- "m = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False)\n",
- "labels, validity = dm.fit_predict(show_noise=False, show_analyzer=False)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "id": "1f2b46cb",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-02-01T21:14:26.024196Z",
- "iopub.status.busy": "2022-02-01T21:14:26.023002Z",
- "iopub.status.idle": "2022-02-01T21:14:29.656335Z",
- "shell.execute_reply": "2022-02-01T21:14:29.655830Z"
- },
- "id": "2vWivBHOPbUi",
- "outputId": "cd569617-34e2-4b02-e515-92c7775bde04",
- "papermill": {
- "duration": 3.66646,
- "end_time": "2022-02-01T21:14:29.656474",
- "exception": false,
- "start_time": "2022-02-01T21:14:25.990014",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "knn = 20\n",
- "# train file\n",
- "data_file = data_path + chameleon_dataset + '.csv'\n",
- "X_train = pd.read_csv(data_file, sep=',', header=None)\n",
- "\n",
- "dm = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False)\n",
- "labels, validity = dm.fit_predict(show_noise=True, show_analyzer=False)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "id": "6d606198",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-02-01T21:14:29.721672Z",
- "iopub.status.busy": "2022-02-01T21:14:29.716741Z",
- "iopub.status.idle": "2022-02-01T21:14:33.540379Z",
- "shell.execute_reply": "2022-02-01T21:14:33.539772Z"
- },
- "id": "V2_BsMEVP2cP",
- "outputId": "0f0e2bf7-9780-4573-c9a8-e07569083989",
- "papermill": {
- "duration": 3.856176,
- "end_time": "2022-02-01T21:14:33.540551",
- "exception": false,
- "start_time": "2022-02-01T21:14:29.684375",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "# let us show clean data by removing noise\n",
- "\n",
- "m = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False)\n",
- "labels, validity = dm.fit_predict(show_noise=False, show_analyzer=False)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "id": "077950e4",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-02-01T21:14:33.610625Z",
- "iopub.status.busy": "2022-02-01T21:14:33.607921Z",
- "iopub.status.idle": "2022-02-01T21:14:41.706376Z",
- "shell.execute_reply": "2022-02-01T21:14:41.705279Z"
- },
- "id": "oHegu256P8-S",
- "outputId": "940e5500-9ef1-45fc-bbf6-dfd07a8adb19",
- "papermill": {
- "duration": 8.13316,
- "end_time": "2022-02-01T21:14:41.706555",
- "exception": false,
- "start_time": "2022-02-01T21:14:33.573395",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "knn = 39\n",
- "# train file\n",
- "data_file = data_path + chameleon_dataset + '.csv'\n",
- "X_train = pd.read_csv(data_file, sep=',', header=None)\n",
- "\n",
- "dm = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False)\n",
- "labels, validity = dm.fit_predict(show_noise=True, show_analyzer=False)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "id": "c80e96d4",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-02-01T21:14:41.775152Z",
- "iopub.status.busy": "2022-02-01T21:14:41.774438Z",
- "iopub.status.idle": "2022-02-01T21:14:49.994951Z",
- "shell.execute_reply": "2022-02-01T21:14:49.995517Z"
- },
- "id": "z2p5nZsyQCiD",
- "outputId": "1869631d-7752-47b5-e484-275a73bca45b",
- "papermill": {
- "duration": 8.256837,
- "end_time": "2022-02-01T21:14:49.995690",
- "exception": false,
- "start_time": "2022-02-01T21:14:41.738853",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "# let us show clean data by removing noise\n",
- "\n",
- "m = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False)\n",
- "labels, validity = dm.fit_predict(show_noise=False, show_analyzer=False)"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.7.12"
- },
- "papermill": {
- "default_parameters": {},
- "duration": 63.042147,
- "end_time": "2022-02-01T21:14:51.543640",
- "environment_variables": {},
- "exception": null,
- "input_path": "__notebook__.ipynb",
- "output_path": "__notebook__.ipynb",
- "parameters": {},
- "start_time": "2022-02-01T21:13:48.501493",
- "version": "2.3.3"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
+{"cells":[{"source":"
","metadata":{},"cell_type":"markdown"},{"cell_type":"code","execution_count":1,"id":"fe32d1c6","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:14:37.463641Z","iopub.status.busy":"2023-04-30T01:14:37.46297Z","iopub.status.idle":"2023-04-30T01:14:37.468729Z","shell.execute_reply":"2023-04-30T01:14:37.46927Z"},"id":"W6C6cdWrvhI_","papermill":{"duration":0.023074,"end_time":"2023-04-30T01:14:37.469577","exception":false,"start_time":"2023-04-30T01:14:37.446503","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","import time\n","import os.path\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"code","execution_count":2,"id":"f113ffe1","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:14:37.487381Z","iopub.status.busy":"2023-04-30T01:14:37.486755Z","iopub.status.idle":"2023-04-30T01:14:50.234064Z","shell.execute_reply":"2023-04-30T01:14:50.233385Z"},"id":"SBamcWlTvhJF","papermill":{"duration":12.756681,"end_time":"2023-04-30T01:14:50.23422","exception":false,"start_time":"2023-04-30T01:14:37.477539","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting denmune\r\n"," Downloading denmune-1.12-py3-none-any.whl (19 kB)\r\n","Requirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n","Requirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n","Collecting treelib>=1.6.1\r\n"," Downloading treelib-1.6.4-py3-none-any.whl (18 kB)\r\n","Requirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n","Collecting ngt>=1.11.6\r\n"," Downloading ngt-2.0.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (9.2 MB)\r\n"," |████████████████████████████████| 9.2 MB 11.1 MB/s \r\n","\u001b[?25hRequirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.5)\r\n","Requirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.20.3)\r\n","Collecting anytree>=2.8.0\r\n"," Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n"," |████████████████████████████████| 41 kB 434 kB/s \r\n","\u001b[?25hRequirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n","Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n","Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n","Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.4)\r\n","Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n","Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n","Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n","Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n","Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.9.0)\r\n","Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n","Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n","Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n","Installing collected packages: treelib, ngt, anytree, denmune\r\n","Successfully installed anytree-2.8.0 denmune-1.12 ngt-2.0.4 treelib-1.6.4\r\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"]}],"source":["# install DenMune clustering algorithm using pip command from the offecial Python repository, PyPi\n","# from https://pypi.org/project/denmune/\n","!pip install denmune\n","\n","# then import it\n","from denmune import DenMune"]},{"cell_type":"code","execution_count":3,"id":"81c0d77b","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:14:50.267756Z","iopub.status.busy":"2023-04-30T01:14:50.267046Z","iopub.status.idle":"2023-04-30T01:14:55.916254Z","shell.execute_reply":"2023-04-30T01:14:55.915658Z"},"id":"MYyUY1M9vhJG","outputId":"eaad945b-8296-4b9f-e59d-a28141115d05","papermill":{"duration":5.667779,"end_time":"2023-04-30T01:14:55.91642","exception":false,"start_time":"2023-04-30T01:14:50.248641","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Cloning into 'datasets'...\r\n","remote: Enumerating objects: 68, done.\u001b[K\r\n","remote: Counting objects: 100% (68/68), done.\u001b[K\r\n","remote: Compressing objects: 100% (56/56), done.\u001b[K\r\n","remote: Total 68 (delta 12), reused 63 (delta 10), pack-reused 0\u001b[K\r\n","Unpacking objects: 100% (68/68), 20.59 MiB | 6.24 MiB/s, done.\r\n"]}],"source":["# clone datasets from our repository datasets\n","if not os.path.exists('datasets'):\n"," !git clone https://github.com/egy1st/datasets"]},{"cell_type":"markdown","id":"a6407614","metadata":{"id":"V7bkMiBHOeA-","papermill":{"duration":0.015983,"end_time":"2023-04-30T01:14:55.949005","exception":false,"start_time":"2023-04-30T01:14:55.933022","status":"completed"},"tags":[]},"source":["\n","\n","---\n","\n","\n","DenMune detects noise and outlier automatically, no need to any further work from your side.\n","* It plots pre-identified noise in black \n","* It plots post-identified noise in light grey \n","\n","You can set show_noise parameter to False to show clean data as identified by the algorithm"]},{"cell_type":"code","execution_count":4,"id":"d7d16207","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:14:55.990002Z","iopub.status.busy":"2023-04-30T01:14:55.989352Z","iopub.status.idle":"2023-04-30T01:14:58.136335Z","shell.execute_reply":"2023-04-30T01:14:58.136842Z"},"id":"3MWrIsC4vhJH","outputId":"ef4d45aa-10db-4083-abef-6310ebb13182","papermill":{"duration":2.171876,"end_time":"2023-04-30T01:14:58.137016","exception":false,"start_time":"2023-04-30T01:14:55.96514","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["data_path = 'datasets/denmune/chameleon/' \n","\n","chameleon_dataset = \"t7.10k\" #[\"t4.8k\", \"t5.8k\", \"t7.10k\", \"t8.8k\"]\n","\n","knn = 10\n","# train file\n","data_file = data_path + chameleon_dataset + '.csv'\n","X_train = pd.read_csv(data_file, sep=',', header=None)\n","\n","dm = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False)\n","labels, validity = dm.fit_predict(show_noise=True, show_analyzer=False)\n"]},{"cell_type":"code","execution_count":5,"id":"4c822296","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:14:58.19222Z","iopub.status.busy":"2023-04-30T01:14:58.181391Z","iopub.status.idle":"2023-04-30T01:15:00.112811Z","shell.execute_reply":"2023-04-30T01:15:00.113348Z"},"id":"rFDry-xiPU52","outputId":"4e527e7c-a7f7-4963-c63e-b5485e9e5fad","papermill":{"duration":1.955784,"end_time":"2023-04-30T01:15:00.113535","exception":false,"start_time":"2023-04-30T01:14:58.157751","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# let us show clean data by removing noise\n","\n","m = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False)\n","labels, validity = dm.fit_predict(show_noise=False, show_analyzer=False)"]},{"cell_type":"code","execution_count":6,"id":"b0454490","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:15:00.16211Z","iopub.status.busy":"2023-04-30T01:15:00.15838Z","iopub.status.idle":"2023-04-30T01:15:03.790243Z","shell.execute_reply":"2023-04-30T01:15:03.789247Z"},"id":"2vWivBHOPbUi","outputId":"cd569617-34e2-4b02-e515-92c7775bde04","papermill":{"duration":3.65589,"end_time":"2023-04-30T01:15:03.790423","exception":false,"start_time":"2023-04-30T01:15:00.134533","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["knn = 20\n","# train file\n","data_file = data_path + chameleon_dataset + '.csv'\n","X_train = pd.read_csv(data_file, sep=',', header=None)\n","\n","dm = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False)\n","labels, validity = dm.fit_predict(show_noise=True, show_analyzer=False)"]},{"cell_type":"code","execution_count":7,"id":"f910a3f2","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:15:04.111817Z","iopub.status.busy":"2023-04-30T01:15:04.042864Z","iopub.status.idle":"2023-04-30T01:15:07.497147Z","shell.execute_reply":"2023-04-30T01:15:07.497635Z"},"id":"V2_BsMEVP2cP","outputId":"0f0e2bf7-9780-4573-c9a8-e07569083989","papermill":{"duration":3.684365,"end_time":"2023-04-30T01:15:07.497831","exception":false,"start_time":"2023-04-30T01:15:03.813466","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# let us show clean data by removing noise\n","\n","m = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False)\n","labels, validity = dm.fit_predict(show_noise=False, show_analyzer=False)"]},{"cell_type":"code","execution_count":8,"id":"b4a98dfc","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:15:07.553589Z","iopub.status.busy":"2023-04-30T01:15:07.55288Z","iopub.status.idle":"2023-04-30T01:15:16.213095Z","shell.execute_reply":"2023-04-30T01:15:16.213736Z"},"id":"oHegu256P8-S","outputId":"940e5500-9ef1-45fc-bbf6-dfd07a8adb19","papermill":{"duration":8.691532,"end_time":"2023-04-30T01:15:16.21393","exception":false,"start_time":"2023-04-30T01:15:07.522398","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["knn = 39\n","# train file\n","data_file = data_path + chameleon_dataset + '.csv'\n","X_train = pd.read_csv(data_file, sep=',', header=None)\n","\n","dm = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False)\n","labels, validity = dm.fit_predict(show_noise=True, show_analyzer=False)"]},{"cell_type":"code","execution_count":9,"id":"842c276f","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:15:16.277829Z","iopub.status.busy":"2023-04-30T01:15:16.277118Z","iopub.status.idle":"2023-04-30T01:15:25.095727Z","shell.execute_reply":"2023-04-30T01:15:25.096222Z"},"id":"z2p5nZsyQCiD","outputId":"1869631d-7752-47b5-e484-275a73bca45b","papermill":{"duration":8.855644,"end_time":"2023-04-30T01:15:25.096432","exception":false,"start_time":"2023-04-30T01:15:16.240788","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# let us show clean data by removing noise\n","\n","m = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False)\n","labels, validity = dm.fit_predict(show_noise=False, show_analyzer=False)"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":58.535686,"end_time":"2023-04-30T01:15:26.538554","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2023-04-30T01:14:28.002868","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
diff --git a/kaggle/stability-vs-number-of-nearest-neighbor.ipynb b/kaggle/stability-vs-number-of-nearest-neighbor.ipynb
index ab9b4d8..aff174e 100644
--- a/kaggle/stability-vs-number-of-nearest-neighbor.ipynb
+++ b/kaggle/stability-vs-number-of-nearest-neighbor.ipynb
@@ -1 +1 @@
-{"cells":[{"source":"
","metadata":{},"cell_type":"markdown","outputs":[],"execution_count":0},{"cell_type":"code","execution_count":1,"id":"19ba522d","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2022-01-28T23:50:50.524001Z","iopub.status.busy":"2022-01-28T23:50:50.523281Z","iopub.status.idle":"2022-01-28T23:50:50.526814Z","shell.execute_reply":"2022-01-28T23:50:50.526126Z","shell.execute_reply.started":"2022-01-28T23:46:18.919787Z"},"papermill":{"duration":0.025634,"end_time":"2022-01-28T23:50:50.526985","exception":false,"start_time":"2022-01-28T23:50:50.501351","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import time\n","import os.path\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"code","execution_count":2,"id":"648f8424","metadata":{"execution":{"iopub.execute_input":"2022-01-28T23:50:50.547646Z","iopub.status.busy":"2022-01-28T23:50:50.546539Z","iopub.status.idle":"2022-01-28T23:51:05.689247Z","shell.execute_reply":"2022-01-28T23:51:05.688208Z","shell.execute_reply.started":"2022-01-28T23:40:56.769548Z"},"papermill":{"duration":15.155227,"end_time":"2022-01-28T23:51:05.689404","exception":false,"start_time":"2022-01-28T23:50:50.534177","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting denmune\r\n"," Downloading denmune-0.0.9.0-py3-none-any.whl (13 kB)\r\n","Collecting anytree>=2.8.0\r\n"," Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n"," |████████████████████████████████| 41 kB 230 kB/s \r\n","\u001b[?25hRequirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n","Requirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n","Collecting treelib>=1.6.1\r\n"," Downloading treelib-1.6.1.tar.gz (24 kB)\r\n"," Preparing metadata (setup.py) ... \u001b[?25l-\b \bdone\r\n","\u001b[?25hCollecting ngt>=1.11.6\r\n"," Downloading ngt-1.12.2-cp37-cp37m-manylinux1_x86_64.whl (2.2 MB)\r\n"," |████████████████████████████████| 2.2 MB 8.3 MB/s \r\n","\u001b[?25hRequirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.20.3)\r\n","Requirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n","Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.5)\r\n","Requirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n","Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n","Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n","Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n","Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n","Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.4)\r\n","Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n","Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n","Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.9.0)\r\n","Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n","Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n","Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n","Requirement already satisfied: future in /opt/conda/lib/python3.7/site-packages (from treelib>=1.6.1->denmune) (0.18.2)\r\n","Building wheels for collected packages: treelib\r\n"," Building wheel for treelib (setup.py) ... \u001b[?25l-\b \b\\\b \bdone\r\n","\u001b[?25h Created wheel for treelib: filename=treelib-1.6.1-py3-none-any.whl size=18386 sha256=9687dd33b7ed67013794e029e06b012b82fc3b949fd3e7d9e63671acb02f81b7\r\n"," Stored in directory: /root/.cache/pip/wheels/89/be/94/2c6d949ce599d1443426d83ba4dc93cd35c0f4638260930a53\r\n","Successfully built treelib\r\n","Installing collected packages: treelib, ngt, anytree, denmune\r\n","Successfully installed anytree-2.8.0 denmune-0.0.9.0 ngt-1.12.2 treelib-1.6.1\r\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"]}],"source":["# install DenMune clustering algorithm using pip command from the offecial Python repository, PyPi\n","# from https://pypi.org/project/denmune/\n","!pip install denmune\n","\n","# then import it\n","from denmune import DenMune"]},{"cell_type":"code","execution_count":3,"id":"e2581a85","metadata":{"execution":{"iopub.execute_input":"2022-01-28T23:51:05.720267Z","iopub.status.busy":"2022-01-28T23:51:05.719227Z","iopub.status.idle":"2022-01-28T23:51:10.970798Z","shell.execute_reply":"2022-01-28T23:51:10.969634Z","shell.execute_reply.started":"2022-01-28T23:41:15.923217Z"},"papermill":{"duration":5.267887,"end_time":"2022-01-28T23:51:10.970978","exception":false,"start_time":"2022-01-28T23:51:05.703091","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Cloning into 'datasets'...\r\n","remote: Enumerating objects: 63, done.\u001b[K\r\n","remote: Counting objects: 100% (63/63), done.\u001b[K\r\n","remote: Compressing objects: 100% (52/52), done.\u001b[K\r\n","remote: Total 63 (delta 10), reused 59 (delta 9), pack-reused 0\u001b[K\r\n","Unpacking objects: 100% (63/63), 20.58 MiB | 6.12 MiB/s, done.\r\n"]}],"source":["# clone datasets from our repository datasets\n","if not os.path.exists('datasets'):\n"," !git clone https://github.com/egy1st/datasets"]},{"cell_type":"code","execution_count":4,"id":"85087bff","metadata":{"execution":{"iopub.execute_input":"2022-01-28T23:51:11.012736Z","iopub.status.busy":"2022-01-28T23:51:11.012034Z","iopub.status.idle":"2022-01-29T01:26:18.38224Z","shell.execute_reply":"2022-01-29T01:26:18.383412Z","shell.execute_reply.started":"2022-01-28T23:42:17.352286Z"},"papermill":{"duration":5707.397324,"end_time":"2022-01-29T01:26:18.384108","exception":false,"start_time":"2022-01-28T23:51:10.986784","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABpbUlEQVR4nO2dd3xb5fm3r3O0vffeieM4e4cEyGYGwiyrUFYLdAAt0JYWuhctLb+3pdABLXuWGWYghOxB9nbi2I73tmVL1pbO+4fjxEu2JGvZOVc/LrF0zvPckqXvec793EOQJAkZGRkZmfBEDLUBMjIyMjLukUVaRkZGJoyRRVpGRkYmjJFFWkZGRiaMUfprIEEQ9gL5gBE44a9xZWRkZMY444EooEKSpJn9nxT8Fd0hCIIeiPXLYDIyMjJnHx2SJMX1f9BvK2m6V9CxsbGxzJgxw4/DysjIyIxd9u3bR0dHB3Rr6AD8KdIngMwZM2awfv16Pw4rIyMjM3ZZsmQJGzZsADduYnnjUEZGRiaMkUVaRkZGJoyRRVpGJoTYOyyY6ztxmuyhNkUmTPGnT1omTHE4nDTWdQICaZkxKBTytTlQuBwuJLsTUatEEITTjzstdurfO4q5ptPtuaoEHemXT0STHBkMU2VGCbJIj1IqSpvZsOY47e1m4uN1zDs/D6PBhsPhIi5eR2FxKqJCYMOa4+zZXompq3ulFhGp4tzlhSxYXBDiVzC2sDR30fjpcWyNXd0PiKDNiEGbHo3TYsdwsGnYMextZqpe2kfubbNQJ+gCbLHMaEEW6VGGyWjlyT+sw2pxnn7MoLdQVdHe5ziFUgAEnA5X3/O77Hy++gjVJ1tBEqir0uNySSSnRXHJVVNISo0OxssYU5jqOql99UDfB11gqenEMsTKeVBcEo2fHif7pun+M1BmVCOL9ChBkiTWfVzClnVlHh3vdEiA+0SlkgONfX43Gqw8/acN5BUmsuySIprqDajVSsYXp6DVqUZi+pin9o2Dfh3PUm9AcroQZLeUDLJIjwqMBgvP/N8mDB3WgM91srSV/5ZuPf27qBCYPieby6+bFvC5RyOGE23g9HNNdgmcVifKCFmkZWSRDitMRhtNDZ0oVQri4nWs/+w4+3fWDHBZBBOXU2LvjiqqK9q468HzUSoVbo912J0c2FXD7u1V2GxOMnNiOXfZeJLHsAtFv7PG/4MqBBQa9++zzNmFLNJhgM3q4P3X9nH0YEOoTXFLS5ORtR8eZcVlxdRU6rHbnOTkx6NUKbDbnLhcLv71l00YOiynz2ltMnJgVy3LV07k3GXjQ2h94LAb/X93E1WYKLs6ZE4ji3SI+fLTEjZ9PjqKBu7ccpI926pw9FrZd0eZCQhi96p7ML74qITtG8uZOiuT2QtySUyOCo7BQUBQ+l9MY6el+X1MmdGLLNIh5L3X9nJgV22ozfAYyQUOV1/XS3cRRQnJOegpp+ky2Ni+oYLtGyq45KopzD0vL1Bm+p2OA/W0bq7CaXGASwIBVPFaIgsSEAOw4u060UpETpzfx/UFyeWko/kozXW7MHfW4nQ50UUmkJQxj8SM2Qii7JYJNLJIhwh9W9eoEmh/8sm7h8jIiUWlUrBnexVGg5XMnDjmLMxDpR78Sy9JEidKmjm4uwazyU5SahSz5ueQnBZYf3fZk9twWftdgSSwt1nQt9UFZE79vgYixyUSkRsXkPE9pblmB1VH3qZ/lFCX3kCXvhJ90yHGzbhVFuoAI4t0CLBa7Hz01qFQmxFS/vfCbjr1Z/zXR/bX8/kHRxEEEEUBpVqBUimi0ahIz47BZLRzsqz19PHlpS3s3HySi66YHLBVefk/dgwU6GAgSTStLSNtVREKjQpVjCZoU1vN7VQceI2ujophj+1oOUpzzXZScs4NgmVnL7JIBxGHw8kXH5Ww76tqrBZHqM0JKb0FujeSBE6nhNPswEq3m6Stpev084J4JtVaAta8f5isvHjSs/zbb8LWZsbZFaJ6GhLY281Uv7APhO7MxaRFeegyYwI3peSidPczGNq82x9prtkmi3SAkbeQg8g7L+9lx6aKs16gR0S/TkISsGvLSb8N77Q4aFpbRuXze/w25oiQwFLbSe2bBzHXepm96CFWczsHN/3Ba4EGsBibA2CRTG/klXQQcDpclBxuoCSMQ+xGC5LUE1Fyhsb6kYmXrd2E6aQel8tF+5ZqXLYQuDiGQXJKNH1+gtzbZvl13JKvnqZLP7xrwy2C7I8ONLJIB4iTZa001nZQWd5GVVkbJpMt1CaNHtz13eyvzqfQaH1LW7fpzdS9ewR7q9mn84ONrcWEvdPqNx/18V3/HplAAxHRGX6xRcY9skj7EafDRUVpC5+tPkxLc9dQpTNk3DFEY2SVw4JdqR3w+OQZ3guFo8tG9Uv7QrMxOALserNfRNrpsGFoKx3xOFlFl454DJmhkUXaDzidLjatLWX31kq6jPKK2WeG6Vwfb66jKbpvidW0jBimzs70eqr2XbWjTqABFH4qdtVYuXHEYwgKLdHxcsnbQCOL9AiRJIm3X9rDscONw4qMzMhwCkpiLM0YIlJQqUSmzMxkxWXFqFTe+0WNR0ffhpegElEnRvhlLIdt0MbUXpE3+Ro/WCIzHLJIj5CK0tZugUbW6EBjVUayfH40aRecT1y8zmdfNHR3UBltqBMj+oQgjoSYpCKaq7f4drIgkjPxShLSZvjFFpmhkUV6hBzae3ZmDQYbAQm1y0xW4UQS00ceL6xNjcJUqR+5YUHE1mry21ixSRMRBCWS5F04aGr+cjIKliEq1H6zRWZoZJH2EL3exDf/+AVWmwuFCD/+xhwWTM3EYj6T8CAI8mo6kGQ5aombdbtfxoqfnzXqRFqyu3DZnIhuUue9QRAExs+6k9Ld//LwDCXTFv8UlWbslp0NV2SR9oBv/PIT2g1nNgSdLvj987sQhV18f8XE0+4OEJBDOkaA26ucRLy5nnnXLEKh8U/4WUROHInn5dC6ucov4wWL9l01CAoF1iYjolpBVFESEblxfZreekpM4njGz/4WZfteRHK6KbkqKMibciOJ6XI7r1Ahi/QQtHaY+d7j6zCaB78ldEnw9JfHmSEqcJ2qjiZr9AjpJ9QKl53xQg1LbppD6vkL/TpVwjk5RBUl0bi2DEtlh1/HDhRtW6vP/CJA56FGInLjSb9iIqIPG6ixiROYuezXdLYcp6ujEhCIS5lCRIwc/xwuyCLthsbWLr7zp3XYhtlgsjhcrPr6LFa/sb9bqGVGTo9QS07u+t5cksdfHbCp1PERZH9tKif+31ak0baZKAECmCrbad10kuRl43waRhBEYpMnEps80b/2yfgFuXaHG37/ws5hBbqHOquVux9YxLxRVCM57BEEEJUcPN41/LF+YNQJdD86DzfhtMo1YcYiskgPgsXmoLzW89tfpwRJqVFcdMVkoqKDV1bybKDsWHDimQXV6P4quGxO7G2jI71dxjtG9yczQDR5+WG/dGF31lVLo5GuLisSZ6drWhkAoQvEmIMRPSklKPMEEsEHn7RM+COL9CAkxQ2sD+EO9akedxaznb8+u5Xe3aXONrHOyo33+5jFU9L9PuZgJMzLQhzFHbrVSRFokvyTjSgTXsgiPQgRWhXZqcPHgwrA23+8HID/bDiG0DW4T/BsEWp/t/tTqkTmnp/n30HdYK7t9P8LCBaCQOJ5uaG2QiZAjNJPZeD50c2zUSjcx57eflkxq/9yBQCdVjslzZ0orO43n84GoS473jr8QV4QGaXGYQ98EaTKl/bR+PFxXKYQdWLxFQHUCRGkr5pI1LjEUFsjEyDkEDw35GXE8rcHlvLXN/ZQWq1HkkClFJk7KZUHvz7ntJsDYFd9e3fQtIxf6Wi38MdH17BgcQErLiv2KWFjOJo3VGBrHHmxoWCiSNASPyOdiOw4NMmRoTbHr5hsZoy2LhoMzVR31tFlN5MZncY52TNRnKUNb2WRHoKctGj+cv/iYY/rsjtxRPmnhKRMPyTYtr4clVrBkouK/D68fhR2bHe2WWhZV0HiorywFWmLw0qn1UiMJgqtcviIp+Mt5Ty5/XkauwaP5vn7DpGLCpdw28yv+dvUsEcWaT+QEaXFpVNiiVejbR++nrTkxvkh4P+V4lhh2/pyFiweh0brv49s4+cnRrUfqnXTSWKnpaIYQTVAf6O3dPLSvnfYVr0bh8uBiEhhUj7XT7mcKal9L7JGWxeflq5n7YnNtFn0Q47rlFx8fHwdkuTi9lnXB/AVhB+yT9oPTE+NI06rom1qApIbP3bPo+4Euue5noiQ3j8yYLc5OVnmH5+3XW+h4rnddO4f5T0nJWjdEj61R4zWLh74+NdsqtyBw9W9ie7CxbGWMn69/v9x29sPsKN6LwAGq5FfrHuCtw5/PKxA9+azExuxOs6uxhryStoPKEWBu2YW8OSuEzTOTyZ5d8uQm4hDcyrXd8hH/EP/C4YnK/nBLhrBWv+7nL69p9bmLqzNXTjNdtr31uHUuykmNAqxNQcnI9MT/rDx7xjt7u0xOcz8Zeu/SY9OwWDtwmjz3nan5GJHzV4W5c0fiamjClmk/cS4+Eh+eX4xG6tbOZgUhbm0HVVJO0ieraKDiTs7JCS3Qj2U5YG6iPRGEAWy8ryLw7brLTR8chxLXeeYvSURwiS2u6SplNK2kx4dW29oGtFcXbYu6jsbKWuvJFEXT3FK4YjGC3dkkfYjcVo1qwrTWVWYDovhhae3UenhLboTCTvdfxDlIJLnLyEc7kIxlFAPfV5ghXrKzAyiYzxPMnJaHdT+7xD2TsuYFWgAURP6r3CLqY1ffPl/QZvvjQMf8tze/53+XSEouHbypVwzeWw2xZV90gHkqptmDBlrDeBAohIX+5E4hMR+JE7gxEz4FPwJtcbljUvksmuneXWO4XDTmBdoAGcYND7+3YYng3qXaHL2LdvglJy8cegDXj/4QdBsCCaySAeQmDgd9/xwMYmnwqQEBFxAT16iE4njSDTDaUmWAD1wDAlLL6EOZtyHI8TKJgig0SgYX5zMHfedyze+swCVl91IusraAmRdeKGMCm1BrxZTG7Wd4bEB+97RT3FJ4bO48Rehv1ca4yQmR/Hdh5diNFhobe6iut3E/725D5VDQomEu651DqAeiXx8E2iFQmD5ymKqT7bT1mLEZnWi1SrZ3NRJrl1iKMmzEZoPhlIl8sNfX+S1IA+GdJYkF8VMTQ3p/Fsqd4V0/t64JBc7qvexIGdWqE3xK2NSpI9WtHHgRDMJsVqWz8lB9FOH5ZEQFa0lKlpLLonExel4dc0xDpa1DHlOG5AZqeBrt89m9d+/8mgejVbBlJlZLF85Ea1OxTn9cnGq/7WV48ebmYg4qPhX4iJfqURyBF/kll5c5BeBBtBlxWCuGR3dVnxFkxJJRHZsSOZu62rnR5//nk5reGVrNnUN/Z0ajYwpka6s7+Bn/95Ge+eZEKun39rP1UsKueXS4hBa1pcp45L4/XeSuPzB94c8TgIuu2UWM/JT6Lq0iC8+Pjbk8UsumsCiCycMecydq6bwvT9/yT5cZCIQd2qb0IhENRL52XH87PuL6dSbcTpdtLeaqKnUs89qprK8FbXBgVMtYsiOxKVWkHi4HY1+ZH5RhUJk6SVFLFjiW2eRwYidlkbbjpox2xlYlxNLxpWTQjK32W7hex///HQsdDgxITE/1Cb4nTEj0p1dNn7w/zZi79dhQ4hWs/pQNWvb21HH940OSIlQcf/scaREh6bEoyfdxeePSwbg3OWFtDQb2b9z8DTm8ROTOf+C4UORctNjuOPyyfz3g8NUIVHVy/+cGKvlN98+F+j2pwPEJ0ZSMCGZ8yWJ90vr+by8CfupeqwCkHpxARknDBz1Ib26eGoaE6akMnVmJqKfK9ApozUodEqcXaOsaJIH5Nw+C01i6MqSvrTv7bAUaJ1SS4Iuji1VO0mKSKAoyX8X/VAyZkT62fcPnhFopUDMhDg0STpEpeg2PqzJZOeRTSXoFAI/XjiRzGidx/N1Wmz8busx2ixnRCBJq+IXi4rRKj17W4vz4jlS0e72+egIFaJ4RryuuGEmi1ZM4J1X9lBX3X0rn5QSyRU3ziQjO85j269aMp5zp2fw3OrDlNd3oFUrWXluPhfOd1/uUhAErpyQwQV5KRxs7sTucjEuLpKMaB3SbIl3nRKH99efOUGS3F6AomI03PbdhSQkBbbuhDJGMyZFunltGVnXTw36vC7JxbryLawt3xz0uT1Bq9Rw78c/P/17hErHHbOuH/WJL4Lkp9tBQRDWA4sXL17M+vXr/TKmJ5S0GNhR18b77x3BaXESUxyPJsF9PO1QldS0ChFBgImJ0dwyNZdo9eBi22Gx8dC6Q27H+esFU4lQeVZP4ZqHP8BmH3xH+vmfXUhinOcXjlAiSRInSprZv7Mao8FKfGIEugg1JQfr6dBbgO7So+csKmDBkoKAVLTrj6mmk9rXDwR8nqAjChR8dz6KIMZI25x2fvjpb6g3BqedmT/5wcJvsSA7fDcTlyxZwoYNGwA2SJK0pP/zo3YlfbCpg9eP1NBk6vY/x01JHHFnDcuptOO9jR3sbTzAvbMLmJYa1+cYlyTxwyEEGuAHnx/kX5d69qF4+7HL+fm/trKvtBnpVHZiTlo0f/j2QqKjPE/eCDWCIFBYnEJhcd82VCsuK6a5wYAkSSSnRaMIYmH9iKwYVEkR2FvcxdCMUlwSjk4riuTgfX2f3P7cqBRogP/sfo0JiflYnTZSIpNQjrKSp6NSpI80d/LU7jKcvW4CAtH66O+7y/l3P7F96WDVsFHELuCL8kaWF3gWHvXruxf6ZuAoQBQFUjNiQjZ/7q0zqX//KF0nxlDctBCYz7s7LA4rO2r2Bm0+f9NpNfKdDx5BEARiNdFcMP58riq+eNTUpx5VIr2/sYPPKxo53mb0Kd3C21tsCXj/eB1XTMgAwOmS2FLjWZr36yW15MVFMC5h+DZcMoFDEAQyrpyEJEl0VbRR/87RUJs0YnSZMai8SJEfKc/uejVocwUSSZJot3Tw5qEPeevQR6REJXFl8UUsKzg31KYNyajJOHzzaA1P7S7jmBuBDpSPc2+D/vS/G7ssXl0cHtteyiNfHsI1RsPARhOCIBBVMPpbTAkqBUmLgxdm5nA52VjpWYx+OCOdLgTcjQuJBmMz/9z5Mo9v/mcILRueUSHSR1sMrK1oGlYg3Qm1IAg+i7iqV+0NpQ9JMU1mG/d8spd6o8Wn+f1JncHM7vp2tte2UNpqoNUc+roPwcRUpQ+1CSMiIi+erOunoE0P3t3Zf3a9HrS5go4kgSSxt3of20s3hdoat4SVu6Oi3cDfdpVjtDsRgHFxkTx4TiGfljd4vIL194q63Wzjj9uOsTArkQWZCWgV4ukNRk+RgF9sPMLfL5qBOgQdqZu6rDy7r4KKjoEbaMWJ0dw4OYv0qKGjSJwOO1aLGY0uAoUirD42HtO+O7xbZYk6FXEz0+nYV4fT1B2HLEYoSZiXTczkFBS64HRgkZx22ja+SeeuT5jlsjJVFFgfF8G+aG13cP9Y4NTdrQC4BGj86B/Uxn1M+o0/xyYKbKrcycHGEpySE6vDRqW+GoPNhCRJ6JRaJqUUcsuMq0mPDnxafth82/64rYQT7WdERAJO6Lv49qf7QmYTgMHuxKDvolzfxc66dpbnpfBRmfcFZSTgtUOV3Do9uBlRBpuDP20/Tod18Hjho60G/ry9lJ8sLCIportYT3tTHRVH91FbcYzG6nIsZhP0KlyjiYhiwUXXMnnuoqCE0vkLe3vo72aGQrI5SFyYQ+LCHBxd3Xc5ykh1UG1wdLZS9c97wd4dNZVA90b4qmYjJZEaLD1rjFH0dx9AL/djTwpFo1qBtfY4e/7zfZ7LTqLVrEeSpEGr+5kcZnbVHWBX3QGSdPH8/sKHidMGbnM8LET65YOVfQQ6GGRFaYnRKlmcncwrh6vptA3MoOrv3TjWZqAoMYrF2YlsqPa+ldPm2vagi/TGqha3At2Dwebgs4omZloqWf/eizgdQx9vNRlZ/+7zrH/3eQAEQSQ+JYPzL7+J7HEjS7+XnA5a172E8XB3wkT0jOUkLrlpRGP2oIrXYW8zD39giJCcEi6HC1EpBl2c7V0dNLz+W+wN5QOeEwCNJLG8rYuPk6K6ZUuSRqdQD7I/JAERrm45fiHKRYupzeM79xZzO/d++DP+fcUf0akCs5kbcpFu6rL4JHi+ohDgz8unEqU+c+s4Kz2eCn0Xa082UtJspNPuGCDQPWyqbuWxpVPY16inw+b0ev6aThNZMcFL6d3T4D6jsQcJ2Ld/F20HV/s0hyS5aGus4f1n/8TCS65j1qJLfBrHVHWEhpd+Tu8i0B1b3qZj6ztk3PlntKl5Po3bQ8K8TExhXsK0q6KN6MKkoM0nSS4a3nwM84ndZx7rd4xw6rGFHWZ0LonVyVHY3Ah0ZnQa35xzI4WJ+dz81n0Bs9ufCMBUo4UTOhWNaoXXHSysThuv7H+Xb865MSD2hXzj8L3jdUGbK0mn5i/Lp/UR6B7y4yL51owC1ErRrUADtFts2J0ulualuD9oCNotwU1TtvX2n0tSt9vi9E/3xkneoffJ9lGg+7P1k//R3lQ//IH9kFzOAQJ95kmJumcfHLFtusxYlDGhrb88HA3vl2AoCV7SSN0Ljwwp0D2IdOvWTIOF2Z3u3Ua1hgb+b+uztJn1xOtCU6HPW9ROF00qBbUa333+mwIYARNykT7U3BnwOZJ1Ku6ekc9vF08m0k2qdw/Rw6TaRigVqBQiy3JTyPKi1kcP2T6cMxIKE6K6/yEN1ntcQmtqJabdnx2nJY7s9n6nvPWLFxmujUr5YzcO64oZjuybpyMoPWi4K0l9foJJ87pyJB+b7nqDvb0Ba+3xIY/p/akR6BaM6QYLSXb3d5GdVgP3f/QLOsyB/277A4tC5JnMeLb2xJ774MWxBbCDeUjdHZIkYXEE7sOYqFXxk4VFxGo99+8tyEykcpAoiB7OyeyOtdWpFPzwnELeO17Hl5We1bAVgDhdYH2NTqeT3es/pLb8GB2tjegFDcLkK5GEwa/HSdX+zyTraPW+0WiPD3pInDYq/3gDMfMuJ+6cVSijE7yeRxmhpuB7Cyj721YG61DmTpB7Hg/GRqnTbMdUqSeywPvX5w1NHzw17DEC3W+TxJkVXbbVwTSDhXWJUW7PG3zLLbzpVPmegahRBu4OLaQr6TaLLaB/yEfOK/ZKoAHOy0pkfPzgH77kCA2XjDsTchOhUnLT5Bz+esE0IpTDv5UX5CV7ZYu3HNu3jX/9/G6+WvseteVHMXa0odTXk33sM0Rnv41RSSK9fAsJzSWAf9tzRUb7cpvruQWdX31A9VPfwXhkiw/zgKgUSViUN+BxT1bMwVpVO02Bd4vZm/veQXlS7sBJd8ja1tjQlUodEQG6yC4rCFxphxBvHAZuVTIjNdZtFbuhUClE7ps7njVlDWyqaaXTakenVHBOZgKXjksj5pTfqtNqZ0NVC/sa9TgliXkZCSRpVbx1fHB/7LTkaK4tzhrRaxqK1sY6Pn/jGQb7qsW3lBGlr6E9ZSI2XRwKu5n4xhI01u7bUX//FSbO8j7NNnrGMjq2vO3x8ZLTTvPqJ1Gn5qFOzPR6vrjJqbRtroIA3smNBHUw6kUrPV/AnNSp2BAXwTSDhf3RWiweLErClqEKufsg4jqlluunrhqhUe4JqUgn6tTEaVTohwkR85YolYKvTfRdEDUKkVUTMri8MB2b04VKISL2+uPVG808seMEnTZ7r8csKAWB784uQAQ2VLZgdNhJ0mlZlJNEUWJgs8Q2f/QqQ62FVA4rKXX7A2oDwJT5S0nNLvD6vMQlN9Gx9R2vOqlITgeGPZ+ReMHtXs+n0KlIXpJP8xdlpwaDZoeTBKViyP6PwUCTEhWUrMLIwjkY9n425DFtSpG/ZidgFwUk4HiEenSG3vXHT69BKSp56rLfovHiguctIb8cXjkh3e9jGu1OHt1wmINN+hGNIwgCGqWij0ADPLe/so9A9+CQJP67v5LChGjunTeenyws5lsz8wMu0ACN1QPjW4NNzoSpLLnyGz6fn3HH416eIWE6sYeWz/5L25cvY6074dXZcTPSybhqErqsWBDg/U4TT7R0DOaqDhqiTknqJUO3QPMXsQuuOP3v3pdGiW7XhgvYE63FdkqgZQbidDkx2QMbex9ykT43O4lLx6UNeYxaITIjJZYErechMhLw9O4K9Bbvdl07rXY2VrXweUUjpW0Dm2xWdZio7HS/sWh1OtlRF96xuIFi2dW3jeh8bVo++Q+/4dU59rY6Ond+hH7ru9Q+92PqXv8tLi922iMLEsi6firjf3AuYlY0DQ4nZTZ7SERJlxtL7m2z0CQFx9+rjk9Dmz+9z2vt2SSEbt/zzv7V9sbCKtqPSEhUdgS23EDIk1kArirK4OKCFD4oredQcydOl4vc2EhyY3XUG21sqW1lX5P3nZ8dksTGqhZWnSo1OhSSJPHOsTo+K2/ss5KKUon8aEHR6doWjV3DpxY3dlmHPabDamd3XTsKUWBmWtxpX7evpOWMo+r40M0IAsm5l15PVOzIoxEEhRIxKgGX0bcLnaVsL9VPf5ec7zyNoPT8PRVEgUsW5HO4vI1X9UbuSoghTakI4K7JKRQCEXlxJJ6TE9TCST18nJXK5BrFgJA6CXgnOZpOZS/njyzQgxPgzeSwEGkAnUrJdZOyua7XY7vq2njrmPeJEb0p03vWcv6TskY+LW8c8LjR7uLnG4/yk/mFFCRGE+2BmCoEaDVbSdCq+4RsdVrtHGru5LUj1X1CD18+XE1ujI6HFxahFH27uTlv5U28VvpI0GN6AVKyCph5/sV+Gy9mxnL0m//n8/lOQxs1zzxI1l1/QVB4LtTnz8hkx6F6Nu2v4/9aOpimVXNpdAQJvYpi+SMET4xUkXnlJNRJEYgjCPsaCS6HjRp9LZ/V72NDdjyzO8xM7bKhcknUaJVsi9HR2JMzcDaI8wg2Eo+1lDM3a4Z/7elF2Ij0YDx/sHLEY2g9qNhmd7pYXTp05uMfdpSSqFVx+/RcEnVqWs227oS9QY5dU9HEmoruWGGlIJAVo8XscNHUZXV7G13ZaebnG47w+6VThrV3MBJS0rnwxnv4/I1ncPUPtwsgM869iPMuu8GvY8bMumhEIg1gb6ul88AGYmeu8PgcURR46OY5zC6u5sPNFZQ0G6kxmfhWRASJCrGPQAsKkezbZuCyOmnbUompqgOcEoJSJHpiEtqMGNq2V+Po7HVXpRBIuXg8scWBr5zmDkttKc2f/At7YwW1agUXRKhZFx/B1vhItsZH9hWrs0GcYeiVsAc1SrZW7+bmGVf72agzhK1IS5KE1TnyVWG0SsFfvypFIYrMz0hgVlocil55361mG2vKG/BkqlaLnT/vOMF5WYls9rBDi0OSONnh2cZCs9nGlyebSNCpSYnUDFs+tD+FU+cxbvIc9m76lJ3rVuOwDe928RRBEJk8bzFxSd37B/mTZhKbEJi4b2V0PJrsiVirS0Y0jmH3J16JNHQL9fK5OSyfm3P6MafFQdv2KrrK2kAQiJ2eRvzsM2F/mddM6c5MtLsQVGfEPGZKKpbaTlw2J+rkiKB2UxmMrtKdNL752OnfM2xOMmxmlujNvJMUxe5Y3dkjzD344c7THOCNw7AV6XYvN/zcsaGXmO5v6uiu6KUQsDslvC+P1I2nAu0Lrx6pQaD7uzI+PopbpuSQ5kVDWlEUmb34UjLyCnn7n7/3m11f+86jpGQFr4JfwvnXU//6b8Hl618JnCaDX2xRaJUkLykgeYn70EJBEBDUfV0Xgiigyw6f+hWNb52JnuktTSJwbYuRMp0KvVp59gn1cAyzmk6NCmySWsijO9zx9O7AhJRJgGUEAh0MJMAlQWmbkSe+KqXThzjy9NxCcidM84s9F1x3V1AFGkCXP43kS+8Z0RiqxOE3jM8WDCU7Tl/w3K0db2jyz0VNxr+ElUhbLXZ2bjnJv97aQ6WHLoKxjER31bzPKryvhQFw+e0/YM5S3zKhRIWSmedfzLd/82+KZi7waYyREj19GcoE34U2ZtZFfrRmdGMp3zPsMdnWU3sZck9Or6hsr8E6Vgss9eZkWSv//OQgrfnR0OOKPV1+6+y+/fqsvJEZKbGMT3Bf0MYd51x4FfNXXMGxfds4WbIfu81K3sTpjJsylxMHv2Lfpk/pbG8FJJQqNanZ41h0+U0kpnmfsSlJEi6nA4UXoW/DET1tCe0bXvNaOCKnLCJy4jl+s2O0o4gaPjxSgNFbzD+EOHGxufIrlo87LyDjh4VIm4w2/rHmEG35buJEvSzCPdaQgKf3lPOHJZPRKL0P2RJEkYmzzh1QU2PaguVMPWcZVnMXCqUKldr7Sl5Op4Ojuzaz4/N3MHeduV1WayOYu+JK8idOQxcRjUbnW4JG7OyLMez7Aod+YHjkAAQBdWo+cedcQeSkc0dVa69AEzfvMvSb3hzymGpN+Pqjp6YU0WU3o1GomZ05lZNtNWyu3jnygYeq49H7mGE40lw6tkV6545K2nKHWiWe5SoNdNkdfFXfzvnZ/u3aIQgC2oi+773D1f2hHa47urnLyNv/+C361oECarOY2PLhq2z58FUUCiV5xTM458JriE8eOru0P6I2kozb/kD1U99Gsg8drZJ6zY+ILJrn1fhnC6I2ElVyzoDKd71ZmxDZ/Y8gCXWEUssPJlzK67vfpEEt0nX689bTC6abi1uMLKvZQ/SMC4hffD3iqToZt5iu4fcbnxx5xp8fCi4phMDFu4eFSO9p7oDos1uEPaGqwwTZgRm70WjmsW3HMfbKPEvUKPn61FympnRHKFSdOIzNbCKzYCK6yGg+f/Nfgwp0f5xOB2WHdlFXcYxr7nmEuCTv4oSVkbEkX/Zdmt59wu0x6pRcIgpnezymy2ah5dN/Yzy6HSQXytgU0q57GPUY3mzM+tYTVP39Hhydfeufu4APkyIpjQhCX8VTYnijOp3Z9Y04jv2LOyUJhwAHozSsTozCeip5SOtycVWTgWldNlxAx/b36Nz1EfGLbyR27krMDjMt5uHbw3lEf6H28kI1O3Oqf+wYhLAQabNKZPhqtmcvPQsMrQ+uDk94+2gNnw6yOdlqdfC3XWVcYD5K2/4NOOxnokySM3JorvOuo4u5y8C6d57j6rse9trGqEnngkJF68f/xGnqVSJAENBkTiD1qgcRRM/eH+ORrTS9+5c+jznaaqn5571ox80k44ZHvbZvNCAIArn3/gtzQzk1b/6BCruB4xEqdsboMPdkVQZyFS1JJNqd3FvVhpZmelKuBEApwQyDlSSbk39nxlFssnF9QydK+t5DSw47betewlJ5mA9yMzHZ/Bhg4ONrT9LFMyfDP5FUgxEWIp2XFk2FfnS02hkOAZiTFsfeBj298/4ilCKrCtMx2Bx8VOaBf3UQ5mbE+8XGHo42d/Lk7jLsLvcXyOjWChqPrB3gbPJWoHuoqziGucuALtL7OhVRRfOIKpqHpa4Mc9keBJUGbfZEtJmeV42zNVcPEOjeWMr20r7tfeJ7VYgba+jSCii87xkKgS8/ewxzu4eZvb6sNHudo5Yk7qrV03/nQ+CMgyPH6uAHVW0kOlzuHZyShKlsL+aukxAZWgmL08bw2wt+hMLDBYIvhIVIr5qdy5dfHHR/QBhtZkxKjCY1Skt1p6m7tZAEeqsdnVLk3KwkFmYlEKFS4nRJ1BnNWB1OcmMjUZ1aqThdEvsa9dQavcsGnJMeT44fu4y/d6zWg4uFRPrJbfT3EY6UHZ+/O6KSptqMcWgzxvl0bvvmt4Y/ZuNrCBH56PfuQ5Ik4qZPI27mjDG5EfmHCx/mi7LNvLz/HbrcZc4N5q/1RLB7HaORJL5e30GM07349jye5GEjhml6A9si/btw8QSNQk1aVDJL8hdyyYQliG5a0/mLsBDpKK2ai/KSWXOyhQFiEEZfjGuK0rl4nGf1rxWiQPYgoqoQBR49r5h71+zD4aHuXVyQxqpC/9XdruwwebSa13S1oTX5v+xqRcl+lvh9VPdIkoR+7z6aN23B1bANmxEEEbRxoFD3PxYsjXYO//I3px+rW/0hkfn5THr0J6gT+oqCw2Si8uVXad2yFXunAVzdAqNJSSZl2VJSVyxHk+zfzV5/s3zceSwfdx7/3vUKa8v69Zo8JbRap0SO2cbxKA2RTheZVgcOAcp16lPHCP38EhIZp+Ku4+1Ormk2oHNJft3+T3R5KY5+6sZy1aSLuXrSJd7NPQLCQqQBrp2cQ43RwuFWz6rWBRuVKLA0N8UvYylFkeQIDfUelDQFuGRcSp96IyPlrZIaj45TOAMUoD+CVO/hqHr9fzSt+xLJ4SCyIJ+U5Uup+M9z2JoHNgvuFECpBUHZ/V9dEqijwKJnQLxwV0UFJX/6M9Me+93pxxrWfkH5P/6N5BhY0Mra1Ez1629S/fqbiFotqphoIvJySVm+jITZsxBV/osl9xfXTb6M3bUHabec8fnH2B18t1pPlNTdWLasU0W+xY7ilN51KERezIilQX3GeywgcGFkFkvK952JvQ7AnpMmPhVBsHpW+XGERZR6jtO5JCrLdiEVrfCqwuJICBuRBriyKJMjW4+F3RaiUhT43uxxPsUoD0aH1U6HxfNU7y9PNnPJeP+tpOuNw9fEBrDo4pEEAUHyb6+SLkMH5Yd3UzDZ82iM/libm5GcTkStDltrK/ojR6n8z3N9voy21lbad+5yP4gEjlN3+HYDmJtBEw/W9lNP9vtiG46WsPue7zH517/AXFND2d//4VGSjctiwWqxYG1qpv2rbnsUOh1ZN3yNzCtWhY0bJU4Xy6NL7uPv258/Hda2ss1ElNS9AhaBCeYzn1sJiHe6uL+6nV2RGo4WTWZaziyuKL4Q/Rcv0sG+Xkf6GUkipWgB18ZH8Pbhj3GO9DM6nFCf+jtbRYHqtkpO/P3bJM25hLiFVyGcDe6OHvLiIpmeGsv+xo6wEuoVuclMSo4Z8TguSWJNeSOfVzRicnr+odpdr/erSKs8rFkd13zc7wLdw5fvvei1SDutNg48/Aim8sC1CrMOE9Flqa9n97fuQREXN6L0aafZTOVzL2IsPcHEHz7o8zj+Jjs2gz9e9FOOt5RTZ2gk9Yv/IRorB3VT9H5sbpeVeYdLUDcYaK+pxVRxAAL02elGQr/hdeanFXDuyu/z1wNvUd7uZjN7pGnuvc6XgDqNkh2KLhZueB2noY2ki781svGHIaxqdwB8a0Y+52UlhtqMPmyvG3ks5pGWTr7/+QHeOVaHwebd7X6VwYzBj816F2R60EHF5SKtcjsQmDQis7GTptqTHh9f9+HHbL/uxoAKtDc49Xq/jNO6eSv6A0NsmoeICUkFLMlfQHL2ZI///pLVhLWulM5dn+BoDWxLqR7sDeXY3/kr986/FZ1Si+DvT6sbgd8b3R2j0rn3c+xtI2tMMhxhJ9JqhUi0OqwW+BjtIyuiX9lh4sldZZgdvvliJaBc3+XVOTanizazjXqjBXu/Vfsl49KIHKYjyNyj76ByWAOa52k2elZ1rfb91VQ8858AWhJayp76J5IrlO1v3RO34Iqw2rwfDEd7PXH11Tx03t3EaqO9EGqh149n9Eh2lyggnXKJGY9u9dJi7wgvNTzFhuqBmzyhxFP3gDveKqk5nWrtK55sHFZ2dPHCgSqqDX1DqaLVShbnJLFyfDpKUUClEPnNokk88dUJanodKwBTkmO4e2omz2xqGJG9nhCbOPxGrNNioebNtwNuSyixNDSw9aqvdf8iCCijoih+9GFiJk4MrWGAMiaJhKU307bupVCbMiTNH/+DjOnLePKCn7K7pZTjLRV8WbEVs8MyIJswxqIjV59Ea4SRpqhOHKILELyqPpFkdyJJEoIg4LK6b0ztD8JSpPuv/ELNrLQ4n891ulyUjDBiRSFAYcLQyR/l7Ub+uP04g10LDDYHH5c1UG+0cM+s7sL10RoVvzi/mDazleOtRiLVytPp3w67jUBngOoioz1KD9fv3YfDGJ4RPwFBknAYDBz88SNoszKZ/dTfBjlEwmU1IWp0Ad+0AohbcCXtOz5E6vJTCnYAcJkNdGx/n47t75MG5OVN46ZVP+OV45/zyYn1aF0SMw1mjFIU2q4MBASyDBqyDYnsS6nEquop04pHQj2vVyllTZr7ZhD+ICxFOk6roskUuPqs3nLdxMzhD3LDQR+6nPdHrRDRKIb+Mj67v3JQge7BJcGeBj0n2ox9Sp4m6DSck9U3B0ypUqNSa7D7sf1WfzLyizw67qwS6H5Yamo59sRfKXrgfgDsRj31Lz6Co/3MXY4YGUfGTb9AnZLjbpgRI0kuJFtgV4v+xnLyADV/+xaXzrqYc8+5i0/r99FZU0JqtQ6j1K3CEoAA6cZ4TsY3Dz5Qv1W4AJzTYab4lD4pohMCXtQr7HzSADdNDlAVIR+4MC+ZiBH4yD2NhR4Ks8PFd9fsY2ddd2KJw+Xi/eN1/OTLQzyw9gC/3HSEZtPw80jA5prhXUkdbU0BFWgEgYw8z1K5TbWB3ZQJd1o2bgTAYeqg+m/f7CPQAK4uPTXP/ABrQ0XAbDCf2AvDVCAMV7r2fIry5d9y+baNfK/wYrqIxSWASwDplIcjwRyJKA29fBaAPIudW+s6WNnSvXCQNDrSrvlhwOOlw3IlPTk5lrzYCE52hPbqrRAEri32vvh9b6L8tAlqc7r4976TvHqoCocEll4uIYPN843Nw83Db9aV7v9q+IFGkL0lIAyobe0Ow9EjHh03ZpGg5t33cdatGTKUrPY/D5H/kzc9LjLlDZa6Ur+PGWwkUyfNHz6FpB3YZUgpKcgwxFMT4ya7VhAQXd3FoeyiwLFINS2xCdxyw2ModN7XoPGWsFxJAzxy7kSW5iSFzEBRgAfmjR9xosGs1Dj8mCyI0eHqI9DeovcglE+hHObCMlz21jBIkouKo/uGPQ5ACrP9iVBQ8+qLONqHT+Nv2zyyDVany8lHx77g0bWP87MvHueDkrVIkoSoUjMW6rkrkIiTugattZFhiCdXn4TCTaq5UxTYHaPj1fQ49k6fz7U3/SkoAg1hupLu4aYpOdw0JQezw8kvNhym3TqyUDhPmZUay9eKs0iK8L5TSX8i1UqmpcSyr3HkvulgMXHWQrZ8/CY+bx56kGa7+cNXmThr4bBDRRVNwFh6wjc7xgiRHuYxdWx6g4TzrvFpNV2tr+PRLx7vjoY4xbGWcl7a/zYaUUVORgwJdicKCbItdmb0KhA2muR7vK2aXdpiREHE1S/ZJtUUywULl7G3owSL3UJRUgErxp2PUlSwt/4wDpeT4uTxZMX6L7HME8JapHvQKRU8tmwqn5U38u6xOgK1thKA9Cgt357tW4U1d3x7VgH3fLI3bLIoXZKEOISI6iJjyJkwlarjBwY+6acmpRZzFzaLGbVWN+RxcdOn0fDhx36Zc7SiPrXP2/PWD3X9szVXoUn1rrO7y+Xi5+v+3Eege2N12SnVqU/3HlXEaMmyOki0O/vURxwNYp0ltUFBKntONtNbSJQqJZdcfAmFhYVcyNIB5y0tGH5BEShGhUgDiILAxePSuHhcGhaHkwaj5ZSftoIOP62wBQFWjveuvZMniILA16dk8/Khar+P7QtfVjaxPG/o8LeV37iX1f99gtryowGzw2YdXqSjxo8P2PyjBZfz1I+tuxiUQuVeqE3l+70W6U2VX7kvUzoITkHgjZRobq/vIKJXSFFQxVoQu98EH4p1zTtnITOXJ3H06FFMJhPx8fFMnDgRjWbkd86BYNSIdG+0SgV5cd392H6/ZAo//fIQHV5sng1GjFrJVUUZzMvwIGXaBxbnJLO9po0TXmYOBoLXj9SSEqE9HRc9GAqFkqu+9SPqTpby7jOPBSQjTqUZWqAB7J2jx00UKAy14Og6VQpDAE0sRGeBapDy4gqN9zXHd9bu9/qcGq2Kv2XHc06HmelGK1FOF6pTKh1osRbUOtJu/Bma5GxO/r87weF5uK4iJgltWj5aYN680dEPc1SKdG/UCpHHl0/lyZ0nONjiWZrxQ/PH02l10GF1oFUIxOnUTEyMRjnCzMLhmJEWFxYiDfDm0ZohRbqHjLxCrvrmj/n45SexmIyedVf2kPLDuyme7b7DsrWtnQMPdbfa6j3jaLit9if23h9rCax6sBshcVJ3idUzCERNOd/r8ZU+RoR0KBWsSYxiTeKZuHsRGG+yoXE4uanZOKK/lSI6gYSlN6PJKcaw8xOcli4iCmYQNemM66Hgx69R9dR3ceg9yJAVlaSPwtZoo16kobt3233zCqk3mPn5pqFvz39+bhHZsZFBsqwvy/OSebukNix8041exG9n5E/g9p88QdnhPWz+8DVMBv3QJ3gYEdPR5iaB4BTl//w3LvvAaJTR5AMNFC5H9wo7vtf2ia5wFqJ6+LuT/lw4bhFbq3f7xy7g+KmGth9IEhe1dqHx6QMvELfwGqKnLgYgccWtbo/M+e5TdOz+jNYvXgD74H51XcFMki//HsqoOF+MCSljQqR7SI/WsSgrgY01g8c7ripMD5lAQ3ex/8sL01ldGvoEDW+/NwqlignT57Nv8xpMxg6/dLlIzR46nbZl/74hhdiLUgtjEmv7mUAabe4U0q/7qU/jTEqdQHp0CvWGgc2Ivabn7y9JbI2NoFqr5pu1ejTe3H0JIoJKTdRkz2LpAWJnX0js7AuRnHZcFhOo1LjMXSgiYxCVQeiCHkDCNk7aV26Zlscd03KJUp15afFaFd+cnsflfmxB5SuXF6bz9Umhz6iM8THJ5nQ6tyD0FeT+vw+DWqMjb8LUIY8xS8EJuRytSC5waorJuOMJMm7+1YjG+uMFP0XX13fiPf0/D0C1Rsm6BC/85Kc2BBNX3O5THLKgUKGIjEWh1qGKTRr1Ag1jbCXdw4KsRBZkJdJlc4AAkarweplL8pLJidXx2LbjIXN9XFQwfHGjwZg6fyn7N3+G1BNj6mOyz9JrbkcYYg/A6bBj1YhEWOVklqFo3nyU5s0PEF1UxKRfPooywrdmxVqVht8u/yEPrvnN4Ad4shfRvzntqc/GzoRYVkXm4mg4OXQNEEFElz+d2HMuJyJ/upevYOwy5lbSvYlUK8NOoHsoiI/iz8unoh2mcFIgmJ8ez4WDiLTTbqaqZDWHtv6Fsn0v4hokvCk2MYULb7h7BLMLrLrjIQqnzh3yKIfdjsufqZpjHMOxY+y68y4cJt9LKWTHZZARPcTF25sLci/BNkkOYq/7MXkPvYA2Z/Kgh0dNW0rBT/9H+o2PygLdj/BUsCDgdFiQJBddnTUY28pQaWJIypqPKAbvLYnRqPjO7AKe+Co4GXVqUeCnC4vIHKSL+Yl9L9DRdOj071ZjA3vXPnzqNxXTFv8Elab79rNw2jwy8otY+79nqC497JUNq+58kJzxg39R+9iq1RFlDYct1tGD02Sm9P/+SvEjP/F5jD9e+BMe/PQ3NHW1Dn5Ab6H2ZGUtCChFJRFKLYIgknHLrzFXHaV90xs4uzpQxacRv+h6NKl5Pts81jnrRLqhYj11ZZ8huQZGDVSXvE9K7vlkF10eNHuKk2K4dWoOLx+qwtnvM78oO5Fbpubyx60lnNCPrNhUeqSGn547Ee0gzXRPHnqzj0APxM6BDb9GpU1g2qJuAYiMjuWKOx7CZrXw2l9/hqF9+Op6k+ct9UigAZwmE1qLMywiYYLFYK/V23uJ9j37RmSDRqnhyZW/4aNj63hx/1sjGquHBVmzUCrOSI0upxjd13/pl7FHitNhxdBWisvlJDI2B40uPtQmDeCsEumSHX+nq6NyiCMkmio3olBqyBh3YdDsOi87iYVZiWyubqWyo4vUSA0r8lIQT/lsf7igiA9K61l3shmTozsVVyUKnJ+TxKyUON4sqaGyc/CMsZQINd+ckU9+3OBRLS6nnda6nR7Zabe0cWjr/2PKwu+ffkyt0XLrjx6npb6ad/79GDbLwIuJICqYu/Qy5q240qN5Tp00rB90LDlD3L1KbyNYJMfIN1sFQWBl0TLWnFhPY9fIuiRpFGq+PuOqEds0FHa7nba2NpRKJYmJnvdHrS//gsaTG3A6u8NRBQTiUqeQW3wNCpX3oYyB4qwR6b3rfonL4VkiSUPFhqCKNHSnji/KSQKSBn3uigkZXFSQSmmbEQkYFx952t/+6HnF7Kht493jdbSau7OvYtRKLhmXxor8oVtUGfXe1SG2GmtxuRwD3EJJ6dnc9YunqCo9TNmhXZgMHUTHJZKQmsG4ybPRRXnXbV0ZoSOmeCKdh4/4ZYUZzgx3t+CVUPspIUsQBL4+/Sqe2PqMz2PoLC7+eM2jJOji/GJTf5xOJ1988QWHDx/GdSojVhAE1Go1kZGRZGdnM3PmzEGFu6FiHXVln/V5TEKivfEgDquRCXPvCYjNvjDmRVqSJPZ8/mO8iQyWXDa69FVExgWu24UvaJUKt1mC8zMTmO9JF/B+uFzer7xqSz8lu+iyQZ/LKZxMTqFnLo3hSL/sUjoPHxlTghxotGn+qz1zTvYsLpuwnA+Pf+H1uYl6B1dXx5IWnew3e3rT0NDAG2+8gaPfnYMkSVitVqxWK21tbRw+fJiVK1cyvlcNGJfTRsPJDfQ7sfu/goBBX4GhrYzoBP8WWvOVMS/Sh7b8CV9KbjrdVAQba0TFeVeMB8BqcrOp5GeiCvL9moZ+NlD4g/v8Ot43Zl5Lu7mTLdUeuMSk7hV/vMHJyk2dTP2pf23poaWlhVdeecWjYx0OBx9++CF33303KpUKpVJJc90ROgw2qpujaDNqQBKIi7SSlWQiJsIOCFSc2ENSlo6Ojg5OnDhBbW0tDocDjUbDlClTmD59OhE+hjt6S9iJdEvtTtrqdyNJEvFpM0jJHthJwVNslg5sJt98apHxeT7P6w0Wm4Py2g6OVrSx91gTR0624XC4EEQozIrjnmumMz4rLmDzK1U6NBGpWE3DF5XvISa5OGD29EYVF4dCq8Vp9rxC29lOzIRCv495/8I7WFgzm//seZ02s/7ME4JAilVFVlkHXToRAYncehs5LRIFd99N2uRpfrXDbDazY8cOdu/2LoXd6XTy9NNPn/49Wmejy5qAy3XmHq25U0uLQUtanAl9lwazrRKoGjCW1Wpl69atfPXVV1x33XWkpwc+QS5sRNpqbufotv+H03Fm48nYXk5t6ccUz78PlSaGxpPr6WztDldTa2KxOy0gSUTGZJI+7gK69BXYzO0o1VHEJk2kvdH76l4AUfHjUSgCm6nkdLp47bNjrN5Yhtk2MB5ZcsGxKj0/+L8N3HppMdcu96wnoC9MXvgD9qx9BPCs7GNKVnCqhym0WpIWnU/jms+GP1gGTbyAqeIgEflDZ3L6wtys6czNOhO/bHfaEQQRpahAcjo5/OUndDU2ED8vi/HnL0dU+bfvX2lpKatXr/bLWAbz4LZJEtS3e7Y6djgcvPHGG9xzzz10dHRgt9tJTExEp/P/hqMg+elWUhCE9cDixYsXs379eq/P37/+VzhsbjpDC4pTdRqDcNsrKJi1/HcB6RXXm7+9sZfPvxp4pXZHfkYMj333PCK0g3/A7A4ndofL7fOeUHbgNfQNe4a2Y+rNJKQHL9nA3mlg5x3fQhqk0NJYwZNPtSd++ZhciMxQk/XNx1Enjaw3ZzhRV1fHa6+95udR/fWu9yUmJoZrrrmGhATP94eWLFnChg0bADZIkrSk//NhsZLWNx12L9AAkveFvX1BE5HClPN+GPB5qho6WbvTc4EGqKjr5NZfreGic3IpyIzjaEUra3dW4uj31iTFafna8glcutB7X/O4aTfCtBuBgdEwoiKCorl3ExGT4fW4I0EVE03ebbdQ8cx/gzpvMOnd3cTd88MigjYRJKeNjp0fkXzJSLJCw4s33ngjBLP6tl3d2dnJc889x80330xqqm+lF/oTFiLdVj/06i3QpOYtIWvCyqDNt2V/nU97YRabk/c3lg95TIvewj/ePkBVQyf3XO37infmsl/6fK6/Sb/kYqrfeQ9Hq5tuzmOAHknwtW62KgJERfcA5hOh/T75k8rKytPhdf5lsHe8/3O+8/bbb/Od73xnxONAuNTuGKR7bzBQ65KZfeHjQRVogNbOwEeOfLTlJDc88hEvfXIEf7m0QoWgUDDvmX96FgMsMqqDqIVeP16fCCAIo/Lv7XQ62b17N5999hkHDx48HVp3+LB3ZQe8RxjkZ+SYzWaamvxQ+pUwWEk7bCY6W44Hfd6C6d8gPtX/GyyekJ/hXWKHr3RZHLy5tpTVG8t48ZeXoNOE/M/tM4JCwcJ33mTrtTeAm6w6QYT4IlBpwdTcXRR/VOaV9wo7FNRq1IkJWOuH7jyiie05VUCX79+oikCzceNGdu48E+J38OBB1q5dywUXXDAqLzg91NfXk5IydDKZJ4R0JV1ftpb963/RJ6IjaHOXrwv6nD1cdE5eUBd7FpuLW3/5KdWNnrUX6+F4VTvbDtZzsr7z9GOSJFFe28GRilaMJs97y/kDQRBY8PrLaNL7JWwIoI7pFmh1VHez1sh0iBu6p0BI0WVnMf7+73Hu+28z8eEfIqrV3XcK4ql0eFFEERnJlN/8khlPPD50BToBIlO63x9BoSR23uCJRuHIzp07+wh0Dy6XizVr1lBfH/oGGb4SHe19PezBCNnSqq1hP3Vla0I1PWZDDS11u0hImxHUyncASoVIdmo0VV6K5kgw25x87/F1TBufhE6jIjZKzbI5ORTn992FbtGb+WJnFZ/tqKSl44xbJiMpkuK8ePYea6a104KAgEYtsnhWNndePhltkFbpokrFnH8+RcfBg1S9+iJqsfx0B+3+aBNA1QD28Ggr2Y0gEDttKpN+9tPTYWqJC85h6h9TqP/gIzoOHkJQKIifPZv0yy5Bl9G9UTvxkYcp+d1jAxN7hO6Lk6gSEHXRJK/8zqiqKLdp06Yhn+/oGJ2NiFUqFQUF/lklhEyk60o/CdXUp6k89AaVh95AVOrIn3I9cSn+SWf2hFWLCvj7/3yL4/YVlwT7Ss8k93y6vZI5xak8cvs8bHYnT7y6hx2HB7+trmkyUtN0JgJHQsJsdfLZ9krqmo389p6FCD42APCF2KlTiU5tx3VKgN3dFWsTwkSkVSqixxWQumIZyUsWD4gjjioooPD+e92enjh3DvNefI6K556jfXd3W7HYGVNJWzQJl8WAMi6FyKL5iCpNgF+I/9Dr9aPanTEUc+cOXS/dG0Ii0i6XA6s5OKnFnuBymCnb9zxxqdMZN/3moMy5Ym4O/1l9CLM1OOGF7th1tJEH/7qBk3WduHz4vrgkiQMnWrj9N5+RkxrNrZdNYlxmnN/tHHTurvbT/3aXPR7IcPfkJYvJuu5aDvz4pzgNA++KlPHxFP7gPuImFfsluUMVE82E+wOTah0KysrKQm1CwEhKGlgozVdCItJCmG6/6xv309YwjYS0wG+8KBQiv717IQ8/vQW7I7QtosprO4c/aBhaOyy0dljY+8QGVszN4f4bZvrBMu8YTKglGD4Q2QsiCwuJyMok84rLiczPA+Ccl5/HZbPR8PkXWJtbiMjNJnHeXJSRoWt6PBo4fjz4AQPBQq32X8ZyaERaVKDRJYbVarqHigMvoVDcQWwQ6lNMyE3gtd9eysufHGXnkUYkScLhctHUNrprVazdWcWk/AQumJ8b9Ln7Nw6JSAZtHHRUdnfXHikT7vsuETkDGwmLajUZKy8Z9nxJkgLuFnLZrXQd2YL55EEkhx111gScxnaMBzfisppRxSYSM+siomddGLJGrW1tbdTV1YVk7kAjiiJZWf7L+AyZTzqz8FLKD7wUqumH5MTe5yia9x2i4vICPpdGpeDOVVO4c9UUAA6Xt/DwU1sCPm+geX3t8cCLtEINTvcRJj1aKKogfny3b9rcArYu8LC0+EB86Lvosllo2/A6hv1fIFlNCCotkcULSLrwTkSNf2s92NvqqHv1Nzg7zsTodpVs63tMax2tnz+HsWQb6Tf+PCR+7LfffjvocwaL7OxsFAr/+dlCJtLxadPI6LoopBEe7pEo3f0sUXH5SJKDyNhckrPmow5Ca53JBUkkxmpp7RjdpVKb2wMfVpl0yV20fPh3j49XRXb/AFg7wVDjnViLWi26zEyvbHTZrdQ8+wCO9jNVBiW7BeOBL9Ef3wMXP4DJ7iAvL4+4uDiPx5WcdrqObqfr2HZcdivajAlEzVhG/Wu/xtnR7NEY1uoS9FvfJWHxDV69ppFy8uRJOjtH7mILVzo7O3G5XKc7K42UkGY3pI9bQXL2uZzY91+69JWEU+aBy2mls7UEEDC0l9NUtZmCaTcTmzwx4HM/+eASvv6LT0d1GeVg2B4zfSmGPZ9hrRvGtzmIT1oTA5pJYO2Adg9do3m33+q1q6Jt/St9BBrAicBBZR4npVSkTz7t46NJTEzkxhtvRKNxv7p1mgzUv/YbbI0VpwqPgblsL+2bvK9xod/8P6x1x0m58gcodP6J63WHzWbj2WefxTzGS8+2t7fzwQcfcMUVV/hlvJCnhSvVOibO+y4zlv4ahTJ8+oqdQQJJwuWyU37wFRz2wK8QoyM1/OpbC1AownOD1VNe//xYwOfIvP0PJF76bQTNqRKTgogmcwI5D76Absp53Q+d/r9+CKCK7RYmxTB3/PHz55B+cd+WauaTB2n64EmaPnwKS033a5UkCX1LE+u//JL//ve/HN29A4m+14idqgmcVKSdMUqSTv+0trTw9JN/pfT44O+dpfootc89jK2h7LRAjxRz+X7qXvgpLkdgk5P+85//jHmB7qG8vNxvNUfCJk9YodIycf73OLzl8VCbMggSSN1td1rrdpOae37AZ5xZlMKzP72A9zacYPP+OowmO1Z7aMP1vOWDTWXccEFRwOeJnbmC2JkrBjyefsUPKD+6HZwOt0Kdcd33UGr/gcuix2oAlxWU2m7NtOq7/dfR2aCRdlH9z/tQxqUAApa6UiTzmbA74/7uDFbp1LI9DQUWRSpRzjP+FAnQC1E0iGcSiPqX+RGQcEkC695/k4gsBUnLb0aTkoPLbqX+9d9jrRqqq7vv2Fvr6Dq8mejpywIyfnNzMyZT8DOLQ4XL5aKhoYGMjJFXjQwbkQbQRqaQXnAB9eWf+2W8wQLl3d2uOk6FwSmV7m4uutuBWoxD11DwJ0lxOr55xVS+eUV3jZF/v3eADzZ51zg2lHR22TFbHSGtGZJ7/7NU/u0uGGSVGDVtKcaSrUhWPYIA2pi+bhp1dN9oEXtrLfbWWrdzSb3+X4WTQufA6IVaxeB1hoVe/5rpKKNRjKPyZBPWZ34AmggElxPJbh3ytY6Ujp0fB0ykt2/fHpBxwxl/heGF3N3Rn5hE/7T/cZfJ1P9xSZJwuST279Szc3MbB3fraWt282WQpJC6ZO66chqF2XEhm98X1u+pCen8Cl00+Q+9SOzCqxAj4xA0EahT80m74VGiZl6A8cCG094G6Bbl3j9+p9fnL8nVwTx7CRdad7PMto+JjmrUkh0lDuY6SnFwKkLAagq4QAPYmipxWgKTntm/YexYR61W+y2hJexE2m4deT2L4VJNe57v+a8gQHJat1PSaHBw7LCBhtrBfWcJ6cFP0ujN15b7v4ddINkQYpEGEBQqEpfeTN73/0P+Qy+R9c0/c9CUwqfP/KvPcb3FOlBMcNahlByMd9Sy0H6ENFc7WmxESWYmOGtYbDtIvMsASCS7gly3QnJhPLhh+ON8YNasWQEZN1yZP3++38YKO5HWRCQSjILA/YVco+kb11hVZjrtAukhIX0mETHehWD5m+T44HQo9hdma/itoHYdbeSxF3cyQTl4hbVACrUKJ5MdlUxyVg/6fARWIrAjAGqC/d4J2JoHt2uk5Obm+jV2OJxJTExk3jz/9QENO5GOiMlEFx3cFk0Atn41NJwuibbmM37M2ORJ5E25PthmDWB8VhyJsdpQm+ExE8LQPfPKp0dRuOxohOD3TRSAXFcTg4WberI0kXr9+B1BQKELXCr7zTcHpy5OqLn+ev/qRNiJNED+1BtQqKKCNp8kQXPjQJ+f3SYhiErS8pczfubtCCHqINOfH31jTqhN8Jhth+px+VK5KUA0tHZRXtuBHSWdLv/uL3h6/9fTPMabfiCDCXMgxDpqcuAil5KSkrjlllsCNn44cOmll/q9Y3h4qE4/dFFpTFrwfdLyl6PsaTkRQKorTFgtZ1wbwqn/ZU9YwNTzf0Jm4cUBt8EbJuUl8uRDS0iICf+ylB1GG2+vC59COla787Q/Y7t1vN9Fzp3Y9hdiTwXdEyH212uInLoEdUpgU/lTUlKYM2dOUMvaBoubbrqJ4mL/1/wJqxC83qi1sWQWXkxm4cXUl39B3Yk1+HvdYOh0UFdlpr11kPCs2ASmn3cDYpj60fLSY3nhFxfT2mFm495a2jotfLSlHLsjfFatPbz4SQkvflKCWiXyteWF3HBB4LM23ZGeGEmk0kGXQ8E6y2QmqurIU7YMf6IXjFb5SbrkrqDMs3jxYqKioti9ezeGQUq8jkamTJlCenp6QMYOy5V0f9ILljPl/IfRRHrWL2y4q7QgCKd+wKAf6JcUFTBr0bywFejeJMbquGrJeO5cNYUHvx7ebhCb3cUrnx7jxkc/prbZOPwJAUCtUrCsqPt21IGCpwwXUOcIbDr06EBAoRx5zWtPmT17Ntdcc82Q6e+jAVEUWbJkCRdddFHg5gjYyH5Go0tg8oIHUKqj8WSt0iPEQz0WHaNi2tw4MnN0REYqiIxUkJGtY/rcOGyGnbic4ReZMBTnTsvg+yGo4+wtRrOdnz69OWSRH7feciHTtd1JKbGimVRl3wvGGLwTH5aomRcEdT6TycTLL7+M1Rr4+O9AIQgCM2bMYPbs2QGdZ9SINHTXoc6euKp7A0/o2X4Z5pzTq+bBj9VoFeQURDJtbjzT5saTOy4SjbZ7BV1f8YU/zQ8KMyYkjwqRaeu0sn53YMK9hkOlUvHoA1dzf9JGron4ChHpTFp2EN87T6YKhjliZDwpl94dhJnOsHHjxlGf4CIIAtOmBb5ByKgSaYCEtBmMm3kbUbG5BLpqXmdLSUDHDwSJsTqKcuIRfah7HGx2lzQNf1CAUCdmsPThJ5gc3Y4odJeJDsXFzdONxkChKZpL3vefDcJMfTlx4kTQ5/QngiCwfPlyEhMTAz7XqBNpgNikiSRnLyDQH2OHzYTkGl1FjQBuumgi4mhYTocYQRBw6uIDF3fsqR2D/PR/frjzvZ5TpSXx4m+Ree3DPpw9ckbzKjotLY1vfOMbQVlFQxhHdwxHU/UWAv3Vslna2LPuZyRnnUNK9gK0kckBnc9fzCxK4cffmMPzHx6mtjkcWmUPjlYTuo3ZpqYmPv30U8ymVJZTT+/PUjhe3ty1afTF1qRL7yFq0nl+7wrjKRUVFTido2/x08PXv/71oM43akXabGwc/iB/4LLTXLWJ5qpNxKVOI3/qjYhi+L9t50xJZ/7kNNbsqOSp/+0PtTmDsmlvLXOK01gyy3/94HpTX1/P5s2baW9vR5Ik1Go1JpMJSZLObFiJOkoUmUx01vQRwR7xU8Sm9GlFFUr8cfEQoxKICfImYX+2bds2/EFhTDD6VPZmVLo7ABRi8MKFetA3HuD4rn/jco2OWzVBEFg+JzukpUKHwiXBa2tKhi2I5QurV6/m1VdfpaqqCoPBgNFopK2tDYvFMiCi4Jgym6+UE2gVYnAh4kRE0EWTfMX9xM4OXGhVKMi6M7T12o1GIw0NDaM2mWWoIIRAMWpFOtpPJU29pUtfwYH1v6K5ZkdI5vcWlVIR1pXz6lq6qGzwb0LD1q1bKS0t9fwEQaBemcRm9WQ+0M7n48hzyX/geaKnLApYwaFQkHn331BGxYXUhtHs5gCIjQ18BnR/Rq1Ip+YvDdncToeFqiNvcWjzn6g5/hF1Jz6jrWEfdmtoEjSG49plhSyfkx1qM9yy66h/Gyl89dVXvp0odG/bOZ1O2tvbux/zUzPRUJN6/SNokkJbwREgOjqa6OjRmzy0dGnwdWfUfgIjotJQ6wIf/jIUVlMzjSfXU1/+ORUHXuHAhl9RsuPvWLo869YcLARBQKEI3z/1Hj+G4hkMhiFXa73aCQ5ZP/r555/H5XKhTgy9sPmDQDeZ9RRRFJk5M/wTrgZDoVBQUFAQ9HnD95vrAUXzvkO47cV3dVRSsuPvWM1toTalDw6nf5piBoLqRv/dgXR0uC+U706QBxNrl8vF008/TeSUxTAKNoqHo+75hzEEqKC/t8yePTto4Wv+ZNmywLQWG45RLdJqTQyTFj6IKgiV8rzB6TDRUPHl6d+tpjbMxsaQbjiePz34Nbo9xZ8bh6Ib98RwUzgtA+soW61WtuzeT8qq7/nDtJDTvPpvWJuqQm0GgiCwYsUKrrvuulCb4hVTp04Nybyjfomgi0pl2uJHMbZX0NVZTUfTEQztZaE2i5aa7RjbT+KwdeGwGwABpTqS5KxzSC9YgSAGN0Z4zqQ04qM1tBvCr1ZCR5eN/6w+xOXnFWB3ukhLiPDZPeNr9w+bIRGFxowg9r3j2L17N0sefBAxMpaGV35NaNNeRk77ly+Rdv0joTYDgOzsbK677jrefPPNUJsyLBMnTgxZRMqoXkn3Jio+n9TcRUyYew/p4y5CVIS+upalq+GUQANIOGxG6su/oOLQ6yGx58/3LyI6Ivihi57w3oYy7vzd59zz2Bdc/eMPefzlXT41C4iI6NdezMPGhbrk7hXmYNmHR48eRZc7lbwfvYIYE9p9kJFirjoaahP6kJ2dzZ133hnWIXnZ2dmsXLkyZPOP+pX0YGSMW0F6wTLMhgZcLjuWrhYqD4dGGAci0d6wn67c84mMzQnqzCnxEbz6m0tZ+1UVL316hLaO8FtVA7gkiY17a2lo7eIv9y/26tye6AGDweB9s0LhzCpa4sxux8cff8yJEydYuXIlOXf9lep/3YfTEF57Dp4TfmIYFxfHddddx+rVqzGbB28AHUgUCgVXX301aWlpKBQKduzYQX19PVqtlgULFpCQkBB0m3ozZlbS/REEkYiYDKLicknKnE3u5OsQhHCpDy11J8U4BzYbCAYr5uXwws8vZur48F4VHq/Sc6zSezG84oor/DJ/b4k/fvw4e/fuRdToyL77b8TMuwyUar/ME0y0eaHxqw5HVlYW3/zmN0MSnnfBBReQk5ODWq1GoVCwcOFCrrnmGlauXBlygYYxLNL9Scqcy4zlvycldxFCCLIV++NyWtn35S/o0oduI+f33z6Pe6+bQYQ2fG+oXvrE+9vz1NRU5o0b328l7cGqephF5v793en1okZH0gW3U/Dj1yh45G2y7v4rUTNCm2rtKYkrvhFqE9yiVqu55JJLgjafKIosXryYyZMnB21OXwjfb2cAEEWR7KLLyS66HIfdTEvNVzRUrMPpMIXEHsnloHTPf5hy/sMoVaEpdnPh/FwunJ9LdaOBf757gAOl/m0lNVLaO31zyYxXaxC27uDQlEl0xca4LVB0Gg+8AHq9HqfTOWBzUp2URcrKe4ideyltX7yArfEkiAoii+ZjbSjDWnPMp9fgb1Ku+ynq+LRQmzEk2dnZLFu2jC+//DIg5QKge9WekZHBnDlz/N40NhCcVSLdG6VKR1r+YtLyF3Ngw++wW/UhscPpMFFf9jnZE1eFZP4eMpIiqajtDKkNg5GT7tvtr6hSIiAw9dBRTDotB2ZNRzgl01J/RfbQTatWq92G+AFoUnJIv/FnfR6TJBdVf78HZ2erV/aPGEEBooAgKoicdC7JK78T1ptzvZk5cyZTpkxhx44dNDc343K5qKqqwuUaeaz/xIkTQ7oJ6AtnrUj3JnfytZzYE/zC5z00VW2ipfYrxs+4jejE8SGx4Y8v7cJgCo2PfCjuvsq3pIf42bMRFAokp5MIs4W41nb0ifEACEhIPgiWL2FYgiCS/Z2nqXziNiSb95tigkqLZLfiTeifoNaR+8BziIrQu/V8RaVScd55553+vaysjPfee29EYyqVyqC6U/zFWeOTHoqI6PSQh+y5nFaO7/4Xps76oM+973gTOw75t36GP1h1fgFxUb79XdQJ8aRddMZPPOF4KfEtZzYhBQ9upXvLsVqtZt68eT7ZIiqUxJ97jdfnRRQvJPOOPxI98wLEqAREbSTq1HzUKXmI2sjuTMje+ytKNVHTlpD30IujWqAHo6CggMmTJw/aDk+pVKJWq1GpVKSnpzN37lyUyr7rz7S0NO69994h74TCFXklDVQf+wCXMzzC0cr2v8DU84PbLeOLndXuq8qHiIe+PovFs0ZWFCr/jtsQ1WoaPlkDVitFx0qx10Zimz8P3bQpdJlMlJSewGEb+LfvLdCiKHLjjTcSExPjsy2xC67A3t6AYd8XePJGx8y+mMQVtyEoVSRfejfJBLcHYbghCAIXXXQR2dnZ7N+/n/b2dnQ6HcXFxcycOROtVtvn+EWLFmGz2XA6naPC7zwUZ71IO2xdtDeET1F8mznIvkugrdMS9DmHY6QCDSAoFOTdegtZ11xN55EjSJJETHExqpgzfu4VKxw8+eSTbv2doihyxx13jLhEpSCIJK/8NrHzVmLY/yWd+9chWQbWLBEjYsm4+Veok8O3amGoEASByZMnexyNoVaPvhDJwTjrRdpm0RNWS0i6N5sEIXi3ZSnxEUDwLw7u0Kj8G8+ujIokYd7cwZ9TKrn22mt5++23B1TPi4iI4I477kCj8Z8rTJ2cQ+KKW4k/71raN/8Pw4H1uCxdCCoNUZPOJX7R9SijQx+bKxM+nPUibTaFV8gZEFSBhu4wvHW7w6e4/Yp5wV1FZmdnc99997Fz504qKipQKpVMnz6dwsLANUsQtZEkrriNhKU34zQbEbURiKMwOaY3kiRRXV3NwYMHMRgMREdHM3XqVHJygptZO9Y460W6tXZnqE0YwP4Nv2X64keDNl9xfgJXLhrHO+tPBG1Od2SlRPkc0TESRFFk/vz5zJ8/P6jzCgplyLuljASn08maNWsoLS0dtAP4sWPHmDZtGitWrAiBdWOD0bfV6UckScLQ6kWbpSDhsHZwYONvgzrn7ZdP5qrF44I6Z28iNQruXDWZp3+0bNTE857tSJLEc889x9GjRwcV6J5jDhw4wNGj4VXYaTRxVot0V0cVEJ7F8O2WDlrqdgV1zm+snEROWjRiCETy29fO4LLzCmSBHkV8+umnQzZZ6EGSJHbuDL871tHCWS3S3ZuG4UvV4beDOp9SIfKrby2gKDceURSCKtZ/fmU3j/5zKzb76G5UerZQXl7OkSNHhjlKOv3T3NzMG2+8gd1uD4J1Y4uzWqQjY8I7zEmSHEFvw5UUp+NP957Pn+87n7uumkpirHb4k/zE4fJWrv3Jhzz+4s6wbvd1tiNJEu++++5QR9A/YkqlcNJQV8VHH30UUNvGIme1SGsiElCoBrZNCifqy9eFZN7C7HhWnptPhCa4e8uSBBv313HVjz7gob9txO6QV9bhxoYNQ/VKHDyc1e4UyUrqorKitLvWt4zHnNUiDVA0565QmzAkZmNdSOdPTYgY/qAAcayynW/+bi12h3erakmSON5mYEdtGyfa/dfkVgY6OzvZvXu3T+cazCoyk0xUVYW+z+Jo4qwPwdNFZzBu5j2U7f1nqE0ZFEWIa4rMmpjCrpKmkM3f1mnhk60VrFrkWeTJpsomXjxcM+hzE+MjuHduIWpluDR/GH18+OGHPp9rsSsYn24IWAnSscpZv5IGiEsex9TFPwPC78ubmrckJPNu2FPDPY+t5d/vHQrJ/L1ZvcmzxsI/X3/QrUADlLSb+O5n++m0yptXviBJEvX1vhcAUwguVEoX+fn5frRq7COL9CnUmhiK5t2DQqkDQaR3iR1BUJA54TJUmrig2qSNTCE2qSioc+46Us8VD73Pn1/ZTW1zV1DndkeXefAY3N68ebSGepNn4vurTcNFJcgMhrtYaE9QK10UpBmxuzQo6ELfXILZEPyKj6ORs97d0ZuouDwmnnMfTVWb6WwuQZJcRCcWkppzHrrodNLyFnNw4++xWdoDbosgKJk4//6Az9ObZ947wOpNFUGd0xNSE4f2iztcEp9XeO6S6bQ56bTYidGGdznP2opjHNz2BQ67nbzi6cQnp7Nn4yfomxuQJBdJGblMmD6f/IkzUChD+VUe2n2hUzuZktNOhNaJINg5vOXx088pVJGMn3kHUXFy6rg7ZJHuhzYiiZyJV8LEwZ/PnHApFQdfAymwIWKS5CSYiTYHT7SEpUADXLNk6BoatQbvi+mX67uYkRbno0WBw+lwYGhv5sMX/oq+tfH04ydL9g04trOtmfJDuxBEBZfdej+5EwLbZFav1w/yqHuBjtbZmZrbjkrp/hinvYtjX/2d4gUPEBEd3q29QoUs0l6SkDYDm7mNurLPkVxOAlVBTxAUiEFsmPvch4eDNpc3zJucynkzMoY8xpeNqNgwW0XbbVa2rXmLQzvW43J651aQXE4+eO4Jbvz+b0lMzQyQhQwopD/UZz8pxsKk7A5650O5z42SqDz8JsXn3DdSE8ckskj7QFr+MhLSZ9PesA9LVzPtTQdx2v3bzDYhfTqCGLyNzOrG8ItdvXVlMdcsLRw2VTwrxvui7vlx4RMf73Q4eO+ZP9FYUz6icT584f/xjR/+KWCp9fHx8SiVymF906IgUZTZ6aFAd2PqDJ8qjOGGLNI+otbGkpq3GIDs4is5uOkPOKz+aeQqKrWkFQS3aphSIQKhSBzpvRrr/iarFAIv/PJioiM8K92pFEUuG5fKh2WNwx8MXFkYvNtqg76No7u3UHXsAIJSJDo2EYfDRkRkDAVTZpNdUMyOte+OWKABDO0t7NnwMbOXBK7R6qJFi1i3bugEq+RYC0qF93c3kiTJtVsGQRZpPyCKStLzl1Fd8p4fRhMonn8v2ogkP4zlOfMnp/HFrmCuZgb7Enc/ZnfisUD3sGpCBnVGC3sahy74szwniZWFQ7tPfMVsMrJp9cvUV5UhCALGjvYBrove8QyHdnzpdxv2bfmM6edeiFIVGHfOzJkz2bZtG2az+30ArcqXi70gC7QbZJH2Ewqlf/qoZRVdjjYyxS9jecNNF03kyz01uFyhTzQQfPDzC4LAt2ePQ2+x8ezeco63m5DoXpvHqhUsyU0OmDgDbFj9Mge3fRGw8T3FYjLSVFNBRv6EgM1xxx138Nxzz2EyDR6i6XD1jez1RHt10Vn+MG1MIou0n4hOHD/iMQRRTWru+X6wxntSEiJ4+Btz+P3zwSgpOZwIS7S2tZGY4H0bqTitmocWuAnNCQBVpYf49NV/YLP4d09iJEgBjjzSarXceeedHDywn7bKdzGalcRH27A7FCgVLqJ13XcP3iyMU3PPDZC1ox85mcVPqDUxw66m1dpEt88plLqgdmMZjAVTM7j+gsCtwDxFQuDYiWOhNmNYDu/cwOr//iWsBFqt0ZGSFfiMPrVazew5c1l0yYPkpNqJ1jmJj7IRE+FAELwTaICE9FmBMXQMIK+k/UjBjNsp3fW0m2dFJsy5GwSJlpqv6Gg5isNuQq2NJz1/KbHJxUG11R03X1xMVko0r39WErKMQ0EArSb8/JNNtSfZuuYt2hvrcNhtWM3hkZHZm6IZC1Cpg1fvRRORyKwVv6eubA3NNV/htHkfJZSctVD2Rw+BLNJ+JCYhnwlzv03F/lew285Eemgikhk341Y0EfEAZBZeTGbhxaEyc1iWzMpiyawsjCYbv/j3No5X6/08g8BgLo+e72lypJkpRcG5aEmSxMmj+ziyayMGfRvRcQlMmrOIvOIZp4XDbOzk7X/9AX1LQ1BsGglqbfCrFgqCQOb4i8kc3/2Zbq3bQ335OqymZoZLyNJEpJAz6aogWDl6kUXaz0THFzBtyc+wmtuxmlrRRqWg1sSE2iyfiIpQ85fvL8bucLLraCNbD9Sx80gjXRbfazi4o0egBSSumKdErY31+xz9kVwuPn/zGY4f2NFdyBpoqa+i4ug+CqfP58Lr7sIlufjf07+hsz38usoPhs3qffalv0nMmEViRrf7wtB+kuM7nxr0uOiECYyfdXswTRuVyCIdIDS6eDS6+FCb4RdUSgULpmawYOqZ6IgWvZk7f/sZvgeDnFlNn1lBm1g1V+Cyi68dkb2DIblcSJKEqDiTILRnwycc37990ONL9++gsaqMrMLJo0agAeKTwiu1Ojo+j9kXPk5r/V7qTnyG02EmKi6f7IlXoNHFhdq8UYEs0jI+kRSn42srJvDG58d9Ol8AHrp5DsUZNk5UlKFRiRQXLUAXlepXO6uOH2Td289h7OwuiiWIImk549DoIjl5dN+Q53a2t3Dkq6G6kIQXSpWaCTPPCbUZg5KYPpPE9JmhNmNUIou0jM9cuXg8a7+qorXD4tV5EVolj333PPIzul0ayakFfret5sRR1r37HJ1tzX0el1wu6k+W+n2+UCMqlFx4/d1oQuCTlgksskjL+EyUTsXfHlzKb/6znZLK4cu3CsBFC3K556ppKBSBi/5c/dwTVB0/GLDxwwldVAzjJs9m2oLlJASwuJJM6JBFWmZExESqefy+RZgsdj7ddpLD5a10me3YHE5qGo04XC6iI9Rcfn6BR8WSRkJLfTVv/eO3OOy2gM0RTsQnp3PDfb9CoQyvin4y/kUWaRm/EKFVcfXSQq5eOnTt50Dhcjr539O/wek4O1pjJaXncPXdD8sCfRYgZxzKjAl2b/j4rBFogFW3P4Ba4596MTLhjSzSMmOCkt2bQ21C0Bg/bR4R0YGPI5cJD2SRlhkT2O3WUJsQFNJzC1l21W2hNkMmiMg+aZkxQURUHCbD0LWkRyM5E6ai1UWiVKkomDyb3AlTEUR5bXU2IYu0zKjHZrXQUl8VajMCgkql5sIb7g61GTIhRL4ky4x6SvZsIVANgUNNbJJ/MzBlRh+ySMuMehoqx14GYQ/TFga316VM+CGLtMyoR6MLn87f/iSzYCJRMWOjSJeM78giLTPqGT9tXqhN8DsJqVlcevO9oTZDJgyQNw5lRj2Z+UUkZ+TRXHcy1KaMmNjEVM658GoKJs9CoZC/njLySlpmjHDNPT8hI78o1GaMiMiYeG5+4PcUTpsnC7TMaWSRlhkTKFVqrr7rYS695b5QmzIk3f0H+xaZEkSRibPO5bYf/1mOgZYZgHy5lhlTZIbxaloXFcPtP/k/HDYrrQ01KFQqktNzZGGWGRJZpGXGFLUVx0JtglvmLL0cURRRa3Wk54WmWqDM6EO+hMuMKUQffLmr7ngwAJb0RRcVy7QFywM+j8zYQxZpmTFFzvhJHh8rKpXccP9vyCmcQmRMgs9zqrQ6MvKLUKrUgz6flj2OWx78Q0AbHsiMXWR3h8yYQlQoyC6cQnXpoWGPvfaeR0hKywJg8aqv8/HLT3o93+yllzFv+RUoFEpMxk5OluzDZrWiUCiIioknJSufyJg4r8eVkelBFmmZMccVdzzIs7++F4vZ6PYYXVQMKZl5p38vmDyL+OR02pvrvZpr7tJVp8PlIqJimDRnkU82y8i4Q3Z3yIxJvvnzJ0nuJcK9ERVKrr77JwMev+aeRxAVCq/mUXh5vIyMt8graZkxy/Xf+wW1Fcf48p3nMXa0ISqUFE6dx7mXXodaO7D1lDYikqnnLGf/1s9BGr6qXkxCshw+JxNwZJGWGdNk5hdx84N/8Pj4hZd8DbOxk+P7tw977EU3fXskpsnIeIS8DJCR6YVCoeTCG+7m6rt+QnxKxuDHKFVcdusDpGbmB9k6mbMReSUtIzMIGfkT+PoPfoexo43Whhqa66qQXC7S8grJHlccavNkziJkkZaRGYKo2ASiYhPILZoWalNkzlJkd4eMjIxMGCOLtIyMjEwYI4u0jIyMTBgjSB7Eg3o0kCDUAJmxsbHMmDHDL2PKyMjIjHX27dtHR0cHQK0kSVn9n/enSOuBWL8MJiMjI3P20SFJUlz/B/0Z3VEB5ANG4IQfx5WRkZEZy4wHoujW0AH4bSUtIyMjI+N/5I1DGRkZmTBGFmkZGRmZMEYWaRkZGZkwRhZpGRkZmTBGFmkZGRmZMEYWaRkZGZkwRhZpGRkZmTBGFmkZGRmZMEYWaRkZGZkwRhZpGRkZmTBGFmkZGRmZMEYWaRkZGZkwRhZpGRkZmTBGFmkZGRmZMEYWaRkZGZkwRhZpGRkZmTDm/wN7gg/x/ITj5wAAAABJRU5ErkJggg==\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["k= 199 F1 score is: 0.7887742906726016\n"]}],"source":["data_path = 'datasets/denmune/pendigits/' \n","file_2d = data_path + 'pendigits-2d.csv'\n","\n","X_train = pd.read_csv(data_path + 'train.csv', sep=',', header=None)\n","y_train = X_train.iloc[:, -1]\n","X_train = X_train.drop(X_train.columns[-1], axis=1) \n","X_test = pd.read_csv(data_path + 'test.csv', sep=',', header=None) \n","X_test = X_test.drop(X_test.columns[-1], axis=1)\n","\n","data_stability = [] \n","\n","from IPython.display import clear_output\n","for knn in range (1, 200):\n"," clear_output(wait=True)\n"," dm = DenMune(train_data=X_train,\n"," train_truth=y_train,\n"," test_data=X_test, \n"," k_nearest=knn,\n"," file_2d=file_2d,\n"," rgn_tsne=False)\n","\n"," labels, validity = dm.fit_predict(show_plots=True, show_analyzer=False)\n"," \n"," validity_key = \"F1\" \n"," print ('k=' , knn, validity_key , 'score is:', validity['train'][validity_key])\n"," data_stability.append([knn, validity['train'][validity_key]])"]},{"cell_type":"code","execution_count":5,"id":"bd6e83f5","metadata":{"execution":{"iopub.execute_input":"2022-01-29T01:26:18.435231Z","iopub.status.busy":"2022-01-29T01:26:18.434395Z","iopub.status.idle":"2022-01-29T01:26:18.435882Z","shell.execute_reply":"2022-01-29T01:26:18.436516Z","shell.execute_reply.started":"2022-01-28T23:46:30.483565Z"},"papermill":{"duration":0.031068,"end_time":"2022-01-29T01:26:18.436709","exception":false,"start_time":"2022-01-29T01:26:18.405641","status":"completed"},"tags":[]},"outputs":[],"source":["#computing moving average to smoth the curve\n","x, y = zip(*data_stability)\n","window = 5\n","cumsum, moving_aves = [0], []\n","\n","for i, n in enumerate(y, 1):\n"," cumsum.append(cumsum[i-1] + n)\n"," if i>=window:\n"," moving_ave = (cumsum[i] - cumsum[i-window])/window\n"," #can do stuff with moving_ave here\n"," moving_aves.append(moving_ave)\n","y = moving_aves "]},{"cell_type":"code","execution_count":6,"id":"ea3f49b9","metadata":{"execution":{"iopub.execute_input":"2022-01-29T01:26:18.481786Z","iopub.status.busy":"2022-01-29T01:26:18.481091Z","iopub.status.idle":"2022-01-29T01:26:18.775288Z","shell.execute_reply":"2022-01-29T01:26:18.775816Z","shell.execute_reply.started":"2022-01-28T23:46:48.878352Z"},"papermill":{"duration":0.31904,"end_time":"2022-01-29T01:26:18.775997","exception":false,"start_time":"2022-01-29T01:26:18.456957","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABLkAAAIbCAYAAAAHP0wSAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAADbv0lEQVR4nOzdeZxbd33v//dXy6wee7zHHmdxCDgBQmJI2FJIIBRDoWAgaYFeSlpu+7ssvb8WMCTc9pK2XJLUtwu3pPS2BVIK/ICE4EChuEAWQghLwElMFmf1No7X8eyblu/vj6NzdKQ5RzpH0kia8ev5eOQxGc2R9NUy8uitz+fzNdZaAQAAAAAAAAtZotULAAAAAAAAAOpFyAUAAAAAAIAFj5ALAAAAAAAACx4hFwAAAAAAABY8Qi4AAAAAAAAseKlWL2AxMsbskrRR0rikJ1q8HAAAAAAAgMXgHElLJD1trd1c/kNjrW3+khY5Y8ywpGWtXgcAAAAAAMAiNGKt7S8/sW0ruYwxmyS9TtLFki6S9BxJRtKV1tpb6rjcd0p6r6QXSEpKelTS5yV9xlqbr3fdBeOSli1btkwXXnhhgy4SAAAAAADg1HX//fdrZGREcnKXOdo25JITRP2/jbxAY8yNkt4naVrSDyRlJF0u6dOSLjfGXNGgoOsJSQMXXnih7rzzzgZcHAAAAAAAwKntsssu01133SWFjIZq58Hzv5K0XdJvy+m5vKueCzPGvE1OwHVY0gustW+01r5F0rMlPSLpLZL+qK4VAwAAAAAAoCXatpLLWvsv/u+NMfVe5DWFrx+11j7uu54jxpj3SrpT0tXGmL9vYNsiAAAAAAAAmqCdK7kaxhizQdKLJM1Kurn859bauyQNSjpN0kubuzoAAAAAAADU65QIuSS520o+ZK2dCjnm52XHAgAAAAAAYIE4VUKujYWv+yocs7/sWAAAAAAAACwQbTuTq8GWFL5OVDjG3X6yL+iHxpirJF0V8foujHgcAAAAAAAAGuBUCbka4SxJl7Z6EQAAAAAAAJjrVAm53Cqt3grHuNVeYyE/3yvprojXd6GkZRGPBQAAAAAAQJ1OlZBrb+HrmRWOOb3s2BLW2psk3RTlyowxd4qqLwAAAAAAgKY5VQbP7yp8fZ4xpjvkmIvLjgUAAAAAAMACcUqEXNbaA5J+KalD0pXlPzfGXCppg6TDku5t7uoAAAAAAABQr0UVchljrjPGPGqMuS7gx+5pNxhjzvGdZ42kfyh8e721Nj/f6wQAAAAAAEBjte1MLmPMC1UMnyTpuYWvnzTGfNg90Vr7Ut8x6yRtKnwtYa29xRjzGUnvlbTbGPN9SRlJl0taKmmHpE838jYAAAAAAACgOdo25JITPL0k4PRn13qB1tr3GWN+JOn9cgbDJyU9Kulzkj5DFRcAAAAAAMDC1LYhl7X2Tkkm5nmuknRVlWO+LOnLta4LWIx27BrU9p17dGh4Suv7u7VtyyZt3TzQ6mUBAAAAABBZ24ZcAJpjx65BXX3rg5rOOIWMg8NTuubW3bpv35DuePRYSfAlaU4YFvW0oNAsKFwLO289QVyc6wEAAAAALEzGWtvqNSw6xpg7JV166aWX6s4772zxatBq7V4ldcn1t2tweKrqcemEkYyUydnYp3Wnk3rbiwZKQrNXnbtaX//FoKYyOe+4VEKSjLL54nk7Uwm9/vmn6bsPHfaCuLDLDAqvgq4naSRjSq+nO53UdW89v60eGwAAAABA0WWXXaa77rpLku6y1l5W/nNCrnlAyAXXjl2DuubW3SUBS1g406pwZePV39ZCfRUwUsnagwK2OAb6u3XP1a9uyNoAAAAAAI1VLeSiXRFokPKKrQ+/9jm67j8eLQm4JGkqk9OXfrLfC2fc9kBJTQ+6rLXqSCU0k12Yey6UR1mZfH1x3aEIFW0LXdTWzVadFvY7QMspAAAAgGqo5JoHVHKdeoIqtsqrjKqpp4qo1gDgew8f0R984b45lxd37fMtaYxyTXitSiWk1X1dOjwyXVM40+4BkqQ5z9PgllNJxpScFtTiGXZaIlF63pSRTNlpQdcR1jIa9PsV1hZLyykAAACweNGu2AKEXKeeqHOtKjGSnr7+DbHPV2sAMJPNacvf/lB7T0zqrZvX66dPn6w4x6qemVxhoVmUdkO3vbN8PXGCuFrbGlMJJ8QpCWwCTutKJ/SG89fp2w8+o2lfVVxQ4BMnLAo6TcYo5zstUTiu2mnppFEqYTSVae+qvaCwN87vFy2nAAAAwOJFuyLQBJXegHenk5HCmfX93TVd9/ade+a0RAa17U1lctq+c48Xct10z17tPTGpc9Ys0Q1XXKB0MlFy/EVnrmhYFVFQaBZ1cLxbJVW+nqhBXNTrGZvOaHQ6W3IfOHmVrXradCavr/9ycM59nrNSrixIy1lJtnGn5SOelsnZmmeVNdPg8JQuuf5273F5/6ueFStALj9/I1olm6HdN6gAAAAAFgIqueYBlVyLn/8N6dLulEamsoHHDRTerFYLZzpTCd3wthdEelNb+ma4S4PD07HWPtDf7c2espL+9fdfrEufszrWZdRiPt7EN3JO00IewI9wcXYAbVWrY9gGFbReAgAAAKWo5AIarPwNqRtwJUyhgqagO530ApbyN6puVZJbobKyt0NvfMG62NcdN+ByzlOsikkY6eTEbOzLqEXQ/TBfl1nL9azv766r5bRZc8Pq0d+d1kw237A21EafFiZppFSydIOEqOcPqmqMUunYTEHVmK1cT5h6Zs61W5XcQlg3AAAA4qOSax5QybW4hc0H6u9Oq7czFesN0tRsTq/5m7s0ODylP3vjc/WeX9tY03WXixMgMMPIEXW2WZy5Ye0UILmVQVJ7DcL3nxb23DaS/va3L6z5/FHVOhfPVWtlYVgVYdB6WrXLZCN+P6K2Jket+oxyXL3rppoOAACgvTB4vgUIuRauKG+azrr624HnrfUN8g8eOaL3/Ot96u1I6gcfukynLesKPbZSS53bhlhLgFDPG/vFpN6Kj3bfXbHd36yHhbhRg9h6N4DoThst7+3UM8Pxd9eUou1cGRScRL3drdxlshGba/jFCYuDbk/UFs961x3nQ4Bm/P7XGvYBAAAsFoRcLUDItTCFvWnyVyD0dCQ1MZsLPH89FVF/+IX79J8PH1FXOqGZTD7wTc6y7rSGpzI1X3e9AQIw3+qdTVVP1U6QoB0unbOWtqamEkbpZPSdK4PCq498/UHN+tox6w1sGv173eqZdeW3J+rrWb3rjvohQPTnnqQIO7amjGTKdmatJ+wDAABYLKqFXIk55wBOUWFzcb74k/0aHJ6SlbyAK2lMyXHu/K1avexZKyU5u/RZOXOzPvS1+7Xtlge863YDrkTpVUe+7m1bNqk7nWzouoFG2rp5QNe99XwN9HfLyAks4rxZDzr/9isv0PYrLqh6Wm9ncs7l5axKAi7JmbtXPnstm7eRAy5J3sYP/nX/zktO975f2dsReLvLzxfnOupV6+6vjVJ+e8JuX/np9a476vnDdrktD1Iz+bnhajboNDv3NHdOW7XrDToOAADgVMHgeaAgzpvCvq5U7PlblfzL3U/POS1npVxApcnSrvizv6TiMHbaWtDO6t2gIM5mBP7TNoa0Ic+HoODk2WuWev//p288L3C9ceaONTqU2rZlkz769QerDv8POs1IkaupyjfwcJXfnrD7ovy4bVs26eqvP6jpGtYd50OARoeKUa8n7HoHh6f05Z/u0413PMnrPQAAOKUQcgEFq/s6dXRsJtKxI1MZ3f/x1zbsuuO8Qarnuudjh0NgMah3cH3UnSvDgpOTk8VdTocmgtuSt23ZFHkmV6MrNLduHtDDh0b0T4VAfiDGLKlXnbs60qYMbnv4zfcdLAnTgm7Pti2btO2WB6re7q2bBzQ4POVVNlVb97XffEjDUxn1dCT1ybdEryJsxMYHUa8n6vV+7Bu/8v5/cHhK19y6W1Jtu88CAAAsFIRcgKTJ2ayCag3CKhAaXSXRygoNANEDpLBw5to3PU/S3OAkm8vrw7c8KEla39+lj2w5NzBkGJoohlwnff/vt3XzgGazeX3k687lDfR3aduWcyVJ137rIQ1PZuZ1HtNzTnOqzbZeuF5/9/bNJesKWqvfRWeuiDxY/ayVvfrEtx8p3MbgCqStmwd0556j2nH/IUnS2qWduub1wRVwF2zolyS99OwV+sofvqziurs7kvp//u0XevmzVsa6D7dt2aQP3/xASXvrfOyQGhT2lT9vO1MJ5fJ2Tqut28YYtANlqzbCaPR1R33M4gzrr2e3z3rWWO+6AQA4VRFyAZI+fttDOjo2q7V9nUokjA6PTIdWIMxHlUQrKzQAhLfzRj3NPX/QG86/+PeHNTqd1Xf++yvU39MReP3+YGtoMjjkkqSXn+PM71u3rEv3XH25d/qy7rR+76af6+KNK+btTe/QhFPpuqK3M/Z547SR/vbFp+sT335E3elkxeH563yB//9910W68PT+wONOFNa9MsK6Vy1xHp/j4+GPQZCtmwd08337dc+TQ5LiVbpVOu3PbvuVxqaz6utM6S+3Pj8w7JOkD938gHJ5qzV9nfrYb5ynP/nq/YHrLK8aLh9cPzg8pQ9+7f6SzRXm47RttzygL967Vw8Mjnj/xtV7mVEr1YJuc9h5d+wa1NW3Pqjpwsy9sGOj3o/1VNPFWTcAAKcyQi6cstxPRN0KqqSRvvCel2jTaX0lxwVVIDT6D8o4b7D5YxaYH7XO86pm5ZJOjU5ndXx8NjTk8gdbYZVcknSiEL6s6C29HPf7E+PRWq5rcaKwrpVLgm9DoyzpTKkjldBUJqfJ2ax6OoL/VBka97d4ht/uoRjrdgO8oQqPQZil3c7l3/jOF+oNL1jnnV7Pc2p0OqP/edtD+s0L14c+57ZuHvDCsP/8k1eqv6ej5N82v/JK4KDB9U4B2NwNFxp5WiZndd/+4Tnrq+cywyrVylUa1l9+3u0793gBV6Vjo96PUddY77oBADiVEXLhlBS07XoiYfTIM6NzQq5mzbGK8wYbwMKxordDTx+fqBiclFRyVTiuGNiUViW5IVct4UxUQyEBW6MZY7Syt0PPjEzrxPiselYE/6lywndbK1VeufdJlHXXcz+6AWQjQ0BvPRVu32w2r7HprJIJo6VdaUnBGwUEVQI3a2B+s0S5PVF35oxzbDN2Po2zbgAATmWEXDgllM+xmJzNzt3uPWf5RBRAwxWDkwrVRpPRQi6vmqossHGDlRMTs7LWyhhT83pD1xgjLKrXikLINTQxq9NX9AQec8J3f1a6z9wArPw+C7K0K6V00mh8JqvpTE5d6WTkNR8vrGdVA0Mut8XyRIRKteU9HUoknMd96+YBjU7P6n/e9rCk8NlmzRqYHyRpiq18jRJlZmXUnTnjHNuMuZph19GZSmg2m1dHKlHT5QIAsNjwLyIWPbdqa3B4SlbOHIuTk8G7l/GJKIBGizLn6aRvR8WTFWZyFedilQYpPR0pdaeTms3mNT6TrWe5ocICtvkQpaLK/7NKbZpxZokZY2qu5iq2ksafWRbGH16GXm9IuPbOF58pN+u8c9tlgR/gbNuySalEaSCaThilk/N7Wnc6qXe85HR1l4WI9V5mlJmV27ZsUne69M/fsPNu27JJZXdP6AYAUe7HeuZqOuueG7pOZ/N622fu0cuv/4E2Xv1tXXL97dqxazDwMnbsGtQl199e9TgAABYyQi4sekFzLMKwcyGARqsWmsxkcxqfyXpvpk9OZpTPB1e4VGqJm++WxWZWcq1a4lYwVQi5fKFhxeNizhKrZS7XbDavkamMEkbq705HPl/1tUQP+8ofl1QyoRU9lc+/dfOAXvHsld73A/3d2n7lBdp+xQUa6O+WmafTrnvr+frE1vN13VvPr+syuwrVSyt6OyLvKrp184D+528+1/u+K50IPe/WzQM6bWlXyf0TdOzWzQN6+bOC78fOGtYYtu7r3nq+3Nhs3bIufei1z1FXymj34KgODU97H+Rdc+vuOQFW0Ad+QccBALDQ0a6IRS9qdRY7FwKYD9VCE7eKa0Vvp2YyOY3NZDU2ndWynrlhSaVqqlVLOjQ4PKUTE7M6c2Vvo5bv8cKiBlYqhak2SH8m69xPrhMVquTiVqC5x1UKzsq51Xcreju9lsFGWN7TIWOk4cmMsrm8Usm5n02GbUYgOWHhiYlZHRub0VpfWOO3rDAw/6+vvEBve9EG7/R6BubHOa2e8//kqRP6ys8P6EOvfU6s8OjFG4uB1HPXLa143owvcL79w5eqMxXcwrq0EG5+6u0X6s0XFi/vnieO6+ZfHGzIxjFbnnearKSOZEI/vvrVMsboCz/ep+my35Oow/EZXA8AWIyo5MKit64/+A/7/u70nE+W+UMPQKMV2xWDA5tiJU5ay93KnZCWxeKxc4OmKEPKa+VWm6USRku75//zsWoVTOWnV5pZVSkEqnzd0XeqdB/bRs7jkqRkwmh5T+XnhBvGrVoy9zmxqq/yc0+SjhV+trpv/sPLRnPXfGws3q6i/uOPVbhvcnlbErRWClPdy1xd9jjUusYgx32PlTt3L+yxjTocP+h02hoBAAsZlVxY9H79vLX613v3lZzWnU7q2jc9j1ALwLyrFti4VUDLezo0k81r/9CkhiZmtXHV3Gos9w13cLti9SHltfKGm/d2zMtQ+3LVqqncsKGvM6WxmWxosJfJOW2Exkj9PfFCrkqBRth6Grmzon89QxOzGpqY1Zq+uR/ahM1pk4rBV6V5cF44c6qGXGMzoZs1DE3Myt85fGxsJnSsQVhY2MiQ62jhMlb5rqPe4fjlx5XvPu22NUrs9gwAWBgIubCoWWv1y/3DkqRl3WmNTmW0PmSXKQCYD1GrklYu6dB0Ji9JOhkW7lRovYsypLxWJ2LsUNgIK5dUbvF0Tz9n7RLt2j+s4yG7SnpthD0dSkZsI1xVw/3oBovz0cpZrUKv0qy0YshVoZLLDU4CKsHanbvmekKu6YyzWUNf19z24PLLrXQ9YfdjI0OuoGqxbVs26aNff1Az2bx3Wthw/A/f/ICyvtQu6LiF3NZYvpO2e9vKTwu7HUHnb/RtrneN9VxPKx+/dltPkEY/NvXe5nrOvxDub2A+EXJhUfvxkye0e3BEK3s7dM/Vr461HTwANEK1Ier+Si435KrerhgQcs1ju2Izh877rydsJpe7ng3Le/ToM2OayuQ0MZvTks5U4HFx1u3NUGuTSq5qodvxCgGkG7AcDwlYMrm8Tk46A/Ob9dg2knf7KoR4QcqPPzY2ExxylR8Xcj3TmZzGprNKJ42WlW08ECVojOp4QLXY1s0DGpma1ce/+bAkZ/xC0BvarZsH9I1dB3XXY8clSWuXduqa158357g4bY3tJKgC7UNfu1/GGC/Yq1SV1owKtnrXWM/1tLIar93WE6TRj029t7me8y+E+xuYb8zkwqL2j3c9KUn6vUvOIuAC0BLLfTvcBe2a6A9iVvQ6b5CDKrmmZnOanM2pI5mYE+a455fmp5Kr2SFXtXZF983+yt6OioFY3Hlc/mPj3I9u0DQf1VBRA7+VQTO5qgQsxXCuM3KlWztxK5oqzdUKUl5VFdbOWR4OhoWFxZlsczce8Cq5GhByFSu5Sp/P73zJmTJGMka6a9tloW9k3U0GJOnGd74w8Liwdsx23306qAItZ1VSuSYVq9KinD/s2FatsZ7rafRtWcjrCdLox6be21zP+RfC/Q3MN0IuLFq7D47o7sePq7cjqXe99KxWLwfAKaojlVBfV0q5vNXodGbOz91Aa3lPR3HwfEDA4rXELQmeizWv7YoVhpvPB/e2VGtXXNHbUbHS6cRE/Aqr4v0YPZQYmiiGbo1WbXfOyu2K7uD54POGDUtfKPytgNbODZDDuIFTZyrhnT/ScSFBVaW5Zg1tVwyZ+5VOJrSip0PWhj9PJOno2LT3/2HB57Ytm9SRKn17YCT9yWueXeOqmyNOpVnQsc2oYKt3jfWet1XVeO22niCNfmzqvc31nH8h3N/AfCPkwoJWaQegf/yhU8X1jhefoWU9c9sQAKBZKlUmDU06wdeK3g6t6AkPd6pVU630wpD5GDwfPtx8PizpTKkjmdDkbE5Ts7k5P/fPMas0KH7Iq/iKHuKsrDJDLYi/IqrR4lS1latWyXVs3Ak9FuLQeUnq7UyppyPpzdWKyg2czj2tr/D9dMTjqoRcAY9/X2dKnSnnuTwRY40Vr6dCmHY0wtyw8v/327p5QO+4+HTv+1TCyCq8hbpdxKk0Czq2GRVs65YF7/bd6Ottt2q8dltPkHqfP1GPiXo99Zx/IdzfwHwj5MKC5facDw5PyarYc/6nO3brJZ/8vr794DOSpA0reFEH0Fpu+BEUxHiVXL3FSq6TAW8oq7Xe1bIrYFS1tP3VwxjjaxsMaEP0DeAvDqmfe1wtbZYra5jJdbyGirHI66lQ1TabzWtsOqtkYu4sKKn6zKqFPHTeVcvweffY89Ytdb6vcv94x1Wp+Aq6H40xDavmqrdirCTkqvD8PnOls7Pr777sTP3Luy+SJP39D55oSDXafNm2ZZO6yirQ0gmjdLK06jVo2L57/vKO3bBja3XRmcvnnBa0RiPpg79ee+Xcti2bIt/uZti2ZdOcdujOVKJl6wkStMY4z59yHwp4/BJGkW9zPc/Hd7zk9DmnpZOmre5vYL4RcmHBCus5/9JP9uvIaPEPsRv+Y09JhRcANFtxh8UKQUxPR8WdGKu1DPrbFeO0bkVRaVfH+VLxvhh3K8s6vTUFteTVEj4t7U4plTAam8lqJju3iiyIu55V87i7YmBA6tu0oHwWlP+8QxOzygXMg3Pvs4VaySXFbwfM5633fI5aofXc9dHCsLD7sVFzuYoVY3Mrgtb0dZUcU246k9PodLGSrGIYVljnmr5OXbZpjV61abXGZrK6dPsdgZXz7WDr5gG9/9XneN8P9Hdr+5UXaPsVF6i/UM3fnU7qureeHziLbOvmAa31PX4D/d2hx9bi5MSs7njsmCTnddSUrXGgv1tGUrJQOTeVyVe6uIq2bh7Qqzet9r5fu7SzobellvVcuGFZyWmnL+/Wmy9c35L1BNm6eUAXDBTX6H9s3JfW02Lcj8sL/xakEkZGTnCZt9KG5dE+eN+6eUDrlxWP7e9JR75u99+K3o7iLOKuVEKvfd7aSNcNLAbsrogFK6y3vPzP+IWy9TWAxatSy5kXVPSmNZNNFk6bO7urWstgT0dKXemEpjP5wJ0G69HswfNS5Rlj/vVUqnQaqqECzRij5b0dOjY2o6GJWa1bVv1NiVfpNh+VXL3u7pzhg/XDwsd0MqHlPWmdnMxoaGJ2TghTLZxZCFZ7LZnRKu9OTjqBX39PWgPLeyqe162Ae26hkqva4Pmw+9FrG62jEspaWxxw3xe+k+bRKq2Xrkq7PR4ddUMuJzh76bNW6o49xzQ52967tT2/EFK84tmr9G/veYl3+vLeDr37cz/TC8/sr7je2ZzzF2Q6aXT3R14VGBzX6v/c/rjGprNz1uZy1/Wd3c/ofV/6pf7u+49p6+aBml/H1ywtvm595r+8SC88Y24VWTMtKexe+re/fYE+fttDeuLYhH74+HFd+pzVVc7ZPL1dzn39+d+7WK/atMY7/Z/vfkoPHRrVP/3uRXrBhv5Il3XLLw9Kkv7k15+j97/qHP3Nf+7R/7n9CV3/H4/q5v/2ssC5muX872e2PPe0SL9rs9m8brv/kCTpK3/4Mj1/YKnefOM9evDgiD5/z169/1XnVLkEYHFo+0ouY8w7jTF3G2NGjDHjxpj7jDHvN8bEXrsxZoUx5jpjzCPGmCljzEljzA+NMe+aj7Vjfq1ZGv2PcoYtAmglL7ApezNtrS3dXbHCTK4oLYO1tNpFMTSP7XhhVlaoYCpWtXV4g9mDdh/01h2zwqrSdZebnM1qKpNTZypR8sl5o1QK8U5EmJVWaS7Xogi5vEqu4HCnnDe8fUln1Sow99iNq3rVmUpoImSuVjMquZzKwrx6O5Lq6ZgbfFS7Le6sLje3qVTJ5QZl7mV+4cf75hzTjru1HRsNfhzWuAHgaPhtzuTy3utKJmc1PDX3g4ZaPX18Qv927z4ZI33sN86reOzrn3+aLjy9X8fHZ/XPP3yq5uv0z1CrdLubxf0w58yVvV7QcsN/PBq443Cr+Ctj/aI8f/xGJjP63sNHZEwxvPyDV56tFb0dum/fSf3gkaORLsf/wcbP9w1FOs/tjx7V0MSsNq3t0/MHlsoYo4++7lxJ0j/e+WTgzs3AYtTWIZcx5kZJX5J0kaS7JX1P0nMkfVrSLXGCLmPM2ZJ+KelqScsl/aekByRdLOkLxpibTJRYHW3jOWuWzDkt7AFk2CKAVgrbIW9yNqeZbF6dqYS600kt7U4rYaSRqYyyudJ2FX+wE8YNRI43ePi8vz2wWVaEDNKfyea8OVRLu9IVK778O1LGUW13x5LrGC+2kc7HnxHLezpkjFPdV/6ciBI+Rgq5FvBMrrgBkn8Omfu7FBT4zGRzGp7MKJkwWt7TUVdYuLqGuWFxr2NNlfvBPf+zVjt/O1Wq5Cq/roWyW1vY7pNRniPlgXYj5o+5myO96n/fqWze6sVnLffmu4UxxnhB2P/5weM1t4cO+0KuettkpcobPUXhBkgrejr07pefpXXLuvTwM6N60Se+1zYtsCcnMt4a/eK+xvz77kOazeb1srNXaqDw/qOvK60PFMK9//bFX1S9zVOzOU1n8upIJdSVTuipYxOBH+SUu+UXTgXZlRdt8P49uuScVXrFs1dpbCarV/xV+7YcA43UtiGXMeZtkt4n6bCkF1hr32itfYukZ0t6RNJbJP1RjIv8/ySdKekWSWdba99srb1M0gsl7ZP0bkn/tXG3APNpZCqjX+wfluT8YefONvidl56h7nTpJ+mtHLYJAFJ4u6K/issYo2TCqL/wB3Z5JUHx2PBAwpvB1MBKrkwur9HprBJG6g8Ybj5fwsIr942IO4cqSsVX3DbLsFAyiLe74TxVuSUTxrvfy9tYq7UrStKqCsPni212zavQa7S4g+f9AY4/uCqvKCmGl87zrFKlVKXB8+51xVljtXVXuo6wahO30s2bLzY2Ezq7z70ut2J+oezWdnTUuY1um6VrRU+Hkgmj4clM6Jy98jbPsLbPqPybI7keODASKVg4NDylhHHa1fwbK8UJJdzXSUk6Ntq421Lvepb3dKgrnfTaFE9OZmq+zEZzg8H+3tJ/56r9bpW79ZfObXjbCzeUnL60KyUjKZu3VW+z+wHNqt4OXXh6vyTpF/tOVrzeY2MzumPPUSUTRm++sLS18cUbV0iSxmeyDbu/6w0+gfnUtiGXpGsKXz9qrX3cPdFae0TSewvfXh2lmssY8zJJL5Y0IukPrbWTvst7RNKHC9/+GdVcC8PXfn5Ak7M5XXLOSv3sf7xGT1//Bt1z9av1ia3n67q3nu8N8Gz04FAAqEWxMqj0j2Tv021fSLG8MCS5vK2gWE0VoV2xgS0J3u6PIcPN50tYeOVVZxV+XtxdsfS4bC6v4cmMjJnbfhL1uitVu3jriRA01StsCH+xXTE8+HSrlY6PzX1OVBpkvlDEDZD8YVFXOqmlXSll83Pb08pDpbDrsdZGb1dsg0quM1f2qjud1Ew2r/GA1ku3bS9hiq8n27ZsWhAfIIZVciUSpvh7EPIBQPljU28lV9DmSNPZfKQWz+0796i8iy9ue+jJBlZyhW30FHU9s4XnWsJIfYW5Vz98/Nic41rZAjuTzWliNqdUwqivbA6at6nDePWw8OnjE/rFvpPq6Ujqdc8/reRnf/v9x0PnBpdzX+uX93boojOdgOq+KiHXbfcPKpe3etWm1XN+B77yswNzjq/n/m5E8AnMp7YcPG+M2SDpRZJmJd1c/nNr7V3GmEFJA5JeKunHVS7y4sLXX1hrg14h/rPw9XQ5YdhPa1k3miOby+umH++VJP3+JRvn/Hzr5gFCLQBtJWyHvKCB7it6O/TksQmdmJiVfxPyVrUr1loNVa+wYKe8Ra9YJedUprifVblVT8sLVRxxrAy57iDFlsj5a/lbuaSz8JyYkdTnnV5Pu+LUbE5jM1l1JBNa2t2Wfw5GstqrVIsW7JYPiV/d16nR6ayOj8+UPMeP+2Z3lV5P6f04UWgr6k4nQ2eyVWp1jOp4xGqxo6OlvwcudybXmj5nFtn+oUkdG5tRX1dp1YoX2i7p9H5v3L+p/uy2X2lsOqslnSl9Yuvz2+5vrUrtt6v7OnVkdEbHxma8FrKg87qO1hly1dPi2Yj20JKQq4W3RZKGp+Z+UPLMcHBg1KoW2OHCvxf9PR1zfnfihNS3FgbOv/7569RbFpbFuR/9/+5edJazacB9e8PncllrdfN9znVf8aLTI11HpdOrqRR8ttvrAk5N7VrJtbnw9SFrbdhv38/Ljq3EHd50POTnY3ICNckJ19DGvvfwEQ0OT+mslT0lu58AQLsq7pBX1noXMOjW/f/ySq4oOxzOR7tiK3ZWlMLbFcsH8HcVwoVMzmrMV5lSz7pXxJjJdXy8etBUr9CqtghVZN48qLKAxR/2LOQi9porucrCq7BKHjdUCpur5a+wCrsf1zSykisk5FrS6eyuOpVxKlJCz9/XWbGqyW3TW1NWCbJ184A+/pvPkyS95rw1bflG9mhZm6WfW41zNKR1zz1vR8p5a1RvMFRPi2e97aHuPCdXPYFdNpdXT0h4G3U9bqtif08xUG23Flivcqpnbkt+cefSyvdjPm+LrYovmvv7Eec2u//+r+zt0AvPXC5jpN2DI5rOzP3d3rFrUC/+5A+058iYEkYan567aUKj7++FMqcPp652/ejOLc+Zu51L0f6yYytxt7E4O+TnGyS5fyEGXp4x5ipJV0W4Lkm6MOJxqMHn7nlakvR7l2xsausMANRqeW+xBTGft95r15A76Laskksq3R1rajanydmcOpKJilvKh1U/1eNEhGqh+bAyZPD8iYm5wc7KJZ2aGJrUifFZLS1UpkRp7wy/7vBh9uW82U3zOJS/WlVbxd0V+4IDDfcN26qQ9reFohjYzJT8boXx5mcVbnfYTK/y9sBVIe2AUXaoXOULGoOqrKKodj3GGK3p6/IqtMpfJ/ytfJWCwaMhOxRK0vplTlB0KKQKp9Uq3UdhYW/5ec87rU8PHBypO+TatmWTPvr1BzWTLYZNUVs8t23ZpGtu3V1SKROnPdT98CRhpLyNH9jt2DWo7Tv36NDwlDpSiZLbUM96/K9T27Zs0tW3PlgSxrWyBdb7wCngtTRKSL1j16A+8e2HdXx8VkljdCTgdyTO4+pvV1zaldamtX169PCYHjgwrJecvbLkev2XmbfSn932kFLJREkQHXTdXelEzff3+v7uknlzLivpwzc/oHufPK5Dw9Na39/tXYf7nHJPa3RQ7n/eNvN641z3fKwn6Lrb8UOIZmvXkMutvJqocMx44WtfhWNcd8j5vXuRMeYia+19ZT9/r+//w7Y9OUvSpRGuC/PowYPD+vnek+rrSumKF22ofgYAaAOdqaT6ulIam85qdDrjDZf3z7tyuX9k+yu5irOX5rZS+K2qsNNgrYbqCIvq4VZTzW3xnNseuKK3Q/uHJjU0MaONq3qd8wWEYZGv2628i9BeNlTjDo5xuLd1TlVbjHbF8jdo5e14C1VnKqll3WmNTGU0PJWp+jyNXMlV3tZYLQyrcD92dyTV15nS2ExWI1PF3/84wuZN+bltiEdHp73fA5cbXq0pG7hfzt/WWM6t+jg00n7VGuMzWU3O5tSVTsyZqSQVq7vCgoqj3mD+ZXrg4Ejdg+e3bh7QrwZH9C8/cj6YHYjx5tM95i///WGdmJhVZyoRa76sG9icubJXTx+f0LGxaAGwNDc0cQOu1z53je59akhj01n1dab0lzHaVd1/y/zPe/e8f/LV+2UlrVvWpY++7tyWvTkf9trbK1dyBYXU5fdZzlp9bMevZBKm5Pa4//8/b/uVRqez6u1M6n9tDX5cy//9uvisFXr08Jju23eyJOSK2jbo/v/2nY9qsBDAXfGiDTXf30GhWTJhlMtbb4dHyZnV9cGv3S9jnJ+5p11z6+6SddWr/DFo1vVWvG4Z5awtPa3B6wm67vm4jQtRu7YrNpS19klJX5RkJN1mjHmLMWa5MeYMY8yfSdomya3tnPtxhWOvpLsi/jcyTzfllOXu4PGmT98jSbrozP45ve4A0M6CqoOGvE+403OOG/LtjhVl9pJzOW4Y0riZXFF2dZwPfZ0ppZNGk7O5khaNoOqloParqPdZkJUx2hWLQdM8zuTynhNlVW3uzo4VB88HBxrFqpeFu7Oiy338o1SshA6Ur1KhFd7W6LxhXFXlfqx3+HyUirGw4fP5vC2Z6VVxp0gv5Jq7GcFphUquwyPT3hu1dlGtbbRay5l7/uf5dp+s19mrnc/sr3zRBt1z9atjvencunlAN/3ei73LiXNetz1w7dJOLetOB26sECYoNJGkhw6NeZUob7pwfbz1hARIWzcPeGHsF37/xS19Uz4U8IGTq6cjpSWdKc1mnZ2Gy8UZzL9184D+/M1O2++rz10bepuHxkv/3Q2byxWnbXDr5gHdc/Xl+uRbzpckPXxoNPC8UWzdPKDr3nq+0knnd211X6f++soLAkPCvNWc14tGbzIQ9Bg043orXnfZ7rXzsZ56N4VYzNo15HKrtHorHONWe41FvMz3Stohab2kWyUNyWmH/IvC998uHBc41c9ae5O19rIo/0m6P+KaEEHQNsw/fnKIHTwALChBLWcnJ+a2SHgzuSb9lVzR5kutnIeZXPVURNXDGBM4y+x4wByqoPv2RB3hXJx2xaD1NFrQxgXuG65kwmhZ99w3Fi5/YJf3/YEdpQJpoQgbCl8uk8vr5GRGCVO8T93bf7xKpdsa7zpmy46bLRxXeYfKsHbHqKoNnpdKh8/7nZycVTZvtaw7ra50skol13TJZfk55+1QNm8bEgI1UrXnc1glnutoWchV7+B5/3UFzQiLotZg1D/rMe5lVApNgv5tirWegNfIVXWGv40yXGGNkv+xmFvhF3c+lftaEXRZrqGyFs+LznJ2WPzFvpMlr+Nrlwa/7lSatbV183r1daX0y/3D+tVg7XUZWzcPeGH4re99ubZuHvAq4qJo5PyuOJfV6Llh9V5ePednNlq4dg259ha+nlnhGHfriL0VjvFYayestW+R9HI5wdY/S7pB0quttb8taW3h0N1xF4v5FZRSz0TchhkA2oXXcuZ7Y+lVJfVUCWwiBin+Ye3WNqbSop6KqHoFDdIPquQKum+LVU7x1720K61kwmhsOqvZgHk0ft71NGPwvD8g9d7Ipiu2IXWmklralVIub0t3XIvQ/rZQrO5z3zRWfqMctHNgtUquoNld/t+tKBVWUvWQpRKnEqv672HY3Kk5rZcVQsFK7YpS+7YsFgfmB7/pd4OmoPDK2mJod86aJUonnd/9oCHfcRwbLwSGNQbJK5d0yBinMjebq/w65OcPbNzrjtp+WWlAea0zH4Pa8l1hv3/NFlZt5irej3PXGXeoe5TgsfzfuYH+bq1f1qXR6awePzruHXdaQIBabbZZT0dKVxZ2YPzCvXtDj4uifJ1xBtk3cpOBVl1vIy6vnvO32wYO7aRdQ65dha/PM8aEPUoXlx0bibX2Xmvtx621f2itvdpae4cxpk/OsPisnPldaCOk1AAWg4pBhb+Sq3fup+VBc6iC9HQ4O6zNZPOBO6zVImoV2Xxw39Af97XpDQW0Bwa2gtax7kTCeG/IKr2hy+dtU3afdG9rcPBZ/Q30qoAqpKjhzEIQNUAKqvaptrui+3N3rtZsLq/RqWLLUtSwsJ52xZOTs8rlrfp70upMBe90J4XPnfLP45LC57T5TwurPlq/rBBytdnfYNWez271THnFniSNzWQ1k3V2EezrSle8f+Lw7veQaptq0smEVvR0yNp4wZLb6r68J111Flm5bVs2qTNV+vbQDU2KO/9Gr9aRigHSioCQa01I9WGzVQriJGl1hftx25ZNXtueq1LQtKZK66wU/O+XW83180LL4l2PHdP9B0eUThitXdopIycMizK/7V0vc+pIbrv/0JydnKOams1pKuNsiOPuwLltyyZ1p0tfo9IJE+v+qUWrrleSPvDqZ805Lei652M9cZ97p5K2DLmstQck/VLOjodXlv/cGHOpnB0RD0u6twFX+T5J3ZJuttYeacDloYFIqQEsBlGrklYEhCtxgiZvV8IGtSx6oVKTZ3JJwfdZUIXWyoAh9fXuClkc4h/+RmR0OqNs3qqvK1UxfKhXsV0xoAowwnMiqD3t+KKq5IpWDeJW1vh3lAwKyCZmspqYzakzVTrEvNhyWKyKiVzJVUfFyrGImwSEzZ0qX2NY66X/2LCKqHX97g6L7RVyVatA84eM5VWu5SFglBAiikZUS1abJRakpF2xQgVSkK2bB/RbF5/ufe8PTbxdgmtsV+yvMNS99ZVcVUKuCsHn1s0DuvzcNd731YKm/p501WrB4r+7/pCrOJdrOpPTx2/7lSTpQ1s26acfe42evv4NkWe/bVzVq0ufs1oz2by+dt+BqscHKX5Il/bm4Lmzugb6u73QbfuVF2j7FRd41bNrl3bG2kghiq2bB/SJrc/zvl/f3+Vdr/v7nEyYhl+vc7lOnNKRTMy5zUH3g/uYxt1QIsjWzQN65XNWe9+vWtL4+3ahaufJ3ddJulnSDcaYH1trn5AkY8waSf9QOOZ6a61Xv2uM+YCkD0j6mbX2d/0XZozZJOmotfak7zQj6fcl/aWcWVwfmsfbgxpt27JJH7nlAc3min+UkFIDWGjKd8jL5633Cbf/j3/3jUQt7YrO9XRocHhKJyZmdMbKnrrX3YxKpTBeYFdYQ9gcqhVlx/n/v9ZwLkprjhsSVJqT1AhuC83wVEa5vFUyYYo7bkYI8VYHhFxeO94imMkVdfB8UCWXs2OpMwMnk8srnUyUBID+Iearl3Tq6eMTOjo2o3PW9JVc5qoqj0M97YpRg7Q1IW2bR8tud3nrpXsb/W17Ydc14LYrDte3+2CjVVt3pR0uo24yEFd5eFaL1X2devTwWKy1DPsCm3wh0Itz/tMKlWd/8IqN+h9veK53un8mV9Aug2FOTob/G+I+Z4+Otvb5NOS2K/YGtytWq4hb0uWc75NvOV/vfMkZFa/LGKPVSzp1aGRax8ZmdPqK0n+nM7m8Rqac2YH+f+cuOtOp5Lpv30l95s4ntffEpJ6zdone82sbI9zCuX73ZWfqrseO6Ys/3af/+oqzvRAqqrBh/Vs3DwSGLF/8yT7dt++kPvX2zXqpb4fIRnn5OaskOb9vP776cu/0y89bo/Ov/U91phLzEv64M6L/cuvz9NsXlz72Qdf37LVL9Ib/8yNtXNXbkPX47/9PbH2+Xvf80+q+zMWgLSu5JMlae4ukz0g6TdJuY8y3jDG3Snpc0nPlDJH/dNnZVknaJCno1eUdko4YY+41xnzNGPN1OfO8/kVOwPUaa+0z83FbUJ+tmwf04o0rvO+jluICQDspb6kbm84ql7fq6yytAloSsKtgUItemKAh5bXyz3EKm1Uyn8rbFcPmULn37fGAmVy1hnNRQq565n7FkUomtLwnLWuL90Gc4LM8BPKHGYsh5Io6eN4bEu8LHVLJhFb2lraEhQUm5eFH+a6F0dYY//cy7nWUD7Qub0Hs7kg6u8XlSneLG57MaDaXV19XSl3p4MpEbyZXm1VyRRnyHhZelc/zKs54qz14sdY2tJIrTkjlD2xqqQQ7eHJSkuaEL13ppHo6ksrkrMZn5u4yGMZth+tv45lcwxErucLuxwND7n0Wrcuk0uPiryrz/zu36bQ+dSaNDp6c0qd+8LgkacvzTlM6Wdvb+cs2rdGK3rQODE3pWR/7ji65/vZYm3pVCi+DuEPyj8QMNHfsGtQl19+ujVd/u+Iaw163l3Q6YxwmZ3OaiPG8jeKZkSnd+9QJdaQSet3z10U6T6NCdJf/OVTPa9Zi07YhlyRZa98n6XfktC5eKmmLpCfkVGu9zVobZ+DI7ZK+KSc0e6Ok10oalvTnkjZZa2PN9kJzHRpxfmm//t6Xxd6GGQDaQTE0cf4gGQrZzckYM2cXqzjtirUOBw7ifGLvVJqlavxDuh7l7Yphc6j8OwhKTjg3PFV5kHA1xeCsQsjVxKH85Y9rnEq1YrtiIWAtzCDq7Uiqt7Odi/qjifqmIexNUPkMprBQqTyoGply2lWXVgiF4q4xzrrLrex1B5XPlgwqDwpbgqrf3OMqVR6tW1ZoV2y7wfNutVr4/Kuo7ZyNeBM6Wti0YklnSj0dtf+OedV5MUKg4ZJ2xfiB3YEh57E9ffncSmD336Y4u+hVGupeT4VjI1WdyVXlOXHwZPh9Fvfywqqnv/XAIWXypa22/3L30zXvNv+tBw6VzBccHJ7SNbfujnx5XiVXxJDLDaDjhFw7dg3qmlt3a3B4SrbKGt3KyfLXSWNMTWFvFN+8/5CslV5z3pqKuxz7reztVKLwOp2JsaFEmJLX8Dbb9baV2jrkkiRr7ZettZdYa5daa3uttS+y1t7ob1P0HXuttdZYay8L+NkPrbVXWGs3Wmt7rLV91toLCuepff9UzLtDw1N66tiElnSm9IIN/a1eDgDUpHxuVKU/EMsDjTgVQ0FD2GvVylZFqXhbyoOd8vX47698ofrMWudNVa3hXHHYe/gfjcWdFee/GsoNs9wAxgs+IwRsq8oqnRbT0Hmp/pCrvJokaiVXnEqdeoaZR328gqrSpGIrmH/OVlD1W9ibRD+3XfGZBdau6P/ZnE0GQnafrKe6yA2V6v0d896cxwgG/G1kcQfPS9KBk+FVSUHt9JVkc3mNTmdkylrvXJV2vWyWbKGi0RhpaUhQEdYKLDnthc+MTMmY6POCK1ULhv07t33nHpVlXJrK5GrebX77zj3Kll1gnMtzg8GgDQWCnOZVckV/rLfv3KOpsrllYWusFNJXevzq8Y1C2Lb1wujFF8mE8e0IXf/faUEfVGABhFzAPU8clyS99OwVNZfkAkCruSGFG04U/0Cc+0e1+8etu4vVUIxAI0o4E1Wclrj54AWDbtgXMoeqM+XM28nmrUanMw0J52LN5GrC/VNP8Fk+eP74Igu53E/G3blaYcLmZ5VXkwTN7vKfb85xEe7HYrXhjHLl71SrCFtPkFUBbVXBlVxzw4/ytr2wy08njU5MzIYOzW62bC6vExMzMqZyVWXYG91jZeFeI3b8K5+DVqtaArdhr3Iq/uD5XN56ragbKlRyDUUcPj8ylZG10tKu4A8cVvR0KJkwGp7MaCbbmueTW/Xb350OnUtVrASaG0odGp5S3krrlnapIxXtfUotlVyN3m2+3ssrtsXOX7tinDVWej2ej4rBR54Z1aOHx9Tfk9Zlm9ZUP4PPmgrPpzjc1z5Xq3cpbSckBmh7bsh1SWGgIAAsRN7OVBPO0N6wdkX/aUOTs5qazWly1tmmuy9Ca1kjZ3K1upJrhRcMFqqXKoRu/kDsuBcA1f4Gc2WE+9FdV1MquZYEV7XFmcnlVXJFnPG0UCQTRisCKpjKhX3SH7VCK6ziK8r9mE4mtKK3Q3lbecfOSuuOEqatWTo3yDkWMAA9qJKruLNi+PUkEkanuS2LbTKXa2jCqdxc0dNR8cPQsKBifiq5CpdZYUZYFHEDt9lsXuMzzuYcfV2pSDv5+R0enVYmZ7W6rzOwBbf4AUy0f1/cVsWwf0MSCeN7fWrMjsBxVWtVlJz1JxNGJyczms2WBulue+eGFXNDwTCVdvAM+3e30bvN13t5lT6oC1JLu2KcNVYK6YsVg42rQN1xv1PF9Ybz10UON12Nmsvlvva5qOQqIuRCW7PW6p4nT0iSfo2QC8ACVlJtNJWtWOrvnnZyYrZYvdTbEWk3q8a2K7rX3ZowpHwmV6U5VP5wr5GVXJXux+KGAPMfApaHbnGu26vkGqs8WH0hi9IO6FWwlc1tmhNyhYRXxflGtbV9ri57HKJyj48SphUrd5w3c1OzOY3NZNWRTJS0iwVXckW7PeuXFVoWR9qjZTHquteEvLEs3wWxEZVccarvKokbuLnzuPq7nc053J38/GuqxBugvjw4XCjOi4w2k8udK9lfIQhp9CDuuE5GqEhKJkzgBieSb1B/xHlcUuXbHPZhzrYtm9RdFjzWs9t8vZdX6YO6IGtraFfctmWTOssCpLA1NrOSK5+3um3XIUnSW18Yf0503ArLMO75l3Y5H4BSyVVEyIW29vjRcR0bm9Gavk6ds2ZJq5cDAHXx7xYYqZJrIn5gU2xXrD/kOhGjWmg+LO1ydpqcKOw0WWkOlb9NsxHhU3nlVJDjIYPw50MxdCubyRXhut0/+k9MzJTsrFjvG/B2Ui0M8Ic9S7tLKyLLq5qOBezCGHTc8RgVVlHWGCZOJVdYYLe6r7MkJA+cyRVhh0KpWEUx2CaVXFHDxrD7v/z+9bf35mO2lrqi3pfVxA2AggKbOEO3i7sEBgc2y30fwERaT4QqqfmalxRV1B2Ewx4Ld4bZhpBgMMiaCq8FYbsWbt08oOveer4G+rtlVP9u8+7luf++dyQTsS7vZMy/TfztitZG+73aunlA73jx6d73vZ3J0DVWCrtrHTwftLPjjl2DevEnv6/Do9NKJoz2n5iMdZmSapqVF8Q9/3nrlkqq7zVrsVn4W+pgUfvR48VWxSgVDADQzlb0dmjviUkNTcxW/APRLf8/OTkbewe/YsVP/W8YWt2uaIzThnZkdEYnJmYrzqHyt7w0YpaYN0Otwv14wmv7a0Illy+8zOTyGpnKKGGcio1qutJOFeHYTFYjU5lFWclVLQzwB1Llf0+Uf8rvVnyVt+0VN49w5mrFDQuDdjSsJpPLa2hiVgkT7fewvA3q2LhTbbWq7LYEVXIdizCTS5LW97dXu2LckMtf7eC/f93f+a50Uku7Uhqdzmp4KlPT61+jguS+zpS60glNzuY0PpPVkiot60GBjTPkfCRaJVeVXQJXuIPnI87k8s8HC1Nefdhs7r/F/VUGqK/p69RDmhuUeLtRxmhXDHouutx/84M+ANu6eaChO8xv3Tygi85arl+74Q4t7U7FuuyhCAGm35LOlJZ0pjQ+k9XoVFbLIrY5+mfDXfqc1aFrrNRuXUuo5O7s6A6+Hxye0oe+dr+MMd7A/lze6mPf+JWMMbHuu0ZVlrnnH1jerWWH0xqZytT8mrXYUMmFtsY8LgCLiTdjanxWQxPhf/wv97XKxQ1s/G12UT8tDRM3YJsP7n025GtDDLov/IPZ/S2etVpWGEI8Op2dM4PFdaKJIaC/XdEfkCZCBiWX8++wGLcCaSGoFnK5b0yDAslVvqoKf6VbeXtgOpnQ8p608oXZX3EqrKKsMYj3+7+kM3QodqXr8HZMLG+99J4Pvl0YI8zkkoqVXO2yw2KUgfnOz+dWz3jz+8ruX3e2Wa3Bi/eGe2nlNVVjjIn1vAkKbIrnr35bDnqVXCHtioXXoeGIIddQhCqpdmlXrPY6Xq2SK6zFM0ilasGhJlYIS077cXc6qePjs5EfVym84qwSN2w6HGMul78t+lDIa05JhXJgu6L7+xz9ORa0s2POqq4dKV31vr64/K99jRpmv1gQcqFtZXJ5/eQpZx7XJeesbPFqAKB+q7zh6DMV/0D0D/eNOxerpyOpzlRCM9m8Jmfr263K/WO7lZ8K+u+zSm2I/sqr4m6Utb9JSCSM98bsZMAf/plcXsOThWqqiJ9k12PFEn+IF/9xKVYRzS66wfNS9U/Go85rGZ3KajaXV19nSt0dcwdv+9/oxhk8X37eqOJWBJXPnfKG7Ze1zQVVlZXvMhjGncl1aGRhVXIt7+lQqmwnv7D7t95KC/eNZiNaguO083mBje81KWwWWZCDVSq5vN0VIw+erz63qTgUvDUh13CEuWFS+ONQSyVXVzqpZd1pZfN2zr8vza6gTiSMnrWmV5L0xNHxSOex1nq7P0et5JKk02rYYfGwL+Q6HDIHcHQ6q5lsXks6U+rpmFvtWEslV5xK1bhVrY0Kdv2vfa0Oi9sNIRfa1gMHhjUxm9OzVvdq3bLon44AQLvyD1Iv/iE79w9r/xuJuNVUxhjvTXe9c7la3a7ov+7ScGfuG0f/7opu9cuqOtddaadKfzVVlAqbeq0IqO6LF3IVKwcWc7ti+VBoV6XqtWXdxR3o3KqM8va+8us55rsfq1U+RV1jpXWHrSfsOrx2xZAQx30+nJhwKkm8mWWp0gH1QdpuJlfIrpnlnJ38SivYvKHzZSGgF7zUOMi5WMlV/+9YnHY+b9B7r79dMcZMLm++VLWZXBEHz0doaWv0UPC4vH/nqoQ1QbtzTs3mdHx8Rumk8WZORRU2I26ohgqpep2z2pl7HDXkmpjNaTaXV3c6GfhhQJi1NYRc/jD96Ni0srm5ldXV/k1zNu5xZnbmIs6sirNrZdwdLhs9eH5NX2dDNsxYTAi50LbueYJdFQEsLv6gYihCYHNyctbXuhD9D173euK8mQ7ihkqtrPhxb8vh0emKc6hWlrSChg+oj8O9zKCwsJlD5yXfjpuTsyUtVlH5ZzB5a29hG2qjRa7kCrjP/OHHo4fHQo/zn35kZFpDk7MyEWdlOeeNP2A7biWX/9N8a21oiNOVTqqvK6VMzpbOaVsyd2ZZOXcm1zPD0QdIz6ejESvQ/MeUV7qFVnLV8Bo6m83r5GRGyYSJVeUSppZ2xeWB7YqVzz+Tzenw6LQSRlrXHxzYeB86RGxrK7YChgenjRrCXSt3jdUqcoPux8FhJxQc6O+O/WFHUIWdUyHlVr9Fm1nVCO7mXlFDrrhD513uYx0n5HLbopMJo7yVjgQ8T6q9TqaTCa3o6VDeRp9Xum3LJqXKHtN0wiidLD2tlh0uy1+naxVYydWAeayLASEX2hbzuAAsNv6gYWQqI2MUWDXh/7S8ltY0f/VTrfK+NopGvFGrlRvuPXl0QlL4HKrgiq86K7l8rZLl3NOaFRSlkgn196RlrfTkMeeNSJzg033uPX50XLm8VX9PWp2p6J/At7tqf+BXm5/lnv7wodFIxz16eEzWOo9BKhntz+la3oTEnfu1pDOl7nRSUxlnUHlYiOO/zOPjM8X2ugjX09eVVl9nSlOZnDdYvJVq2X3yaOFNdlgFSKXB4NV4IXSDqjzjtBtWbFes8rw7NDwta6V1y7qVDnlOuy19w5PRZj4WWwErVXItjN0Vyzd1kGprVXQFPcdGp7LK5q36OlNNfX32Qq5j0UKuoRqDuLV9biVXtMc6m8vr6Ni0jJE2re2TJB0OaJP2Xr8qVE7G3WFx6+YBbT693/t+oL9b26+8QNuvuKDuHS57O1Pq7UhqJpvX2Ew21nn9/FWstCuWYndFtJ0duwZ1w3cf9QYNHg94cwEAC5EburghRX9huHm5rnRSPR1JTc7mtL8wCDhOmOJv3avV6HRGubxVX1dKHanWfSbmVis9cdSpsAkLrrwZQ+MzDQvnVlZoV/QPBG+WFb0dGp7M6LEjle+LIKv6nGMffqYQ4iyieVxS9WqVau0s7v3x8DMjlY/rKz0uTpVjLbsrxm0tdQeV7x+a1LGxYngVNAB91ZJOPXVsQsfGZjQ85YQjUVsv1/d3a8+RMQ0OT1Wct9QMcdpGywOf4uDm4HbFWqoivBaiBrQqSvHenJ8MmC8VNbA7UGXovFT6b9P4TFZ9XZVDjig78JVXtTR7N/WoA9SDXmOK7Z3xx6oEVQt6m6Y0uco2biXXUI3/xp62LF674tGxGeWt8/t5xooePfzMqA4NT+tFZ5YeF6XidXVfpx49PBbr9dcU/j774nteol97drHoohE7XK7u69TEiUkdHZ3R0iq/R0H8lbqr+zq9mXGtmm3XbqjkQltxt2v176Txl996RDt2DbZwVQDQGO4f0U8dd6qSKr05dP943Fs4Nk5bXKVwJipvFliL38C699njhT++w96ILPdVclnrvMkLq0aIe93B7YrFao1mWVl2X9RSyfVYoR1vMQ2dl0rnak1n5m64UG1IvHt6tUquqMcFWd7jVPaMTBUHn1dTy/w0f+VPxYH7QfPFIgYzXstiyCDoZhmfyWpyNqeudEJLOqt/dj+nXdG7f0pDwGJ1UfzbF7fFtJpY7YoBgY2/Yq98Jz+/4i6BlauS4szlciv9KlX8dHck1deZ0mwur5Gp5lcGDsdtVxwvtpi5wWDYDLNKgua+tap6+syVvUoljAaHpzQVYcOaWtsV17rtihGDmGcKVVvrlnV5AdkzAZVcUV4n42zg4Kq222g9almP38RsTlOZ4mtfnF1UTwWEXGgrQdu11rI1KwC0I7fCajbrDE6tNOjW/ePR3a46zie7K7xZUrV/otcOQ+elYpDj7hQZFvalk6UDsxuxbrdKK6girjivrJkhl7OefSfc6r74M7ncf2MX09B5qXTDhaBZdJUGz/tPH512WkfCHtfy4+IEGc7sr3gBdHEnzOjPM3eNh0envflrQef3zzEr7gYYbXj2usKg5bi7ijVasYqrK1IFUHnLWVjVVT07/vnX1AhxKjSCApvOVPhOfn5RW++83X+rzOXyt7z3d8evkmqGfN5G3l2xpyOlJZ0pzWbzGp1yfv8b0a5YUslVwwzORkgnEzprVW9JO3wlUSr0grjP5SMRw3E3RF+3rLtisB6lmjNuu/hMNqdnCjPq4g6WjyJoI4M43JZr97UvqJ32VEbIhbYS9sdSq/+IAoBGKA9eKlZy+X6WThr1RahScHmVXHW0K7rDWYMG4zdTeZBTqW3T/8agEW8SihVxATO5ahj+Xi836HR3h4oT5M0ZrL3IQi4p/I2ytbZqJVfYTKZaj4u7xjDHY+7g6L+Ox46MVZy/VqzwmQ0dUB9moE1CLveNXtTHIbSSK2zwfA1vGOPMN4siznOmGD6UBjZR3uB7lVxVqlbcMKja8Pmx6azyVurrrN7y3qqQa3Q646yxKxWp8rd4PzqPcbH6LX4IUqzkKYYcrfxwyd1hMUrIFbXFs5y/DTjKLofu0Pl1/V1at6y75DS/KHP5yufxVRNlRl096n3Ol1evMZOrFCEX2kpYUj4fCToANFtnKlkSVlWs5PK9SVnZW33HM7+VMatFgrRbu2LY937+AKwRbxIqtSu24hP38uuK1a7YV3rsogy5QoKJsZmsZrJ59XYk1RsSFs8Jr0IqmuoNC+OGJ8UQJnpVkBuIPXSo8vw1/4ywozHDNLeqYrDVlVzj8dbtn2/lDz/LH0en3Tm8/bXimho8k2vlkg4Z41TmVgoGcnmr0engDU2iDK/3WrOqtN55lVxVPkTxqrgiDCePOxS8UdxB/VErksrnmxXnmNUxeN53m080aGfgWsSZyzU04bahxltnZyqpFb0dyuVt4IYu5Q752hXXVWhX9EL6CtWTUTdgcEWZUVePendDLH/NXtadVkcyUdNr1mJEyIW2sm3LJnWVfdpTy9asANCu/H+8Rq3kihvYNGJ3xaHx1v2x7be0K1WyZXelYMd/PzWiwmplpZDLDQGbWMk1J+SKcd09HSn1dBSreRbb4Hkp/E1DlHktUSu03Lla1Y6Lu8YgU7M5jc1k1ZFMaGl39ErO1WUhV1jY4p/VFLfFzquqaPFMrrgzy9zbd3xsRqPT4eGnMabmaq6jIdVhtUonE1rR06G8Da4qdY1MZWSttLQrPWfHzyjD5w+cjNZ65wZC1f59iTOcvFVVKMVdAuOFXMfGnR2SR6ez6k4na/qwI+j55c26asGOxnFCrnrW6YYyR0aqP9aHfe2Kbot0YLtirEquiCFXxBl1tfKeSzXs4CrNfe1zNx3x/+xURsiFtrJ184B+/9c2et/XujUrALSrlSXhVfgn3CWtdzGDppXeTK6FX8lljCl5k1SpfdIf+jSkXbHiTK74s5LqtcJ3+xLG2Z0zDn+r3qpFWMm1KiSUqNaqGPSzsN+5RMKUPLfiDvAPW2OQ4755XHEqOcsHGodXcvlncsULi9qmXTFmoOR/E3isSlthrdVFtWwWUE2UtYS1KkrBO/n5TcxkNTQxq45Uoup96X6Y4M7/CjMcI+Qqzh1rbmhaXGO011L3vjk6OqODvvbOWnaEDKoWbGm7YpxKLvd+i1ClV27t0ug7LB7yQq4urenrVMI4z2F3rqnkzDgdmphVwlS+3+JWTtUzby2KuJVl5bxgL+DfdeZyEXKhDbkvfu948em65+pXE3ABWFT8IU2lP/79nyzHDWy8dsWJ4i5QcbXL4HmpLLyKOJOrEevu704rYZwKiUwuX/Izt12xmfeP//Yt7+lQIhHvjZU/kFvMlVzlg+erDZ0v/9nyKjtz+o+ttZIraDh+uSjVCZWuw7VmaUjrpVtRMTqtExMzMiZ6aLt2aZeMcc6bLfvdaKa4rYFd6aT6upyd/Nw382HVa6sDZibFWlODBs87a6n+htgLbAJek4J28vM7WKji2rC8u+rryvKIM7m8lrYIAVKrK7miViT5Z0q5IUgtOytKwdWCxQrh5v+7e/bqXknS3hMTVX+na91dUZJOc0OuCL9XzxRC9HX9zlys1X2dsrY0ICt+4NRZUmVbbo2vkivK30Vuu+IZ8xRyxa0sKxc0R7H4fGKHRUIutJ3Hjzrbm5+zpq/FKwGAxosaxKyIWL0UpKcjqc5UQtOZvLcrYVxtFXJFDPwaHXIlEsUqMv/8mcnZrCZnc+pIOVt3N8uKOm+fv+poUc7kCnmjHKWyprcjqe50supx5T+PGxbGeTNfa0XQ3Pliwed3Kz5PTMzKWuf3p7zNLYxb8ZO30pEWVg3ErUDzH+vNLKtSyRUneKk056seUVqbKu14Vy0kc9/QRwls3BCt2kyuSqFbuXqrWmoVtBtlJf5Q6mAdQ+e9y1taunNmrbsWNkJPR0oD/d3K5Kz2FZ4PYdxZZrW0K65d6obrlR/rTC6vY+MzSpji88Ntkz7sC7mi/r4t6UypK53QVCaniQh/F0XdiKFWXsVtvZVcvtvthbBUchFyof08fsT5ZO3ZhbJZAFhMog5HX15Hu6IxpuI8qSiK7YqtD0Oihjv+iq+4bWTVrtvfsuhWca3qjddGVi//86CWT/rdVoZqbR0LVdWQq8Jzwj/PpGrIVbicdNLMGfBddY0x2hVrDUtW9jqDyl1hVU4dqYS3U54U/3dmfRu0LNZSNTVnMH/I/etVfsR4wzg6ldVsLq++zpS6O+buaFmraJVc4UPUvXbAkBaxOLsEusHGyaqVXPFnctVa1VKrkzHbFdcsLbZV1jN03lVeeTPU4n93o7QsWmuLmwrUMpPLreSqMs/vyKizu+Hqvk6vstbd8ML/mlMcOl/5PjPGzGnlruRAxI0YarWit0MJ4zzm/vbLqNzfZf9rXz27wi42hFxoO+4L67PXEnIBWHyiBjYrIlYvhZ5/ydxwJo6hQgtAqwfPS8X7ImEq/1H9yDOj3v//yVfv145dg3Vd745dg94n2u/67E+9y7t110FJzryQS66/ve7ricr/ZrGWN0EnCn/45q30yr+6o2nrbpb79w9Lkn65f9h7XHbsGtRNP94rSfrsj54Ovc07dg16Q45/uW+44n3jvsHL5KxeEfN+fOCgs8b79p0sWeMl19+ujVd/u+S0G777qCTp3x94JtZ1pJKJkteMSuGeP9gKa2sM0w5zuWoJAt02xIcOjVQ8by2VXEerzPmqVbWQSqoc2FSv5Io+f6hYyVV5Jpe3c2GEf7/q3WmuVidjVJtJpSHCAa/Fs46Qq+w5NtTC3RWlaCHX6HRWubxVX2dKHan4UULUdsVnfEPni+edO3w+Tlt3MUytfN3jM1mdnMyoM5WYt6rnZML45n7Gf94HteF7bcmEXGpejT0QwYnxGZ2YmNWSzpT3IggAi8nTJ4p/PL79n36ij77u3MDZgz956oT3/3+1c4+60snIMwp37Br0qmLfc9PP9WdvfK62bh7Qjl2D2r5zjw4NT2l9f7e3c235adZar5Xgys/8WB8JWWOzuH+QuuHMti2b5qxnx65BffZHTxfPMzaja27dLUk1rX3HrkFdc+tu7xPW4+OzuvrWB3XPk8dLAofB4am6rieOdDKhZd1pjUxlYldi7dg1qNv3HPW+b+a6m2HHrkH99ff2eN8PDk/pg1+7X8YY5fLO/JXhqUzgbfYe68IcmqlMLvS+2bFrUHc9dqzkeqLejzt2DepvvvdYxTUGnTY2k439WK3u69LxQsVhxVlkSzp9s6nivZlbt8ytqmjN/JdsLu/NEovzQYAbVLivcY0MueajVbFkLRVCoKEKgU21Co84O8l5uytWqeSKM9R9RWHX0uHJjGayOXWmGlcFV8nJifDqtyBBGwDU087mrxacms1pKuO0wfc2sAowDjfkerJCyHUy5o6U5YqD5yv/XrlBllu95f//w76Q62iV32O/ahswuIrtu7VtKhDVmr7OwiYYMyVhXjXOa9/snNc+KrmKqORCW3H/0DpnzZKmtoAAQDPs2DWom39eDEieGZnWNbfunlOlsWPXoD75nUe874cmZgOPC7uOa27drZlCOHNiYlYfueVB/f5NP9NHbnlQg8NTsnLeTH/oa/frQzc/MOe0D9/yoHd5h0LW2Cw7dg3qe48c8b53Q4Xy9Wzfuce7za6pTE7bd+5RLbbv3KOpTOncjulMXjffd1CZXOnQ2nquJ44duwY1MZN1/v/+wViPyfade1q27mbYvnOPpjOlj3/eyguKXEG3OeixDrtv6rkfo64x6rorKfl0v0Irn3+XzbjBTKvbFYdqmCUmzW3fDAv3amlXrGVGWBRrIgRuwxUCm6Cd/PyKrXfV32i7La4nJ2YrDvCO066YSBhv0wM3nG2GuLsErugthnH7TjSgXdH3uLrVPCt6mtsG7+dVch0LD7kqhalRrF0arZrKHTrvVm9Jxaou/2vOsfG5bXthqm3A4No/z0PnXbW26YbNUax1R9jFiJALbeXxo8zjArB4bd+5x6sWcYW96S5/MxznjXT5G/bZXF63P3psznXnAt5MB53WyjAkaqgQ9ka71jfgcc8332/03fAy61b3TGdjhY+Nvn/aTZzbUX5snPumnvux3vs6zvndT/Q7Ugkt7Q5v3PC3Msat5Aqaj9NM7hu5uLPEyts356OSq5E7K/rXUunNa6V2xaCd/FzWWm93xSiVXF3ppHo7ksrmrcYLoXuQSjPCgkRpyWy0YrVZtDUmE8V5lzPZvJZ1p7W0K95cPj9/eOlWlbVyXuI5q4uVXGEBprezYsQ5ZuVWFnZBPDExq5ls+AD4oEqu0wrVoyXtijGC5biVXPUEmFHUuuHCsZDXPrflnEouQi60GeZxAVjMor5BbuUb6WZfbq3XW366W1VSLuz0asLOlwz5hL3W64kqTrVRkEbfP+0mzu0oPzbOfVPP/VjvfR3n/MNTzhvR2Wxev3ZD+NywVX3FN9RxgxmvkqvKAOn54gVKMcdbzK3kCj6/+6b5+PiM8vnwiqWSNcWYDxRHlMCt2jDw1b6h6X7DkxmNz2S1pDNVshFBJf091edyxa2SqiVUrNfJmEGcVPr82VDHzopSaXjpVnLVsqlIoyzv7dDK3g5NzOZKgiS/oTrbFZOJ8MDV75kR5994fxufG3j513bUC5ar/85F3X0wTuhbj1orudzf4fLXvmI1ZPTXrMWKkAtt5fGjY5KkZ6/pa/FKAKDxor5Bno830mHhTFStCkOi3hfbtmxSd7p0jkl3OunNHYsr7PLe8ZLTG3o9UdVbidXo+6fdBN2+dMIonSx93gfd5jj3TT33Y9Q1Rl13mB27BvXDgLlhQUFXSSVXyC6MYVrdrhhl18wg/gCq0k6jnamklnWnlc3bqjsJutwqpEaHXH2dKXWlE5qczXkty+XcwCbs9oQFC+48rjjzh9zrCJvLZa2NXSUVtcqmUay1XlVS1HBPKn2+1RuC+IO9OO2d8+lZVYbPu78LK+pYp9uyWGkulxtkudVbkhNIJxNGx8dnvCqwWJVcEdv54rTv1qP4nI/3QUHYa19nKqn+nnivWYsVIRfaijso+RzaFQEsQlHfIDf6jXRYODMfb7AbLep9sXXzgK576/ka6O+WkbPz23VvPb/moephl/eJrec39HqiqrcSq9H3T7sJun3br7xA26+4oOptjnPf1HM/Rl1j1HWHiTM3zP1wUZI+8OVfxprzdnchSBuZyuhl1/2g4nnDdpAsPy2OWncy9L8xdFunQo+N2U7kHhe39bMaY0zVN+jeQPCQwCasUirOzooub4fFkDfSE7M5ZXJW3emkutLRhqhHnZfUKOMzWWXzVj0d0dcolT7f6g1B/NWCJwqzyFrZrihV32FxaCL6rplh1njD58PDHXdDC3+7YjJhvN+tIyMzstbGmoO3ekm0dr5i8DvP7Yo1thdWCvaaHRa3K3ZXRNsYmczo6NiMutIJb1tqAFhM3Dep5bsZBr3pjnJc3Ou46MwVkXZXrPW650Oc+2Lr5oGGrjPs8hp9PVFs27JJ19y6u6RlMW742Ip1N1Olx6vW89Z7bNTz1rruIFGr/nbsGtS//nif9/2R0eg7ku7YNaiPfeNX3vfuJhpB53XmyT2oqcKcQXeDC2OMN2Oult0+j8VoU/Jb3tOhVMK57mrnXdPn7D55dHRG555W/bLj7PQW1+olnTowNKVjYzPauKq35GfWWg1POeFDWLti2CD9ODsrulb4hs8HqRa4BYkbKNYr7swwl7+9td6ZTW614MhURk8Whr3H2Sl0PrhzucKGz3szuepY52lVQq7ZbF7Hx2cKoVZpS966ZV16ZmRaz4xMaVlPWrPZvJZ0ptTTUT3WKLYrhodr1tqagt9a1DoovlKL5uq+Tj0e4zVrsSLkQtt44pjzaeI5a5YoUeFTNQBYyKK+QZ6vN9Lz/QZ7Piz2cCaKeoJPnFrW93drMCDoKq/6q7QjabXnVaUZceXndY6du+mFbHC1WdTndK07GTo7+XXq8Oh01fPGnRM1X5VczmWGV32MTmeVy1st6UypIxXcqBNeyRW/NcsN0obCQq4aduBbU+N8oloVZ0vFG6BeUsnVgEqfNX2dGpnK6NHDzvugFS2cySVFqOSK2YYapFq7oht+rembW2m5rr9b2j+sZ0amtbJQtRT1NWBlb4eMcXYnzObygbuyHh+f1VQmp2XdaS3rrn1TgSii7JoapFIlV62XudgQcqFtuK2KzOMCAGAuwj5EEbXqbz42uIizI2Wt1y051WE/eOSoJOnPv/WQcnkb+Xdjx65Bb8j3z54e0o5dg6HnHS0M8P/QzQ/ob773WMVK15lsTsOTGaUSZl7mKhWrPuZWoUSZLfV0oTLnKz8/oLsfP+7dllt+cVCS9Pe3P6HlPR2R7scVVdoVa5kv1exKrpM1hjV7jxfDn49+/UF97DfOq+t12a28eexIIeRq8Uwut6LsZ08P6ZLrb5/zYUojKrncNr2wnTTd14F1y+ZuCrGucN5DI1NeZVbUkCuVTGhlb4eOj89qaGI2cNMKr7JxnudxScXdEY+OOa2XUWfiVavkkmhXJORC23j8KPO4AAAA6hG16i9qxVeQOOftSifnVH1VutxqnPbH3ZrNOdVhx8dnY7VZXnPrbm9m2eRsrmKb5d2Pn/C+Hxye0gcLbZa5gDbLizeukOS8cZ2PjoRKFRreMPCQ4GHHrkF98af7ve+DbsvQRPT7sTiTK3h3Ra8VMEYQ4s5LOt6kCpRaQq4duwb1pZ8d8L4/Oha9xTeMG0pMzjq/I62cybVj16D+6ruPet8HtREPec+12quc1hbCpcMhIZd7+rqA1wP3tMMj0zrWH7+ac9WSTh0fn9XRsZngkGsofvturXo7U+rtSGpiNqfR6WzkyrGKM7maXBHZrhg8j7bhhlzPJuQCAACo2dbNA7rn6lfr6evfoHuufnXgG/BGb3AhSX/wyo0l3/9i31BgwBW0wUVXOhHpuiu1SjbyvNt37vFmhrnyVl4oVH7+OLu81aLS/B43VAqbxxXUmlrptlTjVhuFzuSarGMmV6GqZb6ddAeox1jj9p17NBvS4lur8mqclS1sVwxqLS6/fScbsAtktZlc7tD5dQEh1PpCddeh4emadlit1oJ88GRz5nG54g6ft9ZWaVcsXN4pXsnV9iGXMeadxpi7jTEjxphxY8x9xpj3G2Nir90Ys9wY80ljzG5jzIQxZsYYs88Y82/GmAvnYfmI4YlCme6z19KuCAAAMJ8auVNkV9r5s/zBAyPeMfm81Z9/62FJ0q+ftyZ0B0nXmy5YH+m627XN8qhvjtB8qPTmfKjKoPdGt4y61xM6k6uGIKS7I6m+zpRmc3mNTAVXiDXS8KTb4hl9jfU898KUBxUreufn+RNFtduXyzsbHBijuuZVra2yk+YzI4V2xYBKrtMKIdczI1PFzSeWRr/P3BAoqO1XkvafcCu5mrMJ2mqvZTF8GL7f+ExWU5mcutNJLemc25RXrOSKdnmLVVu3KxpjbpT0PknTkn4gKSPpckmflnS5MeYKa22+wkX4L+sMSXdLOkPScUl3FC73Qkn/RdLbjTFvt9Z+vdG3A9WNTWd0aGRaHalE015UAAAATmWN2uBi/4lJveZv7tKtuwb1rpedqc1nLNetuwb14MERrV3aqb97+2b1Brwh27p5QDt2DeqPv3q/7j8wHGkuzaq+zsCgp9FtlmHHhl2uWzkxX5VclQbPV2u9i3tbqlleZSbXycn4VVKStHppp8aOZXV0bCZW+FSLoSotnkHqafEN4989sN7wqF7Vbt/IVEbWOrPfgoa2R7WsO62OVEJjM1lNzGTnvDY8M1Ko5AqYybXe3644D5VcxZlczankir25ha+KK+i1cg0zuSS1cSWXMeZtcgKuw5JeYK19o7X2LZKeLekRSW+R9EcxLvJ6OQHXdySdWbi8KyQ9R9Kfywn8/q8xpnWvLKewJ49NSJLOXtVb14smAAAAmuuMlT16zyucVsU//9bDGp/JerN9Pvq6cwMDLtdvnL9Oa/o69diRcd375InQ4ySnVacv4LLqabMMO2/QsUFtlqmE0bYtm7yqlFa2K4aFXFFvS9T7cUWVmVxDNeyuKBXDimbsDHfSa/GM/tavnhbfMP7ny/Kejjm7CTZT8O0rthG7lXv1Dsc3xlRsWfQquQJCrlVLOpVKGJ2YmPUCqTi/c2sq/B5J7R9yVRo6X3J5zORqW9cUvn7UWvu4e6K19oik9xa+vTpG2+KrCl8/Ya2d9F1eXtJfSpqStFJOiIYme5xWRQAAgAXr/a86R32dSd1/YFjP//hOHR2b0RkrurX1wsqVYh2phP7LS8+UJH3unr0Vj/3urw7rqeMT6u1Iat2yrrrbLCudN+hYf5ulG0VYa/XCM5Z7lRPz1a64ckmHjJGGJmbmzNIqhkrBgU2U2xLnfnSDoZMTs4Hzs4Zr3Lkw7nyiegzXUMlVT4tvGP/zpZVD56XS2+f6wKuf7d2+kzWGl0HclsUjAWHMM4WZXEEVcsmE8QbXP3RoVFJpNVw1lUKlbC7vzQMbqKM6L456KrmCLOtOqyPpVMlNzUbb8GMxast2RWPMBkkvkjQr6ebyn1tr7zLGDEoakPRSST+OcLHVnjnuK/TxGEtFgzzB0HkAAIAF6/sPH9F02VDuI6Mz+uYDh6qGAO948Rn69O1P6AePHtH+E5M6Y+XcKoqZbE7X/YdTHXb1b5yndxWCsbjitGiGHeue9sGv3q9bdw3qhu8+6u32OF+VXOlkQit6OnRiYlYnJmZK3thHCZWq3ZY4OlNJb1e4sZmslnaVhmvFoe61VXJFnU9Uj6Ea11hPi28Q//Ol3gqpRnBv35989X59Y9eglnYV44KhBgydd7mBZvljPZ3J6cTErFIJo1UhbYjrlnVpcHjK25Eyzu9cpVDpmZFp5fJWa5d2qitgY435UGnX1CBHq4Rcxhit7uvU4PCUjo/PNK0ird20ayXX5sLXh6y1YQ3kPy87tprvFr7+qTHGe7SN08z6Z5J6JH3TWns07mJRP3ZWBAAAWLi279yjTK60qmcmm4+089zqvk795gXrZa30r/fuDTzmpnv2av/QpJ6zdonecfHpjVhy3T68ZZM6Uwl9e/cz+vneIUnS6hhVJXEVh0qXviFuZPgQlVvNMzwxt2XxZJXKsjBxq1rqURw839pJNW7ljdT6Si6/i85aLkn62d6T3mnuhgIrYj6uQdx2xcMjpSGX2764dmlXaOumfyB9MmFi3W+V2hUPDLlD55sXDFVqQw5yrEq7ouTMLXQu89QdPt+WlVyS3P2H91U4Zn/ZsdX8qZxA7Dck7TPG/EROddcFks6U9EU5M8DQAl4l11pCLgAAgIWm3p3nfu+Ss/T1Xx7U5370tD73o6e1vr/bmwV0/Xcf9d4Mv+rcNW0zv3V9f7f+4BVn69N3POHNxXrfl36ha15/XkOrfVxua+Ab//5HGijcP1s3DxRncjUgfIhqRW+HDp6c0tDk7JzKu2qD8MMcGHJm9P7z3U/rO7sPe4//9p17dGh4quQ5EeW0So+BN1+qxcHSbfcf8tpPf/j4Me3YNTgvz524Lj5rhSTp508PeRtC1DprLUhYu6LbLhg0j8u13vezlb3x5pj5g9TyjS7ceVxnNLH6qdHtilJzZ9u1q3YNudykY6LCMeOFr5GGOFlrjxtjXi3pRknvlvRG34/3SLrLWjsWdn5jzFWSropyXXJ2bEREU7M5HTg5qVTC6MyVva1eDgAAAGKqd+e5J46OK2Ekd9zU4PCUPvi1+2WMKZlB9YUf79N5py1tiyBAkjaU7Qp+ZHRG19y6W1JtrYBhduwa1BNHi2+NBoenvOupNVSqh7v7oVvd45qazWk6k1dHMqGejugtXzt2DeqWXwx63w8OT2nbzQ9IRl6FYJzTKj0GU7M5zWTz6kgl5gxab6YduwZ1za27lSuEl5OzuXl57tTinNVLtKw7rcOj0xocntKG5T3FSq4GPM/cqqnP3fO0dj502AslD486ryGnVQi5/D+L2x68pDOl7nRSU5mcxmey6vO12h4Ycq57QxNDLrftOGrVlXtcpTlka5bGqw5bjNrjY5AmMMacK2mXpC2S3iVpnaR+SZfLCdP+2RjzuQoXcZakSyP+t2w+bsNi9eSxcVkrbVzVq3SbfDIHAACA6OrdeW77zj0qm6euvNWcIetTmVykFshm+fvbn5hz2nyscfvOPV4YUno9j9Y8A6seKwptfkNlIZe/VdFfJVPN9p17vLlmrkzezmmBjXpapcfAXeOKno5Ya2y07Tv3aCpTOhy8XZ7fiYTRRWc6LYv3FVoWvTlmdVZy7dg1qK/ed9D73g0ld+wa9Cq5KoXj65YVfxZ3owd3ZpU0t9LJ21lxeXOGzktOJWHCOLt9zpbNNAxCJVc07ZoouFValcp63Gqv0OorlzEmJenrks6R9FZr7RettYettSPW2tsl/bqkI5J+zxjzqpCL2Svproj/jVRbExw7dg3qXZ/9qSTnhWXHrsEq5wAAAEC7qXfnuahtjXGPnW/1tmnWfz3Tms3l1ZVOqDtG5VS93KDDDYxctc4Hm4/HNOwy3TW2eh5Xs547tbp4o9Oy+LPCvDl/OFiP7Tv3zAl03HDvmRHntldsV+yvvZLLf545IZc7k6uJlVxJ34D94+PVQ6koM7ncSq5TOeRq13bFvYWvlbZNcSdO7q1wjOslkp4r6Slr7b3lP7TWDhlj/kNOO+JrJN0RcMxNkm6KcF0yxtwpp6ILFbgluu4nGNOZfNuU6AIAACCeenaeC2t3DDu2XdTbplnv9azu69TRsZmmVnFJxaCjPOT69oPPSJIePTymS66/vepsLFecxz+qzpTRJdf/QIeGp0vmdHkzzFq8m2Gznju1uvgst5LLCbm8ALPOSq6wEG9weEq3FCq8/v72x7W8pyPwuXP/geIw/P/YfVgvf9aqWK87mZzz3vO3/+kn3mw753KHJUn/71d2zdtcvXI7dg16v0Nv/vQ9+h9vCL/er//igE4UHoOt/3CPPrLl3MBjnyrMuv7Kzw/o7seP1zSzbqFr10quXYWvzzPGhP2WX1x2bCVnFL5WqrAaLnxdEeHy0ADtXKILAACA5glqd0wnjNLJ0nayOC2QzVBvm2Y91yNJk7NZSdIzI9O65Prbm9YV0V8IOoZ8uyvu2DWof/nRU973/ja0aqI+/lFPk6TprNXg8LRs2Vp2PnxYknTvUyeaep+Va9Zzp1bPH1imjlRCjx0Z1/DkbLGSq86Qq1KIN12o8BqayAQ+d3bsGtR133nU+35sJhv5Oeae/6FDxUYwd6bbtlse8Nql3bl68/28cAs+3FbbY+Ph17tj16D+xzd+5X1/aHg69P754k/3e9/7b9/g8NSc34XFqi1DLmvtAUm/lNQh6crynxtjLpW0QdJhSXMqswIcKnw91xjTH3LMSwtfn461WNSs3Ut0AQAA0BxB7Y7br7xA26+4oOYWyGaot02z1utZ3depzqTR+EzxA+Nmvnl1K7mGfZVc23fuiTUbyy/q4x/1tN7OuYHgVCanj97ygL70k33eaa18w9+s506tOlNJXbihX5Izl2uoQYPnwwLbckHPHadIIrjVMYrtO/fMmfMXd6Zbo8Qp+Ni+c48XAFY6dvvOPZrJVp9tt9gLS9q1XVGSrpN0s6QbjDE/ttY+IUnGmDWS/qFwzPXWWu9RNMZ8QNIHJP3MWvu7vsu6V07QtV7SZ40xv2etHS2cJyHpY3JCrqyc2V1ognYv0QUAAEDzhLU7tsub/jD1tGnWcz0v+eT3dWS0dO6O++Z1vtezvHfu4Pl6P8CO8/hXO23j1d8OvI6Zsjf7UvPusyDNeu7U6qKzlutne4d071MnNDadVTJh1NdVX4Tg3l5/+1xYq2r5c6fe51g7zf6Lc1uiHttOt6+V2rKSS5KstbdI+oyk0yTtNsZ8yxhzq6TH5czX2iHp02VnWyVpk4rtie5lzcqZtzUl6a2SnjLG/Efh8p6Q9JeS8pL+2Fr75HzdJpTatmWTulKlT8F2KtEFAAAA2tXR0eDB0s1487o8YCZX2KymVnyAHfc6F/Mb/nq4w+e/9/ARSdLynrQSifp3pNy6eUD3XP1qPX39G3TP1a/WQMjjVf44hj2uUR/vOM+L+X7exrktUY9tp9vXSm0bckmStfZ9kn5HTuvipZK2yAmlPiDpbdbaXIWzl1/W9yRdIOkfJZ2QdJmkN8ipZvuKpEustTc2cv2obOvmAf3hpWd737dbiS4AAADQrup9w1+PFWUzuaZmc8rn51ZJteoD7LB5V8tDdlRczG/46/HCM5bLGGl/YefB+RrWH3U+Wb1zzNpp9l/QWjqSicDr/a+v2DjntKj3z0KYbdho7dyuKEmy1n5Z0pcjHnutpGsr/PxxSe9tyMLQEGeu6JUk/eYF6/X379jc4tUAAAAAC8O2LZtKdiqXmvfmtb8QFg1PzspaqxvveELDUxmtX9YlGemZsh0Nmy2oJc69X1p1ny1Ey7rT2rS2T48edoa117uzYpiwx6v8uRP1uLjXU89l1sq/Frdd87nr+wKv152z1Z1OaDqTj33/BJ22mAtL2j7kwuJ24KTzqcAZK/j0BAAAAIiq3jf89ehMJbWkM6XxmaweODiif/qhs6vi379zs150ZntsVl9p3tWp9Ia/XheftaIYcoVUwjVC1Plk9c4xa6fZf+5aDg1P6eXX365HnhnT6HRGS7tK72d3Y4T/844X6tefuzbSZQadfqog5EJLHRhyUuvTl/e0eCUAAADAwtLKweX9PWmNz2T14Zsf0Gwur9+6aEPbBFyVtPuw9/ZTbEO9+/Hj2rFrkPuvwdb3d+ulZ6/QT54a0nd/dVi/ddHp3s8eeWZUjx4eU39PWpc+Z3ULV7lwtPVMLix+B4bcSi5CLgAAAGAh2LFrUEdGpyVJTxwdV3c6oatff16LV4VG27FrUDffd9D7fnI2p2tu3e1VFqFx3lIIDsvvW/f7N75gnTpSxDdRcC+hpdx2xdMJuQAAAIC2t2PXoK65dbcyuWKFTzZv9cPHjrVwVZgP23fu0XRhHpRrKpPT9p17WrSixet1z3dCrHufOqFnRpxup1ze6rb7D0kqhmCojpALLTOTzenw6LSSCaN1y7pavRwAAAAAVWzfuadkcLskZXKW4GMROlQYiB71dNRuWXdarzlvjayVvlkItn761AkdHp3W6Su69cIzlrd4hQsHIRdaZvDklKyV1vd3KZXkqQgAAAC0O4KPU8f6/uDNwcJOR33efKFTrfWNQoui+3XrhQMyxrRsXQsNyQJaZn9hHhdD5wEAAICFgeDj1LFtyyZ1p5Mlp3Wnk9q2ZVOLVrS4XbZptZZ1p/Xo4TE9cGBY3/3VYUnF8AvREHKhZQ6cdD7tYeg8AAAAsDAQfJw6tm4e0HVvPV8D/d0ykgb6u3XdW89nd8V50plK6g0vWCdJ+vDND2hsJqsXbFimc9YsafHKFpZUqxeAU9fBIYbOAwAAAAuJG3Bs37lHh4antL6/W9u2bCL4WKS2bh7gsW2it2we0Jd/ul+PHx2XJO07MaEduwZ5DGIg5ELLuO2KG5ZT2gwAAAAsFAQfwPw4eGJSRpK7d+nIVFbX3Lpbkvidi4h2RbTMgZNOyEW7IgAAAADgVPe/v/eYF3C5pjI5di+NgZALLbP/BO2KAAAAAABI7F7aCIRcaImRyYxGp7Pq6UhqZW9Hq5cDAAAAAEBLsXtp/Qi50BJuq+Lpy3tkjGnxagAAAAAAaC12L60fg+fREgfYWREAAAAAAA+7l9aPkAst4VVyraDsEgAAAAAAid1L60W7Ilpi/1CxXREAAAAAAKBehFxoiQNDzu4QZ9CuCAAAAAAAGoCQCy3BTC4AAAAAANBIhFxounze6uBJp5KLmVwAAAAAAKARCLnQdEfGpjWby2vVkg71dLD3AQAAAAAAqB8hF5rOncdFqyIAAAAAAGgUQi403QF2VgQAAAAAAA1GyIWm2+8NnWceFwAAAAAAaAxCLjTdgZNOyHUG7YoAAAAAAKBBCLnQdLQrAgAAAACARiPkQtMxeB4AAAAAADQaIReaajqT0+HRaSUTRuuWdbV6OQAAAAAAYJEg5EJTDQ47VVzr+7uUSvL0AwAAAAAAjUHKgKZy53ExdB4AAAAAADQSIReaiqHzAAAAAABgPhByoakOnGToPAAAAAAAaDxCLjTNjl2D+sK9eyVJ/3L3U9qxa7C1CwIAAAAAAItG24dcxph3GmPuNsaMGGPGjTH3GWPeb4yJvHZjzFnGGBvxv1fO5+05Ve3YNahrbt2t6UxeknRyMqNrbt1N0AUAAAAAABoi1eoFVGKMuVHS+yRNS/qBpIykyyV9WtLlxpgrrLX5CBc1LulfK/z8uZIuljQm6Rd1LRqBtu/co6lMruS0qUxO23fu0dbNAy1aFQAAAAAAWCzaNuQyxrxNTsB1WNIrrbWPF05fK+kOSW+R9EeSPlXtsqy1xyVdVeG6vlP4369YayfqWzmCHBqeinU6AAAAAABAHO3crnhN4etH3YBLkqy1RyS9t/Dt1XHaFoMYYwYkbSl8+9l6Lgvh1vd3xzodAAAAAAAgjrYMuYwxGyS9SNKspJvLf26tvUvSoKTTJL20zqu7Ss798JC19qd1XhZCbNuySemkKTmtO53Uti2bWrQiAAAAAACwmLRlyCVpc+HrQ9basH62n5cdW6urCl+p4ppHWzcP6NWbVnvfD/R367q3ns88LgAAAAAA0BDtOpNrY+HrvgrH7C87NjZjzKWSzpFTMfZvtV4OoulIO0+3/33lBbriRRtavBoAAAAAALCYtGvItaTwtdIQ+PHC1746ruf3C1+/WRhOH8oYc5UqDK8vc2HtS1q89h53Hs6Nq3pavBIAAAAAALDYtGvINe+MMUslXVH49nMRznKWpEvnbUGLnLVWe084IddZK3tbvBoAAAAAALDYtGvI5VZpVUpD3GqvsRqv4+2SeiQdlLQzwvF7Jd0V8bIvlLSsplUtUkMTsxqbzqqvM6UVvR2tXg4AAAAAAFhk2jXk2lv4emaFY04vOzYut1XxJmttvtrB1tqbJN0U5YKNMXeKqq8SXhXXql4ZY6ocDQAAAAAAEE+77q64q/D1ecaY7pBjLi47NjJjzHMlvUSSlfT5+MtDXHuPT0pyQi4AAAAAAIBGa8uQy1p7QNIvJXVIurL854VdETdIOizp3hqu4j2Fr3dYa5+qdZ2IrjiPi6HzAAAAAACg8doy5Cq4rvD1BmPMOe6Jxpg1kv6h8O31/lZDY8wHjDGPGmO+EHahxpi0pP9S+PazDV4zQjx9nKHzAAAAAABg/rTrTC5Za28xxnxG0nsl7TbGfF9SRtLlkpZK2iHp02VnWyVpk5wKrzBvlLRG0rCkWxu7aoTZd4J2RQAAAAAAMH/aNuSSJGvt+4wxP5L0fjmD3JOSHpX0OUmfiTIwPoA7cP7L1trpxqwUlVhrtfc47YoAAAAAAGD+tHXIJUnW2i9L+nLEY6+VdG2VY36z/lUhjhMTsxqbyaqvK6UVvR2tXg4AAAAAAFiE2nkmFxaJfYWh8xtX9coY0+LVAAAAAACAxaiuSi5jzFpJp0vqsdb+sDFLwmLz9HFnHteZDJ0HAAAAAADzpKZKLmPMbxtjHpR0SNJPJd1e9vN+Y8z3jDHfN8Ysb8A6sYC587g2Mo8LAAAAAADMk9ghlzHmOjkzsp4vaVaSlVTSg2atHZZ0RNKrJP123avEgvZ0oV2RnRUBAAAAAMB8iRVyGWNeK+mjksYkvV3SEknHQg7/Vznh15Z6FoiFz53JRbsiAAAAAACYL3Fncn1ATuXWR621X5NUaZD4vYVjL6h5dVjwrLXaW5jJtZFKLgAAAAAAME/itiu+pPD1i9UOtNaOSxqVdFrcRWHxOD4+q/GZrJZ2pbS8J93q5QAAAAAAgEUqbsjVL2nUWjsR8fjQMi+cGvb55nFVqPoDAAAAAACoS9yQa0jSUmNMd7UDjTEDkpZKOlzLwrA4PF3YWfEs5nEBAAAAAIB5FDfk+lnh6+sjHPv+wte7Y14HFpG97KwIAAAAAACaIG7I9S9yWhA/aYxZH3aQMeYPJH1EzuD5f6x9eVjo9p5whs6ftbKnxSsBAAAAAACLWazdFa213zLGfFnSOyX9whjzNUk9kmSM+e+SzpD0OknnyQnD/sFae29jl4yFZO9xKrkAAAAAAMD8ixVyFVwl6Zik/y7pjwqnWUl/W/h/U/j+ryV9tM71YQGz1noh10ZmcgEAAAAAgHkUO+Sy1mYl/Ykx5kZJ75b0Mknr5LQ+HpF0r6QvWGsfaeRCsfAcH5/VxGxOS7tS6u9Jt3o5AAAAAABgEYsVchljXlD436estU9I+rPGLwmLhTt0fuOqXhljWrwaAAAAAACwmMWt5LpfUl7SaZLGG74aLCpPM48LAAAAAAA0SdyQa0RS3lp7fD4Wg8XFncd1JvO4AAAAAADAPEvEPP4xSX3GmK75WAwWjx27BvX5e56WJP3bvXu1Y9dgi1cEAAAAAAAWs7gh17/Jqf763XlYCxaJHbsGdc2tuzWVyUuSTk5mdM2tuwm6AAAAAADAvIkbct0o6TZJf2eMeY8xJu75cQrYvnOPpjK5ktOmMjlt37mnRSsCAAAAAACLXdyZXJ+VNCwpK+mfJF1njLlP0jFJuZDzWGvte2peIRacQ8NTsU4HAAAAAACoV9yQ6ypJVpIpfL9K0uuqnMdKIuQ6hazv79ZgQKC1vr+7BasBAAAAAACngrgh15/PyyqwqGzbskkf/fqDmsnmvdO600lt27KphasCAAAAAACLWayQy1pLyIWqtm4e0KGRKf3Vd50ZXAP93dq2ZZO2bh5o8coAAAAAAMBiFbeSC4jkkmetkrRHL9iwTN/8wK+1ejkAAAAAAGCRY3dEzIvpwu6KnSmeYgAAAAAAYP7VlEAYY9LGmKuMMd8xxhw2xmQK/x0unPZuY0y60YvFwuHO4+pKJ1u8EgAAAAAAcCqI3a5ojHmWpG9Iep6Kuyy61sjZbXGLpA8aY95qrX2y7lViwXFDLiq5AAAAAABAM8QKuYwxSyX9QNIZkjKSbpF0u6SDhUM2SHq1pCsknS/pe8aYC6y1Yw1bMRaEYrsilVwAAAAAAGD+xa3k+qCcgGufpDdYax8OOOazxphPSvq2pDML52FXxlOMV8mVppILAAAAAADMv7gJxFskWUm/HxJwSZKstQ9Jeo+cdsa31r48LFQzWSq5AAAAAABA88QNuc6WNGmtvaPagdbaH0iaLJwHp5jpDDO5AAAAAABA85BAYF64lVzsrggAAAAAAJohbsj1pKQeY8yrqx1ojLlcUo+kp2pZmO9y3mmMudsYM2KMGTfG3GeMeb8xpqaAzhiTNMb8N2PMD40xJ4wx08aYA8aYbxljfrOetaJohkouAAAAAADQRHETiB1y5mx9zhhzXthBxpgLJH1WzvyuW2tdnDHmRklfknSRpLslfU/ScyR9WtItcYMuY8xKSfdK+oyk5xX+/zZJByS9RtKba10rSk27M7kYPA8AAAAAAJog7u6Kfy3pKjk7LO4yxtwm6Q5Jg5K6Cqe/StLr5YRheyX9TS0LM8a8TdL7JB2W9Epr7eOF09cWrvMtkv5I0qciXl5C0jclXVw4z9XW2mnfz/sknVXLWjFXsZKLdkUAAAAAADD/YoVc1toxY8xrJH1d0vmSrij852cKXx+U9DZr7ViNa7um8PWjbsBVWMMRY8x7Jd0p6WpjzN9ba/MRLu8PJL1c0r9ba/+4/IeFde6uca0oM5N1HpIuKrkAAAAAAEATxE4grLVPyGkf/F1J35JTxTVb+G9QTrXU70q62Fr7ZC2LMsZskPSiwmXeHLCGuwrXdZqkl0a82A8UvtZUWYZ43MHzVHIBAAAAAIBmiNuuKEmy1mYkfbHw33zYXPj6kLV2KuSYn0saKBz740oXZoxZJ+n5knKS7jXGPEfSb0vaIGlI0l2SdlprbQPWDjF4HgAAAAAANFdNIVcTbCx83VfhmP1lx1ZyfuHrCUnvlfRXKr3tV0v6sTHmLdbao0EXYIy5Ss48sigujHjcouVWcnWlqeQCAAAAAADzL1bIZYxJyqmeylprD1U5dn3h8g9GnJnlt6TwdaLCMeOFr30RLm+F7+vfSPr/JP2lpINyWi9vlDOv62ZJl4ZcxlkVfoYy7kwuKrkAAAAAAEAzxK3k+m1J/ybp85L+a5Vj/1rSb0l6uwLmajWZm7SkJP3IWvtO38/uMMa8VtJjkl5pjHmVtfaOgMvYK6etMYoLJS2rca2LwnTGnclFyAUAAAAAAOZfLSGXJH02wrH/WDi+lpDLrdLqrXCMW+0VZfdG/zH/XP5Da+1BY8y35ewU+SpJc0Iua+1Nkm6KcF0yxtypU7zqq7i7Iu2KAAAAAABg/sUts3m+pKykn0U49p7CsS+Iuyg5VVOSdGaFY04vO7aSp0P+P+iY0yJcHqrwBs+nqeQCAAAAAADzL24CsV7SqLU2V+1Aa21W0kjhPHHtKnx9njGmO+SYi8uOrWSPivO9VoYcs6rwdTzk54hhOuu2K1LJBQAAAAAA5l/ckGtS0lJjTNU2R2NMWtJSSbNxF2WtPSDpl5I6JF0ZcNmXStog6bCkeyNcXkbSvxe+vTxkra8sfHtf3PViLreSq4tKLgAAAAAA0ARxE4hH5czxel2EY18nKS1noHstrit8vcEYc457ojFmjaR/KHx7vX/nRmPMB4wxjxpjvhByeXlJf2iM2eI7T1LSDZKeJWlQ0jdqXC98ZqjkAgAAAAAATRQ35PqGJCPpb40xobOrjDHrJP2dJCtpRy0Ls9beIukzcmZk7TbGfMsYc6ukxyU9t3C5ny472ypJmySdEXB5D0j6YznB238YY35ijLlFTgj3J3JaK6+01k7Vsl6UmnZncrG7IgAAAAAAaIK4CcQ/SNon6WxJDxhjPmyMeZ4xpq/w3/ONMR+RdL+kjZIOSvr7WhdnrX2fpN+R07p4qaQtkp6Q9AFJb4syG6zs8v5e0qslfUfSOZLeJKcy7Z8kXWitrdr6iOqstb5KLkIuAAAAAAAw/6rO1vKz1k4aY94g6btyZmLdUPivnJHT+vcGa21dg9yttV+W9OWIx14r6doqx9wp6c561oTKsnmrvJVSCaNUkpALAAAAAADMv9gJhLX2YUkXSPrfko7KCbT8/x2RtF3SBdbaXzVuqVgopjNUcQEAAAAAgOaKVcnlstaelPQRSR8xxpwpaW3hR0estfsatTgsTDPZwjyuNEPnAQAAAABAc9QUcvkVQi2CLXjckKuLSi4AAAAAANAkdYdcfsaYpKRnS+qUtNtam2/k5WNhmHHbFankAgAAAAAATRKr1Kawk+InjTHvCfjZ5XIquh6SsxviPmPMZY1YJBaW6UyhXZFKLgAAAAAA0CRxU4h3S/qopBX+E40xp0naIWm9igPoByR9qzCzC6eQmSyVXAAAAAAAoLnihlyvKny9tez090rqlfSgpHMlnSXpTkk9kv6k9uVhIfIGz1PJBQAAAAAAmiRuCrFeUl7S3rLTf1OSlfQxa+1j1tr9kv5ITkXXr9e7SCws0+5MLkIuAAAAAADQJHFTiFWSRqy1OfcEY8wSSS+QNCXpP93TrbUPSZqWU9WFU0ixkot2RQAAAAAA0BxxQ64ZScuMMf7z/Vrhcn5qrc2WHT9Vz+KwMLkhV1eaSi4AAAAAANAccVOIxwrnea3vtHfKaVX8of9AY0yXpGWSDtezQCw8xXZFKrkAAAAAAEBzpGIef5ukF0q6yRjz15LWSfqdws++VnbsxXICsafrWiEWHK9dkUouAAAAAADQJHFDrr+V9HZJ50m6vnCakfR/rbWPlB17hZwKrzvrWSAWnplCJVcXlVwAAAAAAKBJYoVc1tpxY8zLJP2xpJdIGpX0HWvtv/mPM8akJV0o6UFJ32nISrFgUMkFAAAAAACaLW4ll6y1o5L+osoxGUmX1rooLGwz3kwuQi4AAAAAANAcpBBouOLuirQrAgAAAACA5iDkQsNNU8kFAAAAAACajBQCDefN5GLwPAAAAAAAaBJCLjRcsV2RpxcAAAAAAGgOUgg03EzWbVekkgsAAAAAADQHIRcabjrjtivy9AIAAAAAAM1BCoGG8yq5aFcEAAAAAABNQgqBhpvJuDO5aFcEAAAAAADNQciFhpv2ZnLx9AIAAAAAAM1BCoGGm/FmclHJBQAAAAAAmmPeQi5jzEpjTN4Yk52v60B7msm67YpkqAAAAAAAoDmakUKYJlwH2sh0xm1XpJILAAAAAAA0B6U2aDi3kouZXAAAAAAAoFlSlX5ojOmo47I76zgvFrCZwuB5dlcEAAAAAADNUjHkkjTVlFVg0bDWaroweL6DSi4AAAAAANAk1UIu5mkhltmcE3Clk0bJBE8fAAAAAADQHNVCrlFJfZI+JuknMS97maQdNawJC1hxHhetigAAAAAAoHmqhVy/kHSZJGOtvSvOBRtjVta6qLLLeaek90p6gaSkpEclfV7SZ6y1+RiXc62kj1c4ZMZa21XHUiFpptCq2JWmVREAAAAAADRPtZDr55JeJemiJqxlDmPMjZLeJ2la0g8kZSRdLunTki43xlwRJ+gqeEDS/QGnZ+pYKgqmM87QeSq5AAAAAABAM1ULue4rfL14vhdSzhjzNjkB12FJr7TWPl44fa2kOyS9RdIfSfpUzIveYa29toFLhU+xXZFKLgAAAAAA0DzVkog7JP2JpL82xsSdIj4kaaOks2tZmKRrCl8/6gZckmStPSKnfVGSrjbGkKa0kZlsoZIrTSUXAAAAAABonoqVXNbaE4pfKeWe10raV8t5jTEbJL1I0qykmwMu+y5jzKCkAUkvlfTjWq4HjTedoZILAAAAAAA0X7V2xVbZXPj6kLV2KuSYn8sJuTYrXsj1QmPMDZKWy6k2+6mkb1trZ2tdLIq8Si5CLgAAAAAA0ETtGnJtLHytVAm2v+zYqH6z8J/fQWPMf4m7gyTmcmdyddGuCAAAAAAAmqhiyGWM+e+SJqy1n23SelxLCl8nKhwzXvjaF/Eyn5Qz5+s/JD0tqUPS+ZI+LulSSd8xxrzMWvtg0JmNMVdJuiridV0Y8bhFZyZDJRcAAAAAAGi+apVcfyfpGUlzQi5jzGcl9Vtr3zYP62o4a+2/BZx8h6Q7jDG3SHqbpE9KemPIRZwlJwxDBd7uilRyAQAAAACAJorSrhi2q+JvSFrTwLX4uVVavRWOcau9xhpwfX8hJ+T6dWNM2lqbCThmr6So7YwXSlrWgHUtODOFwfNdVHIBAAAAAIAmateZXHsLX8+scMzpZcfW49HC1w5Jq+RUr5Ww1t4k6aYoF2aMuVOnaNXXtDt4Pk3IBQAAAAAAmqddk4hdha/PM8Z0hxxzcdmx9Vjp+//x0KNQlVvJ1ZmiXREAAAAAADRPW4Zc1toDkn4pp7LqyvKfG2MulbRB0mFJ9zbgKn+r8HWPtbYR7Y+nrJksg+cBAAAAAEDztXMScV3h6w3GmHPcE40xayT9Q+Hb6621ed/PPmCMedQY8wX/BRljzjDGvNMY01l2ujHGvMt3XX/b8Ftxipl2Z3IxeB4AAAAAADRRu87kkrX2FmPMZyS9V9JuY8z3JWUkXS5pqaQdkj5ddrZVkjbJqfDyWyHpS5L+0RjzS0mHJPVJep6kjYVjPm2t/b/zcFNOKVRyAQAAAACAVogScq0wxtwedLokhfzMz1prL4+9MueM7zPG/EjS++UMck/KGRL/OUmf8VdxVXFA0nY5c7zOkfRiOVVshyV9VdI/WWur3Q5EMJN1Z3IRcgEAAAAAgOaJEnJ1SLqsws8r/UySbNTFBJ7Z2i9L+nLEY6+VdG3A6SckfaSedSCaGdoVAQAAAABAC1QLuf61KavAojHttiumqeQCAAAAAADNUzHkstb+XrMWgsXBreTqTFHJBQAAAAAAmodyGzSUO3i+i0ouAAAAAADQRCQRaKhpKrkAAAAAAEALEHKhodxKLnZXBAAAAAAAzUQSgYaayVLJBQAAAAAAmo+QCw01nWEmFwAAAAAAaD6SCDQUlVwAAAAAAKAVCLnQUF7IRSUXAAAAAABoIpIINJTXrkglFwAAAAAAaCJCLjQUlVwAAAAAAKAVSCLQMNZazRZCro4kTy0AAAAAANA8JBFoGLeKqyOVUCJhWrwaAAAAAABwKiHkQsPMZNydFXlaAQAAAACA5iKNQMPMZJ2h850MnQcAAAAAAE1GyIWGcdsVuxg6DwAAAAAAmow0Ag0znXEruXhaAQAAAACA5iKNQMO4lVy0KwIAAAAAgGYj5ELDeDO5aFcEAAAAAABNRhqBhpku7K7YRSUXAAAAAABoMkIuNAyVXAAAAAAAoFVII9AwMxl3JhdPKwAAAAAA0FykEWiY6UIlV1eadkUAAAAAANBchFxoGCq5AAAAAABAq5BGoGFmsm7IRSUXAAAAAABoLkIuNMx0xm1X5GkFAAAAAACaizQCDUMlFwAAAAAAaBVCLjTMTGHwPDO5AAAAAABAs5FGoGG8wfO0KwIAAAAAgCYjjUDDTGfdmVy0KwIAAAAAgOYi5ELDeJVctCsCAAAAAIAmI41AwzB4HgAAAAAAtAohFxpmOuO2K/K0AgAAAAAAzdX2aYQx5p3GmLuNMSPGmHFjzH3GmPcbY+peuzHmD40xtvDfpxux3lMZlVwAAAAAAKBV2jrkMsbcKOlLki6SdLek70l6jqRPS7qlnqDLGHOmpP8tyTZgqZA0Uxg8z0wuAAAAAADQbG2bRhhj3ibpfZIOS3qBtfaN1tq3SHq2pEckvUXSH9V42UbSZ+Xc/i80ZsWYdgfPs7siAAAAAABosrYNuSRdU/j6UWvt4+6J1tojkt5b+PbqGqu5/pukywvXsbeeRaKo2K7Yzk8rAAAAAACwGLVlGmGM2SDpRZJmJd1c/nNr7V2SBiWdJumlMS97o6S/kvQjOW2PaBC3XZHB8wAAAAAAoNnaNY3YXPj6kLV2KuSYn5cdW1WhTfFzklKS3mOtZR5XA81kGDwPAAAAAABaI9XqBYTYWPi6r8Ix+8uOjeIDki6TdLW19rE4CzLGXCXpqoiHXxjnshcLb/A8lVwAAAAAAKDJ2jXkWlL4OlHhmPHC174oF2iMeZak6yXdJ2dXxbjOknRpDec7ZVDJBQAAAAAAWqVdQ66G8rUppuW0KeZquJi9ku6KeOyFkpbVcB0L2rRbycXgeQAAAAAA0GTtGnK5VVq9FY5xq73GIlzef5f0Skl/Ya19sJYFWWtvknRTlGONMXfqFKv6yuWtMjlnxBkhFwAAAAAAaLZ2Dbn2Fr6eWeGY08uOreQtha+/bowpD5/Oco8xxjxf0ri19o0RLhM+s1m3VTEhp3AOAAAAAACgedo15NpV+Po8Y0x3yA6LF5cdG8XLKvxsfeG/kRiXh4IZWhUBAAAAAEALtWUiYa09IOmXkjokXVn+80I11gZJhyXdG+HyLrPWmqD/JP154bAbC6f1N+yGnEKmC0Pnu9IMnQcAAAAAAM3XliFXwXWFrzcYY85xTzTGrJH0D4Vvr7fW5n0/+4Ax5lFjzBeauE7IV8mVbuenFAAAAAAAWKzatV1R1tpbjDGfkfReSbuNMd+XlJF0uaSlknZI+nTZ2VZJ2iSnwgtNNOPN5KKSCwAAAAAANF/bhlySZK19nzHmR5LeL2e3wqSkRyV9TtJn/FVcaK3pjFPJ1UUlFwAAAAAAaIG2DrkkyVr7ZUlfjnjstZKujXn5sc+DuajkAgAAAAAArUTZDRpiJuOGXDylAAAAAABA85FIoCHcdkVCLgAAAAAA0AokEmgIt12xK027IgAAAAAAaD5CLjTETJZKLgAAAAAA0DokEmiI6QyD5wEAAAAAQOsQcqEh3EqurjRPKQAAAAAA0HwkEmgIdyZXJzO5AAAAAABACxByoSHYXREAAAAAALQSiQQagt0VAQAAAABAKxFyoSFmvMHzPKUAAAAAAEDzkUigIdzB84RcAAAAAACgFUgk0BDTGQbPAwAAAACA1iHkQkNQyQUAAAAAAFqJRAIN4Q6e70xRyQUAAAAAAJqPkAsNMZ0pVHKleUoBAAAAAIDmI5FAQ7iVXF1UcgEAAAAAgBYg5EJDeO2KVHIBAAAAAIAWIJFAQ8xkGDwPAAAAAABah0QCDeG1K6ZpVwQAAAAAAM1HyIWGoJILAAAAAAC0EokEGmLancnF4HkAAAAAANAChFxoCLeSq4vB8wAAAAAAoAVIJNAQM1RyAQAAAACAFiLkQt2yubyyeStjpHTStHo5AAAAAADgFETIhbp5OyumkjKGkAsAAAAAADQfIRfq5rUqMo8LAAAAAAC0CKkE6vbNBwYlScOTGV1y/e3asWuwxSsCAAAAAACnGkIu1GXHrkFd951Hve8Hh6d0za27CboAAAAAAEBTEXKhLtt37vHaFV1TmZy279zTohUBAAAAAIBTESEX6nJoeCrW6QAAAAAAAPOBkAt1Wd/fHet0AAAAAACA+UDIhbps27JJqYQpOa07ndS2LZtatCIAAAAAAHAqIuRCXbZuHtC5p/V53w/0d+u6t56vrZsHWrgqAAAAAABwqkm1egHVGGPeKem9kl4gKSnpUUmfl/QZa22+0nnLLud3JL1O0oWSTpPUL2lc0kOSviLp/1prM41c+6nCHTz/73/0a3r+wLIWrwYAAAAAAJyK2jrkMsbcKOl9kqYl/UBSRtLlkj4t6XJjzBUxgq73SnqZpIcl/VzSiKT1hdMukfQ7xpjXWGsnGnsrFrdc3mrfiUlJ0sZVvS1eDQAAAAAAOFW1bchljHmbnIDrsKRXWmsfL5y+VtIdkt4i6Y8kfSriRX5Q0mPW2uGy69kg6XuSXirpI5I+3oj1nyoGT05pNpfXaUu71NvZtk8nAAAAAACwyLXzTK5rCl8/6gZckmStPSKnKkuSrjbGRLoN1tqflQdchdMPSvpk4dtfr325p6Ynj49LoooLAAAAAAC0VluGXIXqqhdJmpV0c/nPrbV3SRqUM1vrpQ24ymzh60wDLuuU8vQxp7vz7NWEXAAAAAAAoHXaMuSStLnw9SFr7VTIMT8vO7YmxphVkrYVvv1mPZd1KnqKSi4AAAAAANAG2nWI0sbC130VjtlfdmwkxpjflPQ2OTs1rpMzdL5L0k1yBtqHne8qSVdFvJoL46xpIXv6uFPJ9azVS1q8EgAAAAAAcCpr15DLTUwq7XQ4XvjaF/OyL5D07rLT/k7StdbaTIXznSXp0pjXteg9VWhXpJILAAAAAAC0UruGXPPGWvsJSZ8wxnRIOlPSb0m6WtJbjDG/Ya19OOSseyXdFfFqLpS0rM6ltr3J2ayeGZlWOmm0YXl3q5cDAAAAAABOYe0acrlVWpXKg9xqr7FarsBaOyvpcUn/yxjzqKRbJH3BGHOxtdYGHH+TnJbGqowxd+oUqPpyWxXPWNGjVLJdx7sBAAAAAIBTQbsmE3sLX8+scMzpZcfW41ZJo3J2dDyrAZd3SnBDrrOZxwUAAAAAAFqsXUOuXYWvzzPGhPXBXVx2bM0KlVsnCt+uqffyThXuPK6zmccFAAAAAABarC1DLmvtAUm/lNQh6crynxtjLpW0QdJhSffWe33GmLPlVHDlJT1V7+WdKoqVXIRcAAAAAACgtdoy5Cq4rvD1BmPMOe6Jxpg1kv6h8O311tq872cfMMY8aoz5gv+CjDHPNca80xjTVX4lxpjnS/qaJCPpG9baY42+IYvVU8ec0WkbV9GuCAAAAAAAWqtdB8/LWnuLMeYzkt4rabcx5vuSMpIul7RU0g5Jny472ypJm+RUePmtkfQlSRPGmF9KGpTUKad660I5AdfPJP0/83BTFiVrrZ6ikgsAAAAAALSJtg25JMla+z5jzI8kvV/OboVJSY9K+pykz/iruKp4SNKfSnqFpHPlDJhPSTou6T/kVHJ90Vqba+wtWLxOTMxqbDqrvq6UVvZ2tHo5AAAAAADgFNfWIZckWWu/LOnLEY+9VtK1Aacfk/S/GrqwU5w3dH71EhljWrwaAAAAAABwqmvnmVxoY08fd+ZxsbMiAAAAAABoB4RcqIlXyUXIBQAAAAAA2gAhF2riDp3fyNB5AAAAAADQBgi5UJOnjrntiktavBIAAAAAAABCLtQgm8tr/9CkJOmsVT0tXg0AAAAAAAAhF2pw8OSUMjmr9cu61NPR9ht0AgAAAACAUwAhF2J7mnlcAAAAAACgzRByIbYnmccFAAAAAADaDCEXYvMquVZRyQUAAAAAANoDIRdie+qYE3KdTbsiAAAAAABoE4RciGXHrkH99OkTkqSPfv1B7dg12OIVAQAAAAAAEHIhhh27BnX1rQ8qb53vj4zO6JpbdxN0AQAAAACAliPkQmTbd+7RdCZfctpUJqftO/e0aEUAAAAAAAAOQi5Edmh4KtbpAAAAAAAAzULIhcjW93fHOh0AAAAAAKBZCLkQ2bYtm5Q0puS07nRS27ZsatGKAAAAAAAAHIRciGzr5gFtWN4lSTKSBvq7dd1bz9fWzQOtXRgAAAAAADjlpVq9ACwsYzM5SdJPPna51i7tavFqAAAAAAAAHFRyIbKRqYyGJmbV05HUmr7OVi8HAAAAAADAQyUXItt7fEKSdObKXpmy2VwAAAAAFq/p6WmNjo5qbGxMmUxG1tpWLwnAAmWMUTqdVl9fn5YuXaqursZ1iRFyIbK9J5yQa+OqnhavBAAAAECzjI+P6+DBgwRbABrCWqvZ2VmdOHFCQ0ND2rBhg5YsWdKQyybkQmRP+yq5AAAAACx+09PTXsC1dOlSLV++XF1dXUokmHwDoDb5fF7T09M6efKkRkdHdfDgQW3cuFGdnfWPRSLkQmRuu+JGQi4AAADglDA6OuoFXOvXr2dsCYC6JRIJ9fT0qLu7W5LzOjMyMqI1a9bUf9l1XwJOGU+fmJQknbWKkAsAAAA4FYyNjUmSli9fTsAFoKGMMVq+fLmk4mtNvQi5EJlbyXUWM7kAAACAU0Imk5Gkhg6GBgCX+9rivtbUi5ALkZycmNXIVEa9HUmtXlJ/nywAAACA9ucOm2cGF4D54FaINmpjC16pEMnTJ9wqrl7KlAEAAAAAQN0anS8QciGSYqsi87gAAAAAAED7IeRCJOysCAAAAAAA2hkhFyJhZ0UAAAAACHbWWWfJGOP9l0gk1NfXp9NPP12vec1rdM011+jBBx9s9TI91157rbfWgYEB5XK50GO///3vl9y2vXv3Nm+hTfSf//mfuuKKK7RhwwZ1dnZq6dKletaznqUtW7boL/7iL/TQQw81ZR179+6VMUZnnXVW7PO6j1G5yy67TMYY3XnnnSWnu8+Da6+9trbFtiFCLkTiVXKxsyIAAAAABNqyZYve/e5363d/93f1+te/Xuecc47uu+8+XX/99brgggv0pje9SYcPH271MkscOnRI3/ve90J//vnPf76Jq2mNP/7jP9aWLVv09a9/Xf39/Xr961+vN7zhDTrttNN099136+Mf//ic+6GeMKrd3XnnnTLG6LLLLmv1UmJLtXoBaH/W2uJMLtoVAQAAACDQ1VdfPScYyOfz+ta3vqUPfvCD+ta3vqVLL71UP/7xj7Vy5crWLNLnoosu0n333aebbrpJr3vd6+b8fGRkRN/4xjd03nnnaf/+/ZqYmGjBKufXt771LX3qU59SX1+fbrvtNr3qVa8q+fnk5KT+/d//XZlMpkUrjO6RRx6JdfwHPvABvf3tb9eqVavmaUXN1/aVXMaYdxpj7jbGjBhjxo0x9xlj3m+Mibx2Y0zCGPNyY8wnjDE/NsacNMZkjDFHjDHfMcZsncebsOCdmJjV2ExWfV0prejtaPVyAAAAAGDBSCQSevOb36z77rtP55xzjh577DF96EMfavWyJEkveclLdN555+m2227T8PDwnJ9/9atf1dTUlK666qqmr61ZvvrVr0pyAp/ygEuSenp69Fu/9Vv6nd/5nWYvLbZzzz1X5557buTjV61apXPPPZeQq1mMMTdK+pKkiyTdLel7kp4j6dOSbokRdJ0t6R5J/0PSJkk/k/R1SfskvV7SN4wxnzeN3rtykSi2KvY2fHtPAAAAADgVLF++XH/3d38nSfriF78Y2LZ44sQJ/emf/qnOP/98LVmyRL29vXrhC1+ov/3bvw2sJLrqqqtkjNFNN92kJ554Qu985zu1du1adXZ26txzz9UNN9ygfD5fcV1XXXWVpqen9ZWvfGXOzz7/+c8rmUzqXe96V+j53XlkYbO6wuZB+U//xS9+oTe96U1auXKlurq6dMEFF+izn/1s6HVaa/WVr3xFr33ta7Vq1Sp1dnbqjDPO0B/8wR/Enhl29OhRSdKaNWsin+eqq67Sxo0bJUn79u0rmVnmb188duyYPvWpT+l1r3udNm7cqK6uLi1btkwvfelLdeONN1achSZJ2WxW119/vc477zx1dXVp7dq1eve73639+/cHHh82kytM0Eyuyy67zAv77rrrrpLbdtlll8laq2c/+9kyxugnP/lJ6GW/7f9v777jpCqvP45/DrD0jqKoiJgoShQRfoqKAjFWRERBDUoQY0koRlIsmCiWJKLGxIqKGrHHhhUBQ0TsilEUFVEiqIiodJAiwvn98Tyz3B12loUts7Pzfb9e85rd2+bM3pm79577POfp2xczY/To0aWOpzxU2SSXmfUFhgALgA7u3svdjwd2A2YCxwPnlHJzDjxPSGi1dPcj3f3n7r4/0AP4DhgUH5JmjroqioiIiIhIJXrinS/pOup52l44nq6jnueJd77MdkjlomfPnjRv3pz169czZcqUIvNmzJhBhw4d+Mtf/sLSpUvp0aMH3bt357PPPuN3v/sdRx99NN9//32x250+fTqdO3fmjTfe4Kc//Sldu3blf//7HxdeeCHnnntuiTH94he/oGbNmpvUnJo1axavv/46Rx11FK1atSrbGy/BxIkTOfDAA5kzZw5HHHEEnTt35r333uPMM8/k2muv3WT5devW0a9fP/r378/LL79M+/bt6d27Nw0aNOCOO+6gU6dOvPXWW6V+/Z133hmAsWPHsmzZslKtc/DBB9O3b18AGjRowGmnnVb46NevX+FykyZNYvjw4XzwwQe0bduW448/nk6dOjF9+nSGDRtG3759cfeMr3PyySczcuRIdt55Z/r06UOdOnW455572G+//Zg1a1ap3+OWOOqoozjyyCMBCpNqqcdRRx2FmTF06FCAjAmsL7/8kqeeeopGjRqVmCCtEO5eJR/AW4Tk1MBi5nWP874CapTDa/0pbu8/5RT7C4B3797dq4OrJ870Nhc849c+NyvboYiIiIiISCX68MMP/cMPP6zU13z87Xm+x58meJsLnil87PGnCf742/MqNY4t0aZNGwd8ypQpm132sMMOc8D/+Mc/Fk5btWqVt23b1gG/8sorfd26dYXzFi1aVLjOyJEji2zrtNNO83gt6yNHjvT169cXzps6darXqFHDa9So4Z9//nmR9UaOHOmADx061N3de/bs6UCRfX3BBRc44I888oi7uzdo0MABnzNnTrHvPX16Svfu3Yv926SmA37nnXcWmXfvvfc64I0bN/bvvvuuyLxUXN26dfMvvviiyLwbb7zRAf/Rj35U5G9YkjfeeMNr1qzpgDdp0sQHDBjgo0eP9tdff93Xrl2bcb05c+Y44G3atMm4zIcffuivv/76JtPnz5/vHTt2dMD/9a9/FbtdwFu2bOkffPBB4by1a9f6gAEDHPD99ttvk+2m1kuXaR+kPgfpn6spU6Z4STmNpUuXeoMGDbxu3bq+cOHCTeZffPHFRT5fm7Mlx5nE5+YFLyYfUyULz5vZTkBn4HvgkfT57j7VzL4EdgQOAF4t40u+E593KuN2qqW5C1cBGllRREREREQ2tcuF4yv8NVavW8/wh6Yz/KHp5bbNuaOOKbdtbYlU/aNFixYVThs7dixz5szhpJNO4sILLyyyfPPmzbn77rvZZZdduPnmmxk5cuQmXdL222+/TaZ369aNI488kgkTJjBlyhQGDhyYMabTTz+dZ599lrFjx3LVVVexfv167r33Xlq0aEHv3r3L421n1LdvX375y18WmTZgwAD++te/MnPmTN566y26desGwOLFi7nhhhto2LAhjzzyyCZdDIcNG8bEiRMZP348EyZM4Nhjj93s6++///489thjDBkyhPnz53Pfffdx3333AVC3bl169uzJhRdeyH777bfF723PPfcsdnqrVq24+uqrOeKII3j00Uc5+eSTi13u4osvpn379oW/165dmxtvvJGnnnqKadOm8corr9C1a9ctjqusmjRpwsCBA7nlllu48847Of/88wvnrVu3jttvvx2AIUOGVHpsVbW74r7x+QN3X51hmWlpy5bFbvH5q3LYVrWj7ooiIiIiIiLlI1Ujq0aNjZfjzz77LAAnnnhisevssMMO7LbbbixcuJBPPvlkk/k9e/YsthZTqgj5/PnzS4ypd+/eNG/enPvuu4/169fz3HPPMX/+fPr370/t2hU7+FivXr2KnV5c7FOmTGH16tV07949Yw2t7t27A/Daa6+VOobjjjuOTz/9lMcff5xhw4bRpUsX6taty5o1axg3bhwHHnggd9xxR6m3l/TDDz/w3HPPcdlllzF48GBOP/10Bg0axK233grAxx9/nHHdAQMGbDKtadOmhcm79DpnlWnYsGEA3HbbbUXqvo0bN44FCxbQo0ePIgm6ylIlW3IBbePzZyUsk6q01raEZTbLzOoDv4m/PlaWbVVH7s7cRRsLz4uIiIiIiCSVd4uorqOe58ulm7Z12LFpPV658NByfa1sWLhwIRBaaKV8+umnQOYkV9K3337L7rvvXmRaqq5UusaNGwOwZs2aErdZu3ZtTjnlFG666SYmTZrE2LFjgdDCq6JtSeypv9P48eM3W2D922+/3aI46tSpQ58+fejTpw8Aq1atYuLEiYwYMYKPP/6YoUOHctRRR7HTTqXvAPbxxx/Tp08fZs6cmXGZ5cuXFzu9adOmNG3atNh5qeL28+bNK3Us5a19+/YcdthhTJ48mYkTJ9KzZ09gY52uVN2uylZVk1wN4/N3JSyzMj43KuNrjSYkyj4ExmRayMwGUfrC9B3LGFOV8e2Ktaz6fj1N6xfQtH7FZvBFRERERETOO7IdI8bNYPW6jSPP1SuoyXlHtstiVOXD3XnnnVAtZ++99y6cnhpl75hjjinszphJixYtNpmWbBW2tU4//XRuuukmrrvuOl588UU6dOhAp06dyrzdzY3uuCWxp/5O7dq144ADDihx2S5dupR6u8WpX78+J5xwAl26dGH33Xdn1apVTJgwgbPOOqvU2+jXrx8zZ86kd+/enH/++ey55540adKEmjVr8vHHH9OuXbsSC89Xdeeccw6TJ09m9OjR9OzZk/fff58XX3yRHXbYoTBZWNmqapKrUpjZxcBpwDLgJHdfW8LiuxAK3ucVdVUUEREREZHK1GffHQG4ZtIs5i9dzQ5N63Heke0Kp+ey8ePHs2TJEgoKCujRo0fh9NatWzNr1iwGDx7MMcdkp1ZYp06d2Hvvvfn3v/8NwKBBg0q1Xqo748qVK4ud/9lnJXXQ2jKtW7cGQoIw1dqsou244460b9+et956a4tah3300UfMmDGDli1bMm7cOGrWrFlk/uzZs0tcf+nSpSxbtowmTZpsMm/u3LmFsWVTr169aNu2LRMmTGDu3LmFrbjOPvtsatXKTrqpqtbkSn07SsqspFp7rdiaFzCz3wGXx9c62t0/2Mwqc4GppXyUbtzRHKCuiiIiIiIiUtn67Lsjr1x4KHNGHcMrFx5aLRJcS5Ys4be//S0AAwcOLFJT6uijjwbgkUc2GXetUv3qV7+iRYsWtGzZsth6UMVJJVo++uijTea9//77fPHFF+UW32GHHUZBQQGTJ09m6dKl5bLNzbWkWr9+fWFdsGRXxVRy74cffih2vcWLFwOhnlp6ggvg/vvv32xsxS2zbNkynnnmGYAiidLytLn3llKjRg2GDBnChg0buOaaa7jvvvsoKCjg7LPPrpC4SqOqJrnmxuc2JSzTOm3ZUjOzc4BrgdVAL3ffbEU6dx/r7j1K8wCmb2lMVdWcOLKiWnKJiIiIiIhsuQ0bNvDUU0+x3377MXv2bPbYYw+uueaaIsucffbZtG7dmrvvvptLL72UVatWbbKdOXPmFI76V1GGDh3KwoUL+frrr9l2221Ltc7PfvYzAK6++uoi9aW++OILBg0aVK7d8bbbbjuGDh3K0qVL6d27d7GJte+++44HHniAr7/+ulTbPOOMM7jkkksKW0clLVu2jGHDhjF//nwaNWpUWHcKYNttt6V27dp8/fXXLFmyZJN1d9ttN2rUqFHYhS/prrvu4sEHH9xsbJdffnmRel7r1q3j3HPPZdmyZXTu3JmDDz64VO9xS6USl7Nnz95souuMM86gfv36jB49mhUrVtCnTx9atWpVIXGVRlXtrvhOfP6JmdXLMMLifmnLloqZDQVuANYAvd196taHWf3NTXVX3KZ+liMRERERERGp2kaNGlXYjW7NmjV8++23vP3224Wtjvr06cNtt91Gs2bNiqzXsGFDxo8fT69evbjsssu48cYb6dChAzvssAMrVqxg5syZzJ49my5dupS6hVVlGTp0KGPGjGHatGm0a9eOAw88kKVLl/Lmm2+y//77c9BBB/Hqq6+W2+tdffXVzJ8/n4cffpi99tqLjh07suuuu2JmzJ07l3fffZe1a9cyc+ZMtttuu81ub/Hixdx1111cccUV7L777uy5557Ur1+fBQsWMG3aNFauXEndunW5++67i9RLKygo4JhjjuHxxx9n3333pWvXrtSrV49tttmGUaNGse222zJkyBBuuukmfvrTn9K9e3e23357ZsyYwfvvv8+IESO48sorM8a1884707lzZzp27Mihhx5KkyZNePXVV/niiy/YZpttuOeee8rl71mcNm3asO+++/LOO+/QoUMHOnfuTJ06dWjXrh3nnXdekWWbNWvGgAEDGDMmlDjPVsH5lCqZ5HL3L8zsbaATcCJQZO+ZWXdgJ2ABUOpxQc3s18BNwFqgj7tPLregqyl1VxQRERERESmdSZMmAWBmNGjQgKZNm9K5c2f2339/TjnlFPbaa6+M6+6999689957jB49mieffJK3336bV199lW233ZbWrVvTv39/+vXrV1lvpdSaNWvGK6+8wogRI5g0aRLjx4+nTZs2nHfeeYwYMYIjjjiiXF+voKCAhx56iAEDBnDnnXfy5ptv8t5779GoUSNatWpF//79Oe644/jRj35Uqu3dfPPNHHfccUyePJkZM2bw6quvsnjxYho0aMBuu+3GoYceytChQ2nbtu0m695+++00b96cSZMm8fDDD/PDDz/Qpk0bRo0aBcD1119Phw4duOWWW3jzzTcpKCigc+fOXHPNNeyxxx4lJrnMjIcffphRo0Zx77338tlnn9G4cWMGDBjAFVdcUTjCYkUZN24cF1xwAVOnTuXBBx9k/fr1dO/efZMkF8Dhhx/OmDFj+MlPfkL37tktZW5VtZK/mfUDHiEksg5x99lxektgCtAeGO7u1yfWGQYMA95094Fp2zsLuA34Hjje3SdUYOwvAN27d+/OCy+8UFEvU+E2bHDaj5zImnUbeO/SI2hctyDbIYmIiIiISCVKdZXac889sxyJiFRVxx9/PE888QSjR49m8ODBW7z+lhxnevTowdSpUwGmxnJRRVTJllwA7v6omd0CDAZmmNlkYB3wM6Ax8AShVVbSNkA7QmKskJl1JCS4DJgDnGxmJxfzsgvd/Q/l+DZy2j2vz2XNujDc69HXvVRtRjQRERERERERkbL773//y1NPPUWLFi0YOHDg5leoYFU2yQXg7kPM7GVgKNAdqAl8BPwTuMXdN5RyU00JCS6APeKjOJ8BSnIBT7zzJX99dmMRvy+XrmbEuBkASnSJiIiIiIiI5LEzzzyTlStX8uyzz7JhwwYuv/xyGjTIfpmjKp3kAnD3B4AHSrnspcClxUx/gY1JLimFaybN4vsfiuYQV69bzzWTZinJJSIiIiIiIpLH7rzzTmrUqEGbNm245JJLGDJkSLZDAnIgySXZMX9pcQNaZp4uIiIiIiIiIvmhqtZ3r5HtAKRq2qFpvS2aLiIiIiIiIiKSTUpySbHOO7Id9QpqFplWr6Am5x3ZLksRiYiIiIiIiIhkpu6KUqxU3a1rJs1i/tLV7NC0nkZXFBEREREREZFyU97dHpXkkoz67LujkloiIiIiInnMzHB3NmzYQI0a6ggkIuUrleQyK5+xAnWUEhERERERkWIVFBQAsGbNmixHIiLVUerYkjrWlJWSXCIiIiIiIlKsRo0aAbBkyZIqO5qaiOQmd2fJkiXAxmNNWam7ooiIiIiIiBSrcePGLF68mOXLlwPQrFkz6tati5mVW/ciEckf7o67s2bNGpYsWcLy5csxM5o0aVIu21eSS0RERERERIpVt25ddtppJ+bNm8fy5csLk10iIuXBzNhpp52oU6dOuWxPSS4RERERERHJqGHDhrRt25Zly5axYsUK1q1bp66LIrLVzIyCggIaNWpEkyZNyi3BBUpyiYiIiIiIyGbUqVOHli1b0rJly2yHIiKSkQrPi4iIiIiIiIhIzlOSS0REREREREREcp6SXCIiIiIiIiIikvOU5BIRERERERERkZynJJeIiIiIiIiIiOQ8JblERERERERERCTnKcklIiIiIiIiIiI5T0kuERERERERERHJeebu2Y6h2jGzecCOTZo0oWPHjtkOR0REREREREQk502fPp1ly5YBfOnuO6XPV5KrApjZUqBJtuMQEREREREREamGlrl70/SJtbIQSD6YA7QFVgKzsxxLaXUkJOaWAdOzGolkS0f0GchnHdH+z2cd0f7PZx3R/s9nHdH+z2cd0f7PZx3R/s9nHcnN/f9joCEh77IJJbkqgLvvm+0YtpSZvQB0B6a7e4/sRiPZoM9AftP+z2/a//lN+z+/af/nN+3//Kb9n9+q6/5X4XkREREREREREcl5SnKJiIiIiIiIiEjOU5JLRERERERERERynpJcIiIiIiIiIiKS85TkEhERERERERGRnKckl4iIiIiIiIiI5DwluUREREREREREJOcpySUiIiIiIiIiIjlPSS4REREREREREcl5tbIdgFQZY4EXgLlZjUKyaSz6DOSzsWj/57OxaP/ns7Fo/+ezsWj/57OxaP/ns7Fo/+ezsVTD/W/unu0YREREREREREREykTdFUVEREREREREJOcpySUiIiIiIiIiIjlPSS4REREREREREcl5SnKJiIiIiIiIiEjOU5JLRERERERERERynpJcecbMLNsxSNWQ+iyYWc1sxyJVg44P+UXHABEREZH8ZlHq52zHUx7M3bMdg1Sy+OE9CGgAFACvARvcfWk245LKZWYtgeXuvibbsYhI5dMxQJLMzNzdE8813X196vdsxyeVQ/s7v5lZDXffkHrOdjxSufT9z29m1sDdv0ublpOfCSW58oyZ9QVOA3oBGwit+eYBkwnJrv+4+6fZi1Aqi5m9AqwCBrj719mORyqfmdUCugGtCUnvb4H/AGvT/8lJ9aNjgBTHzFoAy9z9h7TpOXmiK6VjZgOB+919fbZjkapH3//qTd///GVmbYGzgbbALsC7wNvAB8CrqWR3rh0DamU7AKk8ZnYIcCfQEHiF8OHtCOwDDAL6Aq+Z2YPAE+6+LDuRSkUzs58DBwLXERIbmZbLqQOalJ6ZdQR+D/wcSHZX+wx40symEP65Zfx8SO7SMUCSzGxn4FBgMOF40NzMJhDOE15z93f0Oai+zGwocCNQG7gjy+FIJTOzJkBnoB/h2rAp4YbXVGChuy/U97/60vc/f5nZMcAo4CdsbPyyP/A98AXwspnd5e4v5toxQC258oiZvQO0BM5x93GJ6T8FjgKOAPYGvgEeAMa4+8dqslz9mNmXwBLgF+7+jpnVKuaufR13Xxt/rqm7O9WLmb0FdAKeAD4FFgEnEY4BqRaeTwMPAa+7+/fZiVQqgo4BkmJmtYFxhHOAWsACYPs4ey3h+PAMcIe7fxLXUfKzmjCzusDXwEfAae7+Ufr+TXRh1flgNWNmBcCtwKmEJEfS58BzwATgRXdfVMnhSQXT9z9/xX3/CdAC+CPwJrAC6EO4PugCbAd8CdwD3OruX2Ql2K2gllx5ImZq9wGuTyW4Uhc17j7FzF4CxhPu4vQDzgGamtm56rZUvZjZ5UAr4O/u/g5A6uLWzA4CDgP2CL/aa8DNqYtbXdhUD2Y2gvAPbJS7X5SYdaWZHQucTPgcDI7LXQs8GtfVZyDH6Rggaa4CegL3A1cDc4B9gZ8RTnIPBs4DDjOz0cCD7r4qS7FK+bsWaAT8090/Sp9pZg2Bumb2vbsvj9OU9K4+rgROByYRkl2rCTfETyccB84kJMDHmdn9wDtKdFQr+v7nrz8COwLD3f2GxPT3zKw1sB9wAtCbcA7QxsyujTdGq/xnQC258oSZnQXcBvRz93HJu/bJixYzawacCFwE7ExIfJ0OLNKFTe4zs+0JGfnJwJmpjLyZNSVk7u9g01FXvwDOdfcnKi1QqTDxhOVlQrflw919jpnVAGokjgn1gOMIJ7eHEu7s/MHdb89S2FJOdAyQJDNrQ+iSOBU4w90XJO/Wm9nuwCHAKUAPwh3/G4Eb3X2lkp65zcz2AD4EngLOSnZPN7O9gF8TLnIWxMkPuPvfKj1QqRCxFs9HhATXr919ftr8nkB/Qm+PFoRWXRe7+7TKjlXKn77/+SteCzwL7Abs5+7z4rUAySS2me1CuAl2NrAX4Yb3IM+BAYvST2Sl+loRn7vGYtOFH+DkCaq7L3H3McAvgP8RPtgH6SS22rgOMOBfaU1OBxDu5qwCbgZ+S2jN9xahKPlYM+tVuaFKBWlK6JKwwN3nQPiHlkhw1XD31e7+L+CXhDu7jYDbzOykuEy1GF44T12HjgGy0YFAfeClmOCq6XFkNQB3/xi4G/gD8HfCseNCwjkCOjfIeTcAy4Db0y5wewEPA0MIrXp2JtRwvdrM3o01XiX3HUcYZX28u8+P1weYWU0Ad3+W0KL7PML/giOAJ8zsiCzFK+VL3//8tY5wLrgW+AoKrwUKi8zHaXMJ9bwvBWYRyprcZmYFVf1aQEmu/DGbcCA7HvhR4kNc5DOQ+FC/BIwgfAHOTf3Dk9xlZh0IB6fvgB3NbLfE9MGEi9ufufs57n69u98MHAPcAjQGzjazOtmJXsrRQsKFaicz+wkUjrIIhH9yFrn75+4+BDgXWA/80sLwwrqwzUE6BkgxViafU90PkndyY1mDdwhdGa8nJL1vjq08JEfFMhaHAf8mDEaUmt4D+CuhS/OdwP8BxxISmzMIdRsvNbNtKzdiKS+Ji9NUHcbP4rPDxuNAvOm10t3HEvb/eMLn4q9mtkPlRSzlTd//vLcOmE9IYJ4FIbmdyAOkeniZu6+NLflPIbTsP5SQS6jS1wJKcuUJd3+L0A1lF2CimR0ep6dnbD3x+xOEf3y1gBpVPWMrm1UfeJyQ7LwMuMXMTiPUYNuT0B1tWjLxGe/s3E7I8h8B7F7pUUu5ia001hA+B3UJXZGT9ZgKjwOxyGgquf0v4L+Ez0DnSg9cyouOAZIuVUh6aCLpWWy9Vnf/1t2vAIbHSamWnboJlpsGx+e9gf5mtpuZNSaUrNiL0IpjqLtPJww+cj+hxedrwE8JF75q2ZuDEhenqSTXwDh9fdrxf0PivGCWux9LKEDdidCNcZOb5ZIz9P3PY/H6/6H46yAza+/u69PO/Ym/p258v0vorrgjoVZnlaYDU365iVB3ow2h68lFZrYTFH6Ia8TPcc34D7ApUI/QlLlhVc/YSsnc/XVgEHAB4c7NIYTaKn8g/AN7KC63IW296YQERwEh8y85KlEk8nFCq53fmdkDqRZdaUnuwhPemOi4J67bqJLDlnKiY4AU4y3CiW47YBgUSXqnt/RO3ex6jJAcOyAuX6WLz0pGdwH3EUbSvJHQSm8IocX/k+7+oMdRdVP/G9x9BuH/B8BByXmSkx4BpgMnmtmvocSb36nk9wPxuVtyeck5+v7LBML///2Bl8xsABRtyRl/d0LPLoAX4nP9So10KyjJlUfc/TPCwetWQgLrT8AYM/uFmTWKfXE9ccLaF9gGeMXdl2QlaCk3MXm5It6NOZswqsasOPuZzazeiNDNrUEFhigVKO3OzKuEu3VzgZ8T6iycaGHgiVTSu6YVHS56t9SmKjFsKSeJkxUdAwQo7IawjtAddSlwjpm9ZGap5FWq63LqXDHVyPNLQsu+tRZGYJIc5O6PAb8h1N97gdAF5S+Ei94roWiiM/Hzy4S6rqvjdP1PyEFxfy4ltNSuCYw2systFJou0oIjrpLqyvwcoRB53djyR3KQvv/i7qsJ+/9JoBlwt5ndY2b/F+cn63OmrgVS9djmVXa8W0qjK+aheCH7S0L/6g6EovQzCNnc54HmhAvavxHu2u/mcdhYqV7MLDU87BueNnJaKsFhZl0II+p8iAYhyElmVjt1Ry7thKQPoaDsAYSuyc8Qam684ImRU+Ln5A5CXaZd9RnILWZ2LbAr0N/TRsTRMUCgsA7LrYTuqAsItVhuc/d5cX5yFOauhHIG77r7YdmIV8qmmFY6uxJueJwILAF+5e6fpK2TOh6cDDwI/N3d/1C5kUtFMLPhhJse9QjnAQ8SzgOWxfm1gA1x/x9COE+Y7O4nZClkKYO4PwsbNej7nz9S/8tj8spij436wO+AocB2hFpdjwA3ufv/zKzA3deZ2XGEwQpWu/seWXsTpaQkV56KJzh7EbquHAm0j7NWsLE70ifAH9390UoPUMqVmf04/ljg7jPT5tWI09cmDn6Fz4Rk52+BX8QWIJJDLAwR/iRwrrtPSZtnQHfCceBoQsvNeYTWPeOAzwndm4cTEt8D3f2+yopdys7M2gBz4q/XEI7pP6ROWuIyOgbkmcQFSzIB3oGQ9D6RMDjFh4TuLLcDawijMDUnJLx7Ace6+/hsxC9lk/h+10p1T43TDyLc/BybdqMjtXxdQtf1fkB3D4MUSY5JXujG40BzQlHpwYT6jJ8CE4FJwLOJZEgtwmir/YFj3H1Cdt6BbA0z2xmo5+6z4u/J1vr6/ueJ5E2rxLRtgK7AqYR6a6lBhh4nDFbUkDAQ0fdA39iis0pTkivPxX9YuxL64/6cUGR+AzANeCB1IJTcZGb7ELol/ZxQT+dzQl22m9x9ZuzCmLGeipkNBK4FZrp7t8qIWcqXmT1DaIZ+qrs/npiebJnRDOhNSHgfQBigImkecJe7j6yUoKXcmNnThBOTVYTuBYOTNy6KO9lJW1/HgGqiFPvagLaEEbdOZWO3hBWELirbEJLeLQnHgzMqNmKpLGlJ7yKJ7jgtlQw5CRhDqOF3VDZjli1nZoe6+/MZ5tUiDC4yAPgZ4fu+gjCa2hOE0fY6EorOP+Tu/SshZClHZvYuIYl5mLu/mJ7sjMvo+18NmVk9wnl+a8J3+SNCTc5vEy22axD+x+9LKFmU/h1/HrgldnWt8pTkkiIs1OZake04pOxin+q7Cf/QlhBOVhoT6rE9CJzj7oszrFsXOA64l9B15VgPo2pIDrEwiuokQkuMc919jYXaXBuKu9i1MBDFzoRWW0cD3xC6LN8JfJre1U2qtsT+/xehZc4JhOPAQHd/sqQkt44B1Y+ZNSK04B5AuKHVnNDt6CNgjrt/HZerR0h0dwZOA3oQ7uQ2Bj4AbiZc5KpWZ46JrbqPJtz0WgNMSbXuLkUStC3wFLAT0MXdP66EkKWcmFl/4H7gDHe/K21eMqHRAjiK0Mq7K+EcMmUhoSXPNanjheQGMzuRjaPpjQMGufvKzX3vE+vr+5+jLJSluJjQAjtpAWG0zBeAZ9x9Tlw+lejcBdgHWEm4Fvivu39XWXGXlZJcUqz0JqySe8xsGiEbfzEh2dUE6AL8HvgJcIm7/7m4C914YPsd4WT4L+4+thJDl3JiZjMJNTZOdfdX0u7W7UK4a2uEgrL3lZTE0jEh9yT2/7HuPsPM7iPcmZtE6Hq4qIR1d0HHgGrFzG4i7P9mabPmAK8DzwLj3X1p2np7E1p41wQWuPs3FR+tlDczSxWZbhMnrSN0Tf8bYcS8DZmO8RYGI/gX4SbIb939+oqPWMqTmX1JuOE50N3fLmZ+kXPB2MK7ISHJtTuhRfdcD6PtSo6J+78WYdC5FoRk5bke665tZl19/3OYmU0ndEO9m1CDezFwMrAHIWm5GniJcFPzmZKSn6VNilYFSnKJVENm9ivCiFnXuPsFiekFwOmEAsMfAJ1SXRTS1jdgR8IF8pxkzQ7JDWZ2LvAP4DJ3vywxvQUhefEbwkh564kXr8AId787sawSWzkqXtBeB1wGXB7vynUn3MnfgXDn7gx3n1Pcfo7HgO0JFzk6BuQ4M7sI+DPhru2thK7r7Qmt9fYknOh+Qyg6fbe7v5ylUKUCmNk5hOPBV4Rh4x34MaFL6nuEGyEfZVi3DuEG2a8ISbG/6niQW8zscsKI6n9w97/HacmbXjUIrX3X5soFrJReYv//jtAa7w7C/j7P3a+Ny2RKauj7n8PM7ALCaJmXu/ulafMOJrTa7AXsTRhx/RZCOYJFyW7suUhJLpFqxsxqAy8S+lz3ii040ovLvgwcBPR292eyFKpUEAsjpXxFOCE5OdEEeTvgQuBcQleVScAywt2c/ePqVwOXqmti7or7/2vgfeC0ZLeCeEd2LKEuw0h3/1tWgpRKEwvKzgbeBs50908T8+oTuiP2io8dCXd0r3b3Z23T4cMlx5jZ9oTWenOBAe7+3zi9E3ApYb8/4+69S7p7T+iuus7dV1VW7FJ2cf9/Sain80t3/yIxrxWh+/JJhNYd6wkXuI/E+Ua4VtT3P0cl9v8UQgvur8zsfOCvhPO/s9x93Ga2oe9/Dor/358n3Njs4e6fxpIllromjNeMBxMGnuhHaO13pbv/JUthl5sa2Q5ARMpdJ8JgAm+5+wyAxMGsZlwmNUJaz9RKqYsZM2tvZr+2MNqO5KYrCKOkzgNqxYKyEApJDiOMlnKoux8P/JrQJe18QleG0wjdWSV3XQ/UBf6ZSnBZUIMwqMg/Ca00rzaz882sdjyJleqpF+ECZVI8ya2R+jy4+yp3f5Zwl/8C4D9AN+AfZtbd3TN2YZOcMZJwvj/K3f+b+n8Qu6ydR/g/cYBtHIV5Ex4s0wVuTrqeMCLaHWkJrkOAx4CrCPX3DiG06njIzCaZ2Z5xv+v7n9tuINZWdfev4rR7CKNuNwOuNbMDYeN1QDp9/3NWPULSaknq5pa7r09cE5q7f+9hMIqLCCNw1weuiIlQcvncUEkukeqnBWFUnH9DkcQWiXoLLxGaLB9oZrViLYYNcdmzgNGEUXQkx1goGr0N4c5db8JIOKfGk5iTCHfuhrn763GVtcDSuNzTwHbA8ZUctpQTM9sBOINw9+7xOK1G6mIlnuBcTei6BjAI6KguKtVa6iK1sEVf6vOQOoF198Xu/iAh6fEkYfCJ+81MCe8cZmatCaPrfkLYrxBa66RqMM0C3iD8zzgwdRxIfS7MrGb8nyI5yMwOAk4EJgLPJabvR+jC1DnOO55Qr+8CQivgw4GrYl0uyVFx//cj1NN6Ok6r6e4LCDc0nyDU6PujmW2rhGa1s4yQ4NzbzA6DwlFUgXAekDgH+Ca23jqFUKOrr5k1y+VzQyW5RKqfbwitNQqgSGIr6aP42AfYJbHMEcBA4DXPMMy0VG3uvhoYQhhgYAKhlsIthLu13QhdEb9KdENKWc7Gi6AdKz9yKSdLCHWWLnX3hfFOXeGJa+JO7Q2EkZL2AB40s/3j/Jy9aycZrY7PZ5tZw8QNDdKTGu7+bmzheTuhi0PvOL/mppuVHLAr4Xj+jLsvjRe4DkXODe6LzyelVkpc2BwLjIu1WyT3nB+fdwIOM7MdY23WkwglK35PKGnwJPC0u19DaPH9LqEF6OGg/ws57F5C6YqxvrGY+Pp442slcBuwiNCr4yYzawmZW3RJ7oj7+AfizU5gYDz+p1pxFV4DJH8HHgUmA/sRShnkLH2IRaqftwgnMHdD8f+s4kFuavy1Z1yuBaEofTNCkkRylLt/5+4PEwqFXkQ4YT2YcLIzKS6TTHyk7uzMJ9zlX66L2tzk7qvd/Wl3fy3+7mnzN8TnhYRWO9OAtsA5MQHiuqCpdp4H3iQkuU+CkOCIXRZTya3UiW7qWDA2PvdOLV+ZAUu5aUrofrIg/l5cS42XCC29DjKzlqljf6zX9GvgSEI9L8kh8bs8ERhPKCr9T0Idpl8SWve84O43ufsKKPK/4VU2XhgfGqflbGuOfGVmuxLqrD3o7i/Axv2Y2NeTCC395hC6qp6YnC+5K7EPHwU+JNTem2JmXVLz084BNiSSYA/FdetXdtzlSUkukWomtsr5LLbM2eSfVSLp9WJ8PjQ+H0+4g3eXu79bKcFKhXL3+e5+HeFC5e/As4SC8+nLpQYl6EUYafF/uqit3uId3U8Id/rnAKcCV5pZHV3QVB9xPy8C7iLU57jDzK4zsx1TTTiTN0JSx4KYJJ0NbDCzFkp85qz/EorLz4JNkxUWBqVZTBiUoBnQLnHsP5HQuvtad59XaRFLuXD3H9z9VsJNyz8Ruiv/AvgboYvaZVD0Rmjiez4lPm9Imy654zNCq+4rYdMb3okEx5uEpEYj4EYzGxy7KStHUA14qMV1JjCTcLP7DjMbbmbbJ84BasbPQup6sUN8XpuFkMuNPsAieSaR9PqAcHe2nZl1JvTPX0sYYliqkdgF6Q/A3z1ReBaKDDiwO6EA/RLCHV+pxhJ3dKcSio0CDCXU85JqIrGfbwOGA98BvwFuN7MTY1IzdSFbK3E86Eyo77ja3Rcp8ZmbYnLq7+4+ATZNViRucKRqNKbqtnQgtPhZRKjTJDkm0R3pCw+j6J4NXAd8S6jDNj/OT94ITX0+msTn7+My+v7nGA/1N+fHmxyb3PDeWKnCV7n7RYRk2DrC976dWnNVHx5q8A4AxgG7Ewanut3MBppZg/hZSSW8DiD08JkXl89ZtTa/iIhUR+4+38zeBk4A/gJ0BS5w92XZjUwqirvPLGZa6kRmKGFkzt/HWg1SzcVWPu7ut8bi0tcSi1JL9RFrc2wAbiR0XxlO6JrSETjGzB5x9/GJhAeEC+JmhBZgksOSx/MSkhUvEi5wjzazKwjFhzsAZ+hiNzclktc1PAw68l8ze4fQSmtPNnZhLbJOTI6dGCc9l76MVC+xi9p6QomTQwitfR4xs194GIFVcoxtHCm3IHXe7+7vmNllwPuE7srHEFrqXmRm9xHODZoR/ve3Bgbk+rHflJwXyT+pi1szG0YoQA3wibu3y2ZcUvnMrD6h+OylwPPufnh2I5LKlDgWtAWGu/u52Y5JKo6Z1SHc0DiJ0D15hzjrXcJIW9sTLoC7ARPdvWcWwpRKFj8XU4EfE7qxXQh87e6dshqYlJtEspvYgnNt6vgfp9X0UKvvaEJye467H5jNmKVyxTpeYwmJrpHufkV2I5ItYWb7EJJUPycMPvY54QbGTe7+YVymPnAgodXukYSbXUmzgTs8jMKd05TkEsljZtaJUJS4MXC0hyKUkifiKEs9CSPw/A843d2nZzUoEdlq8QR2nbuv28xy2xGSXT0IdVtaJ2avINzV/7u7z62YSKUilHb/p62TSm7cRKjf9CHQHjjE3V+poFClAmxu/yeTWhnmNwOeBjoDPdz9jYqJVCrC1nz/E+vWiC35+gEPAwd7GIRAcoCZ/R/h//aehLIjKwjXdk2BB4FzPQw4lFq+EdCA8F3vBiwldE9+DJiX1rI7JynJJZLH4ihKQ4FW7j4i2/FI5TOzJkAXYIm7T8t2PJIdybv8krvMbAyhvtIkd/+ymPlFLnLNrAFQm3BXtwmwCpjt7m9WUshSjja3/zez7s+BB+Kv97n7wPKOTypWGff/3oQWXJ2AP7v7JRUQolSgsuz/tO0c6HGEZskNZjYN2Be4mJDsSp3b/x74CXCJu//ZzApKcROsxGR4rlCSSyTPxUK0NatD1l5EJF+Z2WDgZmAl8BRwDzDN3ZcUs2y1OImVjbZk/2dYf/u43v8B27v7NxUVq5S/suz/2F21G6Gb6ofACNXmzC1l/f7Hbej/Qg4ys18BtwDXuPsFiekFwOnArYTBxjqlJ7gSLXlrVbfrQCW5RERERHKYmdUG3gL2Ar4GtgO+InRFfgT40N1XZ1g3NaKaEc4LNfhAjinL/o/r1wBqAgcR6tO/WOFBS7kp6/6P26hLGFF11ZYkRiT7ymn/p47/atGdQ+K+fxFoBfRy9xnpCSsze5lwbO/t7s9kKdRKVyPbAYiIiIhImRxGKBr+KmHE3HsJ9TjOB+4AzjKzH8cu6oXiXVwHascR2JTgyk1bvf/jjwXuvs7dpyrBlZPKtP/NrK67r3H3L5Xgykll3f914kjLSnDlnk7ArsBb7j4DIJXgSuzv++Nz4UAy8cYGZtbezH4V6/FVK0pyiYiIiOQoM6sF7A3UJdRiec3dTwMGAv8B9gGuA24E+sZuaQDEbgp1gCfN7B+VHryUWTnu/+vj9gzJGeW0/58ws+sqO3YpOx3/814LYBvg31AksUXiptVLwELgQDOrFW9ubYjLnkXo6rhv5YZd8WplOwARERER2WoeHzMJ9XTCRPfHzWwyoSbHmYThwrsCD5vZ/cD02GqjP3AEsGNlBy7lolz3v2ry5Bx9//Ob9n9++waYBhRAkcRW0kfxcTCwi7vPjtOPICRDX3P35ysh1kqlmlwiIiIiOSwWmD0AeM/dl8U7tIXdT8zsR8Bg4FRCvZbPgTHAm8A/CKMvdXD397MRv5SN9n9+0/7Pb9r/+Su2vN2ZMEL68kwjZZvZFcAfgeHufoOZtSC04OoH7Ovu71Zq4JVASS4RERGRaijW3fBU6xwzOxgYBvQmdG/5nHCCPMbdf521QKVCaP/nN+3//Kb9L6mkl5kdDkwCnnL3PmZ2JnAbMNbdz8hulBVDSS4RERGRaix5dzfWcDkauAToDKwGWrn78iyGKBVI+z+/af/nN+1/MbMdgJeBtcAAQp22zoR9vyyLoVUYFZ4XERERqcaSFzju/oO7Pw38L86+SBc41Zv2f37T/s9v2v/i7vOBt4F2wF8I9dlGVtcEF6gll4iIiEheSHRd6As8APzP3dtnOy6pHNr/+U37P79p/+cnMzN3dzMbBtwQJ3/i7u2yGVdFU0suERERkTwQL3AKgDMIozH9LsshSSXS/s9v2v/5Tfs/PyVGzH0VSLXa+02Wwqk0tbIdgIiIiIhUmg3AzYRhwydmOxipdNr/+U37P79p/+evdwm12Fq5+6RsB1PR1F1RREREJM+kujBkOw7JDu3//Kb9n9+0//OTmRlQ091/yHYsFU1JLhERERERERERyXmqySUiIiIiIiIiIjlPSS4REREREREREcl5SnKJiIiIiIiIiEjOU5JLRERERERERERynpJcIiIiUmpmNtfM3Mx6ZDsWqT7MbJf4uSrXEZHMbFDc7gtbsW6PuO7c8oxJREREKk6tbAcgIiIiImVnZk2B4QDufmk2YxERERHJBiW5RERERKqHpsDI+POl2Qtjq6wDZmU7CBEREcltSnKJiIiISFa5+5fAHtmOQ0RERHKbanKJiIiIiIiIiEjOU5JLREREyoWZNTOz12Kx7nfNbLstWPfSuN7Y+PtpZvaGma0ws+VmNsXMDt/MNmqb2TAze8nMFpvZWjP7zMz+aWZ7ZlinjpmdaGb3xJgXmtmauN79Zta5hNcrLMJvZjua2Wgz+zS+7vS0ZRua2UVmNs3MlsXX+MTMbjCz1hm2XyMWTp9iZovMbJ2ZfWtmH8T3dFRi2ReAOYnfPe1xaUl/u8R6RQrAm9leZvYvM1sQY/7IzC42s9qb2c7Bcb158e+xyMwmm1l/M7PNvW6GbfaKf4tl8TPxupmdlnr/cf1Bm4nr2LiNpWa2Mm6jfyn/Nql1l8R1XzOzUzazTg0zO8PMpsbP5Bozm2NmY8zsxxnWKVLw3syONrMJZvaNmW0ws+GJZfeJn9258e+8In4GJ5rZcDOrX5r3JiIiUl2ou6KIiIiUmZltDzwH7A28DvR09yVbua07gDOA9cB3QGOgB9DNzE5y98eKWacVMAHYJ07aENfdGTgd6G9mp7r7uLRVDwcejj87sDQ+7wycApxkZr9093tLCHl34BFgG2AVob5UMrY9Y2xt4qQfgLXAj4FzgAFmdqy7v5K23XtjDCnL4t9iG6B9fEyM8xYDC+M8gK/TtrWyhPiLZWZHAE8A9eJrFwDtgMuBzkCfDOtdBZyfmLQcaAb8LD56x32xYQti+RNwRfzVYzz7AV3MrGMpt3FxjH0DsAJoAHQBHjCz7dz9uhLWHQ78I/Ha9YADgAPM7CB3H1bMOvWBx4Ej4qR1hM/HLsBZwC/M7Ofu/mQJr/t74G+J192QmNeTsH8K4qS1cX7b+DiS8Pn4KNP2RUREqhu15BIREZEyMbM2wEuEBNd/gMO2NsEFHAecCgwGGrt7E2BX4EXCecuNZlbkJp2ZFQBPEhJc/wEOAuq6e2NgB+A6oC5wr5n9KO31VgI3AN2Ahu7e3N3rERJS1xFuCI4xs51LiPla4Cugq7s3cPeGQL8YWxPg2bi9R2KMdeMyPwIeICSAHrMwOmLqPXUjJLjWA7+Nf4um8X3sAAwCXk4t7+4nEJI+qd+3T3v8rYT4M3kIeBpoG1+7MTCCkHA5LiZZijCzcwkJrq+Bs4GmcR82AH4OLIjPF5Q2CDM7lI0JrruA7d29GdAc+DNhRMmOm9lMR0JR/ouBFvH9bA88GudfaWbNM6y7LXA1cA/QKr72NoT9DjA0Q4uuvxMSXGuBXwON4uu2A14g7MsHzGz3DK+7HXAVMDrxug0TMd9ESHA9A7Rz97rxb92E8Hm+HViTYdsiIiLVk7vroYceeuihhx56lOoBzCUkOXrE3/cAvojTngDqbOV2L43bcODUYubvQEgWONAtbd6ZcfqLQEGG7d8al7lpC+O6M643soS/xRJguwzr/zku80AJrzEhLvOHxLTz47QJWxDrLqm/YRn2b+E2CC3zrJhlno7z/5k2vSmhhdRqYJ8M2z+Q0NpoMVC7NLEDU+O8SRniGZ2IeVDavEGJeX8sZt16wDdx/sC0eT1K8bcYG+d/kpwf38/6OO9XxaxXH5gd599TwusW+7kBWiaWKfazp4ceeuihhx75+FBLLhEREdkqZtaJ0IJrJ+B+oJ+7ry3jZj8ntG4qwt3nA2/GX/dKm31afL7e3ddRvPvjc4l1vYrxdHzuWsIy97h7evfA9NiuzTAfNr7fZGzL43NLM8vW+doody+uRtYT8Tl9P/QltDSa7O7vFrdBd3+NUDusGaHLY4nMbBtCqySAqzPEc9XmtkNo0XRdMfGsJiTPYNP3k3Rlhtf+S3z+MRu7ygIcT2h5uAC4o5jXXUVoHQZwgpnVzPC612SYvpKNXRdblRC3iIhIXlFNLhEREdkahwB/IHRhuwUYmiEJsKXeKmE7X8bnZqkJsevi/vHX28zs5gzrppIImxR5j93UhgJHE7qSNUksn7JDCTG/VtzEWFB+p/jrsyUUVU8VcU/G9h/ge6AT8IKZjQGej8m+yjItw/RN9kN0UHw+1MwWlLDdVLfA1mT42yV0jM8bgFeLW8DdPzOzzwl11DL50N2/yzAv0/tJWQek10tLvfYnZvYVIdHUCZgeZ3WKzy+5+/oM230+PjcgfO4+TJu/GsiULFxlZlOBnwKTzOxGQrfFGSW8noiISLWnJJeIiIhsjcvj8/PuPiTTQjHRkylZcoK7pycuVpTwmqn6QgWJac3ZmCRqUcK6KfXS4mtPSDYkR4JMdbnzuO1mhEREJt9mmJ5sYdOyFLEVjoQXkyeDCXWXDokP4oh7E4Ex7v5OKba51dw9074obj/Axvdbn8R7KUFplkkV0l8WW11lMp+Sk1xb+rlKWuju35ew/peE975tYtq2iXmZzCtm+aRFXnJx/jMJia09CTXLrgBWmtmLwIPAv9z9hxLWFxERqXbUXVFERES2xkPx+dCYjMmkJiGBVNyjdgnrlVbyXGZfd7fNPdLWvyvG8jZwFKE4eGN3387dtwdOjMulr5eUqeVMMrZmpYhtl+TK7v5Pwih5wwmF9RcRaj39GvivmV1UQkzZkHq/15dmP7j72GwGW0nqlmHdEltkufunQAdC18gxwExCd9GehJE53zCzhmV4fRERkZyjJJeIiIhsjVuB38WfbzazXxa3kLvPLSHJ8UI5xLGIjcmAklrybCKOmLh/XL+3u09y95Vpi2236ZqllqzTtUWxpbj71+5+vbv3IbT22R94nJB0u8LMOpQhvvKWer9b9V4zWBifm5hZvRKWq8i6VNuYWUkJ2VRX1mSLvtTPJf0tdkr8nKk1YInc/Qd3f8Ldf+Xu7Ql/h/MIrdM6EUaUFBERyRtKcomIiMhWcfd/ABcSEi63m9mALMSwDngr/nr0Fq6eSjJ86+6ZupUdtlWBAe4+h42Jny2NrbjtubtPI7Qum0c4jzs4sUhh1zYzK6nlWUVJ1dfqsZmE1JaYHp9rsLHmVxExWdmmnF6vOAWEUSGLe+0fszHJ9XZiVurnLmaWqVvmofH5O2BWWYMEcPcF7v43NhbZ714e2xUREckVSnKJiIjIVnP3qwitRWoAY83spCyEMTY+DzKzfUpa0MySxcWXxeftzGyTmllmtjdwSjnF9gcz27GEuMzMmiZ+z9hyKBYWT40iWScxa3ni56ZUvkcICZtmwCUlLZi2HzJy94WEETwhDHRQnPNKG2AZjMiQOBwRnz9x9+mJ6eMISccWwNnpK8XEVyrucVtaLN7MCjaTyEzVL6tTwjIiIiLVjpJcIiIiUibufjnwF0L9rfvNrE8lh3An8Dqh/tHzZnaWmTVOzTSz7c3s1Dga3bmJ9WYSWkQZ8FBslZNKIJwA/BtI7764pUYBnxIKqL9qZiclWzmZ2c5mdjah5U+fxHp/NbNHzaxPHP0xtfx2ZnYDoVaXxxgBcPelhALsAKeXMe4t5u6L2Jj0udDMbjez3VPzzayemR1iZreQYaTEDFKDHBxlZnekEpJm1tjMLiOMjLks49pltwr4GXBn4rWbmtlVQKqb7qXJFdz9M0KdLIBRZna2mdWJ6+4OjAd+HLf9562I6SfA+2Y23Mx2TyW84me3Lxu7Ek/aim2LiIjkLCW5REREpMzc/U/A3wgjNz9kZsdU4muvA44DXiGMtjgGWGJmi8xsJfAVcB/QjZAYSq23AfgNocVND+ATM1tOSGw9BqwlFH0vS2xLgSMJCbWdCQX7V5jZQjNbBXwG3AZ0TMZG+Dv2JdTfWmRmy2JsC4Bz4jJ/cvf3017yjvh8rZmtNLO58VGm91Fa7n4jcDHhvZwJzIpxLCb8XV8kFM4vdUF2d5/MxiTSGcCCuL3FhBZj1wLvxvlry+FtpPuW0Orq9MRrLwLOj/NvdvcHilnv94QkZB3CPl5hZksIXRN7xFhPcfePtzKu9sA/4vZWm9kiQi2uR4EmhG68W5NAExERyVlKcomIiEi5cPfzgOsJoyY+ZmZHVOJrf0OoP3Qq8CwhMdEozv4IuAc4idCyKrne44TaSP8GVhDqL31GSNjtS2jpVdbYZsdtDQGmAEsISYgfgPcISbljCIm4lH8QEnBPAh8TWpvVAb4gJMq6uftfi3m5y4EL4naNUKuqDZXYfdHd/wzsQ3hfnxDONxsQko2TCMmhQ7Zwm5cREpkvErpE1gKmAQPi565JXHRp2d9Bsa9/HdAbmEp4P2sIrQcHuPuwDOusItRiO5PQ5XIVUJ/w+boD2Nvdn9zKkGYC/QgDQLxDeN+NCS3aXiYkQru6+/JMGxAREamOzN03v5SIiIiISBVkZg0ILavqAG3dfW52IxIREZFsUUsuEREREcllvyEkuD5RgktERCS/1cp2ACIiIiIiJTGzvxO6YE5w96/jtO0JXUAviotdm6XwREREpIpQd0URERERqdLM7GWga/x1TXw0TSxyL3Ca68RWREQkrynJJSIiIiJVmpkdTRg4oAuwPdCQUMD/LeCf7v5YFsMTERGRKkJJLhERERERERERyXkqPC8iIiIiIiIiIjlPSS4REREREREREcl5SnKJiIiIiIiIiEjOU5JLRERERERERERynpJcIiIiIiIiIiKS85TkEhERERERERGRnPf/80rJdPYeuJ4AAAAASUVORK5CYII=\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["x, y = zip(*data_stability)\n","# Creating figure and axis objects using subplots()\n","fig, ax = plt.subplots(figsize=[20, 8])\n","ax.plot(x, y, marker='.', linewidth=2, label='DenMune Stability')\n","plt.xticks(rotation=60)\n","ax.set_xlabel('k-nearest neighbors')\n","ax.set_ylabel(validity_key + ' score')\n","plt.legend()\n","plt.show()"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":5741.219821,"end_time":"2022-01-29T01:26:21.426536","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2022-01-28T23:50:40.206715","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
+{"cells":[{"source":"
","metadata":{},"cell_type":"markdown"},{"cell_type":"code","execution_count":1,"id":"22e8a10c","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2023-04-30T01:15:39.419838Z","iopub.status.busy":"2023-04-30T01:15:39.418631Z","iopub.status.idle":"2023-04-30T01:15:39.428632Z","shell.execute_reply":"2023-04-30T01:15:39.427824Z","shell.execute_reply.started":"2022-01-28T23:46:18.919787Z"},"papermill":{"duration":0.021066,"end_time":"2023-04-30T01:15:39.428806","exception":false,"start_time":"2023-04-30T01:15:39.40774","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","import time\n","import os.path\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"code","execution_count":2,"id":"bbb017ba","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:15:39.445418Z","iopub.status.busy":"2023-04-30T01:15:39.444401Z","iopub.status.idle":"2023-04-30T01:15:52.478373Z","shell.execute_reply":"2023-04-30T01:15:52.477746Z","shell.execute_reply.started":"2022-01-28T23:40:56.769548Z"},"papermill":{"duration":13.043106,"end_time":"2023-04-30T01:15:52.478534","exception":false,"start_time":"2023-04-30T01:15:39.435428","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting denmune\r\n"," Downloading denmune-1.12-py3-none-any.whl (19 kB)\r\n","Collecting anytree>=2.8.0\r\n"," Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n"," |████████████████████████████████| 41 kB 292 kB/s \r\n","\u001b[?25hCollecting ngt>=1.11.6\r\n"," Downloading ngt-2.0.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (9.2 MB)\r\n"," |████████████████████████████████| 9.2 MB 8.1 MB/s \r\n","\u001b[?25hRequirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.20.3)\r\n","Requirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n","Requirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n","Requirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n","Collecting treelib>=1.6.1\r\n"," Downloading treelib-1.6.4-py3-none-any.whl (18 kB)\r\n","Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.5)\r\n","Requirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n","Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n","Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n","Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n","Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n","Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n","Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n","Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.4)\r\n","Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.9.0)\r\n","Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n","Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n","Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n","Installing collected packages: treelib, ngt, anytree, denmune\r\n","Successfully installed anytree-2.8.0 denmune-1.12 ngt-2.0.4 treelib-1.6.4\r\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"]}],"source":["# install DenMune clustering algorithm using pip command from the offecial Python repository, PyPi\n","# from https://pypi.org/project/denmune/\n","!pip install denmune\n","\n","# then import it\n","from denmune import DenMune"]},{"cell_type":"code","execution_count":3,"id":"e1c027bb","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:15:52.510183Z","iopub.status.busy":"2023-04-30T01:15:52.509421Z","iopub.status.idle":"2023-04-30T01:15:57.869237Z","shell.execute_reply":"2023-04-30T01:15:57.869881Z","shell.execute_reply.started":"2022-01-28T23:41:15.923217Z"},"papermill":{"duration":5.378487,"end_time":"2023-04-30T01:15:57.870083","exception":false,"start_time":"2023-04-30T01:15:52.491596","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Cloning into 'datasets'...\r\n","remote: Enumerating objects: 68, done.\u001b[K\r\n","remote: Counting objects: 100% (68/68), done.\u001b[K\r\n","remote: Compressing objects: 100% (56/56), done.\u001b[K\r\n","remote: Total 68 (delta 12), reused 63 (delta 10), pack-reused 0\u001b[K\r\n","Unpacking objects: 100% (68/68), 20.59 MiB | 6.24 MiB/s, done.\r\n"]}],"source":["# clone datasets from our repository datasets\n","if not os.path.exists('datasets'):\n"," !git clone https://github.com/egy1st/datasets"]},{"cell_type":"code","execution_count":4,"id":"035edb88","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:15:57.91367Z","iopub.status.busy":"2023-04-30T01:15:57.912906Z","iopub.status.idle":"2023-04-30T02:44:24.207594Z","shell.execute_reply":"2023-04-30T02:44:24.208385Z","shell.execute_reply.started":"2022-01-28T23:42:17.352286Z"},"papermill":{"duration":5306.323171,"end_time":"2023-04-30T02:44:24.208683","exception":false,"start_time":"2023-04-30T01:15:57.885512","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["I am in One\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["k= 199 F1 score is: 0.7887742906726016\n"]}],"source":["data_path = 'datasets/denmune/pendigits/' \n","file_2d = data_path + 'pendigits-2d.csv'\n","\n","X_train = pd.read_csv(data_path + 'train.csv', sep=',', header=None)\n","y_train = X_train.iloc[:, -1]\n","X_train = X_train.drop(X_train.columns[-1], axis=1) \n","X_test = pd.read_csv(data_path + 'test.csv', sep=',', header=None) \n","X_test = X_test.drop(X_test.columns[-1], axis=1)\n","\n","data_stability = [] \n","\n","from IPython.display import clear_output\n","for knn in range (1, 200):\n"," clear_output(wait=True)\n"," dm = DenMune(train_data=X_train,\n"," train_truth=y_train,\n"," test_data=X_test, \n"," k_nearest=knn,\n"," file_2d=file_2d,\n"," rgn_tsne=False)\n","\n"," labels, validity = dm.fit_predict(show_plots=True, show_analyzer=False)\n"," \n"," validity_key = \"F1\" \n"," print ('k=' , knn, validity_key , 'score is:', validity['train'][validity_key])\n"," data_stability.append([knn, validity['train'][validity_key]])"]},{"cell_type":"code","execution_count":5,"id":"c3b61ac3","metadata":{"execution":{"iopub.execute_input":"2023-04-30T02:44:24.258367Z","iopub.status.busy":"2023-04-30T02:44:24.25742Z","iopub.status.idle":"2023-04-30T02:44:24.263655Z","shell.execute_reply":"2023-04-30T02:44:24.264249Z","shell.execute_reply.started":"2022-01-28T23:46:30.483565Z"},"papermill":{"duration":0.029149,"end_time":"2023-04-30T02:44:24.264441","exception":false,"start_time":"2023-04-30T02:44:24.235292","status":"completed"},"tags":[]},"outputs":[],"source":["#computing moving average to smoth the curve\n","x, y = zip(*data_stability)\n","window = 5\n","cumsum, moving_aves = [0], []\n","\n","for i, n in enumerate(y, 1):\n"," cumsum.append(cumsum[i-1] + n)\n"," if i>=window:\n"," moving_ave = (cumsum[i] - cumsum[i-window])/window\n"," #can do stuff with moving_ave here\n"," moving_aves.append(moving_ave)\n","y = moving_aves "]},{"cell_type":"code","execution_count":6,"id":"f94e3c6f","metadata":{"execution":{"iopub.execute_input":"2023-04-30T02:44:24.306994Z","iopub.status.busy":"2023-04-30T02:44:24.30602Z","iopub.status.idle":"2023-04-30T02:44:24.614896Z","shell.execute_reply":"2023-04-30T02:44:24.615451Z","shell.execute_reply.started":"2022-01-28T23:46:48.878352Z"},"papermill":{"duration":0.331793,"end_time":"2023-04-30T02:44:24.61564","exception":false,"start_time":"2023-04-30T02:44:24.283847","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["x, y = zip(*data_stability)\n","# Creating figure and axis objects using subplots()\n","fig, ax = plt.subplots(figsize=[20, 8])\n","ax.plot(x, y, marker='.', linewidth=2, label='DenMune Stability')\n","plt.xticks(rotation=60)\n","ax.set_xlabel('k-nearest neighbors')\n","ax.set_ylabel(validity_key + ' score')\n","plt.legend()\n","plt.show()"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":5337.516952,"end_time":"2023-04-30T02:44:27.257462","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2023-04-30T01:15:29.74051","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
