{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7362f9d2",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "**This work was performed under the auspices of the U.S. Department of Energy by Lawrence Livermore National Laboratory under Contract DE-AC52-07NA27344.**\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac47dbcc",
   "metadata": {},
   "source": [
    "Welcome to the **2025 Lawrence Livermore National Laboratory Data Science Challenge!**\n",
    "\n",
    "Launch Presentation consists of:\n",
    "- (1) High-Level overview **(Short Slidedeck)** of current state-of-the-art methods for a variety of tasks\n",
    "- (2) High-Level overview **(Dataset Card)** of MOVi-MC-AC\n",
    "- (3) High-Level overview of **(OneDrive Folder)** of DSC Target Dataset: <u>**Robotics Laboratory Pick and Place Dataset**</u>\n",
    "\n",
    "\n",
    "- (4) Low-Level example **(Jupyter Notebook)** of using state-of-the-art methods (SAM2) on DSC Target Dataset\n",
    "\n",
    "\n",
    "- (5) Low-Level overview **(Jupyter Notebook)** of MOVi-MC-AC + DSC Tasks\n",
    "\n",
    "**This notebook serves as the technical introduction to LLNL's MOVi-MC-AC Dataset (last bullet above), covering**:\n",
    "- (1) Introduction to Image Processing / Computer Vision\n",
    "- (2) Example Baseline Experiment\n",
    "- (3) DSC Challenge & Tasking\n",
    "  - **Task 1.1**: (Image-based) Modal Mask -> Amodal Mask\n",
    "  - **Task 1.2**: (Image-based) Modal Content (RGB) -> Amodal Content (RGB)\n",
    "  - **Task 2.1**: (Video-based) Modal Mask -> Amodal Mask\n",
    "  - **Task 2.2**: (Video-based) Modal Content (RGB) -> Amodal Content (RGB)\n",
    "  - **Transfer Test**: Apply Models on DSC Target Dataset:\n",
    "    - Gather Modal Masks from some SotA method (SAM2)\n",
    "    - Predict Amodal Masks, using Modal Masks\n",
    "  - **Bonus Task 3**: Create Modal Masks with SAM2\n",
    "  - **Bonus Task 4**: Re-ID of Objects"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9cd16e87",
   "metadata": {},
   "source": [
    "# Introduction to Image Processing / Computer Vision"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c8aa3b7",
   "metadata": {},
   "source": [
    "### Imports & Util Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0f544420",
   "metadata": {},
   "outputs": [],
   "source": [
    "# pip install torch torchvision matplotlib av"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3744517",
   "metadata": {},
   "source": [
    "> Uncomment the above cell to install necessary libraries!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "af713dd0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# PyTorch, Torchvision\n",
    "import torch\n",
    "from torch import nn\n",
    "from torchvision.transforms import ToPILImage, ToTensor\n",
    "from torchvision.utils import make_grid\n",
    "from torchvision.io import write_video\n",
    "\n",
    "# Common\n",
    "from pathlib import Path\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "import json\n",
    "from IPython.display import Video\n",
    "\n",
    "# Utils from Torchvision\n",
    "tensor_to_image = ToPILImage()\n",
    "image_to_tensor = ToTensor()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9221921e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_img_dict(img_dir):\n",
    "    img_files = [x for x in img_dir.iterdir() if x.name.endswith('.png') or x.name.endswith('.tiff')]\n",
    "    img_files.sort()\n",
    "\n",
    "    img_dict = {}\n",
    "    for img_file in img_files:\n",
    "        img_type = img_file.name.split('_')[0]\n",
    "        if img_type not in img_dict:\n",
    "            img_dict[img_type] = []\n",
    "        img_dict[img_type].append(img_file)\n",
    "    return img_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1cd0ecc9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_sample_dict(sample_dir):\n",
    "\n",
    "    camera_dirs = [x for x in sample_dir.iterdir() if 'camera' in x.name]\n",
    "    camera_dirs.sort()\n",
    "    \n",
    "    sample_dict = {}\n",
    "\n",
    "    for cam_dir in camera_dirs:\n",
    "        cam_dict = {}\n",
    "        cam_dict['scene'] = get_img_dict(cam_dir)\n",
    "\n",
    "        obj_dirs = [x for x in cam_dir.iterdir() if 'obj_' in x.name]\n",
    "        obj_dirs.sort()\n",
    "        \n",
    "        for obj_dir in obj_dirs:\n",
    "            cam_dict[obj_dir.name] = get_img_dict(obj_dir)\n",
    "\n",
    "        sample_dict[cam_dir.name] = cam_dict\n",
    "\n",
    "    return sample_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9a94f1ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_obj_viz(cam_dict, cam_num=0):\n",
    "\n",
    "    n_frames = 24\n",
    "    n_cols = 6\n",
    "\n",
    "    all_obj_ids = [x for x in sample_dict['camera_0000'].keys() if 'obj_' in x]\n",
    "    obj_id_str = random.sample(all_obj_ids, k=1)[0]\n",
    "    obj_id_int = int(obj_id_str.split('_')[1])\n",
    "\n",
    "    grid_tensors = []\n",
    "    for i in range(n_frames):\n",
    "        grid = []\n",
    "        scene_rgb_tensor = image_to_tensor(Image.open(cam_dict['scene']['rgba'][i]).convert('RGB'))\n",
    "        grid.append(scene_rgb_tensor)\n",
    "        scene_masks_tensor = image_to_tensor(Image.open(cam_dict['scene']['segmentation'][i]).convert('RGB'))\n",
    "        grid.append(scene_masks_tensor)\n",
    "\n",
    "        scene_masks_p = Image.open(cam_dict['scene']['segmentation'][i])\n",
    "        scene_masks_p_tensor = torch.tensor(np.array(scene_masks_p))\n",
    "        obj_modal_tensor = (scene_masks_p_tensor==obj_id_int)\n",
    "        blended_obj_modal_tensor = scene_masks_tensor*obj_modal_tensor\n",
    "        grid.append(blended_obj_modal_tensor)\n",
    "\n",
    "        obj_amodal_tensor = image_to_tensor(Image.open(cam_dict[obj_id_str]['segmentation'][i]).convert('RGB'))\n",
    "        blended_obj_amodal_tensor = blended_obj_modal_tensor + (obj_amodal_tensor != obj_modal_tensor)\n",
    "        grid.append(blended_obj_amodal_tensor)\n",
    "\n",
    "        obj_rgb_tensor = image_to_tensor(Image.open(cam_dict[obj_id_str]['rgba'][i]).convert('RGB'))\n",
    "        grid.append(obj_rgb_tensor)\n",
    "\n",
    "        blended_scene_obj_tensor = (scene_rgb_tensor/3 + 2*blended_obj_amodal_tensor/3)\n",
    "        grid.append(blended_scene_obj_tensor)\n",
    "            \n",
    "        grid_tensors.append(make_grid(grid, nrow=n_cols, padding=2, pad_value=127))\n",
    "            \n",
    "    return grid_tensors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3dffd389",
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_vid(grid_tensors, save_path):\n",
    "    vid_tensor = torch.stack(grid_tensors, dim=1).permute(1, 2, 3, 0)\n",
    "    vid_tensor = (vid_tensor*255).long()\n",
    "    write_video(save_path, vid_tensor, fps=5, options={'crf':'20'})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f6335ea",
   "metadata": {},
   "source": [
    "### Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78437040",
   "metadata": {},
   "source": [
    "> Move `ff5da6d6ecae486bb294aeaf5ee8f8a1/` into current working directory\n",
    "\n",
    "Explore the directory using side-bar navigation!\n",
    "- `.png`'s should be directly openable (double-click)\n",
    "- `.tiff` needs to be visualized using matplotlib, or other similar libraries\n",
    "- `.json` metadata is also included\n",
    "\n",
    "A sample directory contains 6 camera views worth of data. In each camera view, there is scene-level data, and object-centric data:\n",
    "\n",
    "<u>Scene Level Data</u>\n",
    "- RGBA images (.png) of the scene -> `rgba_00000.png`\n",
    "- Depth maps (.tiff) of the scene -> `depth_00000.tiff`\n",
    "- Segmentation masks (.png) of *all objects* in the scene -> `segmentation_00000.png`\n",
    "  - These are **Modal Masks** -> only the \"Visible\" portions of objects!\n",
    "\n",
    "\n",
    "<u>Object Centric Data</u>\n",
    "\n",
    "**(for each object (e.g. `obj_0000/`)**\n",
    "- RGBA images (.png) of the scene -> `rgba_00000.png`\n",
    "  - **Amodal content** - \"X-ray\" vision of an object's apperance, through occlusion!\n",
    "- Depth maps (.tiff) of the scene -> `depth_00000.tiff`\n",
    "  - **Amodal depth** - \"X-ray\" vision of an object's depth, through occlusion!\n",
    "- Segmentation masks (.png) of *all objects* in the scene -> `segmentation_00000.png`\n",
    "  - **Amodal Masks** - \"X-ray\" vision of an object's mask, through occlusion!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ef54370",
   "metadata": {},
   "source": [
    "#### Prepare Directory"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23f4b575",
   "metadata": {},
   "source": [
    "> Uncomment the below cells to untar the sample directory!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6b8fd92d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# !ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5ef344f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# !tar -xvf ff5da6d6ecae486bb294aeaf5ee8f8a1.tar.gz"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0781e460",
   "metadata": {},
   "source": [
    "#### Sample Directory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "de44fb54",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'ff5da6d6ecae486bb294aeaf5ee8f8a1/'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample_dir = 'ff5da6d6ecae486bb294aeaf5ee8f8a1/'\n",
    "sample_dir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "afcc0dd1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PosixPath('ff5da6d6ecae486bb294aeaf5ee8f8a1')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample_dir = Path(sample_dir)\n",
    "sample_dir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f3760f7c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[PosixPath('ff5da6d6ecae486bb294aeaf5ee8f8a1/camera_0000'),\n",
       " PosixPath('ff5da6d6ecae486bb294aeaf5ee8f8a1/camera_0001'),\n",
       " PosixPath('ff5da6d6ecae486bb294aeaf5ee8f8a1/camera_0002'),\n",
       " PosixPath('ff5da6d6ecae486bb294aeaf5ee8f8a1/camera_0003'),\n",
       " PosixPath('ff5da6d6ecae486bb294aeaf5ee8f8a1/camera_0004'),\n",
       " PosixPath('ff5da6d6ecae486bb294aeaf5ee8f8a1/camera_0005')]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cameras = list(sample_dir.iterdir())\n",
    "cameras.sort()\n",
    "\n",
    "cameras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "67b541d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['scene', 'obj_0001', 'obj_0002', 'obj_0003', 'obj_0004', 'obj_0005', 'obj_0006', 'obj_0007', 'obj_0008', 'obj_0009', 'obj_0010', 'obj_0011', 'obj_0012', 'obj_0013', 'obj_0014', 'obj_0015', 'obj_0016', 'obj_0017', 'obj_0018', 'obj_0019'])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample_dict = get_sample_dict(sample_dir)\n",
    "sample_dict['camera_0000'].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "92ba887f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(dict_keys(['depth', 'rgba', 'segmentation']),\n",
       " dict_keys(['depth', 'rgba', 'segmentation']))"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample_dict['camera_0000']['scene'].keys(), sample_dict['camera_0000']['obj_0001'].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "bfb0ba08",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[PosixPath('ff5da6d6ecae486bb294aeaf5ee8f8a1/camera_0000/obj_0001/rgba_00000.png'),\n",
       " PosixPath('ff5da6d6ecae486bb294aeaf5ee8f8a1/camera_0000/obj_0001/rgba_00001.png'),\n",
       " PosixPath('ff5da6d6ecae486bb294aeaf5ee8f8a1/camera_0000/obj_0001/rgba_00002.png'),\n",
       " PosixPath('ff5da6d6ecae486bb294aeaf5ee8f8a1/camera_0000/obj_0001/rgba_00003.png'),\n",
       " PosixPath('ff5da6d6ecae486bb294aeaf5ee8f8a1/camera_0000/obj_0001/rgba_00004.png')]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample_dict['camera_0000']['obj_0001']['rgba'][:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d65dd69",
   "metadata": {},
   "source": [
    "#### Scene-Level: RGB Images"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4082def5",
   "metadata": {},
   "source": [
    "Use Python Image Library (PIL) to load and view images!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1383c7e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PosixPath('ff5da6d6ecae486bb294aeaf5ee8f8a1/camera_0000/rgba_00000.png')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample_dict['camera_0000']['scene']['rgba'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "96fbf6cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "image/png": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert from 4-channels (RGBA) to 3-channels (RGB) when loading!\n",
    "scene_img = Image.open(sample_dict['camera_0000']['scene']['rgba'][0]).convert('RGB')\n",
    "scene_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3b0fea4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'RGB'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scene_img.mode"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ceb37424",
   "metadata": {},
   "source": [
    "How are images actually represented?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d586f1d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PIL.Image.Image"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(scene_img)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3d56a30",
   "metadata": {},
   "source": [
    "PIL is only used for visualization purposes only! We can convert this into an array."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4547a420",
   "metadata": {},
   "source": [
    "NumPy Array representation:\n",
    "- 256 x 256 x 3 -> H, W, C\n",
    "- Values are within [0, 255]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "8a1269e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(256, 256, 3)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scene_img_array = np.array(scene_img)\n",
    "scene_img_array.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f94dfac0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[135, 130,  99],\n",
       "        [133, 128,  97]],\n",
       "\n",
       "       [[133, 131,  97],\n",
       "        [133, 129,  94]]], dtype=uint8)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scene_img_array[:2, :2]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fdf52642",
   "metadata": {},
   "source": [
    "Tensor representation:\n",
    "- 3 x 256 x 256 -> C, H, W\n",
    "- Values are within [0, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "df4ce884",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 256, 256])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scene_img_tensor = image_to_tensor(scene_img)\n",