diff --git a/kaggle/the-beauty-of-propagation-part2.ipynb b/kaggle/the-beauty-of-propagation-part2.ipynb
index e9b6924..8982a21 100644
--- a/kaggle/the-beauty-of-propagation-part2.ipynb
+++ b/kaggle/the-beauty-of-propagation-part2.ipynb
@@ -1 +1 @@
-{"cells":[{"source":"
","metadata":{},"cell_type":"markdown","outputs":[],"execution_count":0},{"cell_type":"markdown","id":"69a4abb2","metadata":{"papermill":{"duration":0.005341,"end_time":"2022-02-01T22:01:30.142171","exception":false,"start_time":"2022-02-01T22:01:30.13683","status":"completed"},"tags":[]},"source":[""]},{"cell_type":"markdown","id":"6adc4002","metadata":{"papermill":{"duration":0.005046,"end_time":"2022-02-01T22:01:30.152151","exception":false,"start_time":"2022-02-01T22:01:30.147105","status":"completed"},"tags":[]},"source":["##### Have you ever wondered how a cluster propgate. It is time to reveal the beuty of clusters propgation. It as simple as\n","- running the following cells,\n","- wait,\n","- watch and\n","- ENJOY."]},{"cell_type":"code","execution_count":1,"id":"04fd70fc","metadata":{"execution":{"iopub.execute_input":"2022-02-01T22:01:30.168132Z","iopub.status.busy":"2022-02-01T22:01:30.166429Z","iopub.status.idle":"2022-02-01T22:01:30.176831Z","shell.execute_reply":"2022-02-01T22:01:30.177555Z","shell.execute_reply.started":"2022-01-27T12:58:03.577376Z"},"papermill":{"duration":0.020992,"end_time":"2022-02-01T22:01:30.177877","exception":false,"start_time":"2022-02-01T22:01:30.156885","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","import time\n","import os.path\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"code","execution_count":2,"id":"26ab015f","metadata":{"execution":{"iopub.execute_input":"2022-02-01T22:01:30.190848Z","iopub.status.busy":"2022-02-01T22:01:30.18986Z","iopub.status.idle":"2022-02-01T22:01:35.420721Z","shell.execute_reply":"2022-02-01T22:01:35.418969Z","shell.execute_reply.started":"2022-01-27T12:58:03.604479Z"},"papermill":{"duration":5.23828,"end_time":"2022-02-01T22:01:35.420907","exception":false,"start_time":"2022-02-01T22:01:30.182627","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Cloning into 'datasets'...\r\n","remote: Enumerating objects: 63, done.\u001b[K\r\n","remote: Counting objects: 100% (63/63), done.\u001b[K\r\n","remote: Compressing objects: 100% (52/52), done.\u001b[K\r\n","remote: Total 63 (delta 10), reused 59 (delta 9), pack-reused 0\u001b[K\r\n","Unpacking objects: 100% (63/63), 20.58 MiB | 6.41 MiB/s, done.\r\n"]}],"source":["# clone datasets from our repository datasets\n","if not os.path.exists('datasets'):\n"," !git clone https://github.com/egy1st/datasets\n"," \n","data_path = 'datasets/denmune/chameleon/' \n","datasets = [\"t7.10k\", \"t4.8k\", \"t5.8k\", \"t8.8k\"] "]},{"cell_type":"code","execution_count":3,"id":"65b6476e","metadata":{"execution":{"iopub.execute_input":"2022-02-01T22:01:35.443413Z","iopub.status.busy":"2022-02-01T22:01:35.440138Z","iopub.status.idle":"2022-02-01T22:01:49.292831Z","shell.execute_reply":"2022-02-01T22:01:49.292173Z","shell.execute_reply.started":"2022-01-27T12:58:09.202072Z"},"papermill":{"duration":13.864641,"end_time":"2022-02-01T22:01:49.292977","exception":false,"start_time":"2022-02-01T22:01:35.428336","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting denmune\r\n"," Downloading denmune-0.0.9.1-py3-none-any.whl (13 kB)\r\n","Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.4)\r\n","Collecting ngt>=1.11.6\r\n"," Downloading ngt-1.12.2-cp37-cp37m-manylinux1_x86_64.whl (2.2 MB)\r\n"," |████████████████████████████████| 2.2 MB 4.3 MB/s \r\n","\u001b[?25hRequirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n","Requirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.19.5)\r\n","Requirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n","Collecting treelib>=1.6.1\r\n"," Downloading treelib-1.6.1.tar.gz (24 kB)\r\n"," Preparing metadata (setup.py) ... \u001b[?25l-\b \bdone\r\n","\u001b[?25hCollecting anytree>=2.8.0\r\n"," Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n"," |████████████████████████████████| 41 kB 426 kB/s \r\n","\u001b[?25hRequirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n","Requirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n","Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n","Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n","Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n","Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n","Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n","Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n","Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.2)\r\n","Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.8.1)\r\n","Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n","Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n","Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n","Requirement already satisfied: future in /opt/conda/lib/python3.7/site-packages (from treelib>=1.6.1->denmune) (0.18.2)\r\n","Building wheels for collected packages: treelib\r\n"," Building wheel for treelib (setup.py) ... \u001b[?25l-\b \b\\\b \bdone\r\n","\u001b[?25h Created wheel for treelib: filename=treelib-1.6.1-py3-none-any.whl size=18386 sha256=5a26051c3d08ceb0fe454722d6e46c30489d332ed37042a90fef1ddfb98030e0\r\n"," Stored in directory: /root/.cache/pip/wheels/89/be/94/2c6d949ce599d1443426d83ba4dc93cd35c0f4638260930a53\r\n","Successfully built treelib\r\n","Installing collected packages: treelib, ngt, anytree, denmune\r\n","Successfully installed anytree-2.8.0 denmune-0.0.9.1 ngt-1.12.2 treelib-1.6.1\r\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"]}],"source":["# install DenMune clustering algorithm using pip from https://pypi.org/project/denmune/\n","!pip install denmune\n","# now import it\n","from denmune import DenMune"]},{"cell_type":"code","execution_count":4,"id":"10179d19","metadata":{"execution":{"iopub.execute_input":"2022-02-01T22:01:49.324276Z","iopub.status.busy":"2022-02-01T22:01:49.323617Z","iopub.status.idle":"2022-02-01T22:04:36.303748Z","shell.execute_reply":"2022-02-01T22:04:36.304586Z","shell.execute_reply.started":"2022-01-27T12:58:25.335261Z"},"id":"FZgP6jwmzFtZ","papermill":{"duration":166.999868,"end_time":"2022-02-01T22:04:36.304866","exception":false,"start_time":"2022-02-01T22:01:49.304998","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["itration 250\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 500\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 750\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 1000\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 1250\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 1500\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 1750\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAACYzElEQVR4nOydd2Ab5333P3eHDRDce4gUJZLae1uWvLcdO3Hi2GlGnTY7zWjfpmmTNulK24wmbUazlxPveO+hYVl7UyJFintvAsQG7u79A9wESAAESMrmx1Uj3XjuAXD3vef5Pb8hqKrKIossssgiCxNxvjuwyCKLLLJIeBZFepFFFllkAbMo0ossssgiC5hFkV5kkUUWWcBo4tWQIAingRLAAVyOV7uLLLLIIu9wlgEWoEFV1Q2Tdwrx8u4QBGEQSI5LY4ssssgi7z5sqqqmTN4Yt5E0wRF0cnJyMuvXr49js4ssssgi71zOnDmDzWaDoIZOIZ4ifRnIX79+Pfv27Ytjs4ssssgi71z27t3L/v37IYyZeHHhcJFFFllkAbMo0ossssgiC5h4mjsWWWSRdyCqquB2dIKqYrTkIIjSfHfpXcWiSC+yyCJh6Wl5m86Gffi8NgC0OgtZRVeRXbwXQRDCnuf3OuhrP4bb0YUoaknNWYc1fflcdfsdxaJIL7LIIiHpbHiTtssvTdjm9zlou/wSAZ+DgvI7JuxTZD+ttS/Q13YMRfZN2NfbdhSNzkLJmvsXhFgrikJj9Rkaq88SCPhRZYXB3g48LicpGdms2rqXZWu2zHc3gUWRXmSRRUIg+910NLwReqeq0tX0FpLWjNGShTWjAo+jh+pjP0BVAmHbDPgc1J78KRqtBVNyIen5W0nJrEAU51aG3A47z/76e/R0NKOqKoyLFREEEYd9gNb6alouX+Cauz86p30LxaJIL7LIIlOw9VZPGQ0Dw4IW/NN++UVAQKMzE/C7QFUiajvgd2DvrcLeWwWAwZJDSsYKTNYCUrJW4XX343F2IWmMWFJLEITI/BsUJUDA50TSGJE0urDHvf7EL+npaB73ecZ/PGX0ehdPHKS4Yj0lK9ZHdP1EsSjSiyyyyBTkgGfqxpAirBLwhYzBiBiPo5NORycgIIgSqiLDsL1bp0+moOw2UrLX4nMPIAjBY4b661BVBUnSoygBulsP4xxoBBQQRFIyV6ExrqK7rQ1UWFKxlqz8YgZ6OmmuqQz2PFy0taqOXv/i8f2LIr3IIrNloLuDs2+/SlPNeVBVCpatZN2uG8jIKZzvrl2xmKz5Y/8YHT0nGnXMXKKqIIj4vDbqz/0eQdRMa0oZjxyQOb7vEL1db45uO/ranzCYLOQWl6GoypQR9IRejGk0tv6emD9NvFgU6UWuaNrqq3nut98n4B+bmlefOkTt2aPcfP+nKa5YN4+9u3IxJxdhSsrHZW+Zv06MG7lHKtAAogglyy14XHYcQ2PneVwOGi6emrmBcU4r5qT5T0e0KNKLXFHIgQB1F07S29GMVqen8ui+MYFW1dEprKz6ef3xX/CRv/0OGq12Hnt85eG0tdDZ8CZuR8d8dyUqRs0XKkiSQEmZmfMnbTE0BCoqAlC+YVdc+xgLiyK9yBVBa10Vpw68SGtdFYocGJuPhpm2qqqK2znE+SOvs2H3zXPY04WJa6gdr7MHjc4y7WKcvfcSl8/8BlXxz3EPZ8d4gR7BbNFgNEu4nXK0rY38Hyf2PUdWQTFpWXnx6mrULIr0Igue/U//jsqj+1DHL1xFmGL31P4XWL/rRgTx3ZkBwePspvHCozhtLaPfmc6QQuGK95CSuXLCsaqq0FD5yJUr0CHQ6cQYRHoYQcDW18Wzv/ou93/xX9Hq9DH2cHYsivQiCaGnc4hDb9ZxqbKTQEChsDiVbbtLKF+dE1U7NWeOUHlsH2qMC1dul4Pm2kqWlK+N6fwrGb/PQc2Jn+L32hk/xPR5Bqg7/WuWrv0QqTnB78XnHuDymV8T8A3NU28Tg9cTo0DD6ArikK2fmjNHWLV1T/w6FgWLIr1ITAQCMg21fdRd6qataQCnw0eS1cD6rYWkZZp5+BfH8fnGHpCm+n6a6vvZfd0yipdnoNNJ5BYkTxtaDHD+6HBAxSyKU3S11L8rRbq39cgUgR5DpaHyYXSmdDrqXsHWUxXmuCsX26Afjzsy3+1wqErw/IPP/RG3c4hNe26d81nZokgvEhWBgMyTD52mprILRZn4UA/2u2lpGkCnlfD75ZC6euDVWg68WosgCqSlm7jmlnJWrsujr7OV42++wkBPOxarhZyiUrILl9LX2RZ7ZwUBQRCQ3qULh4PdF5lOeFXFT82Jn6AEvNMedyXi8yk01MzOf3s8Ab+XI688wZm3XuauB/+azLwlcWt7JhZFepGICQRk/u87B+nrnubmV5kwgg57mKLS1+Pk8d+ewqR7GT1vjfrj9nZA06Wzs+vssEALCJSu2jS7tq5QInFbU0IFrVyhqCp43DL9PT4629z4ffF/8XhcDh75n3+iYuMurrn7I0iaxA8AFkX6CsDX58J2rhNvlwNRr8FSkUFSWQaCNLfTruOHmqYX6JhQcfnScXE7Ih70Yh16sQEEhRksIaEZFucRKjbuJCUjOjv4OwGvq/cdNjaeGUGAgT4fLQ2uhF+r+tQhAK6/9+MJv9aiSC9w7JVddL96GXWcacFZ34/tdAd5712FpJ+7n/DEocYEtSwAGhQsuJV1+JRCkjQHgBiEetRXWiC3eDm7b38g/t1d4Nj7LlN35tehc2+8Q1Fkla4OLy31iRfoEWrOHmHrdXdhTctM6HUWRXoB4xt0TxHokeGRp32I5l+fJu99q9Cnm+akP84h75xcRyYNj1yCUVM3IUQ3OlQ6Gmv4v298iuS0TPQGEwG/H0mjpXT1RlZvuwaDyRLvrs87ihKg4fwfUBR/8IubxYLrlYQoCeTkG/B5ZTpa5saEo8gy9RdOs373jQm9zrvTefQKoe+tJlRZHUk6NmVtJzDkpflXp+g/Gl3orsPhYGgoeler5FRj1OfEjBAnW5+qYuvrprutkf7uNnraGznyypP89j//H32d8xjynCAGuyoJ+J3jtsT0hrvyUIOf1Gia26oxl868nfBrLI6kFyCqotL5/CUcl3ojOr7vYBOGnCRMS1KmPa6mpoajR4/S0xNMGpOWlsbmzZtZvXp1RNfZuL2Il5++GNGxs0VREzvK9XndPPGTf+NjX/3veQtSSAQe1/wnBJpLpgSyzPHEoae9icHezoSueyyK9AJk4HhrxAI9Qu/+Boo+vAG/34/L5cLlclFXV4fL5UKSJPr6+mhpCY4cRxbW+vv7eeWVV3A6nWzbtm3Ga6Rnx1s4Qz9RerEGk3Qhzteais/r4eS+59l+4z0Jv9ZcodGax/4xZ9nrFg7WFG1wSD2HH7v61NsJvYfe8SItu/3YznXiqOlDDSgYci0kb8jDEEfBUVUVZ10/9nOd+O1eNEl6rKuzsZSlzxisMaUtRWXwZHvUffB2O3nzlTe4UHMRr3d62/Hk0cehQ4doa2tDFEWKiopYtWoVPT09VFdX4/F4yMjIYPXq1Vyu6o66X9GjohcbGXnKYrNHR87l88feUSKdlrOOtprnUNRZRNpdwRiMEiaThCvWUPAYaG+oSWj772iR9ts8tD1aid8+tpDg63cxVNVD1g3LsK7ORpUVHLV9OGr6UAIyhpwkktdmo7FENgVWVZWOZ6px1vaNXaPXhatxAEtZBjm3lSOIE5VG9gRwNvQPvzSS0GeMjX4CTh+yK/rcCSoqF85X4iWGc1WVhoYGAOrq6jhw4ACyPHaTX7p0iSNHjpCTsjnqtqNFK3QhCUGbaqIFGsDrdofc3u3oxRPwkm3JRD9NlY+FhkZnJm/5zbTWPM+7bRQ9gt4gzqlIuxwxZNqLgne0SHe/VjdBoEdQFZXu1+rQ51roerEWb9eY76+rYYDBE23k3FmBuTh1xmv0HWyaINBjFwFHTS/2omSS1+Xi7XHi63fjuNSL43IfjPPY0GWYMORbCdi9KN5YBBpklJgEOhTjBXr8tubWaiBetrepAiIyhFE8G3JfopDliQEf5zqrePj8M9QPBMsrmbVG9pbsoDStmAONR+hx9ZNmTOGakh1sL9yIGGFpp7kke8nV6PTJNFX9CXnCIuI7D0EQgjPDYROHCrhdczuLGOztxO/1oNUbEtL+O1ak/YMeXE2DYferskLnc5fw9U7yq1RB8cl0PFNNyV9sRjKG9zJQAgoDJ6YJW1ah+9U6ut+sh0B44fH1uqb2IypUJERy1VQ6hIFZtDM9osGGKGWjyIkZ4ipYsMvXoVNaMUrnkYTEZ2PzeVz0d7WRlp3P2c6L/OfBHxNQ5NGETg6fk2cvvTbhnBZbO+c6q3i7+SRf2vkXiAsww15qzjp8Xjutl55J6HUmWM6E+fElGRFqv1+hodY563wdsXD09ae56tYPJKTthXd3xQm/zTO9j6jKRGGctMai+mTqf3YcX3948XTU9E4YEYdlGoGOJ/EaSYdFFYOlhxKKhE9dgiNwNao6N+5UrXXBgqgPnf0TfiUwIeNeuF9OReVY2xmerwlTUXsB4HF0JbT9KY/XcOHt+TCyCIKAVieRk28kLXPuvXXa66sT1vYVN5L2O3x0v1KLu9mGGlAQdRLW1dmk7SqaEH0nmSLwsw0GpoW/q3wKTb86RdFHN4YMGPH1zV10UyQM4Rn7TAkg4LKCksj3+tiPIWPFIxdj1NQl8HpBLl4+yxFdF42DrVGf+8TFF7ij4voE9Gr2uIaiX4COlGljZFRQZxpVCyJJacswmjKxD9TjmWUVGGt6OVrTao4d/DmqqiKI4mgGu7mgr6sVe39PQqIPryiR9vW5aP7t6WCAxzCKT2bwVDu2c51k3bQM64osAPSZZvSZZrw9IWxyapi/h0KF5l+dwpCXRNr2QsxL00Z3JSQkO0b3IT8yfiKvAxcLsj+ewSwzf1CfWoCRxIp0W4bEQd1l1LrLMZ3v8rsZcNtINc5/LbzJhKz4vQDQ6q2UrvsI5pSi0W1+7xC2vhoGOs/icXQiiBIIIl5nDxPuE0FEozENz3ZUdIYU8pbdNFrA4Ib3ixx89iHcLsecRlzKgQCHXnyUWx74TNzbvqJEuu1PFycI9HjUgELX8zX4Bz2k7wj++JnXLqXtiQuogeE36ix+L0/7EO1PXiR9TzFpWwoAMBanwIHY2wxJDH0UEBCH/ygJnGwKQrxHJpOFemLfVVU7i7DwmbGZoC5fM+uJR3VPHTuKNiIrMue7qhn02MlLyqYsY2lc+hkrAX8CRVqARiUXGS1mwYVdTaJGLWa50MhSoRmtKg8PpYO/sSBIGCw5ZBZsJyN/S1CEx6HVJ+EX8mjqH8DlyiAlJYU1a9aQZNEjBzxo9VZEcWa5Wr52K0XLy2msPorH6aH2/Hm6Wuqmrd4SDwRRpLH6DG6nA6M5vvEEV4xIe3ucBAZnvun6324mqTwDXZoJQ24SuXeuYPB0O676+Cyo9e1vRJduxl7ZibMmhFfHPKFBIosUOkncwqFkcBBwJXLEOFG0JSHo2pQooW7LGjaJCbOLfvjNmcdw+V08fvEFBtxj7liFyXl8dttHWJJSMMuexkZCymANi50AlHhbONe/lCPpO3ENB9F0qDm8pW7BKrj5+tXrMRksyAEPoqQLK7KqqvL6669z7ty50X8DnDhxgr1797Jx48aIuhbwu2m99CwDnWdG/cSXr7AiCQa62z34/YkVakVRcDts716Rjsb+azvbiSAK2Cq7UDyBuK9kdDyZ+Gi4WCgnn25hMGGjaXOyTMAuICfWqjKKQaxPaPtDJhGBcW5cMdLvHuT/TjwEBGc1IwFMLbZ2/mX///AfN/wdaaaUkOf6Aj7cAQ9JOkvcvUTUeAe0TP6ODBK7eg+xtesoT5TeS5ulEAAFidLsQsxGKwAabegEYIqi0N7ezrlz56iqqgpxOZU333wTi8VCWVkZEHSZbL1chcflIDUrl6z84uG2AtSe/BmuobYJfQ34BilaaiZ/iRFbv5/ai0MkylQtihKmpPgPYhaUSLvb7dhOd+DtciBoJSzlGSSvzUEyaBANEXZVBdu5TlT/3LvhxIQooM+z4OtyofrHPVSTR44RaEiyYGZ9SjmnBme/0iwM52VWVRVBECgtLeXqq6/m5987hssRzxSY40exYx/SKF5AI47NVBIxmhYVFQRxYoHbWaISTJU64j895HXwSt0B7ltz54TjOoa6eazyOY61nSGgyCQbkrhu6S7es+JmdFJ8kktJkp5AgovKygYterub99Q/wf+t/gwBUYtJq+HO5bnTnnfo0CFOnDhBIDDzG//555+ntLSU+gsnOfTCwziHxmYrWfnFXH/vx1H8bUGBDhMKL4oCqRk6Vq5PpvJU/INPVFWldNWmhGRWXDAiPXiqnZ59DRPe1t5uB/bKLgrevxpTUQqCJIS1SY/nihBoASSzjvz3rkKfaUb2BrCf66T3QGPY41EBjQiBEJ9vWMC23LCTwZM+6uvDj0INBgNLlixhaGiI9vbQHgA33HADy5cvx+l0YjQaMZmCoyGLRR9nkR7pvIpG6EESHOjEejSCPc7XmErGoEJrjhRzkdtIOdl+foJIdwx18/U3vsOQdyyIyuYZ4smLL1HT28BXrv4MGnH27ofJmeX0tZ+cdTtA2AU4cTjwyRRwsWKwCrFiN+8pyyPHEj6w49VXXx01bUSCoii88eJT1B55ccqMp7utkad/8W12XFcxba6SkQGHwSQiiiRkNJ2/tCL+jbJARNo34J4i0CP4+920/GHYVhWBQF8pJK3KIuvaUkRd8GGU9BqS1+cycKwN2RN69CNoRNKvLqb3zdACbC5Nw1KUyt1Fd9Pa2sqlS5fw+/1kZ2ezfPly/H4/BoMBo3HMS+P48eOcOHEClytoTkpLS2Pv3r2UlJQAQUEfz+qN+bzxYnVCnGENUi1aoZu58rTN7wnQk2fCo8Q/Ob6iKqOj6cm+5Y+cf2aCQI8Ij4rKua4qfnXqET6y4d5Zj6izinbT136KhH2fqorG5R8177wvQyFnU+m0pzgcjqgEeoTaUwfCmqScQ4M4BruI5HOKgkBOgZH25tDpAGJFQODAsw+RU1RKek581yAWhEjbz3eFflMPbwrY5ybZ/FwyVNmNpTQNy/KM0W2iViJjTzFdr1wO+X2k7SgkdWMekkFD/9vNwYCd4fOsq7NJv7p49NiCggIKCma+WbZs2cKWLVsi7veWXUs4f6qVns54l9ECj1yGVtPNXKUx08mwLGClUowu42CkjIjzqsyy0W1uv4fj7WMiparqlJH8q3UHOdxyktvKruPm5Xsx62Ir6qDVW2dtb58WQcCfZkbXH3Rz1Ucw1T969Gj011FkFLd92irdHpcdwzQeoiPfgSgJ6HRxtP2PK9emKDLnDr/GNXd/NH7ts0BE2j8Q4q32zhk0h6X3YNMEkQawrs5GNGoYONKKpzOYmF+XYSJ1SwHWlUEfcOvKLJJWZOLtcqLKCroM05yV0dIbtHz0Mzt55emLnDvZFlcBCKiZOOVNmKRzCEwc3SbKDS/XKXHRmthIyl5X/6ht3+V3IytySHEej8Pn4pHKZ3mm+lU+tvH97C3ZEfV1fe6B4BUEERL0+bwZllGRNq/YOePxdnssZqzpI7S0OgGdPrL7UFVVOtujd00UBJGi8jU0VZ8d2TD8PxP71d5YG3XbM7EgRDqi6MB3IP5+N75BN7qUiUMAS2k6ltJ0ZJcfVVXRmKdmYRMEAUPO/JR/Mpp03PXB9dz2vjXUVndz9EADzfX9s2w1OHr2KUX4lDz0YjMGsQZRSGxUZ74hnZIUAw2DLQkT6hPt5/jlqUcozyhFEkQElYg9cNwBDz8+9jusegsb89ZM2FfTW89zl16nsvsSgiCwIWcVd1RcP+ryp9GZQzUZG2ECQxRdUEKSNlyPLmPmmVtaWtq06yUhETVY0zIZGgw940nL0E37Eh8ZSAQCCq0NbjwxJGDacPUtbLv+Lv7vnz4VotDAWF1NJQGuTwsid4d1dXbwL2HKRL2TUSfl9Wiq7+Ox35zkv7/5Gj/+/kHefOMy9sH42s/ihUYrsWJNLtffviJOI92RRjR4lRIc8mYU1ZTQlKVFy9fwpV1/QW5SFkIC0wO9fHk/PzjyS753+OfIRPcyUFH5z7d+wh/PPc3gsB/2280n+Kc3v8extjO4/G6cPhdvNR/nH17/Nuc6g+5selM6luQl8RtFh/ghREUgdc8Hybj5LyJqYs2aNTMfFOKczXtvC7tfq9PMmLddUVQunrHT2Rb9KNpgTmLVlqu5ePwgRksyqqIERVlVx/4OQLBU2wu//1/kQPy8ahaESCsBBcl05eTsjRuigC51bGHuxNtN/O7HR6g+34Hd5qG/18WR/fX8/L/foqcz+pqEc0VGlgWtTpqSNzssAtPMXoM7JAZJ0h5HEhM7ks4tXk6mOZ3/uukf+MLOB1mfswpREIP+zguoPqCiKvyp6iU+9exXee7S6/zs5B9Djvz9sp+fHP89shIcLerNcc4lIQhjYi0I5G36AKm77kGYlLLV5XLR0tJCV1fXhJFnWlpaxGsgaWlp3Hbbbdx4442s3HI1m/fePuU6eoOJVVtvn7Gt3i4vLkf0I+iM3EKuvedjPPbjf+bAcw/hsg8Hi42OnichCDRUnebwy09Efa1wzLu5w1nfT8fTVcGK2HNc9ma+MeQmIUjBm85uc/Pin85PGfSoKjiGvDz2mxN86m/2Ri6Ec4jBqGXNxgJOHW2O6PhgtPDI51CRNCK7b1hOZpYFrVbDsZd/SH/3SJHY4PczMnIJhygJZGTr0WoFHHY/Loc8c4SZICBJwUdAI0rsKNzEjsJNNA608Ez1q5zqqCSgBEjSWfArfpw+N/I8VzyRVYXfnnkcIGwu6373IGc7q1iTvoS+tmOJ6YggoNUnk5G/BZvNhtvtZnBwkHPnztHR0THB/1mr1ZKTk8PmzZspKSnh6quvxmAwcPDgwZBNi6LIn/3Zn5GRMXG9ZtsNd7Nyy9XUnD2Cx+UkNTOX5Wu3otFquXDoDN5p6ju2NUU/G/3gX/0LZmsyv/v2V/B53aOfWyBEbcWRfcP3ddWJg2y9/i50+tnnu5lXkVZVlZ59DUGBHuHdItSSQPatywHw+2VefbZq2llpb7eTf/6b5wEwGDRs3FHEzr3LMFmmzkD8fpmeziFEUSA71zonwn7DHSvo7XbQVN8X+e8ngMGg5b4/30JhyVjiqt6WdaMinWTVIEoCLkcAnzcokJJGwJKkQacXMZklktO0mMzDt/K4a9dcGKK/N4x7nSCQlJyGNTVjyq7i1EI+v+PPp2z3BXx88tmv4vAtjET6I4uRoeh19dPUdTyh19ekbOfhRx6lo6Nj2gVkv99PS0sLLS0tLFmyhLvuuoutW7dSUlLCM888w+Dg4OixycnJ3H777VMEeoSklHQ27Zlq+ihd/xGqj3wfJUzwjs839eEK1+ORb9ScnEL1ybfGBHr0gKn2+cmeJz6fh77ONnKXLAtzlciZV5H2djqmena8CwRasujIvbOCviEfr/7hDI2Xo8sB4vEEePvNeo4ebCQnz0p2npVNO5aQnWflwKs1nHi7CfdwCa6UVCNXXbeMDduKZmh1duj0Gv7sk9s58XYjL/0pRNj88J2fkmakuDSDgF8mvyiFdVsKMUwqrLB62zW01x0gO09Apx8eSSvQ1+OlsdbJ2s0p6I1Tgz2CazfDN5AKS0pNDPT5JiWmH1uVX7P9WkQp8qARnUbHB9fcxc9O/iHic+aLDFMazpbE5bp2B6wc2n+RQCAQlYdPc3Mzb731Ftdccw2ZmZk8+OCDDA0NYbfbsVqtJCUlxdQfoyWbiu1/xaXjP0L2TzSRCYKA3iBNWDCcIdMqAmDr7aKzOYIsjGFelBptfBwi5lWknQ397wpRHkWEnNsrsCxPp6VxgN//5AiBUNGDESIHFNqaB2lrHuTUkWay85LonuS/PDjg5rnHz+P3yWzdXTLbTzAtoiiw9aoSBvvdHD3YMGW/RiNy133rWbI0fdp2PI46ipZqhx/+4YQ+ImRk60nN0KHRhJ7mC6NZ14KLbXqjRMXaFOprfPi8ExeMVm7ezYbdN0f9GW9YtpseZx9PVb8c9bnxRh2uFzV5NJ1mTGF9zkrO1yRoyUkQaR8qJRDojPpUVVW5cOECu3btQqcLzgKTkpJiFufxGC3ZrNr513Q1HaS/8zSy343RkkNm4Q78QjMn3ghXpSZ0Dga90YxGG3qtbCb/c2tqJhk5hTF8iqnMm0h7OoboPxp9kvUrFkkg5+YyksqC07gXnjg/K4EORVd7cHExlHnjwKu1bNhehFab+GonN965kowsC8feaqCny4EoCCxbkcnu65eTV5gy7bmqqtBR9+qYfW9YqEceiHACPZkR4UpJ03Dz+29icFBHf1cbOoOJsvXbSc/Oj/nz3b/uPWglLY9feG7exxgjQg3D1UlEDZ/Y8gCiKGJJWcpg99m4Xk8QNCzd8EkO/O7JmNvw+XwMDg6SlZUVx54F0eqTKCi7lYKyW/EEZGRFxazTkJK1ju7WBlpqK1FVFQVhGq8JAb/WiGpJpXTVJi6dORzikOlzVW+97s5pg2+iYd5Euv9oS2Slp65wBK2IeWkaqZvzMeQGRwvdnUN0z7G3htvtp/5SD+Wr41VIdno2bi9i4/YivJ4AkkZAo4ns5eCyt+H1jKygj73EZnKxmg6n7TJrtn825vNDce/q21iTXc5Ll/dzsu0cXtmHgJDwPCChUFHRihq2F27kjvIbKE4N+isnZ62Mq0gbzNks3/QXuL1hFs6iQBsnU8B4Wu0uXm/s4UKvHadfxicrCEB+kpGrCtPZee8neXnfa7SeP4LTkoXeY8fa3zilHUWUaFl+Ld1OL8sr1pFTWEpny1SzhyCIZBcupbutcTRJlzkphW033E35hpkDeyJlXkRaVVVcDYnLe7xQyLimhNRNU0dsLoc3oWae0YXYUU+p4F983jnKMToOfaTZCwGfZ5Du5oNxj47zeRPzQqzIXEZF5jK8AR+v17/FG/Vv02Jrm3OZFhBQVIX3rrqVvKTs0e3Owakmp1jJKbmO/OVB85CklTGZTKP5XqLqqyCQnZ1Nampq3PoGcKpzkJ+faSCgTHxNqkDrkJuHL7byMIBYAOveF+yLHCCr5QTpnRfQ+INrY46UfDqLtuNKzuWxqja+urOM2z/6BQ488xCXzx9HGXZtTEpOHxbjHThs/fR2tKDV6cldsjyqdY5ImJ+R9HhvqneCN0eYQZ6n1Q4hRDo13Tw3lX1G19CCXgA5+YlM2D87XPY2ak/+jEAg/oE7UpxSf4ZDr9Fxa9m1APz2zBNBH9o5vqlV4EjLKe5ZecvoNp9nkNk+YDpjGktWvhdr+lj+EUmSWLNmzWgejmjyg4iiyK5du2LuTyjcfplfn2tCVqP71lVJQ9eSbXQXbkbrc6CIWgI60+hCYJPdxZffqOTaokyK976fHTffS39XG1qdnpzCpaPmDEtyGpbktOkuNSvmRaQFUcCYb8XdOpzXdbzIXemCPR4ptE0qOdWIxWpgyDZ3NehKlmWQmTP7xZl4IAd89LUfp7/zDHLAg9GSg8vWQsDvIhE3gKQJnzYznrTYZldMNVZUVAQEPIGJich0hpRh22nwqIgYzvNhzaggb9nNmK2hbffbt2+np6dnNMR7JqEWBIHMzEx2795NcXFxZH2JkOMdA3hlOTbrqSCgShp8xpSQux2+AM9cDv6u6UYdH1u7hKL0uX2O5s0mnbo5f0yk4Z0lzsNYloV/u3pc8U+PCWNf41C+CfsyK8YeD2kdbu764LqEXC9aAn4XNSd+intcdWiPI7I0k7Hi989NVXezLhi4kNDMc9NQkjrRmyAjfyu9bcfGCfUIE3wS0egsGMzZaPUWtLok0vM2YQojziNIksRdd91FU1MTVVVVeDweMjIyKCsrQ5aDCaRSUlKQJInBwUG0Wi3p6dN79cRKj8s7J/Vm+9w+/vtYLR9YWcCuggy0YQZh8WbeRNpcmkbmtUvp3d+IKl8BSfqjRJ9pxrI89E3p8wbwx7EwQaj709TrwbbciivbiDvLwJlBB7utczOinI622hcmCPRc4HP10Nt+ioy8yGrlxcpVRVt47tLrCb1GONKNKWzJXz9hmzm5kOyi3XQ1H5zkyyuMVuzW6szBlKaiRMAxyMBbj9L13FdQfW4QJfQ5S0m75gGMS1ZPuaYgCBQXF884Ms7JSexidafDM2djvIAKD11o5ZnaTu5cnsveJXEOuw/BvObuSNmQR8lfbiFjbwmCtPDCnWdC0IhkXLt0YhY/QcBckkree1eNhnxPOS8OH3WmXFSSV0FnDwa0qKLAHy62hDyu1+UdHokk/jaXAx76O86E2JP4azdV/pGmC4/T13EKOZCY/OTFqYVcXbwtIW1Ph1Vv4W+u+mTIai4F5bezdM39WFKKkSQdWr2V7CW7qdj6WczJBeiMqQiihN/WTdsv/pqhky+jel3BBRM5gLetho6H/gn7yfn3Cw+F3evnbHf8y2HNhNMf4I8XWzjSlvhi1POeu0MyabEsS6f3zfitRMeN6dZcBEjfVUTqxjxS1uXgarah+GT0WWZ0qeHj9TtabTz66xMxdyliORNAGhcKG1BU9jf3sKco+OZ/u7WPl+q76HIG7eLZZgM3Lc1mV0FipqQAPo8tbNjuXNDbdpTe9uNIkp78stvILIi/oH5yy4fItWTxSOWzCc1RPUJxSgH/dO2XMGnD33OpOetIzQlt7vJ21mM79jzOqrdRA2FMcKpK76u/xFS2FU1SfL0yZsu3j9TMq6X0+cudbMtLm5WL6EzMu0gDOC6FT4yyENGmGEjdWkDy2uA0TpBEzCUz37xOh5eHfnoUlzM2e/TkmzFglPAlaTEM+lABT7qeoQIz1hYnpi43fpM0nHEueAO1DwU9J16p7+KJS20T7HhdTg+/Pd/EkNfPzaWJmZ5qtOYwvsRz6OKjqsiyl+aqJ9HqLKRkrYpr86IgcvfKm7nUW8+pjvNxbXvKtRD566s+Oa1Ah0Lxe7GffInBo8+hOCLMAy7LOM6/ScrOe/ANunHW9aMGVIwFVoz51hh6P3uOtw/Q4Zynqk3DsePdLi+dTg+5ltknUgrHvIv0UHUPvQea5rsbQFBsJZOGwJBvzONkLFkbAClb88nYXRzTm/P00RZcESwYRipXg6VJeLKm3hz9K1MI6EQCFu0E20qO2YDLH+CZ2o4pK+Ejgv3c5U52F2Zg1sX/1tDqLVjTy7D1XZq4Y078EafS2fBm3EV6hGuX7ky4SH90471kmaOb+Sh+L50P/wue5iqiezGq+Ad76HqpBvvFngm/lz7TTM7tFejSEidUoXi5vmtOrzceBYIh+UCil9TmPZ90/5HQttK5RNCIlH5hJ8u+uJPC+9ehsepDHAT6bAvp24tinto01PZO+1xEU+/AkW8KKdAj2JdZpxi/dxdlcLpzEO80d5VPVjjVNRhhL6Inv+zWqS5xcynQ474Tp72FgD8xBRU2562lKDkvIW0LCFh0Jq5bGr2/sf3kS3haqol+5iLg7RWwX+ge+72Gb1hvt5OmX56k/bmq0bqbiUZRVVqG5sZrZzpUoC3B/ZhXkfYNuvH1zv8XXfzJLYjDOSE0SXoK7ltL0soshOFtol5DysY88t+/erS6dyKQdZGJf0ArMFg+Q2BKiBfJ85c7qRucPs2mCtjCVCuPB0ZLDhVbP0Na9rqxBO6JLL0ygVDXScwLQhRFvn7NF8k2h065GXO7goggCFy7dBfaGIJ0hs69GdtLURTx9A5nUgwzmnBW99H4i5O4WuYgmlhV52PyFZJfnWuiyZY4HZtfc8cCyN2R854KNIaJN7vWqifnljKU60tRvAEkozasp0Y0lJZnBkfTIVBF6FqfTu7x3tFsm+Fw5YepXTeD2D13uRNTBAmKGmYQ8tliMGdRsvZ+lsh++jvP0nThkYReb5Tx34+qIGmMXDj0X6CqGK355BTvxZq+PG6Xs+ot/OC2b/KPb3yH6t4IUl5GgKCobFCyuFEtQfZ4kAzRuVX6B7uJZRRtWXsPtuoIamoqKm2PXCD3npVYliYuCu/Zy50LJrRCUeG1hm4eXF+ckPbnVaS1KUYEg4TqmZ9qF5aKDJKWhR/piFoJMY5Z4zZsK+TQm5dxO6eOVD0pOhSLlrZdWRj7vWg8MqokIvoVTF1uNG55dCAYCJFLOdLRqCuCzHvneux89c1KvnH1yrg67Cuyj+7mt+hpPYrfY0PSGNDo5qiY7vgqJsNeF/K4EPShvhqG+mrIKbmW/OW3TD479ssKAt+87q/52JNfxjmboBpVZWOVix2VbqRAF7WcpxaQzGYKP/A+8m6/DSGCnBFClKHTAFn3fAm05diqqyLW985nqln2hfglGRqP0xfgxbr5s0eHoqY/cQnT5lWkBVEgeV0ug/OQslSfbSb7xtlXTYgGo0nHRz69k9//5AiOoYmr0rZSK0HDtwZ3zriHTQV7SRKWVifJl+0IgDhTWag40OP28cOTdXxha3xGlorso+bkz3AONo5uC/idBPyJr3Iiac1jgjzDHLmz4U2s6WUkpZXO6prdjl4ONB3D7rHT5x5EnqU73vVH7KxsCN4z41/HstNJ4y9/w9ClWsr/5kvTrpd42y+jytGbsgStHkNBMoJGQvVHNqBSAwr2811Y12TPfHCUPF7dhrxQbB0k3i9p3r07ktdkz7lIGwut5L9vdVxMGNGSlZPEF//xeipPtXH2RCtebwBroZUW/bgMdeO9HYafOUeBGckjY+rxIOsm9TtBNt2qviG8soI+Dt9Td/NbOAfn2otHoHj1B0jLWY+ttwqPs4ee1qP43NMFIKj0tB6ZlUg/Wvksf6p6GVVVUVVl1g9xYYc3pECPp+/twwycPEXa5k1h2/H1NBOTu6McQDJoSFqZif1s5In+3e32hIj0ue7BuLc5W/o9fppsTpYkhzFFzoL59+54O7LipfEieX3uvAn0CIIgsGZTAR/6xHYe/PxViCtCuFFNFl4BbMusdOzIxJ1jDH9cHFFUaInTgkhv23HmPkGLir2vloHu81jTywF1BoEOEswlEhsHGo/y5MWXRqvKzPYT670Kd+yLJKJOpfuNfdMeIRqGTUthCtiGRsBQHAwJz7i6OCrFkMzxzz7olxXsvvktBhyO7x6tTUjk7ryPpF1NcxfSmbQyk6zrZzeNjSeKqiIQDG0NyWT/4XHloUb3JxhdnF5mwbSZc09/x0n6O08jaQzI/sjcwzT62O3kz116bfTv8Xherz9iQzNxUhUaFfy26Z8lY+l6JFMSsity+6m+sAJJHxwdSnoNyWtzsZ2JIPeKAKlbCiK+TqRoRGHBZjd2BRTOdNnYkJMS13bnXaTlGKPvYiF5fe6cXWs6znYN8kpDN3UDwdJSacbQddSA8IEecyDQBo1IgTU+AQpavRWfO8LotnijqlOKk05Het7mmC7j9ntotrWPXTYOUlLYHTSDzfhrCwLG3Onvb1GjI+2aD9Hz/I9HU5JOh2RJJecDX52wLX1XEa5WG/4ZXGeta3KQ9PGXF0EQ0EsCHnkhyjSc7Y6/SM+7uUPQzk0XrGtzMObNT/jqeF5r6OZHp+q5POBAJZhTo2um0FZBmPpnDritNAcxTtfKLNgel3YSjVZvJS07trSukihNEFNhZmmdGSHCVgSB7JtumPGwpHXXkn3PX6PLLg5v9hA1pOx+P4Wf/iGS3jRhl2TUUnT/WjL2FKPLMMGkepqCViR1e2FCF+XL5jifczTEa+Y5nnkfSWssevwDiYn6AkCAtF1FpG2LT+Xe2WDz+nmiuhVVXZjTtfHcsSwnrjk8soquorvlbfzzZPaIFEHUIYTIJhcJOknL2pyVnO28GLf+SAFlJE3EtOTefitJyyMTRnPFNswV2wjY+1AVGRVwVh4AVcW8+ip0qTOMyHUaUrcUjJozVFXF0+VA1IjoM+K/cDaZW5bmcK7bnvDrxMK1CUhdOu8jaV1WnH5UYdyofPiO1qYaKLx/3axCuePJ/qYeAjEKtDDuT6K5tyKfO8viG9IsSlrylt0c1zYTgSLPLqz5vStvGU0ZGg9zh8sook7O2R+C/Dtvj7ptjTUdbUoWupQsUq96H6m7751RoEMhCALGnKQ5EWiAZWkW7lo+NwWVo2FpsokcS/xzts/7SNqyNBXnpdBReDMigDbZQFJFJpaKTHRpRlzNg8gOH5pkA8YC64IQ5xFOzyInxlyNvCUBdiYoXanekDI2xVajyVQydxgts3v4yzKW8te7PsmvTj1Ch6N71v25WGJg64UZ7OlaDfrMxCefX0jcvjyPZ2s7WSjlQqxaiS9ti1+06njmfSRtKc9EmxL920fQiqRsyGPJxzaSftUS9BkmBFHAXJyKdXU2mkwdAz0duJ1D2Ad6aag6Q2t9NYo8P+47Xlmhc77SKkaBJAhoxMS82CypJeiNw6HCghClK9hsiPRlIJBZOPsoufW5K/nWjX8363YAjq4xc2CDedrRtKW4JC7XupIY8voXjEADLEtLQq9JTF6feR9JixqRvPeuovWJSuTByEQsZWsBaVsLkAzB7tv6ulEUGZ3eyJm3XubC8QP4PONHH0JwRC2AOSmF7Te+l4qNiQlZDYfD50dZQFFSoRCAgKrS4fBQkhL/qasgiBRVvIfLZ36Dqo68LOfAoUoQEQQJVQkMXy/U4y2QveRqUrPXxOWSDl+cIikFgbPlJmqLDHzg5X6S3OoUk1fBe++Oz7ViRFZULjb04XL7WZJrJdmix+HycalpgP4hDzlpZjZVZCHFcVHN7gvMfNAckmpMXEX6eRdpAF2qkZIHN9P2+AXcTYNhj5PydfRY2jhXdQD5XABFlRns6SLgHxH3cA+8GnQyV8E5NMjrT/wCSaNh+dqtCfg0obFoNWhFEZ88+wi0eBJq0KwVEzfCtWaUU77lU3Q2vIGtpwpVAJO1ECXgx+OMY+1DQQRVxZJaQmbhTlIyV9LdcojupoP4fQ5QVQRBRKu3YkktJbNgK5bU6UekbfZOnr/0Oqc7LiCrMiuzyri97DqWpRePHhOQAzxf8waPVD4bx88i4DKK/Oo9GRg9CtsuuFhR70EXULGuWkna1thcBiOluucyr9W9RYejm2SDlT3F29iStw5RFDlwupXfPH+RXpsHVQldzgEBMlKMfOG+DaxdFh+zTDyiYOPJVQmsaLQgRBqCiw95d6+k8/lLOGsnRoVJJi2mPem8/NxPcNgHhgU3tBjPhKoogMDx15+eU5HWayQ256ZyuK1vXlMszjRuzTYbyE9KbMFac3Ihpes/gqoqQbEUJToa3qS9Nr4FavWmdJau/TO0w8EpOcV7ySq6Cpe9FVQVk7UAMcJ0n9U9l/n3gz/EO67E1JGWUxxrPcNnt32EnUWbudzXyL/u/wHOROSoHq747TaI7Nto4cIyE59Q1rHyo38eUWKlWPnjuad5uvqVCdtOtZ9nY+5qdqXcwXf/cCqYuTSEQMPwvaZCn83Dv/zyGN/5q6spzJ69C10iXN1iJcuoo8BqmvnAGFkwIg3Dpo+7VuBut+O41IviVzDkWEiqyOTJX34Lh31gOJftbFVOpb+ng/6uNtKypy9dH0/eU5ZHbb+DXrd3QbjhTR5EC8Bdy3PnbLFVEMTRThjN8V34Ss6oYMnK944K9AiiqMGSUhxVW4qq8ONjv5sg0OP3/fTEH7Dqk/i3A/9DQEngmsfIsFSAnhSJ/9E3cW/bMfYW70CnmSYgKkbOdl6cItAjnOqo5FIVqOQHc5TM0JaiqHj9Ms8erOfT74vND308du/CMXd8bN0SFFWNW0zBZBaUSI9gzLNOCDzp7Wimq6V+ONF3nKRNVXE57GFFWpX9yC4HosGEqA1RqSUGUgxa/nZHGa81dnO0rZ8hXwCtJOKKMLPYbBktd6iCWSvhlZXRbGLpRj13l+WyKXd+Co0mZ6xAo08m4I1HmgCBjIJtaPXxCV662F1DlzNMHnBVxe13859v/TixAh0Cm3eIX5x8hP2NR/mHPZ/HqI3vDOiVywem3W831AJ5UY2ZTl6avccLgEUnLZjw8P86Wku6UcfeokyuL8mKu1gvSJGeTH93cBoc7+QlnS11FJSumLBN8TgZOPgoQ+f3oXhcCBod5hU7SNtzHxrr7KtsWPVa7inP557ysZfDG43d/PFi4jMBCkLQ3rwtL433VuQTUBRah9wYNBLFyaaEjQQi6psosXTN/Vw+/UsUeRZeMIKIgIApKT5+3pf7Gnm08rnRyt8j8X+CIEyoBu4JzI/njorK5b5GHqt8jg9veF9c226zT5PxTgV0HhBlUCIzt4Q3U0aHrKg8dKFlQQj0yBPT5/bxxKU22obcfGxdcVyvcUWItMFkSUgdvNqzR9m8dywIQPF56PjDN/B2NoxuUwM+HOf34244R8rOexD1BgwFFWhT4+dMf21xFlV9Q5zpin+yKUmAzbmp3LI0BxWVNKMe02ghA4mV+sStSkdLUtpSVu74At0th+ltO4ESiCYD31i4fHLWKnSGlFn355nqV/jDuacnDA5GJvaJyHYWKyoq+xuP8MG1d8VUUiscZt00dlYBBFkEJXLbsKrC8qLpZ2q+3lbsx1/AVX8GUDEWryV5623oMotGjznY0su5btu8j6RHZ6bjONLez9VFGZSmxq+YxRUh0gVLK9DqDPi88V2Q6e/uwGkfxGxNAWDo7OtjAj0p+Yw81Effyz8b9e81l28l87ZPI+rjs2DwkTVLqOw5TyBOJcUEIM2o4293lJFqiL+9MlHoTRkUlt9BYfkd9LYep+nioyGPs6Quwz3UhhzwTHhSTEl5LFlxT8zXP9V+nierXqLV1o5rOGteXHJwJBiHz4Xd6yDdFD9z1e4lW6nrD58DfImpghpEopFKwzS5etxNlXQ++i1U/9isZOjM6wyde5PkrbeTtueDCBotB1uCpqd5KjI/SriJ55G2/nefSIuSxNJVG6k+dSiu7aqqQndbIyXW9QA4zh+YORJOVUGVcVYfQfG4yL3/66O7ZI8Td8NZUBQMhRVRmUcsOg1f3rac7x+7jCcONeIFIRjefSUJ9Ajevj5kp4vUrDUYtmTQcunZoEcGoNEnkVW4k5ySa5D9bnrbj+McbEIUtaRkrSYla1VEuTdkr5feAwdxXK5DNBjI2LmDH3e/zon2c1OOjUd4d6LRiBJmbXwyFo5wTclO9jceoWGgZcq+ZEMSX77mPh7xtPD6ieaIxfJEVTf+gIJ2Uq1NVZHpefZ/xwR6/CBJkbEdeZqhc/vI+9A36HWNLeCKwvyUSp0u3msozj7cV4RIA+y4+V5qzhxBifPizPjReWCon4hHBaqKu+Esjd/7czSpOQRs3SiO8VWSBUxlW8i66/OIusgenmWpFv79mtUcau3jlfqumB32TRqJD6wsmLdFwFgZqqml6be/x3YhmKBIMhrJumYPZX/2l6iijCz70OmtoyKs0ZnJKd4b03Wq/u1b+G1jSXqer36NkxuGA3gWUCqBSNlSsB5DnBcO9RodX9vzVzxa+Sz7m47i9nuQRIlt+ev5wJo7yLZk8PG7krlpxxKePVjPgdNtM7Zpc/p45LVLfOjmiWtBrrrTBOx9QHi7teKy0fH7fyRl/V/ROU4GxOERdaK1WgCS9BqcPnnaF3dunPN3XDEibU5KZusN7+HIK0/Gb46jqrz22C9ouHiaPbfci+yKPrOW4rLhc4WyJau4ao7R+ci/k/dn34y4PYtOw01Ls9GIAo9WtcY0Svh/28vIj1Me6LliqPYylV/7JxTf2ChJdrvpeOElnA2NrPrmP6LRzT4KMuByUfUv/45/aCzxfUCC4ytNRJRuboHygdXRJ1iKBJPOyEc3vp/7192N3TOEWWdCI+j4+dPn2XfyGK5hVzh9FAWbXz7cxAeuLx8dTft6W+l//Xcz5rcGkF02rpeb+T0TvbJGvJYSJdR6SeSB1YVszknll+caOdU5GPI4URC4qjC+gS0LxyM8AjbvvZ0b7v0LrOlZcWtTVWQunz/Oof/7B1Di73vpab6Ap6026vN25KeTpIv+HSoK0OmcXSa3eKEEAjgbm3A1twwHEYWn+fd/mCDQ47FXVdN3+Ois+qLKMq1/eppTn/pssIKJogT/qCodqRKbLzi5a98gNx+yU9LqmV9jZwz0OBNbUEEnackwp+F2w5//8yu88HbjqEADeKNwI7U7ffTbg/eof6CTjt9/HX/fzKPwEUr7L1AYInhEECDdkJhxp19RWJ+VglYS+eDKQnLMU0fLoiDwodVFpBvj47I7whUzkh6hfMMOyjfswGkf5OKJg9RVnkAQBFZt3UPZ+u3UnD1KXeUJ2htrkf2RV31J8g6gDg8G4j3bdV46giE/ugxZJq3E5zcv44cn6+n3RPY5RrptSFCil0hRVZX2p56h/dnn8Q0ETUCGnGwK3ns3Gbuvov/IMXwDAxiys0jdspmAw4ntfOW0bfYePEjm7l14OjvpfPlVHHX1SAYDGbt2krZjG/YLF+k7fBRVVUheuYKMXTsRdUF7fO0Pf0L3K6+G6ywF3X4Kuv2jo7DlLV6ac3Q8d3UysrTwh9YCAr2ugZkPjAP/8dvjDDpm524oCGAcrtoy+Pafhst5Rf5SFFWFL29dzkv1XRxq7WXIFyBJp2FnQTo3L83h7/adx+WPX/olMRg/hDRsiLbqtfzdznLebu3jZOcgnoBMcbKZa5ZkJCTy8IoT6RHM1hS2XHsHW669Y8L21Vv3snrrXlRF4aU//pi6CyeDO2YYGSnj5rmqGl+hlh2DMZ1XlGziX/eu4tWGLp6u6RhN0BTqk4y4A1l1WsrnuXJF469/S/szz03Y5uns4vL//pj6n/4CxT9W01GXmkLRAx+c0aUt4HTRe+gwtf/9A5TA2Aiu//gJhB+IqOO2db/yGk2/+wMlD36Uup/8jIA9MjPWyE+uqlDU6WPbeSdvr4/fKn2iUFHxBBI/e2rutFPVOPsR+7qyTKzm4AvUWfV21LMWU8V2jFqJu8vzuLs8D7+soB0XJv71XSv55lsXcQVmL9QjC4QrMqwTQtENGolri7O4tjh+s/qwfUj4FeYJQRTZc+eHSM2IzJ+5I6CZIH7xnO2qUYzoJ6MRBW4pzeH/7SijNNUcqoh48E0/vP3u8ryEpRoNhbevj4FTp7FXVaMqCt6eHjqeeyG4c8SkMM60oHgnjsJ8A4PU//QXSMYwNvThAAjRaOTSt78bNIlMane8QI+229fHpf/8TsQCPR4BEFRYc9l9xZg9Hj7/DK22+OY+mczlVtusvw5BgA/dXAEEvasUv5doLcnGopUT/q2dlMcj3aTj+zeu58NrilieaibLpEOKYdQ18hhJgsBtcaxSFC1X7Eg6EkxJydzzia9y9NUnqTz65rTHdgY0LNWKWEQl7mtH7tbqCf/2evycPdFK/aVeEGBpWQbrNhegN4QPRFiaYuZvd5TT7fQw5AtwvrWJzo7ziLKbdjUb1VLMHctz2ZybylBfHYO9F9HqrWQW7kSKY4DDCP6hIer/72dBE8OwvdmQlUlSeXlI0ZzApKmK4vNhWlKEq6l5TBQnqcHg8RNx7X8k6H0qep+KV7+wTR4CAj7Zz9PVr/CZbR9J2HWMes2sfZMzU4wsLwx6HQmCiCY1l0BfdNG2tmMvkHHTn8943O7CDLbmpvJ3+y6goo6KbiSL8SO/eIZRz30rC1iWNn8zqne0SAMYzRY27L6ZC8f3T7t4pSBywmNkjd5DhhRcBImX2UNx9KMqMoIocf5UGy8+WYnXMzblr73YxeE363ngL7eRkT39zZCqkek99wsKh1opAJBgo3oRwQOch5PnJx7fVjNidpAAGQQRozmLohX3zJiaM+znCQS48E//jLOufsIT6+nswtPZFVOb/oEBdGlp+HpjrNKTIIo6vNQWL1xPGWEkVzpwvO1sQq+1oTwTs0GDwx37AnuvzUNDu42SvOTgSNo5GHUbQ2dfJ23vBxH1M/8uR9sHcPon9ncm32oR+PDaIjKMepanWeY1XQK8C0QaIDk9i7SsPPo6p39je1SREx4TS7VeynSxmyhC0XHweZ47mUJnW+jpt23QzUM/O8pf/cN1yAEFaZKzvxzw0H75Fbqb32Jkejh660R0Dw2vvqsKbkcnl47/iPS8LRSvfn/Un6Xv7cM4L9dFfd4oIzkcRm5+VcU/GP+Q+Hiw47yT2iWGBeU7PT5/yHj8CfBOGo9Bp+GDN1bw86crY3Z1U1WV1i4HJXnJOC68heJxRN9GwEfnc7/H0yciSCKpWzaTsjZ0sYYmW+jUAuFCykUBPr6umC15aVH3K1G8K0QaYMu1d/LSH34U4dEjD0H8rl+3/006bddNe4xtwM2//92LBAIKySkGNmwrYsfepYiCQu3Jn+O0NRNPT9C+9uPojWnkll4f1Xltf3o6Ph1Y4PZeFUh2KIiKirIAvDwMGj3egC9sKtny9KUJ78OdV5ei10n89vmL2F3+mU8IgdUSXDTsf+P3UZ8bDAhW6H71ZZzD+Z/an30eU3Exa/7lG2gsE33p9ZrQy27j/apTDFokQWB5moXri7NYkpy43NCx8I5dOJzMsjVbWLpq47THjNz6+ZrYbr5wBFSJQ7ZdER3r98mggm3Qw76Xa/jjz4/T03oSp72FRLjqt9e/ihLlCMzdntgFqoWCAPRZRRRxlobYWVKauoRvXPtlvrL7M9NOvW8rn34QEC9u2l7Mb79xCw/cXBH1+k2SScfq0gw8rZeQh/pmPmEc43+CgEsdm5GpKq6GBk785afwdE00t23KCR91KwiQZtDxrb2r+dY1q3lwXfGCE2h4F42kAa6/9+P89OJnpq3qUqr1YZbiW+Lyons1PiJ3cFdVdXS01FjXx+kjfWQmavalKgx2VZKWux53SzX9r/0Gb08zgihhLFpB+o1/jjYle+xwWUbxLIxgmXgxXTY1i1slxR5g0KqJv2/mNIgIrMhazl9s+iB51jHPggc33cevTj+GPC49giiIfHDNXWzKi099xkiQRIH7bignP9PCQy9V097riOg99qGbK5BEAXvT9H7x0yF7IVTacdnp5PzffY2cm27A1dKKu70db3cPRbtvpamgdLTO6XjuLMsd9X9eqLyrRFqnN7J57+2ceHNq/TkBWKd3k6sNxN27o84XQ6n3cYJQX28gMzVxIznXUDtK5Wnsx8Z8m1XAVXsCV+0JrNvuRJuciS6zEM/gQqrRHD/CCbXBp3LbW3YeuiV1TgTaoNHzjWu/TElqYcj915fuZnPeWvY3HqXH1UeaMYU9xdtjzn6nKjKDPRex99UAYE0vIyVzZURJqgB2r8/nqnV5NHcNsf9kK4+9ET66Nj3ZwC07g4vVwfajTzaqyjA4zXKIr6+P5j88PLGPLz2Oeds11JavI6DXgyCQYdRzx/JctucvHNtzON5VIg2w7Ya7kTQaTh98Cb93OBWlKFK2dit5taFLBc0WLyaiTQoxftDm8+lJSFYCVUV0+fA984dp08Dajz4DgoiqqnTNvSfcnDEazDJpe5pdpqjTT3Nu4jMKfnrrh8MK9AgpxmTuWnFjxG3KAS/9Hadx2poQBBFrRgUpmSvx+4a4fOoXuJ1j1VJ6245hMGexfOODEefkFgSBJTlW3n99GW+f7wg5qhYF+MTdYyN907KNUdukfUMwWA9KlGv6kiKz5fBrrD95kKGiYtZ89SsUpSXNu9dGpLzrRFoQBLZceyfrdt1IW301shwgp6gUnddBa+3LCblmssFPnyv2UO20zOQ49maYYVueua4LIqkXpyo4OyPKgXPFM3l8J6iQ3Z94kRYR4mqy8LkHaK15noGu8a55Ar3tJzBasgFpgkCP4HF2U3/2d1Rs+xwAiuyjt+04/R2nCPicGMxZZBRuJyVzYlCJQa/hnz+xkx88cppzdWOulKlJej5y20p2rBmrlqPLLMJcsQ1n9ZEIP42Aefla+i+dI9YBi9bnJa2uBkv1BcRdO2JqYz5414n0CDq9gZIV60f/7aiuDn/wLCnlFH3sjPo8VQnapjfvWo67K851KGSVpOp2pCgKevqiD957x+CfA++Ozfnr4lZZxeseoPrYD0PUjAy+nN1DncG/C6F9B5z2VhyDjRgtOdSc+CmuobEESF7PALa+S2QVXUVh+cS0DJmpRv75kztp6RqiscOO2ahl7bIMNCGqe2fe+XkQJZwXJ+aJV1mCatiEZC1G1PgwFUqkXb0VSWfA2f0f9B89FtN3EmxcxdvTE/v588C7xrtjJiRD4iKKlulryNPG5p2h00msWJsb9z4l1XQguX3RVR15F90tk7+VdFuA+FSqD02OJZPPxjFasKPuFQLe6d6qoSM7x+McbKK97tUJAj2e7ua3sPeFtkEXZiexe30+G8uzQgo0gKjVk333lyj8zI9J3nYXhuI1iJkPoOjvRlWXELCp+Pq0DJ4RaXu4CsUvU/7XX0TUz25Go0tf+Hbo8byLHrvpMRStBCkxEwtRUNlreZ1sTfSua15vgNamwYgXciJF8MvDq92Ri7Rp9nV4ryjGfzMr671srHZBnMw9Jq0Jk8ZIflI2H990H9+++WtxS9qvyH4GuqZWmAmLqgbtWBP+qCBI9LWHWIQYdX1TaLr4GH3tJ6N24xyPNiWL9Os/TNLmz+K3ZxFq/cbb7aTl92cQJA357429PBpA2zPP4emOT9XyueBda+6YTNDlbDXuhjMJaV8UVCRkYsks//pzlawpi180mUZrRpuSjdLTEfHIUFVBuvIqcc2a8b/UrrNOtlQ6WfHFv+J1Sw/PXXo9qtJaIyHcRq2BX939nfh3dhg54I1CNMP1X8Xt6AzWkJyweWJ5OZ97gMYLj9JR/xql6z6MzpSOreciXlcfWl0SqdlrkCIs62U7O/0gxtfnxna2k9ybb6T71dfw9vbFNLNx1tRy+nNfZP33/gtjXnyqyieSxZH0ONKv/0hC3ayusuwnWYo+729bsx1BiM/7NG/Zzay5+u/J2HHv8JbIb3I5vpHyVxQCIKpgCIDnYg1/tv69/Pqe7/LelbeyPL2ElZnLuW7pLvTSVH94AQFREEd937cVbEhoXzVaIxptJEEZ0z/+fW3DhRbGj7BD3S+qitfVy8XD3+XM639Pw7mHaL/8Mk1VT3Du4L/R0xpZwQZ//8yFpm3nO9EmJ7Pqn/+J5NWrQIxNwhSPh/r/+0VM5841iyPpceiyisi847P0PPM/CWlfIwRYbTjPIeeeqM5TFAFFzEeQw1dunvZ8FWp60qizLUXfaaW8pYlrN2/BtGwjrtrIferejSPpUAia4GNj1Br4wJo7+MCascWzj2/6IAcaj/Dr04/jCXinhHCbtEburLghsf0TJdLzttDVtH+GkWYEtpuI3HnCBIepQc+Q5qon0emTSc6smLYV0agBx/QjgYAtmOrWmJvL6n/5Bq7WVtxt7dR853so3uhGEYPnzuEbtKFLSYD3VBxZFOlJJK3Zi+J10/fyz+PetoBKoa4JnFGaPATQmdfgt0cv0qoKvz6+ltZB6/AsoYO3z3fw6Gs1fCJfw/QeuWNtoMJQdBkl35kIAmlbt4TdLYkS1yzdRVlGKb84+TAXe8YW1panFfPnm+4jLyk77PnxInfp9Qz11YRd9Jsbxu7zrsZ9M4q0dUUWvT2N0x4jWSaOFEwFBZgKCkjftZOeN/ZF1z1FwW9bFOkrkuTNtyA7Bhg89ERc2xWEYOkfEQWFyBYCBVFAp5Mw6JqJNaNIt8M8xYzj9AT48eUlfD3lJAZh5pa9dvAOxtiBdxDJq1cFp9kzkG/N4evXfIGOoW56Xf2kGpMpsMbfSycckkZHTukN1J/59ZxdMyTDUVlDgw0oSgBRDC85yetzGDjZhuwMcz8KYF0V+gVnXbEiepEWRXRpsUVqziWLNukwpO29n4JP/gAhTivuI3j1WSjCzAItCEGBBti8qxhVjiGl4/AstDh1MOR+t6rluDeyzGmO9qgv/45D0Omo+Lv/F9U5uUlZrMmumFOBDvic2PsvM9CZ2PzSkTFmCpnJ3VPUaSj80HokcwhfcQE0GWacGUaG7FNzx2Tu3oUmyRLVmpJl+TK0SfNbai4SFkfS06BLzydt7wfpe+03U1a1Y0IQSd91F5ZXRRxD3vDNDRcslCSBzTuLuebmclovVeEYqI/pslpNeLtiS2CG8vOihD+Qj9/RHNO130mofj+iPr6VoOOBy95GX/sJvJ5BvI5uPK6F515mTVsWkRupNklP8YObGTjeir2ym4DTh2DU0uTzc7SyHbmyHVEQWL4yi5vuWkVyatBzRDIaWf6Fz3PpP78zpURbOJbcf9+sPtNcsSjSM2DdchsBex+24y+MLaKMCnakUYBBf+TkrbeTvvMmPlrm5M0XL1F9vgNZUREAjVaisDiVijW5CAJoNCLLKrIwJwVFIW/ZzfS0HI7wehOp70sJ0y0B/TSmDikpnYKPf5vG3z0CLIo0qhosDaaZ28cm4HPS3fI2g13nkGUfpqR8sop2kZRWSnP1U8H7Ih6DiAQhIJBTck3Ex4s6ifRdS0jftYTeLge/+t9DeDxjLoWKqnLpQhdd7XYe/PxVmIbt1GmbN7H+e9+m+Q9/pPftI8EamGGwLCslZf262D/UHLIo0jMgCALp138E6+ZbcF48hOJ14ao/i6+rYeSIqSepKvqilQiSBklvQpOSSdKaa9BlFQGQlmHmvX+2Ea/Hj9vlx5KkR6OdfpSh0RrJW3Yz7ZdfjKr/3c4k3P5wbhkCG5N7ITD1ZSNZ0yn4+HeQjEkMVV2K6prvWCQJyRBf89dM+DyDXDr+Y3yewQnbBnsukJq1moHuygWeUEWgePV9JKUti+nst964PEGgxzM44ObE4UauvqFsdJsxP4/yv/kyy9xu6n/xa7pfe30sW9mwKUSXksLyv/pcTP2ZDxZFOkK0KVmk7LwbAP9g1ziRDoEgkHnzX6DLnN53Qm/QTlt8djK5S69FECTaap+b+eBgN1CSrgJC27M3r8hh93u+RP8bv8V1+RSoKoIkYa7YQdp1H0YyBu11/hgqbi8kJGsSstMFsjyhZFe0mJYUxblnM9NS/fSYQI/2Ofi/UUUVzhOCIKIzpsR0rqqqVJ2bPsDl4tmOCSI9gmQ0svyznyLvtltof+4FhqqqEDQa0rZtJfeWm6+IBcMRFkU6BsxlW3FWHQ67X5uRP6NAx0pOyR70xhSaq/5EwO+c8fhrt1eQnKHy0MvVdPQFjzfoJK7fUsRHbluJTiuRc+9XkJ02ZKcNKSkNyTgxj4kxLxdff/+CL3cViqzrrmH55z+LEghw6lOfjTlKDWD55z4T595Nj99rx9ZTFfzHAjZnTIeqyjRWPsqqXX8TtuxXOBRFJRCYfpbg88rT7jeXFLP8c5+O6roLjUWRjgFzxXZ0R54JO5pO3f2BhF4/NWcdyZkraa56ir728BnBzMlLMCXlsXsDXLU+j4Z2Oz6/TFFOEqZJI3jJnIxkDu0vmn3TjdguXJw3kRY0Ggy5ubhbWqI4SSBty2ZKP/1JAESNhoq/+1sufvNf8Q8ORt0H65rVWJbGVl09VrzugXFh51eeQI/gdfXiGKgnKa0UALeji+6mg8OFBlSS0svILtqNMSlnwnmSJJKVbaG7K7xnU26BNZFdXxAsuuDFgCBpyP3g1zCXb5sQlqqxZpB15+exrEh8rlpR0lK8+l4yC0OnQNUZUilZ+8BYnwWBpfnJVBSnTRHomci4aifZ118bcwjubMi783Y2/fRHWEpnFkjzslLStm0h69prWPWNr1Px1b9FHLfIZ1lawsYf/YD0nVH8PoJA5t49rP7G12Pp/qzQ6ofdw67AGcxEVDob9+N192Pvq6H66A/obT+Oz2vD57XT136C6qM/wNY7NV3wlqum/90371yCesV/P9MjxOsDCoKwD9izZ88e9u3bF5c2rwQC9l583U2IehP6/LK4Z6uLBI+zh7baF/E4u5A0BtLztpCWuxFJE9847r6jx2l5+BGc9dPY4+OFKLLqn/+RlNWrAeh4/kXqf/aL8IIlCGx76DdozObQ+8cRcDo5/uBforinqdUoCCRVlLHqm/+EpJu7eHhVVXEMNuBz96PVW+mof2PY9fJKFyIBQRARJR2yHNpFTqM1s+bqr04JeHnxyfOcODzRuyg9dZAtW/qRaANBwJq2nOySvSSlJr5ierzZu3cv+/fvB9ivqureyfsXzR2zRGPNQGOd3xyeBnMmpes/nPDrpG/bgnVFBSf+4pMoPt9YysoIkUwm8t93D71vHcLV0Dh6riBJWCrKEBBQVZW0LZvJv/uuCTbMzGv20PLIY8FFzMnXFARybr05IoEG0JjNlP/1l6j6l38P3f/hGUPB+947pwLttDXTWPkoHtdYUnqNzoIoaVGu+OxWKqqqIAfcjLikTibgd2LrvkBqzkTXuFvuWcPazYUcP3iWgZ4estLbyM5uRVAFVCFYyd3Wdwl7Xw0laz445fwrnUWRXiQqtNYk8u68ndbHn4zqvPz33k3RBz+AqNVS+N67UXw+PJ2dCBpNROkiNSYTK/7+K1T9239MEeq0LZsp+Wh0L6m0zZtY/oXPUfv9/x3zpx3nppWybi2pGxObrW48XlcvtSd/PmWUGfA5ABGN1hzRQvHCZrx9PfQiotfdH3K77HyDwqyjFGaOX0AdHiQMV5dRUWmuforkzJWIkhZVVWmo7ePi2XY8bj/ZeVY2bC3EYp1bN8rZsijSi0RN0f33Ien1tDz2OIonsuguFAVRO2YLF3U6TEXRubQllZex6f9+SM+Bt3Bcvoyk15O+ayfWivKo2hkha+8e9OnpNP3uDwzVBhMhacwmsq67lqL770OYQxt8d/OhsGYAUDBZ83Ha25H9Tq5800d4tPqpC4GD3ZXj0p2GSpWqjAp1wO9isOci1ozVPP6bU9RWj0VfVp3v5K3XL3PPAxsoX50ztZ0FyqJILxI1giBQ8L57MOTmcOm/vjuzyUMQ8Nvi42stGQzk3Hg93Hh9XNpLXrOatf/5b3i6upE9Hgw52UjzEPo92HNx2v1DAw2s2vU3tFQ/hW2GY68Ixt8zw7MXSWMgNXtqId6e1qMzuyCqCiNmFL/Xzr6XaiYI9AiBgMKTD53m0/9v72hI+UJn0btjkZhJ374NyRRJcvlgJNhCxpCdhXlJ0bwINICqyJPKWE2096uKTMulZ98ZAg0MF4wM/hmOmCyqeA9iiKTlo0VzI2lTVTlzfJDD++pQFRVVmbpuEggonD565aQ5WBTpRWJGkCRKP/HxGY8TtRqyrr92Dnp0ZRLwu4bLXY0XkxEBGxYxQcDWfX6eejgHqAp+71DIXYo8jRfO+CZU8Hh0HDs6UZfVEAWE21sGY+zo3LMo0ovMisw9V0+bBB9RZNnnPosuJWXO+nSl0XzxCWS/K8zekare00fWvRNorXmWtssvTdjm9zqQAzOve4xo8NnKclRl6qLkZIucTn/lWHoXRXqRWVP+N18i+4brg9nhRlyrBAFTUSHrvvMfZF591fx2cAHjcw8w2H1h+HtLXH3NK4XO+jfoHVcTUZY9RLpQ6nLp6Q2X8RGCpo9hVq6bu/zes+XKeZ0ssmARdTqWffZTFH7wA9jOVyIIAsnr1iyOniPANdQ2Fvo9ItRXaJ6O+KDS1XSA9PytCIKAzpCCIGpRlZmrB6kRvuTyC1MWvTsWeXeiT08ja+/V892NK4pQC2UIwtT5+bsIj6sXv2cQnTEVUdRgMGfiHpq5NJDPN7OcLavI5O77NyBJQSNCX4+D08da6O9xkpxiZMP2IrJyFla1lkWRXmSRecSSunRioMq7ehQNoyYfYcwSm1mwg+aqmeuN9vRkMJPJaGlZBq88c5GeriE8Lj99PRMDhI4ebGDj9iJuv3dt1D1PFFekTVpVVexOHx5v6GTgiyxypSCKGvJKbxi35d0s0EFMSXnoDGMZGdPzNiJMU8AWgr77xtRNM7b98lMXOXuilbamwSkCPcKpI80c3lcXXacTyBU1klZVlcdeq+FP++twuIM2qiSzjvdds4x7rlk+z71bZJHYyCzcgSBItNY8ixyIzN3snUkwGCWnZKK7pijpKCy/K/xoWhAp3/oZVulyuXThtRlzTI9fQAzHwdcus2NvacQ9TyRX1Ej6u384ye9eqh4VaIAhp49fPXeR7/3x1Dz2bJFFZkdGwVaIoIr8OxcBjdbEkhXvDRl1mFm4ndL1H0FnzGDE7TmgCFR3ZfDIxes5XK2i0Unc9+DWaAqGh8Xj9uN0RJjyIMFcMSPp+jYb+061hd3/xokW3rOnlJK80InrF1lYVDf209hhx2LSsrkiG8MV5LeaCHzugWl8pd/Z6E2Z5C+/heSMCkQpfK5zS/pK/lhpo66pA0FQcfpGFl1dVDWf4dHXa/jHj29HEAVUefZmI5fTh9ky/9Xhr5gn48W3Z85h/K3fHOf7X9o7Zw98QJE52nqKwy2n8AZ8lKYVcd3Sq8g0p8/J9a9E2nocfPv3J6hvH8vlYTZoeODmFdy2a24rnywo4jH8i/3iIa8vSfrh1KKJxevqQVUC0wo0wHNv1XP+ci8Q+riuPhdf/8nbLJEVhFn6nIuigDV5YeT2uGJEuqlz5gQ97b1OvvmLo/zzJ3ciiYm96V0+N/964H+o628a3Xa+q5rnL73B57Z/jK0F6xN6/SsJWVF543gzLxxupK51cFzx5uBv5PQE+OlT57EYtezZWDDPvZ0fdIYUjJZs3I7OObumqDEhCIS1g8sBT9DLYg6qkTdXP01K1upphfrxNy5P24YK9Ng8JCMy2zKzFWtz0BsWhjxeETbpngE3da22iI690NDHsQvTVxiOB78+89gEgR7BrwT4n6O/ZsAdWX/fyfgDMm+daeOL39vH/zx2ZlSgIWhTVCYt4Dz+Rm3EbdscXh5/o5Z/+/UxvvPQSd4+144sJ15MEklOybXDrmfhBhjxiEoMnq/VJ7Fq5xep2PoZTEn5E47Q6ixYUpeOG10nfpQv+10hy2eN4PL4sUdoI7Yz+/ugbNXCCXZZGK+KGXjxcAP+KB7Ag2fa2bEmflnXLvXW8eTFF2m1d2LRmdhbvIO3m06EPd4v+3mz4W3uWXlL3PpwpXH4fDs/evwsg47pK4qoqjo6om7uGqKzz0lO+vQVVs5d7uHffn0c9zgXzANn2igrTOEf/2IHFmN0NRwXCmm5Gwj4nLTXvYws+0YDWgzmTPKX3YIc8CBIWhovPIYaNvf0dAiIoobUnLXklt6EzpACwIrtn8dpa8Hj6ELSmbCml9FY+UjwlDn02w74QidYAhgY8kbci3iMPA+/WcfajfkzHzgHXBEifepSd8QBWKqqYovgjauoKn5FRQTahtzBHMlJxlEziV9W6HB4ePbSy+xveGX0vB5nHw0DY1Wrx9u+xpd7ahoMv8j5TudifR/f+u2JKSPlUIyYPkZQhn9or19GFAS6B1xoJJHstGBKVIfbz79PEugRaloG+f4jp7hucxF6rcTq0nS0mivLYyJryVWk529msPsCst+NwZJNUtqyCfdWb9tRhvpCzDpGvu4wA98Mw3UkGSowZ2egN058EZqTCzEnF47+25SUy0BHJZIzBVQB2TgImplDs2eD3pQZdl+KRY9GEghEsCAYD5+MrnY7tgH3gsg5vaBEWlZUztR0093vIiPFyMbyLCRJJBCIfBStqnDuci9/84MDFGZZGHL7yUgx8oHry0hJMnC4rY+nazroc08d4YnA+uxkciwGDrb04fD5UdRCLKb34fWdxh+Y6uCujn+/q2Pb2oe6ONp6mm0Fc1eCaaHwvYdPRSTQI6hK8Fs06iS++4dTNHXY8PiCv7lA8OWXl2HGqJdo7hrC6w9/Pxw538mxyi4QwGrWcd/1Zdx21ZVVnDRYTDh8YEZe6U1cGifSgjsJQRVRjMMmtsnVqdTgP1yVXnyuFvoOtGAuTSPntjJEXVACAi4ftjOduBoGUBUFxBSSum8AeVgiRAVfajPe3EoQ4z+y1mjN6E2ZuB1d6I2pU8LlzUYtu9bmsf/0zIOfyDKcz8wff36M6+9YwbKKrDi1GBsLplr4ucs9fP+RM/QOjq0mpybpsRi1NHWGnwZF3kHI2JaDxhz5VFhVFVRVJSC3Egg0E5DbUdXoKozoJT2f2HI/Vy3ZGm2Pr0i6+108+K+vzmsfxi9KAnzy7jXcsvOd5TnScP4P9HecQRrKwNSwFUXy41zxGgihn2fRY8FSOzFIxLw8nZxbyuh67TKOiz0hz1OZaO4IJHfgXhLe1BeyjWkkZuRn0psyRusbSpKe9LzN5C+/eYJY9wy4+avvvsmQa/oRfQUiSXGwowuigCDAvR/elNCETDNVC18QC4dNnXb+5ZdHJwg0QJ/NEx+BBszFViSjhohfSqqKqvpwuZ/D7XkVf+ASqhp9X7yylx8c+RVnOi5Efe50DAx5qGkeoLNvbouTOnxOOod68PhDewQcOjdzIpxEM9mM+uhrNVf8ouJkilffR27pjRibNwESomxA37469MGKhKFt/ZTNzto+Gn5yLKxAw1TLicaWi+iePhbBH5Do6kmjszsN7wxJj0YeR6+rb3SbLHvpbjnE5VO/DFasGSYz1cgP/+Za0sMUkhUACYisZvzMqKqKqsLrL1RHrhsJYEGYO57eXzdlChvNdHlGBDDlWyI+fOQHCchtyEpvXLrwi5MP8z+3//Os2+m3e/jpU+c5dqETefg7WlWSzsfvWs3S/MQF8rxZ/za/PfMEznEBF2nGVL6480HKM8bCZ0PZiucDRVURh4dp/UNeLjUPsLLkneO/Ljv8+N9OR5Ado9v0/SVIXgu+zHoCpj4kjxVdTymSMw1RCR2UofhmKiYwItNjz6PWnot3xLQysne4iEzN5WKaWvKR5eBagCgqFOZ3UFFWjyiqU9YgRs4N5SY+NNjAYM8FktJWEPB70RvNpFoN/OIfbuDffnOc4xc7x9nhVQySSnFAjNvIc2Q21tfjpKPVRl5hSpxajo4FIdInq7sS2r5k0CBqh386NTiFE8IED4x/Y2o1Jah6Lx7vIYI3a+wvji5nL12OHrItwcUR/0An9hMv4m48BwgYSzeQvOlmNMnhF08cbj9f/dEh2nocE7afr+vlKz88yLc/fzVFOVOrLc+Gt5qO8/uzT9LvHpyyr989wNde/zZf2P4gO5dsBmBpfvIsv6n4Md5zxB/FusZCxtvjpOfNetzNQZGcHLShcWaicYa/h2JBQBj+PYd/VUVEkHSocnBdZ+SRqa5ZSmPzRD93RRFpasnHH9CwbvWl0eMnP36KCiITd7gcAV5/4vf0dAygKArWlAzKN+5Eq9Ox09rOik1mqrpEOts7SBJs5AjNuIWN+NVCJt6Bszd9eNzzN/hYECKtJPj5UWcx1dVpK/D5zqHEYOqYjNsfXHd2N1XS+dh/oPpGTAYqvp5m7CdeIv2Gj5G0/rqQL5GXDzdOEejRtr0yX/7+fr7+4A7WLMuYdV8Bfn/2SZ6tfm3i4mgIfnD0V2zKX8OALcBbZ9sRRWF0lD+fjIiBXitSmsBZxlzhah2k7dFK4uAGHDXCuMoxeZv2oMnbTe2J/xszV3i1NLWEd3tt78iitLgZszlo0hwv1IoCgqCiIoxucw75uXB6EEVWR9OW2gZ6OPbaUxPaTQVShx14VBV0QsuwSI9n8kpqdIiiQGZ25DPxeLMgbNJrJ4lKJFmqokHxKfhtw445w79VKBvT1G0Cihq5f+Z0aEUt2ZYMVNlP91PfR/W5p1SGVv0eel/4MS0/+RyuutNT2nhq//QRVx6fwld/fIj/fezMrG1oDQMtPHfp9RkFGkBRFb766B/4y397jf2nWheEQI/nus1FWEwhkutfQThqe2l7eH4Eery+aVOMpK4swZq2DK1+7MXX05uGqk6UkxETSPBWFOjqSZ+y3+E0se/gVvoHkoP37PB923TZgSwPL1sqStDjJIJ7WiP2AH6mzuVivycrVueQlBzaDj4XLAiRvmtP6ah/sqpGIgvR42xzxvQydbtfQVVDj16jYdeSzRi1Bvr3PYzs6J/2hgv0d9D1+H/ibr44uu33L1XNGBgywstHmnjs9cij90LxRv2hiIVeVaHR1rggTByT2boym4/dsWq+uzErvN0OOp4OH403V2itBvLeswJh+FlNLfgQLrd+OHp0qkBP/vfkYxxOM8dPrsbrM3DyzGpc7qAQej0ytkE/kxxLIkIUZJI0bxHTyZNQVZWcPCu33BNmQXaOWBDmjrKiVL58/yb+97EzOD2JcZjXpUxcOAllThAEYYIwBQLtyEr4le9IERB4cON9DFW9je3IUxGdowb8DL71OMb7v865yz08+lpNVNf80/7L3Hn1Ugy62H7i0x2VEY2iR0ZJiAuvmvWqpWn8/ce2zXc3Zk33q/OQgF6A5OFiraqiYiy0klSWgSCNCW31RRcnj2xgSVEH1iTH8HpPeJpaclEUEVFUGBi00tuXNrpPliWaW/JYWdFAwK/Epq/DiyEaYQCjeA63sm7SAdGZPbZfXcK1t1agmeeAqAUh0gC71uWxqSKLP75yiSf3TT+tjwVDRvTTlYDcMvNBEaCi4vA6GXrpZ1Gd526qRPG6eGpfXdQl75xuPxcb+tlYHr0jfo+zjx5nf1TnKM6FZ/O9cduS+e7CtIxf2AxHwOHFEyc31EjR51oo+MAaxGnEye+TOXqgHkXRU1sX2ffs8+mpaygat2XMc0RVobMrg3UbFLSKAByPut/jF6wNUj2i4MIp72CiMEcu1OdPtbFt99J5jzpcEOaOEQx6De/Zk6BqCAnOijcTZ8+9iOKKLhAGVUUN+KlpHoj+giESGEXKibZz0Z2giMg9Cy973d6NkxeQ5g/F58NvHyLgdtPy2BOc/MSnefue93P8z/+Spof+SMAZ2t9ddgfm1FVGMmkpemD9tAIN8NhvT45b8A/1bAkR/Jl4rNtjxJB+D5fOxD5IG1vfFHDKW8P0LbIv1OX0s//l6GawiWDBjKRHSLUaKM23UtcWpaBNg7HQgqAJnWNjOjRSHj5/ZVz6oDijz4qnTc9DNFnx+qM3JYiiQFlRbAkb/Uog+B2pRGTy8LcsR/XNf46D8YgCDLl8JM9z0nZ3WzvNDz9K/5GjKH5/UEXGuTP5+vpoffRxWp/4E0X3f4DC9713wvkaqx4kAeKQxD4ixg3bAn4frXVVBPw+MvOXkJwWnJV1ttm4XNU96cR4RPiB7G3DOTS7DJICIKMnHvJ24Ww7t753NRrt/Jk8FpxIA/FbiRfAsjQZ85LIS7SPt0tLUj6imIai9M1w1kzdEMhasg6OvhbFSQLS6ht49WhTTLmxN5ZnYTXH9j2WZywd7oIw4+KhIADSiA/p7Fyd4omiQmefc15F2tXSSuXffw3/0PDC8zjvhSnIMs2/+wOu5hbKv/SF0c2SXoM2SY9/cG5qH2qGo/nOHnqVE28+i8c9NsLXmfLxC2XYbBYSIR3lK3OQ/bNfpAfwy7lxaScQUPB6AosiPZna5sFZnS+ZNRgyjRiyTGgs0aetHBEnQRAQsaAwO5HOt+awZtkOWqyZBOyRLEQKVOo38PMnZVTORn09rUbkbz+8OaJjA45B5KF+JEsqmqTgyLs8o5TStCUh82WHvF5+HYo9A9WZzEIS6oGh+a1R1/S7hyYKdAT07j+I7HRR9MB9WJYGX5bKDIVVZ8v42VKPp5GGZ85z/sgbE/qsquAZaiGgOPDLVzNjyr0YqLnYhdvujot5x6PMZDaN7D41mbQYTfOb+nZBinQs0/vxCIKApSQ55G8Qqalj+GgMhh24PG4UZfL0LjIyTGl8eddfIggCmXd/kY7f/kP4Shc6A0mrruanNTkcmcWapT+g8Ilvvc579pRy+1VL8V4+jv30awQGO5FMyVjW7MWwZCX9b/we1+WTw9EEIqbS9aRf/xG0aXl8aedf8O8HfkiLrX1Gk4cgqggGJ6rTykIRaIC3zrSxfXV8RlTR4h8aYuDkuOLIUaz8Dpw4yeCZs1hXrcI/ZEdn3YIuKTG5jdVJLhmn6l7FWzvRPj7S9YCSzpC8m4lLWfF7KSuKSnOrgWTJiIBzVhXFBME3e7FXYf3WQkRpfpfuFqRITysKoze7OryaGwxaVYWxLzLg8OPudGLMnZhqJTqBDiKKFjRSBj6lh2h+9RxLFndV3MCuJVswaIJTbmNBOXkf/Xd6nvsh/p7m4U6J6DILSbnqXswV22lot3Pk9X1R93MyfTYPv3ruIoaTf6DMc350u7+/A09LNUgSyONCXVUFV+0JXJdPkbz9TlJ3v5//vPGrnOo4z5MXX+Jyf+O01xOEhRd2bXdG5leeCAIORzAAA6IS6BHUQADb2eAsykUDiDq0lkx06aUYslciagwx3c8TrjFJoG1yD14lfMIuh7yFRPsaqAo42YxFeguIfbBmks4zFLhmVn3JL0ph9/XLZ9VGPFiQIq0RRXyhYsUn3OwjEq2yu+8Mh9PW4BfHpiW+fg/GHPNwjc3Z3cwaqRifv2r0mjOxNHUJ37rxKyH3GfKWUfiX3yNg70V22tEkZyKZxmzmzxyMn0/sGm0Tpa5zqIKAMDlUTQ6Ti0BVsB1+Cm9bDTn3/QOb89exMW8Nn3j6K9i84V3BxNRu5N58FpK5Y1nhbCvdxY4uLQ3JaEB2uWMS6SkoPvz2Nvz2dpzNR0nb8CEkQ/C+ifn+Vsf/VaXK8XbYQ2U1CZW5WRz2qxnY/NeQpH0LSYjNFq8VBzCKp3Er65newyP0d1e0NI0P/eW2ebVFj7CgXPBGCFntO8yNrlUDrLfXsKdvYhi17Am+hWcr0AAaTR6SNJKXYPr27qq4kX+/4W9nbtOagT536QSBBnB54pfIZbsuGHUYS4i4p6Ua+6lgRZpORw9DPieiEP52kZJ7EMx2FopAA2xblT1v15b0epIqKuIj0BNQQfbSf+KX+Aab49Siygn7i9jl8GsvqjqHYfWqikISsjq7rIVGTQOp2qcxiBcQ8CHgQSu0EnKgJQznjxYFMnOSuPcjmxaEQMMCFekdEdkRg1/0elsNBsXP6qF6tEowWlEUYWWWleQYo+1CoZXKEYVUZhKhm5fvndWLYX1Z/DKYZYizc2N0nHsDmJhpTQzz2QQRdMtOg7gwUpUC8+5+52xoTGDrKrbKPzFw+iECnuhd1kZe3C7ZzsHBxxgIhK5SPvKOEQU7MBe/7Vg4t0g8PD0UjNIlUrTPkaJ9AZPmAiIuNEI/I89yeqYZo1FLWrqJq29Yzkc/swPzPN8741mQ5o4P37aSV481MV0shqQqrLfXsqf/LKIoYCDAV+5aRtGa5aOFTH99rolDrbPzzJCVQTzew8hyOzOZOgQEBtw20k2xT7Nv3VnCL5+5MOvFUwCHaiB9Fjd6YCgYdZhjySTbkkGXo5cRyZ68bmDSGrlv1Qc57pc5djGxqWcjpaN35qK2icJvs+Hvjy5qM3pUAs5e7FXPk7bh/sjOGO+xgcpx+4t41ZkLR4iCnxTti3iVUtzyChIzvhvrm8gAkjA7f2kIuoiOn8yIOLFq32AosAdJI3LjHSvZclXxrK+TSBbkSNpq1vEvn9yBOK53wUAiFZ3iZ+fgeT7V8hQ39J9EGlcuaN2aogkPZapBO6sPqChOXO4XhgV6pBfTIECaMWUWVwzytT/fFpNv9GSOe4NuSEIUC57j0ViDo3pBELir4qbR7YIgIAoiwvB/STozP7j1G9y8egtfe3A7Bt38TxMFghV/5ov+E1OzGCaKgKObgHPm4hQjL1Z1+L9+f3tEAj2CQACDWINZmlw+S2X8CHj2CMHUpWp8TGcTCx0bUDSbuea2bfzNN2+cINAOWz91lSdorD6L3ze/7pvjWVAjaUVR8Pl86HQ61izL4tF/u52HX6nm+MUu9I5BShuOsdLRiFadOspMXr0KfXrahG3l6Um8UNcZ873j81eiqu5JW8MvHpallZBmSontYuNYV5bJL/7hBn77wkVOXerB55fx+eWwlZInjxZGOO5fxrXaRjLCTGVnImn9daN/v3bpThw+B09ceBHvcLJ3QRAosObyhZ0PYjWM2dZXlqRz6lJsLosAqRY9CipDTv9o9fBoEUQBk2H+/FtdLfGxF0eK4nOCeWoe8cnrESNC7VM8VDoOztju1HtLRSe24lGWI6uhZozx8J9WkdU0vMoyDELtrFzxRhhp45q73seqrXuQpDHp87icPP+7H9DZVDsaH6E3mth49a1s3HPr7C8+SxaESLtcLg4fPkxVVRU+nw+DwcDq1avZtm0bH7ltFR+5bRWqLHPxm5UMnpsq0JJez5I/e2DK9or0JJZYTTTaXDHptD/QEPGxkiDymW0fieEqoUlPNvLFD45VjFYUlRNVnTy1v472HicajYBeK9HaExwJBR+m4fJEQGlBCu/ZU8qmihto/clnUdxRJOkRRIwl67BuuGHC5jsrbuS6pVdxvO0sLr+bJSkFrMoqm3L6nVcv5UxtT0y5Q1YtTedbn7kKCBa1rW7q5/uPnB6trBKJZgsC6DQiO9bMj480gCk/MX7N4RANUxNcDfq76fTVE1D95OvLsGrSkdUA9e6zNHsuRBTyHw6DWDucG0MhvhPysT55lRIM0uxS7o7n3k9/HaMliXOHXmXINkBO0VKyC0t5+PtfmzByVlUVj8vJ4ZefQBBFNuy+OW59iIV5F2mXy8XDDz/M4OAgEPyC3G43x48f58yZM6xatYrt27djNptZ8fdfofmPj9D12hsEHA4EQSB5zWqKPnQ/ScuXhWz/05tK+dGpOhoGXSH3T4saWdpUvaTjn679EjlJiSv9LooCW1flsnXVmPAEZIUn3qjlpcON9A95kUSBTRXZPHBzBSV5Yw9t/oP/SdcT38HXUcdM0wpNej4pW24laf31CNLU28OsM7G3ZMe0bWyqyOajN1fw6xerpl1XmIxWI/Lp964d/XdWmomsNBMZKUZ+/dxFLjUPACo6jUj5kjQuNQ/gnVSjb6RS+PuuW07SPCb611gjT0UwW7QphWiGzWz6/CRMBclUnX2Ls31vMPJ7t3ljTxQUaqamE1vRCL0MBXajEOqzxuKKObGeooI5bP3DaMkrLuP4G8/QWH1mdNu58B6HwV6oCqf2v8Ca7deh0c7frEyIVxVcQRD2AXv27NnDvn37Ij7vwIEDnDgRtHGF64sgCOzcuZPt27cDwYxi3t5eJJMZXUpkKTIv9tr43rHIfZBVVcXpfnGcPXrC3tG/laWV8M3r/3pa97REIysqNocXg06adorvab2Et70WJB2yvZuhc/uQnYMgCBhLN5J29X3oc0pm1RdHXR8DR1rxdA7R6g3wgz5bRD4Bep3EPz64fdrSX519ThxuPznpZizG4Od8+NVLvHCoAZvDC4JAdpqJe/Yu4+YdxbP6HLOl6l+/Rf+x6NNtRouoTyJlzfvQGFOwlGeQe0cFAL/8ty/gmmWiolCMf0R9SgFOecukI8IpaqRKOz5YzUuq7oXoOhiC9JxCAgEftt7oF7QFQeCOj32ZouWJKxyxd+9e9u/fD7BfVdW9k/fP+0j64sVg9ZHpXhaqqnLo0CFSUlKoqKhA1Okw5oWvpxaKlRnJrExP4mJf5NN+nXYV7pAiPcb/2/2peRVoAEkUSAtT5n48hoJyDAXlo/9O3fNBZKcdUadH1Jtm3Q/b+S66X6kdfc4KdBo+kWblN4NDuBQ1ZOUnSYQbthZx340VpCdPHywRylPjvhvKef91ZbT3Br1Y8jIsiPOcllZVVQZOn0n4dbQpRSSX34LGaiV1awFpW4PpYp1DgwkRaJg4qvYrkcwcox1Rjx2rF2dv1992wz30djZTd37yYmdkqIAcSEwhkkiZV5EeMW1EyrFjx6ioqIj5eg+uL+avXz8fsSVOqylC0W3E6xuXg2Hc2cvTSiYsmM2WgMtNx/Mv0HvobVAUktesJv/u96DPmJ1TfzgEURpNqjRbFL9Mz/76KdaUUr2Wf8hK5bTbS0dARlVVlmzKp2BpOitL0kix6GcdcCSKAgVZc2deiATVn9gHW5+dxYq//ypaqwXdpKT0TdVR5gOPkul/rlCiHKVQC5CaZsKqtTE0Sy/GhqrTdLdGvrY0GVEQyS5cOrtOzJJ5FWlBEEhJSWFgILKk9j09PXi9XvT62BzNrXotX9lRzn8cvjRjPc9gJrwAet16NJpi/P6LBALtKOrYCOXPN70/pn6EovfwES7913dBHrOxupqa6XjuBZZ+6hPk3nxj3K41Qk9PD729vRgMBoqKipCk2F3nhqp6UD2hfbt1gsA20/BIXwCr0UD22uhmQlcSjpr4LXaFQtTrWf2v38SQGTrwqadjbjxL9FIDqqzDr2YAM9lspwr1cMry0Re7IIDBqGXt5gJ2X7cc2MKBZ37P5fOxm41mI9AAxSvWYbJYZ9XGbJlXkfZ6vVitVvqjcPpvbm5m2bJlMY++lqaa+f6N6/jZ6UbO9UycEgpMnM6JgojDvQ9FsSMrfYyUahYQ2JS3htK04pj6MBl7VTWXvvVfYffX//j/sJSWkrQ8PlVrbDYbL774Iu3tY6Yck8nE7t27WbUqetub43If3a9HaO9XITCPiY/mgq7X30hc44KA4vczdLEaw57QIu2wJTqIJohGGMCiOYqKBo+8DI9SztRSVQFEPCiYAM3wKFwYPWzkn6qq8p4Prmf1xvxxz7aOm+//NA3VZ3j+N9+fk880mbwl5TMflGDmzZjq9Xp59NFHaWqKLGfxCM8++yy//e1vsdlit7kZNBKf21LKslQzosDon5F7Qxj+++rMFO6uWIFBcgwfI6KVtOwp2c5f7Xgw5utPpu6nP5/xmEv/+e24XMvr9fL444+PCnTQbU/F5XLxyiuvUFsb3SjQb/PQ+dwlonHj0KUYUGUFVV54mfPiga93dlGuYRkZRQD26vDVw02WyBbTZ90dAYILfH6MUjUGcaRPMnqxDpN4nBTtSyRrX8MknWNsyDy1LVEQyCtKCTn4KqlYT0Hpyvi4eURJe+OlOb/mZOZtJH3s2DF6eqKvxK2qKr29vTz11FN8+MMfnpU989riLOrPhJ8OXVecxcrMZdxWdh0XumuQVZmy9KWkGuP3EHi6unHVzzwl83Z3I3s8SIaxBcL+4yfoeOElXE1NaMxmMnZfRc4tN6FNCm+fvXjxIjabbWqQw7BYHzlyhOXLI0/PaDvXGbXY2i/2MHiqAwQwFiaTurUAc/H8ZayLN/qs2btihrbijsuhogvvXmhJnrvvcuTxU1UVo1SDKDjRCl2IwsTZkl5swS2vRFV1CIhTBLekLIP0TEvY69z8wKd59ZGf0lRzfqKNJNEsgHxh8ybSlZWzqx3Y29vLs88+y9q1Qb9av9+PVqvF5XIRCARwuVwMDg6i1+spLy8nL4Q3yJbcVFrtbl6qnxiRJwB3l+ezMjNoizJqDWzOXzvl/Hjgd0SeWyMw5BgV6abfPUTrk0+N7vMNDNL8x0fo2befFd/8Jy42NVJVVYXNZkOj0ZCdnU1JSQmVlZXTetJ0d3djt9uxWqfa4VRZYehSL47qHmSfjC7NiLN+IOrnRRmX6c/dbMPdYsNQYMVYkEzy6my0yRM9VZSAgrfLgSor6DPNSMb5rZQxExlXX0Xniy/NeNxMX9uU2L1xwpa+bWvY81Zs3s3RV/804/XjSbBrCnpxarUKQQBBVEgSjjHk246qaicMrjKyLNz5/nXTtm8wmrnjo1+kr7OV2nPHOLHvuQRkGJxKXvH8mzvmRaT9fn9UXh3hqK2tjWh6fvr0acrKyrjlllumLI7dXZ7HtrxU3m7rY8DtJ92kY1dBOtnmmV3aZouzsZHa70Vua6v93x9R8ucfpf3pZ+keb/ccd8O7Ozp55t+/RWtezoRzHQ4HdXWR2Y0DgamezYovQNvjF/B0DLswquBpnWVujDGXWDwtdjwtdgYOt6BJ0pG0KgtLeSa2Mx3Yz3dNMKdo04yIGhG/zROsBWnWYixIJmVdDvqs8KOxOSNULvRJRCMvKhNT7qasX4d15Yqwx1usqRQsXUFrfVUUV4kPoSa2wnASHq3YR4r+NXxKCTlLd6PRSpSvymHVhjy0EaYFTc8pICUjmwvH9o3WX1Snqx05S1ouX2D9VfFftI+GeRFprVaL0WiMi1BHgqqqXLp0Ca1Wy0033TRlf16SkfdVFCTk2oqqMujxo5VEksalTh04fYbqf/9PFG/kiVxsZ85y5vNfnLpj3A2qqCqd6WnMJlRrYGCAtLSJeVB69zeOCXSCCQz5GDjSysCR1pD7/f0T7xvFE8Df58Z+rpO0HUWk7yyai26GJ4xgqMCgxkxywBVV0qsRkRY0Epat28n72MfCHjs02Mfpgy/R190WZacTxcR7UBS8GKRq7nngUxjNsb1QJY2WlVv2cOpAMNAlkoLJsdJy+SJuhx3jPHp4zJu5Y/Xq1Rw/HnStSeSXPJ7Kykqys7NZv359wq+lqCqvNnTzZlMPA56gfW55moU7l+eyPNnE5f/9MYovvl4OI3bM9J5euvJjz1tx+fJlSkvHPEkUX4ChqnHrB3NkDowaFfoPN2PIsWBemjbz8QnCvLQEJAl1nDulT9DwQvZOCt3dbLRNvxg18juqgE/Q8mLOLtLTLDSJKXR0S/Af+1lbmsEDt1RQsWTscw50d/Cnn/8Hbmd8XqaTH8lw73ynaqZZXsqAmo6ASpbYSYHYgF7wEcq6brGmYjDOLnhq63V30dfVStOlxPqEK4pMU815KjbuSuh1pmPevDu2bt1K1rgFlnhUUImEN998k6GhxI8If3W2kcer2+hz+1DU4Gy9ps/Bfx+7zNk3D+FLUK5hWRTRe72zmv5VVVVht4+ZMvw2L8pIfuuFKtAjqND5Qg1KYH48RxRF5bFDrdSYCydsfyF7JzXmIrK8wd9dnWZFyi9oadJn4Re1PJ23l0vmIt72ptHhHTMJnKvr5R9+8jYX6sc8SQ4891DCBHpk2+Q/3XIWh/3X0KKU4FCtDKnJ1MnlHPZfg0MNvYC9csvVoyaQWJE0Gm77s89zx0e+SPn6HaRkTK3CE5cEqqpKYJ4jDudNpPV6Pe9///vZtWsXqamp6HQ6LJbE2xMVRZn1ouV02Lx+vne0hiPtUwN0VCCgqJy4EL86huPpycrk9LbNNC8tDp+/NAJkWeb5558f/bc4Us5soQv0MIonQOezc2+PBfjFM5U8/OolnsnciV0Kjhb7tFZqzEETjFcc88oIJ9RPZe/msfzr+EnRe2gwhp8R+QMKv37uAgD2gV7a6sK75UXDdLfNkGpln/8mzgS20CAv46y8FRlpuNroGD70nA9snHL+kvK1cUv/KQgCRWWruf7ej3PXx7+CpDOGFebZCHbukvktRjuvwSw6nY5t27axbds2urq6ePHFF3FE4e0QC4IgRORj7fIHeLu1n+q+oWGfaSvb8tIwaKYucPhlhVcbunmxrhPPDO5oKtBssrIC4rrYIYsiDWWlqJNnJDHapjs6Oujq6iI7OxutVY8hNwlP+9zYpOOBs24A34ALXersc5JESs+AmxfebgRAETX8dMl7uL7nKL5xwlxlWUKpa8xePCbUQbNAkzGHBnM+CALucYWVw/2ENS2DtPc6EJwDs0o9OtqfaZpQVDgb2IIfPT1qLt1qLhNNGRNzrQ+pyWhz1pBp8GK0WCnfsIPiivWIsxxFh+LlV1/Dq7Ei+WZe5xr/ESN5MpJS5s90BgsgwRJAU1MTTz31FLI8+5JRM6GqKibT9A9uq93Ffx+vY8g3Ns05123j5fpuvrh1GZmmsbB0v6zw3WO1XB6IvMJFR15xsBBjBF4AkWJLsU4V6BFiEGpVVenp6SE7OziNTNmUR2f7/Dv2R8PA8XaybwydwjYRHKnsmFCkQBYkXs7aiagqo2JcbSlmg72WfM/kGAEBvyCxP219yLan+wkdLj+5yWkICLMXagFUVUBGgzScv3Ck1T41CzfmiQdP7udwL0b2l26/m+u3zS6z4kzU1dXR1NSEKEWfmna6b0sY/v+iOL+VhuZdpFVV5bXXXpsTgR5h1apVBBSZY62nOdp6Bp/sY3l6Cdcu3YVVn8SPTzVMEOgR+txefna6ga/uGkvytL+5NyqBHsFusGB1DM7mY4yiAu0FM+TCiEGoT506xbJlyzAYDJiKU0ESIEx1mIWIu9WGs2EAXZpxiu91IvD4xrsuCiCooIIyLkuiIog8mnste/tOs8pRj04JntNiyGJf+gY6jeELEY9UDRmPViOSm2EmyaSjcNlKmi9fiL7j45JoqCr0KplUyhuQUAigYalYS57YjEOd7OEQOuRmvBknxTp9ZsPZ4Pf7ee6556ivrwdA0SWBoEFV5WBlZFWeZX0YKC5bjUY7f3nJYQGIdEtLy6xCvKNFq9Wis+j52mv/RcPgmOP96Y4LPFP9KnevfIBed/iftsnuon7QydKU4IjiQMvMteVCceyqG7jupceA+AQ1JQ/acZvNyJr4/aQ9PT386Ec/Yt26dWzfvp2k8kyGqrqvGNu0v99N+5MXQBAwl6SSdcMyNJbEPXBlRWORfuoEH41J/RK1vJq5lX3pG0gOOPFKOoY0MxfMDfWe3b0uf7S4we477udPP/sPXI7o/NcFIZhLo8FXQr1Sjp9geyPDlBplFTXKKvR4hj9NJHds8Jj6NjubV+TMcGx0uN1uDh06xPnz51HGz0YFEV/KUhCkUZEWPQOIngGQ9Ih+J8yYWm3iZ9h0ze1x7XsszLtIJ9oGPRlRFPnZiT/SMNgy6vY3kvTFE/DyWOXvMZk+gCBMfJjH2+pa7K5Rke53x+ZGN5Acv/SjAlDQ3IpPr6cnJ77VYVRV5cyZM1RXV/OeW+9C22HEPzA3/u1xQ1Vx1vfT9lglhQ+sQ0xQody1yzIoyk6iuWuc7X4sbnrivwG/pKM3yin6+NH00vxkHrxzLCFWSkYO9376a5w99CqXzx/H63ETCPhRpvNOEAQGlFTO+jbiYXozoJfxo+LI3tSPvHqJ67YUzpgrPFJGcv709oYZHEm6cd+1hGLMQDEOF5JQZCRXF5J3kJH+q5IeVZAQAq6pCVZFiaOnztH32gH8fj/Z2dls2LCBkpLEmm8mM+/VwpOT5yYZzAidUj9HWk+hqMpo1WRFVVHU4BvWL/vw+seiGNVh97nxq8NvNPaMmkNSYyx2WlIfn5X48YhK4kxGHo+HJ559EvMtBYj6+a8GHgu+ftdEf+84IwgCf/fRLWSnmRAmP/IjWbtmiUmvobwohc/du57/+MxVWCaVCLMkp7Hr1g/wkb/9Nn/5jz/k5vs+Oa1N1aFYOO7bMaNATx09T/dZxvb5AgovH4kuidp0nDlzhr6+GRJYjXzXk79vUUK25OFLq8CXUoYvbQX+lGUEkksIpCxDHe95I+rwJ5dS39CE3W7H7XbT2NjIn/70J44ePRq3zxMJ8y7S+fn5pKcnJqn9COq4/9pN4f2TFVVBEECRgzeBqoYeL7Q7PHzptfP85lwTm3NjS2ZTfvFkTOdNR/JAYs1Gfr+f3/7x9wxKrgWReCYWHLWxmaciJS/Dwv/+9TXsWpuYIrhOT4CqxgFeOtKILwJf8KWrNnLLA58hPacAQRQRRBGdwYg+KQMVuORfiUIoERcm/QnF5GOmHisIcL4uft95dXX17APfBBEkbfB/h1ElPf7kJaP29IAlF8TQhoZDhw7N/KKII/Nu7gC46aabeOKJJ/B6vQmPPpwpaEZVVZYkp9Djm3lC91ZrH5lGHYVWIy32KEwAgkBXbhHtWh3pXW2k93dPPSTy1kZJ6R/A5HDissxs35wNx13VXMvaqaPFKwB1DoJcdFqJ7HTzbFzVZ+RS0wBf/7+3+e4X9sx4bMnKDZSs3EB/Vxt+nxePZOXLP3ibJUolfYQyj8X3d5XiWM4s6lQS0fwIog5Fb0X0u1C108dsVFZWsmfPzN99PJj3kTRATk4ODzzwABs2bCA5ORndNGkYo2WyS9LMmcdUPrJ+D3cuj2wk1OP2UZJs5tbSbPRS5F/noWvu5MhVN9OdtySk61wsjvcCUF5ZRZJ9lomPZsCJh1PUEUCOi2/uXGLInZsyW0U5SQmPoq1tGeST33qNXzxTSXvPzGs7adn5ZBcu5fWTXfgDKjXyKtQpEhDnPquwdWX8Fg4n55SJiChMTarWgjrinz7NOfYEP2PjWRAiDZCSksI111zDgw8+yOc+97kZfZljwS/KOHWeGY/7yfHfk2+eupAQjrdbeylIMiGr6mgBgZkIejypLK09H+FVpmfkkjq/n5VnL7Dq9DmW1DWS09pOaryT0AvQRh+92IdfJuoVIdaCRiR5XWLMEJPZtTYPq1mX8LlGW4+TZw7U87lvv8lbZyNLqlTbMjAuqWAkZo3Y0eskrt0Sv4RXS5Ysif3k8bbqMMKtaowErIUT9oWa2SdNk7M93iwYkZ5MIpIgtScNoEZwH7bZO/mfIz9BK7oiajegwkMXmicEMsyIICDJAXS+6bPgxSp9Op+P3qwMOgvyGEhQIdsGuoDxGUcXoFAPd0nUSuTcXg6SgKt5EG93Yr2KdFqJv/2zzQhzULlcRSWgqHzvj6fps81sDjDo5s7KmZdhxhLH/N9KHAPAgCmirWoMIE7t72ShjqXMXKwsCJt0KOL1YwgIyCi0WfvpskS+sOb0u8hNrqfLszrC4+WIRtBjHRMIaHW4TRaMrvgIxohXrgrUrFqBM5G2aQF6sFGjtlJGYtK8xgUBrKuySdmcR99bTTjrq0dtlLoMM5nXlGAqSknIpVeXZlCUbaExwSleR/ynA7LCa8ea+cANUxPVK4rKy0ebePHtBpo64j9Vn2z6DWqeQFqcXO9GUBRlzrJmhmPz5s1khikCnAgW5Ej6+PHjcXVzkQWFDstg1Oe5vU1oorArji/zF9FZgkBt+TqA8CHdRD6aHjnOlpqcWIEeR43QzgHO08vcBSRFi6t5kI5nqnHW9U9QEl+vk/YnL+JuS5x9URci10tCGP5czZ1TXwiqqvK9h0/xkyfP0dQ5FE05yogRBAFRHPszYo/fuzG+L/CCgoLR6801ZrOZW2+9lauvvnpOr7vgRNrv93P48OG4vil1qoYMpzVqk5tHDhCIsh8jD0Ck99D59Tvpzg7eeNMJdTTY59j33C64OcHlOb1mNATs3rABOKqs0H+4OWHX7o3A/BAPFBVQVcymqVP1E1VdHDg9Zq+Ot76Fm0GuXprOrnUzpCuIkqKiogkpjhOJIAgT/ixbtoyKioqZT4wzC06ka2tr8fvjl79VEARW7VhLb1Jko6XxbmXppqJZLaWIwWhbRAF0ooBRM/XrlrVaXr3tfo7uvJG+jByclmS6cwpw6ycunM7slTJGyD4neOSxAK3REeNqtiF7ppYMiwf+OcxrrahQVpgyZfvrxyfWHYy3peCL929k26ocxOF7LMmk5e49pXztwW1oovB4igRBELjrrrvIysqa89H0XL0cJrPgbNKNjY1xbU8URZZXlMHU+pghGfnhtaKGtTnb6GyMPux7fI4FnSTyiQ0lrMlKRlVV/vbNSgY8E19CskbDpVWbqFk5ln83vauN2575bWTXm/Tv5P4B2gvzo+73bAgIMoJFA0NzlygrIiIRJFVNmP90RoqRIdfcJY3/6Z/OU5yXzLKClNFtkSwmxsodu5eyd2Mhe/9/e/ca1NZ55gH8/54j6egujhBCIAECCxA3cTWEi+00Jps0MeA0SXNp3GaSeNvM7KU72+02mcleZrPbvcx+6HRmZzPtzGb3Uz60TnaTNHXSxsm4iSd20tqub9hgaoJtjLAAgyULENoPskBCEgjQQQf7+c0wA0fSew4gPXr1Xp6nqQgzgTn4A3MQjWook3RIMsVgMOCZZ57B0NAQDh8+DK9Xul2kURqNJiu9aECGPelMvzuGw2FYNCIUaaQbjPaitUoNvtvxAr5SWrGuDqhRUCJXI6DLYcHLHZWos0aGHxhjeKmjElatEL/g6XbXJna4w355KK3hj2QxyHhjGiwu8Yz0PY6Ojg6IGU6kkymcZuW+iNKoBq+TpgL5E/dXSNJuKrfmQnj97dM4ffE6PvrtCM4MXYfVHP+pLBNPB42gwF9/swV/vLdu8Zheo4TVrJU0QMc6deoUxsfHJe9RC4KAvr4+KJXZqVIvu570uharr6CgoAAmjRGt9obbOTuSd62aCurgFO2w6a24p6gJakUkZ/R2m4jPriZWWUlFo+Dwj7uqIaSYMBLVKvzdjip8PjqBk2NT8M+FMHD1OuY5DuGYbaoV546DxVzrWp6Gc0oFwhIkVk/Fbrejvb0d/i8nMXFULgVQl/AaJcKzIYRTzJiZGgske6F3euxorR7B0TOjkrS/XDgMnBgYx4mB3ywe0wg8FjI8W7irsRBd9Zv7aS2W1+vFhQsXVr/jBhQWFsLlcqGmpgYajXQpV1cjuyBdU1ODTz/9NGNL8FpaWgAA32p8HJcmL+PqzFjCpORTdb3YW/1g0sc/1+DE8bFJBNPMo/xAWX7KAB2l5Dm023PRbo+sX/b5i3H4L76Pa3kFmBU0MPm80G6gVp1ybh5cKIQFfnNWFghC5A1NW5QDTuCxEJTXkMecLwDeIGAhMIfwsso5xtp85DRndnJruVeeb8Nf/uhjnB+elPQ8qQQk+H90NWZ32eXAwNJEtVTL8fbs2bMpJf1WI7sgrdfrsWvXLhw6dGjDbe3YsQMuV6Qyh6gx4dXuv8KvL36CI8Nf4NZ8EE7RgQdc98Kdty1lGxxj+G5rOf7lyPlVz/dgmRUPu9a+o82sFdD4UDeG/+u/k87qyD1DRllZ2eL3ed3bcO3d1f9Wmy00E4S+0gLBosOszw9eo4Shygq1bXNehJ2ewqwF6UzTqRWod23eOuFkokVCpFwvHQgEKEin0tTUBJVKhYMHD67r8RzH4amnnoLNFj9GqlNp0eu+H73u+9fUnkvUw65X4/JM6i3lHANaC9c/VFPUuwdzV65g9Jfvr7uNqGmjYakXLfF4nclkQlVV1eLPxqrIrLv30EWEbma3yvJyNwd9sHa7wKs3/2nft3Mb/ue9swhtoco2qezeXrT6nSRmt0s/1JLNDTOxZDdxGFVbW4u6uro1jRUyxqBSqbB3796EAL1RJSYtOCSW3Yzm6mAADBvYbssYw7YXvw3Pv/8rDNVVYGkmmUr217nisEcbXff1pKOgoACPP/54QkIsgzsPpd9pha5C2hS0axWeX8D89Mrb8KXC8xxefMSTlXNnEmNAswwmiJ1OZ8bnr2Lp9XpYLBbJ2l8L2QZpAOju7kZLSwsEQVhcUL6S6upqPP/885JUTmh35EbK1rGYwBxzOVUWI3LUG8/eZ3Btg+eHr6L8z/4k7cdELyPE8xhylWEyV5Q0QOfn52Pfvn14+umnUxZtYIzBUJm36lhN7g4nVFaJd0fGXEM2etFRD7Q78eqLHXDkZf8j9HowBtjz9GisyO5QR+RaGHbv3p2RdpJ9NTc3S1LVfD3kcRUpcByHnTt3Yv/+/Xj00UdRWxvJo5HqD+vz+STJngcA7lwD2lIMZ2gVPB5zZ/bj1+gv3otUFF/N7cQwjDFw4TBE38Tiz+m8sSU2l/r+0fbGx8fTmu3Wu8xQGISUueE1JTkwtzkgyT7lxYte+lZTnBO5niw6eWEcV6/fBLcJiZcyiTHAbFTjB9/cnpUt2cmkU9VJrVZDrVYnxAqtVouenh6Iohh3f57nsX379sUFB3IgyzHp5QRBQElJCY4cObLiE2R0dBR+v1+yQP2spwQlJi0+uuTFmD8IBceh2ZaDh7bZYNNnthr19Pnby4tWSlq+LIhzACwGA85v4EWkUCggiiLGxpYKESz/my8sLGBkZCRuLDoZxnMo3FuFyz8/g5A/flOQKlcL21fLI+c0CpgdTyPjYPQyVovpSX59TsXDstO5+jkk9OHnw/jZh0vLxqQsCpAJSgUHs1ENe54OTe587G4pSijXlU0GgwF6vX7FOqmVlZVobW3FyZMnMTwc2f5fWloKj8cDnU6H8vJyXLp0CdeuXYNKpUJ5ebksJgtjbYkgHZXOsryMpzKMwTGG3U4rdjutCIYWoOTY4lbYjJ9LUCEUuLWURjG8kNbuOeeeh9B/9UpceZ+1ZA2bm5uDxWJZdRdXur0pwapHyXNNmD4zhsCXNwCOQb/NDH1FLtjtLcP6Cgv8F9Nfi74SsbMIHMdh6vgo5meCYByDrswMc0cxhLzNSTqVyv9+fDHu52xnc4vFcQw8x9DizkdXQyHycrRwFZmg3KwEUevAGEN7ezs++OCDpLcrlUq0tbXBYDCgq6srZRtOpxNOp1PCK92YLRWkHQ4HRkdTbwoQRRE63ea8ENdShWU9cu+5B2OHPlo6wLjYLYpgCiXC8/MxN3OwP9IH2x/dj+ZTp/D++/GrRKJBNZ2gsNpYHM/zKC5OP5E7LyiQ01iInMbk65EN7jx4fzWY3tbslS6fAdpCE7QlORBbHQj558Apecmqg69FIDiPP4wm5o/hOJbxjSZrwRjQVV+IbzxYBaNOBYOMesrp8Hg8mJ6extGjR+M6aDqdDj09PZuanF8qWypI19fX48SJEykTMDU3N8tmvGyj7F/rg++zo5j3Jw4DKE05qPvhP+DG6bMIjIxAYTAgb2cXhNs5bmtrazE1NYVjx47FPXEFQYDFYsHIyMiK5zYajSguLl78eLhcfX19RoeUOAWHnOZCTBwdWVumpiT/6umzXmhLcsAYg0Inn4Cj4Bk4Ju3w+3qU2Iz49iMemPTZHavfiM7OTng8HvT39yMYDMJsNqO8vBwKxZYKbyltqd/CZDKhr68P77zzDm7dWlqzzHEcWlpa4PFs/SVOUVqHAzV//zcYfO0nmBkYXDxuqqlG2Xf2Q1NQAE1B6o0znZ2dqKurw9mzZxEIBGA2m+F2u+H1evHGG2+kfBxjDDabDU1NTTh48CAGBwcXe988z6Ourk6SfLq5HcWYHffj5sVl1dyjQS3N995QUJpsdhulVPBorLTii3OJRYez1ZtmDPjeN5q3dICOMhgMsprsy6QtFaSBSD7Z/fv3o7+/Hz6fD2q1Gm63G0ajMduXlnF61zbU/9s/wz88jFnfBIS8PGjs6W9hNhqNaGtriztmt9ths9mSDhsxxiCKIpxOJxhj6O3txcTEBEZGRsBxHJxOp2TDSYznULC3Cv5Lk5g550UoGIJg0UbGq4cnERydATiG6XNeIBROGbQFizSTxpnwRHcFTlwYx3wocVjHbBSwsABMzmzuOu7ArDzf1MiSLRekgciEQHQ53t1AW1wM7RrGgFfT09ODAwcOwOeL77UaDAb09vbGDRmJopiwTEkqjDHonCJ0zvjzxU74McZw4/S15I/nORjrsr/RIpXKEjNeea4Vr735e1wZv7l4vMppxp9+vQFWUYN/ev0oPj+b2NuWQjgcyWZH5I3+Q3cho9GIffv24fz58xgaGkI4HEZxcTHcbnfW0jGmy3JvKYLjNxG8Fr/sivEc8h8sh9Io74/uDRVW/Mf370P/pQlMTAdRmKdDiW3pU+DfvtCOn394AW99PIgb/lnJh0HODvnizk/kh4L0XYrneVRVVa261llueLUCjic9mDk/jpn+cSzMhiDk62Gqt0ElZi+d5FowxuB2pt7S/Oh95djZaMeBQwP45PdXMXEjdc6YjZoJyCu/CklEQZpsOZyCg7HaCmN1dsoZSe3twxfx+rtnImPXEq+jNunlswKGJEdBmhAZOXZmFD/9v1NLBxgDQ1iyWD07K6/c3yQRBWlCZOTNjwYTjjEWKeyWqqpQLJ1GgfbaAlSUiDh2ehTHVpmEvHhlar2XSjYJBWlCZGJhIYwzQ9eT38giaQnMRjXubXJg6MoUdBolaspycePmLGbnQnA5ctBWYwN/ezfsFe/NVYN0rmlrjOPfzShIEyITjEU2toRWWNGhUnD41sPVabXXXleAtz5O7JnHqimVV85vkkjWqUoJuZswxtBSlb/ifVpr0l8HXl2ai7LC1MvrivP18JTLI7E9SY2CNCEy8th95VCkSN6lUyvxcOfaClq89GwrCiy6xWSK0S+rWYuXnm29Y3Ld3MlouIMQGakoFvHys9vxnwdOYmwisHi8yKrHnz/ZCFvu2rbl23J1+PH3voLDvxvBF+fGEAbQWJGHXY0OqGm34ZZA/yVCZKbZnY/XftCNkwNe+G4EYcvVonoDY8eCkkd3awm6W0syeJVks1CQJkSGOI6hoeLO3KxD1obGpAkhRMYoSBNCiIxRkCaEEBljmSqEyRgbAWA3mUxoaGjISJuEEHKnO378OKampgDgcjgcdiy/PZNBehKAKSONEULI3WcqHA7nLD+YydUdQwBKAcwAGMhgu4QQcidzAdAjEkMTZKwnTQghJPNo4pAQQmSMgjQhhMgYBWlCCJExCtKEECJjFKQJIUTGKEgTQoiMUZAmhBAZoyBNCCEyRkGaEEJkjII0IYTIGAVpQgiRMQrShBAiYxSkCSFExihIE0KIjFGQJoQQGaMgTQghMvb/tB6LgF3B8AoAAAAASUVORK5CYII=\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 2000\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 2250\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 2500\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 2750\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 3000\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 3250\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 3500\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 4000\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 4250\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 4500\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 4750\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 5000\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["data_path = 'datasets/denmune/chameleon/' \n","dataset = \"t7.10k.csv\" #@param [\"t4.8k.csv \"t5.8k.csv,\"t7.10k.csv\", \"t8.8k.csv\"]\n","\n","data_file = data_path + dataset\n","X_train = pd.read_csv(data_file, sep=',', header=None)\n","\n","\n","knn = 39\n","for x in range (250, 5500, 250 ):\n"," print (\"itration\", x )\n"," dm = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False, prop_step=x)\n"," labels, validity = dm.fit_predict(show_analyzer=False, show_noise=True) \n"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":197.373773,"end_time":"2022-02-01T22:04:37.678372","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2022-02-01T22:01:20.304599","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
+{"cells":[{"source":"