    "scene_img_tensor.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1601bf79",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 2, 2])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scene_img_tensor[:, :2, :2].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "4ce1fcec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "image/png": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image.fromarray(scene_img_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ac64efd6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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LcH5R9apT6fIoOM4rv7qxRZmRh0PWs2eyUkjHFYc7QNW0OCmtZV9TVJ4ZB1BruptNDZwtZlxpuM8VoqgjQ8GfDabxNY/2hdXn2S1LlYwse53x1PUAD8+9d1oPhiHwi0toGEsrNv8AtG3Bdew/Cl+HWrp/Y39muQsluTtHqpOc/nXTavF9rtC0WPtEXzJ7+1aUqvLO72NKdk7mDqZFjOuoQf6tziZR2PrV6O7h1C0a3lw0ci4INZcF3HcIySj5GBVlPasSS7fQdQFvMT9mk5hk7fQ16m6OTHYZp+0j8yC5abQdSNtKx2H5opD/ABL/AI03WZheWgvbVtt3EOcfxD0q7rU1trulNCJF89BujbPINebw6peW8xjLsCp2sprSVSFWHJUVzhhTvsdus0b8hwakyO1c8WK/eBH4VNHOw5Vz+dfNfWpR+OJ7Ps09mbysakEjDvWPHfSr1IP1FTjUT3QH6GrWLpvcn2Ui9NNtUsewrGZy2SetXElN1uGNoHvSfZRmqc1KzQrW0Zz12rAk4qrCSxIrqW09JD2pi6PHu6fjQpIRkwpXVeCJ1s/FFszYAkzET9Rx+uKzhpyp05p8EclvcxzRHDowYEeoOaFLW4HuYparaddrfafBcr0kQHHoe4q1XSSFFFFMAooooAKKKSgBaWq1ze29nGZJ5kjUd2NYUvid7hiun25aMdZ5flQf40rgTaxEI7kMOjCvL/Fts1rrIuEJUTLkEeveuh1jxQzX0IjlEqoD5jKMAn2qvqK2viKyRUmCTR5YZ+lEZWYxjXH2jSra8Ycsu1z7iqokRxkECtSLSDb+H5IPM3oRvX1XI5rjFnniZo8nKnBrnqR966Ltpc3HAIIGKrvDvGCBiqkd2xHPNWobkN0wfY1nqILRXsLtbiE7XXr7j0rurHV4ruJXDfOByDXGeap4K0jSTRgvbsVcdB60JjTNXxPGbNv7SthmJj++Udj/AHq5q+1W21ewazmYBuqMf4TVlvEcxRoLuLcjDawrmodHnvJZWt3URBuCxrvo1+WNpGqnpZlayivixaNH+VipZTxkVqRWWxd7ovmnknHetjT9O+w2nlFt7E7mPv8A5FTNbBvY1z1a7k7LY5lTjF3RiPFItmIYs7jxk9qgLeS3lvAXAHL+9P8Atg3ZLOn1U1It6hxiSM/jitBjEZDKE2OucDIbPNWjaqD/AKx6aLhMk5j9jmm/ag7hcjn05rOUIbtDUmX7NBGFUZ5PetExg1Rtzhk+orSI5rGWgyIxjHAxSBCKZO0u0mL/AOvUEa3rruUA47Z5qUBZaN93HT3pyw49M1DFcyM3lzKQ3YYq4DtHzcGhgdb4LvmVpLB2+XG+MenrXZV5fo9z9m1i0k3YAkAP0PH9a9P7V00neJLCiimvIkalmYADuTWgh1BIHWub1PxnpthuWOQTyDsh4H1Nc3Prmr62C0e61tO7ltgx9eppXA7TUPEGnadkTXC7/wC6Dk1hN4j1DVd39nQGOEdZX4H51ypuNJsm3Mrahce52xg/zNUNQ1u7vV2SybIR0hj4Ufh3pXGb19qOn2j7p5n1K7B6Z/dqf61hahrN3qBxNIEi7RJwo/DvWbuMn3cj3NI3lRfNI3PvUjJeDUTS/Z3BiY+Z2C0i+dP0BjT1PU1MiRW65JA9SepoA3dF10x2qWt+O2N1ch4lc2epGa3k3ROcHHTI/wDrfyqe61FEUhMZ7E1z9wZbgMGcsCd340XubxSjCSl8i1Bqbkg1pw34OCV59a56OIpV+DPFRJIwOhS7DCpo7lc1joTirCEms2gL8sFvdHc68+xqxbxRQR+XGNq1m7nA+WpUuGTAfP1o1GaeeeDQRn/CqySK3RhTt5qQOeERGflJ+jUvlAIVKnnpnHFO2TDpIp+q07ZK2Msn5V1kiJF8wIQHHqBSsN1xGAB17U9Iv3gBl5PGAK0I9N2SAk5wOKiUlsMW2QtNGP8AaBrU74FRx26woHJ5p4Oeaxk7sYh47EUqkpyox6mlyD1oGD1qQDCN8zjc3ak25pCMHKmjPvSAM7TXaaN4iuG0xnmt3nEJ2s0fJx2OK4nHrWpo+rPpLSlY/MSUAMucdOnP41pTlZiZoX/xHTebewtJHm6fOOn4DmsG7k1/V1Mt9cm2tj/z0O0fgKv3OssV/wBAsbW1Y/efG5j+lYtxHdXchkmn8xvVjWrmu4rDV/s6xO5VN3KvRpOEH4d6hvNTuL18yyFgOijgD6CkbT3zksCPrUctvKi/uY1J9SaXMhkR3sf7o96jaSJG7u/oozUos5n5mcsP7o4FSYMK4hhXP1xRzILEAjuZewiX35NLstrQ7mbc/qTk1DOuoSnaXCD/AGKoT2EpTDF/zo5kacsI/E7+hLd62kZ2oQP1NZcmpySnrj3PWo3045PJH4U5dKLfxGnoDqdIqwzzkJyWyaesqetSJpDDvTjpTjsaLozI/MQnOakSZV701tPkTrmmm1cdjRoIvxTqf4hVqOYVjCB15wasReZ3zUtDNtHU96kKBxz+YrLjdgRz+dWBcSDqBj2qLAXYokiYtuJ+tS7wFOP0qkk5cZ/Sp0cEZAxUsZhlpN3DNj607LleWOf96mA5GArYp6qODjBrmdSXc1sjR0WDfcea3ITnPvW6Wwc1n2KiG2BHVuanMhzya2gtNTOW5M0hbqeKTzQF4NVTMaa0pIq7CJnuW7UgnY96r8GgcDFOwiz9rYcYpwuSTk1U+tPAwM0rDLgmB60/z1IxVENk8U4E0WAt+aM1IJF24FURkmg7vWgC40gJAzShfk3dqoHdnPSpPMYR4yaAJnOBUEntUbTNjFRSTnHPWmkAjysp4qJ7lyOgNRSy4b61A0hK8U0hEhuVJwwFOV4jzgVQkPNNSTDYzVWA2EKEcAGlABPNUUl28A1bjfcvJqQFdA30qIwD1FTY4zTW56cUDIjCPakEWeNtThABxUiRmi4ioYcHpTthIwKtmMgdOKaU9BQBVC4IOKsp0BpdoI5H40uO1IZjYbJxjFT2lu00yqTnJ5qLtxWxpEP3pPwFccVd2NXoi1sIXAGAKbtzxVsgDqKekMeMqCWNdRkUPLHeo2j59BWg8YXjvUU0eFGBk07gU9mKdjI6VJ5Rxk0wg59qYDdvNSbeMZqPdg0nnDOM0ASrGO1P201JF4o8wZOKQDlUijaQaVXFKXUZOaAGOKickLUodSDzzTWGaAIAc81E6FsmnsCvAFIW+XFUhFVh61A/FTSZJz2qFhlfpTAgkGOarscc1Yc1Wc1SAkSYnAq5G5AFZBfa3WrUFzzzQ0BsRuGGM0/AUZLVRSTI3CpvNWQcd/0qbAOe6EZyq5qWK8JG4KPpVcRnoxGexqM74zntRYDQ/tADho80v2+37qwrMZ93NRNKRwR+NOwG0LqzYHMu36ihZbckYmU/jXPu2e9Vnfb0NHKBpQgzMMDC10ttCLeBIx2HP1rD0WIzzbn5Vea6BmA61l7NQ0RTk2SDHU09X4OKgXJHFSABVoEIy857012AHJpxNV3J3nNMBDIDyKrvJUjkYqs9MBhcgnJpmcHNIzYzUe/HamInVjkU7edwFV1Y5qQZJzSAmM2OKns4pb26jt4l3O5x9PeqQ610vgllGszIQNzQMVP4inFXdgNePwbBFKN8kkmcbsEAVqp4d0qIDFqGP+0Sa1iM4b1FRtXQopdCTPfRdN24WygB9fLFZet6DaSaa4ghjjnUZV1Xbz747V0RqC4TfCw9RinZAeONJn5TwR1qJnGasarb/ZdTuIv9sn8+aoZ5NY2sUDsCarSjg1K54z3qu5JBpoCtIabDIwbHakcc80sSnPTrVAaUEp4GetXFXB3DGDWbGrEgdBV+PAwC3WoYFtEVzkHBHY0rQMwpUHA9R3q5CuRUAZbQsOxqM2zMCQK2nQHnGDSBBnkUcwGCbZ24xzTDYue1dF5SZ6U/yEPIp8wDNJjRLUOpyG6VdYbj7U6KBUjCqAqjsKApyahu7uMF9ulOBFMHU+lKPpgUgBmPaonHGepqb5SKicjoKYFV+KrSPg1cdcmq0kfzU0IqSniqzuw6GrcyEHNU3Q5qkA1bhgcVYW5NVWQg00NjrTsBpLOuPetzwfcKvia3yfvhl/Q1yglHrWjoV35Gu2UgPSVR+fFEVZgexJcLsUegxQZVrHa62Bzgna54FCagjglgUx2atyTX8xfWmuQVNZh1CAHmVR+NQT6iTxDMAMddmaLgcX4ut/L1YzdpB/n+dc2w5rqfFFxDPbx4kDSRHn+X9a5YuCM1nLcZE3WoXHXHSrBwTmoyV6UkMqhAzYIqaNNrYp6oA1TqEI5602wGow8zaR+NWUiyd3akSFc7qlXj6VDAmj6YzyKspJheOtV1IGDUyYJzUsZOsm4c9afximIo65p5AzxSEKODz0qRRnpUYOPpSgkEEUhmiBimk+lSNgD3qFmpANY4qMtnqacxBqFjTAlLccVFuAyTTdwC5NRu/GKdhCvKCagZ+ajeQDgVE0nHFMCR2BOKrtjd0prPjk1A81OwEzkYzUJ2k0xpaj8zninYCYorKeKbCTb3Eco/gYMPwpEfg0D5yeaYHoM8kt5aC702ZJA4GVPY/wBKxJRrWTueFPriuT82SIkRyOmf7rEVA7sT8zE/U5q+YVjqJHnT/X6tBGe4Dj+lVJLiy/5a6rLJ7IGNc+cEVG54p3A1by+tmh8i2V9pPLP1NUvMwapbqDIR3pPUZe84Himbzu56VS3mnpKe9FgL6Mc5qyhDryKzRMV57Vbt5A3Q9aloC9GdtTAArkVVXIqyvK8dalgOTnipkBzjODUSHHUVMGHGRUgTKCBTgTmhDxTiM0gHqc0q/eFMA2ing0AX3fAzVN5TnjrTpJeKqtJg5pDJi5xmojIB1NRPLVd5venYRYeX3qu83vUDS+9QvMPWqSAmkkqIzAVWefrUDS+9UkBZknyMVWMuW+lQNNUJk5qkgLvmZo3fNVRZMnFTKeaLAWd1GSOlMHSpVXIqQI25NQOOTVtkyvSozHTQFQk0xgasmPBpjJxTuBUIppqw0dRbKoRGOWp6D5sUgGDUiD5qAJFXjB5q1bJt+nWoVAP1q1bYyQaljLGcVYiOagK/LipIetQBaHWplUHgioQpzkdanjbOMjmpAlHYU4c0maeOlIBQc8GgcGkzg0p+8MUARs3cmqssnOBUkjEjPaqjNjmmgB5KrvJg0rPVV5Mk1SQCyS8VVeU+tI7Gq8jYNWkA55ahaaoWckk1GSTVJCJDKTRkmmomTVlI+aYxYUPWraJzTUUAYFWEWobAUJxU8a8YpFXipVGKkBdnyYqNk4qyFylNEeRSApsnNRtHzV9oaaYDTuBmFOaaye1aDWxzR9m46U7gZRi+anBMVoG070fZ8Gi4FFom2grU8KsatLDt5xxUqqo6Ci4hqqQvNSIMninYzHikTg1LGWVzgVIj7W5qNelOHIpAWsgjNGD2NQhsCpIyaQEmPlpRzSbuKFODSA//2Q==",
      "image/png": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tensor_to_image(scene_img_tensor)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "329363f7",
   "metadata": {},
   "source": [
    "In neural networks, typically we want channels to be first, and the values to be normalized, e.g.\n",
    "- C, H, W format\n",
    "- between [0, 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce9babe8",
   "metadata": {},
   "source": [
    "Image tensors can be trimmed using slice operations!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "12efae7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([3, 256, 256]), torch.Size([3, 125, 125]))"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scene_img_tensor.shape, scene_img_tensor[:, :125, :125].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "88be23ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=125x125>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tensor_to_image(scene_img_tensor[:, :125, :125])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a0bb615",
   "metadata": {},
   "source": [
    "#### Scene-Level: Segmentation Masks"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d52432ef",
   "metadata": {},
   "source": [
    "Python Image Library (PIL) can be used to visualize segmentation masks as well!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "3ec5eea3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQAAAAEACAMAAABrrFhUAAAAP1BMVEUAAADZMSbZZybZnCbZ0iaq2SZ12SY/2SYm2UMm2Xgm2a4mztkmmNkmY9kmLdlVJtmKJtnAJtnZJrzZJofZJlFGOpCNAAAKl0lEQVR4Ae2d23LkKAyGe2rnYjPZpFLz/g+7xjYgCQkERrQP+CIWAoT+D5k+bGbz+tyv15Hrv+3aQ/yuueCyX83Xv8v15X4Ilw8MV/tnvV4ewCfsc/bPclEf397lu9syoEa9Gwti+jTr74Ju5P76Aks5kwD4DAic9P0iU7gmkL+YtfL7EEBCxUaSvSMQK8CVwssL9/dkDnFg9U36j5aAqDftIMmvJYABfH565f5O5+A20d+w/W5KjFld+6nIrCeutFmuAv6GQ2A3vPTtTqfgNgLQKB8SqAOQ1cp34vRdCbz+LhdmUEEAAmjXH0ugAgAvsOQlABYCK4AsAjoHtiOAA/IbSqCkU+qHuW+2B4ARoBpIJwVP0H9MPiCgKAFJnMYfMg8GDwAfhWFwYngAh/WHh6AAQCMyNyZRsDjcGbBe8CBQlsAG4Lj8WAI5ADlluj5OfwQAj0IE4Ied55wOQBf5GgI6jdlRrBBfAMs91oAeQC/9/iGQSiArTNnJ6gcVIAL44Wcu3m7yQwnwAJQKC8N4GaACagn0lO8JsAAKwpTdvH5YAXUAOsvf3xFzAJQCC8ME/QhAJIAPAe5zcXf9IoGCMG23BOCbfQaKAAz0bwS2Evj4+Ai1oFWYHyfpf31/QwTsByJHg863BLCoX68dQV6YtpcKCO0FAECwAqDbzwAw0b+WwNeX1+/vWonZcUFvYqwAIgNHoAzASP9KwOsO96wwZWciOzo8gL0MBP0/cYKzhgL4UIrMDcPpo1YEsCFg95+eAWYAfr/Cxkcjp0zXhxSTBgTgEHD1nxwCdgB+R93B0onMjSKaURMD+P4+IYDDzwASTBsUgIQAzTOsAK4EPo4hQKknjRQAjwBNHA7gCAGUedrgALAI4FRLAHwJHCAAE2dsHgCDAM41BdCZAMybsyUACQI02ZRAOP6xkTvm5T6UNteQARAEaLIpAKEE2p4ClDbXyAFACPDkdxCQt1nuwVlzrTwA+LYAzX4HgJesU+pBOfONAgBQBHj+Gwi8qgnglPlWEUBAgOfbAmCPgSUBaad5P85YaCkA7AhwgPcAqCKAE5ZaKgAbAhxiPAG3Pr/VrBenK7aUANxpiGMYA0gfgm15VivnxNnKLS2ApQhwkDcB0NYATjbT0gP4JlFGEwjLc/tNfWFw0agAQAgMBgCUULVJG4wtmjUAMAFrAOQUgEqi4sUbG96CQ4t2FQBEwBwAJpBR4oVv98xArqsdgN13wx4t/DTI5R59EUH0Ka0zA4AlUJLTtPsuaBUAnIXfKLt7LAG8cs/WqQHEEugpGcc6AMD+EAgAcM5dWzUAfsjKdrUfIu8PAVm4Z7MKwHgCGwAi2DmJq71ZASD5PDTqGSDqWChkjL5ZASANGirVzljVwpU3+f1K4BCAd5TA+wDAbfC23c6HyE6wX265e/3QB7rrTX0FcLFDmnbGqjis3V1/xTvBkAQ07ISHyE6zXzLoDx7f03xXVwC/QkjTzmAB8Nm0eA8CGHQM7spCAbQoFeacH4B7P0wACFqa3FoAYnC72veRAwCLAlAfgm8EsJTAurrXL6bS1KGsADm23yfDu1e+3eVUmnp0AHKhDZXvoRGAXCotfSoA2cD2AMLXAguJbCr1nX90Z0A+sD2BWAL5TKp7/ygBoK/Dk1XsAYQSSNY+6NACyC8zDEA+jareP+v1UgBQhB0AALwZUiRUHrLpdz+LZ0A5mOFvz0e0fQ+/qL8IQKN/wOcB/+8qVemUB10QQC8Ca9UD/aUKKMN0I2Kl2lm6TAqjoPLdLpwBhYB7t51sEFmXSnYUo79PBVylBJ4OgNN/oQo4dAyy2ldnlzPg7MegLL/4Rih7poBOcFjZmWC9KjOnv/QI5D8FxTTsVIPIcbk6awSAIa8DrafAIQDfyhoAG2Vn1m38MnqVvv2UKBQOQfd9kWpZO9UgsioTMEgSDf0KAJclAHWKtgaAigDYKDsT7K7CFEXDDhWA0xBQqF6HOIX5Rz8wuBYA5etAUKcwdACuVQIK2XHIxQBoSiCK01hKAFcqAY3sOOZqABQlEMVprJ4AhrwfLr8QaGTHMVoAt30GLgeg9zNwRwDKt0DbY9AVwJBDoHMJ3BJATQn0BTCkBMqvAzoAbtQSS/UbItpvBYYAUDwDKgI7yHsC0BCoA6CoOzfE7qsAGFmRTHynI1p7FGUFKNZ0Q2CadrYmGVG37/BB+gIYQ8Dnnr17ocI9zNUBCMNLht22w8ilLNZ+Qfn2VVGM8DwA7rUPXJcEoHkl3P+rAFMHQP1iqgDgKdkWrFQ7O5tC6GTEO1foXw0VgL94Tq5lJxpFzqUQ+ngAoXszegMY8zqgewb4t0NPAsAQIPJ1Z8DfikdgUAUoSwARSLSvDs0jUAVgEAFeTeoF50Da6TwKAMv/f56fy3vRYWXX4BdPvZFA2uc8twcQn4IjAE5YArwczrvXANe1+MoVsP4FBmE277arexiZX5v1LghYv3M+AoCo3gjAyV4IcvIVFbD9DZJ8ENoLK9XOpqu2tYuPwNMBbPqrXgWWnbDbdhi5bcvJrFIFTAAtj8CgCtB+ICB7jpuFCtgLoPYRGEQAS2lrTQBZAr4ATlkBbTtOZ2X1x7/CRaeV2vCwtrFLGWj7jQBYHwJaeeVxWQDhCah+BEwBlFVVjLgegApxmqE5ALEA6ivAqgQ0mqrGmAEwIVAlTTfYDkB/AjpFlaMyAA49AUsafV/+KnWph18EgFpP9UAZACiAhjPQJdKrBKpF1Uw4P4AaNQ1jVQAa4ropHSqgceWKaSKA40/AcQAVOpqHWgI4RqBZUt1ECQAogLqAcHT7MwCj2NpFAMeWb0NwbM262RKAuigXHi0AuLCiytQnAJZAJcUrD2f1q/6N2JVVg9wnAI4AAHR7k9P/pCeA/Q2R2+86FMhVAOy/vT0BpARuv+lIYKr/UUcg+0tSCNDtG2kF3F4yFjgBUAKYz/1bVP/DjkDmELz/nmOFtAJw7wNaEwAm8IAtJxKx/scdgckhSPA8oIkr4AGCqcQJABGgeB7Qfrp+/J3gAzY8kQgrIOl8gmMCAASesOGJxqfrh4dgAucRjlgBj5CbipwAAoEUzjDPr/Uathxa6H36N9XoJ8psUOMNAJBm3BgkGi7jAUCfpY0F05blykLswQCoYtoWsjR0nwzAL0OpfOgdAN/Z3Us3PG13X7IUcALYCJQ49elPNzzx9FmoIspI/a9ELuOoyL3L0AnAEeiCUhGE2fDEpQjTdchaAV0jZoIlajlHZr5F1wQw8Al4nfEUdBVgUVl8TK7kqY+faeY9H4DB74aHFoDqEZgAzKqdDTzyBNAdgsMrgOVi5KQHHt82WpwPO/AlYEmAF0y9fKZG3gnACKwQlm422xbm3sLNCqbOWygVRFCtfFuYfAc3L5h676BU0ECl8m1h8h3cvODEewepvIZEKu/gJ9/By+tNvHeQymtIpPIOfvIdvLzexHsHqYKGRCvnEObews3ppb5bCJVEULFMW5p6Ez+jGLhuIjInA6iFZm7K3fqg7sHff50G5VN1n2YDZiKTwCQwCUwCk8AkMAlMApPAJDAJTAKTwCQwCUwCk8AkMAlMApPAJDAJTAKTwCQwCUwCk8AkMAlMApPAJDAJTALPIPA/doPkNwz4QfUAAAAASUVORK5CYII=",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=P size=256x256>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert from 4-channels (RGBA) to 3-channels (RGB) when loading!\n",
    "obj_masks = Image.open(sample_dict['camera_0000']['scene']['segmentation'][0])\n",
    "obj_masks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "2fbf44f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'P'"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj_masks.mode"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8340fbb5",
   "metadata": {},
   "source": [
    "Note that the \"type\" of this image is `P`, instead of `RGB`\n",
    "- P -> Panoptic, where each integer represents a different mask (color)\n",
    "\n",
    "Converting this into an array/tensor will let us dig into this representation deeper\n",
    "\n",
    "Note that these masks are **Modal** segmentation masks\n",
    "- Only the *visible* portions of objects "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "5663babb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[11, 11, 11, ...,  3,  3,  3],\n",
       "       [11, 11, 11, ...,  3,  3,  3],\n",
       "       [11, 11, 11, ...,  3,  3,  3],\n",
       "       ...,\n",
       "       [ 0,  0,  0, ...,  0,  0,  0],\n",
       "       [ 0,  0,  0, ...,  0,  0,  0],\n",
       "       [ 0,  0,  0, ...,  0,  0,  0]], shape=(256, 256), dtype=uint8)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(obj_masks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "b6b69449",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[0.0431, 0.0431, 0.0431,  ..., 0.0118, 0.0118, 0.0118],\n",
       "         [0.0431, 0.0431, 0.0431,  ..., 0.0118, 0.0118, 0.0118],\n",
       "         [0.0431, 0.0431, 0.0431,  ..., 0.0118, 0.0118, 0.0118],\n",
       "         ...,\n",
       "         [0.0000, 0.0000, 0.0000,  ..., 0.0000, 0.0000, 0.0000],\n",
       "         [0.0000, 0.0000, 0.0000,  ..., 0.0000, 0.0000, 0.0000],\n",
       "         [0.0000, 0.0000, 0.0000,  ..., 0.0000, 0.0000, 0.0000]]])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_to_tensor(obj_masks)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d1e52ed",
   "metadata": {},
   "source": [
    "Note that converting directly into tensors will assume RGB image types, and skip the \"integer -> unique mask\" representation offered by PIL's Panoptic mode.\n",
    "\n",
    "- Use numpy first for safely dealing with non-RGB representations instead of automatically converting into tensors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "bcab1e0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(256, 256)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj_masks_np = np.array(obj_masks)\n",
    "obj_masks_np.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "39b2bc5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[11, 11, 11,  ...,  3,  3,  3],\n",
       "        [11, 11, 11,  ...,  3,  3,  3],\n",
       "        [11, 11, 11,  ...,  3,  3,  3],\n",
       "        ...,\n",
       "        [ 0,  0,  0,  ...,  0,  0,  0],\n",
       "        [ 0,  0,  0,  ...,  0,  0,  0],\n",
       "        [ 0,  0,  0,  ...,  0,  0,  0]], dtype=torch.uint8)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj_masks_tensor = torch.tensor(obj_masks_np)\n",
    "obj_masks_tensor"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03907652",
   "metadata": {},
   "source": [
    "We can visualize objects based off their \"object id\" (unique integer)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "143bd0a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0, 0, 0,  ..., 0, 0, 0],\n",
       "        [0, 0, 0,  ..., 0, 0, 0],\n",
       "        [0, 0, 0,  ..., 0, 0, 0],\n",
       "        ...,\n",
       "        [0, 0, 0,  ..., 0, 0, 0],\n",
       "        [0, 0, 0,  ..., 0, 0, 0],\n",
       "        [0, 0, 0,  ..., 0, 0, 0]])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(obj_masks_tensor == 1).long()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "2608c41c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": "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",
      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=256x256>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# object 1\n",
    "tensor_to_image((obj_masks_tensor == 1).float())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "d899f653",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": "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",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQAAAAEACAAAAAB5Gfe6AAAERElEQVR4Ae3d0U4bQQyF4aXi/V+ZrqiEIAqbjn2OMyf6uSLJrsf+xp4GUZG3Q//1sRLybeViw7X69ZfKPyvSZ7DEpF5+tfynC/xZ4np4caH+hzG9F0g7oFi+NIdVLuHixfLPjIVJrNZ/6EagXv9y0sobVPi98lVZFGQ0S/fKP9PWpFGoXzMC7formYvuEdBLyhfkURNpLywp/8y9nUit/vYIqOovpt+/rQevLL+XSVmis6yy/LOATirl+o/38q3i8st5NG8svxPU16+P+D82VQBHto6YDw2qAA8Dp1xQBPBslifq9VbUAFyZuuJeGNQALgKmvbQZwHwLbAZwjAvsBjA+QdsBTLfAdgDTLbAfwHAL7AcwfA7WAJ7zk6tlOmoAllS+go4OQRHA2wKTAkWAr92K/6YK8DItUAUw7/zcEGwKYPb9Fr4M4J2BuTcDZYBviJZvp4ZgWwCL6p2gdQDzDEwNQR3gjmbiUxsDzJwCGwPMDEEDwH0IzAxUA8Cf4MQQbA3gJz7a/0PEm+NAC3Q64CUOgQ6Ad/c/o/tboAXwCi3QAhhoAfsSuwPYZ6AH8AIz0AOwN+hhfz+8PYDbuAkwMAPmU6AJ4N4ff/wuwEALeBG6AN7sPqN7Z6ANkN4CbYD0FkgAsBr3AcJnoA9g3Z9/wZ3HoAAguwUEANktkAFgNA4B8J0CCoDoQ0ABYGxQf+gUANsMpADYWiEGwNUCEoDkU1ACYOvPgcA5AKYZ0AAEz4AGYKBVXb8hCALwKIsARmbAcgqIADy7MxEVAJFy7AzQAaIOeNLfgOlnn9UBhn8HdAAjp0B/x28j6ABuI1se61tACJDZAkIAy5bfBpW3gBIgsgWUALe7FfE4DkA9A3EA6raSAowcAuIWkAKod2cinhZgpAW0LFoAbW6/RNPOQCDALy7FpxMBpC2QCFDc6/u3iQHyTkExwH1l9bPKGYgEUIJmAghbQA0QdwioAZTdeRFL1wJygLQWkANcbNuWL6UCyGZADxA2A3qAoUZXtUAsgMrZAJA1AwaAoV8Ui2bAAaDqzpE4FoCZIdC0gAVgZOtEiwAggvwZJmgG6ICfW5f1SHEMmjpgZgYU22UCUKQ2E6P+YWsz+V2tImmzXABJ+cYP+VMcUBfbLyr/aHze4EV27pdk1Z+JBo6AsnzjCLj+CJi2fCeARUBdvhVAL6AvP+kMcFQfdAiayveOgGwGbNVndICz/P3PAG/123eAvXzzGdA7BAaq37gDZqo/AdwL1X4odGd1Fs4XAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACmwr8BSzPTw/cl2XSAAAAAElFTkSuQmCC",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=256x256>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# object 4\n",
    "tensor_to_image((obj_masks_tensor == 4).float())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "c39bce16",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=256x256>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# object 0 -> background (no object)\n",
    "tensor_to_image((obj_masks_tensor == 0).float())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "f9e8a698",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": "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",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQAAAAEACAAAAAB5Gfe6AAABM0lEQVR4Ae3QgQAAAACAoP2pFymECgMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYGABDwABV0n7RQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=256x256>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# object 2 -> off-screen?\n",