","metadata":{},"cell_type":"markdown"},{"cell_type":"markdown","id":"5edd5733","metadata":{"papermill":{"duration":0.006949,"end_time":"2023-04-30T01:14:19.948043","exception":false,"start_time":"2023-04-30T01:14:19.941094","status":"completed"},"tags":[]},"source":[""]},{"cell_type":"markdown","id":"46af7992","metadata":{"papermill":{"duration":0.004994,"end_time":"2023-04-30T01:14:19.958793","exception":false,"start_time":"2023-04-30T01:14:19.953799","status":"completed"},"tags":[]},"source":["##### Have you ever wondered how a cluster propgate. It is time to reveal the beuty of clusters propgation. It as simple as\n","- running the following cells,\n","- wait,\n","- watch and\n","- ENJOY."]},{"cell_type":"code","execution_count":1,"id":"e25d5831","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:14:19.979021Z","iopub.status.busy":"2023-04-30T01:14:19.97835Z","iopub.status.idle":"2023-04-30T01:14:19.982481Z","shell.execute_reply":"2023-04-30T01:14:19.981821Z","shell.execute_reply.started":"2022-01-27T12:58:03.577376Z"},"papermill":{"duration":0.018619,"end_time":"2023-04-30T01:14:19.982677","exception":false,"start_time":"2023-04-30T01:14:19.964058","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","import time\n","import os.path\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"code","execution_count":2,"id":"01247795","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:14:19.999763Z","iopub.status.busy":"2023-04-30T01:14:19.99901Z","iopub.status.idle":"2023-04-30T01:14:28.874479Z","shell.execute_reply":"2023-04-30T01:14:28.873812Z","shell.execute_reply.started":"2022-01-27T12:58:03.604479Z"},"papermill":{"duration":8.886529,"end_time":"2023-04-30T01:14:28.874636","exception":false,"start_time":"2023-04-30T01:14:19.988107","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Cloning into 'datasets'...\r\n","remote: Enumerating objects: 68, done.\u001b[K\r\n","remote: Counting objects: 100% (68/68), done.\u001b[K\r\n","remote: Compressing objects: 100% (56/56), done.\u001b[K\r\n","remote: Total 68 (delta 12), reused 63 (delta 10), pack-reused 0\u001b[K\r\n","Unpacking objects: 100% (68/68), 20.59 MiB | 3.29 MiB/s, done.\r\n"]}],"source":["# clone datasets from our repository datasets\n","if not os.path.exists('datasets'):\n"," !git clone https://github.com/egy1st/datasets\n"," \n","data_path = 'datasets/denmune/chameleon/' \n","datasets = [\"t7.10k\", \"t4.8k\", \"t5.8k\", \"t8.8k\"] "]},{"cell_type":"code","execution_count":3,"id":"a6ea11cb","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:14:28.90105Z","iopub.status.busy":"2023-04-30T01:14:28.898532Z","iopub.status.idle":"2023-04-30T01:14:41.939251Z","shell.execute_reply":"2023-04-30T01:14:41.938092Z","shell.execute_reply.started":"2022-01-27T12:58:09.202072Z"},"papermill":{"duration":13.054385,"end_time":"2023-04-30T01:14:41.939422","exception":false,"start_time":"2023-04-30T01:14:28.885037","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting denmune\r\n"," Downloading denmune-1.12-py3-none-any.whl (19 kB)\r\n","Requirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n","Collecting ngt>=1.11.6\r\n"," Downloading ngt-2.0.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (9.2 MB)\r\n"," |████████████████████████████████| 9.2 MB 4.1 MB/s \r\n","\u001b[?25hRequirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n","Collecting anytree>=2.8.0\r\n"," Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n"," |████████████████████████████████| 41 kB 487 kB/s \r\n","\u001b[?25hRequirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.4)\r\n","Requirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.19.5)\r\n","Collecting treelib>=1.6.1\r\n"," Downloading treelib-1.6.4-py3-none-any.whl (18 kB)\r\n","Requirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n","Requirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n","Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n","Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n","Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.2)\r\n","Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n","Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n","Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n","Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n","Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.8.1)\r\n","Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n","Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n","Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n","Installing collected packages: treelib, ngt, anytree, denmune\r\n","Successfully installed anytree-2.8.0 denmune-1.12 ngt-2.0.4 treelib-1.6.4\r\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"]}],"source":["# install DenMune clustering algorithm using pip from https://pypi.org/project/denmune/\n","!pip install denmune\n","# now import it\n","from denmune import DenMune"]},{"cell_type":"code","execution_count":4,"id":"415ea3f7","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:14:41.976641Z","iopub.status.busy":"2023-04-30T01:14:41.97564Z","iopub.status.idle":"2023-04-30T01:16:22.572965Z","shell.execute_reply":"2023-04-30T01:16:22.572383Z","shell.execute_reply.started":"2022-01-27T12:58:25.335261Z"},"id":"FZgP6jwmzFtZ","papermill":{"duration":100.617073,"end_time":"2023-04-30T01:16:22.573124","exception":false,"start_time":"2023-04-30T01:14:41.956051","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["itration 250\n","Propagation at iteration: 250\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 500\n","Propagation at iteration: 500\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 750\n","Propagation at iteration: 750\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABtpElEQVR4nO2dd1wc17n3fzPbK7v03kEgikASEpJQs5qr3LudOHbi2ClOT25ep93ETrtOv7524sSOUxz3Klu2JVm9CwGiiN7rwsIu29vM+8eCKNtml112wfPNB0fMnjnzALu/OfOcpxA0TYOFhYWFJTIhw20ACwsLC4tnWJFmYWFhiWBYkWZhYWGJYFiRZmFhYYlguMGaiCCIGgBZAPQA2oM1LwsLC8syJxeAFEAXTdPl818kghXdQRCEBkBUUCZjYWFh+fShpWlaMf9g0FbScK6go6KiolBWVhbEaVlYWFiWL7W1tdBqtYBTQ10Ipki3A0gpKyvDkSNHgjgtCwsLy/Jl27ZtOHr0KODBTcxuHLKwsLBEMKxIs7CwsEQwrEizsLAsKmMqPQb7NLCYbQAAm80BtjyFZ4Lpk2ZhYWHxSHuzCof3t2B4cBIAQJIEOBwCVqsDQiEPJauTUbUzDzK5MMyWRhasSLOwsIQUm9WBugt9+PCtRkyvl2mKhoOi4bA7vzebbDh/sgfVp3uxrioTm3flQSTmh83mSIIVaRYWlpBgtzlw+MMW1J7rg8loY3QORdE4c6wL7c2j+OyXNkAiEzA4h4LDbgOP73vsUoQVaRYWlqBD0zRe+N9TGOrXBnS+esyAwx+24PrbSz2OmRwfxdF3/ometgaApsHhcJFVtBo7bnkQPMHyEWxWpFlYWILOy387H7BAT9NQM4g9NxaBx+e4vKYZG8HLf/ox7FbLlWMOhx3tl86hp+UStt5wHwiSQGJ6LqJi4hlfc3JyEvX19VCr1RAKhSgsLERaWtqCfo6Fwoo0CwtLUGlvUaHtsmrB89hsDhgNVkTxRS6vffLmC3MEes55FjMOvv5XECQJAgQyC1fhqlsfhFAk8Xq9pqYmfPzxx3A4HFeO1dfXgyRJ8Pl8OBwOiMVilJWVYc2aNSAIYmE/IEPYEDwWFpagcmhf88ImmNI+Ho+EWOK6eWgxGTHY1eJzGpqiQING1+VafPDPP3kdq1ar8dFHH80R6GkoioLZbIbNZoNWq8XRo0fx/PPPux0bCliRZmFhCRo0TUM1rFvQHNMr1KJVyW5dHYZJjV/2AMBQTxv6Oy57HHf+/HlQFMV4Xo1GgxdeeAFNTU0wGo2MzwsE1t3BwsISXAJMTCGI6f8A0TFibL9mhdtx2gk/XCk0DRpO4e+6XIvUnEK3w7q6uvy0FtBqtdi/fz+4XC5KS0uxdetWkGTw172sSLOwsHikfrgZ/770Nnq1AyBAIEORgs+W34YVsTluxxMEgazcWHS2jTG7AOH0bihjJdBPmiES81GyJgXrN2dBInUfoUHAT18wTQMEAdrDSpmm6QWthu12O2pqagAA27dvD3geT7AiHaGYR/SwjhpACrgQZypA8lwf+yIRmqahb++Aw2AAPzYW2kv1MHR2gSMWIbZqE2T5eeE2kYUh+1oO4R+1r8851j7ejR8eegqfX303dudtcXvexqty0dU+xmhBLRRycfXNxShdk8rYrvjULBAkBzTln084Odv9yry7u9uvedxB0zQuXbqE9evXQywWL3i+2bAiHQFQVjsmG0dh7JkAbaNgHjWAmhX8T/BIxFRlQLkmJYxW+kZ99jw6//IcrGNq1xdJEoPvvY/YjRuQ943HQHLZt14kozVPugj0bJ6veQVVmRUQ81wjL7LzY7H3zlV4/4162G1zV6+zAyLEEj6++vhV4PP9ey+IpXIUrt6IpgvHGZ8TFROP7EKXpicAgMbGRr+u7wm73Y6enh4UFrp3qQQKu3EYZqxqI3peqMHooQ4Y2sdh7NHMEWgAoG0Uxg53QVs3HCYrfTNRfRHNv/iVe4EGgKlHzbFTp9H3n1cW0TKWQPj1iWe9vk7RFN5q+tDj66sq0vCtn+zGxu054HBJEARAkIRTpQkCAiEPtz+w1m+BnmbzDfciNolZ/DKXx8cNn/0GSI77p1G9Xh+0cLojR45ArfbwGQgQdjkTRmiaxtB7zbDr3Md7zmfseDeiViW6fc2o06K3rQEOhx3JmflQxiXNfV0/CdA0xLLQdDhre/pZxhtGwx8fROodt4HjIyvMatag7/Lb0Gm6QFMO8EVKCETREIhjoUwohVSREQzTWeZRPViPNrXvjbSuiV6vrwuEXOy8vhCrK9Nx/mQ3OlvHQADIXhGHik2ZUMYE7hbg8QW48ys/wTsv/Ab97U1ex9740Le9JrTI5XIMDg4GbMtsjEYjXn75Zdx1112IiYkJypysSIcRU58W1jHmGxaU2Q7zqAHCuJmgfIqicPKDV9B47ggc09VqAKTmFCI6PgWttWdgMuquCKhYpsC6HTeieP22oP0c2sZG2JisHqY2cOx6PUwDg5BmZ3kcqlE1oaP27wBmhN+sH4ZZ73yaUPUcg1CSgBUVj4LL956kwOIfH7cfA4HZv3n3RAnljOaLjpVgz41FC7ZrPgRJ4sbPfQs1Jz/G6f2vgaZdNwbLqvYgKcP7PkhJSQmam5uvrKYXWjbVbDbj5MmT2Lt374LmmYZ1d4QRy4jblmZecRitc74//dHruHT6oFOgadoZwE9R6GtrRN3Jj2EyTM5Z4Rp1Ghx5+0Wc/CB4LoeBd97z+xySx/P4ms2qR2fdP+BLJsyGETSd+T0sxnG/r8/imX7tIAjCtzTcsGLnIljjHYIksXrz1Xjg+7/Fqk27IZZGgS8UIzE9Bzd/4Xuouu4un3OkpaWhvHzGX00QxJUvQYA1QDo7O2GxMHtC9gW7kg4jpMD/X78wQXbl32ajHg1nDju/oWm/VgA1Jz7C6q3XQiSR+R7sBZqmMXHhol/niNNSIU5zv5vvsFvQ0/g6aJrZzr3NrEHDiV9CFp2DtIKbIJIm+GULiysSvhhqk8brmLLEImQqw1vTYjYSWRQ2X383Nl9/d0Dnb9++HSkpKairq4NarYZAIEBBQQFKSkrw3HPP+ZXoAjifcC0WS8AiPxtWpMOIING/x3R+nBgc4cyfbKCzGXa7c2Xt9yMaTePisf3YdM0d/p03j/EzZwE/0mMJgkD63Xe6fU2jakB3w6tw2E1+WkFDN9GJ1gvPomDdVyAQB8cXSNlssGknwRGLwA1yWFUkU5VRgZcuvQOSIEHTNOh5TzRpUcn4r81fCpN1oSM/Px/5+fkux9euXYtz5875NZdQKIREEhw3HCvSC8ThcGBwcBBDQ0OYnJwEh8NBWloasrOzfWYf6Vv9e0ynrA7YDVZwp+oZTAtzoD60idGhgM6bjeZSA+Ox/NgYZH7mfsRsqHR5zTg5gM5L/3brV2SK3WbESM9RpGZfA7t2FKRQAq7cf8F2WCzoe+U1qA5+AptOB4LDQXTFWqTfexfEqczjeZcqO3M243j3OfRNDjkf+68kj9BQCKPw/S1fDklmXaRSVVWFvr4+DA0x/7wUFxeD4yGaxF9YkV4A1dXVOHfunEu20sWLFxEbG4ubb74ZcrnnzRXzwCTzixGAfdIC9fEeJFzt3AhJyswHSXLgsDMrqD4fym73PcgHXJmU0ThRWirK//BbEB7euKre406BXsimjd0B48n96Nn3JmibBaApgCQBEOCIZBDlroay6nbwFJ53+im7HZd/9nNoG5uctky5kdSnz0BT34DSXzzh0VWzXBDzRPjR9q/j5fp3caL3PCx2K7gkB+tSynBXyV7EiqPDbeKiQhAE9u7dy9jtkZSUhA0bNgTt+p+e22GQOX/+PI4ePeoxnVStVuPdd9/1OgfBIeAzw5XAnDG6ljFQVqd7QSKLQmbBKj+snos0auEftqRrr5mboeAOgkD63Xd5FGgA0I13Tv0rAJEmSICiIWsZBG9kHLTV7BRowBmfTTngMGigr/sE/c8+BkPbBY9TjZ04BW1Do/O86RvGlFg7dDq0PPU7/+1bgsgEUnxh7T34y95f4Q/X/gR/ufFXuK34bmitQmgtgS0KljJSqRTbtm3zOS4rKwt33nkneF42xv2FFekAsNlsPn1UNE1DpVKhr6/P4xhJ7tSjuB9x9LTdAcesZBdPBWOYEIx2Q3xFFGI3V3keQBDIfOAziN3kY2WxwGQCvloHjmF6N92z0NMOG1Rv/x4Oo/unmKF973tdzRu7u9H3qudMvOXGsMGGp6tV+NqBy/jx8cv49ZlWfPtQPX58rAkqgznc5i0q5eXluPbaaz0K8KpVq3DLLbcEzc0xDevuCICenh7G4TUDAwMeOzvIV8ZDc3EQtgkTZrn9ZnCjWwSHBEc882fjC4QgSNJj8RhvrCjf6Pc5buf51tfBFYsxcvAQ6FkuFGFKMop/+hMIYn37haPiCjHad9r/i0+FivHHmYcz0jYzdJeOQFHpGsdq6h/wef7AO+9CmJSI0SPHYFGpwFMqEX/VdsRt3uT1aWGp8UpTPw52u684N6g340fHmvDL7cVQCJdnw1iapkBbLSD4gishiYWFhcjJyUFTUxPa2tpgsVgQHx+PiooKKJXKkNjBinQAmM3OFQSTDTtvd1WSz0HK7cVQfdQOY8/E3Bc9LCyl+bEgZ6XSpueXgMPhwgG7X0KtiE1EfGom4/G+yHn0YWQ//BAmaupA26yIKlsFrsi1roMn4tOrMD540c/IjplfEmF3zDviBRqwjrpmyzksFjhMvq/v0BvQOu32IAD0D0Bb3wD1yVNY8b1vL4u6JNXDEx4FehoHDfy1tgvfrnRfuCgUWM0aOOxm8IXR4HBDc3NwmA3QnHwDukuHQZn04IhlkJZuh2LjLeAIJeDz+SgrK0NZWVlIrj+fJf9uslkt4HJ5IBZht9lms+HYsWNobGxkJNAEQSA3N9frGJ5MgJTbimAdN8E6bgRHwIW2YQS6JtcPCFcuQMzmuanQIokMpRt2oObER06XAQO7hGIpbvrCd32O8xeCw0H02tUBnSsUxyJ39UPorv8PLCbv2Yskh4/knN2wWXWwmjTgCaPAM7XDWH8SjHzaBEAK3YRHURTj3+EVaDj93wSB8QvVGHp/P1JuvIH5+RHKPy71MBrXNm4IsSVO9JpuDLTth17TDQDgcASISV6D5NxrAhZrymKEw6QDR6IAyXO6/iizAUP//NGcm7jDqIP2zLswddYh+f6fghQsbjjmkhRpk0GPg689h76OJlB2OzhcLvJK16Ny962QRoXmkYOiKLz11lvo7+9nfE5hYSHjRyB+tAj8aOfKU5gqhyhVDm3tMKxqIzhCLmSFcVCsTbkSfjebDXtuA8nh4tLpg7CaPa8E+UIRiiq2TSWxMIvKWEykigwUVX0PmpF6jPafhl7TDZqygyD5EEpiIFVkQSiJR3RSObi8uR8Ui6IbxoZTDAWWgLRos8tRjkgEaV4u9K1t/hs/tbk48tHHS16kdVY7jHZmT2WBB0wyR6/pRtuFv4CaleDkcFig6jsFo24I+Wu+AIJk7mayaUYwfvjfMLaeB+2wg+ALISvaDNma3VB//AKsqu6pkcScvRKrqgfa8x9AWXVbkH4yZiw5kR4d7MWrT//3nEd7h92O5osn0dtaj9u//CPIFMFJZphNR0cHY4HmcrkoKSnB1q1bA7oWQRCIKklEVIn7Ykou40kSlbtvweot12CgqwXjqgGMDfVBN6EGl8dHTtEaFK3ftiRiWwmCgDKxFMrEUtA0BcphB8nh+axSJkjIRPRV92P80Iu+LgBpURWEye6fcFJvuQnNv3oq4FBA0+AQaJpetCalocDqZ+8+tcmCGNHCN6HdYbcZ0XnpJVDU1Gb5vHR1vaYLmtFGKBNKmc2nHcXgP34Ih37GvUhbzZi8+DEmL340bzSNqbYuM9erP8qKtDccDjtef+YJj75Xo34S5w6+jR23PRT0a7e0OBtfenNzFBcXIysrC2lpaRD54Y8NFnyhCFmFZcgqLFv0a4cCgiD9epRVVO4FyRNg7OO/AW4KwpNCKaLWXQ/Fpls8zhGzoRKxVZswdvxEQDaDptH9wotIu+uOJZulGCXggwTzVfKJPjVuzE8Ouh2ddf/CxEjd3IPToZWzxHp8qJaxSE+cenOOQDvnpOHZTTZXqB0GDaPrBJMlJdK1Jz7ymbjRWnsW2276DDjc4MUpAoDVavXph46OjnabVsqyeMjX7IEopxy6mgMwD7SC4PIhzCiCOLsM/NhUEBzfb3ljX58zCSaAiBkAGHznPYwePY6sLzwERUkReFGhKQ8bKrgkgWylBO0TzPzNQ/rgh+J1N7zqKtCzmaqoCAAOO7Pr0zQNQ6O7m6+vpyYa01vSXGWS96EhYEmJdNsl3/nzDocNb710Dj2dxiu1ayu3ZiMxmVlZRU/Ex8f7bFZ59uxZVFRULOg6LAuHp4hH9PZ7AzrXbjDA2DsV2z7fPeSHaNs0GrT+z29A8vmI27YFWZ9/0Gf97Ehid1YC2ic6fY4jCUAWYOF+T1AOO9RD1T5GzQinWMZQOCk7KOvCbijy8sWv/Bf5TspZUHbfvjKK5uBy/TiMBisMBivqLw7ghT+dRHuzHx2G3VBaWurTz2ixWALqOswSORBcrue/cwB+Zspux8jBT9D6m6WVqZgkFYL0kRA7/VplSnDTxCdGLs24NXxAgEBsqmstGLdjOTzwopnt87hDsmIdZGU7Aj4/UJaUSCdnuboSpjbVQdMEaJqAzrYZNDX3rWW3U3jvlTo4HIHvRcvlckZVrfyJ/mCJPDgCARRlHvybBAGQJAi+H660KRfZ+Plq6Nrag2Dh4pAoFSI/WubsduVhDEEA65KjkaMMbqQQ5WCWKEYQJDKKboNQEsd4bvnqPb4mdfq7Z92QOVIl4vc+hvibv+lXFEmwWFIiXbphx5xVzoyL2HnMTOXCAeddnaboWeNo6CYt+OvvT+C9V+rQ2xVYkXgm7XCCVZ6QJXyk3n6bx4QUQUw0Um71vPHowqx9jPEzZxdq2qJyf3EaFAKeW6GW8ri4ZUUKPlca/BZm8jjfpQ4E4jis3PBNxCSv9W/utddAUrB+3lFi1v/P+jdBghRKkHTvTyAt3hwWgQaWmE86OiEF2276LI68/eKsTTwCFEQwO3JhoXIx++00W6gBQDU0CdWwDrUX+lGxMQNX31zs1/XXrVuHnh7vQf6+kldYIh95YQEKvv9ddP31eZiGZpr/ygtWIPerX4L6rH+1hUE5q/FRtqVVmCheIsTjmwpwpHcMF4cnYHPQSJeLsTE1GkVxcpAhCjMUCBUQy1Jh1Hl6KiWQt+aLEIj835AlSA7ib/4mjG3V0NcfgV0/AZ4yEcKsUuhrP4G57/KMHYnZiLn6C+DHhrfq4ZISaQAoWrcVSZl5aDx3FMeP0s4iZ5DBrypFAM6f6kFKugIla5j/AdLT05GcnOyxaWVhYaHX0qQsSwfl6nIonv4jdM0tsGm0EKUkQZyeDgAQJQbg16RpyFY406c7x3uxr/UQGkaaQYDAqsSVuH7FDpjtFhzqPAmVYQwKoRzbsjagNKEwrDHXcgEPe/OSsDdvcaMa8tZ8AU2nfwObZX4hLAIZRbcHJNBXZiBISPIrIMmfu8kvL9kG61g/7NpRcGXR4MdHRqPjiBVpmqIwfr4ao0ePwj6pgyg1BYl7dkOSlYno+GSs33U7Dh/23FLeLfPe7OdP9vgl0gBw22234YMPPkBHR8eV1TxJkigsLMTOneHv+cYSPAiCgLywwOW4cu0acBUK2DUav+aLrliD8wN1+P3pv8ExK477WM9ZHO85B2pqs2y6E8qp3mpsSl+Lr1Q+AJJBz8HlBJcvRsmWx6EevIDRvjOgHFZIFOlIzr0GfMHCWr55gx+bGvaV83wiUqQpmw3Nv3oKExeqr/j0tPUNGP7oADIf+AxSbrwBXB4HjFoaT+FuMTIy5EfR/Sl4PB5uvPFGaLVa9Pb2giAIZGRkQCYL3RuHJbIgeTzkf+0raPrpk35lJpotJjx7/l9zBBpwVltzt6VNg8aJ3vNIlMXjjuLrF2j10oMgSMSmrENsyrpwmxJWIvL23P/GW5g4f8H1A0BR6H7+79C1toEkCcTE+bFJ50alhcLA71FRUVEoKSlBcXExK9CfQpSry7HiO9/yPZBw1n/gK5WoVrfAYJ3bJMLZQ9A771z+KOAWaSxLn4gTacpmQ/8bb3od0/W8sz7D9bczSwX1RFF5yoLOZ/l0E7tpA/K+9lUQPJ77R7UpgQZBIGHXDowaXav7+ZZowEbZUTfcFAyTWZYgESXSdr0erb/7A2ir911wQ6czEyojOwabd+UFdC2ZXIDKrVkBnRsqTD0N0J7/ALqGY6As/nbMZgkH8Vdtw5pn/hdpd90BQWKC8+BUPPW0cMsLViDl1pvd9AZkvjrunHCtf83y6SAifNKWMTW6X/wH1KfPgmYQpkRZrVf+vf3qFZicMKLugpuOGlOLm/hEGdSjBlAUDZIgkF8Uj53Xr4Q8avGLILnDOtoH1du/hXV0JuRIzRdCufVuRFVcG0bLWJggiItF+l13IP2uOzB26jRGPjoA8/AweFFRiNu+DQk7toPk87EutQx/r3kNRpvzBuyPB0PIXTop5SzBJewibdNq0fD4j2BWqRi/aznzKsxde2sp1KNG9PfOVLeaDltKTo3C/Y9Uwm6joNOZIZUJIJEu/hveMtSJyZqPYRvrBymSQVqyBZL8daDMRgy99FOX6lqU1Qz1gRfAEckgLXatfcwSmcRu3IDYje77OQq5Anx+zV3437MvgqIpEATB2Ne8LrUsiFayLCXCLtKD+z5wCrQfxO/YPud7Hp+D+764HmeOdaH2XB8mNSbIFUKsqkjDhq3Z4Au44AsAsTQ8vdg0Z97F+Cf/nHPM2HYBoqxSCNNXzhXoOTULCGhOv8mK9DJiY/paRIuU2NdyEPUjzTDbzT6dHkphlBtXCcunhbCL9NixqdKB00U4fMCLikLKzTe5HOcLuNiyKw9bAvRRhwrzQJuLQE9j6roEq3oqMcZtQRkaVlUvtBf2Q756d9jSUlmCS0FcDgricgAAHeoefP/gL72Ov7f0pkWwiiVSCfvGod1gYCzQXKkUpf/zSwhils6qYvLix15fd+jHfVb8Un/0Vwz87duwT44F07Qlz8i4Ee39GuiNVt+DI5ScmAysSynz+Hq8JBabMtjyt59mwr6SFsTFwq7TeR9EEBAlJ6Hov38EQRzzileRgG3UR0NPhq2KrKo+jLz+P0h58FdBsGrp0twzjvr2MZyoG0T3VDISj0uialUyHtpbDJk4PC6thfDVys/hD6f/hurBekwH5REgkCxPwPeqHgWHfYL6VBN2keYIhd4HkCTyv/5VxFZtAsFZem9WUuSjjCOHAzjsDGaiYRlqh7GzBuLs8qDYtpS43DWOp1+vRe+Ibs5DF0kANjuFw9X96B6axC+/XAVhkIvQhxoBl4/vbn4UHeM9OD9QBztlR0FsDlYnlSyJvpTLkZGREfT09IAgCGRmZiIujIvDsL6baYcDOgadmaX5+UtSoAFAWrQZpq56j69L8tbC0FYNOJhVSFMfeBHiL366RLp3eBI/ee40zFaHaxIqPeWzI4CuwUkcvdiPPZWZYbBy4eREZyAnOjKK+nxaMZvN2LdvH3p7e69E3hw7dgwcDgdxcXHIzs6GyWTC6Ogo+Hw+VqxYgfz8fHA9lLYNBmEV6Z6XXgZt976KJDgc8JZw2rV0ZRUmaw7CMtDq8hopFEO55S7YNKOwDncwms821g/raB/4cWnBNjUisdgc+MXfz8No8fw+md2d+3jtwJIVaZbw8/77788R6GkcDgeGh4cxPDw853hXVxdqa2tx6623QhCi9mhhfZZSHTzkc4wkKxNc6dItpE9weUi6+weIqrgWpHCqezRBQpy3Bsn3/wz8uDQoKm/wa05jZ23wDY1AHBSN7/3pOPpH9V7Hzf44Gc1MXEcsTLA5KNSOaHCyX41uDbOmtEuZaReHP3VSaJrG0NAQjh49GjK7wrqStk362DAEEFM5v4vC0oPkixCz63NQbrsHDv0ESKEEHNHM04G0aDNM3Q3Q1R70PRnhR+m/Jc4nF3rRMaD165zslKXVmTtSOdY7iteaB2Cxz0QeZUaJ8VBZJhIkPvaRADgsdph6NaApQJQiAzcMCWT+0tsbeOp9U1MTtmzZAqGvPbYACKtIc2VS2LXey4VGV/jXHieSIXkCkEr3BePjrnsU0pItUH/yb1gHWjzMMNUdObssNAZGGK8dcnUReYMkgOs2RVY9lqWGwWrHsxc70Tzu+vTSpTXi16db8bOtKyHmuZcOmqYxsr8VuuYx54YBAJCArDAe8TtzQPIie28p0GqDDocDR48exc6dO8EJ8v5ZWN0d8bu8F8kXpiRDnP7p8L2ODfVBQ/ERe8f/g6SgEjP91qa+pppjinNXgx+XHl5jF4FhtQFDY0bfA+EUZ5IAHrmlFFnJ7Eo6UIw2O/7nbKtbgZ5m0mrHC3Wew0r7/l0HXdPojEADAAXoGlUY2tccTHODxnBvB47v+w9UHbULmqehoQH/+te/4GAYVsuUsK2kaYcDlgH3bagAgBQIUPTjHyyiReGhq6kGpz9+AxOjQwAALpeH3OK1yM9dA1vHxTljxbmrEX/j16587zCbMbz/I5iHRyDOTEf8tq0udU2WKv/44LLvQQDkEh52rcvA7vUZSI4LbtfqTxsHu0cxoDP7HFer0qJ1XIf86Lkb+pONI7AMexZ4Y8cEzCN6CBMi4+/ksNtx4NW/oKOx+soxQp4FmiN0X3qWAWNjYzh37hw2bHBfvyUQwibSQ+/vdzb0JAi32YZ533gMwoSEMFi2eHRdrsX+l56e84hlt9vQXHsa2ow8XPvQUzB3XwJAQ5xdNmcF3fvKq+h7+TVnk9Pp+Z57HtlfegSJO69azB8j6BhMNpxtGGI09tar8nDLtsgqBbCY2G1GqHpOQD1UDbvVAKE4FrFplYhNWQfCz5ZbZwbGGY99r20I31o/V6QnzrupRDkPQ8d4xIj02YNvzRFoAOBN9sCqzHdu+wQo1LW1tctEpPd/5DUdvP/1NxG7oXKRrVpcznz8pkcf2FBPG4bGJ5C1fm7kx2RzC/pffwsT58+7nEM7HOj409Mg+TzEb1m6RZkmDVbYKWa+wRf3NWHP+kxIRLwQWxV52K0GtF54FibDTIEyo34IvZffgk7djqzSe/wSap2POu6z6da4uqLskxaf59EO7yUQFgub1YLGc64RGSQo8HS9sEnTACIw37LJFNxa8GHxSTssFpiHh73W6zB0dMKm9W9nfykxPjKAcZX3lUd7/YwQG/v7ceHhR1H/vf/nVqBn0/a7P8Jh8f2BiVSUMgEEPA5I0vdKhqKBF95rXASrIo/uxtdg0g87a7/M+yxNqOqhGWnwa754MfMIDHeLTFLke80nSo2MPYOJ0SFYZzXWoGn6yhfHbgR/shMxYhIxMTF+zz0dlhcswiLSJI8HwleGDk1DdTh0sYfhxmbzXRTIZnX6By1qNWq//m1YRhiWdKUoDL7z3kLMCytCARdb/GhtdvKS572N5YjNMom6Iz+DdnT2zYl2EeuxQe838/lsSY9lPDYzyjV3Qb4y3us5pIgLcabCL5tCBZfrfPKiaRo0Rc081U99TzisSFKK8MADD+Cuu+6CROJfrsaJEyeCZmtYRJogScgLC3wMImAaDN7dKNJQxiWCx/e+colPcYaTNf7ovxl1rJmN6sjSvsHdf00hUhluBBrN/v1uprk8psM/63vxXE0XPuocgc66NBJhGk/9Fnarp9DVGZG2mjV+zbs5LRZJEmar6TsLXW+iivJk8BQe4oRJAsk3rbySGRpuODwe+AKR56d5mkZazkoAQEpKCqKjo/2yvbe3FwZDcBKAwhaCl3TNbu8DCAK8KPniGBMG+AIRCldXeXydy+Nj5drN0Hd2wdTve0NmPpR56bo7AEAs5AEEM790dJR/CQQ2B4U/XWjH78+34UT/GC4MT+DNlgE8fqQBDaOR7WIb7DgAh83Hh3+q9C1fqPBrbpIg8O3KfCgE3v379xWnIUUudjnOEfOQelcJZIVxIDhTgkYAwhQ5Mh5cDVFKZHye2xsu4D+//yEsJu+/x8mJmdLAgdxcLEFyOYZNpKMrKyFMcpPYMdXEkyAIxG/fuviGLSIbrr4NablFLse5PD6uvvtLEMuiMH7mbEBzCxK8P3pGOicvDaJvxHs6+DQVhe4ThDzxVusgGkZdV6IWB4U/13RBE+DKfDEY7TvJeGxssv91qOUCHn5YVYCt6bEQckkQcIqEhMdBZXI0fr6tCFvTPVeE40oFSLxuBbIeXY/0B1Yj+0vrkXZ3KfiKyAgN1U9O4OCrz8Hho/IkQZBouzTz2cvOzvb7Wnx+cMrmhi26gyAI5Dz6RVx+4heg3BRZSr5pL0TJyWGwbPHg8vi44YFvoK+9Ce3152CzmBGbnI6VazZDJHWuOig/3RzTJN1wXTBNXXRO1DJ7eiAJAp+5biXjec12B072qT2+bnVQONE/hutzkxjPuVjYrQbYrcweoRXxxVAkFAd0HbmAh/uK03FnYSoMNjskPC54HP/WcxwhFxxh5JWMvXz+uE+BBgAQgMU0E8FSVFSE6upq6HzVvp+FSqWCVLrwcMOw/hYVq0pR/ORP0f/aG5i4WAOaoiDJSEfSDdchYcfSjvVlCkEQSM8rQnqe64oaAGQFKzzGknuEJBGzbml38zAwXM3u3ZINqR/hdyMGC8w+MsLchZdFAtPtAJjUbknNv97vOOn58DgkFJyl10TBG+qRfkbjaIqCSDoTiSIUCnHbbbfhgw8+wMjICKM5glXHI+y3Oll+Hgof/y9QVisouwNccWQ8FkUK0WvXQJScBJOX7Mz5yItWggxhfdvFIDslCk1d415rKaQnyvDQXv9Wi3wGK0KBn6vGxYLHl0IsT4Fx0rvQkFwReIKlW943lPCFM750X93aJ1QD+OsTX0V6XglkimjIFDG4/bZboB7XYN++fV5X1TweD8lB8gREzLuR5PNZgXYDweGg8PHv+1WuNfvhz4fQosXh6spMkAThMekrKUaM3zy2xe95k6RCJEu9v8/WJCn8nnexSMzcjulCW56ITV4LklzaN+lQkb9qdlVN35uBZoMerbWnUX3kfRx555948ZffhmGsD/fee6/XQkrr1wevemfEiDSLZ0QpyVj9l2cgSkv1PpAgkHTdtZAsg6JUaQkyfPWOVeBySJCkU6ynv4qyY/D0d6+CUBCYEN2UnwzCwwc0SyHBqnjFAiwPLcrEUqQV3AjCQzacWJ6K5Jxdi2zV0iE1pxBZBWUAANpHA2gXaBpWiwkHXnkOOvUI7r33Xpf4aQ6Hgw0bNgRVpIlAS/O5TEQQRwBs3bp1K44cORKUOeej1/RgYrgWDrsZIlkyYpLXgMtzDQVaatS2qvDh6R4MjOohl/CxfU0atq5OBY879x5K2WwYPXYco0eOwTw8DIfRBLvRAICAIDYWSddfi+S910dMLGowGBoz4OOzPegemoRUxMPW1alYvSKeUTaiN2pHNHizZRAjBmfCEJckUZGkxJ2FqRBFeDlNAHDYzRhs/xiT6lbY7Sbw+HLEpqxBTPI6cLjLy48cbBx2O85/8i4uHtsPilF/UVckciU+891fg8PhYmhoCH19fZBKpSgsLPT787dt27bppgFHaZreNv/1iBVpi2kC+vEOgACkyhwMtL2PiZFZvQJpGgTJgSK+BNGJZZAqMsDlL70OLn/f14i3jrq2zirKisGPv1AJgQ/BsKjVoG02COLilmwfyHDSO2mE2e5AklQE2RJrYBvpXGxR4Z2jHWjsUoPLIbFuZQJu3Z6HjKTIiJf+8KVn0F5/LuDzN+y5DWu2LTyKypdIR9y7knJY0dP0BiaG66Z2s6egKczf2aYpOyaGazAxXAOAgDKxDGkr9oIniIwqW76oax11K9AA0NilxmsHW3HfNYVe5xAEUFuAZYZ0N0kZLAvn/ROd+Ms7M7VDbHYKR2sGcKZhCD96qBLFOcxT0EOFRLawOiIN545g9dZrQ/7kGnE+6a6GVzA+XOtGoAHvoUc0JoZr0Fr9ZzjsvmviRgL7z3R7ff3AuR44GFaDY2GJFCZ0ZjzvoeiVxUbh/96oC7gDSjDJWlkGggxcAvXa8Sv1dUJJRIm0ST8CjaphqlDMrC8/MOtHoB68ECILg8uAyntGnUZvhd7ouxATy/Jj3GSFymABFQFi5i9Hqvu9lpodGDWgqYt57epQkZqzEsmZ+YHVjSYIcLl8cBfB/x9R7g7taJPfouwKjfGhWsSne66LESlESfmAl7h4PpeEOAKztlhCR+2IBvvahtGncybUKIV87MiMw87M+CWzIazW+l5dqrXBrbkcKNfd/xgOv/XinBRwJhAEgdzSCpCLsA8UUSvpiZFLQZnHZmWeuhlOtq/xHipXtSoFPC67Gfhp4ezAOJ692HlFoAFgwmzF680DePWy/0W2wkW80ne+Q3x0ZOwF8IUi7Ln7EZ8VKecjkshRsf0G3wODQESJtEkXnNKkAtHS2EzbUp6K4mz3tkbLBLhr94pFtoglXNgpGm+0DICiMedr2ttxuEcFlWFp7LVsW5MGPteztKQnyFCQEb2IFvlm9dZrGY9Nzy/BrV/8PuTRngtNBZOIEmmaDk6X3cSspVH3g8cl8aPPV+KOHflQSJ2+LT6XxI61afjVVzYjIUJWGyyhY9RowZvNA/jZicuYMNtctsZpzAj2ucGJcJjoN3IJH4/cUgp3oexiARdfvaNs0W3yRVnVHnAZrKZTsgux93PfRFTM4lWZjDCHJ7PiMb6Qx+Qu3JRFQsDj4N6rC3DX7hUwmGwQCTisi+NTwiWVFs9e7ISNQQQPDWBQvzRW0gCwoyIdybFSvHO8A42dzjjp9UWJ2LslG8mxkRciy+MLcMNnv463//prj5EnablF2Pu5by6yZREm0lJlNvQT7uOGmSKJygAA2OwOkAQBToQWy5kPhyQgl7CZYp8WDDY7nrnYybjhLgDUjGgwbrIiWrQ03ieFWdEozIost4Y3UrILsPfBb+P4e//G+OiQc8lI05BGxWDP3Y8gKSM8i7+IEums4jtRf+KXXiI8pp+fPL2xCfTat+Avvz+KjgEtSIJAxcoE3LEjH7lpiuAbzMIyC9NUuKRI7FtE32kd8kugAaff+kjPKG4pYN7/cbGhKBqtjcOoPd8P7YQRUUoxqnbkIjVDGfCcDpMNmpoh6JtH4bA6IIiTQFGWBElO8G8AabkrcffXn8BIXyeMei0UMQmITgjv7zuiRJovUmLlhm+irfo52CwzbYxIDh+pK24EXxgFymGBRnUZ40PVmC3WBMFBjXYP3j3QfeUYRdM42zCM6uYR/PjzlSjNXRxHP8uni+rT3Th2oB26qdCz+GQZtu3OR0GJ58YB9arA2nTVqrQRK9J2uwOvPH8BHS2jV46NDOrQ2jiCvMJ43PVQhd9hhHa9Bf2v1MOmMV/5uBv1Vhi7JiCIlyDh2nwIYoNbDoIgCCSm5wR1zoUQUSINACJpAkq3/gAW0zhMumHwRUqIZXPf7MqEUiRmbYV6sBp2qx4CcSzsomK8+9uzoNysTqw2Gj/682l8+fZV2LUuY7F+FJZPAa+9WI3Ll+ZGJakGdXj179W45pZiVGzKdHue3hZYYR9/V9+LyfGD7XMEejZtl1XY99ol3HDHKr/mHDvaPUegZ2NRGdD79xqIs5RIvD4fHB+9GZcqEeuwFYiioYhf6SLQ04ikiUjNvw6ZxXciKXsHnn6zza1AT+OgaPzxlVr8/uWLoTKZ5VPGyU/aXQR6Nh+90wiLmw4zNE17fa96ggCQp4zMImIOB4XqUz1ex9Sd77/iEqIcFEZHdBgf89wOzGGyQd+m9hlLYOyaQNcz5zB+ps9vu5cCEbeSDoRhtQFNXZ771s3m0Pk+VK1KwdrChBBbxbJcoSga77xci/pq7wkmlINGzdleVG6d++jcMDrJKKJjPhySwI7MyGwwbNBZrgiwJyiKRttlFfSTFpw70QXdpLObdlyCFFt25WHlqrmdTOx6K2gHswxk2k5DfaIHBElAuc5H3fUlxrIQ6aM1zPqWTfPPDy77FOlJiw0n+9XomDCASxIoT1RgTaIC3AUUZGFZHpw41I6Gi8wyANubR11EOpB4ZwGHxGdL0pEeFZmx8wIhF0xCaOvO9aG7c27djtERPd74Vw2sFgfK1s1k4XLEPL/7e05cGEDU6mSQXpJplhrLQqQnDf4VIeoa1MJB0eB4KBzfotbh/y52wmyfSa6pGdHg404Rvl6RC9ky9X2x+MbhoHDqcDtj3bBaXRO0DDa7s6YP7VnSSuPksNM0lEIe0uRiVKZEQ8KL3I+rQMhDSroC/T3eb0A9nZ4LK33yQTNKVqeAMyWwXAkfkmwlDO3MizE5TDaYBychTlcwPifSWRa3m5Q4qX+7xl6Gmu0OPDtLoOlZKbp9kyb8ra7bb/tsFj10450w6pg3k2WJTEaGJmG1MM+MjYlz9SEny5xdpAkCIAnn23H6iyScq+aHyrLwjXV5eKA0Ezsy4yNaoKe57rYSrwXlFNEir+tsg8GKzra5G4+xW7OYGzB1bdoRuZurgbAsRHrb6lSI+Myz9FLipG5X0WqTFf9X3QG9zTFTO2HW6zSAxjEdPulWMbqO3WZEV/1/UH/8SbRW/xmXz/wBTad+A+1YM2NbWSKLi6e9b47Np7jcNVxuc1osyFlqNrt/IwCsT46GeAm08JpPQrIcdz5YAZ4b2xOS5cgt8O1Pt5jmRr3wlSLwlELGNhBcDoSJkZfRuBAi//bMALGQh2/eswZPvHCW0WPo9Ztc7849WiN+e7YVRrvvjYpXL/ejJD4KcWLPuf4UZUdb9XMuq2eTfgQdtS8it/xByGPyfBvLEjTODozjQNcIBnQmgCAg43OxPSMO1+QkMp5jeGCS8dj0bCWy8107kCRIhLi3KA3/auib29wCQIZcjFsjNA6aCfkrE/DdJ/ag5lwvutrGIBRykV+chLzCeDRcHED1mV6v58cnu7bWcpgYhCtO3eDkxfHgiJaXO3JZiDQArCtKxD17VuDfH7Z4HZcUK8F1VdlzjtE0jb/WdjESaABw0MDx3jGvSQUTw3UzAk3TmN/2q7vhZRRt+g44XOarhGkom/Nxm1yCq61w8c/6XhzvG5v5K9A0Jsw2vNkyiP0dw/huZT5SGbTS4jL8nQtFXNz3xUqPbriqtFhkKSQ42juGvkkjhFwOKpKUqEhSgrdEShl4gsMlsXZjJtZuzJxzfOWqJBzcdxkGD3tIGdnRiE+UzTlGOyhQFmYx5dL8WP/cI0uEZSPSAHDbVflo7p7AxRaV2xV1SpwUP/viRpfjreN6jBgsfl2rd9J70fIrTXPnCfQ0NsskWs4/g4J1XwHJYXbn17erMX66F5YRZ2wpL0aE6HWpoCwOUDYKwkQpROlRS6Y4/GLRODqJY31jHl832Sn8+kwrntxW7LMZ7er16ej1svk1zd0PrgPXR6GsFJkI9xR5rym+nODyOLj9s2vw8vPnYTbPFd7oGDFuvKvM5RyCQ4IrFcCun/p8uvlcc6MESL5pJQRu/P/LgWUl0lwOiR88uB77T3XjwzPdGFYbwOWQSIqV4IZN2diyOhU8N6E5KqPF79p7viJ8KMf0asHzzCbdENSDFxCXtsHn9TQ1gxg91DnnmE1twsj+tpkDBMCPESPpxkLwGRRej0Rohx00TYEMYluiIz3us+BmY7JTON47imtzPadyA0DJmhR8/G4TjF4iiqJjJUjLXjqFhRaTtKxofOm721Bzrg89nWpwSBL5RfEoLk8BX+BejuSlCRg/NeUmcbP+iK3KDEigKZpC90QfLA4r0qKSIeVHpsgvK5EGnEJ9w+Zs3LA52/fgKeR8/31YeUrvmxOSqDToGFT0Gx+q8SnSDpMNo4e7fBtFA9YxIwZea0DG51YzcofYNCaoDnXC1K8FKBocKR9R5clQlieB8PHY7TDpoLt0GJaBVhBcASQr1kOctwYgSNAWIwgeHwTDpwTzQCs0J9+Esf0iQDvAjUmFrLgKURXXgxQs7IbTM2n0PQjA8T41tmfEQ+Tl90YQBL747S145tdHYHbjK+ULOLjzc2sDtvXTgEQmQNWOXFTtYFZVTrk2BaYeDUxu9gNkhXGQFvjfefxEz3m81rAPIwbnExafw8OWzPW4f9WtECxC30J/WHYiHQhFcXKIuSRjnzQA5EfLvL4em7oeqp7joLz1bCQI2G2+BUTXMuoMNWGIfdKCoXebkXzzShAeYsEBwDgwiYFX6ufMbddaoD7SBfWxbijWJCN2c6bbOUy9TRh5/VegzMYrLh19/RGA5ILkC0GZDSC4PEgKKqGoug38mLn+e8pmgbm/GaAoUBYTVO/+EXDMpFDb1f2YOPoyJk68jqi11yJ6+z0ugk/ZLKCtZpBiGQjC8w1ldry7N8ZMVnzz0CVUpcagND4KhbEyt8lLMrkQ333iahz9uBU1Z3uhn7SAJ+CgpDwFG7blQBkTmQknSxWSx0HybcWYrB/BZOMIHAYbeAoh5KUJkBXE+e3eO959Dk+fe3HOMavDhoMdJzCiH8PjW78aTPMXDCvSALgkge3pcXi/00tX2HkIed5XmQJRNDJL7kZn3T88jHC+sYQSBmFJo57rG3jC2DUB1aEOJOzyvFoZervJs/hTNDTnB2BoUyP9gdVzMrgoixEjr/96SqDn3YQoOyizsws6bbdB33gCxs5aJN/33+DHpQMANKfehObse6BMeo8++ys47NCefQ92rQoJt34HAGAd7cXEsVdhbLsAmnKAK4+BfPVuRFXeCIJc2GaqnaJxpHcMR3vHIBfwcGtBMjakuG9xtnV3Prbuzl/Q9ViYQXJJKMqToCj37o7yBUVTeKXhXY+v1480o2GkGcUJBQu6TjBZ2tvIQSRJ7t8j9YFO37HSyoQSJGRux1xHGgEQ5JWgWCb+6ECD8ycvDTsriLnB2KsBxSC0yaYxY/CNhjnHdPXHQJkNDNJ1nU36KJMe45/8CwAwcfxVjB/5j1Ogp8f4hIah+SxU+56G6p0/YOCF/4Kh5SxoyrlCtk+qMX7kP1C99Tu3XTUCKRxHw1ka4MVLPagd0fg/AUtE0jHegzGj96zIM301i2QNM1iRniLKz1Tvy2pmHcmTc3cjKrZgSphnxBkAEjO3M4qVFqW4xo4ygnZGhLjD7Ee8r6lvEuYR/ZXvrcPTG5jMBBY0BWNHDazqAUycfscp7jTlpbmD+3n0dYehbzgG2mZxe66h5SxMXXUux726nLxbDgcN7GsfDuh8lsjDYvccxUVPPdWZHf5FeoUaVqSnyI+WItaPtkQGhvWASZKLnPIHkF1yL6JiVkAsS0F0Yhny134RKXlXM5pDvICuMrQHPztX7l8Le23djFARfP9ju0FTUL3zR8BmRuB9LOed50Z89fVHXY4JOQtzgfRNGqEx+1cfhiUySY9KAXeeS4yiKVA0BRo0KJpG/UgLmlStYbLQFVakpyAJAnetZB6zarZTMNmYbUgRBAllYilyVz+IwsrHkFVyN2RK5tEnPIXQr9TY2QiT3W9wUjb/VpfWWX5xcVaZn6vgqTmG2v0+xzdzhdthdH1CKE1QLOwKNODwoxIbS+QiF8qwKb3iyvfunrI0Ji1+cexptKu7F9Eyz7AiPYtVCVGIZ7iapgH0MgztCgYJ167w+xx+nNhtNTBD5zhGD/nX8Jczq0mu5sxbftsSHNzs4s8TT16Maxbo3rwkcBaQ3yPicqAURlZYFkvgfK78dhTG5brdvyBAgCAI2Cg7Xm98PwzWucKK9DxuyGe+e8z1Et4WbERJMr/iQTkSHpJvXOn2tYnzA357HGSFzv6Q5r5mmPvCUCBqnj/f/RgC8vJdLoejRXx8rSIPgf65kmXCOQWRWJY2Qp4QP9r2dSTLZmrKE9P/m/V3rhu5DLPN/cb7YsKK9DzWJkVD4SHzaTYEgMyoxc1Qsqp9r9xJCQ/KylRkPVwBnsLVRUI7KGfiih9w5QJI85xhaMauOgTuUw6QOTHQ88Ry+kNFEIjZ8Rnw49y7rApjZfjp5pXg+anUBICKpMA7XbNEJgRBgMvhgiRIkAQJgiBc4q1pmoaNCqwXZTBhRXoeXJLAT7cUeSs5DcAZDeKpaUCosE34vqun3lqE2KpM79mCfqwKuXIBUm4tupLQQoAIUKMJD//2Ao8P5bZ75k0zU32Z4AnBj0uHtHgLkj/zBKLWXe91ugSpEI9V5ELKsEgSCaero9JDnDTL0iYvOtPr64nSuIhIFWeTWdwg4nFwbU4i3u9wH3pFANidHYZec0xuCj6KihAcEuL0KBh7NF7FluBzELcjG/KCuDmCL8pehYnjrzA0eDY05rRXIkjvm488ITK/9hxIgRikQAzNidfgME6FPZIkxDnliLvuS+BIovyyoiBGhl9sL8bZwXH0aIwYt1gxabZj2GCGjaKd8j/1a+ZzSHyhPGtJ1nZm8c2evK040n3GY4jm1XnbIqJYGSvSHtidHY9alQZDevOcvSmCcLo5tqTHLbpN4jQ5DB2eA/FJAQeCaN8pycp1qTD2aj0mo3CjnKtnvpu5hKkrwFUmwT7huUu2JwgeH+L8Cpi6LjmTWTwINS8uHSmffwrkVKhU1NprICvbAXN3PSirGYLEbPCiA888E3I52JoeB6TPHLM4KJwbHEfNsAY2ikaOUoLNabGI8SMsk2VpkaFIxSMV9+HPF/4NBzU3UmtnThX25G4Nk2VzYUXaA2IeF99Zn4/9nSM41a+GwWaHnM9DVVoM9mQnQBCGmr+xV+XA0FXtMYUuupJZCKE4XYHEa/Mx+kknHCbblcUtyedAuT4VyopUrzU/YnY9iJFXn/TPeJKDtEf+BK48BpTNAstQBwiCAD8pB+beJhhbL4Dg8iBfczV4StcmwSSXD3HuGv+u6QcCDonNabHYnOZ/sR6WpcuWzPUoSSjA4a5TGNSNQC6QYUvGemQqI6fjOCvSXpDwubitIAW3FaTA5qDCXoydHyVEyp0lGHqrCdTserxTbeyVFczfWLKCOEhyY2DoGIfDYAVPKYI4U8Ho8U6UUQhSIAFl8VFT5Ir/GBAk5YIrd/p2SZ4AovSZyBNxdhnE2WWMbWdhCSZKURRuWXlNuM3wCCvSDAm3QE8jTpEj5yuVMHRNwNSvBU8ugLwk0evK1xMkl4Rshf8rR5Ivgmz1LmjPTBeqoV1dJ/Oq0kWtjdwPAQtLJMOK9BJFkqWEJCt8oWHR2+6BQz8BfcNxOItGETP+5XkCLa+4FtLizYtvJIsLDgeF0RE9SAKIS5AFdHNnWVxYkWYJCILkIH7vY1BU3gR982nQVjMESTngKuKhrz8Ku3YUHFkMZKu2Q5jClvMMNzRN49ThDpw+0nmlq4xEysfWPfkuvQhZIgtWpFkWBD8+HdHx6XOOsaIceXzwZgOqT/XMOWbQW/HBGw0YHpjE9beXhskyFl9EhqOVhYUlZGjGjS4CPZuLZ3rR0ey7PjpLeGBFmoVlmXPikO/qg/9+7hw+fLvB5ziWxYcVaRaWZYxBb0HbZWar5HPHu3HqcCjKybIsBFakWViWKdoJE/72h5PQaZlXcjv5SQeoQPqNsYQMVqRZWJYp+99qgGbcv5rnJqMNYyPMWsOxLA5sdAcLyzLkkw+a0do4EtjJQSoq1KkxoHF0EjSAlTEy5EZLgzKvL+x6DXR1h2DuawbB5UGSXwHJyk0guUuzDgsr0iwsy4iB3gm8/VIt1KM+UvY9IBTxEBe/MDE12ux49mIXmmc1a97XNoS8aCkeWZ0NGT90smPqbcLIa78EZTFhuvKisfU8tGffReLdPwJXuvRqg7PuDhaWZcKJQ+342x9OBizQALBxe/aCsxD/VteNZrUOzt7bM19t43o8V9O1oLm9QVnNGH7l56DMhqlu9DNd6a2j/Rh7/5mQXTuUsCLNwrIM6Osax+H9C2trVrY+DVU78hY0x6DOhEuqSbelymkAzWoderSh6Q2qPvACaKvJ/Ys0BWNnLWzj/pfYDTesu4OFZRlw5liXp/LgXklIliE5VYFtV+dDFiVasB01wxqvr9MATvaPISMq3es4f6FpGvrLp7wPohywqnoXVIs8HLAizcKyDOjpUPt9zvotmdhzY3FQ7WgZ1/scc7hnDLEiAXZnu9YNDxSrqge0xfcKnfbWDShCYd0dLCzLAKvV/4apCUn+tR5jwqTVxmjc680DaFMHL9SPdjD7+WmKFWkWFpYwwPWj3jlBEiBIApcvBd8/62CYCEMD+OOFjqD5p/mxqQCH53Oc1wbNEcrSs5iFhcWFGIZhc7MjN2w2h5eRgRHrR09Is4PC78+3Y8JsXfB1Sb4QkhXrvI4heAKI0oPr3lkMWJFmYVkG5K30v3t9SkbwY4YrU2L8Gm+02XGsdywo147f+xhIkcz9iwQJWfkucMQeXo9gWJFmYVkGlK1L8x3fPOtlLpfEmsrgRlgAwJokJfL9yCykaKB+dDIo1yY4XKQ98kcIUvLh/GGnOgZxeJCv3o2YHZ/xeK7D4UBLSwtOnz6N1tbWoNgTLNjoDhaWZYA8SoSiVUloqB2E2yDlWfB4JG6+dzUU0eKg28ElCTy2Ngf/aujFmcEJRucYAtj09ARHLEfKA7+AVdULU28jCA4X4pzVV5ogu6OpqQkHDhyA3T5jB0EQKC0txc6dO4NmW6CwIs3Csky49tYSaCZMGOjVzDkuEHCRsyIWXB4H8YkyrFqbBrE0dHUsBFwOHirLQt+kCQN63xX4NEHwSc+HH58OfrzvJ4Wenh7s37/f5ThN06irq4Ner8dNN90UdPv8gRVpFpZlglDEwwNf3oi2yyq01A/DbncgNUOJ0rWpEIp8Rz4Em4rkaAy0DvocZ6eB9gk9cpWLU4BpNseOHfP6ekdHB4aHh5GYmLhIFrnCijQLyzKCJAmsKErAiqLgJYoEyo7MOOxrH4KdQVhei3rxRdpms0Gl8t0Q4dy5c9i7d+8iWOQeduOQhYUlJAi5HJQnMEuY4QSnOqpf0Azz6HW68NbXZkWahYUlZEQJmPm+S+ODn/3oCz6fD4JB7WyZLLxhe6xIs7CwhIw4MR++IgNXxsiQLFt4cSd/MRqNjFbT8fH+x6AHE1akWVhYQkZlSjT4HBKedFrC4+DLa3MW1aZpSJKZ/PX390Or1YbYGs+wIs3CwhIyxDwuPluSAQ5JgCSupJiAACDlcfCdynzww1RPQygUIjY21ue43t5evPTSS1Cr/a80GAxYkWZhYQkpa5OU+H8bV2BDSgzixAIkSYW4JicBP9pciJQwuDlms3XrVkbjTCYTjh49GmJr3BMxIXg2rRkT5/ox2TwK2uIAwSNBckmQYh6ECVJElSVBlCwPt5ksLCwBkCYX44HSjHCb4UJmZiZ2796NQ4cOweFwX3Bq2m/d09MDnU636BuJEbGSto4b0fuvWmjrhkFbnL8o2kbBYbLDpjZB1zSK/pfrMVE9EGZLP53QDjvsunFQnloTLTIOsx12vZVxCBULizdKSkrw2GOPQS73vgikaRoGQ+D9IwMlIlbS/a83gjL5yN+naIwd7YY4QwlBbPBrDsxHr9dDp9NBIpH4/OMtV0z9zRh972nYx2eyxkhxFGKv+SKkBesXxQar2gjtpWFYx00ATcNhtMEy1WiVKxUgqjwJyooURqFULCyeIEnS53uIpumwhOOFVaStEyYMvNoAh87C7ASKhqZ6AAl7FtYs0xtarRaHDx9GZ2cnaJoGQRBIT0/H9u3bERPjXxlGALDarTjVV43a4SaAplGSUICqjHUQcENXOyEYGFovYOS1X2J+tR7KqIXqjV/DsuFmxFx1X0ht0NYNQXWoc6rrs+vrdp0F6mPd0DWpkHbvKpA8TkjtYVnezC6w5AmRaPF96GETaYfZjoHXGmBnKtBT6C6PIn5X7oLbzrvDYDDg5Zdfhl4/06eNpmn09PTgxRdfRHl5OXJycpCYmAg+37fIqvRjePLonzBimKmXe6a/Bm9e/hCPb/kKkuXM6gE4KBrvHG3HJxf6oJowQiTgYENJCvZuzkZyXPBTaWnKAdXbv4G3cmra029BunITBIlZQb8+AFhUeq8CPRvrmBF9L9Uh/b6yJdl5Y7GxUw5wSfaGNh+RSOTVncHj8RiH7QWTsIn0ZOOI3wINALSdgqFjHNI8z6tam0UPjaoeDrsJImkyOFwRJkbq4LCbIZIlISZ5Dbg8V5fJ6dOn5wj0nOvSNC5evIiLFy9CIBCgtLQUmzZtAofj+c3+u9N/nSPQ06iNE/jtqb/if/Y87vMRq2tQix88ewqThplKYSaLA++f7MLB87144pGNKMiI9jqHvxhazoK2+a5MNvbhc0h54OdBvfY0mtphRgI9jXXUiJEP25B43YqQ2LPU0Zi0+M3Jv6BV3QV66peqEMrw5XUPYFXSyjBbFxnk5+dDrVZ73OsoKChYZIuchE2kDZ3Mas26Q9825lGkuxtegXqwGp4/3QSGOj5GVul9iIqd+UBbLBbU1dUxur7FYsGFCxeg0+lw3XXXuR1TP9yMzvHeKx+IuRYQ6J8cQoOqBSUJnv/wepPNRaDn2GF14FcvnsfzP9wdVJ+ssa2a0TjrSBfjOe3aUUzWHoRlqAMkTwhJ4QZIVqwHwXH/FrSofHedno/u8ijE2UrIC8ObIRYpdI73oE3djeM9Z9Gqdv1bacw6PHnsT3is8kFUZVSEwcLIYtWqVWhqanKbuCIUClFREZ7fUfh80hTzVdJ8HG42GWnKgcbTv4XF4KuqFQ2H3YyO2hdRXPU98IXOmgGnTp3yywaaptHS0oJ169YhLi5uzmujBjV+c/IvbgXaaQENmqbRpu72KtKfnO/1KNDTjGnNuNQ+hlV5cV7H+QPB8FHYV4dm+6Qak9UfQt94HHbtGJx/cGe3DEPLWQhS8pB05+MghRKXc0kBN6D3x8TZ/k+9SHdP9OOZ8/9A90S/x/fgbP7v7IuLJtJmkwENZw6jte4MLCYjYhJTUVJ5FbIKyxbl+t4Qi8W4/fbbceTIEXR2doKiKBAEgbS0NGzbtg1KZfDbjTEhbCItSouCqS+wVEtRsusOa3/bhwwEegaasmGk5yjSVuy9UuA7EFpbW11E+qmTf4bR7jtcbXBy2Ovr5y+PMLJh/6muoIq0KG8tdHWHfI4jvGx+mvpbMPyfn4F2CdujnW4MgoRloA3qg39H3PVfdrUhNQqmHo2fljujQewGK7iSyN6YDRWjBjWeOPoH6CwGRgINAHbagdO9F7EhfXVIbTPqtHjrr7+GZmzqfU87j/W1N6J889XYePXtQb/muFGDD9uP4PxAHewOO/Jjs3Ft/lXIiXYfsy2Xy7F3714YDAbodDqIxeKwR3eFbZdFXhzgaockoKhInXOIphwY7Tvp91TqwYsAnHVlPQWye4OmaVitc1e6fdpBdE30MTpf5cZfPRu7g2I0T9dgcOsKcESuK1t30HYLbOOuRd1tWhWG/vVjNwI9+2QKoGnom07CYXQtBUly2ZC6QPj9qb9h0qJnLNDTdIx3h8agWZz66HWnQNM0aIoCTU99URRqju3HUE97UK/Xrx3Cfx34Bd5tPoAhnQqjxnGc7L2AHx56Cse6z3o9VyKRIDExMewCDYRRpHlyYUDnxW7JAMmda7bVPAGasvk9l8NmAEXZweMF3rVifseGlrEOxucabd5bC60tYFa4nUFNdb8wNJ8FCAZvDRqwjrkmGI289mvAweTvQYO2WWEbd5OkFGD0Dj9G/KldRX9l3w/RNs58n2A2BqsxyNbMxWo2oaP+vFOg3WzM0TSNo+/8M6jXfOb8PzFpcd3boGgKz114CZPm8NaJZkpY45VE6cxryBI8EonXrYBybarLayQn8A8lZbeAIAiIxf4nyEilUuTlzY3Z5pHMBJ8AgUSpdxfFdZuywGQ/MD0huAH2tHX65uHt4k7f8mx/sqmnAUOvPOnXhiIAkHzX3704XeHXHNNEbwx+B+ylwIs1r/l8MvOGQhTaes4GnQZ2m81rlujYUC/62puCcr0eTT86xns8vm6j7DjW4301HSmEVaTjd+aCYNCSgSvlI/srlZAVuhc1nkAOgch3NStXCHB4zuB0poVWrlyTx8NNN90ELneuW78ytRyEV3GbujJBYGdOldcxQgEXD99Y4nOuXeuDWxOBn5jt/IePOwRXEQ9hmnPjc+yjv2Lo3/8NU/tF/y7G4bptGMqLEoLg+/f25Eh5kOUH8j5Y+hzoOL6g82PEodsU62i4gP3/fho07dt99/4/fg+zaeGp1yN63zcsJmMigbCKND9ahNR7V4HvKc2bJCDJi0HmF9aC9JGkkFZwo9/XF0mTQEw91hcWFiIjg5nYcTgcPPzww0hIcHVHCHgCVKSs8no+AQJ7creiLKnI7evt6m683vg+Xq1/D8oMNa7bkuRxrq3lKVhfFNwmmbKSLbNWyB6EmuQg5qrPgCBI6JtOYrL6o4Cu5SkEb/x0L2grM5/8NLGbMwOyIZKgaRra0cvorPsXWs4/g+7GV2HQ9Po8z8rIveQeAsDG9DUBn++Ny9Un8OF/nsHE6BCj8XabDc3VJxZ8XYXQ6UumaRoUTV35mn2jmB4T6YS9docwXoqMB1bDpjXDYbSBKxOApmnQDsq5mmIY/xsVVwBF/CpoVMyjNNKL7rjyb4IgcOutt6K6uhpnzpyBxeI50eaWW26BUOjZp/71jZ/Hjz/5DdrcxKZmRKXgrtIbsSbZdYVssBrxu1N/Rf1Is8vGT+xGKQSjJRjtVsLhoJEQI8Yt2/Kwa1160OtWkAIxEm//HoZf+yUo85SvctZjKj85D9Fb74Y423kzmqz+0GUMY9zYTjsoTDaoZu4PDKaVlSRAHgHNVxcCTVPoqn8JEyP1V47pNd1QD1YjKWsHknN3ezyXQMARrUiRJ0LMC366s8Nuw+mPXvfoh/ZEX3sTyqr2LOjaOdEZ4JM8mB1zP8c0nL9nDsHBlszFqT+zUMIu0tPwooTgRQW2mQgA40M10KguMR4vUWRCGpUy5xhBEFi7di3WrFmDAwcOoL6+fo4AEgSBbdu2IT3du9+TS3Lw5M7vomGkGQc6jkNvNSJHmYGdOVWIl3p+HP/fs393K9AAYLDrYVCexpd334ersjcx/jkDRZhWiLRH/xe6usOwDLaC4PAgTF8JUc5q8ORzE4mso8yiWdzBEbg+RTmMNjjMDFeGJIGEa/MgL1j6sdGq3pNzBHo2Q12HIFVmQh6T7/b1DEUaujWB/R3uLb0poPN80dfeBKPO/8ijYCw63ms+6CLQs0mVJyFO4n8tnnAQMSK9UIY6PwHTtYRYloa81Q95fJ0gCOzevRulpaVobGyE0WiEQqFASUkJFAoFY5uKEwpQ7CVZZTb92iHUDDX6DJ16seb1RRFpAOCIZFBU+m5lTwoloMwB+BEJAqKcctf5BFwQHBL0dAiih2WiOFOB+J254CkCv7lHEqN9p6eeRqZ/2CmxmhKt0b7THkX66xsewtf3/8TvayZKYrHGh3suEGiKwskPXgno3JiktAVd22Qz47XGfV7HDOtVsNitEV/oDFgmIm3SjcBs8J4YMo1UmY0VFY8yGpuYmOgSYhcqGlWtjMaZ7GbUDzejJDE8dQTcIS3aDM3JN5xiwvSxliBBcHmIqrjW5SWSz4EkJxr61lkbO/NcHzHbMxG9xjXSZ6miGW2GxTg67yg9838EAZPe83s8WZ6AG/J34r3Wg4yvma3MwBM7v+O/sQx45/mnGPuh52MxLmzj8Fj3Wdgo79mwNsoOo83EivRi0dfyNqNxHJ4Y2aWhLa8ZKCSTuOQpRg3h6bXmiaiK62BoOgnbxDB8e0enQvdEUsTf8FXw49y7jmKqMmDq08JhsrmcLkpXQFmWHCzzw4rTD/0fTAzXehsF0ACH6/2J4Y6SG3BxuAEDPjJZlUIFntrzOGTC4FdQBIDe1gb0d1wO+HydZmHv78ZR3wseEVcImSA0P3+wWfIibdKPQDfRyWhscs4e8ASLX7SbCeVJRU5fHIOFaG5MaMqDBgpHLEPSfT/F+JF/w3D5NGibBSBJEDwBCA4P3Kg4SAoqQQrFoAxacJWJzu+9rGL4ShFS7y7F+Kle6NvUoB0UOGI+okoSoKxMWzYlSYc6P/Eh0NPQiE5ydQ3NRsDl42c7vo2nTvwZTaNtbsesTV6Fb296OKQlNy+d9l1SwBtChhmvniAJEgQIr67DipTSJVOudcmLtEE7HZ7kfQVHckWISQ5NmFEwiJVEY0vGehzu8l7oKVasRLoi8laRXJkS8Td8BdTuh+AwaMCRRIF0synoD3ylCInXrQBlc4CyOsAR8UJSRzxc0DSF4U7m7glxlO9EHSlfgp9c9U10jffi7eaP0THeDYqmkBaVgltXXoP82OyFmMwI7TjzGjruyFu1sKiL1UnFONN30WNECY/k4oHy4NcJCRVLXqTJ6Qy/K6tQN38YgkRO6b3gcAWLaZrffH7NXeAQJA51nnS7CuCSXPzXZtdiRJEEKRCBFAQ3nIvkcZZl15XBjgOgaeY1Y8YHL0CmyGQ0Nis6Hd/Y+PkALVsYYqkcEyrXmi5MiIpJQEa+7wQub2xIW423L3+EQd2IM5x31meJAIH7Vt0KsZss10hlyYu0PHYFSJIHirJ5EGoCeeWfhzw2dC23ggWPw8PDFffituLr8HrD+zg/UAejzQQuyUVpQiEeXH0HlGJFuM1kCQKUwwZVzzG/zjFORkYjZqvVisuXL2N0dBR8Ph85OTkYHh5GX18feDwepEl5QFers4iWH0jkStz+pR+AWKArhsfh4fGtX8WfzryA5rGOKxnAIq4AN6+8Btfkb1vQ/IvNkhdpLk+EhMytGJp+bCQIzM6Si0kqXxICPZtokQIPV9yLhyvuDbcpLCFgrP8c+tveB+Xw3f1mNhxO+J8E+/v78fbbb89J9jp//rzLOG5sITjjrZ4LbU1FAhEkCbkyFivXbkHpxp3g8YPzM8aIlfjJVd9E90Q/Oid6IeQKUJ5UBBFv6YVrLnmRBoDknF0gSS5Geo7BbnNmyHE4fMSmrEdK3jVhto6FZQb14AX0XH7D71UmACgTgx/P7A+1tbU4dIjZpqCdJiBMLgFP0wGjfhIcDhfZK1cjNXclJkYHQZIcZBasQnKm+7jvYJGpTEWmcmmHai4LkQaAxKztiE+vgkHbC5qmIIlK8xmyxMKymNA0haEO5huFsyG5wpBvfI+Pj6O9vR0OhwNJSUmwWq3o7u4GAIyOjmJ4mFkuwjQGsw13fvY7iFbIwRcIweEGXhL408yyEWkAIDk8yKJzwm0GC4tbTLpBWMzTvT39q7aRXnDTgkryesPhcODjjz/G5cszsc3+1NrwBE3TUKlUSElJ8T2YxSPLSqRZWCIZykcWnDd4gtBVbHvnnXfQ1RVYswBf8PmRn9EX6SyPjAAWliWASJoY8ObfdMPkYNPQ0BAygSZJEtnZoY/LXu6wK2kWlkWCwxUiNmUdRnqP+1XnRBKVCaEkNFX+Dhw4EJJ5AWD16tUQiYJfAjWU0A4Hxi9cxER1NWwaLaR5uUi+4XpwhOGLrGFFmoVlEUnOuxpWswYTqnpnH0mfUR4E0lfeHBJbhoeHQVH+R5kwgcvl+t3tKNxYxyfQ9NMnYOjuuXIDHT97Dr0vvYyUW25C5v3hCYllRZqFZREhSS6yV90Hw2Q/JoYvgbKboR6qAeVwbUpMEFwUbPg6xNLQNDO4eNHPVmd+kJmZGbK5Q0XLU7+dI9BXoCgMvP4mQNPI/MziF2hjRZqFJQxI5KmQyJ3xu2kFN2Kk5ziGu4/AYTeDwxEgLn0TknN2Bb3rzmwMhoX3EvTE6tWrQzZ3KNC3d2DycrNXF9TAG28hcfdOCBepfPE0rEizsIQZguQgMWsbErO2Lep1ZTL/KkImJiZCJpNBq9VCIpFApVK5FfotW7YgLW1hhfsXm8nmFoCB66f96WdR/LOfhN6gWbAizcLyKaWyshKNjY2MxspkMtxzzz0uK/vW1lbU1dXBarUiMTERZWVliIlZGm2pZkPymSXaTDZdhsNsBsdLj9Ngw4o0C8unFIVCgczMzCtZhZ4gCALXXXedW9dLfn4+8vNDm9q9GJiHRxiNox0O2DQacBbR5cHGSbOwfIq55ZZbsGLFCo+vc7lcXHPNNcs+a3DkALOaJASXC66fbqKFwq6kWVg+xRAEgeuvvx67du3C+fPn0d3dDavVColEgqysLKxatQoCQfir74USi1oN++Qko7ExlevAlSysc4y/RKRIWyeM0DWPgbI4wI8WQVYQB5K//Iq+L0ccdgpmkw2tTSMYGZwEX8hFcVky4pNCl9bMsnAEAgGqqqpQVVUVblMWHz9ixTPuuyeEhrgnokRa36HG6MEO2HVz6+yOHetG4nUrIMlShsmyGVQGNRpGWmBz2FAcn4+UqCSojRM40nUao8ZxxIgU2Jq1AfGS8G6e2OwOnKkfxuCYHlFSAapWJUMs5MFksUMo4IIT5DZUA70TOPJRKzqa53e8Bk4cbEfZulRcf/sqkAFe12i2YUJnQZSED6mYrQfBEjz4sbEQJifDPOi9m4ysoGDRw++ACBLp4Q9boWtw3xuNMtsx9G4z0j9bBr4iPGmm40YN/nTmBZdOxHKBFDqL4UqLHgLAG437cVfpXtxUuCcMlgJ1raP4zUvV0OhnCrM/+2Yd+DwuzFY7eFwSCqkAcgkf6Yly7FyXjpKc2ICv19EyipeeO+s1y7n2XD+ilGJs3e3fJpNGZ8E/PmjCsZp+WO0UCABpCTI8fHMJlDIh+DwOEqKXTisklsiDIAik3LwXHU8/63Vc/ne+sUgWzSXsIu0w2tD7r1rYJy1ex9E2B7S1w4jbtvidsk02M35y+LcY1ruuEict+jnf0wBoUHjp0ttIksZhfdriBvUPjurxs+fPwmKb2zvPQQMmi7MKm9VGQTVhgmrChPZ+LT650AelTIBfP7YZidH++dtomsYb/6hmVIbi7LFOVF2VCw6X2X613mTD/3vmJPpVuivz0wB6hnV4/Blnw16SJJCTEoV79hRgbWFoMvMWA9ukDiMHD0FTUwsAUKwqRcKuHeBFhaawEstcEnfvgmVMjf5XX3dJaCE4HKz8yQ8hjA18IbMQwirSNE2j7z91PgV6Gn3LaFhE+mj3GYzox/w+77nq/wQk0hqNBs3NzTCbzYiJiUFBQQF4PGZxnK8ebHERaCZM6Cx4+MmDuHv3CtyxawVjd0hLwwjMZmYlOM0mO9SjesQnyaHRWXDwfC/6RnSQinnYtjoVeWlz3VkfnOyaI9DuoCga7f0aPPnCWXz3/gpsKEliZEskYeztReOPfwarRnPlmLahEYPv7sPKH/8A0hy2ktxikHHPXUjcsxvDH+zHZHMLOAIBotdXIG7bVnDCuHkaVpE2dE7ANuFas8ATdp0VljEjBLGL+3h7rr/WbfduX0xa9Ggd60R+LPMP2ZEjR1BTUzOn6PqxY8eQm5uLvr4+WCwWSCQSlJeXo7S01CV29eSlIb/tnIYG8NLHLdh/uht37MzHVWvTIBZ6vznUnO316xocLolTlwbxu/9chNU+s2Gz70QXtq9JxWN3lF/xWx+vHWC0QqdpwO6g8fd9jagsTgxpKnWwoWkaLf/z2zkCPY1Np0PLr3+D1c/8acHNWVlc0ZtsOH1pAG19WoiFXFyzMRMJMdHICFMhJU+EWaTH/T5nsn4YcdsXd2Vh9dRMkwGn+y4yFumLFy+6FL2haRpmsxkNDQ1XjpnNZhw8eBA1NTW455575hRWN1v9X0XPZ0JnwXNvN+CDU9148pGNUMo9Z1fZ7P5dzwLgNy9dhN3huqN+uLofqfEy3HaVs3Gw3uhfo9bBMQNaeyewIiPar/PCiba+AcZ+z13AzSoVJi7WIHptaFtnfZpQTRjxp1drUds61335xuF2rMyKxs+/VBX0jfWFEN7bM+X/6tQ6bgqBIU4Gu1vRfPEU+tobQc8Ky8mPCdzFYrYzc+XQNI2amhqXY95Qq9U4eHCmZ57DjfAFCg0aA6N6PPPmJa/j0jKZCyJBAPtPd7sV6Gk+ONV15edIDyBsr61P4/c54cTY4/tJhMmYxUTf3oHR4yehrW+Y8zlZCqi1Jnzlfw67CPQ0TV3j+Nbvj4IKQJtCRVhX0oJ4/4PCOWLfvtnh3g6oBrrB4wuQWVAGkUTqdfxIfxcOvf43TIzOuApkihhsvfF+ZOSXYFfuFnzYfhT2ANof5USnMxo3OTkJrVbrd2+5lpYWbN++HSKRCBwOCZIkgvMGowEQwPmmEYxpTIj1EFWzcVs2ThxsY+SWSEiWo6VnwusYtdYMtdaM+GgxrtuYhYvN7iN+PHGuaRjXVy0dHy5X6uYzQNNzNq90La1wWCxh8Ys6TCaoDh/F+NlzsGo0MA8Ng7LMLDx4iijkfe2rUK4uX3TbAuGXL56/soHuiY4BLW78zruIiRLivqsLsXMds89wqAjrSto0wCzLZzbylZ47VExOjOGVP/0Ebzz7cxx/7yV88uYL+Mevv42zB9/2eI52XIV3n//NHIEGAJ1Gjf3/+l+M9HchSRaPr294CFzSv3uaXCBFVXoFo7EcDieg5p8URWFsbGZTc21BkDp4TD3tUTSNwTG9x2ECIQ+7bljJaMrtV6+AgM8BaBo0RYPy8NU9pAUArMyO8fux0xIEd89iEr1+3dxiPRTlEl0wfu48mn7yMzgszJ7KgoVlTI2ar34DnX9+DpraOhi7e+YINADYNFo0/fcTaPntH+Awhe4pNxiYLHafi4TZqLVm/OGVGvz2pdDV3WZC2ETabrDC0O6/T5of737TcGywDy/9/gcYHewBTVPOL4qC3WbDhcPvoeb4R27Pu3TyIKyWuW8umpo+14oLn7wHAFiXWoZn9/4CNxXuQYYiFSnyRGzJqMT2rI3gEHN/jQQIyPgSfKfqEQh5zKpl8fn8gDe8Zkd+PHRjMUSChWdnEgSBDMMgrhs6Dutzf0T7/z0LXVu727GVW7Nx9+fXQRntOYZ9/ZYs5BTEw2Sxg6K998n++d/P43M/+xj3/PADOPx8KshaYpmNXLEY6ffc6fzG3U2aIACCwGRzC4Y/dP8eDhWXn/gFLKPu3QLzGTt6DBc+/wiMvZHlmplNU5c6gO1/4HB1H37w7EmvbrpQEjZ3h1VtBO2g/O1sj56/ViP1rlII4mYeEyfHR/HmX34Ou9V1pUHTFAiQqD3xIUo37gCHM/dH7m6umxnrxr/WdbkGx/e9hE3X3gW5QIp7Sm/CPaU3zRnzufI7cLDzOBpVbeCTXOTHZmNrViWkfObunKGhoYBW0nK5HAkJM/HBybFSPPXYFvzhlRq09mr8ng8ASNC4dvgkVk52AgAsrQRGWpsxcuAQ0u64Del33+lyTl5hPPIe34FJjQmnjnTi8qVBOBw04hNl2HF9AVLSlHj3eAdae32vZBwUjTFNYKuy+68tDOi8cJJ8w/XgyuRo/9PToO2zHsWnBHoa1aHDSLlx76LYZOjpgcHPBrV2vR6Xn/wVVv/fH0FwIq+MQwAfryvUtY3hW384ht99fWvAWbOBEjaR5ggDuzRlcWDo7cvIeGgNiKlfVvXR92G1eA7lo0HDqJ/E2GAvEtLm+ispyvl47E0g604egMVsws7bHnL7upAnwPUrduL6FTt92j82NoZLly5hYmICYrEYhYWFyMjI8HmeJzZv3uyyAk9PlOM3X9uKrkEtPj7bg4aOMWj1VvC4JFLjpdhYmgyCIGC1OWCy2PHh6R6oJoxTmkCgXNNyRaDnvyH7Xn0dsoIVUJaXubVHrhDh6puKcPVNRXOO0zSND052TdlKL+gD44mEaDEkoqWZMh6/bQs6/u9Z0I5Z7prpZrVTvyxjbx+af/0UkvfeAHmB58p1wWD0yLGAzjMPD2P8wkXErGfm5ltMCjKjweeSc0I//aFzQIu/v9+IB28oDrJl3gmbSAvipeBHi2EdN/p9rm3SDH27GrJ8ZwZQ26Vz3k+gaYAg3ApxctYKtNad8Xmbbbl4EhVX3YCo6MB9vhcuXMCxY3Pf/JcvX0Z+fj527twJLpcLu53Z5qRIJMJVV12FgoICj2OykqPwxZtLfc516/Y8vHOsA++f7MKoxoQyTQtAAKQH98vwBx96FGlPGM12DKmdf+tQCfV9V3v+XSwFBPFxMA1M1Y+gadfCPzQN9emzGD97Hrlf/TLit20JmS2U1b/wx9kYOjoiUqSlIh72VGbivROdAc/x7rFO3L27ACLB4klnWDcOY7dkXlkN+4tl2LmZRVMUbFbLnMdCdwjFUsQlu+7Srtq0CySDRAGaptHZGPgGwsDAgItAT9Pa2or6+nrk5OT4nEcmk+Hee+/Fo48+6lWg/YEkCdy8LRd/+f5OPP/9qxBnn/Qo0IDzUdhf+DwypLGnVauSsXV1asjmXwwSdu1w/sPN5uFsaIpC57N/gV0fuh6FUaUlAZ9LLmLXEn+5c1fegs53UDT2LUDkAyGsIi3JiUbSzSvBjfLzj0oDxFT9B4IkEZPg+8O5auNOcLiu4XvxKZnY4cGNMR+7LfDVRW1trdfXL126hMrKSp/zFBUVITExNFl1JEkgWinxGerFFfuf8cnjcrCuKHQVxL52V/mSyjR0R9K110CS6cP1NSXgDrMZo8ePh8yW6LVrwJUHVtw+dqPv93G4GGdYgsIb5xqHg2AJc8KeayrJVCLzwdUQJHqPZZ6PNH+m2EnJhqucH1APH9LsojVYs+16j3Ol5zNbNShiAxeZUR+75FqtFlKpFOnp6R7Fhsvlorw8tPGoBEEgtmqT1zGxmwOrOXz3rhUQTdUFJwjC5c8VqMaW5MRAyA97rbAFQ/J4ECYxqD0y5aceePMdmFX+xZEzheBwsOI73wLB9e/3ypGIw1LOkylmq/+5DvOZ0C1uKGTYRRoACA6J1DtKoFjLrEUPR8ybU79j5dotWLl284xQz/oqq9qDa+/7itdVVvWR9xld16j3P657mtmp2+7gcDjgcrnYtWsXZDLZlIjNfHE4HOzevRviAFax/pJ6283gRbkPZROlJCNxz+6A5s1IkuOJRzehKMtZa5sgCHA5BBJjxIhViJAQLcbKLP9Tukty4wKyJxKZbGpiPNaiUqH269+CTacLiS2K0hIUP/kzv87JevBzIbElWGQkLjxEU8ogoS6YRMzyg+RzELctC4IkKUbea/E6Nqp87mqDIAhsv/kBrCjfiObqEzBMaiCPjsPKiq1u/dDz6W9n9sEwGz0ndfiioKAAw8OeH5Nyc3PB5XKhUChw77334tKlS2hra4PD4UBycjLKysoQHx+kRBUfCBMTUfzET9Hzj39ioroGNEWB5PEQu2kDMj77GfdZcgzJTVXg51/ahJFxI7R6CxKixYiSzrhXRidMePCJj/2aMy3Bv6ewSMVuNME26Z/gOgxGVD/8JRR879tQlK0Kuk3ygnxI8/Ogb23zOZanVCJh51VBtyGYiIU85KVFoa1PG9D5BAFsW+S9j4gR6WnkK+Jg7Jrw2ACAI+IiqtT941RyZj6SM/3vXMxh+EinXIC7o7i4GA0NDXOyA6cRCARz/NFisRiVlZWMfNShQpyagsL/91+wabWwaSfBj45ekDjPJyFa7LZYf5xS5FeYlEjARXn+4ty8Qo2hq8uvVk7TOIxGND3xC6z8wfdDItT53/gaLn7pq143M3lKBcp+/1TQrx0KHv/cejzwU/8WAtOkJciwe33gIbOBEBHujvkkXp0PZWUqQBLOZJepL65cgORbisCVBDcWNrdknc8xQokUOcWBVyLj8/m47bbbsHLlSnCnbgoEQSAjIwN33HEHYmLC227LE7yoKIjT04Iq0L6IVTLrvkMQwI1bciARLe7jZ6gg/fT/zoa229Hz7/8E0ZoZRMlJyP3Ko4CbBBWCx0POlx9FxQt/BV+hCMn1g01MlAh37fJ/Mbd5VTJ+8aUqn+V7g03EraSnia3KhKI8GfqWMTjMdghixZDkxgQcsueNwjVVuHDkPZgN7t0ZBEHi6nu+7DY6xB/EYjGuvvpqbNu2DTqdDiKRCFLp8nhUDyZ71mfi7+83eo2j5nFJ3LEzH3fu9P/DFqlIc3PAj4mGdUzt/8k0DX17B8wjIxAmBL9DTcLOHRBnZGD4gw+hb28HyecjZuMGJOzeCZ4ssCiQcHLT1ly8cqCVUbIzAeArd6zC7vWZIbbKPREr0gDAlfChWJ0c8usIRGLc8oX/wvv//CO06rluFkVsIvZ+7puQRwdvc0ooFEIYwbGk4WZ3ZQY+PNONkXGjS0U/ggC2r0nDo7eUQriICQWLAcHhIHbTBgy+sy/gORxmZ+TBhNqA00c6cfnSEKxWB5LTFFi/ORMFC+hcI8vLhexrXwn4/EhCIuIhLUGG3hHvewCrV8Thu/dXhPVpbXm9yxdAdEIK7v/2r9Df2YzRgW7w+ELkla6DQMQ2OV1spCIennxkE555sw4Xm1VXVjuZiXJ8/qbiBTXNjXTE6ekz6eB+whEIIExMgGpoEv945gxMRuuVaXo71ejtGseWXXl+NwNertx/bSGefMFztnJBhhI/+cKGsMffsyI9j9TsAqRmL+304uVAnFKEHz1UCdW4EYNjekRJBchKXv5NWflK5UwIqZ+biMKkRHAEArz9n7MwGuYmXtG08z/HDrShaFUyYpdJRMxCqCxOwt4t2XjveKfLPXG6Q0u4BRpgRZolwomPFiPeTRTIckVRtgqCmGhY1ON+r6gpmx2qoUkMe6nTTlM0as/3Yef1S69aYCj4wo0lWF+UiI/O9GBEbYRSLsDOinRUrExc9Gp3nmBFmoUlgiA4HGQ/8jBafvUUqOliWwyF2jw0hI/e9R3zPzYSeLz/cqQ0Nw6lEZwQFZEheCwsn2ai165B8RP/jZj1FSB5PGdtZl+P3QQBblQUBrp91+sm2E/9koJdSbOwRCCyFfko+K/vAnBWYNReqkfjj3/qdVUt3LAd1mbf7cPyCoMfoscSOth7KgtLhEMQBBSrSrHyR4+DdFehkCAgSklG0u6rrvSm9DwXULqGWY0clsiAFWkWliWCcnU5Kp5/Dgm7d4IjkQAEAY5EgsRr9qD4yZ8hLiMBCYneE0sKS5PA5UVeaysWz7DuDhaWJQRXKkHulx9FziMPw24wgCMSgZzViHjzrjy8/s+LbvuGiqV83HBH8Gt7sIQWVqRZWJYgBIcDnty17ObKVcm4wWzHJ/tbYNDP1D1Oy1Ti5nvKIQiwtyhL+GD/Yiwsy4zy9ekoWZOCztYxmI02xCfLkZi88DrKLOGBFWkWlmUIl8tB/ko2imM5wG4csrCwsEQwrEizsLCwRDCsSLOwsLBEMAQdQElEtxMRRD+AlKioKJSVlQVlThYWFpblTm1tLbRaLQAM0DTt0kAxmCKtAbD8a0mysLCwhAYtTdOK+QeDGd3RBSALgB5AexDnZWFhYVnO5AKQwqmhLgRtJc3CwsLCEnzYjUMWFhaWCIYVaRYWFpYIhhVpFhYWlgiGFWkWFhaWCIYVaRYWFpYIhhVpFhYWlgiGFWkWFhaWCIYVaRYWFpYIhhVpFhYWlgiGFWkWFhaWCIYVaRYWFpYIhhVpFhYWlgiGFWkWFhaWCIYVaRYWFpYIhhVpFhYWlgiGFWkWFhaWCOb/A0Y4DkfMa6VRAAAAAElFTkSuQmCC\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 1000\n","Propagation at iteration: 1000\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 1250\n","Propagation at iteration: 1250\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 1500\n","Propagation at iteration: 1500\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 1750\n","Propagation at iteration: 1750\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 2000\n","Propagation at iteration: 2000\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 2250\n","Propagation at iteration: 2250\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 2500\n","Propagation at iteration: 2500\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 2750\n","Propagation at iteration: 2750\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 3000\n","Propagation at iteration: 3000\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 3250\n","Propagation at iteration: 3250\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 3500\n","Propagation at iteration: 3500\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 3750\n","Propagation at iteration: 3750\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 4000\n","Propagation at iteration: 4000\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABuV0lEQVR4nO2dd3gc1bmH35ntK616l6xiuciWm9wLxgZsML0nIRBKIJDeSHLT670J6fXmEggJAUJC6B1T3DHuRW6yLUtW72Wl1faduX/Iki2rbZktMvM+j4t2Z875drX7mzPf+YogyzIqKioqKrGJGG0DVFRUVFRGRxVpFRUVlRhGFWkVFRWVGEYVaRUVFZUYRqvUQIIg7AeKABtQqdS4KioqKhc4U4B4oFqW5bLznxSUiu4QBKEbSFRkMBUVFZUPH1ZZlpPOf1CxlTT9K+jExMRE5s2bp+CwKioqKhcuBw4cwGq1Qr+GDkNJka4EcufNm8emTZsUHFZFRUXlwmX16tVs3rwZRnETqxuHKioqKjGMKtIqKioqMYyS7g4VFRWVcZFcDjydjQg6A/q0vGibE/OoIq2iohIRJI+LjvWPYTuyFdnnAQT0GQWkrL4N85QF0TYvZlFFWkVFJSy4Oxro3vYc9sq9SG4XyD4YEvIr426ppvk/P8OQMxXREIcxbxqWuZehTUiNmt2xhirSKioqitO942U633sS8CMPQ5ZxNZwAwFG1n64tzxA//3LSLr0T0WAKr6ETAFWkVVRUFKV9/WP07HkjpDFs+97GWXOEnDt+BJKE5HbSV/EB9sp9yB4n+uwpGLIn46jch8faijY+mfg5l2CeuhBBEBH1Rr/mkSUf7tZaQEafno+giT1JjD2LVFRUJizt7/wtZIEewNvRQO3v7xvxOXdrDbaD7w3+7Gmrx1FdPvizGJdE8spbSFxw5ajjt73xMLZDm5C9niGPa5OzSF75EeKmLkQ0xoX2IhRAFWkVFRVF6N75Kj27Xo/S7EPdKlJfNx1v/ZXurc+Rc9dP0SVnDnm+4R/fxlV/fMSRvF3NtL3yB9oABAHBEIdp0gziZ68mrmQJgiCE6TWMjCrSKioqQePrs9Jz4F36TuzC3Rh7ddV8fd3U/fmzpF/3ReJnrsDVXEVfdfmoAj0MWUZ22rCf3I395G40cUmYisvQJqYRV7IcQ0Z+eF8AqkirqKiMgM/eg7e7FdGcgLe3E1dzFZLLjqe9DsnZh8ZkQTRZsB3ahOS049cGYRRpe+UPtL39N3DZQZaCHsfX142tfCMA3VufRZeSQ9Zt30OXlKGUqcNQRXoC0NHRgcPhICUlBbPZHG1zAqarx4nd5SUj2YROq4m2OSpj4LV10/H2Y/Qd3wmSL9rmKItzxPpFIeHpbKT+rw8y6YHfo7WkKD4+qCId01RXV/POO+/Q29sLgCAIZGRkcP3112OxWKJs3XCsNhcvbznFybpuEuMN5KbHUV7ZztHqTgAsZh2XLyngtsunq2Idg0guO41PfAdvV3O0TZlQyC47XVufJf2qB8IyvirSMcq+ffvYuHHjkMdkWaalpYVHHnmEK664gvT0dHw+H+np6eh0uihZCpIk89dXDvPatirGKk9utbl5bsNJqht7+P69gW/AdPe62LSvjrZuB+lJJlbPn0SSxRCi9SoD9Bx4TxXoILEd3qKK9IcJq9U6TKDPZ/369YMiZzAYmD17NitWrECjifwK9am3jvHq1iq/jpVl2HOshX3HW1lQkjnmsZIk88GhJt7dXcvpJisdVufgGACPv3aExaXZuD0+evrc+CSZ1AQDi2dls3p+Hka9+vEOhJ59b0fbhAmL7HHSd2IXcdMWKz62+imOQXbv3u3XcbIsIwgCLpeLPXv2YLPZuOqqq4Yc4/F42L59OydOnMBut2OxWCgtLWX+/Plotf2//gGx93q9OBwOjEaj3yvzPoeHlzafCuDV9fPQP3bzldvms3xOzojP+3wSv3hqDzsON4MsI42wQvdJ8MGhpiGPVTXA7mOtPPbyYX5w31JmFacFbNuHEXd7Pd6upvEPVBmVlud/Rfo1n8Mye5Wi46oiHWF6enpoampCo9GQn5+PXq8f8nxFRQWHDh3ye7xz258dO3aMefPmkZOTQ3t7Oxs3bqSurm7IMV1dXWzbto3t27cPinxubi5Go5G6ujpcLhcajYapU6eyYsUKEhPH7oi2YU8tHm/gu+VOt4+f/WM3+ZkWvn/fUjJThm6IvrH9NDsONY0ozv6O/72/fMDfvruW5AT/ss8+zLSvf4wxfVURR4ABd5gsE+vRIwBIEh3v/oP4GcsRtMq5H1WRVgiv14vH48FoNNLa2sqJEyfweDxkZmYybdo0JEni3Xff5cSJE0hSv6jp9XoWLVrE0qVLAThy5Ajr168nlL6Tr776KhaLhaamsVdFAzbIskxdXR1wdkXt8/moqKigrq6O2267jYSEBNxuN0ePHqWurg5RFJk8eTJTp05l19GWoG0FqG3p5Ud//YA/PngJGk1/eXOfJPPUW8eCFugBvD6J7/5lO0tnZbN8djbFeUmhDXiB4u1px3m6fPwDI4A+u5iMaz6Hu62WjveewGfrPiPWAoga8HnGGyKKyEh2K/aqA8RNW6TYqKpI+4HH46Gurg6Px0NWVtbg6tLhcLBlyxaOHTuGz9cfriSK4qAADrBlyxbi4uJoa2sb8rjb7eb9999HEAQWLVrEtm3bQhJoAJvNhs0WXKjRwMp6gL6+Pnbu3ElZWRnPPfccfX19QL+YHz9+nJ07d1LdEHp8aF2LjR2Hm1kxt9/18cLGk9id3pDHBaht7qW2uZdn3zvB8tk5PHj7fDWy5Dwcpw9H2wQAtEmZZH3kW2jjk9FnFBBXsgzH6UNIThu6tEl4rW20PPtzgl1VC1o9stetrNEj4O5oIA5VpCPG3r172blzJ05n/6aVIAhMnjyZ2bNn88orrwyK8wDnCzSA3W7HbrePOseOHTtwOBxBi6uSDAj1wMWivLycQ4cODbl4DPy/s7OTPkcSEHqa7N9ePczCmZnoNCJvfXA65PHOR5Zh+6FGkl8x8MBNc8Y89khVB7uPNuOTZHLT4+m2uejtc5OdFsfqBZOIN0UvkiYcuFtrFBtLMJjQpeTgbgpsn8JQOIvM67+CNj7p7FgaLebisrPHZBaSsuZOOt97IjDXjEZHymV3oo1PpvXF3wx9LoTEltHwdod2d3k+qkiPwYEDBwYaRA4iyzKVlZVUViqXAuv1etm7d69i44XK+av5sVb3Il4gdNFq7XLw4O8288NPLaO92xnyeCMhy/DenlpuX1dCvFk/7Hm708NPH9/FoVMdQH90yQDCmb+eeOMYn791LvOnZxBn0kW8jkM4EHTD34tAybn7ITRmC9qk/oidmj/ch2Tr9utcbXI2OR/7nl8V6JKWXIdx0gwan/wBeF1+jS/q9LhbqjHmTUebkIq3p8Ov84JGYd++KtKj0NPTw9atW0N2P1zIyLKMRlDu/alp7uVvrx5GCuN77nT7OFnXTdn0s24au9PD9kONPPfeSRrb+xAQhtkgn/nL4fLyy6f6L6iCAPmZFh64aQ6zJ3AUialgFt3bngv6/Pg5l2DMnTrkMUH0T1r0GYXk3PU/AZUINeZMZdL9v6HzvSfpO7FzXFGUnH3YDm7AdmgzCQvWYTu8+UwqOyCI52xMCiixQalPmxTyGOeiivQI1NTU8NJLL+H1KuMXvVCRZfBIyvp3tx5oVHS8kdBq+zcoXR4fDz9fzoY9dUNEWfbziyrL/ReWb//5fR68fQGr50/Mfn2mwtkIxjhkZ19gJwoC8bNXk371Z4Y87Gqrw9fTPu7pYlwSuff+AkEM/DOkS84i85avI7kcOJtO4m4+je3QprFdN5KPnt2vI8Ylos8oQJZlRL0R8+R5mIrLsJ/cjaezib4TuyFY37UgkrBwXXDnjoLaLfw8nE6nKtB+4pVFfPLE+ggZdRqKcxORJJn//ttO3t1dq8jK/Xf/3ovd6cHrk2hst9FhdShgbeTIuf3HAZ+Td//vybj280NEVpZl2l79k1/nS/YeXCFWzhMNJsyFc0haeh2Cn4X+pT4r7tYavB0NyF4XXe8/T+NT38fd0UjSshtIXDh6DerxSLn0E0FddMZCXUmfx9atW1WB9hONIKHTini8/q49o4/D7ePOH63nkgV5HDzZNv4JfuLzwUe/c7bYvSgKTM9P5vZ1Jcydmq7YPOHCkFWIefZq7Ic2+X2O19qKPi33zP/b8PZ2YDv2Ae4mf4S335evVLRF5+Z/+19+tH9mZJ8Hd3N1/48+sB/bjr3iA/S504OyQZucRdLS64I6d8xxFR8xxnA6nVRWVuJyuUhLSyM/P3/MzZ6qKv/Sm1Vg6pRijPn5vLOrZkLkGgzgcvt46wPlIhpGQpJkKk538sNHP+A79yxh4YyxU+BjAcka2EWr+d//TdKKm3E1VfaH8cmy/9ESgoCg1aHPKAzc0PPoOfAu3e8/H9hJo909yTLu+oqg7Ehe/fGgzhuPC1qkN23axP79+5EkaVCYk5OTufbaa0lLG77R09nZicMxsW5To8mqVavwCUYOnGiltUt9385HBrw+mb++fGhCiLSr5XTA5/SLoxBYFOaZ72J86Uo05uHVHH19VnrLN+Jur0M0xhNfuhLZ56Vr27P4ejrQJqaTuOgqDPkzsW57ju4dL4UllC5QBAVCUUfighRpn8/Ho48+Oph8AWfDyLq6unj++ee58847MZn6OxF3dnby8ssv09nZGRV7JyKCINDW1sa0adP4xRdW8sQbx9iwpy7aZsUkDW19/Ok/+3ngpjkxnUgTfCSTHNidlCxjKppD6tp7hj3Vd3wXra/8HtnjHjy2Z9drQ47xtNfhOLUP0WRBctiIlds425EtxM9crvi4F4RIezweKioqqK6uxufzUVNTMyzJZABZlrHZbJSXl7NkyRI6Ojp44oknRkxCURmZgbsSUezfNExNNPGV2+aj04qs3xFeN8JEZf3OWmpbbPzssysG099jDWPuFJzVEUgP1xnJ/vj3hz3s6Wqm9eXfDWsMOxqSo1dpy4JHEPH1WcMydGx+WgKgp6eHJ598knfeeYeTJ09SVVU1qkCfy44dO/B4PLzyyiuqQPuJIAiDAq3X68nPH9rfbc6UiRsrHAmOne7kV0/FTtLS+SSvuCUyE3mceHuH37X27H/njECf8W3LErGySh6b/u+ELmXkio6hMqFFuqqqiieeeIKurq6Ab9W8Xi9///vfVReHn5y/2bpgwYJhFfymF6QgRjgDLzFejygGN6fA2UJrkWJbeSN7jimbNqwUpoJSULB621h4R4ijdtZVnBHniSLMQn8yzJkPUULZ2rDMNGFFetu2bbz44ou4XP6lho7EQFuqiY4gCFx88cVh685yrkDr9XqWLl06WLnvXDJTzMwvyQhaNIPhqx9fwCevLSWYKQWh/7XptJFV6n+9fZx/ra/gmXeOU90YnlvkYPE3UzBUNHFJQ36WJR+u5sDrkkeS+IVXYcieclaYz/leJK24CeOkkrDMOyF90g0NDezcuTPaZiiGRqPxy0Uz2rk333wzkyZNIi8vjy1btlBfXw8wpFBSsOh0Ou644w7a2toQRZGCgoJhK+hz+ezNc/nOw+/T0mlHluWwLYr0OpH7rpvF/OkZg3++9/D7dPQEcNEWBGYUpvDxK6bzw0d3BFUXOxhO1HZxsq4LQRB4+u3jLJqRydduX4DREANfxwjcWugyCoZ11+7P8ovVMqT9gpw0/3K0l96BrXwjvYe3Ijlt6NPySJh/BaaisYt2hTS7UrUpBEHYBKxatWoVmzZtUmTMkTh27Bjr168PWtRiCa1Wy8UXX0xZWRkbN25k3759fp2XkJAwWNN5yZIlwzqIW61WnE4niYmJdHV1ceTIEXp7e3E4HDQ39/ew8+f3rtFouP766ykqKgroddnsbt7eWcv2Q424PT767B5au8cO0RNFgSWlWdx/w2x+/fRejlR1jCjwaUkmrr2oiDWLC0iIG3qx6LW7+dVTe9l/onXMi4NeJ7KgJJM1i/JZMCMTjSiwt6KFHz66I6DXqRSiKHDxvFwevH1BVOY/l8anfoizxv+mEwEjiOTd9yv0GQWDD/VV7KT15d/6vWEYDfRZk8m795dhGXv16tUDhdw2y7K8+vznJ5RIP/fcc9TUTLzogeLiYqZPn05qaio1NTU4HA5SUlKYPn36EBfFqVOn2LNnD83NzcOyHgdcDpdccgllZWUEgyzLrF+/nqNHj44p0iaTiZKSEubPn09SUlJQc50/76MvHeb196uGFfLXiAIF2QmsW1bIFUsKEEUBSZLZd7yVDXvqqG3uQZJl8tItXLIwj8Uzs8aNjqhutFJe2Y7PJ+Fwedl1tAWrzUWyxcDlSwtZuzgf7QhjfPx7b9Brj45QCMCkLAsaUWD5nBxuuWQK2iiE69lPl9P8zx+FbfzcT/4CQ3bx4M/OumM0/fNHyDFdzB8SFl5J2hX3hWXs8UQ6Bu6v/GPPnj0TUqAFQcBqtTJjxgwAMjJGL5JfXFxMcXH/B7ilpYXdu3dTVVWFJEnk5uaycOHCgFe159uybt065s6dy5EjR6itraWnpwefz4cgCCQlJbFs2bJBW5VCEATuv3E2t68rYdPeOurbbCTEGVg9P4/stLhhx4uiwMIZmUEngBTlJFKUc7bt1+3r/Hs9H7+8hL+8FMZV5BjI9DcoAKhu7OHptyr45HUzuWHV1LFPVBh9Wv74BwWJqWgu3p529JmFALiaquh470lkX6yXYRDwdrdGbfYJIdKtra1s2bIl2mYETUdHB83NzWRlZfl9TmZmJtdcc01Y7MnOziY7OxsAl8tFe3s7Wq2WjIyMsNZHjjPpuPqiyWEbP1SuWTmZjfvqOVHbFW1TkIHHXjkKCNywakrE5tWYLWfKdwbon9foSFh4JT5bF/bjO0eoySHgOF2O43Q5ot4EGh2So2eCRHLQ37orSsS8SLtcLl544YUJX9c5VtPNDQYDubm50TYjZnjocxfxtT9soaohNqIu/v7qEdweH2ajjmWzs0lNNIV1PkHUoM8qxt100u9zNJYUfHYbPTtfZfS45rNZiZJr9C5FsYp5avT2C2I+BK+8vHxIene0GCuiYTwEQSA5OVlBa1TChU4r8tsvr+KOdSUkmKPfJkuS4ck3K/jLi4e4+8dv892H36e7N/iwU39Iv/rTfh1nKlmKLi2vv1ms5CWmE0+E4KVOl5pNfOlKBY0JjJgW6draWrZt2xZtM4D+FOj4+Pigzi0oKFBkA04lMoiiwEfXTuex764l3qyLeILOWBw82c6Xf7sJpzt8flxDZiHJa4bX1TgXfdZkTHkleNobAqt+FxUEUq64N6gzDZNKyL7t+4g6g8I2+U/MivSzzz7Ls88+GzMp25IkceONN6LVBuYhSkpKYu3a8GQiqYQXo0HHlcsKleizqygdVid/fOZAWOdIXnINyatvOy9uuj/DTjQnED9rJV2bnqZ/9RzmFXQIq2AQSLn0DpIWrCP54o/5d4bOgHnaYnLv+zW5d/4P2sTo1gOPOZ+0LMs8+eSTtLUpV5BdCbKzs8nIyODuu+/mjTfeoLFx5DZPWq0Wg8FAYmIi06dPp7S0FIMh8Kuws/44PfvextNej2iyED9rJfEzVwTUC04ldG67fDpVDVb2HR879jrSbD3YwGdunjNiQ12lSF5xC8a8GVh3v46r/jiCVk/c9MVok7PpeOdvIIU/VyF+9irSr/4M7vYGurY8g/3UPpAkRGMc5qkLSLroVtpe/ROuumPDztWlZJNx09cwnIkmSV55KwBd7z8HgxElAtrUHNKv/jSy24Wg0WKcVIKgib6ra4CYi5PeunUru3btUsQmJbnpppuGhL+53W4aGhqQZZns7Gy0Wi1utxuTyTRYHS5YOt57EuuOlxmyQhEEjPmlZH3021G99fowIkkyL285xd9ePRJtU4bw2Vvm9q/0I4gkSdT98QF8tsjUvMm991cYss5+7ySXHcntRBOXOKRNlau5ip797+DpbEJjTsAyezWm4rIRo5V8Dhv2E7uQXHb06fkYC2dHtev7hIqT9ng87NmzJ9pmDGP58uXD4pP1ev2wx/ypnSHLEoIg4rP3ILn66KvcR8+et5AcPWjMiRjySrAdfG+kE3HWHKbl+V9imXcZhswidMn+h/R92HA6PJw82oLL5SM7L4Hc/OA3bkVR4MbVU9hb0cKhUx1jpruLAsMSdsLF3mMtXL6kAE2YaqU4ao/iaqpE1BkxT1uEJi6JlmcfiphAiwYz+oz8YY+JBvOwYw1Zk0m/8gG/xtWY4rHMvVQRGyNBTIl0TU1NzPigBygpKWHZsmUhj2M7th3rrtdwNZwJbRpho0Vy2PB0NIw5juPUfhyn9gOgz55C9ke/jSYuccxzLmTaW2zs21lLZ1sfcRY9cxbmUVfdxbb3KnGfs7mWm5/EzXfMJyll+BfcX77xiUX84sndHDrVAQwVao0oMG9aOg/cOJt9x9tYv6Oa6sbwFvDaeaSZH/11Bz+4b6miQu3pbqHl+V/hPqdTi/DO3zEWzsZRGblSq0kX3ap4U9eJSEy5OzZs2MD+/fsVsUcJNBoN9913X9BRHQN0bfkPXduePRO4r+wyS4xPpuDzD38ofNWSJHPiSAtHDzbidvnw+XxUnWgfsrkly6N3CUlMNvHZ/1qNThfaF/9kXRcHTrSBDJY4PRaznsKcBHLTh35OPvXTd2juCH9M8H3XzeL6VcXjH+gHstdD/aNfxdPVPMKTEVpAaXQkLb+RlIs/Gpn5osyEcnfEEjqdjquvvjpkgfZ0NvVvVADh2AWXbF10bvonqZfdpfjYsYIsydjtbp79x17qTnchn+9P8HOhYe1y8PK/DnDLnaElJkydlMzUSeO7Tx763EV8/pcbsTnCW5fixc2Viom07dj7Iwt0hNAkZpB336/QGIeXC/iwEjMi7Xa7qa6ujrYZiKLIwoULKSsrC1mgAXoPbToTRxo+R6V1x6skLLhyWPnHiU5dTSevPVNOW4tNsTGPHmzi0L56Zs/PU2zM0UhNNPHIt9fw4qZKNuypw+X2kRCnx+OTaFOwca+SyS2OkdpnhXgHaJg0A1f98fFX4oJI4oIrYlKg63ua6HHayIxPI9Uc2cS0mBHpLVu2YLUGn4prMBhYvnw5eXl5vPjii9hs/n+xz93ZXbVqFfPnzw/ajvPx2boVG2t0ZLq2/JuM674Ygbkiw6H9Dbz4VHhcXy/+8wDbN1Zx0+1lpGcN71atJBaznjuvmsmdV80cfMznk/i/58tZv1OZgmHhDUwI0UWnM5D90W9jO/o+7W/99Uxm4vn012vWpWRjCVN3k0DwST52NxxkS80u2mztdDmt9LrOZD0LkG3JZN2UVVw6eQX6CITqxYRIu1wujh0bHucYCJMnTx4U1/vuu48jR45w8OBB2tvbR92MNJlMOJ1OANLS0li8eDElJcp2V4hUILz9ZOz2zgsUSZJ56ekDYZ2jpbGHR3+3lU99eWXYhfp8NBqRz39kHl02F7uOhO5aSLIYFbCqH1PRHGyHt559IMQ7wIR5lyEazCSUrcWQPYWevW/hrK/AZ+tCcvb76wWtDvP0xaSuuTvqq2iPz8Mvtj3MoZYKQEY6//XL0NjTzN/2PcNTB1/kC0vuZsmk4EoH+0tMiHRXVxcejyekIkrn9irUaDTMmTOHOXPmIEkSbrebpqYmKisrcbvdZGRkMGfOHAwGAz09PQiCgMUSni+qZc4ldG97Luz1cmO9Hm8g7NpWPdzvHAa8Hok3XjjMXZ8NPXonGD62dpoiIt3e7eDRFw/xqRtnhzxW/IwVdG3+95kehKEt0fVZk0m55I7Bnw1ZRaRf/ZnBn73WNnz2HrQJaTERodTntvOr9//CkdYTfh3v9rn59fZHuHf+x7hi6qqw2RV1kZZlmQ8++CDkKnejdWoRRRGj0UhRUdGItZgTEhJCmnc8tAmpJF96O53vPB7Wec7vGTdRkSWZnVuqIjZfzakOjh9pYXppcLWrQ6HitHIlUV/ZVoVPllk0M5OyaYH3mZS9HtrWP4rt0BYYvOCH8J0UtFjmXkrzf36O7HNhmjQTy/y16BLP7ptoE9OjnnI9gNXZww83/JaG3sAvmn/f/x9mZ04nJyE8eQtRF+m9e/dSVRX6l/L8FlKxhLPmaNjnsMy7LOxzRIJNb5/A2uWM6JxvPF/OtBlrECLYQBdARlY0+eX196t5c/tpctLj+NZdi8jP8m8B4m6toeGJ7yIrWUJU9tKx/q+DP7rqKuje+SpZt/4X5uLwugdGwu11s612Dzvq9uL0upicnM+aKSvJS8im1dbO/2z+I0224Ar7S7LE+sot3DP/Iwpb3U9URbq8vHwgPjBkZs6cOf5BUcDdXo/9xO6wzyOLusFsxomK0+Fmx+bIraIH6LW6OH2qg6KpaRGdd+5U5VeRkizT0Grj+498wJ+/cSlm49gbW5LHReO/fqKsQI+Gz0PLsz8n/8uPRdT3bHP18ZPNv6em+2yi2ImOat6u3MLk5AJOdIb+mTvqp4skGKL2ja6urua990ZIfw4CvV6v+IafUjhOHyISdXa7N/yDmt/dR/Nzv8R2eOuE81HXVXfy8C+34HFHp8Hwi//czzN/301DBLuyGPXasIRmyECn1cmGPXXjHtt39H0kW+Res+zzYN35WsTmA3j8wLNDBBr6V79e2aeIQAM02VrZ13hYkbHOJ2or6d27dyuWAl5SUoJGE5vpo5Es3CLZrdiP78B+fCf6na+Qfdv30JjD63NXgvYWG0//dRcuZ/R63dl6XRw/3MLxwy1kZFswm/XEWQwsuqiQ/KKUsMy5fsfpsHUckoEPDjVxzTjtypx1FWGZfyx69r5JyqrIZBP2uGzsqNs3+LMUpqxJt8/DQ1v/l7vLbuWqacrWBYnKStrn81FfX6/IWIIgKBrXrDSmyfOIfEFiGXdzFW1v/iXC8wbHji1VuFyx04y0tamX06c6OHKgkcf/tJ2//m4rDvv5PftC50hVh+JjnktL5/guDGnEuOXwIjl6cZ1TFyScNPe24pV8SLIUNoE+lycPvEC3Q9nWaxPXgXmGFStWkJqaGm0zRkWXnIV5xvKozG2v2IG3J7xCoAQnjrbEdOelxjorzz2xb/wDA0SnFcNao9rlR/cW2R3ZTdoB+o5tj8g88XpzRPuj+mQfzx99S9ExoyLSGo1GEWFdsWIFS5YsUcCi8JJx7efQZw4P/4sETU//GHfb+L7JaCJFqrZnCFSfbKe1WdmqdotLw1tq1trnxu4ce2/C0zFy84pwI0Xo4pARH/kQv0MtoSXmnU/UVtIzZswI+lyDwcAdd9zB0qVLFbQofIg6A3n3/YqUNfcgjFALN5x4OuppeOzr9B6NjV6RI5EzKfqJDP5QdVzZbkFrFuVjMoRxL0UGxzhuJG9vdO60IlULvbqrFjnCt2ndzgvE3TFlypSgzhMEgYULF5KZGfnkg2DxdDXT/tajWHe8BLKMLj2fxBW3RGx+2eeh7cXf0bX1PxGbMxAysyeGSHf54eMNBLNRx+dvnafomOei0Qgkxo/dxUceJQks3Mi+yPjCHZ7Iu3MEhWU1aiLt8QQXIpaUlERZWeSD4YNBcvbRufnf1D/yFXr2voXP1oXsduBpq8U6WL40Ush0bX0WZ/3xCM87Psmppmib4Bdp6crH9l5clsfVK8LjCvP6ZL78m000d/SNeky0on98fd0RmedY28mIzHMudo+dzdU7FBsvaiI9UNgoUK666qqgGrtGmp7971Dzxwfo3vYsslf5yICgkCV69r8dbSuGUVCcGuZKbspQWpYTlnE/fdMcUhLC85muae7le3/5AI935MgGy+yLwzLveERqQ3tv46GIzDMUgeeOvqFYNEnURNrlCq4Gbk9Pj8KWKI+9ch/tbz6C7FauZrBSuFuUKY+pJKnp8UybGdvuK6NJizkufIuDO68OX8ZsS2cf28tH3iBMWHgVaMPXcXw0pEhkOAKeCLlVzkVGpq2vg9NdyoQZR02kgylsJAjChBDpru0vRK7VUID47LH5/l1/2zyMpvDX5g2WwuLwpowvm5VNuEqHyDLsPzFyXQptfBKZN301+MxHQzzB5AGI+sjcDU9NDc2VJIZQZsGrUAx61EQ6KyuL9PTAw2PCVVJUKWSfF1c4srgEEUEfuu9W0CtXe1hJjCYdRVNjM95dEAVmzM0O6xyb99WHu3r/qMRNXUTmzV9HNMZBoKLk6sNSthZtgF2B9FnKtPsaj5tLrwzp/GBdFkatgfxEZdxjUU1mueKKK9Dp/F89ybLM0aNHaWlpoaOjA6fTSUVFBRs3bmTr1q00NTWF0Vo/EQTCkZlhLJyDIXdayOMYsiPz5QiGmXNyIl6JbjwEUSAjy8LMOeEV6fq2/k5CoiggioLiel02bWwRjZu+hPwvPkr6tZ/HPHUhfq+Ohf4wz0mf/TNJK/1P9Q7LQmYEMuPT+fjsGyIy17msyF+IUafMgiiqVfAyMzO58847eemll+jo8G8joaqqatTSprt27SI+Pp5bbrklalmIgqhB0OoV3yx0Vh9QZJzkleEpp6gEJXOyyNmaSGOdNSJF//2hsDiVm24vQ6MN73omwaxHluWwZCCmJRlZPmf8VZ2oM2CZvQpT4Wxqqz4DfvlzBSRX/95L39Gt/StxP3oi2qv2I7nsiBHIG7hh5hWc6qxlZ4PyWaMjoRE03D73RsXGi3paeFJSEqKonBk2m41//OMffot+ONClT4ra3GMRP2c1+pTwrghDQaMRuf1TS5izIBedPgYKZgmw7oZS4izh9Z/2OTy8X94YFoFOTTTy88+tRBfARUZrSSFxwTr8Wk3LMtqUHDydjXg6Bwrm+/FCJB9eh7IZnGPx1RX3IUSohs6a4osw65QLK4160X9QPmJDlmUef/xxMjIymDt3LrNnz45oNbqk5TfS+sKvw9ohPBBEUwKJS68nefkN0TZlXIwmHdd/bB5rr5lJbXUnr/znIE57hMuuCv2b1OY4Pclp4V3p2Z0e7vvpO9gUfo1J8Qbuva6U1QuCWzCkrLkLQW/CuuPlce4KZezH3sdRtb9/szwAn3b9X75M0tLrSVn1saBsDARBELhu+lpePh7eENQ0czIfmXWNomPGhEiHq8xoa2sr7777Lk1NTVxxxRVhmWMk4kuW4ShbS+/+d6MW5RFXehFpaz+J7POisaRE9CKlBOZ4PSWzs8jJT+Tvf9iOtTty4YwD79WCZfloteFd0f/f8wfHFWhBCPx6X1KYHLRA988pkrLqYyQtuwFH7VG6tvwbd9OAm3G4MYNNAwL5vHvddG97lr5j28m+40do45ODttcfPFJ4L/YaQcPP1n4TiyFe0XGj7u4AKC4O32aWLMscOXKEmprIxgenX/kAWR/5JrqM/IjOC6CxpJB+9WfRxCWiTUidcAJ9LgmJJj7/7Uu4aM2UyLhAzrxVpXOzuXjN1LBO5XR7eb98/M3uQAVaECAzRZnsSFFvJG7KfPI++Quyb/9BWHoSejoaaHjie2EvunSgObxt7O4uu5VEo/IZnDGxkl6wYAHHjh3D6w1P4Lksyxw+fJiCgoKwjD8a5ikL0GcVU/v7e8M/mSgi6s3Ez1pJymV3IkYhQSFcaDQil15ZwqrLp7F9QyUb31K2VZFGI5CTn0RSsok4i5FZZTnkTEpSdI6R6LQ6R80EPB+TQTtusSRgsAHt2iXKLQ7sVQfo2f0GzsaTSGGKs/d1NWE7vIWE+ZeHZXwgrIWWbp15Tdg6hseESKempnL99dfz/PPPh22OlpaWsI09Ftr4JEyFc3CcLg/bHPqsYnI/+dCE7m/oDxqNyMq106g62UHNqdA2hjNzLOQVpLBweT4pafER36j0STIVNf63rRpPoAXhrJvm9itKKPCzCe14dH/wEp0b/9n/Q5j3WHoPhVekZ2eU0GJrV7z4/0Nrv8nklPAtAGNCpAEKCwvDOr7NZgvr+GORevk9NPzjO2Fp9qnPLCTro9++4AX6XFaumRKSSGdkxfPAg+FZ9fiD3enhR3/dwdHqzpDHSoo3oNEIyDIU5yVyzYrJzC8JLLFkNDydjXRuevrsA8E4xwPA3RnePId101azuWYnLm9wJSlGQhREipLD69KMqW+2kqF45+PxeHjjjTfCNv5Y6NPzyb3rp8SVLEPJt9wy7zLy7vs12vgkxcacCEyels6Si4NP9126KroJPY+8dCigVfRoCALMnJzC49+/gn/84Aq+f+9SxQQaoPfgxohGKMn2bjzWtrCVMc1LyObrKx5AJyq3Ni1KnhT2PZ+YEumMDOU+YCNx7Ngxjh+PTqlOffokMm/+GoVffwJtal5IY4mGODJv/SbpV39WIesmHpdeVRKUi2LOwjzmLgrt/Q8Fq83F1gONinWjOVQZvnwAr/X8JgfhF+y6P32a07++i7bX/ozHOnK9kVCYkzWD76z6omIx059bfJci44xFTIn0qlXhvwXdty8yWUejIepNpF72CRC1/seUanQY8qYTV7KM9Gu/QP6X/0rctEXhNTTG0ek0XHpVid/p01m5CXz0noVc/7G5UY12qW3uxeNVptC+LPdveoYLTcJ5WbsRWlXLXhe95Rtp/Md38XT3C7XkduJzjl4XOxBmZkzlC0vvQQxB/kREvrL8PvISw58cFjM+aYC8vDwuvfRSNmzYELY5mpubxz8ozMRNXUjmjV+lc9NTeDqbxvzwx8+9jPQrP4Wgid0KcdFiycoidDqRbe9V0t05NI763BogV1w3k8Urw1VYX6KqwYokyRTlJmLtdeF0e8lKjUOvG77StzncimrdohnhK/FqmXMJ1h2vnPkpgolZsgyCgM/WRftbj4Is92+8yzL69DwSF1+LZe6lIU1xUcEiSjOm8vnXvocnwGp1WkHLw9f9lARjZIq9xZRIA5SVlYVVpCVJ4u2332bVqlX09PRgNBqjUlkvrmQJ5umLcTWepHPT0zhPHx56gCAQN30J6Vc9gCDGQIp0jDJ/aQHzFufT0tjD4f0NHCtvHkx8SUuPY8VlU5izIDzujZe3nOLFTZV09bqQZRlBEAbdGBpRYGZRCktmZdHQ1ke8Sceq+XnsP6Fcn0RRFLghjP51fVoeSRfdQve256LQzV3u79F46syd75m7TndbPW2v/x+ermZSVn88pBmSTUn85LKv89+b/0Cf2+53iN6kpOyICTSAoFS7c0EQNgGrVq1axaZNm0Ia65FHHqG3N3J5/bm5uVxyySVR65soyzJ9x3fQe+A9vD3taC0pWOZeRlzJUlWgA0SWZDo7+hAEgZQ05dtdDfDkm0d59r2Tg+I13rcoHLUR7756JjdfGt6EG4C+ih10bvwnns7odBYfhiCAIJJzx48x5E4N+TtidfawoWo7h1oqqLU20OMaPRJMFETuKfuIojHRq1evZvPmzQCbZVleff7zMSnSO3fuZNu2yHa31ul03HbbbYM1rhsbG7HZbBiNRnp7e6mtraWrqwuPx0NaWhpz584lLy96G1Aq0eFkXRePv3aU8sr2qNpx6cI8vnLbgojNJ3lc1P7xAaQBv7Afle4igiBiKppD+vVfQqtQv8bd9Qf5087HcXjPZkAKCAiCwJzMEr6x8rNoFVw8TUiR9nq9PPzww0G32AoWi8XC5ZdfzqZNm+js7GS892bp0qWsWLEiQtapRJtj1Z189+H3cfuZJRhOnvmfqzAbI7tP0XdyD60v/gbZe6YGRqwINYDeRMbVn0UQNeizCtElhXZX7PZ5eOvERrac3kmX00qaOYVLJ6/gsuKLFBVoGF+kY84nDaDVarnxxhv597//HdF5e3t7eeGFF8YV5wF27NhBXl5exNPNVaLDX14qjwmBnjs1PeICDf0b3rn3PIR195s4aw6BIKJLzcXdWoO3OzoZvYO4HbS++Ot+37UgYp4yn/SrPxN0N3S9Rsd1My7nuhnhy4D0l5gKwTuX3NxcrrzyyrBVyBuNQO8sAtnk7LW7OXSqnZN1XYrFyapEhqpGK6fqrdE2A0GABz8+P2rz69PzSb/qASZ95k9M+vQfyLr1vzAVzYmaPcOQJZC82E/spulfPwlbYkwkicmV9AAzZ86kqKiIY8eO0d3dTVxcHNOnT2fPnj0cPnwYn+9svKkgCAELrBJ0dnbi9XrRakd/K50uL3995TCb99Xj9kiATEaKmTvWzWDVfNWvPRH4v+cORtsEAD53yxySE2KrT2Vsbm7LuJur6T20mYR5l0XbmJCIaZEGMJlMzJ8/dOWwZs0ali9fTmNjI6IokpeXR3d3N0899VRUhLq6upqpU0feZa9psvKbf+2nutE6JD62ucPOr/+5F5fbx+VLVXdJLFNZ361IGneoZKfGsXZxYbTNGIZ5ynx69r4VbTNGQKb99T9jK99E8spbY2vFHwAxL9KjYTabmTJlyuDPGRkZzJkzh4MHI7/ieeONN7jrrrtISkoafKyqwcqfnz/IiZquUbdWZODhF8u5uCwXg15DXUsvHq/EpEzLiIkQ59Nrd9Nrd5OSYMSon7C/yrAiyzL7jrfy3u46TtV3E2/ScfmSAi5fWuB35uHOw9FPgJo1OZUf3b90sBRpLGEqLkNjScXXG72WdWPhrDtK09M/QjQnknrFvVhmTqzN/gvmm93R0cHRo+Et6j0aXq+XN998k9tuuw2AxnYb3314O30O97h73x6vxKd//h4AXT1OEAQsZh3rlhVy29rpaDTDtw1qm3v426tH2H+8FUkGrUbkork5fObmOVHZUIpV+hwefvzY8GpzJ+q6efjFcq5aUcS0vCRyMywU5SSM+F4DNLRFLmZ/JB751mVkpynb7UNJBEEk9cr7af3Pz6JtyphIdittL/4Gx8k9pF/3xQnTDOOCEendu3fj8US4F945NDU10draSkZGBi9tOkWf04O/e4Md1nM6UsgyVpubZ989SWunna9+fGgsbF1LL1/7w9Yh9YW9PolN++rZtK+elAQDi2dmcddVM4mPu3AK/wfDn58/OGo5UK9P5pUtZ7vOi8A1K4v45HWz0ZyzWm1os7HjcHhLaI7F1SuKYlqgB4ibPA/BGIesUH2NcGI7vAV3ez3xM1cQP3NFWLrNKMkFI9KVlZUhnV9QUBBSiy1Zluno6CAjI4MPDjWFHL0hyTIb99Zz2cJJzJ12tjrgY68cHrMAfGePi7d21PD2zhruuHIGt142LaB561p6eXXrKZo77GSkmDAb9djsbuJMOlaV5TElTB1LnG4vG/fWsWF3HS6Pj6LcRNYuymdWcRpujw+vTxpyl+DxSkiyjGEUt1B7t4Mt+xv8nl8CXtlaTUunne9+cung44+/egSPNzqROJcunMSnbpgdlbkDRdBoSV5xM53vPRFtU/zC3VxFZ3MVnZueJnHR1aSuCX81u2C5YEQ6lNZbZrNZkQ3HgTFcHmWqnAH84qm9PPadtQBsOVDPvgr/yjdKMjzxxjHMBi1XXzR53OMPVbbx48d24HSPHgf80uZTTMtP4qHPrUSnHe4asDs9HK7qwOeTKSlMJtlipLrRygsbK9l9rAVJkiidnMYNq4qZO7V/9dLaaefRlw+x80jzkI3V6sYeNuyuG1JnPivVzMp5uVSc7uJwVTuyDPFmHWsX5XPHlTOob+2lvdtJYryeE0Fu9O080sK/3q6gvLKdhjYbXT3KJVRNL0jG7vRS1zK2+yQt0ciDty9gVnGaYnNHgsQl1+Hr6z6nKNMEQPJh3fkKjrqjZN7wFXTJWdG2aBgxmXEYDE888QRtbYEXrxEEgWnTpnHq1KmQeywuW7aM5cuX872/bOeAgoV01izOZ8ehJvqcnoArqFnMOp784boh/larzcXbO2vYeaQZr0/CoBM5Wu2/qBXlJPD7r64e9Ol5vT4ef/0ob++sxeX2giCgFQXmTEnnYGXbYB+/wRZPskxeRjzdNjc9fe7AXlAEEOivoidLynXF0+tEfnz/clISjHz34fdpO6f7uYCARiNw2aJ8Vs/Po3Ry6hgjxT6erhYan/wuvt7QO89EEtGcSM4nfow+LbJhsRMy4zAYFixYwFtvBR4GJAgC8+fP5/Tp0yGLdH19PQDXrZysqEi/u6s26HN77R72VLSwpLS/7m1DW/+mZoe1XySCuUZXN/bwnf/bzgM3zWbbgUaefe84vnMX4LKMW5LZUzE0C02Wz95t1LZEr53ZeMgAsnICPW9aOrevK6GkIAWA3311Ne/srGXnkSY8XonSyalcubyQnAnge/YHXXImBV98lK5tz2Hd9RqSw8+NV0FAn1GAu+V0WO0bDclupXPjU2Td+s2ozD8aF4xIl5aWsnPnTrq6/F8RarVa1qxZQ05ODsXFxRw7diwkt0dnZ//KYdHMLGYXp3HoVHSL8Azwm3/u5Y9fu5SMFDO/+9c+OqyOkGsaHzrVzud/uVEZA2OQUN8fURRAhvuuL+XalUPLiVrMem66ZAo3XTJllLMvDJIvuoXki27B3dEIkg+fvYeefeuxn9p/pt+nwLldGzTxSaRf/yWan/4xPlt04tLtlfvx9VnRxCVGZf6RuGBEGuD222/nsccew+FwjHqM0WgkLy+PvLw8ZsyYgdlsBmDRokWcPHkypAgRu/1so9my6ekxI9J2l4/vPvw+y+fkcLw2+kkZHxY0GoHlc3KibUbU0aeefQ9MBaUA2Co+oGfPm7ibqxH0JuJnriBx8TVoE1LJvu17NPzj28hu52hDhg/Jh8/Rq4p0uDAYDHz605/m7bff5vjx44PuC5PJREFBAcuXLyc5OXnEc9PS0rjpppt45513BlfEgTIQ4ZGamhoTdR7OpanDzgubKiPZV/RDy8DicPX8PFITTdE1JkaJL1lGfMmyEZ/TZxRQ8OW/0/b6/9J3dHt/PQ6/UKJqt4zWkhLiGMpyQYk09HccX7duHWvXrqW7uxutVktion9Xxby8PO6++2727t074MgPmP3797NmzRpGyYtQ+RAgCnDJgkl85uaJmYYcC4g6PZk3fIVWQcR2eCuRLIna8OT3yb71v2ImfvqClRKNRkNqaqrfAj2AIAgsXLiQsrKyoOY9cuQInZ2dXLpoUlDnhxN1FR0+RAGm5CXyyWtn8si31vKlj5Wh08Zi4aGJRdyM5fjdbRgZwWAOeU5PSzW1f/o0bW8+EpVaQOdzwa2kleJc/3IgeL1e3nvvPW699VaMeg1Ot3Ix0yqxy7fuXszSWeHvHP1hwzx1Aca86Tjrjvl1fP+GpDL07luPxhhHyiW3KzZmMFywK+lQCSUcr66ujq6uLgpzlGnnoxLbxJt0LCiJTn/MCx1BEMn8yLfo9zdHHuuu1852ookSqkiPQk5OTkgFWHp6eshINvt/p6YyYfno2mkjZmBOFCS3l86dddT8fR+n/ncHdf88iPVQc0zc6gNojHGYpi3y/wThTGifqEEwxiEYg48/l71unA0ngj5fCSbuJyvMzJo1C4PBEPT58fHxrJ6fN2EqbakEjlYjcPu6Em5YNXHjnX0uL/XPHKJjWw3uTjuS04uzuZfWtytpfv34oFB7rE7at56m/tnDNDx/BOuhZqQIthJLueiW/tZY/jBwcZFlEhdeFbILRFLQhRIMqk96FMxmM9dffz0vvfRSQA1xBUEgKyuL1NRUkpNlFs3IZOeR6Ncj/rAhigIfv3w68SYdtS29bNhbh9Ol3P7A6vl5E7o0rM/hoa+6i95jbbha+kaMXrNVtFN5vB19ZjyeNjvyOWml9uouWtdXok83k1SWg2VGOqIfNdCDxZBdTNq6T9H+5iPDDR0JWQZBwH5iV8hzG/NnhDxGKKgiPQZ5eXncf//9HDhwgF27dvkl1gaDgcsu62/XI4oC/3XnIr73l+0cqYrNgugTCeHMXxpRxBKnpatn5LofothfO2TtkgJSzrSauve6WfzmX/v4oLwJKcTb+OVzsnnw9gXjHxhjOOqt2Co7cNT14GrvA98578MYnSnczaOn8Lvb7LS+XUn3vkZyb52FNozlcRPmX44uNZfWl37rZ0aijNfWHdKc+uwpaEJwlyiBKtLjoNfrWbx4MYsWLWLLli0cOHBgyKaiVqvF6/Wi1+uZOnUqixYtIjX1bIEcnVbku/cs5ku/3UxrZ3C3TZ++cTb7jrex+1jzhzaMbqA4U1qSie/cvZiinAS+8KuN1DT3Dj7f/2//f1YvmDQo0AB6nYZv3rmI1i47m/fVU9PUQ/mp9oCq3AkCJFuM3HNNqXIvLAJIbh9Nr1Rgr+kKW7ixu91O9cO70CUZ0afFYZ6UiKU0A41BWYkxFZRS8KW/0rn5X3Rve27sg2UZjTHO/9oh5yEa4si65etBnaskqkj7iSAIrFq1iiVLlgwWY8rOziY1NRVZlsf0Pceb9fzqCyv53+cOBuz6uP/GWVx90WTKSjKorO+msycKqbJRQhBg7eJ8slLjcLp9TM5NZGlp1mBFv588sJyfPr6LE3XdQ867aE4OD9w4ch3mjGTzkBrbbo+P//7bTvaPUhBLI4CMgE4nsmJODrddPp2s1DhlXmCEaH3vVFgFehAZPF1OPF1O+k520LmjjpybSzFmKr8SNU+eR/e25xnvRclCcC4Yw6QZZN74IFrLyBnKkeSCKVU6Uahp6uG5DSfZW9FCr70/tEc44w88/zdx55UzuHXNWUFp63Lw8AsH2XW0hUhj0GnweH2DS9ZQmxqcj0aExaXZgw17Syen+i2IR6s7OHyqA61GYNHMLCZlWgKa2+eTeG7jSd54v5quXhcCMLMohbuvKWXKpGRsdjcmg9avvpOxhtfm5vRf9yBHcJPvXLQWA4X3LUBQOAXX29tF7R8/NX6GliCgTc3F295AIFep7E/8GFN+ZO6YPjSlSicKBdkJg/7M8so2fvToDryS3F8QDAY/R3OmpnHzpUM7kKcnm/jevUt5YWMlT755DJ8khd39MXCDsGJuNjlp8bz2frUiNaAHajYDiILAFz4yl0sX5gc11syiVGYWBV+DWaMR+eia6dxyyVQ6epwY9VoSzvGtJsYHH+UTbZzNvVETaABvr4uuvY2kLFa2RnPHO4/5l0IryyQtuQ5Xwwl6yzeC5MfmsSDETEo4qCIdVeZMSeeHn1rGE28cHbxlNxu1XLYon09cNWPUztA3XTKFi8ty2bCnjq4eJzqdiNmgQ68TeXtnDU0d5/i+Zbm/jjNg1GtITjCSk2amss5Kr8NzzmHykM/8uT5ejShw3cpiivOSuOmSKVQ39uBy+/j5E7uxBijYyRY9C0sy6bF7sDu9FOUmsG5pYcCr33Cg0YhkJIeeVhxL9FYoV9c8WDq2nEZj0JI4V5muJ15bF30VO/0+XnLZSb/6M6SsuYv2tx6l7/CWMY/X50xBl5gx5jGRRBXpKDN7Shq//OLFtHTacbi8ZKWYMfqx2ZKWZOIja4b3L1w5L4+HnthF5UAVvjMie8XSAj51w9kmqydqu/jhozvocw64XPp9LrLcX4diQKUNOg1f+Mg8ivOSANBpNUzL7/fT/frLq/jhIx9Q3zZ099+g15CbHofbI2Ex61k0M5MVc3OwmPVYzB/u5riRpG3baWwVsVEut/XdSoy5CRjSQr8I9h3fGUBlPNAm9rch0xjMZF7/JeqaTuHpGKX/pSiSef2XQ7ZRSVSRjhEyU5RZwaUnm/j1l1ZxtLqDitNd6HUiS0qzSU8eWjJzWn4yf/zaatbvqGHf8VYEYH5JJotLMzl4oo2uXhdZKWZWLZhEvGnkWODMFDP/983LqG60sr28CY1G4OKy3Aumw8hExufy0r2jPtpmnEUG64FGMtaEnvhjP7nH/4MFEWPeDHr2voWj9ihIEp6u0TfvRVNCTLk6QBXpCxZ//LSpiSY+fkUJH7+iZMjjxblJAc1VlJNIUU7sFEn/sONzeKj954FomzEMe40yNdY9nU3+HyxL1P7vZ8Dr6b87HGcFLvVZcVQdxDxlfohWKoeaFq6icgEhuX3U/+cw3m7lupwrhVehpsOi3uR/ijiA101/+JQ/LhIZT3drsKaFBVWkVVQuIHoOt+Bu74u2GSOiVBWb+JnLCWfQt6P6YNjGDgZVpFVULhAkt4/u/Y2RbGISEJp4ZTaNLWWXI2jCVzPFfmI3PntwWYrhQBVpFZUJjrvDTv1/DnPqjx/g6YrdjNSEWcrU3NaY4tEmKxPONzIy1v1vh3H8wFBFWkVlAtNX3UXNE/tx1HbH7Ap6AF2CcklBGnN4G2r0Hd0e1vEDQRVpFZUJiuSVaH61Ymg1uxim+fXj2E4pUw0y3A0JJLsykShKoIq0isoEpfH5I0gTqYemDE0vV9BX1RnyUO7mUwoYNDoaS/BlBpRGFWkVlQlIy/qTOOpiZ7XnN5JMy5snQurq4ulsRnaH1/dumb0qrOMHgirSKioTDOuhZnoORb4SolL4HF56Dgdvv71qv4LWDEfQm7CUrQnrHIGgirSKygSje1+jouNZZmeSccWUoYHMAmFt0N29d5TaGX4g6MJYlVCjJfOmBxG1sVNjRk0LV1GZQEgeH+42ZRujJs3LxpgZjz7ZRNeeBhx1VgRRwDw5Bcnjo++E8q3fPF1Oml4/TtZV0wJu1mzKn3kmxVv5zcPce36OIbNQ8XFDQRVpFZUJhKARR2waGwoDnVNMeYmY8obXYGl56wQ9h5VPlbZVtGHNtpA0Pyeg83TJWZinL8Ve8YHiNkW7M/hIqO4OFZUJhCAK6NOUa9+lSzaOe0zmumkU3DMfU9E5raSUcIXI0H0ggGJJ55BxzecwFZcpYMRQmp78Hs3P/ULxcUNBFWkVlQlG0sLAVp5jkbaqyK/j9Klm8m4uJfvGGRgyz1wkBBANobUU83Q6aHq1AldbYPVGRIOJ7I99l9x7fg6isg4B+/GdtL72Z0XHDAXV3aGiMsFILM2k7b1TyO7Q2mIlzs8mfkpg8cDxxanEF6fisTqRvRLaBAMNzx7G2Rh8rQvb8Xbs1V3k3FyKKTewTEJDzhQMOVNw1VcEPf+INh18j5SVt8ZEbWl1Ja2iMgHJWDd1/INGQgRzYRL5d84j49LioOfXJRrRp5oRdZp+cc1PCnos6C8O1fZecAkqUphiphv/9ZOYKFuqirSKygQkYVo6xtwA+0KKAvmfKCP3llkYMpTrnqMxaElenBvyOK62PpwttvEPPAdvbyee9rqQ5x5x7I4GGv72DdyttWEZ319UkVZRmaDk3FSKoPFvB0/QiuTcOANDunKbjudiDNBNMRpeW2CNAaw7X/OvA3iQSI5e2t74v7CN7w+qSKuoTFA0Bi2ZV08/0zl4OIJWRJdkJHFBDpM/v4S4opTw2aLToE81jX/gOOgSA0tUsR0Zu/O3ErgaTuJuj16/SHXjUEVlAmOZlobmVh1dO+uw11pBljFkxpO8MBdLSWQ3vTLWTKH+P4eCjuE25iRgCDC80OeIRHF+GW9PO/q0vAjMNRxVpFVUJjjmSYmYJyUieXwgg6gPLSwuWEyTEsm6ejptG6rw2T0Bnx9fHL6Vfqhoo1gVb8K4O7zuPnraj2NtO4azry3a5qioxByiThM1gR7AUpJO4f2LyLh8SsDn9lYE/r0WTeEt/j+Ar687IvOMRMyupD2uHlpqttJetwOfb3iITXxyMQUzb8YYF/04RhUVlbOIWpHEOVl0bKsJaEXtauvD2+dGG+dfcSPJ40KKiLsDrPvexlQ4OyJznU9MinSftY4Tex5G8o2+02vrOsXx3X9mxtIvozcOrzcQy8iSD1n2IWqCr7Ql+Tz4vA40OjOiwhlXsYq1rYKWms04epsQRC2WlCnkTb0KnTEyqymVwEhdWUDr+sqwje+oLgdf4G6VYHA1hu91jEfMfbsdthYqdv4Rf3YfvG4bR97/FblTryQjf3lY7ZIkL16Pg56OEzh6G9BoDCRnzsFkyfbrfK+7j/rKN+lq3Ick9X+wtHoL8UlFJKZNIzmrDM0Y5RFlWaatbjstpzfjcfUgy/1hR6LGQGruInKnXIFGO34dhkDpbj1CW/0OnLYWRI0Ojc6Mx9UDQELKVDIKLsIUH86moP3UHHuR9rqhfec6m/bS2bQXQdSRlruY3KnrwvIeqARH4uwsfA4PHVtq/Dpem2j0exUNkS2G5LO20vLib0i/6jOIhtCjWAJBUKpXmCAIm4BVq1atYtOmTUGN4exr5cj234LsDXR2sovXklO8Nqh5x7OpqepdOpvKgYF4TKG/VCKQkjWPwtKPIIij+wI9LhsVO/+A29k15lyCqEWjNRGXmM+kaddgiEsD+i8Qh7b8DK+7Z4xzdcxc+iWM8cp0ZAaoO/4qrbXb+n+QR05BFkUdk+d+gsT0GYrNO4DX46CtfgftddtxO7vHPV5nTKJ0+YOqUMcYksvLqT/u8OvY9DXFJM3zb+Hjbquj/pEvB2SLYIhD0GiD62EoiJiKZpN92/cDP3cMVq9ezebNmwE2y7K8+vznY2rjsOboC0EINIBM06l38bgDK9IyHg5bC8d2/InOpv2cFej++ZAlkCU6m/Zx+P1f4naMLsCNp9aPK9AAsuTF6+7F2naEw+//nIaTbyHLEke2/XJMge4/18OR7b+ituJlXI7Qe8j1dp7qF+gzr3M0JMnD6cPPIPl52ynLEk1Vmzh95Dna6nYi+dx4XD201r5PU9V7dLcdRZYlXPZ2Dm97iMaTb/gl0AAeZzcn9/3Nb1tUIoNo0JI417+7rfaNVfhc/mmAPn0S+qzJAdkiCJByye2IcUkBnQeALOOoPoSz/njg54ZAzLg7nPZ2bF2hNJeUaKx8i4KZNw97xmXvoK1+J47eBkStkZTMuSRllA5Z/Xo9DiSfG53BgiD0X7tqjryA5HOMO7Pb0cGhrT+laM4dpGTNHWqVz0N7456gXlFz9Xu0nN6MHMCFq612G22120jOmkvBzFuGrCo9rh46mw/i8zowxWWRlFEKgoC17ShdzeX4fG7iEnJJy1tCW90HY4rzuXg9fXS3HiYle3jpSMnnwdHXgiCINJx8i572Y4PPdTTspPbY8/S7toTBf/WmFGSfF58n8NvZvu5qKnb+kakL7kdnUC71WSU0jJMS6TnWOm5RKNkn01vRRtJc/1bTWbd+k7qHv4js8a9+h+Ry0P7GwyRf/DG6Nj/t1znnWAcI2E/uwZg3PcBzgydmRNreE3pLoN7O4SLf2XyA6kP/Bvmsq6K79TAGUyppeYvRaAx0tx2lp+MEAHpDIik5C/A4e+izVgU0f3X508Ql5GIwpw0+5nHbQArm7qCfQAT6XLqay/G67UxbeD8AjZXraT69CfmcFFpBEEEQkSUPAy4ca/sxmk9vJtCCwfaeehy2JqxtFcjIWJKLAZnOpgP4vGOJrTzsX7cjtE4gDlsTtceep3jeXSGNM1HxOZ20bdlK1+69yD4fCaUzSbv4IhpefIXW9zYguVwgipjzJ1HyX1/DlO2fIAaL9VAzrW/7v/HmCqB+hzYhlYKv/p2mp3+Mq+7Y+CecoWfPGwh6Y1ANbeUwpqGPRMyIdHu9fz6rsZDloW+etf041eX/PP8okGVc9jYaTrx+zuP9IuV2dtNc9W6QFki01m5nUsl1g4+01ynfPcI/ZHo7T7L3nf9Cp7fgcQ33wcmy75yLl3ymHZGA5HMFPFtLzdYhLY2ctuYQbA+d7tajuJ3d6I1JUbUjFGSfj44PdtC2eStemw3TpDyy1l1O/OTRb/G7Dxyk4he/wtd39sLYtXcfNU88NfRAnw979Wn2ffrz5N58I4V33hGW1yB5JTq21gSUhag1Bxb1JGr15N753/icfdT+8QFk9xh3v7IEgojP3oNojEMmQJGWZUz5pYGdEyIxI9LOvtBLAprizm6adTQd4PSh8wV6LM695Q6etrrtaHUmMgpWAgIttVtDGi9kZGlEgR7jhGAnCkvPueCRcPQ2T1iR9rlcHPufh7AeOjz4WE/FcVrf3UDBXZ8g9/prh53TtmUbJ37924Dnanj+ReIKC0m/+KKQbB4J++mugLMPE+YGt/nd8c7fxxboAc4ItaA3QoBx1pqEFExTlO8IMxYxs3HoC3mzRyAtbzEAbkcXpw8F6m/Cbx/smEPIPhqr3uXYjj9waOvPkUNwdaiEhsvRHm0Tgqb+P88NEegBZFmm5h9PYqs869qTPB7a3v+AE7/5XfDzPfdC0OeORTDp4W0bAnMzAsg+L31H3w/oHEN24DW5zTNXDO5ZRYqYWUnr9GZcY/ouxyY1ZyGJ6f23IW0NO1G0U2egnHGnqEQXrzv2mor6g+Tx0PLOe6M+L8syzW+9TcFdd3DyD3/CerAcyRVYic/zsdfW4rU70JqVjQH22gO3q+9kJ+5uB/ok/23xOXqRvf7PJZriMRXPw16xffyDz8FdfxJZlgPucB4KMbOSjkssCPrc1JzFFJTeOvjG9XVHt0h3VC8Qw4jchynWEDW6aJsQFJ7ubjy9Y9+GW48cZffd99G1a0/IAg30b8lolJUDr91D75HgFisNzxzC5/B/FS4azBDACley99B3dBsE+BlxNRzHcWp/QOeESsyIdFru4qDOS81ZSOGsW4dc2UJJt76wOJt086FDEEnKmBVtK4JCYzL3f54laeQ/soyzsRHZq5wrzZSXh8YQWC3nsfDZPdT/uxxPlx8+4hHw9rppfOEo/ibbiTpDwLHPztOHSVi4LmDbeg9tCvicUIgZkbakTEZvTB7/wEEEiufdQ+Gsjw575vxY5Q8vsiJ+9omHQEpW2YQtvtVz9CiyNMbvLQwbtOkrld007NxZh6czOIEewNnci/10t1/Hyj4PkivAZDZZQnLY0GcHVrHPZxs/MU1JYkakASaVXB/A0TLVh/81Ymy0JXUqMDFvdVVCJy13MYWlt0bbjIDwuVz0njhJ78lKKh9+NLKRMqJI7o2BfPfGRnL76N7fFPpAMvSd8i97tufABvAEHjpqK9+Iuymw4knapPDXqhkyX0RnG4ekjFIsKdPo7Tzh1/GSz031oX8xe+W3EEQNvZ2naDj5Jn3WWmLLL6wSKQRRR/7MmyK+Ax8sss/H6Sf/SfOb65Gc4el6PR7xU6cg6pRb1DS+XgGSMt8/yc8U8Z7dryky35iccR0mlK0J/1znEFMiDVA0+zbKN//I7+M9rh7qTryK22nF2jo8ZCm6DPiDJ+IFI/SY8cgjkJazcMIINMCxn/2Srt27o2pD0X33KDZWy/qTOE4p5w7QJvjnJ/d0hzuaSgAEkpbfGNGUcIhBkdYZ4jGYM3DZ/UhuOeNvbasNLD4yUqRkzUVvTsXtsNLddhjJO3A7NlHEb2JdZDRaA1mTL422GX7Tc/xE1AVaYzaTMG2aImM5GnvoOdSiyFgDxE/xs6WW0nsvGi2GrGK8vR0IgoA+o4CEBeswF0c2kQViUKQBzJYc/0Q6xtGbksmd0r973FSVRuOpt/ufiKnMvNGQSc1dQkfj7gliL6RklU2YDMO2re+HlHyiFPP+8BvFxurYrmzoqyZOhzHbv4YOgiEO2TF2pchAELUGcu/+qWLjhULM3Rc6bC10tRyMthkKIJCceTbKJKtwNckTLCTMbq0ls+DiaJvhN8a4jGib4BcdO3f1p2+PFcERbgSBqV/9Esb04CNgZFnG7vTgO+N/drcpWyo4Y53/GYFJi69WdG4xPna6PcXcSrrl9GYmyu31WKRkl2FOyB38WRA1TJ77CXo7K2mu3jhYdS+WcfS1UFx2D153X/+KOsaJS8qPtgl+Ufev/yh6d5J+ySraNm7272BRJOPSSyi4/Tb0KYGEvJ7l8Kl2/vifA7R02vFJMlqNQF6GhU/pDRhRJn3KVJxMfJH/3cOTlt1A1+Z/KTBzP96ORrp3vEzSUuWiXoIl5kS6pyOyBbVHwxiXhbOvhWEXDEE88wUb5UsmiGQVXjJqlxhLyhTik4s5vutPZ6JQYhxZJn/GjfR2nsTt6onZuGu9MRlzQl60zRgXR1MzfTX+tZPyl8n3fZLJn7qXumeepff4CWynqvoTXc67EAg6HbN/9t9YpgbeyRvA65P4rz9t5URt93mPy5xu6uEds4FrE+L6S5WFmESVOCOwuyJBo0Xpze7O954EGeJnr0Ibn6TYuIEScyIdC2nMBnMqpSseRPJ5OL77z9h76oemnArC4GfBGJ8JsoxWZyIxfSbpk5aj0Y69Iy0IAlPKPsmJvY/i6G0I4ysJDaM5Db0p+Yy991K5/29nuqQo8UUQMCfmY7fWAaEKv0DOlMsnRFSH7PEo6uYwZGehje9vblD0ybsBsNfXU/mn/6P3+Nm7NVNuDpPvvy8ogd5b0cJr26rYV9E6ZmTdZruLS+LNxItCSPUttBYD8VNTAz8vOQNvl5IblzKdG56ga8u/iZ+zmrTLP4kQhVIDMSfSiekzFKkt7R8i/YJz9pMXn1TI1AWf6n9WoyN/xo2c2PMXpPOr2QkCZksO0xd9NqgaEVp9HDOXfZn646/TUnO+i0dAEHVMKbsLc0IeVeVP0xvxOwyBzIKLB79oJksWpRd9g+6Ww3Q278fafvxMyUchgNW1gDkhj9SchSRlzERvTMLWfZrq8qf9ai822piTSq4nNWdhkOdHlo6dOxUdr/R73x32mDkvjzkP/Q99NbU4m5rQJydjmT5+BEdLp533dtdyqsGKTityyfw8Dpxs4/X3q/3yzsjAT1u7+GxqAnm64KRFY9aRfX1JUHVEEhZdTefbfwtq3rGQfV5697+L7PWQce3nFR9/PGKqES30t7o6sv1XYS/xmVm4ipziKwAZa3sFks9DQuo0dAbLsGNtXdXUn3ydPmsdAKKoJTlrLnnTrkWrC71qmMveQVP1Rno7KxEEkYTUaWTkLx+yEdbbWUX14X/h8bPfXygIopbsokvJHqOxr9tppb1hF3ZrHYJGh+zzYOuuxuc9PyFDwBiXQVreUpLSZ2IwD/cz+rwuTh14nN6uMyUqx3InncfUhQ+QkBLc7XukkX0+dt35Sbw2/zuPjIW5qJCy3/065HE6e5w8885x3tpRg6RQEkqyKPDtjGQ0fqymNRY9hlQz5sJkEkoz0JiCX62e/t29SH3dQZ8/Mmdq4Agikz79e3TJymYcjteINuZEGqC3q4qTex4Z1mlFEQQNk0quJ2PSsoBPddnb8XqdGEwpaHVm5W3zA6/HTtOpd+luPYTHbR/SXSUuqZCU7DK8rl48HjsCMh53H86+VlyOLuSxOq4IIhn5F2MwJZOcOSeo/oA+rxOHrRlZ8uF2WpElL3GJ+Zgs43+oZbm/k0x3y2F8PhfW9uP4PGNHCySkzWTqfOUSMcJN3+nTHPjSg4qNN+/3vyWuMPjNUpvDw8PPl7OtvAGfT/nN+jVxRtYlxCGO4SpOvaiAlKWTFJvT1VZHQ4AdxP2jX6hT195D4qKrFB15PJGOOXcHgCV5MjOXf51jH/wGSRqhDKOgwWBKwWVvH1rl7bwVmKgxEJ88ub/QjiRhsmSRnDV3SHPWQDCY01CuTlhwaHVmJpVcN6RFl8/jAEEY83W5nVaObv81Pp/rnA2lgX8F8qZdQ2bBypBs02iNxCcVBnWuIAgkpE4jIbX/ttzncXLk/V/gcY9cslOjNVM87xPBmhollNtvmfzpT4Uk0D6fxDf+uIW6APoJBsq7fU6Ox2v58zcuQ/ZJdOyopedoG3hljLkW0i4uDKhmtD84qg4oOt5Z+js3Rbq/IcSoSAMY41KZvuRz1B59nr6e+sHHzZYc8mfchNfdR+WBvw89SehP3QRISJnK1AX3RdDi6KHxw+WiNyZSPO9uqsqfxDvYhbv/vcrIX0FGvvKtk0JBozMy++LvUHf8Vdobdp1plgsgkJQ5m6JZH0MUY/bjOyLmSXkIOl3/5mEIFN57D9lXBl5ic4DuXhff/N+tNCgc1zwSDW199Dk8xJl0pK0oJG1FYVjnk5yBvqYAIkJkKSrRTTH9KTdbcihZ8gUcvc24nJ3ojUmYLTlA/+1xUnop3W1Hhp2n0RrJm6ZscPuFgCVlMrNXfpuu5oM4+prRaE2kZM3DYA58Jz0SCKKG/Bk3kD/jBhy9TUg+D8b4jKDvhKKNoNFgzM7CUVsX5AACptwccq4N7bP90BO7IyLQAMgyel3kom4EQ6Ar88DcPJ3vPYnP1kXqmrsDnCd4YlqkBzBZsob5NQVBYPKc22k+vZn2+h24XVYEQSQpvZTs4rWY4oNrZnmhI2p0pOZOjEiIczFZsqNtgiJkXHYJNX9/IvATBQFRr2fy/feFFIN8vKaTo9UdQZ8fKKJGpNfuISVBE5H57BXhjgyTse56HfO0xZjyZ4Z5rn4mhEiPhiBqyJ58KVlFq/F5HIgandqVRSWmSb/ooqBEOnnhAvI/9hHipxSHNP+2Aw0RLcXi80q8vPkU91xbGva5vD0duBoDqw0dFLJEz763IybSsR/97weCIKLVx6kCrRLz+OyBN8dNWb6Umd/9VsgCDVB+KrId1GVgy4HIJGzJPk/EioG5Gk9GZB64QERaRWWioImLC/gcfaJyxX7aguw5GCyCAHZnaBul/qJNTAdNZNwqkitynehVkVZRiSCG1BQ08YEJtfXw8M3xYNEo3BHcHwr9LDcaKoKoidhKWtBFLhg35kXa7vHS7XQjTZCaxioq45G55rKAjvd0dys295wpaYqN5S9XryiK2FyiPjKRP6Ih8DuiYInZjcNTXX28erKJio4eZBniDVqW56Zw4/RcxBArbKmEB5/XQ+3JI7gcdlKz8kjPmRilQyPNpI/eSuNrb4DXv9IHWsvwUgXBcv3FxXxwqAmPNzLxvtetLObisshVJ9RnFuGsCX8bPV9P5Hz7MSnSxzt6+cOeU3h90mB9tB6Xl7eqWtle38lXl0wl16JsplKo1PbYqbHa0YsCMtDa5yLNrGd2RhIWfUy+zYpydM9Wdqx/Dntf7+Atp1anp2T+ChZecg3xif7XBr7Q6dq7P6BKeMacHMXmnpafzJc+Wsav/rnX73Ny0+Mom57BgROtg/HV493YJsTp+cptZSycEdnO2gllayIi0pLLjuz1IGjDXxUvJtXj2WMNeCVpxAKWPW4vD20/zvcumkFGXLSTtKHT4eaxg6c52WkbMSxeI9SxtiiDG6fnRO0OwOn1UdHRi0eSKUo0k2Ye/X3zShIun4RJq/Hb3srDe9j44uPIsjzk2+v1uDm8cyOnDu/h+nu/Rlq2urIGaH5rff9/BMEvH2r33n2Kzr9qfh5vbq/mSHXnuMeKAvz5G5chiv2fBZfHh1YUWL+zhn+8fhS78+zdgEYUmFaQzA0XF7OkNCsq/u+4mReh3fQvvN3K9lochizhbq/DkDU5vPMQgyLd0Ougrtc+Zt1ap0/iJ9uO8eCSqRQmRc43dD4ur4/f7a6kyXZ+5bez+GSZt6pa+KChg+W5qVycnzamSCrNG5XNrK9uwenxDV5EsuONPFBWRM45dyMnOnp56nAtTX39RZj0osDinBQ+XjoJ3Thftj0bXkUeY2Xo6Ovlraf/zB0PPhT067BZO6k8tAe3y0Fa9iQ0Gh2Np0/gctgxxVtIy57EpCml6A2xn43oqKsf/6BzkWUaXn2N3GuvUcyGr3x8Pp/5+YZx3R7/9YlFgwINYND1R09ctbyIK5cV0tBqo6XTTnqyifysyGwQjoUgCGTe9CBN//5vJLtyPQ+HTyT2b1RGgJgT6T6P168NWqdP4n+2H+fO2ZNYOSn4Pm0DODw+djd10e5woRUFjBqRDocHq8uDIEB+gpmL8lLRaUTWV7Wwvb6DLqfH76RSq8vLm1UtbKhp47MLJjMz7ewH2ifJeCSJt6tb2VrbTp/Hi0WvI82sQ6/RkGLUcVFeKkXJgVWme+tUMy+fbESWhya/Ntqc/GDrMRINWnLiTeQlmHinemjjX7cks62+g8PtVn62ahbaUYS6p6udjubx05y721t45IefJTE1k6T0TKbOXkzhjHmI4virre1vPcuBbW8jS1L/an2Ud12j1TK9bDmX3Hh3yJ1BwonWYsHTO3LhqNHo/GCXoiKdmRLH77+6ioee2ENt83BbDDoNX79jAUtmjZ7pKQgCeZkW8jKV85krgSG7mLx7f0nnpqexHfKzrViAaBPT0aUrV71vzLkiMksAOM5Z8fnDE4fq2NHQxY3Tc5gygohJssz+5m421rTR4/aSbtZzdXE2k5Pj6HS4qbH2+5I31LTi9Eqjzr2vuZs3TjWToNfR7nANEz5/cfkk/rKvmv9eNZPNde1srW2n0+kZVual0+mm03m2AuCWug7idRpunZHHgqwkDNqxr+JuX7/oj3VHYnV5sbp6OdYxumB0O718e9NhrpuaQ5W1D0mGaSnxLMpORqcR8bhd+Fvu1u1y0NZ4mrbG05ws30Vu0XSuuevL6PSj31ns37qe/VvfAlkedx6f18vR3VuoO3mEWz77PeIssdNM9FzSV62k9l/PBBQuJrnHKDMbJJMyE/jfr19Kr91NQ6sNp9uLw+UlJy2eggiFzYULbUIa+swiCJNIJy2/KWKdgGJOpPc1dwd8zolOG7/ccYKluam4vD6quvvQiSKl6Qnsb+6m23U2mL7J5qS8tYcEvRa7x4dPlv0SW0kGp1fC6Q39y2L3+vjhtmP0uM768/yxwebx8ffyGv5RXkNBopmCRBMgoNOIzM1IZHrq2RVNZZcNm1uZxgldLi//OHy2H+P2+g5eOtHIVxZPYfMzjwQ3qCzTUFXBppefIKdgGnablcTUTIpL56M5sxkj+XwcfP9tvwT6XHq7O3j9yd/zkc9+PzjbwkzWleuo+89zY7qIzkefEr6NV4tZT0nhhbexKzlsKN33EMCYV0JC2RpFxxyLmBJpWZYpb7UGda4k94uHwNkS0xtr2kY9vkchAQuWcwU6UCSg2mqn2tqf9SQA751uZXqKhc8umIxRq6HT4Q5bz3UZ6HJ6+PX2Cgqa6kKqknx833aO79t+ziMCOUXTMMZZcNlt2Kzjb26NRGtdNU01lWQXxF7Xlr5Tp/obxQaA9ejRMFlz4aJLy/V7c9ZfBJ2RjJu/pth4/hBTIl3easXmCa2otgwIcuitTScS8pm/jnf2b/7dN6+ITTXhj+O0eiS6UyeT1HFKwXL2Mo3VyvRzPLJ7c0yKdM/RYwGLh6/XRsfOXaQuWRxGy8bH3tBI1SN/pff4cWSvD2NWJpNuvYX0VaE1jAgHcSVL6Xz3H/jsynW5t8xZjTY+WZGx/CWmMg431yojLB8mgR5g4Ou+t7mbo+091PREprZAd8b0IfPHEl2tTdE2YWT82CwdidZ3NyhsSGB07NjJ/s99EeuBg0gOJ7LHg6OunhO/+R3HfvaLqNo2EqJWT8YNX0bQG1GkK44gkrDwytDHCZCYEul2xwitslT8RpL7I0UOt4Ux9Og8vLrYDXnzuEcPjYwmKYsXBXWes7lZYUv8w2u3U/fs81T87Bejrv47d+zk5O//FGHLxsdUOJvcT/4CYYzNaX9JXHYD+rTIZU8OEFMirRI6MmCKYBKByRbZ0peB0NnayImDO6NtxjDiJxeRsmjh0P6cfuDq6EQKsfVWoNjr6tnzqc9Q+9TT4x7bumEjR3703wGHF4YbV2MlcqgXbEHA3VyFHIX2WTEj0jsaOsdMClHxnyprH5pIhAkLAgb72Y29WHN5CAjs3/JGtM0YkWkPfpmkeXMDOsfX18fuu++ju/xQmKwayqm/PMr+z38Jn83/ZrXd+/az79Ofx90dXACA0nRt+Q9tr/xBkbEc1eU4Th1QZKxAiBmRfq4iwCwslVE50taLL0KK2ZU5IzITBUl7cz12W+TcP/6iMRgQtIHv23ttNo795Kf0VCizuToaJ3//J5rfeCuoc702Gyd+/VuFLQqczs3/pmvrM8psGp5x89iOvh/6WAESE9Ed7XYX1hBC0lSihyMhi5b8xWTW7gbkM43vYwMZGQEhZrMPe4KsEy15PNT/51lmfv+7AZ/rczho3bCJ9m3v47XbiZ9cRNaV67BMmzp4jK36NK0bNgZl2wDW8kNIbjeiPjrdknweF93bX1B2UFlGckWoge85xIRIe8dKi1OJeVoKltCXkEN64wEsXbVRaXs/IrJMRm4RprjYSlseQAi2i4gs07X/IF67Ha3ZPO7hXpuNlvc20rZlK33Vp8F3NszVfrqG1g2byL3lZgo/8XEA6p/5T3B2nUfvyUoSSyPTB3DY3HveAim0cN7hyOgzChUec3xiwt2REWdAJ8bmamciEo2Foy15EqdLr6Wm9OroGDAK81dfFW0TRiV5wfzg3ytJ4sgPfoztVNWYh9nrG9j/ha9w+m+P01d5aohAn0vDc89z+omnALBVnQ7OpvPo2n9AkXGCwdV4Iizjxs1YHpZxxyImRFoUBBZlRzZA/EIl2te63pRC8pbFhjBmF0yhuHRBtM0Yldwbr0c0BB8aZjtxksPf/QH22tELXB3+zvdwd/qXtdnw/Isc/v6PkNzKhMK626IX+SPGJYVlXPuJXWEZdyxiQqQB7p5TwKSE2CrkP5GJhlYPOK3mr7qKKXOimxkHcPF1d0TbhDGJKypkxre+gSEzI+gxfHY7lf/7f8gjrJBr/vUMngCjLKwHy/F0dQVtz7kYMkKvThksccXzwzKude/6sIw7FjEj0oIg8P2LZmDRRaZG64XIgDAHW6FPCQoT48hPMHPpTfeQP3VW1FwfJfNXkJ5TEJW5AyFp3lymfvELIY3RW3GcXZ+8f1jD2qbXoht+mH1N9O6oTFPK0IXBfyzZOnHWhzey5nxiRqQHWJijuj2CQTfwmzxHoAUiu6K26LXcM6dfGPUGI9d98kFuuv+bzFhwEUKQqdBB2ZGSxmW33Bux+UKlbdOmkMfwdndz5Ps/oq+mBgBXe0dA8c1Kk3bxRegTo1cqVhBEsj/2nf5ypcqOjDeC/Q0hBkV6QZYq0oESr9Pw09Wz+cmqmUxPtSDQ75sWBv5EyI6Vk1LJih+aJp5TOI3LbrmXucvXRsgKSEhKi9mwu5EIpAzrmOP4fJz83R/7/694ZIOfCALJixYy9Yufj87856C1pJB3369Ao2wQmzYhsh3XY06kCxLNGKPQGy0crMxLDfscOlHgN2vmkGTUkRlnpK7XEbXgil2No/syZy+7NGKr6VgNuRuNjEsvUWysvupqfC4XhvR09KmRrRGtS0pizi8fYuZ3v4WoC3+DVn9JWLBOsbE0KTkY86YrNp4/xJwaGrUaluel9q8EIzhvukmPNsQJReHsn6nJ8Xx81iSumxrebsnJRv2QVaN3hELykRBtgf5uMiPND5CYkkFJ2fLwC7UgMH3esvDOoTCJpTOV22STwV5bhyAIpK9apcyYfpK6YhmWqbFXGjb5olsQjYG1nhuN9Csi70aLOZEGuGl6DlNT4hHOCF44NUYErpycyf+sLuXXl80hzRx4hlRuvBHNGSU0azWsKczgS4uK0Yoi107N4ScXzyAuTBuiFv3QW7mRWohB+C94ggBmnRbtGCK8+oa7mLXkksHOK+GgsGQuhSWB1cSIBWb//KeKjTWQbp59TQTLagoC5tzcyM0XABqThdx7f4kmxDrQGksq5smR/2zFRMbh+Ri0Gr66eCoHW6zsburC4fWRFWfgWEcvDb1jF2EaECOzTkOKUUtd7/B2VwL9HbMXZCWztigdk67/bTDrtfxs9SyabE5+u+skXc6xK45Z9Frunp3PnMwk+txe7F4fSQbdsO7aWfEmfrKqlK+/W46SnkJRgFkZQ3vRrS3M4Gj78FoVwpkuQvF6Lb0Kd6UZeM+X5Y59e63Rall13R0svux6ak8epu7kYVrqqunpasfn9YTcRWPa3KVcduu9Ed2kVAqfzdZfZzqAllqj0V1ejqOujlMPB9naLAhEnY7UZUsjNl+g6JIyyP/CX+jd/y4dG55EdjsCHiPtqgfCYNn4xKRIQ3+CS1lWEmVZSUMer+yy8frJZppsTjSiQJxOQ1OfE7fv7Id7eoqFT84tJMmoo6XPycaaNo6cqbFcmp7AJQXpZMaNXgc5O97IDy6awe93V3Laah8WzlaQYOKmktwhHb/j9Fri9KO/nRa9lk/MKeCJ8hrO73ctAnqtiGuERrgiw5sYiAACxOm0XDxp6CbGzPQEPjojj+cqGvCdI3haQeCjpZNYkZfKL3acoLq7vwbBgHgPzCFAf4PZM+/neJI50K4s3Wxg3eTMcY7uxxRnYfq8ZUPcErvefYn9W9fj9br7N9ICFOucwmlc/rHofIkUQcELS83f/qHYWH4hCORcdw36lNje9BdEDQkLrsA0pYy6//1cQOULLAuuIG5KdBKjBKV2lgVB2ASsWrVqFZsUCCkKBIfHx+H2HtxeicIkM7kWZZJipDM9F/c1d+OVJCYlmFmem0qiMfjb9VNdNt493crJzj60osC8zEQuK8zAqNXw0vFGdjd14vJJaM5cpG6ansvBlm5eOtGE65yEhXSzgfvnFZGfOHLtBqvLw46GTrqcbpKNepblppBg6Lfb5ZN4+UQj2+s7cHj7x5yWYuGGadnkJ5jRaUQ6HW7aHW4SDVoae508ebh22ApcAEw6DctyU7iqOGtw/GBx2m2crijH63GRkVeELMsc2PY2Jw/uGPO8kvnLueyW+yZURMf5yLLM/s9/CUdDo6I9+SJBwT13knfD9dE2IyDsVeU0//sn4wu1IJC67gES54cvOmn16tVs3rwZYLMsy6uHmXAhiPSFhMsn0evyEK/XYtSe9WM7PD72t3TT5/GSHW9iZpoFMURRcvkkOh1uTFoNSX5ceBp6HZy22jFqRGamWRAEAb1GDNmO8ag5Xs62N56hq7URAEEUiU9MoXTxKmYtuQSjKS6s80eK1k2b+7ubKODyiBS5N99I4Z2xndk5Gs6GkzQ+/s1Rn9ckZVLwuT+H3Y7xRDpm3R0fVgwaEYN5eD0Hk64/6kXpubLj/W9/lWsxKXaXEggF0+dQMH0ONmsnXo+HhOQ0xGAryMUwGatX4XM4qH78SWTnxGiAkX/bR6NtQtAYc6eStOKWEUuaigYTWTc9GAWrhqOKtMqEIT4xsnG/0SD7ynWkXbSCvfd/Fp89Ms2Eg0WXnBRT8dDBkLL6NvQZ+Vh3vY6r6RSCVkdcyVKSotTPcCRUkVZRiTF0FgtzfvEzyr/xTXz2wKMQIkXuzTdG2wRFiJ+5gviZK5BlOSb3NSZerJKKyocA86Q8Fj/5OAmzSqNtyohozGZyrrk62mYoSiwKNKgiraISs4haLbP/58cYcnOibcowpj34lZgVtQsNVaRVVGKc+X/8HUKUegWORM5NN5CyMDz1mlWGo4q0ikqMI2o0zP3FT0cX6hASYUSDgYI778CYnXW2yIsggEaDxmxGn56OPjUVfXoaKcuWUPbnP1B01yeCnk8lcNSNQxWVCUBcURGLHnuE+udfoGPHTmSfj4SZMym483aMaWn9Mda/+0Ng3R4EgawrryDv5hvJu/lGXB0dyF4vhvT0CZlaf6GiirSKygRBl2Ch6J67KLrnrmHPZaxehez1curPfxmxldYwRJHcG66j4I6PDz5kSA1/aV2VwFFFWkXlAiFzzWWkLltGzT+fxlp+COgvfORoaETynC0WZpk2lWkPfgVjFHsQqviPKtIqKhcQ2jgzxfffN+Qxr62P7oMHkTxeEmaUYAyh8a1K5FFFWkXlAkcbH0faiuXRNkMlSNTdARUVFZUYRhVpFRUVlRhGFWkVFRWVGEbJetL1QG5iYiLz5s1TZEwVFRWVC50DBw5gtVoBGmRZHlZ6T0mR7gYSFRlMRUVF5cOHVZblpPMfVDK6oxooAmxApYLjqqioqFzITAHi6dfQYSi2klZRUVFRUR5141BFRUUlhlFFWkVFRSWGUUVaRUVFJYZRRVpFRUUlhlFFWkVFRSWGUUVaRUVFJYZRRVpFRUUlhlFFWkVFRSWGUUVaRUVFJYZRRVpFRUUlhlFFWkVFRSWGUUVaRUVFJYZRRVpFRUUlhlFFWkVFRSWGUUVaRUVFJYZRRVpFRUUlhvl/lOiRVOUIQNcAAAAASUVORK5CYII=\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 4250\n","Propagation at iteration: 4250\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABqNklEQVR4nO2dd3wc13W2n5nti8Uueq8kSIAEeydFiVTvzZKtEnfL3bGdfElsx3GcYseyEztW4qYoki3HltUsq1m9kKLYewEriN77Ynub+f4AAQIkypbZAmqe30+JuZi5c7HYfefOuee8R5BlGRUVFRWV1ERM9gRUVFRUVKZGFWkVFRWVFEYVaRUVFZUURhVpFRUVlRRGq9RAgiAcBCoBJ1Cv1LgqKioqlzhVgAVolGV5+YU/FJTK7hAEYQiwKTKYioqKygcPuyzLGRe+qNhKmpEVtM1ms7Fs2TIFh1VRUVG5dDl06BB2ux1GNPQilBTpeqB42bJlbNmyRcFhVVRUVC5dNm/ezNatW2GKMLG6caiioqKSwqgiraKiopLCKBnuUFFRUYmIkDdIYMiDaNCizzQlezopiSrSKioqCUMOSThP9+NuH8bbMUxgwIMckgAwFqSTs6kCU4maJDYeVaRVVFTihhyS8HY5Cbn8SCGJ3rfOIvlCFx8ogLfLQfuzdRR/ZBGmImviJ5uiqCKtoqISF/q2NzO0tx05KM188LlyDTko0fXn01R+dlV8JzeLUDcOVVRUFCXkCdD8+EEGd7aGJ9AXELR7qf/ZTtwtQxf9zD/kwT/gYbQIL+jy4+12EnT6Yp12yqKupFVUVBQj5B0R6JDTH9M4sjdE+zPHSF+Qi9aiJ+gM4O0cJjDkBRkEvYjWpCfo9CFLMggCpmIrxuJ0RIOWtDlZGLLN019DlnGe7sd5pg9JkhG1IoYcM9bafLRp+pjmrySqSKuoqCiCFJRo+U3sAj2GDI7jvZP/yC8R8HvHvSDjabXjabUD0L+1CY1VT9lHl6E1Xyy4/j43rU8dQfIEJ7zuBPrfa0Zj0WOek4mpyIohJw1DfhqCICjze0WIKtIqKioxE7B76XzxJEGlBFoBQsN+Gn+xB+vyQvKumjMmspI/RPPvDkJwat+ikNOP40g3jiPdIy+IYCyyknN5BabixG5qqiKtoqISNpI/hBQIoTHpEESB4bpuBve04+93J3tqUzJ8sBN/v4vMlcW4G4fwtA5NK9CTIoG3bZi2PxxB0ImIes2IaG+qRJ9hjMu8R1FFWkVFZQIhbxDH8R58vS6kYIjgsI+g0z8i0N6R8ICgFRE04ti/Ux1vyzCdLcMgMJZJEi1yQCIUkHCd6cd1pp/sK8rJWlOqyDwnQxXpFKexw87WA20MOX2U5lm4fl0FlklibKmKzz3AYPdhQkEf5vQiMvJqEURNsqelMgWO0310v3J6xqwMOSAhByLP3Eg6cei73f9eM8b8dMzlGcoPjirSKYskyXz3kZ0cOj1x4+TxP5/g1svn8Nk7FidpZpMTCnrpbHyXgfa9BPwjjosanYlQYPxjsIDemMHcZZ/AbC1OzkRVpsTX56Lr5VMgxUHJLnH6dzSrIv1B4xs/38bJpsGLXpeBF7c1cOBUN8vm5RGUZBZWZrFxaRE6bXJWqD7PIKf2/JyAzz7h9YkCDSDj9w5yZv8j1G78BlpdeF4Nfq8dv3eI4f7TDHUfwe+1ozfayC5eQ27peoJ+F4IgoDOoVWqxMHSgQxXoKPG2O5AlGUFUPgNEFekUZM/xrkkFejxtPS7aexoRRIE3djfzu1dP8N0H1lFWMLlQHW/sp2fQQ26GiYWVWYqmEzUde+oigZ6OYMBFb9tOCiuvmvY4r6uH1lMvMdx/GuSJj9Yep4e2Uy/SfuZVZCnI+edYAWNaLgVzria7cEWEv8kHG+fp/mRPYVbT9fJJ8m+cj6hTdrGkinQK8uQbp8I6TgY4V3nVN+ThXx7dza++eTVazflC0nf2tfDoi3U4XOdSowTIthl54PZFeLwhZFlmybxcMtMN7DzaSWe/iwyLgY1Li8KKfbsdnTgHz0b6K9Jx5lXsvScorb6VNFvZRT/3eQY4tfeXBAPuiwR6PLIUuPAVvK4emo7+AedAA+W1d0c8tw8i9qNds2YTMFVxnu5H0J2l4Mb5io6rinQCGRj28sbuZk40DqDTiqytLeCKFSXIskzvoAetRuCXfzzCmdahsMccbVEpA90Dbp588xTXrS3n4eeOsO9E98VPrzL0DXl58PF9AIjiyHa3RhQJjTv4sZeO8clbarlpQ+WE012eAKIoYDKMfHT62/dE+C6MG2uoiZN7fk75wrvJKV494WcdZ14j6J+0m1DY9LXvJrNgGdbsqpjGudSRZZn+7S3JnsYlgeNED9mXlaOzGhQbUxXpGAmFJHYe7WTfyW70Wg0ZVgPvH2qnvdeFLMvkZJi45+r5FOVa+NdHd+Hxn3cA213XxWMv1SHLMh7/yKo21r7Az759hmfePo0U5sa7dE6YpXMniOdiar6AxMN/OkpOhok1CwvYdrCd57bW09A+EtZYNCebD189D11/jI3hZYmWE89hy6keiyn73H0MdB2MbdxznNn/MFq9hcy8xeRXXIHBnKPIuJcSvi6nclWCSqIRELUikj8Ul6yMuCCBu2UQ26ICxYZURXoGAsEQ2w51sONIB75AiOqyTK5bV05eppk3djXxy+eOEAxN/QnqHfTws2cPoxEhNIlwOj0jj+uiIMQs0MCE1XA0yLI8Eq+WZWTgd6+e4ERDP3/cMlGMjzX0c7yxn7+/ZjBmly5ZCtLbupuiqmsB6Dj7RowjTiTod9LbtpOB7sPMX/V5zOlFio4/23E3T7//kVAE0OeYyVxdgqUqG1GvIeQL0vTw3hGxjhZRwFCQhq8jtqezcPAPeGc+KAJUkZ6GYZeff/yfHTR2DI+9dqS+jxfeO0tVSQbHGsLfaJlMoMcjKaHQCiDLjDmMATR2DE/4/ccdiYSALxDCpIv9up0Nb2LJrMCSUcFg97HYB5yEUMBNy4nnqFnzlSmPcTs66G7air33BJIUQmdIRwr5kYJeDOYcckrWkVu6DkG4dAwkQ7GI3zk0Zi2CQUvwnAFSxJzbxzbkpVF89yI04z5UGoOW3Kvn0P16fVTZJ7pMIyX3LiHkCdLymwNRTC4yJO+F+ySxoYr0NPzqj4fHHu9HsyFkWcbrD0Uk0JciIzou4/ZrMeqCxJ4rIlN/4DGq1375XLZGfHDZW/E4uzFZ8i/6mWPgLPUHf40kBc79gjJ+z/m/s8fZSevJ5+lt2Y4xvRCjKYuc0g0YTBlxm28i0MR4lxV0InO+tA6AvveaGNzTFtH5WqsBQ14alvk5WObnIGovvgFaa/PRphsY3NeOu3kIpnl6vZDAoJemR/ZhXZSPLsdMoC++JeyCqOwNXBXpSZAkmSfeOMm2wx1jr8kpstJNJeQRh0gFxwtyas8viWsAUpbwe4fGRHqkCOcdhrqO4vP0n7v2dLXDMl53D153DwBdTe+SkVtL5ZK/QNQo8EiRBNKrc+nf2hT1+QW3VI/978zVxThO9hAcDi/GnXfDPGyLLr5hToa5LANzWQYw8n10Nw8xsLMVf59r8m4v45CDEvZDnSMO+gqUhk+HpVrZfQ9VpCfhp08e4N39ka0GPojoxBA2o0+BVfR5ZCn+G1h6YwYAjsEG6g88hhS60DA+sm/wUG8dDUf+j6rln1ZmgglGZzVgLLXibZ0srDU1xhIrOZeVYyod6UkYdPrpeuUUQUcEf8Mo91AEQSCtIpO0isyx17peP4PjaPcM1xs/CIhpOkRBIOQLIQdi36DUWHSYS5Xt0aiK9AUcO9unCnSYaDWSoivpROGyt6DVmTl78DeTCHR02HtP0HLyJXR6M8GAC43GQEb+4lmzSVnykcXUP7QjIne44rtqxwo35JBE+x+P4e+NLJTgrO/HtiT2TIiQJ4DrbIQhSBkkZ+C8bguQVp2NscxG/5sNUc2j+J4lUZ03HapIX8DvXj2R7CnMGgKSDq0hC8k/u+LzzXVPo9GaCAU9io7b2/LehH93Nr5DZv4SKhbdgyim9ldNEASsi/IZPtQV9jnNvz2IqTAdRIGg3RexQANojLGHiILuAO1PHkFyx7iXIYPrVD+uKCsv02tyMWSGZ3UQCan9yYkRtzfAG7ub2XqwHZcnQHlBOjdtqGR5dd6U5zR1ORI4w9nN3350NcUZObSefIHZk8g6gtICPSmyxGDXYXSGdEqrb4v/9WLE0zwU0fHBQS+OwdjSzTJWTf6kIcsykj+EeM4SFUa8rINOPxqjFo15RNyloETXyyfxDyj494zyo2xdqlxu9HguWZE+1TLAd361E4/v/N21u9/FnuPd3HvNfO67vmbC8c1dwzz15incCqfPXMpkphvJLd2A19lNb9vOZE8nRZHpad5OQeVV6PSWZE9mWhLdVUWfm4Yx7/x7EnT6Ga7rxtUwgL/fg+QLImhEzJUZBOw+/L2uMQE1FqdjXVJA39bG2FfQCuFptSsej4ZLTKT7hjyEJJkjZ3r4r6cPX/RzSQZkmSffOs3KBfkU5aTxxu5mnt96lkHHpdttOB6IokCf3YMgZFG28EOATG/brmRPK0WROLLl36he/VksmZUzH54kBL0mYR7RxqJ0ij+8aOzfg/va6XuvceLGHiNZGa4zAxed72134G1Praded/MQ2Rsu9qGJlUtCpLcf6eDpt07T1DGMzMyl1ZIk85uX6+gZ9NAz6Fak0u+DxGjpeN64+Ju9LzxTqA8uAU7te5gF676aspuJ1gW5DO3rmPlABSi5b8lY7YGzvp++rY2zLWI2EQEUTXMax6wvm3ryzVP88Ld7aWi3I0XgfXH0bL8q0BEiCucFuiw/neryLABkKYTfZydun9JLBTnEmX3/QzCQgHh4FGTGsQXUhfjHFZQM7m2b/QINE9IBlWTWirTd6eNbP3+f3792MmqhvZQEWquJr0CKojBWuWI2aPnLjywb+5kgatDq0uJ6/fgQx+XPFAQDLnpbdyT0muGiNetAnxhJGG3PJctyyoUtwmbcx0dj1mFdHF5RTqTMynCHLMt8/T+30DekrJHJbKUoN42H/moz3//1Hg7X9yp+86mdk01bjwOtZsRe9fYr5lKUO3ETLKd4FV1NW0dNrpWdQDwRBEyWEjyO1oRdsqvxXbqbtiIIIrbcGvLLN2NKj09mQKQIcgL+ehoBfbYZgMDwLPoOj97PL3iD9JkmCm6tQZsWn96js1Kkf/bMoUtGoDWiwKYVJWw90DqjCdOFCAKsWpDPtz+1Fo0o8E+fXceOI528e6AVh8uPzWKgo9dJe58LZDmq4q7ayiwe/PLGGY/Lr9iMvfcEHucMFV/TImC2FuMebiccqRBELbIUOl+bPk1zgMmupTdlUlR1PZl5izl94DFcgzHarobJ+AKa/s6DDHYfo2r5p0jPmpuQ60+HqNcSCsQ3y8O6OB9RP1IE42mJrMoxFTBXZmKpzkH2h9BnmzGV2RTtdHQhs0qkW7qG+dfHdtPVH1+DFKURhBEx1mpE/IEQIGA0aLhsaRGfvX0xJoOWOzdX8d3/2cHA8PRZJoU5adx1ZRU6rYaVNXnYLOfNxTUakcuXF3P58olNXhs77PTbvTjdfv7r6UMEg9KMEigIsHphAX99X3gtqLQ6M/NXf5Hupvfo79hHwDeMRmcGWQojJ1lAozNRufg+bDk1DHQeor3+tQnmRiOHaRFFDaJGjy2nhvzyy+lsfIfB7iPnfi6OGSONH3v8vwVRR1bhcnKL12K2lYy52c1d8hcc2fovJPwpQJaQQn6a6p5mztKPodWaMZizEjuHcaQvzGVob3vcxtdlm8i7cs75FyK6sSYPQSNgyLNgXZyPdVF+XHoZTsWsEel+u4ev/+dWAjO0mk81BOCmDZV84UMj5aIuTwCnJ0BmugH9uF5oFYVWHvvO9ew/0c3J5gG2H+6gs991ztt5ZKDi3DT+8TPrKMiOLP5bWWSjsmgkfzM308xjLx3jTOvQhLCIIICAQLpZx4eurGLDkqKIr6PVmSmedwPF824Y86UOBf30d+yhr30vXlfv+XZXgojRnEOarQxLRiWZBcvQaEceF7MKl5FZsBSPox2fZxBZltAbrKRllF9kEVq5+D7M1mL6Wnfh8w4iiBoychdSUHEVJmshUsiPY+AsPk8/prQC0rPmIogX96DTGSznVvHJsASQ8XsGOLnrIQAEQUNe2WUUz7854Zao1sUFcRNpXYaRik+tnPBaYGh2pL6mL8gl/wZl22KFi6CUu5sgCFuATZs2bWLLli2KjDmer/9kC2fbw292miqIooBBJ/LYd67HEqElZF1DP3uPdxEMySyam83qhQVoFLqDt3Y7ONs2xJEzfTR22tFpNWxYUsg1a8ojnmckhII+Aj47Gp1Z0eIOWZYJBT2Ioi5qNzqfu59j7/+QVImpa3RmFl/+92i0yrVimomQL0jDf8cn313QCBgK0rGdq8xz1ffjrB+YFR3KzZWZFN9VG5exN2/ezNatWwG2yrK8+cKfz4qV9GMv1c1KgR7FF5A40zI4bTn6ZNTOyaZ2TnZc5lSan05pfjqbVyYu7QpAozWg0Ub2PoSDIAhodeaYxjCYs6lcfB+NR59QaFaxEQq4ObX3lyxc//WEXVNj0I4UtSjQCOBC5JCMt30Yb/vsi0Mr2bMwUlJepM+2DfHC1si7Uaca4zt4q6QuWYXLQRBpOvokspz8cmOPo50Db/0DGq0OS0YlxfNuxJiWG9drZiwrYHBPeCEPfa55JOc59RfDMRGv9LpwSHnleOylupRpLRUtVrOemjgluqsoT1bBUhZf8ffklV2e7KkAIEs+gn4nQz1Hqdv+7/TF0KE9HLLWlyEYZ5AGUSDvpvkEBjyXvEBnrinBWJCetOunrEh39Dn58o/e5kh9X7KnMkak0eDRrJwPncvGUJk96AzplNbcRlpGBalVSSnTXPcMjsHo/I7DQdRpKP/kKgTdFPIggG15IY5j3cgRtLFKJoJehAgLvnQ5ZgpvqyHnior4TCpMUlKkj9X38YUH36alO/6dfcMlzaRDE+Ef2WzU8dEbarhzc1VU17QPemg43Utn2+yNx892iuZel5JNZxsP/y6u4+sseso/tRJ9Xtr5yjoBEAXSF+bh63TgaUnM59KyKA9t1iQ+zQLosozTnmsoSqf80yuo+uoGyj+5Yiw/e0o0AukLcqn84hoqPrkCy3xlW2FFQ8rFpFu7HXz7V9tTrmT7hnXlbFpRwis7mjje0M+gw0tQkkGS8QVCYxvUFpOO9YsLWb0wn2Xz8zAZIn+LHXYvLz1zhLOnesdq13ML0rnutoXMmR/feKTKRKzZ85iz7OM01z1L0J865csBvwPnUDOWjPK4XUNnNVD+8eV42ux42h0IWgFLVTYDO1vwdibmvci6ooLsNSXAiBWo42QvIV8IQ64Z66J8tGl63G1DdL9WP9Kp/Nw6Sms1kH1ZOdaF5zep9Zkmyj65goHdrThO9iL7Q+iyzaTPy0Gfa0Zr1mEstsa1MCUaUk6kf/jbvSmXkZOZbuD2K+aSaTXy5buXXvRztzdAa7cDg15LeUF6xH/k1sYBBvpdFBRZychK4+Efv4fbNbHqq6fTwR8e3cvHvrCOssrkFTukOsGQxO66Lrr6XGRaDaxbVIg5xu4fGbkLSdvwNxx973vnOpmnxgd0uP9MXEV6FFOJDVPJSJ69u9XO8LGeuF9zFOuC84sSU6ltrJ/ieMwlGVQ+sAr/gJvAoBeNWYexcPIYss5qIP/aKvKvrRrL5U91UkqkO/qcNKdYZxSdRuA/vnYFmdapH6vMRt2YI9xUyLJMU30/bc2DOIe9BAISDruXpvo+QmHG9UJBid/8bAdarUB2voWbP7SYkgpVsJ1uP71DHtp6HDz6Yh2DDh/yOUdEQThIZaGVT91ay7L50af+6fRmSmtuo+XEn6bwJxn5slsyK/E4OhPS+aWn+T2s2VVYMioUH9vVMMDQgU583Q4EnQbL/Bws87Lp/NNxxa81FYYCC7r08FPf9Flm9Fnhp2HOBoGGFBPpPcfC76+WKP7uY6vJy4wt/3ZowM3Tv95HV+ewIouwYFCmu93BY/+9g7VXVHL97fFJsk9FBoe9vLjtLAN2LwXZabT2ONhzvBt/IDRpiEyWoaFjmO88vJOP37SAD18dfdVYbsk69IYMupu2jG3ciRo9Gq2BNFsZuaWXYc2uQgoFGOo9TuOR+MaNQ0EPp/c9zML1f61oWt7A7lb6328+/4I3yND+duyHOxPWFEA0aCi4uToh10p1Ukqk2/tSZ6MQYNHcbNbUxuZOFgpJPPHIHvp6nXF5St79XiPL1hSTX5ih/OApxi//eJhXdzZFvV/x21dOsHhuNjUV0RcI2XJrsOXWjBg7waQl5qJGR1bBUjyODroa34n6WuEgS0HaTr9M1fJPKTKef8A9UaDHXytBAm1bVkjmmpKkFpCkEim1be32Jr94AECvFbl+XTn/+Jl1Yyb30XLqWFfcBHqUx3++E6XK+1ONlq5h/vvpQ3zl39/hlR3RC/Qo33l4Jy5P7H0sBVEzqUCPp3jejeRXXIkgxDf9crj/jHJjTRVvTtDHyzI/h7xr5qoCPY6UWUkfONnD9sPRt+4RBci0Gsmw6DkbZdmpKEBJXjoPfmUj6WZlvGEbTvfF/QPu9YQ4dqCdxStL4nuhBBKSZP7qP7fQ2KFsCbHXH+JzP3iTf/j0OhYkIJ5fMv8mCudchb33BKGgF5OlEJ93kOa6Z86bTcXIyGamMgTsF1gAK/HZnWhEOPUxjORfpwq+7iZC7mFCzkE8Zw8SctvRZRWRvvxaDPkVCZtHyoj0468cj+nzsKQql7/92CosJh0vbmvg6bdO43DP7Isrjti/AVCUk8Z3P7tOMYEGGL7wQx8ntr1df0mJ9Nd/soWmzvh4PAy7Avzdf2/jqtWlfP2e5XHfQNJojSPl5uewUEFaegkndv8UKRS7d7OooAGTdnSjTqGFhcaiJ+TyTy/U597+7I3lcem2HSmepqP0v/kb/L0tF1mpehqPMLz/NUSjhYzL7sK2+kaEKA29wiUlRLq91znyhYzhWVYUwXquM8Idm+Zy2+VzaOyws+tYJyebB6lvHcJ57jFXrxNZPj+P1QvzqWvoRxAEVlTnsWFJETqtshEgfRR50tFgH0jNvnnR0NHriJtAj+edva3MLbJx2xWJN9s3WnIprbmD5rqnYx5LCgUI+N3o9LFtcANYF+UztE8hq1IB8m+YR8gTYGB7y9gqXRAF9LlpaG0GZF8IXYYJ25J8DHnKuSJGi7vpKF1Pfg+k0LQ3KsnrZODtxxne/xolD/wY0TBJsY1CpIRIn2oeQIoxOfrCTi2iKDC3JIO5JRljr3UPuPEHQhRkm8fKtK9fVxHTdWcir8BCIpKWNNrZkU4UDo++VJewa/36pWNcu7Y8qqKjWNFop6+WCxs5RN37P2DJpn+M2qYVQApJdDyv3Hufd908RL0GQRQo+YulBO1e5ICEPseMJo52uNEyvP91+t54dESgwyQ41E37b75JyQM/RtDE5zOUdJFu7Xbwqz8eiXmccFzm8iPIoVSKBYsL2fr66bhXUBaXXRoGTk2dw+w/EUsLrsgISvCzpw/xtx9blbBrjuL3DBBewHZmQkEvB9/+Nmm2UnJLN5BdtHLmk84hyzKDe1rpf79Fuf0TEXrfOXs+I0QjYl2UR+7mSkRdcnxsZCmEr+MMks+DPq8Cbfr574x932v0v/5IVOMG+tpwHn+f9MWbFZrpRJIq0k63n+//ejceBbxrF6ZoFV5mjhlRIxKKc0cZnV6ktXGA0hR9H8LloacORtzrMVbeP9LOp+21ZNvi98g6GTqD0vFXGZe9BZe9FfdwG6U1t4d1Vs/bZxk+pHCNggSyNO4PGZIYPtxFYMBNyT1LlL1WGDiPbWNg6xME7SOGbYKoIW3BejKv+hg9z/8UX0tsTxDOI1suPZF2uP38/S+2097rinksQYCbLqtUYFbKc+Z4T9wFGuDk0W5OHetmzvxc7v30KjSzzHUvJMk88/Zp6luHEn5tSYJXdzRx7dryhD5t2XIXIAgisqy0wb5MT8t2sgqWk5ZRNu2Rvl6X8gI9DZ7WYdxtdswlidsgdB7fTs+L/zXhNVkK4Tz2Hs5j7ylyjcBg/N7DpOVJP/P2GVq6lNkcqii0UpqfPL/X6RgeStyGnizD2VO9/OSf3+LYgfg1E1WakCTzw9/u5fevnUzaHJ566zQPfP9Nvvbjd+nodeL1h+LeT3O47xRy3BqxyrSdeXXGoxzHE+fDMUrfe00Ju5Ysywy+99T4F879p+z7HrT30vbo3xAc7p/54AhJykpalmXe2deimJHSbZcnfnc+XDKSEAf3uAM89/uDSJLMklWpn5b35u5mdh3rTPY0gJES8s8/+PbYv4tz0/jcnYtZUa18Z47+zgOKjzke52A9/R37yC6aOt4eDCNNVWl8nQ4kf2hm21AF8Pc0Exg499mKc2dyf1cjnU9+n5LP/ljRtM6krKT9QQmHW5lE/oIsM5tWFCsyVjyoWpCHKU25vOtIeOOl4zFnzSSC13dPXoacCrT3uvin/9nFO/taFB87GIi/DULTsadxDEzTfk75VoYzI4PjVG9iLhU8dxOKs0CPEuhtxnVqt6JjJkWkDToNacbYF/Fmo5Yf/eXlKd31RKMR+dBfLJ/5wDjgdvrZs60xKdeOhO5+V8r5h49HBn7x7GG8fmVtC4zmPOJfby3TUf/6lD8NuHxxvv7k+HvdCbmOPjexjZYBhve+rOh4SYtJL5obe8eDB7+8cVoL0VRhbnUun/jSenQJeLy7kDdePM5Tv96b0t4eGemp/zf0BST21Cm7OZRbuk7R8abCaW/G7528i0ogSUVQgiEx34WQ25GwVfQo/j5l94OSJtJ3XRlbHLl2TjaVRckvIQ0Xa4aJzdfNp3ZZEaa0xCbynzrWzc8efJeBvtgzaeJBTfnsyPFW2us8zVaGNTsxdpxTlZ9LvmTEO0BrSYyBUnA4MWGV8cghZd/TpIm0Tht9uEOrEbj/+tnhNSuFJF586jA/e/Ad3vzzCeoOdeBxKROPj4TBPje/e3gXniRsFM1ExRRdNFKNYFB5QatcfF/cXfJ0egt60xQ3wiQZ34dcifkchhyDCbnOxIsGFM3ySJpI+wPRxfcy0w1859PrWFKV2r3+XE4fb7x4nAe//RqH9rSOPHElOeJgH/RwaG9bcicxCflZacmeQljE6i0+GVp9Gra8hYqPOx6DORtRnHxRZCxOzg0yOJyYWLjj6JaEXGc8cjAwUl6uEEkT6UFHdH+kf3xgLStqom+DlAhcTh+P/3wnu7Y2EEyQUXo4yDKcVjiuqgQrF+STEUGbpGQgigK1c+LTOTq3ZENcxh3FOdiExzl5qX3miqK4Xnsqggp4eodDYDBxFgNjCALu+v0EHQOKDJc0kdaI0V36eKMyv3g8ef/t+hGj/xTEPph6bnlajciX7lpKKltElcWxWMqaXYXOGM+4vEx/x75Jf5I2JwtzZRL2BBKUGqoxWxNynQnIEkgSwSFlCoWSmN2RjTGKbAchpb/KI4U6B3craFSjMKma5bF+cSHzUtQkShBgZRyf3qSQn1AgvjfPqbI7AIruWDBld+1w0KRHXgegz0lMkZd1xfUJuc5kaNKUuUEkTaTNRh23R+HjO5pfffhML0++eYpn3j7N4TM9DA4nxlx/JkJBCX8cdswFATIVqF5MT7CJUCQsnZcTc7sypRGEkae+eFraepxdSKH4xmi1uqn/7oJGpPiexeRsrhwRzwj/BuZSGwW31aDLi+DzGUrMYsFSexkaW+LDo4aCOeiylAklJdUF7/7ra3B7A7z0fvgFFz996iA/f/Yw/kl8FbKsBj524wKuWVOu5DQjQqsb8c+VFX6ck2UYHIi9AGDF2ukNd5LJdWvLeWHrWYKQMpWSoijwxbuWUJgTv81NQRCJ96NXZv70znOiViRzVTGZq4pxNw/R/uyx8KYkgL/PTcFN1ThP9hLodYd1nvN0HzmbKxHifFMWRA3Fn/w3Wn72ZYjzjXA8mZvvV2yspDaiFUWBz925hBU14WdqyDKTCjTAwLCPh546xLd+/j6hJH7JTSloaA5gMutYsjJ1S+gLstP4q/tXoNWIKbOi/ruPruK6tfG96ZvSi9Bo4/eEo9GlYcmcE/58ymzoI3hqE/UaQu4ArrPh7xcFnX5CCUoH1VoyKf7U9xNyLQBdfgXmOUsVGy8luoU3tCnbKulYQz9f+/E7vL23BV8g8cn6y9YkvhR1Jsxpej791csQw2iOkEw2Li3ml9+4ig9fPY95pRlJnYsgQE0CmtW2nnyJUDB+MemS+TdHZPgjCAIFt1ajMYex2JAhMOyjb3szckiO6IGgf2crQWdihNqQX4k2KxELFIFsBVfRkCIiHYhDkUBzl5OHnjrIA997k2Nn+xQffzrWXlFJutWQrDoBANLS9SxeWcyi5UXc9bEV/PV3ryE7N/k95MIhL9PMR29YwE++vomP3pC8oiVREDAr4DEzHf2dB+htfT8uY4saA8XzbiKneHXE5xpy0ij/9Eqyr6hAlzF92X5w2Mfw4chTO4cPd9H0yF7sxxKTJpe+8rq4XyPrmk9grgq/K044JL19FkBRroUzcTB7l2UYdvv53q/38PO/vTJhnTfSrUY+/qX1/PnZozTVK+8vGw6337uMqhTPJw+He66tobI4g3//v314FejgEwmSLFPX0M/KGuVtSp2DjfS27WKg67DiY8NI15eFG/4arS76zWaNUUvWmhKy1pTg63XR914T7qZBRcPnckim57UzBId9ZG+I736J5+SuuI5vLF9MxtpbFR83JVbSt10xN26JdZIk4/YGeGNXYu0ws3MtfPyL6xPugKfVidxx39JLQqBHWbOwgP/75xv45C0LsYTzCK4AgjDy2B+Mg/F/x9k3ObX3lwx0HgDFu7KMkFW4PCaBHo8sywSdfoyF6XHzgB7Y0YKnI74d4pUqLpkMMc1G3h1fi8/YcRk1Qq5YVsyGJfGrfJJl2H8y8R0ogBFDpThvJIqiwLorKrnr4yv41g9uZMmq1IuJx4pRr+WuK+fxf/90AxaTMg+AF4ajRoR55P0UBAGtRqS6XNmYtHOwkc6zbxLPbA5B0FA491pFxvIPuGn5zUE6nqtjYEdLXA2Z7FGETCJBa8uBOCwHjXOWUfblX6K1xCfPPyVEWhSFuHdr7hlMjH/thQiiwKbr58fjszE2/m33LOW622upXVqkaEeIVESrEbl5Y/iZCpNh0Im89OPbee6Ht1KUk4YoCmPCPP7927yiRPFy9Z7WHcRVoEUt81Z+Fo0m9kYTUlCi/Y91+BVI/QwHT9vUBTdKkL7smrgYShXc9beIuvjZGqSESANoxPjWEg46fBw6nZzV9JrLK1m/aQ6Cwu+23qDho59bOytaZCnJh6+eT35W9PsL160bSanTakS++8A6CrMvzoFevSCfz925OOprTIXLrmyHl7SMCtIyKjBbSymccw1LN3+X9Cxl2sk5T/ZONEKK8/0/GKWfT7hYajeSVqOsh7dotCDq4+uHnhIbh6Okp+kZjqOF4fce281D/+9KipOQ5XDtrQtZtaGCw/va2Pbm6Zg7kRSVZnDPp1aRbkt9w3ylMeg0fOcz6/jKv78b8bkWk447NlWN/bso18LP/+4q9tR1cbJpAJ1WZN2iQqrilf6n6CJaIOh3smjjN5QcdAx3S3xXthchQfNvD2IusZFem4cxX9nvqSCI5N35V/SIGlx12xQZM+PyDysyznSklEjfenklv3/tVNzG9wUkfvqHA/zVfSsoSoJQZ2ab2Xz9fHzeAHvebxrx0YjgSysIAlm5Zi67qoplqy+9uHMklBdYWVmTF9FeQ3VZBl+7dwV5mRM31DSiwPrFhaxfXKj0NC/CaMnD71VqA0sm6I9fI4eLnvwSUB/m73Hh73UxdLAD6+IC8q6dq2gITxBE8m75Mp3OQbzNx2IaS180H9uqGxWa2dSklEjfcUUV2w930tQZv13ek82DfOlH77B5ZQlfvnsZOm3iIz5X3VRDb5eDxvr+GQ2PjCYt199eS2llFhqNiC0zdb03Es3X713Bdx/ZSVPHMNIF76PASPhRBioLrXzzE2viWtodLlmFKxjuO6nYeMa0+GXxmCuzGK5LQohQBgQYPtqFPsuEzmbEWd+PHJIxFaeTvjAPjSF66RK0Ogrv/Qd6X38E56G3Zz5hEjKuuIfM9XciiPFvA5ZSIm00aPnhVzZyz7dfiet1QpLMu/vbMBt1fO4O5eOOM6HTafiLz66l/lQPB3e3cuZED6ELU70EMJtHqgSzUkBcUpGMdAM/+doV7Krr4r0DbRw+04fbF5iw8ppfmsF3Pr0WWxzaNfm9dnrbdjLcexJJDqEzWEcc7YIejOZciqpuRG+04nP3o9GZMJiyCPqVbcEVzz6Jlqos9Nlm/P3h+XHEg/5tTSOVjOf+pM5TvQzsbKXoQ7UYC6J/Gha0OvJu/hKiRsfw/teJ5BcULVlkXf6RqK8dKSkl0jDijqfTigTikJ86HkmSeWlbA40ddm7aUMmGxYVoElgyLYgC8xbkM29BPr1dDl557hgt47yyS8ozuelDi1SBngGNRuSyJUVctqSIkCSz73gXh+v7EARYVZPPsvm5ccl4cQ+3c2b/IwSDnpEcT2S8zvMpZF5nN0M9o4/TI7l9JksBXpdy1a9mawlZhcpWt41H0IgU311L159P42lNcHz6nGbKo2554zQ05AnQ8fxxKh5YhRjjk3DODZ9Fl12EffdLBO19zCzWApb5kVdwxoKglL+wIAhbgE2bNm1iy5YtMY314yf2s2V/Yts8LajI5Gv3rphyU9HtDbCnrguHO0B5YTqL5+Yo/uXv73ViH/RitRnJUXjTREUZZFliqKeOpmNPxd1edDpEnZlFl/0dOn1ibuLOM310vqBcmEYJRJMWY76F7I3lGAtia8ogSyEC/e1Ifh99r/4Kf3fTJEcJiEYzRZ98EH22cnUdmzdvZuvWrQBbZVnefOHPU24lDXD3lfPYur8toU9YJ5oG+cKDb1OWb2F+WSb1bXZ6Bt3IMnj9wQnZGIIAxTlpfPMTaygvVK7zQ3auZdb4a3wQCQW9nDnwKK6hpmRPhfkrHkiYQANY5uWQXpuH4/i4GHWS3WQlTxB30xDupiHSa3IpuCV6nxdB1KDPHSlLL3ngxwwffpeBd36L5D4XnhIEdDkl5N78JUUFOhxSUqTLC63cvLGSlyPwmVaKlm4nLd3Tt76SZWjrdfG3//0ej/z9tXGJd6qkHq2nXkoJgdboLKTZEp/dk39dFRqTjuEjXUij7pKikLBWWNPhONmLq2kQQQBDngXbiiIsc6OvFrUuvZL0JZvxtp4g5OhHa8vFWFKj4IzDJyVFGuAzty2iod2e0j0NPb4Qv3ruCN/4eGJjVCqJJ+B3TdknMNGULbgjKdcVNCK5myvJWl+Kt9OBIAgYi9LpfetscrJALkDyBgFwNw/hbhkia31ZTKZNgiBgKotvJ/dwSFmR1mpEvveFy/jz9gZefr+B3kEv6Wk6Vi8oYM/xrrgWvUTCnuPh+Q04h5roqH8D1/BIxZnJUkDJ/FuwZFTEcXYqShAK+jmx86GRBqNJJs1WQVaBcoby0aAxaEmrGOdTkSINGiYgj5g2CVoBQ64Fc5kNIcW91KciZUUaQKcVuWNT1YQKMYBhl5+39rRw9GwfGlFg1YJ8jp3tY+vB9oTP0R+QaOtxUJI39cZFT8sOWk8+z/ggnmuomVN7fk7hnGspqoq/z63KeWRZxjFQj3u4FVGjJyNvEXpjxpTHt578EwHfYOImOCUiVcs/mexJXIQ+OzFNZaOh/71mEECTpifnigqsC2efO2RKi/RUWNP0fOjKKj505XnxvmF9Be29TurjbNIyGQ89eZAHv3I5mnErClkK0de+h962XXgcHVOe29nwJtac+eqKOo7IUgjXcOtIdZ4g0n76Fbzu84/nbadeJrd0AyXVt5zrN3ieYMDNQNehBM94EgSRuUs/jjaBm4XhYq3No29rY9I3EqdEhpDTT/erpxG1Ipb5OcmeUUTMSpGeDK8/iNMTSMq1TzYP8vifj/PpW2sBkKQgZw/+huGBM2E9Ijcde5bsouUM9dQhy0EsGZXklm7AZJncbH40DayvfQ8B7zDGtFzyKzYlZTMp1elt2037mVcIBSZzchvJX5aR6WndjkZnougCi0+vsxtZCiZmslNgy11IxaJ7p+34nUw0Jh0Zq4oZ2pv4J9mIkKHzpZMU370Ic3lGsmcTNpeMSL+0rYHu/uTYkQK8uqORD189j3Sznt7WnWELNIDP3U1H/Wtj//Y4uuhr30tW/hKCQQ+CIGLLWUBW4TIQROoPPIZj4Mz5450dDHYfxpiWT27perIKV6TsFzqR9LbuoOXEn6Y5QmZ8bmV303sUVGxG1Iz3/05uvFVvyqZq+aeSOodwyFxdkvoiDSBD+zPHyLthHmkVmWgtsVu6xptLRqTf3tuS1Kctnz/E4TO9bFxaTH/7HmKzuZORpQD9nfsZXe0N9R6nq2kL1qx5EwR6PF5XN60nn6f15POYraVULr43Km8Hv3cIKRRAb8okFPDgdfWg0Zkwp8c3PzQYcGPvPYEU8pNmK8Nsjb5xqCQFaa9/PbJzQl66mrZMWE07hhKfBjqKRmtk3soHknb9SNCadaTNy8Z1Jjnt4iKl57WR75CpzEbO5RUYC2Mrhoknl4xId8dgTG7UacjNMtE6Q370dMhAIDCycvZ5BlEuQHfObQbwuXvpdfeGdZZ7uJXjOx+iZs2XwhI7WZZpO/UyPS3vA5M/AWj16ZRW30pWYfgtwWRZZrj/FPbek8hyiPTMuWTkL0IURz56UihA+9nX6WnZDheEFQSNHoutjFDQjyhqSM+pITt/KS5HG/3tewgG3JjTiyiqugGdYeKXzNF/ZooQx/R0nn2DrIIVOAfr8bp6z70fyiBqTUghf1gts6w5NVQsugedfvYUN+VdPYe2PheBQW+ypxI2nhY7rX84Qu7mSmzLC1OyacYlI9LpZj2DUZiGi4JAWWE6PYOemOfgDYyIjM5gxRemmIZFlKlfsuSn+fgfWbDuqxf9zOcZwN57AlkKYjDn0nDkd8jS9DH9oN9B49En8Lp7KZo7MSPF4+ikq2nLyJiyRHrmHHJK1tDVuOW80b0g0Ne+B0N9JoVV1+MZbqe7ZduUv58c8uMYqB/7t3Ookc76Vycc4x5uo699D1q9BVkKIUkBtHoroWD0QnF8538gy9KYJ4cyCBRUbEJnsNJc98yk42p0ZjJyF5JbumFW7i9oLQZK719K/44W7Ac7kz2d8JFket9pwN0yROGtNSmXqnfJiPTaRYW8trMp8hMFuGZNOf/7/NGY53DoVC83rq8ku2jlhBhzMnEPt+Jx9WJKywVGMh2aTzzHQMf+ESGKQoQ6z76JMS2frIKleJzdtJ584aIQjL3vBPa+ExNPPBcC8nn6aTr6RFS/z1QE/eefggIx+jWPbBQKKCnQeWWXUVB5FYIgIGr0dDa8hdc1kmGi1aWRV7qegjlXX5RdMtvQmHTkXT0X25J8Wn9/BDlCozTRqB0rSkk0rvoB+ne2krOxPCnXn4pLRqQ/c1stb+1pJhiK7Iu1fH4u164p4+29LZxpHUKKocS1uXukzj+zYFnKiDRAc93TVK/+IoIg0nr6pZHKuRhXiY1Hfkd7/ev4lXxiSCmU2+GoWfsV0mznK9+yCpaSVbAUr6sHWQphSMsdC/9cKhhyLZR+dBmtTxxG9ofZvFaArPWl9G1JXjrf8JEustaVxuyupySpM5MYMeq1fPtTayM656YNFfzDp9eONDe9rBKIrU9le4+T7gE39t7j0Q8SB1xDTbSc+BMeZzf9bXsUe4y/dAVaOUzpxRMEejzGtDxM6YWXnECPYsgxU3LPYozF1hmTZASNQN61VWSuLCb78oqEzG8yQp4AQXtqxdQvqU/HqgX5fPcza/n33+/HPc0jk1Gv4dO3LeLG9RVjr125spTTLYP8eXtsu/l/89BW/vHu1ChZH09f2y762nYlexofMATKFtyZ7EkkFWO+hdL7luAf8BBy+9FYDHjb7Awf6yYw5EU0aDHPySR7QxmibqTLSdaaEjRmHb1vn0UOJLgUXwZBH/9uK5FwSYk0wKqFBfzhX29i38nuc41FNSyvzqW5c5juATfZViNXrCgh3XxxfuTn71zCpuUlPPynI1FXLg45/dS1BCnVzXysyqWLIGgor/0wlozUim8mC32WCc51eNdnGLEumrxQaxTbonystXm0/N8h/D1h9nHUCBBhuHMyvO3D6GpyYx5HKS45kQYQRYE1CwtYs7Bg7LWa8vBsC2sqsviPr17Bt36xnRNN0W1AvXTAwJfXa5NeqaaSeHQGG5kFyyio2IzOMHvS51IRQRCwLsyjryfMp9uQjKAVI96svJCul0/Rt72ZguvnYSqxxTSWElwyMWkl0WhEKmJIbu8fliivTVwPNJXkY8mcw9Ir/5klm/6B0upbVIFWCGttHkIEm3hKdZoKDnppe+oorubkG2upIj0FfXZv1JuIkixjzFiE3hS96bjK7KJswV1odanrBjdbEQ1aBF0EMqVAuGMM+XxlYjK5JMMdSpCbYUIQhKjvzPVtQ5jT8vB7UrdpgYoymCxFmCyzzwJzPJ6ODnq3vId/aAhjQQF5V12JPiP5j/qBQU/kedPjU9xjTHcPOvz4+lwYktgQWhXpKbh2bTmv7WqO6lxBENBqRKzZ8xnuO0XqejiqxIrOYGP+6s8nexox0fx/v6f9Ty9MWJC0Pvk0VV/+IrmbLh97zVl/FseZM2gMRjJXrURnTVG/i/NOCmSsLmHoQAfEEKf2D3pUkU5FqkoyuHPTXJ7bUh+RV5IoCmSmG6guzwRpFd1NWwn4Eu9xrXIeUWtEiqFMfDIEUU/ZgjvIKlw+a/OcQ14vPe+8S9tzz59/8dyHXfL5OP2Tn9K3ew+5G9fT+dIrDJ88OaGfoaGggOI7biV73Vr0mZnEA12WCV2GicCQJ7K1zjmh9nU5IBTbRqI+K7mOkrPz05UgPnlLLfNKM3ni9RMzNqeF84Uwd181D61GBI2JeSs/y8nd/40UitxXRCVWBHLLNlBafRuD3UdoOvoUshx7xo3OkMGijX93gaVp6iOHQjhOn8F5toH+3Xtw1B1HDk1fDTiwfQcD23dM+jNfVxcNv3qExv/9NYW33ETFJz6GICq7zSUIAplrSuh540zkoQsZPG32mB5kNSYthuzkNlpQRXoGLltaxGVLi+jsdfGtX75P/xTVSIIAFpOej1wzj1s2zhl73WTJZ/7qL3Fyd2r0yJu9CGN3waI515CRv4zjO388paOcqDFQsegjZOYvASCrYBnW7AU0Hv1djCEogbKFd846ge567Q1an/kj/v7+GG10L0YOBul4/kUcp8+Qd+VmRL0e64IajPnKxOlti/ORvAEGdrUi+UOR/eli/MrlXlM180FxRlAqZUUQhC3Apk2bNrFlyxZFxkw1AsEQ2w51sOtYJ/5AiJqKLJbNz6VvyINep2HpvFwMusmrlYZ6jtFw5IkZneZUJiJqjOhNGchSEHN6MbmlG0jPGrkJ2ntP0HDkd0gX5KPr9Bbmrfzc1J1tpBC9rTvpa9+DxxmuW5uARmeiZP4t5BTPru7wna+8RsMjj46Is8ICPSUaDTnr1zH3y19Ea1YmXBDyBXE1DCD5Qki+IP3vN8dvu0cjkH/9vIT0RNy8eTNbt24F2CrL8uYLf66KdAIJBf20nX6Jgc6DEYU/RI2B3JJ1GNJyaT/9ckw2nNEz+qw5mpeo/LdDEPXI0khJvUZrIqdkLcXzbprW49fr6qG3dSeOwbMIggZb7kJyS9Zd5C89FcGAG6+7j+a6Z/A6uxmfFpBVtJLswhV4XT1o9RYychcgalK/k8d4pECAfZ/9AoEhe+IEehwZy5dR+0/fUXzckC9Iw892xU2ki+6undgRPY7MJNJquCOBaLR6yhfeRVnNHTgGG+nv2MtA58GRx/hJTI8M5lxKqm8hI3fh2GtZ+Us5te+XeBydFx0fPwTSMsqRQoHzK09FvvDnxFcQyMxbTHnth/G6ehBEDSZLQVi2nca0PEprbo96BlqdGYutjNoN/w/HwFncw21jHcRHhd6aPS/q8ZPNcN3xpAk0wNDBQwyfPIW1plrZcfd3RPbxj7BkXGNKnXCWKtJJQBA1WLOrSM+ai1ZvobdlO7IAMCLWOkM6JfNvmbQDikZnpGbNV+hr30N/+178PvuImMkyotaA3zOIPP7TO6njnXD+xjDFDWK8gALklV5GZsFShvtP4xioJxTw0Ne+Z5LzZkajNSKFAsjI6A02ckvXk19+BYKoSarZfXrWXNKz5ibt+vHA1dycNIEe5cT3fsCi7/8LaeWTuwFGihSUGNofQT9FAXI2liPoNfRva54x71owaNDnpk5hkirSSUQQBEqrbyWvbCND3UcIBX2YrUXYchYgiFM7cYkaHXlll5FXdtlFPxuLfY9uqAkCIKA32KhYdA9ptlIEQUNPy/u0nXnl/DEyTKgAGBdiyCpYRmbBUgRBwJZTjS1nZFVkyayk6dhTTC7U58MjBlMW1uxqTNYi0rPmYjTnEAr6kUJ+tHrzrDe6T1Vczc00PfZ4sqdB0OHg+D/9K8v+6yfo0mPPrXY3DiL5wvSoBkSdBuviAjRGLaZSG62PH0SeZlUt+0K0/OYghbctwJCTfLFWRToFMJgyya/YpMhYGXmLWLj+r+ht24VrqAlR1JGRv5jsopVotMax4/IrNqE1pNPd+C4eVw8IAsa0AtJsJXid3QR8DgzmbHKK144J9IVkF60kPWseHfWv4RxsQJYl0jIqKK2+Fa3eQsA7BIKI3nhx5ZpGq0ejnV3x3dmELEkc+tr/S/Y0xvAPDNDzzrsU335bzGM5z/RFdHzB7QuQfEH6tjQyXNc988OfMFLp2PHHY5R9cgUaQ3JlUhXpSxBjWi6l1bfOeFx24QqyC1fg944U20wmpjOhN1qpWDS5mZTelJiNF5WLqf/F/yQ9zHEhnX9+TRGR9kXYMHpgezPeTkfEkbmg04+jroeMFUWRnagw6nOmCnqjLSqBVklN6n/xMD1vvpnsaVyEr1eZTj6R3nu8HZEL9CjulqHoTlQQVaRVVC4hBvbtp/vNt5I9jcmRJFxNTTEPYy6N84JivKDH0k9PIVSRVlG5hOh8+c8pF+YYT8gTe46/bXkCwg/n3sK0ioz4X2sG1Ji0isosRw6F6Hz9DTr+9AK+nhRuDiyKmEtjT7E05JgR0rTIrvh2PtJaDaQvSL4FrSrSKiqzGF9vL8e++y942zuSPZUZyVyzGq1FGbMirUFHIJ4irRUovnsRYgo0pVXDHSoqs5i6f/n+rBBogOFjdfiHhhQZKzAcX2sErUmHPjO5FqWjqCKtojJLaXnmWTwtrcmeRtiEnE4OffWv8Xb3xDSOr9cFwfjG3SPpqxhvUmcmKioqYdP3/nZaf/eHZE8jYgJ2Oycf/FFsYzjj781unps6/UlVkVZRmWUMHz/B6Z88lOxpRI2roZGhQ4ejPj8w6FFwNpMgQNbqkvheIwJUkVZRmWW0PfvcjB1VUp22Z5+L+lxBjG/ucta6UrRpqWNZoIq0isosQgoEGDx4SNExRX3iBcl+9Bhdb0RXFWnItSg8m/PkbK4k+7LyuI0fDapIq6jMJmQZJGXbsK194rdU/eWXSZszB2FUsAUBXU42aXMqFb3WeBp+9QiDBw5GfJ6p2Io+Tu50tiUFcRk3FtQ8aRWVWYSo12PIzcHXG5kT3FRo0y2IOh3511xF/jVXAeDr7UOWQhjy8hAEAcnvp+25P9H+wstIbrci14URp772P71A5oqLfdNnouCWGtqeOYrkUrYd3dmf7SLvmrkpJdbqSlpFZZaRfflGxcYquv1it0RDbg7G/Pwxe1pRr6fs3ntY9/vHKbz1lpHwiCiO/BcLsoz9yFE6X3mVkDeyvGdDjpnyjy8n6zJlGgmMIcn0vFGP/WiXsuPGgCrSKiqzjPL7741dIAFzeRkld98V9vGCKDLngU+x8uFfMPeLn2fOA58ic/WqmOfR8PD/cuRvv4l/YDCi87RperLXl2EoUD5G3fNGPZI/vmXn4aKKtIrKLEPU6SZdAYeLJs1M0R23s+yhn0zb5Hcq9FmZFFx3DYU334R14QJFnOLcrW3U/+KX0Z0cD0MpGbpeO4McUjb+Hw2qSKuozEIqPvExdJmRN1Wo+fY3WffE/1H5qY9HJdAXknfVlYg6ZZq2Dh04hLcrsjCDFAjhH4hP3rTrdD8tTxwmNENPxHijirSKyixEEARqv/sPEZ1T/KE7yF6zWtF56DNszP3i5xSJT8uyjLstggazwPCxbuRA/Fa7/m4X3W/Wx238cFBFWkVllpJWWUHRbbdMH24QRUylpdT+6z9T8YmPxWUeeVddyZIf/QBBF3uymDYtMpe8of3xN5dyne4j6PTH/TpToabgqajMYio+/Um06el0vPgSQddIepyo05Fz+WUU33EbhtxcNEbjDKPETvq8KuY88GnO/vJ/oh7DmJ9HevX8iM4JJsDHAxl8fS60luRUIaoiraIyixEEgdKP3E3RbbcwfPwEcihEevV8dFZrwudScMP1uFva6Hz1tagKbvKvvQYhwrCJnKB9vWT6Ss+qcEdIknEHgkgp3B5IRSUZaIxGMlcsJ2v1qqQI9ChzPvcZlvzoB+RsuiLic+3H6iI+RzQkRjyTKdIpu5KWZJnD3Xbea+mlftCFLySN9Yc0a0U2ledy09wCjNrkd05QUVE5T/q8Kqr/+msM7NqN5As/HGE/fISg0xV29xZZlkFKzILNfriLvKvnJuRaF5KSIu3yB/nBjlN0uyf/A7uDEq+d7eZ0v5O/WjsPg2ZWPRCoRMmQN8C2lj7qh5xoBYENJdmsLIw8DU0lMeRfcxWdf3417ONlWSbk84Ut0p5WO5IvMW6A7pahhFxnMlJOpAMhiW9vrcMVmP7Nl4GzQy4e3HGSjy4qZ26mMr3TZqLL6aV52I1RI7Igx4o+zBuEJMvs7Rjg1YZu+j1+NILAvCwLV5blUJlhwaSb+Ymgx+XjuVPtNNvdeIIhtALkW0xsKsthdWGmInmvF9Lv8bO9tY8OpxeTVkO6Xkufx4+MzIJsK2uLMjEk4Glme1s//3e0mdC4hdOR3mGEg42UpJu4dV4hy/JtcXkPVKJjzucewF53HHdTc1jH6zMz0GdmhD1+0JG4jIvAgIfBvW1krCpO+GcspUTaHQjy3feOzyjQ42lzePn3Xaf4/PI5LC/IUHxO3mCI91v72dHaR5fbR0CSERjJejLrtNxSVcDVFdN3FA5KEv+1t54T/c4Jrx/qtnOo2w6AXhTINRvINOpZmm9jc3nuhGP/e289R3qHLxrbPuDk9ICTP5/p5DsbF6BV8KliV3s/jx9tQZLlSZ8q93UO8dKZTv56bRWFlvj0g6sfcPJmYzcHzr1PFyIDrQ4PvzjQwMLsdL6+pkoV6hRC0IZf6OIfsjNcdxzb4kVhHa+zGSKfkAhEs9koQ997TQQdPnKvSmzYI6XiBH843saQL/LqnpAMjx5uIjjFjnKHw8OpfgcDnsjuvE5/kB9sP8lTJ9podXoJnFMqmZFQmNMf5MnjbfzqQMO0m5mvnO2+SKAvxC/JtDu9HOsb5vd1rfzl64c4fE6YHtozuUBP+B1dPr78+iGO9gwRUiBO1+Hw8PjRFkLS5AI9ypAvwPe3n6J1OHx3tEGvn5N9DnpcI6Y6sixTP+jk+dMdPLS3nv/YdZrfHm3mu+/V8cNdp6cU6As53u/gD8dnT8+/DwK+ngj6GYZCnPzRfyAFw9MAY7EVTYRpcVqLgYLbqiGaxgEyDB3qwh/vzjAXkDIr6WFfgN3tA1Gf7wtJvHK2m9vmFY69dnbQxVPHW2mynxeQ/DQDH19cxrys9BnHfPp4Gx2umTc+9ncN8fU3DvPNDdUUpU9cUYYkmbcbI2+86Q1J/Gz/WfLT9HS7wru5SMB/7WvAptdwTWU+18/Jn7Cq9AVDHDsn9tkmPX5JxqgRMWlFDnbb8YUkKmxmanOtvNvcSzBMsfeFJH608zTfmuT3h5FQjwBsa+3jyeNtYzc7gDSdBi0y9guqxk4NTH9Tm4p3m/tw+kN8emk5WgVMiFRiQ2MyEhyefoExnuCwg4E9e8nZsH7GYwVBoOCWatqfPBr++A4f3a+cIfuyMvq3hReGmYAs4zjZS/Z6hd33piFlRLppyE2s679D3UNjIt067OahvWfwBqUJ43a5fPxo1xlW5GdwdUUuFr2W3R2D7O8axBeSKLeaubI8hyFvgJ0d4d80PCGJB3ee5t8212LRn39bHf4A7mD0mxvhCvR47P4Qz53qoN/j5/b5RbzT1MOWlj4cM7h6jS4u8syGiOfsC0k8frSZQosJSZapyU7HoBF4p7mP+gHnlE+YkYS2wmV/1yBWg5Z7F5YqPvZsobu7m4aGBiRJoqSkhLKyMlpbW9myZQvDw8NoNBqWLVvG2rVrEeN4M8u7+ipan3gyonPsR+vCEmkAc4mN4vuX0P7EkZkPPvf5lkMS9mPdCBoBORS56iRqs3KUlBHpne2xm5i7xonQy/VdeIJTB58OdA9xoHto7N+jAnWkx87hnvAery/EEwzxXksvN1WdX80fDvNRXWlkYEtLH1tb+sK++UnyyOe42+WL+IYpAw1DbhqHRp5adsbwVBQrkgzvt/Zx27xCzAqUKieTgYEBTp48idfrJSsriwULFmAwTB2LdblcPPvss/T1jXyfBEFg165dCIIwkrI2jh07drBz505uvfVW5s2bF5f5l9x1Z8QiLUS4Ea23hllROe7XDw55EQ2ayHtFyiNe1okkZT7BTfbY4zxZppH4VFCSONQ1FNG5kjwi1LGu5l9v6KE43cziPCuyDC+ejr+3wHREI7aJvF688IVkmuxuFuYkr7AjVrZs2cLBgwcniOv27du5+eabqaiouOj47u5unnjiCaRxezOj514o0ON//uKLL3LPPfdQUqJ8h+zh4yciPifvys0RHS8aNKAVYZpF2UXIjJxDZCIt6EUs1TkRnRMrKRO0cwdiswMUgHXFWQAM+4JRbeAqkRfvDob4xYGz/Hx/A/++6xTDcXicVwmPfnfyTHFi5eDBgxw4cOAicfX5fLz44ovY7ROf0BwOB3/4wx8mCHQk7Nq1K+q5Toevpzficwb27ovoeFGnIb0mcuGMJsxjXZCHGEa6rJKkzEraqNXgjuROeAGVGWmsL84G4ECEq+h4cCTKkImKcgz5lO1/lyhkWebgwakbtAaDQQ4fPszll1/Ovn37OHLkCENDQzFds6WlhUAggE4hb+hRAhFsGo7S+sSTFN1yU0SOeJkrinAci2yDPhqf6IAn8Z+plBHpcpuZAW90wlZuNfJXa6rGCkvqepMrkKq1SGowW7OlnU7njKLb1NTEiRMncDqjy4KZjGhX4VOOFwjQv3tPVOfW/dO/suTB7yNowlu1am2RO/3J/sifct1n+vF2OTAWzJwdphQpE+5YUxRdeW+xxcg3N9SklIeHqtHJRxRgQU7ivkhKojknTPI5I/wL/wPo6+tTVKAtFsu0G5KRIgUCnPjeD3CePBXV+c7TZzj9nw+FfbzGoEU0R/4UoM2KvAjLfjixTWpTRqRXFGSSFmGs567qIv5h44KL8mEX5dmUnJrKLGRuhoW5mco3KE0ETqdz2qrJ8WKtFHPmzFF0vPYXX2LocBhpcdPQt30njjPhd0WJph+hISdyO4lAgotZUkakRUHgprkFEZ3zXmsffZOYMK0vzk6dX0wl4VTYTHxxRWWypxExfr+fQCDA66+/rnjoYSY2btyo2FiyJNH29LOxx/1kmb5t74d1qPNMH3IU+cuuM5Gn/mqiWLHHQsrEpAGum5PPq2e7cYaZ6dHv8fPz/WdZX5xFq8ODLENQkmmxu6PK7lCZ/QjAN9fXoImm7DdJnDx5kh07djA4OJiU62dlZWFUsHtL8++fRPIq0DFFlgnYw9t4HNjVFuU1Ij8lvXZ6rx6lSSmRBvjM0nIe2nc2rGNleaSC8PnTnSP/jufEomBUJlJtXuEgMPvmLQArCjJmlUBv3bqVffsiSzlTmg0bNig2Vucrr9H+7B8VGy9c21J/f/jeMVEjQNrcLNLmZMX/WuNIOZFelGfDqBHxhhFfki/4/6lGba4VjSAw4PHR4fQhyXLKznUqZpNYa0SBm6oiC5klE7vdnnSBBpg/P7K+glPhbmuj4eFHFBlrFNuSJWEdF008eloEEA1apHOGb9p0A7alBWR+0K1KR1lekJHUsmKlKEgzcs/CkSquJ4+38m5zLwIJayYREzKwPM/GoVmU7726IJMya2JLdqOls7OTP/5RuRVntBQUFCgmOq1PPqPIOOPJWBKebamgE5H9ygm1qNMw9yvrkEMSUkBCNGiSZoGbcvtrAx4/ezuSE5tTEgFYMi7L5LZ5RZSmm8d+NhtwBUNUZ8+eDInC9Ph3xVaCzs5OnnrqKXwRtJaKF5WVym2w2uuOKzYWgKm0FI0pvBS5dIVLtUfT+QSNiMaoTapHecqtpF9r6CJ4CVSDzMuyTMjTNes0/O26ebzf1s/bTT30zoKS5fpBJ9/fVMu3t9bNitX/3IzEdOeJlW3bthGK1NhnGvLz8+nu7o74PJ1Ox+LFiyM+z+138/M9v+V0XwP+UACL3szcrHLWyrFZO1xI1Ve+GPaxuVfOZfho5JbAUxG0e3Gc7iN9fmJ9OiYj5UR6V3tqrKKniouLwsiG5XSatSTHymeWV1z0ukGr4eqKPDaV5fKPW+vojbAJQTKQZLh3YSlP1KW2mb5Zp6FyFoi0w+GgrS3KTIQpuPPOOxkYGOD999+nq6trxvQ9QRDQ6XTcfPPNpKeHX/Az7HPy2P4n2dG6f8LrnqCXXvcAurwAy899fWNddxbeejPWmuqwj1e8m7cMXX8+haARSavIQEhiH9WUE2mfgiuMaDFrNfz02iW0Ozz8dG899nObB6NJA8K43TSTVoMnGMKkFZmfZeHWeUWU2aaPi2pFga+uruKHO0/hTGEDJqtBR5ZJz5XluXQ6PLzbErudbDwQgOsq89DNgobEPp9P0UIUs9lMWloaaWlp3HfffQCcOHGCt956C7/fP/aYrtFoKCgowGKxkJuby6JFizCbw4vf72jdz+8OPkefZ/p9op1L0lhc70EbGvl6RCvUotlM2f33RXyeJk1PKAr/9SkJyXT+6Thai56MlUVkrlbeJTAcUk6kNYIwbSuqeGMzaPnW+moEQaDEauZji8r45YGGi1bOggCZRj3f2ViDSatBjDBmVWAx8h9XL+Ene85wepIuJAJwz8ISqjIt/GxffVRtxWJBADaV5qA9d2e6f1EZV1Xk8typDuoHXTM2EJiKNJ2G5fk21hRl8cKZThoGXTFnj1xemh1xIVSyaGxsVHS8m2666aLXFixYwLx586ivr2doaAiz2Ux1dfWMZd/djl62Ne/B4XNhNVrYVLGOxw89y+62qc2exhPUiTx1XSYfemsQU5Q+RKJez/yvfQWtOfJybWttHoN7lH1KAQi6/PS910TIFyJnY7ni489Eyol0hS2NM4PKeRJMxZJcK/fWlhIISWxt6SMgSawsyKQ2d6L/8NL8DD6xpJw/nuzA4T//yauwpfGZpeWkxWAqrxEF/nbdfOp67Tx/upMW+0h3mursdK6fk8ei3JGNx3+/egnvNvXw9Mn2sFtaxYIArC7M5MYLhK/AYuJLK0eacNYPOHmnuZf6QSeBkIQEeAKhSQXXpBVZUZDJqsIManOsY6s7QRB4aG89ISn61MT7FpRwVWViiwuiRZZldu7cqdh4VquV8vLJRUOr1VJTUxPWOK1DHfx016O02id6nz917KWI59SfqeORu3NZcNbDtXuc4a2mdTr0mRlkLl1K4S03kVYRnRBmX1bG0IEO5BjcNCfl3GPB0L52MpYXok2LrK9irKScSN8yr4Cf7qmPa27uVeW53Fd7vrXS+P89GeuLs1ldmMnxPgfuQJBCi4nyGUIakVCba6M21zYmVtpJijGurMhjc3kuR3rsvHC6ky6Xd0KvQCWYn5VGcbqZtUWZM/peVGVZqMqaeEyHw0PDkIthX2CsLVZlRhrL8jMm/Z1qstP5ysq5PHuynXbHeT+EcH+rCpt51gg0jHRZCQSUs7q89tprYzo/GAryu8PP8cqZdxWa0SgCJ+aaKOkJsLDZN+0fNHvDemq+8TfKXFUjUnTXQtqfOqbIeBcihyRc9f3YlhbOfLCCpJxIL8yxcmd1Ec+dUqajiU2vxWbUoRNFym1mNpXlTNosdSa0ojghpS4ezFQpJwgCS/MzWJqfMfZaUJJoGfYgMBIzf72hm163n2yTnvXF2SzOsyIKAl1OL//8/omRgppzX5rR744A3Dg3nzuri2Oaf1G6KeL3tjbXSm2ulbZhN+5giPw0IwaNyGtnu3jlbPeU32+NAF85t6qfLSiZ0bF06dJJu7OEiyzL/GDbzznafVKxOY0hjPyft9bb6N5YwN9c8UVkQeDMf/4XzjOnkSUZY34eFZ/8ONlr1yh6aX9/nMyPzq2mpSjsTWMl5UQa4Ma5BSzNs/HcqXaO9AxfHA9m+tWWAFTazHzrsvAe92YzWlFkzrishs8tn9zNrMBi5BOLy3j8aAujrXlHbwmLcq3cUpXY1cGFlFxQhHJHdTHXzSngv/fWUz/kmvCzwjQDX11dhc2YWKObWMnIyFBknMWLF3PNNddEfb436OOH235BXc9pReYzFbIAx+Qe5CwrJp2RJT/417heDyDojGPGlAyC0lkkYZCSIg0jq7KvrKrCEwjy+7pW6s6FGjIMOi4rzUGWJF4+O3luqEYUuCPGVeGlyLribKoyLWxr7afd4cGs07CmKIvanPSkJutPhVmn4RsbqvEGQ9T1DuMLSVTYzFE9CaUCHR2xPx1aLJaYBBrgZ7t/E3eBHkWWZUQhcVk3GmN8Ja33rbPIQYnMlYnTl5QV6VFMOi0PLJu8KmpRno3Hj7bQ5fSOpfyUWk3cVV08aw3f402O2cCd1UXJnkZEGLUaVhZG1xQilfB6vTGPcfnll0fVm2+UNnsne9sOxzyPcNFptISkxIUIXI1xtpOQoW9rE+ZSG4a8xFTjprxIT8fcTAv/csVCXP4gXS4fJq04a1dZKpc+2dnZMZ2/cuVKFi5cGNMY25r3kEibL38owCtn3uHu2pvjfq2gy4+nNfKeihEjyQwd6iT/unnxvxYp6N0RDWl6LXMz01SBVklpcnNzycuLLhultraWTZs2xTyHY/HYKJyB95p2J+Q6kj+UMPcyT1sCbgbnuCREWkVltrB58+aIz5kzZw7XX3+9IvsG3a7EVo0KCNi9joRcS5tuOF8WHGckT+KKy1SRVlFJIKWlpeh0kWWlOBwOxTZ2le6NGA4F6bkJuY6oFWNv2RUmgjZxG+2zQqST8cFSUYkX8+ZFFst0OJRbic7PUbbhbDhcM+fyhF1L0CVG0gRD4rbzUnbjcLC3kwNbX6H+2D6CAT9ZeUUsWX81tWs2J3tqKlPQ1XKWo7vexudxUzynhkVrr0Snn94v4oPIpk2bOHHiRNiLD71euTLkG+ddycHOOiQ5MV1A15Ys5+o5lyXkWjDS/dvbEf/wiqJGTjOQkiLd29HC8//7I/xeD/K5D1N/Vxvv/ulxDr3/Brd9+v+RnhHbTrnSOO0D9HW2otMb0BtN9LQ309l8ho6Gkzjtg1hsWdSsvIxlG69Hb5hoTh8KBgABjTYl/xwzEgoG+NMjP6Sr5XxvyqaTh9n+6tMsWrOJ9Td8GINxdnRMSQRdXV0RHZ+bq1y4YEnBAu5ffDu/O/InxcacDL1Gx/1LbueGqitjShmMlPSFeQkRackbRJZkhATEwFNSFba99PsJAj2ewd5Onv75v3DPX/4TFmvyc2e9bidbnv8tDccPIE1V9isIOOz97H3nRZpPHeGOB/4Ond5A44lDHHjvFbpaziIgUFK1kJWbb6a4Mnwf3XAIhUIc2/UOPe1NpGdkMW/pOrLzlUvGf/0Pv5og0GPIMsd2b6Hp1FHu/OzfYcuaPT4b8eTgwfBc5UZpaGhQ9Pq3LbiOrU17aB1uD+v4ovR8NpavZm5WOQc7jiEgMOxzsattP6ELvqM5pkxuqr6azZXrsOgT7+9tW1LAwI4WQm7lPFImRR5pfmvIjf/vmHIiPdjbRWdL/aQCPYrHOcxT//3P3PWFb5GRnR/X+QTPGeJoz232SJJEy+mjDPZ2YjRZOLzzLfo6Wpi2UF2WRx5tBYHutkaO7HgLncHItpefOH8IMq31dbSdPcF1936eqkWrFJn/gfdeZdcbf5xwA9n37stU1Czjhvu/NPZ7DfZ08u7zj9PVUo8UCmE0W1i8/mrWXHUbwjQrobb64zQcPzDtHJxD/bz+xK/4yFf+Merfw+/10HTyMH6fh5zCMrQ6Pe0NJwgEAqSl28jIzie/bG5CV23R0tMTWQcRWZapq6ujtrZWsTl8ee3H+fu3HpzRFvjjy+7ilurzFY7LC8/3HPxC8KMc6qyjw9lNqbWQJfkL0GsT6xB3IYIokH/jfDpfOKG8G96EC5G4TUqlNuUEQdgCbNq0aRNbtmyJepz2xlP86ZEfhv0G3Pqpv6Z8fvgtgGRZxutyoNHp0BtMDPV1Ewz4sWRk0dF4iuGBXvQGE/3d7Zw8sB2fZ8Q3wmBKY8Hqyzl7dB+Oof6Y/kBp1kz8XjfB4AV3+3NiLggCOYXlZOTkoTMYsWbmUL18PekZkbXyObb7XbY8/9spf643mimvXkx+yRzef+XJSX+nrPxi7vvav16UXRAKBnjjqf/h7LHwu12nWTPJKSghI6eAqiVrKCyvCuu8g9teZ+87LxDw+UYKMaZ47w1GM8suv57VV90W9pySwaOPPordbo9oQ7ysrIwPf/jDis7jWPcpfrrzUYZ9F4cHBAQ+uvRObq2JzWkvWfh6nPRsbcTbHJ9GyhqLnsrPrlKkY8vmzZvZunUrwFZZljdf+POUE+nmU0d46Tf/GdE5VUvWsPaaO8jMndwkqLPpDId3vkVPWxMet4OA14sgCGj1egL+cc1AE5hFIgjitIIzGbbsfK79yAPkl86dMSUrFAry63/7Ol63a9rjwiG7sJSNN91Le8MJJEmiuLKa5tPHOLrrbeQZWjVNiSAwt3Yl1937eTSaqR/oju99j3eff/z800g48y0o5UOf/2bKxsG3bdvG3r17IxLp/Px8PvrRj8ZlPvX9TTQMNjPoGUYAyjNKWF2yNKGeG/Fg6GAHvW8rGyoaJfvycrLWTm9xHC4ziXTKhTsaTxyK+Jz6I3toOLaf5VfciM/joqvlLFqdjrL5Szh7dC/93Rd3a5BlmYAvdi+FaJkunDMV9v5unv3l99FodZTOq6WoYj5Bvw9Rq2XOguVkjYszdzbXKyLQAP2drbzw6L+P/fvA1lcJ3/V5CmSZs8f2sf3VDIora/A4h7Fl51Eyd+HYDUiWJPZv/XNEAg3Q39XKa7//Bbd/RhmfYqVZsWIF+/fvj8i6NJJehJFSlV1BVXZF3MZPFiFXfOLS+hyzYgIdDikn0jPFN6dCkkLs3/IyCMLYl3zSzaxLgFAwQNOJQzSdu6EJgsDuN/9E1aJVXH33A2h1Opz2eBrNKPfEcWT7WxzZ/tbYvzVaHVWLV2FOz2R4oAd7f3QdoFvr6+jrbCGnsEypqSrG0NBQxN7SSjjofdDQ2gwz+xpHikag8I4FCg44Mykl0q31dbgdMcaQ5BE/vGhWqrMVWZYREKg/tg+DKY3Nd3ycY7u3JHtaUREKBjh1UJkWU0d3vcuVd35CkbGUpLm5GUEQIno6cLvdNDU1xWT0rwRut5t3332XlpYWJEkiOzub9evXT9nGK5mkV+fSt7UJyRdUTKjTa3LRZyTWIyilgk5Hd76jyDgfJIEeZfR3PnlgO53N9XQ1n0nyjJJPf1drsqegKEeOHEnq9dva2nj44Yc5efIkbrcbr9dLe3s7zz77LG+++WZS5zYZol5D/nVVimzuASBAxorE2/ymlEgP9U1u4q8SHrIkEQoGI8q4uJQJ+BNXFRYJ0a6GBwcHlZ1ImASDQQ4dOsTTTz+NNMVG8ZEjR0Y3v1IKy/wcSu5brEi5uHVJAcb8xHhIjyelRDoFm4PMOmRZQqtLbq5qqjDQ3RbVRnS8KSoqoqSkJOLznE7nlCIZL5xOJ48++ihvv/32jOGZffv28corr+BPsZtj0OFHDsT4vgkgeeJcIDMFKSPSZ48foL87vAoolekZ7OlAFBPfiy31ENj37svJnsSk3HrrrRQWRtZX0uv18sgjj9DZ2RmnWU1kx44dPPzwwzidzrDPOXHiBI899pgiXWiUYHB/O50vKeOh7TzTj7tlSJGxIiFlRPr9F5+Y+SCVsDhbdwApgS2LUhYBetob8bgS42ccCSaTKaq0OqfTyTPPPEN3d2yhwfb2dg4ePEhdXd2kgvrOO++wc2d0G7gul4tXX301pvkpwcCeNvrebYSQAruG54ZwHI8u2ygWUiK7wzHUj8Pen+xpqFxijFZvRl1wE2eam5ujOi8YDLJz507uuOOOiM/t7+/nueeeY3j4fGcRrVbL2rVrmT9/Pr29vXi93oj9RS6koaGBYDCINkmmYXJIon97dO/v1INCKIFm/6OkhEgHA6kVw5rtCEJCiydTF1kmu6AEc7ot2TNRFFmWaWxsxO/3h2VjGggEOHHiBCdOnKCt7eLCrmAwyPbt29m+fXvEqYHT0d3dTXFx4rpqj2focKcyK+gL0Gcnvoo1JcId1qxcxGlKg1UiRN2BHWP55TcmewpTEktusSRJvPDCC/T3T/8Earfbefzxx3nzzTcnFegLUbLBRlNTk2JjRYqnLT4hrvSaxHSZGU9KiLRGM1LWrBI70znWJYqCsvCMk+JNTlEZ1cvXJ3saU7Jq1So0mug3eFtaWnjyySenTc176qmnsNvjYzI0E8m6LoDWFJ9Fn6s58WmQyf9Gn+Paez+PVfUbVo4krqbLqxdTXr0kadcfZfPtH0/2FKalsLCQm2++GbM5+kdor9fLm2++OekKePfu3Yq23ooUiyXxOcWjmCsy4jLu4P7El+enjEhrNBo+9jcPYjAl3ij8kmFUmOXI3PWUpmTuAq6953MUlM1N2hzm1K5M6vXDZd68edx6660xjdHa2sr//u//XuTvsX///pjGjZXly5P3dJw2NxtdpnHmAyNEcvrxdib2xpcyIg0jRkFVi1YnexqzEmE0L1oeF1cUhISvqG3ZeRSWz8NoSuOuz/89N3/8a1QuXJ7QeZjTM7nh/i8l7Hqxcvz48ZjHGB4e5qmnnhqLUTudTjweT8zjRsvcuXPj6tw3E4IoUHzXorgIdcCe2BzwlBJpgKqla5I9hVmH3mDiY3/zIB/58j9SVDl/TJyFUUfABAmkRqvj2o98buzfgihSuWAZN3/sqyxed1VC5gCQkZM3Kzq0jKJUFaEkSbz22msAEbvsKUlJSQk333xz0q4/ii7DSPmnVyquclpLYit6U+6TnF9cgVandpgOF1Gj5TP/8F9YM3PIK65goLv9vDgnGJMlfcoQw5L11yAkyETeaE5eLDQaampqFBurq6uLYDCI1WqNKdYdDUajkbvvvpuPfOQj6M61ZUs2giBgXVKg2HgamwFjsVWx8cIh5URabzRRvXw9gigmVGjSrBkxZ0YIgnhuDGH0hdgnNgPpGVkTuoxf1JILEvM+CgKu4SFCwcmT/TNzC6hasjr+2SeCwPxl6+J7DYWpqKggLU25vZj+/n4EQWDBgsT6HldXV1NeXp6UBcJ0ZG8oR9ArY5OQd+WchP9+KSfSAJfd+BHyiitHHtnHi15cEFi09ko+8Y0f86lv/SSqwgdrVu7IPAXQ6vQsXH0Fizdcg1ari/v8TWkT434FpVNslsX5gyUIAnqDacIN40KuvuszVC/fcD5+HgdK5y6clemc9913n2JjjYrIihUrFBszHLKzsxN6vXDRmnWU/sVSRGNsaXmaNB2WqsT/jilZQaI3mvjQ575B/dG9nD68h4DPgy0nn/aGkwwP9M54viAI6PRGTGnp2Acmq7UXsGZmU7lgOSuvugVz2sjji9li49N//1O6Whv48+M/ndHzQW80s/mOjzN/6Vqc9kG8HifWjBz0xhFT8DVX3UbL6aOEQkEyc4t47n8eRFbQU0MQRMrmLZrw2tLLrqWt4cQkxwrIMhiMRnxehTeUzonCTDnJWp2Oa+7+DGuvuYOmk4dpra+jp60J1/DgWDf1WLJSKhcu5/p7v4gYQ+5xsggEAopV+7W1tTE4OMhbb70188EKodFoqKpKjfz4yTBkm6n8whqG9rczsLM1qk7iedckJ1soJUUaRjahqpdvoHr5hgmvN586yv4tLzPY14VGo8VgNDHU3zPBUCi/dA7X3/sF0jOy6e9q4/CON2k9UwdA6bxall52Hdn5U5erFpTO4b6vf48XHv0PBrrbLvriZOQWsv7aDzF38aqx1yy2TCy2zAnHmdLSJ8x/021/wdYXfjdJA1oBrU5HMBDg4hYSF/f/Gd0MNBjNLFyzacLPKmqWsv76u9n1xh8nzFsQRDbe8mEWrbuKZ3/xPfo6W8aNP75RgoBGqyUUOhe2mEk0zsW/023ZrNwU3mZRekY2i9ddNbaZKMsyO197hsM73kKSQiPzjlCs8ksqufljX43onFRCyUfod999V7GxwmXZsmVJzeYIB1ErkrW2FMv8HJof2x9Rt5b0RXlY5uXEb3LTkHLdwqPB43LQdPIwAb+P/JJK8kvnKDLuqIF+w/EDBAMBsguKqVm5kcyc6Dci2s6e4ND2N+hsPI2o1VK5YDnLN16P3mRmx6tPc/bYPkLBIIIoUD5/CRtvvpezdfvZ+/YLE+LNFmsm19/3xSk36oYH+zh5YDtO+wAWWxYLVm4kPWPkUc3v87Dj1Wc4dWjnmG9KXnEla6+5g7ySCgxGM0P9PQwP9pKWnsFAdztbXvg//F73xIsIAjqdgXlL17Dm6jsuuklFisthp/H4AQJ+P/mllciSxKH336DxxPRmP3NrV3LDX3w55WKhkSDLMr/+9a+TZuwfCxs2bGDdunWz6v131vfT+cKJsIQ6e3MFWasi9/8Ol5m6hV8SIn0p4fO4cQ0PYrJYJ8SbPS4nZ4/txet2kZVXREXN0pgf631eN8MDvegNJmzZM1d7drc10tPWiE5vpGx+LSBgMJrQaOO7k3+2bj/b//wkw4N9Iy8IAmaLlQUrN7J0w7WXjIHSsWPHeOONNxT1z4g3K1as4Morr0z2NKLC02an7cmjU/5cTNcz53Or437zmUmkUzbc8UHFYDJjMF2cOmVKs7BorbJfBoPRTG5R+CY/+SWV5JdUKjqHcJhbu5K5tSsZ6usiFAySkZMf9xtDMli0aBE+n49t27YlNc85Eq644opkTyFqTCU2MlcXM7jv4mYjok5D8W0LUuLpQBVplVlDRgxhptnCypUrqamp4dFHHyUQSE67pnAxm80xGUSlAjmbKtHnmBna34Gv14WgEUmryiJrbSmG3NSwqFBFWkUlxUhLS+P+++/niSeeSGmhXr360rBwsNbmY63NRwpKCJrkFIJNR0rmSauofNDJycnhS1/6EkVFRcmeyqTo9XpWrlyZ7GkoiqhNbAFduKgiraKSomi1Wu677z4yMjKSPZWLuPHGG1NS0C5FVJFWUUlxPvnJT6ZU7HflypUpXbhyqaHGpFVUUhyNRsP999/PH/7wB4KTeKMoUamo1WonjC0IAlqtFoPBMNbQNz8/n40bN5KTk5yijg8qqkirqMwC8vLy+OxnP8vu3bupr69HlmWKioq4/PLLsdls1NXVjdmURsLixYu54oorMBqNDA8PEwqFsNlss8rq9VJHFWkVlVmC2WzmyiuvnLR4pLa2FkmSeOutt8LypxYEgVWrVrFx48YxQbZaE2vBqRIeqkirqFwiLF68mPnz5/P+++/T2tqKLMtotVoGBgYmFMeM9lZURXl2oIq0isolhMFg4Oqrr57wmtfrpbm5GUmSKCoqwma7NMroPyioIq2icoljNBqprq5O9jRUokTdHVBRUVFJYVSRVlFRUUlhVJFWUVFRSWGU9JNuA4ptNhvLli1TZEwVFRWVS51Dhw5ht9sB2mVZvqi7gJIiPQSo28YqKioq0WGXZTnjwheVzO5oBCoBJ1Cv4LgqKioqlzJVgIURDb0IxVbSKioqKirKo24cqqioqKQwqkirqKiopDCqSKuoqKikMKpIq6ioqKQwqkirqKiopDCqSKuoqKikMKpIq6ioqKQwqkirqKiopDCqSKuoqKikMKpIq6ioqKQwqkirqKiopDCqSKuoqKikMKpIq6ioqKQwqkirqKiopDCqSKuoqKikMKpIq6ioqKQw/x8U4zwOdChIqQAAAABJRU5ErkJggg==\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 4500\n","Propagation at iteration: 4500\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 4750\n","Propagation at iteration: 4750\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABoQklEQVR4nO29d1hc55m/f58zfRhg6B0JAQKhhrrVJcuSu+PE3Y6TrNM2m2ySTbLJ97fJpm1N203ZTXOycRzHirvjIlfJktUrEkJCCETvnSlMn/P7A4EKIGaGMwX53NflXNHMOe95gZnPec/zPs/nESRJQkFBQUEhNhGjPQEFBQUFhclRRFpBQUEhhlFEWkFBQSGGUURaQUFBIYZRyzWQIAgVQAFgA+rkGldBQUHhOqcIMAENkiQtufpNQa7sDkEQBoFEWQZTUFBQ+OAxJEmS+eoXZVtJM7KCTkxMTKS8vFzGYRUUFBSuX06ePMnQ0BCMaOg45BTpOiCnvLyc3bt3yzisgoKCwvXLpk2b2LNnD0wSJlY2DhUUFBRiGEWkFRQUFGIYOcMdCgoKCkFh93jpsbswalSkx+mjPZ2YRBFpBQWFiOH1+zneOciFfht1g3a6bE68FzPMZifGcW9pDsXJpijPMrZQRFpBQSFseP1+moaGGXS6OdE5yLHOQfwTZP2KAjQO2fnp0Tq+srKIwiRFqEdRRFpBQSEsvHq+nTfru3H7/VMeOyrcbp+f359s5N83Lwjz7GYOysahgoKCrNjdXr63t5pX6joDEuir6XG4+dI7JznXZx33XrfdRafNif9iiORMj4W367s40zM07XlPhMsX/PzlRllJKygoyIbd7eW7+6oZdHqmNc6wx89/Ha5lYVoigy43g04PLp8f90XR1IgCfomxeDaAXiWyPCuJTJOeRekJZJkM17yGJEmc6BzgROcQXklCJ4pkx+tZkmFmf1sf+1v6sHm8mDRq1ualcMucTIwa1bR+rlBQRFpBQSFg/JKEze1FqxLRq68ULI/Pz/dkEOhRJKBykhWye4LAttPnZ19rHwDPn2sjxaDlm2tKiNdpxh3banXwo4PnGfb6xr33Qk37Ff+2ur28Vd/FmR4LX1s1F0OEhVoRaQUFhSnxSxI7G7t5r6mXPocLAYGy1HjuLM6iwBxHn8PFr07UMyCTQMtBn8PNV3ae5sZZqTxQlocoCNhcHv5Q2URljyXgcSRAkqDZ4uDXFfXckJNMfoKRnPhrr9TlQhFpBQWFKfnT6WYOtPUxGl2QkDjTa6G6z0qiTkOfwx3dCV6DXU29tNsc5MUbeaexZ1pjne21crZ3JFZu0qj4wrI5FCbHyzHNSVFEWkFB4QrsHi+H2vpptTjw+P20WR20Wp3jjpOkkRV2LAv0KOf67Jzrs8s6ps3j4z8P1XJ3cRa3F2fJOvblKCId47h67FjPduMddqNJ1KPLiEelVaHLNCFGYRMjEPx+PxcuXODs2bP09PTgdDoRRZGkpCRuuOEGCgoKoj1FhUk43jHA70814pkomVlhQl6u7WBOUhzzUhPCMr4i0jGKJEm0PX8GR9PghO+rDBrMS7NIuiEPQRAiO7kJcLlcHDlyhDNnzmC3T7xicTgcvPjii8ydO5c777wzwjNUmIo2q4PHTzbik8lj/oPEX2s7FJH+oNG6vRJn+/g80VF8Dg99+5uxnu8jaUUOprmpiOrJ097dgw7sF/rBL2HITUSfNRJH81hcSH4/mgQ9ghia2FssFrZv347NNqEd7jjOnz9PVVUVCxYEVrBgs9mwWCw0NzdTU1OD1WolPj6ehQsXsmjRIpzOkUdxk0mpUpsOOxu7FYEOkfoBO35JQgzDgkkR6RjEdqH/mgJ9Oe4eO11vnKdvXxPZH5mPLtV4xfuSz0/X23VYz3aPbFNfRJtiAFHE3Tuy6lXH6zAvycK8PCfolfmbb74ZsECPcujQoSlFuq+vjz179tDU1IT/qqIIl8vFe++9x969e/H5fIx2GBIEYSysMm/evKDm9EHneMdgtKcwY5GA31Y08Nji2WhV8tYIKhWHMUj/webgTpDAa3XR/tIZpKsqpNqer8J65kqBBnD3OXD3XApLeC0uevc00vL0KYZOdeJzegO6dG9vLy0tLcHNFxgaGmL79u10dHRM+v6zzz5LY2PjOIG+HK/Xy+Ut4CRJor+/nx07dvD2228HPa8PKvtaeifMGVYInBOdgzxVFeR3NwCUlXQE8drcDJ3uxNlmQVCJxBUlE1+aNvKexQWiQM/OC7g6g1uVAiNCPeSi72ALiQsz6N55geH6gYDOuxxXh43uzjp6djeQunE25vIrd619Li+CICBqRzYtKysrg5/rRdrb29m+fTvbtm0bt6ret28fw8PDIY8NcPr0aUpLS8nPz5/WONc7fknir+cnvlkqBI4EHGnv5+652SQbtLKNq4j0NJH8ErbaXuz1AwhqEVWcBltNL55+B0igTtCRtCoXbZKB9pfPIrkvrQrtF/rpfvcCgkpE8vjGCWYoDBxuYeBwy/TGkkDy+ujZeQF1vA5TYTLWcz0MHG3D1T1yAzHkJpJ8Qx7NzdNbOUiSxLvvvsvs2bPHYsqDg4OcO3duWuOO8txzz2E0GikuLmb58uWYzeYJjxsYGMDhcGAymXC5XIiiiNlsprGxke7ubjQaDXPnziUhITybQ9GkacjOoCt2ilBGUQvgk2T5WkQMnwTVvRbW5qXKNqYi0lPg9/qx1fRiq+1F8vjRZ8WTsCgDTYKewcoOet6tZ0LvxYt4LS563rkAAhN/2nwSks838r4cyPyJ7tvXhKN1iMGjbVe87mgdou0FC1ZV4JVbk+Hz+aisrGTNmjUAHDhwYNpjXs7w8DCnTp2ipqaG++67j/T09LH3Ojo62L17N+3t7ePOE0XxilDK3r17KS8vZ9OmTTGRUSMXo8UZsYAA5MQbuHlOOksyzDi8fv7n+AWahqb3VBVJuuzjc8qngyLSE+BzebFUdWGt7sHdO4zkvbj6FWC4eZCB423oM0w4WoMQqKnEM9aWC6PWkT32K2LXV74vIXnlmfihQ4fIyckhOzub2tpaWca8GqfTyc6dO3nooYcA6O7u5vnnn8ftnrgY4+pYuCRJVFRUYDAYuOGGG8Iyx2jg9Ew/Fh2nEXF6/IQ6kgAIAuTGG/jKymLitCPSpFOr+NbaUl4818ab9V0x9zWZCJsMv8/LUUT6Krx2N23PVuHuHx4vnKMlsR5/cAJ9vSKBRlDhIbBNxmsOJUm89NJLPPjgg/h84dvA6ujooK+vj5SUFA4ePDipQE+GJEkcOHCA7u5uzGYz5eXlMz4EYtJNTwb0KpGfbi2n1TLMfxyomdD8aKrzS1PjWZZpZllmEpoJsiM+UprD/LQE3qrvorrHIsMnLnyoZH7KUkT6Knp21U8s0AoT4pfxF+Xz+Xj22WevCDHIjSRJvPfee3g8nkkzSwIZY3S1f/ToUYqKirjtttvQaMa7rc0EVmQl8/y58eGeQBCAT5XPBiA3wcg315bynwdrcHgD82E269R8d0MZcZqppagkJZ6SlJH8fkmSqO618lpdB61WJ44YykxZkZUk63iKSF+G1+7GXtenCHSAePHhRF7fBo8n/BtYTU1Nso5XV1fHK6+8wq233orBYJhx8epkg5aSZBM1/cFlFRUnx3H33GzmXjQYGnR6+MvZVpwBCjTArYWZAQn01QiCQFlaAmVpI08xR9v7+e3JxqDHAUjSa3B4fbi8019ymHVq5qbIa7ikiPRleIacSIpnQcAMI+8GyUymsbGRX/3qV2i1WtLT08nJyaGkpIS0tLRoTy0gvrqqmC+8dTKoUMWXVxSPFW54/RI/O1pHm9URlNBV9Vi4cXb61AdexpDLw97mXs71WfH4/Ti8frpsoX8WR+1VRWB5ppl5ySaePNsa0lhfWzU35HlMhiLSl6EyaJRVdBC4hdh5xIwV3G43ra2ttLa2cuTIEebOncutt96KShWbZlijCILAmtwUdjf3BnzOv+ytZnZSHCoBeofdtFodQV/XpJ1cgrx+PxaXF6NGNdZgoGHQzs+PXWDY40WSOT3PDxy92Cw3FFZmJ5Fh0ss4oxGua5H2u70MVY5kafhdXrSpRhLLs4ibPXHMSJtkmDxVTmEcuZtKYHd1tKcRs0iSRE1NDSaTiU2bNkV7OlNSHWQqXuewi85h17SuWZ6ROO41l8/Pq+fb2d/ah93jQy0KlGeY2TY7nV+eqGfYE95tw1C//sVh6nB+3Yr0cLuF9ueqkDyX4mOeISf2C/0kr84nZc2VVWiuXjv9B6dZBPIBIzUzjaSkJAYGAqhs/ABz4sQJVq5cidFonPrgKDLoirwvdG2/naWZI4umQaeH/a29vFXfdcXGo8cvcbRjgKMdsf05q+mzsmmW/OGt60qkPVYX+CXsTQP0vH1h/AEXBbj/QDOG3AR06SYslZ0MHGvDNxx7FVexjnvAwW233cb27duv6a/xQUeSJB5//HHuuececnNzoz2dSdGrRFxhTH+8GlEYsUcFeLu+ixdr2vDN4EVSp8xFLKNcFyJtPd/LwKEWXD32gFfCbc9WIagEpJn8qYgyXquLzAX5fPSjH+Wpp55ShPoaeL1ennvuOR555JErKh5jiVU5ybzdML32UoEy6opr0Kg42TXICzVt1yrcnREY1OGR0xnvgtd3sJnOV87h6g5coEdRBHp6qE0jJjIpKSlhzW2+XvD7/Tz33HP09fXh9cZeOcYtczIjdq3Rj8vKrCTequ+a8QItAPPTFNP/K/ANe2h/pRqnUvkXNfSZI/mgoihiNBon7cgSywiCENEbjNPp5IknnkCn0zFv3jzWrFmDwRCZrtNTEa/ToFcJOCO0eJmbHM+i9ER+U9EQkeuFCwFI0KlZn5cSlvFn5EpakiSa/1ShCHQUMeQnokuLG/v3/PnzZ1wRx+h8MzIyIn5tl8vFyZMnefzxxyc0d4oWkmxOX9dm86w0vrC8kCGXZ0bu1QuMhGxEATJNer68oogEXXgqTmfkSrrr7Tq81tjvUBx2BNAkGZAkCe+gE0Ejos9KAElC8vpRGTS4Bx0jtqkQWuaKShjn8qdNNZJ5W8kVr61YsYL6+np6ewPPs50IjUYTcNWhSqXC5/ONiW2wK+KEhATWrl1LcXExL774YkjNC6aLx+Nh+/bt3H777ZSWlkb8+lejV6tw+cK7t7AhN4WH5ucBcKB75iy0Rk2g5qcmsDwrCYfXR7ZJT2lKfFgXKDNKpF29dtpfqsY7NEMr3S4TPFEz0vFbn2lCZdCgTTXS+WYtfvvUAqXLMmEuz8ZYkITaOHL3lnx+hEna9rh67HitLnxOL91v1QYci48rTCZtayHDDQM4WoZAEIibk4ypOGVcP0S9Xs8DDzzAsWPHOHPmDDabDaPRiM/nw+WaOpdWr9dz2223ER8fz/bt2yc0PhIEAY1Gg0ajYfbs2SxbtowjR45QU1Mz9v7VQn31a2q1mtLSUhYtWkRmZubYl+uOO+7g17/+ddRi6zt27MBoNOL3+0lNTY1av8bV2Um82dAdtvGzTXoeWpCPzy/xYk0buxrDdy05UYsC+QlG1uWlsCYnBVWI/UBDQZDrQykIwm5g48aNG9m9e7csY16Ox+qi6XfHZuRmnypeS+atczHmm/G5vPidXlRx2nGNYyW/hL1hpL+h9VwP3qHx4hY/L430m4uv2XT2Wjhah+jZ3YCryzZ+ZS2ASq/BvCKb+LlpaMyhV09JkoQgCHg8Hk6fPk1VVRUDAwNjG2ajvQizsrLIycmhtLR0zKDIYrFw/Phxampq8Hq9mM1mysrKKC8vRxSv/Ln9fj/Hjx+nsrKSoaEhRFGksLCQVatWkZqaitfrpbm5mcHBQdLS0sjLyxs3xihPPfUUXV1dIf/McmIymfjQhz5EZmbkNvMAumxOvvX+2bCMnRGn5V83LsDq8vDnMy1UdA3KXjUYLtbmpvCJRbPCMvamTZvYs2cPwB5JkjZd/X7Mi7Tf7cPv8dH2whnc3TNvYwoBBLWKgs+uQKUP7sHF0TqEtaYHz5ALbYoR87JsNCadLNNy9w3j7LIx3DyIu2cYQS1iKk4hYUFG0PMM6rpuN1arFYPBIGtxhyRJOJ1O1Gp1yG50g4OD/P73v5dtTnKwZs0a4uPjycjIiIgPiMPj44vvnArL2CpBQKcSZ1wvxdHMjS+tKArL+FOJdMyGO1zdNvoONDPcMDAjV8+XI3l9ODutk5ajT4YhNxFD7viyWTnQphjRphhJKItszq5WqyUlRf5dcEEQpp0lYTabKSkpGQufxAIHDhwYC8nk5uZy6623Eh8vr8va5Rg0KvRqMSgnu0DxSdKME+hRUmTsWRgsMZnd4ey00fqX09gv9M94gR7l6hiuQmwSjUyPqZAkCUmSaGlpYfv27WHPsd6YPzOc+yLJutzwpNcFQkyKdO+eBvwyt6CJJiqDBn32zO7e8UFhzpw50Z7CNbFarfzhD38IaDM2VO4szsI0xZ7HB2XJIQC3zMlgtjluymPDRcyJtMfixNE6NPKP62MRTdKKnJA3+hQiS0pKCnPnyu8JLCcWi4XnnnsubOPrVCLf3VCGfpJsIVGApDDuW8QKOSY9f7u0gI+U5kR1HjH3m/Y5Lj7KxZpAjyZJBlG/KupUJK3MJWlFaKY63qEe3P3tqAzx6DJje4V3PXHLLbeg0Wiorq6OWT+Srq4uOjo6yMrKCsv4iXot39tQxi+OXRgzQRIEEBBYmW3mYFtsONJlxOnosk/+VFFojuMTi2bR73Tzh1ONDLquHSpSCwLLsszcPy83bMUpwRJzIi35/LEn0AAqgfyHFzN4qhNnqwWv3T0SkpkgZq4260ndMJu42UmI2uDN3r3Wfnpe/xWO+pOM/DIEtGm5JN/0CYwFi6f9oyhcG41Gwy233MKaNWtoamri/fffx+mMvdz8ysrKsIm0y+fn3cZuBpzuS19HaaSn5dH2wbBccyI25adS0TWI1X2lyf/sRCOfXzYHs17L+X4rT1Q20Tt8Kbc+xaDl7pIsVmWPxJIzTXp+cONCDrf1s7ell6ahYTx+iWyTnqWZSeTG64nXaShMikOMscrZmBPprrdroz2FCRHVIrp0Exlbr0zDcfXYGaxox9UzjMqowbw0i7hZwWVxOFpr8PZ3oM2YjcacQevjX8HvuNyAXcLd3UznM/9B9iPfRZ8X/cq0WMXn83P+TBf9vXZMCXpKF2SiC/HRPCEhgYULF5KZmcmTTz4p80ynz+DgYFjG9folfnG0jtoBG5dn6I7+X28EC35uLczkvnm5HOsYoMXiwKAWWZ6VRHb8pUyeucnx/PumBXTanHQPu4jXqimYIIYsCgKrc1NYfXETcDSXP9aJKZF2Dzjw9AbfgicSxBUkT/i6Li2OjG3FU54vSRLOpiqcrTV4bYPgdeOx9uFsrAJ/gLv1Pg/tT34TVBq0qTmk3PoZDDklU593neMYdmMZdNLbbePtV85is7pGKgcl+KsAmVkJ3HTnPObMDS1rIS0tjQ0bNrB3796AKhK1Wu2EFZNy09XVRVtbGzk58sZMKzoHON9vi/oDbUGikeSLqW9rAsiuyDTpyQyifdVMEGiIMZG2X+iP9hQmRFCLmJeH/kXwDHbT9fwPcXfJ5Pbl8+DuaqTjiX8iYeUdpG79G3nGnQH0dtt486UqhgYdxCfo0WrVNNT14vH4Jg6TSdDZbuGp3xzmxttKWbcltIKEFStWkJ2dzVtvvTVpJxpBEDCZTHz84x+nsbGR1157LaRrBYrH4+G5557jYx/7GMnJEy8iQuHVuo6oC7RRreKT5bOjPIvYIKZSDuwNsSfSqjgNmXeWos8IzUtB8nnp+PN35RPoq7AceQ1nV2NYxo41/vzbw/zyB7upP99LX7edxro+zp/twuOeRKCvYteOc7Q2hv4Zy8nJ4dFHH8VsNiMIwrj/AJYvX45Op6OkpISVK1eGfK1A8fl8o9VqstBpc9JhC196XyBsnpXKd9bPIyNO/qauM5GYEGlJkujedQFH01C0pzKGLiuejNvmUvCZFZgKQ1+l2KoP4B0Mrx9Ex1P/fN2a7vd0Wnn12Up+/m87uVAz/a4hf/rNYZyO0FulaTQa7r333nFFL2q1mjVr1rB06dKx19avX8+KFStCvlagNDc3yzbW/ta+qOVAC8CyTDMPz88fC3MoxEi4o/9gC0MnOqI9DWAkbS7/E0vRxMvjkWGpeFeWca6F5BzGduZ94hdsDPu1IoXfL/H4f++lq11eK0uP28f//Mcu7n9sBfmzQ7v5JiYm8sgjj9De3k5XVxdarZbCwkL0+vErvw0bNhAfH8977713xety3lR9MvYl7HNExwJ4tCB3cxgauYZKQ/sQQzYX/RYnJ871MGRzkZ0Wxy2rZ1OQHR67homIukj7PT4GK2Q0PRcgsTwLa3UPfmcAG3KXLRs0iXpy7l8gm0ADePvaZBvrWgzuf/G6Eunf/tf7dHdYpz4wBIbtHp74xQEWr8jlrgcWh7yBlJ2dTXZ29pTHLVy4kOrqajo7O0O6zlRotfKtOpP0kc8NHhXoDxVnU5ISPl+SQDlV28PvX6miqdOK/6q6iJO1Pew40IjJqOH+LXO5Y90cNGEuVIu6SLs6bYGJaSAIoDEbSLtxDmk3zsHVbcdW14ez3YKzy4bkHFlxCGoRQ34ipsIUHG1DgEBcQRKmuSmTejKHzCS2mHLjHYpMA9FI0NdjC5tAX86po62kZcSzZnNhWK+jVqu555572Lt3L9XV1Xg8Hlnbdnk8HhwOhyxtuFZlJ/O2jH7SApNvF8RrVGTHG8iON7A+L4W8BPlcEUPlVG033338MD7/tes1bMMe/u/VM+w40MDPvrIJYxhvblEXaTkRRIG0TQVjKyN9humKDT/PkBPJ60edqB8r005cHF6/Xm1GAQ5r+DdEBdX186d859Xw+BlPxLuvVbN8zSy0uvD+/nQ6HTfddBMbNmzAarUiCAJPPvmkLKEKv9/P7373Oz73uc+hnkbHap/fz8+P1k17PlczKtT3lebQNDRMgk7NsqwkipKi09hgMt440MBvXjqNL4iq4s6+Yb72s/f5+dc2o5Z7gXeRqG8cClqVLBWGgkYk+575xF1jk0+TqEebYoyoj0bSuvsich1d9tS52jOBrg4LddWR7dbx8tMnI3atUavW5ORkWS1b3W43P//5z3n66ac5eza4m5wkSey40Mnn3jzJkFtehz2JS1/vTpuTjy+axQNleVERaJ9forqhnxPnuum3XFlB+vr+en75QmVQAj1KS7eN9yvCF9aM6vLL5/TS+do5WcZKWJCBMd8sy1hyIvlCzyQIBkGtw9l6Dn3uzK5GfPWZU0TaLuNcVSfWISfxiZFN+Vq4cCE7d+6UbTxJkujo6KCzs5Ouri42b94c0HlPnm5iX2v4n/b2tvbR7XDxtVWRN7DafaKVp96opmdwpFhOJQqsXZTNJ+4o48dPHaeqvm9a4+861syNy/PkmOo4oraS9jk8tP6lEs+APJ4I5vLweBhMl/5df4rIdYbPH6b9yW/Rsf1f8fvC6zccDvx+ifffqaW9JTppmEf2NTDYPxzRa5aVlYWl6k2SJCoqKujomDpj6kK/LSICPUpNn42zPZFtPrv3ZBv/vf3EmEDDyKp694lWPvH9t6ct0AAdveHrGhU1ke4/3Iq7T54vhTYtDm1K9DcdJsLVWR+5i0kSjvoKmn/2KWxn9kbuutPE75d4/snj7H4zeh1R9u+6wM//bRe//cn79PXY8Lh9+MLQneRyGhsbw5bfLkkSe/dO/Rl48byMmVUB8rOjddT22yJyLUmSePqtc1f8W/JL47I2pkv3gIMv/dduegflt7WISrhDkiSsZ7plc7tLWjZ1GlS0EAQx4iW2foeV7pd/iuT3Eb9wU4SvHjwVh5s5VxWe9LRg6Wy38L//uXvs3ylpcdzy4fkUlsjfZizY2HGwtLS0UFVVxYIFCyY/ZiiyTw8AfuAXx+r4/ob5mMOc8tfYYaG91z7i4Bfmgq/6tiG+9/ghfv61TbI+IUVlJS15/fic8sRq1Yk6TKWxkwB/NYYoWov2vfskkj/2O9xUHJavYk5u+nrs/Pm3Rzh1rEX2sR2O8JuJvf3227S0TD53T5T8sp1eP/taesN+HfdFT5dwC/QojZ0WDp6WtzAvKiItalSIMqQ8CVqRvIcWx3TXE/Pqu0EM3lNaDvzDQwwdfSMq1w6Ggb7h2PQQv4wdz58e8QiRkaSk4CxtQ0GSJPbv3z/p++oI5fFfjQTUDoQ/5JGfmUCkP1yv7JU3xBk1dTPkTb+sMvehRahNsV3jr88rRZtRELXr97/7Bzqf/2FMe3vEyVjhGS48Hj81Z+QNySxeHJmnrPb2dmy2iQUxmm6dqghc3GJ3B9NMSRZauuQtxIqaSCetmJ4Hrj43AX1abCXDT4S7rw13JDcPJ2C45jAtv/oCnv7Y8Ee5mtwgmyREi55Oeb98WVlZzJo1S9YxJ8PjmTi86I20gl1GeYY57NfoGYh8zN3nkzeEFDWRnlaIQhRIWZMv32Rkxue0M3T0dbpf/R96Xv81SNHvk+cd6KTj6e/jc0RmVz0Y0rOi79cQCF6v/IJ2++23o1KFNxwmSRJ9fROnmanE6Cyl4zQqVmWH/+bcb4l8ExGPz0/fkHzXjZpI+0NMbxK0KrI/XBaThSsAjsbTtPzv39H3zhPYKnfjaolcifNUeC29WCt3RXsa40hKjs30yauZOz9j6oOCxGAwUFgYXu8QgIMHD074etEEbaYigc8v4QhziiPArmOtYb/G1Xi8fn7z0mnZxoteMYs9NEtEye1DitEOzj77EF0v/Ai/035x9RxjcWDJz/D5Y9GexTiK5qXHfFxaEGHWHPm6n1xOJGLT3d3d9PePL1q5cbb8qYWB4PT52X5W/oyZq+mUqRYjGATg6Nku2VbT0UuLmMZj1sCRkTp5z6CToVMdDJ7swD0Q/d6Ilop3RwQ61sT5MryW8Kc9BYtKJXL7PQujPY1rkpg4fYe5ycjPzychISFs448yUVx6YXoiC9PCf+2JqOweYlCmVNzJSIiLfGKB/2LKX5dMFaxR8+4w5CYiaEQkT/CrYmebhY5Xz2Gr7WOsnbEgYCpKIeOWYkRtdFLerKffm/qgKCPFQHx8IkoXZpKTb6ateTDaU5mQcKZ5ejwenE557BGuxWQpf3+3bA4/OnSehsHhkJYXGhFC+BrjlyR6hl1hLWi5be1sqqfRMm06mE3yPB1GbSWt0qlJWhZ6hoftfO/ILWv0UyVJ2Gp76XzjvDwTDBK/2xl+T2dx+vdUdbx8zmtyM7s4FSFKG1lToVaHb169vb0R6S4uTpITrRZFvrZqLvfNyyHHpA86NW5pZhJ3F4fmnWPShneduL48l4yk8D0FTUZhTiLZMmWfRbUKJHltPprkEH+B0lX//+J/9ro+XL2Rj0O5e5oh3NV9/ukbJyWUb5FhIuFh6ap8VKIQe0ItQHJq+NI9JxNPOdHpdNf0mtaoRLYWZPDdDWV8cUVhUH0OW60OBlzBhy1S9FqyTOF1HlSJAj/64gY0EX64fvS2ebKNFVWRFoQRk35ZkaD1mUo81sh2PBZUGohaC8/AEPUmTAtjt8VWUoqRux8uR6WKLaEWBIHyleGxoQRIS0tDpwvvxml5eXnAx85LiSczCPG0uLzsDaHEW4xQJU1Sgp5VCyLn71OQncCSufJtyEa9ntpYkDStTcSJ8Du8NP7mKG0vnMEns4n5ZGgzZqE2p4+kAcQgojGBnL/5D4QolagHStnibD7/jc2s21JEtgxVqdNFEAQWLcuheF74siB2796NyxW+RUVCQkJQXcsFQeCzSwpICDAUYXV7Q6rq6xp20R+hxredfeGzEr0cAfjYbWWyjhl1RREEIWybMsMNAzT86giOCHgUC4J4qQtLDAi1GGfGtHAjcWXrSPvwV5j1pd+hSY5dt8DLSUwysPmWEj715fVsuqUkqnO57Z4F02pWOxXV1dVUVFSEZWyA2bNn8/GPfzzolXpOvIHvbyzjnpJsVGFc8H5z9xneaejCFubFlEYdmcXJlhW5LJ8nbz59TDTG0yQbcHWGpxJO8vhpe+kMsx9bhlqm3dbJiF+0CcnnZeD9v+CzD0W10jD9zi9gLFwStevLxYatxWTmJPDin07gltngaEqEkRtGOAS6ra2NU6dOUVMTPg/t8vJytmwJfQ8iTqPmlsJMqvusVPdaw5JY6pUknq1u47nqNuYmm7izOCssHcNXL8yKSJZHYxh0LPpLPsAcZj9oye1nqLIrrNcYJWHJTeR/4VdkPvgtMu75OilbPxmR646h1pJ6199fFwI9ytyyDL76vW3cdMc89Mbw+g+PIYw85YXD+P/gwYM888wzVFdX4w9TYZYgCCxdulSWsW7ITgp75r8EnO+38dOjdZzulv/Jd+uqWWEvgReEEU/pAau86ZQxIdLxpWmY5oY3NcxeH7lcSUGlwThnMXGlq0hYcQuiIcxGUKKKhBV3kP6Rr1Lw9adJmAFG/8Gi0apYs7mQr353K3pDmB4AhZH/BFFAEARUKkF286fW1lYOHjwYdlfCLVu2yGKF2m518PSZyJRWS4zkTj9b3Sr778dk0FCUZ5Z1zMsRLt7U4VLphlzEhEgLgkDmHeFtoOrud+CP9OMyF2PV6x8gbJkfgkjaHX9H6ra/wTRvTdhip7GCSiWyYt30M4IEUQABxIspf6PCfPnvb+HSHNnL1Y8dOxZWgRYEgZtvvlmWUnOPz8+PDp3HKbOr21R0D7uoH5Q/jfaOtQWIYVhNXy7Q+RnxJCfIm1YYEyIN4AlzWbfk9lH/q8MMR6GiLXHFbSTecCcI8m5eCFoDmQ9/e0a0yJKTdVuKMIeaX38RASgqSeOjf3sDyRP0x5w7L51bPjx526lQ6Ovro75eXtvanJwcsrOzycjI4IYbbuALX/jCNdtlBcPRjgFsnuh09rF75N9I3LAklzUL5W9YffmN/cOb5DfLiomNQwCPJfx5zZLHT/vL1Rc3ESNb05+y5eMkLLsF66ndDO5/ftqbitrsIjLv/Qbq+PCY/sQyGo2KBz+5gl//6P2gz9XqVNz2kYXkFSSRlDLiAPe5r2/i/JkuWhr7UatVlCzIIFvmR2Ofz8euXbtkXUULgoDdbueTnwzPvse5Pnn9swPBL43cQH1h8LkWRYF//OhyVOJx9lS0yTq2WiXy4Na53LhcfgvlmBFpdYRc0CS3j/4jLaTfGH57yKvRmDNI3vgAknuYoaM7LgavgvswalJyMK++m/jFN4ZnkjOE9MwEikrTqDsXeCl+dr6ZDz24mLSMK7MHRFGgdGEmpQszZZ2jJElUVFRQWVk5qZ/zdMcPZ5/ESBWbXI0E/LqinnW5qXx0QZ68TV1FgS89uIQBq5PKuun9TbJSjGxcmofZpGVdeQ6JYcoeixmR1qUa0WWawpaKdzlDJzrwu3xkbCtCUEU+4pO06WHcPS04Gk8HtctgKF5O1v3/XxhnNrP40IPl/Pnxw3S2WaY89rNf3UBGtrxub8PDw5w7dw673U5iYiIlJSVj+cidnZ289dZb9Pb2hnWfIDk5fE9SC9ISONDaFzVPx32tvWSZdKQYdJzsGsTrlyhKMnFDTjKGadR5a9Qqvvvp1fz6xUreDrEJ8sM3l3DvjcURyb+OGZEGyNhWRMuzp5Gc4Y+DWc92o9KpSIvCilrU6Mh86Fs4LlTQ+/b/4R2YqneeAIKAeeUdEZnfTCEuXsenvrSOP//2MA3XWBUVlqbJLtAnT55kz549eL2XYqfvvvsuiYmJ2O32K2xBw7lRGE4v6vIMM1kmHe22yFosACPLaQFeqGnH55fGejEe6xzgtboOvriiiFmJoTeL0KhV/P39S9CoVOw40BDUjSglQcdD28Kb6HA5MbNxCKBLN5H/SHlkLDAkGDzRQctfKrGe60G6GAOT/BJeqwufM7wVUIIgYixaRurWxwKqUExceTuG2bHtuRwNRJXIvR9fRqJ54o3EBLOe+z+xXNZrNjQ0sGvXrisEGkbEeHBwcNJ+gnKTkZFBWZm8JciXoxYF/mFlMXOTI9+9xc9IfNrrly6m5l00vZTA5vHyP8cu4JEh6+Rv71nEp+5eQHqSISDZEQRYuUD+zcdrEVMraQBtkoH4eWlYz4bZ9vMizlYLna0WtFltGDJMWKt78LtGVvKiQU3yqjySlufgd3ux1fXjd3rRphox5CXK8hhrKFqCNn0W7u6mi6+M2q+O3DTU5gxStj1GXLG8QnM9YTBq+fRX1vP+O+c5eaQFt9uHTqdm6Q35bLq5BI2MFmh+v5/3338/6t3XDQYD99xzT9hTLs16Lf94QwkVnYP86sRIZko0f3KJEaEedHn4+q7TzEo0cndJNrMTQ7+R3LW+kNvXzqG124rT5eV/nz9FQ/v4EJoggFGv4UMbIvv0Lcj1YRMEYTewcePGjezevXtaY7l67DT/MXx+BnKgSTaQdWcpurTprzK81gG6X/oJztbLSoRFkfjFN5J686di3hQp1vB6fKjD4E3pdrt54YUXaG9vl33sYHn44YfJyorsiu7/TjVyuL0fSYquUE/EyuwkPl0un6Pmu0ebeeK1M1gutvkTBIG8dBNffGAJc/PlLXDatGkTe/bsAdgjSdKmq9+PuZU0gC4tjsQlmQxVTBWrjR6efgctT1dS8OnlqKZZqqyOTyL7Y/+Ks60WZ2s1gkpDXPFy1IlpMs32g0U4BBrgzTffjAmBNhqNERdogI8tnEW8Vs3elt6INJENhiPtA1T1WBAFgfwEAzfOSmdxRuguijetyGfL8jzONvTTO+ggPcnIvILopLvGpEgDpG2ag6t7GGcAO/fRQvL46Hr3Atl3ybOJoM8pRp9TLMtYCvLS09NDbW1ttKcBwI03Rif9Ui0K3Dcvl9uLsjjY2sdL59vx+P0h2ZSGg+GLhTfVvVbO9Vm5oyiLO0PsGAMjq+f5c6LfyShmRVpQieTev4DBig4GjrXhs0XGdzZYhq/hCeJ0OmloaMDj8aBWqzlz5gydnSNPB6mpqWzcuJHs7JlhH3o9Mhrqmyqu6/F4+Mtf/hKJKU1JTk4OJSXRtW81alRsKUhnfloCb17oYn+b/Dng02F0S+fV2g40okBugoHSlATUMdRIIhhiVqRhRKiTlueQtHykF6LP4cFr9yCoBOx1fQw3DyGIAnFzkhluGcIWRGGDXEheP66+YXRXlRa///77HD9+fFKXs/b2drZv345Wq2XBggUsXbqUxMTom9x/EGhqamLv3r10d3cDkJuby+rVq8nLm7j7ys6dOyPSg3AqBEHgrrvuivY0xsg06VmaZeZAW/RyqSdjdD4v1LQjAIk6DfeUZnNDTvRXxsES0yJ9NSqDBpVhJP6rXZFL0orcsfcSF2fSPDCMqysyHRgup+vN8+Q9tHis5dO+ffs4evRoQOe63W4qKiqorq7mvvvuIy1NiUPLjd/vp7KykpaWFiwWy9jTzCgtLS20trZy6623Mm/elb3pnE4n586di+R0J2RUoI3G0HODw4HX70cQ5Hd+kxOJkWyQ/zvVhEalYlmmOdpTCooZJdLXwu/xhT23eTJcHTZ6328kbVMBXq+XI0eOBHX+aHnv9u3bMZvN5OTkUF5eTkrKxHd9v9/PhQsXOHnyJH19fQiCQHp6OosXL6agYGSH+3p3wwuUY8eOBZQyJ0kSb731FkVFRWg0lzaCe3t78fmiYzI0Sk5ODnfffTd6fXibtobC7MQ4REHAH8sqfREJ+M2Jev5hZRHzUuUtbgon141ID55oxzsUhcqoiwyd6iB5VS473w/dRMfj8dDT00Nvby9VVVXMnTsXl8uFKIoUFBRQWlqKKIq89NJLNDU1XXGuzWYbc1gTRZH09HSWLl06bmX4QWK0KjBQfD4fp06dYvnySznp0b7ZGY1GHnzwwajO4VokG7QszTBzpGMg2lMJCAn4ryN1/M3CfMrSEjHrI9REYhpcNyJtqeqO6vUlj5++2i7Onj07/bEkCa/XOzaWIAjU1dVx9OhRZs2aNU6gr8bv99PZ2ckbb7xBb28v69evD+r6VqsVt9vN4OAgNTU1OBwOMjMzWbly5RWrTLlxOBxjG62ZmZlkZITeK87n87Fv376gzzt27BjLly9neHiYuro66urqQp7DdNFqtTEt0KN8dEE+5/qsWCLU9FkO/nC6GQEoTYnnwyXZFJgjX1UZKNeNSHss8rasCYULrfVhrUQbGBhgYCDwFYskSRw9epSysrJJQyeXH7tnzx4qKiom3OxsbGzk8OHDrF27llWrVgU1h8bGRurrR343ubm5FBcXo1KN5DJ7PB4OHDhARUXFuLCCRqMhKysLt9uNSqWioKCAkpISurq6qKqqwuFwkJ6ezrp168bFapubm0PqwG2323nrrbc4e/as7K2tRpsKBDJuQUEBt9xyS8zFoCfCoFHxmSUF/ORwbcxtIF4LCajus3L+YA33z8tl86y0qD85TcR1I9IqvRqfPTTPBEElgEpEmmbnFqczPDeK6Qi/JElUVVWxcePGK14fGhqivr4en89HUlISr7322jgvionG2rdvHx6Ph3Xr1l3xXk9PD8eOHaO+vh6/309ubi4LFy7kyJEjV2zUVVZWkpCQwNq1a+nu7ubEiROTipbH46G5+ZJLWVtb27jVcVdXF6dPn8ZoNOLz+fD5fBiNxmllY1RVVYV87rXIy8tj3rx5vP322xP+TfV6PYWFhZSXl5OZKa9targpSYln86w0djf3xEzedKD4JNh+tpXqPiufXVKAWowpS6PrR6TjClOwVIZQoShA6uY59O5umPYcNH2xVYU1Sn//pVxun8/Hu+++O62V4uHDh0lNTaW0tJS+vj7ee++9cSGY+vr6SbuQDA0NsWPHjpCuPRnDw5faLVkssVcANdrWKiEhAY1Gw6FDh8Y8po1GI4sXL+aGG26IyZVcoDw0P4+iZBN7mnqoH7TjCUGt4zQq7FHqBnOqa4hXazv5cEls1S5cNyKdumk2lqougr2NG2cnkbgwA+uZbpyd1mmZEqQNGdGrtTj97qgb8FxOd3c3fr8fURTZs2cPZ86cmfb8Xn/9dQ4cOBBU+OWDzNatW0lIGMkoKCkpoaSkhP7+fnw+H8nJyWPhn5nOiqwkVmQl4fb5+cHB8zRbAu9VKAB3FmfybHVbVFbjErC7qYeb56Rj1MSONMbWun4aqLRqsu4Orjw7sTyT7LvnIahEEpdM3wtBRGSpbw6qGPu12mw2du7cSW9vL6dPn5btBqIIdGAsX76chQvH28wmJyeTlpZ23Qj05WhVIt9YPZfNs1LRBFDppxEFHl2Qz5bZGXxkbvRWssNeH9/cfYYddZ0xs9CKnduFDJjmpJD1kTK6Xqu5ZmdwQSOStqmAxMWXhDmhLB1nh5Whio5pzSFFSmCdOJ/d/srI+GIHSGVlJZWVldGexgeOefPmjdsP+KCgVYk8PD+fh+fn02lzYnF7SdJpqB2wsb+1j95hF3q1ikXpidxVnIXmYpekmwsziddpePpMC64IdyqHEaH+a207w14v95bmTn1CmLmuRBrANCeZuL+/AXv9AM52C4JKxDjbjLt3GM+QE7VJS3xp2ljl4uWkbykkfl4aPTsvTKtyMd6nR40KL9EtglCIHoIgsHHjRpYtWxbtqcQEmSY9o1uhaXE61uReO9toTW4KefEGvr8/8tWefglEAXY19nDT7Iyo51JfdyINI18QU2EypsJL1oKGANsnGbITyHuknNZnKnG2hdotWcBHbG4iKoQXk8lEaWkpK1asmBHpc7HM6R4LAtHxrh7pAiNxsmuQTbOia9VwXYr0dBFEAW1qXMgiLQCr167mwIED8k5MIWbJzc3lrrvuwmCYuI2XQvD4o5x1LQHNQ4FvfIaL2NrhiiF81umVmK9cuoK4uNitYlKQl5tuukkRaJkpTYkn2hmJJ7uHojsBlJX0pKgT9EznWcvVZSM9PZ2GhunnXyvENmlpaVNWdMY6g72d1FQcZNg2RGJKBqVL12I0RdeEqCjJRG68gWaLI2pzsLq9tFkd5MRH7wasiPQkJCzMYOhUiJkewkjIZNasWYpIX+eYTCbuu+++aE9jWhx863kq3n8T6bIVyZF3X2bThz8OElQdeY/B3k60Wj3JGbnMLl1E4YIVGOJMYZ/bg2V5/PDQ+bBf51p0212KSMci+gwTSStyGTjSGtyJAqjjtOiz4pmfOp9jx45hs9nCM0mFgBBFUXYfDrVazZYtW5g3b96MzXP2uF1UH9/HifffGHttNDfY63Hz7rOPAyMb8ZIk4bTbsAz00njuJLtffpKE5HSWrL+ZOfOXERcfnoYVRUlxZMTp6La7ohahzjTponTlERSRvgapG2ajyzDRf6AJd1/gj1xJK3MRVCJ6lZ57772Xp59+OiY6e3wQEUWRRx99lIMHD3L+vDwrsvj4eB577DHU6pn19fH7fHS11tPd1kjD2ZO0N9Tg90+dJjpZUYelv5s9f/0Te197msVrtrLmlvsQZPa9EASBW+dk8mRVEwJBFxRPm3itmixTdPcaZtanLArEl6QSX5KKe8BB6zOnr9lrUTSoSV6Vh3nppYqplJQUHnjgAZ566qmYqWD6oGAwGLjjjjtITU3l9ttvR5KkaTeTFQSBLVu2zDiBrnj/TU7uf5th66Dsn0O/z0fF3jfpaqmnZMka1BotWbOLSUhKlWX8tXkp2D1eXqvrxOXzIUmRS8t7ZL5SzDJj0CYZmP2p5dhqerHV9SF5/eiz4zHOMuO1uhHUIsb8RETN+Eff9PR07rrrLl5//fUpneYUJkcQBDIyMujq6rqm0KhUKjZt2sSiRYsQL67sRFHkrrvuoq2tjerqajo6OrDZbFcYM02FXq9n48aNFBYWTvtniRS1lUfYv+MZbEOTN0yWi/bG87Q3jjytCKJI0YLlbP7IJ9Dqpr8S3TYng/V5qVR2D+Hw+nB4fbxU0x5WsVYLAiUp0e/gooh0EIhqkYT56STMTw/63KKiIv7u7/6O3bt3U11djccTnK1qbm4uJSUl7N279wMZOhEEgdLSUpYtW8YzzzwzdrO7WqwLCwvZunXrpOmPOTk55OTkjP3b4XAwMDDAO++8Q29v7xXXKysrY968efT392M0GpkzZ05Ymx7Izcl9b7FvxzNRaUAo+f3UVh7B5Rjmrse+KsuYBo2KVTkjBWp/rGwK+2raK0mc6BxkQ748TwShooh0BNFoNGzdupUtW7bw4osvTtlhJSkpadzKraysjL/85S/09vZGNHxiNBqJi4sbE7JIXlsQBJKTk9m0aRNGo5F7772X3bt309nZiSAIiKLIrFmz2LZtW9C56QaDAYPBwMc//nFaWlro6upCo9FQVFQ0NtasWbPC8WOFFYfdxuF3Xor2NGiuraKjqY6sWUWyjXmorZ/9rX2yjXctOm3RbyaiiHQUEEWRG2+8kaeffnrC7iGCILB169YJndO0Wi0PP/wwp0+fpqqqCqvVOvZIr9FosFgsVwioXGK6fv165s+fT1NTE83NzZw5cyaoUMHl6HQ6PB4PkiRhMplIS0sbWxnn5eWRmprKmTNn6O/vR6fTUVJSwoIFC9DpRnbZs7Ozefjhh+nv78fhcGA2m2UpHMrLyyMvL2/a48QCF6qO4vV6YqKN9+tP/owPf/obpGTKE999r6kn6FX0faU56NQiL51rx+4NwlNHiP7vTxHpKJGcnMwDDzzAnj17aG5uRpIkBEEgOzub22+/nfj4+EnPVavVLFmyhCVLlox7r7a2lh07doy1oho1kdfpdOh0Oux2OwaDAZVKxeDgYEBzLS0tZf78+QiCwOzZs5k9ezZr1qzhl7/8ZUBhG7PZzKxZs0hPTycvL4+kpCQ8Hg8ejweDwTCh0X1R0dQrr+Tk5CmP+aDiHLYhyZx2GCrOYRuv/OEnPPSlf0FvnH5udas1+OIWrUpkY34aJckmvrO3OuAskUJz+HPBp0IR6SiSlpbGvffei9VqZXh4mPj4+Gmb8hQXF/Oxj32MU6dO0d7ejlqtpri4mPnz56PVaq84dt++fVRUVIzFuA0GA/n5+VgsFux2O2azmYULF1JSUjJOSNVqNY8++igvvvjiOLEvLCzk9ttvx+FwIIoiJtP4D7pGo5lR8d2ZRmJqbLXfslsGqT6+nyXrb572WMFWigvAs9Wt1PbbONY5EFQaX2FS9K0dFJGOAeLj46+5cg6WpKQkNm3aNOVx69atY926dVit1hHnwAnEdKrrPPbYY9TX19PR0YFKpaK4uJjU1JGNFkWEo4Pf56Pq8HvRnsY4Th/cKYtIq0UBVxARCwnw+CWOdATfpOJQWz+3FEb3hqeItMK0bhCCIFBYWDij0tKuZ/q72nj+V/+K2xX9Da+rsQ7Ks9lnjGAfxIMxINKKC56CwnWC1+Pmpcd/EJMCDSBJfno7WqY9Tllq5HKXB53BpcqGA0WkFRSuE86fOoTDHmqjisjgcU//BnJjBE341aro98BTRFpBYYbj9/upPLiT9199OtpTuSaCKJKcnjP1gVOQHW8gURsZU6uSZPn2ikJFiUkrKMxgLP09vPx/P8bS1x3tqUzJ7Hnl6AzytBQzatQMXaPZtByIwE0FwVcXy40i0goKMxCf18PxPTs4tuvVgJzsYoH2+hqGbRZZmgn0OabXOSkQHpqfxxxz9FPwlHCHgsIMw+/z8fqffsGRd1+eMQIN4HLY2f6zf8Yy0Dv1wdeg1TKMO8x1OqkGbdQb0I6irKQVFGYYF84co6W2KtrTCAmHzcIzv/gOmfnFpGXnUbZiY9CWpoPO8BuMLck0h/0agaKspBUUZhin9r8zo73JXY5hms9XcnzPDv78X/9EbeWRoM7vGg5vqEMAbp6TEdZrBIMi0goKM4z+7vZoT2HajN5k/H4f7z73u6BCIGohvLJ1R1EmibrYqZZVRFpBYQbh83pxO6PXPVtWLhPqM0f2BHxaTkL42lltzEvhrrnZUx8YQRSRVlCYQYQjzHHf57/NjR/5G1Kz81GpL5lw6Y3xaPXypMxNhCRJY0Ld235tb/XLKUoykW3Sh2VOkSo3DwZl41BBYQah1mgwJaZgG5LHB0NviCMjt4CM3ALKVmwARjw2JL+f+KRUBEHA63ZzYs/rnNz/Dm6XvKv4UYterT641fFnlxTwk8O1WNzytqM71jlIWUsv6/Oi243lcpSVtILCDKN48UrZxlo8gStdvDmFhOS0MXtatVbLyq0f5tPf/h8Wr92GqJJ3bSdJEgVl473Rr0V2vIHvrJ/HHYXyb/A9ebqZfS3TSxOUE0WkFRRmGDds/TCCDJtnKRm5LN90R8DHC6LI+jse4uNf/xGbP/IJbth2DzlzSqc9DySJo7texW4ZDOq0BJ0GrTo85eF/Ot2MM5gOLmFEEWkFhRmGSq1h8bptIZ+v1RtYsv4WHvzS9yfsijMVcQlm5q/YyPLNdzCrZFHI87icgZ4O3nvpiaDP29cSnl6HfuCJyka8wXQICBOKSCsozEDW3no/xvjEoM+7/dEv8pnv/JK1tz0QkkBfTenStfKEPyRoPl/FUH9wHiS9YcyZPt45xA8OnMPukTfuHSyKSCsozEAEQeCuv/lKUOcs3Xhb0LHfqTCaEtj84Y/LMJKEhMRAd0dQZ+nV4ZWwRouDP59uDus1pkIRaQWFGUpqVj6L125jqq5/Wr2BD33yH1lzy31hmce8ZetYueVuWcbSBZvyJ8PTwFQc7xqMqvl/TKfg+bwu+jtOMNR7DknyE580h9Sclai10XemUlCIBdbd/iCGOBMVe9/C7XKMpLQhYDDFk54zm/krNzG7dLEsoY1rsfKmD9HdVk/jucqQx0hISiUzP7g2bG5v+Dui+yVotzow66NThRizIu0a7qf2+G9xOS81j7T0naer6X2KljxGXGJeFGenoBAbCILA8s13snjtNtobz+P3+cjML8QQF3mz+js+/g/seukJzgZRPXg5Zcs3IIiBP9xb3V68EfIw0YUpiyQQYjbc0XD66SsEehSvZ5j6U08izSCLRgWFcKPR6pg1dyEF88qjItCj3PjhT3Df57/N3MU3BH1uW0NNUMe/19gT9DVCRRfFNloxKdLDllbslpaRklHJP+4/t3OQ+sqn8HnDb/ytoKAQHBm5BWx78LOoNdqpD76M1rqzuBzDAR9/uD086XcT8WJNO/4oOQ/GZLjDOtg4IsjXYLC7itrjjzN3+WcQVcF9GBQCw+Oy0n7hbaz9tfg8TtS6RBKS5xCfXIQpqQC1Jny+DhPPx0JPy2Fsgw0IoprU7OUkZcqTp6sgP2XL11N5cGfAx/slPx6PK+AWW0OuyKXGne6x8N291Xxh2RzS48LjGzIZMSfSfp+H9to3AjrWPtTEucP/Q37ZPZjMs8I8sxGc9m6GLW2IKh0JKcWIqsA2EyTJT3/HSboad+Ny9COIKuLNBaTmrcWUmItKM7V3gWu4j9baHQxbWvF5nYAKgymdtNwbSMqUd3Oop/UQzWdfBC6tHrweO05bO93N+wARU9Js5iz6GBpd+Ddye9uO0nT2+Stu3pbeaqgUMJgyySrcijl9Qdg3yBQCZ8NdH6Wt4Tx9nS2BnSBJ1J46zJL1twR0uEYUcEUw6tlpc/LzYxf43voyVGLkPmcxJdJej4Mz+3+M3xd45wWHrYOao7+icPFHMacvmPAYv8+Nw9aFKKpBEHHYOlGp9cQnF468dg18Xie9bUfpbT2Ky9GD5PcCAggCarWBrMKbSM9fd80x/H4vdcd/j3Wg7rKBYbDnDIM9ZwAQRA16YwoafSKJaWWk5625Yoy6ij8w1HN23Ni2ASu2gQu01++k7IYvyVJY0N9ZSfPZF6Y4yo9toJ7T7/8L81b/AwZTeEzSbQMNdDbtZaj79CRHSDhsHdSfepL45LkUL/uUItQxhKgKbsPtwBvPkT93ISkZU3cVL042UdE1FOrUgkYCuu0uTnYNsiwrKWLXjSmRbjn3Ml63JfgTJR8Np7ezePP3rhBdye+j/cJb9LQcvLjyvBwBtcaIOWMRSRkLiE8qRBCv/EB53XbOHfkVruGuqy8IkoTXY6fl3F+x9tczZ/FHJ/VT6GzYdaVAT/Qj+D04bJ04bJ1YemtoO7+DgoUPY04vo/b477D0XXtTxWXvpGLnNylc8jckphRf8bPYh1ro7zyJz+vAYMoiKXMx1v46bAMNCKIKc1oZ8cnFCIKAJPlpOvPsNa91xbwlH2cP/IS5Kz5PfFJgTzMuxyD9nRVIfj/G+EwQRPrajuF29CEhoVLr0RtTsfY34HIEvjlk7T9Pc/XLzCr7cMDnKIQX62BwcWNJ8nPm0Hts+NBHpzz23tKciIo0jAj1qe6hD6ZIe1xW+jsqQj7f73PTWb+L7KJLnga1J36Ptb92kjNGRLa39SC9rQdRaxPIK7mD5KxLFVktNa9OINDjGew+zcld36Fk1RcwXrWilPw+upv2hfDzuLhw8g/ojKm4hgN15PJzoeL3gIg+Lo20/HXYBi4w0HUxd1WSAInWmlcuHj+y4uxpPoDWkERSxmIEUYXfF+yGrMT5Y7+kbPVXJlxRS5IfEOhtPUrzuRdBmvoZ1TZQH+QcRuhtPYDPO8zsBQ9M+ZSkEH40Wh1OuzWoc9qbJvvOXkl6nJ57SrJ5oSa4TjUClwfxgqfbHtmEhZj5FNuHWpner24kfDAq0n0dFdcQ6PF43RYaTj9NR/1OckvuxOOy0N9xPODz/T4n5w79lEUbvnVFsY3HbcPnDd2DN3CBvmI2OO1dtFRPFbK49Pt2O/rpanwvhGuNDuWn/tSfiEvMR5L8JCQXIai09LTsxzbQwHT/tsEw0FWJRmsir/RDEbtmOHF53WhUasQgnO8aBlo43l6Jz++nLL2YBeklnOmu4Y8Vz9Mz3I9WpWFr4XruKbsNMYjc5GCZVbKIqkO7gjrH6wk83Lk+L5W/nm/HG+THazpCnRThopaYEem+jmPTHsPnuZS+0173ZkhjOO1d1J34XUjnSn4v5489TtmaL4+9NtQ9Po58veK0d+G0jxjkBHODkx3JT0/rEbIKt6EOYEM2FvH4PLxa8y5v1e1h0GFBJYoUpxTwmeWPkJOQOel5Q44h/mXPL2gearv4nCTwwtkdqAQR32WbrsMeB8+deZ0XzrzBV9Z+mpW55WH5OXJmzw1apJMzAm9fVT9oJ5Saw+ksGRakB29sNR1iJk962NI67TG0+pE4kd/vxe3on/Z4oeCwtXF673/g93uR/D7aLrwdlXlED4lIrponnYXfzbAlwKyCGMPr9/HDfb/mmdOvMuAYQkLC6/dR3VPHV974PnsbJ+6uXd/fzOde/RbNQ23A6F9i5G/hmySl1Y+fH+//DdU9gT91BoPdOhj0Ocs33xnwsWIIm8Sjn874EMyZVMCKCMajIYZE2uuZflue0Xiy2xnZzYSrcTv6qdr3n5w78it8HltU5/JBxu0YX7E6EzjQfIzKzuoxgb0cCYlfHvkj3bYrw2D99gH+eeeP8Eqh5Q6/cGZHSOdNhUYX/JNM47lTAR9blGzCEGLJdiil3n6gzxF4OEYOYkakVSrdtM4XVTpSspcDMNAZ+B85XHicQwxbAm+uqSA/lv4L0Z5CSOxuODihQI/ik/y8VbcHSZL4a/XbfPH1b/O3r/0THn/oxR1V3TW4vfKLj8thD/qcI+++HHDloU4lctPs9Cl8ACfGEkLTWQnY3xrZ1loxI9JxibnTOj9zzpaxwpKZ+uVUkJeh7qqgcu5jhQHH1E+CFR1n+Nyr/8SfK1+i0zZ9DwtJAm8AWTfB4PN6qT11OKRzX/nDT/D7ApvP7UWZbJ2THvQ13L7QHPSahgIvXZeDmNk4TMosZ7C7KqRzRZWO9NxLhi7B7IIrXL/4/V4GOitJyVke7alcE7fXzZ7Gw+xrPoLNPYzdM7UItFk6r7naDpYUYxJGGTdZ7dZB/vKzb+MIMv1ulK6Wet559nFufuhvpzxWEATuK83lQEsfthBWx8FiiWA5OsSSSGcspFljvCJDIyAEkaIlj11RVq03pmKJnPeKQgzjcsT2B2HY4+Dfdv+cCwOXun/4p/CtAWQVaICl2RNX64aCJEk898t/DVmgR6mrOkp5yzYy8uYEdHyk2hGqI1gSDjEU7hAEkayCLUGeJDJn0UeJT55z1cvR835ViC3UWlO0p3BNnq16bUygJUlCipLT2oML75JtrKaaSmxBVhpOhOSXqK2cOJPlaio6BxmOUHfvNOP09s+CJWZW0gAZszfQUf9uUMUf7bVv4LT34LC2I0l+HLYuXMPBNbNUuD4RBJHkzPJoT2NS3D4PexoPjYhzFNMW4zRGTDJ2Ozr49osyjSQFvBp/vS643oihIgqwOic5ItcaJaZE2tJbg98fRC8xyY9zuOeywpXo5+cqxA6puTfEdKu1IacFuzuym1ATIuPqvfLgTvo65GvcGqhtaUcESrVFARalJ7IwwsUsMSPSfp+Hhqq/XPR5CBZFnBWuRGtIJn/e3dGexjU50Dz9Kls5mE7q3uUMdHfw/itPyTLWKLmFZQEd5w0xUyNQkvUaNs1KY2tBRkgFNNMhZkR6oPs03mA3DRUUxiGgj0ujaOknoz2Ra/Je/QH+XPlytKcBQJ458DLsa3Fk119lGedyAhVpnVrEEcamtN9cU0KCPjrNRWJGpMeMhKK0caIw8zEm5pM5eyPmtPkxvXlc29fAb47Ju+IMFQGBm4s2yjJWe5A9CqciOSMHrS6wTbrlmWb2tobPCsLq8ZEQ2YYsY8SMSKs1o7vw17tIT9coUWEycotvIz65MNrTmJKnK1+WtV/enKRZ1A+EVt26On8ZG2cH1zTW5Rjm3ed/R2fzBbweNzqDiYzc2fh88uYPb/7wJwI+9v6yvLCK9JOnm/nKqmJ0qsgnxMWMSCdnLqat9vWYqRATVboQfJWnYLTIRnlakB2V2kBcYn60pzElfcMDnO2W18zo/63/HG2WLp6peoULfU14AvDvUAki986/nXvm3zblsR63i/aGGpzDNuqqjtNw9sSV77uc2AblLZVetGYrWbOKAj5eH6J/RyAIQOOQnd1NPdw8JzwdiK5FzIi0WhtHTtGttNTIH9cKFpXawOLN3+PM/h9O6eesUuvxeV2Iaj2S34fkH73JXNxcEASQJFQaw1h3GK0hOWoufcEgilpUGiMe12C0pzIl6bM2BNxvMppYXFZZ0+0SdfGYDYmYDYl8P+NrAOxrOsrjx57G6R1ZZAiCgFpUU5iUT4oxiXxzDjcWrCFBH3/NsSVJ4tiuVzn+/g687sgZ3Wt1Bm7YFnx3nUSdhiFXENlhASJd/J8DrX0fbJEGSJ+1jtbzryHJ7CEQDGptPKWrvoAgCKTmrKSt9g0mC0+IKj0L1v9/qNR6BEHE7Rig7uQfcdiuzNlMzlrKrPn3XqymHGnbVXv8cawD9ZOODaA1pJBfejeNZ54Lra3YNMks2ERGwWaq9v4nHrd1rLPLdFCpDZjTF5KcVU77hbexDzZNe0yAhJS50x4jErxy7h1Zx/viDY+Ne23drBWsyi3naNspOm09JOriWZ23DKP22mXfQ33d1Jw8iHPYhiEuHsewjcr98s53KlRqDTfd9ym0IbjnrclJ5o36qTsphYIE9AxHtiPLKDEl0gBxifnYBhsidLUr48MpOauYPf/esX+n5a1hoKuSYUsbVwuJIGooXv4Z1JpLeZxaQxJlq7+Mpa8O+2ADgqjBnD4ffVwaAKIuYezYoqWfpKP+XXrbjuB1268YXx+XTlr+2rFmtIs3/TPdzQdoPf/qxUa44UYgKXMxmQU3Iogq5ix6hLqKP+DzuRh7QggiVVJU6UjKWERS5iISUkrGGsUKgkDtid8j+X1MX6hjP4QkSRIHW05MfWCApBiSWJhZOuF7GpWGNfmBeZb0dbXx1vZf0981fU/3UFCp1BjiE8kvns+iNTeRmpkX0jh3zc1iZ2M37jDVh3v9EhaXhwTdB7QzyyhZhTdRe/x3hPNLp9Un4XaNOo0JqFQ6Mgs2kVlw4xXHqdQ65i7/LB31u+hrP4rXbUdUaTCnlZFXevekhRIJKUUkpFw7niaqNOQU30p24TY8bhsqtX6sJ99EmQnp+WtIy1vNUPdZ2i+8jXO4W3bBNiUVYjBlkpxVjsk8+7LXCyhb81V6Ww9h6a9DEEQSU0txO4foaTnAZH8rlSaO7KKbSctZOeHPFJ9cRFH5J2g9/zoOW+fFV0P5uwsY4+VJIwsnbZbOgHw5AuWzKx6Z1vk+r5f9bzxD5YF3ZZpR8BQuWM6tj3xelrHUosiXVxTzw8PnZRlvIiq6BtmYnxa28Sci5kQ6IWUuOcW30lYrnwm5Li4DtVqPMSGXtLzVGEwZOO09DFtaEUQ1CSlzUaknTvVRqfXkzr2NnOJb8HldqNS6SbuCh4IgqtDqA6tgEgQBc8Z8zBnzx17z+704LO0jC1xBRVfDe7gcfWj1SaTkLCcxdWSldWb/j64ZX88suJGc4lsnfV+rTyS76Gayufmq8zbR23oUu6UZSZLQG1MxmNJJSJ2HzjB1B4uE1BLKUksYtrbj8zjRx6UiqrR0Nuyms2EXgYh2Yvr8GRGP9sp4U81PzKE8a/7UB06CJEm89sef0lJ3RrY5TcrFfZmR/6sCARKSU1l76wPMKVsyxcnBUTcwPVOnqXCFMRd7MmJOpAEyCzYz1FuDbSB0X2i1NoHZ8+8jIXXuhKKqj0sbC0MEgiCIMdkvTxTVxJkvZTXMWfzRCY8rXvppao7+Eo9rvFdxQkoJWYVbQ7q+Vm8muyi0cy/n6pVwTvEtZM7eSO2J/8M+1DjpeRqdmTmLpreijBQZJnlWYEaNgW9v/nLI53vcLl77409pqz8ny3ymQkBAVKtYuuE2Vm0NfkMwGCp7wrd3IzFSNBNpYlKkAbLm3EjtiYZJY58GU9a4DbpRBFFNwcKHpgw5fJDQGZNZuOGf6G07Sl/bEbyeYXSGVNJnrSMhZe5YnDiWUGkMlK76PD6vk962Ywx0nsRuaQPJj0prICN/A5kFm2Ny7hNR2zf9vRa9WsdPb/0OCbrQ3f3eefbxiAk0wA3bPkLJ0jWYEsLfG7A/zK2tnq5qweOTuKkg+CYDoRKzIp2QMpfsOTfRXj8+XpaSvZxZZfdiH2ym6exzFztUS4CAIT6b3Lm3KQI9AYIgkpa7irTcVdGeSlCo1HoyZq0jY9a6aE9lWljd0+93+allD2E2hG7w09/VNi7POZyoNRoW3LAZnT4wo6TpYneHd2PdDzx3rpWSFBN5CZH5mWJWpAGyCreSmFZGb9sRXMO9aHSJpGQvH/OPNiXNYv7ar+H1DOO096BS6zGYIp/HqKAQCLkJWdM6/465N7Fh9vRusDUnD0bUs9rr8XBq/zus3PKhsF+rx+7EFQHnf78Eu5t6eHThrLBfC2JcpAGMCTnkJ1w7jqXWGDGZI/MLU1AIlaz40BcQmwpW82j5R6Y9h9YL1dMeI1hqKg5ERKR3N0euQez5/uk/FQVKzHRmUVC43nH73Agh9LVelrWAz614VJbY+1D/9JvWBoUgMGyLTCFWVffUDXzlwh6BXoqjKCKtoBAh4jRGMkypQZ/XOzwo3+ZoFHxjzCmRCUFaIyicmgj2OZwRIh2tvm8KCnIiCALbQrAF7XMMyDaHzCBMi+Ri/kp5rFCnIpK9Bw1hNHS6mpiNSQ+3ttH24sv0HTiI3+3GkJdL1m23knnz9HNyw4F3eJjuXbsZOH4CyecjccF8MrbdhKjR4O4fQJOYgCYhYeqBZjDWmvO073gDn32YxAXzybz1ZlQB+gF/ULht7mZqe+s52Bp4hoVBLZ+R8eI1N9F0rjLEDkjBUzh/GWUrIiPSG/JSqR+0R+Ra4TBymoyYFGlbfQNnvv1dvPbhkcczSWK4sYkLv/w17a++xvzvfAtdWmRLM6+Fo6OTqm99G3ffRWc7SWLoVCXNT//lisdLQ24Oc7/6D5jmFFxxvt8z8gcXNbFfNTcRfo+H09/8DraaS6bvA0eP0fjEk2TcvI3ZH3sEdVzs9hqMJKIgsrFgNYdaKwJ2w5ttzpXt+nlF81l9y70ceONZ2cacCJVaw+pb7mPR6i2IYmQe2FfnJvNeUzdNlsAbWYfKsNeHX5Ii0korJkW64fHfjwi0f/zd3tHSysmvfYPy//oxupTIdu2dCI/VSuU/fgOvdYLd3qvCNI7WNiq/9g0W//THxOXn03/kKG0v/RXLuRoEQSBx8SJy7/0w2uRkPIND6NLS0KWmTHuOfq+Xjjfewn6hHl1qCmkb1mHMz2e4uZm2V1/HUnUGQRRJWraUrNtvRZ8RXAyx5sf/fYVAjyFJdL35FoPHj7PgX7+HPjNz2j/L9cCbte+NxJglAhLqE+2nZb3+0g23UnPiAH3BGCoJAhqtntzCebTUVeF1T1w0YjInU752G6XL1qE3RPbGLAoC31hdwld3Voa1lRaMpOG1Wx3kRiBXOuZE2tHWjuVczTU3OLyDQxz/9N+Secdt5N13D5r4a/viTgf/xQ+jqB3pbyb5fAxUnMTR2oY6Pp7WF16aWKAnQfL5qPv5/5K+eRP1v/u/S69LEoMnTzFYcXLkZxcEEEWSli5hzmc+iT49tAqn1pdepvmp7UjeS0n+rc+9gCY5CU//lbFOR2sb7X99FQB1QgIZ224i6/Zb0SQkIKon/qgMnjpN/6HD15yDq6eXcz/6b8p/8oOQfgYYCScNHDuO1z6MaU4Bok7L0Okq/C432uQk9FlZxM8tRlDFbtusURoGg3Ob8+Fnd8NBNhWslm0ON933KZ793+8FtN8jiCICAhvufJh5y0YKiob6uxno6cTS34Pb5SAlI4e8ovmoNdHpAziKRiXymSVz+NWJetxhbk4bKRcPQa5NOUEQdgMbN27cyO7du0MeZ+jMGaq++Z2Ad6E1ycks/vEPAl5VS5KE12JB0GhRGw04Ojrwu1xoU1OxnDmLs7MLtdGIramJ3vf24LWNCLAqLo70bTfRv/8grp6e6e2SCwKCWo3ku2o3eoInBwDRYGDhv30PU2FwraE633yLC7/6baizHEOTmEj6ls3kPXAfKv1IfNTv8XD+Jz+l7+ChgMfRpiRjnDULQ042qevWklBaEtB5bX99hZZnnsPncI6FvyZCFRdHzt13kXf/vRO+Hyv8/evfpsfehyRJAYc8FqaX8s+bvyTrPFovVPPG07/ENTz5IkMQRdKyZ7Fi850UyGyGFE5aLMP85kQ9XcPhKRPXiAI/31aOWoYsj02bNrFnzx6APZIkbbr6/ZhbSfudrqAE0NPfT+XX/x/zv/cdjLk5Ex5jqT5H+2s7sNXV4bFY8TscIAiodDp8TuelA69xXZ/dTsdLMnWNkSQkT+AbD36Hg1Nf+Tq6rEyK/+GLJMyd2mvD7/XS9NTT050pAJ6hIdpefJme9/eSunYt5sUL6T9xkr4pVtBX4+7rx93Xz+CJCjpe20HK6huY+9UvT7pKB+h6510an/jTNcV5FJ/dTvOft9O7/yAL//37MRsHX523lFfOvRNUhxa7Z1j2eeQWzuPT//wLms+fofLgO3S3NuDz+UjJyGH1LfdhSkxCFFXEJZhlv3a4yUswhtVhPNOkl0WgAyHmRLr/6LGgz3H39nHyi/9A9ofvxme3YT13HlGrJWnZEnr3H2C4qXn8SZKEzxH+DQY5cXV0UvX1f0LQaDAvKSe+bB6Sy4WoVpO8cgXG/BGzdL/XS8drO4IKwwSCu7eP9r++Qvsrr04/31aS6DtwkMaUZBLnz8c9OIghK5PExYvGbkCS30/rCy+NHR8ow42NnPvhT1jwvW9Pb45h4rbizbxeszMob+nUAGxfQyV/7nzy54ZuexqruMIY7rizaHol/sEQcyLdd+hISOdJPh9tz78wEsu9+CW3TrSZdR0geTwMHDnKwJGjIy+IIk1/3k7qmtUkLCij9dkXcPeHsYeijHnrHa++Tserr4/9W9BqSVl7A9qkJJyd3Tg7Oq9x9uQMnTyFvaGRuILZMs1UPjptvXj9wRVenJfBQe+DRmacniGX/OXb+QkGFmeEbnIVLDEl0oMnT+EZmGbi/uim2yTx3esSvx9Ekd79B+jdtx8ilPIUDiS3m9733pdlrI433qLo7z4ry1hyUtlVjSAIQRVpDbosVHZUsyhrXhhnNjUWp4UnKp7ndNc5vH4feYnZ3Df/9knbeEWTO4uzqDksb2f2VIOWr64qjkjq3Sgx9W3ueONNeQb6IAn0KH7/pRXuB/HnnwD7hdCbRoSTUL/e79bvlXUewVLdfZ7PvvJP7Gs+ypDLit0zzLneOv5lz894/Jg8+x9y0mqVN5wpAJ9bOgejJrJr25gSaUfbxCb+Cgqh4Ghrj/YUJmRxZllI57VZw9MJeyrcPg9v1b7Pd9/7KT5p4jDNOxf28uTJ5yM8s2tzonMQOff2lmcmkp8YGQ/py4kpkZb1N6rwgcfncNDx+hvRnsY45qbOYV5aUdCOeIMOC74gY9nTZWB4iC++/m1+f2L7lNkor9Xs5BeHnsDpcV7zuEgh98Zh/VB0Eg1iRqT7Dh/BMVEWhoLCNGj76yvRnsKEfHXNZyhOKZj6wMuwum18/rVvUtfXGJ5JXcXzVa/z2Vf/H/2OwYDP2dt0mC/u+A52t/wpg8FSkGiU1fSvz+Gmuje8jW4nImZEuv63v4/2FBSuQ1zdPXgskfEzDgaTLo5kgzno8/odQ3x/909pGGiZ1vXP9Vzgzdrd7G44iM093pToiRPP8eyZ10Iae9Bp4X8OPTGt+cmBRiXKnit9qK1P5hGnJiayO1w9Pbh7I9dVQeEDhCAgxehGamVXaF1SXF43z515na+v+9ugz20Z6uA/3/9feoYviY1WpeHD825hdf4yGgdaGXYPs6N2V0hzG+VERxUenweNKjqmYV6/xHuN8jc4iKTZ/ygxIdI+V3g7/Cp8cDFkZ6M1m6M9DZmRqGivwulxotdMbWPq8rp5/fwujrWepG6gadz7bp+HZ6pe5dmq1xAEIagim8lnKNEw0MLc1DnTHisU9jT34A2DD322ST7b2ECJiXCHPjMD4RqlwQoKoeJoa+Psv/w7rr4wFveEyKKMeSG105IAn+Tjh/t+TevQtTOi3qzdzSde/Ap/Of3XCQX6ynElWRtsVHSckW2sYKkLUw/CFdnhq/ycjJgQaVGtJnnVymhPQ+F6RBAYOFHBmW9/L+ZsAO4svQm1GLprX1V3Dd/e9RM6rN0Tvr+r/gD/d+KZSdPmJiIYP5Gp6LFHL4QZpw2PG+LZD/LG4dyvfEnxG1aQl8uqwhzt7XS/tyeKkxlPcUoBX1r9SRJ1oVvt2tx2fnvsz+NWwB6fhz+cCK+x/1QkhbAxKhdlqeEp297ZEPlc9ZgRaVGtZumv/wd1vCnaU1GYJoJez8If/2e0p3GFSANB2apGipW55Xx17WemNcaZ7vN84dV/5nxv/dhrp7vO4fK5pju9aXFr8aaoXbs8I5HMOPlbtw24vDREqEXXKDEj0jDSqDN5jXzG5grRIS4vD2NO7hVmV7GAPwh72Eiyp3H6N48eRx/f3fVftFtGDKm6bJFPFbuc5dmLSDZGPn47iigIfHFFERkyN6cVgN7hyN78YkqkAdLWrY32FGYcKqOR2Z/8G4iRriTmJYtRGw0kLlo41mEmFogvmRvtKUyIT6amsF7Jxy8OPwFAVnz0eoDOSyviy6s/GbXrj5Jm1PH9jWWoZF4nmPWR7T4TG9+eyzAVFSIqHaYDRtCoWfSj/6DpyadktRANGVEk+647AMh74N5L7ayisaK+7PchajRk3rIt8nMIgHX5K2Qbq76/CbfPw6LMeaiEyN+0v7z6U3x381fQqqPbRmsUURBYn5cq23ipBg1FSRHu3RjRqwWA2mgkbdPGmFl9BYUojvw3KkgRECZdairdu3aPb8UVJbJuvWWs52Ti/PmUfuNrI/0Zoxj2ELVa5n71yxiyImfUHgyLMueRpJdno0sCWofaEQWRDbNXyTJmoAgIlGeVTdk1KNLcVZyFXiWPnjxQlhfxny8mk5Nnf+JRhhsbsdbWzQjbTV1GxkjfQ0Cl05G6fi2iRkvXuztH4qABtH4KFU1CAsONjWEZO1gEtZrZj338iteSVywnadlSLGercfX107PrPQZPngrzRAQElYq0jRswzsojffNmNAnha1YsB/+65R/5/OvfkmUsURgRpEWZ83iv4YAsYwZCXmIWRo0hYtcLlHidhn9aU8IPDp2fVsVggk7N4gyzfBMLkJgUabXRyIJ/+z69+w/QvWs3jrY2PBYr0iRt5KfNVRtcRV/8PI1/+CPeoWt7PqiMRgo/91nSNqzD1deH12pDl56G2jhiZ5j34H0MnKhA8nox5OZy+p/+GeRc8Yoi5qVLcLS1XfmzTHRDmOx1uRAEMm/ZNmG/QkEUSVww0p4pfeN6Gv/4J9pe+mt45nPxb5l+4yaKPv85+ccPE06fC1EQZan2q+6p43DrSV44u0OGmQXORxffE9HrBUNWvIEf3biQdxq7ea22A48/+M/eR+fnh2FmUxOTIg0jMcT0TRtJ37Txitf7T1TQ9twLDLe147PbkbzeiQe4+GVNXb8WlVbH4MmTAJjLy9EmJ9Hy3AsTnpayehUZmzeRtGQJZ77zvZH+iFeJiT43h1mPPETqZZkoupQUdCkpVxynSUi4Yv5zPv1J6n/7u/Era0FA1Grxu93jhWsicb0YClLHxZGx9SZsdRfo3Xfg0vEw7hxBpWLWow/T+sLLeOU0HLr4e9alpZJ7z0cCOmX2xx8lrqCA9r++gq2+AUEQ0Kak4O7vH/HZCPXJ4+LvRZeSTN799wV/fhSR8xH6DxWRz4/WqbSUZ4Xmkx0pNCqR2wozWZ5p5lt7zgZVtrMmJ5klmeZwTe2axKxIT0by0iUkLx1pLS/5fPQdOkL76zuwnau5FJe9+GVNWX0DxX//eUTNeJMXXXoaLc88j+uisZPKoCfjpi3MevQRALTmRBb/+Af0HTxE36HD+N0ejLPyydiyGUN2dkhzz7r1Zgw52bS/8hqWs9UXKy1XkP2hO1HHxdH4xJ/oO3gIv8eDIAqYly6l4LFP0HfwEC3PPDci4qPzT02h5GtfQZeSjNaciHnRQgYrT4+8OfpkcLGVWPqNm8h/8H50aWlozEnU/uwXE4aRUtauwXL2LJ6BwcB+IEFA1OlIW7+OvIfuR5sceMpV2oZ1pG1YN1IFKIqodDrcAwP0Hz6Kz+VE8nhp+vP2gMJdgkaD5PWOhZry7r8PXZp8m0WRICc+k4y4VDptPbJW/UWKgqTorDJDIT1Oz+eXzeF/j9dP+ZsWgPtKstlaGL1CO0GuWn1BEHYDGzdu3Mju3btlGTMY/F4v/YePYj0/0ik8dc3qKZuQSj4ftvoGJI8H4+xZY2GKaOK12XH396MxJ6JJSBh73WOx0nfgIB6rFWNeLskrll/KnAB8LhfNf95O96738NpHvHwTSkuY9egjJJRd2Rdv4EQFrc+9gKX6HACG3Bzy7r+XtA3r8VgsdOx4k969+/BYrKj0OrQpKRhystGlpSKIKnRpqZiXlAMC6jjjhDdBOejZu5+mPz2Fq7tn3JOHxmwm/cZNZN91B5qEBHzDw4h6/YThlpnCe/UH+M2xP8sS8ogkoiDytys+yqaCmVXjUNtv44eHzk/6fpJeww82Lwj7RuGmTZvYs2cPwB5JkjZd/f51I9IKI/hcLlxd3agMhilXk16bHcnvj+lNNcnnw3KuBp/DgajToUlIwJCdFbYbQ7R5vWYn2ytfxu2fJIwXY4iCyNLshXx1zadRTcOHJFo8f66NdyYo9dapRL68spg55vCn200l0jN32aEwISqdDmN+XkDHqk2RzfcMBUGlInF+bMc65eT2ki2sy1/B3+/4Nk5vdMu6A+GxpfezZc66GSnQAPeW5pBt0rOzsZtWqwOVIFCeYea2wkxyE2IjU0URaQWFGCPRkMC/bfk639z5w5gW6oy4VLYVbZz6wBhnTW4Ka3JT8Pj8qEQBMcbyvGdgxYiCwvVPnjmb3939I0pSomOaHwhb5qyL9hRkRaMSY06gQRFpBYWYRavS8C83/SOZpuj5cEyGSWvkxkLFZycSKCKtoBDj/Pct30Ejxs5Gabw2ju/d+FUSdIqtcCRQYtIKCjGOSqXiX7d8jW/t/DEef3jsVrUqDW7f+LH1aj0aUY3P7yMlzsydc7eyac7MSrWb6SgiraAwAyhIzudXd/07L57ZwZt1e67IpZ5OOfmWOet4ZPHdmLRx9Nr78fq9qFVq3D4PacbkqHX7VriEItIKCjOEBJ2JTyy9nzX5y/mPvf+Lw+Mce08URDSiGo/fG5Bgi4LAHSVbeXjhhxAvVuimxiWHbe4KoaOItILCDGNu6hx+tO2bvHNhL5Wd1SDAkqz53DRnPXqNjr+c/itVXSOVdBpRTbu1C89lxTFFybP50urHSItLmewSCjGEItIKCjOQ1LhkHlr0IR5a9KFx7z229MEr/m13D1PZVY3X56MkrZB0RZxnFIpIKyhc58RpjazOWxbtaSiEiJKCp6CgoBDDKCKtoKCgEMMoIq2goKAQw8hpVdoK5CQmJlJeXi7LmAoKCgrXOydPnmRoaAigTZKk3Kvfl1OkBwF5Wh4rKCgofPAYkiTJfPWLcmZ3NAAFgA2ok3FcBQUFheuZIsDEiIaOQ7aVtIKCgoKC/CgbhwoKCgoxjCLSCgoKCjGMItIKCgoKMYwi0goKCgoxjCLSCgoKCjGMItIKCgoKMYwi0goKCgoxjCLSCgoKCjGMItIKCgoKMYwi0goKCgoxjCLSCgoKCjGMItIKCgoKMYwi0goKCgoxjCLSCgoKCjGMItIKCgoKMYwi0goKCgoxzP8Pi971ScL6N+YAAAAASUVORK5CYII=\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 