    "tensor_to_image((obj_masks_tensor == 2).float())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3349464",
   "metadata": {},
   "source": [
    "#### Scene-Level: Depth Maps"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e4ed682",
   "metadata": {},
   "source": [
    "`.tiff` files don't open natively with Python Image Library (PIL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "46b9bbf8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<PIL.TiffImagePlugin.TiffImageFile image mode=F size=256x256>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "depth_img = Image.open(sample_dict['camera_0000']['scene']['depth'][0])\n",
    "depth_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "a3c13c61",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(256, 256)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "depth_arr = np.array(depth_img)\n",
    "depth_arr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "7adcd647",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(np.float32(3.5496569), np.float32(24.274927))"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "depth_arr.min(), depth_arr.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "255d9aeb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x1553cc193470>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(depth_arr)\n",
    "plt.colorbar(label='Depth (units)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "7642c6ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([256, 256]), tensor(3.5497), tensor(24.2749))"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "depth_tensor = torch.tensor(depth_arr)\n",
    "depth_tensor.shape, depth_tensor.min(), depth_tensor.max()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d669b20a",
   "metadata": {},
   "source": [
    "How to normalize depth, no guaranteed min/max like with RGB images (0, 255)!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51a6d18f",
   "metadata": {},
   "source": [
    "#### Object-Centric Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04c7def1",
   "metadata": {},
   "source": [
    "Each object within the scene has it's own directory of data!\n",
    "\n",
    "Just as we saw with the scene-level data modalities, we have:\n",
    "- RGB Images\n",
    "- Segmentation Masks\n",
    "- Depth Maps\n",
    "\n",
    "**Scene-level** data shows objects when they are visible.\n",
    "\n",
    "**Object-centric** data is \"cohesive\". It obeys [object permanence](https://en.wikipedia.org/wiki/Object_permanence)!\n",
    "- Learn to understand both the visible + occluded portions of the objects (like X-Ray vision!)\n",
    "\n",
    "> Object permanence: Objects continue to exist even when they are not visible.\n",
    "\n",
    "For each of the data modalities shown at the scene-level, we'll have **Amodal** versions of it that correspond to **Object-Centric** needs.\n",
    "\n",
    "Namely, Modal vs. Amodal (i.e. Visible vs. Occluded/Invisible):\n",
    "- Object RGB Content\n",
    "- Object Segmentation Mask\n",
    "- Object Depth"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b94989c",
   "metadata": {},
   "source": [
    "Below are some differences between scene-level data and object-centric data!\n",
    "- Using `obj_0009` as a great example, as it's partially occluded on the first frame"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6626e85",
   "metadata": {},
   "source": [
    "First let's look at the Amodal Mask of `obj_0009`, note the difference between the visible portions and occluded portions!\n",
    "\n",
    "Amodal masks are represented on a per-object basis, so they can simply be represented as a binary image, rather than a panoptic image (where unique integers corresponded to different object modal masks, all in the same \"image\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "07bbf2e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=P size=256x256>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj_masks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "73c05548",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": "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",
      "image/png": "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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=L size=256x256>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert from 4-channels (RGBA) to 3-channels (RGB) when loading!\n",
    "obj_amodal_mask = Image.open(sample_dict['camera_0000']['obj_0009']['segmentation'][0])\n",
    "obj_amodal_mask"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "618ba292",
   "metadata": {},
   "source": [
    "Below is the Amodal Content of `obj_0009`, as if it was unoccluded. The representation here is the same as scene-level rgb images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "f3f63726",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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LcH5R9apT6fIoOM4rv7qxRZmRh0PWs2eyUkjHFYc7QNW0OCmtZV9TVJ4ZB1BruptNDZwtZlxpuM8VoqgjQ8GfDabxNY/2hdXn2S1LlYwse53x1PUAD8+9d1oPhiHwi0toGEsrNv8AtG3Bdew/Cl+HWrp/Y39muQsluTtHqpOc/nXTavF9rtC0WPtEXzJ7+1aUqvLO72NKdk7mDqZFjOuoQf6tziZR2PrV6O7h1C0a3lw0ci4INZcF3HcIySj5GBVlPasSS7fQdQFvMT9mk5hk7fQ16m6OTHYZp+0j8yC5abQdSNtKx2H5opD/ABL/AI03WZheWgvbVtt3EOcfxD0q7rU1trulNCJF89BujbPINebw6peW8xjLsCp2sprSVSFWHJUVzhhTvsdus0b8hwakyO1c8WK/eBH4VNHOw5Vz+dfNfWpR+OJ7Ps09mbysakEjDvWPHfSr1IP1FTjUT3QH6GrWLpvcn2Ui9NNtUsewrGZy2SetXElN1uGNoHvSfZRmqc1KzQrW0Zz12rAk4qrCSxIrqW09JD2pi6PHu6fjQpIRkwpXVeCJ1s/FFszYAkzET9Rx+uKzhpyp05p8EclvcxzRHDowYEeoOaFLW4HuYparaddrfafBcr0kQHHoe4q1XSSFFFFMAooooAKKKSgBaWq1ze29nGZJ5kjUd2NYUvid7hiun25aMdZ5flQf40rgTaxEI7kMOjCvL/Fts1rrIuEJUTLkEeveuh1jxQzX0IjlEqoD5jKMAn2qvqK2viKyRUmCTR5YZ+lEZWYxjXH2jSra8Ycsu1z7iqokRxkECtSLSDb+H5IPM3oRvX1XI5rjFnniZo8nKnBrnqR966Ltpc3HAIIGKrvDvGCBiqkd2xHPNWobkN0wfY1nqILRXsLtbiE7XXr7j0rurHV4ruJXDfOByDXGeap4K0jSTRgvbsVcdB60JjTNXxPGbNv7SthmJj++Udj/AHq5q+1W21ewazmYBuqMf4TVlvEcxRoLuLcjDawrmodHnvJZWt3URBuCxrvo1+WNpGqnpZlayivixaNH+VipZTxkVqRWWxd7ovmnknHetjT9O+w2nlFt7E7mPv8A5FTNbBvY1z1a7k7LY5lTjF3RiPFItmIYs7jxk9qgLeS3lvAXAHL+9P8Atg3ZLOn1U1It6hxiSM/jitBjEZDKE2OucDIbPNWjaqD/AKx6aLhMk5j9jmm/ag7hcjn05rOUIbtDUmX7NBGFUZ5PetExg1Rtzhk+orSI5rGWgyIxjHAxSBCKZO0u0mL/AOvUEa3rruUA47Z5qUBZaN93HT3pyw49M1DFcyM3lzKQ3YYq4DtHzcGhgdb4LvmVpLB2+XG+MenrXZV5fo9z9m1i0k3YAkAP0PH9a9P7V00neJLCiimvIkalmYADuTWgh1BIHWub1PxnpthuWOQTyDsh4H1Nc3Prmr62C0e61tO7ltgx9eppXA7TUPEGnadkTXC7/wC6Dk1hN4j1DVd39nQGOEdZX4H51ypuNJsm3Mrahce52xg/zNUNQ1u7vV2SybIR0hj4Ufh3pXGb19qOn2j7p5n1K7B6Z/dqf61hahrN3qBxNIEi7RJwo/DvWbuMn3cj3NI3lRfNI3PvUjJeDUTS/Z3BiY+Z2C0i+dP0BjT1PU1MiRW65JA9SepoA3dF10x2qWt+O2N1ch4lc2epGa3k3ROcHHTI/wDrfyqe61FEUhMZ7E1z9wZbgMGcsCd340XubxSjCSl8i1Bqbkg1pw34OCV59a56OIpV+DPFRJIwOhS7DCpo7lc1joTirCEms2gL8sFvdHc68+xqxbxRQR+XGNq1m7nA+WpUuGTAfP1o1GaeeeDQRn/CqySK3RhTt5qQOeERGflJ+jUvlAIVKnnpnHFO2TDpIp+q07ZK2Msn5V1kiJF8wIQHHqBSsN1xGAB17U9Iv3gBl5PGAK0I9N2SAk5wOKiUlsMW2QtNGP8AaBrU74FRx26woHJ5p4Oeaxk7sYh47EUqkpyox6mlyD1oGD1qQDCN8zjc3ak25pCMHKmjPvSAM7TXaaN4iuG0xnmt3nEJ2s0fJx2OK4nHrWpo+rPpLSlY/MSUAMucdOnP41pTlZiZoX/xHTebewtJHm6fOOn4DmsG7k1/V1Mt9cm2tj/z0O0fgKv3OssV/wBAsbW1Y/efG5j+lYtxHdXchkmn8xvVjWrmu4rDV/s6xO5VN3KvRpOEH4d6hvNTuL18yyFgOijgD6CkbT3zksCPrUctvKi/uY1J9SaXMhkR3sf7o96jaSJG7u/oozUos5n5mcsP7o4FSYMK4hhXP1xRzILEAjuZewiX35NLstrQ7mbc/qTk1DOuoSnaXCD/AGKoT2EpTDF/zo5kacsI/E7+hLd62kZ2oQP1NZcmpySnrj3PWo3045PJH4U5dKLfxGnoDqdIqwzzkJyWyaesqetSJpDDvTjpTjsaLozI/MQnOakSZV701tPkTrmmm1cdjRoIvxTqf4hVqOYVjCB15wasReZ3zUtDNtHU96kKBxz+YrLjdgRz+dWBcSDqBj2qLAXYokiYtuJ+tS7wFOP0qkk5cZ/Sp0cEZAxUsZhlpN3DNj607LleWOf96mA5GArYp6qODjBrmdSXc1sjR0WDfcea3ITnPvW6Wwc1n2KiG2BHVuanMhzya2gtNTOW5M0hbqeKTzQF4NVTMaa0pIq7CJnuW7UgnY96r8GgcDFOwiz9rYcYpwuSTk1U+tPAwM0rDLgmB60/z1IxVENk8U4E0WAt+aM1IJF24FURkmg7vWgC40gJAzShfk3dqoHdnPSpPMYR4yaAJnOBUEntUbTNjFRSTnHPWmkAjysp4qJ7lyOgNRSy4b61A0hK8U0hEhuVJwwFOV4jzgVQkPNNSTDYzVWA2EKEcAGlABPNUUl28A1bjfcvJqQFdA30qIwD1FTY4zTW56cUDIjCPakEWeNtThABxUiRmi4ioYcHpTthIwKtmMgdOKaU9BQBVC4IOKsp0BpdoI5H40uO1IZjYbJxjFT2lu00yqTnJ5qLtxWxpEP3pPwFccVd2NXoi1sIXAGAKbtzxVsgDqKekMeMqCWNdRkUPLHeo2j59BWg8YXjvUU0eFGBk07gU9mKdjI6VJ5Rxk0wg59qYDdvNSbeMZqPdg0nnDOM0ASrGO1P201JF4o8wZOKQDlUijaQaVXFKXUZOaAGOKickLUodSDzzTWGaAIAc81E6FsmnsCvAFIW+XFUhFVh61A/FTSZJz2qFhlfpTAgkGOarscc1Yc1Wc1SAkSYnAq5G5AFZBfa3WrUFzzzQ0BsRuGGM0/AUZLVRSTI3CpvNWQcd/0qbAOe6EZyq5qWK8JG4KPpVcRnoxGexqM74zntRYDQ/tADho80v2+37qwrMZ93NRNKRwR+NOwG0LqzYHMu36ihZbckYmU/jXPu2e9Vnfb0NHKBpQgzMMDC10ttCLeBIx2HP1rD0WIzzbn5Vea6BmA61l7NQ0RTk2SDHU09X4OKgXJHFSABVoEIy857012AHJpxNV3J3nNMBDIDyKrvJUjkYqs9MBhcgnJpmcHNIzYzUe/HamInVjkU7edwFV1Y5qQZJzSAmM2OKns4pb26jt4l3O5x9PeqQ610vgllGszIQNzQMVP4inFXdgNePwbBFKN8kkmcbsEAVqp4d0qIDFqGP+0Sa1iM4b1FRtXQopdCTPfRdN24WygB9fLFZet6DaSaa4ghjjnUZV1Xbz747V0RqC4TfCw9RinZAeONJn5TwR1qJnGasarb/ZdTuIv9sn8+aoZ5NY2sUDsCarSjg1K54z3qu5JBpoCtIabDIwbHakcc80sSnPTrVAaUEp4GetXFXB3DGDWbGrEgdBV+PAwC3WoYFtEVzkHBHY0rQMwpUHA9R3q5CuRUAZbQsOxqM2zMCQK2nQHnGDSBBnkUcwGCbZ24xzTDYue1dF5SZ6U/yEPIp8wDNJjRLUOpyG6VdYbj7U6KBUjCqAqjsKApyahu7uMF9ulOBFMHU+lKPpgUgBmPaonHGepqb5SKicjoKYFV+KrSPg1cdcmq0kfzU0IqSniqzuw6GrcyEHNU3Q5qkA1bhgcVYW5NVWQg00NjrTsBpLOuPetzwfcKvia3yfvhl/Q1yglHrWjoV35Gu2UgPSVR+fFEVZgexJcLsUegxQZVrHa62Bzgna54FCagjglgUx2atyTX8xfWmuQVNZh1CAHmVR+NQT6iTxDMAMddmaLgcX4ut/L1YzdpB/n+dc2w5rqfFFxDPbx4kDSRHn+X9a5YuCM1nLcZE3WoXHXHSrBwTmoyV6UkMqhAzYIqaNNrYp6oA1TqEI5602wGow8zaR+NWUiyd3akSFc7qlXj6VDAmj6YzyKspJheOtV1IGDUyYJzUsZOsm4c9afximIo65p5AzxSEKODz0qRRnpUYOPpSgkEEUhmiBimk+lSNgD3qFmpANY4qMtnqacxBqFjTAlLccVFuAyTTdwC5NRu/GKdhCvKCagZ+ajeQDgVE0nHFMCR2BOKrtjd0prPjk1A81OwEzkYzUJ2k0xpaj8zninYCYorKeKbCTb3Eco/gYMPwpEfg0D5yeaYHoM8kt5aC702ZJA4GVPY/wBKxJRrWTueFPriuT82SIkRyOmf7rEVA7sT8zE/U5q+YVjqJHnT/X6tBGe4Dj+lVJLiy/5a6rLJ7IGNc+cEVG54p3A1by+tmh8i2V9pPLP1NUvMwapbqDIR3pPUZe84Himbzu56VS3mnpKe9FgL6Mc5qyhDryKzRMV57Vbt5A3Q9aloC9GdtTAArkVVXIqyvK8dalgOTnipkBzjODUSHHUVMGHGRUgTKCBTgTmhDxTiM0gHqc0q/eFMA2ing0AX3fAzVN5TnjrTpJeKqtJg5pDJi5xmojIB1NRPLVd5venYRYeX3qu83vUDS+9QvMPWqSAmkkqIzAVWefrUDS+9UkBZknyMVWMuW+lQNNUJk5qkgLvmZo3fNVRZMnFTKeaLAWd1GSOlMHSpVXIqQI25NQOOTVtkyvSozHTQFQk0xgasmPBpjJxTuBUIppqw0dRbKoRGOWp6D5sUgGDUiD5qAJFXjB5q1bJt+nWoVAP1q1bYyQaljLGcVYiOagK/LipIetQBaHWplUHgioQpzkdanjbOMjmpAlHYU4c0maeOlIBQc8GgcGkzg0p+8MUARs3cmqssnOBUkjEjPaqjNjmmgB5KrvJg0rPVV5Mk1SQCyS8VVeU+tI7Gq8jYNWkA55ahaaoWckk1GSTVJCJDKTRkmmomTVlI+aYxYUPWraJzTUUAYFWEWobAUJxU8a8YpFXipVGKkBdnyYqNk4qyFylNEeRSApsnNRtHzV9oaaYDTuBmFOaaye1aDWxzR9m46U7gZRi+anBMVoG070fZ8Gi4FFom2grU8KsatLDt5xxUqqo6Ci4hqqQvNSIMninYzHikTg1LGWVzgVIj7W5qNelOHIpAWsgjNGD2NQhsCpIyaQEmPlpRzSbuKFODSA//2Q==",
      "image/png": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scene_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "f2b7c320",
   "metadata": {},
   "outputs": [
    {
     "data": {
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wOZZKqooDxlHkaKkCSTSTdsM7jTwgUVkqabedBaJDG1GAJLmmG1E1YI0VBE92JUlm6DoojMl1ApAaLcFjhExbyQwqD0YMzse1/8jv3M4J0JOTpaP90/2t3c8+efbeB1vLOUBtl3Ie5GX8JK/rbU/+fGHufLmdu2yfgeWqiEfPDr/z3U/vPNza3c9VDydHR9nROc95z6NsLYcRnObDgdX1fPibLaBNIRG5QvSNN26+/sath6/cWVzOoGfbuydzv7vNDH0UgkyyLsn6Z3/rwT/yO+++9tq9fLywtJoLk+Yeff7i7/7uz/8P/6+f5jysYgLtCsa8jE8aAN4qQI18koOZMFXGqgJHr4Jq1HJNfg0EM2jlxwN1VbvtLJCjjm0yAXq0aGS6dMFosGjs9GoiEEdTsV28V7VYqjE4sTW5VsmhSvuNry19+d0bJ8OZypy2zAX76yt5ahZyUWdO0uTLXjnLeedudvTPnjw/yUq/2C7wb9tD2lwE9+zp1o1b5znSPculP/nK11E+N8sef6vmgom93eOMuLae00R5wtuh9urKwsOHG3fu5DPm9qHY2sbKK1+65aMbbJfPgzMH/MqXN/5r/+SXv/H1t1Zv3867yuH+/tz5yfLq6pe//PDNN+/+o3/y6/mMYmF5fuXmSr6osLO993z78PNHe3/w3ad/8P1nj18cnuSxtGm9tMjwvKVWGaRhqNrCaxGEB9eQ4CzhdRkbQCktXlq6yGxJrmNZCqg58J2SCThQ2wXqdERUsovQ3A0Gj5GSg9UEcdXHVbtg7U6mk6WLBoHVShprZkA3hzB/4o/d3lxfPzlZzpdbDnYPciL/zubSG/dXHz89zwe52d/ZWFv6pW/eXV48fe/n2x98fHB8cp4LI/Kxbz7DWliav3V76Utvrq2sLt3YXPzxT7fz1cc8nsWs6+0VJldAnGdX6jRrf851DmvA9vbJo893VtfXb+Uc0Px5u2r63npOK5226yxmayfzdKoBeYA50/rf+Cfe+urXHyzl+qPTg7l84LbY3m1OD8+yT5VPIe7eW49/cXV+9fbm0mp2ubIZZqs8/cf/6fPd3f3PHm3///7j9/7d/8tPeJcgnGSfvYAxw2RSygLu5pluFowBKO3KoLGLrGutxl6xQwPSIlBTcyZLzgcQ/WwXiAg8pthNFSyjhlK6lpzNuKRGe5hgLFRra5T6qoTsNA7R8SZUl6Ovry78xrfun8/los7Fw/3jvZ29w/3DpcW5h3dzUv/kyYvT7OvfurVy78Ha2ur51vb+o8dt7R/2f7Ka59KH+Y3NpVzZc/f+5o1b69np//FPnm9t5cKJPLb2v6X5uVw8d7B/tniUU/9tG8jXyD7+eHd1Yz2XyeXaoXYhxdzCP/WPvfn/+A8/qs+A0/Zx/ZlfufG1r97OLtP52f7S6XG+YTBco9pOq+Ysbg4y2sdqc6dZ9YeVZy0nWTPgcja95YWV1Zu379556+1Xv/61O3/93/j7uwfDFRrl+R9C+r91fSaDfdIidlbgtFk6PWTXXhWCbFytTDS1G1xHTJUubVftyFTbZ/JhSSS681BCU5URj5eI0acUEH0WZWI1tURVjSUBJWJDGiIIGY1dQO0GT+Y/fLD0pXcenJwtn5wuZJ/hkw8ev//zJ+9/+OLxk/18mJX1OJeyPXyQF/jFrNyLK0unSwvny3PL6/PLa/Ora7nIOd+GPD84zK7Q2frm6uuv33j9tc3VXA/XDh6ybrdrP9tVQHmyh29GshOwu5+D5r0Xz/fyhYFhf+n0nXdu37wxm6EPRJDJv3p76Z/9U6/lU4OcX2qv7HPHc9mkVo+Xb5yu3j5fvbewfn9p9e7S6u2VxbWF+WwI58dz7ZA8T0w+bM7YuW4pb2Urv/3Hv/Fv/i9/J5/d8dwmOQvPDCAtpbTi+tSFzKIlslrtulGaZil6eENMCAALOjvVao+AbloWmCjtEpIuJN3LXaD0KZheu9UMtq1xYMYgh9i0DtzpKVVZcBb04C/sIkjLoA6REBJqWsWDce5P//adzRubx+077dn/Od55vru3c7i0vJL1++79W2dzi/sHB/fvrdzYXGr7QrfWN28fHJ0f5dhgIfvTC+0qt7z4Zqcobxe5PnR9Y+VLX7qZc0effJrtp613OQzIppDJ5WG1/w2Typfpt18cbN9c3thczvfFcrCc3adf+ebdv/OfPauPwtkG/M7XNh4+2DjJdRi5IGl9Ye1OvmKzsrCSLSz/tbNMOS3VhsqOWTtaz2j50C1vVcmez7WojN5K53Ovv37/r/+13/w3/s2//8HH7YudPEstd8BpM1yWWqIrky6uTqwLgXrEujqATG8VU+oENRZXmM4Ow4OqpWDy0842gC4Oj20Afp0CSlXpqLoCXBhoPFwEZHYl0tJmMcTRAyjpBcBXEjt81pV/7Lde/9bXHq6sLB4f7T95sv0P/86DrLg5Ns3/11ZX3/jSg4cPbi2urOTittW1fOdrcW9nZ35hN4Pl6Db7MJs3Vnb225cCFvPlmHwdZmUhO/G5EiIXyC0cn+f1/ubt9ddfP8tW8uzZYU6GZvQI0wyPIRtLktqjyTtGPljIFRaJbRcTnZ197d0b/+nfe8qzwZxpw+Rk1J/69dvZZcr7xUL2Z+6srN1dy7tBktobTd5f2rPRJpTwTGZYmbMpZIXPf/k3W14+bW7noY6zHJ08eHD7v/eXf+1//W///ieft42EJ6dNa1hgAi2NGZ5hNQGE0KI3VhB+GKGJIQWUINHYhuww+TXNWErpjgMtIX7pHcDZpMZ4VV1nQDR6xiBOo2JzEGCpbY0Kn6VjMGoH1Imhr7I6pQTSBayvrvzP/qXffvfdN7Lrntf1g718zvUiK+/h3unySr7Ann39tfnXs6Jkrz3PwmIu98k2cP/hnYO9Zzs7T+bOT1dWFm7cWN47OMv3vOaO2stpTp7m2DQ78Scn7aKGPHcLC0ubN1Zzy6CdnePhFXc+61f2WfLY+DJZtqLsoGRX/iA3Vdk7zidr2VNfXJq7sZHzsTm5dPnH9nH9g19aev2VtexmnZ4er99eWb2Ry0rzBZ2su8N+7HAUkaHb+03bAvLHB7cNNXtxwwbQwlI7zqmqo5zfOrt7d/PP/dm3/7f/+5/EyFPqU9c9bzHCpHVKACzjtirBJGhnxHQd1ECVNRbSNsAocBUbjqYTpJslmv5iOFjaOMegG7LTp+rAY2DVkmlhwF2JrqOod2Iyk/aQJJD/rV+68xf+3Le/8c2vZPcgq0X2G4Yblyw9+vl2rk945c07q2vzc0sHj55sf/LJTi5nWFtdzomdd95989atzZ2dk50XR4vrZ5sb+Z776sn5/NLW/O7ucU7251OtrPLZO8oZxuxxZOXL2pgvQ97IgcDaYVv92kdjbYJtMrMH2lbRbGO5UHT5IDPJdUfnKyv5sGHpt3793t/5vWeX+uHPHOO3v7ySq+lyhnVu4SynOLOLf5ZvqGVbaZdr559ctdoeTq69yJOTV/u2IaTNlpeh8kU2tr68zwznbbMNnB7nKz6n77x9a21tfm9/9g7gE8szxrMqCbClmlaBekB7vBeracUaOy/iKBGnrUqxmVfZzdESUDPBIS/fAeJhPAGetDCEppvFLEjjSFAwaJu9MmiwkJyqAAt6eLElGC3XABLaWHmo8/PfePvOV7/25vb2XnsAZ7lUc//pk2fPHz199njrZx88/9U/dvzm2zmzfrK8kdtcvfjpz7fy8ppjyTv3b2/evJEPqj76YPv2w7nljdzfYX5zM6eM2ifBOcefQ+SgrOU5XZqX1Qyavang7Ork3EvavOq2VbH9NdveSvsn/zXN2eHh2drqWd43TufO5o/m7j1Y/Rf+61//q39l+ejg8PPPt3/4o+ff+8HO//c/3WkfHazOZX9p/uxo/ZUciCcujpaZN4Gs1Yk7O817QnbYMkROkbarjtrqt5DPsHN+NW8Uw75/3orag89u1EmOvHOGN+9Uee/JXJhf5tamd/EnCw5fu9czVImKK0uNrThKF2Uaq5Jq1YiTEEwOAGPNQVxlVdM2ABTjrDBK1SAzNAIwoGK8YWLBhQac9ipLUw8LaRe99i8WksUdQB/vb/7Gg9/6Yw9ff/P+vTu3lhZzLvxkf+t4d2tv+8WLnZ2Dne39Tz55/sFHzw72j+ZOT3Jtc1bG071X3vjqw7e/8srGrc2sHn/we09z3id3cch59q3tg/c+2bt3fP7aG/lAa3k99wJqh55Z5xayC9ROzOSVNd96aUubeF5es7a31T/PQFa7XBXdDoOHV+Csg20zyYvxeb47n32qtdXsxuT1/Wxp4WxjfXljY/P2rRuvvnHvl3/ljX/6eO6/v3e0/ezgw9/98ODgdGnl6PbGRtvfGdb+Fp4tJ3v++TNmsxpWuJbbDiiypNgObXLgcnaeq1PTPW1bbXay2o7R8AlHvs42uzCPZ6618dMZ8hsEyFOF5wHDgG0VdBrtAZYyRHAtgaugMpWvRucMadvl0519DmCtMzMe1dqG18IAVp1iBVadaICkUTU2JAmAOgqytDUNMczbX1r/7/63f+1Xf+3rGxsbi0vreYXL3zuXJGy/2HnvBx9++MHjn7/35NHjnYO97MKfZV3KE39ycvzRRzt3H6zf+9KD1eXFjZubX/rK3Y8+Pdicz3cCVnP1T94Udnazgp/cf5jTQfn6ylJW3HZWv60+ubYnL7zzOajNFpCtIi//+Tg2lwwNZ2byQIaVc1hJ8/FYm2rj2iPMNnOQY4nzbEzZHz3f2Tp8+mQ3++trayvrG8vtIHw9eHVzcz2fQj/60WcHB4fZ5PL9yuHa7bxyJyY7X9nYlnPgm//aHlgbIekpDttBW/vnz+aXs4Vllm0rbAck7SnJMsxmthb6fPJkRhaG9iJxxqSLuLZtwJd5uvJGkRYv9nRZVKabkvoqCwmfVpnAEnZ5QNpOMNsFYgASqwdchydCjSXH6wQo0wK6SUs69CDsxZUM5jFI0pXMvXf+pb/0rW/+6js5yZN9j1yIk5vwxJPPiG7evrF2e/GnHz/54KMX+fO3F+f24tnWvqwruaxt9+gsH4KdLy1k1zzfW3/4ytrrt+7krM6L51uff/Y8lzTv7Z/t75/cvJtTny0xl8TltTerUfIzr8TkdXVnO5cb5O0k10Rks8r+/Xw7FZoVMyd/hpuoDCto/sL5t/2Nhx2h8+ws5SB4e/f48ePd9c2s+zmvGkfW9biy9Z6s3V3deLi5++R4Lns17XvJqw1kHW1PRA7Yc/SdFb0tiW2D5c0pbw7n2Szb7tXwnpNb9rZ3pXacsJDJH7XZZyM8yXvI5asvOC3PcAID7HYk1bHAkDah0es6aWjijUBMFBZ4BGmzKBPAUwKPS3UCZiJrGwDl9PHTRWerrGMcDDvVOg/5kIpJo4QYxhYyaVa7UvUqI/+f+i+8+s1feTMvkLkm57h99HqS/ZOsxEvZVVmaf+2Ne7/+m2/m6yxPH+1mlyNrSh5322HITW3P5o7SHp4s5eAw+yrzC7dub7z+xoO8jB7s7uUlPW8T2Y3Y3jq+dfdoOXeFaHf9yTe5FnNiPjPNZpC/Y46Js+pn/6ftY+dq0OwItRW9bRvtyWnnKmfPc2NnY2dPJTeLy056Oyx+/uLo5vP9rKBtHz2308rFeIureZHP59Q3Xttc2cgHz/n/5vzS+tz8Stbc89Ols9P2ptHuWDF3kgOAnAKNPbtl7WD8PBNtjy9Pf7aQzCWw/Zf3hHbQki2nXenE4twCeFYBtpGhUaDRv8Is6+V/1GOvYpiX5S/16kyCq95YDF0sYjUCeMSzs0CGwtqtE4GMIMukIOLwVNXUbrCBJJhjqUvQjpFqFTsogtxy+bd/89WcjWmvypnm6UnOKra/fSaWG9Iu5FOq9W/+2jtrN9Z/8N2P3//J8xdP93LuJqtFPu/NC//OwfHz7YO2S547PCwt3b9748aNje3tg5/9/MlP339xdHy+cWNhf//0cO9kcfkkkrx15JU76y4fA2cLyIWfw4qVjaV9aJB1K2TG57V2WAtbkw2hvQUMp2baBpGH1A5n82o9t39wtr1ztLKa6+ny7pHv3yxlu5lfyMfO+aLO+dra2kIu9Fm8Nb+4kreOXHN30s6FzrfLgYKyy593uuWjXBuXA5UcAedRZDPIVUhnuYQ7Q2SLGTbVPNy2U5i7M+Zz6DZ0/zetTzVPOK1/IGZdZe2JdvNOZ3hYlWQUcxTA4w3OoiuYIcK4VEEdEaU5FWgBEBXBS7tAsqqJgA+ZLkxNqdOyGoA+LUCZaQHKwGkRp60YWcfYDTDn1VdyL4YbeYHP2tVe2fIIc8/+xfbSm5fB9ghyv9rV9S9/5Uvr2VVaef/7f/Dp3tZ+buKQ8/A5SM1Wk2sfDg+O8+FuzoGuz+euEMdPPn+SbwJ/6e27r95fz9WeuZlbLnVbOc4V0ad5nV06y91x2y51rmjIPYCG1/T2QWw+6M3GkFWUNXu2wreVvsG26g8rfnZIgof/8ozN5R0ju1h7u0c3bhzn/apdXNHWzzyQHDosnecKh3bIMryQZwfmZOv0aK9Nun34li2l7Q61Xfs8gNx6N7dtzOmq+bV2FqhtB3NnR9kKhuelTe8471S5pCk3q24jDM98mxvTulgF+UO0+ZbFZztc/Xv5Z0LbyUrA7O8VRk2Xg3hyNXBKgoSQQ6ADkUlJQZc82wAsB+gPcIxgSjKdBZ4WJQJwzZQxKqCK6WJRQxcv4rEg4lzocnQyd/RiP7s3uQVD+xwrOysLWUHavv7w1n+4sJAdhrOj48NcMzyfc4Dtxs7ZOWh7KflsKxtP1sJ8uJtX0Dw7OcG+trH+7V//8u076w/u385O0Afvf/SzDz/PsevGjfOllexaZ9OZ7eGcHLVVKdPIdRDZsc4r9NAd1vqs9m39HNo07flsT2leKALbw2zrXDt5mveNHBbnhXltPRtS3klyK6KMkrU8DyCfL+RAN5/mHueC7bOT3YW5k9xzdDj7mW8u5Jg7D2Mp+zV5Rts3F9p22famFlbane1yMJIXhbwR5HrvDJH/kri1feRfJ7MR1yc8OIO3uQ4bRm3VUyVBgWTlwRg7pWnwutKtruCOwag+XTRVpotwLG0DoEBfg2p5S1jg09Y4xYAuJKRMTSOklsgMYyBVlJBpJWGafn5u9yBHnwdH+4dZlXMtw1q7LfPCRm7gPD+fF9ecAM1rfCads5+ff/Yia8nyWt4d8tKb0/ZzewenT58cbGwe5trOXOWTnfu8oN65dytXCuV26Nn7Xr1x47W3Fh493f/Bzz7f2Dy4fScna7KPnv31HFJnDz6f7J5kM0u3rdJtzZ89hExtWMPbTNua3/aB8kdtf1dKw/aZN5B2j9F8SJUNIHs0B7m3Sm6uuHLSPu1qZzTbO0H2a9oRR7bvbKP5oG55JSlZr4eNJO8C7cKkLNmu2waQlNzQ63jvPAcM+TQg7wFto8q3doZ3gPPzJ+3+jZfrPX+XMP5ZZXiS5enaVl47ZC0FM5yDTmqMBSgmmRBjIVFasiovIA1B2wCqlCwTLcmQgquS4gAztY8Z9QYCYrFUcaokd3rEWvYPcgx6ur2zn537F88Psidz8+bqrVu5Z0n2RRZyl+bnz/d3d4/297Ofc5Svumc9yiqV9bCd1MlvWSzOZ7OJJhdA5EL7HMUe5NTheb5weLiVDw92Dt5867W7dzdeefXBe++/2Hm+n08PcrIoI+ZlOy/3bX8na1k7N9RWoKz+WfIPK1iel2GTSNuuyxk2AJ6ry8fUXLG194PzfIf+6DgbSu6seLSUt6PlRT5xyCcT7fxVbiMxt9kuwch+zHGu3z5I4HK+xJPX++H0Vp6wvP+dLq7k5rynxwdzi3l3yr5TttJsYu1zsOyk5W3qo4/3MxbP7TA2c55gmKVP+PDQeIjtT0MICaRB6gIgcCDIqqkJ4a/R64qGscZiZjIeRebyHcAI5w0gwmi6+B04XQTVAnakgGuiSBhb6hBXaeBpn7843n5xmDUsF9hsbR0s5Wb8OUi9ubK3e7C1fZjLm3NFQztgzd55lnbZQhszU2tf1cru9bATsr19tLS8lzeNvI7u56e98snZs/1Hn27v5YKJ+Vw/d2tzffnNN+/88Mf7z5/nmzNnGSXrfK7naadWstfT1opMvK35bV1OaAMNcezbOhG0I+DA1jTx8AKeSWQTyp5PcvJf3pdy2Vo+V8ix+2JO/szn18fyFjHssw3netpbRrvgf2U9JzZzXWpu2dgOt3PKf6FdI5SHlJ2ipfl8jX/uPDflXc3AHPsOR+rto7/3PtwfP+3D/NpaNS61hzU8vLQuIVGqH4OIq4xuWpUkd12GCKkdxhaXXZUyFRgeAG4bQBY6tCbW6VYBFlonnW5wlii7EqQJkwIzlclgTxuGalfSEk0uPnvyePf+w9Xsx+dgICf98vXGvb2jfIz16PHu0yf77b6F7cKIROX/Q2BbC9u6mtU9K0f7Cnzu4bx7mLVnZXk5K1Q+21pZW1y/uZKTJrnq5zgfRa1tPLx/6/PPtz76fCsjtk/bcmFp+xRsWK/Zp7+Y5cXjZdQ22HAg28bM0jaDwZWptG0iSzs/05Z2zeZhfnbgdDWXnd7Yz91052/fWVrabJcN5X2pnYbNvlB2dPL/dku69E/bR7w5vbvXvgDQPuNaznfDzuZWcsHRwuneQh5Nu9VdDh+yk9VudprDgI8/yzFA5jh7CWfWzLk9U8MSIA9Jt2tx0aYUELF6QedCmTYCS2LTYGhJVoxXZbrgiNGrtAuIbLYBpI8nrViRDEEoayhKGMVE0UVguN0aGDJLNFlqeDA8IG0EYwZLVtYf/vTFr9+8m33ovILm9X7YIzrOq2QOcPOCmmU4MTk83mGgrBR56WevIThbSL79nuPIJDCd7DRnv6itqUvZPHId5fyz57vZ9Xh4b/Pp092d/BTe8enKeo6j2059tqLhzzg8hKDsXbWZtXeZPI7gjDk8wvbmUx9FXvGbtimaPqc1j/bzy5Inc4enayeHCweLZ7kWb297dfXts5wSbUcD+R9vFGfttT8bznzb4vMZWVvN2xtIzm3t5Q0jn5fNL66dHu7n7S1vfZz/yWVF+0en+ag7J14zpfa0DIuAv4IzrF00/BXaXIdFIznoqcLQIquxplXB2CJTx9UbAEZWRw+vpVbRt0shwqoIyBIGnrbrSqIklPYqr7yWgDp0ujCSDAqZdpyPAF5xwIut3Mnq/CQX7ufE33nOeLRPa9uJ8Lbm57gwj62dXcnqlssXUmrrSjsxn1f8LFlHco1+zmCeLi9nfWznMbP2Z/emnd9ZOH++tb20cCNnPLNzkX2kB3dzK7hsV/kgIN8ay4Vz7WRN1s6sgcOTejG7PMltvW/di4fScBMNT3XIPHD+FI2en2s/vXd0kquM1hfOVzL3k/OT3by+b529sjOXe0DMZ1+nXdGT7TYhmWW7djspLT1trhUNzJmo/bOj/bwxpJTrjPJm0raro+P9/aNcVpSN4ecf9Ps/POFtckPgMKvLFcg/xFiAPi0Pg5aumSErrlX0XX4VaAwJrkOEZCGBgbQ4LtUo8aadHQOEMhSRUtR0DWIwUsAdo75Wg0noSL26SE5XvWOhoY0RDVXEf/i95zc2Fm5vtHUq52faK2Hbj2mDDC+aTds2gzaZ9k+2iqz9WY1SaFvAcJuGrCKR51PebA85Ys5VPdkCcri8d3S0vXuQ6//zzYH1W2t37t54+vxga++wrfg5ym7X+SSmvbq3yIsVfBiszTVk/t80rW1ExDN6uCijHYa0ebb9n5y3vHkrg6wubm2f59ZcOQk6fKbdDlaG45U8rDZWy0zIMHq6bTtvo7TNaGElQeen2QZWcpIo1z/n2Df/5SRZu8fR4enPPmw/5sfCMxnsU+qTPBaEGYaeiRGMW6NSIi2uCtoDmD0ZzR2MRT1iSFr1lWzmi8WQCMYa7cjbJ8EXxvYvhg4gwGk6JHZJ7ak6UiXlrQosoSeZ1rEiRk+rxm5APn76e7/35B/85Vsb61lR2roYMrtDbdVuDzBHh229D9me7XY1ZzsunGtXL6fa/su5kZwgyltHNoBsKnk3aO8YbSvK9finu1vPF+cWX3/tZtbOfESwvrm+tZdPWdslze3LiNma2hcRMyg7+23uwe1toY3X1s52CVvj2jaTGbX/ZlvCQkZpM8tsFxY283WCjdWVzY38FN/5zt7S3NnarY2FlbW2ZrfJt6j2iPiv3Ww3ezPtlG47D5vttQ2aT5GXz0/28rFHHlTOAmfH/+JDgJOPP2030spzyNPYEssSMkwtdV0EuGqrEZIuwZ2sjNagygBLWOhWrHjSGCUCouwaq729A9RcMDZFdDXXISFVUqrKipUB7BoS4GSYdMeYple9TDT5DfYf/3znG1+9kU/BhiPO9oQOezotIMqc8QzIjnSWrHNZW3JT27msaWvt0vhw7ZUy50CbIqtuu8gsKykrZ/smyf5R7o/75Pl+zkLu7WcvKaX2ufNZtoGs1byhZF3M20IbLv+/fFwZvVFtZRtWuFTbqto2mKz3odppzFzNkNOeK7nobS57WPkgY+XB3XxvOHcgbVOMOFtkW1Jvu1uZZjptnz8Tbydhw7eB2/FI+2788ml22k5O81aWk/+72we7O4cH+yc/ey/Hym2Jt81qWHwaJWfDDAJxQBbF2MOQZiYaktU7FnqqRikG1BYNbfVGQyYkuDOiGbtmxwCWu/Sa6zA1OjihkWUJAEOqhxyKw5+88190IwAKLiqzh5euUcGMqAaX5KOnJ0tL+1/98nrOjrSL9dt+QlvX8nfMbk4bqq117bAzr4uffn70+ZOjr7+7fuf2cnLyXpFzklkb842riLNKRt9erIclv/d4c3Nzb68dXu9njzqXPORDgLaFtOR2RWZW/dwIJdmh2qo5jDvs3LRdrLbeXzzUIbAF5//Dm0MEucCu/bx2dt7ytpQPxY7zRft255WzZGa7bfv8mWM7iZPk9gqeflJbSDu9s7d3kKx8QJZt6PzkIJ+eJbwd5eQh5CfJdg9zaVM7R7x9/OFn7XZdPG9p/Qu2qIuFakoXRPsXEuATLimjBXsEamqI4RqrzKppqaqsOQgo2UJWC4EMkfbyYjipzpwIPQbBoKyTkMFFJgJD0NBVT3KUiAURZIEUw6ChlWHEdAM+fdR+l+L1V1Zv3sinAVmJska1FbpdJZnXxZPc4ef48fOT9z86OGprwvzP3j/M7ze+9upK9mLaFXRZZYa/e85INmdbadt3YN554/6dW7efvmjfp8k9gtoJolyev7D48O567iD6+YvcR6XthQwv5O2py1wS1V72WY2GzGG1ne0jJTlDDPtm56vD2s/bFoNGmYP1XNvWLsxoZznbudZcAprPeAdB9rraZjBsCfM5rbn72fOMtXb75srNG3kg7Yc6skPVvvDQzgjvbOebQPn1jtOfvt8Of9uDHNYnQNq6UBoeeKMF7SG1Z2NGzh7XsJ6EpyRZjVhkyEEfMt0sagCmCaodHFeqtGFqiOHaURKe9vIdQKrLsktu9QfjspSu86jV4Cwp1So4rUMHRGZXgSQhdmsarpoW2eePj3N18Z1bK6/cX83u0Ppqu1dO9tdzn+fn26dPn+es5uWEd/bmvv/jnYXFm689zIWWbf8hJ8uzsl0cMTdlvrL+5mv38yWx3DY9xwM7u0dHB6ev3l352tu3vvLuvdzo/JNPtv7wp88ebx9mDV1qe/Lt/SAbQ9ua8vLdHmCbaUAbIJ22aQ1vL1lPM0LI/Dccu0SUEfPHHbbY6DJg9taOs4c07NBlhAjbx9dtP2f4avzZ4cla7u6S0725GDVvJrdz47mc7N9ud2bPy//2wdaL7P/k5f/kRz/Pb3y8tN60WZVNgqeaZ3Xcdl7FJsQC2R5jSYavgUSppySZLpkmB2QhtuY4hy5KDS69gNlZIGdJiq2gs6VbcxlSJkC95JjpwmsmLgRg7SHJN9kuJfWAfAb62eOj/JcdoXwqnD34rNNZsbMMSbO/09A9392b/73vbH3l7Y133srNbPN6n/Uzj6Up26XPOahcagnb29uffvri8eO9XEmWV+Tbt2+++7VXv/yVV7MBvPr63v0Hm3/n9z/+4PF+XnTbJcl59R8eSULa3lBba9vxx3AE3JLbG8zQZoDguHJeNet6q+WwIpdDt3eIdtnC8H2E4WFlhz/S9igypezvrOajuGwJ7U0un35lty+D7Owv3riZ4+j9vfyoTT4QOd3ZOtjdbR8K//i9dvJnmFT7O3bPbZi68HdR3OY6eDsNPFFYjEWJQJdK+aqXZCzFATBmVpcl9WGqADsk7WwXSJ1qH09KLJTgx/OLhvSUHAZSseEKalo1GpUEee2SJgOMRZA2C660WaX22/c/wgyF0tSc7A79+Od7z7dOv/7O+o3N4dW2faOk/RdjXkl/9uGj508P3/9w68VWLiXKJwy5Knpp5/D82dZxu9PhwurdB3feeXPnydZhvl+WzaPt9rdVvj2QYeVpr+wMnjU4K3/eYYZtIM9bW8/bfvzu/PLi3Hq+Bh9F9t/zRf225MK2dglHHPkvCW2Nzxe78kWynCDKXl3uf7i6lLOn2VFqu/z7e6fbW4v3H6xvrG0/f55bAeTUVr7MsLV18tMPjnhafOB0k9mBtseYz0ay0V7MOQImnxY77ZgnDVnVOKgJAd3iNMKTDCMvSBqCADGudI1VYyDitgtkVmp4VFO125knveMQXF1ySHgAVTDzqYN2AyGYJEkwJ6Amw2OsyuA6aNaxzx8f5dX9jVfX3vlSTnXm+CHHo4nKCjr3fCf3Ts+XCc/W13LaP19lXMzVEI8e5bxpO226stZu6LC12+65Muza5JO1/BlyfijvH+08Tz4raKvQcIDbtquLtZ+ZZkvI6ZpcDJ3P8tolF+vZtznPh2L50YF2Er/9MEF+WPIsN1DJN5KzR5bQvE3l87KV5cXcnGspV//vrJ0/b7e9yKYyt7uzfP9evkOzeWPj0ee5efvpwfHpD36W3++4XDN8TronJF8t+uP/wK0/8Rtv3L5z+wc/fvrv/+2ffv6svW/wRCkeHkx7krOAxxqYtGi0EEJgbVHiigVZzUdQc5BVBjveqlfDiJenQR0JNf6QWZCaZYmsTo/YUueie43GtE6ZacgAVDKW87SrRWU1djOsYko5l/qT9/Y/fXT45Tc33nglX61qH/FmJc7VxAvL5+ub+WypndJZWckB8PlnT3Y+/HTr+dbR6ury7Rs5lZTTqLkerX3kzD1H2ocDOf06vHzmoWQba6/6w3nStjW0//g3e/ln7fub2UXKlpDvBed6/lz1385j5qg339vJdx7aL26s5xZfGSy3rFhdXck12asb+dQvZ4rmX7l5lGFzlX8+Js5anI0tt7LbXLl5e3Xp0eLTF6cffd5urZjFZ4DHnm5AloC3Xln9V//iN7/y7ivLm7eOz5deee1Otvb/69/88WfPXrqPYkLQ1zRImFQDsowBw9GiUdaRVhXAOHS6sdSqCWoQKFMwOwaoZuLizBKcJUCDXUArlwWZ4gCKJAR3UVYFnYU5aK8yowAaGQVlWicDY5dkuwKNeHPHqO//ePeTzxfefG31wb3F/JpvrsxfXc+WkA+J88bQTn3mkPPzXBZ6mC+F5SOI0729w6zb+XJMOyG/lMutsuG03Z4smU42iWEDyB787OkdnqNWzPaVNi/wOQzO/ZxzENL2ZIb3iJwIyst8rr7OKp1dmrX2dba2ASytrOWcaTt2XswF3fOnCyfrtzdyUcbpTs7Ozs2v31hYyR5R+53611+/+eL54d/4v33sc+IT2D3kf/I37vzz/6Vfeu3V23OLy2cn7dcPsiH+8jcefvm7jz59+hnijMUTmC6Atj2Ci2NrB6oAnBZgyDXdaJI5OC6bjnF0A5lGDNjlHYiEy3cAsynor4akjIMUBKSKsbNTSgtgiNolFt4hSFMGSDseQktNRtaVardiRzEcwHDPXpw+e7GXfaE7t5Zfe7h8/87K5o2cWM3JyJaRj8xyMib7P7nqPitxdtazGeS5yF8tlyS11by9eQwnlC7Wm/jaoUEeS2vaK03+3z5AOz/LN41zMJtqu99iDoEXk93OI+UOjbmJ1Y3NtZW1zfx+fc7x5PtuaROdSSSwReVz33ydeXNtcSPffckBRnbfT/L1nBy75wzvu+/e+od/6/Z/9B9v+cDb4MPig33zwdqf+yfefvDarZzHzXvU2eHxbn4vJz+YcHyae1lHq7IaQ6ab2CzBdGGQhZ/Uh4zY6qQ4JLGI6VYldnJox4F1FKq0bQNgiSKg1kxEkJIMOPzYBVlzsHd8NSKAqbLxcMSiUYnMbsAk7rzIJAHMoc4kMjV5N9jbP3r05Hh5ae/+vdVsBrdvthU0X9L6xldv5mKb9366e5gD7ewk5T7p2SlfzrVD7Uvr2RfKzwjk3GY7AdRe1bOdMD7hwwjDKaA8x3lBz8t/O2Bo35FvOJtG9oJy66F8zeusfSUgN6XLmp0X5jz/ORpuWRFk2xvWsnb727ZF5PsO2f6yI5XX8OE0aO4P8Md/8342gO6JHfTNev/28v/0r/zSL33zy2dz6wnfe77/4vHWk6e7T5/vZwaPXuz5zMQCDuApomsyZFqYgLpox5USOQEwtSsWoNdbkzusRm+Xf7kLVJ3aGClttSUrXROt1gSwMsS0kNVOggxjVS8YPuJOma5igZm4Ko89TBbmqdgugORKxtK+pHIyt/fxwYefHK4s5xhg4fV7q/+Vf+5b+X7V6fH7P/nRdk5Q5jU8ZyZzY+n2UVy7M0rOBWUdTZsPitvJ0LbaJL217RRQhhg2iUyozWmYWJtbBBkuKCeEsi+Ua5hzoXR+GqN9zSXldjV7/m3fXs6hcDaa4ZloXxLIEUYOG/JlmuGijmyF2QoavHc3P1sw3AdjeFQ+AwHZ8P76v/b1b/7q20sb9/MNiOOj7OutvPjo2Y9+9vjxk728n7Tr8dqpsLbwHA4ZzLY9GnjbKgseHg6PuflIwEVObdUDaCMIcCC6ugjsSKpasEOSOXsHwAxV1TKQdOOnK+js4VUC0lYNM0AG3zHVpRcNJVx6BeYEVE0XSJXkmh9LR5pcZeKcU8+9UpYfLtx/JffKWvj61l5+E2DvOD/83n66KK/ibbe+HQM0R/t/279vX7sZcPtJsXyeO1zK3LaNYfJtwLbvkf+GHaz2HYbTs1walF+gaRdF5zz+Uc58ths+5JtimW++99jW92x2OfmZy6CzceQWvbmCL+eShi/ntwuB8haQ7yo3xfk331377o8PMkwbaVgymTxb/8q/8Na3fj1fNriR7TfXEx3kY+Oj/RfHR5+92H/8dD8//pfvJgzK5mnzH56rYAAl+CF11jgKfWSSdNVjrxqVjEK3tvHqCk9pHIvMgQARtw0ADxRZYQwND0ZZMZYqEJNQLTHSVWP1Kt6JOWiUisGWyIesGgRGWdIYRm+VEYWsiuFtY/nSGxurN9azVr/2xv23v/J0b28rN7HNS3T2O7KK5XFn3c7Z9GwP7cnOG0COc4enPWt/rtTMW0Tu9599pHx3MTvr7eOwYRvIa3bOAuW1PWH7ueB6PudS842cXLbRfofm5o2c/1nJflH7hC7npnKomgu2230f2q5/u4A7a3F7wc72kIv72mnUbFT5SsDbr6/84R/t++iGOZ1/+5vrf/pPfXluYSM3IMr93nOF04utrZ+/98kP/ujTZy9yk5Vc4jH8LMewzYyfE5+3lLKQyRC0EcBTqjhMugjMEZimpcbWak0QV4FDWw0z+yBMHenpIqqDVZuCkPA1gareCMACS1VZcQSIIdMKuhBl3RDq4elGHFDDxVXWedXgpVrJh69u5BFml/vWzRvvvnv/g5/v5IsreQA5oZk2V+Kt5E5W7YeG26o5nPAcLnzLRRZ5+c93a7KblAuY80F1O6OT942cKcobS66pzn2HTrPDnzW8fa0nP0W/kp2djD+fDwR29/It99wSJdtN+/pOLl7NJpbb/7QtLB+dZavLRdvtvka5pK9dc5FDhrwD5Hl9+KBdZNoUw5JS9uL+O3/+K7fu3D5buHk2v3GQC12fvvjRD9/77nc/eZbfHp473947fv9xu3uKLgEhlnyG5QWUbOGTE0Y7ZGXQh4fsXJIAWudmeI0F207vAiWIFAeIoYsL041HqDJD8HYJyMxnOBLMCSDEKPUqzQGQg0wGEIuMdoFGgBYFAXX0KnjwcCP3Esqrde4/9dobD9792vPv/uHzYd9m2PVfyu+ItQ0g9nY03G7Pn/2bvCy3TvaKso5mNcjJynZ/rnYAnfuxhIsiX/zNu8bSWTuszX5R+xg4X4/J632s+XL+SarnJ4f5rZrcGT23OMoNdXNSKFtY2+fKwUE2v7Yvld3/vCFkH6mt86enN9dTna39PLrf+vatf+Bbb8+vPpxfvJ1Lmz777Nn3vvvz73//k+2t/RwKv9g5+f57sztH1Cc2Xp8EAyvTiesTqAxNLTGl2qqpJNic2q3jMrEuQVfASxfDRYchceLJCKq2dWaSRlE1kHDIaMLL1LHQVwHYlgTbLqcOpwZgSdCNGxmMgPDaxQufH/3N+p8vUubMfU7Rv/u1h/nRgA8/yE39F1by7cV8PDWs/cNrP09sjg3aFco57pxbHr5s0A4UWj1rf3b6c7icd4VMYnEpF+XlKcpmwK5MXsXbrU6z4zOfH2U6z43d893I3M3uKK/9+ahuOPBom0u2nuHS0bN8pHy0v5f72TWq3XTodH2t1bIw+Vzd/Vf+8m+u33n7bPHu4eHcZ59//L3vvfejH32W60bzUXIOfP/gh7vtLzQsPPkYQ1RAaaYrJY3q44o4S2U0BlCymi4WmWvGRawSYCCg2mfvANFl0QxAp1pNQEfilR8bwzB2HUI99miyBLOgD9aSqiSaqkcJP65qBGAk2ZIJqSIIA6hKS46V4+CD/cPjo+zftJsl3rt365u/fLyydPbxJzvZ6chDysSzN9TW6eGMZjs4zmofJh91tfvZ5jHOLQ+/Ktl200/bZpDT+3k3yEaVodvt67KLlPNE7VcIzrOzlHK+0JiwfCScn3DKjUrzVpCX+t2d3faJWN4jsn2dZM3fzX1g8pW29gWg4bYRubQ0X4vPPNo7xNzcxsbKv/W/+Eff/tovnSxsHBzOf/rp4x/84IMf//jzra184pt3i/lPH7VfOOMpytBtMhevWTxdPhtU7frkAKiCu4SQ1ZUqDECMppKkkWwCXUq0Bqqv1dkGEFGcmAXRBVd1jVA8nhMyB+7CDdFYh0BMa46kjBOrSska6DwrWfGkqxtIDYBBTf78US643DvYb3chb6/EC3M3bqy/88697IV/lmuEsvOcVTVrXLtqf5Y0fAyW57yd3V9q63cuNM3xamPatXHDQXB2vo/a1TfZb2q3Y2mfDyy3WyNmI8l5nRwVrKyd3si7y0l7G89GkR/liPHkdDdx6xurubHE4e5+fhdg4/a9jVu3crvcHGFko/nGb9z6nf9i+7isHT+vrt+5dXP/aCGz//SzJz/84Xs/+sH7W8938nF1bgT/B9/b2h1+OimT8CGL61OUaro8tvoXEVeA8QvbpBF7ffJk9QvDTW6HVKiZYn0MlOAdpovW3vF0SRuXcFk1hLFo4wIoCxOshi7VStbhqNYEY5U5HIHwldTi6AD0Uf7gR89+/dcfZKVs137m++crecGdX19bf+2V2zkVk/so5qYSkeXxtO/8ttcarDklOlz/0HblB7JtCO2Nou0AtV34doCQ3+FrRE4TZSMa9t6TlD377NXn9zdyM9/FrKO5YfTK/EYulMh+Ue55uLe/tDm/eef+zVsP24/85bqJ9Ru5aDr7Te19J6NmErkoIxvS2fnTF7u59e/nj57/9Ccfvf+zT/Oekf2tXDX9u999cXw8WzcyAZ6EtFnoCrrnKlWZiisZb9dtuReL+SGuwmgJMSoAC6DaLWG0NDsNagRlRzUoPBpLVUlp3FZNcOdFjyZtuhV3YksoU0VPi1iLyVYrg4xSbSsfrCUjmixwPmF+9v7Op5/s3ryZH6PODsrxwW476ZlX9pzVvLO5kYPUZzmH3k4AtU8BkjUEZlXPcUDb9W+PO/8NnzGllLM1ww8OZEemFbJHlJm0D9HyO2K5x0/2g9rX1XKR6en+QVb1vAW037E832w/crmcC6LXVzc2bqxvbi6t5PZBuV5jMZ8GH7ZbQO8P7z/t04XhDGluGHPSbgf/Yu/TT59//smzve3dHCFkyFzK+gff287az4PN6FmCu25InoTwCOimlUFjFdB1df0iQC9DxCLDuIYw29qNMgsM1XRnB8H2O9ClxBxPpzHUaDRd21Xp6k1mxQxE280BpeKaYwgAoy0WunEJKh8sD5ARMGKqGNPmy2U/+smLb3/7Xrt0/jT33Dw53s+9tdpX5fPh68biwuHi4nZO/bTHk5fXWLOLc/Gamn/zV2lrf5pktu+05Dg4hwHZQvK/4cst+QhquPVhu0tdLkXNBtZmkavucqF0LgvdyC8J5DvDCzmAbl8eiGthO1dPP20HHu0j4XaAnv+y6keQ/3J74Ewnm0FGya3Uc5w8vJucZn/g+dbJd36Q3bbZ9Npchy22zX1Ye9IFtBmUpavqQp9qADhtfLQBXRp81ZdBZq5qMUcj4WrCd1hlwOVBMEMqdYrwdRIw5hoXjSUngQwNIWLEtTUhpAkI7MaeBYElkmmppq0k9rTVIjZQoL6GoE9L1YEy1N/5z568+eaNh7cX15bnVvIxar4NdnKSj2jncmOVjbzKzG9t5wLN/OZRTs+3Y9S2f5PVO59stSwG4cWppebwd1j5h9m2P3q2nfY5Vz4mWzldOF/NyaVc/pn/zR8d5AZC+V7/cU5Z3rzRboXdviAQ/ihfWzvOx7fZALKrk/thZV3Pi3+L5Ugj55PaJdmNyWza+daFhWfPT/7+d7eHe8X1L3NM0Ydcu+C0VvMUZUk3y6QSUk1AleGyqrgDhodHbE6YVO2qVCZzeQyAwZbBaosHATwMoeDwjFrFVYZYuxOC6brXyCwF1Mwx31WdJ0rb8FFq73CqCgJ0CR49Pvxbf/ujv/CPvz78gsVJzosubs6t3V2f39g8mVvNKZZPX5zuPGufz7Zj2XwykG+0DNdxttVxeAhZTfNIAttAbR2ddbOKZk89H3Tl1qArqzmIyPFF241vf+LhTSPbwNFRu/H1k8d77RhhcS7XTWQ9z90ucuPepGaTy7cCYom8jTB8XSxvQQOZlPb2k53+jz87/On7uUSiPSYeY5vJsABsedRV01lQhow7OAsWZZQqiTItZCzDyMOzcRFiteYQxRC4bIki2Vi9WC4/BzAdfzUEW4WvDEHydhmYNEmNMLVNCbFRFdSHobIj0TPVRJGWtuYE49KLAJfJeOmaIKiB5GyuLv65b23cmzuaO8wl0FnLF5furi7duTm/kh90X781f/zm7vn2/vnjJ/kWfe7Pc5JL5W5utN97ae8Jw9rcVs/2wdXwiuwT3uaeo9W8huc8Z3acUs3xNOO3bw8zw3axZ94m2tHyYMgFc+04Of/P6302pnY1RItO1sX21t6Fht+mzH2NHj89+sFP87sJxM7a8RPSDMN62T0Ptds9qxfzGbbnK+xazGdoxqIqgyatfGRZwrAEU0oXDC+ZrmkBL50GpWacgAi6mGHS1jEqSQlmMocS03JC1VUHcmiGowvuEqrAEnpGrK1DRKDmKhfiyBCYE+aNu8v/g3/m1Vfur+T7xDnWzRmZpfXF5TvruYn0cS4sO25fRL51Z+O1128eHh3nxwfyTZrcVijPXc7Zrw236Gp/k3Z0MKymWTeHwYbL4/KVgpwIaudrcol1zgWdHeUn8doHxjmlk6+IZdNoH/a27abJs9IPSzuP1CLbm0w7aGaTYRtrK8vwNbVsP589O/7Bj7d322fJGGcrx0XKsM0ML8DDjBrNE5Wuz9jMWf6pVXF96kirDG54k7qxiDIQ8VUkIQyBcjL2pWOAKBhSW0AWnQTBpE0XRmMATFpkdA0RVKX2zlWjKMloCQCnlMVBA8C0yCIA0HYlu8iqeDIqZJb11aV/8Z9560tfWjtq35DMM9huKrR0e+18NQerS7n+st2IPP8szOXH5W/fWW0HoMOdRnd3T/Lq3H7EaSWraazZ88lL9bAm5ikPk/9yjVAuLj08bQ8sbwP5XmS+6ZXb9+YLmavtl5PaKz9rafyDiYeWU0bZHtobDKvvUI0yBxfZeHKGJwe7H3ycC/2He6a2DYSUidU6A/BUAIIZMgOJBZDMQYFVoxSoIROB+VSrJlHVi9J8qpWkVFvTAG0D0D+Oppq2m1O61RWMVzDZrWlVabhT70bs0tRXXtIQAWl1wtVIVSausbJLqJP/M792+9137uTmEHlJzi+a5oU6H9Oeraxlbc7JnHxzoH0dJbdSyXdb5s9zJU8+u835x7xkZ93dya9NLs3nQ6rl4fq0PM15GecFJ+tjQC7/Gc7PZFLtLGq2sPby364Jyq8FZFOJJNtJXv3b9LOu560gc0t4PmJO1OzPMj+fb3W9/+FhO3rIOf6D3OP6KK/67BQ158vrwOTDR2bLc0tbn40IIFGK0aQ7ZlAyaDd0JS2ZEADZMZVUw8RS6oZrG0AVoSCRIAy08roAJlRBNdYoNFbxkgMp43SxaCTNVq+jYKTVRbiajrdbvd181MCnzXmYP/b1O7kR4Vl+gajdC7Tdh3EuP9C9NPyyRk6JHp/kKonDg9yMLdtA+1G6bCftZM7K8Ep8kltrtW0gZ+3blQrDS3jW59lretuvySFrNpz24fCw9rY3iHYOqd0HK+t328PJf9kO2htE26dq20+Y4X+zP3bO7//ud7b29tp7S9aZyHgSaOtjnCx1sug7Oy5zEKSVD4CsRkhcilXWKrgy5hCrHZA2SzSAGMEB4LQKZu8A9AdBq7mYAsPApIQBmB6mE6hxyM6rJUa8tOGzIMbb4VqNJd1qpApJNXYTOqUCeZkksOCFv+Dav/c2F+/e2cjNEc9yO5/2M6mnCzdyjf5G9lTa1dA56Z6vr+QH49u1cu3/w3UO2QaG/fL2yt0u+NnPi/HcyXoOG/I7L+3UTFbf9pIeNjsxC+tLbc0dPkhr7wLtJy+zZ5OX+LgvHnU2ldmRbtMOf/y265U/9PPnJ3/vO1vtyru2fbWntAmGxSfEboACng0eshiL+jFvZkpUEduGDK4lcGWcA8q0MFWpPsBwACVnol2ZgjCzYwAHQK0CkFYzgHRJByOHkK4lSovJWKqxDkcyLjVGUYWnpQTPBLqBiJJ0PhUYVUmx1YS89XD9zr0b+YTpOD+7m4sTchZ+ZSHfPWxXNufz3Oytt/2Vo2Htz+dR2aHJgUL7xCpPfD4oy40aczVo1sncrDP7Nmtr2bPPDX/a3SDaRjC8Wi+tLcWQauPyop+PEXKif7giqK3M+X82pBgibr28wLcj6Rwc5H7X2QJ+9zvbWfuZMw+hPvb6RKXacobFx5je2IsyPKXaYqeF78R0ldURu4l1IenWgYLRG6VAZlJDVe9sFwiWAZxTDQrWA7YqQIDdKCaBpku2i5FYjLS4jDKZTJXy0VPqAF1JNTIBLjVNkrHSpZo2TF6s//iv3Fu/sbK3nd/NaF85zLeA8/LcPrJqx70c/aaXDaF9WyDX5WfdzMt8PrfN63u7HrSttS27HSsfn+9n3z6nMs/yDeC2iudANut7BLmlY9tfbyvncK50OGBNZ9gAhiklYahnrchW1j70bYcfWf/bVagszHxwzd4EeFDdQ5upX/5zSwbw2DtXuvDki9Hb6uqAc9OuJcAFGd46hGlR1qh0U5JRJoigfRBGH2DLqGO/egWClLKk2wUqAFzTOlxywEYRSz5tGGRoaheBCchoGb2WSLZFUMVh7Fbj2w9Xf/mr93KvtfxAfI5rTxfPc6eSdjVQO1DlTHzbL8/qlpdiPnPNPn32f3JRZ1brXHfT+LYFtN35/BccX+7wnLM0uUw/V6/lqukUsqvT9uuHNX5Y6YOT2hiazK+t8bk8LmeM8sLPDk+7rW/7Slqqg/dyVfDhtIRhCZN/h8m2ByumSutjryTKLrBTEouLcPTV5dAB4LSK6wSqi9GtAmyxk2NLlZC0lx+EmYLNFOdRBZDdACF1CRzY2E4WXk1cVENmqSHBYarSKqDTIyata8elmsAQDJfWEXHBoP/2127fuL2aH5s4yk5+drhzsVpWtnZ9QXsehlU763T+y+re1uLcQK6d50xQrsYc1vc8xGGHv90zqFlyAXS87Qu+uanh8crqWbu6M6dKh3OaWdebNbqLZ2b4nKsdVuR0Uz7POsqXXtreTq6VO8838tt2Nzd3c3MxF7e1IYdlcF8+senK+EghaTF2GNLMAEMCyJm0WFVjCPq04/DJiaEkUGw3gMWB0p3El+8AF5bLf5kKTlgZyTCQtMoQQNYH0NRT63E0k96IHSsAL8oxj5gqgY5VxY4VssvXa5QAsd4ciP7KLz3IT80d7LXf28p1mk2Qz6eyS9/2RtoVx+3VvV3akJ357MlkLcwHs8PK1+543nR5JniPaB/Xtmcgu07t49mcKcquy95uu6dQu4q53We9Hfe2t4LhcoZhVvPbO8c5nX/zxmpcOcuavHwCne8HZxdoca3dRSg7Rpubi9vD+R/m32Y5rAqAtInyQQ1Tmq3NkLT1SdA46SWBlmRacvCCqzK8pBoGReZYyMiEHOfDp0UcwFJdF9xwEMxIiqxVps6POZlu1wFitBpsPoASrRYBaQ5dc7oSo2CsJby01V75YCZTyRpSMWIZRswvbmSVPDjOjsdpLqjMeaBcepwbnmRVz0qelTmrY17M2845a1hb9cO0l/H26y+5zDMbRK47G3aD2vdZcoInJ4OGu83lZT+3N4w+d5jL5wrr68sJzwSS2SbTPkM4e/T0+A9/kGs+5958/ezV+/nYIWeQcviR7wnkMumTHEnnHSdvHTc3l/Otrjh9pODuCVcg8PmB6VykKQ5AX1tHdCyZgJov7nj0Dl2rX5iJF1naLDI19vIgGEUdDMxjSxVQ2wShqYmQ6KmqwYu4TkhBShhroENDWgpPSZ4cyLQqza96xZFVnq7eq0r5HOrTJ9v37t1tAvY22iVrORDIa3oC2zbQ3gE4LdN2hLJH3sjoUx1ey3MIlt2d9tlxJtO2j2wDuSozFy+0+6O0DSWOvBUcDFcyh8khQd4K8mbz9NnJ7313J44Yd3eP5x7kl6Daa39+++igXXM67HS1o4e5XB9aH2AbaHhmePg8TNuuhAay09jtgLFxiQPsCqoRAQyu8aBqapqkXvMBVRyNVUdvG4BS2HQtWxVQxaLSeQTglUm3w2MBaZU3BzslcDeoXkcBmIB+kjRQMYDWgRwdQFROsfzkg52vv3MnZG5N3k7ct/2TvKC3my9Ek1f2PBn8x5YwnPNp5/6zwg9XPAwbSlaUKIf3iZz2aVvBcPVORPnbrK8vDU9omwu3ls71P0+fn/zB93d44GnbJZ/tg7LZiNmEVvIL97mVbvs0ON+ibKeBmHOb38VrFo8OfrLaZn+hjxi9doBkgPqU6EoKhrzLplqYg4yANDxowMm8DLoYMUyXo5jAcezsHaDOuIquSmQYZ+AjFHRG9CYjG4cYKKgTgyQkvCUAI3aa2tWIsrqCUY71MAiYsOLvv7f9O7+2f2OtrfDtwLOtb3mZbz+ulL/DcB40bdbtYTNo20NGyVaSV/CAtnrln6S1i5Wbf/jMN1x7vWzDts/L2nXNbcPKChaU8zyPs+fzw91WHpaEZo8/fD5dzvjhsheU/wKyJeSnM7Iar60utJv1DitHWucP5mkJ7pbIKAFqN0pKaeVDdkqqiscCvR0Y58Q7aQ/pTAbJbA7ygARmqaRdDsVaDUrQHBerBWOklCU4S0ppYcQVUFIw7hI+hF2+0iAjP9hAx4JMixEBVQLTAtDQQl7Dk0BmLFkUgxEMldbQzQ9GfO+PnuQION9Pz5WVx7lMLddsBhzl2v187NvuV5X/sly8G+BrT12evDardrkOS3tnaG8OucIhB7tZmy9KOf85fPibN5fzZ8+Ovvej/hbN+Wvki2GZ1DCxdtjdPgFIxsrKzVs3bt/ZvHlzxZkLhjkM87igYNLLhNr8Lp4EMG1IZNFUZXCWlORhIMUChqiZGBGQY5ou+coEx1vtVinRjTeLJbvtLJAKyyGruhNoka96MBpCuqh0Ow1M0lBWb0i6jHVVi6Yag5OWRVJgCFU18OkG0KoUVD4vs9/5+c4r9/PV27Yznlu4bSzP5YPbvBG0PaG2T5ITlO0riNkw8llB+05W+0CgraOMkD0hVqQ8SocY3gMu/qpth6idAkr1+c7x73+/rf1ZmDNt3mTyJpBNJ+E5fbRwmosgclHQ0t1799548+H8+cmL50ePHn+oBfsQc9n4uHjeqobnDYaqLX4tgvDgLpY56AKgoQSO1wQ0tSW5jlWrNQe+UxLuQG0XqNMRUckuQnM3GDxGSg5WE8RVH1ftgrU7mU6WLhoEVitprJkB3RxgTKtKMtHrYrjIPn56+Ps/fvHmg9V2zn3p/ObC+c17qzl5n9V8WNfznZW5o6P2K9w5aA5uP/ISZRspm8HwgtT+yXyIzPredoGGzaFNMm8IbROYm8uXFf/eH2zPRBcvTxG0pHbD6ibL/lK+H7y8mv2uhRs3br755ptf/aV3260WF5b/k7/7AWISbEP62EPywMlEI9PJMKqhq0YXg6YrE1C9JHSt4qo0ShAXAvU1Z7KkFxB9+yAMqXGmyKuRUUOpep3NuDS2h4kXC9XaGlWHq2PpVeAQY68aXXX0kA4trhaTIfHuHp7lTeDzF0dfutt+Q+k4H3VxC8T2HtAOAPLR7P7wk9pZ9dsVEjkgYGn/vvw2OySGHnbl2x+lKfJ1sPO5fN/yd7+z0z0in7TIch1eewfKvbjy82HzueI69wG6ub5x4+6dh7mn9Fe+ltT/MDIsaQmvTBvr4m8RgEZ9qix6KaGk1GWqnzlf/sexQtcQVONqZbCkHc8Be512F95ZUn3pILiLJo6IOAFdIhrbVIPHwyCADx6HWBKYKbgqtqZFwxwcxSr8NfkOJNBLbE0wZ+fgdOeT/WfbR1//0trKUX4f6SQHtTkAbZeCsvOTX1Jl52dY+bNrNOzRtCeKJXs4La2NcUG1p6hdH/Fi6/TDT/bf++ilX6dzVqrz8cPaxsbt27fyO3i5G8uDhw/u3XtwkF/szs0kllfu3r/fPllr946+fL13/gmpj6tqyHe4ayxRtukPf31cnbh2UdpSchSixiEwVqPPYjcgXTJRmn+VjHEvd4HIIqXGoSPUKl3a8ajINAIgbfUGhEyrjBJKMBoDx12YtGjSkknb6bvkroq3y0kXJmIXwsMHPNs5fbZ7dvf+fA6F93P+Mfc0bxfnDAfBuSS0fQLQTtEML/Cz1bwFtv2bdIekYROIph1CzM3t7J598vnhBx/t52uWDB3RoJt1mQalxL762mtfeferz589f/bi+Wuvv/b661/a2trOF2OyZ7S8spFLtHOf25n45ScnJPxLgYMmw9USXRkmE1eY4CyUKqBKMm2qk6DzVg2lTkBXWbpZHBoeJrgrOYeUZhtAFHjSUoaRJ1qnoNOny2Ck4QLTdrEhjQI4IiXS0mYxp1oo6QWkDV9J7PDiBIJpHRHAcJbo0pIcnCqZwZ8+Pc5vyOeG5tnzaRtAvs2Ya4Pa5RGsGbP5RI+lHTmn7ByGrSO93b3T/Ejrz97Pqn8ZzrhOhgTItLkU6dbtu2+985X7D/c//ujDXH2U2+XevnNvZTVftMkZ1oXNzfYLA1lixFUTwJWJhocmSHfMmGapRkEaKwjvHNQDKKlEpthuBMHk1zSVlNCkrYGWEL/0DoCO9DqGuQBah3cGVYY9jDlWNaaEtzLqqdLFa1oAFnlyJruOUgEJ6gPGVZlaxdINB7m1d/q9n+69+6W1W3eXl/J94LZjk3Oaw0U8WdWH/yWzvOYPD6NtQi0gTY6VHz87/tFPd70nIcm0dVAevkzOuuaS643c6nZlPV+8efToUd6D3nrrrZu37iwu5IX/eGFhNReMJqcz8hglJx+yJCBtnRWZk21VgknQzrh6O55HV1vstmTiAlex4ZOC6LNE006DYlOHE9KqwFmGCYavVewpjYGkJdMYTkHlE05+WnkYu4LJ5CruQmLEwgSqveMdoqZhT0vs4+3Tg5/tvnO8/vBhfrs3XCbcTujnQ64c/rZOO8fTvvh7YWyPKL9kly9G5vPdjz872NmbvVGEz+J8AmBsnV5GySVFn378YfsljIVcFLR0+/ad+/ce3Lp5e21tYy73kzjbX8pN1Ic3K+aZEAGBNY2xaKlGTBdg62QUqK+xY6wxoHqDw2SsLJWveiwyVaZdoCygZoJDXr4DGCTAkxaG0HSzmAVpXEAVgCc1WEiOTIAlLVF65QHY1VwFIjYZC8khsxAloKsgeixpQyIbuNk6Cl9dwTsH83/0Xm6MOPfGK/kd37z8t+/G5OU/V7vlrH87W9/29XO7whwh5I5uJ4+fHeXD3e2dtt9kYECb37DagR0FkFIAetpPHu3mWGNjc/3mzVvDMUh751lezp2H1s/Ocmfc2SsdRpKTQBdAzmR+HY5xr2KoEhVNlhpbMQM5HCWNVUmIUSmJYw82JGCco11Z1bQNwLguq8apQW+oswHASyJOC4AHp73K0tTDUgeFqcniDlRvEtKljYySLQyjqIGsYgRxhQRbxUXJ2MPjuZ9+sP9s6/jOzXYlw8FRvqRyupZbwa3khnALx7lx4sH51s5Jfnsit+DMhwMsF3/H/k/YhafLHBwaZndvO/nr62v5CZjsfLULInKFdL4/3O7Xns8CVnxc2sNAMoHayjsKQF6xaTARyCCmC69Ge4AllLWkPqVgWi1XGasMcbUEszDc7HMAOil05ipFU5U8QlqrWCCDu2rltZjJBLQ4epeDTHIMaqBpIVU6jTAsytINRmyJLrHjkl5jDw/PP3t08unnx1iSo7eKh6jZ20vlGdeBDIGvacExZsn3yPLWsryyvrpycri0f+fu3XY9XKvmO2V8G6G9GNdp1FhLDlFHSZWudsbt2lQ7hq58HRFMcmQsKtOtU6qyaLJQVSawNCmIrBO8dBYotSiyaAbX4cMgQ2OpWqqAhLSAriTp0IOwF1cyOGLHtduRWgDqqwxsSYsaQNqUeIAyuCilKq8SvZl0O5ca+QoqdgjzK8joB/v5VvJcTvu060LPz+7evbe2np2fnIo6ev/Dnzz+fI+0tM4ZDM/8mW19LIySVheaSRclWkOiRNxV03XQCMRjPowJygTGhgGPS9qJQomsbQCU9dNNi4JWmbxZ1U41pSzag9UAYByxqS80CmSG4qWAbvVqcarRgFNCqQaGriT6tDI1ShJAoJaAaxa91VVJMwPApjlzJlOrwZVMd283txw9XVle2li9m6Xt9OduoieHH77/w7/6V//1/MA9sWbSrZlhqAIoMYqtGhhCql6mA+oDUqrjwnT62q0zCa56Y9F3sYjVCOARv3Rs5MzqGE4FMrYsk4IoGcOWQLsxdmnmWKriijHCVLGD1mRmWMMxVrFVjFgUOMQ4VibAgbQDuhZlWgdlPpFBCtJ16UgstGrs5v6Kp8c7uYJ6Zbnt7udNYP9g+wff/73/yf/4f/Xk6ZGyLtOc8NHYDcCCvrbwiHGlzYK3C4GXTBc7+WkRwJtZXdXCELrQG04mejQGBpgJICr8S7tAsqprOtGGIq4tgjAAW/lOnC4zI9NkyHFOx9itOTUw46Y0XtBYZdyudfLa1YepVfkOVA0hjAtW3JG12w2NRaMAS+6u1X4L+/RkdWX95Pjgpz/5zt/8m/+fv/E3/lZWOXMqiL0bi8CQkYkdpXoxqjRHgLiTjRPCqKnzCYmY0S0hdkqC8JQIdCCMlBR0ybMNwHKA/gDHCKYk01ngaVEiANdMGaMCqpguFjV08SIeC6ox1fFAdRTsaRkCcR1uzHfj1i5pNaRWK3ZcAdXqHZecTAfSxZjbUvzsJx9+/RvbJ/s7/89////+7/w7/8HOTn5TfuJgKeGEdFHhiXL0yjBQNYIVjx+FlpSyRIkFjNHAkDWwKoOzVBfiypAGE3G6aKpRFwIsbQOgQF+DanlLWODT1jjFgC4kpExNI6SWyAxjIFWUkGklYWrCuFo1XdWcAGQ+KGdSAfow3YhVU4dD6aCMgtgSXVx67XYjEkXVnP/g//2fLC+fP3229X/69/52voHAKCgZBSVRNUFlSJRqKhNMF9C1hENqh6wl8iNz0ElNF66YZEKMdbi4LFklyi4ClK1kNDq6HalMfiyrJbGZX8g4RAUVJ4GFTFqZAMSAWpUZA6O0V0a9abUarCCApRPUbgR29UoKKNG1vapaeY26ZAImlygRp9rhSYYQLJ1estPQNa2TWdWFoNN3MsUVaOzE4bsSzCVJPzapDihwvMootmqUJfUVIIMZ86R1mZEZbglSvVEygmqv2CiBmR2oropjnOzWoRUA6lhhKtml1dIgnG1IYgR0a2uOAOVV3fAsVQaWuZC89G/ViLV0TNdNkMo6+pisxmC6zsPuULl8rRl3HQVLE0D53mFoQKr1LYNuFYAJ4V2m4skELIgVdDmEqHRcASXsaevknYBAMcAQBNjTyncyS1WA13Ep1RYXUWl9vPJjb5U5FgNRqjhMlo6pLkZEUMeKiy7AEMkwLDIBMOQ76IXwMlDGhIA6h3S7WNMYhSHM6arwnUZSF8Bpd7zdFp7/t3+GWXZYElBblOpTqouBkHSDxzwJtIrHJF7sNacyFRsFsCXZboCMdqq1K1assTKd0ZIAl171EYwxDGLbChAQbqugZkKqsUSClgoqRo99zMNMZlajOHqWjhknVNmFqf2rcgyUpUS1tldV+9DBe/kmom0Mxsoxg0u+AksB8pJh4K2igbekvsoqCaba8V0U+VWvoNrBitV0QIGBhlBCr8tY9ZY6Zbow1QIzVC43J6MAVKuy6mvaGNeESdxZ0Ki0y+h2AyrDfGqrQBnVmlCxVQFV7JDgS1fH2hVECgZcOq9G6pHUbnDNqd0qU3M9id2JKAbUai2pByirQL0zESiDUdnxhNtSVaMLQVftXHbHoAZa7cg6Vi1dxZNTlWFqt2JLNa1LQINLmSGIOwsyWxLGyi6Erq2gC7/MicKljhGyeuxWDZhSbccaoq5px/lh6tJlEqXAbpWlCl9bLOprt5Op6XgtHUg3yq6tGnMgUWKRqXoElgw3pwLENc1ql0AX5VX6rtpF0XVEq5Wn6lgpdfpa6oyUxoI6kGlV1uE6KPrqIm32zYwcLnDEQHuV2hkYBJMuRobsqmNXl29INRoYAKZVDBiKlx981GpKBnYjpptFb1wwgMmQCOBrVX2dW0i7ALwM0eUoRtkZrQaIaw6YasVh7CaTxQSquCoJHzFkEqySRo48AJe42sERZAlGkxZQq2FqN5gFLy2usTfVkFmwgCeNEYz5GRMbQZ0CHpLoOoAuZV1VQRfbjaW9k2k3tjJVDK45V1nUIFDGlOxWmeGQaMROY2yxZEKAMqsGjktqBIjtVlBLY0w4bXWBx7xMAMtVrlQtiQEYJSODqfqqqUrFVQCpvQPYbU2rQNy8Sg2SCagLgjCTrlodYyydl3DECtBMkuhrOykj6qrAaqmabjJjmeIOdMradaqVBKcUUAetjDxkZzGNBLuKjaoCMmnhO2xOBUYBKFVsFEBvDZcEaBfI67rGoksxjG3H1yg1lWyYgqzdagi2C6j6q0o1vPlHLxWQtmZq1AKwq6CzEAWpuHorriEYaeUlDRzbYRDYmtNFdQK9AgXVCImGZHGV1ZIWlHQlq8sS9lpylBoylmGB12KO1YC6VCV8l1zJWtIo6JTpqqcEY1vB5dpf48DqruoiqNUakioC24G4bKo4mO5luTyMrjRoL/V0GcWSJIF2FThQLVVxVXaadLUHqJQH1BZZdYmrLJiFarBGsN3OPuavYmpOHasLpKSgApRhGALgcCgl5XHR6pWseslOTHJHKjahhldSO6CVajlBdh0DJi3AwSqgNEimnxGSTUBp1ygZBLj0WkXfdauslsAdk25lCKxtrYqbp/zJxZ0RnvnQNttgVNkx11RVCrqQMV+HRmw+YGy5RoC4a52DQIFMAKRM7QbLAyrTYY3ygm4UlOqpTmoszVb6L0yMAQ/KcYvAdjyJakeGhiiqXYtMkm6n78hqmVSSZqnaQ8LTGtWBqhkrZQKux1bNHxwvveRXDbhqZHwUV+kr73BjYOBV+o5PV0Y8yUCiUZAJyIudlaUOIAgp3zG1iyaMYgGyK9vOOQ6NQE0dAFyryGDku64JDiSDXb520cDYdgKMXTupCemiPgy4K03ynaYau0CV5lQBZG1Trd3grutYFaDpvAqGjMtHJw+wVWaapQBINFVQcdWDddVuh9UIuhz5AHBNgLFtimGJJv9eRslKvVQeWBmAXS0BIeFpYRQMxcvXNvWKUSKDrCX5WlJgtRv0F+8a20XRZW7OUNBV7QZUSzAl+HG1E9gF2AawmEBsyApqFzx2dYyymqxGEkaxXUGdhrjTw9cqgjDkAOxq75h0YWiVdWmVD7Y7uPs/06zc1bphakQzXGxPVdZhuojRh2HRLq9MJsqOpFRJsJljQS1ZJbmWrmK0AJCJTdCeEovKC+Klf2t17FWaklVxl48gpEBcLeOqMgPVAOyqlFFQmWAWAmsbnhBADZRB3yXQlRQYHsY0SQFVuxPARKUmjpn40dPWuGsYc7RjhMdY7fJjvWJKNed6bBThndjYCtDYdkaUxn6hTIGWGmi1kgwBI65dXDKGVF5MQrpjPUxn74xqzFFQM6usBnZ8F0ICGkqdfjIKUlenIUey6zYeykLXxWnVLsBudQXLB9itJFimasDXMxoriEWXGCDvuPKClMQAGC1dN5qOUTkujRnE8NUYxmWsoSSfbnBt6cJUmUwFwXRp1XeATEktY6AyJauQdAmpbcc328VyTZqZF9rLVU5GUHMcmmrrBsF2oPqRVQbc2WuCYpWGMJzeTqCMNNpJsTmAcY6CGqWskpNKyYAqHmOVlOiKBeYILAmMUgOjAJAWUPVVOSnA0hntChi6dk0OyYJmkh/bqyUY16RsTMLYBnQLgeNYBu1avVU/I5HSoaw5pIwRKi2hH/PYkYHRXM+jMdNR9GKvModQU5lJHNLFwDDGSgqoVo2M5FhcS4RXTVdNF6Zr6WKcxGbWIVRKAsJbqpgQS2MXgo7XNWmEtA0AG9V1CR9U7W8hgB9X0VglTVcFLyk7nbmIsKGpNl3qUdrVDkN3jE3uBJ3S8KpXg1cNPEpJjZURG4XMthPQpdpZnEM3urIKan411nxwl6YRly2yKqaEvsoqU4cwQUFNUwmw1cUQeBXXapdmqVrAtWRVsuZ0pF0mQFvJ6r0c6xK9vJF1/pg7ZY1GjGBSVgVEVdn1zDjWoTHSVXYVUFwFYEqTPOHjthonqwqo2hV0/PVdXQF1GQ8dRkFXDe8oVSOvnmrtBiubBFgmS+YAUFZSV0dO8tHIC0w2gVJagRqYmqPrMtrykDB7D7rUXUzCrMmSVYBdxR2TbmXG3W5WnaCLJapqYAixWrtdwrg0TutyaoLDVVIMqHZLY6MlQTTKwLbRdCVckFXWKbtu1VMylsDaXlXqQrCEZKkJ4ovi5eaa0lX68J3RLq7qHYdcmtHxjYHouq8OWGW8VNGolI9yckGQkkOIA8zRq76T0Z0c7hqLsQDnwAORnIxNNbxKvJWspckEJ6YydnJIJg2yjqVMQUC3dJmOFRlDBFQSvhtXsXyYLHQlA0LWWLHiZitL9SKWiaoLrEwn00v25LhYyCxTaFB7NV5q9FQgRke3kjIB4MvE4bFBWhLUwA53llTDSILpdka6k23VV8GYJ19NJ7A7BtViVXISRMaSqgBsW0vR2K04pAs5tSquGjFAFyAkLoBVXV1VGQKr8B1JGiSCqu8YxAoEyAwBWNVVwVWa2VOP1ESyatuVjBuPMVaSE74CMTzd2lY9mbUaTLcrwdtS7VqNALtV1pXUVNBptKuRAUzyXUi6LLEE2F4VdSGfcHX2qiS2CsZYDaVx1ykpmGRMFiDrutd4LVVQ7eKAMXY4SnZnaRpquqKWd7GPJVApAxi3KjsQJUs3UMgwlujqnawqVkYCXatGVUDV9ipLTRbjmuwyhALz4WOxBO7amgnWiLIGdiX1nYYu9qoBw48t1yirBYzYlomZCS+Jha6WqhnjMTMZPpbBpFXvuIKZxj7Abg2VrKDT1644QDyek/ObLNUJqDRtCL4Ml0fZBdoVYKeL11KAjMAqTNpuqVEpESKwisu0q3iMhtjtjJ2gG85wZYKx0iEE2qs4mGUcFV6L1cqAZS6S2r+SgsmqZI0KhhcQWMUwCF7yjqWUOwNZlmq1lhQEqIG0ha+tYqMEuBAj60pVUGXwtpYIqS0lYpVVUAUEWjWn4yNwoWQLX7vBHWkVUKviAI3gsUuBoLNj0V4zTZOsYkmBQ4yN0SCrCeop2ValGsG4Oi5Fc5UMcdrZM46utq02LF1EuI4ZdysjBtit4SHhbQdi9nd1xEqKrdbAismE6VpKCmpXMhaxwBwZgN3OVavBLl0OfPWCw3dKuwAFHbBbcyQFVG3JpI0GWW2rABdVLZC28p2s66KXDADTmjbQl0+IvKPIoNSO4Mq25lYnfhllMlclYqyzAZswaTQWuy0AS0d2pXRlBHUsyK6UrgxgIF56omuIM1EcBks1iitA2bUE0iqumpBqxCjtVjslEyzBYKktAlvsYwGMsg5MVmuIggBwbZM20JclqwCHk5cRVGUwXVo0A9eezEtSBFChqAo6DeLaOpUKdE2SVCdLkuMEBo1AAMYy1nc8LmSUtHck/DhQJgCsUgbergMJqhESsTyZtmpglHWg6+KypZoWUHlIecAkqUuguGPo1sxOaTeAZZwQPqTtTFdIqvKd0kAA1RmpRxFM7QaPyUkjSrxaAkyrJQVjVw3HLlO7NY0QqvC11Y6sK9FVU0HVE047yWOkZEhVVlzTrsqM3mWsSYlRBFVjyQRkdKlWfZWJDamgy7km0HwshEAaWMcSVz2kegGarirpKDKCywRERIzbS93FE11D0ZugWM0kwyQooazjahmTXcmEyRDnRrXTdN6q6ZROQw3eLj/dSSPizoL4+tI43yFMC0BWS+Cq6WSWrvLKA9QLqqCSwbVU7V1psnsNSUlB13XQ8JQqUzECNJdKEWXnHVCZynclEyqPtyYos1T15MPIY9FYq2oCwIKaL1k1kF2rqwJcTsCSXhmAPEa6Y/uY6YxV0JVMRqNSmXwAC6Xgzju2KKgWZVaJmtQ4ogBXHb0GdiEmCxTXhGCXmm8a1a4UsgoarinUqsIUlLUEc5VAfR1Si4CqIXYjQAPoMGQVgyuPxWQTqlKN1coEu5BTW0qkwYcRaISsJSwKum5VokHQtem6VFmHozEQTLeT0bUlGWXFMigNr7wkAKUC0mpJvUpBJ65KE9CYDyBBjYFVdkmqq1k1ogq0QY4tCjpQQ653WXUOY8ZwYxULKE22kgEscQUYS/ei+NK/Xb5KeRltMLYKBFUZ8prlC5URxI6sAjOvEXThhuCtXULMrIBSFVQcZboyHR5Xa3KHCTGhZqqUrIwWyZdALVd/h+kqHoOEVg2CcatMgOulOV08a5YEuCa7lTQNsmuv6oZnmbTXoSNDA+jaLsQ0gfaaCZ5sMVaXxkoyLkzFZpJjWtXgmhSMyTBV3+Ea2ymJmhRATo5VQxwLcJWrk13GdgVTVJA4lsn8IsqxWFdArQazVL5juq5R4cEdoFtbw0PC15BJsgqqvfJE1RbleIhJnqixuAt0REEEVUOXloFMrjLtaChVfRWA1Vi6JnDSEj1LqgGdRqbyM8PonQ1N1xoeXkzsVe0sgXK1GW0QjEHyerWQc5V+LOsSSB6TNXaMq77iOlznqiUGRQAmpLbqq6BmVr4ax3yN6jDGjqRLjqWAMQNZSzVwrJdB1okdS76TpVuXyXEj6HK0yF9j1I5LZcfbJZOuFl1Wm0BPBWAZDPhtX0opWzOCLsGoADBtlzb2DvLL1wldjG7bZY75a4yWAjoMAwmuyVUcXhkauxoFY/E4ttoNhFQsH1D1DNQxaCjVBGQy1XsVWZONBdRWmTkdUAAYV6ugasQB4mqvvFglDG37iSQV4BrUVfk2TVqzIqA7Js1RDDCEcLpq6OINma6MACMWM01w3IBqqXxNkK/iihHLOFAYRyeEroIAXConZU4AfbUE041GYH5ndDjE0avUa04tiTXiDW8pDKSDGgVAWVuVhsgESCa241PKMgw4+7EmNZSq/XovOVUfBsss376gqpGmRLVr6Y71k4xRghY6LFUfQkEFM+lFFYviccJYXzUkG2IOoHotjcWGWAJUXmyyjIDh6HbDVY04AItiEypjYFe1a2B1VVwTKkbTKdOViVgM6LoIJO3KCBxXDQC+w7VrgqBWtb/08g8bw6QHcijOBJ2sdhkMcYcdm6qaymORoUu+rkqiNArlF5IGouzacbXLr12wjFEyAXU+dGtbLWItAUTR0rVFRmvmWElJmUpy1NNFVsVV8IW8IZ2LQa2SY1rtimsCdhjbKOFrjgwy0wQzHl1tVQhqdWa7+HugQRAs6PiupIw0umK7umDINFnZuFo1XTVdGNpOORRna6qlAHmAXnk1CqqGKDRgqxorqBqHwKJRgNG2gorVB9QlGmSQtStGYDdKcOXFXbXrVpklQFqBsgCXWg05yC9nggyNFslO/FKXjlTAZDq8iWhsrwEG6nUsGYHiToMgLQL1Hd+5xmmdXb28FoeojHpnAlN5S85tkhmTDAQPrrEynVFX+K4EQ6usZiqwasKkrNNXl6NUYyegWwU1sPIqFZgvgybdsbHTqJS/BJirosZd6gpSoAvQtVax1q5KyYBJHC+l2jqXzoKmG05SsXbCaSertTQWwNgGiKsxuC7IUMpfQ0ZDtQKwbQXBLGZWe0rpXkgm/h1XzdGLBl6ygg7XrmmCVFmIDR6XLiQvPRVjsssxSmXHtBEdzOER4YGsJbNqqQrEASw1sMNdGt24BGKMtSvDKLSTRkhLGCsp04VUXtwZK8/0ajuuYkdDdTwoGqtaUJpvF0aX+goQh6liMCUxGkhxBV1I7VZXZ0mXhYEuepf/jvnKdMnXROGqXseoIeLLZ0QPwG78VzGUUkXgSAB4SwC7ejtAl4TaahwDZeMhLAH0phtsVwxT+U5pjhoF45Cq6YyUbMdeYwHYu1bXmMelgIGQQVYGsdXahZQxUAbQZXbhhlQxpMoKwGk70NkV1PyKsVeGBJjLah1GVrKquypxIeEF08MMQZ0GI0PYTpJULZkjowCmtimpr6PotVpdVrVXxpwKqh0+DCQhtGOyhnRGxF1I1dQ0c9BPtkbVEHFADZwUdwI0lXQapNWuTE2uuBOj7wSMVUlw5StjpqTTaCXYMZCn1HWbc1jCW6r4ot7+RVBbq9UCrgwyjF1OLWlBSbcjq54oxZQ6QdVUgbKxvY5L1ZBaqmnyxlqlJF+7agKuT0DQ6XVVvmLHCoAXjLuKU1ImKUMVvlYVCBwCRl6AQFkHrEaPhTb8QPSk+pfKl+zFo+pSEJA4FodR3+FOTMJVOTWEHJWWKtPhOrR6c+pMVJJgTqfRS5qZk3pINUR13TquY6GpyqtwNx+HqPoaG56lkoTIACIbA0hbo2RqlFVJZMbq6vhJgWkV1GTTIM0UjGNhZq3+ABaDLoiXnpGQL/mHjsoKyPlFWlxVWUcxE0EthenIKqY0SGYbOdiWqGqp4RVrMU1wTUhNCK7d2OkOdHtKKyB83E4mGKWeKNtOYAjAbpVJVo3YqiMKUmIhTawAvnbFEY+rlSRNhq52AFVyOoHdBUV6uO6CKyVSnV0yMVyLQkkl0bbwaipwlJBkylzlqjziaiHEIRCnnWQ6o+LwlNJirPZgql2sJDlYKhlGMiClWnX0AEvImq0MyrhqqtGSIRgZCAtteMQABLoCWLDTylwUZ9tnurGPlfCK6TIQg1KquBPbZc7pOoqlCnwUIZlS9FgokROmuhDAXJbMGgPNNZRoBrYFdAkobTtN18Vb2wjGmi5NTQVo9JKpwCGMUq8Gb+3CGNVZOj0yxZ1XsTJBSrVqggABmjFp9ZqQuFgQB0+CqjENpXq9lalkDan8OKer0pXsurFbqjhk5S1B2naalgUF6FrnioYumm4AusoqQA9j2wHTJkFIeYyVsQSIgOWqrnwAmDaugXipqVGKVcxGKsbKEGiCdnhDAFeRYx6m8uJaqqT4qjkoEDirMC7OGaamjRkTBGpqTg1RKSnjHAKsSsJYgsdrS3WiW9XgSSmkJQGJXdVhJqtVHNx1tch3IILmKavd5HDIatqkpZIt9OL5BXddh6baDWFVHvsv2FUWAK5zgJSvoJbGvA+BUteOvVcx9SH7uBQbWxlwNVqtCWBkY17LOE3juBSGwArAXXv5hlJnUHEM1VNzKdFWPhiL4CqNsk4Jj0tvB2oXe2WCK9mVrqrGogswEF/8cAjUUrvd0AZ2GryQWCq2OiYdtGpIsFQDlU0CLVYZMV0Y2joNBXWUTlC7Q9IsDYuZVQaeLI3JFnexmBkCXNsL1culMYt5HFEZcQAYQMsDcGwE465iS9eDOoSZNeQqTKyWOkq1hEdzvRJLVcJM2rtSNxNCnI+ZAkuCzhK+Y9KFocU4cC//4YeCSgRa5Mm3Wvnx0DLjHBKGMWeNmZK6zOmAIShr24WorAkvYc2d1C4CPB1WYxVBbR1MbxhI7LSQ8JMtgqtCsFC1Jdlul2AV0A3aiWt1rHcIQdUTZWDVSAoIR1PJ4M7YdRGP20lZyG4hf0x+YWAsVVMT5CHpqpeEoWs14rFgMqHKsE8yNRA8a/EQTStDkF0MkFVfXYoBtSuu3ioLrt3J2JBqKqgYDYxj2Q0QOwRkbR3IhCq+qjoWV6Yb18DrNZMuLcx5souxtlUWPJlcA68XqFQmYCC6yjpy3NWOxa5TrQx2Qyx1XromVNcM4+z85laDWV2141OFIVNMd1ytaZMaLMoIpDtuSUBja4LVSSPVrkQIZCfouowiKYC3Jco2MpQCS1oQ2K1ArL2KK1YZUBc1IQmRsQtT23GCVQCCSo7xOKS6gmPBNcYyaJCBxyGKAQhmbfVAmYW6CijJzyKu/scoQ2TGIbVEJEzFlSGB6qSmig2XFNSckCw1VoGlgMkRx2RVVru84XhrO6nHSEnBeFxiFdOtMgU1Sv0kgCSktpUPZqmCDl9IflFl7NVCWhhjxQC7Y6XMpeYSDcXJiFQ6vusqAIwzv5DpEtJl0RjAclFp/8oE1C6ameHimUKDDIGt9sqoh6zdTp8uS7WLA7oqjG0FVRxX7QbX7mSm5KSXBFvFNRY8yWAcJ5tDqSZgMU2vfAXmdPqqEV8zlhpzxoz2y7+NVAfSlTFRRsAYdGurpQN2I2aBsQ1gSTWg01iiOpMWmYzAnDAVIzAnoOJahR+340ATtOuqpWAXlOrHmTDRqwHbGgUwQYDyqi6xVgGGWx2DqhGPx7JUk8E1s8rkQ8qD6VYBmGrlq1KsrAHUXClxeY3EwKbqFRSTAkcNwEugOeMEh9NbxeQ4K7uGK9Y+1sgAUNoypXQdZTJcGcpoOia8JKXa1nyUaVkiCxh7IdU4Kxj0YmWVcYYVRFDHsgtIW+eTrosjMpPwxKJXFqCykvBpu3zFxJpmF0BUV5WsGkmA7Vhj6dKSARgDUHFEkIDaKkZPnK0hMGrGfBgXxTIBNdMuAFl1iTswGaLGNGUBjlXxeMTKGCgw2bRJplbFhDi6vKCOEpLlKv1F/VJmvpYKKo6HriBdGAEluh05G/IiRM1VaQrMuYpxUIFKBk23G8XMnjcCp10TJwHiWhoz4yEJdwi7MrEE07UdiFljpkN3srGAzI7HZYl0NJAK1FBFSVVNB9CYppEoq7rktVgC1O4Yq6klowApsTiW3SqYxJNk7PIBXRol+EkMaQhKQmy1K6NkYAesChBghwRfGjvWriBSMODSeTVSj6R2g2tO7VaZmutJ7E5EMaBWa0k9QFkF6p2JQBmMyo4n3JaqGl0IumrnsjsGNdBqR9axaukqnpyqDFO7FVuqaV0CGlzKDEHcWZDZkjBWdiF0bQVd+GVOFC51jJDVY7dqwJRqO9YQdU07zg9Tly6TKAV2qyxV+NpiUV+7nUxNx2vpQLpRdm3VmAOJEotM1SOwZLg5FSCuaVa7BLoor9J31S6KriNarTxVx0qp09dSZ6Q0FtSBTKuyDtdB0VcXae3muDlWYAFrG6vxKKjdJNCtk1BgqQLzJStjYDc3xQCr8WohJ10DAbUbrDdR6WYB1CEMoUppUmYpwJkATG5jjDZLNLUdJxBumjmCCCqu3bhYamydRqrk46KbFg1dwoOzyBtClZAIGCgkWB694lodi1OtAuZmOy6REN58xtXSDSE/k6XcU1c8p3UAXQASxliGwXTNxh69PChTGSDuRjEE3u5VFnIMUVaZGtXpr5JNWkLWhSgDLTEHWsmrwDWyWhrjMMmkHYePeZkAlqtcqVoSAzBKMoFxFxlVoxR3IdVexdoRmClv4KVLqZQMflsEVsnSVatjjLjzkmxCN5AhyhQIrvJG4IhglYJOQ6ZVgbIwairolLWLjAR4MQBBLcHII+sEDhEwFkhSUhDggoauOGC8RBNSJQJIxVYrP0l29qp3lI4cWxR0Q8BDip1kzaH6Uqmj7NagYLsAI4bKxDNVRw1WVnlIWzPR2wqiVFMxZJejADBujQVUu2LImj92Ua1t58JCJjIEMoIuBKMWungt4YW0pIUqXcnOK28UArs1JJhu1w70RKlGMZDDUZIkYZKspWA0AhLQSAJqeE2+rIp0jnWTmjpqh9UbVRnEXSmCsUayK8FLVpklyfHcrilVsVFMNd1uzoit1thJMaQuQSf+z5tjrKBLthvQhdeuMnIoKagAZZWNGaqVNz9Ar2TVSwIUB4CvT0BTW/TNfPFHnGH6k3F6KggeLzU01Vn0oKv5HbZroEwA2HYgLl/7GUUjAE2nNEGxMpkxwGWswDRCwlclXZmxmJxO9oUhNccEQ1JF0JVqrAJAM5Q30rGyCsBdW8cCK6ilmsMoYdRXJVUZZfDmyAsU4EWpnuqkxtL0tugAJtYBNCNTjKZTKgZU8ThccZVJBlRcNRUrkxSMSzIko+z0aGyrZqyUCbgeW63JkLZV05HpypAgYzcAEqUDXQUMvErf8enKiCcZSDQKmF7XOrdqQdMZFWBJF6Z2ZQBNcfEm4EDTAF1qAnALuIgA4JfsZCY028VSNeFqQsWUFOhCo7LKgulWzRhPagbrrNGi0qrjCiil22mqAIymKs2vAsjaVqP2jrQrMLyLMqETaAxwiQYZrTzAUhNd/ClTqrizWFUjsCRIiSptjZJvitHQMLZNMSwmz6JkjQ4jBsgA7FZZSHjalATgcTUMpDkwkLUkX0sKrHaD/uJdY7souk6vBlYlAsUB1YLrmmonsAuwDWAxv2ZC2lbN2NUx6WrsSuEpwXfVSgYrBmgUqFFpoBqAXSy2Vd8ptQSIO6PdTkNsaymM/dcwlK5pq7cOUS3ybRIXSwQsF0T7N4xt5SGpjgVdTg2pJXlAzalMh9OFqS1zgwGP21ode9WnZFXc5SMIKRBXy7iqzEA1ALsqZRRUJpiFwNqGJwRQA2XQdwl0JQWGhzFNUkDV7gQwUamJYyZ+9LQ17hrGHO0Y4TFWu/xYr5hSzbkeG0V4Jza2AjS2nRGlsV8oU6ClBlqtJEPAiGsXl4whlReTkO5YD9PZO6MacxTUzCqrgR3fhZCAhlKnn4yC1NVpyJHsuo2HstB1cVq1C7BbXcHyAXYrCZapGvD1jMYKYtElBsg7rrwgJTEARkvXjaZjVI5LYwYxfDWGcRlrKMmnG1xbujBVJlNBMF1a9R0gU1LLGKhMySokXUJq2/HNdrFck2bmhfZylZMR1ByHptq6QbAdqH5klQF39pqgWKUhDKe3EygjjXZSbA5gnKOgRimr5KRSMqCKx1glJbpigTkCSwKj1MAoAKQFVH1VTgqwdEa7AoauXZNDsqCZ5Mf2agnGNSkbkzC2Ad1C4DiWQbtWb9XPSKR0KGsOKWOESkvoxzx2ZGA01/NozHQUvdirzCHUVGYSh3QxMIyxkgKqVSMjORbXEuFV01XThelauhgnsZl1CJWSgPCWKibE0tiFoON1TRohbQPARnVdwgdV+1sI4MdVNFZJ01XBS8pOZy4ibGiqTZd6lHa1w9AdY5M7Qac0vOrV4FUDj1JSY2XERiGz7QR0qXYW59CNrqyCml+NNR/cpWnEZYusiimhr7LK1CFMUFDTVAJsdTEEXsW12qVZqhZwLVmVrDkdaZcJ0Fayei/HukQvb2SdP+ZOWaMRI5iUVQFRVXY9M451aIx0lV0FFFcBmNIkT/i4rcbJqgKqdgUdf31XV0BdxkOHUdBVwztK1cirp1q7wcomAZbJkjkAlJXU1ZGTfDTyApNNoJRWoAam5ui6jLY8JMzegy51F5Mwa7JkFWBXccekW5lxt5tVJ+hiiaoaGEKs1m6XMC6N07qcmuBwlRQDqt3S2GhJEI0ysG00XQkXZJV1yq5b9ZSMJbC2V5W6ECwhWWqC+KJ4ubmmdJU+fGe0i6t6xyGXZnR8zyC67gsHVhmPrx3YOtLYlRKLE0VjjtXOqz4CS7oEs/Thn2ssVWZg9EnWJXY4XVVpVbIaSVNDwniIbg7pajQWr1GGwNs6epiK6SLrvMhItmQXoHEsVsBUUabtujWhVquM0Q1ElrYO2nnTzdJZ6JJMJjLbKpC8BHoqEKOjW0mZAPBlYtlkLQlqYIfRVGUwXQCtA1GyOwmu0oz568PVj4HjdgnyY4CSqOqSwWJJvjKQhlOaVFaNuA7RecclXQ6KJbwAPKmErMrOOBYgTmsJgFHcVXVVcJVmNnWkJjJkbbuSceMxxkpywlcghqdb26ons1aD6XYleFuqXasRYLfKupKaCjqNdjUygEm+C0mXJZYA26uiLuQTrs5elcRWwRiroTTuOiUFk4zJAmRd9xqvpQqqXRwwxg5Hye4sTUNNV9TyprY/BRWgrO04U33LLcl0YcBRKtAFqax20VRlrRpVQXBd9IbECzPZYrRUu9or6ASUHEWlgZYqABNlq6VmWq2gRsFXb1XWasVOQJBqja2BnUaZFoAWQCUrnqxGoEbgQOPkQT5taWIjAHYJ6kirAWBacyrZFMNi1czKB8Mjs6RYYAnQdbHbVhe4tno7va4O6I0RS50DJHxtFWPXQtd2zNdAqoo7UL249KKUrEBsmi6B9ioOZkn1Al4+IVqsVgYsoz1AUjBZlaxRwfACAqsYBsFL3rGUcmcgy1Kt1pKCADWQtvC1VWyUABdiZF2pCqoM3tYSIbWlRKyyCqqAQKvmdHwELpRs4Ws3uCOtAmpVHKARPHYpEHR2LNprpmmSVSwpcIixMRpkNUE9JduqVCMYV8elaK6SIU7bb7uXhVZsSxcxZjpBG/NiO65iyFqy2gwXf0XIMSMvwGJIwCRWhqC2dVC9HSlfgSGGX++q1WCXLge+G0gScbq6BJIdsEsmXUkBVVtjx65qURay8uDaomyiMvlxtw5XsS5AZ0TJEOKq1K5mGtRcsCnkSsrDTMeVLUd9zbnG5UDodWkxUFBL2GEQWK1kVxq7KtMl2FVDGl3JyMQVwHetmdVVNUlQIybWLgJJ+FqVETiE4V1IJ6hpnaVTWp0cK+Q1vKUOTGZKArCITVAWpifpR2FhzIwTqzjYxZEqSNV8eUmAvMrKK1YWRhKgUSBfXVSbeVgsXe+KVgEWmZoDlqmaOpAYQU02odOoVIwSmVVA1zWqiqtdHrKzT5JdZrq49MoYLuiUdgNYUNaE8HYvVO1fScC4BJNqXTDOGD0qOg/qMTlpTAh6gF7DAXqreFyq9s5Ct1qCK0nJVjsy+dpVU0EnGHdldMF03ZAs4Sug25ERyMxshamlYLoAMHYY7YCrBPJjPSXT7P4igTWWhJpTq0kbdxVTRdCRTkO7MjPHpRljgZSuTVUBmK6kAwBqdayHUWm3DnoN2ZXodiRRIQVgmcrrrZpO6dzU6Eqpw4oFCMayygejB3RiqwxHq7IO1AnUdAnpVqa6xMbCoB98s6kqqGQXiwZBV5rsXkNSUtB1Jyfj6F013t5OP7qhdOUfo0scixU4ABq65FdNlcFbRYwdrECXGkp1FIwyJlTGQIGuCvBqtHSVSx4j3bF9zHTGKuhKJqNRqUw+gIVScOcdWxRUizKrRE1qHFGAq45eA7sQkwWKa0KwS803jWpXClkFDdcUalVhCspagrlKoL4OqUVA1RC7EaABdBiyisGVx2KyCVWpxmplgl3IqS0l0uDDCDRC1hIWBV23KtEg6Np0Xaqsw9EYCKbbyejakoyyYhmUhldeEoBSAWm1pF6loBNXpQlozAeQoMbAKrsk1dWsGlEF2iDHFgUdqCHXu6w6hzFjuLGKBZQmW8kAlrgCjKV7UXzp3y5fpbyMNhhbBYKqDHnN8oXKCGJHVoGZ1wi6cEPw1i4hZlZAqQoqjjJdmQ6PqzW5w4SYUDNVSlZGi+RLoJarv8N0FY9BQqsGwbhVJsD10pwunjVLAlyT3UqaBtm1V3XDs0za69CRoQF0bRdimkB7zQRPthirS2MlGRemYjPJMa1qcE0KxmSYqu9wje2URE0KICfHqiGOBbjK1ckuY7uCKSpIHMtkfhHlWKwroFaDWSrfMV3XqPDgDtCtreEh4WvIJFkF1V55omqLcjzEJE/UWNwFOqIggqqhS8tAJleZdjSUqr4KwGosXRM4aYmeJdWATiNT+Zlh9M6GpmsNDy8m9qp2lkC52ow2CMYgeb1ayLlKP5Z1CSSPyRo7xlVfcR2uc9USgyIAE1Jb9VVQMytfjWO+RnUYY0fSJcdSwJiBrKUaONbLIOvEjiXfydKty+S4EXQ5WuSvMWrHpbLj7ZJJV4suq02gpwKwDAb8ti+llK0ZQZdgVACYtksbewf55euELka37TLH/DVGSwEdhoEE1+QqDq8MjV2NgrF4HFvtBkIqlg+oegbqGDSUagIymeq9iqzJxgJqq8ycDigAjKtVUDXiAHG1V16sEoa2/USSCnAN6qp8rSatWRHQHZPmKAYYQjhdNXTxhkxXRoARi5kmOG5AtVS+JshXccWIZRwojKMTQldBAC6VkzIngL5agulGIzC/Mzoc4uhV6jWnlsQa8Ya3FAbSQY0CoKytSkNkAiQT2/EpZRkGnP3akhpK1X69l5yqD4Nllm9fUNVIU6LatXTH+knGKEELHZaqD6Gggpn0oopF8ThhrK8akg0xB1C9lsZiQywBKi82WUbAcHS74apGHIBFsQmVMbCr2jWwuiquCRWj6ZTpykQsBnRdBJJ2ZQSOqwYA3+HaNUFQq9pfevmHjWHSAzkUZ4JOVrsMhrjDjk1VTeWxyNAlX1clURqF8gtJA1F27bja5dcuWMYomYA6H7q1rRaxlgCiaOnaIqM1c6ykpEwlOerpIqviKvhC3pDOxaBWyTGtdsU1ATuMbZTwNUcGmWmCGY+utioEtTqzXfw90CAIFnR8V1JGGl2xXV0wZJqsbFytmq6aLgxtpxyKszXVUoA8QK+8GgVVQxQasFWNFVSNQ2DRKMBoW0HF6gPqEg0yyNoVI7AbJbjy4q7adavMEiCtQFmAS62GHOSXM0GGRotkJ36pS0cqYDId3kQ0ttcAA/U6loxAcadBkBaB+o7vXOO0zq5eXotDVEa9M4GpvCXnNsmMSQaCB9dYmc6oK3xXgqFVVjMVWDVhUtbpq8tRqrET0K2CGlh5lQrMl0GT7tjYaVTKXwLMVVHjLnUFKdAF6FqrWGtXpWTAJI6XUm2dS2dB0w0nqVg74bST1VoaC2BsA8TVGFwXZCjlryGjoVoB2LaCYBYzqz2ldC8kE/+Oq+boRQMvWUGHa9c0QaosxAaPSxeSl56KMdnlGKWyY9qIDubwiPBA1pJZtVQF4gCWGtjhLo1uXAIxxtqVYRTaSSOkJYyVlOlCKi/ujJVnerUdV7GjoToeFI1VLSjNtwujS30FiMNUMZiSGA2kuIIupHarq7Oky8JAF73Lf8d8Zbrka6JwVa9j1BDx5TOiB2A3/qsYSqkicCQAvCWAXb0doEtCbTWOgbLxEJYAetMNtiuGqXynNEeNgnFI1XRGSrZjr7EA7F2ra8zjUsBAyCArg9hq7ULKGCgD6DK7cEOqGFJlBeC0HejsCmp+xdgrQwLMZbUOIytZ1V2VuJDwgulhhqBOg5EhbCdJqpbMkVEAU9uU1NdR9FqtLqvaK2NOBdUOHwaSENoxWUM6I+IupGpqmjnoJ1ujaog4oAZOijsBmko6DdJqV6YmV9yJ0XcCxqokuPKVMVPSabQS7BjIU+q6zTks4S1VfFFv/yKordVqAVcGGcYup5a0oKTbkVVPlGJKnaBqqkDZ2F7HpWpILdU0eWOtUpKvXTUB1ycg6PS6Kl+xYwXAC8ZdxSkpk5ShCl+rCgQOASMvQKCsA1ajx0IbfiB6Uv1L5Uv24lF1KQhIHIvDqO9wJybhqpwaQo5KS5XpcB1avTl1JipJMKfT6CXNzEk9pBqium4d17HQVOVVuJuPQ1R9jQ3PUklCZACRjQGkrVEyNcqqJDJjdXX8pMC0CmqyaZBmCsaxMLNWfwCLQRfES89IyJf8Q0dlBeT8Ii2uqqyjmImglsJ0ZBVTGiSzjRxsS1S11PCKtZgmuCakJgTXbux0B7o9pRUQPm4nE4xST5RtJzAEYLfKJKtGbNURBSmxkCZWAF+74ojH1UqSJkNXO4AqOZ3A7oIiPVx3wZUSqc4umRiuRaGkkmhbeDUVOEpIMmWuclUecbUQ4hCI004ynVFxeEppMVZ7MNUuVpIcLJUMIxmQUq06eoAlZM1WBmVcNdVoyRCMDISFNjxiAAJdASzYaWUuirPtM93Yx0p4xXQZiEEpVdyJ7TLndB3FUgU+ipBMKXoslMgJU10IYC5LZo2B5hpKNAPbAroElLadpuvirW0EY02XpqYCNHrJVOAQRqlXg7d2YYzqLJ0emeLOq1iZIKVaNUGAAM2YtHpNSFwsiIMnQdWYhlK93spUsoZUfpzTVelKdt3YLVUcsvKWIG07TcuCAnStc0VDF003AF1lFaCHse2AaZMgpDzGylgCRMByVVc+AEwb10C81NQoxSpmIxVjZQg0QTu8IYCryDEPU3lxLVVSfNUcFAicVRgX5wxT08aMCQI1NaeGqJSUcQ4BViVhLMHjtaU60a1q8KQU0pKAxK7qMJPVKg7uulrkOxBB85TVbnI4ZDVt0lLJFnrx/IK7rkNT7YawKo/9F+wqCwDXOUDKV1BLY96HQKlrx96rmPqQfVyKja0MuBqt1gQwsjGvZZymcVwKQ2AF4K69fEOpM6g4huqpuZRoKx+MRXCVRlmnhMeltwO1i70ywZXsSldVY9EFGIgvfjgEaqndbmgDOw1eSCwVWx2TDlo1JFiqgcomgRarjJguDG2dhoI6Sieo3SFplobFzCoDT5bGZIu7WMwMAa7therl0pjFPI6ojDgADKDlATg2gnFXsaXrQR3CzBpyFSZWSx2lWsKjuV6JpSphJu1dqZsJIc7HTIElQWcJ3zHpwtBiHLiX//BDQSUCLfLkW638eGiZcQ4Jw5izxkxJXeZ0wBCUte1CVNaEl7DmTmoXAZ4Oq7GKoLYOpjcMJHZaSPjJFsFVIVio2pJst0uwCugG7cS1OtY7hKDqiTKwaiQFhKOpZHBn7LqIx+2kLGS3kD8mvzAwlqqpCfKQdNVLwtC1GvFYMJlQZdgnmRoInrV4iKaVIcguBsiqry7FgNoVV2+VBdfuZGxINRVUjAbGsewGiB0CsrYOZEIVX1UdiyvTjWvg9ZpJlxbmPNnFWNsqC55MroHXC1QqEzAQXWUdOe5qx2LXqVYGuyGWOi9dE6prhnF2fnOrwayu2vGpwpAppjuu1rRJDRZlBNIdtySgsTXB6qSRalciBLITdF1GkRTA2xJlGxlKgSUtCOxWINZexRWrDKiLmpCEyNiFqe04wSoAQSXHeBxSXcGx4BpjGTTIwOMQxQAEs7Z6oMxCXQWU5GcRV/9jlCEy45BaIhKm4sqQQHVSU8WGSwpqTkiWGqvAUsDkiGOyKqtd3nC8tZ3UY6SkYDwusYrpVpmCGqV+EkASUtvKB7NUQYcvJL+oMvZqIS2MsWKA3bFS5lJziYbiZEQqHd91FQDGmV/IdAnpsmgMYLmotH9lAmoXzcxw8UyhQYbAVntl1EPWbqdPl6XaxQFdFca2giqOq3aDa3cyU3LSS4Kt4hoLnmQwjpPNoVQTsJimV74Cczp91YivGUuNOWNG++XfRqoD6cqYKCNgDLq11dIBuxGzwNgGsKQa0GksUZ1Ji0xGYE6YihGYE1BxrcKP23GgCdp11VKwC0r140yY6NWAbY0CmCBAeVWXWKsAw62OQdWIx2NZqsngmlll8iHlwXSrAEy18lUpVtYAaq6UuLxGYmBT9QqKSYGjBuAl0JxxgsPprWJynJVdwxVrH2tkAChtmVK6jjIZrgxlNB0TXpJSbWs+yrQskQWMvZBqnBUMerGyyjjDCiKoY9kFpK3zSdfFEZlJeGLRKwtQWUn4tF2+YmJNswsgqqtKVo0kwHassXRpyQCMAag4IkhAbRWjJ87WEBg1Yz6Mi2KZgJppF4CsusQdmAxRY5qyAMeqeDxiZQwUmGzaJFOrYkIcXV5QRwnJcpX+on4pM19LBRXHQ1eQLoyAEt2OnA15EaLmqjQF5lzFOKhAJYOm241iZs8bgdOuiZMAcS2NmfGQhDuEXZlYgunaDsSsMdOhO9lYQGbH47JEOhpIBWqooqSqpgNoTNNIlFVd8losAWp3jNXUklGAlFgcy24VTOJJMnb5gC6NEvwkhjQEJSG22pVRMrADVgUIsEOCL40da1cQKRhw6bwaqUdSu8E1p3arTM31JHYnohhQq7WkHqCsAvXORKAMRmXHE25LVY0uBF21c9kdgxpotSPrWLV0FU9OVYap3Yot1bQuAQ0uZYYg7izIbEkYK7sQuraCLvwyJwqXOkbI6rFbNWBKtR1riLqmHeeHqUuXSZQCu1WWKnxtsaiv3U6mpuO1dCDdKLu2asyBRIlFpuoRWDLcnAoQ1zSrXQJdlFfpu2oXRdcRrVaeqmOl1OlrqTNSGgvqQKZVWYfroOiri7R2c9wcK7CAtY3VeBTUbhLo1kkosFSB+ZKVMbCbm2KA1Xi1kJOugYDaDdabqHSzAOoQhlClNCmzFOBMACa3MUabJZrajhMIN80cQQQV125cLDW2TiNV8nHRTYuGLuHBWeQNoUpIBAwUEiyPXnGtjsWpVgFzsx2XSAhvPuNq6YaQn8lS7qkrntM6gC4ACWMsw2C6ZmOPXh6UqQwQd6MYAm/3Kgs5hiirTI3q9FfJJi0h60KUgZaYA63kVeAaWS2NcZhk0o7Dx7xMAMtVrlQtiQEYJZnAuIuMqlGKu5Bqr2LtCMyUN/DSpVRKBr8tAqtk6arVMUbceUk2oRvIEGUKBFd5I3BEsEpBpyHTqkBZGDUVdMraRUYCvBiAoJZg5JF1AocIGAskKSkIcEFDVxwwXqIJqRIBpGKrlZ8kO3vVO0pHji0KuiHgIcVOsuZQfanUUXZrULBdgBFDZeKZqqMGK6s8pK2Z6G0FUaqpGLLLUQAYt8YCql0xZM0fu6jWtnNhIRMZAhlBF4JRC128lvBCWtJCla5k55U3CoHdGhJMt2sHeqJUoxjI4ShJkjBJ1lIwGgEJaCQBNbwmX1ZFOse6SU0dtcPqjaoM4q4UwVgj2ZXgJavMkuR4bteUqtgopppuN2fEVmvspBhSl6AT/+fNMVbQJdsN6MJrVxk5lBRUgLLKxgzVypsfoFey6iUBigPA1yegqS36Zr74I84w/ck4PRUEj5camuosetDV/A7bNVAmAGw7EJev/YyiEYCmU5qgWJnMGOAyVmAaIeGrkq7MWExOJ/vCkJpjgiGpIuhKNVYBoBnKG+lYWQXgrq1jgRXUUs1hlDDqq5KqjDJ4c+QFCvCiVE91UmNpelt0ABPrAJqRKUbTKRUDqngcrrjKJAMqrpqKlUkKxiUZklF2ejS2VTNWygRcj63WZEjbqunIdGVIkLEbAInSga4CBl6l7/h0ZcSTDCQaBUyva51btaDpjAqwpAtTuzKAprh4E3CgaYAuNQG4BVxEAPBLdjITmu1iqZpwNaFiSgp0oVFZZcF0q2aMJzWDddZoUWnVcQWU0u00VQBGU5XmVwFkbatRe0faFRjeRZnQCTQGuESDjFYeYKmJLv6UKVXcWayqEVgSpESVtkbJN8VoaBjbphgWk2dRskaHEQNkAHarLCQ8bUoC8LgaBtIcGMhakq8lBVa7QX/xrrFdFF2nVwOrEoHigGrBdU21E9gF2AawmF8zIW2rZuzqmHQ1dqXwlOC7aiWDFQM0CtSoNFANwC4W26rvlFoCxJ3RbqchtrUUxv5rGErXtNVbh6gW+TaJiyUClgui/RvGtvKQVMeCLqeG1JI8oOZUpsPpwtSWucGAx22tjr3qU7Iq7vIRhBSIq2VcVWagGoBdlTIKKhPMQmBtwxMCqIEy6LsEupICw8OYJimgancCmKjUxDETP3raGncNY452jPAYq11+rFdMqeZcj40ivBMbWwEa286I0tgvlCnQUgOtVpIhYMS1i0vGkMqLSUh3rIfp7J1RjTkKamaV1cCO70JIQEOp009GQerqNORIdt3GQ1noujit2gXYra5g+QC7lQTLVA34ekZjBbHoEgPkHVdekJIYAKOl60bTMSrHpTGDGL4aw7iMNZTk0w2uLV2YKpOpIJgurfoOkCmpZQxUpmQVki4hte34ZrtYrkkz80J7ucrJCGqOQ1Nt3SDYDlQ/ssqAO3tNUKzSEIbT2wmUkUY7KTYHMM5RUKOUVXJSKRlQxWOskhJdscAcgSWBUWpgFADSAqq+KicFWDqjXQFD167JIVnQTPJje7UE45qUjUkY24BuIXAcy6Bdq7fqZyRSOpQ1h5QxQqUl9GMeOzIwmut5NGY6il7sVeYQaioziUO6GBjGWEkB1aqRkRyLa4nwqumq6cJ0LV2Mk9jMOoRKSUB4SxUTYmnsQtDxuiaNkLYBYKO6LuGDqv0tBPDjKhqrpOmq4CVlpzMXETY01aZLPUq72mHojrHJnaBTGl71avCqgUcpqbEyYqOQ2XYCulQ7i3PoRldWQc2vxpoP7tI04rJFVsWU0FdZZeoQJiioaSoBtroYAq/iWu3SLFULuJasStacjrTLBGgrWb2XY12ilzeyzh9zp6zRiBFMyqqAqCq7nhnHOjRGusquAoqrAExpkid83FbjZFUBVbuCjr++qyugLuOhwyjoquEdpWrk1VOt3WBlkwDLZMkcAMpK6urIST4aeYHJJlBKK1ADU3N0XUZbHhJm70GXuotJmDVZsgqwq7hj0q3MuNvNqhN0sURVDQwhVmu3SxiXxmldTk1wuEqKAdVuaWy0JIhGGdg2mq6EC7LKOmXXrXpKxhJY26tKXQiWkCw1QXxRvNxcU7pKH74z2sVVveOQSzM6vmcQXfeFA6uMx9cObB1p7EqJxYmiMcdq51UfgSVdgln68M81liozMPok6xI7nK6qtCpZjaSpIWE8RDeHdDUai9coQ+BtHT1MxXSRdV5kJFuyC9A4FitgqijTdt2aUKtVxugGIktbB+286WbpLHRJJhOZbRVIXgI9FYjR0a2kTAD4MrFsspYENbDDaKoymC6A1oEo2Z0EV2nG/PXh6sfAcbsE+TFASVR1yWCxJF8ZSMMpTSqrRlyH6Lzjki4HxRJeAJ5UQlZlZxwLEKe1BMAo7qq6KrhKM5s6UhMZsrZdybjxGGMlOeErEMPTrW3Vk1mrwXS7Erwt1a7VCLBbZV1JTQWdRrsaGcAk34WkyxJLgO1VURfyCVdnr0piq2CM1VAad52SgknGZAGyrnuN11IF1S4OGGOHo2R3lqahpitqeVPbn4IKUNZ2nKm+5ZZkujDgKBXoglRWu2iqslaNqiC4LnpD4oWZbDFaql3tFXQCSo6i0kBLFYCJstVSM61WUKPgq7cqa7ViJyBItcbWwE6jTAtAC6CSFU9WI1AjcKBx8iCftjSxEQC7BHWk1QAwrTmVbIphsWpm5YPhkVlSLLAE6LrYbasLXFu9nV5XB/TGiKXOARK+toqxa6FrO+ZrIFXFHaheXHpRSlYgNk2XQHsVB7OkegEvnxAtVisDltEeICmYrErWqGB4AYFVDIMg7f8ft4YBjWf9/jYAAAAASUVORK5CYII=",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert from 4-channels (RGBA) to 3-channels (RGB) when loading!\n",
    "obj_amodal_content = Image.open(sample_dict['camera_0000']['obj_0009']['rgba'][0]).convert('RGB')\n",
    "obj_amodal_content"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e92a3602",
   "metadata": {},
   "source": [
    "Similiarly, we have Amodal Depth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "654fbf64",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x1553c46a7410>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(depth_arr)\n",
    "plt.colorbar(label='Depth (units)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "42d641c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x1553c45ca480>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "obj_amodal_depth = Image.open(sample_dict['camera_0000']['obj_0009']['depth'][0])\n",
    "plt.imshow(np.array(obj_amodal_depth))\n",
    "plt.colorbar(label='Depth (units)')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "387e344e",
   "metadata": {},
   "source": [
    "#### Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "984a6cd6",
   "metadata": {},
   "outputs": [],
   "source": [
    "imgs = []\n",
    "for img_file in sample_dict['camera_0000']['scene']['rgba']:\n",
    "    img = Image.open(img_file)\n",
    "    imgs.append(img)\n",
    "    # display(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "345f99a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "imgs[0].save(\n",
    "    \"output.gif\",\n",
    "    save_all=True,\n",
    "    append_images=imgs[1:],\n",
    "    duration=500,\n",
    "    loop=0\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "e3c2dd5a",
   "metadata": {},
   "outputs": [],
   "source": [
    "grid_tensors = make_obj_viz(sample_dict['camera_0000'])\n",
    "make_vid(grid_tensors, 'temp_viz.mp4')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "31ae4e4e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<video controls  >\n",
       " <source 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\" type=\"video/mp4\">\n",
       " Your browser does not support the video tag.\n",
       " </video>"
      ],
      "text/plain": [
       "<IPython.core.display.Video object>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Video('temp_viz.mp4', embed=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23bb4786",
   "metadata": {},
   "source": [
    "STOP: Ask Questions Here!!!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "628c1fba",
   "metadata": {},
   "source": [
    "# Example Baseline Experiment"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1de20d6a",
   "metadata": {},
   "source": [
    "Let's train a model from scratch to do something interesting!\n",
    "\n",
    "> \"Given an RGB image of a scene, let's predict all object masks, as a single class.\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2bbfd43b",
   "metadata": {},
   "source": [
    "### Example Inputs & Outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "d1941d26",
   "metadata": {},
   "outputs": [],
   "source": [
    "sample_dir = 'ff5da6d6ecae486bb294aeaf5ee8f8a1/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "d55941c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[PosixPath('ff5da6d6ecae486bb294aeaf5ee8f8a1/camera_0005'),\n",
       " PosixPath('ff5da6d6ecae486bb294aeaf5ee8f8a1/camera_0002'),\n",
       " PosixPath('ff5da6d6ecae486bb294aeaf5ee8f8a1/camera_0001'),\n",
       " PosixPath('ff5da6d6ecae486bb294aeaf5ee8f8a1/camera_0003'),\n",
       " PosixPath('ff5da6d6ecae486bb294aeaf5ee8f8a1/camera_0004'),\n",
       " PosixPath('ff5da6d6ecae486bb294aeaf5ee8f8a1/camera_0000')]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample_dir = Path(sample_dir)\n",
    "list(sample_dir.iterdir())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "e6b2182e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['scene', 'obj_0001', 'obj_0002', 'obj_0003', 'obj_0004', 'obj_0005', 'obj_0006', 'obj_0007', 'obj_0008', 'obj_0009', 'obj_0010', 'obj_0011', 'obj_0012', 'obj_0013', 'obj_0014', 'obj_0015', 'obj_0016', 'obj_0017', 'obj_0018', 'obj_0019'])"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample_dict = get_sample_dict(sample_dir)\n",
    "sample_dict['camera_0000'].keys()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5794a6dc",
   "metadata": {},
   "source": [
    "Example Model Input:\n",
    "- Tensor of shape (C H W)\n",