5000\n","Propagation at iteration: 5000\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABmyElEQVR4nO2dd3gc13W339le0HsvBEEABEiCXaTYVKnei2XZKu525MRfXBLHiRP3OE4c27HcJUtusiyry5ZEq7CIvXeiEL33tn135vtjCRAgAWLLzO6Cmvd5aAs7M/eeBXZ/c+fcUwRJklBRUVFRiU000TZARUVFRWVmVJFWUVFRiWFUkVZRUVGJYVSRVlFRUYlhdHINJAjCYaAYGAPq5RpXRUVF5TJnPhAHNEqStPTCg4Jc0R2CIAwBibIMpqKiovL+Y1iSpKQLX5RtJY1/BZ2YmJhIdXW1jMOqqKioXL4cOXKE4eFh8GvoRcgp0vVAbnV1NVu3bpVxWBUVFZXLl02bNrFt2zaYwU2sbhyqqKioxDCqSKuoqKjEMHK6O1RUVFSCwul0MjQ0hNFoJDk5OdrmxCSqSKuoqEQMn89HbW0tHR0dtLe3Mzg4iM/nAyArK4sNGzaQl5cXZStjC1WkVVRUFMPn89Hd3c3Y2Bi1tbXU1tYyXdivIAh0dXXx/PPPc++995KTkxMFa2MTVaRVVFQUYdeuXezfvx+v1zvruePC7fV6+etf/8rHPvYxpc2bM6gbhyoqKrLicDj4zW9+w+7duwMS6AsZHh7mxz/+MS0tLRcdGxoaYmBgYELUm5ubOXDgAE1NTeGaPS0ej0eRcYNBXUmrqKjIhtPp5De/+Q1jY9PmZQSMy+Xiz3/+M8XFxYyNjWGz2XC73Xi9XiRJQqfTIYoioihOXKPX6ykvLyclJYXi4mJSU1MvOYckSdTW1lJfX4/P50Ov15OWlkZJSQknT57kxIkTOBwOzGYzVVVVrFq1CqPRGNb7CgVVpFVUVAJGkiQcDgc6nQ6DwTDlmNfr5emnnw5boCfP1dDQMO2x6VboHo+H48ePA7Bt2zYSEhJ48MEHsVgsF53b19fHH//4R1wu10XHtm/fPuVnh8PB/v37OXv2LOvWrcNqtZKVlYUgCKG8raBRRVpFRWVWRFHkwIEDHD9+nOHhYQRBoKioiDVr1pCVlcXIyAivvPKKbAItByMjI/z0pz9l6dKlXHXVVQiCgN1u580335xR/Kdj3LXS39/Pyy+/jCAIxMXFsXHjRsrKypQyfwJVpFVUVGbEZrOxb98+jh49OhEqB37hamxspLm5GavVysjISBStvDSHDx+mr6+PjIwMDh48GPZ4kiQxOjrKa6+9Rnt7O1dffbUMVs6MKtIqKipTaG9vp6amhtHRUZqbm2fcPJMkCZ/PF9MCPU5rayutra2yj3v48GEaGxt54IEHpnWryIEq0jGMKHppr/0r/R0H8HkdIBhISi8jNXcFCSmlaLT6aJs4BdtwK12N7+B2DqPR6pEkCY9rFJ/HBoIGkzWN7HnXkphWHm1TVaahubmZLVu2zAnRjSWGhoZ49tlneeSRRxTxU6siHWN4XKMM9ZzA67HT1fguom/SxobkZqjnOEM9x9HprWQUriOr+JqIbWDMhCT6qD34S8YGz17yPNuQjfpDT5CUuZiSJR+OkHUqgdDW1saLL744xaWhEjgDAwO0tLRQWFgo+9iqSMcQHfVv0tW0DUnygSRe8lyvx0ZH/ZsMdh0ns2gDyVlL0Ghm/nO67H0M9Z5GknzEJ5dgTcwHwO0cQhK9GMwpSOfmvNQ403H2yNOzCvRkhrqP0du+n/TclQGd73YO43YOMdJfy1D3MdzOYQymRFJzV5Gevwav24YgCOiNCUHZrXKenTt3qgIdJg0NDapIX850N++gs/Ed/w9BdMtxjHXQdOJZOurfZP6yj2KOy5xyXBS9tJx6nv6OqRsmJmsGgkaLY6wLJAlBo0US/V/SuOR5ZBVvCsgt4XGNMNx3OmB7x+k6+9asIu209dBa8yoj/bUX3bQcYw7aal6hve51JNELjP/OBEzWdLLmXUNq9rKg7Xo/0tbWRltbW7TNmPM0NDSwbt069Hp53ZBqxmEMIIk+upsnx2YG29JMwu0cov7wkxNCO079wV/R33Hg3Jjn/zlt3ThGO86JnzRJ6CTGBhuoP/QkfW37Zp25N4BzpsPtHODMvsexDV+cVQbgcgxQs/+n0wr0ZCTRw9Tfl4TT1kPT8WdoPvnnkGx7PzEeOqcSPkNDQ7z99tuyj6uKdATxuEboPPs36g7+kvrDv6avfR+iz4NtpA2Pc9i/gp7FzTEzEm7HAJ0Nf8PlGKTu0JMc3PIlRoNwQ0weCyRazryIz+uccsTnceDznveTB+PmuBDbUBNn9j1OX/v+i4511L2B1z0Wxu8D+tr3MtKv9kS+FIcOHcLhcETbjMuG06dPy77xqro7wkQSfQz2nGCk7wyCRofeEM9g9zGcth4ADKZEsoqvxWRNo/7wk4g+98S1w72naD71AhqNluBXz9PT2fAunQ3vAqGL2ziS6KW9/k0Kym9noOsI3U3bsI92ABCfVEzWvKtxOQbDnYSW0y+QmFY24VN22fsY6DocrvkA1B38OTpDHMkZi8gs2oDRkjbteU5bL16PDYMx6VwkjQajJY2Rvhrso+1otQaSMhdjNF9eNY/r6uqibcKMaLVaRFGctmperCKKIi0tLVRVVck2pirSs+D1OOjvOMBIfx2S5MWaWEB67moM5mR6W/fSeuZF/0bfDLidQ7Sc/jP+h5ZphFPyIcq6YRO+OE9msOsIgqCnp3nrlNdHhxoZO/QkcjyMSaKXxuPPkpheRkJqGV2N8j4yet1j9LbtZqD7KAtWfBJLvL8Mpm24lc7GtxkbOHvREwMAgsb/dHMueqa97nXS89eQV3Zb1CNq5CIWCghNRhAE0tLSWLFiBaWlpbhcLl566SW6u7ujbVrADAwMyDqeKtLT4PM66Wl+j56WnXg9U9NcR/vr6WnegSU+j7GhwFNL5RbPSOF1j9HT/O7FBySQBECS50s+OlDL6EAt8BpyPVVciM9jp+X0C5Sveoz2utfpanz30nONu1rOreQkoKdlJzqDlex51ypiY6TJzs4OKkV6JkwmE07nNDe6ABm/6aWnp3PPPfdgNpsBf9GkD33oQ+zYsYN9+0Lb/4g009UDCQdVpC/A4xqhdv/PcNp7ZzhDQvS5gxToyxFJIS1V9tHWNtxKT8tOupq2hjiXREf9FsaG2rDEZZCWvxajOUleIyPI0qVLwxZpvV7Po48+ys9+9rOQXBN6vZ7CwkJKS0tZsGABOt3FsrR+/XrS0tJ44403plS+i0U0Gnm3+lSRvoDWM6/gtPdF24w5wtzxFU4giXSc3RLWhiRIjPSdZKTvJF1N75KUXknx4gdjLgM0EIqKili9ejV79+4NeYybb74Zm80WkkDHxcXx8MMPYzKZZj23oqKC1NRUtmzZQk+Pf88nFv3VchddUkV6Eh7XKEO9J5mT4qMSMD6PXdbxhnpPcvbI0xQt+gA6vXXO+avXrVtHc3MzXV1dQV2Xm5vLunXryMvLw263IwhC0KJZUVERkECPk5GRwYc+9CF6enoYHh4mPj6erKwsjh8/zpYtW4KaexxBENDr9Xg8nrBFPy4uTvYejapIT8Ll6L8ozlhFJRBG+ms4tvVraLQmLAk5xCUVk5y1eGKTMtb54Ac/yI9+9KOgOqncfffdE4kboa6kDx48yOrVq4Mqpm+z2Th79iytra14vV5cLheDg6FHGUmShNvtRhAEUlNT6e/vD3ms++67L+RrZ0IV6Uno9FbUVXQwCKi/r6mIPidjgw2MDTbQ1fQuyZmLKaq6P+hU+0gjCAJVVVUcOXIk4Gt++9vfkp2djdfrDTmUTxRFTp06xdKlSy865vP5sNvtGI3GiQYDXV1dvPDCCzidTtldHZIkhSXQ5eXlJCfLH6IZ25+cMPF5nfS17WWg6wg+rxNzXCbp+WtJSF0w7fkma3qELZzb5JXdSluNmq02I5LIYNdR9MZ48stui7Y1sxJsn8DBwcGwVrDjtLa2ThFpj8fDrl27OHHiBE6nE51OR0lJCStWrODll18OK4pESXJzcxUZ97IV6bGhFuoO/mJKFTmXvZ+h3tNkz7uGnJLrp5zvGOuivfavkTZzTmNNzMdoScc1YySMCkj0NO8kq/hq9Ia4aBtzSWw2W1TmHffhj42NceLECfbv34/bfT7py+v1UlNTQ01NTVTsC5S2tjaqq6tlH/eyEmm3cwhJEhnpr6fl1HPTnCGBJNF59i3ikuZhScihr20f3c3b8bpHI27vXMdp66V40QOc2fc4XCKhR0Xk2NZvU7by48QlF0fbmBkxGAxRSW6ZN28eBw4cYMeOHTEfXncp5E5iGeeyEOnB7mN0NrzjLxgEzO4nlag7+HMEje5cYSGVUHC7hknLXUnF6n/gzN4fXjLzUsVDzYGfU3HF38fsZmJFRQUHDhyI6Jx6vR6dTsf27dtjMpwuGC5szCsXc77AUsfZv9Fw9Hc4Rts5X+UtMFSBDg/DuVob5rgMJHUDcXYkH7X7f45jrBsxBj97K1cGVt9bTjZu3Mjhw4fnvEADFBcr85Q0Z1fSXrfNX2x+qDHaprxPEbAmFPj/S6NFp7f6q9apYn1JfF47p3b9D1qdkZTsZeSUXI/OYI22WQBYLBYMBsMUf7BSCIJAfn4+VVVVvPXWW4rPpzRWq5VFixYpMvacXElLksSp3f+rCnTUEIhPKcEcnzXxSlruinOFiOZWIkd0kPB5nfS27uLY9m8xNtgUbYMmiNSKtrq6mjvuuIOxsbHZT45RBEFAEARSUlK4++671Ua0k2k6+Sc8ruFomxED+LuQiKKI2zmARmPAmlQAkojo86AzWHHa+3DZ+0JOgxYEHdIFxaHM1kyKFz0w5bXMok0M957GMRa5amX+PQXfRJW6UN6j3pgY1c+SJHqo2f84xYseJCW7Omp2jBOJzcNFixZx9dVXA8hS3CmSCIJAUVERZWVluFwuUlNTKSgoUDTLdE6JdOfZt+hseOvy26ASNBQuvI/2ur/idc9eMNySUEBGwVoS0somwrok0Yeg0U57vn20g4HOw3Q3bQ3GKBLTKyisuIvh/hpGB84iCBoS0ypIyqi8aC6d3sKClZ+mu2k7/R0H8LhG0OotIIn++syyIKDRGtBoDSSmlZNZuJ7OxncY7D527vC50qIBuVz8X6rS5R/H67HTVvsX7MPNMtkZPI3Hn0FrsIIkYo7LwmBKjIodCxcuZP/+i5swyEVqairXXHMNoiiyY8cODh+Wp2640mi1WjIyMqiqqqKqqkr2IkqXYs6IdNPJP9E/TQePuYDemERB+e10nN3i7yk4jiAgIFC48B5Sc5eTmrOU4d4z2IabGeg6ittxcfZTStZSCqvuuyiDbSaBBrDE52CJz0H0eeht3XlJW3V6KxlFm0jJXITRkgpAWu4q0nJXzfo+dXoLuaU3kFt6A5IkIQgCPq+b/o599LXvx2nrPdfuChA0GIyJiD7vRDlYrc5IStZS0guupLdtL4NdR5BEL0ZLKqnZy0kvWIsgTP1yFC96AEtCLn2te3A5BxE0WpLSF5JVdDXmhGzqD/2akf4aJoR70vWJaeUTPSErVj/G6T0/xD4SrV5/IvUHfzHxk96YREn1QxMNgyPFokWLFBPppKQkHnnkEex2O2+99Rb19fVzZsOwoqKCzZs3R2VuQa5fkiAIW4GNGzduZOvWrbKMCeDzuhgbaqL+0K9kGzOiCBo0Gj2LNnwFQdAy0HmQwe5j+LwurIl5pOetneLbnczYYCMDXUdxOQYwx2WQUbhhIqIiFCRJpPH4M/6V58Tf3f//elMSmQXrSM1dhU5vDnmO2fB5XXhcw2j1lomnALdzCJ/XicGUjFYXeA2HyUiShM/rQKPRT6lG5/M6aTz+DMN9Z6acn5haRvHiD6LVnS/u47L3c+K9/wxpfqXILtmMwZSINSEPc3y24vO5XC5+/OMfKzK2RqPBYDDEbMbgpSguLuauu+5SZOxNmzaxbds2gG2SJG268HjMrqTtox10nt3CcO+ZOe/eEEUP9pFWElIXkJ6/hvT8NQFdF5dcLGvygyBoKF70QdJyVtDfcRCPexSjJY30vNVYEuSt3DUTWp0RrS5jymsGU1LY4wqCgE5/8caNVmdi/tJHcYx2nVtRQ0Jq2bQ3RqMlleTMJQx2Hw3bHrnoPPvmxOo/LqmY4kUPKOoKGa+ToUSEhyiKc1KgARISQl8chUtMirRtpI3aAz/39wOcI49DsyEIM7sjIokgCCSklZGQJm/N21jHHJ814xPLZCyJeTEl0sDEhujY4FnO7HucqnVfUrRg05IlSxT1S89F5OxZGCwxGYLXVvPaJIGe+yKt01uwJhVG2wyVAEhMqyCWwwg9zkFOvvddfB7lOnyvWbMmqBrPlzurVq0iK2v2G7xSxJxIux2D/vjny0Kg/V/2rKJNMV+qUsWPOS6T5ExlkhLkwu0combSJqPc6PV6Hn744Yla0dMxXYury420tDRuu+021q9fH1U7Yk6kvR57jAq0JmiXhVZnIqdkM5lFG0OacXjQQUNtL51takx4JCmq+gBxyfOibcYlcYy0YRtuUWz8uLg4HnnkEdLS0iaSNgRBQKPRUFFREVRzACUJJD5Zp9OxYsUKrNbZMzu1Wi0VFRV86lOf4uGHH6a0tFQOM8Mi5m6H/poGsSbQIGg0lK/+LL2tuxkbbMTjHkX0uqbd1DSYU8lbcBMJqWUhRSuMDjt59bljnK3pnfDJp2fFc/1tC5m3QK15rTQarZ4Fyz/B8R3fxuOaPW49WvS27cGaWKDI2B6Ph0OHDjE2NjYlTE6SJGpraxWZczry8/Pp7+/H4XBMsSMzM5M77riDuLg4Dh06xJ49e3A4zruAtFotCQkJlJWVsXjxYuLj41m/fj2nT5/m+PHjdHV14fP5SEtLo7S0lLS0NCwWC7m5uTHX/izmRLrp5J+jbcK0aDR6LPE5FC68e8rr9tEOelp24RjtRG+MI6NgPQmp84Mau7VxgIF+G1k5CSSlWPn5/2zHbpu6u97TOcozT+znw5+6goLilLDfz+WK5PNiq9uPd7AbrTUJa9lqNMbgQwoFjZaS6keoP/SE/+kuBhcOTlvoXUQuhc/n48UXX6StrW3aOGafL3LRVjfeeCMmk4na2lp6e3sxGAyUlZWRmpo6cc6yZctYtmwZAwMDDA0NYbFYpvUhazQaKisrqaysBJiI5Y91YkqknfY+XLbgmmFGBoHE9PJpj1jicyiqvGfWESRJoqm+n7bmQcZGnHg8IqPDTprq+/D5AhMAn1fkqR/vQqcTSM2M4+a7FpFXpAq2zzGGd6QPT387/W89hW9saMJl1vvqjzFkFpJyzUNYipcENa41MZ+FV36B/vZ99Lbtxe1Qpl5wqDhG2xgbaiIuqUjWcevq6mhtbZV1zFDIysoiPj4eYEJYL0VKSgopKYF/H+aCQEOMifRQz8lomzAtgkZHZuGGkK8fGrDzp18foKtDnkdnr1eiu32UJ/9vF6s3FLP59tk/wJcL7v52+t54At9oP9q4ZDQGI46m40geN9OvdiXc3U10/eHrpFz1IElrg0tI0BviyCq+mqziqxnoOkrTiWfPZ01ehIDBlIjOkIB9RDl/8Tiiz03tgZ+zcM0/ytr6bffu3bKNFSpGo5Gbbrop2mbEBDEl0iN9sdceR2eIp7DynpCTPXw+kd/+bA+D/XaZLfOzd3sj1atyycxOUmT8WKLzmW/gaDgy8bOnP7gU7oF3f4+poBJTXmgx4ilZS0hKr+Dkzu/hdp7bzL1gNZZZtJGkjCrqDj2Bc0z5p0JJ9NJW+xrzlz4qy3gNDQ2KdRgJlOrqalauXBnVBJJYIiaiOyRJpPXMy4wOhNZxWAmsiQUUVT3Aog3/QlL6wpDHOXW0QzGBHufpx3fPmRoIweLubaP3Lz+l+fHPTBHoUOn8w9cRnaH38tNoDSxY8Wn/TXuSQGs0enJKriOjYB0GUxILr/gc8xZ/CJNV+fjakX55vjenT5/mpZdekmWsUFmwYAHXXHONKtCTiImVdGfD2/S0vBdtMwB/2NzCtV+QLfX20B7lH3udDh8nDrWzaHlkUrsjgST6aH/yS7i7m+Qd1+Ok5SePkXXfP2HKm36fYTaMlhQqrvh7xoaasI+0o9UZSUxfOCUtXdBoSc5aQnLWEnpadtJ65uULLQnjXVwwkgxdXsbGxtiyZUvUbvbj/mElGrkGi8vrZkfzXt5p2Ind7SDFkoxeq8Mr+siOz+DaeespSo7cdy3qIi363LILtNGShtdjx+cJbgVrtKSxYPknZK2N0N8TmQ7MO96uv6xEuu1XX8TTq0zpUNExQsfTXyFu0VWk3/p3IW8gxSUVBbRpl5a7ioHOQ9gmV9iTUQw12vB76504cSKiURuTGf/9X3nlleTnR7bq34WMuMb4l799lx5b38RrHWM9E/99vPsMW+q3E2ewcGfFjdxYugmdVlkZjbpI24bbZE9x1erMVF75ReyjHQx1n8Q23IxtuBXRN0NxF0FD9rxryCq+WvbMQEETmR3k4QHl0oQjjbu/UzGBnszY8XcxZOSTdMXtis6j0eopXfYx2utfp7/zsL/kAQJyraZFn4u6Q08yb9EDaEOsYDg4OBjxVbTZbCYtLY3U1FQWLVpERkbG7BcpzA92/WqKQM/EmNvOb48+z5b6bfzX5n/BrGDlyKiLtPz4d9gFQYM1IQ/rpA0/h62XnubtDPWcxOvxr3ATUuaTM3+zYkkBWTkJjA4rX/lLq5sb4USB0P/20xGba+Dt3xC/7Hq0BuW+ZABavZmCirvILb0Zt3MIEDi9+/uyVXgc6TtN/eFfU7bqMyFdb7cru28CsGHDBnp6erBarZSWlpKbm6v4nMHwyuktnOgJLnih29bHV976L/5r87+iu0RN93CIukj7H9XkuoMLIAik5iyf9qjZmk7hwrvJL78dj3MErc6oeBPQDdeVUne6Z/YTwyS3IFnxOSKBu6cZx9lDEZ2z87f/jjF7HoJGi2X+cswl1Rc1F5ALrc440WjAHJeFfbRdtrHHhho5ufN7ZBVfPeN3YDokSaKrS/lIlMHBQa6//vpL1gRRElEUqRtoxOFxUZiUS7L5vFvzzfpt/O7YiyGN2zbSxa6WA2woWi2XqVOIqkh7PXYaj/9evgEFgaSMKhJnicbQaHQYLZFJAvH6QustGCx6g4bWxgHy53g2Yu9rj4MYWd+ou+ss7q4GEGDk0BaMOaVk3f9ltOZ4RedNzV2F/UxowjATTlsPTSeexT7SRn55YG6cN954IyJ1no8fP87Q0BD33Xef4nNdyHvN+/jj8Vfosw8CoBU0rM5fxocW38kP9zzB6d76sMbf1rRbMZGOWgie12Ondv9P/U1SZcBgTiFvwS3MW/ygYqugUHj7tdMRmefM8W6eenwXv//FXnzeudckQRJ9DO54Dlfn2WhZ4N/Mk0RcHXX+m4XC+Fe7SnxWJXpadmIbmj2yqL29nVOnTilgw/S0trbS3BzZXpK7Wg7y471PTwg0gE8Sea95H5969cthCzRA12hv2GPMRNTUrKvhHdk6S5vjslm0/stkFq6PKYEG6GyLXIEeSYKzNb18/2tvceKQfI/RSiOJPrpf+B8Gt/8x2qb4kUTsdQdx9ymbGu1P3lJqs06ire71Wc/asWOHQvPPzPPPP09bW2R6SUqSxHMnXpvysySJiCF0lr8UvfYB/unNb9M/6UYgF1FRNEmS6O84gFwf0IzC6NZ7vRTRKA/gsHt44feHOXYgWk1Vg2P0yNvYa/ZF24ypSCJtP/8crT/9LDYZkmimo79TWd/72GD9ue/ZzPT2KrcCnAlJknjppZcYGxtTfK6W4XY6z4XQiZKIhKTYbbFxqJXvbP+x7FEy0RFp0YvXK0/ImMGcQkr2UlnGUoJ5ZdErLbrl1VOIYuxnIo4eeSvaJsyIZ6CD7me+ycixrbKPPd4lXUmaTvyJ0YGZXUjRqgvtcrk4fvy44vO4fR5Akn3lPBMtwx3sazsi65hREWmNVj+lS3Po4xgpW/lYTHc9WXtVCZoIxUpfiH3MzdOP7+IHX3+L//73LTz75H6a6uXZA5ATz1A3sVgK9DwSfW/8AtHjknVUkyUD5d+3REf9mzMejWaHlfZ25V1y+QnKd1i/kL/WviPreFFz4MbL0PmibNXfYTApuwMfLgXFKWTlRq8OQWvTICPDThx2D7Wne/jdz/dyYFdkN25mQ2tNirYJs+NxYa+Vtzlrev4Vso43E2PDzecLQl1ANMt1arXKN2cecdsQI5yk0z4qbzhj1EQ6s2hTWNfHJRVjiY/8XTJY+nrG6GyPfncPSZT8AQzAmy+fZHRE+ZCrQDHmzo3O5a5eeeuwWBMLSEiNwHuXpHNZjhcTrVRwgORk5WP7+2yRr+jnlTmENGoiHY6LQhC05My/XkZr5MXp8LB3RyMv//EIrz131C+QMcD4hoYoSjG1qWhMVybbU3ZkKGR0IcWLHgi6d2bwSDhniKSK5ko6Eh3JBx1Dis9xIR7Ry4BdvnmjJtJiiB94jdZIydJHiU8JrkVVpGis7+NH33qHLa+c4uj+Nloa5A/JCYtzQj08GDu1PnTJmdE2ISDM81fKPqbOYCUxI/RSuIHS0TD95myspWbLzfbmvRGf0+vz8uThZ2UbL2oiHWqDT9HnQopwRlqg2MZcPPfUQZxOT8ysni9k3D0Xn6j8KiZQLCVL0VrlqzyoCIIGS0GFIkOn561VZNzJOEbbcdouDrdbtmyZ4nPPRCQ2DrvGIh9iKAhwqOMEAzKt4qMm0uE84nU3bQXAZe+nt3U3va27p/0ARppDe1pwOjyxHagAaDQCS1bGTllTQasj7cZP4q8MF5toE9IUGzshdT56k/L+2en80sXFxRQXFys+93S0trYqHiudYIxTdPzpECV/yF/PmDyNgqMWfxOfMg+N1jDjhsalGBtqpOHo7xjqOTElND05o4rCyvvQ6oxymhowR2PIz3sprrmpnIREZau+BYu1bDWGnPm4O2KnO89kBAUjEUSfW/ZyvdNhtEx/o7n99tt59tln6ezsVNyGyYiiyNDQEHFxygnp5pKN1PQ1KDb+pUiUKfIsaitprc4UVqbgYPcxJEk8V2/B/2+w5wRNJ6KTWux2eRkeUL7cY7ikZcRxxcbwwx+VwFK0CGIsrX8cjVa5ym2OsS5En7wx2NMxU8kErVbLfffdx6ZNm0hLS4vYZqIkSZjNyi4W1hasID1CxdQmU5xcQHa8PPWxo/qNyCm5Hr0x1Bhi6eJ/kshQz0nZaoIEQ0/X6JzI7lt7VUm0TZiR+KXXImh1MSjUAroU5cI9/eKp7GdHqzNf8kaj0+lYvnw5Dz/8MHfeeaeitkwmKSlJ0fE1Gg3fuvZL6BWPoJnKA4tuk22sqH4bBEFDQcXdMo8qUbP/JzMG7yuFTqeJTqGOIDBb9CxeHru7+fqkTNJv+2yMCbW/RnnCkmsUm8Ecn4NWp+yKMj1/TcDnFhUVRSSGGaC2tlbxOZLMiazIrVZ8nnGKEvNYnCXfJnPUvwmJ6eUg813O57FzfPs3qTv4BD6v8o+RAJnZCSSnmCPWLitYLFYDH/n7K9Foo/4nvyRxFWvJ/9SPSLryLgzZMRBmKQjELdqIeb5yURDNp17EJ1Mtm+kwmJLJKr4q4PMFQeC2227DYrHMfnKYRCLCA6A7QoEFAvCBxfK2Y4t60QtB0KDR6hEVqIE80n+GY9u+zvylHyU+RVk/rKARWH/dAl559iiCIESt6/I41ngD8xakI4kSZVVZVCzKinmBHkeXmE7KxgdI2fgAA+89x9C26JUwTb3h4yQsvU4RP+3YYCPNp17AaVOuK0pC6gLmLflw0LVy0tLSePTRRzl27Bg7d+5EFJUpUHTs2DGSk5NZuHChov5pvYJ7CpPZWHQFy3KqZB0z6iINYLKkYR9RJjJC9LmpP/xrKq/8gqxdwKdjyYo8fF6RrW/WYBt1ydkQOmhu/0A188uj39gzXFLW3Ysxs5iel/4XyR3pVHYBfWK6IgLd3bSNttq/oKQvOj3/Sgoq7gj5epPJxKpVq6ivr1cs8kOSJLZu3crWrVvJz89nzZo1inQMX5VbTU2f8g0lWofl/z3FxNIqs3CDouOLPid97ZHJPFp2RQH/8JVr+ODHV/v91BFGp9dwxwNLLguBHsdauoLCzz1JytUfRmOKVNyr3xct+eRPBW+v30Jb7WsovVmYUXBl2GM0NTXR06N8j06AtrY2nn/+eRoa5A+Zu3reWrQK73MICDQOtTLklLdWT0yIdHLWEszxOYrOMdIbXBfgcNDqNJSUpZOdnxQxH/UVG4q5+6FlfPk7N7J4hfwrkWij0RtJWnMHBZ97AsGkVPNgwf9P8G8CC1odptwFss4wNthIV8PfZB1zOvIr7sZkDa+Wudfr5ZVXXolYESZJkhBFkW3btsnuLrQaLJSkFMo65mQEhIknrsui6P90eBUO5nfYuiO2iTjOqiuLAOWDPlasLeT62yupXJIT1YI5kUCj1ZG44sbwBxI0gAAa7TlRPhedM+n3F1e1QfZ09a5z2bLKIVBYeR8ZMpRBfeONN/B4PDLYFByDg4OKuFc2z9+ERoHV9GSBzkvIntKFXA5iQqSdtl48ziFF5xB9Lo5t+wajA+E3nQyUyqU5XLGhWFGVNpp0XHeb8gV6YomktXehSwzTnSMImEuqyf7gV9GnZF102FK6nNTrPxLeHJOQJJGe1t0M98rf9NUcn4slIZ/seddSffXXScsNvxCUzWaLSHjcTCjRvfzKwhWszpO/i9PkhdGtZdfKPn5MbBxGCtHnov7wU1St+1IYSTTBcd2tC6mszuHIvlb6esZwubx0tsoTw63RCNx8zyL0+sgG6kcbjd5I1v1fpu0X/y/4iw1m0m/4OKa8MvTJfnHO+8QPsNcdwNlWg6DVYy1bhTFbvqQfx1g3DUd/g9Mmv29XELQsXPM52cetqamJSoTS+XK68keTaAQN/7DmI2gEDTtb5G3goNNouXvhTWwslr+RQ0yItMmajt6YgMelfAKK6HPR2fBOWLvewZKTn0ROftLEz2++fJJ97zX5P5ChfA8EmF+ewdqrSigqSZXNzrmEIb0Ac8lSHGcPB35NTikZtz6GIW1qcSlBo8Vathpr2WpZbZQkke7m7bTXvQ4K9dgTNMrcoO326JY4ePnll4mPjyc/P5+FCxdSUFAgiytPI2j4zKoPM+wc5kRPeE8KWdZ01hWtJMEYz9r85SQo1CUqJkRaEDRkz7uGltMvRGS+3tadiD4XBQvvjkp/xKtvKqe3a5TG+v6gVisLFmZy/6MrAGI2aSaSZNz6WTqf+Qbu7sZZz839+PcxZsi7ceR12xjoOozHNeJviJxVPRGPbBtupfnkczjGlC1aZI5TJl09OTk56vH+o6OjnDp1ilOnTpGQkEB2dja5ubksXLgQozH0Imp6rZ4vb3iMf3z963TbQuv5eV/VLdxefn1E4q9jQqTBn7bqGOuit3VXRObr7zyEVmciv1ze7KBA0Ou1PPjx1dTX9PDGiycZ7J9l1SL4/V6rNxSr4jwJrTWR3I98l85nvoGzaebO06Z5S2UX6Pa6N+hu2ooknY98aDn9IgZTMl73aEjVHUNBqT6JCxYsYNu2bTgcsdEcYmRkhJGREWpra9mzZw933XUXmZmhN4vQa/VUZ1fyZv22oK9NMSVxT+XNIc8dLDGxcThOQcWdlK/++8hMJon0tLxHzf6fMdB1dKKRgCSJuJ3DeD3KPu4JGoHSikw231EZ0L7i6vXFFJcqV9N4riJotGTe9Xl0M9R71iakkXXPF2Wbzzbcyon3vktX49tTBBoAScTt6I+YQFsS8kjJXq7I2Hq9nptuuimq3cSnQ5IkHA4HL730El5veDHsVxasDDraQ0BgRe7isOYNltj6CwDWxHy0egs+hUVynLHBs4wNnqUroQBrYh6DnYfwef07yzq9lcziq8gq2ojP62So9xQ+jx1zXBZxySWy+MhKyzPIzEmgu3N0om2KNPE/kJRi5oY7q1iwcG60mIoGWnM8uR/9bwbfe47Ro+8guZ1ojGbiq68leeMH0OjlqS/uGOum9sDPI1JWdDY0egvzl31M0ZDLoqIiPvzhD3PkyBHOnj3LyEj0GyqDX6jHxsb4xS9+QWZmJldeeSVZWRdH6MxGeXoJV+QtZU/boYA7ilv0Jm4quzroucJBkMvnJAjCVmDjxo0b2bp1a1hjndjxn7gc8nQ1UAYBoyWNkiUPYY4P/sNxIaMjTv78m0O0NZ/vh6gRBKpX5XPjnZVzpuZGrCB63Wh0BtnHbTj6Owa7j8o+biiUr/57rImRTVp64403OHnyZETnDJTy8nJuvjl4F4RP9PHCqdf5S+072GfJ1ciOz+Szqx9hfmpRiFZOz6ZNm9i2bRvANkmSNl14POZW0gBxyfNiXKQlXPZezuz7MYvWfxmdIbwMuPgEE48+tpb2lkFaGgfRaTUsqMwkMTm2uqfMFZQQaPA3mogFtPq4iAs0wHXXXYfJZOLIkSMRy0IMlDNnztDY2IhGoyEjI4OlS5dSUjJ7GKVWo+Xeqlu4o3wz//y3/6R99MJiVxKSBNXZC/nyhseUMX4WYnKJll6wlhg1bQqiz0WzjBEpuQXJrNk4j5XrilSBjjFsIx3ESvPKSIaPTkar1bJp0yY+/elPs3LlSjSa2PqOulwuHA4Hzc3NvPzyy+zevTvga/U6PV/Z9FnmJRdccERgVV41/7j2E/IaGwQxuZK2JuRRsPAuWk69wPnOK7HJcO/pGY95PXaG+84g+TwIGj39HQewjbQAYI7LIm/BLcQlFUXIUpULkc7FLs/UVmocn9dNzf6fRMKkWbEmFpGStSSqNhiNRjZs2EBVVRX79+/nxIkTUbVnOiRJYteuXWi1WtLT0ykoKEA7S5/KFHMS377unzjVU8up3jq0gpYVuYvJT1S2rtBsxKRIA6TnrSYhtZS+9n24bL3oDHEkpVfiGOukbSI5IPriLYkezh55GqetF41WT1LGItLzVtPVuJWelh0XRwCcwzbUTM2+x9HoTKTlrCSjcB1Gc+R7sb0fGemvo73ur9hH/AXn45LnkVNyHfEp0z8et555ESkGNgtBw/ylj0TbiAlSUlIoLS2NSZEeZ8eOHQiCgNVqZf369SxcOHsJhYUZC1iYIW9hrXCIWZEGMJpTyJ1/w5TXEtIWkJy5mL72fdhHO/F5nXjco7hsvURLtId6Tky0e7KPdtDVtBUxwE4botdJT8t7DHQeonTFJ7AoXA3w/cjYYBPdLTtwOwb8IVyj7RccP0vtgbMkZ1WjNyZgNCWTkr0UncGK12NnoOtIdAyfjKChZMlDYe9/yI3P54t60stsjEeDvPHGG+h0OhYsiB0BDoSYFumZMJiTyZm/ecprHtcYZ/b9H27HQHSMksQJoQ5UoCddjNdjp2bf4xgtqcQlFZOevxZz3PRhd9K5hru9rbtxjHUiCFos8dmk568lIa0MmP0R/v2AyzFIzf6fBFy8a7DryMTfsL3+dQoq7sJoTkES5a8pHQzWpGLmL30UnT729ikyMzPRaDQxt5E4HZIk8dprr3HPPfdQUHCh7zl2mZMiPR39HfuiJ9CTCblGg4Toc+MY7cQx2kVf+35SMhfj9ToQBA2JaRWkZFeDoKH+0JOMDtRNuXrYNcxw3xnGi9Vb4nPJLFxPSnZoVb8kScI+0orX48BszcBgjkxjUrkQRS9n9v4Ir3ssuAvP3WxF0UvzyefIL79DEfsCRWeIp3zVZ6Jqw6VISEigtLSUM2fORNuUgJAkieeee44bbriBwsJC4uIi1UQidC4bke5rPxBtE2QsoiMhiR76Ow8yLrpDvafoatpKQkrpRQJ94bWcE9jG48/gGOskt/SmGc92jHXjGO1AqzMRn1qKRqOjr30/nQ1v4XYMMu5CMlrSmb/sY5gsyvnNvR47w72nEX1urIkFWBJycdn76O84iNs1gtGURGruSgympFnHGug4FLxAT0aSkJDoOLsl9DHCRKM1URbDAj3OtddeS0tLS9SLMgXDG2+8AUBBQQHr1q0jO1uZGihycNmItCsWVtGKIOHvGAIuey+99mC6Hkt0NW4lJXv5Ra4Tt3OIphPPMjp4rlWRJCEIOiRp+iLvLnsvJ9/7Dlnzrid3/nVTZxF9jA42IPrcWOJzpqy6JUlipL+G4d4zSJKP+OQSkjKrJgpbiT4P7WffpKdlJ1zoVhC0MGXjVaCz4W1SspfhcflT9y3xOeTMvwG9cWoFMv8NLkQm3Wy97tHQxwmDhLRyiqruR2+I/ZWe0Wjklltu4bnnnotp3/R0tLS08Mc//pGNGzeydOnSmGyacdmItE5vidoXSnHCWqFL9HfsJ2/BLROviD43Nft/Nsk9dC4dfQaBnkxXwxaQvOSW+ruj9LXto+Psm3hco5zfuNUQnzKfjII1dDVuxTbsDztEEOhr34exPpns+ZtxjLTT3bJj5vd3UWSMhCT56O84XwvYPtJGX/s+dIY4JNGHKHrQGRIUbyIRCnpjAj6vc8baHoLWQErmYtLz10YlWSUc8vPzqa6u5vDhwEvHxgqiKPLuu+/S2trKLbfcMmuoXqS5bEQ6KaOSvrY90TYjJnHazq++JdFH3cFf4Q4jo7Or8R3M8TlIPg/Np/7MxVE1IqMDtYwOXFCv99wqy+Xop+n4H0KefzomuzY8zth8qipZ+lF/yObhX+P12KYci08ppXT5x+b0hu/VV19Nbm4ub731VsidVUwmkyJdWQKhvr6e3bt3s27duqjMPxOXjUjnLbiV/vb9M8YlRxaBWIjhHsc+0o4kiQiChtbaVxkbmr3+8mw0HvsdsfY+Y5nkrGqsCf7wysUb/42h3lOMDTag0RpJz1+DwSRvX7xoUVZWRmZmJs8880zQPmpBEFizZg1bt26NmtvkyJEjrFixApPJFJX5p2Pu3rYvQKszMK/64aCuSc9bQ+XaL1JxxefInncd477fyw2Pa5iW0y/iGOumv22fjCOrAh0IgkZPUeV9k37Wkpy5iPzy28ktveGyEehxkpKSeOihh6iqqgrYx6vVarn22mtZtmwZ69evV9jCmXG5XDzxxBPs3bs3Zvzrl81KGiApvYKSpR+h8fgfEL0zPzJptAbyFtxCev6aidcsCbl4vXZ6W3ZxOYpPX9se1R0UDQR/lqAmAh08Ygmr1crmzZvZvHkzfX19tLa2IggChYWFdHR0cOLECYaGhjAajcybN481a9ag1/t/RytXrsRsNvPOO+9EpVu5y+Vi586dOJ1ONm7cGPH5L+SyEmnwC3X1VV9juO8MtqFmBI2OhNQFOMa6cDsG0BsT/NlkestF1xaU30FKVjWtp1/GPtoWhhWXn8irBE9ccglFlfditLw/+1COk5aWRlra+aYMycnJVFZWXvKaqqoqMjIy+O1vf6u0eRchSRKCIHDkyBGWL18e9Vjqy06kwZ9tl5S+kKT083n6cUmBtU+KSyqifPVj1Bz4GbahJoUsVLmcSUyvpHDhPeiNsR8+F8s0Noa/dxIqkiTh9Xqpr6+nuro6anbAZeSTlhNBo8UcF14xf5NV7aTyfiSv/A7mL31EFWgZiAWfcE9PT7RNuDxX0nLgcQ4TTvSCM6ikE5XLAZ0hnoxJ+xxznTGHh7f2NbP7eCdur0h5YTI3rS0mPzN+9otlID8/P+rFm+rr67n++uujNj+oIj0jBnMSCMJEbG/QxMAqQCWCCBrS8lbNyTjntp5R/rilhoNnevCJEvmZcdy5cT5PvHqS/uHzxcIa2ofZsqeZzz+4nLWLla/WmJubS3p6elRXsw6Hg76+vik+9Ugz9z5RESItd5UMo1yeIX0qFyIQl1REdnFkG5TKwYmzfXz2v99l2+F2xhweHC4vtS1DfPe3B+gbciD5S8EgSSCKEm6vyPd+u5+2nshk91511VURmedSDA4Ozn6Sgqgr6RmwJOSRWbiR7qathOTyGI8PVVfUMYAGkKv41Xl0hjiM5jRSc1eQmrN8oh7JXMHm9PCtp/bh9QX3GfWK8OnvvkNWqoU7N85nzaJskhOUSf7Izc0lOTk5qkKZkhLdZhxz61MVYfIW3IQ1IY+Os1tw2roDuGK6lbOalRdtKtb8A50NbzMkUyNZvTGJqnVfmnOxzz6fSG3LEPVtQ+w52cmJ+n7EMBYRXf12fvrCMX758nFuXV/CIzcvRKOR9+lREARWrVrFli3+aoSR9k9rNBpSU6MbQqmK9CwkZy0mOWsxTls/tQd+isc1PMOZAlq9mazCjfS278U9XuBHEM5ptCrUkUegqPI+LPE5zFv0Qc5KEsM9x8Mes2DhnXNOoF/cWs+LW+sZGnXJ/kn0+iRe3FpPbfMAV63Ix6jXUlGcSmbKxbkIoVBVVYXT6WTPnj243e6ICnU0fdHjqCIdICZrKlXr/5nBrqMM9ZxAFL3EJRYQn7oAj3MIQasnIaUUjVZPYkYlZ488db586oRQgyrWkUAgNWc5+RV3otUa/K9otMyvfoixoSb6Ow5iG27F4xoJonKi/yact+CWKfH3sc6OI+38/MVjDI9NX3lPTk42DnCy0f+Z12pg7eJcHrt3CRZT+De0FStWsGjRIhoaGnA6nTQ2NkYkjnrevHmKzzEbqkgHgUajIzVnOak5yy84MjVRxhyXSeXaLzDUe8qf9ajVkZyxCKMlnbbaV+lr3xdS+dHEjCrGBurxXSLl/fLn0u6jxLSFFFbec1F96XHikoqmdGj3euw47X00n3wO51j3pLEFUnKWk5q9DKet51wj5Ao050R/LvDStrM88Up0msT6RP8Nwubw8LVPyBOWaDQaqaioAKC3NzIhrkajMSLzXApVpBVivIhOcuaiKa8XLrybrOKrObHj24GOBIKA0ZxCUeV9CAjUHPgpjtFO3j+rcgGTNYOCirsY6T+DY6wHx2iH36UkCAgIJKQuoLDy3hnFeSZ0egtxiQVUrv08owNnsY+0odEaSMqomhgrIbVUgfekLCM2N79/43S0zeBwTQ+nm/qpKJLPr3v69GmOHw/XbRUYY2NhdPeRCVWko4DRnExW8TV0Nb59ibOE8wKUVkZBxZ0TjUjLVz1GX/s++tv343YNIwgavG6bomVac+bfSHJWNR11r2MbacHtGAFCa9AqaHQT7akMxgRMcdmIogcBiE+Zj8mayUDnQZy2HrQ6E8lZ1aTlrvS3+Eo5//jptPXi9dgwmlPQGxPCfo/xKSXEp5SEPU4ssPNYBy5P9Mv2SsA3ntjLdz6zjsLs8P9GQEiNBTZu3Iher2fHjh24XC5Z7IgUqkhHifESle31b+DznK+7a47PYf7SR/F5nHg9YxgtaRf19NNo9WQUXElGwZUTr3ncY9QfehL7SBsXr7D9/lSt1oTHPYreYEXQ6HDZ+wKwVCA5awlZxVchCALzljwI+NteHdn6H0gzdBmZaSyAiis+h8GUjOhzozNYpk0ASc6smnU0kzUdSA9i/vcPIzZXzER/jto9fPUXu/nxF68i3hK+uygUV4dOp2PJkiXk5+fz1FNPBbz5mJOjfNLObKgiHUXS89eQnr8Gt3MIr3sMgykZncHqPxhk2KneEEf56scY6auhv+MQDlsXks+D3pRIcuZiUnOWo9VNHbSt7nV6W3Yi+vwrC63eSnzqfDyOQTyuUYyWVNJyV5OcteSiusAarZ6FV3yO+kNP4Lqgy4tGazw35rlrJl2bkLpgot+iVjd3/Ltzjdz02KodMjDi5O39LdyxcX7YYwXbh1AQBLZu3Up7ezs1NTVBRYeoIq0CgMGUFFAH7NkQBA2J6RUkplcEdH5e6Y3kld6I2zl8zo7gis+brOlUrvvSlLKwyRmL0GgN1B9+AucFK3VrQh7FVR8Iag6V4PH5RF7fHb0KcjPxl/caZBFprVYbVJ1pSZLw+XycOXMm6LlOnTrFqlVyZB+HjirSKmF1BpmuLCzAwjX/yFDvSUYH6kHQkJhWQULqgpjsxnw50dI1whd/tAO7K7T9AiXpGXTMflIAGI3GiPVBVEVa5bLFH92ymOTMxdE25X2Dy+PjX36yMyYFGkCUoLFjmOKc8NqFFRUVcfToUZmsujSxEN2hFlhSUblM2H6ojWGb8kkr4eB0hR9xsnTpUhksCQydLvrrWFWkVVTmOD5R4i87G/jFS5GJHQ4VjQbys8KvRZ2amorVapXBotnJz8+PyDyXIvq3CRUVlZDp7rfxb7/YTWefLdqmzMrKikwGR5zYnR4yksOr62E0GrHZlH/Py5YtU3yO2VBFWkVlDuLx+vjzO/U8+7cafGKMBETPwt6T3ew71Y0gCMzPS+TBzRUsK88IaayRkRGZrbuYxMREsrOzFZ9nNlR3h4rKHMPnE/nmr/fxhzfPzBmBHsffQECivm2Ybzy5l70nOoMeo7e3F69X+c3R0dHRiKzWZ0MVaRWVOcauY50crol+g9RQGe/y4vWJ/OqVE0GXHo1UxIUoitTX10dkrkuhirSKyhzjlR1nYyblO1y6+u0893ZdUNdEqkuLIAi43dGPllFFWkVljtHaHZn+gpHimS1n6B6wz37iOTQa5WVrPOkqMzNT8blmQxVpFZU5hMcrYnPGZrJKqIgivLmnKeDz09OVLao1LtCpqakxEYKnirSKyhxCidZR3//cBj57bzXzchMx6M9LgsztCmdGgIb2mdrSXUxubq7ifQfj4+O59dZbY6KMgRqCp6IyhzDotaQnm+mVqQ5GvEVPaX4ypfnJXH+Fv8NQ76ADnyiSmWKhd8iBze5m57EOXt3RqFjKebAttm699Vaee+45RaIvKioquPbaa9HrY6OPpbqSVlGZY2yozpVtrDs2XNzkID3ZTFaqFUEQyEi2UJybxIduXMgz37yJ2zbMQ6eVd3UpSRKrK7OCuiY1NZWHHnqI1atXy2oL+Isq1dTUyD5uqKgiraIyx3jwhnJZXBGFWfHce+2CgM/XaAQ+fvsinvjX63ns3moeuqmCRSXhux0kCZ59q4aBkeAq21ksFgwGZWqSb9myJSYiO0AVaRWVOYdep+WOjaG3+bKadNy5sYT/+8JVIflcUxJMbL6ikHuvWcCKCnmiH9p6xvjxc0eCvu7ECWUa7UqSxEsvvYTPF/0WZKpIq6jMQR65pZLkhOA7Wf/jA8v447du5iO3VcmyKXb1igJ53B8SHDrTQ1d/cD7moaGh8OeegdbWVh5//HEGBgYUmyMQVJFWUZmDCILAf3xsTVDX5GfEc9UKeUPKkuKNPHZvddjjSOf+BRsDrpS7YxyPx8Mzzzyj6ByzoYq0isocZV5uIrdtmEcg69jURCPf+vRaRey4ZmUB1aVpsoxlNcdGRMVknE4ntbW1UZs/pkPwfA4HPVu3M3jwEIg+EqqqyLz2avQJ8rSGV1GZ63zstioSrAZe3nYWm9M7EUet02rQaASS441sXl3IDWuLiVNQAL/00Eoe/tqbeLxiyGNkplgoL0wJ6ppIFFoCqKurY8GCwDdZ5SRmRdrZ3c3Jr34dZ8/5QjKDh4/S8dIrVPzbvxBfGn5DSxWVuY4gCNx/bRm3ry/hVOMAXlGkrCCZxLjg/dXhEG8x8IP/t5F/fvw9Ru2BN4mdzHWrC9AEEbZit9sjtrEXzQ4tMevuqP2fH04R6HE8o6Oc+e73ECN0B1VRmQuYjDqWlWewamFWxAV6nIKsBP7wjZt47N4llOYH38fwxNn+oM4/cuRI0HOESkFBQcTmupCYFOmxsw2M1tWN1zS86J+7t4+a730fn0OerCuVuYO9rY2RMzV4hgNPI1aJLJuvKOL7n9uEUa8N6rqjtb2MOQJfhZ8+fTpY00Lm9OnTiGLorpxwiEl3x8jpM35BvgQDe/Zy8t+HqPzGv6M1RmflcLnjHhqi5ZlnGT56DK/NjiE1lcTKhSQtWUR8RTn6+PD71QXK8MlTNP7qSWyNTf6btyAQX1FOxZe/pO5RxCjXrSrgtZ2NAZ8vShIutzdg33kkC/I3Njby9NNPc8cdd5CcnByxeSEGRVp0u2n+ze8COne0poZjX/oy8z/zKeLLIuPUt7e1Y2toQGsykbhkccA3CEkU6d2xk/YXXsTV04Og1ZKwcCFZN99AfGkpOsvsPd9sLS00PvFrHG3t+FwuBL0eS04OWZuvJ239lbIWg2n547O0PvOnKa95R0awNzbS+dpfQKMhYWE55f/0RcVFcrSmlpNf/RrSZBeXJDF66jT7Pvwo5sICCj/4AVJWr4qJgjgqfj5512JONvTT2BlYqytJgu2H27lzU2D7TVqtFo8nNP93KAwMDPDiiy/yyCOPRKRc6jgxJdK929+j9gc/giA2A+xNzRz78r9S/qXPk3rF9Hn8PpcLe0srGr0eQafF3tSM1mIhcVEVmlmKqHjtDnreepvut9/F2dGB6HafKw8moIuLI//+e8m55aZLjiF6PJz6xrcYPjq1m/PA3n0M7N0HgMZoxJSViSE1lZSVK8i+6YYp1x9+7B9wdnVfNPbIwCAjJ07S+ufnqf7+99AEucEhiSLOzi4QwJSdjSAItP7puYsE+uI3JTJy4hT7P/Jxqv/3f7Dk5wU1b6CMnD7D6e98d6pAX4CjuYUz3/kvEquXUPkf/6YKdQwRbKLLU6+dZFl5BoVZs9/48/PzqasLrmFAuAwODlJfXx/RSA9BrtKHgiBsBTZu3LiRrVu3Bn19367d1PzX/xBqywmNycTq3z01RXRFr5eWP/yRrtff9Puvx8cWBBD8Ipu29gpS11xB4qIqBO1UH5pnZJRjX/k3nC2tl5w7de0ayr7w/y66fpyWP/6J1meeDer9aM1mFnz+c6SsXMHehx7FOxzAakSrpfwr/0RKdfUUW0br6unb8R5emw1rUSFp665k6Ohxut7cgr2pecK3b87JJufOOzj7+E+D+zsIAou++y0SysoCOt3Z20ffjh1IXh+WokIEjZbud97B1d0NooTWbMaUk8PIyVM4OzoCtwPIuulGSj75saCuUVGOB7/6OiO24Gpg3HJlMZ+8a/Gs5w0ODvLkk0+GalrILFy4kBtvvFG28TZt2sS2bdsAtkmStOnC4zEh0pIocvBTf4erO7y+bfkfuJ+CB+6b+PnEV7/G8NFjAV2rT0mh+NGHSN+wfuK12h/8H73vbg3oeq3VwqLvfhvrBUXCJZ+PvQ99BF+Ifdn0aal4+oLb9UarxZybQ/atNzNy9Dh9u3afM0YK+SY4KxoNS3/4fSwFF2e0ST4faDR0/+1tzv78l6BwZE7a+isp/YfPzvqUdLnjc3kZq+3HZ/dgSDFhnZeCoI1srMDHvrWF7oHgNviLcxL40eevCujc/fv3s3379lBMC5mcnBweeOAB2cabTaRjwt0xVlePq6c37HEG9u2bEOne7TsCFmgAz8AAtf/zA1qfe4HiRx/GPTgQsEAD+Gx2jn7+S6z81S/QJ5zfUHMPDYcs0EDwAg3g8+FoaaXh8Z/5fxYE5cR5HFHkzPf+h/jSUiRRJGlxFRqTic7X/hrQRrCc9O3cjT4piXkf+0jE5lQS0eND0GkCcuNIooR3zMXQwQ6Gj3Qi+STGUxI1Jh0agxaf04ug1ZC4NIvU1QUIClb3X1GRxV+C2DwEcHsC/6xUVVWxc+fOiBZCiouLi9hcECMi7bXZZBER7+j5vP/m34eWb+9oaeHU174R0rWSy82J//g6S7//vYnXBvfvD2ksWYlQ11JHSyuO1jaAoG5wsiOKdP/tbQo+cD+6OGv07AgD0SsydKCdoSOd+MbcoBUwZceTcd18jKkXbzJLPpGBvW0MHulAsl/wpHLuzy86vIgO77mXfAzubGVwVytZt5UTL1Na94VUFqcELdKFWYFHDXV1dUU8NK64uDii88VEnLSlUJ5AceO53meix4Nrmk22SGA/28CBT3wa0eNB8vlonm0D7nJDSZdKEIhOJ2P19dE2I2gkUWLkTC9Nv9hP/3vNfoEG8Ek420ZoeeoQI6emugUlSaLztRoGdrVcLNCzTghdL5/B0aZM3Hl/kDWiAe67tjTgc8PZJDabzUFfo9FoKAtw70UuYkKkjampM266BUP6xg0AuAYi0/J9JlzdPRz81N9x7CtfxatgKUWVS+Ps7Yu2CUEhekXanz9J92s1+GZKrZag+406PEPnxc/eNIStLgS32CT6d196czxUrKbgH9b3nwp8byo3NxdjiHkSobTHEkWRkZHAQgrlIiZEGkCXlBTW9VqLmfSrNgLQt32HDBaFh7uvn7HTZ6Jtxvua4WPHZz8phhjY3YKjeWj2E0WJoSOdSJLEwL5WOl8NP/PO0TKE6JHfr9s/4gr6mt+/eQZbgJmHer2eZcuWBT0HwOhocGVRx1Gq0cBMxIxIJywIr2BS3j13TySWDJ88JYdJKnOcgb178bmCF4loIIkSw4c7Az7f1jhI48/307+9Gcktj09WEuV1U72wtY5n3gxtofLvv9iNzxfY+7riiitYsWJF0HOEGtnWM01NISWJGZFOXbcu5Gu1FjNZN1w/8bMgxMzbUokiosdL/85d0TZjVkSPj96tDYjuwFeynn77eX+1DOjijWiN8sURvPhuHb9+9RSh6n5NyyDf/8OhgM4VBIGNGzeG5GMOhUimo0MMiXTamtXo4oMPbRG0Wir+9cvorOd38c05wXUeVrl8cXR2RduES+JzeWl+6hDDhwJfRSuBZZ589Sh8PpGn/hq+C+a9Yx3UtgS+vxSpKA+tDPtnwRAzIi1oteTde3fQ15R98R9JrKyc+vr7PIlB5RyShCHMvQ6l6X23Ae9w9F0yaeuKZBnH6xP5+YvHEGVwnUiixI4j7QGdW1dXhytCrq2kCH+mYiJOepzc22+j9dk/4wvwcUKSJJp/9wfs7R3YGhqRRBF7ayvOtsD+sCqXN4JWS9r60N1oSuPstTF6MrL+zenQmLRoQ4jCuJAdh9t54tUT9A8HH3Y3HRIwPBaY8O7du1eWOWdDEAQWLlwYkbnGiSmRHjx8xF/AKFBEEUdbOy2/+4P/5xiIz1WJHTI3Xzcl+zOWcLQN0/7CqYlEk2gix6r34Jluvv/MQbw+ed9QnDmwRrP9/eGFIAaCIAiUlJQwb948xeeaTMyItOh2U/e/P/LXeQgWVZxVLsCYkUHJJ2Kz0JIkSXS/XocUxEahosggrM/+rVaRzP/FpakBnad0WnhcXBzV1dWsWLEi4lUWY8Yn3bdrD54Q4xZVVCYQBMx5eVR982vRtmRG7E1DeGRyCciBMT281PkRm5ualkFEBRZLS0ozAjovlMSUYDCbzSxdujTim4YQQyLt7Dq3C6+uilVCJG7BAsq+9HmW/uj7mDID+3JHg4E9ymT3hUpSdXZY1/sUiqooyIrHHGBYoNKp2r29vRw+fFjROWYiZtwdE909LneRjkRFuvcpRQ9/iMSqytlPjDLODnnTig2ZVtzdocXuxpWnEV8Z3A1tzOHhh388xJmmAdweH/EWIya9FrtL3hK0n723OuBzFy9ezPHjymaYnjx5ktWrp28soiQxI9Jp666k6enfIjpj5zFQdsZb7qgiLTu6uDjiFwRemCdauEecsm8W5t5ViavfzsDOZpxdoxCIe1YjkLq2gJQrLq7/fSFOl5cTDf2M2t3sOtbBnhNTY8/tLnuIls/MreuLKS9KCfj8+ggU04p0zY5xYkak9QnxFH7ogzT+KvKdFi5Ea7VgzMjA3tgU+iDjmwvnVs66uDh/SVb8m1quCKeWhoLGaECXkIB7DhQqyrn9VjSGwCIBookYRDfsQNBY9OisBnRWA9aCJABGTvfQ+7ez/gzG8Y+hVoMxKw59vBFDmpWERZnoLJf240qSxLNv1fL8O3U4I7jJqdUIfOiGiqCusdvlv1HECjEj0gA5t95M45NPRbRA/IXok5JY/L3voDWbOfkf38Q2yx1a0Oup+Ld/IXnJYly9vZz+9nexNTWfPy4IpG3cwPy/+xTe0THQ+Nt2nfqPbzB84uQlV9WGzAw8/QOX7O+nGIJA3t13kXvXHRz85GdwDwzK8gSgjYsjZc1qMtavo+WZZxk9UyPLuElLq8MeIxIM7G+Tdbysmy/2xSZUZBBXmoatvh/PkBOtRU9cWdqsad+d/Ta2Hmxj1OYiIc7IqM3FKzuCqwUtB+uqc7GYgtsIjEQHb7m6WAVLTIk0gM5qnVK8P5JkXn8d8//uUxM/L/rmf3D8y//qF91p/kDGjHRKPvUJkpf4+7EZ09Op/t//ZujYcUZPn0HQ60ldvQpzbg4AhpTzH6SKf/sX2v70Z7r/9jae8ceoc3OY8/LIvuUmsm/cTM33vu9vfxXJG5dGQ9q6teTdc9e5rM7Pc+qb38Y3FprfU2M2k3blGtKuXEvS0urzIUyCwKmvf8t/EwrzCxBS6GaEkSQJW4188bzaeAPWwqRpj2l0GuLL0wMap7lrhO/97gDNndGPrtJqBB65OfhkkcrKSnbt2oVXwQWNKIrY7XYsloubLihJzIm0OTfHv7qKFIKAzmol987bybvnrimHtGYzVd/+Bm3PPU/P2+/iGRlB0OuJL51P3j13TRWcSSQtXkTS4kWXnFZrNFL44QfJf+B+PMPD6CwWNAYDkiRN6fhd+NCHGDl9BvfguRoGChbVT6iqxFpYQNqG9SSUn1+hJVSUs/RH/0vHS6/S/fbb+Gz2gDZAdYkJFDxwP5nXXTttF/OkxYuo+Mo/0/TUb7A3t0w6IgXntxUE4uZFtltGKLj7HbL6ozOuD69ypMcr8utXT/Lqew0yWRQamkntuz5yayVpScEXSrJYLGzevJm//vWviq546+rqWLJkiWLjT0fMiXTq2isYramVV4gmC8q5TuEAmddcTfLyZSRVL0Y7QwUtncVC0cMfpvDDD+KzO9CaTbI0KBhHo9NhTD0fsH+h5JsyM1j8X9+h/cWX6N3+Hj6bDXN+Htk33kDm9dci+XzYGhpBEBC0GtpeeBlXVxeSKGKb7FOf5feZd89dFH74wRmPG1NTKf7oIxR/9BHsLa2MNTSgNZkw5+fTt30Ho3X1IImYc3Iw5+WSvHwZpozZowaSl1aTvLQaW1MTXpsNc04OGqOJ9hdfou255wP6HKSsXjUn/NFyPg0Z0izEFQe+sXYhkiTx9Sd2c6RW+f2GyV+/8T64qUlmctPjaOwYwePxUVaUwu0bSlhWFnroZHl5OR0dHYqGynk88u4pBELMiXTmNVfT/vxLeIbDa+ejT0mm9LHPkLS0GldPDx2v/ZWBvfsQPR4SysvJue0WEhYGvjkhaDRR65dnTEtl3sc/yryPfxRJkqas3gWNhviyBRM/l3/xHwHwuVyc+MpXGTs7aZU0g+AlLasm/wP3TXtsOiwF+VO6ghc8cH/A186Etahoys+FDz5A7h23ceob32H09MwV1QzpaZR94f+FPX8k0IWwQpwOwagl775LP6ldCqfLy9ef3MPxeuVTqcG/L6PTCtx9VSkP3lCu6FxK13pWOmlmOmJOpHVxcSz86lc49fVv4hmeOeRFm5CAb4aQGEGvZ8H/+4cJl4MpK4t5H/vIZdE9OtCUVK3RSOXXvkrz7/5A77bt+BxO0GiwFBSAJCG6XZiys8m55aYZ3TbRRme1svg/v4nX7qDn7Xfoe28nYw2NSF4vuvg4cm6/lby77oxJ26dDjvhoQa+h6CPL0c4SmXEpvv/MoYgJNMCHbyznquX5pCYqX+9Z6TC5t99+G5/PF3I3mFCIOZEGiJtfwoonfkHt939I/67dU8PZgIyrr2L+Y59mtKaW+h//BEd7h3+VKAhYiwopevjDs/qE3w/orFZKPvlxih7+MO6BAXRx8TFbcOhS6Cxmcm69mZxbb462KWEhOsPf1Mq4bj46a+iunZauEfaciFztaoNew41rirGaI7MCdSqcZyFJEtu2bSMvL4+MANx5chCTIg2g0esp/6cvMNbQSPff3sLZ2YUhJYWMazZN1I9OKC9j2Y9/iGd0FGdHJ1qzecpjuIofrcmEOScn2ma87zGkhhcVkLQ8h4SF4QnD1kNtEc2l8nhEXtnRwAPXK99he2hoKCI+Y1EUOXr0KNddd53ic0EMi/Q4cfOKifvkxy95jj4+Hn3Z3Fshqry/0CeH/rifUJVB2qbwI1iO1vWGPUYwSMC7B1sjItJHjx5VfI5xWlsjV38lZgosqahc7vhCzDa0zEsiY3OpLL737oHIZuYJAgyNRqZjSmNj5BJvlHarTEYVaRWVCGFvDrxf32S8ox7ZNkejkTWXE2Yp1ECJZGq4bpq4f6WYEyIdrXRMFRU58Y6E1t3bK+NKtLwwsCL6crL5iqKIzBPJ3oNGozFic8WsT3qwt5ND2/5K/YkDeD1uUjJyWLzmGipXbYq2adPidjo4fWgnzTXHkEQfOcVlVK7ciFavxzYyhNkaj9l6efvNu1rOcnzP27gcdnLnlVO1+ir0hsh9mGMdnTW0CAeNUb7kqVvXF3PgTLcsLbMCYe2iHK5fXRiRuRYvXkxnZ2QiV2wB9mGVg5gU6d6OFl761X/hdjqQJH+WVn9XG++++DRH3tvCbR/5PPFJkV8RzMRwfw8v/vK7jI2cT91urT/FvrdemvIUkJyezfUf+BTpOQVTrvd5PYCANoKPUHLi83p48Zffpavl7MRrTWeOsvP1P1G1aiNrbrgXoymy9Q5ikbiydHq3NiF5gqszYkyT73dXvSCDh2+q4NevnZJtzOkw6DU8fNNCbl43D60mMnHslZWVHDlyhO7ubsXncjgciKKIRqO8MyImVWHHq7+fItCTGezt5E+Pf537P/sfxCUoX/lqNpz2Mf70+NdxOS6+s17ophns7eS5x7/O/X//NVIzc2k8fYRD2/9KV8tZBATy5i9k+aabscYn4RgbIT45lbjE0FN/x/H5fJzY8w497U3EJ6VQuuQKUjNz6e9u5+jOLbQ31KDRaCgsW8ziNdeQkBJYYZ5x3nzmZ1MEegJJ4sTerTTVHOfOj3+JxJTY7ZYSCbQmHelXFdOzJbjax7aG0HzZM3HXVaW8c6CN5q7AEz8EAcxGLYvnp3Oktgene/oU9/QkE7dtmM+1K/OJs0Q2VV8QBB544AF+8pOf4A6moXWI9Pf3k54e3HclFGJOpAd7u+hsqZ9WoMdxjI3w9He/wOK117LyqlsxWeIUs8d7Lu5Sdy4dVBRFWmqPM9jbickcx6Ftf5lWoGdCFH28/ecnKF92JTte+8PE6xISrXUnaak9AfgTcwRBoLBsMRtufZCE5LSQ7D+0/XX2bHkecVKVuAPvvoYlPgn76NCUcwd7Ozny3psAmCxxVK7axOI1V2OyxqPVTv9Raas/RcOpQ5e0YWyonzf/8DPue+yrIb0HgPbGGvb+7UWG+3swWeIoXFCJ0RKHJIE1PpGk1EwyC0oisrIJh8TFWfRta0IMpouJBCMnukmoypTNjs99YCmf/+E2AvF6aDQCAvCJOxZzzUr/U2BXv43WnlG6++04XF4KsuKpXpCBUR/5HoCT0Wq13Hrrrbz88suKVsQDf1x2JERakGtTThCErcDGjRs3snXr1pDHaW+s4cVffjfgAkuW+CTue+yrAa+qJUnCaRtFq9djMJoZ6uvG63ETl5RCR2MNIwO9GIxm+rvbOXNo54QAG81WKlau5+zxA4wO9YddAEqr0yP6vIDgr6okMeONSW8wcdcn/on03KKg5jix9122vvSbsOwcnz89t5CFK9ZTungVWp0en9fDlmd/wdkTBwIex5qQTFpWHklpWcxfvIrswsCquL3++59w9sT+Wc8zmixUr9/MyqtvC9imaND0qwP+RrRBfITMBYlh1euYjmN1vfznb/Yzap85NFCjESjJTeT+axewuiq8XoiRpKenh1dffZWhoSHF5rj99tuZPz+8SoQAmzZtYtu2bQDbJEnadOHxmFtJe92uoATQPjrEcz/5Bnd89Iskp0//IepsquPo7rfoaWvCYR/F43T6i74YDHjck3bOLzGvy2HjyPY3ArZrNvx+aAikLKfH7eTZH3+NxJQMrrv/42Tml8wakuXzedmz5XlZbPW4nXQ01tDRWMPWl3/L8o0347CNcvbkwaDGsY0MYhsZpLn2OEd3/Q1rQjJX3/0ohQtmFp8DW18LSKABXE47e//2IvXHD3DXJ/85Zv3gcWVpDO4Lrvi/T+b+gQCLS9P5wzdu4lBND395r4HalkG8PonC7HgevnkhqYlmdFoNKQkm2edWmkikbCeM92VVmJgT6cbTR4K+xjY8yB9+8K8s23ATLoeNrpaz6PR6ChYs5uzx/fR3X/yFkCQJj2tu9VMcHujhzz/9FlqdnvzSSnKKFuB1u9DodMyrWEpKZi7gF+hju97CaZd/B9rrdrH3by/IMpZtZJBXf/195lUuo6C0isTUDPJKFk7cgCRR5PD214Met7+rlTd+/xNu/+gXZLFTbpKW5TB0oB3JF/hiRB+vXJTMsrKMsEqExipKpognJSW9f2t3zObfnAlJFDm49bUJXy4w/WbWZYDP66Hp9BGazt3QBEFg799eZH7VCnKKyzjw7qvYRoaiamMwNJw8RMNJ/99dq9Mzf9EKdHojHU21uByhJSi01p+kr7OFtOyC2U+OMJ4hZ1ACDeDsiH7XlLlGSkqKIqFygiBw4403yj7uTMSUSLfWn8Q+Gl4dab/LQrjkxuPlhiRJCAjUH99P3bF9CDG+eXYpfF4PNYd3yzLW8T3vctWdD8sylpzYmwYn9iECxWf3YGsaxFoU3Ygmr91N37sN2JuHkUQJQ6qFlLX5WAujH2l1IWvWrJG9xoZer+eee+4hJ4IFy2JKpI/vfkeWcd5PAj3O5PcsRbGRbyzR294UbROmJ8QU75FjXVEVaXvrMO3PnWBySIizfYSO505iXZBK6poCDGmWmKnv3dsrbzEpQRC4//77ycyUL8omEGJKpIf6lA9CV3n/MNjbFW0TpsVSlMTA7pbZT7wA94BDAWtmR/SKjJzoovfthhlX/7bafmy1/egTTSSvyiVxSfQjQerq6hAEQbayEqWlpREXaIix2h0xcgNWuUzwuJ0c2/12tM24CHNOAua8xKCv8465kSKUzj2Oe8xF868O0PvWzAI9Gc+wk563zjKwN7joFSWQe+Owqys6N/2YEemzpw7R390ebTNULjOO7JAvbFJOsm8rx5gVXBKW6PTS+Iv9ODsjs4nYv6uZ5p/txzsWZPaeBAN7WxUJGwyGrKwsWYuzjYyM0NIS/BNQuMSMSL/3yh9mP0lFJUhGh/px2GIvMkJr1uOzBZ+67Btz0/an4zi7x8Ka39E+wtChDkZOdOObpq1X7ztnGdgV+qab5PZhOzsQjolho0Q50VOnlK15Mh0x4ZMeHepndDhyjTFV3k8IMbmR6hly4h0Nrb6E5BUZ2N1Czh0Lg77W1W+j4/lTeEcmJXHpzpK6Oo+4snRcPWP4XF6GDoVfTc7niN5K2ufzceTIEdnHjWSx/3FiQqS9HuWLoai8P0lKy8QSH7z/V2nsrWGEmkr+okui24fGMHutDNHjY/BgB7b6flxd06zAvSL9O1vo39kSdGjgpRB00dtkOnr0KD5fcNUGAyE1NfLVN2PC3ZGQko5mhgI+KirhMNjbxatP/eB8GdkYQQj3mydKdLx0ClffpZN9Bg93cPb/9jDwXvP0An0hMu5LytmsIFja25XZ3yovL1dk3EsREyKt1frTmlVUZEeAlrrjvPzEf+OOoTIAlqJkBG14K01HyzBtfzyGe3D60Lzh4130vd1AQKXuFMA7HD2RNptDb/p7KZqamhQZ91LEhEgDXPeBT5LwPq83rKIcQ31d1BzaFW0zJtBZDSQsyvK7F8JAdHrp2VJ/URSD6BXpeTu6ZRF08ZGtJz2ZwkJlusEcOhRa2YpwiBmR1mq1fPgL/4nRHJmmlSrvDyZnvwVbtU9p0q8qJrE6O+xvoaN1mMZf7sfRcb6Iv6N5CLzR7Q2auDRyqdMXUlJSQnKy/NmZY2NjEWvRNU7MiDT4v1Dzq1ZG2wyVMElISSenuCzaZlyUHXW+PGxsIGg1ZFxTQlxZ+IXjfSNu2v54HFe/30ftHo6ua8dakqJo5b7Z0Gg03H333YoI9fBwmPWFgiSmRBpg/pJV0TZhzmEwmll38wMxU1hpwZIruOsT/0z+/IUIGk3M2JVVUBJtE6ZFE6ZvegJRovv1WgAMydGrAW3KSyDrlujfpBMTE3n00Udl79YTF6dcJ6jpiI1vzyQyc4vQ6dUO04Gi0eq49zP/xu43n4u2KQAIGg3V664HYMXVt53/gkQj51+SJny1Wq0uZjvNx5XL14LJ1TWG6BWxFCVDhBrATibrljLy7l+EJspttMYRBIHFixfLNl5iYiK5ubmyjRcIMSfSBpOZsqVrYmb1FQyCML5qHP9yKP8liU9K4fSh9xBjJGFj0eqrJ3pO5haXccMH/46EpLToVUaTJHQ6A9d/4JMkpUW+OE4gWIuS0cbJt8nm7rMjCALxlcr337sQS3FyzFTBG2fNmjUYDPL8fq+66qqIv7+YVMIrb7yPjNxihLCDSSNDQkq6X5wF0OkNLFy5gUVrr0Wn118g2vJjtsbT3ylvzdxQ0Wi1XHnz/VNeK66o5kOf/w53fPSLXHf/J8ifXxlxmx760veYt3BZROcNlvwH5FvtjX+rLRGu8WxIs6A1xl6+g8Vi4YMf/CAmU3guIKvVSklJ5F1msfcbxb+avusT/0T98f2cObSTwd5OnHabcpmJgoBwLtUqmIIsBpOFTXc8xIIlqxkbHsTpGCMhKQ2DyR+juerq22ipPY7P5yU5PYfnf/4dkLHWtSBoKCitYrCva9JrM5VmlDGVbHpjqFp91bRdxQWNhtx5/iSAsuo17Hr9TxwKoS1W0CZpNOgNJszWyPoQQ0H0+GT7E9nbhhmr7WNwT2Qr0aVuLIrofMGQmprKJz/5SQ4ePMiePXtC6iR+7bXXKmDZ7MSkSIO/jVLZ0rWULV075fXmmuMc3PoaA71duJ32cx23p2PmT7zBZMHtclz82CKda70l+LudzNSYNik9mzXX3UXJohUTr8UlJhOXOHXlYrbGT7F/0+0fYutLv53RrqAQBIxmCwtXbaS3rYn64/snXve/l6lzaLRa1my+m4Pb/opTzoJD59qVxSemsnzjzQFdsvbG+0jLKWTfWy8x1KdM+cfxp7CSquWKjC83cj5C97/TKNtYgSLoNMQVp0R83mDQ6XSsXr2aBQsW8Otf/zqoBVllZaUsncFDIWZFeiYKyxZRWObvLi36fDScOsSx3W/R2XwWSfTn6o/7s0sqV7D+lgcY6u+lu/UsougjNSOXwvIlnDn0HvvfeZWxYX+lLr3ByMIVG3C7nJw+uMO/Ih2f9Nwf02yN585P/DMpGaHFf1atvoqktCz2vf0yXc31iOLU2gJanR6fz4uAX2QSUzMZ6utC4uIbRnxiCpsf+DRxCclYyhPJm1dBW8Np//sXBEBAQkIQBMqXXcmqa24nPikVS1wibz33K3m61wgCer2R0iWrWHXNHVgTkgK+dMGS1SxYshq3y8nY8ACiz4tWb6T97Ck8bjc+n4e9W14MyU5B8LueDEYzS9ffEPT10UCfYkafZMIzGDtZkcFgzJw7+Q3JycncdtttvPLKKwEJ9caNG1mxYsWs5ymFIFe9VUEQtgIbN27cyNatW2UZMxh8Pi+Npw7T1XoWvd5ISdXyWZuQiqJIb3sTPp+XtKx8DCYzPq+Ht//8JHXH9005Nz27gJs+/FniEuVdLYg+H2PDA2h1eqwJSbgcdmwjg5jjEjBb4xns6eTUwR0M9nTicTtJycglf/5CisqXoNGe30H3etzs2fICpw++h9vlTxPOLpjPFZvvJqdowZQ5x59GOprrQJIwmi24nc7zTxD4hV5vMGE0mbEmppCcnkV8YgqCVkt8YioFCyoBAaPJjFanl/V3Mk7dsb3sfuN5Rob6pt6kBAFLXAIVy9exZO112MeGeffFp+mZ1C4rPaeQTXc8REZukSK2KcHw8W56ttQp6pVSBAEyN5eSUBWbG7Mz0dbWxrPPPjvj8fj4eD7+8Y8rvlG4adMmtm3bBrBNkqRNFx6/bERabgZ6Omg8fRjR6yOneMGETzXW8bhdjA72oTeaiE+6dMUul8OOKIqYrXEM9/dQd3wfbqeDtKx8SqpWoFWgHm+wiKJIV3M9bpcDnd6A2RpPUlrmtDeGge52Rgb7iEtKIS0rPwrWhs/gwXb6tjdBkN3Eo4bgT1zJvq0CIQohf+Gyfft2Dhw4cNHr4w1ns7OVbwM2m0hH/1sYo6Rk5ITs1ogmeoORlMzA4jiNZsvEfyemZrBi0y1KmRUyGo2GnOIFs58IpGTmBvzeY5Xk5bnEl6fT9KsDSJ7YCKu8FOnXlJC4OGtOCjTAhg0bSE1N5dChQ/T29qLVaikpKWH16tWkp0c+hHE6VJFWUYkxdFYD+Q8uofX3R2NaqPWJJpKqo99wNlwqKyuprKzE6/Wi1WpjLs57bgQiq6i8zzCmWZn3d6sx5sRH25QZSVg8t3zQs6HT6WJOoEEVaRWVmEWj01LwwSVoTLGRYj0ZjUlH4qKsaJvxvkAVaRWVGCfvgSXRNmEKGpOOvA8sQmtRJqpHZSqqT1pFJcYxplowZsUF1v4qRASdBsl7sf9b0GtAK4AooYs3krwyl8QqdQUdSVSRVlGZA+Tdv4jGXx5AtMtbEzthcSZpG4rRmnR4RpxIPglBKyB5JXQJRjQ69WE72qh/ARWVOYBGr6Xo0WVYS1MvrtclnPunEwKv5SVA8spcMq6dj9bkX6vpE0wYks3+/08xqwIdI6graRWVOYLWrCfn9go8oy7szUM4WoZw9zv8CSXFyf54ZYOW/veacbQMIQEarQb3gAPJd96VYcqOJ+uWMvQJ0WsMoBI4qkirqMwx9PFGEqsySZwhDTvjmqnlNH1OL/bmISSfiDk3AX2iKs5zCVWkVVQuc7QmHfFladE2QyVEVKeTioqKSgyjirSKiopKDKOKtIqKikoMI2ep0jYgNzExkerqalnGVFFRUbncOXLkCMPDwwDtkiTlXXhcTpEeAhJlGUxFRUXl/cewJElJF74oZ3RHI1AMjAH1Mo6roqKicjkzH4jDr6EXIdtKWkVFRUVFftSNQxUVFZUYRhVpFRUVlRhGFWkVFRWVGEYVaRUVFZUYRhVpFRUVlRhGFWkVFRWVGEYVaRUVFZUYRhVpFRUVlRhGFWkVFRWVGEYVaRUVFZUYRhVpFRUVlRhGFWkVFRWVGEYVaRUVFZUYRhVpFRUVlRhGFWkVFRWVGEYVaRUVFZUY5v8DDmRR26PW0YYAAAAASUVORK5CYII=\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["itration 5250\n","Propagation at iteration: 5250\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["data_path = 'datasets/denmune/chameleon/' \n","dataset = \"t7.10k.csv\" #@param [\"t4.8k.csv \"t5.8k.csv,\"t7.10k.csv\", \"t8.8k.csv\"]\n","\n","data_file = data_path + dataset\n","X_train = pd.read_csv(data_file, sep=',', header=None)\n","\n","\n","knn = 39\n","for x in range (250, 5500, 250 ):\n"," print (\"itration\", x )\n"," dm = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False, prop_step=x)\n"," labels, validity = dm.fit_predict(show_analyzer=False, show_noise=True) \n"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":133.496342,"end_time":"2023-04-30T01:16:23.745858","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2023-04-30T01:14:10.249516","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
diff --git a/kaggle/training-pendigits-dataset-to-get-97.ipynb b/kaggle/training-pendigits-dataset-to-get-97.ipynb
new file mode 100644
index 0000000..b795d99
--- /dev/null
+++ b/kaggle/training-pendigits-dataset-to-get-97.ipynb
@@ -0,0 +1 @@
+{"cells":[{"source":"
","metadata":{},"cell_type":"markdown"},{"cell_type":"code","execution_count":1,"id":"be9d44a3","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:11:04.123858Z","iopub.status.busy":"2023-04-30T01:11:04.122763Z","iopub.status.idle":"2023-04-30T01:11:04.128016Z","shell.execute_reply":"2023-04-30T01:11:04.12737Z","shell.execute_reply.started":"2022-01-29T17:30:25.216822Z"},"id":"W6C6cdWrvhI_","papermill":{"duration":0.020968,"end_time":"2023-04-30T01:11:04.128189","exception":false,"start_time":"2023-04-30T01:11:04.107221","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","import time\n","import os.path\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"code","execution_count":2,"id":"0f1cbe4e","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.execute_input":"2023-04-30T01:11:04.144908Z","iopub.status.busy":"2023-04-30T01:11:04.144199Z","iopub.status.idle":"2023-04-30T01:11:17.318373Z","shell.execute_reply":"2023-04-30T01:11:17.317628Z","shell.execute_reply.started":"2022-01-29T17:30:25.228162Z"},"id":"SBamcWlTvhJF","papermill":{"duration":13.184168,"end_time":"2023-04-30T01:11:17.318544","exception":false,"start_time":"2023-04-30T01:11:04.134376","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting denmune\r\n"," Downloading denmune-1.12-py3-none-any.whl (19 kB)\r\n","Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.5)\r\n","Collecting anytree>=2.8.0\r\n"," Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n"," |████████████████████████████████| 41 kB 446 kB/s \r\n","\u001b[?25hCollecting treelib>=1.6.1\r\n"," Downloading treelib-1.6.4-py3-none-any.whl (18 kB)\r\n","Requirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.20.3)\r\n","Requirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n","Requirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n","Collecting ngt>=1.11.6\r\n"," Downloading ngt-2.0.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (9.2 MB)\r\n"," |████████████████████████████████| 9.2 MB 8.6 MB/s \r\n","\u001b[?25hRequirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n","Requirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n","Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n","Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n","Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n","Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n","Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n","Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n","Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.4)\r\n","Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.9.0)\r\n","Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n","Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n","Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n","Installing collected packages: treelib, ngt, anytree, denmune\r\n","Successfully installed anytree-2.8.0 denmune-1.12 ngt-2.0.4 treelib-1.6.4\r\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"]}],"source":["# install DenMune clustering algorithm using pip command from the offecial Python repository, PyPi\n","# from https://pypi.org/project/denmune/\n","!pip install denmune\n","\n","# now import it\n","from denmune import DenMune"]},{"cell_type":"markdown","id":"5b243457","metadata":{"papermill":{"duration":0.012392,"end_time":"2023-04-30T01:11:17.343905","exception":false,"start_time":"2023-04-30T01:11:17.331513","status":"completed"},"tags":[]},"source":[]},{"cell_type":"code","execution_count":3,"id":"f01f43b4","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:11:17.373199Z","iopub.status.busy":"2023-04-30T01:11:17.372447Z","iopub.status.idle":"2023-04-30T09:02:37.876483Z","shell.execute_reply":"2023-04-30T09:02:37.877063Z","shell.execute_reply.started":"2022-01-29T17:30:41.744923Z"},"id":"3MWrIsC4vhJH","outputId":"79d37365-55ba-49cb-e7bb-057b3ccc3b01","papermill":{"duration":28280.520226,"end_time":"2023-04-30T09:02:37.877325","exception":false,"start_time":"2023-04-30T01:11:17.357099","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["I am in One\n","k= 10 F1 score: 88.92 %, best score: 88.92 % at k= 10\n","I am in One\n","k= 11 F1 score: 90.14 %, best score: 90.14 % at k= 11\n","I am in One\n","k= 12 F1 score: 90.97 %, best score: 90.97 % at k= 12\n","I am in One\n","k= 13 F1 score: 91.97 %, best score: 91.97 % at k= 13\n","I am in One\n","k= 14 F1 score: 92.3 %, best score: 92.3 % at k= 14\n","I am in One\n","k= 15 F1 score: 92.58 %, best score: 92.58 % at k= 15\n","I am in One\n","k= 16 F1 score: 91.77 %, best score: 92.58 % at k= 15\n","I am in One\n","k= 17 F1 score: 94.07 %, best score: 94.07 % at k= 17\n","I am in One\n","k= 18 F1 score: 92.89 %, best score: 94.07 % at k= 17\n","I am in One\n","k= 19 F1 score: 93.7 %, best score: 94.07 % at k= 17\n","I am in One\n","k= 20 F1 score: 94.57 %, best score: 94.57 % at k= 20\n","I am in One\n","k= 21 F1 score: 80.54 %, best score: 94.57 % at k= 20\n","I am in One\n","k= 22 F1 score: 93.18 %, best score: 94.57 % at k= 20\n","I am in One\n","k= 23 F1 score: 94.91 %, best score: 94.91 % at k= 23\n","I am in One\n","k= 24 F1 score: 94.43 %, best score: 94.91 % at k= 23\n","I am in One\n","k= 25 F1 score: 95.1 %, best score: 95.1 % at k= 25\n","I am in One\n","k= 26 F1 score: 93.68 %, best score: 95.1 % at k= 25\n","I am in One\n","k= 27 F1 score: 93.09 %, best score: 95.1 % at k= 25\n","I am in One\n","k= 28 F1 score: 83.83 %, best score: 95.1 % at k= 25\n","I am in One\n","k= 29 F1 score: 83.42 %, best score: 95.1 % at k= 25\n","I am in One\n","k= 30 F1 score: 84.41 %, best score: 95.1 % at k= 25\n","I am in One\n","k= 31 F1 score: 76.45 %, best score: 95.1 % at k= 25\n","I am in One\n","k= 32 F1 score: 65.25 %, best score: 95.1 % at k= 25\n","I am in One\n","k= 33 F1 score: 64.28 %, best score: 95.1 % at k= 25\n","I am in One\n","k= 34 F1 score: 64.12 %, best score: 95.1 % at k= 25\n","I am in One\n","k= 35 F1 score: 73.24 %, best score: 95.1 % at k= 25\n","I am in One\n","k= 36 F1 score: 74.07 %, best score: 95.1 % at k= 25\n","I am in One\n","k= 37 F1 score: 84.26 %, best score: 95.1 % at k= 25\n","I am in One\n","k= 38 F1 score: 96.14 %, best score: 96.14 % at k= 38\n","I am in One\n","k= 39 F1 score: 96.16 %, best score: 96.16 % at k= 39\n","I am in One\n","k= 40 F1 score: 85.34 %, best score: 96.16 % at k= 39\n","I am in One\n","k= 41 F1 score: 72.7 %, best score: 96.16 % at k= 39\n","I am in One\n","k= 42 F1 score: 85.17 %, best score: 96.16 % at k= 39\n","I am in One\n","k= 43 F1 score: 85.19 %, best score: 96.16 % at k= 39\n","I am in One\n","k= 44 F1 score: 85.46 %, best score: 96.16 % at k= 39\n","I am in One\n","k= 45 F1 score: 84.78 %, best score: 96.16 % at k= 39\n","I am in One\n","k= 46 F1 score: 84.55 %, best score: 96.16 % at k= 39\n","I am in One\n","k= 47 F1 score: 84.47 %, best score: 96.16 % at k= 39\n","I am in One\n","k= 48 F1 score: 96.22 %, best score: 96.22 % at k= 48\n","I am in One\n","k= 49 F1 score: 84.11 %, best score: 96.22 % at k= 48\n","I am in One\n","k= 50 F1 score: 84.14 %, best score: 96.22 % at k= 48\n","I am in One\n","k= 51 F1 score: 73.96 %, best score: 96.22 % at k= 48\n","I am in One\n","k= 52 F1 score: 84.15 %, best score: 96.22 % at k= 48\n","I am in One\n","k= 53 F1 score: 84.14 %, best score: 96.22 % at k= 48\n","I am in One\n","k= 54 F1 score: 84.12 %, best score: 96.22 % at k= 48\n","I am in One\n","k= 55 F1 score: 84.17 %, best score: 96.22 % at k= 48\n","I am in One\n","k= 56 F1 score: 84.18 %, best score: 96.22 % at k= 48\n","I am in One\n","k= 57 F1 score: 84.21 %, best score: 96.22 % at k= 48\n","I am in One\n","k= 58 F1 score: 84.18 %, best score: 96.22 % at k= 48\n","I am in One\n","k= 59 F1 score: 96.37 %, best score: 96.37 % at k= 59\n","I am in One\n","k= 60 F1 score: 96.34 %, best score: 96.37 % at k= 59\n","I am in One\n","k= 61 F1 score: 96.4 %, best score: 96.4 % at k= 61\n","I am in One\n","k= 62 F1 score: 96.36 %, best score: 96.4 % at k= 61\n","I am in One\n","k= 63 F1 score: 96.35 %, best score: 96.4 % at k= 61\n","I am in One\n","k= 64 F1 score: 96.4 %, best score: 96.4 % at k= 64\n","I am in One\n","k= 65 F1 score: 96.4 %, best score: 96.4 % at k= 64\n","I am in One\n","k= 66 F1 score: 96.42 %, best score: 96.42 % at k= 66\n","I am in One\n","k= 67 F1 score: 96.4 %, best score: 96.42 % at k= 66\n","I am in One\n","k= 68 F1 score: 96.4 %, best score: 96.42 % at k= 66\n","I am in One\n","k= 69 F1 score: 96.44 %, best score: 96.44 % at k= 69\n","I am in One\n","k= 70 F1 score: 96.44 %, best score: 96.44 % at k= 69\n","I am in One\n","k= 71 F1 score: 96.41 %, best score: 96.44 % at k= 69\n","I am in One\n","k= 72 F1 score: 96.39 %, best score: 96.44 % at k= 69\n","I am in One\n","k= 73 F1 score: 96.41 %, best score: 96.44 % at k= 69\n","I am in One\n","k= 74 F1 score: 96.42 %, best score: 96.44 % at k= 69\n","I am in One\n","k= 75 F1 score: 96.42 %, best score: 96.44 % at k= 69\n","I am in One\n","k= 76 F1 score: 96.44 %, best score: 96.44 % at k= 76\n","I am in One\n","k= 77 F1 score: 96.46 %, best score: 96.46 % at k= 77\n","I am in One\n","k= 78 F1 score: 96.44 %, best score: 96.46 % at k= 77\n","I am in One\n","k= 79 F1 score: 96.45 %, best score: 96.46 % at k= 77\n","I am in One\n","k= 80 F1 score: 96.48 %, best score: 96.48 % at k= 80\n","I am in One\n","k= 81 F1 score: 96.5 %, best score: 96.5 % at k= 81\n","I am in One\n","k= 82 F1 score: 96.51 %, best score: 96.51 % at k= 82\n","I am in One\n","k= 83 F1 score: 96.51 %, best score: 96.51 % at k= 83\n","I am in One\n","k= 84 F1 score: 96.51 %, best score: 96.51 % at k= 83\n","I am in One\n","k= 85 F1 score: 96.51 %, best score: 96.51 % at k= 85\n","I am in One\n","k= 86 F1 score: 96.52 %, best score: 96.52 % at k= 86\n","I am in One\n","k= 87 F1 score: 96.53 %, best score: 96.53 % at k= 87\n","I am in One\n","k= 88 F1 score: 96.52 %, best score: 96.53 % at k= 87\n","I am in One\n","k= 89 F1 score: 96.53 %, best score: 96.53 % at k= 89\n","I am in One\n","k= 90 F1 score: 96.53 %, best score: 96.53 % at k= 89\n","I am in One\n","k= 91 F1 score: 96.55 %, best score: 96.55 % at k= 91\n","I am in One\n","k= 92 F1 score: 96.55 %, best score: 96.55 % at k= 91\n","I am in One\n","k= 93 F1 score: 96.58 %, best score: 96.58 % at k= 93\n","I am in One\n","k= 94 F1 score: 96.55 %, best score: 96.58 % at k= 93\n","I am in One\n","k= 95 F1 score: 96.53 %, best score: 96.58 % at k= 93\n","I am in One\n","k= 96 F1 score: 96.55 %, best score: 96.58 % at k= 93\n","I am in One\n","k= 97 F1 score: 96.56 %, best score: 96.58 % at k= 93\n","I am in One\n","k= 98 F1 score: 96.56 %, best score: 96.58 % at k= 93\n","I am in One\n","k= 99 F1 score: 96.57 %, best score: 96.58 % at k= 93\n"]}],"source":["data_path = '../input/digit-recognizer/' \n","file_2d = 'mnist-2d.csv'\n","\n","X_train = pd.read_csv( data_path + 'train.csv', sep=',')\n","X_test = pd.read_csv( data_path +'test.csv', sep=',')\n","y_train = X_train['label']\n","X_train = X_train.drop(['label'], axis=1)\n","\n","# let us train the dataset\n","\n","validity_key = \"F1\" \n","scores = []\n","score = 0\n","best_knn = 0\n","best_score = -1\n","\n","for knn in range (10, 100): # knn ==> k-nearest neighbor, the only parameter required by the algorithm\n"," dm = DenMune(train_data=X_train,\n"," train_truth=y_train,\n"," test_data=X_test, \n"," k_nearest=knn,\n"," file_2d=file_2d,\n"," rgn_tsne=False)\n"," labels, validity = dm.fit_predict(show_plots=False, show_analyzer=False)\n"," score = validity['train'][validity_key]\n"," \n"," if score > best_score:\n"," best_score = score\n"," best_knn = knn\n"," \n"," \n"," print ('k=' , knn, validity_key , 'score:', round(score*100,2) , '%, best score:', round(best_score*100,2) , '% at k=', best_knn)\n"," scores.append([knn, score])\n"]},{"cell_type":"code","execution_count":4,"id":"1876b57e","metadata":{"execution":{"iopub.execute_input":"2023-04-30T09:02:37.959875Z","iopub.status.busy":"2023-04-30T09:02:37.958785Z","iopub.status.idle":"2023-04-30T09:08:29.524188Z","shell.execute_reply":"2023-04-30T09:08:29.524735Z","shell.execute_reply.started":"2022-01-29T18:15:02.944904Z"},"papermill":{"duration":351.608644,"end_time":"2023-04-30T09:08:29.524932","exception":false,"start_time":"2023-04-30T09:02:37.916288","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["I am in One\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 288.214\n","│ ├── NGT: 9.136\n","│ └── t_SNE: 0\n","├── n_clusters\n","│ ├── actual: 10\n","│ └── detected: 10\n","├── n_points\n","│ ├── dim: 784\n","│ ├── noise\n","│ │ ├── type-1: 2\n","│ │ └── type-2: 0\n","│ ├── plot_size: 42000\n","│ ├── size: 70000\n","│ ├── strong: 38267\n","│ └── weak\n","│ ├── all: 31733\n","│ ├── failed to merge: 0\n","│ └── succeeded to merge: 31733\n","└── validity\n"," └── train\n"," ├── ACC: 40564\n"," ├── AMI: 0.913\n"," ├── ARI: 0.926\n"," ├── F1: 0.966\n"," ├── NMI: 0.913\n"," ├── completeness: 0.913\n"," └── homogeneity: 0.913\n","\n","Plotting test data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# chhose best_knn to predict test data\n","dm = DenMune(train_data=X_train,\n"," train_truth=y_train,\n"," test_data=X_test, \n"," k_nearest=best_knn,\n"," file_2d=file_2d,\n"," rgn_tsne=False)\n","labels, validity = dm.fit_predict(show_plots=True, show_analyzer=True)"]},{"cell_type":"code","execution_count":5,"id":"d5215a96","metadata":{"execution":{"iopub.execute_input":"2023-04-30T09:08:29.618785Z","iopub.status.busy":"2023-04-30T09:08:29.618052Z","iopub.status.idle":"2023-04-30T09:08:30.518945Z","shell.execute_reply":"2023-04-30T09:08:30.518319Z","shell.execute_reply.started":"2022-01-29T18:22:51.838357Z"},"id":"Mh9p0WbL7KAo","papermill":{"duration":0.948752,"end_time":"2023-04-30T09:08:30.519095","exception":false,"start_time":"2023-04-30T09:08:29.570343","status":"completed"},"tags":[]},"outputs":[],"source":["# prepare our output to be submitted to the dataset kaggle competition\n","ImageID = np.arange(len(X_test))+1\n","Out = pd.DataFrame([ImageID,labels['test']]).T\n","Out.to_csv('submission.csv', header = ['ImageId', 'Label' ], index = None)\n"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":28659.19208,"end_time":"2023-04-30T09:08:33.43456","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2023-04-30T01:10:54.24248","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
diff --git a/kaggle/validation.ipynb b/kaggle/validation.ipynb
index fb0aa5f..167b237 100644
--- a/kaggle/validation.ipynb
+++ b/kaggle/validation.ipynb
@@ -3,20 +3,20 @@
{
"cell_type": "code",
"execution_count": 1,
- "id": "6b447307",
+ "id": "22c46cfd",
"metadata": {
"execution": {
- "iopub.execute_input": "2022-02-03T16:08:03.845309Z",
- "iopub.status.busy": "2022-02-03T16:08:03.844419Z",
- "iopub.status.idle": "2022-02-03T16:08:03.848768Z",
- "shell.execute_reply": "2022-02-03T16:08:03.848131Z"
+ "iopub.execute_input": "2023-04-30T01:12:02.872447Z",
+ "iopub.status.busy": "2023-04-30T01:12:02.871135Z",
+ "iopub.status.idle": "2023-04-30T01:12:02.881374Z",
+ "shell.execute_reply": "2023-04-30T01:12:02.880582Z"
},
"id": "W6C6cdWrvhI_",
"papermill": {
- "duration": 0.021725,
- "end_time": "2022-02-03T16:08:03.848936",
+ "duration": 0.023425,
+ "end_time": "2023-04-30T01:12:02.881577",
"exception": false,
- "start_time": "2022-02-03T16:08:03.827211",
+ "start_time": "2023-04-30T01:12:02.858152",
"status": "completed"
},
"tags": []
@@ -34,20 +34,20 @@
{
"cell_type": "code",
"execution_count": 2,
- "id": "9233287a",
+ "id": "2df5f69e",
"metadata": {
"execution": {
- "iopub.execute_input": "2022-02-03T16:08:03.868721Z",
- "iopub.status.busy": "2022-02-03T16:08:03.867860Z",
- "iopub.status.idle": "2022-02-03T16:08:18.263008Z",
- "shell.execute_reply": "2022-02-03T16:08:18.262391Z"
+ "iopub.execute_input": "2023-04-30T01:12:02.903359Z",
+ "iopub.status.busy": "2023-04-30T01:12:02.902473Z",
+ "iopub.status.idle": "2023-04-30T01:12:16.771537Z",
+ "shell.execute_reply": "2023-04-30T01:12:16.770229Z"
},
"id": "SBamcWlTvhJF",
"papermill": {
- "duration": 14.405643,
- "end_time": "2022-02-03T16:08:18.263146",
+ "duration": 13.881879,
+ "end_time": "2023-04-30T01:12:16.771750",
"exception": false,
- "start_time": "2022-02-03T16:08:03.857503",
+ "start_time": "2023-04-30T01:12:02.889871",
"status": "completed"
},
"tags": []
@@ -58,42 +58,35 @@
"output_type": "stream",
"text": [
"Collecting denmune\r\n",
- " Downloading denmune-0.93-py3-none-any.whl (17 kB)\r\n",
- "Collecting ngt>=1.11.6\r\n",
- " Downloading ngt-1.12.2-cp37-cp37m-manylinux1_x86_64.whl (2.2 MB)\r\n",
- " |████████████████████████████████| 2.2 MB 516 kB/s \r\n",
- "\u001b[?25hCollecting treelib>=1.6.1\r\n",
- " Downloading treelib-1.6.1.tar.gz (24 kB)\r\n",
- " Preparing metadata (setup.py) ... \u001b[?25l-\b \bdone\r\n",
- "\u001b[?25hRequirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n",
+ " Downloading denmune-1.12-py3-none-any.whl (19 kB)\r\n",
+ "Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.5)\r\n",
+ "Collecting treelib>=1.6.1\r\n",
+ " Downloading treelib-1.6.4-py3-none-any.whl (18 kB)\r\n",
"Collecting anytree>=2.8.0\r\n",
" Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n",
- " |████████████████████████████████| 41 kB 382 kB/s \r\n",
+ " |████████████████████████████████| 41 kB 364 kB/s \r\n",
+ "\u001b[?25hCollecting ngt>=1.11.6\r\n",
+ " Downloading ngt-2.0.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (9.2 MB)\r\n",
+ " |████████████████████████████████| 9.2 MB 18.5 MB/s \r\n",
"\u001b[?25hRequirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n",
- "Requirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n",
- "Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.5)\r\n",
"Requirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.20.3)\r\n",
+ "Requirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n",
+ "Requirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n",
"Requirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n",
- "Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n",
- "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n",
- "Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.4)\r\n",
"Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n",
"Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n",
- "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n",
+ "Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.4)\r\n",
+ "Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n",
+ "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n",
+ "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n",
"Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.9.0)\r\n",
"Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n",
- "Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n",
"Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n",
+ "Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n",
"Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n",
- "Requirement already satisfied: future in /opt/conda/lib/python3.7/site-packages (from treelib>=1.6.1->denmune) (0.18.2)\r\n",
- "Building wheels for collected packages: treelib\r\n",
- " Building wheel for treelib (setup.py) ... \u001b[?25l-\b \b\\\b \bdone\r\n",
- "\u001b[?25h Created wheel for treelib: filename=treelib-1.6.1-py3-none-any.whl size=18386 sha256=4b60340f9a57905a63fffe4b02ef3d58d909bbd50ffed4df86c1bf33a80958b2\r\n",
- " Stored in directory: /root/.cache/pip/wheels/89/be/94/2c6d949ce599d1443426d83ba4dc93cd35c0f4638260930a53\r\n",
- "Successfully built treelib\r\n",
"Installing collected packages: treelib, ngt, anytree, denmune\r\n",
- "Successfully installed anytree-2.8.0 denmune-0.93 ngt-1.12.2 treelib-1.6.1\r\n",
+ "Successfully installed anytree-2.8.0 denmune-1.12 ngt-2.0.4 treelib-1.6.4\r\n",
"\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"
]
}
@@ -110,21 +103,21 @@
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@@ -135,11 +128,11 @@
"output_type": "stream",
"text": [
"Cloning into 'datasets'...\r\n",
- "remote: Enumerating objects: 63, done.\u001b[K\r\n",
- "remote: Counting objects: 100% (63/63), done.\u001b[K\r\n",
- "remote: Compressing objects: 100% (52/52), done.\u001b[K\r\n",
- "remote: Total 63 (delta 10), reused 59 (delta 9), pack-reused 0\u001b[K\r\n",
- "Unpacking objects: 100% (63/63), 20.58 MiB | 5.57 MiB/s, done.\r\n"
+ "remote: Enumerating objects: 68, done.\u001b[K\r\n",
+ "remote: Counting objects: 100% (68/68), done.\u001b[K\r\n",
+ "remote: Compressing objects: 100% (56/56), done.\u001b[K\r\n",
+ "remote: Total 68 (delta 12), reused 63 (delta 10), pack-reused 0\u001b[K\r\n",
+ "Unpacking objects: 100% (68/68), 20.59 MiB | 5.88 MiB/s, done.\r\n"
]
}
],
@@ -151,14 +144,14 @@
},
{
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- "id": "485c2777",
+ "id": "1a8b73cf",
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"papermill": {
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@@ -181,21 +174,21 @@
{
"cell_type": "code",
"execution_count": 4,
- "id": "2aeba869",
+ "id": "164ad954",
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- "iopub.status.busy": "2022-02-03T16:08:24.420794Z",
- "iopub.status.idle": "2022-02-03T16:08:24.823766Z",
- "shell.execute_reply": "2022-02-03T16:08:24.823213Z"
+ "iopub.execute_input": "2023-04-30T01:12:22.821648Z",
+ "iopub.status.busy": "2023-04-30T01:12:22.814292Z",
+ "iopub.status.idle": "2023-04-30T01:12:23.290866Z",
+ "shell.execute_reply": "2023-04-30T01:12:23.290237Z"
},
"id": "3MWrIsC4vhJH",
"outputId": "6ad0369a-ad90-47df-e8bb-badaaad471db",
"papermill": {
- "duration": 0.427724,
- "end_time": "2022-02-03T16:08:24.823910",
+ "duration": 0.50982,
+ "end_time": "2023-04-30T01:12:23.291048",
"exception": false,
- "start_time": "2022-02-03T16:08:24.396186",
+ "start_time": "2023-04-30T01:12:22.781228",
"status": "completed"
},
"tags": []
@@ -246,8 +239,8 @@
"text": [
"Validating train data\n",
"├── exec_time\n",
- "│ ├── DenMune: 0.078\n",
- "│ ├── NGT: 0.025\n",
+ "│ ├── DenMune: 0.093\n",
+ "│ ├── NGT: 0.015\n",
"│ └── t_SNE: 0\n",
"├── n_clusters\n",
"│ ├── actual: 7\n",
@@ -301,21 +294,21 @@
{
"cell_type": "code",
"execution_count": 5,
- "id": "f5124119",
+ "id": "14a4b8dc",
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- "shell.execute_reply": "2022-02-03T16:08:25.089821Z"
+ "iopub.execute_input": "2023-04-30T01:12:23.530670Z",
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+ "shell.execute_reply": "2023-04-30T01:12:23.602290Z"
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"papermill": {
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"exception": false,
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"tags": []
@@ -348,21 +341,21 @@
{
"cell_type": "code",
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- "id": "d1daff29",
+ "id": "4c30e294",
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- "iopub.status.busy": "2022-02-03T16:08:25.139352Z",
- "iopub.status.idle": "2022-02-03T16:08:25.144499Z",
- "shell.execute_reply": "2022-02-03T16:08:25.143996Z"
+ "iopub.execute_input": "2023-04-30T01:12:23.652450Z",
+ "iopub.status.busy": "2023-04-30T01:12:23.651654Z",
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+ "shell.execute_reply": "2023-04-30T01:12:23.658616Z"
},
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"papermill": {
- "duration": 0.033238,
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"exception": false,
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@@ -400,21 +393,21 @@
{
"cell_type": "code",
"execution_count": 7,
- "id": "cc13c5ff",
+ "id": "82fc2ac6",
"metadata": {
"execution": {
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- "shell.execute_reply": "2022-02-03T16:08:25.269358Z"
+ "iopub.execute_input": "2023-04-30T01:12:23.738444Z",
+ "iopub.status.busy": "2023-04-30T01:12:23.729182Z",
+ "iopub.status.idle": "2023-04-30T01:12:23.818217Z",
+ "shell.execute_reply": "2023-04-30T01:12:23.817391Z"
},
"id": "VR0ofXKbPc2k",
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"papermill": {
- "duration": 0.104329,
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"exception": false,
- "start_time": "2022-02-03T16:08:25.165750",
+ "start_time": "2023-04-30T01:12:23.681305",
"status": "completed"
},
"tags": []
@@ -430,8 +423,8 @@
" 'strong': 492,\n",
" 'plot_size': 788},\n",
" 'exec_time': {'t_SNE': 0,\n",
- " 'NGT': 0.009756088256835938,\n",
- " 'DenMune': 0.05807161331176758},\n",
+ " 'NGT': 0.015134811401367188,\n",
+ " 'DenMune': 0.08765053749084473},\n",
" 'n_clusters': {'actual': 7, 'detected': 7},\n",
" 'validity': {'train': {'ACC': 785,\n",
" 'F1': 0.9962034083064701,\n",
@@ -457,21 +450,21 @@
{
"cell_type": "code",
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- "id": "627caeb8",
+ "id": "1dd4f6f4",
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+ "iopub.execute_input": "2023-04-30T01:12:23.878664Z",
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@@ -527,14 +520,14 @@
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+ "start_time": "2023-04-30T01:11:52.172577",
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diff --git a/kaggle/when-simple-means-powerful.ipynb b/kaggle/when-simple-means-powerful.ipynb
index a814240..e7dba86 100644
--- a/kaggle/when-simple-means-powerful.ipynb
+++ b/kaggle/when-simple-means-powerful.ipynb
@@ -1,1068 +1 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "id": "9dcf5da5",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-01-29T18:55:50.393213Z",
- "iopub.status.busy": "2022-01-29T18:55:50.392551Z",
- "iopub.status.idle": "2022-01-29T18:55:50.397324Z",
- "shell.execute_reply": "2022-01-29T18:55:50.396520Z"
- },
- "id": "W6C6cdWrvhI_",
- "papermill": {
- "duration": 0.039158,
- "end_time": "2022-01-29T18:55:50.397514",
- "exception": false,
- "start_time": "2022-01-29T18:55:50.358356",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [],
- "source": [
- "import pandas as pd\n",
- "import numpy as np\n",
- "import time\n",
- "import os.path\n",
- "\n",
- "import warnings\n",
- "warnings.filterwarnings('ignore')"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "415a16b8",
- "metadata": {
- "id": "svFNd4-L48tp",
- "papermill": {
- "duration": 0.015351,
- "end_time": "2022-01-29T18:55:50.429106",
- "exception": false,
- "start_time": "2022-01-29T18:55:50.413755",
- "status": "completed"
- },
- "tags": []
- },
- "source": [
- "# When simple means more powerful"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "6fba0871",
- "metadata": {
- "id": "oubsWt045Ixi",
- "papermill": {
- "duration": 0.015262,
- "end_time": "2022-01-29T18:55:50.459865",
- "exception": false,
- "start_time": "2022-01-29T18:55:50.444603",
- "status": "completed"
- },
- "tags": []
- },
- "source": [
- "Most calssic clustering algorithms fail in detecting complex where clusters are of different size, shape, density, and being exist in noisy data.\n",
- "\n",
- "recently, a density-based algorithm named DenMune showed great ability in detecting complex shapes even in noisy data. it can detect number of clusters automatically, detect both pre-identified-noise and post-identified-noise automatically then remove them.\n",
- "\n",
- "It can achieve accuracy reach 100% in most classic pattern problems, achieve 97% in MNIST dataset.\n",
- "\n",
- "A great advantage of this algorithm is being single-parameter algorithm. All you need is to set number of k-nearest neighbor and the algorithm will care about the rest. Being Non-senstive to changes in k, make it robust and stable.\n",
- "\n",
- "keep in mind, the algorithm reduce any N-D dataset to only 2-D dataset initially, so it is a good benefit of this algorithm is being always to plot your data and explore it which make this algorithm a good candidate for data exploration.\n",
- "\n",
- "Finally, the algorithm comes with neat package for visualizing data, validating it and analyze the whole clustering process."
- ]
- },
- {
- "cell_type": "markdown",
- "id": "6ba6f77f",
- "metadata": {
- "id": "CWnEftGzR9AL",
- "papermill": {
- "duration": 0.015211,
- "end_time": "2022-01-29T18:55:50.490579",
- "exception": false,
- "start_time": "2022-01-29T18:55:50.475368",
- "status": "completed"
- },
- "tags": []
- },
- "source": [
- "# Install DenMune. Import it"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "id": "f1025877",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-01-29T18:55:50.525787Z",
- "iopub.status.busy": "2022-01-29T18:55:50.525149Z",
- "iopub.status.idle": "2022-01-29T18:56:05.245314Z",
- "shell.execute_reply": "2022-01-29T18:56:05.245929Z"
- },
- "id": "SBamcWlTvhJF",
- "papermill": {
- "duration": 14.739626,
- "end_time": "2022-01-29T18:56:05.246117",
- "exception": false,
- "start_time": "2022-01-29T18:55:50.506491",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Collecting denmune\r\n",
- " Downloading denmune-0.0.9.1-py3-none-any.whl (13 kB)\r\n",
- "Requirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n",
- "Collecting treelib>=1.6.1\r\n",
- " Downloading treelib-1.6.1.tar.gz (24 kB)\r\n",
- " Preparing metadata (setup.py) ... \u001b[?25l-\b \bdone\r\n",
- "\u001b[?25hRequirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.20.3)\r\n",
- "Requirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n",
- "Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.5)\r\n",
- "Collecting anytree>=2.8.0\r\n",
- " Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n",
- " |████████████████████████████████| 41 kB 367 kB/s \r\n",
- "\u001b[?25hCollecting ngt>=1.11.6\r\n",
- " Downloading ngt-1.12.2-cp37-cp37m-manylinux1_x86_64.whl (2.2 MB)\r\n",
- " |████████████████████████████████| 2.2 MB 8.3 MB/s \r\n",
- "\u001b[?25hRequirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n",
- "Requirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n",
- "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n",
- "Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n",
- "Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n",
- "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n",
- "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n",
- "Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n",
- "Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.4)\r\n",
- "Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.9.0)\r\n",
- "Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n",
- "Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n",
- "Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n",
- "Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n",
- "Requirement already satisfied: future in /opt/conda/lib/python3.7/site-packages (from treelib>=1.6.1->denmune) (0.18.2)\r\n",
- "Building wheels for collected packages: treelib\r\n",
- " Building wheel for treelib (setup.py) ... \u001b[?25l-\b \b\\\b \bdone\r\n",
- "\u001b[?25h Created wheel for treelib: filename=treelib-1.6.1-py3-none-any.whl size=18386 sha256=608055832d5593ac3c04b1c8099d5b9b1b87bd7c56512a21268df7a48e96b697\r\n",
- " Stored in directory: /root/.cache/pip/wheels/89/be/94/2c6d949ce599d1443426d83ba4dc93cd35c0f4638260930a53\r\n",
- "Successfully built treelib\r\n",
- "Installing collected packages: treelib, ngt, anytree, denmune\r\n",
- "Successfully installed anytree-2.8.0 denmune-0.0.9.1 ngt-1.12.2 treelib-1.6.1\r\n",
- "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"
- ]
- }
- ],
- "source": [
- "# install DenMune clustering algorithm using pip command from the offecial Python repository, PyPi\n",
- "# from https://pypi.org/project/denmune/\n",
- "!pip install denmune\n",
- "\n",
- "# then import it\n",
- "from denmune import DenMune"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "872eb2f6",
- "metadata": {
- "id": "hm7dFIZaXBOa",
- "papermill": {
- "duration": 0.022122,
- "end_time": "2022-01-29T18:56:05.292790",
- "exception": false,
- "start_time": "2022-01-29T18:56:05.270668",
- "status": "completed"
- },
- "tags": []
- },
- "source": [
- "# Load data"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "id": "0931f860",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-01-29T18:56:05.342855Z",
- "iopub.status.busy": "2022-01-29T18:56:05.341867Z",
- "iopub.status.idle": "2022-01-29T18:56:10.496507Z",
- "shell.execute_reply": "2022-01-29T18:56:10.495866Z"
- },
- "id": "MYyUY1M9vhJG",
- "outputId": "4ca20240-aa79-409d-f360-7fdd63d28408",
- "papermill": {
- "duration": 5.181309,
- "end_time": "2022-01-29T18:56:10.496655",
- "exception": false,
- "start_time": "2022-01-29T18:56:05.315346",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Cloning into 'datasets'...\r\n",
- "remote: Enumerating objects: 63, done.\u001b[K\r\n",
- "remote: Counting objects: 100% (63/63), done.\u001b[K\r\n",
- "remote: Compressing objects: 100% (52/52), done.\u001b[K\r\n",
- "remote: Total 63 (delta 10), reused 59 (delta 9), pack-reused 0\u001b[K\r\n",
- "Unpacking objects: 100% (63/63), 20.58 MiB | 6.24 MiB/s, done.\r\n"
- ]
- }
- ],
- "source": [
- "# clone datasets from our repository datasets\n",
- "if not os.path.exists('datasets'):\n",
- " !git clone https://github.com/egy1st/datasets"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "a2098d9e",
- "metadata": {
- "id": "asOHleIWSIpU",
- "papermill": {
- "duration": 0.025708,
- "end_time": "2022-01-29T18:56:10.548138",
- "exception": false,
- "start_time": "2022-01-29T18:56:10.522430",
- "status": "completed"
- },
- "tags": []
- },
- "source": [
- "# Read data\n",
- "\n",
- "there are four possible cases of data\n",
- "- only train data without labels\n",
- "- only labeld train data\n",
- "- labeled train data in addition to test data without labels\n",
- "- labeled train data in addition to labeled test data"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "id": "0f5b9165",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-01-29T18:56:10.608600Z",
- "iopub.status.busy": "2022-01-29T18:56:10.607947Z",
- "iopub.status.idle": "2022-01-29T18:56:19.170168Z",
- "shell.execute_reply": "2022-01-29T18:56:19.168939Z"
- },
- "id": "3MWrIsC4vhJH",
- "outputId": "bfbfc306-b61b-486b-9f7d-918683041970",
- "papermill": {
- "duration": 8.59642,
- "end_time": "2022-01-29T18:56:19.170347",
- "exception": false,
- "start_time": "2022-01-29T18:56:10.573927",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "#=============================================\n",
- "# First scenario: train data without labels \n",
- "# ============================================\n",
- "\n",
- "data_path = 'datasets/denmune/chameleon/' \n",
- "dataset = \"t7.10k.csv\" \n",
- "data_file = data_path + dataset \n",
- "\n",
- "# train data without labels\n",
- "X_train = pd.read_csv(data_file, sep=',', header=None)\n",
- "\n",
- "knn = 39 # k-nearest neighbor, the only parameter required by the algorithm\n",
- "\n",
- "dm = DenMune(train_data=X_train, k_nearest=knn)\n",
- "labels, validity = dm.fit_predict(show_analyzer=False, show_noise=True)\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "id": "7a90c53c",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-01-29T18:56:19.235510Z",
- "iopub.status.busy": "2022-01-29T18:56:19.231103Z",
- "iopub.status.idle": "2022-01-29T18:56:19.819734Z",
- "shell.execute_reply": "2022-01-29T18:56:19.820942Z"
- },
- "id": "ZbN4Cpy3TCxa",
- "outputId": "e2f10a22-cb04-4dc0-84a6-fcf5403c4f80",
- "papermill": {
- "duration": 0.621648,
- "end_time": "2022-01-29T18:56:19.821226",
- "exception": false,
- "start_time": "2022-01-29T18:56:19.199578",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
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- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "data": {
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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "#=============================================\n",
- "# Second scenario: train data with labels \n",
- "# ============================================\n",
- "\n",
- "data_path = 'datasets/denmune/shapes/' \n",
- "dataset = \"aggregation.csv\"\n",
- "data_file = data_path + dataset \n",
- "\n",
- "# train data with labels\n",
- "X_train = pd.read_csv(data_file, sep=',', header=None)\n",
- "y_train = X_train.iloc[:, -1]\n",
- "X_train = X_train.drop(X_train.columns[-1], axis=1) \n",
- "\n",
- "knn = 6 # k-nearest neighbor, the only parameter required by the algorithm\n",
- "\n",
- "dm = DenMune(train_data=X_train, train_truth= y_train, k_nearest=knn)\n",
- "labels, validity = dm.fit_predict(show_analyzer=False, show_noise=True)\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "id": "f676dd34",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-01-29T18:56:19.912592Z",
- "iopub.status.busy": "2022-01-29T18:56:19.911939Z",
- "iopub.status.idle": "2022-01-29T18:57:33.014666Z",
- "shell.execute_reply": "2022-01-29T18:57:33.015702Z"
- },
- "id": "05Q62A4IVv1f",
- "outputId": "b91ffa81-cbc1-4926-8963-a27f62dfa160",
- "papermill": {
- "duration": 73.143724,
- "end_time": "2022-01-29T18:57:33.016017",
- "exception": false,
- "start_time": "2022-01-29T18:56:19.872293",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Plotting dataset Groundtruth\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Plotting train data\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Validating train data\n",
- "├── exec_time\n",
- "│ ├── DenMune: 8.622\n",
- "│ ├── NGT: 0.72\n",
- "│ └── t_SNE: 58.915\n",
- "├── n_clusters\n",
- "│ ├── actual: 10\n",
- "│ └── detected: 10\n",
- "├── n_points\n",
- "│ ├── dim: 16\n",
- "│ ├── noise\n",
- "│ │ ├── type-1: 0\n",
- "│ │ └── type-2: 0\n",
- "│ ├── plot_size: 7494\n",
- "│ ├── size: 10992\n",
- "│ ├── strong: 5904\n",
- "│ └── weak\n",
- "│ ├── all: 5088\n",
- "│ ├── failed to merge: 0\n",
- "│ └── succeeded to merge: 5088\n",
- "└── validity\n",
- " └── train\n",
- " ├── ACC: 7259\n",
- " ├── AMI: 0.938\n",
- " ├── ARI: 0.933\n",
- " ├── F1: 0.968\n",
- " ├── NMI: 0.938\n",
- " ├── completeness: 0.939\n",
- " └── homogeneity: 0.938\n",
- "\n",
- "Plotting test data\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "#=================================================================\n",
- "# Third scenario: train data with labels in addition to test data\n",
- "# ================================================================\n",
- "\n",
- "data_path = 'datasets/denmune/pendigits/' \n",
- "file_2d = data_path + 'pendigits-2d.csv'\n",
- "\n",
- "# train data with labels \n",
- "X_train = pd.read_csv(data_path + 'train.csv', sep=',', header=None)\n",
- "y_train = X_train.iloc[:, -1]\n",
- "X_train = X_train.drop(X_train.columns[-1], axis=1)\n",
- "\n",
- "# test data without labels\n",
- "X_test = pd.read_csv(data_path + 'test.csv', sep=',', header=None) \n",
- "X_test = X_test.drop(X_test.columns[-1], axis=1)\n",
- "\n",
- "knn = 50 # k-nearest neighbor, the only parameter required by the algorithm\n",
- "\n",
- "dm = DenMune(train_data=X_train, train_truth= y_train,\n",
- " test_data= X_test, \n",
- " k_nearest=knn)\n",
- "labels, validity = dm.fit_predict(show_analyzer=True, show_noise=True)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "id": "954b760a",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-01-29T18:57:33.105963Z",
- "iopub.status.busy": "2022-01-29T18:57:33.105027Z",
- "iopub.status.idle": "2022-01-29T18:58:53.838265Z",
- "shell.execute_reply": "2022-01-29T18:58:53.839169Z"
- },
- "id": "6WB9Du07XoKp",
- "outputId": "7af1dcbb-81ee-478e-f054-0b0bd1aead8b",
- "papermill": {
- "duration": 80.781389,
- "end_time": "2022-01-29T18:58:53.839513",
- "exception": false,
- "start_time": "2022-01-29T18:57:33.058124",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Plotting dataset Groundtruth\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Plotting train data\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Validating train data\n",
- "├── exec_time\n",
- "│ ├── DenMune: 8.739\n",
- "│ ├── NGT: 0.74\n",
- "│ └── t_SNE: 58.71\n",
- "├── n_clusters\n",
- "│ ├── actual: 10\n",
- "│ └── detected: 10\n",
- "├── n_points\n",
- "│ ├── dim: 16\n",
- "│ ├── noise\n",
- "│ │ ├── type-1: 0\n",
- "│ │ └── type-2: 0\n",
- "│ ├── plot_size: 7494\n",
- "│ ├── size: 10992\n",
- "│ ├── strong: 5904\n",
- "│ └── weak\n",
- "│ ├── all: 5088\n",
- "│ ├── failed to merge: 0\n",
- "│ └── succeeded to merge: 5088\n",
- "└── validity\n",
- " └── train\n",
- " ├── ACC: 7259\n",
- " ├── AMI: 0.938\n",
- " ├── ARI: 0.933\n",
- " ├── F1: 0.968\n",
- " ├── NMI: 0.938\n",
- " ├── completeness: 0.939\n",
- " └── homogeneity: 0.938\n",
- "\n",
- "Validating test data\n",
- "├── ACC: 3445\n",
- "├── AMI: 0.967\n",
- "├── ARI: 0.967\n",
- "├── F1: 0.985\n",
- "├── NMI: 0.967\n",
- "├── completeness: 0.967\n",
- "└── homogeneity: 0.967\n",
- "\n",
- "Plotting test data\n"
- ]
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "#=========================================================================\n",
- "# Fourth scenario: train data with labels in addition to labeled test data \n",
- "# ========================================================================\n",
- "\n",
- "data_path = 'datasets/denmune/pendigits/' \n",
- "file_2d = data_path + 'pendigits-2d.csv'\n",
- "\n",
- "# train data with labels\n",
- "X_train = pd.read_csv(data_path + 'train.csv', sep=',', header=None)\n",
- "y_train = X_train.iloc[:, -1]\n",
- "X_train = X_train.drop(X_train.columns[-1], axis=1) \n",
- "\n",
- "# test data with labels\n",
- "X_test = pd.read_csv(data_path + 'test.csv', sep=',', header=None) \n",
- "y_test = X_test.iloc[:, -1]\n",
- "X_test = X_test.drop(X_test.columns[-1], axis=1)\n",
- "\n",
- "knn = 50 # k-nearest neighbor, the only parameter required by the algorithm\n",
- "\n",
- "dm = DenMune(train_data=X_train, train_truth= y_train,\n",
- " test_data= X_test, test_truth=y_test, \n",
- " k_nearest=knn)\n",
- "labels, validity = dm.fit_predict(show_plots=True, show_analyzer=True, show_noise=True)"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "c18523c9",
- "metadata": {
- "id": "kHgeoC_1_p8K",
- "papermill": {
- "duration": 0.042636,
- "end_time": "2022-01-29T18:58:53.928075",
- "exception": false,
- "start_time": "2022-01-29T18:58:53.885439",
- "status": "completed"
- },
- "tags": []
- },
- "source": [
- "# Validate your prediction\n",
- "\n",
- "The algorithm comes with built-in validity-indexes; thus no additional steps required from your side to validate test data. It offers five well known validity indexes:\n",
- "- Accuracy\n",
- "- F1- score\n",
- "- NMI index (Normalized mutual information)\n",
- "- AMI index (Adjusted mutual information )\n",
- "- ARI (Adjusted rand index)\n",
- "\n",
- "labels, validity = dm.fit_predict()\n",
- "\n",
- "The function fit_predict will return both predicted labels and validity indexex\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "id": "b9158a68",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-01-29T18:58:54.017763Z",
- "iopub.status.busy": "2022-01-29T18:58:54.017019Z",
- "iopub.status.idle": "2022-01-29T18:58:54.022935Z",
- "shell.execute_reply": "2022-01-29T18:58:54.023508Z"
- },
- "id": "XBq0XzOuAtQD",
- "outputId": "cfa55c90-d9a7-41bb-959e-3ba22cad08d4",
- "papermill": {
- "duration": 0.053165,
- "end_time": "2022-01-29T18:58:54.023699",
- "exception": false,
- "start_time": "2022-01-29T18:58:53.970534",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "{'train': {'ACC': 7259,\n",
- " 'F1': 0.9684558870192504,\n",
- " 'NMI': 0.9383407757976636,\n",
- " 'AMI': 0.9381952327022363,\n",
- " 'ARI': 0.9330201778731013,\n",
- " 'homogeneity': 0.9381122309289289,\n",
- " 'completeness': 0.9385694320506943},\n",
- " 'test': {'ACC': 3445,\n",
- " 'F1': 0.9848424082837747,\n",
- " 'NMI': 0.9669330297726961,\n",
- " 'AMI': 0.9667648578372234,\n",
- " 'ARI': 0.9666585645339041,\n",
- " 'homogeneity': 0.9668949890621269,\n",
- " 'completeness': 0.9669710734766672}}"
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "validity"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "d575e849",
- "metadata": {
- "id": "VIeuoCRiBMJ8",
- "papermill": {
- "duration": 0.042065,
- "end_time": "2022-01-29T18:58:54.109898",
- "exception": false,
- "start_time": "2022-01-29T18:58:54.067833",
- "status": "completed"
- },
- "tags": []
- },
- "source": [
- "# Dive into results\n",
- "\n",
- "The algorithm provide an intutive tool called show_analyzer, once called it will provide you with in-depth analysis on how your clustering results perform"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "id": "a5197fca",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-01-29T18:58:54.198439Z",
- "iopub.status.busy": "2022-01-29T18:58:54.197777Z",
- "iopub.status.idle": "2022-01-29T18:58:54.203782Z",
- "shell.execute_reply": "2022-01-29T18:58:54.204359Z"
- },
- "id": "CfN9Q_ZFBoz9",
- "outputId": "3dc4062f-c553-4d0d-a9ec-15bf882bd283",
- "papermill": {
- "duration": 0.052214,
- "end_time": "2022-01-29T18:58:54.204538",
- "exception": false,
- "start_time": "2022-01-29T18:58:54.152324",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "{'n_points': {'size': 10992,\n",
- " 'noise': {'type-1': 0, 'type-2': 0},\n",
- " 'weak': {'all': 5088, 'succeeded to merge': 5088, 'failed to merge': 0},\n",
- " 'dim': 16,\n",
- " 'strong': 5904,\n",
- " 'plot_size': 3498},\n",
- " 'exec_time': {'t_SNE': 58.709755659103394,\n",
- " 'NGT': 0.7400524616241455,\n",
- " 'DenMune': 8.738605737686157},\n",
- " 'n_clusters': {'actual': 10, 'detected': 10},\n",
- " 'validity': {'train': {'ACC': 7259,\n",
- " 'F1': 0.9684558870192504,\n",
- " 'NMI': 0.9383407757976636,\n",
- " 'AMI': 0.9381952327022363,\n",
- " 'ARI': 0.9330201778731013,\n",
- " 'homogeneity': 0.9381122309289289,\n",
- " 'completeness': 0.9385694320506943},\n",
- " 'test': {'ACC': 3445,\n",
- " 'F1': 0.9848424082837747,\n",
- " 'NMI': 0.9669330297726961,\n",
- " 'AMI': 0.9667648578372234,\n",
- " 'ARI': 0.9666585645339041,\n",
- " 'homogeneity': 0.9668949890621269,\n",
- " 'completeness': 0.9669710734766672}}}"
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "dm.analyzer"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "00a52d75",
- "metadata": {
- "id": "vX9b2hpK_YZx",
- "papermill": {
- "duration": 0.043636,
- "end_time": "2022-01-29T18:58:54.291331",
- "exception": false,
- "start_time": "2022-01-29T18:58:54.247695",
- "status": "completed"
- },
- "tags": []
- },
- "source": [
- "# Reveal the propagation\n",
- "\n",
- "one of the top performing feature in this algorithm is enabling you to watch how your clusters propagate to construct the final output clusters.\n",
- "\n",
- "just use the parameter 'prop_step' as in the following example"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "id": "f4b2b068",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-01-29T18:58:54.387934Z",
- "iopub.status.busy": "2022-01-29T18:58:54.387176Z",
- "iopub.status.idle": "2022-01-29T19:03:39.816684Z",
- "shell.execute_reply": "2022-01-29T19:03:39.817232Z"
- },
- "id": "Hk20AYa_Br4S",
- "outputId": "d89335f9-69db-4d4e-a8a3-a5cd32945ed9",
- "papermill": {
- "duration": 285.48241,
- "end_time": "2022-01-29T19:03:39.817428",
- "exception": false,
- "start_time": "2022-01-29T18:58:54.335018",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "image/png": 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nDiEEV69ezcpC7bIRab+nb6ZiyDz0XnsxtjgDmB2rWLP1I9hL1qqLgCoFj2vwXEbbU8tg5RZZlrMSkr9sbNJ+70Daxw51v4EQEiM9x+d3lVJRKSAmRtMLqkkXWVYnJrlEo9FgNmc+4rSgRHrC1cFQ12F87h4kjZ6iii2U1t6CVmdKP9xWkRnufjNDCexVVHJH0D9M0O/CYHJmpD29Xq/OpnOEoig0NTXNCcvPBAVj7hjsPMylY19mtP8UAd8wPk8vPa2/4OKbXyIUGMdW1IgQ6d1TVIFWWa60nfkOipyZxFurV6/OSDsq6bFq1aqstFsQIh3wDtF96SdJ9wV9w1w8+i+cOfS3KIo6K1BZ2Xhd7XRefGayRuTS2LFjh5oFL0cIIXjllVeyUmihIER6pPfYnJJFwLQ3RjgwRljNNKdygzDcfYTTB/+C3qsvppXTPBUWi0UV6Rww9RlHo1FOnDixwNGLpyBEOuBNcvdRvTEKGp2xKN9DWNFEI376rj7PmVf/ipGe64tGdLvdKIqiCnUGEEIkNR/N/my7u+cvn3c9FMTCoS6t6MCVQbLskcvtGjJaKti49/eRo2HGhy8y0HEIb5rpPlUWhxwN0n7uCTR6C86y9Qn7JlwdDHS8ime0FYHAXrqWioZ9mG3VwNzc0irXz0033cSePXv40pe+lDQF7NS2bHjUFMRMuqR6V+yX+HqAK4z53tbs7bNLI2YSSWOIle26XoSO+g3vmWxLR1HFZla1PAQsszvNskLh6on/oOfKc4SDbgBG+09y+dhXcA2eJRoJEIn4Ge0/yaWj/zKdWMzpdFJdXa3mlV4iJpOJzZs3c/bsWSwWC4qiTH+m8b9DrEr7s88+m1GvmoKYSctyGJ3eOn0CrjTSvUZSpRFJt7yexb4aW2kjvvEugv5R5GgoFqEpBHpTMaU1NxEOTtB39YWUbRSVbyMUGkeOholG/ISD7skQfIGzfBNVa+6ak9DeYClD0uiR5XCaZqqpN6OKR/rI9Le9TH/7AWqbH6Lv2otJ13FkOULHuR+y6bb/gZA0FBUVZT0p/UqmrKyMW2+9le9+97sEAomZClPd/FpbWzl06BD79+/PyBjyLtLjQxe5euo/J/MWCFbahZu2QCsQCmnw+U3YrH4kKQoIhFCm9ycTakmjp7hyO9XN9y9oNlIUhbOv/TXzfcbjI+fZdudfIOJm29FICCFJiSH2cWh1JoqrtjPcc3TB9zmNENPDEJKWqjV3Y7SUo9Ho6Lr0MwK+WcFL8flWkt3NZAX9yARSOELEaiRq0qPo8356Zx5FpvvypCdUiiei0GSVe625jrNnz+ZwcCuLj33sY1gsFr7xjW8khNgLIVIK9JSN+uzZs9x6660ZyTGd17NYURS6L/9kJrGMEIC44RYNo1EJr8/A8RObCARMSEJGpwsTjujQ6cKUl44iSQqjYw68PhNFzhAtGyvZfks9xWWVSJrEEyEcjjLU70GSBBVVdoQUO3HkSCBpEYR45GgI9/BlHGXrprdptAufaLUtDxPwDjExdo20b7RCoNEaadr+CazOhunNRa52+toGQFHQTAQQUZmo2YCik0BREFEZjTeIFIog+ULo3H40gbkua97GcsJFlpR9L3vmecQKBVy8cvhSjge0vEjqUQaIySc9q9XKuXPn0sqBMnsBMRQKMTw8THV19ZLHmVeR9o13xapU3GA2M1mW8ExY6O4pp7e/nHA4sSK5rEgEQwYAgkEDXT2JX/TIqIkjr41z9MhZKqs7qai2s3NPPRXVdl795WWOv96B3xcTLWeRiT3717D95jokjR4hJJQFsrL5J/oSRDodNFoDLbs+zVDXEbou/jjJEbGTWG8qxla8ZrreZEn1LrS6xAWuslV7GHv75+g7+pFCk7Y9IQgVW/CtKsF2rhtNeO57mH0WmbpGCDvMICURsnRtSMsUvdFJb2/m3cFWCqkEemqfQOByuejt7b3uPjQazXW/Np68ivT48MUbYtZ84vRaBAK9IYzXa2J4uAglYaFttpknPfGIRmR6Ol30dLp4+41OKqptDPZPTO9XFIWxER8/f/Iszz11ltXNpdRVN2MxzJdtTaDRXZ9XgBAS5XV7CfpHGew8NGe/JGlp2PQ4tqI187YTuHwCU2svCnHnhhIzZ+hGJlKudsd/agoghaJYWgfwNZajaBJfpR/2ECqywNT2ZSnYk/nQZ41db7BjL12LJKl1Dq8XBTAYDOh0uqT75zN5QGzRtry8PCNjyZtIe12d9LW9nK/uc4bXZ6J/oAKYemBIJQZLF4mBXk+sJWnyBIo7hxQF2lpHaG+tZOumEaqrhpKPQtJSVL55SeNYtfYRTJZyBjsP4fcOIhA4ytZRueZuLAtUaVcUmbHXnoiNBQlEzMVl6q2k65cy9Wnq3X50pzoJlViRNRI6jx+NLwyKgm7Mi7exIjbTXrYz6zgXICEhCQ31G96LEBI1NTVcvpy6hNyNioKCjII0zzUXliIoBkFTUxPnz59fdB+33HJLxvzT8ybS/e0vs9IWCZNhNis4nFFcY7n7qGcLdNwOFCG4cGUDFeWvotHMPkhQteYutPoUdtxFUFq7m9La3UQjAYSkTbnoOJtQ3zUirsmKInFPWUs53YWsYBjyzNmuG/fjONFB2GkiVGon4jAtU6GOYS9poab5gWk/6cbGxhtKpGebMMaMXsxhPYaojogURUYhIqIIIRg3+DBEdRQF5p7rslC4VjRA38Qg69c0UVVVRV9f35zjhBBUVlYyODg47R9ttVq59dZb2bBhQ8beV15EWlEUxoenFjVWnkdHDEHt2keoqL+dlpv9/NNfvZQ70/sC/QSDAozvxKA7TNAXy9FtMJdS2bCf0tqbMzqU+JJmCxFxj+A69rOcmcAEIBQFw5gP/ZgP144G0MSJdPwXtgzE2zvemeDh09bWlsfRLA0hBEKItIND4gVaAfqtLrocIwgZDFEdAd3chWWhQLWnmHKvHZ0csx+7DX667SNMGIJ8++RTfOHuz/Pud7+bl19+mcuXLxONxtZC7HY7e/fuZf369Xg8HoaGhtDpdNTU1CBJmQ0/ydNMWkn06FBmti9LUrhCTYy1UVF/O6eOdRXc2qjQ1bJx7+cJ+UcBBb2pJK/hw8H+Nvq+9+fI/omFD84CIYdpZoEx2Zc1bVIoXLGOhv0Mdb9JdeM9dHd3L+tZdH19Pbt27eLw4cP098cKRhuNRtatW4fBYODSpUuMjcXy+USR6XQMo49qiUoyI6YJQtrYgrMiQUBKnqxKkaDHPkqvbTT2WqEQ0USnH9uujXXw6Wf/kPua9tO4tZ7bbruNkZER9Ho9VVVV09eLzWbDZrNl7bPIi0gLIWF1rmbC1Ta1YWrPilpIFFLs7nzk4NU8j2SSOIEpKjUjhMBgLsn5MORQAM/pV5g4dwg56ENfXkewtzUm0Hn6/qdd9ea7m8oySFIBC7XCSM8xyuvfwc9+9rNlm/RfkiTuuOMOysrKqK+vx+12E4lEsNvtaLUxydq7dy/d3d288MILXAq1M2iNC4Sb/fUk+0rjJUdAUEoeIegOTvDDcz8FoMxSwm/e/FEayhuW9P4WS97Cwisb9iVuUJQVJdAAzvKNHPjFJYKBzOQHXgrxs2RnkYnGlrK8jCPqn6D3W/+bkRe+QbDnMuHhbrznDhMZ68/r959O4It+wI2xawT9kBvJV5g5y0OBMc6+8XW83vw8kSwVIQT33nsvZWUz56fdbqe4uHhaoKeora3lk5/8JJtv2RY7vyfDLOY2muTnOhjyjvBXB7/E81cOEspAKtl0ydvCoaNsPavWvpOeyz9DVqIsW1NHCkzWSq5cMvPqLwvlkVMBBAaDlnd9cDvhcJQjB69x6lg37nE/DqeJbTev4pY71qDTZ8a/Mxmjr/wXocGOrLV/vYgkftcJKArG/nGk6MyNJGI34V1ThqIrrMjGiLcVs74EbzB+XIU6+5/B4XBw1113LbpYQa9nYF6/50wSliN8/e3v88NzP+XxTY9wb9MdWe8zr2dXed1eiiu3MdL3Nj1Xfp6yEnihIiQdNc0P0t/2MpGwd3q7o2Qtbd1bOXKwUAQ69qByyx2ruWlvPRargW9/9Q16u8en742uMT8Hnr9M68UhPvzru9HpMi/UctDPxLm5/tOFcIM2DHsIl6QOq9e5fAkCDaB1+7FfHcW/bS2hAst3XuH0c20g3k4au0kXGqWlpezZswez2UxNTc2i10XGAx7e6j2dpdGlZiLk4xtv/wCj1sAdDbuz2lfepwBavQVn+Ua6Lz2b76HMRUjzPIILqpvupaL+NspW3YJn9CpyJIjJXs3ggMSR776e06GmQ3GZhaISC6+9eIXeLlei+XXSTbi7Y4zjr3ewZ9/8ASfXQ8QzghJeOMQ2H+g8gViAS+ncBSARjmLsHk36OmnCy5rKe9DVrcU1dAG/p5fxofOEg64sj3h+LMblMeHZvn07LS0t1/36P33l7/N6i3/6/C+4vf7mrC66F0Sq0rH+U/kewjzMNWIZTCXUb3gPlQ37gVgknaN0LUWVWzCaSznxZmfuh5kGQ/0xX+E3X21L7cCgKJw61pWV/jUmW3JPmAJZiDO3D2NuH0bjC8VuWhEZ/aAb+/keNMG5oicAFIXxN55Fb7RTvmo39RseY8u+/4W9dP2c43OFEFBkDSGJ2V9y/p9Y4jGbzWzZsuW6X3+k8y163AMLH5hF+iYG6fH0Z7WPvM+kR/tO0nPluXwPA4hF22l1VsLB8RnhmPp38vyuaNhHTfMDCVniZuMa9Rfa9QBASZmVgD+Mz5t60UtRwO0KpNy/FDQWB+Y1W/FdnZ1TojB85QUxs4dheG7gy3wEui8S9Y6jsTimt5XV3ox7+EKGR5g+kgT1ZR7aBu15G8N8SJLEu9/97iW18czF1Cl3s408+YQtSN+X+3rJ+0y6r+0l8n2BCknH9jv/ih13/zXrdn8WvdGZ5CCB2V5D1Zq75xVoAJvdkJ2BLpFdt9Rx8czcyKnZ6A3ZWzgsvvPDSMalRzQWFIrCxLnXZv6Uo1icqzFaK/M4KKgpDZDvaysVt9xyCxUVFQseF46G6XH3M+xLNDfJiky7K/OlqhaLgkKnK7v5uvM6kw76hglM5PdxBQRb9v0x0mQ6Tr3RwdqbP0Nv6/OMDZxGliNotEZKqnZS3XgPGu3CAjwyVJjuTwdfuoLXvbBNuKI6e7MvfVkd1R/9S1yHfoT30pso0cisgKbCQ+hNKKH5C8JG3COEAuP0XXuR0f6TyNEQWp0ZjdZENHL9xWSXgkZSKLGFGPEU1qRBkiRuueWWeY+JRCP86PzPePHqISZCPgCaixt4/+Z3sqli7WTKksI4ab589FtU2ytYU1yflfbznE86/37Ra7Z9bE6qTL3RScOm91O3/jEiYT9avSXt3BPHDrfT112YFWZee+EKRuPC7yPbJ7++tJbyd/0OciSE9/zrDP3kS1ntb6nML9AidpMxW7h07MsJ+bojYR8oSqxqTTQ/ftVF1niRLgzbf319/YILbV888nWOz/LauDLazl+/9i/84W3/jYtDrTlzu1uIqCLzs8sv87lbPpGV9vMq0gZz6eRMw5eX/osqtlJUvjHlfkmjR69Jv7KCLCsc+EVhJ1oPBBZe9W+9MMSXvvAyn/mDfWgy6Ionh4O4j/0M94kXibiHkQzmBDvuskQIhFbHhDlEaMiVdL8sR0BoQcm9x4VGmpoIFYZAQ8ztbj7ODlzieO/pmTqC8Xk5ogr/eeJH9Hry/QSeyPmhK1lrO682aSEkSmuz62OYCrO9lvqN781omyODE9PJ9pc7YyM+vv/N4xlrTw4H6fvunzP6yneJuAZAjiL7PYSH829XvH5is+iSez7B2OisRcLpSsLy5E/uo06FiJk8Co2FirQe7jweK/A6+V88Cgpd7l6iefg8U6FM5fXOEnlfOCytnd82lQ2sRY2svfk3F5WhLR0KxUaWKa5dHiYcyszF4D72M4I9lyho4/MikSx2qj70J1g27yMab85QZGLvc5Yjeo5RFCi1BymyFpZv+okTJzh9OnUAijecnyfrpTDiH+PaaHYiafMu0n1Xn89pf2WrbqVl56+lbWNeDCWlK8trQVEU+nvGM9KW59TLK65MmqG8HlPdRjRaPXrD5GJrgb1HIaCmpLBETwjB66+/nnJGXeeoKRh782L4iwP/lJWJWt5F2j3SmrO+iiq2Urf+sensdJnmzInrr4dWqGgzZJOOjA9npJ3CQWBcNZPYvbRmKg934YmLx5e8BFQ+8fl8dHUlD5q6c82tOR5NZvCGfRzvyXxgXt5FOhLKnSfE2MApzh7+v4z0vZ2V9k8e6yqU4LmMYDBoqcyQO57GVpSRdgoFyWDCtu3u6b8rGvZjdS4uMVC2mToXzcYIc80v+WNqtpmqCrdeKrybSroc7z2T8TbzLtLSIrwnMkHQO0j7me/Tdy3z9RWzFamXL26/pwmRrNL2dWDbcW9G2ikEJJOVyvf/Edq4G4+k0dG47WMUkhfFFCZ9vKtr4Qi1wZDcf9sX9iMK8HNMB0MW9CzvIq0z5Cdste/aLwkHFxf+uxCOImOhmSSvmzvubebWdzRlrD3HrgfR2POTwzqTFN/zSeo+928YV83NzaHVmbCXro3lJ1kgKjVXCAEGXRSDrvCE+sUXXyQQmDuxKTI5sOrNeRjR0rm/ed/CBy2SvJ9JU0Uzc0usfNdo/8mMtrp2Y37DgDPFPe9cz/771ma0TUlnoHj/BzLaZs4RAsfOe5F0qSP4qtbchRDZC6u/Hgw6hd1rh1lbM87q8gk0cxIv5R4hBB6Ph7Nnz87Zp9PouHPNXsTkf7ORENzbmP08zoulubiBanvmNSDvIu0oy1+2sPgc0JmgecPCuQgKHUkSbN21Kitta+2lM7PM5Wi8VxQGf/bVeYsWWJ0NNG77GHpjcQ4HNj9jE1pOXivmUo+DtkErUSW/Ca3iow2vXk1eWu59Gx9iU3lsoiAmzekCgUZIfHzH43xq1weQCuRpBcCht/HH7/idrLSd93dZVLEVgyn3dfZQZKKRzPqPFpcuz0e0eDQaCY0mO6eFsW49uqKpG5koGJPAYvCeOUjPf/xPfK1vpTzGUbqW9Xt+J3eDmodxn4Yz7cW4fXlPeDlNvJtaKjc8t8uN46ygaaQCZ8CCLWiifMLOxoFVNIla3AHPdCa6QmBdeRPGNPL6XA95v0okjY6mHb+KLg9CPdR5iMHOIxlrTwiBRrMMZ4iTCAGRqMzwYGZt9TPtS5Tc9ymEZnmVdUpACJRImKGf/gtyJHU+jmiGn9Kul7Z+O/KcSfMSCv1lCEVRUBSFgYEBXnzxRaLRmaCpSCTC97//fcKhMMV+Ky0jVWwYrqHBVYYppOMnP/kJvcPZzeG8WErMzqy1XRC3V6OljM23/SFX3voantHsxcAno+viUwy0HwABtqI1lNfdhtlec93tmS16PGlkmisUknlvZMo3OhnmNduo+shf4Hr9qdhsVJbRVzWjREKEB9uz1m8miOq1BKqchJ2xJ6bgkS9Ts+XdWBx108fIcoTBjtfobc1tkFYyZBlc3kRvg8LI3D2DoiicOnWKrq4uHn74YXQ6HZ2dnSnd8wBkWebYa28WwBRzhneszp5vd0GINMRmoU07PsnZ1/4mlnQ/h4QCsVy1I/4xRvpOsHrzr1Bcue262jIYdYUt0gtcpaVlFsor55aQyiTG6iYq3/t5FDkKioLQaBk78mPGXm7Par9LIWLU4llfC3FPSh5/D5eOfpmGyfPF6+rkyttfIxopDFdMXyhRxQRMloQrJJmOMTo6yre+9a20j+/u74F8+BwkocJSRr2zNmvtF9C9KFaGau3Nn8njCBRQorSd/g7dl34ay162SLKZMD/TzF67E8C++1qyWq8toT9JM2360BdX5aTP60EBvM2VCQIdQ8SSvp9/EvdoK5eOfblgBBrAqFPQaiSEELFCFZNrALn6frNJRIoWzCPBZ3d/LKv28YKZSU9hMBXnLa1jPAMdB/G5u2nc/om0Ev1PYTQVbrSUELH/KSiYTDrCoSjRSYOls8jEnQ+sY8PW/ExPzM27kGwlyJ6RvPQ/HxGbEdmQ7HsVoChEIwGunvgPlALKzAawetNjeHTeeZMZLVd0cuFMhv7klX+gzFzMvU37eGjtnRn3Oik4kQbyLtBTeMaucurAn1JcuY3qpvuSl9Wahd1pihUaKZC7fAJCoNNJbNpew90PrycSkRnsc6M3aKlZ5cxYdOF1DU3SUPGu36b/B3+9YBWUXBKxGPDXJAlpFwKYmT3J0cIycRnMZZSv2sMdFSGGh4fp7U3MKyOEWNZZG7WyFlvQiMcQyOsa6JQf95BvlO+cfpqu8V4+s/ujGe2jMEW6gFDkCCO9b+EeuULl6jvRaA1YnQ0YzMm9UdZvqeLU8e6CUWlJEmzcVs1tdzUiy+AoMiXM9q22wokCNNVtpPZTf4f7rV/gPnUAJZAdL5N0CVQ68Ncm83cufHPB1JqKXq/n8ccfp7W1lUuXLhEKhaioqMBut/Piiy8CyzXFrkK9q4yzFdmpbJ8OAjHHdPRqx5vc3XgbLaVrMtZPQYq0RmssKNseKISD43RdfBomvxhn+SbqN75vTk7qprVl1NY56Wofy89QJxECHE4TH//crdgdpoVfUCDoiiopufvjlNz9cYZf/jbuIz/Oaf8KELEaiZh0BJIKNIWv0UKipHrH9J+SJNHS0kJLS8v0NkVROH/+/JwZ9nJgKo2pN9+z6BS2/Vc73syoSBfUwuEU5XW353sI8xALKR8bOMPVU4mr0ZGwn7HB09xxV26TRiVFCO5554ZlJdBThALj+CcGQMrt6ano9YxvrWNiXRWB+iQlnoRYFpGSzrKNGMzzl6gSQvDYY4+lVbG7UDGFDJgi+SmyO5/d2R3MbCHqgpxJVzXeTV/by3kpOZQ+Cp6RK5w88GcYTSWE/KOEQ7HHc0UBs/kmfD5TXiphG01a7nvXJtZvKVyPiWR4xzvpufxzPK62WBhwNIK+rgRT9yhibkTGkpjdmqLVMNFYiqLXzjVVLQNhjifgHURR5JhHxzwYDAa83sIIurkerGEDGwaqOF/RS0AbznqhAIHAYbQxEfIiz2Miqs1w/o6CnEkLIbH+1t/P9zDSIhqawDveMS3QELumG+p6YxMvFIQkEn60WgmTOXteIB/7zVvZuit7fpvZwDvexeXj/xYTaAAUFEkQLLcz0VyZscsvWVblYImV8a2riFonTVdTM+ZlMnOeIRZqH/ANMT50fsGjh4aGmJjI7KwvF8QnXdIoGhpGy2Juhlm0fRi0Bn5z98f454f/kptqtqU8TiOkjAe2FKRIA+i0Rgrf+Jeahroe6lf1xP6Iu+vqdBre85EdfPp372D77lXodDJabRi7zUOR00XMY0AhuZwsjJAEI4OFceEpchS/pw//xADKAn6kPa3PIcvJi/hGbEbCRUvLi6IAUUkQKrIQKrYSNeoIO0x41tfgX1Oec9NK5km8oaRT8cjnK6yyWteLLWSkdqwYIQSl5uwktgpHw+yq2YJeo+MTOx6nxjbXTCQJiV/b9UHKLJlNcVGQ5g4g5nM6bSpYfqvPQsDG9VdpXN3J2LidCX8NBp2XVbVjEGhHDt3O6urnqXYOT+YxiL0uFNaikRS02iiyIhgednLhchNebxoiNXmNGoz59dVWFIWBjoMMdhyafsIwmIqpXP0Oiiu34Ro8RzjoRm8qxlm2gUjYj2c0eTa0KSIWI/ox36LOhCnJUoBAuY1AbQnEuxkuq1ny4kgnYMXhcEwft9w8PKZmzVMmjsoJB5s2bOTx3Y/ymz/93xktZisJCQFoJ1PQOo12/vLuz3Ow/Q2OdL1NIBKgsbiB+5ruyErkYcGKtM5gx2guI+AbKhh3tuvBaAxTZRwBJoM0FJgYHWViUpSm35qIiYpBP+MjLgmF8rIxSkve4sjRrYy77anDukXswrRa9TQ0LXwn908MMNJzlKB/DL3RQUnNTRnL7d1z+WcMdL6WsC3oH6Xj3I/ouvhjZHlmrUGnt1HddN/cRoSAuJSailYiVGQhUG7H1DWC1peY3Ehh7nPX1McUdpgI1JXOtHsDYC9pWfAYp9NJXV0dHR3ZqXKdC+JNHIFzLg75X+M3Gt7Pv177ARPRpQv11ALhlsr16LUzDgEmnZH7m/dzf/P+JfexEAUr0kIIKurvoOPCk5P5BgonLWE2mE86JElm57bzXLi2n/6ewJRsMaXs8bOmOx9ct2Cq0b5rL9F79YWEbYNdr1NRv4/algcXNe6YJ0Y/Gq0Bi6OOcGCcwc5Dk3efuXcTORpOSFEaDnnouvhjNBoD0dkBIdPfu4KskfCuKQMhmNhQg8btxzgwjojKBKqcROxmpFAY/aAH/dgEUih2I5Al8DYtXw+G9FEmTwmB2VYdqxCTBnfffTdPPPEEbnfuao1mC6/Xy5kzsRqDN5mbqNvTzJsjp3AFxhn2jRKRF+eIMCXQGknDY+sfyPh406VgRRqgtPZmQkEX/W2vTD6OLd8Z9VIxGoPs2Pg83gYjoYgBkymA32dkeNTGyEgxkn4V++5tYcPWajwjV3ENn0dnsFO26lY0mhnzx/jQxRmBnv5MYyI/0HEQs716OhAiHJog6BtGozVhsiYKXSTso/PC07gGzkw/cuqNTqyOhoXDoxUlYUYryxFMlhL83oG54h7LCkSk2JrwRBW1m/DaE90LZYOOwKpiAqsm7ZKykmjeWPEo2IoaWb35gwt6dkzhcDj40Ic+xOnTp7l06RLDwyujqrvP56PrjVb+xyc/w2///E+QFWVadNPJszE1Qy+3lPDx7Y+zrqwxq+OddyyZskUJIQ4A+/bt28eBAwcy0uYUocA4Y/0nCQVcDHa+Tnw47kog3a9g9pN6/OsWforXAAvPJLR6G8VV2/GMXiUw0R8TYEVBq7dhtJRhddZRVL6F9vNP4vf0cH03zrleE1qdGSE0C2dAXMr5umJNHbH3JWl0bL/rr5bUUk9PD9///vczMaiCoOqWep7teWX6b40soaAQEamvBUlI/MZNH6bcUsK6sqasV4DZv38/Bw8eBDioKMr+2fsLeiY9hd7ooKJhH+6RKwx2Hs73cPJDEn1ZnOak96gXCXkY7Hg1yXY3EyE3E2NX6W97JckrF4MyKbYzS3uRUJoeKckSo8R/EMt4/SJ9Jt/vrBNgIQ+adKipqcFms+Hx5DckP1OcPnsWiqDEa6XS48AUjtmV3QY/PfbRWO6PODRC4nO3fIJb63blY7hJWRYiDbHV5/azP2AlmjzSSci0MueA1/ldznd3SvVhroBZtKTRT9r0k78Xq7MhI/3s2LFjama37LH5DVQJBzWeRNc8e9CEbaiaKyX94NSi1WjZUNbMgy3vYE1xfZ5Gm5xlI9Le8Y6cFwPIJStAQwqHFfZhmu211LY8AsDlt/415XHl9ZlJp7Br1y7eeOONeaujLBcMUd0cgZ5CIGhwlWEY0dHU1MSDOx9Epyu8VMPLxoM/HFwZj18qKukhsBatYcPeP2D9Lb+NrXgNtuI11K1/bM6ioEBQ2/wgzrINGev9sccey1hb+WShKER9NDZPvXr1Ki+88MK8x+aLZTOTTpUaNIEbwFVPZWUjafS03PQZLCnqbJbV3oKzbAMjvW8RCoyhMzgoqd6ZVq7zZESjMm+e6+fk5SEUYHtLGbs3VlJTU8OWLVtWZMGAeKaDYhSFixcvsmrVKjZv3lxQ1WuWjUibbdUYzGUEfUMpj7EVN8cK2apCrbJMqd/4/pQCPYXOYKdy9TvSbjMQDHPg7R4udoyikSR2ritn98ZKxjxB/uzf36BzYOYp9YU3O1hVbuVPPrWHu+++G5fLRWdn53W/n0JgdnRi/LbZ/PKXv+T8+fM89thjGAz5ybA3m2Uj0gBrtn6Ui2/+I0qS2oNavY26dY9x8eg/xXJR3+B+1SrLEYGzPHMmi8ExH9/8yTkOn+qdvhKEgBePdVJfaUMjiQSBnqJrcIK//dYx/u637+Dhhx/m3//93wmFQjMZGsTyXMhONwFTb28vBw4c4L77kkTC5oFlY5MGMNsq2bj3D7GXrEVIsfuLkHQUV+1iw57fxWgpoaz2ltjBsYJ++RusisoicZZvRJIyM28aHPXx+S+9xqE4gYbY3EWWFTr63LR2p16Iv9Lt4kLbKIrQ0hNpICrHpdyd9KBcyd6OFy9eLJgEVMtqJg1gMDlp3vmplPurG+8lFHAx2n8yPd82FZUCQG8upWHTr2Ssve++cJFRd+rqRlPpuRVFSWl/vdQ5yutnernQq6AVq2mwjlBi9KCXZsyJs4JHVwzRaJSRkRHM5qVlX8wEy06kF0JIGlZv/gCVDfsZGzhNNBrEbK9lsOMwPvfytq2prBykybJrOoOd8lW3UVqzC0mTGfevUDjK4VPpl8WKz8I4hRCx+pgvHYvVEIwoGlo95bR6yhFEEZO5QmosLhpsY9OvWQlM3bgKxR1vxYn0FCZbFSbbTGWSjnM/mknsoy4squSFWDi8RmNg251/nrVefIEIoUh653iqB01Fgc5+D95AeNZ2BVmZsZJ2TJTgCZtocQ5gkJJHtS5H8RZCUFZWGEWaV6xIz0aj0ROJ+PM9DJUblTjf5qKKzVntymbWYTfrGffOH4wiSQJ5nrJkL7zRgUYSRBYoXTYWMvPGQANOvR+DJkIgqqXC6KbKEgv1T5ZGttCRZZmhoSEqKzNbCut6WFYLh0vBmeULQ0VlCo3WhKQxMFXOKl6gNVojFQ37s9u/RuKum1Yt6Os7n0DDZOX0NGpLxmbjAlfIzIDfznjIzGV3Je2eopmGlhlCCKLRwqixesOIdGXDPrTa5Vc5W2X5oSgyLbt+A1txYnpLi2MVLTs/jdGS/cfoX7lnLaur7VnvZz46Jkp4a6SOXp+DsGSjqqqKsrIyjEZjXseVDnq9nvLy8nwPA7iBzB0Gcyktu36dzos/ZmKsjWV5e1cpfISELIfRaPW07Pp1At4hQgEXOoN9Tk7ubGI0aPnAPev4y2++mbM+k+EN67kaKeeqB37vcw+j08bmhW63m2984xsFM1udTXV1tbpwmA9MtirW3vTfCHiHmHC1M9h5eDInciJanYWa5gewFq3hwpEvIsuhJK2p3LhIxHKaJ6+XKBBodDHXLaOlLCcz53jc3hDtvW4One7Oab/JmHLREyQuIEqSRElJCYODg3kb23zIcuE4F9xQIj3F1IVTWnMTQd8w7pErhIMeNDoT9uImjNbKaXtedfP9dF/+qRrBqAJAWd1eTJZKOi8+nfIYe0kLOr01Z2O62u3ipeNdDI356Rny0D0wUXBn6tbmMrSTZd0ikQhPPvkkIyMjeR5VasLh5JXr88ENKdLxGMyllJlLU+4vr7uNcMDFYOfhmdh/VbBvWGqaHkTSaBkfvsD48MU5+zVaIzXNi6sTuRDjE0F+/no7r5/uxR+M0Fjr4OG9a9jcVMq/Pn2an7/eDgrIBRq4JQl4z51N039fvny5oAUaYjP9QuGGF+mFEEJQu/YRyur2MtZ/imgkgHvkMj5PimCBSQG3Fq1BCA1yNIR3fPlWY1aJQ0hoJitGr9n6EQbaXmGo+03CIQ9CSDjLNlLVeE9Gbc9DY37+6CuHGBybcR8dcvl542w/ezZVceRsX9JglEJBCPjvH9jBlqYZk8/Vq1fzOKL0KKTCvKpIp4nBVDydeSzoH0kt0pM5Q+rWv3v6Yp1wdXD52FcWLtCqkhU0OjPRcICl1sY0WWd8ZiVJS1XjPVSuuYtIyIek0U8LeCb52jNnZgRaiWVymxLkw6fTjyrMFxpJUOZMDK0u1MXCeDweD9FoFI1Gk++h3DgueJnEWbZp3v1Gc1nCbMriWIXOkF93qBuVkupdbHvHn7Hj7i+gNxZN+ixfX2hFw8bH52wTQkJnsGZFoEfdAY6dH4j9MWnOKNQZcyoiUYV//MEJ4gte19bW5nFE6aHRaArG5FEYo1hmFFVsxmyrTrm/uvHehL/dw5cJBceXJBA3MkJoMJgXa0IQOMo2UL/hvbG/JA2N2z42uaC3eKWzFjViXiDPc6YZHPNN25kL1d6cDr3DE5y9OmODdpTV0+qu5Eh/HUcG6rnoKiMULSwpqqioKJjE/6q54zoQkobmHZ+i48JTjA+em15Q1Bsc1DQ/QFHlloTj/d7+uBfHpVBNK4eIYCawdvleqNdLef3tVNTvo+fKzwn6BuY91myrRWd0oNWZKK7aga24KeFCM9tr2Lj3D2g/90NcA+lWHBEUV22nYdP7l/Auro8i22TQxzL/2hUFnj7YSnmxmb7hCf7qm0cJhS3Ts+t+n51ARMfWkt6CyfOxZcuWhQ/KEapIXydavYXGrR8hFHDh9/Sh0RqxOOvn1J8D0OqWmO5QSJSv2gvAYOchlv1VmxYSzbt+DXtxzCvA4qhjtO8Eqd+7oGXXp9Ho5o8q1WiNNGx4L6eHLyJH5/N/F1gcdbTs+vWMZadLB0VRON82ysCol2K7kY2rSzh3bThn/WeL4xcGOHHpJYx6KZb8SYjYDXRSqN0hI2FZg16Tf3u13W5n/fr1+R7GNKpILxG90blgfTln+Sa6Lj6LLM/ne5l6pjy1aKkz2PBP9OEZbZ372ukTXsFgLifoy2yQgJB0GC1lWBx1jPQeR1HkRbsiSlojlQ13MtZ/Ev/EzKKXEBrMjjqmPgNn2XoqGvYnzIJLqnfSd+1FIiFv0j7LVt26oEBPodGZWLPlw7Se+GaK8cc+z6o1d+VUoC93jvHF75+gZ2hieluRzYBepyEQyr94LQVFgagsM+GXY8EtU9+tmKyXIjR0+5yssY2S70lISUlJwZg6QBXpnKDVmaluvIfuKz9PcYSYMYPEC5+QKFu1h6rVd6Ez2ICYYHuElDzb+mQbq9Y+gsFSyvjgOWQ5it7oQFGiCEmL0VLB5eNfjc0i0zC3NG7/VYzmYoyWmTwGWr2F/rZXFvUZVKx+B9WN98a8Ita8AzkaJugfQQgtRktqP/UpNFojTds+QevJbxIJ+xJybDrK1lPb8tCixuMoW0/DpvfTfu6JuM9BTH+m9uIm7KVrF9XmUugb9vIn/3YEXzCxNNyYJ4hGEtgtetze5R35OvWVpSoU0O0tprkkSDQ0MXdnDmlra+PkyZNs27Ytr+OYQhXpHFHRsA+t3spA+wH83tgs12AuIxRwJbrmTQqtEBItu34dq7MhoR3T1IJliju9QGCyVaI3OjE27Et6TOPWj9J2+jtEwt4kDSSaa2xFDWi0iQlxqhvvQ5L09F97Kf2QeUVOKA0laXQJLm3pYHHWsem2/8lY/wm87i4kjZ6iii1zPqN0maqy3XPlObzuWHJ7jdZIafUuqpvuT2q6yhY/OXRtjkBPEZUVGmudtPW4GPeGlp2Hx2KIRgrjRvT666+zdevWgphRqyKdQ0qqd1JSvZNQwAXETCXe8U7az/6AgG/G7qg3OKhb/1hS8Smp2kHv1RdixXaT4CjfuKD5xV7SzKbb/4iOcz9gbOA00wuZs05Ie3HzHIGOHSaoWnMnRnMp105/e96+Jl8xaaZYOhqtntLa3ZSyOyPt2YobWbf7swT9o8iREAZzMZIm8+50C3HsfP+8+89dG+Ern7+Tf336DEcXOHbZoCRWtbUYtTCvSTB3+P1+RkdHKSkpyfdQVJHOB/EianHUseHW32di7BpB/yg6gw17SUvKWVzMnvoRrp36T6KzFr7M1irq1787rTFotHrqNrwXn6eXoH90zn4hNFQ13j1vG87yjWi0JqJpFFPIdZKhxWIwFee1/0hUTogcnDHZxn6JRqN8/ScrR6BnclnHynBJkuDTj23hrVcu5HVc8YRChTGrV0W6ABBCYCtuxEbjwgcD9pImNu79PMM9R/G6OhAaHUXlm3BWbF5UtWmtzkTLrl+n4/yTuEcuT283WcqpXfvOBc0IQtKwat27aD/7vQWPK6m+Ke1x3WhM+EKEwnKCGWPm95hwazWC10+vDIFOhiwruDwBJEkqmAx0hRBtCKpIL1t0BhtVa+5acjt6o5PmHb9K0DdKwDeETm/BbE8/IqykegdjA6cYHzqf4ghBw8b3Ty98qszln390iglf8lnblFhHoivYED3J1589x10NZsjzwuEUFosl30MA1IhDlUkM5mIcpWsXJdBTrNnyYUprbgahIT6i0mipYN0tv01x1bbMDXSFMTjm482zfZN+w/keTf65NFQYVVskSSoYkVZn0ipLRtLoqN/4Pqoa78UzdhWBwFbcpM6e0+BazzjytB1aTLq7K1Om2huOPp+dRvtw3m9YSgG50KgirZIx9EYHJVU78j2MZYVRP9fuKYRY1rk6lkJUkZAV0ORZpA0GQ34HEIdq7lBRySMb15TisMS5/CkLV/FeyQiRMgQgp6xdm7tApoVYliKtKApht4doILmvsIrKckGnlfjAfeum/75RZ9DxFEIAicmUXoqBXLCszB2KotD9wyfpfeYnRCZiK8Bam42ad7+L2ne/K7+DU1G5Th7Y04BGEnzj2bN4A8mjDm8EpnJ6WKwOfBOuvI7lxIkT7N27N69jmGJZzaQv/79/ovM735sWaICIx0PHf36by1/8Uh5HpqKyNO7dXT9dqPVGRAiwW/T85nu3smtH/tOEBoNBfD5fvocBLKOZ9MS1NoYPvppy/9ArB6h51yNYGhpyN6hljBwKIXQ6QqNjaMxmtKbcuj65L17C19GB1mqlaOcONMbCcL3KF4NjPtwpfKXzQS6zl9eUWfnog+vZub4Cg07DG2/05ajn+fH7/ZjNS0wznAGWjUj3P//Cgsdc/Nu/Y9v/+7ucXfByJMLI628w8vrrRANBrE2NVNx7NzqbjeHXjxAaHsFQVkbJ3j1oFrFaLIdC+Pv6kXRaTNWpK8AslmgwSM/TzzDwyxcJDSdWaxY6HbXvfTd1vzK3RFQm8ff0cunvv4i3rW16m9Zipu6DH6Dqwfuz2nchIyb/U/LgeJeQOjQOi0HLhD/7uTR6hiYIR2QMupiny9DQUNb7XAhJkrDZCsOFdNmItLd94Yrbgd4+zv/FF9j053+CyHJIZ8Tr5fyf/SWeKzO5nV2nTtPz9DMIjQY5PHNyt33jP2j6zd+gZM8t87apRKN0/eCH9P/iBcIeDwCW+jpWfeD9lOy+eUnjlcNhzv/5X+E+fwGShN0q4TBd3/sBwcEhmn/rN5fU15y2o1EGXzlA/3PPM3H12kyuyklhiHh9XPva19FaLZTdcXtG+14ulBWZqKu00dHnzplMW806JCFSCrE3EEaSRE68Tb724zPs2VyFXqcpiEK1zc3N6PW5T7SVjGVhBAsODeO9di2tY93nLzB69HiWRwRtX/+PBIGeQolEkIPBhHzHEa+XS3//xaTHx3P5i1+i64dPEna7Y0KqKHg7Orn0t3/H8KHDSxrvwIsvxwR6Ae+BwZdeJjQ2tqS+ppDDYYYPv87J3/s8rf/8lRmBhti/s24W3T96Ku22w+PjdD/5NBf++v/j8j/8IyNH3kApgIt7Kbz3zmaElDryUMpAVKKYTDpXZDfwT7/7Dv7mN2+jscaRcIzTqmfTmpnE97lwtnD7Qhy/ECuPVggmhsbG9PLo5IJlMZPu/8XzKOH0V72HDx2mZE9mUlkCuC9cpOuHT+Lv6kZrtVB+150MvXZo7oHzJIZRolF6n/0pa3/vd5L3cfEiw6++NutFCigKihB0fPs7lNy6B3GdFYyHXjkw0+YCdD3xIxp//deuq58pRo68SetX/5WIa3z+A+MywPu6ugkMDGCsmL/orOv0GS7+zf8l6p/Jvjf02iFszc1s+D//C621MMJ5F8u+HbWMe4N89xcX8Yei099VdZmVjz64AV8gjF6n4UtPnMAfXPwNSQjQ6zTs3VLNh+5bR1lRzM3sH35nH5c7x+ga8GCz6NneUs4Xv/c2QEJmvmzjmggCFMRM+tixYwVTQmtZiPTYiZNpiQsAikLYvYAwEBNNORJBSBLe9g6EJGFpqJ82k8ihEL7ubnqe+QnDB2YWLIOD0Hbt6zMNpZpmJCk/MX76TKxPIRLMMcGRUa5+9WvzvqfAwCCjx9+m+KadRDwewm4POpuVidarMXt442qMlZVEg0EkrRah0aDIMkKSCLnGCQ6nXyfP35u4cDPVTjwRnw9kGa3VOuf14+cvcPH/+7t5b1rx7y3+c1ImXxMNBhGSRHBwCKHVYqyIVYaJTHi59Ld/lyDQU3iuXOHKl/6F8jv3ozEYsG/cgKTLXfmrTPDO2xu5+6Y63jjbz4Q/RH2FnS3NpQk24xfe7ODk5cXZbQXwqzvr2LO6BEdjCYbixNlqS10RLXVF0383VNt543QvdTotEoLucARfltVaExzi+99/k97e3oUPzjJDQ0O43W7sdnu+h4LIVIy6EOIAsG/fvn0cOHDgutpQolFcp04TGBjEUFZK0fZtCI2GE5/7HXydXYtqy7ZuLaaaGiITExhKS6l9/D3onU4GDxyk87++RzDZ4oQkUXLLzZhqahh44ZeE3Z70bw6piLu4hCShKApCknBu24oiwH36bMw8kmZbkl4fs3dPCWBc+5JOhxwKxbZJEshy7Ph025+k8qEHqbjnLq599d/wtncgB4NIRgNF27fj2LqFgRd+iffqpPlp8ua25tOfwr4+FpRx/Nc/Q7B//sres98XioJkNGKuq8Pb2YkyFag0abs2VlWiMZnwd3UhBxfwgpi8oejsdlY9/l6qHnpgUe+/0LnYMcof/NPMU1elVkKLoCcSnWPPjqtNz2dL7DToYzctS2MxlQ+1IOlj87SIL8T4yX58bWMoskxUCMZ73Rgnz6+wAsf8AZ5x+8hGItENJWNUGGN5zQslb0ZpaSl33HEHq1evzmo/+/fv5+DBgwAHFUXZP3t/wYi06/QZWr/05YQZn77IicZqxd/RmZEx5p0pQS2QkzDTNHz8I5TsvZW3fu2/5Xcgs2KL13z6U1Q9cF8eB5SI5+IQrrd7CfRPIGklrC0lFN1Ui74kfVvs33/nLQ6e6KZFp+MTxTb8UZkvDLlIZSgo12r4fJkzYZuluYTKB1oYeLGVifNzJy0Kk+aOuG2nAyG+7cpsKlG7LsD20u6k+/IZfCgmK5o/8sgjNDU1Za2fhUS6IMwdvs5OLvzV38RmgXGERkZhZG7VkGXLChXnKdr/49t4O5NfbDlllgml+4dPUnnv3Vn3+EmHkUMdjL4581Qoh6O4zw0y0TpKzfs2YayYaz5Kxu98YAe1ZRZaTg6iA3QaiUftZp5yzw3A0AvB4465dnrvlRHaOo4ip6hEHqviLRJmtluMeqp1GnrDmbMb2/WpK/ukKlqbC6be92uvvUZjY2PewtULQqR7nvnJHIFOy56pUnAMvby4KuJZQ5anzR6hsTE8l69Mm2PyRWjElyDQ8cjBCEMvXWXVB7fO2acoCr72McZP9OHvdoNGYF7lZPeIl5AkpqNObrWYKNNqedXr51ooQqVWw36LkdUGHdYUC86pBHqKKXNJ/PRii9FAbzhz0XiBaEHI0BymRHlsbIyBgQEqKxdXODlTFMSnM/bWiXwPQWUlEjcNi/dbzxfuc4Pz7g/0eQiN+NCXmFFkBfe5QdznBgj0eWBWZZaJyzGzoIgr5ArQbNDRbMjsYmlMrGa8PLQilmI1sIDAp0tEzv8TzkIEF7muk0kKQqTVWbNKVpgUaUmvx7omu4s/CyGHo/i7xxOnpEmenkOuAMEhL0MvXyPqy/+NBSZn05MO1gpw/8Pr2eMw8L++8npG2g8W6Ex6CkmS8lo1vCA+HceWTQwfPjKzYYXbblVyS8Vd70jqKpgrAgMT9D19nsjELJNektO878fnC68kS9zNRO80Ube9BiEJShxGRsaXni7YH9XT7XVSa3Etua1s0NTUhDWP509BRBxWP/rOmUWdyQAOFZVMUHzTLho+/tG89S+HovQ+dY6IN5R05jyHAj71dXYj1e9aj5Bib+Qz755rP79errpLOT9WwXjISFTJfz5piK0FlJWVcdddSy/4vBQKYiZta26i5b//Nle//FUiXm++h6OyQrBt3MD6P/rDvI7Bc2GwYMwWi0KAY2sVAIqsYFplx9ZSiohLp3q+Lf0AqXQYCtgYCdqw6ELsKIm53ebTBW/nzp3cdtttaLX5lcmCEGmA0r17KNq5nc7vP0Hv08/kezgqK4CKe/I7AwLw97jzPYRFY6iyUvv+zUja1At6gVCEH796NeN9r6lx0FwWxj+Q/9iICxcusGPHjrxHHRaEuWMKjdFIzaOP5HsYKiuE8n135HsICG1BXWILojHrqPvQtnkFGuBvv3WMaBbW+z9431o03vSSqWUbv9/P669nZnF0KRTcGaQvKsKc55V4lRWAEAkVfPKFocI2GbpHQdubp4lThGA4yvELAxw61UP/yIwZ8lrPOMcvzO9OeF1dSwKDMo63gEyely9fJhLJb0mzgjF3xKMrkGTbKssYRSHQ148uj4+qoREfI6+1563/60FrjxXMePa1qzzx4mU8cfZ0p1WPViPh8mSnAPTuDRUQLZzqNACRSIRQKJRXu3RBivTElSv5HoLKCiA0tnA2xGwy/Fo7crDwC8sqcf8/6wvy3NOn+dnhtjlOVqPu7AZ0HD0/QDSgo5ASzZpMJox5Lu1WcOYOgOhCWc5UVNJg+HCSnN85IuoP42ubLJ5QGB5lSVGmXF4nzTHfuzTATw/NFehcEJUVjl8L4Y9oC8YLd9OmTciyTE9PD93d3YTzELlakDPpgvmGVJY1Ybcnb31HAxGUHJSdWgqzR9cZjuDKc/SvIsMlVwWbinrQiPx+flarldbWVo4fP44sywghMBqNbN++nVtuuSVnCZcKciYtFlhZVlFJB2tT/kogaa16JL2msBcM4yZDMvDkeP4X7BTAFTLy9nAtwWh+dcDj8TA6Ooo8eeNSFAW/38+RI0euO2f+9VCQIq0xmvI9BJUVQMnum/LWt6TTYKzOf1WPVMTfN2TgqyNuuiP5L1sFMTH0RvSMh/JrC56PU6dO4fHk5kmtIEXaWFWV7yGorAC0dsfCB2WRwFD+XQBTMjmLHo5E+cKQi6uLqCGaXWZuH2ZtYUZqKoqCLMtcyZGDQ0GKdKAv/zXOVJY/gf7+vPUd8YWRJwpPZGKFZWPVVmTgK6NuxrIRlXJdzAi0TRvAoi1sB4Jc+U8XnEj7OruIeAp4BqKyPBDg6+jIW/fea4VXUWhKAuXJ36+EwrgKdHFTCIUCHRoQu9nlqghAQYm0HI3id7vym1VFZYUg0JrTrxmYaUIjmatcshSmZ86TP1Nz5omozA8yXKswk7jDJnq8zoJ29CorK8tJPwXhguebcHPspWe4fPINIn4/G4WC6t+hshSERqL4lt15619fnP/F7/ZQmJP+EAFFYbfZQK1OS1BReMnj5zVfICtVvzNJn8/OKqsr38NISWtrK5s3b856P3kXaf+Em6f+7a8ZH5nMBSDBhEmDfSJm71Hn1MuTqQlQvr6/ol0785peQGPMz6VlqLFhrnXwy7e7+V6fe/p7OOrPX/mn9EmspuiP6vJaiHYhclVSK+8ifeK1X0wLtD4YZU2HF0No5h6voAr1cmL20+kC1aKyhrVxTQ57m4v7bOYTEC2EdW0pVY/Eiu0+99LFgnXPThe9FCVF/dyCIFfmjrx/BBdPTKYCVJQ5Aq2ysshZXIcQ9P/iBeQ8ZS+bqu6dKySjlpI7GqYFetQdYMyzHGbOyZiqTw4V5vxFjC6EJEnU1dXlpK+8zqQVRSHgjS1eONxhDCGZoE4QMGjQRBUs/ugNOYvOxewzmVgm7UsINGYzltWrcZ89O2+bMuA1SVj9yW+0UQnGHDrqa5vxX7iMki0RVRRCYy58nV15K0CrRLN7O9LaDVQ+tBaNWYe+KNH+/dbFgaz2nW2EAKdJos6auxvdYrHZbDkLC8+rSAshcJRW4Brux+SPcG2VCbd1Zkj6kEz1YJAiT6E42s+DEEvOOZLs1dmw7aYa5ZRpSWMxo0SjaC0WSvfeSvU7H8FQVorr5Cm6fvgkE61XkQMBEAKd04mk0zIxMkxrnZmAUcLsj1I5EEQfVQjrBGGNIKKBwVIjUYMW+4413P6Hn6fnyafp+9lzyKHs+MNO1eLLNYG+7M4AhU6i9lc2o7Mnj8hr68lv9r90kYRAQZm+bCQBFpOOapuPErrQSYX5VC2EoLm5OWf95VWkQwE/NmcJY4O99JUZ5u7XS3TUmoj0B4hoJYpdIfTh2Dea6vKreuhBrC3NDB44gOfiZWS/f/EDm7pDSoL48hNhbWy7LqJgbqhH53Aw0XqVqN+PzuHAuW0LEbeH8bPnYm1IErJvflcsjdmMsJgJjgwjC4HbqkEbiT1FSApEJcGYTUu5xgojU1nVROxnVjIcrdNB/Yc/hLG8DPe58yjRKKb6eiYuX2Hs7bcIj7uJTsyfn0EB1vzWZyi/Zc+cfc5tW3FuixUfDXs8yKEw+iIn7RdPcfS7/4Icicb8k81arjXM8s+Z+kwVBa97HJ3NRvmd76DnmZ/MO57rxVBainnVqqy0vRDZtkcrERl/jzulSA+5ruOczxGx+6aYvoAFYnJ+o/A7H9iBUxrm5ZdfzucQ5zB7xmwwGNi2bVvO+s+bSAcDPn78tb9luL973uMUoLsydjKO2rU0dfrQh5XkC4pCUH73O7CuWUP5/ljppM7vfp/uJ59GiUbTn+lOfilF27djbW7i7Is/o8+m4DfETPhWnZnd73yM9TfdHvM9DYXQGObeZM7+7z9h/Mz8JoKiXTs5oRtjuG/+2aTb4WTDJUHI5ZrZGLeqIjQatv/jP6B3OgFwbt0yva/8jtuAT8TG9NWv4Hruxel9EWly9jyp91EJegNjlM87mpnCDO6xYZ7//ldjSWjiv5BUj4KKgqOkjGg0wsjRozPHzvfdxAl8utS8+10zFehzTCSb9uDJjyLQ48G+Pvm35LTOPRcLBzHnwtUImUqzm67zr3J6NLPFbZeKVqslGp3JaVJcXMwDDzyAw5G7lAN5E+m3DvwsUaDTMBeE9BKXVlsoHg9TNB7GHJATdUGrRV9ckvCaug/+CuV33cnQwVcZfu0wvq6utC/26kceotM3RFu5FlAm+xJ45SAv//g/CAZ9bLvtvqQCDWDdsml+kRaCqBJluG/hopue8RHqPv5xrv7Tl1GmZ9DKZD5gGGso4dTbr7L5ljsxmq0p2xko1RMxSYR0EoMlBvzGmNBbfFEqh4NMmLUId/q2wHNHDxCNRhDEHl3T4dKJI5w+8hIVQ0GqFBkhJm82qb6XRZqSyu++k6oH7kv7+Eyjc2Q/MdB8tRNLnfn30U6FrChIcUKtlyJsLurBrAsxPCRi53MBUV9fz7Zt25iYmMDpdFJbW5vzMeRNpC++lSQh+3wzpskLNaoRDBXrGSrWUzUQxOKPYglEkRBoN62lre0ckXAY34Sb8dFBgj4vruF+PK5RJEuYFqMOXSCc+qKXJCJaQfiOnfzi1ScZ6e+OO3EEIE8bdQ8/9wQdl86g0xmwlZRRUlGLa7ifgM9D+8XT+NxjrNMJjOGZvhI8QRWFt9tOgj29r8G8dRMb/viP6P7RU4yfPRdLnWjUMFhqwGUO0/HSM1w6eYRHP/n7XD33FpdPHGF8dAitTk9ZTQMNa7fQ234Fd50ZZZa91mvWcLUuFqEXabuEzzOO2ZY4W4hGIrSeOcaV028SCvgpKqum/dLJuJtGegT9MZOL16KFQVAUGUWAohFIUxPyqc9cCGQBPoOEUMAQltGmWJQTBgMNH/8I1Q8+sKjxZBrrulLGT/ZlvuG4r8zaVJzysHt21/Ffv7iY+f6XgCSJyajHSaGevNYb7UOYtaHpvwuNVatW0dDQkNcx5EWkw6Egft88IalCTCrZzIU6s33mAu2riM1gpaiCLqoQDHTAE1+bp10422CgZEyidiSMCEeJagRotdjKKzCUl6NUl3G0/xz+/stJxCdRHBRZpqv13Lzv42KTFbsnQl1fAG00ca4ZMEi4bOk/kr/85De47aEPMLCtnguRzthwJBI+l/HhAb79d/8DOTqz2Br0e/G6x2i/cCK2QZNi5jr5OY/0d/GNL/wOjRt3UlxRg9fjQqfT03r2Lbxu1+SdRqG3/XLaY0/GhEnCbdbgtmlx2XVEtDGRLnKHqRgKopUVesoNjDp1KFOngAIOT4TqgQBhncSoU0dYr6FoVQM3v/fDVKxuWdKYMkKWZ4Pm+iJMtakft4vtJrY0lXK6tTBMB9LkhCBm240J9JbmUgyaCKbxqxRyJERHRwc7d+7M6xjyItI6vQGT2Toj1MkeZ8X0/2Ztn3usrBEENSK90CQhGCnWM1KsJz6cyerQsmPfHk68+nN8Xvfi39Q8/bltWi4Zzaxv9SJrBMNOHW6rFr9Rs6hwqq7W83zvH/94sl1mPp64z0MBlGia3jAL9H313FtcPffW3B0Z1KBr9Yn5NWQJRpw6XDZtLBGQJnGMigCXXcu4zTot3CBwj3bR+e9/y03veISb735X5gZ4PWRDowUIScLSWETJvtRuhYNjPn588Cqd/Rk8h5fA7DNMCIEC/P6HduEeG+SJJ47P3V9AJo+Ojg58Ph/mPOaByZu5Y/2u23n71eeAmS9usQt7SyaunYnxUV599tuZaTdJP2GdxNlmK7I27qlAJaWJK6qdx04tRJxAz6DIMsdefpby2tU0rNua4YGmj6HCGnNjyGAaN63NgByRmbgywsSVEUx1Tkr21mGKKyzQNeDhf33lMOPe3Kb4LNNI7LUYWaPXIStwLhjiiC/AhJx8gb/EYcRq0hEOJLedF5JQy7JMW1sbGzduzNsY8hZxuGPfg5RWzUTsxB6FVrBwCYGsk2bc51QSmfpcZn8+izwvFEXhl098jUgeCoZO9e96qzfjJo+IO4jsn3lP/k4XPU+cxd894xP9tR+fyalAC2C9QcfvljrZazZSpdVQo9Nwr9XE75U6qdBqYt+crCT87C2xEuzzUFJSQnn5Qn5E+SfeuyMf5E2kDUYzj/3a59l9z2M4SyrQ6Q1Y7E5VwFTmIkgu4CkI+r384ntfzv64kjD8ShujRzpzEv+uRGWGX20HYHDUlxMbdJVWw/8pc/Ixp5X9ZiMfc9rQi8mlkbjjrJLgAw7rnNvreoOOvRNRur93mv6fX2L/vv1otYkP9IUyi56iuro6r/3nNZhFbzCxa//D7Nr/MIM97fzyia/hXYT7l4pKKtovnGRsuJ+i0twkZgcIu4OMn5r06khM6JY1An0eQmN+RsYDGe9u9luQgI8V2bBpJDZp9Gw26hNdYOOOF8CqyVn15VAYqySxy2Rgg0E37cnhuTBEaamFxx9/nCNHjtDe3j5d9LWQsNvzW6sy7wmWALpaz/HUv/41rqEsuC2p3LCcfO35nPbnbR1ByUM5ETkQocRpnCOYFfP4UsejnTx+ajZsFmASYnrbVHsteh0lmvnbFLP+vddm5rMlDj5eZGOTUT/H1c51so+Kigoee+wx9u7dm9Z4c02ucnSkIu+pShVZ5sCPv0U0GslI/gsVlSl6rl2i49IZisqrsBeVZr0/OZxl22WSVTihkdA5jZSbdGxrKePEpUGadTre57AQUBT+YXh8+qXJrqwajcRvlzkZl2X6wxHMQqJep0EG3LKMQQhemghwzB+kSrewu2jC8NIQt4gnSNQXRmvR09/fPy2IhWLyWL16NTqdLq9jyLtI97Rdwj1WGP6cKisL13AfP/3WFxFCUN+ymf3v+lhs3SNLGKtyX2TAtq4UjSkmIh/cUIX72hgfL7KhFeAA1hl0XAyGpz02ZxsTVhl0aIWgRKOhSKNBTIqjBiiaDKt/xG7mEbuZcVlOawk3toSQ5uxTiOnoyXzPWJNx880353sI+Td3qDZolWyjKArtl07zzDf+jnAoe3k1TKsc6Euz7E8bN8E0lFuxrS9j5PVOhl9tQzrey68WW9HFpcf4FYeFFv3MTHC2SWSbcSalwUJi4NRokIRAmjSFZEJSLQ1ONIbYXLGxsXFmbAUi2MeOHePf//3f+cpXvsJTTz1FW1tbzseQd5G2F+emuoGKythQH5dOHsla+0IIqt65Pqu5O4Rewlhlo+yuNUhGLT0/OsfokU7GjvaghGX0QpoWUo0QWCSJXy228bkSO/daTdxpMU7bmtcadDTr03uYni2a84lougIrtBqKb51xw21paaG4eCbcfXY7er0+rXYzybVr13C73fj9ftrb23n66ad58803czqGvIt0VX0zxeVxLi4FcgdVWZlcPXt84YOWgL7IRN3Hd2BtyY4NXAnJBHo9jBzqxN/hWvB4IQQSsEqn5S6riXdYTRiEYK/ZyCeK5iauF0Ik/UnVdlrHJtlkrLJR896NGCtnTERarZb3vOc9rIpLMSuEwGQyceedd/K5z30Okyn/yaMOHz7MyMhIzvrLu00a4M73fJJnv/H3hIL+goo2Ull5RHNQUkvSSrHZdBbd8OTA5PtIo30xaZ5QFAUJ+D/lRRhzWBDBVOug8uG1KFGZiCeExqRFX5zcLGSz2Xjf+97HyMgIAwMD6PV66uvrpxfvCsUMcvbsWfbt25eTvgpCpCtqV/P4Z/8Ppw+/SPvFU/i9HkLBwk1crrJ8qVyVmwK1WbdNXwdCCIx5EDlLUzFaS8xUkapQwWxKSkooKSlJut23QCGNXOB25y43St7NHVM4isu5/ZEP8pE/+Fs+/adfxmTNrwO5yspDq9Wxcff+nPRlbZnxuriREToJ+8aKjLVXX1+fsbbSJdmTvc2WO0+eghHp2Wy+5c58D0FlBTB1gWl1eu79ld9Ao9HSffV8WoUWloKklWLVuwvj6Txv6IpMaIyZe2DPV0TibKHOZcKlgjB3JKMQw0NVlh8CWL9jL9tuu483XniK5y6dmr7gSipquO2hD1DbuD4rfZtWOdCVmAgP36CmOwFaa2Y9MmRZzvu61a5duygry51XWkHOpN9+9TneeiU7BUpVbiAmEzJ1XT3Pc9/5F9ounky4uEcGevjpf36Rvo4rWRuClGZo9rJHJPmBlHUYr5ep8lX5WEC0WCw8+OCD3HHHHTntt+DOoHAoyNGXnlE9PFQyhsc1imu4P+m+aDTC0ZeeyVrfEU9+UqbmlBR6aap1YG2Zu/i3FOrq6nKW3nS2a2FTUxPr1q3LSd/xFJxIXzv3NpEsRoWp3EBM3egXuOH3XL1I0J8djwEluvLNdhX3t2BpKkFMuvVpjDqKdtVQ/e4NiAUSMi0WIQSPPvoo5eXlOZ9N5yv3dcHZpDuvzFNdW0VlkSQWEU5xDAqRcAiDKfNuc1qbgVAg+77Z+cK5oxr7xnLsG8uJBiLIwQhaqz7j4hyPzWbjwx/+MG1tbbz22msMDQ1lra8pTCZTXmbRUIAz6UJxVldZISgKRottXi8Lm7MEc5ZcPov3rFr4oGWI0ElUPrKOsjtn/M41Ri06hzGrAh3P2bNnGR4ezrpmGAwGHn300bxlwyu4mXRRWVW+h6CywjCZrYSD/pQeQ5tvuQshZUdYbC2leBqL8V4dzUr7+cK6vgzb2uynf03F0NAQV65kb8EXYhVZmpqa2LhxY17D0QtuJr12x61ImoXz1qqopMvYUB9mqwNJmnterd+xl21778lq/9WPbcBQac1qH7nGti6/idFaW1unf8+Wk8HDDz/Mrl278p4vpOBm0lZ7EXsfeD+v/fS7+R6KygpiYnyMps03UVJZy9hgL0aLjbXb91Be05CT/m0tpQT7J3LSV7aRDBosdc68jmGqOGw2vcD8fj9Wa/5vrgUn0gBb996D3mDipSe/nu+hqKwg2i+eZP+7PpqVBcKFcO6qYfhQR6xi9jLHviH/Fb5ramqy3kehuAEXnLljivW7bmPDTfuyn7pUCGqbNrD9jgewF6m5rVcsAiKRMB5X7lJMJnQvCcrualz4wGWAubF44YOyTENDQ0Lu6UxjtVopLc2fzT2eghVpgP2PfoQdt9+P3mhCCGlyFTe1aJfXrMZksaVcBBJCQqc3xkr2CIGjpILbH/oAj37y99n7wON85Pf/hvd/9k9Z1ZzduHyL3UnztlswmCxZ7SdbJLPtzjlGo6Fh7VaEkKYj/6Z/4thz/3spq77OpDnpJpcXM+eD0Zy/x1fn1kqqH9+Erjh7RQGyja7YhLneme9hIITgrrvuykg7yX527tyJlKXF5MVSkOaOKSSNhlsfeJxd73iEge5rtJ4+xrnjryZcdInHS3zsD/+e577zz3RcPjMniKGksprHfu1/IiSJaCSM0WxNcN8RkkRZTT2PfvL3CfgmeO47X6bn2oVFj1tIEiixx6XK+iZqG9dTVFJBSfUqNBod9uJSNJrYR9/bdplnv/n3RMKhRfcT6yxOqOJ9ggWIyX+VReRBEZKU8vipm9+0l8RU34oy5/cP/fcvYHUW819//z+ZGJ/l2TB5bO2adezc9xCXT76R5uDEZP7kuCCV+H7nviD2/U4eUrtmHVZHUXp9ZQl/5zhhVzCruaazhdaqp+qRdQXjJutwOBY8xmiM3RCDwcQAOZPJxF133cXhw4cZG5sp4afRaNixYwe7du3K7GCXQEGL9BR6o4lVTRs59tKz854gA91ttJ45SueVs5MXZ+KxIwO9HHv5WW576FfAMP9sxmi2YnNe3+OUoigIISitrOWhj/wWJkvq2Vv16hbq127h6rm3Fl0pPTZLTdiAo7iM8dGh2Qem3bZGq8VZUpmQJW7uZ6lMP41Mtx/Xl05vwGxzoNFoeegjn+PZb/4//N7E/LvF5dXc9b5PATE/5ZH+7gXHNiW4SrxdN8n7mvO5ADq9gVsfeHzBPrKJ+9wAY2925XUM14tk0lH38R0ZzWi3VGw2G1arlYmJ1Auya9eu5eabb+b06dN0dsbO6dWrV7NlyxYsFgvNzc10dHRMFxhobm4uiMXCeArnE08DWY4ueMzFE/PXsLv49mFuvf99abn5ma0L36mnEEJCUWIzzKKyKrbeejdrt9+KTm9Y4JWwbe+9tF04EZuhLkaok9yvtt/+AKePvMjoYG/c2MTMpG2B9iOhECVVtYwMpBbNhPaSsHbbnun3XVpVx4d/9wtcPPE6vW2XEJLE6nXbaNy0C412sgDppl20Xzw177imWWD8N9/9LiSNhnNvHmDCPYYQEqvXb+Omu95JaWV+A0tcb/UmblhGs2k5EF70JCLbCCHYs2cPv/zlL5Pu1+l07N69G5vNxm233ZayjYaGBhoaGrI40qWxrES6evVaBrpTV+t1llbi87jmbSMY8BEM+DBZFk7aveGmO3j71Z+nMbJJ88KkGeamO99Jy9bdabwuRlVDM3e++5Mc+PG3iIRT5C2Jn7kqCpJWixyNxu2W2HHH/Wy8eR9Cknjl6f+Y9fLYa5XJ18/HQjZnjVbH5j13cfLQ83P2lVbVccu970nYpjea2LLnLrbsSW5DbN6ym4PPfDstk898K+5CCKrqm1nVtIGddzyI3zeBTm9I60aZbeRQlOCQd+6O5SLUCrgvDlG0vXrhY3PIli1b8Hg8HD16NCFYyWKx8Mgjj+Q0OX+2WFYivWn3Ozj7xiuEUwjZtr33cvXcW4wN9aVsQ6c3oDek55zuLK2gqr55wVSW8SYYSdJQs2bxMf7rdtxKw/qtXDn5JsP9nbiGBujrbJ1+eojvw2R18O5P/yG97VcYG+rDaLbQsvUWbM5YxrENu27HMzbMWwd/Pj27B9AbTJRU1tLbdmnesdidpdSuWU93Cnv8xpv3s/eBx6lv2cSZN15hbLAXvclMy9ZbWL/ztkWLolanY+vee3j74M9Ti/C0PTpuU5KFncun3mBV0waEJGUt1Pu6kMSizE6FSLBvArbnexRz2bt3L1u2bOHSpUsEg0GKi4tpbm5Gq11W8paSZfUu7EWlPPiRz/L8975KwD8zK4mfReqNRrpaz6VsY+22PdOP2enw4Ic/yw/++c/mLn5N9y0SzA7rduzFYkvfTBKP0WRh856ZijSDPe0cfObbDPa0T2+rbmhh/6MfxVlaibO0MmVbu+95jA033cHlk2/g93koKq2ieetuhvu6eOpfv5DydUIIymtXs2Xv3bz0o2/QfuEkyqQ6SpKGjTfvY++kbbe2cQO1jRuu673O5ua73sXIQA8dl07PbFSUmGhPPUXEC1yKtYlsZbNbKpJWwtLgxNs2NnfnMplNC21hLBgmw2azFdRiXyZZViINMWH46Of/L61njjE22Ith1iyycdNNrD59jLYLJ+a81lFSzk13vnNR/Zmsdt7/uT/lxGu/4OLbr+P3ujGZY25+vonx6eMEguatu7njkQ8u7Q3GUV7TwPs+88eMDPTgdbuwOUsoKkstzLOxOUvYuf+hhG3VDc1U1K5OajYSQuAsq6KueSNCknjww5/FNdxPb9tlJI2GuuZNmK/zBrQQGq2Whz7yW3S1nufKqTcIBnyUVK6icdMuulvPM9jThiRpuHL6KNFoJOUCckllbVbGlwmK99Th6xxPmr5UY9WBDFFf4eaftrYUht/wjYbIVFSNEOIAsG/fvn0cOHAgI21eL3I0ypk3X+Hc0QO4hvsxWeys3b6H7bffn5Ytej6mPDcg5k3S23YJSdLQsG4rjpL8R2Klg8c1wk+++Q+MDfUzPYUTAqu9iHd+4vcoKi/cJFcvPfkNLr59OOk+SdLw4d/76+kbdiHi63Ax+NJVwmMzJbWMNXYq7m1GazfQ98x5fG2u/A0wBVqbnoZP31Qw7ncrif3793Pw4EGAg4qi7J+9f0WKtMrCRCMRWs8eo/PSGRRFobZpPc1bdhfEItt8BP0+nv3G3zPY256wXZI03P2+X6V5S/oLtvlCURQCfR6i3jC6IiOG0sSgptGj3biO9xD1h3NmBpFMWqwtpbjPDMwJXRd6DTXv3YipuoBs/CuIhUR62Zk7VDKDRqtl7bY9rN22J99DWRQGk5l3//r/oPXMcVrPHCUUDFBe08DGm/fNa6MvJIQQ8wpe8c21WNeV4jrWw8TlYaLe7JpAhE6i+rENmKrtODZVMPZWL/6ucYQksKwpwrmzBn1xfjPB3cioIq2y7NBodazdvoe125fXDSZdXG/3Mvxqe05Kb+lKTFTe34KxKmYGNFbZqHp4bdb7VUkfVaRVVAoI79VRhl65lrP+HNuqpgVapTBRRVpFpYAYO94zd+PUWl0a9mlh0GBtKsZYbWeidRR/Mpe/OEKDSQJsVAoKVaRVVAoERVHw97hTHyBiSY5s68sJDE6gMeow1dqJ+sMoERljhTWhand4zL+gSGts+ky+BZUsoIq0ikoBsVBQotBKlN7RkFZb1uZSXMd75z3GXJMdv3eVzFEYCVNVVFQQQmBeM3/mRcsC++Mx1djRl6fOWa4rMWGqU0W60FFFWkWlgCi+uRahSZEv3ajFucgER9XvXI/OOTctr9ZuoPrR9WpwyjJANXeoqBQQxiobVY+uZ+jFq4Tdgent+hIzFfc3JxXc+dA5jdR9bDuei8P42sdAAXODE9u6MiT9wul6VfKPKtIqKgWGZXUR5k/txN85TmQihM5pxFRz/dF+kk6DY3MFjs0VGRylSq5QRVpFpQARQhRELUGV/KPapFVUVFQKGFWkVVRUVAoYVaRVVFRUCphMpirtBmocDgfbtm3LSJsqKioqK52TJ08yPj4O0KMoypyqFZkUaRegesarqKioXB/jiqI4Z2/MpHdHG7AamABaM9iuioqKykqmCbAS09A5ZGwmraKioqKSedSFQxUVFZUCRhVpFRUVlQJGFWkVFRWVAkYVaRUVFZUCRhVpFRUVlQJGFWkVFRWVAkYVaRUVFZUCRhVpFRUVlQJGFWkVFRWVAkYVaRUVFZUCRhVpFRUVlQJGFWkVFRWVAkYVaRUVFZUCRhVpFRUVlQJGFWkVFRWVAkYVaRUVFZUC5v8HRh8QP5181f8AAAAASUVORK5CYII=\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "dataset = \"t7.10k\" #\n",
- "data_path = 'datasets/denmune/chameleon/' \n",
- "\n",
- "# train file\n",
- "data_file = data_path + dataset +'.csv'\n",
- "X_train = pd.read_csv(data_file, sep=',', header=None)\n",
- "\n",
- "\n",
- "from itertools import chain\n",
- "\n",
- "# Denmune's Paramaters\n",
- "knn = 39 # number of k-nearest neighbor, the only parameter required by the algorithm\n",
- "\n",
- "# create list of differnt snapshots of the propagation\n",
- "snapshots = chain(range(2,5), range(5,50,10), range(50, 100, 25), range(100,500,100), range(500,2000, 250), range(1000,5500, 500))\n",
- "\n",
- "from IPython.display import clear_output\n",
- "for snapshot in snapshots:\n",
- " print (\"itration\", snapshot )\n",
- " clear_output(wait=True)\n",
- " dm = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False, prop_step=snapshot)\n",
- " labels, validity = dm.fit_predict(show_analyzer=False, show_noise=False) "
- ]
- },
- {
- "cell_type": "markdown",
- "id": "be954546",
- "metadata": {
- "id": "v8SoT-kWFL88",
- "papermill": {
- "duration": 0.044681,
- "end_time": "2022-01-29T19:03:39.907414",
- "exception": false,
- "start_time": "2022-01-29T19:03:39.862733",
- "status": "completed"
- },
- "tags": []
- },
- "source": [
- "The algorithm save an image of each snapshot in a folder named propagation, so you can simply unity them into an animated GIF file as in the followin example. An image called 'propagation.gif' is created for you."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "id": "ae5f9049",
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-01-29T19:03:40.001748Z",
- "iopub.status.busy": "2022-01-29T19:03:40.001102Z",
- "iopub.status.idle": "2022-01-29T19:03:40.222269Z",
- "shell.execute_reply": "2022-01-29T19:03:40.221606Z"
- },
- "id": "lTQITTmQFjBc",
- "papermill": {
- "duration": 0.269487,
- "end_time": "2022-01-29T19:03:40.222425",
- "exception": false,
- "start_time": "2022-01-29T19:03:39.952938",
- "status": "completed"
- },
- "tags": []
- },
- "outputs": [],
- "source": [
- "from PIL import Image\n",
- "\n",
- "# collect immages for each snapshot automatically by the algorithm in a folder named propagation\n",
- "images = []\n",
- "prop_folder = 'propagation'\n",
- "img_files = os.listdir(prop_folder)\n",
- "img_files = [os.path.join(prop_folder, f) for f in img_files]\n",
- "sorted_files = sorted (img_files, key=os.path.getmtime) \n",
- "for filename in sorted_files:\n",
- " im = Image.open(filename)\n",
- " images.append(im)\n",
- "\n",
- "# create annimated gif to show evolution of the propagation\n",
- "images[0].save('propagation.gif', save_all=True, append_images=images[1:], optimize=False, duration=800, loop=1)"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "93c62db8",
- "metadata": {
- "id": "5vBbL0JXG_NJ",
- "papermill": {
- "duration": 0.044764,
- "end_time": "2022-01-29T19:03:40.312685",
- "exception": false,
- "start_time": "2022-01-29T19:03:40.267921",
- "status": "completed"
- },
- "tags": []
- },
- "source": [
- "# Am I sensitive to K\n",
- "\n",
- "Although the algorithm is only single-parameter, accract is not sensitive to changes in that parameter, k. You may guess that from the following chart yourself. This is of greate benfit for you as a data exploration. You can simply explore the dataset using an arbitrary k.\n"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "3c79fe88",
- "metadata": {
- "id": "ICMKFTEhIH8H",
- "papermill": {
- "duration": 0.044581,
- "end_time": "2022-01-29T19:03:40.402164",
- "exception": false,
- "start_time": "2022-01-29T19:03:40.357583",
- "status": "completed"
- },
- "tags": []
- },
- "source": [
- ""
- ]
- },
- {
- "cell_type": "markdown",
- "id": "4ec72a81",
- "metadata": {
- "id": "ktnjY73fKnUd",
- "papermill": {
- "duration": 0.045462,
- "end_time": "2022-01-29T19:03:40.492508",
- "exception": false,
- "start_time": "2022-01-29T19:03:40.447046",
- "status": "completed"
- },
- "tags": []
- },
- "source": [
- "# Give it a try\n",
- "\n",
- "The algorithm is an \n",
- "[open-source repository at Github](https://github.com/egy1st/denmune-clustering-algorithm)\n",
- "\n",
- "[]( https://pypi.org/project/denmune/)\n",
- "[](https://mybinder.org/v2/gh/egy1st/denmune-clustering-algorithm/HEAD)\n",
- "[](https://docs.zerobytes.one/denmune/)\n",
- "[](#colab)\n",
- "[](https://www.kaggle.com/egyfirst/denmune-clustering-iris-dataset?scriptVersionId=84775816)\n",
- "[](https://www.sciencedirect.com/science/article/abs/pii/S0031320320303927)\n",
- "[](https://data.mendeley.com/datasets/b73cw5n43r/4)\n",
- "[](https://choosealicense.com/licenses/bsd-3-clause/)\n",
- "\n"
- ]
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.7.12"
- },
- "papermill": {
- "default_parameters": {},
- "duration": 481.004433,
- "end_time": "2022-01-29T19:03:41.749988",
- "environment_variables": {},
- "exception": null,
- "input_path": "__notebook__.ipynb",
- "output_path": "__notebook__.ipynb",
- "parameters": {},
- "start_time": "2022-01-29T18:55:40.745555",
- "version": "2.3.3"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
+{"cells":[{"source":"
","metadata":{},"cell_type":"markdown"},{"cell_type":"code","execution_count":1,"id":"930a366d","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:03:09.616564Z","iopub.status.busy":"2023-04-30T01:03:09.614515Z","iopub.status.idle":"2023-04-30T01:03:09.625428Z","shell.execute_reply":"2023-04-30T01:03:09.625962Z","shell.execute_reply.started":"2023-04-30T01:00:51.445618Z"},"id":"W6C6cdWrvhI_","papermill":{"duration":0.033411,"end_time":"2023-04-30T01:03:09.626288","exception":false,"start_time":"2023-04-30T01:03:09.592877","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","import time\n","import os.path\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"markdown","id":"950a4bf0","metadata":{"id":"svFNd4-L48tp","papermill":{"duration":0.014981,"end_time":"2023-04-30T01:03:09.656691","exception":false,"start_time":"2023-04-30T01:03:09.64171","status":"completed"},"tags":[]},"source":["# When simple means more powerful"]},{"cell_type":"markdown","id":"0ce3c799","metadata":{"id":"oubsWt045Ixi","papermill":{"duration":0.014662,"end_time":"2023-04-30T01:03:09.686533","exception":false,"start_time":"2023-04-30T01:03:09.671871","status":"completed"},"tags":[]},"source":["Most calssic clustering algorithms fail in detecting complex where clusters are of different size, shape, density, and being exist in noisy data.\n","\n","recently, a density-based algorithm named DenMune showed great ability in detecting complex shapes even in noisy data. it can detect number of clusters automatically, detect both pre-identified-noise and post-identified-noise automatically then remove them.\n","\n","It can achieve accuracy reach 100% in most classic pattern problems, achieve 97% in MNIST dataset.\n","\n","A great advantage of this algorithm is being single-parameter algorithm. All you need is to set number of k-nearest neighbor and the algorithm will care about the rest. Being Non-senstive to changes in k, make it robust and stable.\n","\n","keep in mind, the algorithm reduce any N-D dataset to only 2-D dataset initially, so it is a good benefit of this algorithm is being always to plot your data and explore it which make this algorithm a good candidate for data exploration.\n","\n","Finally, the algorithm comes with neat package for visualizing data, validating it and analyze the whole clustering process."]},{"cell_type":"markdown","id":"09f723b4","metadata":{"id":"CWnEftGzR9AL","papermill":{"duration":0.019168,"end_time":"2023-04-30T01:03:09.721254","exception":false,"start_time":"2023-04-30T01:03:09.702086","status":"completed"},"tags":[]},"source":["# Install DenMune. Import it"]},{"cell_type":"code","execution_count":2,"id":"b863e8eb","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:03:09.75915Z","iopub.status.busy":"2023-04-30T01:03:09.758444Z","iopub.status.idle":"2023-04-30T01:03:22.874218Z","shell.execute_reply":"2023-04-30T01:03:22.873465Z","shell.execute_reply.started":"2023-04-30T01:00:51.483709Z"},"id":"SBamcWlTvhJF","papermill":{"duration":13.136738,"end_time":"2023-04-30T01:03:22.874366","exception":false,"start_time":"2023-04-30T01:03:09.737628","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting denmune\r\n"," Downloading denmune-1.12-py3-none-any.whl (19 kB)\r\n","Requirement already satisfied: scikit-learn>=0.22.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.23.2)\r\n","Collecting ngt>=1.11.6\r\n"," Downloading ngt-2.0.4-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (9.2 MB)\r\n"," |████████████████████████████████| 9.2 MB 5.6 MB/s \r\n","\u001b[?25hRequirement already satisfied: seaborn>=0.10.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (0.11.2)\r\n","Requirement already satisfied: numpy>=1.18.5 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.20.3)\r\n","Requirement already satisfied: pandas>=1.0.3 in /opt/conda/lib/python3.7/site-packages (from denmune) (1.3.5)\r\n","Requirement already satisfied: matplotlib>=3.2.1 in /opt/conda/lib/python3.7/site-packages (from denmune) (3.5.1)\r\n","Collecting anytree>=2.8.0\r\n"," Downloading anytree-2.8.0-py2.py3-none-any.whl (41 kB)\r\n"," |████████████████████████████████| 41 kB 416 kB/s \r\n","\u001b[?25hCollecting treelib>=1.6.1\r\n"," Downloading treelib-1.6.4-py3-none-any.whl (18 kB)\r\n","Requirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.7/site-packages (from anytree>=2.8.0->denmune) (1.16.0)\r\n","Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (21.3)\r\n","Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (3.0.6)\r\n","Requirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (4.28.4)\r\n","Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (2.8.0)\r\n","Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (0.11.0)\r\n","Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (8.2.0)\r\n","Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.2.1->denmune) (1.3.2)\r\n","Requirement already satisfied: pybind11 in /opt/conda/lib/python3.7/site-packages (from ngt>=1.11.6->denmune) (2.9.0)\r\n","Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas>=1.0.3->denmune) (2021.3)\r\n","Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.1.0)\r\n","Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (1.7.3)\r\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn>=0.22.1->denmune) (3.0.0)\r\n","Installing collected packages: treelib, ngt, anytree, denmune\r\n","Successfully installed anytree-2.8.0 denmune-1.12 ngt-2.0.4 treelib-1.6.4\r\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"]}],"source":["# install DenMune clustering algorithm using pip command from the offecial Python repository, PyPi\n","# from https://pypi.org/project/denmune/\n","!pip install denmune\n","\n","# then import it\n","from denmune import DenMune"]},{"cell_type":"markdown","id":"42b581cd","metadata":{"id":"hm7dFIZaXBOa","papermill":{"duration":0.021457,"end_time":"2023-04-30T01:03:22.91969","exception":false,"start_time":"2023-04-30T01:03:22.898233","status":"completed"},"tags":[]},"source":["# Load data"]},{"cell_type":"code","execution_count":3,"id":"67a88896","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:03:22.968612Z","iopub.status.busy":"2023-04-30T01:03:22.967913Z","iopub.status.idle":"2023-04-30T01:03:28.450457Z","shell.execute_reply":"2023-04-30T01:03:28.44988Z","shell.execute_reply.started":"2023-04-30T01:01:06.530863Z"},"id":"MYyUY1M9vhJG","outputId":"4ca20240-aa79-409d-f360-7fdd63d28408","papermill":{"duration":5.509391,"end_time":"2023-04-30T01:03:28.450617","exception":false,"start_time":"2023-04-30T01:03:22.941226","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Cloning into 'datasets'...\r\n","remote: Enumerating objects: 68, done.\u001b[K\r\n","remote: Counting objects: 100% (68/68), done.\u001b[K\r\n","remote: Compressing objects: 100% (56/56), done.\u001b[K\r\n","remote: Total 68 (delta 12), reused 63 (delta 10), pack-reused 0\u001b[K\r\n","Unpacking objects: 100% (68/68), 20.59 MiB | 6.22 MiB/s, done.\r\n"]}],"source":["# clone datasets from our repository datasets\n","if not os.path.exists('datasets'):\n"," !git clone https://github.com/egy1st/datasets"]},{"cell_type":"markdown","id":"e22018d3","metadata":{"id":"asOHleIWSIpU","papermill":{"duration":0.023667,"end_time":"2023-04-30T01:03:28.498333","exception":false,"start_time":"2023-04-30T01:03:28.474666","status":"completed"},"tags":[]},"source":["# Read data\n","\n","there are four possible cases of data\n","- only train data without labels\n","- only labeld train data\n","- labeled train data in addition to test data without labels\n","- labeled train data in addition to labeled test data"]},{"cell_type":"code","execution_count":4,"id":"e07954dd","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:03:28.556176Z","iopub.status.busy":"2023-04-30T01:03:28.555114Z","iopub.status.idle":"2023-04-30T01:03:37.770156Z","shell.execute_reply":"2023-04-30T01:03:37.770675Z","shell.execute_reply.started":"2023-04-30T01:01:12.658044Z"},"id":"3MWrIsC4vhJH","outputId":"bfbfc306-b61b-486b-9f7d-918683041970","papermill":{"duration":9.248678,"end_time":"2023-04-30T01:03:37.770846","exception":false,"start_time":"2023-04-30T01:03:28.522168","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["#=============================================\n","# First scenario: train data without labels \n","# ============================================\n","\n","data_path = 'datasets/denmune/chameleon/' \n","dataset = \"t7.10k.csv\" \n","data_file = data_path + dataset \n","\n","# train data without labels\n","X_train = pd.read_csv(data_file, sep=',', header=None)\n","\n","knn = 39 # k-nearest neighbor, the only parameter required by the algorithm\n","\n","dm = DenMune(train_data=X_train, k_nearest=knn)\n","labels, validity = dm.fit_predict(show_analyzer=False, show_noise=True)\n"]},{"cell_type":"code","execution_count":5,"id":"f963c0ea","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:03:37.829879Z","iopub.status.busy":"2023-04-30T01:03:37.829095Z","iopub.status.idle":"2023-04-30T01:03:38.387113Z","shell.execute_reply":"2023-04-30T01:03:38.388188Z","shell.execute_reply.started":"2023-04-30T01:01:22.848334Z"},"id":"ZbN4Cpy3TCxa","outputId":"e2f10a22-cb04-4dc0-84a6-fcf5403c4f80","papermill":{"duration":0.591789,"end_time":"2023-04-30T01:03:38.388522","exception":false,"start_time":"2023-04-30T01:03:37.796733","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAACf50lEQVR4nOx9dZzc1tn1uRqe2Vlm9u6amSFmJ3GYqUnTNm1Tfst906/NW0iZmdOGGmZ2YsfMzGwveJmHWff7QzCSRtLMrtf2rjMnv413pat7r2ako0fnPkAopUgjjTTSSGN4grnUE0gjjTTSSEMbaZJOI4000hjGSJN0GmmkkcYwRpqk00gjjTSGMYxD1REhZB+AUQC8AE4PVb9ppJFGGpc56gBkAKinlE5X7iRD5d1BCOkHkDUknaWRRhppfPjgopRmKzcOmSUNzoLOysrKwrRp04aw2zTSSCONyxf79++Hy+UCOA5NwFCS9GkAZdOmTcP69euHsNs00kgjjcsXS5cuxYYNGwANmTi9cJhGGmmkMYyRJuk00kgjjWGMoZQ70himYKNhRLqaQQxGmAoqQAi51FNKI400UkSapC9jUDaGvs0vwb1nFdgAtyZhyi1G9hV3wDl5ySWeXRpppJEK0iR9GaPr7b/De2i9bFuktx1db/4ZNBpB5vQrL8m80kgjjdSRJunLFOGupgSClqJv43NwTlkCYjCJ20Lt9fAcXIeYrx+m7CI4py6HKbfkwk82jTTS0ESapIcxgs0n4NrxJgJNR0AYA+x1M5E15waYCypk7WJ+NzyHNiDq6oQxIwcZk5bAe3Srbt8xnwuBhsOw13IBTt2rH4N71zuyNv3bX0felR9H1uzrNfsJdzXBe3QL2JAflqJRcEy4AozJMsgzTiONNJRIk/RFRMznAo2GYXDmgjAG3baeQxvQ9dZfAcrGtx1YC++xrSi+6//BVjmB23ZwPbpX/RM0GhHb9W18AZbSuqTzYUN+sV8lQQMAKEXPmidgKa6BtWK8fBcbQ/c7/4Dn4DrZ9t51T6Po9m/BWjEu6fhppJFGcqRJ+iIg0HgEfRufR/DcMQCAMTMfmbOuQdbcG0EI5wUZ6e9EsPEwQAjMpaPRvepfMoIWQMNBdL/9V5R/7k8ItZ5C19t/49tRgA/xpzEWwXPHuQNknhzxNgDQu+6/YANeuPet1pg5175v80so+cj/yfb0b3k5gaABzqpvf/FnqPjsH2FwpLMEpJHG+SJN0hoIdzbCc2Atop5eGLML4Zy6HOa8sgH34z+zDx0v/gKUjYnbou5u9K79LyI9rci7+pPofufvnDwhkDIhABsDQBQkyyHS14Fg42G496/hjqEUgDIHC9UlaACIurrR/d6jXB9E4jKv6C9wdj/annkEBTd9GcaMbNBoBO4972meMxv0w3NgLbIX3Kr/4aSRxiDR1doIb38vnDl5yC+pvNTTuaBIk7QKetY+Bdf2N2TbXDveRO6SjwyYeHrWPC4jaCk8B9Yi0t+BYOMR+Q5WsKApAHWf5qiri7eW1QhaOJwCJgsQDScQdEK/IlGr9xdoOIT253+Csgd+jnBPC2J+t/qYPLi3hjRJpzG06Giux/rXnkR3W5O4raC0Cstu/QQKSi9Psk5HHCrgPbI5gaABAJSid/0z8J89kHJfodbTiPS06rYJNhxK3CgzgHnCpGz8BxSMNQPEYFQhXzmsJTVwTl2u6Jy30CmVSyqiVa4+oXBHA/yn93LjJgExmpK2SSONgaCvqw1v/PvXMoIGOKv69X//Cq7eTt3jva5eHNiyGrvXvYnGEwdB2UQ5cTgibUkr4FJbQJPAvfsd2GumJu0n6umF9+iWOOmpRvlpESyR7EuUKUApetY+BVv1ZHj62nXnEelphXP6VfAcWKvoY3AXqP/0HhRc9zmY8ssQ6W7RbGcfM3tQ/afx4UE0EsbJA9tx5tBuRCJhFFXUYNKcpcjKKxT3GwxGEIazJfdteg/hcFC1r1DQjwObV2PxTfcl7KOUYsu7z+Pg1g9AJdd9dl4Rrr3vi8gtGriMeTGRJmkFQu1n9Pe36e+nsQi63/8PvAfW8TKHYAnz0kUCWSv/ptrcLTkm2teOWF4p5ISuMh82BnN+hXKrap+a26Vz5q2PnIV3ovO136uOaS4oh2P8Au3pp/GhR8Drxmv//jV6O+MP+rbGUzi4dQ1GT52L9sbTcPV2wmg0Y/SU2Zi17EacPbpHt8+zR/eokvTeje/gwJbExfH+ng688dhvce/XfgKzxXr+J3WBkJY7FGBM+l8WSeID3P3+f+DZt0ZDh5aToDSQhNuttQgoO0okzUD9QdjHzdWdDxvwgg37YSkdLRlHo3/CJP4tJWhKEXV3w733fdhrZ6Dghi/AkJEtaU9gr52O4o98D4zRrDuvND7c2PDGf2UEDXAWbywawfE9m+Hq4aSLaDSMY3u34KW//wSxSEStK/HYoN+HDa8/hd3r34LX1QcAiEWjOLBljeZxPk8/Tu7fNgRndOGQtqQVsI+dC69SGpAQVYbEQoy6e+Deswr+07tBWRaW4prEIBLCKHRfzuuCGIwovOWrcO16G8GmY0m1Zb4z2V80FkXGlOXwn9ipK1+4tr+Bghu/hPZnf4Soq0uja6FvwaKWk7Pw4AjUH0Sg4RB61z+Nolu/gcov/g2BpiOgoQDMhVXpCMU0ksLr7sPZo/t021BQEMk1GPB5YLVnIBpNJGpKOUkwGgnj8M71AIBdH7yO+SvvQOmosQj43EKnHBQvr+dOH8WkucsGezoXHGmSliDQdASB07uRYMlSAITA4MyFc+a1YMNBhHvb0PHcj2VeDpGeFhVZg3eFo9zvhsw8ZIxfgMwZV3OExhgRdXUj2t+RwgwTpROTMzcJwVP4T+1GpK8dprxSRN1d6oa64N1BCP9gkWji0qubPy826Ef7y79CxWd+B/uo5Bp9GmkI6O9ql2nDIqTXMVW6kAJBv1fFfoiv2UizO7Isiy3vvoCF193DL+tIDSUAICAMSThuOCJN0jwi/Z3oeOHnYMPBROsXFKb8CljLx6H1P9/iiJmA12fVdGaVxT4AAIFz6nLkLr4b4e5mND/6TYQ7G1XbccSut7hHYa2cCHN+OYjRBBqLKohVcX49rYh0N/N9K89POIy7MTKnX4WsOdfDe2wbXNteAxsK8NNSWPLhINz7ViN3yUd05plGGpxnxdFdG9HT0RInVl1yTNxHKUXNhBmoP7YPlFKOXKUL8yr9ndi/DVTdKgFlKQjDoGrslMGd1EXCZU3SbCSEcGcTiNEEc2GlGN2nBvfe9ziCFqBoG+3rgKe7WdK5xJeZarxHJYAi3H4WMb8Hbc88gpi3T7dtMhiyCtCz5nGYCyq5BU3hIlX1iZZ6iyDugqeArWoicld8DIzJgozxC9C34Tndm0mMbEwjDQ2cOrgTH7z0b8RiUXGbQNSC54YSRMNarudlErPFioLSanQ2n0U0Ekl0++eP6Wyu152bzeHE6ClzBnFWFw+XJUlTNoa+Dc/BvW812KAPAGDKKeLyKE9ZKmsb7myE//ReeA9t0H66UwoaDfF/EB0uTk6s/rP70b/jjeQETZO/gvkOrpfLKtqxLyqQ+Erz83ZOWYb8Gz4vPsxS8XVOWPxMIw0J+rvbsebFR8GyMe4+UhgG4t/K7eBNC0rl+/jrOxIOoa3hJMxWm0ynTmifBCaLDfs2rkJOYQlGjZ8Og3H4UeLwm9EQoOvNP8N7ZLNsW6SvA11v/QU0GkbmjKvBhgPofP0P8J/i3XqE139VVzkq/z31a0ABArAsfMe3q+xSWrYq1jDhLWK1i1Cw/NWsaCmRq43LX/kZkxfL3jaMmfmwFNcg1H5W84wcY4e3FZLGpcXhnevBsjFQVsNrSYtQKRVvRQHKN2FVGSMpQROB/QEAru527Fz7OgDAnpGFq+/5LMpGjU3Sx8XFZeeCF+poSCBoKfo2Pg8ai6Dr7b/FCRqAIsxP8uv5RCUR+e+iHKHWp7qmlnis/kVoHzsX8ahCRqdPOcwF5bBWTUrYnr3oTs0+TLklyJi0KKX+0/hwoqulMQW3UoiaMmEYmVHBSOQQSllQlpVZ46GAHyazld+fgvWkczv4vS68/eQf4O7rTt7PRcRlR9K+Y0nyKPvd8BzeJLdm1S4iIbPceUFpgXN92mtnJG+uo5/zDVTJM+bthbmoWh72LYaT88cJ1riwnWHgGH8F1M7XMXoWCm/+CoyZebLttlGTUXLv98GYbUnmmcaHGSazJTXyRNzLgkgWAdmYSryBRDahoLBnZPLXsyIOQUO6lLZTWueRcAiHd6xLab4XC5ed3MFqhI1KEWo5Ff+i9J7yA9C2RCSzeCmFtWoivEc2gg36FWNJVqoBiReGZLEvfoB8wVK4wA0mFNzwRbQ+8V2wQW/i+AYjGLNFrHnIZdxj0bfxeYS7mlB4y1cTLtyMCVfAMW4egk1HwQb9MBWUDyojYBofPtRNno2G46nnuxGRwr0n5N5w9XYmyIWEMHGrWTN4S319qfn00YHO9oLisrKkuRDocv1GhMCYVcAfkMJr2IAnQUF0rUsC39EtKL7rOzBk5EgPFPfLhTgGIAwypi5D1twbNaSHOGHbx8yGMTOf2yZry8sfsShP0PzfkrF8x7ap6+UACGOArXoyHOPmpgk6jZQxesocmM4j5FrTh1ktJ47kd8EvWrTK+X1Z+cXidq2+lUaKu68bR3dtxNHdG+Hp7xnMaZwXLgtLOtLXjr7NL8F3bBtoNMxtVE1sRGEtHYOMSYvRt+l5QO1VaghAQ36oPqL5uYTaz8JaPhaVX/wrfCd3Ith0FO49q9SP4cEGfAic3qs3KgxZXN5r3/HtvG+zhg+3Djz718qiKtNIIxki4RBOHtjOW6AElWMmYfSUOTCazDAYTZh39e3Y9ObTiQdKrV9KeY8OIl8QJCTu5aECKdESQviYMaFP/n/835m5hbj7i9/DG4/9Bh06rnkl1aNRf3QfWFCcPrgTZw7vFscnhMGYafOw9OaPwWi6OJ5NI56kwz0taHvq/xDzexR7FF8Uj2DzCbQ/80PYqiYhcHb/EM9GGoSi5iUiTI1F27M/Rqj1JIjBBGvlhKTuc1F3F2I+l+7ouYvvhsHqQNQtWfgY4NtC1DO8Fk3SGN7o62rHm4/9Fh5X3MI8fXgXdq97Czd/8hvIzC1A9bgp2LnmNYQCPvnBKtkdKfggFYaR38IKGIxGsCqpRqVErYxqdPd14dk//B9mLLkenc0NCd4hlFIYDEYc2vYBDmxdHU9lKrG6KWVxYt9WUJbFVXc9mOzjGRKMeLmjd+1T2gSd8DtHmpG+dgQaD4OxZ6Ywgg5z8lKE+ANAGamYmKOZItrfhUD9AbChAGJ+d1xi0NHhuAU6LcLlpAuhZiEndwD6i5/q243OfM05pJGGFJRSrHrmLzKCFuDu68KqZ/6KcCiItx7/PUJBv7ankSJa0GA0YfriawGi7fcci0Z5tz617hQSCO81QgiB192HQ9s/wNJbPw6rzSE7zmQyg43FwFK5B4maf/epgzuS5q8eKowIkqaxqOqCYMzvhv/0PkVjrcT10jaU02YTqotoSBQK7dZWM03ulyxJxq8xIOR+2JoTU93KWOyI+fr1j6NUzEjnGDcvpcT8anBOW568URppAGg+cwy9ndpFLbramrDrg9fR39MR14BViFrYRxgGhGEQi0VhszlQXjtef9FPK2ZAkCZ4YlZqz72drejtaMHsFTdj4fUfwZKbPoqF193DBcVo2WQqQThNJw5rnvtQYljLHeHORvRtfgn+k7tA2RhM+eXImnUtnNOvAiGEy6GhtFyTQff1XyUQRIhC5IM+iMGIvCs/gZbHHgKNhNQ60QQxmkEjQXWLQnSZky/4MbYM5K74OLrf+otu34zVDkfdLO53s5XL5yHo8ynCMX4+HOPmDeiYND686Gpp4H6RWpqEcNnr+Eu44fiBhP2iG6gAFamvu70ZK+74FJ78xbe4aEUIh8eJngr9ShMsEQKLzYGgUlqB3Crfv+V9jsBBUD1+KhyZ2clPWHFvsucVQ5E6hi1JB1tOoe3ZR0AlFnSkuxndq/6FcGcj8q95EEZnHojJDBpRLBZqIjmJE5MVNBbhC8FK3fS4C8A57UqYCypgrZqEwGn9JOQJowukrhV+ThjkXf1JxDy9YEN+mItGIWPiwnhwjka+DQCwVU8Rw7hpNBJfONSIXGQsNjA2J2J+N0w5JciccRWc01bo5jdJIw0puEhCBVEJujIYUFB4Xb0J0kEqMJktCPq9XF8q+T3UFhIppcjIysXUBVdi66oXEztVOwYU9cf2w+HMlrdLYZ4VteOTthkKDFuS7ln9mIygpXDvfR/OqStgKalBxoSFXGmowfg0y8CRF2WjGn1ROMYvQN5Vn+D+ikagToKpQM3vmYMxqxDOKUvBmG1ggz54j2yC/8xeubeKcn6EwFJSG//TaILBkcUvNKq/v5kLq1B6/48GMfc0Bov6Vhfe3HQWR+t7YDQwmDOxGNdfMQp5WSMzIKjh+EHNfZSyYAwGRMIpvG1K/JmFK7ugrBoOZzYYhklYIFTq1FIS97n70NPRAqPRjKjkTVJJ6kRxX/jcfSkE3cSPqR475aKV3RqWJB3uaUGo9ZRum/6tr8BWPQmWkjoEmo4g2tt2/gPzWrVsIVDiv0wYAwhjAAA+7Se3PSWiFl7zNINcuLSnHS/+HMRkgaW4BsH2s4AoqQhWPUFCng4KWKsmyrpzTl2O/q2vao4V9fSi4+VfwTllOWx1M4Z9Tt3zRSTKYvexDvR5gijOdWDamAIwzMDPuandjVXbG3H6XD9sFiOumFqKJTPKYTEZdI/bcrAVv316D6KSxa5znaexemcTfvzZBagqSWURe/igu60JHc3aOV0AIaAkyRoRn2td6Ymx/rUn0HBsH6rGTkH9sf06hyd+h2cO7caUBVdi70ateqWJQSwp2Xj8MRV1E3HlRfLsAIYpSSdzNQNl4Tu+Db4TO7i/h4RgpMEkUkiCPU7s5FpSylncA7KihShCFaJWXKA0EkSw6Uj8OJmOp/4q1vb0D5E17ybkLr4bAJA9/xb4z+xHuEPiDyrR46N9HYj2d8J3YicyJlyBgpu/fNlKHVsOtuIfrxyEyxe3rIpy7PjqR6Zjwqg8nSPlWL/nHP74wn7EJES7/1QX3tlajx99dgGcdvWSYd5ABH98fp+MoAW4fWH8/rm9+N3XlqY8j+GAzpZG7hedCNtYLJrou6wEL4/IwPfZcOIgqsZOQUZmDrzuPtkxfEPVez8aDaN63FTYM5zYt2kVfB4JnwiaOVXe7/oPkhmLroXZakPV2MkoKK3SbnsBMCzvSlN2ETRzV6iJ9eLCQjKyTrKf0beGaCwKSin6t7wMNsHtT29YZeQfgaVsDBiLTeKFQXQveGm2OsUOgDCg0TD6N7+E/u2vc6disaP0oz9EzpJ7YMot5scRVmjkF7f36Ba497yf+vmMIBw524Nf/3ePjKABoKPPj0ce3Y7WbpXQeRV09voTCFpAfasbj76uvdK/YW8zgmHtwKmzrW6cOtenuX84Qijcque1IUAZ9acLhTdG08lDWHnvFzB94UpkZObAZLbAnpHJe4No93fu9GGc2L8dQb8fNkcm6ibNBGPg7m/Ku9hR3pdatOLV5snPJ7+0ErOW3XDRCRoYpiRtzMyDvXa6yh6Fz7Pufkl/uaVgrA7N/QDAWDNgq53OG6ys4oc7zlo+FjQahmvnW/oXHDFAXooKMlc9xpqBvKs/iaqvPwEYjPG2qpDMWXoBCX0rjnNtf4Nb+ATAWGzIueJ2VHzuT7BWjpfMKXEsz773tM9nhMLlDeHpVcfAalhxgXAMb22uV90HALEYi22H2vDse8fxpxf3IxrTXs3ffKAVLq+6/trek+hpoERbd/I2wwmVYybBzGefE69vBUxmi3j5qoZhp0DclFL0drRgwbV3YcnN96O0egy3dqTiuxwf14pda99EV2sjYrEIAj43zhzZC125UTJHojCYKMuiq7VRd54XEsNS7gCA/Gs+jdb/nkO0X+IwnuQ1Rx1cBetwVxOCDYc0W2UvugPR/k4ENBYNQYGsOTcg1HJSLCQQrwWolC9iMOaWINrfJfcS4cEGfWh94rvIX/kpzcVRTUg/A5UFxJjfjVDbGVjLx8l2hbuaoYdwN1fW6HLQps809+Opd49h34lOCIYvAVQtrz3HOoBbJqv28bMndqGrnysdxvIdUUpVtexojEV7jw9ZGfJq8rEYC7s1+W2W4xx8fotLAbPFhpnLbsC2915K0JMFRMKhhAW6pFDxfGIYBpvffg4HtqyGGODCt+WuWUkyJQDhUCDxOqYAy0ahB0q54rdq57Nv0yo4nFmYtnDlwM5nCDBsSdqYmY+yB34O997V8B3fBhoJchF63v4BatAUzinL0Pna73Vbhbua4T+xHXoLgaa8UsQ8vfKNqm5xBNG+Ds7VzeqQZKOTPqFZ9Lz/HxizCzgyH6h3imaNQka1L4PNoVsNhrHYhz1B97gCONnUD7OJwaTafNXFujPN/fjO37YgGI4lxJ1SNpFg1T52ty+MHzy6HW6JRCK9KrQeZg5bPJdDW7cPz685gS0HWhGKxCTu9onHZWeY4QuE4fGHNXXt4YgZi6+Fq7cTR3asl+/gz1E419zCMvR2tihehHnLmiIxPJtlRYmEYRgc27sFLWeO8TsRt8Bp/MFJCEFuYSmMZotGySx13VuYp+BKqPXAIYRg67svomrMFOQUlmh+JhcCw5akwz2t8B7egJjfjYxJi+GcvBSeAx+gd50iUUsyciMMiMmCSG+rtuULIHBmL5c6VMsXmRD4jm9H1uzrwZit8QhI1bb8vyzLEbSGvk7ZGEy5ZYj2darOSd4Z/5fRrBukQgwmmItrErZnTFyE3vXPah43nJP3+4MR/O3lg9h8oFWULjJsJtyxfDRuXVona/vku8dE/Zfwr8VSSAuYshTo6g/gnoffwbTRBbh1aS3GVuVizc4mGUFzfUmcabiVMEmf3P5fPLkbV8+twpTR+Xj471vFPggfHcd5jsUfFNwrO9DnCeFnT+6G2cjg6rlVeODGiTAahqUSmQCLxZZgNAmfr5hKtKcD5bUTUDNxBra//zLCwYCktfp1LyY0Ygxxgo7v5PcxoJTCZLbgtge/jYKyKrzw5x8mn7SK9EIIA6PJjIjam60QPAOKo7s34orr7k4+xhBiWJJ0zwdPcrqv5Abr2/gc8q76JAz2TC7SUEQSkqY0bn3rRBvGvP36hE8paCQIxmKDc8bVcG1/Q2f8AVikCqtAD8asAjgmLoRry8u6/RGGQdTTBxoJwpiVD2IwIXPGSniPbFKVPYzOXGTPuyX1OV9k/OSxnTh8Vp4fwhuI4PG3j4IQgluWcD7iLm8IB052ydopP1qBYIVtMZZFIESx7XAbdh5txzfum4lDZ1SSTCk6SlCaADR1ePDoG4eR5TCrkLycqIU+pNZ1OMrirS31CISi+PLdamsyww8Go0lFWpDrxdFoBM1njqLl7HFU1E1A08lDKfgkA6BAVM/Pmn/gRiNh2DI4F0ZnTj662ppUGkvehWg84554qxJg9vIbsfW9l9TvRX7N3dVzcfJ1SDHsHtfufWvg2vGm4oOioOEgut/+GyxlY2DIyJXsS0aIFGzAA1v1lKQkLLq4afRD+YWj3KX3wjlthfrYMquZKv5NhOjfneABwvlq28fMQd5Vn0DxPd9FxRf+jJinR9vzBQQ0GkbLY99G058+g3N//zKa/vQ59G58HsRkQcl9P4Rz2pUgJk43JQYjMiYuRMnHfpRQeWW44MCprgSCluLltacQjnCWsy8QSYyvJCRBHZPGBUkJJsZS/PWlA5pjMUxiXwDAEMStLUrR5wmpkhAhBAxDMH1MIQwM4ftL7HDdnnMpLTYOB9RMTKwypEXAlI2h8UQSgpZ5WCTq02rjGAxGWGx2AMCEWZI3QtkwynUjwbOD255bWIraybPVFzglbe3OLO25XyAMO0vatett+QZFbg7/yZ0gZiuyF94BwhgQ83vg3vWWbp/uve8hZ/FdCNQf0CbqFKzZYOtJAECkpxVsOMC9bslyUktd6BLMt8QLjlJEXMKTWbEYyvfhP7kD/lO7YC0fy+W/FtcNGQgLmtyw/EVNWYQ7GsW+Yn43+je/hEjXORTd/k0UXPdZ5F31CcR8/TDYnGAsdt1zvtTYeaRdd7/bH8ax+l5MHVOAvGwbHFYjfEH5ApFgxQJAca4D7b1xAhQWBAXC9gYiyFYs/ilJpawwA75AJMFalh8jXFLyYwkhaOvxQSOBGzcnyp33TYtrtRtdQrQ1nMLxfVsQ8HqQlV+E8prxaD4raMaJ2q8oOyW5v2SufFKtOsm9WTtpFudJAqBy9CQUlFbFdelkBjulsGVk4vr7v4zM3AIUV9SirVEjkI6XVgS0N52B19ULZ3YeiioSJcahwrAi6VjAK4nkg/riGAAaCcO96x1UfunvYCw2+I5vTVzQE0AYBBoPozD3a7CU1nKls1TaJAdBqPkkgu31aH/6B2Ja0HiJK0AkTdUrQyDUOBFnzr0R7p0qDxgVWSbYfALtL/0CGZMWy+Ykr5+rfUX6TuxAoOkIbJUTwZgsYLKLNNsOJ0SiyZPYeANhvL2lHg1tbhTnOXCmuV/mQgXwViwBFkwpwavrzyS45Yl6MSEozLWjKMeO9l6f6kc6piIbG/a1JJ2XoDkrt6Xi7ZHKeV9sUEqx9pXHcHzvFsUOoKiiBt1tTVwmOQHi4mByghb6F41nflExGRzObMy96lbx7zUvPorOloaUJUQAoCyFM5t7k8wvrdAmaQBnj+5DzcSZWP/aE7IMgHlFZVh26ycuCFkPK7mDGIwpe26wIT+8hzcC4LRa9eP4L4qNwbXjdZhySkQZIe5nrPgINAmbAmDRu/o/cYIWjyGKdor+pCHmlMJcVI2CG7+I/Cs/Dkspv/AlXMh6KU8phf/EThiykuR81vgMvYc36R83DDF+VK7ufgND8KcX9+Ofrx3C+zsacbq5HyzlLGSW5RYHhb+vnFOJsVW5mn7TAMBSipJ8Ox762CwYVRL7AMC6Pc2cxKF0H4FcPtEaxuMLJ9VkJ9YMP/np0Pa1iQQNAATobK7HNfd+AbOW3iDKFfFE+amRJQc+yIRlYTRxni5aXkeMwYglN9+PzBzufmg+cwwnD+6I+zvzqU+TIeBzo6ezFX1d7ehua1a/f/hzcvd24Y3//DohRWtPRwveeOy36O/Wf/MbDIYVSTNmK6cdA0jF2yHcw1ndXHIhCemK+Z/jFmn/tte4bHJicEriF2HMLkqqWweb1IpUEhWyV2zj55V39SdR/qlfwTl5KQBwdQv19HDBI4UPhGFDPliLa2DKLxXnJLe8tR9yon/3CMLCqaXIz9ZIQMRbv4GQIpWlCggBVu9owrl2ZQ7xRGRYzdh/sgsxSjU/zWiMgqVU8jDg/hUS0Rt0ouE6+wIwGxmuPU0MyhhbmYNx1foPp0uBQ9vXau6joDh5YDtmr7gJGZnZQ+LOaXdmo7iyVjO5P6Us1r3yGMIhzlvk+N4tKVnfanj5rz/CM7//LtoaTklXdMWFeIH4KWURiajLXOFQAPs3D33k7iUn6WDzcXS98w+0v/hz9Kx5HBmTF/MhzMm/ZIPVCQDInLFSTHwEQFUuiFupKn7QlIKxOpA172YwFp2MZIpXaM390iIBEoIFZeE7sVOMCAQ4lzpdqFjWvhM7AMYE++jZXJkhUZMGBGtdDeaCCv2xhiFMRgO+/6m5KFAh6pJ8R0KYdqIGDHGBjgJ4e2uD7ssaIUBjuxs7eC18oPc8BWAxGdRiMmRXdCgi+OXyL3s8YVeXZOKhj80a4KgXHuFQMKmV2NXaBIPBiGW3PQDDIItOiCAEnv5uTFt0jRjOLd0nWMgBvxdHdm7A1ndfwMkD27kFPpbliJ0iZckjIsg04m0Ul8lE8N4kegE69cf2pTTeQHDJNGlKKbrf/Qc8+z+Q7yAEzinLEDx3DJEepe4nWVggBI6JCwEA5vxyFNz4RXS99VfQWLLERxTEZIWlpBahjrNcLmpKwQZ96HnvUZ2FtNQ0MvlQibpisPEwOl76FYrufAiEMXCufJwIp/5w0UCkowGRjob4sfKBE/RvYjDCOXXFAE9geKCyOBN///YKbDvYhuONvTAZGcyfXIJn3z+BNqUXRJKPr88T5F2vEvViYfHQZjUiohMCngyhiNSyh7hwlowvbBYjvnD71GGZutRgNIJhDLIE/CL4cwv6PDh1cCdqJs7AHZ9/GPs3v4eG4wcQjYQQjUQSj1NAKk0Ibxjb33sJLBuDMqow3hDYve4thEMBRW5r7bBx3TlIC+HGV38VfQnaeeKcYlH9qMbB4JJZ0p697ycSNABQCs+Btci79rPIXXZf3CqV5qmgFObiGnS8/Es0/eUL6Hzt9zBmF6Hi839GzqI7kydKioSQOf0q7kNWmDzakkAKBEoYTjIBNBc9AcB/Zh9nUbMxBM9JHPWVEonmCWjMR+NYYjCi4KYvD1s3u1RgNDBYNL0MD94yGZ+4YSIqipyquTRSuS2NRiK6w0l/CCEwMARVxU7UlafuaqVnmUv9opMhEIri50/sRCR6YarYnw8MBiNqJijc7Sg4q5U3LgJ+L95//h949g//B5+7D57+HoSCfkRlxKW+dqQkaOEVo7+rHaILnIrsQUHjBW4HK7FI3e4IT75C/6yk3qGif0rZhAuupHr04Oagg0tmSbv2rNLd79nzLopu+ybMxTXo2/QiQi2c+5vBmQsaCiDcdkZs63V1wXtsG/KvfRDO6Vehb+PzSUan8B7bylcvUSCFVWHGkaVSHxHIXX4/rBXj0fbsj0DFUHBZ5+IX7T20Ho6xcxTeIZJ2WnSjEfYt2w8KozMPxpwiWErqkDn9KphyL24o64VCZ68Pz64+iS0HWhEMR2Xejalwoc1ixPULqvHyutNxFV9Y4GIpKAG+87etHJUMUt9UYiAGXa8nhC0H27B0RvnQDD6EmL38RjSdPIQwH5WnFULt6u7EW0/+AUJ0pzJdKSEMGIMB5XUT0Xz6sCypf6KrnvReSHxDlBpZSdOiqkHNL5qAqyxDKQxGI2K8FEJAQIm8f64KDRH3T73i6tTHThGXhKTZaFjuaqeCUHs9AMBWNRGs3wOvPRM0Gkaktx2xkErlYcqiZ9WjMH+8BrokBwAGo0j6AweX/D9n2X3wH98ONhyAuagamTNWItx+Fl2v/wFU6f3BHyedc8znAmEMsNdMhf+MRMfSkzz0rGzFceaSWhTf8b8DOrPhjNU7GvHahjNo6oiniE3F+5Dybx3CjThzXBG2HW6XyZWc6x3XoWCscZ9mii5cQ0TmAs62uIYlSecWleGWB/8Xm99+Dq31ivtH6c2heEMVfKAppRg/ayEWXncPzFYbNr/DJ04SoFxTYAh/aVOxbympMoxBVmtQLRVAUj5QgsYfQDGJSyGlXE4RKrUI+PNkGAMW3fARlNeMU+vxvHBJSJoYjHyhVG2dijHbEPO50PbsjxDubIzvEKtuI/H1g43BvftdMDYH2IB2nmBLyWhEus/JN6Z0p3EXWszbB2vZGOTMv0Xc0/nmn+E9tEH3uPg4FKH2s2j4zcc4FzzBmk6qSat7pahJK/6TO9G36QXkLLorhfMa3nj8rSN4dcOZhJtP+DSSfXMCX0wclYuDp7rgCURkAS6UxsmZawxJ5BlFjtOCPndIHGwwnDx7QiF2H+sUh9CeLGftD1cUlFbh1gcfwt6N72Lruy9wGxNkBoWmKwEBwelDu9Fy5jh8nn44c/JRXjMeHc31irwZ8XzRCRYy5ci7cvQk+H1udLU0ysdIIGqVD5xw9i+lfIi4zHVSW6oUsu5RvrnNnoHpi6/FuOkLLlg04iXRpAlhklalzpiwAF1v/01O0ErHVOkXwXtReA+uS+pqFmo5weeXjh8X13glfUrzLytyNwspRsM9rWh/6ZfwHlwnIVpAYefFx5L8zoYCCNQf4vRR1XzXyrcFybs9Y0gifRD0bXoR/lMDK5Y73HCuw4NXN3DSltqpJnxiRP4DcJ/i9z81F5Nq8uAJSDxrVF51BaONZbnrixACXzCK3319CW5aVAOrxcj1PcDz6PeEsXBqma5rGvewoIjGhp8mLUU4FETTSUnaX95yTrBgE952OQIMB/1w93cjFouiv7sdzWePobC8Gtfd/z/IyisCIUxCWln550bBsiwaTx5CKOBXuTCIxu/KZvxFosXnGt8VRVzGGTN1HmYsvvaChotfsoXD7AW3gbGqe1KYcopgHTWNK8Aqg96todCxtG4GXjKIujqTW66iP7XigmEMMBeNQqDxMFr+87/wC2W8hHlQVsXhQupKl/gGQCx2GBzZkvkLDwXF+ITANmoqSj76I2ROv0p9/hJZxLX7Xe3zGwHYsFdfFlNCSbwMQ2A0Mpg+thB7T3QltNfywQU465pSikiERUmeAwunlYk6+ECsaQLgTIsL/mAEH7t2PJx2k277l9eexsHTiXMdDqAsi7ef/ANazp5Q2anvUaEnH7WcPQ6/24XxM69Qf1mU9iv5jl09ndyio0S25m4ZiUuqCoTjCSEoqxmLibOXoKRqNBcxKA3GUeMRfi4GgxGT5i3TPKehwiUjaXN+OUru+yFskgKqhDHAMW4uSj76CGKuVHIsSy1UoRPhQ1VxTZNpugTEqPFamWSV2DF+PgyOTHS+8SfQiEaWLkXADLFmxPtOsDAoYv0diPn6hQ1xCUNsz/2Uf/YPKLzpf8D6+mGrmcpb1Px+Fe8QWY3DEYh+jWonWqBCUAmNW8SjK7L5V+bE6ykVqYSlFE+8fRT7jncOSn8WrMJ9J7swZ2IxnvrhtSjJ186ZEmMpfv3fPXh57SnNai+XCo0nD6G14aSCCCWQaMZqiYr4HSrHAbvXv4W2xtOcj7XGB52YYpSAjcVgd2aJwSYAVyx23srb4cjMVnaQMH5WbgGW3vIx3PaZb2Ph9ffIH/Qa8zCZLVj5kc8jp+DCL8hfUvHLUlSNkvt+gIirEzGfG8bMfBgzsgEAYYtWpQqFCinTjzS0MQ1wmjiJd0kkfWgQtaVsDPJXfhr+U3u084UoxzeY4Jy8BG41q1bPmlcE3xhzSuDa8Sa8B9fx/uCQnL/KQwkAMY+sih9KlOZniL9reXDI1v9V9p9o7MPmAy2YOroAp5td8R0pMi4hwKrtjXCkkHNDeZySVE409qKiyIk+d0jtWS2izxPCk+8ew8vrTuG7D8wdNmHipw/vFn/X8qaomzIXmTn5XLVupX+4jADF/4FSCk9fN7yuXpkLnuCLbDAYwPIyEPf2Q+PjA/C5+2Rh4M1njsLn6sVdX/oh3vjPr9DT0SLOWQQ/t4Dfh6aTh1ExeiKKKmqQlVcIV0+nwu9ajvK6CRg1ftqAPrvB4pJHHAKAKasQ1tI6kaDZoA8GRzYYu6LMvVZeC8F6VLrmKCFoxkIEILcRcXlE8vSkLEAIGFsGjNmFsI+ejaI7H0Lpx34ExupApL8j5fMzZuVzmrM4tlRPV8g0iZMWf4v2tcGz9z3Fgqv+a13GhCtSnudwxIrZFTAZue9XLe0owFmqtWXamiBLKf756iFcPbcKdsmiXKpGsWCRe/z6ARmCcRn/SZysma8mI5yTdAw1+IJR/OyJnQiGhj5IYjBQ5ncWc2Tw5EsIg6kLrsSE2YuQkZUr+lDL3nop5f2P4wVh1foEIcguKMIdn/su7BlZkrZxYtf64Cil6O1qw6qn/4wx0+bDaDLLHg5S/+6G4/vx5hO/wyv/+BlCQT8WXnePzFdaCUIYnD2yF4//4pt46tcPYd2rT6C3I3nCrcFiWJC0gKi3D51v/AmNf3wQLY9+E2zAo0JqEkiTFyULC4/vVNkkeWJKj2VjYANervZhwwEwJov45QkPFL2gFfG8+jvRv/klydj8GMpjibo1zO9UPwedB5MxMx+Zs65LOr/hjKwMC7581zQxF4aUqE1GBqX5DtgtBpxpiVvICe9TlLNMn3j7KL72kRmSvBnQPGYwEBYdpVKLdBCLyYAZ44pw8HSXWFJLh2dEePwRbNg3MG3+QqGwrFp9B/9kMpktyC4oxjtP/QleV69o3QqkCyCBlGWQXdoE/d0dYAwGXY8L2eH8A0D4YNsaT2H7+y/Dandwc6cUCdXBebSfO4N1rzyO6nFT5XmppecIcMdTCq+rF+6+bhzdvREv/vVHaDyhXUP1fDBsSDoW8KDtv9+D9/DGuKUouPAwfO5kEYnaq5zMU7WRFASnPFYaeRQJo/ONP4oyg33MnKTatbhfCKXVa6/2NiDdp8Y8CfPkz4EAttrpKPnoD+MPkxGMxdPL8ZuvLMZVcypRUZiB2rIsfPTacZg1rhDtvX74Q3JvCK1vf/OBVvz22b0IRWIJ0qR8BWFwUPvqWApxcfLmxbXw+sP4yWM7k6YiVfYlfQhdSoyftUiWUxmA5MkEjJk2D4e2r+Usy0Ho91S8j+Pbmk4dhs+T7Pz1NWSvqw8d587KHxAqbeuP7YOrt5PzMmGk3l3qBRoERKMRfPDSoymFvw8Uw4ak3bvfRaRXLYELJ0QasgrilrPqh0WQOesaEOUFpAXZghygaWFLyD/m7Rdd2qJ97YCOZqXeZeLDhbE6Eh84Cf0kcScQLjZhEZECwXPH4Nm/JmULZLhjVGkWvnTnNPz5W8vxu68txZTaAuw4Gpeckj0vAe6b9gUivCwRDw2XSaQDgLJSi1biHQogy2HGLUtqsGpbA4LhmKZ0A6hLJfZh4jttczhx7X1fgslsEa1WQYaglMXR3Zuw4/1XxL85q3ZgY8SP5Q70e/jo3iRfsmZFGL3XFancQinYGIt1rzwhvuXGZRyNBREJAn4vzh5VeqSdP4YNSXuPquSplYD1JXmSEoKsuTdyKUBlvs2SjHSStrIFQsKAsTlhKqzU6FyQJygi/dyDJNB4OIk8IRwn/Cp5t5WkVLWUjolffKLPtk4/euNILiIaDqJ/66voW/8M93c0gnB3M6Julfp9IxAbFa//qawBai0uCoRpYIDiPPugLGru2ag9CZcvjHe2NuDg6W7JMSShejmgTvaLppUNYlYXBhV1EzTDn9lYonauZihIdWdtUDAMg+LKOvEY7SebXjdJLg6FRt189hi2vvcSjEaTTKFU9qJmWbt7h74G4vB4PCN5rmPKRrkvSM16JQS26kkwZRfB4MxF8hdXxVOREFiKa2Bw5iIiC55JmAWImc9QRgxiV6lZCsrXLO6CM2YXIP/az6J3zeOJxQS0jpdt1h+8f9c7oCwL76ENYgFfS2kdcpbcA/uoqalMfFjCG4xLYnqlqAQwRB7yrbxCBE+Be68ei989t0/z45Y+T8dX5yI/y4pN+1sBEi/FpYV1e5pVPUQYRpElTzG5RVPLUFuerdv3xUQ0EsHh7WtlpKnnCaG2n1LK+yOpu0bGj6PILSyF2WJDOBRIIGrBSibC74OC+nGRSBgmkxkR1WK46hxzIYJaho0lbS7QsmKF/VWw106HaNVKfhhrBvKu/jQAwDlpMa9hS6Dq6yT5oSys1ZMU0Y3q6F3zOPo2vQh77TRJX+ow5JXrSBncxWWvm4nMaStQ9qnfAEnzaJP4v8pz0honEoJrxxuyCuuh1tNof/6n8J8e+lezi4WqYs7zJxlBEwIwihtbyxjLdVqwbk+zrvbIHU8wYVQufv7Fhfjy3dNgtxp1CVrozuUNYdZ49bJlgjUveH8AQIbNhDuWj8bXPjJddz4XG22NJxEMSIyqQXKjmmeHEiwbw7N//D+Egv74gqAEhBCMmjAD19z7hSEjyPhdRuIEnXBNJJrWJpMFdZNmD8kcpBg2lnTmzGsQaNBeHbWU1sKzfy0SnWUJQAADH+ZtzCpA7uK70bv+WUUPUu058cJwbX0VYIwq/ctBoxH0bXqBI1RdK5ogd8Et6HrrL5p9EbMF9jou/WOkvy25xm0wImfRXbAUj0Kg4SBAGMQ8vVzFGdXJ6twALIvedU+J4480XDm7Ek+vOg42CUNICVf4urQoeOnMCry6/jR/nPrHRylnld915RjEYix+++w++IKpLRaV5juwcl413tnaoBqkwxCC//fx2SjMsSESZVFe5ITFpJ9291JgaHMmJ2hP/OZEMua8Z/hqOYTAaDRh7PQFWHj9R9Dd1oSAz5P0/k1pRkoNm8SjD6X7lBnwFl7PJY0aagwbknaMnYOseTdxSfAVcE5ZilCrkJo00YpkA164961GzsI7AABZ828FMVvhObAO4Y4GEIMR9tEzYSkZjd61T0HuwcG9dLHhIIjJAoH0k33Rru2vJzXjXLvegd7CJI2EEfP0wZiZB8ZoTvQuUSBj8hLkXHEbAPBvFVxuak2SFrVq/n+Kzy3c1YxQRwMsRdW65zEcke20oLrEKQ9OUQN/7tKviouFoLyFzW2bPb4I1y6oxivrT+u/HTEEX/3IDMwcV4Tn15zAtkNtEBIxqXqJShYBr5lfjWynBT/67Hz85pm9aGiLv91kZ5jxwA0TNS3t4YSi8lEwGIyICfqzmrHCE5tM5pB4SGgSIcAbqYkfpkDURpMFV971IEqrx8Dm4IKdjuxYH7fKh4CotSAL4OGDbcpqxmH64mtROXpissMHhWFD0gCQt/x+OMbOhWffGkT6O2DMzINzyjKY8srR9KfP6B4bOLsfOQvvgOfQBvRvfQWRHq5QpCEzH1lzbkD2nOvR9dZfdRf7aDgo2Z/kNSzg0d0PQsCGA5KLRaVPyiLS2wZjZh7MxTVJhw2c2YvON/+CzJkrYeUL2NpqpsFcUIlwV5Oib2lH0oVF+UNuJNY9FJCXZcOZFpfyXpdhdEU2TjX38zcUf5Px+q/BQDB9bCFWzqvCrHFFcHlDMDAEkagaQXD/XjWnEktnlCPGUqza1ijZT/glk0QLEAAWTy/D8llc+bLK4kz84etLcbyxF80dHmQ6LJg+tjAhwGW4wpaRibHTF+Do7o3xjcmIUeHCJtWWcwpK0NfVBgBiNKHsUFk3BNFoGLFIGDZHBhqOH8CONa+hq6VBPhdIvHYEI2WIIMzdnpGFe778CAwGwwWxoAUMK5IGAGvZGFjLxsi2RZOGX3NPZteud9Cz+jHZ9pi7m1uU87tluqzm+OXjEGw+rjOQEKqdbEIsEIsh2cXR8cqvUXLPw2CjyXM0xDx98B5aD+/hDchb8TFkzbkBhBAU3/VttL/wU4S7eI+HZME8FNxNYzDClDd8vAYGipnji7DrWIemxlxWkIHifDtONffLvCgEQo2xFLVlWZgzoRgA8Kv/7lGt9gJwH6nJyOCGRTUAgH5PEL3uYEI76SKg2chgcl0+rp5bhfmTSxK07nFVuRhXNfwKzuohFPDj2J7N8Lp6YXM4EfC641az5I1NOFejyYxoNJJw7gIsNjuu++iX8O7Tf0VP+znVNlKJQ0DA58bpw7vx/nN/5yxo6UNCtKiFSFUAIKoPgJRA+XSmwls2vy0SCuI/P/0KAKCkajRmLr0eVWMmD7z/JBj2j+6Yz4VIbyuM2YW6T2pTbgl6P3hSk6BcO97gPT+0QYwmFN72deSt/FSSElx6ymYcyd3dCNigDx2v/hZsJJxSn9zwFD0fPIlQRwMATocv+/RvUHTnQ8iacwMsZaMhi8ZUnT/gGDt3RAe7LJtRjuJc7URFd64Yje2H9YunbjnIvXGdbOrDkfoe3bb3rRwnLljaLEZoFQQXXOvGVefiBw/Ox4IppUkXI0cCutua8PTvvoMt7z6PplOHEfB5QAGYLTaMn7EQ19z7edzzlUcwZ/lNqJs0G/kllWJwitqiHwBMmLkI2fnFWHj93brueMoFxqy8Ymx790Vxu5rboujDzbLIyi2ExXYe1q4QqSj6hFOxQg0AtDWewttP/gEn9m8b/BgaGLYkzQZ96Hzzz2j68+fQ9vQPEe3vgOARIQOlAGOA9+B6vgo330aR54NGI0gWws2RVg6MGblJNS1isSIlUtW7Ofl9UVcXYt7+JD6jiuEohWdfvKIFIQwco2ch78qPS7LpaY9vLqrmHkYjGFaLEY98dgHGVubItjusJnz21slYPK0saWRfKMxFKx7i/ZeVAS7cNu7HKgkosVtNmDFWXz8eTr7N5ws2FsM7T/2ZW5yTgBCCcCiAvq421E2ejfziChSUVuHs0b3obmviSmNp6NDlNeMx58pbAACnDu6M+05rgT80MzsfZosF7n6JESTR/uXHcAe5ejq53NPJkErAjPBgULSllGLL28/JqrkMBYad3AEAlI2h7fmfINRySrJVsqDHv64DAGO1q9cqBCQXBPevZ98aELMVNBKM67M8TAXlyLvqAQCcvs0NqVZ/kJuLKa8M4bazkueAFqlrLBxKrVxK0b/lpeTeHYqHQlhZXYYHG5RejETyKshfXEYTyj7+UxCjfl7jkYCiXDt++T+LcKa5H/WtbjhsRkwfWwirmbu0a0ozcbZVW+aqq8gGwOnTUqhFBBoUpvO9K8fi0JluWXVwAdXFmVg6c/iVwBos6o/vh8el/abRfu4MOlsakFdUjnWvPSmrKi5bbCNcRZUJsxdj1PjpYHhS5pL3I0mELIXZYsdVd38m4WHBD8T5XSvKacXF6eTnmeC3reVtovEwCfi9aDxxCDUTh85raliStP/kLgVBC+A+cENGDrJmXQNjbil63nsU0CJpAHJPDnD5n5XESgiIwQw2EoIBipVlosgbwutu4dbTijbSL1PhSZF8HZJ7U9BbfFGRLojBjN51TyPc2QjG6oBjwhWw182AubASwXMKXV2yYGourrksCFqK2vJs1YCPGxfV4A/P71c9hgC4cSGnMc8aX4TH3jqq2T9DCGaOk1vOteXZ+PHnFuCxt47gaD23bmIyMlg4tRSfummS+KC4HNDd2pRSG09/DwI+7YciZVk0nTwET38Pgj4vJs5ZAgDIzi9OmsJg8vwrMX3RSjiz83DywA6JVSu4yCHhXqOAZgAc94/CrU6R+jheRVzDK0UFfp3zHwyG5VXkO75dd3/M2ycmOIoJ4eIpud0I36DE44L/8MMd9Wh96mGU3Pt92EZNgWffGsVxkFvVYukqXloRSJAQMGY759mRMK4E0rkykjJYAhkrL1iqIH5KEWg4hED9AXGT98hm2EZNhnPalYkkLUHmzGtkf4daT6N/++tcJRyWhbVqErLn3QRb9dAvglxsLJ9ViYY2D17feEa2nSHAJ2+cJOZpLi90YuGUUmzmNWolVsyuQEFOoqY5pjIHP/vCQnT0+uHxh1Gca0eG3Tz0J3KJYdLM7w5epwVOHtgBR1a2ym45sVFK0dvRgnWvPo4NbzyFukmzYbE7dMcnjAHhoA97N7yL/p4ONJ85KntTplKyVsxNtT+Z/7xW1CMFqHyxME7mVL6QKEFOfrHuuQwUw5Kk2UjiqrkSNBqGweZUbNUxWUXyU7qmEZEQY+4eNP/jK7CNmgpjThGifZKc0coAGoB/MHD9EJMFmdOvgnPqCvhP7eKCaZS+YWpucQAMjmzEvH0aY0naCzIPpfypJloIgfpDMBdUwTF5MXwH1ys/BGTOXMlFZfLwn96Ljpd/FS8iAE7uCdQfRMF1n4Vz6nKVuYwsfPLGiVgxqwJrdjWhzx1Ccb4dV86uRHGenBi+fM90mE0GrN/bDJb/DowMwYo5lXjwZv0HVlGuHUU6i5gjHXWTZ2P7+y/LF/AU8kTz2WP89niy/mSWJxuL4dTBnUmXdygbw/F928T+ASTeUwPwk1adl4q0wVUIZxLD3imNB7NICD+noARlQ1wxfFiStKWkTreAKmOxw5RbCsZshaWkFqG2M5peHQB0vBygarEG6g/CkJENc0EVwl2NigPkX4pgQdNIGPYxs2EuqAAxGOHa9Ta3GCj2qzE+IVyFF95NKJn7HGOxw5RfriEHcXDvW82vdkmsfRDAYIStZprk1GPoevcfMoKW7ET36sfgGDs3XrR3BKOqJBOfummSbhuLyYCv3DMd910zDofOdIMQgql1+cjJHNnVbYYCmTn5mDL/ShzYGl+slkkDohteXDbQS5wvBQVNHt8fH1T+u4JYcwpKkFNYijOSCjJJ+5FsIwwT18+FzUqCljwEpBa11Z6Bq+7Sj+cYDIald4dz2grdsk/OacvB8PtzFt/Nbx2E/6MOYt5+OMbNQen9jyB32X2wVk6AmCZVeAorU5n63Ih6+9H2zCOI+dzqK8WSDHiJWrbWeRCxvSmvHIwpyatnOCBWMxfJmhCAjaHrrb+A5esyBs7u1y0BRsNBeI9tTfpZXW7Iz7Zh2cwKLJ1RniZoCa647m7MX3kH7BlZ8stU4hctX6hLrt+K7VKBSjvCSxxCYQFKKQpKq1LrT8MbRD/bXmKBWluGE7OW3oC7/+cHKCjVz0E0GAxLkjZm5KDotm+KRCyFvW4GcpfcG/+7djqMmUnqvw0oRDT+4fuOb4O1Yjyy598Cx/gFkr6U1i73tzEjB+5db0n8o4kOGUuH5KxxYtLQMiUPhlDrqSQ+3Ppggz74jnGvjeGetqTtY56+pG3S+HCAEIIZi6/Fx/73l5i94iYIvolqxWEBJPg2n+fgGsQpH8NksSIjKzcFK169GjgVvMfUblO+TBg3nfiDIb+4AnOvuhUZmTmJBw0BhqXcAQD2mqmo+OJf4Tm4DuH2ejBmGxwTrpBVFweAcGcjou4eiaQhd62L+0sPPJiACzDh4Jy0CL3r/gsa1vYkce9fjWCjloeA1FJWs7AJcld8DH0bngPrd3Nt1CQQSrnkSkLk4yCCJCI9rehe9S+4D3ygWAyNe4AIMGblD7j/NC5vGAxGZOcXawboCMn6U1vMTw1axC9GI/L3y+gpczFq/DQYzWZEI+EE3VxyJDdPlXPQ8jKhLBUrv0th1DKuhgjDlqQBwGBzInvuTbptYkLuCZmWKyFCwsBSUgtitiLc2cTXTdTSfeWkZ+HzYwBcBRXH2LnwHlqvPhHCwHd0K4hB6yPVWNSUal+hADImLYZ71zuK/YrjRI1MspgoTtSguqAohe/ULkS6mxNvIGFBEnEfdPENIo00JKgaM5kL+ZYYMgDEhXTu94ETNGFUFunA6cJEKjdK9/H3SEZmLkZNmA6jyYxZy27A9vdf0fDaUMw35YeJyv0GoGbizBSOHTyGpdwxEJjzyvgPTfkhC+5xFNbKCYj0tMSTIgk6rQx8H4LGDCBLUcSVKzygrPQS74vGojBmFaQ+eZl0QtG77ml4D66L6/FqBC3WQuTnYYw/xS1lo1H8ke/CoBfqbTByBA2oWs5iNJXBiILrPq8qOaWRhsVmx/RF16jsGSAxK5Iu6Ukkyfyova5e/Pc338a/f/JlePp6MH/lnbDaki16x9ONqs1NWT1GOb28onKMnjL0OaSlGNaWdCpgQz59y5EQxAJeuaeFuE8aUSjXmA2ObBizCmXNGYtd7FMuqcTJNNzdzPWpfAjw7nqMLYPLPKckYL49GwoABDAVVCDSqQggUOkzY9w8ZM27CeGOeniPbELHcz/Vvk0IgbV8LIKNRxLmJZ2LrXoycpd9FJaSGq2e0kgDc1bcDIPRiP2b30fQ7wUAMIwhnsI0CRiDEfaMTISCfkTDYaSSIljuZgckPBQol/joyK4NyMorRElVHRqOH+SPETRnpSWuHlUs1Z/jHh+U38dg1PhpWHrz/TBc4MCwEU/S7v0fQFNKAACGgf/kTvV9Cb7PvEzCB8l0vf0XlNzzsNgiY8IViiAXJJKt0Kc0wIWHc+bVMOWWwr3zbUQ9PfEq4gnWLGC0ZyL7lq+g6/U/JO6XNmWjCLWcRPd7j8rPR3BP4udgq56IrLk3w3dsC4KNh+VtCYH0pSprzg1pgk4jJcxccj2mLrga7efOoK+zDVvefQFIkaQLy0fhjs99B50tDXjz8d9xod5qvstKMhbCv6GVsZDTqV09nTAwRtntIydc5TgKZwAqSKbx4+omz8aEmYuQW1SKjKyLk8FwxJN0pLuF+0UI3xY/aJ6gWDZJ7UCheeKrf6D+ICK9rTDllgIAbFWTYB89E/6Tu6G+/BvXwUG5ABdL6WiYsgqQMWkJ+re8BM9e3s9U9vRO1LoCjUdQeMvXQExWLpRdA6b8cvSseUL9ogNgcOai4gt/AcMYQKMR9Kz+j7oWDQoQBsRghLlolOZ4aaShhNFkQnnNOGx//2XEouHkB/AQrG+rzYGi8lFoPHEoUUPWcLtLpjVT3pXO5+mL36piDJqcqMU8HERepEC0sGm8Yvjs5Tchr+jiJs4a8Zq0wS6NOpS4vEkITztncvJXq5Ci7qF99Gwdjwp5kAuNhJG94FYU3PBFhNpOIyCVGVIAY7HDOWWpYr5Utp8YTKA6N0bM3YNgw2EAgGvX2/GHmiooHOPnw+i8MK5EaVy+6OtsQ8e5s9wfKXoc9Xe3o73xNF7558/RePJQyg5YVLJulKQhgn4fKGW5H40aifHmWn1yaUpnLb3xohM0cBmQdIYkxFkGMdiEItLbmlS3lh8nHMsi1HwKLE+CUXcPelb9iz9G5aOTBLYIxws5NDz7P1AOqjxYciyFpWI8iNGE3OX3w5Rbktg3Ici/4QugKbwlxDxc9jLPgQ/UFwuFGZksyF/5ad2+KBuD78ROdL39N3S99Vd4Dm/k0sCm8aGGT+JPnzTlKNcIhBAc2LoaPk+/bPtQQVZOS7KNUgq7IzPRT1qP+AlBdn6h9v4LiBEvd9iqJ8Mxfr4YoAFArhMTwldIgcqCHpH/q+JN4dr5JnzHt6L4nofhO7YVlI0pjlfzKomjf/NLiLm7EenvkDdTdfuJ/x3paoJr9yoQhkGkt00xFifj9G96Efaxc1UeQPKLz5jNZW+L9HdKxk6cKw2H4D+7HxkabndRbz/an/uxrKq65+A69G18HiX3PMw9TNL4UMKZnao/PRF9jQkhaDkrTwSWzMNjwJBECAqBKoQQVE+YjpP7t4m5n9XGVJL4yQM7MXb6xXdJHfGWNAAU3vwV5C79CBd5KCPouNYkuKwRsxW26slwTl2O0k/8TJFASF3Xjbp70PHizznPjUHAc3C9uiubVlQU4Sq29Lz3KHrXPS0/B0HKIQThjga4tr2m0kFcmzfllnAh7QBXzEDaRuW4ztd+r5mFsOuNP8gIWkC0vxPtL/1iaG+uNEYUsvIKUTZKmVhIPUJQ0H3LRo1DKOBXT3Z0IcBzA2VZHN21AdFwiJdANNorrPpwKmtbFwCXBUkTxoDsBbeh4gt/QdaCW+NkltCQgIaDyFl8Nwqu/zysZaORf91nkbPoLkAtCEVy4UT6OhTpR6ErHfATk3SleSXI+1P4YbNBr3b/oFwBA41wWWK2ouCGL4q6m3PKMnGf5lwoRe/G5xL2hDsbEeC1bTVEulvixRLS+FBiyc33w56RKdmiTbyEELQ1nuLc9XgJQoswk0onClgE32hJyDpVS+AkRjEmSqFqYeX5xRUDmsdQ4bIgaQGEMXCklQTSwraEMXBZ3rR0VckXmJgaFfpELSZgYkFDfsUip9hImIh2P0kiFcUFU/nEkDXneljLx4pbsubeAHNRdVKrJdLdklB9PKiTdU9AqDV5mzQuX+QUFOPOL3wP0xddA5vqtR4HG4shGo0kGBhKwhxQbUhCUFxZi2vu/bwsz4aqPzUk2jkhqJ04E8UVtZJtiW0nzV2W0MfFwGVF0gBSivgzZccXACgbg2v760mO4KWDnGKFt8XAEPO5YcwqgCGD854wZuXDUjZWW/aQhtdqEas041h8o+hdIgVjsaP0vh/AmODtQsRjxJGVx5os2icm9GK8/JLdpzEwZGTlYME1d6J28iwxAZHyR0QKEocohaRA1oQQdDTXgxAGzqxcCS/rj0MIgc3hxK2feQiVKtW+CSFYctP9yCu+NOXQRvzCoRLOSUvQt+E5TY8Dc1E1LCW14t+R7maZZa0K/iJxjJsPU34ZTAWVcO9ZhWh/J0AYmHIK+cW9JBcdIYi6upDPJ9MnhIH3yCZ0vq6wQFVziwhErVyRBpDg1M+1JWYbaDQC75FN8B7eiFjAC1N+GWyV4+HpbdO8+BmLDaZ8OZHbaqeDmMwJ5C09N8fYufrnn8aHBoxWpkZVH30VSMPFGQZLbvwo9m9+D/3d6tXfCWFEQn/937+K+0FTdWucAJCm+GEMBhiMJtzwsa+g4cRBnNy/HaGAD7lFZZg4ewlyCi/dovhlR9IGRxbyV34aXe/8I8HrgbFloOD6L6gfqBVmyiNj4kKYCzhNKnvujciacz0ifR0InTuG7tWPJZ+YxFr2HFgHW+VEhFpPAwwDgzNXkddZOQepZwd3ZTHOXCAajucjUUHgzD4E6w8g2HxC3BbubOQI3GBUeKrE4Zy6AoxZXirKYMtA1tyb0L/5pcQDKIVz6vK0d0caIqrHTcXBbWsStqe6uCzSKu+V4ertxK0PPoTX//Nr9HYk+vqrySQCURuMJsSiUVkbKhpCnG5dPW4adxzDhXuPGj8tpXleDFx2JA2AI4y8Mrh2vY3guWMgBhMcY2Yjc/b1MqkD4CL2jM5czprWIGpr9WQU3PBF2bb+ra/Btf01LtdGksQvMlCKcEc9zv3jK6IVQYxmrop5OJhoWYjkHnfZy150F4L1BxE8p104FYQg1HJCewE1Fo2PyU0MAGAurEb2gttUu8xdfDcYoxmunW8i5vfELXECeI9tAWVZZC+4hUt6lcaHGuW141FSNRptjZK3xAF4cIhkzl9jHU1n4Lg2G5VjJqmStAySnBsgBNFoBAaDAbGoyn1KKTJzC1FRNyHluV1sXHaatABr+VgU3fp1VH35X6j84l+Rd9UDCQQNcAuHWfNulmwQFgK5H0NmHorvfEiWgrR/+xvo2/AsR9ADgeACFAnJLlgaDYOGAnCMnQNzaR1ESUMtSRMhCJzdj2DzcWguNIoPG0BTgiEEtlFTYMwuhPjeRxiEu5rQ/K+vI9Rer3pY9oJbUfGlv8Mx4QqpuQMaDsF7aD1an/gOQu1nk38WaVzWIITg+vu/jJoJM+IeFoP1sqMUAb8XPnc/Dm5JtM6V43KHcN4iQpRhLBqF7v0yjHHZkvRAkDX7OuQsvBNEyGbFk6G5sAIl935f9urPRsNwbX9tgCMkLBWrtvI3HkbGxIVJPEYowu1n1PeJbVKbVbDxCKKurrjvNY+Yrx/tL/xMjLRUItrXAd/RLapzZIN+dL/379QmkMZlDYvNjmvv+yLu+/pPceWdn0btpBmcW5wi/Wcq8HvdWP3CP8FqSHRSqIV/83sQN4CIOBd3byc8fd0q7YcHLku5YzDIWXwXMmddA9+JnWDDfliKRsFWnbjSG2o5yb3qS6EaPagGRaYXQLZISANeuHa8qd8FIaCxZBeqZEVEh+zZoC8+d8VNE/P2wXdsK5yTlyYc6jm4Tnf0UMtJhLubYc6/NKvhaQwvZOUWij9nj+4DINGMBSS5f0J+L5rPHEs6Viqa94Dc+oYB0pa0BAZ7JjKnX4nsuTepEjQAjcU2kmgZGIwwF1XDVFgFQ0YOrOVjYa2aJJcwVLw4Yp4exEt+JcI+Zo5kWL1AGpKQDzsRND6WtKguj1DradWjYt4+1e0DbZPGhwvFlbWoqIuXvxMyy11c0ky8r3Lyi+HMGb5l4tKW9ABhKakDMVlU0ofGiTpr3k3ImnVdQoFcz+GNCDbxi32qbnZ8P/y/xGAE5XPzEoMRzinLkHf1A2h96nsSAlXJH8IYkDntSmTOWom2px9BzO9OGIWxO/laikpQCGlTtfyek5I/IQOrUJPGhwbX3PsFrH/1CZw+vFv0tjCazCiurMO500cScncQRfpQPRgMxtQKDkhfNAFMX3ztsLau0yQ9QBisDjinLod797uq+41Z+chdfE9c35YgY9x89G14jtOBVcFfKPwFk73wTphyuORI1sqJMPJlsXKXfRTtz/2Y9wVPJHpTTjGyFtwCU1YhSj/2I/RtehG+49tBY1EYHNmw1U6HV1ey4K5ix7h5qnudU5ehf9trml4ttqpJMOUU6/SfxocVZosVV9/zWczvvwNtjafBGAyoqJ0AwhD89zffQcDnlhPmABYbF930URzfswntTcKajZBcSRIUw20GABiNZsxecRPGz1w4JOd2oZAm6UEgb8X9YP1ueI9ukW035RSh6M5vqxI0ABCjCcX3fBcdL/4ckZ42lQaKpzkbRcaEKxKa2aomovieh9Hx8q8UftKcNR/pbUPHCz9D2ad/A1NuKQpv/grY6z4HGg6CsWWg5/3/xMfT0PCs1ZNhLRujus+UU4y8FfdzxQYUMGTkIP+aB1WPSyMNAc7sPDiz5W+aNz3wNbz91J/gdanEDCRZ98ktLMOkOUtgdzjx7jN/SdgvaOAVdRNROXoSLDY7aifOhMVmH4KzubBIk/QgQAwmFN7yVWQvuA2+E9tBo2FYSkfDPnoWiFakFQ9zXhnKP/N79G99DX0bnuU7VH/V0i5WwIW2s+GAZkh5uKsZgTP7Ya+bAYAP6+ZDu+MRlgTqdeUIchbeoXseWXNugLmwCq7d7yLUehqMyQLHuHnInHVdumhAGoNCfkklPvqNn6H+6D50tjTAZLKgZNRovPGf34h5oNVgMBpx/f3/AwAYNX4a6ibNwunDuxPaZebkY8Xtn0RG1si6PtMkfR4wF1bCXFg54OMIY0DOwtvhO7YZ4S719KcGRxYcY+eo7gPA+Ukn0eqC546KJC2F3F9cuujJi3UMA1NO8uhBW/VkzQXWNNIYDAwGI+omz0bd5HgF7uqxU1F/bJ/mMbFoFE2njmByfhEIw+Cquz+LkuoxOLJzPfo622CxOzB2+nxMX3QtHM6si3EaQ4o0SV9CFN78VbQ9k7iwx5itKLz1ayAGnSrETApfnYZV75x2JVy73lHZw5G1vW5m2hpOY9hg8c0fxbnTRxAJq9T6JFxR2oPbP8Dk+VxueIZhMGX+CkyZv+Iiz/TCIO2CdwlhLqxC2ad/jZxFd8JSUgtL8Shkz78ZZQ/+BrbKibrH2kZNAUmSmc4+erbqdnNBBXKW3KO6z5iVj/yrHkjtBNJI4yIgIzMHFrtDXRakXP3Bvs5WvPHY79DRrB4pO5KRtqQvMYwZOchZdBdXeGAAMFgdyJp1LedloQJ77XRYS+s0j8+54nZYSurg3v0uQu1nwVhscIxfgKyZ18DgGHmvhGlc3rDaHPC5+0WiVnPLazp1CG0NJ3DTA99ASfXoizzDC4c0SY9g5Cz9CEAIXLveifttMwwyxi9A/rWfTXq8vWYq7DVTL/As00jj/DF6ylz0rH6F+0NjAZHwyZQ2v/Mc7vzC/13E2V1YpEl6BIMQBrlL70XWvJsRbDgEysZgLR+XEESTRhojHZPmLsPxfVvR392u7YnHpzfobGlAX1cbcgouj9S5aU36MoDB6oBj3DxkTLgiTdBpXJaw2Oy49dP/izFT52lGB0rrJAb9erVBRxbSJJ1GGmmMCNidWbjqrgcxbeFK3XaUsrA7sy/OpC4C0iSdRhppjChMnLMkaZvmMzoFMUYY0iSdRhppjCiEQ4Gk+ah3rH5Vsx7iSEOapNNII40RBTG9qQ5R+z0uvPLPX8DT33MRZ3ZhkCbpNNJIY0Qhr6gcDmeWPlETgoDPjX0bV13cyV0ApEk6jTTSGFFgDAZMX3QN90eSSiynDu28CDO6sEiTdBpppDHiMPWKqzF7+U3i31TxIyAcHGCx6GGINEmnkUYaIxJzVtwMa3GRal0AIbVpfsnAs1QON6RJOo000hiRCEZDOOL0a+6nlKJ6hna635GCdFh4EkQ9IfTvbYXnZDdomIWlOAPZM0rhGJVO5ZlGGpcS+9uOoC0jBlOxERXtibUNWwuMaL0McoV9qEk6FoyCRmIwOMwgTOIqcbgvgJbnDyHqC4vb/A198Df0IW9hFXLnVlzM6aaRRhoSBCJBAEBDsRFdmQyKe2OwhilCJoKOXAM8DgaTwtqW9kjBh5KkA61u9G5tgr/JBVAKo9OCrKklyJldJiPrrg/OyAhaip7Njcioy4M5L14jLdzjR7DNA2JkYK/OgcH6ofx400jjomBUTqVYUstnZ3DGnqje9gb6Lva0hhwfOhbxn3Oh9eUjoLF4PtqoJ4SezQ0IdXpRcuM4AEDEFeRJXKUTnsfdhzuQv2QUYv4I2ledhL8+fkEwJgOyZ5Uhd37FsC4Xn0YaIxXVOeWwGM0IRlUqtvA41TPyiwB86Ei6e319nKAVBOw90Y02chzF145BxBUEWA0fTL4UYMQdAqUUra8eRbDdI2vCRmLo3dYEYiBpWSSNNIYQLGWxv+0IDneeRDQW02xHQNDj5wyncDSMFk8HTIwRZZnFI8pw+lCRdKjbj1Ann8JQg3+9x7vRaTSAmJI4vlDAmGGGv74vgaCl6N/dguwZpWBM+lXEP2xgw2FEXG4YnRkwWK2XejppDDNE2Rh2txxAm6cTWVYn5pZPh8NsR7e/F7/Y+Fecc7dxbnZaNzK4YMRcWzaeO/QGVp/ZBB+vT5c4C3HnxOuxoHLWxTqd88JlQ9JslIX3RBe8J3vARmKwFjuRNaUYpuw4AbDBSEp9uY92gjEnJ9WIOwTPiW7dNrFgFMFWD+xV2SmNfbkj4vGg6Znn0LVhI2KBIBiTCXkL5qPqvo/AUpB/qaeXxjDA0c6T+OP2x9AfjBdofmLfS7h3yi1YV78V59xtKfXDUgqr0YLXjr0n297m6cQftz+GSCyKJaPmSdqzoJTCoFHA+VLhsiDpWCCClpeOxK1kAIFzLvTvbUXxdWOQMYa7+U05NhCGgGrJGAIoBRuMctqzTlPf6R6OzHn5Q6tt0vE+JIj6/Tj88PfhbzonbmMjEXRt2Aj3kSOY/POfwpKXewlnmMbFRo+/D+vqt6LZ3Q6n2YGJhWPwt11PIRSVL9iHYmH8Z+/zACBKFXpWtIAmV6umtPHcoTewsGo2Gvqb8eqxVdjXehgxymJ0bjVuGHcl5pZPP8+zGxpcFiTdte6sjKAF0BiL9ndOoro0E4Qh8BzvgjHTgkhfMPXOkxA1G+Y1MZ020kXKyxE0FkPH6g/Q/v4ahDo7Yc7NQeGypSi+7hoYLPGK5u2r3pcRtBSh7h60vPoaaj79SXFb1OdDoLUNRrsdtrLSC30aaVxkbGzYgX/sfhoxNq4rv3d6AwCAIepyIwUFQep6skjokhwf3CaCvqALb534AC8deRsRNu5nfaq3Ab/b+ijumXwTbhmvX2DgYmDEk3TUF4b3pHY6Qhpj0fnBGfjr+1InSwoYnGbEvOrud9J2IAAYor3ICKDj3ZOwfXoWDDZTauNfQnhPn0Hb2+/Ce/o0GIsFefPnoejqK2FyOlXb01gMx3/+K/Tu3iNui/p8aHjyv+jZtgMTH/meqDl3bdioO3bX+o2o+fQnEfUH0PD4k+jasBFsmPsOMmprUPWxjyJ7yuQhOtM0LiXOuVrx913/BUvV70lK6Xkv7tlNNgSjQbCKJEzcnxQMYfDOybUygpbihcNvYXHVXOTas89rHueLER8WHukLqJOvJNuK71SPvE0K333ME473kwTEoNMh4axt9+GO5B1dYnSs+QAHH/oOOtdvgL+5Bd4zZ9H432dw8FvfRqhLXXvvXLdeRtBSeE6dQstrb4h/Rz1e7g7RyFwW9fnARiI49qOfoGP1GpGgAcB75iyO/eincB06rDHWaXSsXoOuTVsQ8V4+9e0uV7x3eoMmQQNxKUPIwaFcJKRJst8BQJ49J4GgZWNQKtO9lWApi42NO5KOc6Ex4i1pxqI4Bc1Kwvy/RPJvsu85idYstGGsRsQiCqtbwdvBdi/CvQGE+wIw2k2wFGcMKzegUFc3zvz9X1whTwWCHZ04+89HMf67307Y17H6A91+Oz9Yi8p77kLHB2sR8/vjBM1XdpbmA7aVlaJ35y64j59Q7YuNRtH432cw5Rc/jc+tvR0nf/sHeE6dBiRztxQVYtQDn0De/Lm680vj0uBMb2PSNlokzlI2qZ1FQOA0O3TbpCKd6JH4xcKIJ2lLgQPmfDvC3Rco/DMFS1q0unX6CDS70fhY3OI059iQv7wGjurhkQOk44O1oDo+p3179yHU1Z3ggRHq6uJ+kZIvIJJvqLsH9f95HK1vvp1oQSvaFl+zEt2bt6pPgG/rOXESntNn4KyrRSwQwJHv/wjBjo6EvkMdnTj+i1+h+uP3o+zWm/VOPY0LhEAkiFWn1mNj4w64gh4UZxTgytqFWDpqPqxGbq1CqRUTkJQWBFNZio+yUd3+UjGRihyX3uNoxMsdbJSFrSIrMZGsFi6Eo4Xet82PF/PLiTzcF0Dba8cQaLn0T2oACLbquzVRlkWwPbFmnDkvLy5hSImS/9uYkcERNJBgOYvtAOTNn4eSa1ciFgjEt7Ns/EcyxqGHvsNJGxs2IdjZqZ34nVI0Pv0swr0jPzR4pMEfDuAH636L5w+/iTZPJ/yRAM72NeGfu5/BH7c/hqrscs7lTfIfJ02kdoMSEGToWMoUFNnWTK7UFv+f9FgCAkIYFGVok7DZYMKiqkufRW9EkzQbiaHlpcNw7WtL7bEoIPVrITmI4l/pGMmmEWPRu61piCaijmBnJzo+WIvOtesQ6unVbMdGI3JSVPmJBhO9YopWLNetjhELBOQETgi30CrBqE9/EmO/+TUQg4Hz4hBIWQM0FsOZv/0Tnes3INkHTaNRdG3cpNtGDWw0qvtmkYY+Xj22Co39Lar7tjXtwQdnNqvuG8htKfUKUYKAiFKFUBORIYxoWVNQGAiDyqxyEBDRR5pSKv5em1OFdm/XAGZ0YTCi5Y7eHc0Ino8lmsQrY8BQ6NfEyIAxGRALaAfR+JtcYMNRMOah/SpioRDO/PXv6N68VdSZicGAwuVLUfPgp8CY4p4mZ//5KHq2bk/a55k//QX2n/1E5g7nqBmlewyNKM6dEAByorZXlIMwnL0Q6k6hcCghoJTC39SU0vfna2pC/WNPINTVBUt+PoquXA57pXoy+L69+9DyymtwHTkKQgiyJk9C2e23pr1KBgCWslhfv02xlcoW8UIxfYmQIUzShcVAVN2VluGvsTN9TRifX4dj3afFeUkRYaPY2bJP1qcUx7pP4+EPfoU7Jl6Hq+uW4HRPAwwMg/H5dTAbzbrzH0qMWJKmLIX7kOL1O5XFQAkyxubDe7xr6KxqST/O8QUoWF6DlhcP65I0KAWNUmCIv/NTv/8TerbLV6YFf2awFHVf+jwAoGvjZrS9+x5Hnnor5oQg4vGi6bnnMfYbXxM3e06cBBhG12sjPgFFG0JAGAbWoiIAXDRi/959yefC9xXzpbAOQSm61q6XySytb76N8jtuQ9V9H5E17Vi9Bmf+9k9RJ6WUov/gIbgOH8Hor/wPChYvTD5eGghGQ/CEfeLfFFTXG0MmRRDCk+nAb0qlbzWlFF+a9wk8ffA1bGncpXusUruWLuq/ePgtvHp0FWI8yTvMdtw49sqL5kM9YuUONhRFzB/RLm6mBRL/8df3pX4taMkpGmNHPCFQlsJamqnbrTnHBsY2tM9Kf9O5BIKWonPdetGlrv1dSTVlPW8TXiPu3rQF3dviVrdokRPCkfVAPFYohTk/H9aiQrCRCDpWfwBWsLyTzSUFFywRKn01v/QKurfGrb2o34/6x55QJRPKsqh/9D8yl8A0tGE1WuAwx1P4JnOXo6CiJAEgQUNOHfJxKjJLkGfPwT2TbuRvee1+lVa0MGdON4fMl9oX9uO5Q2/g5SPvDGKOA8eIJWnGbOBIYSCQfj8UXOh3qhjggz3Y4kbLC4fhnFAIYtCeZ9aM0iF3xdPyWxZAWRZ9+/aBUgpfo0QTT2UelOLEL3+Ds//6NwAgc/LEuOU7UPIE5x3S+s4q7H7w82h88r/J+5HOUW0hUtlWaz+lOPf8i2h/fw16d+9B9+atiAU0IlEpRcTtxtlHH0Pv7j1prToJGMJgSZXg+pja9SCVIhxmu65/M6BOuMpDrh2zHADQ7G7j3tokD4LUoD+Ht06sEQsPXEiMXLkjRlN01pEehESLeIASSUrgxwj3+hFsc6Po2jHoWHUSNCrXxBx1NrCRFrgO9yJz/DgQwxAldlHxdZaBUnRt2ITGJ/6LmI9/LU1GeAq0vbMKbCSCni3bki70qUIYj1I0PPofznJJRebg5y/2odzGw5iZiVjArxHoxD0E/A2NOPO3fwAAFxUpzEGlLQB0vL8aHavXwJyTg9rPPYjcObNTPt0PG26bcC32tR9BizvRI0gLlLdavRKpRA2cZwZJ0JgpKBe3QAiuH3slltcsAACZVT8QJLsUA9EQDnUcx5zyaYPqP1WMWJL2nOgaXOIiJVEPJUELhC/p03O8C5X3TYO9Igvuo50I9wZAEULv9jfR8OQ+cVHPkpeLyvs+gsJlS1MaKtjZiUi/C5aCfJhz5L7WWVMmA08/q34gTzruo8dUt6eiTQvtO95bLZc4lMdp9SV9A6KUs0yFbcnGpxSm7GxE3JIFY4HwJQ+nqNcb/1v6ANKw0kUvFCXxq7QN9/XhxK9+i0k//iGcY8copkfRv/8A+vftByhF1tQpyJkxXVwY/bAgykYRiaWWdVKA1rcuWMyCSaZG0PE+KG4Zfw3unnyTuG103ijk2rLF3NKp+mKrzUGJ8ADPcTAYsSQd6edfMwZjCVMARgJEkxwofC9qzdTGVWkX6vAh2O6BtdiJnFllYKNRHPzf78BXXy9v19OLU3/8C4jRhIJFV2hOydfQgPp/Pw7X4SPcNBgGubNnYdSnPwlLfh4AwDlmNDInjE8kYiA1ItUjSj1Clsoeam2kxyv3J7P+JcdnTZ2Mvp27EQtJKnIkIXZxbMXCZQJYNv7AUOuTJ3I2GkXzy69i/HceEneF+1049uOfwXvmjLit9a134KiuwviHv/OhyvD3ytFV6Pb3JfXSkEKLPCmfZ0O6oKsGYeFwQ8MO3DHxehgYA+r7zuHJ/S+hx9+XMjELlrp0HLXoREIIRudVp9Tn+WDEPt5lyYoki4Ey6L29x4Za49AAS9H6ylHEQpz+3bt9RwJBAxDJ7dxzL2hehP7mFhx++PsiQQOcvtyzYycOP/w9RNzx4gPjHvom7JUVioAQnoCkVp1S5lAJ15a11Zi3Zn9q7dWOSwbJwmTv9p2o+eyDcnlIOQc1q1gN0mCZZBDmzLfv27tP9l2d/M3vZAQtwNfQiBO/+HXy/i8TsCyLTZKcF3qLgFJtWU8vppQjSYYwqmQrHaM30I+G/mY0u9rwyLrf4VjXaTGoJRUIBK0cR/CfFjCrdAqKMgpS6vN8MGJJ2jm+QHdBToQaeQOpWd96bQbALzF/BG1vHEe4L5DodSG56UEpAs3Nco8LCZpfegVRDbezYEcn2lfFk5s3Pfs8lxZUIE1CeClGMXGFvmtwOOJ/6+izCdukUYECtAg7VatZOQ5PqGwohKZnn0fxddegcOliWIsK1WWKVFwCVVB89VWwFhfrrxEIMg3fh/dsvezhqYTn1CnNnCSXG0KxMAKSuoNa5CtarKCioKEHQgiW11yBKcXj41GDPHErx2Api5ePvpMwD9XIQ0k/DGFQ7iyG2WhSX5zk3QnH5tfgc7M/mtoHcp4YsSRtdJiRt0AlIEEZAajiHjfg6MQhQKCxH42P7UWoS1JqS4NIzv7rP2h7R07UlFL0bFUGCMjRvYXLe9G1cRPaV73PbZSStNILQxFuDYBLgiRAxzNCc7tU2xZ+VFzziOn80raGOjvR9ubbYMMRzPjbn8HoleAiBOb8fEz+ySPIWzA/6QJp1pRJmPm3PyFPR3YSEOUXXj3HVKQlBVTlp8sQVqMFWdZ4als9ucNiMKM2t4pvp3+z5dlzcMeE6zCvfLroqZH4AKCwm6wozijEzpYDuv1JXf+k/fSH3IjEovF9CrIuzSzCD5Z9fdALkgPFiCVpAMiZU47iG8bBUpTBbSAE9qocFK0cDSJUTFHDRVI6EselYENZ4u96ll7DE09xi1/CodEo50OsYyWyfNh2+7vvJewDkHTxTHWfkmAZBsSYZClDOY6KNwY9X59jvq/urdvQu2MnaFTHnZJS2MrL0H/wEOxV6pGGUrS89iYAwF5ert+QUvTwPuOpPHQY04hdAhoQCCFYUcM94KgOQZsYI3529bcxqXBs0luyKCMfBjD4xaa/otvXh2yrPP5ACOdmKYUvHMC3Vv0Y0dgAXGwVfSnPRwgrZwiDNk+nboXyocaIv2qcY/PhHJvPVUhhCBgjt8DgOtxxfiHjqUK5gKi1kMnzk614IgKtu8GGNfwrefJhw2F0rtuAkuuvBWEYuI8c5fZLLyCFfuyoqQHABbMkLN4JBKm18CeFQKxSjwtheyyW1E/YYLfHXfu0MNAFS2U7CVpeeS3pnFwHDsJ18BD3R5IxvCdPov4/j8Ocr5MBjZ9D/74DIITAVl4OYjBozkNY4P2w4OZxK3Gw/ThO9pxV3c8QBlEaw45z+7Cn9VDS/jp98XQBja4WZFmdyLfnoNvfp6of94fcokue1EomvOwny1ctOdZADMiwOOCLBHTnI/QYiUVAQGA0XDgqHfEkLUBaODbQ5EKw1T3krnaMzageACMl5iTjMCYbcmfejr59L+kGT4BS1P/7MTQ9+xxyZsxA785d2t4GAEAISq6/lhvDagGUie8l7RizCWw4kpwQWVYuk6QIMZOdFlLxx9Z7mCis87DLxf3OMNp6t1SGSQGtb74NR1WVdgN+/J5t29GzfQcIIbAUFiDY0anavGDpEliLi1MaeyTCF/bjRPcZAATjCmphN9lw35Rb8YN1v00gUGn49qmeerR6OgbsFucKejCpcCzumngD/rrrKfG+kxEyBL070StD+P7UFgeTWcnjC+pwuPMk3jyxGie6z4IAmFQ0DreOX4kJhWN0jx0MLhuSliKhgvf5ELTk+7Xk2bVTi/LtGKsRbCCquk+AtbgKY77xNRz7yc8lbRTuazxigSC6N22Ot1EDpai89x5kTZrI/RnVsSopBWO1cSQtWMp6C3kD8cAQIJB7Mjc+Zf9abwlJrH5ZEiep54raeaVqqVOq7oWj1hacRRZs74ClqBBRlxuxYFA8B2IwIHDuHDrXb0Th0sXwNTSie9NmRP1+OEZVo2DRQhhstuRjDUPE2BiePvgaPjizWUyaZDGasbJuCcqdJarEK9Woj3Wd4m4PXvtVur3p4UjnCYwrqAV3uPbDlysSEPcgIQBumXAtXj/2viRPSFyX7g+4YWQMiAmZ8aQ5PUBQnFGIX2/5h2SewKGO4zjSeRJfnvcA5lXM0J33QHFZkjSNDGHYLvf9AQBy5lcg8PJRzRvdPioHpTePR8vLRxA459Ls0jkmHzmzKmArLUGgTSciS+3C07AWW159HY6aUTA6HPJADxVEXdpzU4VwvqkmUkqlP2WAid64SRDu6YUpJweR/v7zm5fa2HoPCWWACiEIdXZh7Le+jrP/fBSRfhdACCjLwnPqNDy//yOaX3wJAUXu7sannsG4b38TWRMnDt38LxL+vec5rK2XF2oIRcN4/dj7MBmS6/T+SFAkQaWXhkDYUktYphcTIgaoqEFWbov/3Wly4BtXfAZ72g6LC4dKK0pYLDQyRoQV2fooKNae3aL6UGApi8f2vYBZpVOGVP4Y0QuHWrAU6pfNGQwyJxXBUZWDguU1quRpzLSgcEUtiIFB4YraxLJePEyZVmRNLeEc4b/6ZRgdkhVipfuaEjoEGQsGceJXv4XrEK/vMYy2F0uyBUSpRwYhyJ0/D2JEX6oEnYrmrTY+o+K2l0yi4KUG3X4HAjWtfABofuElRFxu1eMCzS1QvtpFvV4c/+kvER7Kh8xFQKevB+satD2OwrFwSr7JYkShcsFOoVcmFglg4Q6p17OUWutS9zpvxI/H97+I/W1HEsaTIsJGEeHnr/xPL6ufK+jB/nZtV8zB4LIk6cxJRTKNWvU6UQt8UWvHEOTOrUDhVXUAgOxpJSi/ezIyxhbAlGWFOd+O3AWVqLxvGkxZnBuYOc+OsjsnwVYmWYEmBI7aXJTdPRkGO2dhOMeMxtTf/BKlN90AW2kp5zWh4bImQufCYsNheE6e1jlJSR96xKNYZNTUw88HWkQqhPpLHhIFy5Zq+1zzfXmFlKkDJNRBz1N1HAqwLLdwq9ePSjqDqN+ftF7kcMPulgOaZKWUCLQgdXPjSmoJXhqsrA8t97zdLQeRY81KGF05hriHsqjvO4cmV4tI9Ak5QKjwGFDMUdqPjhQz1HURL0u5w2AzoeSm8Wh7/RhYNelD6kut/KwV23JmlSJvoXwByVaWKSdgFViLMlB+zxSE+wKI+SMwZVpgdFpU2hVh1AMfx6gHPo7jP/8VenbsVJlvEl1WSKBPKecFkkqwCE/UluIihNo75OMoj6dJNOahhgoxEoMBlI3pry8oZZTBBM0MBor5ih4eA8zX4Tl2fChndcERZVNzcVN6VIjbpYElhMBsNAEECEZC4jYlWSuPJ4TAYjAhz57DhX6reHoIEBI4qYGlLBhCEh4GgtWszFWth+IhjkK8LC1pALBXZaPqUzORt7AKjro8OCcUoPCaOmROKQZj4qxsY4YFjtG5mlY1YzUia3ppQt8DgTnHBltZpipBK1F09ZXyDYqbn3GoOM8LmhrfNub3p25NUgpzZhayJk/SXLgEMHTVa4S3hAGiZ+tWLpFRsnkM5iEy2MRHwsNMTwKSPiSUbVSOOd8An4uNsfm1mvviC3X83yrXpHJTOBpBKBqWWa1a5CgQNAC0+7rxvaVfxazSKZoLldrULW2n85aqldCJUvEH4Ah6YuHYJCMNDJelJS3A6DAjd26FbFvWJKDwylrQaAzEZAAhBL3bz6F3+zlZWkujw4ziG8fBlAK5DhVyZkxHyfXXou2td1Rv4oyaGkT6+zldUypZSMkglQU5CfxNTbBXVsBgtcqjDZW4WFa0CthwBOH+fl0/5POCnuveQKF840i2KCphqry5l77o6UAwNr8WtblVONPbCAAyK5YAcJjsfIkrqkqALOXCwYVcGcFoSNdLg+tXPSe0O+TFntaDYiImrST+0n4AddlCyx2Qs7YZgL/1EoibAivrliQ9h4HisrWk9UAYAsZsFD/M3HkVqH5wFgqW1SB3fiWKrx+L6gdnJZU0LgRqPv1JZNTWKCbMWaDuI0dltQlVLV+pnpyClRgLBOA5dToxHPxCpNYczMXLzyPY1g5LcdHA+khFdx/IIqP0AajVtVLv1+tfss9eUY78hQtSm8cwwjcWfAblmcUJsgQF4Iv4UejI07VQhWNG543SJLfE5P7y/mpyKrGn9aBMQ04GrknivJLJGixlUeIs1DynZw69PqAc2qngQ0nSajA6zMieUYq8BZVwjksxedN5wt90Du7jJ2TZ6/xNTfCerY9nq1MshvnO1qc+wGCtXzVdeigwkH5VHhTOsSm8Rqqds2QRMsH3eqCeIOJxOm2kZJ7sYUcpcmZOx8Qffg+M+eIVNx0q5NqzMbtsmkriIg5q1baVpDsmbxQ+M/NeGFLQfaWeHYIle+uEa9Dt79UdQwmWassfesIIV1mcit4i8R8CQrgIxPdObUh6HgPBZS13DFf0HzyEhsefEoMlGKMR+QsXYNSnHkD/AZ0QWSmZKHMeS/8dag+HoYLSxVDP/1iFPAuXLUH3xk1J83SoujIOxnJW6ztV8ERNTEbQkE6eEkIw4eHvDG4+wwAxNoa19VtEDw0ByaxnqaRwvPsMvrv2V8i2ZqEn0Deg8QvtuZhZOlmUXAC57CKAgGBq8XgcaD+mS8LJCuYSQtDu7RQt7sTFSIpdLQfwyZl3D+g89JC2pC8yXEeO4NiPfiqLZmOjUXSu34gjP/hRooUnywet4QqmfL1WSxuqhVQJPZlFqGL160JrbtIFTMVP//4DXMi71nHS36UWs2C9n6//dKrgvy/GZAJjTLIYSClXcX2EwhPywhX0yLYlKzwLJFqrkVgE3f5eGIg8PaxAuGJKUsV/nf5e7G87gqWj5oMAmt4gefYcfOOKz8JuUo/s1NOohf3xQrkcWA1vkZ5AH3Y279c894EiTdIXGU3/fRashiXoPXMWbCqEoiRCtXZq1qRWXyncVAWLF8JSWKjdQHgwnK+erXXeDIOWV1+HMSNDvX/l+Sp+GPPF95xgw2HOfTEJOj5Yi96du2RZD0cKrCZrSjKFHqQh21E2ivkVM1GVXYaijHxMKhrLSwnxNkq/5Z0tB1CcUYDK7DLNMXr8fWhxtyMYDSYQvRDpGPfVTpyfVOeuyq5I+iB6/tAbA/4ctJAm6YuIUE9P0sTvniNHkVGn7doEINF7IBnJ6pF0itZ2oLWNq8eYrK+BPFxSgYL0Iy63vq6tFq1IKdhgKHmK1aGC5OEQ8ydJNgWg4/01OPazX2LXpz6Ls48+pvkQH45o6DuHfHsu99o/yLcUZZa6KBvFw0u+jKtqF8NiMCe9RKOxKHxhP1rdHapatECya+u3wGw0qxK9MHaePQe3TbhGTuN8G0opzAYTWlxtSXXrFk8HGvubB/hJqCOtSV9EsMHkOWhjwSCXMEgt0EaAlu6sJn1IXb2SWdxaoBSEYcCGgnIZYaD9DSYgRnE+bLIMe/LJyHyrdbXshHH5/w10vir5PFJ9iLLhMNrefgdsMIjqT34Ckf4+mLKyYHQMfZqD80UwGsJvt/wTBzuO85IEAD7wIyHrnIaUoOVO1+7pwhfeehiRWESUO4R+1dqPza9Fj78PETaaoI1L0eHtwvzyGVjfsF3cJn2wEEIwv2ImJheOw47m/Wh1t3MzpvHZC37cWpDOcahyTqdJ+iLCUlgAU2ambgKkjLpatL7xFkD43BtqVqNw4ysJQM2KBGDKykKkb2ALMkoYMzPhsFhSzsmsiosVASiOdx76c/zu1EYqCae0vivpftm4FB1rPkDXxk1gIxEwRiPy5s9D1f33wVKgk9/6IuPxvS/gYAcXIZmQoxkUJsbIkSZPWmpWtlq+Z4DinKtF/Fykx6q1txot2HZuL9bWb+GIXHi4qiDLkolbxq/ErtaD8IX9quHge1oP4dWj74re3tLHi1yXlvtSSyUbADAbTCjLHJrUtGm54yKCMZkSowoB8UYnDIPCq66E0ZkR364GSuGoGYWKu+9E9swZicVlpSAEBcuWnLfHR8Tlgjk3N+XFN1NW1tB4mehF7elBzX9c+aahBSbFeast5kq3JXM51HrzoZTTs8EtKndt2oxD3/k/hM/zQTtUcAXd2Ny0S7ZNqFwiSASfnHEP7p50IzL5MlpUQXsCEpMVEZVMDUTWXro9EAniaNdJ1Ped413ztJMfLRk1D8XOQnxqxj1gNK6D+r4m0TNlIPk6lG0XVc1Bhnlo3oDSJH2RUXH3ncidM5v7Q+GJQWMxHP/xT5E5blx8vxoIga++AfbKCtR9/rNyLwaFZ4fR4UCwtTW1yWkRGCEINLega8PGlIk34vUi/4ohCs4YaPY9NTc8qSueYA2padSEQMsSSxlac0jmAaNzjqHubrS+/ub5zWuIcKa3CVFWowINT1b1fU24feJ1+OsNP+ZqEkr0XTWiBrhyWrm27KTBKKXOQlRnl3N5oqWaso6HxhWVs5Bnz8H3Pvg1/rDt3wnzlwaxJEQrSn+XErjsPOKtJhSMxv3Tbtc9h4EgTdIXGYzRiPH/738x9ltfjwcvCDcwIQi0taNvz14YnU7tTnhCbn9nFYjBAJPTqb6YSCmiPh96dwwgi53GwpsYkZiq9wbLom/vvkQLdiAWrRSUImva1JTbJvytEjqvuhBKKSDE/aYCrXORzkFNp06lXwW6Nm5KbU4XGKYUciULtQAD0RCa3e0yS1OtuOst41fij9c/gkxLhqwfNZ/nZnc7zvY1qVyq8T6Ff0syCvHxaXfgo1Nvw4/W/QEne+o1LGIFMUu1almrxCx9DCGYXjIJi6vn4qFFn8fDS7+s6iUyWKQ16UsEf0MjV1hWhfDYaBSO0hJ43C5dWdR1+AgOP/x9TuNW0zwFLTTVBbvBLiyqgRD1ZE8K69I5YRw8R49z7ZJo1iSVcxHGU2uTajkwdgAknWxMpZyh9m+KY0W9SepGXiSMy6+F05IBj0YuZ0op1tdvxftnNoIQAjNjAnhVV63SCQDcOv4aWIxmzC6bigaJV4Rebg0u8k+xSMkT9YySSfjK/E/CbOQMoZeOvIO+oEvznNSCb/Qy6klhM1rxP3MfgN18YarrpC3pS4Se7Tt093tOnoLB4dC3WilFoKWF+136On0h8m4oL2K9MaRWs3CsxgMgf8F85MyYltIU+vcfADEa9BslI2ApMeqRI0Fq5JmsP4WkpfogTfGztVdWqG6/2DAZTLh1/ErVfYKFGebTmFJKEYgGwVKqGmhCQZFldYrW+VW1i5BryxaPVSLRc0P9u3ZaHCJBA1zua+0+EiHPKK0PfySIFw5fOCkqTdKXCEndwShFwZLFA7Mapbq0pB9Z22SQyhESGQZAnGyUY6jMXRg3mW9yx/trMOF7D2PC/303uRRMKWhE53MTvC2SwF5RnvggUYK3pk052YltlCSqRcDKNkpIiD1vwTyU3XaL7sOv+Bp1YrwUuG7Mcnxs2u1wShbHlFKDcrsWXEEP1p7lSnBlWp343tKvYGx+rabLnvTrEMhfSdYzS6fgnZNr8c/dz+C5Q68jEIkXfR5IwdtkEM5tXf02nO5pGLJ+pUjLHZcIzvHjdesbZtSMQvXHPgrXocMIqFX6UBKHXpVs6b/JkKzdQPphGGROGAeXVj4ShoH/XDN89Q0ItrUCus7hCgzG55pHVBpgotOHwWpFweJFaH3zbU2tPlkfuhDkKACMyYzqj98PNhRG27urEpoWrViOwhXLBjfOBcJ1Y5bjytpFON51GuFYBG8eX40TPWcT2mm54AFx4l19eiOurF0IACh2FuKHy7+Of+1+BmvObE7oRz2NaDztaV1uNf6843GxMC63n03JgrYZLQhGw0mDVZRzCUSDePiDX6HUWYR7Jt+EOeXTko6VKtKW9CVC0ZXL4ze6ygVcevONMFitKLvlJvUOpMedD7EmWwhM0eVODabsLJiys9WtVcm2/gMHcfbRxwbWuVTeGSDCXV1xq13n3GLBIAgjkVdSsZgHCr4/72mu7FnNZz6FSY98HwWLFyJz3FjkL1yAid9/GHVf+nxSr4dLAbPBhCnF4zGrbArCsUjS9mrh2ABwzt2G3S0HsOrUeuxpPYQYG8NN464SQ8LFqD9dNzhOLqnva5IRtDBuKhJGIBoSc4VI5ykH1XxYtHo68Lut/xrS3B1pS/oSoPXNt9H07POJPrWEgBgMKL/zdhQsXoSo34+m/z574SYilTGSgWEARQRfMkT6+hFsbdNdkCRGI+cFIsxnMASo87DTbK+3OCiRIUK9PbAWFyHY1q7aP1fWS8dFMMVzCra1I+LxwOR0ImvyJK5azghDeVYJzvY1JZCXdHFP7UFDKUWMxvDrLf8Ut+XasvG52R/FPZNvxrOHXhfbSaEMlKEU6A24EEshX0oySCuYC2NJqh4mORZ47tAbQ2ZNpy3pi4zO9RtQ/5/HEQsE5JovITDYbJjy61+g8p67AABd69ZzFaRTDa4YKAZCbCwLQKFR64Fv5z19Rnf83DmzuTbCXFK1FpXEyAyAqIXPWy3cWrEASKNR7m1Go18aiyXXohkG5gL9unc0FkPn2nXJ5z6M0R9060sRKuSmZZH2Bvrxqy3/wPSSifj2oi9gStE4GCVvNbLoP4m13dgnlwapSlFb7vi4Va8H1cVLkmjRK63t1nTujpGL5pdeSdzIX2yxYBDuQ4eRMaoaAOA6dFhowJGQXoh4su1S8hlseDbLDkheMDozEPXwbloaRBbs6kLMN0jXMhkpS2QbcRtNlLgln0vM40ECKIWYtwNA5vjx6Nq4OTEEfABWv8FmQ6S3V78RIXAdPIy8efPQ9s676Nu9B5RlkTVpIkpvvB72ysqUxrpUONxxHIc6jieESwtwmBzItGYkFAEQIxFVHs6RWARvnfgACypnojfgkgWgCJKEEhaTBeCXHLTqEnLgSF2tjfQcROmDY2bU5VbDHfaigz8PTgdXvyeGKndH2pK+iAi2tyPQoh/9J776A3JCHAodVGqtMgwYiyXRgyPVPlJo56iu4n5Xc0/j//adOj2AE9CAsn/RF1p9XknPgZd0TE4n8q6YD/fRY/K+B/CgMhfkIxYIaC6cARD7i/n9OPCNb6H1jbcQaG1DsL0DHWvW4sA3HkLvrt0pj3kpsKGBcylViygkIPBH/Pjq/E9j2agFsBg41zgTY4SRMeiWrNrVcgC/3Px3NLvbEvYpCTbfnoNl1fP5v/QX/rS0aVEDV5xDvj0H90+7DT++8lv40/WP4J5JN/GauvrczQYTyjNLNOcwEKRJ+iIiJZ6VNMqZOSO+TetgPS1U2U7xY7Dbk7uipTqeSjtrYZF8PmolwfQkDkIAwYVPIQ3JSTm1Kan2rzG20eHA+P/7DojBkBhuP4Aw9ZhPp7ivFJQi0NaGqEp7NhrFqT/8GbHQ0FhmFwLuUPytRMjjIfwIQUhdvm7YTVaMK6jDvPIZ+OYVn4XJoJ/nOxgNimSsGlLOfw9mgwmfm30/ltdcgQKduorS0PQJBaNhYozidu5hEZdQGMLAZrTiz9f/CH+87hFcM3oZDnUcx/ZzezGpaKxuVOHiqrlwmO36H1qKSMsdFxHWokJuEaq9Q7NN1pTJ4u8Fixai5ZXXklrfAGSkx1jMsFdWwVZWiq71G9SbGw2wlhQj0t8v70OLfCSv+wa7Xb+yON9X/6HDMNhsnP4uhfKhozGmwW5H9pRJ6BHC2tWqolNe0iCKflINRBGIXyFlVH70I3COrsPJ3/0heT86iPn9cctb5/M15WQj0u/S7Cfq86F78xYUrVh+XvO5UCjOKMQBHNPczxCC32z5p+x72d68F7m2LISicU8MWcY78di4Lal056OgsBttuLpuMcYX1AHgrN4OldqKwvHCvwurZmNG6ST898CrmvNeVD0H+Y5cbGzYgWcPvi6LWqzOLkebpzPBk2Ri4Zghzd2RJumLCMIwKLv5Jpz5x79U95syM2EtLsaxn/4cvoZGGO0O5M6dg9a33gFN0Yoy2O0oXnkV7FWVaHn9Lc10mjQShffEydSITfF6n0C6aqAUofb2ODHJSDU16z93zmw4x45BzzaV6EwlySv7lGrHyvZaY0vGtxUXI9jeju5NW87f60T6t8pcnKNHI3fuLDQm8eTRe7hfalxZuxDvn96gISJQxFhWVRro8ffH3es0faBZSU3BxP2BaBCvH38fze42LKiYiWNdpzUlDWlfY/Nr0e7phNVogT/CXdPSBckcWxZuGb8SO5r34a87n0zoq6G/GUWOAiwZNQ9N/c2wGi2YVzETU4vHD6m7ZJqkLzKKr7ka4f5+tLz8qqwCh7WwAFnTpuLEr38rbguhG77GRhClZqxGdjwRxoJBtLz+pjpxCUTEW6Q0FpMTSTJJRUq2eu2VY/JtRatai/QU2yz5efA3NiUfI5XxpZ+f1CIXfpd8NsRkQsubb8Ock8ORwkDOVwrhWK3PlxDkzJqJohXL0bdvX1LvFnNOzsDGv4ioyCrFvVNuxdMHE61SE2PirE1KE8iLEIJMSwbCsYhIlGqg/LFqUYgC9rQeQpevJ6X5Ti+ZiB3N+/DC4bcSLHNQitll0/Cx6Xcg356LX2z8q2Y/Hb4uZFszcduCT6c07mCQJulLgMp77kLxNVejZ+t2RH0+OKoqYcrOxsGH1KtGa4aQ81YyY7GADYXkZKJFgmrELezTgpo1qEa0ep4mhMQt8FSsagDNL77MhZUP1pKVzl3w2NCLzBRetaNR9O/dF98mPiRVvEVSHV8FxGiE9+Qp9O3ZK18vYIgwYRGM2Yz8hVcMcPCLixvHXYnReaPw3un1aOxvQSQWRX/QJcoBQu5ozm86fn7ukBe3T7gWLx15R9wmkLmgR1ONz15J+h3e7vh2ClVruianEjeNvQo/XP97sS2BXEYxGYwodOSh3duFcyqLllLsbjmA5TVDlJZXBWmSvkQwZ2ej5LprxL/P/O0f6g1TsDgZs5kj6WQWsRJSwpVY2JrELd4QNLWglmTkmsIDgkajclJPBWoPKyr+L/mxaouuWt4ig7WyAdBIBBHBDVDaDysQdRzVH7sPpkyd9LXDBOMKajGuoBYH24/hZxv/rPqRKbPXGRgDmlytqhKBXLbQtqKl0MteZzNa8cjyb+DJAy8njiUZf2fLAXhCXnT7eng3PG5ENUTYC1uTMk3SwwSqemMyVzFKYcjIQFSnHJcu9KxZJVlJq4FrEbSWLqzWt3IOehgIOQt9D0WpLunno+eBkuochfUB6QNR2rfy4UIIMieMR9ktNyF39qzzO5eLjNeOvSeJz0uUKQT5AgBml06BUSNHtdTKnV02FfvaDiPKxjQ1X7PBiEA0qLqPIQxW1C6E0WAULW4txNgYfrvlXzjWfRrSGo7KtwCAoibnwvqwf2hJmlKKUDAKo5GB0ZQk/eVFgCk7m/tFueAlhZIQGGbwgSB69fnU5iAQVjLyMzAciadC0IOVMJIhhcW6lCE+RDSOH2CAT1KvE/5BY8rKwux//4NzARxhCEfDONp1SreNECRiM1pw+8Tr0ObpxOZGeUkuqfyQZXXiK/M+iReOvIU3T6yRtZE+ANwaOa4Bzoq+c+L1AIBsa6bu/FjK4mjXqfhDgh9DiJ6UjvnWiTXo8vfio1NuRa49W7ffweBDR9KUpdixuR67tzSir9cPhiEYO7EIi68ajcIS/S/uQsKcm5O8np9SDxYIYjAElIxs1aSTFKxexmAEy+ok2qGUy3cxkMrdA4VyQXWgxyoeTozFgvHf/TaOfO+H6v2larUr5ST9iYxIglaDlj48vqAO90+9HRVZpShzFqM2pxJn+riFYiX5uoIefOnt/8PHpt2OquwyNPa3qMoaWtY7AUEgGkQoGsKRzhM43VMvC4aRenVIS2SpQdlvjLLY2rQbp3rq8eMV30RWkgfAQHFZkbTfF8bB3c3o6vDAZjdj8owyFJXKP7DXnz+AQ3tbxL/ZGItjB9tw5kQX5i2uwaljHehs88BqM2Hi9FLMX1qDzKwLU3FBQNOzz6PltTegm6kzWZL9gZBRqu1TlS8kYMNhwGAAYio18BhOKhF15gsx56GAwqPDUlCAltdeH7rx1Sx9BbKnThmasS4BzEYzxuSNwsmeenGbcnFuyah5+MKcj4n7GYbB/1vyJTy6+1nsaN4PFokE6gp58NddT+H/LfoidrUcwLun1snaJMunAQCrTq3Ha8ffT9gurUTOECJT9KRzVxK0lMi7fD1499Q63DP55lQ+ppRx2UQcnjjcjj/+ZC1Wv3UM+3c1Y9uGs/jn7zbh7ZcOihdG45meOEFTCspS8Y0/FIxiw/sn0dbiRoyl8PnC2Lm5Af/54xb096YYNTYIBDs64/k8iEZ4tmAtC5Fvyog3tcUuLQhtB+rHSUjqr/WCa5/U8mcY+QNooASdwnxNWVmouv++1PvVgnBR8J9zoKUF/Xv2nX+/Smh8nozRiNKbbhz68S4ibhp3tep2QggsRjNyrJn49vs/wxff/C5+suFP2Nm8HxlmB7664NOYUz5NJEBpOlOA04pfOfoutjbJw+TVKr4kjA2SQOzKSuRzyqahwJGvvogp2aYkaAFbGoc+fP+yIOnebh9eeXofIpFE623vjnPYvpF7oh/cw2elolTbJVixKOZxh7DmrWOgLEXAH0YsOgQLUhJ0bdjIpboUIBCaMnRac8JDT3aaSOLHm9BWGFO5bSBI1bODEERcLvjq68/vHKXjAhemFBnff/b0qWBMJtm5GTMyMOabX0NGbc2FGfciYVbZFHxyxt2wSEpYAUCmJQO51my8fnw1Gvqb0RPox6GO4/jt1n/hP3ufBwAc7z4tWq9KUEpxuPMEXCGV5FgKiAVj+cotVdllCElyXquR7M6WfQjHwkjmCaQlhfh0fL0Hi8tC7tizrRFRJXlKiHjLB6cxc24lfN6wsEsfEjKilOLYoXb8/scfwOsJwWhkMH5KCRZfNRq5+SqpLgeIiJ5nBj8Hg82WGIatXBBT1bCRktdZShgMwZ6PNgzECTIVzZfvv3vTFu5vHWJnbDawSaImGaNRFmw0YCTxGQel6N93QPb92SsrMOF7D8OSnzf4cYcRrq5bjIWVs7G9eS/6g26UOAtxvOsM3ju9QbX9+6c3YmbpZPGaVdOGB1P6ivJ95dqy5UVu1TRtCvQFXKCgvBekulugFiqySgc8v2QY0ZZ0KBjFxtUnsXNzAyddSH8kn73fF8bffr0eRhOTYCmrgTNcOcd7UM669ro5t55olMWhvS147M9b0dOlvZKcKmwlyTNlxYJBeXIiRaIhxmJWP1B5qorX+GGNwXhlEMjfOpSSCwAwDGwV5Um7YiOKxc9UrPNkbw3KIB7BGOB//OeacfI3v0s+zgiC3WzD8porcNuEazG7dCo2Ne7Ubf/BmS3IsjrFHNBcVXBW/BksCAj2tx9Jra2oQSfum1g4RvfYlXWLBzM9XYxYkg4Fo3jq79uw4f1TKUkQrr4gju7XjxySQeF1JTyNBfh9Yax790Tq/WmgYMliGKxWzf3WZCROCPLmz4fBluLi5hCRM2PTnrOI85RWjFlZXGL+lPV2lex6SrmEZeE7qe8eJh4v6zs117mUoPMduI+fgOtwamQy0uAN+3RDvwHgRM8ZNPa36LZJBUJWO+EHAKJsDJTGSV9Vt+a/Q4Gol1bPw8zSyVhZtwQ/vfJ/8f1lX8NVtYtUx1xZtwQLKofen33Eyh2b1pxCW7Pr4hmE0lcw/l48fqgdfl8YdoeGJZsCjBkOjP7Kl3DyN79PeL0252Sj8t67cfI3v1f3COD/DbS2DjyN5fl4SxDCEeKFBCGI9vdzcxyIm6GaDDQYv2kl4aYScJMsSCfFxd6+vfuQNWmi/ngjEHaTDWaDSbcWoifk1XTZSxXKRT2prKFfYDax/fqG7QCAiYWjxfSnn571ESyonIm19VvR4+9Dvj0Xy2sWYHzB6EHNNxlGJEl3d3qxbf2ZQa9DnTexC0YZpfjnbzbi1o9OR1XN4HXEvHlzMfU3v0TbO+/CffQYiNGI3DmzUXzN1ejbvUf/ZmcYBM7xOpvGyRGTCea8XIQ6OuPt1PpKFcpFwaFY1FRCei4CAabqNsi3s5WWINjZBRoOJ8oeyfy/lXLEYFwWpQ8X/l97RQX8587pW93DXYoaJMxGM+ZXzMQGnviU4GodcpGIAlGL+1Ik7MSIQPmxgp6s1h/3tqz+Vn6k8xQeWf97fH/Z11CbW4UJhWMwIYn0MVQYkXLHa8/sG/R1TClAhrBmoMcTwnP/3oXe7kFG/vGwV1ag9nOfwfQ//g7TfvsrVN5zF2KBIM787Z/aHgaUouzWmznNGtC0zqyFhaCRSOJ+rb9T8Ggw2u0oXL5sYK55A4HSMk3lC1do7YHmFo6gpRq+gFT0Y2GfjNCRWiUbqfYv8dgpvHoF59Ghg+xpU/X7HsG4a9INyLfnqO6ry6uW/EVl/wlIpGA5lImSElKbktQJX7lAGI5F8BxfFPdiYsSRdOu5frS1DDJXBY9UFg8HgnA4hl2bG4a0TwDoWL0m7p6nQoTEaETpjTfAmJGhP7/eXq4KixTSxStZp6k9wGg0irr/+QJqPvNpXU190JBY64PqX0rKWrUh9R4wSs8UkegZ+fESWLSKzfJkTQhB7qyZKFyxTHPaGbW1ssIPlxvy7Dl4ZMU3sbJuCewmbh2lKCMf9025Fd9c8BmYDSZeN9aRJQgjS9AkbgcBy0sVmuXKBrIOrTLG4Y4T6A+eH/8MFCNO7uju4D0qhtK97HzAW0qnj3diJYZWRww0K6oNKwqt0lgMXRs2omDZErS9+bY66YLzDgm2ShZNtfyu1XybNRDxenHgGw/Bkp+XmKlO6wZhmAEnPiIMg7yFV6Bz9ZrkjRMOlsoUFAk2GCHIqKuFV1hI1JNvpPKH0oMEQNb0qfCdrdeeC6XImTkDtpISjPrUA2BDIXRt2CQjk8xxYzH2oW9q+uBeLsi1ZeOBGXfhgRl3IcrGZFXAF1XNwZqzmzWPFb5F9ZcfIjayGi0Ix8KJDk4apKGkE626ixRAIBJMmvtjKDHiSNrm4F8VhwNBg79vL9BkjE6V1JQKEmx4/EmYc3NhLSrUrtxBCCjLctW7vT596UApM2ghGoXv7FkueESakyJZ36mCn4Nz3Fh0frA2NV1YqTtL5yS9uyX9eKWeHnr9a1nl/DGmzExE3R7deWbzNSsZkwmjv/I/KL/rDvTt2gM2GkXWxAlwjr04GudwgpSgAWBG6WRdkgbkC3sCpNIEIQShWBi/vOo7ONPXiL/v+m+SBUOh7qGKPKKAw2RDnoZcc6Ew4uSO4tKsQdcdvVCgFHD3B7DmrWPweYeuWGjBEoXPpYaVGu7tRaTfBUtBvnyH9HWeEEQ9XlTee09qeqq0jZ4kIJ1PqkmbUoDBakXpTTfE9fZUCFopQUjmJxaUHexqs94cCEH3xs3gXBK03yJiXrlfva2kBKU33YDy2275UBK0GtwhLxcKLiVd/j/BnW5h1SxR1xb2qb19RGkMj+9/MemY0mOzrE7dN5llNQtgTlI8d6gx4kj6/TeO6upVQ4WBvnFGIiy2bTiLx/+8FV7P0BB19pTJyJs/L75BzXuARywUAhuJygNehGMkr+YZo2uTD8y3ZywW7oPQI99ULW8pdLRgY1YW6r78Rcz69z9Qcfdd8NU3DNirA0ACIZ9X1r1kn4FgPeutdbAsLIUamnUaIgoduQA44pRWG5cS5/iCMVg6ar7qPgF59hwc6zqFUDQMrRBzADJtmxCCT0y/Cw/O/IhqnxMLx+CuiTec7ykOGCNK7nC7Ajh+qB3KisEXAgPunf9Oe3v82Pj+SVx3+9As/oz9xlfR/MpraF/1HsLdkvptKiTHhvmqxWoWN6UwZWej84P1SUnPlJODnBnTuAKw5/s5S6xbe1VlvGahRr+OqkoULF4EyrI48ctfD0zDVri7nTdSdb/T0+ElYKwXNpvi5YCJhWNRlJGvmZTfarRgQeVMBCMhvHNyHYJRdYPo2tHL0ObtFP+WErW0IrlgY4zJG4XbJlyHaSUTAADjCuqw5sxmNLla4DDZsbBqNmaVTgFzoXK56GBEkXRnm4dbvR1i7wxVnMcQh/a2YOXNE2Ewnv8XSgwGVNx5O8puvhHb77lPlwsMDjvYcJhzt1NB1OdD9+Yt+gMyDMrvvB0Njz2RWKhWC3p+zJLtNByBwWZFzKedVdB1+AgaHnsSUb8ffXv364+rMhYxGuXnLxDt+VRqOZ/zl8wjcO4cMGdkVVi52CCE4POz78fPNv0FoWhYts9AGHxm1r2wm2ywm2z41sLP4Xdb/wVvOH49EXCRf9ePWY4XDr+lOQbXluAbCx7E2II6ZFrkHlJlmcX4+PQ7hvbkBokRRdIWq2lAFvSQBK6kPFb89SgcjiEYjMCRYRmy/hmzGZkTJ+qGDOfOnIlYMIiudetV93Ov/PqEkjl+HLynTnEEPRBQqp5HWkKOgbYkYfm8ldK+5oN4PwP5EilNlDXOx1MiRQtZhFa1G/5BYbCnLelUMK6gDj+98iG8fXIt9rUeRozGMKFwDG4Ys0LmSz2xcAz+csNPsLVpN865WmE323BF5WyUOAsBAIuqZuPVY6s0xyly5GNm2RRNT47hghFF0oVFGQPyvLtUgVtWqxFW29AvLpTddgvcR46qPqgYsxklN1yLU7//k5ws1PyFdXircMVynHvu+fiGgZBkMt1Wq0/Fgh8VZBvp9gEQdcKcBB/nVPsYSPY9Hrnz5qJ/335OclJ5MDBGo3x9IQ1dlGUW4zOz7k3azmI0Y5lGpe7SzGJcO3qZLIe0AANhcP+024c9QQMjbOGwtdk1XDzvdDFlVjkMhqH/aHOmT0PtFz+XkEzJnJ2N8d95CPbyckQFKUFYnFOLstMhK+foOslCGDtwmUAj6lHXotXap1bgYDBg2dQt6kFY3vlLFmHct76O8ttv1WxTestNMAt1LNO4aPj49Dvwiel3oigj7vk0vqAO/2/xlzCrbGRUvxlRljRnGBKx1I0WCEPOT7cmcflCSFeaKgqLnVh81YVJtAIARSuWI3/BfPRs24FwXx+sxcXInTNLDDV2VFch2N6u3UESi9J94kRyX2ppX1K9V4jMk44jXcxLkQCJxQIaVK/4PGikSvQDtNzzlyzCmK99BYQQVNx1B4zODLS8+jpCXdzClyUvF6U334jSGy++V0AaHK4ZvRQr65agP+iGiTEiw3L+eeAvJkYUSZdXZcNiMSIUinIx+BoEer6eH6K7jkr/hHD/E8fg/8kvzMDkGWWYfUUVLNYL60dpsNlQuHyp6r7ia1eiZ/sOzWMZsxmsVsY8hkHTU88kFhhQaTdgqETpyfYJ2ymFwWxGVIekbVWViPT3I+pKPTzXlJWJiMut/qBIpUCsCnnnzJwuErSAkmuvQfHVV8Hf3AJQCntF+WVTUHYkgxCCHFvWpZ7GoDCi5A6zxYjZV1SLf2tWSDjPt2PKE4pm5DSNZ+oiDMGYCUX4/LeWYOGKugtO0MmQPWUyKj9yt+q+3HlzuWT2Yh4KxK1hXseOuFzakgWgTbACUpEnVNwDhW15i65A1OvVJczM8eNSS+Up6SPS71IfW9pO75ylnxP/k1FXp+pPSwwGOKoq4aiuShN0GueNEWVJA8CSlWMQCkawZ1sTYqnqpclWG1X2pxo5TQDMXTIqtXlcJFTcdQdyZs1Ax/trEGhtgzk7G4XLl8I5cQJ2ffyTiAWCwiuBdidqPsI65JrSdjUockW7Dx2Jj6/RR6TfBc+JFAouSI+XLqZKZRl+LGtxEYIdnYl9CHNRQd6C9EJgGhceI46kGYbgmlsnYe7iUfjbLzcgGmOTEnDS4BcKfSInknbiMRRGkwFX3zQBo+ry1Y66pMioqUHG5z6TsL1g8WK0v5dY0l6EkpAUf1sKCzi9VcvVTOm1IfyboudHpL8/aXvXocOIJalRqNq/imRhdDhQvPIqVNxzF1yHj6DjvdUItLbClJ0NozMDPVvVcx/nzZ8HR3V16nNII41BYsSRtACL1YQYy8kOevo0SdH1ioCAEj4cmiFg+YVH1SKYFJg2twLLrx03pL7QFwMV99yJ/gMHVJMx5cyagVBnF/znmlWOBEAIxj30TXhOnkbbm28j0NIibtfVmQH1MHWNMQxWq64uHvP5ZBJNsv4SPFwIQeHyZSi98TpYS0pgsHDfYc70aciZPk12eMvrb6Ll1dc4PRucpl905XJUf+Jj2mOmkcYQYsSStNVqhM1mQiDARZcJZC1A6t2R2os3FQm5qjYPDad7EloQicYxb1HNiCNogHPXm/yzn6Dl1dfQtW4DIh4PrMXFKF55FUpuuA7uI0dx7Mc/U62UXXz1lciorUVGbS1sJcU48sMfJw4gsVoZkymxoGsKYKwWbZLW9LEWXocAUBb8K5T2GGZTSpZw2c03ouS6a+A5cRI0GkVGXR2MGSPLOyCNkY0RS9KMgcGUWeXYsalevQEBps0qR+PZXvT1+mXbCdF20asZk4/rbp2Ev/5yg2Yip/LKbBQUq6QRHSEwZ2dh1AMfx6gHPg7KsiASfTZ76hRMfOT7OPf8i3AdPARKKaxFhSi5/lqU3HC92M4xqhqM0ahK5gKyJk9MDO2WkqwGidrKyhDp6+f+0Al6UXQs/mawO8CGQvGCCSpwjq7T3KcEYzJdljUH0xgZGLEkDQCLrxqNxjM9aG9NdMWaNqsCN949BaDA2VPdePpfO2TSBWFIXCIhQFVNHqbPq8TEqSVgDAyuvnkC3nvtSIIVbneYccOdI8MJPhUQFXe6zPHjMPEH//f/27u7l6bCOA7g3x131OXmcb7MfClT82WpZfRCpbhRFoR4EYXQTRcRkfUPJF4EdRHRPxFBdBPRRS9IYRsRViCpQRnMfEErNXWrs8K59nQhDqarRE756L6fy/12np2rL2fPeZ7nh3AwiMjcHNT09CXfUzUN2Q31mOj0xB1XtVlReuE83l+7jm+Lu3MvBHW8lRGKgs0nW/DuytX55rq/2RijVf9+i/ymlhPQfT58ed4Vt55sz0B2fV3cGpFs1nRIp1pUnGrdj+6uYfR1j+K7HkJmThp27S9C9c786BRIaUUOypwO+PonY65fqO9rKMbh5m0xtT11W+DYaMPLZ4MYG56BWU1CZc1G7K0vhmZPjDMYzGl//ltfcuY0Zicml4SlarPC2d6GlEw7qi5fwnjHY0x0ehDyzyA1Nxe5RxqhD3zA50cdMdeZkpJQ2noWWlUV8pqOYvTuvbi/m7FjO5ztFzF04ybGn3RGT/9TNQ2Fx48hv7kJ4WAQoalpfO2PXQWiahqc7W1Qklfe4Z3ofzIZdeSnyWTyAHC5XC54PB5DxjRSaDaMB3fe4G3vp+g0htmsYPeBIhxqckIxsDltIhFCINDbh6muF4iEQrCWlSHH7YJ5GYcJBYeGMPHUizl/AJb8PDgaDyIla77ruohEMHLrNj7efxgNYZOiIOvAPpS2nouOH9Z16L4BmFQzbOXlMU1ehRDwv+7B1ItXEHMh2CorkONq+Dc9GYlWyO12w+v1AoBXCOFeXE+YkF4QmPmBkcFpKIoJJeXZsGzgE5XMwroOf28fRPgnbM4KpDocq31LRIb6W0iv6emOldDsFtTYC1b7NmiZzFYrsuvin3JGlAjW1LZwIqJEw5AmIpIYQ5qISGJGvjgcBVCgaRpqa2sNGZOIaL3r6elBIBAAgDEhROHiupEh7QewNg9sJSJafQEhRMbiD41c3TEIoBiADsBn4LhEROvZVgBWzGfoEoY9SRMRkfH44pCISGIMaSIiiTGkiYgkxpAmIpIYQ5qISGIMaSIiiTGkiYgkxpAmIpIYQ5qISGIMaSIiiTGkiYgkxpAmIpIYQ5qISGIMaSIiiTGkiYgkxpAmIpLYL+uwbtXOMBSdAAAAAElFTkSuQmCC\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["#=============================================\n","# Second scenario: train data with labels \n","# ============================================\n","\n","data_path = 'datasets/denmune/shapes/' \n","dataset = \"aggregation.csv\"\n","data_file = data_path + dataset \n","\n","# train data with labels\n","X_train = pd.read_csv(data_file, sep=',', header=None)\n","y_train = X_train.iloc[:, -1]\n","X_train = X_train.drop(X_train.columns[-1], axis=1) \n","\n","knn = 6 # k-nearest neighbor, the only parameter required by the algorithm\n","\n","dm = DenMune(train_data=X_train, train_truth= y_train, k_nearest=knn)\n","labels, validity = dm.fit_predict(show_analyzer=False, show_noise=True)\n","\n"]},{"cell_type":"code","execution_count":6,"id":"4ee4aa5f","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:03:38.471891Z","iopub.status.busy":"2023-04-30T01:03:38.470709Z","iopub.status.idle":"2023-04-30T01:04:44.459253Z","shell.execute_reply":"2023-04-30T01:04:44.458601Z","shell.execute_reply.started":"2023-04-30T01:01:23.467844Z"},"id":"05Q62A4IVv1f","outputId":"b91ffa81-cbc1-4926-8963-a27f62dfa160","papermill":{"duration":66.026342,"end_time":"2023-04-30T01:04:44.459404","exception":false,"start_time":"2023-04-30T01:03:38.433062","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["I am in One\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 8.586\n","│ ├── NGT: 0.651\n","│ └── t_SNE: 54.325\n","├── n_clusters\n","│ ├── actual: 10\n","│ └── detected: 10\n","├── n_points\n","│ ├── dim: 16\n","│ ├── noise\n","│ │ ├── type-1: 0\n","│ │ └── type-2: 0\n","│ ├── plot_size: 7494\n","│ ├── size: 10992\n","│ ├── strong: 5904\n","│ └── weak\n","│ ├── all: 5088\n","│ ├── failed to merge: 0\n","│ └── succeeded to merge: 5088\n","└── validity\n"," └── train\n"," ├── ACC: 7259\n"," ├── AMI: 0.938\n"," ├── ARI: 0.933\n"," ├── F1: 0.968\n"," ├── NMI: 0.938\n"," ├── completeness: 0.939\n"," └── homogeneity: 0.938\n","\n","Plotting test data\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAWkAAADzCAYAAABE8effAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABmc0lEQVR4nO2dd5xcZb3/3+dMn9nZ2d5rstn03fROEkJIoyMgiiLgRVRQVPRn4Xrt116uCiqiCAIqRaqEQBIS0ntPNtlNtvdeppfz+2NLdrNtdvpuzvv1QrNnznme7+zOfM5zvs+3CJIkISMjIyMTmYjhNkBGRkZGZnhkkZaRkZGJYGSRlpGRkYlgZJGWkZGRiWCUgRpIEIRjQC7QBZQEalwZGRmZCU4eEAWUSpI098oXhUBFdwiC0AaYAjKYjIyMzNVHuyRJMVceDNhKmu4VtMlkMjFnzpwADisjIyMzcTl+/Djt7e3QraGDCKRIlwDpc+bMYceOHQEcVkZGRmbisnr1anbu3AnDuInljUMZGRmZCEYWaRkZGZkIJpDuDhkZGS9wtFrx2F2oYnQotPJXUGZk5E+IjEwAMJe3Uvf2eTxWV/cBAVRxeoz58UTPTEYVo6X9VD1NH5ZePgdQGJRo06LRpkYTtygjTNbLRDKySE8AGus6ObCrFKvFQfbkeBYszUZUiLQ0mWlpMhNl1JCSLkdHBovWQ1U07SwbeFACZ7OFln0WWg5UoU7U46g3D7rWbXZhLm7BXNxC84dlxCzKIHFlTkjslhkfyCI9jnE63Lz49AHKL7b0HTt3so733zpHfKKBxvrLET3RJi0GoxqHzUWUUcu8pVnMnJOGIAjhMH3C4HF5Bgv0oJOkIQV6KNoOVqE0qImdn+a/cTITAlmkxxF1NR0c2HmJS8VNCAACdLTZBp3ndnloqO1EEEACkKC91Up7qxWApgYzZReb2fzv09x452ymF6RhMTvYt/MSF87UI4oC02Yns2BpDgajJpRvcdzRtKs04GM2f1gqi7RMH7JIjxMunK3nleeO4HZ3Z4hKktSjwMMzWjKp1eLk5WePAkcHvVZf08G+HZf41OeXkZohu0qGwmVx0n68LuDjSm4Jj9ONqFIEfGyZ8Ycs0uMAl9PNm/860SfQocJhd/PsE3uZNjsZjV7N0lWTiInVh9SGSKZx20UI0t9EckugCsrQMuMMWaTHAUWn6rBanAMPhkivHQ43J4/UAHBoVxlR0Roe/PI1eNwSB/eUcuF0PQB505O45ropKFUip49VU1vVDgjMmpdG9qT40BgbQlxddswlzeE2Q+YqQBbpcUBbjy8ZvHNzBJOuDju//dF2QMLtumxIc2MpBz4sRVQIePqtLo/sKyfapOWu+xeQlhkTeoODhKWsrXu1GyTajtUQvzQraOP7gtPeic3cgEKlQ2+UfeahQhbpcUC0SXv5hwhoSel2eYZ9zTOEcHW02/jbE3t54IsrSEmLHvR6VXkre7aVUF3RhgSkpkez9sbpJKV2n9tQ28Gxg5XYrQ4Sk6PJyI0lPTMGURGehFl7k4XGDwK/YdiftlN1ESPSLqeFyqLXaa0/hSR1/+11hiTSp9yAKXFamK2b+MgiPQ6YNjuFLW+cwWp1jn5yhOJyeti55TwfvX9h37HGuk5e/+dxaivbB5xbUtRISVEjggjSoPtBdd+/cibH8YnPLkEUQyvWjR9cwmN3jX6iH3g6HNjqOtGmGIM6z6h2eFwUH/kzls6aAcet5gYuHv8befMeIDo+P0zWXR3IIh0irBYHxecaUChEps5KRhQELpyt5+L5RpoazCQkGVh0TS6JyYO/lGqNko23z+L1F4/jGcfd3UvONeCwu1BrlDQ3dvG3J/YO9rX3Y7BAD6TsYgu/+u5WHvve9UGJ95YkCWtFO44WKwq9CsOkWOwNZqzlbQGfaygqnz8BgKASMRWkkHjtpJDM25/WuhODBLoXCYmaki2ySAcZWaSDjMvl5h9PH6SspLkvJE4QBJQqAafjsgqVX2zmyL4KdHol626eyex56QMe52fNTae12cIHm8+H+i0EDI+nOwFHrVGy6/3igDwZWMwOtr59jutvmhEAC7vD6gRRwNluo+4/53H22w9QaJUghj75R3J6aDtSg7Wynax7BzXuCCptDadGfN3cUYXd2opGFxsii64+ZJEOMk//ejcNdZ0DjkmShNMx9IrYanHxxj9PsPO9C3z0gYUkp1724S5Yls2urcW4nKMsMSMUU6wWvUGN2+3h3Km6gPnXj+2v8Fukazefp+t8E/RuhooCeAYa6LYG18UxGvYGM61Ha4idF7pNO7fbMeo5Hi/OkfEduVRpECktbhok0N7S1mLl+T/tx9Hj+3Q53RSfbSAtc/wmlkzKT6CqvBW7zYVrhM3HseJwuH2/ts1K8S9303Wm8bJAwyCBjhSadgZ3w/JKDNGZI76uVOnR6CdeiGUkIa+kA0xDTQeH9pTR3GSmurzVr7HMnQ5++Z33UGuVmDvH/2rl6P5Kjh6oxGjUoNOpsFgcAVlNq9S+Z+aVP3M0IiJmvMYt4TLbURpCk66fkLGEhvJdeKShb4QJGYsRRVlGgon82w0Q/3rmIOdPNwR8XKfTg9MZ2QItCKOnoPchQWeHvefCwMw/e366T9e1Ha8NWsZgMOk43UDc4pFXuIFCo4slt+ATlJ56EY9n4B5CTOJM0iZdHxI7rmZkkQ4Av/vf7bQ2W8JtRtjwKeBEAIVCHDHm2htUGgXrfPRHtx+v9WvusBHivcuYpBnMWvENmmsOYe2qRaHUEpcyl6jY3NAacpUii7SfnDlWHVaBFsXuqIlwMaZVdH8k8HgkVm/Ip7nRTFeHDaVSQWuLhab6IZsmDyLapOHhb1yL0tdCRONvEQ1A9PSkkM+p0kSRknttyOeVkUXab7a8cTas80tA7pQEykqafBNLH+gNSZbwUaD7kZAUxcrrB8bZ2iwOtr97nqP7K4bMYNQZVHzsgYVk5MT5NXfUtARa9lT4NUaoUSfqUcrlY68qZJH2E6slvP5iydMtmtExur560UHF15Xz0EMNWQZVq1ez6fbZbLp9NrXV7ex6v5jODhvxiQbWbJo+ME3eD4xTE8edSOvSB6fVy0xsZJH2E5VaEfb42UsXmkI3WQBX61mT4oiNN4x4Tmq6ibvuWxC4SfshasZZvWYBXObxWxpAxjfkOGk/Wbp6crhNGJeICrjj3nlhtUFpUKPLGEcrUwk8dhf17xXTtKsM5xBdeWQmHrJI+8mSlZNQKOQ+gWMlNT0GnU4dbjOIX5EdbhPGhLWinY6T9bQeqKLs6cPU/mf8lgmQ8Q5ZpP1EpVbw6UdXhNuMcUd1ZRsXztb3/exwuLh4vpHqEBUvmih0nWukYevFcJshE0Rkn3QASEk3cevH5/L6i8fCbcqozChI5ezJCIgPluDfLxzj5rsKOLK/gvKLlwtQqdUKVlw/hRVr8oJuhqMlBJutQab9ZB0Ja3JDXrJVJjTIf9UAMbMwFY028u95VRUtKJSR4Z5xOty8+vyxARUCobsWx/b/FPHBu0VBt0ExDv5mo+KRsFzyrwSBTOQii3SAUChFChdkIIgCQhjKWXpLR7sdT4QWD7qSvdsvIgXZVn1uLOIEEGqPI7wRRjLBQxbpALJyXT6JyVHhNmNUJAm0+sgXJrdb4sSRqqDOIaoUJK4e/+nN2iGaRchMDGSRDiB6g5r7Hl7GqnVTwm3K8Ejd/9ks42Pl1dVbjCmIRM9KJnpOctDnCRbqRD3qeH24zZAJErJIBxitTsXK6/PHdd3nSCI3L7i1it02F1X/OkXHifrRT45AFHoVabcGpiuNTGQS+c+845TrbpjO3/+4P9xmBA2VWsHK66eQmmGitdmCWqPAGK3l73/cH7C08ahoDenZwW3LVL/5Ataqnka4AhFddElQi6hitHjsbgSVguiZSZhmp0yMzU+ZYZFX0kEid0oC2ZP9KwAUyfT2Kuz9t9slkZJu4pq1gXP1fOyB4KSD9+JotmC+1BLUOQKJ5PDgaLAgiCKpN0wlbmGGLNBXAfJfOIikZ8ZQfnH8iMBYee+NMwO6TL37+hlWXj+FnLx4ykqa/RpbEAUqSltJzQzeStpa0zHwQASvovvjbLVS/fJpMj85B1WEVcSzOW1sKfmQD8sP0GbrICUqkbWTVrAqdwmi4P2a0OVxc7q+iC6HmeyYDDJNoevrGGnIIh1E6mt96284XnC7JRC6u59LkoTD7mLr2+fwN6eitxTq8UNVLF45yX9D+2Gr76JlbwWWijYktzRuhPlK3BYnFc8eI2l9HsYpCeE2BwCL08oPPvg/Stsq+45dbCnnYks5J+rP8cUl9/cJdXFTKf88/SalLRVIQEpUIhvzryXLlMbm4g/YU3EYh/tyMSmloOCW6eu4c9aNYxL7iYAs0kFEjOB46YAhdXc/70+gmhB0dgSmgJDb7sJW24mttpOWvRXjVpivxGNzUfdGEY5lWcQvywq3Obx+bkufQEuSZ8CveW/FYSrbqrG7HbTbOrFf0WH8Yms5vz/wt2HHdkluXj27mTfOvcfizHnUdTYgCALz02Zzy7R1KBUTV8om7juLAKJjtKN3Lonwzaqw0LOUjonV+TWM5PbQtKucjpN1ePzoKB7ptOytwDQ3FaVOFTYbJEnig9J9gIRnmA98ZYf/5Qhckps9FYf6fi5pKeP1c1v42orPUpAy3e/xI5Gr67khxBTMzwBB6Ht8Hwoh1A3reucVInOl3z9bc+5i/1aHDe+X0HakGo9z4gp0Ly17w9u8wO6y02nvGlaggzq328GPP3yCqgDcBCIReSUdRDJz4yhckMGJw1XdQt3zAZZ6/0fo+ylgiAphyJZT/dlw6wymF6RhMGooPltPRWkLCoXIoT1l2G2RkeQyZXoScxf53hHb0WKl42zjVfOUEu5CUWqlGoUg4pHC03DTLbl5+fTbfHnZg2GZP5jIIh1kbrqzgJS0aA7vLae5yYxCFJg6K4X5S7Npauiks93Onu0l3SsQPwVFp1fxqYeX8tIzh2lpGro57qp1U1h0zeXNuKmzUpg6KwWAitIWKsIYkqZQCKRkmJi7KIs5CzMQFb4/6HUVN8M4qVESCJTG8NbmFgUx7PfDw9Unw2xBcJBFOsgIosCia3JZdE0udpsTpVKBQtktPjk92XSN9Z2cP1OP1PsxH+OnPTnNyLwlWSxc3l2D4uFvXMv2d4o4sr8Cm8UJAsTG67n+xulMm5067Djrbp7O07/ZM/Y3GSDu/vQiJk9NDMhYkjuMLdTDQPzy8DcvCJfrrhenx4XT7USlCJ9vPhjIIh1CNNqhPzzX3zSD2qp2Otq7oxmkfiqtUAi4XcOrtkIh8NBjqwYcEwSB626YzrUbp9HWYkGhEDF5sQmXlhnLyuun8OH7xaOeK4jdO6KBckHqo9QBE2gAberVU3DIOCs5IuKltUo1Tkd4ezBanFZME0yk5Y3DCCA2Xs8DX1zO0lWTiDZp0WpVZE+K445PzmPpqpF7KM5dMvzmmigKxCUYvBLoXlZvmMr9X1jOpPwEVKrLHw+1VoEgMKAUa2KKkRXX+d/jURDg0cfX+D1Of/Q5MQEdLxIRtUriV2aTsiH8Bb1qOurodJjDaoNOqcWgHrmx8XhkQq2kW6wO9lQ1U2+2YVSrWJoRR1a0HqfbwwfljeyqbKLJ6sCkUbE0PY7rc5PRqyKjY7QxWsvaG6ez9saBYUTTC1Ipv9RCZelgX3FqpolNt88OuC2ZObF84qElg463t1opOlWL0+khLdNE7pQEBEFg8rQknn1in09zxSbo+exXV6EK8N9BGCmkZhwhqEQkZz/XjQDGqQkkrp+CIkI+uwBvFL0fbhNYM2k5SjFyfieBYsKI9O7KJl44UzkgBGh7eQPXZCbQZLFzrvly9l+rzcE7F+s4Xt/O15ZMQa+K3F+DIAjc/8gyTh+rZve2EsxddgwGDcvWTO4O8QshplhdXwbg2UMf8sKv3sHldJKSNZms3AIqStu8Hmv2/DRu+egcvzYHR0UhwCiRLhGNAFF58cQuycRS2oqgUWDMi0cRxnjo4ajvagzr/PG6GO6YuYmajjpare1kmdIxaiO/trs3RK46jYHydgvPn64c4Mvt5cOKJoCBsco9gRTVnVZeOlvFfYU5IbHTH2bNTWfW3PRwm4HDbudvP/kKDtvl6JGSUy14PIcxRn+Ezo6RRVGtEbn7gUXk5AU/lTl6VlLklSAVBQxT4jCf9662iavLgSZejybC60XH6WLCOn+n3czn3voWNtfl+uNqhQq1qEav1nJD/hrW560el30gJ4RIf1DeOKRAQ79AiWEi3PZUt7CnuoXCxGg+N38yighM8IgkXvz14wMEuhdRlBCsr3Djnd/gzPFWrBYHKekmFizLRvJINDeZSU6NJjktOmS2Jl2XR9eFFjzWEG1miQKiUsDjGDqyRNAqyX1gHgq9GtdaJ6VPHQTnMDe1no+hyhT+DUFvWJWzlN39MgFDjcPjhCt+7Q63E4fbSZfTzDPHXuZfp9/mdzd8H6NmfK2wx41IuzwS9WYboiCQYtAM8DmWtY2+YTHaQ++Jxg4+9+4xfnrtLGJ14Y05jVTOHtlFV/vwK0BBgEvHX+GTn3180GvBrgs9pD2iQM4D86h94xzWqo7RL/AXj4QkiGhSoxAUIi6zA8nhRhWtIW5pFoZJl0vXKnUqcv9rIRV/P4a764qbSL91QvTslODbPUZcHvcg329ByjRitSZabe1hsmp0LE4rD77xdb6/5jHyEwJbuCuYRLxIS5LEe6UNbCtroNXW/WFWigIJOjULU2NZkZmAehi/5lhzGSTgOx+e5bfr5/hn9ATkrb/9hvLzJ0Y9r6mmctRzQolCpyLj7gIuPXkAtyX4K2rJ7sZe2wWAoBRR6JVIbgl7fRfaFCMK/WV/stKgJuuTc6n6x0mc7YOLScUuSEeXHronj5FwuBy8dX4r2y/todnahlFtYFXuEm6Ztg6jJgpBEHh40b388MPfhdvUEfFIHv572895ZPGnWJkzeHM8Eol4kf7XuSq2lQ3clHB5JOrMdt4qqWPzpXoWp8ZR3jF0ht1Ysbo9FDd3MiX+6omzHY3db//DK4GGyIyqkCQpJAI9aF6XB1eHA1eHA3uDmeb9lYgqBaJGgTpejyYpCm2akdRbpmMuaaazqAm33YUmQY9pTipRQW4d5i1Ot5Mf73qCc40lfcc6HWbePr+NYzWn+e6ar2DURGHSRcYNxRv+cPB5lmUtHBfRIBEt0o0W+yCBvhKXR2JfdTNxOjUtNseI53rLwdpWWaR7sHS2c2Kv9+FVqTnhj9m9EkEQIqPaoFvC43bhsblwtduxXGrtPi6AIS+e9DtnooyKPB/0B6V7Bwh0f6o763mz6H3uKbwNnVIbYst8xy25efnU23Q6umi1tpNuSuG6SStI0MdS3FyKR/IwOS4Hnar7Pbk9bjodZvRKLWplaN2hES3S/73jjFfneQCH20NalI6aTiuMVh50FFweiVeKqjha14bD7SHHZOC6nESmJ4yflUJ/3G43lq4O9IYoFMqxhW+VnD48qF70SFx3R2QWuNEkGrA3hDfZYlgkMJc0U9VsIfOeQhSayPpa7iwduVfnjrL93FN4G0lRCRhUeszOwDzVBpvXit7t+/eR2lO8WfQ+GoUap6e7yJhWqWFBWgElzaXUdnUHJwgIZESncvuMDSzNmh+SBgSR9Wnox1NHL125WTsiHQ4XXU4XyVFabs1PI1Gv5vu7i3ya+1h9G1bX5fKWpxrbOdXYzp3TMlibm+TTmKHG5XSw860XOXdo58AXBIFrbvw4hcvWejXOUJEcI9FYfQnDtMIxXRMKEtdMpuqfEVyAR+pui9Vxup7Y+eEPtexPm23kTddOe1ffZuKds27gb8deDpFlgcfudiAgICFhcVr5sPzAgNclJCo7avi//X/lt/uf4dbpG/hYwc1BtSkiRdridHOors2na+vNNo7UtfLgnFxyTHrK2scmMkoYIND9eaWomsJkE4n6yHsk7c/x3e+x+51/Dv04IUnseusFTu3bxke/8F1U6oHvxdzRxrkju2lrqkNnMOJ2jq106VhW3aFElxFNyg351L1zYVi3h6BRINnDW3u660JzRIi0xWGly2khRhtNUlQCzda2Yc/VqbQ8tvn72N0O0oxJrMldzs6y/bil8VnHe7hw3qHOe+3cZmo6anlsxUNBsyciRfpMk3/hUsfq2uiwO7lvdhbf31PkdZSHTiFiH6H3k4TE3qpmbsmP3KaYJ/ZuHV6g+9HWVMdrf/4pGz7+OS6ePoLV3InN3MW5o7uR/Oh/lT1lls/XBhvj9CQMUxOoe7MIS2lrd4/Dfkjh7t4igccevnrebo+b8rYqXju3haM1p3BLHnQqLVPicpAkadCmsCRJSEiYHRbMju7FUIu1DbjA+rzVZJpSaba0MCV+Ek63k1/vezr0byoEHKg+Tk1HHWnRwQmXjEiRdvhZZtItSTRY7OTFRvH4sqk8dbyMevPlTKRotZKPz0xn88UGmix2otQq7i/IxuHx8JtDQ2+Q9NJkDczmZDBwu1wc2fEfrx3yDVWlPP+Lb3avHCTJ71WwIIqIyoj8SPUhiiJpt87AWt0Rke4PZ7sNV5c9pBuIVe21/Gbf01S01wx6zeq0cbK+CINaj9lhGSDUI604t5Ts4PFVX2Rd3krcHjd/OPj3oNgeKfz58It8Z81XgjJ2RH6jck1jT4G9MlHQ0FN8Jstk4IerZtLpcNJkcZCgU2PUdG+ezU8dGOJU2zV6d4tYTeTVTeilrvIiVvPYnkI8nsCtHiWPh6baChJSA9MU1dlaR9fZPXhsZtSJWRimL0VUBUa8Os40DP1CmKNAJKeHlgNVJAWguqA3nKg7y492Dh/b7JE8iIKIxWllde5SGs3N1Hc1YtREcal15JZdfzz4d/5w8//yypl3Bvl2JxplbdVBGzsiRTrNqCNKpaDLy950V0bmZkXrSY0aWJ7TqFZhVI8ssKlROnJNBkrbh48CWJYRGbGrQ+F2hb/1ldXcOfpJoyBJEi3bnqX94H+gXzumxv88SfyGz2Ca692m50g420a4IYdTqAXoPNtA4ppJQY85tzpt/HTXk16fX9fVwPfWPAbAwarj/GLPn0Y8v9naisPl4N3iD/yyczygCWJYXsRWGzGMoQxj/8+yUhC4Y5rvGy8fn5mJTjn03DdMTiElKnJjQZPSs1GOMcQukAiCiCk+2e9xOg79h/aDbw8QaAA8bprf+QOXfnoP9voyv+ZQGkb5UgVQHwWll1+znjk9Dvcgf3kw2HpxNy4vnqR63WBdjsub8LVdwzyJXMH+yqOYneHtvxgKbpu+IWhjR6xIZ0Z75/LoL+ZT44x8efEUpvqRiJJl0vONpVNZnhGPVqlAFAQmxRj4zJxcbu63YXi8vo3fHirhfz48yy8PFLO3qhlXmHvqafVRTJu3nBHbkweRrPxZRMf6V91O8rhpO/DWyH51l43qpx/j0k/uxnLJu0zIKzHOHDmUUpcVEzChzrp/HoJqlK9av7lU0VpEb4XdDw5WHffqvF7fc3q/jTGtwju305OHJrYvGkAlKlk/ZdXoJ/pIRLo7AD41O4vDo4ThKUWBn6yehdnlQq1QYFQH5u2kRGm5d3Y2984eum/cc6fK2VN1udBQvdnGhZZODtW28vD8SSjDWA5x+aa7KT9/ko7WppDOa4xN4NrbPuX3OK62BtwdXtrudlL3j++TcNMXiC5YPaZ59NkxGKcl0lk0OKNVoVORtGYSneebaNk7st91NJI2TkFt0pK8IZ/6zRe6ey9eef+54mYQXRCaokpj3SheN3ll37+nxOcE2JrxiUJQ8NTNPwnqHBG7ktaqlMwcZUX8yLxJaFUK4nWagAn0aByubR0g0P0529TB1lLvHgODibkrBBXfehAEkbkrN3L3F75HlClu9AtGwdU19m7lTW/9jtp//XhM1wiCQPKmfBKvnYSqp72YoFQQPSuZjI8XoI7XE78si8R1k713VwyBMb/7ycI4NYHMjxcQPTMJVYwWUdPzBHiFQOtzYoldEJoQz+lJeV6fa9IYaTA34elxQU2KyyZGO3IGrkDkxs0HCp1Ki0IRXO2J2JU0wJcWT+HPxy5ysHZg+UMF8KVFeUwLQ5p2bxOBYV+vbGbD5PCVl+xobcTtDG6YoEKpIjEti1mLryVv9iKUqsD5wW1l3pUCuBJryWEu/eRjJN3yRaKmL/XqGkEQiJmXRsy8NDwuD4JCGLRZF1OQSvT0JNpP1tF1vgm31Ynb2l1/wyv6aZQmKYrkDfl9P5tLW2k/WYezzYrSoCZ6ZjJRUxP6ekgGm+vzVvJG0Xujnicg0G7v5KnDL3Km4QKPLL4PSZKYlzaL7Zf2Dnud1O9//UWrUGNzR174q8Vppaq9lrwgPllEtEgDPDh3Mg8UShyqbaHRYmdSjIGZiaaw2dNgsY/4erPVjssjoRzmi3auqZMDNS2YnS7SorSsyEwIaAajSq3p9kkHaAUjKpTo9FHEJqURn5zOpJnzSMvJRwiSS8dlbvX9YreDhn//AuuctSTe8LkxXTqSD1hUKYidnz4gE7D9bD0N74zcVV2VoENUD78BbsiNxZAb+jrbvSQZ4vnMgnt46vALXl+zp+IwTeZWilsuebXpGCiyYzLoclio7WroW81HAh7JgzrI3ckjXqQBFKLAkvTgh7453B7abE70KgVRw7hPotRKWkeotqdXKYcUaLdH4s/HSzlW34bU0yXmeH07711q4JOzswIW2meMiSclYxJ1lRcDMt5dD387YHHP3qCKSQZBHBzZMQY6j29FmzEVY2FgO5D3xzQjGdwSDVuGT35KWJETtPkDxdrJK0jUx/PjD3+HZ9juRt2FhUDCI0mcaxr55hQMXJKbX278Nsdrz3KptRyX243N7cDhshOvj0WjUPPciVdDblconnnGhUj7i9XpprLTglIUyY7WD2qR1Wp18JcTZVxsM+PuidAQe3qYKkWYlxzDxsmpZETrWJoeR8UQ9UB6n5KXpA3tl918qY6jdW2DvgYuSeKZk+VkRevI8DKiZTSWbriD1//yc7/Su6Hb36w1hLZkq7HgWlo//BeSy79H26YtTxNVcG1QY41Ns1PwONw07Sgd8FQvKAQSVudGTD3o0bC6rMMKdC+9KeDhIi0qGVEQmZc2i3lpQ5ceSDel8I+Tb1DWVhUyuyTgRzt/x683fge9Wjfq+b4wYUXaI0nsrmjmzZIa2nvqIQhAjFbFjXmprMxKoN3u5HxjJ38+WTbo+t4wVZcHDta2cbS2jRvyUznb1DnkR1WSIFGnZuPkwXHCl1o6eau4dsSP+Pd3F7EoNZZlGfFMTzD6JS7pk6Zx8/1f4Z3nn8Bp9yFGtWfuzCkziYoO7eO4wmAiYeNDNL79e79cNpLTjr3qPNrMaQG0bjCx89OJmZNKx7lGnC1WlCYNxqmJKLTj46slSRJPHHh29PMCLNBjzReanz571HMSDfE0dnnX4DeQtNra+bD8ABumrA7K+BH/SfJIEjaXB61SRBxGuBxuD4drW6nrstHhcNFksXOpzYzzirhlCWi1OXn+dAVvXqihw+Hy+oPiAt64UDviOdMSjET3pI2Xtpk5VtfGodoWmrxohCoBB2pbOVDbSl6sgccW5w/r1/aGzLyZfOY7T/DXHz6K1TJ0FqBCpWbyzPkUnxycsqvR6lm+6aM+z+8PxoLVOJuqaNv3ml/jONsbgi7SAIJCxDTL/ySecHCqvgh7WDbkumW6tyzoSGiVGhalzxnxHI/Hw3e3/wqzKzyJMyfri64+kbY43bxzsY69Vc2YnS70SgVL0uO5IS+lz19c02nlX2erKGrpHFM/QwlodwQ+hXpXZTMddicgcKqxfcw9FnspaTXz+I7T/M810zGofP8TCYLADZ96lDf++guc9oE99BQKJZs+8QhZeTNJyZzEqf3baWuuR6FQMnnWAhZceyOxiak+z+0vMSs+Qsex9/HYunweQxUbeU1cI43i5tKwza0Slbil7rjx4YRaQOBLS/8L5Shhbt/f8Rs67L5/VvxBQEAMonc6IkXa5nLzywMXqOq8fFe0uNxsL2/gXFMHjyyYzDMnyrnQGp4/ykicaOiOUfY3iqrF5uTpY6U8usi/dlQpWZP52KM/4NS+bZQVncAjecjKm8nspdcRl9Qdj1uwbC0Fy9bidNhRKFWIYUzG6UVU60j95Pep/tu3wDm4Seuo12sNaNPzRz/xKketCG0rqF6uyV5EfkIufz36UrdrbwihjlIb+PKy/2J28shPQ63Wds42hn4zsxdBEJiTOiNo40ekSG8vaxwg0P2p6bLxgz1FWLwsvhQ2AuDCO93UyR+OXOLumRnEan3/MkXHJrB800dHdV9c2QAg3GiSssn56nOU/fijjPUXmrBpbCF4VyuLMgp54eRrIQ9ryzClsi5vFdEaI6+de5fytmqQIE5nYlpiHtdkL2ZO6gyv2lNtvbgrBBYPT6I+jhXZi4I2fkSK9P6a4bPOJIh8gSZwRdSO1rdR2Wnh/y2ZSow2MsqkmjvbOXd4F1WXihAEmDZ3OVPnepdAMlZEUUH8hgdpfvcpr85XGONJ2PgQhinzg2LPRCM5KpE1ucvYeml3SOddmbMYgCWZ81iSOY82azsSEKsbew5EKOO1ryRJn8Djq76AVhm8BU5EinSnffSNtquJJouDLZfq+eiMjHCbwrkju9n+778h9ftiVBaf4f2XnkKp0ZKcnkN+4RK0+iiKju0BSWLONRtIz53q85ym+etpfvfPjHbrS7z5UYyzV454jsxg/mv+xzjVcJ76rsF1TIJBbmwWcbqYAcdidCY8Tjsdx7fhaKxAoTFgmLkcVWwKnWd207bnVVztjQiiiCZlMnHXfhxtRrcbZHnWAl479+4QMwWfn677JgZNYEJnhyMiRTrRoKG8Jxa5N/FjvBHApD+g++ki3CJdX1XKtlf/Ouwbc9ltVF8qovrSwAbApeeOo9EZ+MRjP0FniPJp7uhFN9Bx8O1hXxfUOlmgfUQURVKiEmnoakLq7/YIQoy5UlTw0IKPA93hf67WOkDC2dFEw79/hcdmhp5OQa27/gUKJbgvb/JLgK3iDDXPPk7MijuJW3U3WTHppBgSqTOH5ibTn2Zr69Un0tWdFqJUCp8jI8KJKAy8qYgCAXkf3S4eFx5JGjYMMRSc3LvV5zuP3WrmuZ9/jYe++wefrk+4/n7M5/bi7hzaFRZ//f0+jSvTzbTYbE7Wnh1Qcc3T+7f28zPX61c2qHQ8MH0Tmrf/TFljJR6nbYAAD8kIr7ftfhmUamKX3YZOFZ4673Y/k668IWJEesvFOl45P7jHWiQyVCC+AIiCwLKMeJINGt69VI/Z6UIUuo/rlQo6/Aj7S9JrwirQADVl/u2gO+02zh3dy/R5y3y6PvPzT1L/ys+wXjrelzauMMQQt/Z+jLNW+GXb1YzkcTPr6B7eVnuw9gtL6vucS5JPQj09IY9lMbnUlx8nurOTGTXNKM8+wcjVb8ZG244XqMFJeXs1oiCGfAM0NzYz6HNEhEi/dr6Sdy6G/lHFV768KI8skx6XR8LicHGhtQtREJiZEE2crjsK49rsRM63dOJwS2Sb9MTr1JS2mXm/tIEzTR3YXW7ckneZVwKwMsu/Yvr+YDV3svWVv9DZ6v/f6NiH7/gs0qJSRerdj+PxuHA2VqMwGFFG+V8e9Uocra2U//0FrLV1qONiyb7n4+jSRo8Zd1utmMvKEVUqDLk5CArvuwuFE8uFw6hqLnGfRsnzyUY6e4pNCT3/DZK9QU9TwoAiFlPicvnKsgdRnNxJy5YXmAJ+1WIZDcXeNxGzTHgEAVEQQ5bCXpA8fdT47UAQESI9ngRaAKb3K5Fq0qhINQ7O2VcpRGZdUa0vN8bAZ+bm9v18or6NDyubqGi30jbCZmlBUjRrskfuJBIMbJYu3vjLL2isKQ/YmK4AlFEVRSWa5KEbMoyG5HbTcvgIrYeP4HE40WWkk7jyGrTJSUgeD+d++gta9w/MwGzevZeEFcuZ+rWB3aCdHR007dqNvbmV9jNnsJSV43F0vz9NYgJJ165Cl5GJyhSNadbMoFUO9Bfz+f0AZNpdfLWihTMGNXVqJVqPxKwuG60qBX9Ni0G6YkkhAgqPB6cogtQdL3xN9mIeWXIf9tqLVH/gfXU9f1A7bEyxaDlv6HZ5CIIQ9DrWCbpYvrXqkaDO0UvYRfrdiyOnWkcayzICt3IrTI6hMDkG6G7H9fqFGmo6bUh03wzidGpuzU9lUVqcz66ORoudi61mbC43pW1mPJJEYbKJBalDv4+asmJqSouQJImD297wu0jTlVi6OrBbLWh0wd1sGYqmPfu49KencLYPbIpQ8cI/iJqaT9eFYhjm/Tbt3oMuM4Osu+8CoObtdyh/7nk89qEf3u31DVT+8+W+nxUGAzn33UvKurVYa2ppP3UaVWwMcfPnhX3FLbkuLxBUCBSaHRR02fvkOM7l4YsNNg5poFivQgDyLA6WtFsxuTw8lW6iVqMizebiU7NuAaDjaL861SEo/G9wX/67BdvlEaU08JsbvudVDHcgCLtIn6gPXRcRf4nVqrivIGdM19hcbg7UtFDaZkElCsxNjhmygNKc5BjmJMdQ02nF7vaQGqVFO0xDXG+wOt388dglzg1REGp/TSvPnqzgK4unkBtjAKDqYhHvPP87HLbBFf4Cicth58jO/7Bsw51Bnac/9qZmSp95lubde4Y+QZLoKjo/6jg1b75N1t130XzgEKV/eWZYQR8Kt9nMxSf+QOlf/4bH2i9RSxBI2bieyQ896PVYgUaTkY/5/OWnB4Hu5gd9G+AKJaldZm7ukqDpcin/3tdvauyiSa2ksMuG++QOWHYbzubqkNkvAGJsKrjbRz03EHS5zPz1yD/57KJPhmS+sIu0aZxUCwO4ferY2hqVtpn5/eGLdPYr5LSjoom0KC1fX5qPfoi6HGlDuE584Qd7ztFoGd61YHN7+Mne8/x2XSFdTbW8/vTPCFWwY9GR3T6JdNvxE9S8+RYdZ4sQVCriFi0g/dZb0GcODE10dnRSv20bHUXn6TxbhKsjMAsBt9mM22ql5vU3xiTQ/Rkg0ACSRN0772Kvb2DG/zweACvHjrHgWtr2vIrniht07zJC1Bpwm9sHrIiFfq/n2F3k9FSa7Di6BW3WdERdb6hlfzkPEqKS+9Z/lbb9f6GkpSy4c/XwYdkBPjr7Zp+Sb8ZK2J1kyzPCtyE2FrQKkbkp3pfttLvcPHFkoED3UtNl49H3T/L+pbq++tWB5Ie7RxboXjzAq0U17Hjj74QsGl0QsFq6cDlHT1hyWax0nr+AubSMmrff4cz3fkjrsRO47XZcXV00bN/Bya9/k45+q+CG7Ts4eN+nKf/b32ndfzBgAt2LxyMNmC9QtB45Smfx8A0EgolCZyTlzm/0E9bL6PMXIup6a4qP7nJztTdS89y3cVs6uzcLQ9Hj0ONCPPgOP1z7Nb635ivogpj914tLcnOo2rdO9WMl7MvYWYnRmDTKvprPkYgAfGJ2FhqF9/e0g7WtdNhHLoX6UlENLxfVcENeCpsmp6Aaw/jD8XpRFeUd3pdrPF7fSnZFYLq4eIs+KnrEvogeh4Oy516gYft23FZbT/B5TxjYFW4it9XGxSf/SOEvfkrXpVKKf+tfHeoREQVc7e1BSfIAKH/ueWb94LtBGXs0tJnTyfr8k3Sd/hB73SVEtRbDjOVo0/NpeOsJnE1V3mVo9fhp7dWBv5GNRMeJ7cSt+QRTEyazNHM+20uH770YKHaXH2RdXvATqMIu0oIg8M1lU/nfvefpiEChjtOq+PScXPLjxpYpV9pm9mptKgFvl9RxoqGdry7OR6/ybxNp86WxdSu3Ol0Ds8yCjSQRHZs44innf/4rWg4fGXBN3/9fKdaShKW8gn13fixIBvfDI3HiK18Dd3BqRZjLK4IyrreIGh3R89cPOm5asIGu0x+OLYwuxF3CPfbLrppN+WvYVX4Qpye4elLSUobFaUWvCk5Hll7C7u4AiNdp+Pma2dw/O3S99LxBBNZNSh6zQAOox7gqruqw8mqRf5stfztZPjimdRScHtBHhbaxb0NVKV0dQzecbT9zdmiB7o8kdfuEPSF6nO6H+0qfcgBRGn1LmQ82mtTJJGz8DIKoYFSXR6hcHFcgai4LZUZ0MnenTeFKp4cArMlaQJzW1NOz0T9cHjdttuAHPkSESENPtl5mAp+YFfwMHm+RgLk9IXJjZazXScCBmhafK/ztq2piT9XYWwe5gdjFm3ya0xcEQcAjeSg5eWjI15v37Lv8Q+/K+SohaeU14TZhWKLnXEfGZ3+LKsGb+jGh/5tFzVrV9++a4s2kWar5fKyRjQYtS7Vqrtdr+UJMFMscNVjsnQiC4LdQC4JAtCb4N9aIEeleVmUlsiqM2XX9idYo+zIIx8oUH1bfTo+HFuvYk2Y9ksRzpyrHfF0vp9UZ5M6Y5/P1Y6E3ycA+TKif22brf3IoTIoMFApSNqwLtxUj4mgo7w6tC1F8sLcojPHErfkEAG6XjabqgwCoBYECjZqVei3ztGp0oojT0cWCqO5kNH+FelJsFlFqg/9vYBTC7pMeik/MymJRWiw7yhu50NKF2eHG1fOFFeh2R5o0StptrjE/3o+FZL3vu8S+Jp/ofGiXtb+6ue/34wuVnVa+ec8j1F46xwf/foaO1iafx/IKSSI+OX3Il6Im59LwwY6rS6AB3G4ad+0BQaDjXBEKrQZj/hQSr1mBQhdcn6e3dJ3a0fOvyPnb6KctI+nWLyL2pGdbOmpwj9KzsdAYz96ubjfFcF1hRkMURD6/6FO+GT1GIlKkAfLjjOTHGft+trncHK9vw+x0kxalY1p8FPVmO9/bfQ5XEMLYRIExhdwNRZZRR8UwHWauRACmxEYR78PKfVelfx2Se2NeM/NmcO//+zkv/vpxWhqCV+xKVCjJnTF3yNcSV6+i4h8v4eocunnuRKb0z38Z8HPD+9soffoZ8r/yKPFLFofJqsu4uobeRwgXiugEUj7y2IBj3X7zkcmISWey3cPFlu5yB70rakmSiNYY6XKYcUvDux2j1Ab+34rPkmkKTQ/QiBXpK9H2NKLtT0qUlt9eX8jP9l+grD2wmXLxOrXfKeCfnT+Jb+0449W5GqXIR6YNvbocibNNHZS1+f7eBWBGYjSKftXPbv70V/n7z/8fbldwdsc1Oj2KYQrTKA0Gpn3za5z59veQghRFMZ7w2O0U/eTnTP/vbxK3ILzdZpwGU/eKs99TbTiJWXLzoGOG6AxUmmic9uE39OKTC/j2tNvYXLyDHWX7aLG2k2SI59rcZazPW4nFaaXR3IJSVFDSUk5pSwXt9k5yYjKYnTKNqQmTg/m2BjFuRHo4VAqRx5dP41BNC08dLwvImNkmPQ/NzR0yI3AsJOo1/M/yafxoTxEjyc2MBCO3T00n2zS2ehbl7RaeOHLJL1eHQhTYODl5wLGo6Fju+8aveP9fT1F58WzA63eMFk1imjmTtNtuofqVfwd03nGLJHHuB/+LLjuLSQ/ch6lgdtCLNXkkD8drz3Kk5iQWp43K9hqU5nI+3fNZE6Gvxkw4UJiSMBZeN+i4ICpIzV1DRdHrQ16nN6ZjSpyOIIjcNmMDt83YMOgck0KFSdvtt86JzYTQavIgxr1I9zIr0YRKFHD64frQKgQenJNLgY8RHUORadLzx03zOFzbyhsXqmm2OhGAybEGNk1OJjPagEHt259h88U6XB6PV+VOh8KkUfGxGRkD3Eq96AxGbn6g+1HywPuvceiDtwLmJ86cMnPUc9JuuoH6d9/D1RV5HeHDhbW8gjPf+T6IApkfvZOsu0duLOwrXXYzP971BBdbygeW/dQqeTElmhsaOon1XK7hEWqhVmfNJO2ubyCqhy70n5i5FElyU3txKy5Xt7tRQMCUOJ3sGXcgRNjG52hMGJHWqRSszEpgW9nIZU/1SgUzEqIobbPQYnMi0ZOwUpBDfsJgsQoUC1JjWZDqn4+7P5IkcbKhu6CML626Pj9vErOTolF6sSJbfP1tqLU69m35Nx63//0nC5ddP+o56pgYpn79Mc58+3t+zzfh8EhU/uMlLOWVTPv6VwM+/JOH/t7nr71yQ+1MlJazBg131ncwtyuQ5fu9QKMn7aPfQps5fdRTk7JWkJC+mM6WEjxuJ/rodDT6+FGvi0QmjEgD3Dktgy6Hi4M1rQM+WkpBYHFaLAvT4pieYAx7h5NAINGvvRFja9UlAnNTYsY039xrNlCwdC1P/+ARnA7/vpye0Vom9RBTUEDM/Lm0HTnm13wTlea9+2g9cpTY+YELn6zrbOBYzSmAYTNRJUHgpeRoRDoo7Clp2v8bpYxNwdXWCCNsvo2VmOV3EHvNHQiK4csJXImoUGFKHF3QI53xte4fBYUo8F9zcvnR6pncmJfCNZnx3FeQzR82zuW+whxmJkZPCIGG7hC/ybG+BdInR/nWD06hVHLXI9/pC3fyld3/+afX5+Y9/DlUMTF+zTeRqX33vdFPGgMlLWV9C5wR7/mCwD9TTDybEk2dVg06I80GAy+nxfGdBJHnspMo03ovqCPNk3z3fxO3+mNjEuiJxIRaSfeSqNdwS/7YyoqOR67PTaKktdtnOxZ3x7pc37u8xCamUrjseo7t2uzzGK2N3jd60MTHM+0bX+P0t7+L5EXlvKsNa3Vg6zarFd0hoN4Wzi+K0lJ05U1fcnFWIXEuPYb1zWZW+xp9JCpIueub6CcPHa55tTChVtJXG3OSY7hzWgaKMTwd5MboWZzmX2hh4fLrUSh9X9WMpVaIuayMcz/6sSzQw6COD6yftSB5WmBKffY0DdgSb6DGh41xQa0j85E/XvUCDbJIj3vW5ibx42tnsSY7sS8pRRSG3nFPj9Ly5YVT/C6JGmWKZc1H7sfXff1Fa2/x+tyyZ57DZQ5ut5iQEmB3W8rawWFo/qBVabll+uBKeD4hCEgI7MrORGlKBJUWrkg2ETR6Em5+FOO8dagSMlEn5xK//tPkPPYsKmPgmwyPRyaku+Nqw6RRcdeMDE41dtDUU/tD6C/UPTs7H5uZic7PUqi9TJ2zFJvZzK63x9ZsNDE9h/RJ07w6197UTNvJU76YFzkIAqoYE9n3fgJtchLnf/EbnC0tARnaOG0qCSt867w+ErdOX88/Tr4RmI7bAlxSi2Q98se+Q/baiziaqlCaEtBmzuhOzZ4d/LrM4xV5JT1BEAWBW/KHSVMVYEZCNFPjAxtiWLh8Latu/iQqjbY7uWKEVaIgCEwpXMydn/+21+M7A9xVJSxIEsapUzFkZ2Mpr8TZGqDUalFk1g+/F7QmtkZN4AoHaZQDSx1oUidjnL0KXdbMQb0+ZQYjr6QnEIvS4hCAN4trabB0r6jVCpGl6fHc4UPKuTfMXrqG/LlLuHj6MNauToxxCYiiAktnO1qdHl2UiShTLNGxiSiUY/u4aRITEJVKPEFKTw8VLfsP0LL/ACgUAUsIMuTmII7Q3cZfVuUs4a3zWwMy1oa81QEZZyRcLhculwut1rfIpUjmqhJph62dztaLCAgY4yaj0kSH26SAszAtjgWpsVR2WnG4PaRF6fzu9jIaGq2eGQsC/7iqMhqJX7aUxp0fBnzssBDAWiTR06dz9JFHcVutGHJyyLz7LoxT8gI2/l2zbmJX+UG/i9rrlBo2TV0TIKsGU1dXx/vvv09DQ3dHIkEQSE9PZ8OGDZhMoW1mESwEKUB3dkEQdgCrVq1axY4dOwIyZqDwuJ2Un32F1roTfX42QRCJT1tA5rRbEMXg3asu1bRzsriRKJ2KVfMyUSllD9NYcLa3c+yLX8HZ1hZuUyKetFtvIvf++wI2ns1l5+e7/siphiKfrlcrVPzhpv/FGKTC+FVVVbz88st4hqgto1Qq+eQnP0lcXORvPq5evZqdO3cC7JQkafWVr0/4lbS1s5bzh/+E22kecFwCmqoPIkkecmbeGfB5a5q6+M5T+6hrvhyZ8H//Og5AbpqR3z4WvNXFREJpNKKKjZVF2gtqXn+L6OkziF+yKCDjaZUavn3towAcqTrJz/f8EY+Xm4lZpgx+tu6biEEqBOV0OnnjjTeGFGjodn+89957zJo1i+LiYpxOJ8nJyRQWFhJzRXKUxWLB4/FgMBgi0kc+oUXa3FZB0cHfDf2i5AFBpKXmCKmT1qLRBa6uRqfFwVd+vROzbWhfamlNJzc99gYKER6/fxELZ4SmLu14pPXoMSzl5eE2Y9xQ8sSTARPp/szPKOCFO37HA69/FavLNux5WqWG++beyZpJywNuQy+VlZW8+uqruEdxH1VXV1NTc7kuelVVFcePH2fTpk1MmTKFsrIy9u3bR21tbV/HIJVKxaxZs1i4cCFGY/dGe2dnJ0ePHuXChQs4HA6Sk5OZO3cukyeHpjzehBbp4mN/GfkESUISoKOpiMTMpQGb980PLw4r0P1xe+D7f+lu9aNRiaQlGLnjujxWFKYjipF3Rw8HTbt2d/9DFLsbz8qMiKujE5fFglI/trK33qBQKHjm9l/yna2/5HzLpQGvCQgkGuL4/pqvEqePCfjcvdhsNq8EejjcbjfvvPMOq1evZvv27YNW4k6nk2PHjlFSUsLixYvp7OzkxIkT2O2X69VUVFRQUVHB0qVLWbo0cLoxHBPWQdrZcgm3c7QkiJ5yi2NpVe8FO45Wjfkau9NDaW07P3/+CA/9ZCsu98g2ud0eSmvaKavtwB2EzjSRwoBEliDXUJ4oODuC19VGFES+e91XuG/unWREpyIKItGaKDblr+GH130tqAINsHfvXp8EWpKkvv9cLhc7d+4c1lUC3avnrVu3cuDAAWw2W99Ku/84+/bto6mpCYfDMUDEA82EXUk3Vu71+lxjXGAfW5wu/0S/rtnC957exw8eGvqR8fWdJbyx8yItnd0fjMQYHbdfm8emZbl+zRuJGHJzaD1yNNxmjCtUpuBGLSlEBZvy17Apfw0eyYMYwvrMpaWlYzp/uMAIpw9lBq4cS5Iknn322b6fY2NjWbp0KdOnB7byXsSKdEvtcRqr9mPrqgNBIComl+Tsa4iKHV2ILJ01tDac9mqe6Ph8dFEp/po7gKlZsew95X0RoaE4fqEJl8uNUjkwfO65d87y6gclA441tln502unMFud3Hldvl/zRhop69ZS8/qb4z5WOmSIIsoQNq4NpUDD8KIbCbS2tvLOO+/Q3NzMihUrAjZuxIm0tauei8f/ht0ysGN1W8Mp2hrOkD3zIySkD94YaW8sourC29jM9V7PpVKbyJ39Mb9tvpJ7N033W6QBbvv62wAY9SpuWTmZ6xZm8frOi8Oe//K2YjYuyyVKN3FKOmoSE5nypS9Q/JvfyULtBdqUwC44Io2cnBxOnDgRbjNG5MCBAxQUFBAdHZgnmohy8rkcZs4f+sMggb6Mh/Izr+C4oslkQ8UeSo79ZUwCDTB92ZdRqgK/wZKeZORztxcEbLxOi5Pn3y3i0V/tGNH/bHe6OXimLmDzRgoJy5cx9/e/IeP2WyPKL62MikKdmBhuMwYQO29OuE0IKvPmedfgQBfCp4mh2LdvX8DGipxPPFBz8f1B8cyDkTi795c47d2bIx63g6rzb/o03+ndP8PjCc7qbNPyXJ759vWolIGL0ugwO/B4JKQhhFqSJDweifLadirrg7dxFC60yclkf/Ie4hYtDLcp3QgCsQvms/DpP6KfPGnMl2tTU9AkJga0Kp6gVJKyfl3AxotE4uLiuOaaa0Y9b8mSJSGwZnjKysoCNlbYRdrjcdFcc5iSo3+lsXKPV9e4nRZKT70IQEPlPp+jMzwuC1XFvhevH42EGD3//unNvPXLW8hNDVzBGgnweC7vNns8Ul9JiH/vuMjnf7adh3++nYNnJ96qOvOjdyKMsQZIwBEEEASSrl0FQMGPvk/c4oXeCa4gkPvgp5n/xydY8PQfKfzFT0m9YROmwgLily9j6te/hqj1oZ6zQsGkh/4LfVbm2K8dZyxatIjFixcP+7ooiphMJrKzs0No1UC6AthAOayfdpfTQvGRP2PprOlOLhkDnS0XMXdUYesam4vjSpqrDpA19Sa/xvCG3351LQAWi4NHfrmDxjar32N6RnB9VNR18oO/HGBFQSqP3TOfM5daqGroJNqgYeHMZLQ+digPN1GTcpn++De48Ov/wxXEULMRkSTily3FVNjt0lLodEz/1jcwl5XTtHsP1a+/gXRlCKUkgQApGzaQduOmvsNReZOJyhsYXRQzp4CS3z9Jy8HD3c0OFApUsTF47HbcZkt3vLggoNDr0aWlYpyaT8r6dVeFQPeyYsUKDAYD27dvH/SaJEm8/fbbAY+yGCudnZ19CTH+ENbaHaWn/kFL3fGeymBjt0NUaFBpTNgtDWO+tj+JmcuITSnEGDv2x1ZfueWrb3jdODZQ9C709BoVD9w8k3WLB680mtutuNwSiTG6voQaj0fi6PkGispbUClFls5KJSslvMWpPC4XrUeOYm9sQpMQj8tspuT3f+j+LAU7AkAUWfbKP4ctE9p69Bjnf/ZL3FfEzsYUzGbat76OQuNb5xOPy0Vn0Xk8DgeGSbmor/Lej//4xz+orb28QR9pkR9333036emjV5+M2NodTkcXrfW9Bd19++V63Ha/BRq6Y6obK/dijM8nb859iCFoeHnrqjz+vaNk9BMDSO9n2Gxz8vuXjmPUqVha0N0LcveJal54t4jqhi4EARJj9dy4YhKLZibzo2cOUtVw+fHtxS3nWTknnS9+dG7YCkaJSiXxiwdG+Sg0Gir+8RLWnlRgQRCQAlh5rg+Ph46i85hmzhjy5dh5c5n3xydo2LqNrkulKHQ6ElYsI2ZOoV+1IUSlEtOsmT5fP5FwOp0RLdAABkNgXJxhE2m7uREpgC3fA0Fn8wUunfg7efMeCPpc9980E7vDzTv7SoO+8BsKCfjjayeZk5/I43/cS3Fl2+XXJKhvsfCXN0/z17dOdz+pCwwQmA+PVxMdpebBW2aH3vhhSFixnPjly7BWVuJxOBENeo4//GhQhNpSWTmsSAOoY0xk3HF7wOe92rDb7Zw7d46mpia0Wi3Tp08nPj5+wGcxEgU6JiZmUCEnXwmbSCt6Q98i7Bfc3nSOinNvkjntRoQgB+p/9iMFPHDzTDbvK+Pvm89id4S2NkVLh517vvPuiBmSvX+ebi9C9w+9bpD3D5TzsXXTIiouWxAE9FlZfT/P/MF3OPeDH+O2+r8H0B9tcnJAx5MZiNPp5PDhwxw6dAhXv/j4gwcPUlBQwOzZs9HpdFgskdn/8qabArfPFTaR1kUlo1JH47S3hcuEYWms3EVj5W7y5j6AKdG7fny+olYpuGXlZNYsyOTe776Lyx3am5YvKey9G5Z2p4fz5S3Mnxa5gmWaOZNFz/+Npj37aNq3j46Tp7o333oiNHwp2iSo1cQUji0OXnK7sJaewG3pQBWfjjZ9YmWGBpJDhw5x4MCBQfUwBEFAkiROnDjBqVOnRqy9EU42bdpEUlJSwMYLm0jbuhoiUqAvI1Fy7C+odQnkzv4YUTFZo1/iB0a9mr9/dwO/fekY+06Nj9A5j0dCGUHJJcMhKpUkrbqGpFXd8bXW2lrs9Q2oYmNxW62c/+WvcTQ0ej3elC8+3N3T0Uu6zu2l+f1ncHe19R1TJ2WTdPMXUScF93M13jhy5Ai7du0a0oXR/1ikCvSNN97I1KlTAzpm2L5h5edeDdfUY8JhbeL8wd9xdt+vg5b40kuUXs237lvMF++aE9R5AkluxvhrUaRLTSVmTiGG7Cyip01l4Z//yJRHH7m8uh5GgBUGAzO++20Sr/G+LoO19CQNr//fAIEGcDSUU/vi93B1+deYVvK4MRcdoHHzn2h85090Fe1D8kTWXo+3uFwuDh48GG4z/MKXwk2jEZaVtCR56GodWzWrcGPtrKHk6NPkL/hs0Oeakx9ZqcYj8bt/HePa+ZmkJBhQigKZycaI7G4xGqZZk9HEaXDbbLjtEpIkXI5ZlCTUsbHMf+rJMTd/bf7gBegTzZ6VYM9eh9vSQeex94m95i6fbG4/uoWWrc8iOXvdAgKdx7eiSkgn9e7/RhmdMOR1jqYq3F2tKE2JqGIjp9ZHTU0NVqs1IjcCvSUYnWjCI9IeN76G3YWTzpaLOO2dqDT+B6iPRGKsnklp0Vyq8a8JaCjYf7qO/ae73TOiAKkJBu5Yk8/aRePnMb7j2Ps0bX6K2Ek9j9AesLZKdFZIeDwCCp2O/Me+NCaB9rgcNLz+fzhqhwiz7Je4ZSk+TMzS2+g6s4uOE9twttR1i64oooxOwDR/A9HzLqd6OxorsdcUYy4+jOX8gSsHBknC2VhJ5ZOPEHvtxzEtvAFB7I7nttdeomnL09hrintOlxD10RimLiZm2a2oYkK3tyBJEufOnePMmTNIksTUqVMxGo3jWqAFQSAnJyfg44ZFpEWFCoVK70VR/sijreEUiZnLgj7PDz+7jM//7APaugJbTFwQurtoeILwZfBIUNtk4XcvH8dic3LzytC0F/IHe0M5Te/8CZAQhJ5oFhF08aA2gq1VIuezX8aQk4HkdiEoRv/KSG4n1U9/DWfz6M0fXHY7tS9+D1tlEVcuXJw2M02b/0TztudIvOVLdBx4A1vFud5ZRrWhZetz2CqLSL79MZwttdS++F08duuAm4TH0k7nsffoPLGNhI2fIXrO2lFt9peOjg6ef/55rP0ibiorK4M+b7DJzc1FH4SOOGHbOEzKWkHtxffCNb3vhKh+rtGg4W/fWc9/9pTy3v4y7E43Da3WEVPBvUGSACF4qxUJCQGBf7x3nnWLs9FqIjv9vOndP9Nf8Pp7apQaiEqBptd/RBMgaA0YC64l9pq7UGiHTlRwNFVR9Zevgcvh1fyermZsrTWMJLqSw0rDyz/2arwrrsRy4RDmCwfpPL4Nj22E4mUeN02b/4wmNQ9Nco4Pc3nPiy++OECgJwoj1RPxh7B9g1InXUdnSwldrZdGPzmCiEmcFbK5FKLAzddM4uZrutPV//FeES9uOe/3uMF8ouxNfLHYXRwuqmdF4ehpseFCcjuxV1/w/nybmY6D/8FWfobUj38Ha/kprJdOgCShm1SIfsoCqp/9ltcCDd0CHFQkD+373/TufUoeOo5sIXHTQ0Ezp7S0FLN5tEqX45NAZRheSdhEWhBE8hd8ltb6U5SdeQXJHfl31uiEaag0UWGb/2PrptHe5WDz3tKQ1/0YC5IkIQgCFi+a8YYTyekYc2EvkHA0lFP51JfwWC7vGXSe2N79lBVhWbQA9upir8911A3fVCIQFBUVBXX8cPLaa69x3333BXzcsD6LCoJAXEoBcSndiQHm9ira6k/RULkXj3v4tvHhQGtIZvKcT4XbDD57ewH33TCD13aWsPt4NRX1gSuJGCh6sxOrGyLPtv4IGj3KmGRcrWOMS5c8eMxtgMAAN0UECnQ33t/RBXVwi+UHI/ohUmhubqa5uZn4+PiAjhtRvzGDKYP0/I0UrHocjT4ywtAEUUn6lE3MXP5VRDEy/KtajZKPrZvGb7+6hvVLsvvStCON13eWsO1QRbjNGBZBEDAt2OhH4f0IfpwZM92/g6jpwd0ULywsDOr44aauLvCJaJGhOlegUGqZuewx2hpOU37237hdoYsCUWljyJ5xBw5rC0p1FKaEaSGpiucLClHgkTvn8IkN0zl8ro7aJjMvbfP+0dZXrlg/DotHghe2FLFmQWbExk5HL9yEvfYiXad3MbFEd4wIAurETKJmrwrqNCkpKcTFxdHS0hLUecKFMggNKSJqJd0fQVQQm1JI+pQN9N7lQ4EuKoXo+HwSM5cSmzw7YgW6PzFGDWsXZXPjiuDXwxaEsUlZY6s1ott5CYJI0i2PkvLx/0Fpioynt5AjKomauYLUe76LqNYGfbp77rknYE1aIwmVShWUOOmIFele4lLno4sKXZB9R/MFOpq93/GPJGKjtYFsmTckvkSGXKhoC7gdgUafW0Dmw0+SeMujiNrwbQ6HGlViFtmP/pmkWx5FoQ+NcKrVah588EE2btyIVhv8m0KoWLRoERofGzqMRMSLtEKpZsr8h4hNLiRU5rbUHgvJPMEgPTHyBEYaJ24EQRAxzlpJ9pf/StLtX0Uz0SvVqTQk3/qlkInzlcyYMYOHH36Ym266KShJIKFCpVKxatWqoDW/jXiRBlBpophU+AkKVj2OMW5K0OdzuyIrsmQsPHhL6OK4vUWpGBcfsz4EUUHU9KWk3ftDRF3k3fTGTs/jlSB0hwkKIurkXNI+/j+ok8LXrLWX6OjoiK0LPRrz58/n4YcfZsGCBUGbIyI3DodDpYlm8pxPcXrXj3E5gxAQ35NNqDemBn7sEDFvWjJ3XjeFl0OwgegtuWnj0/8oiAqi562nbc/4qNg4IoJI4k2PoNBFoYiKRZMSun6ew9HV1UVNTQ3vvTf+Mo8FQWDevHmsXr066HONK5EGsFuagiPQPQiCSHz6otFPjGDu3TSDtQuz+OpvP6TTEvjSiWPBoFWRljB+V6PR8zfStvc1H5JeIgkJVUImxiBHbniL1Wpl+/btnD9/ftwWVFq/fj0zZ4am3+S4E+n2pnOjn+QjgiCSM/OjKJQaqkveo6v1IqKoJil7BaaEwBbyDjZpiVH8z6eX8O0/7cXh8vhd88MXBAFWzc/gyVdPcPx8I2abk2iDmmsXZHLj8knEGAO/yRJolMZYFKYE3G3+NzwOGwolSTc9Em4rAHC73bz66qvU19eH2xSfEQSBlJTQlXgddyItBXFFo9bFU3r6n4Myxzqai1Dr4pi59DFEpTpo8weaaTlx/PCzy3j+3SJOljSFVKgFAZLi9GzeUzpg29DmsPKv9y+wZV85v/zSSpJig79hZLVaOXLkCOfOncNisRAbG0thYSGzZ8/2LgPOFd6nEX/RT1mEJjUyKhIWFxfT0DCOb3hAQkJCwLMKR2LcibQxdjK1vB+Use3m4e/uDmsLp3b9mBnLHgtr/Y6xMjU7jh88tIy2Tjt/fes0O45UhSTWIivZSHnd8PHRbV12fvLsIX71pcA/gttsNsrLy/F4PMTGxrJ582ZaWy93QGlsbGTr1q3s2rWLhIQE8vPzmTVrFmr10Ddgj318bmr1Yq+JnJDS4uLI2SvxlaVLl4Z0vvEn0nHhWxG4nF2c2vW/ZE3/CB63FSQwxk8JaRy3r8QYNZgM6pAFw40k0L0UV7bR2GohMUCraUmS2Lt3L0ePHh3QxqjX79nbyLQXu91OTU0NNTU1nDx5kjvvvHPISmZKYxzOltqA2BgO3B1NuM3tKAzhb3XWv/P3eCUYWYUjMb5io3rQGdPCNrfkcVJ+5p9UFr1J5fk3Obv3l1w4/FTEh+25PRKb95eH24xB7Dg6emF8b9m7dy8HDhwYUqCv/PeVx1paWti+ffuQ40bNXu1HfY/IwN9eioEilL7cYBFqd824FOnk7JUhK74/PFLff50txZze9VMctvYw2zQ8RWXN2B2RV6XN7gjMysput3PsmH9JSBcvXqSra3DlPtOiG9Ck5vk1drhRRUjK++zZs1GNsU9kpBFq+8OtdD4RnzafpKzlESDUl3E5uzh/6MmIXVGbrZG5+TUpPSYg41RWVuJweF9sfyg8Hg9tbW2DjotqHakf/w7q5Fy/xg8XyphkxGE6yYSaqKgobrrppmH9/5GOKIrk5YX2hh05KjdGMqfezLTFXyAhY+mIYq2PziRUBZoc1laaa46EZK6xMmtyfAjLVHmHACycEZjH35FcGWO5Vqcbup6yqNFhWnxTz2ct0n6TIyGQcs93w23EAHJycnjwwQdZuHBhuE0ZE4IgUFhYGPLiUONu47A/hugMDDMySMtbR8nRp7F0VPe9JirUpE5aS0rutbQ1nOHiiedCkpDQ1nCapKzleNwOakt30lS1F5fDjEKpJT59IWmT16FQhj4+WK9VMzU7lqLyyPBNAsycFEdLh43kOP83DlNTU1EoFLjd3S6dsSZJSJKEUqnktddeQ6fTsXjx4kErpqjpy2jd9RKutobg9iALFEo1KXd/C3VMUrgtGYRWq2XlypUsWbKEbdu2ceHChYjeVNTpdMydOzdo9TlGQghUxo8gCDuAVatWrWLHjh0BGXOsOGztWDqqEBUqomInDSjS73JaqLrwHzqbi/F4XLiclqB00tDok0hIX0hNybtIQ4yvVBuZteLrYRHqLouDz/1sO22dge1A7i+LZibz+H2L/W5esGXLFs6cOROwLDa1Ws38+fMpKCggKqo77NLZUkPdKz/H2VQV0VmIqpRJpH/i+4ia4HZaCSSSJFFZWckrr7wStkxErVbLDTfcQFdXF0qlEp1Oh0KhIDk5OWi+6NWrV7Nz506AnZIkrb7y9Qkl0mOhufowZWf+FZa5DTG5TFv0+bDM7XC6eX1nCe8dqKC104bDGRlCc/2iLL740bl+jeF0Onn11Veprq4e/eQxoFaruemmm/pqBUuShPXScew1xaBUozIlYas8i72uFFGpQp+/iLb9b+DuaAqoHWMzWkvOo08jBrkdVjDo6Ojg6aefDqlQa7Va7rjjDpKTQx9OO5pIj2t3hz/Epy/Aaq6nvmxHyOc2t5Vy8sMfkTf3gZAXc1KrFNy1dip3re1Oc3/6jVO88WH4O7a/f7CCmZPiuW5hls9jqFQqcnNzAy7SDoeDt99+m09/+tPodDoEQUA/eS76yZdvKlEzBradat76jO8TCgLRi26i48Cbvo/hdODqaEadkOH7GGEiOjqaW265hddffz3ocwmCwOzZs1mzZg0KhSLo8/nCVSvSABn5NxCfvoiyUy9i6bgyXlfAEJONzdyM2xn4ziJOWxvn9v0KhcqAITqDtLz1GEyZAZ9nNKINkVM/4zf/PEZLh407r/O9jnOwvmgOh4OzZ88yf/587y7wdRXYswmuScrGOGctnce3+jIICCIKndE3GyKAyZMns3TpUvbt2xfwsQVBICMjg8LCQvLz8yO2tVsvV7VIA+gMiUxf8ig2cyNN1QewdTWgUOkwJc6gpuS9oAh0f9xOMx3N5+loPk9yzioy8m8M6nxXkp8VE9L5RuOFd4u4bdVklErfxDYvL6/30TGgSJI0piQGUaPHY/OhWqPkAUFEEBUkbHoIVXw6rXv/jWQdw+dQENBPnhMRGYb+sGzZMqZNm8a+fft8qpjXP8NUoVAwd+5c5s+fj0ajGVex2le9SPeiNSQOEMiy0y9jt4Q2s6i+bCemxBkYY0NX63dOfhIKUcAdhip5Q+H2SLy286LPq+mYmBhmzJjB2bNnA2wZY6rcFr1gE227X/ZtIkFEl1uAIIjELLkZ06IbaDvwJq3bn/fqclFrIO7ae3ybO8KIi4vjhhtuoKmpiaYm73z8er2eJUuWkJeXR21tLaIokpWVNX5js8NtQKQhedyUnvoHzTUHwzJ/Tcm7IZ/zK/fMC/mcI1HT5F+98PXr1zNlSuA7+DQ3N/eF+I1G7Io7UMb75g9WxacNWAULooLYpbeRcMPom82GGctJu/eHqBN99+1HIt4W1581axYPPfQQc+fOxWg0kp+fT15e3rgVaJBFehBVxe+EtcehtSv0dXZXzsngG/cuQOFnCFygyE7xz5cqiiI333wzU6cGvgZ4UVGRV+cJCiWZD/4C05Jb+rL9BKUKTdZMupNhhv9da7NnDHk8es51ZH3pr4j6wW4MRUwyWY89R/JtXxmXm4WjkZ2dTWxs7LCva7VaPvWpT7F+/Xrvys+OI2R3Rz8sHTU0VuyBMDZO7R/bHUqWF6bz0rYLXKruCMv8vSgUAjddE5hKhzfeeCNKpZIzZ84EZDxgTKnngkJF/HX3En/dvUiSB0EQkdwuKn7/OdzmNkAYvMEoCERNWzbUcAAoDSZyvvxX7I1VdJ7cBpKIafENqIxxvr2hccQDDzzAK6+8Qnn55UJhgiAwffp0Nm7cGEbLgoss0nQ3Eqgsep3GqgNhT1CICqE/+kqqGgYXFwo1n7l1dkBX9Bs2bGD16tWcP38ei8XCpUuXqK+v9zkGNy3NtwqMQk/UhqBQErviDpq2PN37woDzdLmz0WWP3pZJk5iB5rpP+WTLeOaOO+4AuvcHBEEgKSnysikDjSzSQO2lrT0CHf7Ns6SsFWGb2+UK/Q1KELof/DOSjDxw80zmTwt8MoFWq6WwsBC4XLD97Nmz7N69m87OsUXvBEIUouevB6B1zyu4u9qAbvGOmnkN8ese8Hv8q4FwJJ2Ei6tepD1uJ40Ve8NtBgCCqApqe7DRUChEPCEW6jvWTOHeTUP7YIPJjBkzmDFjBiUlJWzZsgWbzbvqhYGKqY2evx7jnOuwVZ1HcjnQpEwa9yFz0F0ytqSkBJvNRlxcHDk5OREfhxzpXPUibemsxuWy9vwU3pW05HFRfPhPZM+4g/j0BSGfPyMpitKa0PqkrfbwFtXJy8sjLy+P9957j1OnTo14rlarDejcgkLplWtjvHD8+HF27949wG9vMpm48cYbr6qVb6CZWNugPiD0/goiwNUBEhISFUWvdxeACjEP3jo75HNqVJGRirtu3bpRS2d+8pOfDJE1448LFy6wbds27HY7kiT1/dfe3s6rr746ZDMFGe+46kVaH52OSh1BjWUlCY/HGZYwwNmTE8jLCO0jd0JM5BQAWrly5ZBRAiqVigcffDDkdYTHEx9++OGQxyVJwmazjfqUIjM8V727QxAVJOespuq8H8VsAooEEjhsbWGZ/UefW84DP3wPszX4bghBgMIpkdHWqZdeX7XL5cJsNqPX68dVCnE4KCkpob19+NZxkiRx9uxZFi9ePOFimEOB/BsD4lIjK+MOpCEKPoUGvVbF37+7gYyk4D9dqBQiLlfk9V2E7o7QJpNJFmgv8KZWSltbG6+//rrXGZsyl7nqV9IA9jBk+Y1GZ8tFrF316KJCv+GiUir4w9ev40RxIy9uKeJsaUtQ5nG4PHzp1x/y7U8v4uk3T1PTaEaSINqg4qYVk7l7XeAzBmUCi8PhGLIv5FCUlpZy6NChsHQ3Gc/IK2lAGUk+6X401xwK6/yFUxK587r8oHb080gS33v6ANUN5r692w6zkxe2FPHNJ3cHcWaZQPD++++P6fyTJ0+GrevKeEUWaUBjSCQSm4s67cEtk+oNkiQhhKmmx+mLzew8Gh63j8zotLW1eV3LpJfOzk7s9shq3xbpyCJNd4JCTFLkxatqdPFhm9vl9nD4XD0NrRZUCvHK7OWQ8fK2C+GZWGZUSkpKfLpupE1GmcHIPukecmbdzendP8XlCP/qFbprPcSnh6fl/fObz/HK9uKIqDHdGmFNc2Uu07/Q0Vg4efIk119/fYCtmbjIIt2DQqlh1vKvUVX8Ds01R5A8LgRRgUobhyPExf8RRDKm3oRGN3xpxmDx5Csn2LyvLOTzDodRL0dX9FJbVszpgztoa6xDazAyde5S8mYtQAxDbz5JknzuJelt8X6ZbmSR7odCpSN7xkfImnYrLqcVhUqLKCpprNpPbcl7OEOwyo6KnUx63nqiYnODPteVtHbYIkqgAW5ZGZiypeMJt8tJ8clDXDxzGJfDQXLmJJxOOyf3bh2w6VZ+4STnjuzixnsfRaEM7c2stbUVp9Pp07VRUZG5UR+pyCI9BIKoQKW5/EFKzFhCQtpCutrL8bjsVJ5/E7sl8KuB3Nn3EJc6J+DjesubH14M29xDERetYeOy0N+swonV3MWbf/0FTXWVfceqLp4dNiKisvgMB7e+wdINd4TKRL9ZtGhRuE0YV8gbh14iiAqMsZMwJU5n1oqvk563CYRAPmYKmBKnB3C8sVNeF96C//1JSzDwt/9ZH24zQs6Hbz4/QKCBUUPWju3eEvIkkdjYWJ9aUsXHx8vFlsaILNI+kjLpWgpX/0/gBhQEFEpN4MbzgZT48D+GzpwUz+8eW82fvrn2qitxae5o49LZI2O+zuN2cenM2K/zB0EQxrwiFgSBu+++O0gWTVxkkfYDpUpPXIAiMISArsp94yNr8sI6vyjA//vkAnLSxn9d5bFi7erg5N738bjd3RVzJQnJIyF5vKvvXVF8OrgGDsHixYu9LjoliiLr168PeLnXqwHZJ+0nuTPvQqONpfbie36MIhAdH/ju1mMl3qSjcEoCJ4rDs/uuUSmIix6fX+KO1iZa6qvR6AykZE32+inA4/Hw/kt/puTkgX5ujbGHPnrCVBNj48aNvPTSS8O6ZARBYNKkScyfP5/MzMwQWzcxkEU6AKRNvp60yddTdeEd6st3geRtBTkBBAEBgeTslUG10Vu+9+BSPvPjrTS0Wkc/OcBYHW66LA6i9GP3dYYLc0cbH7z+LBXnTyH1iKspLollG+9k0ozRC3dtefFJLgbAVZGUEZ4N1oyMDJYtW8bevXsHCXV2dja33XYbijCECE4kZJEOIBn5m8jI34TT0YW5vQJRUBAVOwlBVNJYuZ+Git3YrU2XGwwIAgqFhsxpt2CMi4xQM4VC5ImvreFv/znLu/vKQprQIgjdRZfGC06HnTf++gtaG2sHHG9rruedv/+OmMRUCpasIS45jdryEmyWLkzxydgsXZQVnaCtqR6Hzf/mDoIoMn3ecr/H8ZUlS5aQnZ3NyZMnaWlpQafTMWPGDPLy8uTSpAFAFukgoFJHEZM4sG9fUtZSkrKW4nE7aK0/hcPagkprIja5AIUysh7xtRoln729gHs3TWf/qVre3lNKcWVbT9NYAU+QCuQkxOiIiQrv5ulYOH9830CB7ulG0ktbYy0fvvVC0O1YdN0tqLXhbZ6QmppKampqWG2YqMgiHWJEhZr4tPnhNsMr9FoVaxZmcc3cdL7z1H7OlDZ3vxCkxfWtqyYjhqmY03A011fjsFmISUjF0tnGyX3bqC0vRhQVOB227t9Fj8mhru4mCAJzr9nIwjU3h3RemdAii7TMqKiUCr7z4BJe21HCewfKaWqzIkk92iQEpj3k9YuyuGnFJP8HCgAet5vNLz5JedEJPJ7uDTlRFC+/z15R7om8EBD7/NGhYuqcZSxYcxOxiSkhnVcm9MgiLeMVGpWCu6+fyt3XT8XucPHbl46z+0SN36vHmCgN37p/IdNzwlfxrz/bXv0L5w4PrmPt6RcKJ1xR1laSQudHFwSBKFMc1935adnfe5Ugi7TMmNGolXzl4/OZmhXLO3vLqG4cvRO0KAp4PBI3LMsBQSBKp2LRzBTys0JfRGo4/vX779FYXTbqeeEtWi+wZN3tskBfRcgiLeMTClHg5pWTuXnlZNq67Pzwrwc4X9465Lm9IcMxRg2fvmUWKmV4Q7IkSaK+8hJ2m4W4pDSMMfEc/uAtrwQ63CjVGhLSssNthkwIkUVaxm9iojT84osrOXy2jqffPNO3su4VZ0EQUIgCn729ICQCbbOaKTqym8qScwgCZOXPZtq8Zag1OkrPHmPPuy/R3tzQZ1vmlFmUF50Mul2BwOW0s/P157j9oW+G2xSZECGLtEzAWDAjhQUzUjhV0sS/d5RworgRAZg7NYnbr81jRm7w/c5NtZW8+cyvsJp7ikVJUHb+JAfef42CZWs5suPtAe4KSZIoP3+SoIWsBIHaihJaG2qJTZJD3q4GZJGWCTiz8xKYnZcQ8nklj4fNLzzRJ9D9617YrWYObXuj+wdBGJi2PQ4bo3a2NcsifZUgi7TMhKH8wik6WhsBRi5MJHUHN4c6bM5v+t1YokyRs+EqE1xkkZaZMDTVVnT/wwvtDWXYXKBJzsglLjk93GbIhAg5jkdmwqDW9KZGj7MVspcIgoBGq2fVLfeG2xSZECKLtMyEYfKsBYjixKu4JggKdAYjMxeu4o7P/TeJaVnhNkkmhMjuDpkJgyE6hrnXbODIjv8wEVbTSpWGJetuZ86KdeE2RSaMyCItM6FYsu52dFHR7N/yCk6HPdzm+ERa7lSuvfVTcvSGDCC7O2QmIIXL1nLXF76HUjV+mgf0IQhMm7dMFmiZPmSRlpmQHNz6Gm63qztsbRw1tNXqDEwpWBxuM2QiCNndITPhsJo7uXj6iNdNXCOJ3OlzUKnHT+MDmeAji7TMhKPqYhEet7d9JsOI0L/oqQBCtz9aRqY/skjLTDiO7Hw73CaMiiCIXFGWGp3ByJSCReExSCZikX3SMhOKptpKmmoqwm3GkCxZ9xE+/fj/kZiWPUigtToDmz7xhfG52SkTVOSVtMyEorOtOazzC73F+CXpcvvDno3L6LhEdFHR3PH5/6b07DEunT2K2+UiNXsK0+evQKPTh8tsmQhGFmmZCYUhOibcJnQjDGyypVAoyZg0re/febMXkjd7YXhskxlXyO4OmQlFUnoOUaa4kM+rUKq63RjDMH3+CvRGUwgtkpkoyCItM+GYPGtBSOczRMdw46e+xM0PfJXMyTMGvCYIAtPnr2DFDR8LqU0yEwfZ3SEz4UjKyEEQxKCXI9UbTay980Ey82b0NRG4+YHHaKqrpPrSeRQKBVn5s4mODX0DBJmJgyzSMhOOSTPmodbqcNitQU1ombN8HVlTZg46npCSSUJKZtDmlbm6kN0dMhMOlVrD8k13ISBcjrbohyCICKKIVh/Fso13ceN9X0EUx7ZeUarUFCxbGyiTZWSGRV5Jy0xIZixYiT7KxJGd/6Gu4iLQ3dFk3qpNTJoxb9D5H//yDzi6czPFpw7htFtHHFuhUHLrg/9PjmmWCQmySMtMWHKmFZIzrRCH3QoSqLW6Yc+NSUhhzUfuZ81H7mffllc4unPzkD5tU3wSd3/x+3J9DZmQIYu0zITnclst71hy/e0AnNy7DZfTAXRHaUyevYBrb/uULNAyIUUWaRmZKxBEkaXr72Duyo1UlZzF7e7OCpSjNGTCgSzSMjLDoNUZ5KxAmbAjR3fIyMjIRDCySMvIyMhEMLJIy8jIyEQwgiRJgRlIEKqAdJPJxJw5cwIypoyMjMxE5/jx47S3twNUS5KUceXrgRTpNkAu8yUjIyPjG+2SJMVceTCQ0R2lQC7QBZQEcFwZGRmZiUweEEW3hg4iYCtpGRkZGZnAI28cysjIyEQwskjLyMjIRDCySMvIyMhEMLJIy8jIyEQwskjLyMjIRDCySMvIyMhEMLJIy8jIyEQwskjLyMjIRDCySMvIyMhEMLJIy8jIyEQwskjLyMjIRDCySMvIyMhEMLJIy8jIyEQwskjLyMjIRDCySMvIyMhEMLJIy8jIyEQw/x9GCL9PoFA2RwAAAABJRU5ErkJggg==\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["#=================================================================\n","# Third scenario: train data with labels in addition to test data\n","# ================================================================\n","\n","data_path = 'datasets/denmune/pendigits/' \n","file_2d = data_path + 'pendigits-2d.csv'\n","\n","# train data with labels \n","X_train = pd.read_csv(data_path + 'train.csv', sep=',', header=None)\n","y_train = X_train.iloc[:, -1]\n","X_train = X_train.drop(X_train.columns[-1], axis=1)\n","\n","# test data without labels\n","X_test = pd.read_csv(data_path + 'test.csv', sep=',', header=None) \n","X_test = X_test.drop(X_test.columns[-1], axis=1)\n","\n","knn = 50 # k-nearest neighbor, the only parameter required by the algorithm\n","\n","dm = DenMune(train_data=X_train, train_truth= y_train,\n"," test_data= X_test, \n"," k_nearest=knn)\n","labels, validity = dm.fit_predict(show_analyzer=True, show_noise=True)"]},{"cell_type":"code","execution_count":7,"id":"cb20cfc4","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:04:44.538729Z","iopub.status.busy":"2023-04-30T01:04:44.538057Z","iopub.status.idle":"2023-04-30T01:05:53.111271Z","shell.execute_reply":"2023-04-30T01:05:53.110728Z"},"id":"6WB9Du07XoKp","outputId":"7af1dcbb-81ee-478e-f054-0b0bd1aead8b","papermill":{"duration":68.617732,"end_time":"2023-04-30T01:05:53.111426","exception":false,"start_time":"2023-04-30T01:04:44.493694","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["I am in One\n","Plotting dataset Groundtruth\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Plotting train data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Validating train data\n","├── exec_time\n","│ ├── DenMune: 8.687\n","│ ├── NGT: 0.719\n","│ └── t_SNE: 53.082\n","├── n_clusters\n","│ ├── actual: 10\n","│ └── detected: 10\n","├── n_points\n","│ ├── dim: 16\n","│ ├── noise\n","│ │ ├── type-1: 0\n","│ │ └── type-2: 0\n","│ ├── plot_size: 7494\n","│ ├── size: 10992\n","│ ├── strong: 5904\n","│ └── weak\n","│ ├── all: 5088\n","│ ├── failed to merge: 0\n","│ └── succeeded to merge: 5088\n","└── validity\n"," └── train\n"," ├── ACC: 7259\n"," ├── AMI: 0.938\n"," ├── ARI: 0.933\n"," ├── F1: 0.968\n"," ├── NMI: 0.938\n"," ├── completeness: 0.939\n"," └── homogeneity: 0.938\n","\n","Validating test data\n","├── ACC: 3445\n","├── AMI: 0.967\n","├── ARI: 0.967\n","├── F1: 0.985\n","├── NMI: 0.967\n","├── completeness: 0.967\n","└── homogeneity: 0.967\n","\n","Plotting test data\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["#=========================================================================\n","# Fourth scenario: train data with labels in addition to labeled test data \n","# ========================================================================\n","\n","data_path = 'datasets/denmune/pendigits/' \n","file_2d = data_path + 'pendigits-2d.csv'\n","\n","# train data with labels\n","X_train = pd.read_csv(data_path + 'train.csv', sep=',', header=None)\n","y_train = X_train.iloc[:, -1]\n","X_train = X_train.drop(X_train.columns[-1], axis=1) \n","\n","# test data with labels\n","X_test = pd.read_csv(data_path + 'test.csv', sep=',', header=None) \n","y_test = X_test.iloc[:, -1]\n","X_test = X_test.drop(X_test.columns[-1], axis=1)\n","\n","knn = 50 # k-nearest neighbor, the only parameter required by the algorithm\n","\n","dm = DenMune(train_data=X_train, train_truth= y_train,\n"," test_data= X_test, test_truth=y_test, \n"," k_nearest=knn)\n","labels, validity = dm.fit_predict(show_plots=True, show_analyzer=True, show_noise=True)"]},{"cell_type":"markdown","id":"7ab522ee","metadata":{"id":"kHgeoC_1_p8K","papermill":{"duration":0.045308,"end_time":"2023-04-30T01:05:53.20189","exception":false,"start_time":"2023-04-30T01:05:53.156582","status":"completed"},"tags":[]},"source":["# Validate your prediction\n","\n","The algorithm comes with built-in validity-indexes; thus no additional steps required from your side to validate test data. It offers five well known validity indexes:\n","- Accuracy\n","- F1- score\n","- NMI index (Normalized mutual information)\n","- AMI index (Adjusted mutual information )\n","- ARI (Adjusted rand index)\n","\n","labels, validity = dm.fit_predict()\n","\n","The function fit_predict will return both predicted labels and validity indexex\n"]},{"cell_type":"code","execution_count":8,"id":"ff888284","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:05:53.293781Z","iopub.status.busy":"2023-04-30T01:05:53.292137Z","iopub.status.idle":"2023-04-30T01:05:53.29611Z","shell.execute_reply":"2023-04-30T01:05:53.293045Z"},"id":"XBq0XzOuAtQD","outputId":"cfa55c90-d9a7-41bb-959e-3ba22cad08d4","papermill":{"duration":0.054435,"end_time":"2023-04-30T01:05:53.296285","exception":false,"start_time":"2023-04-30T01:05:53.24185","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["{'train': {'ACC': 7259,\n"," 'F1': 0.9684558870192504,\n"," 'NMI': 0.9383407757976636,\n"," 'AMI': 0.9381952327022363,\n"," 'ARI': 0.9330201778731013,\n"," 'homogeneity': 0.9381122309289289,\n"," 'completeness': 0.9385694320506943},\n"," 'test': {'ACC': 3445,\n"," 'F1': 0.9848424082837747,\n"," 'NMI': 0.9669330297726961,\n"," 'AMI': 0.9667648578372234,\n"," 'ARI': 0.9666585645339041,\n"," 'homogeneity': 0.9668949890621269,\n"," 'completeness': 0.9669710734766672}}"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["validity"]},{"cell_type":"markdown","id":"bba6a887","metadata":{"id":"VIeuoCRiBMJ8","papermill":{"duration":0.040141,"end_time":"2023-04-30T01:05:53.37832","exception":false,"start_time":"2023-04-30T01:05:53.338179","status":"completed"},"tags":[]},"source":["# Dive into results\n","\n","The algorithm provide an intutive tool called show_analyzer, once called it will provide you with in-depth analysis on how your clustering results perform"]},{"cell_type":"code","execution_count":9,"id":"06c79f37","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:05:53.477927Z","iopub.status.busy":"2023-04-30T01:05:53.477024Z","iopub.status.idle":"2023-04-30T01:05:53.484072Z","shell.execute_reply":"2023-04-30T01:05:53.484818Z"},"id":"CfN9Q_ZFBoz9","outputId":"3dc4062f-c553-4d0d-a9ec-15bf882bd283","papermill":{"duration":0.064741,"end_time":"2023-04-30T01:05:53.485065","exception":false,"start_time":"2023-04-30T01:05:53.420324","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["{'n_points': {'size': 10992,\n"," 'noise': {'type-1': 0, 'type-2': 0},\n"," 'weak': {'all': 5088, 'succeeded to merge': 5088, 'failed to merge': 0},\n"," 'dim': 16,\n"," 'strong': 5904,\n"," 'plot_size': 3498},\n"," 'exec_time': {'t_SNE': 53.08205032348633,\n"," 'NGT': 0.7186870574951172,\n"," 'DenMune': 8.68708324432373},\n"," 'n_clusters': {'actual': 10, 'detected': 10},\n"," 'validity': {'train': {'ACC': 7259,\n"," 'F1': 0.9684558870192504,\n"," 'NMI': 0.9383407757976636,\n"," 'AMI': 0.9381952327022363,\n"," 'ARI': 0.9330201778731013,\n"," 'homogeneity': 0.9381122309289289,\n"," 'completeness': 0.9385694320506943},\n"," 'test': {'ACC': 3445,\n"," 'F1': 0.9848424082837747,\n"," 'NMI': 0.9669330297726961,\n"," 'AMI': 0.9667648578372234,\n"," 'ARI': 0.9666585645339041,\n"," 'homogeneity': 0.9668949890621269,\n"," 'completeness': 0.9669710734766672}}}"]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["dm.analyzer"]},{"cell_type":"markdown","id":"46930fa9","metadata":{"id":"vX9b2hpK_YZx","papermill":{"duration":0.039456,"end_time":"2023-04-30T01:05:53.57527","exception":false,"start_time":"2023-04-30T01:05:53.535814","status":"completed"},"tags":[]},"source":["# Reveal the propagation\n","\n","one of the top performing feature in this algorithm is enabling you to watch how your clusters propagate to construct the final output clusters.\n","\n","just use the parameter 'prop_step' as in the following example"]},{"cell_type":"code","execution_count":10,"id":"07b1a12f","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:05:53.661436Z","iopub.status.busy":"2023-04-30T01:05:53.660783Z","iopub.status.idle":"2023-04-30T01:07:52.882339Z","shell.execute_reply":"2023-04-30T01:07:52.882856Z"},"id":"Hk20AYa_Br4S","outputId":"d89335f9-69db-4d4e-a8a3-a5cd32945ed9","papermill":{"duration":119.26636,"end_time":"2023-04-30T01:07:52.88309","exception":false,"start_time":"2023-04-30T01:05:53.61673","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Propagation at iteration: 5000\n"]},{"data":{"image/png":"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\n","text/plain":[""]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["dataset = \"t7.10k\" #\n","data_path = 'datasets/denmune/chameleon/' \n","\n","# train file\n","data_file = data_path + dataset +'.csv'\n","X_train = pd.read_csv(data_file, sep=',', header=None)\n","\n","\n","from itertools import chain\n","\n","# Denmune's Paramaters\n","knn = 39 # number of k-nearest neighbor, the only parameter required by the algorithm\n","\n","# create list of differnt snapshots of the propagation\n","snapshots = chain(range(2,5), range(5,50,10), range(50, 100, 25), range(100,500,100), range(500,2000, 250), range(1000,5500, 500))\n","\n","from IPython.display import clear_output\n","for snapshot in snapshots:\n"," print (\"itration\", snapshot )\n"," clear_output(wait=True)\n"," dm = DenMune(train_data=X_train, k_nearest=knn, rgn_tsne=False, prop_step=snapshot)\n"," labels, validity = dm.fit_predict(show_analyzer=False, show_noise=False) "]},{"cell_type":"markdown","id":"af291f33","metadata":{"id":"v8SoT-kWFL88","papermill":{"duration":0.04224,"end_time":"2023-04-30T01:07:52.967998","exception":false,"start_time":"2023-04-30T01:07:52.925758","status":"completed"},"tags":[]},"source":["The algorithm save an image of each snapshot in a folder named propagation, so you can simply unity them into an animated GIF file as in the followin example. An image called 'propagation.gif' is created for you."]},{"cell_type":"code","execution_count":11,"id":"a45127d1","metadata":{"execution":{"iopub.execute_input":"2023-04-30T01:07:53.060968Z","iopub.status.busy":"2023-04-30T01:07:53.059877Z","iopub.status.idle":"2023-04-30T01:07:53.296485Z","shell.execute_reply":"2023-04-30T01:07:53.295865Z"},"id":"lTQITTmQFjBc","papermill":{"duration":0.285973,"end_time":"2023-04-30T01:07:53.296636","exception":false,"start_time":"2023-04-30T01:07:53.010663","status":"completed"},"tags":[]},"outputs":[],"source":["from PIL import Image\n","\n","# collect immages for each snapshot automatically by the algorithm in a folder named propagation\n","images = []\n","prop_folder = 'propagation'\n","img_files = os.listdir(prop_folder)\n","img_files = [os.path.join(prop_folder, f) for f in img_files]\n","sorted_files = sorted (img_files, key=os.path.getmtime) \n","for filename in sorted_files:\n"," im = Image.open(filename)\n"," images.append(im)\n","\n","# create annimated gif to show evolution of the propagation\n","images[0].save('propagation.gif', save_all=True, append_images=images[1:], optimize=False, duration=800, loop=1)"]},{"cell_type":"markdown","id":"1962e654","metadata":{"id":"5vBbL0JXG_NJ","papermill":{"duration":0.041701,"end_time":"2023-04-30T01:07:53.379999","exception":false,"start_time":"2023-04-30T01:07:53.338298","status":"completed"},"tags":[]},"source":["# Am I sensitive to K\n","\n","Although the algorithm is only single-parameter, accract is not sensitive to changes in that parameter, k. You may guess that from the following chart yourself. This is of greate benfit for you as a data exploration. You can simply explore the dataset using an arbitrary k.\n"]},{"cell_type":"markdown","id":"321aae61","metadata":{"id":"ICMKFTEhIH8H","papermill":{"duration":0.042088,"end_time":"2023-04-30T01:07:53.463856","exception":false,"start_time":"2023-04-30T01:07:53.421768","status":"completed"},"tags":[]},"source":[""]},{"cell_type":"markdown","id":"42ca7b34","metadata":{"id":"ktnjY73fKnUd","papermill":{"duration":0.04092,"end_time":"2023-04-30T01:07:53.546006","exception":false,"start_time":"2023-04-30T01:07:53.505086","status":"completed"},"tags":[]},"source":["# Give it a try\n","\n","The algorithm is an \n","[open-source repository at Github](https://github.com/egy1st/denmune-clustering-algorithm)\n","\n","[]( https://pypi.org/project/denmune/)\n","[](https://mybinder.org/v2/gh/egy1st/denmune-clustering-algorithm/HEAD)\n","[](https://docs.zerobytes.one/denmune/)\n","[](#colab)\n","[](https://www.kaggle.com/egyfirst/denmune-clustering-iris-dataset?scriptVersionId=84775816)\n","[](https://www.sciencedirect.com/science/article/abs/pii/S0031320320303927)\n","[](https://data.mendeley.com/datasets/b73cw5n43r/4)\n","[](https://choosealicense.com/licenses/bsd-3-clause/)\n","\n"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.12"},"papermill":{"default_parameters":{},"duration":294.364762,"end_time":"2023-04-30T01:07:54.70107","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2023-04-30T01:03:00.336308","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index daef02e..5fcb6b9 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -11,3 +11,4 @@ coverage>=6.3.1
treon
testbook
notebook
+