    "- RGB values are within the [0, 1] range"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "e716a935",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "image/png": 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l12on57VUquzufX509LvFfAIowAKMLPgAm40WtZ+O/6vB6fp5e7u1hvbgxKMck/kUZ2rO4Fx+eTsbjZfozniw7C8ZL8rrx49mo8lsQhUJE6MpATQisT10xA+FsNvGeGm9sLbR2FirdeoMj5WbzXK9UcMtqk/Hs+uzq+Ojw6MPH3qXF7eDm+n4dj4bYvQwis1O+8e//MUvfu8f0iuFbCSyub6By/7x48fX3327nN1sb7f3Dp4/f/YzTBKOqNqpicg4ZDm1CzRB2mlKdDvoT8f9WhXtr+FLo3KpbyPwcqnTaqJF9I/RKNoK+9k3PQwfJtMxHOyp6k6PVLYjdC6KnLDFL0gob68zeNuvP8Yb1meGkRgIIM5nxWaj+ezTXzIO9hf/7l9im5rNOqoMHaEMigQkZBmPD88vb959vGo2O612q1qjn9ymBiAXOhWL5TpdPRhLLcJyMyIGpyGX7FHuqFOwXrCqSFALAdELtACkzdSOItg+2hapgIj6tj/b3GoQftPvn50ef3j/9uLy6v6Dew+ePsTnWVvrYlxRfaxFFDgZ30CyuiWNlBiVQZL8CTvhW8jE91V67QnP6T2pvolTPrNGLrXfIKt2hKwyRUi8RA7k7fAZHfZyBbu1aNQX4ymyolqsdfem48HpxUs4gYlmyMNsDF/kcjV4tcgdTfv/zfnX1Su6z8tqyUE6ZKP6FHIE9eH9csz4JqJvFWpVhi9CJNCKEgCqnEfRrVL0kqEF+DhEu417HYaDGePDxa936EPD7sVseTsYHr05YcDy9Ojw/ORkqF4OmSFgBA5YNCOMkSDcp58//dHP/qDT3aaRRplgGx7OxnS9xQB5p7ze2dnZ3d3a+aTVaqP6aiidDqX5PYN5Qd5wiTi6ELe3dKZp0ctWVfuftu9cZEcbMbhoP00C/XhKRIPf6/XevPw15o7hPAcZ1ftQ/JgHAGb46iGYhJRphUrpXvf643xYYtBQD0ZTYqeanHQ/aKSe/ejnl1cXX/z1n4/Gk3anSbODPkEiYCQ/dKVew1BUF/SEhtPBeHZ+eX3/3u7jR/cQCuaFhgozfHWJQ7jAAa3U1H5ZoIaoO1Cf7LFA4YpBoUvREvoIltRQ4gqDlSYd7wj3tLY2zxVOz0+++frLw4/vnjzY/wd/9PsPHz3Z2d1DpRCJI2uJyAAZiMSx0uAsgMiMjuxJ0sBD/yNFpNyQnQoer5nkUhlWam6O/94VVi6VNENkyUkGCH4gE0eIJtipltntfLQoNJqo4/buk7OLd/PFiNSUGolQ/YC/ViydMDi4XA4YnMfDKeRbGE4HagDJw3K6JM90xqwOA+EqN1d+NJsSK3sjWafUqtosMO3XwPft1NY7rY3d9k676nAkij26HZ+dXpyfnuDfX5yd9i7P8WGmk6EzQqEk8k5N9cJx6G50f/zLX+7sPKRV45Uq0R/cXPWuT88vrq6uNjab3Q7atF6vdxhKRITm1L5ZNOlOAkfiof+0G6DDu0EImHI6woz/0CEej0bUg253rcHQKqP44xFdHYwDT5eX52dnx4vpOVMs6r5gkwFKj0gBZqg/SUTc0XEDF/3N4ivniaJ+0AZKhDQhpOWy1V776S/+3unJ0Zs339HXXltro836OCSPC/DVcmWju35zO2WigNit7Z1Oe63R7NSqzJGVaRMq1ARblcVowowOMkgaJomh3oEroIla4lXbjC2YST250BcNqgynYtfqnWmu8O79u7dv38xGgz/5kz/GrTzYv0/7S8WLrltIaD5Fw7Q0otKIAtyiCT2wq1Qqj0HfXwQEMiMjo79Rc0LRTC6cSGUKrjsA5uVVmFak+DF5Ck7JfLGUBeZlqAA06SVsnWW/umZma4Fm5osPH/7izdu/xCPAKkk8ylUu0et60b8JoGg4Rj53M0XJF60yVh7vaE5VqDBAv4hxf6flnQLDf2CowhlDfEEmH5YMB9FBru6172+ubbUqbepAcZHvXfTO0CNGjo+PsfTj4e1scruYjXE1sIs4slM6HGg3mMOFpIQUpFQuPHxyb3fvMUW5HQ6ue9eXV5cnZ+dX1zc0BXTKmg0K2Kg1tvGusX00VGGXZEImikyyIVq6KNj58dAOYKFMyWFjDKgCasr8zVqHcaccNcSRfsaYppMzGqbjj+cn79ZadP2hLElYkahM3FV8xadEiI6aoDzwtXLLSvG6RP+CVJEPQSsu8kTdzq+vb/3+H/6j84vzy8sTkDWbI3xuTH61WoECKk69Ufn8/sNypXE7GiHKne0dmlHLyewsdYxWu06xacQW2qVpAeGmKxU+KDRAvmYXVAbBLnCAdjmFaUDxfUaoTN8XK1988cXZ4fHjRw/+o3/6j5988gk+G/0PqpzmkDIsljhoDD63O2uMt5BRdJjSwErRRZFYFBzJMIvK0kdUiIXHuMAcjJGJJCEr/0gZ41QRFVkNjAdugokfjErKQpABgTFSWgmosfTOi8XJvFbLXV7lbvr59QqGnPnp3a1PD09+Bw+0jCG2dr2GwjtHL2gBMwEzmI7Hi0lhhvnK3S9u7pU3FUy+OF6O30+P5gUWs5RtnlgTARD6iIX8emvvYO3B/c69Vqnd7918++I3ePbnJ+eM1zP2Qo8WO44bIN9hJe4BdcilD3ri1EkKnyQDmlK9/Pj583ZnkzZsOKB//Pq635/MFuPhCP7nqYsdJtvXqpU2ZGScCsZEmaIY6hqF0QnBW2bYlHUezFRqLxdUX+eq8RJJ0Om0a/UqY6OEYdqoKjg/p8dHuMC1ygjHAH8xrLMCQmHgNSq0Ehh9AilP/E/8wwuldM7+4YtCULqIg02Rgp5CcWfv/s9/8ft/9q//34MB6MZVhhKbje5amzt85v/e7kF3fXtIEzUadtodQgAa8l/QzOL20WSMKSOjEvMK0876sRAnMdESqSsKFNOusUY3pZHLZ5gfmmc1Dk+OmMXxh9/Nh9f/7E/+8ZMnnzx8+IjJFGsjLVpw1jsg8nl6RToYzZgqIiAV2num4jwl4PEQvDE2eCT2VT2Rn1zCFbIvWYBvYVeMD9q9R2CERCzvQRHqFLUrYsCmZcIXoZmsDZmcZTyUNTOTMaPWsBWt6K4ffDz6UgrpqMqP3EatCtOnuqo49EoXGMQJCSUq5LcKjafVbabJmKkZTG/pS7yafsBfosSwHc/+XvXg6eanO+3dVnFt3p99e/T1x/cMZZ5eX17OxkOWPwTjo9VA15ESvgLYNPxhoa0OsMZCMyCHitVazYMHnzATHKtXcvVGo93t0qn5kHv/+sV3Zycfar96trnxGEIhMuOJfgb0hoKGowPTuLDxN1TH60saM3TBRRjoPtVxzBjPuNOmm9lEIfD+mdGDGzg/FxcXvZvL4fCk214LchUZ3JNl1neZhjRA7gP9JAUBr3jzCrO7LF3f9LuFtrXBMmqJ5aYpTcoI+sPHz169+Prli28hcTTGRRuCe2d7q07HFkd1fAtbMGR6+jiakK7+iwBSGH+s1KqjsbV2MlniGuXyOLHURkTICOn3npn4wCgvwtgHldyiKtsDIGZK9CL36fPf/x/8Jz9f6zDKRNNP/SqmDg+FTyUDAlCggiFwRBIW8/tiq6OwJS7EAli5FAHmISDFeSdl/HALbiQKfYlw8BJCsngTDH/CW10pGW+QEymziJQJ7PReqQM4Qri6y1oNLWABQK7KGJ9rnJ48+aMXL/9N6Dco8wzOd2q1m9EAvrVy1Ta9/FyBUZJyMX+bmwxmt+XctDoZ1Fy2oEfUcl2ZSxrkai7/pP3sWfuTh2uPF5PF62+/O3r/9oZxs/7NZMwKQgY1tO+wF/K1u1BAJs2/9c0KQBFW5RJgOPHNtfXu+i7sQyVqlerDB4+olje3o8vLa+zlaIgE0CU7ZVFbg0GwCTTBcqGkf8slg6Y311d4+9UGQykVWhoaBOwqayjIvr7epYmHVPRB8x9dhauL81uWA7RqMCQYD11Bme8aCEqTtB85ZyloQVU8Lx4oYmlwS3+CmYAKmS1zxMFuLjLBONbPPPv0Jx8/vuvf9GkH4Q3sQPM2811IueldrW/s0+u0eZU4bVuGfsGkDMOUjEBfQ9FksrjpL5uNJV4JVITeqC5JCzFlikktciQo8YtUYeNsC3h4+PDnDx58urm5R18K1HTaKB5GCvcMau34MkmM0ZhMcEZRKXjKvIyg5Izwo1DZGwGuY5VYVdcEXpE0ice3VCekzDT+mENG+RjpuaUrmJf4lgWYKmU1afaYwTE1iSkHLT4jDVgRR2SGoyJmglU903G91t5af3x++SZlZOLgfrt5NrxFKdeKtW3G94ulBr5CsTjMjQ8xiIv+ZDGpL0qTZX48L1UWreqyMiqOILRZWfvl7u9XZsV3L968f/3m+vqaSR3UiOngKd2CqVWPwRIVXdtvsaFO7V84aKHnH4oB7VRIVAfKmR7e2dmr11pUFoYhG3gF1RrqQXPMmAm9wdubcxcb4JzYRmfNQJgnjCMMgX+4LeKgqlxfXrBSttFs4xcyWUGz4+AkM1/z+eYmy0WbMITWgFl8KiQzAIj4dngzm562u1XqKR59ElZYTJlNtQ34Dq5EgYiX4TSf0f6EjHNLVvcxX8uMJO2uGpzElQlYOKwlLu/fe3hw8OCrL39r8TAqs9ntLRPyVJzayD77FA8cjZRtIWhyJT1AtHhNcBWGAZoeHcN9xaKr/KAm7K8MoQ7Y2wsN4S4RVFBUHmeMeMbaStUf/+xP7t976jKeNKVlEi4mw3E+B3Qn201HVHvXzAf08K0xTbfDW1otWifp4U98GZJUeqUszd7j4kHCeTUgkkezclcsU8GcLHukMbV5jPphOgLiVczCBVk8iSAl58lZbceCGC1A23KN5vL8DHNaajRmU4e81jceHJ2+ZJUbKeHSTmeteHrGKFVvdksHFQbRG6uSrrjsL4YsF73ITZvFwu0o9/F6eZ2vFLvN3PyGUexfbf7+dn336N37N69eD3o9KcJN0D4yJ4005gy2a4ytAKifCkoAJHFRTYhCIWkneDZPqVKnH1guH+zv6jtQeEdS8uglZhuG39s/+MUvfzad9FksbENdZEnd0vXEiXP8UpxoCECIWh8fH1+eH22stbHIeCGMr6LtrAOnL4ejsbO9Dc/Go4EsyLPudYotvqS7fXHVabNmW7hEJEHqvYSM0gi7kfatad9glxJBqewrYvuiUpbazRazJPTxmTehnBYmE68QhZuj/7H+ybPPX718Mbi9KMw0uoUBgOjj1jf3U+1yrTk4kh4kVUDeVB6WooRjxRqmAkK1T1zKV2v2kuMSfuCV6YgZItSTqAZaoVyuWmv/4hf/fHf3ETae/0hdBpKHNPM52q9iOSxtU019YBCa3gjCGI91+0hKIUyjvbdQgTI0MuXkbpGTggorrsSJ1Zt5/Bf5EzgAr1jFU1yqtM+k5i8S+MhLAL/DEmGRUieQZREMGSuDKgN5udz1lUu9ymyrYIVCeW/n07OLlzgz6EWnSmUWOwM0mLIf12oHdeaK8rSzw2X59XDIHO/E6V+sMz402zgq5WW1U+z8fPdni8mMGdzRYIhUUXO6V9HNgWSsKv9Z7QLvbcSD+jyYMM6M/bjS2rV0mD6WzjgVVWeOqoR/W9vd3x+NWDtk7cDfwvYcnxzfv/eYGYDnz56fnx43Wh1qGCxBNybaPoRsW09FAh4cou/4/v37kw/v17rNSp0JwdJ4PIWKCWM9OD9MgW9vI/VBv087g8XFBcGuMTh5eXZcLl4VXCgBw9UGyE6s54GMvKVX7s6U63QQlPqfxtCpp96UmriWDKDR6NgW8V8XPOmJnFIg2s6dvYN79x6cX1xgBIBTYP3BglWi9QZTkvo9tnJMnVDR1fFAjmhp4Os1Z6zoAmAGHMOhKYDJLMI1TdJ8coskK4SPrmXyh8TzRae1u7P7EDNJdYpCkhCQoaBYo0qFjRWUkMWGjEG1Q/VpoC4vL6iU4IJOzGzoXmiwYyJJl4NnKpSM88p+fIR2+UdQos1alLQ4JQvmGkWiSGEmS0REpPs+kPB4sW4Ikpd4kCRskksHabHQqyLtVa7dLt70oJl9AospYy+zdnv7dng1vD2nO8+YSoc+Q258UCv//nbrR3tb660mbHWoZ5m7Go1ObmY3wyHr9vebs63crJefUZk6nQdrje7lxSV6zypQp40d2NHLAFEmLwhDIZFj2JdUFkqM1VBRWNeFQ1twGg1dsr6USg3WgnY3bDkWs9TMMi95+PHD7u5BmVnkdufew8cTdj0IUMWKFgA+wnzZQD6c1aOjoxfffVPMzXYP9hn6nDDKMxqh4kyGTefTzf19bBkz3azfxzVyVmA2PT87Pz87vjp/d+/hOuJdqbqcTT4FygGPJd4w7AWcz0ZT0Ei4riQJYoEqi5ap3ZKIIOyZ8ANx6jFUBmtILMlU5YefPH/x4rt+n05JkcVlBw+fPnz8fHvnQKss3wiO3KIVhwTkWeXVYuni5QUNsjYR3Zbx9WWpYgVBzWFEqJl0QZaBtgXkBu+i2dr8e3/0nzTqrJuVPC7riQyMK8+Wi3qz0UB1mHzZsZKUbi7OP348xPdylcR4fHBwj3FSoNqcyRk5wL8ERSyBFMAB0Tce+FkhzPAmfFl0FkdKcxmY+VeEpEbY7DJf4JZbLhrkLYMoj1N5i/SDmcJztKBScdMDFRfRFgvjwRQFbNQ2+4NT2IKnuVGv368Vfr5Vf36wubXeZUgEX2GxGLPRp9tau9ddXLsQjQnRcrVeZ/HuiBH8wqNOq7GcLfYP9lmCen56Pp5g2TV2ECNXKAJVDtJSKRAIOutEL/2rKZ0F6inYdR2giQyhap21DmPdOki5fKPWpAWmH1sq1RigXNbxygpr6xu9KyYu5LDwKGw8yCM8rcns9Ozsm2++7V1d3L//ALcLUIz4aPlZXTcatTpNZr5IzAwD/U4aIii6GbDR7COzFZvrbPoJtkcZFJf11wuZBP+SKQ+Wk8YLdYMC/7hQCK4Sw4UoDVUaK4IS8x8ADtqwA246lSki4CpubDOhvcM0NcaYeeJPf/KrjY0dloMTBxISVMp44bbpCUGiiYmDTrt9dXGCu4L8YANETGeM5qdOd1IGqQNPegECzOJeb2z85Kf/mA1cdzA1N+EjBVmAolWFZtY0sWQKMzNnOmx7y/aB5RncUSmMhukAL498IFxc8apB8jG0PuKlIaLuHkxvNqO5IvPdowGh/VmqxOlAEQwwIYUzc6DmJwME0og0GvrR4NLolqUFFgmlxU0MW4A6VcqNenV7PDmDyQ/XOv9od75bz7XwlmdDuv2s9sdbYaVwYT6miqzXEEa5UC2ybLnoLg/WzBX7LC7qtB89euwqI3qXKFroiKwOMhQ0RQzjAvFw2VYC7ccNU3HQZyycNVCGoxBMg9bdGUJiXmi/GPZh6QT6gLtCh5gSdbtd9k4G52QFCpA4DSTq1enp6ddffXV++G7//v3uBl4+m1qx+wPac3YNwAxGGhn8vB32B7cDWkgGO0hwcnh0cXxWzo3bnXXF7MBjmBzQBP1BTxCYyc9wNITyhRhRTn1seEsOrhLbSdF95A/FbCcBE+0xGyaYBaALAk6nEnM5wte6Gw+ePDs/PXvyyfOf/PzvMUWA0UrKIiUU0RuGRuPBIw2tdXY+ox+Ml4t3znAZbSVR2oiU07sVBobCWF2bqMfwGD/r4aOfPnr0Ob4Tuk0aSOdfkB1CAyMvbuqtMYsJ2eyHgk5opjLjV0SnbXZ1dVmv02GvhpYn7Usw5IJEy4e4fEtPmcaLIfRU02HM99ijshoWf4RnDIVurgTFNL6nNoEU/o9LqCpfpCQQ5cKswH8tbr3Ojp58vQlH8DSYVGKJ5dri4OKCZQ03P99q3u+wXn2OrwCP6UHHmnQwqr0aBPz03LzIGGlxlmcDMLat0C/Nzyrlg/WNjdn0EQPSNOOYVbubdNvCYCXCrBRRBwj3v3uxNDi0DoxJUDWjGY1h9UJpfXuXUXJEo+Cw08g3l2MhFu0Gm563tnebrRYLQtEByo1OsD6JfgJ00r9lfdGLb786ev9+Y3t7fZOedAkvB8OPn0ZHAo/p4cPnuzvbKD3tAUjhMtp4dsaqh7Pb0dXzp105S6hF9smGTG+CdwWQJGtZTGEVTUIJ5U8iUPCUsTRiW+qMYUSS5YcxJMd0L2qESBjEpA/LIOOQ/QKMQBUKe/v3njx99pNf/r3t3QMabWULGAcf6QUxjZL45pSeQ7ijERMbtBi9q0t2F1GfRkM2cWtIxhNtTNTMaC6gFzHY/ZdczAo1Fnel2VjDWqTqpFpZXlUtyk2hIdorBlvpPrJvAm6jPw2sPisEUSlMCDSwVJu6msyADInL3JY6XrgHC1KUb4aLK+7yNFInjIQbmxL7G1qfkcNPJI4s+j8KIwskh+XNAqOWkd1Iu0uOh9J3nzJuxhLd8ajYYvlJk3aY7QwYgPX8k/PT3z1o9PIsapYiAM2XbP2t0MehEUS/6AaxghJ7oVWhB4ebDUZWCRWXHye3rHbZ6KyvP3r6GSuCh+MvLs4u4JhaY2McPxYpJGIRLH7iEFYfy4URwUbSJYXU9c3uvQcPYDUaQgBsZ9wfk894JZJngpalMZBN2WOn+5z1F2w0Qy6sPr66xPP58vLyeG1jY//gAeKj2rObjJHQS841GE3293f29/cRKBvnb0djTDJraVAndtlfnJ3v7tjhyRouhgYcP4TOmD7CAdHYhzrFzgH4lBlkmaLbo6atZEcd10wqT9KF8tnc9MuazGgNKLarOJjNnbAaacpy1k8+/cnG9h44UHJCMLr43+g7S6BxAbkYcgIaY1V6eovcdy++a9crax3WQlVJhuupTufsdmPeJMU5OjWKAktHyNbOdM7hYVgWvecIViTZlQRDcjMyVsJM3HiEsbdzVqvj19GnpP+E3alOamEdlChpAR9qnb0QoqTDCgYVQVEEpijvJjG7+VcErOhQe3n+nrIslVpuuJHkSlm5i4u7/yIqIOpjQrnMLlfmVZ1FxoJwfeA89oiBQmBgkQ42HjbHZwluoZqvrNcqLfY86pvrlNBsovX0rB23VKERAKNuICrmLpfTAtP57e4Dlgw2W+3uxsY7jmp4+eLs+PS2z9zCTHUHhoCoA5LuHKKdiTJOLCsRNtZZ4Nli8IfpRTpe3e46HhH/mcmjyWXEG3SUYlIosKSo2qg/fvik3WqwMohazQ4ILNvl5c0J6y7ev748v9ze3V1b36FeMJeK3399hZ28vKUWddqPnzzCc8bes9CN5v02/Fi2PTFUusz11zpbmAOphM5Qfh6C1UpWpkq91Zi7F03kkk6R/oWv0RyQCibB/PAuSBMVQJYx8oVWMzPA3mbKZO+M7c6MtdgaUCtw5HpMe1z3MO0s/Y9qoLPDxcpk+MUMyCeffIIbhfIhNWrJ+ckR0sCKUAdwiUJh7NLQI4AOKUyNl7s11Az1RbvIusJL6gwrd6MwpPKK5Cutk3Ih4CQ4Zz6Wl3R/0SSa+N7NFbUT4gOgnOEh9YPToyFBTWCNx6gJobrSZe2065ZYGqlFF0QEfyMiQAQswQXzSRLlsGleRUtA/Nkih5HO8pglTJf6jyPHWBCbZc8vYNlsjTWgRVpS7AwENart/OJgMXrBUrEq+/vXq3jlGjUXAdsBC4IpJIYwjvEIPzS4yx7hq8F0eHE6bm88cZjy+XP2Jf7oRz968+b14YfDt2/enp2cYdEAJjXo0oK1Yo51Ytd32Ky23t3a2up0uzi0cNjtgA4syg5qAZkQAS08dpDFydcs0O/fXFyesWF3e5MJGfsH/X4PLJcnh5CHDWUFTa3R1L/Azt0wms0yJMZSy/cf3j84OKDdu7g4xZBSbsBeXPdYpcfswJNHG5bW+SH+gz0GDFfsNkCKkFo2mIla8pz0x5JZrhjtoYwMQOPwWwb+2T54UYkRh7ttqAXjMdYXkbD+LRxU2r9aq935+OLb3/7mtx/fvPv5r37x6NEjrEMIILe7u4PS417i7rubOV+iD9EfLgeTcnPhanU6ejSDqiErXWf5WIKk/Q66JMwCBP+5I9fT07fT6ajGyT6kIC6I9h5ER0KfSUwtRRBYr+jd0RVuSn90BqCfic9Fa4GENG9gX13CvHvjIcMQQfKDdBEkCqN9SfpMrRBIiiUuqIsgAhWK96g8KwjkJJFJTS1A+R4whG1xcTNgM17QZMbauI31Za+HF8R5C3g4t1e3NGhTjuhpfTLrn7Q657U2i6Ds/mLdgGzJWAbjwKrUZMXUe2YEBeteaFZ7uVb1/Pr2+nw+bm5Wq+wRrT148GB3bw8/m4nVN+/ef/u7r19/9xKVxPuvlatsNMXw7++hrBs8cOiQa5eaLfQBHCP2Zo9H+L4Y+Fa7zdJgNoTgwaNzBwf7bAI+v7ygBeuurXc6ncOjwzdv35ydHKEtbOYmPZZ1MmXMh6pBDbilhkNqt7O2vb1JrTg/Pbo4O6nWmrnl6PrmirXV7Nnd22HCxIUMco4i6eT5ovbGRd2Iggefk7h8t1nQ2YPrjncGu1EXhcE+INsRwXBT+7lbaRgJ9a5xidY5qn2N8UQcwR99+hk99FcvXsILRi+UXp5u2+ji4qaH0b4ZD8YnrAGnaz9blqftT8s1dpu+mU0uED5dMkDie90O2WrDKQgSDv2ghi5JUkuiaUOUMeIc8Am3zKRJZSUNT/6zOHp+tMsE0pRDOfsUEACzAb3ra/bm4Y/id5Hb/0nzIq9AAJgwJlA/wEISzaH45LLkiUoq5XjERIgpAlKij1dDIpB4ntNdqXilgADo6woExECkjQAD3oVJbn0DHAwXOP5Q4RCTAv43nbFatV3qPK+1b/LMrioiULPAkNGWKbk50opWN9VAaJZprs5CrjgnxU6Lba6Ty94LzqiaM6lAfWtu4w2x0ob5psdPPvn5z3726uXLL3/z28M3H3G797c3d1jiu7PbQL9RPXrkkykLHslIW8Ek2cXtBejRyvF0ygFYjEfjArEjvFy5Tw/6w7t3b169+vlPf7q3f39rY+PZ8+dUn0aV/y4OwLxyWsTNNSOejO9Tj9jgUnnw8KDVqF9fnn98/27Afs2+h3FdDFhjOtzolA72YuQHDkYNjwIqFx5gpP69ZiBbzJeYnYk4JIjU0BN5wqvVyPF+1vC4DC5aSdtLeAa76EtaG+iEi8lsbL0tDcqYCsfdm83trZ31zjqu0OHx4avX7yr1NZZv9ceNcWlt80F9350w7H9oMT01yVdeXC8Wx5X5x78s5yeQqVgcf2CWKuQvITz4HIWJh3A7qIvSmgpsgYzP0pAFfVtlJA1SqVdreJLX11flzW3a06OjQ/T/6dOnWJ2oGE6sWm5AmFeIAs2UV0y+BsqUAFKJJTySqt+G8B8+y5nvL5LBUuhJ0CIiIy6KF1BJ4LXKxVNCGTjFyMSkLa7biWZYCha6MkqTy8FN/BDqQGVZuRlNt7r3ivXr/PItdkS4afOwK1k4wcq1ETaqIUYpd98j5NKrEhn7mjZxmorMmpUxFUN2OvbOWQvWbHZZPc7RMVsbm5wtxpzx4Zv3816f/VLttbVGq8UCtVAwnX4sliV1a96ADh8LIXF7er1LN2Ez/cKg4nLhQv3Xr96++TA6v/jlH/0R86ifPH66u3dAR5f9MoNrRkdwV11G7G4D1xAsdna3NzeZOrj48PHd4JZdARwcxmI46sEEn+vZJ5vopFyyIOmfGkMyR6k0gt7DmrvQTc5YGewCgQC+4zmZO6Xhjn13JyhWLtiomUi5ZVT8US2iSlDW/DQ3WrJc/HZQqbJslZ4Zcx8so6g/eXrv/uKWkaRlaZRrDNlXyoQifa883Q5qDkO/Y2axbltlzm2aTYYMUiAniQYoq9iZQ1Pu4JP6qH9LJuuifjLE65j1wp00xob6WebsgkZeMnYsB7c3LQTFpuwB0+ZznAkmkLWdFpvDAwmcbW5s4bDKmAAiF5PGexcJwISXokUT6Yzwhai7RL5HrvRjVIT8nVtA/B4arwKEbFgkuDvAq1wIyUYAwzGbsy5fAUYB2UTPMSoTfFDOAstVusvqz5n8WuZOJBtzYiUFqq0cYnT1n5YiiRO76IovVCE1szCk1RhyTMSiSCNTZ9SFdWacpNG/uWRlP9Vgc2trd2eP1eaDi8spA7IsWWWmCA+TLkHVvjKGEiKbpfxln8XEV9fTCaiuLiqHH45oZwYsNmJF1sUV01oQ8+rbN5e9wfMff3pw78kGR3dsbuKbfnj3vnd1RYkwuph/CrG3t713sIk/dXZ52jcjI0useV6OJmhz8dE+Rw9FIYN70JD8H8w35VadEEwIAI8wPcloPUO7RlSHEJB3hJ7JPdJHV0l+6YQYHRdYVg2BT+Yg1iUcuH0TduT0y/1qtYfRZayXKQm2qjGwczEsHI9mFwxpLfIDOgHFSa14O18OernxrHZTrHNcBkcV4B+r5/S/6Rhb5ZJPol6oHVCfRjB4ZHygf3PVaq0Hqd70aW044IBvASc9ygWmCYlAVwACgzD8FIoRIXxMUtI/63RcuGFmS7xC6SsEWVIyhnpGbCBRs2R6Yq8pwetLgpB+zPrDUAhziQFQCY0iCjBKEZAD0R2ICMreyBVtQJmDpRasorkdMj/ETAd9seHNDc/4GNf9UXdtq7j4rDAbsg/eQ+IEiGHXY5X+DJVkKlQYyjZh/zPyxugaDu71+Obfj6bdUu1puca2xY1Jo8UY2vX1BeMxrChh4oGVjpt7u2RGQxnri2NBGTFkeXUeN5gmI+/S5dryhtNL+8i0lG8zgdXr4azfQIB2FWNTodEq3PSHf/0Xv375+u3+zvbBg0ccGsTkFrZUtXKyYUEXgwqAO33MBpeTCybyMOHsQnNqfDpd6+bbrUo4fLJTsVBMuzyIkitEhAsNI2LeieiQo3OyOhlWADQtNDwTnv4SXIFhLspJLEpqx3NIM9CkGIO8kDVpQhloGCDMpW19jgrqXaNqbU6fYl9pZXE2vj0e9Rals1rhYqPG+aPTq1np6yGHzRRVfBsHSCE3/i0M0idDUEmleISmqIrwhhmTwcnxW041ZJA8aSCBkTSIXsmZEhJLTWTsHw2gs4uWEIJjjC2SKVNOaOoz47G5tR3d5UwVU9NDwcCuPksE/0OFICuaS/lHoKVPqK0o0EtRTL66gry7OkFUaD+x39Mr+FWuwBJ5Ewx0UqladgZVmIFxEwXLaPQYb26YpMSy4mHjD9SrVQ4bue5Pu82dcuH+cvl+kRu4yFcindYNKcFkFBWA1AC4rRvgnkaUCENlzeT0z8FkcE5H83a6vn3wbGfvAYfU9np95uwvTm8Z+65xKoqL9PAr6/bN6zXoZcAbuDj5rCIa4BZjDt3kxOZY4quoMs0L06hUGE8QXJabFVxhh0ljSmvw4ttXJ0enLHngmAk8OnWPDlutsrXFOQbFU056YjGs9QbyOCnmliEQlske3OuGSCxOYiycRLlVEeWVyQdBU3qSCFbbrwi4iE/sRUbpgs9G6IfPnDRJpp84YXElAFkw4lZrV2FmJAktMwuTyFAYFzj7hTGvVu+axfettbUnzdp+rdib3k5yh5MYf6hxAhkH6jUb8yKtJXNSGn5a5NvhmBEF0AlRlVLzKaEvqIMtxfzt26+e/+j3i4XsJBkTkpo4yA1KDPDBk3bwcJJ2pgqVorBkOLK0VIwx226CI5wiU2aogSDGSB/NC0+Chxh1NvBJoyGBOQJNbzaAmNIE6UqQeA4aI2PKFTUt0twlDhIyRBYNymPWCZ0p0zFc1OrLIefdqra0bLTAwIT8y+ubZn2jVH7q6Mb8ODcfSCYDPrk5mwPRSEedMZCoA6hBGa4sc1Ic202gEzcTFjYvG2XMV+/tN5fjmw+djR0aisXkbNS7HLhMu619Yn8Z5/M2UG9WmbTRZgpxc9ujOWXZ+en5Ged3djk2s9miJPkhCz5x32rMIC9yZT0nZ7jLTBuUiuwOLt/cDFjuRpvojDBELWa4Vnu7nJVSZYKsf91nbxUVA5JZoj8Y0UQMHzxYAzDLC8gi+xWVjEJtlXLwWkmqoui5QiIByo3yIBfqCXcvme8zeH3wR5OjR25eYlTyyK8c1K7QyLSWw3hjrXReCQ0Q6IeRDBPLf3oIzZsebQEdhE5pbZB7ejm+WubGEIGsSgyFNq4n1zcJEiQiX+mnvOqVtCaTrJmiDFG6m/7Z0YeXj578JDV9UfgVLSHaVBLpgWhBRRJ+WI5VKq1111lbUhuzd6y8vt7gQDXUIgpA4dXdxMAw6OSHGrEKzKgs0nLHsxl4iAIk1gMqxCD9KZmI44mUQahR/qnlCU6W0rDIpTwCpsjttOILMOVSYWYDX9sglqusdxkOgngCXR48GNzctvPNbnmxN5+wzsrmjgVcyIKpF05cAQI7bHCcHBvVW8DqITx28E1gLw4I4+7Ms8GXtXbx+HzS730ol3p0uRYjDCMLFjkT0enzZaG+LLBpkzNeS+ULtw5AKbPVyB39ooptbe62GSBitHJsp0Wf24M72LzJmuxAqb0fs54upjLc2KB6Oc3Aub8LDm3d3t7iWFE6zQwxlThJkLUSLNljLryw2NjkFIh0pJesg0vyLrENHdHPApK3jIGZFJJwkwZRzXRbQm78CICL9iGyu5cajNYfCRO+UuI9/JCoNMZFGvH7BOlRW1JiIUZ6nCLsCqsmbm04a41qs32/2mWQmv7Tg1ppUu6/uuh/YJyYA+d14eiaU1TWwEMDV5SFE52dKfPk54zoXO7LL//d9t6jVrOjRopTFZTK1LSlJ98sAWn4IQxKeWYQ2k3DHKDAHgoWR5TBpRpFgaTcLEkxA048Bg/U1+812JR3VxDAW5ScxAEniw3U8ZxoDUIkOUGWfxZDWkUY2IPuQG/p/If5ZdixzIkp2NJadXl6WmATNmtPHG4e0xQgkt4NU37rufz2clbPL66KecYXaPQRDfuv2ZiOBZwtyjP0Ft3F1IUX6QpkZi9vboaXV4NGrbTGEVj0kF2dxq72cT7HOBKoy5y7Mh5zlhZ1kVM+1iq1FnWJkX7m3SAZ3jDfDBnUK2ojE0aHHz7AYFwKWid66kySsbLfhaQ2OmzsmlBGTKWFjv9an/mM5QYbGxtD9j32r50FY29PLk+PnGk0NnpsbSC+OloCn5CFQ14yURYa4o3CJo7Z0hkX/1Dd+NVNsuBO2AlB3iRldrkn+2PkPj3RyBryUS34F0iiQQEZuQhJf/Eanpa4Uo1UUdyP5hoH6poeN8v24PO0Nh43mQnk3A2cyFJlUqpP91judMnpA7HUF09kMYXLbpOPMgUSUIExmefkxl1dHZ6dvGs8+pxXfZik39IU5ZQQmREUBR9SiggjB+4rSdmKycAzXQKm9jpMr3qucmIZkWJPCiqYBFDtDxDyNXjr24rJkUbGRaoMP/zMWpXvcwaI7293WAgykTl/AF27GMEIBhteroxLE2b1mONgm1jRc5Za8JluPZMejCCyoSNX3ijVPy/NbxxPY8U5mslhDDAGHQ2z5vLPJdWAbrSDJfTdmHi6uGCA5/ZKV5jNSWxD6dwy4HI7ZiURO2iQFr4Wg/QcRl2v5+gQN+obdU5TbnBGNSt/0Hu6WA6gI+3hiNUzt8z/sDgA3lJJaKnoi6gIEzaI0Faw59I6ZmlVSD0c6OQwl+7WBtFDzldMayX01FwsxOhnu5Xb2myTS47HJfVxyUNtYDA5WI+uws0UAAMtt3zVqUjIIl9Kv5JApIcOigEXiItoM5nV2FUYOWCTdl/VtBIFuMCQAIMOSAGCSBeILz1qjn4ujhFtmaOTLdYCMTq/83j07P37t1fXlxyVAhdZbtso0IBKMVDAwBFa8C4abMGKu5B78eK3O7scANEKwoJ2UYs1URxkGwR9cjeYoXqqXnYNCYRCFqBjA1goj1OaJQu6fQ5IJDKdLEgMEUGULKXj0QcUnQQJ+PexkY1bBpknr4CdHr+/E0i+DIfyDOwJIHdMl41AtcoygQUbYHa2MYwkoS/MBB/MYa7gylnHQbnUXRZ3C/ln08XvABiNhyOWIMDrQWp0JDDArOhl2M2GN+wgzsZoiHXm/JUqp7ex5IWNXyxVWNDRXY5oaFDeOWuTOeKPEyPO3pVq3UZns7O2gTWhDjDFw7I7VuRxQAIfIjn++JHTMFlITAXlJHdKiT+Mq3Z7y/lt2m/0kH+pT4KKUwdo3hg9ZCkEpywyncxhylCOusTA6GR7fb6506IIFCOxSQ8OnocBVyWsSDFWbpG9FIcC0YJkeUKlUFgnBlEMhgmITgLmMWk0y6GpzdRVhSEsRRStRDIfEZppAEmsZ0BI7U7KYS7DslvKwB1SadQ4whto/GcEhp4QU+j37j9k4zNb7I+OmMdhdAKbmU1JabzkFLU+Kw9wUsHPzl4N+qxqbppYeuIiOjBDVaJc8ixZ3EniC2/LWJk6ZHKgu7bGXlKW3bK0486ikFDOiV28CTbPhvuWQuK+epdUYr5PH5nNabKQQWCOEIJM/INLwhOALFCZESBUomxGHMJIk2IY4yUr5MZjzKNnurHqhoUekzHrtGjQWDSG+ZvmtspzZrvPUUIghNmjzwgrmRuuwP9wQli37AFbqWhYKSwVy3M5/JmPnLjNK1+f4hw5uMfaSyoOu0HYawZtjB9xxvPtzdWRbj/rkCDUKUU2oM6GnPixZCkKIPgKweSm79gg/U9WZqHQurKIzNEsDDhMxkeiScEt5cCo4gBsY0acOMcll/afzCejWm26tY3td8QnSSYRjEaFPIJJ2uOIlPHZC0FJjgQ5FhRqpSay+RNJwWGzwJSoS0l6zAQjjFBRCFX66Q9kBCqjuBFugMBWogr0QZDF4p90cItGnKrK5BqYaAeo09RjXCM52piyVHNza4cNcxxweHj43jOYol6ZP5QgUFt/UBFQAgHh0Jy8f/ftWneHBXlagiiJ6b0yNvEEHUmx4iGoo+SLBbaNHtgaO8o9U0BKCEy9Q/J4BemWXb5EgM8CizBxxCUuQhMi0gfuiCHI+ngXILBVmUhgeEA0cYTHazxlcZL/PR+REhVAL4hNsuxxZEKKvSnr6wAh9Or6Cj7Q3WIVDd3Em1Fjs/lJu1VnfW1M50Mjh+dwVByTkRw5ypKKK3ZhOJjKYApIQ71Q3OveZPs+O28YeccUMlbDflweGD5wzy5+LOqjgrMCez5isINxTsw0Cy4YVlVF/FQMvXaYjC9DuwG7OYO9jOpjbigQWg6fKSBah1bSLW+ywMhFWXk6i9RL1tXRNHCkb1rLiPZvb3qOrJxU37Idm6p78E2tjCiYlXESTnOp/SmNjUMwPLsREcKx4wsVvsY7N0hjSyQeR6bcKYZX6pRiTu6EkQlEkreIAqc3kfAvapiCTO+RQDhBEt0pOkC2xTiw0zn+K43Ao4fPGR+7vT2Zza7dUBGwyG/xaA7jo12Cjv806a9e/faTpz8rd7ZSwoAcSkUS8aqX/M8e5JE547L261ZxNoHzjjMIMEvS15Qo8Adj5YHw0pVUPEoVASk8uydJACDis0CyWwIu76vICPj/f7M8kUxw0m8y8IbPgLfBXis8ijzOOErfbLL7Af1kmAHVJzVTHzh07Pm6vm37vZXl5cKzQye4IVjrWBmBwWZeuZRjuzzVISwColVkqC7fj2FIQDODrpaY2qIiVDkRmiX4bRwSPo0XuowpnzENCq0F+teMU4zZcq8nwEojiUbZ2aATPG+iNvR7KVX4PFkFoN4xLIIrjAM1c1aNvft8J8HWyemu8S0OU6k239rmjC1i8Fiiy6spV7dCNHIK+rl4D+wZRwlXBFmMP4QkppLHyIgOvlpW+Wt66kOB5QkcCIGuxnAnKdNlDv6bBUBQI5x0mVVkhHDPwqQsQ7nKKAZiU4owI1gN4Usgh4pVmvcPPhmON66vXvd7R4RQy1VTVTfhFgkQKDPVfuC483mzuU6DcIdX7KvCRx6rKCgTtcBM6Br1Bge1vuu/QZjYHzbsKRuSSoyVTzjmCnCSnKg2mGekgIG5K03ANDzlizTpJto72sB+xwry3vEvkholjhUPsRUkMS80mNgE6CS+PhrDsCDHZuUG7AsZMkkGKNZXorAYar6LwyYs1lfe9qYMltZrnJzDKBvG2GHR3HLCOdBLDHYBL//WjQJY7SRMphZKpe7mlgUEo55Cjhlg5ig5SoZ5BCz4jPPVGc5kzIlzbzmNlHZ9kW/EPmD8G9xahqSYDBORrJZsah5pqXuc7KrfQzW2RWEuu0xPkNIwGMTOKFASyQnkrIMbjm/5JEK7W+yspfUOaZ4m0SXf5IU/ZDEX1KquIVxQEUsIALlslMJqw1o3g8JSkwenSUq03E8a6BOJGavi4wIkEpNolIAqkZ65k80Q8po7QQivK1KAlUyp0QlSpFHY6RbYyRM660gWMwd0i4Fpc4wlq7arOz9i9tGTJfxEosc1gjsBAQOQhe9ZNLnT0w+7e088CzyRIZp0gSHDtwqJX8KgnQ8YNpp7u3uc2EG3HHuJGKLEpAF4pCBl4oKbJ6KMCUDU87uAFCWzvEy2QhwPq8QkIKVFCD0mVYKQ5VvlNXsGY0WOURGY6NEoszCCqagSHgZLO9he5eAmOoW/wrcRYsKYTUg4lhyoxtlatSWraDgJi0FInHeOIhnxiUY0HU0EQBg/MaAJMJbxyrW1dfhuiYK4sIMlNomxkosFF2haLPvHh4ndqoxwoEYAcNUqg6ssdKhM+YqS29hmLHBAs8Jp9ZwoC48uFOm/8DU7jhFyHou9yNwpFQWmDy5YTctybaO41ipQAxOnYB6XhPIf1yoYSxF8S3GJPzKaVBJvekgDIv+iLAYCGnVKNUBRC1ewlJ+U2D5W6afoJAmSwCOISHQAXSBkELRZ4zejUqFFSgAFDVLiFTSRPJFBwN2DkbEKAkZjg6kANIJsnXn26R9/ePeb8fQGnaGcuEshE3LCIPCIhvvZ2UfGyDju07CAa7jgLacIA3Wqqek1tJDUyICVBA2cMPZi03GkTQCRYwtCEkgUU1wAFnYQnRUlGLEKNL3pgrNiDAqkIUQeuYmXGEPSe3AlcqaoDEtU7zuMGjBDBOoFEFjEwEuVzibnCHCE1WiYpzfMmniGnqkJiwWTsGyjRQN1hGaF0WyzXLjM59UzWIJ8cVjyCz6kxVeTsdQetCZpzIZTeBa30bDgH4bVpBwQQD7CGZ3TQFPtaCgcK6QuuIaCeSzKDSgm1PiPfOq1ErvEIJYlnnzADNNMdavE98qYE6YXw3QykkbVUC6aNPQTsmmK6ZWx8G9Znm91meW1/Zc/0UnlHgwwJcxIfpBNlN1gWUTbqNSi6sIlkkG5gojLkicBBQ8jjpUgMYzmGAChygPzDzxnQcBDGEgDMcGygSTWdp5W1CSafvgqukBqlIBF7OVLIBFXahMEGJgBKWjmG5m6J4wJQdh0cP+nr178Oa1uZA9KQk7kIpt6ms/fDi6ZIGcwlGfyiU0sIqP08Z7VhKA6uGANMQllwdNkUTGzNufn59elK6oErwjJ7ODwSoVLlFvtCBJXxMZdlJaClwy32eL6XtfjNejJoiK5OU0T4iHCR6944sZDqg9G8B5kUXCYw0QKXhCuCVq/PD/P7+75odACWxwH2o8S5yneUsEBMJm18sWdAh/KmA+ivcWacNDsGA1n2p2+GLVGE4e6sG63uYlsoEJc4Q+kMqEBvDcbLGEhXTj0zKpxWJWzO8z38w08tN+Pz7LEhKaZrTm49/niRbnMlwQ4yKzFgVFUXYqrXlJiN53rzaHLoEeVkcJkOa2VBs26w7UkkhmyC1IgSv3mMjvBQaC/caHezAjAmfB25GPQT27zkozsFoRHsQdMtkzpOlp5BCh0FYj/bEmhjBJJ4yXGTPtTMkf0+B9Qvr+RTY5lwMEbFMBHoAc1ErR6/P7BVIlaM4jcGV/qAChtEBQGF6FBmS0Z1IIeGmwK6IQx+ufRAwm2CYXjeFeEfC9LEJEpUhrDBZdRFbrAYOPcGRwLusIi9hxh2R1QSSysVOIAIjk8wBbI+yEjMrjCTo9GJijx8HfqQxQ8y51ojbRZ5shFoTOOGsplKBeK7qlBuCsUHld6eXKW58SXlqfRoFO0aSyP4/AFFrrySr7Zcqew6C9mr1hpg57gP7L5NGw/y9ljpN0vcrDQjm+jMKKgM00urCoNLyT4IqUylVlklJU9NoyRVuqqCgu/yvXKuu4r7YR2KRR6eeu5hQzyeKQIQ7GsxWDAE+4y/JpaWhCACWYSiDFmmnirOafuquEabHHCdsQUpU5tUQQFGyQo1QOKHWoWuh0sI7NEe7fCyDTe/RO26fhvHvQTXFE+7qT3FAH6ACxOIhD0ar+/8SSp/8EFoIAqQC9eBBPPQhekeIIGfuOS3iwiJTRD5JHbQaJE0r7B1YkHQEsHuUwEAfwplaSFM2bNgUtQwNSDzIABm9C4zJJZtcAj2Vx8WrDx4cNHBg339vZZG4dWYaUy+qMikZvXgBL1ysJkMIkJmCIIegITuawYJkrEgiYiUgHTo/eUN5EdoStSoyCR/w6XPIkXMpkWmFlPAD+esaDNDc4jKCw5b4/dLXVW3tMI8K1SelbltqcFz+a13HwnN79k3k+Dn43WMIjKJqz54GbEgmUGVCt8aL1RhzI0EnKjhks87TICQ1/4R3sj8piBtZQ4PE1W5sgMzaKCSvWcO1/2oGeCDfL8B+aIGSmCQuxaEhW1C+tDI0xfvFHjUE1GaZkpstEjVyqq2aO82V0hqjxyl3sw14DQDSueQ01QrKUDTryoJzR9FiBy3GUHhQmAGfrIcwDNcZ4RgwMSIZpQHXKm1CkHr1yKGd4QE5FBjMhImwApRec7AmO8+JjegAz3wmCkeBgHxTCReFpk+jaM/lACkiAyAuVuUJxYHEitnOdnR/fuf4ZrmSlJ0EZsRgMp4l9GBc8WE3AiYqjk3r0DNuW5p1u/0pIEgCigKSPkLiyiAcVvuidwJCKlVwrPHpOAhLDCToT8SfGyMOWKd26CQU7WATIpGMrMs6lS2kDEIwqlYeX4aOrb1jbnxOKNO77OlDAL7llRzBrpfp/hLaezsOX5zny+xUnBzNXiO7HHGMYyNMlD/4aD5DAz1c7GfoCHPIsVCi1q0MltaUVGqgUzJpCXqCaWiyhpZlCIyOhNEsa4E3OumHz+N8rt5nqFzx8zYores5GKESP2UdLT9SAj2lLk6kgRcCUgOJPEZOllDZddINElmUphikyaYS4ZR0LaIjORzboQeeOWAgOE7ytsljGyGsD3AQY0k4CgVeNKtTASE4114E5mCU7SJCSDFYlgN68QJkyfrEvefDUs3XkEv8FhYuMtKwBJaKyRuxPH2l/7Z/KH9Don+L00CAlS7vjkHYPTtFwAJClaLDVeQab4gwERmqpFigAvDTQfwExEycyU5gd8DFeKQhBBpPd4BrglSzdCQJGuYD6vEJnJxlR30SYyCclJA8AEJSCnwB/QShwwVpAjn9mEEZ+zvvuMQGgck76Z6+yiIObC2Ed7fc2BAIzvwv8FeycX67NRocIe3XLl5oYvOtoU8P0v+qn4m3zUp1xtg1GphrGUS9AKn6OcvGp6+Ak+E0UkScJFkSYYFF9psm6sojwdiLMPWGU1nQ1mA4+PpZsLQyrVBfNdnHsE1NiiyCAHIKg/tjxAA6zKBmAKFj2QkDcxcg3uwQhrnEmczCYh682gSGrDfvsMwQkuuVSg0Ameg7ECDH5yC5IlgIcSm9c8fTvMDIslaW25wAclK+0XhKRIgfwnPKAIgtCgL/EqKWogIir+8SL1ps0wa30zHtraRu/Kj8gYyGXnxrssDzJSNQgwfB8KQZ/X/Ua5YBPzSWZa31OmCDB+dRlOwyIhtvhRHhlPfBAVtJmbByPlrFFWkiDDEEnyUpuxfgE/7ikFOVZJg+VCSCj8DcoMStUgkgamBBWYd9lN7pXYFSSFe802LLqO2HHUMAhxgx7C4oxuxnZKZSdK8OvUQAxbrZsbbRZm7xgtva30L24GVIDhcDrkA0x+kfiAsqkjYA3FC+opFv1EUSf4EIu8w6IZr3T1NCJXMJGU4Y8kY+JSpcjIgi4dE2w80+6wiE6rpkpd1xnXuClg/4CIUoVm+8p8kcmjgPIEVNKn5UxpeCeNZIdE4p78N8K8EnlkCHRRLKsZxIM6GUwCFb5E4LH54UuPnNH8e9A/hwrCwjAkUWArX6DzBsHWASuY5EIeOUO2PpBekBEYr2A0lIAsHEgmUO8jLLMBfiMIf5PPHATrTUW+qKABTtIJSbn5CtvOzgPfhSxV6UocSelVswiXNvJF1mA0FojRQwdCgGldj1WUcC1SKV3TxpVYCYIUkr1GeYMYbobJh+BlYFRfoQy8XCkFd+DFbQU5oyh7Tdh++BJAI1GUQlaEt0MXkz4bZpTddOwAEjWHNleqDIOyDYOvuTExxVfhEbBLwEo7s+FRpc5a0tr8+OL68vb6ZsTW7UK1xYSXYpM7EBkPPodMKDARKo1yVgmjiqASEWjNV3helo87GroqrEEJjL8uNVNGYd4T1MCCnkS5SKnKxCgQTAOfYpUg86ILRBKL+qr90gm1ajav0hj1TuU2Ryg0SCXGlFDNP6mR3qDGW8jMvDzrkpT44BdjUizbxkI4C8DHBmclTiZLo+T2Z6gMilqgAohCwxrKxSsXxISrFuCjsgZKU1rnyAWBXjyFIgc0grTKsI+eGh8Bn/ZxfOIISvPZwZERcUXKsB2MWE+Pj94+fvKTIjvtrYWW5I6wjHFBZ1AqXmMDP3WMhYdsWmXpLrMwTONwhtfGxibeRSKYpD5Q0pXSB9kJguFxAS0DS+LEDMMzniYxyCxBQXTIDwKChAzU3XNKk+4B3BuvCNVAUWX08IQg6O/i/rsmgY9cNBscW6WUw1VhRB8fj5MW6OGgdnRBc7W1/LhTWPZYwdlZq/dvWP9J4lKrvaNKAzrKJIvFekejLwLN8dX4ZcfdyIXeYDbyeBViUJr4EqFMSowVjn+yWvMIPF4SP+KuzhkCOrP4SDgtv+rOu/prebNnNcruJilgn6RGBniCetI22PfB6TdYsuk/ClOQYhU6SX1B72zwMwiM9rkOMNFqAU3OTDCncN3SgeILgVQDZz6cXqEWIDnQeIvOQeQDeFzkVYkpEfzwTiigSSwGcIg7lc6IiE1JuHuZMZTMeopXiFVmAJlxvUq0j47HaYIyaGCKLywIOZ/v3Rxy6Fit3srKLGZxKDN+LVhQpICCH+LXUrJWkY/Y822F4+MPnMiBRnG4349+/PON9S0aAsiJnCaOHD4kMVIy6PRVPEYGZB6Csgy/8SKMzISl51Blo1ZXRMeL1GYE+w4sQ7KCGJDokFEqiZbIcUY2oISfkO/3aQToHpGUNpusTPVd9Xp+rtyTpdnY0lw2HxRLrxkI7XQ5/aHVH+Ym83WObLIk4goJBm6klYhJZLN87vnapF3jFPvqkJ0C571iucUJNxhDdTyI5K4Uo68MLABSArLHHSW0PQdFqJoMM33kME0UCiIJlLeUFffE0gdAXyI41QTzKVkssfEmB6riCidF5og29QFIYfJQcTrp1gXrJdTxcTQRRNFhJlnIiD1YY2Ck2WZv52RAVRj0eWAts8eq0q333FM+oKNbpEpHbqkXkNCCdFWfyFQBCOEh4iQ8PUCuDpLplavcSDyBTy63GvFVq1ByRs0ih+W1hJEuniKcis/2ucPDV+sbBzZNJEhJQkWEagDMy7SHEF8VAx7wsB/HeHBsHxzBlnCWDd84Y0e/FSBSBu54DBplOzDjOcmAVCnQMEDzIolZvnhLz8Sk0KAlizAwvWcZ4o1n4gNUFJJAXrMUhhMAS2mMGSnGHDGrlG+2clcXfF+FaSfGOeEtBpWpPT5RQTHZlUJiF0I31vPFo0Luis1b29vsSe2c9jqADvmomon8QC2+9NAozJ5uzFslthe7hgL3u8Q3YC6OL/OtLl8kUNSR2PYtykNzLb2GZgWNiZfEFrinNIwIlqkeprSU8ZthX9lt4MvwSOtCVI2pgzTAgOKEJZl4hONIKKLlc3gJtSfpRBaMBdnQilmMyMYUB2mQe+C1NbMO0Glnvw7J2PRPHyvWaTY5r4KTfulvsQgxPGZmy0ATm/UhFvb5p4oHL2RRNBUEhxijWhMaBUu10fInyuBSKIYcEyrjxXM2zRxXOOWSaRFLDm2pXbG/kWCm+mR6cs/nb998xcpQjme1IlpeQqPc6o1MTTcfAhY8oiBsoz05PqJ0rElkDQzH/alS5XTejsvT5XqIKgEzN1BDSt6zqCQ5S2qsUpTGdCX5xD3IMtRYUvIT91XKCInoLCR+slKQIcObShflsQlgXyJnDLPamMFEpr1GY0ZY0AFaM3jFqjPWGrPbgS3qpBV1gS2F7eXiI7aTFfuba4ub4YLv55FY1D9wz7BuBMBfPI9PNqadFqpdwQziFtz0hix8qzKvpU23qMEW6Q1yYUzit7SmkCS4xBccFrWHyOBvBEYFj1EWQmFlokeIoE8DDLI2ATbzfMISAWPNHtXOFxPAKNU6ogxIfMaCkwq9hAXYDBaQkw84kRLAwgYvQ7Qltu04cLXqcLDphFH2apUpC2e+2TxN94CKADQ+pIbGCNSqk+ZurQNcorWBWF2rFkAKkzaH+khu4kJwjClyPvzKYdpNTn1xsh1BSplFsvsiNHgng6LkvEapl0N20fXOG401oqLkwRtxBdd4C074vgqhpcHBY+yczxqwT5O9wpyQTGFY50vfQIEFzaKQNdy87jBK0/eByUSZJCXgF7rJyr/E2ihEgpBJJdJG6bLEQbNJ/u6VckZJjfhBKoDH0jiPI2cu1QXSl1fsrWJBD3CxC4PhiGVOnLTM2vrwW6nS5em8k5vU5nPmhuHkbK0xOrrmO3rSSvHVt1Aa5ItB48N5P3u82Nls5gr12Tg3vOzdXFx//HB9cj7G96/sbcoeFVLDpNxDwMEu9RjZBpwYjgwNzrQCt11PSDItVJRRCoJtmTcTspZLaoiXNtQsuju+G84DkvR1xXlj5JLQfRSHT4qUh3CODNRGM9YfTT1+PmvzE14dSibQdYDDJgmXXf1sV+FwMsbUyny0jNbAxVj2DqgF7uV3LWd0PewDpIxWuPgHhLvfoBIGQ9FKt2Wh+k0gZLB1bjQ+p8udqDevFwksUmpLLEYwPiRlyZH24Yc3mxv3mAqNVwItvFf2kP1AXBIMNLFrCW+H44Mw/xzvjT9NNsZVIEJeZFgSlOweLL0DylsixProv6AqsT89Kr0QRqI3aDOXfyEayEiIVuVNwFd4SBZC/ztEpJdIghAh22EfltJwbD3eQu/apgDxFpnSOe/k+Jx6jYknTlNAoRHiYrkxmnSn43NOZljMRk32nedYNeTkGgUQgqRANEvCZp89Ltx7UCt70GWFlc14pcPj3ofjHhUAyp49+SQ5/yvmmjPjW6hQ0n5CCcQcAtbiRNFlVoQj+mQpgwOy0CtESztGMlU5/gXDLHaWRkCmTsOg5OQSlJjkLvUSmIE1KVxgpiLQPsyZTOFTOdQHlZT01gQlWCxx3iq7enSndW00Y3EJB6biF2F1+I+j4oyi9YYGiT9W8ImQ2TzWOdGGxXgvrVrkh47wWiy0xKVbcmzMG8SGXzIeBOpVwfmVAl1eixL89S6ASBMdDKrPxw/fPHv+c9bIQGRKFhktlOxb5c1eZYwTYRxsyuJKjpvmOZhno6+34PalkAiwIi+/hIgynkROYRIdPkuSCbLYlNvE/MGDFSyTZpmMA4KV2WYtIEdUQkw4LAsdCaAJcGQ30MwCcyzIOWG6wvQyW63lyXFhbbaIE6QpGgeRt1sc0XTNWcXsfIAZLIRl9ngy+oYdWG6Uyc/LLA7itP4wkgE5irlcPtwrPbo3x13AzrFbkg+N3bKlm+Xrfrpr2ljvMr6EKrkmU+LTQArEUxq9EsjDg+UXhYPeYI02DlESxT80h6aWBwsjG+QVP2potCX8ppTWS9dTR0LuCWGwhTT8ygjZjyY6VRHV2GAZaIwIoEId9FWoNPOkj3UHdoqtCZg/PoXEjgaOtYvOlV1dMQcIrAfppcNvG9Ci2PzGLk8sZuY26Evy+dcgJRXZQarosGSCTuKWHomGjqimkAI32F80G0+veAmSIwEpJJNsUMlj6vVEIYIqy0aa3GI8HRx9fFWrtfGJkyGIKDVIBv/gAivIoJHSMU+E6lu7giuigqz0nuBKTBJRgEjFiNRKQ0L5S48/RAOUFJ6SSn+ktDQRxas5428lpPQWgTi2AZb0YgkEApQVKSJ+oBRJKYn4iOqSrW21BjyFvXDLDkC/TxoaRnpx1HSX8VBlqpv5wlZ+ccpqBZzOEidMLP26j8QoXgfam438w32+0Id/W+XLjiz7ZIDg7ZuPL775eHV9i6Hc++R+UKaV5EGtlz5ZCJSQIeCC91Fg1c2yO14ZkrTOo1/mVQn4nxQ3ZCwprACII5uI08wam/EmAJOe0UlDbCTli/8kQeUGuE8/uAhBewjNwngPqUSO2OPlUZ/2b/0WLH4VY8d8A5gOQFSDaKlVf8iw4XBglAiXFXKoHVYAZvpNJO8shLLgEEU7Yxm0qXFhnWUCz9pBeSGZVhs3F2EfxpMbDYRSkD7LnVGclUeiFZJpyMqD5STlfP7tt3+9s/eYT9bHzLVI7i75Y9JgUYTyZEbXjUQ7G+QGaMLMG7EiS1gkFQAmk7r4iYeAnIKJ8TLWVKsrZQKOMUTzzm92j9AgK8uySpa9wo1EZ4ZRwoKS7Md22U1idoUnEz492vJTYpgtNptixmLR6ASjwBnZtAClOPyiVGFg9N7y5g1n+jPmnGfTTK4JvvBYHI8HwY8e0vGlsrQ5vYytXnyp65tv3n3zxcd+jw/+FNfv73V3NjVVmgtHC2iKoFP7FOaZYAjkP/JLhbXklp+wKAI84AmW2tNTuyipzYWx0aNQso7WkUkV90qcMBtREZ4WEWUrMowObOIJWRLCFa8gz+QiBcbTBMUTz6FzvKLfmhNZ7hkBnGGFXs0LHDQPLyVQreSPbjStg80Ac0mFKVtrSb9Y0FZyxfyZm+IkMUMFETxJXzia9rkyC6fu2xjxx+kvPYBHnlCRyAVS0hBozVtRTEiYA5vR0B7VirVDJ8dvGo2OpMZUHOmJ1dMK/PJcdhBmEXlZYUMWKZXpJdwEIcmUHvQ22QEl5UlYM62UvMgifQpndYnF9BaK3+wtYgkyNqLF5SXQSGa470FwREViw4yJbCGlYAtGCm+EYQpExsej9d+cVMJQLWkbri6vOOyf3jCNABUFQeL9lapbnIeUz1/a/VsMcxzpQOqgD53b6hZ3tguV5sZsWee7DUcfL9D+77476vf47GRl8+EuR5tDEFwO59fymh+hgjRGQBBBCJVbIpZI0kQR06MxZkx2nQfWyeEDWD7gRvasJqgtCjoy36m4vAg90jfmn9AIi6TKDwkK3HD1R59c9KpwDDdlOmFCcfLPgVWWQvBVAlRS6rgsl1YdzpIQpSd/ahN45dHDM/y0MJcbpEkOOLvlkY/34IwtD4ymOaB+4BKF+t51fQKtZwJPB8MLlvtRVBQtKT0EAyFoFDrAE0RCQh0tMZeoXQ41evPqy+0dvqG9HQEGBg0mMk1wisAUTslSRlOlQOkHZnQ5jBNMZrFTioxbiYzENyLMEqBUWLmYwREv0QBJIbJekBEUSC1RhASFxgS0pPoBTACBwF8vkaUnn6HOBhmzxYER9MqWfBqH07onY/bJc04DHWQKycoI9sewXZiFQJxojs6Vauvl2v50+A68Fb5o7pYSWC63cKp+8rxe51M0lS0WC52df3zx3eG713yrlIPJy43O2v7DR9gsysJ2LkRtHyAjKJVOirFnFC0Vn9dUaMmNIJKnnh6tTcYQMjF34fFRmH9iF9HTLLnfPlUSHR7ta3BSSJQCGkAtj9FGPFsjNVsi4X+oPjHYysDCzSlWYqyoyeYQIyyzkJuOv58Ijg6gjgmhkdO7iyKiGlAdaA+4qAkkQKFpBPlHBtwhsMHegAjlUTzxSkF4ZgHWamhdtKoHU4jXlheZbIvSEGuxLMtK2GGBCfKSHvL5FxQCnwdCr3p8OO1wrbvFc+SO1AHKpxUsQYhIFpnRakak2i+tRkVNMH2WJzDy6uUzHCRNeo006TmhAk4AuYPPgxQpLvMrHcQqpDsqCSDQd9OYWOlG+vSaEKQkWUi0oup/jG2zcpEDY9y0W2SrC338KFmRIV7wYfvxZd0y5gpHvs7WrLYfLWZvJktO79Zrjb6ecvnZZ0yJNKa52mS4PDntvXp1/PbtBR8lQxX5kNHWzr1UCihLCplKSolUGHUNqi1qYk/iFQxG1pQrQlcyi7IDh/8hSc5dxP7ZCUbTUIjwvQXEa0oBeZCIVgWLNOK+J6YLjfDMYoKXKxDKbpRNoYnGH66UQLXD5SMsPAkyeBQvbZtEqWeKQTiMVVE9wmba5/Xbabg+bOK0C0YN4NVGl7M2kvPjhlG8EAYosmKDL9VgSpfMOyVTYl568MPhGU/glcoorllsykloOWEsVUimmCL6JNBlTaClswKpOvnFu3ff7R180my0BZT45A9JZTN3ssQbwKnphkU6kwCX+IAaiYwILQymxYvRcjEzIFlWfgyPapNISkAMg4wELKWNAhqeQiNdvFrIpP28SntGZ1CY4TEMVsTP9xAQJzwJk+RHPvnyCMf954uDgmc68KWcMoOkJGC+j0ZA+4W5KpQb7Z165Xl7o1VrbCzz9ejrcWxWkR3rIz4V0x+enR+9fnX43ddvetd9DDpHye/ce8x4EzoWKuRGE+pA0Kn1leykZdCoQ2GV0MqFINJdI50aWLjvAI7BoVYWmYrMezQBwRJYKbui8A7AaGnj3Z6DcYidtibYTvFV88inthDMkdSSFXYqJsEiMiRl3kAtCKj2HapxcRgN1YuDCAhHR4wQQSz5iB/IVHfQ2XHyi0DtFcQJBaIoG2lITmYaCjUb0uKQJpadRWvi9l+qi/rP8dxTFiP0ArtkwTXTh64EbcEEgSTZu+9OtsQr5XNiOyOYnfLvWBrE/B29DVKYJl3ZbxTIMvGnxSCBFyllFX9mitCQbKQLJpogohJh2gX+R87sgehVqTPApgk+WGVWuTPk8WpgigNqNEeBm1t2BdXcBMhlaYRkgP+CIFik7BwLCi+IcS0+P37Tz9f9nDARs36fLjLL49AQFlBTJeBwpbpWrn/CWakIwIJYr/ysQP92cHbeOzq6fPf2+OTjKSf0kADt3zx4iARQKXkFESD3pnp5l9MWUqXHg6fxDyKpHyhBoCC1JozcAonLoDBz3IETxRMqqp6eDUMbExZAhqwhFasbuPjgUFQG/Qd9GqCS35qlaNR6mSQBEiiy1RXKiaqxx99qY0k4L4kBUJXAhkR4WBXBRR5AkMg2Dr21QOIALxYFqyOyaIi5yw+qn+I0M6+pnSAJDhasp8PAF5a0VQudvtl8uFheccYkJAcK6JEkC5PIl60SEaUgUA+SVx68+A2eQjX42B9zfn64vrEXFBEtFBkni3lMQNEYgUOMBEcC7xEtvJSHFGJZERJAjEsP/JgsruxBrkeWRPwP4WTPxPMUPM7oX6EDThQ/kRpJJNFUqpf0B1k8QLNsFVJgN8ZZYUaDRiOOapvnGi2+1I6Jxk8FLBMCNAJ4QewRY1Ks2agDjz2ns0nn9vb9bHrBG2VhDe7teH7dGx5+OD85vORrpKU8zUmJbwivb99Drdg7jAgYr9ZFWamsugWv+e9Yn+QSCfloOUIjHCWFzyEyix4UWy6rSrwSywggj2aJhUzBwzS2A6W60oDih7KIgtkHD+Wy+MoxOApY4Kj8ZI62RUQkyDDqOKmNpo5/0RBBNQHEYLK7reXvPT1yKB9zTl5qBnfLACpTWBhiCeTB4hvuXfL0T2wSQ+2IT7G0Qi4tiFkFWGAr4cUSFgXGGCpHG4wX0wsW6CpfIEeXPxAmwoJq3q16iV3R/ZWAO4WQpEBIMtItv/n6r+8/+MwDVs1nZkudSIqMBJiDkOhH+Bap/E3M4SHsDWkonUN7wWhyRWJvwjN9/EVxCQlERprCyyA4tAox+R2uLNqgdIEt0RE/wqSMSCFyQSupotRJCkSFAIg2Bv6yoptakOcAQ0ipO8eLTjCkzTAohwXR9rK4y9WNE1oDlwLPls0PHxYvvv2Ny8/pHsahmXyCbswRocsF3wpAUo32emfrHqiQLvSg+OiKEneowmLKxZCq5/h4eQd4xHlgIo/ER/9Rq0POcI+VICDQCF18Nxzbh7TMYd3RFnihpuGSuP1FI4ixQntAC3bqABQtLKsnTGTEgIlAhUUSGBNIomIogkRT2FZyQajR1gpGPwufHFwVi1fZuUCQHEVB+xWGpPCPe4QDmvIZGFEcqGd9VxCmhTDyBmznAYghhDLw7MyBCzDsn9ET8ySlJR/S+UjWgKfdoMxBegZDuoOnqUTxarVMV+BJKYWgIfLTDBwYft5qdeFDVmihh2BMmy5fgWmJEu4QGfSbJfQsfiNXRCUyiCWFqVZXFrkCEhCkOBWEdBT2DqXPQUlUIIFzpR8ieE6wU4awCQZGAm4ZHPMamBGRSgl70YNYFqHL71G3g1t8ITAmqTEZzNIPPrThIdK6ScwAljude4V8u3f+OtQ77CeQw3FiBVh7fbPe2gYt82XyH7VDnFzwB/QmDEL4jJHue4hF4Vh2IjLCV849lBhMFWJ7AoUhUT7PjkzUA8goBuUSNEcTovwaIC97fdQScvKPe/j3EmCb4qAiOhVyl0uRgaYkGKZKQgvPNglA5EE4+vD4Jyi0FzEM2nRrs0LjqM+2EAb5RRKGR2GTkUYtKYRU+/4DOQBZrNydCDGtmRKPQEkllSbAcRBNbsbMGp1majx9Kf0rIXHI39Z81gt+ShAslqywHDwE3SSDzrAZBARnTBoWDuBSFSPS4QcSvLg4P97aeeDh9MSaxbuURUEAHrnBRcnimfhgYAqHsJRS4BJDBc6oTehNHXSoBbxIQqDyPWOWvytwKW3KlQKRAbAND3O1Shi/QNThjOwYqpQypQh6gCBSUIkXGn3iH9pAHeDiO1t8r2r5+s3yk8eFTpukuEfn52f4SKx9YqcYZwo5elEs8H32nb2nJ0dHfCcgyoSV5Ty+fIMVUhvbhXITvnKCKDSAQ+1EdWQ1TAtxoM1UjnAmozgmzAqoqwZtVD9unKsFEAdPzRwPoIcECgBYysJd7eSK7Y7UNQJJnxJbSOVuoQO1eoU15a6qUt/jgCPqCuOnoCIxRl1y+QtxB9Ooo/jPuVw7t/Gjcnezjn7ihl+9Hs2uRmc3J+BkP0BryqF2cToqmVN+KmEwIEpuTaf8NAhBUqShkFmIr6mhiAjRW91T80h5HPFnrow6TmPN4XjTm/yyn3hn4YPDRFvgqK9YrwDEa9KVkIMJ1TnAhAcZWIESikhGDlvnM0pOWQg02KrAfJS+uDLOJS0iDF4n1Q1gAT0l9E6Ymhr5QwihexIRwI32wRSKyvBVJGEWhztQ4kGAKZ9PgS7lSskirUT6l4zZHVhCAr4pRchleXgLdC7mw8Y70sDq7svrxfW1C4RKnAFTxydkQpcvEKE3eEG0FZSoUm1sbB20Ouvn4xFeDmpa43Pw65sEo472ZYWudlqopFDxiFihwEfqgE6MvQKThdR4DpKlMYVAYhJlqj4oDEqFfMK4GxVlTyDBmlkonc+wasTiTFvo2Opg4aP4VCJYkIjRxygs2L4CauDxAnJz2BVmKQXLLX0v/95t52GvUauUCt2N4n6lWN99ePvum+nR20JlMittdddHLKEacWCLPj1lBlGwAb3G58Hr8W6xonBQJg98IW2y0umd2iLHKBv0QQDPrEHCAhTzg9y8MOFb5pOpWzVSAhLHlkhYl2Am8KkMdnySBhMbbliI3BZZZHHJQdKZf3kzOBsOb9qtDkTAMuKNlcYfXGFCzKryG06aLJHVLUJkeD4abIsXQWIxYYqPH96JjdwrXEIjjCwr7Q/4KTmhK1oy0ix9MDBJNjCZRjZnuEQKvIC5yp2SBGlK2r6mo0FowpRPu2xvLjmLgfVntISl3O7uLvtjwMI5kDywQIilPljMtfWdjZ17l1fny8K03myvbR7QZwCkUpMdnCC0Uu4Vt7GpmlX4AK/DvsJnXfKoIURJeZQ9hBspYxcLZSBEpvhnGtf1xz9Kh9ZSOZP2Z62B/DKcHxTSF1oTlnm4AIeBrAqnMqKndB5cqEx7gv9E/xiBxoYt0tRwAzzkgcN92e2Sr/xiUHlwNSuOh5xIPV/w+ZvCktnx6t7TzWlp//J370t8852NpKwf5HMgDPlzwXYZLw0Z3+NRSadmALakWhAFUXawgylCkskgvCP8B0fQ8PMoIZ/8pirDLMxVyFZmKP8wybYeQuZPPTMX95REphCdKZaNI4kEFIwBxp2KjPjuz7AvTEGHDiVwCRP3iJLdChJMySEUbYqzLHHJfgIjTZAbNT+iSJyhNlaG8Jqy+Ryp092SCJlI4ac0CT4vdxEZ/JQuMGZpEjrCzZmRE1CCAGMzAmCPNYBz48bUgQozXuhCRDPNxIbvNRKwU4ydb7QSjIcCpN5o01qypwLXgXU+1CJZhiUBpt9rsA2S1REQNlEL7QA8zOcWHQMy+MTgISns1Co4rnCfSWb2jCFUOtVAZ5h7BMoT2Ezp4HZiR9Y0aKTo1srbqIWU1+4yGsWBQ3w4FQsohfScC8518EB6KgYHmYIF956p2SLbwOJojMXGdLHb53T5Mo0W550WZ5c4JLl5c7lRKta3Dp7cDqd8Jm3D5cFsguGb9LQEDIaN+LINI2ChBBpLyQRT0Cvn9etoK1BqeaWM8EzgLG0XyWRm/FgwGgHPK87cGwVNXkqfgVW8puUCjPw1khDh8hCwkwLK7oCcDLzJOKwYHGqCo0nXvYsD2nSPdBFU4r408JTprW2mOYw1XIBQBCgp4BKWpcU7CvYLyqQRFzDNGyAjdQIVCYR2B9N6HAQEhgQAOCnFD6AJ/65+BT0rbCZK+XxIpEbGLAshEW4FwA2mg8uSQHaHDQY8iD3Wu+PewzY6YOwRY+0QfhHqXq82Nzb28xV2BXA4P4JG1DYmAIRARJBUWdINYpRT3cceG6GTFL9KSmKT2v8HUeRQN4LVFAMdpZViJWUovRwnZ8xwpmfKh2jsjEBG/EuljyLSSmjp/Zyjoy/WVITjQeJoJgfvIvogjuhyvvqk2NqfMxIz+8j3cq6K/en1ZL1ZaPI9oApfGaGi4n6zRzRXL3Srldbu/fsOJtNw0JFihxTHk/BRdb7Rd319RTWwJQuFTBRLtSSpNDpHjl8pBvmmvnmhprxRrNmUTw6io8OYa86yJsdDw6Fuh/4FB2WIOmc3KKBpHsAiXPEZGu2iDQ2cFXIkhM2pGWHLztXludUy5/mY318mBaHSwlkgPXL4PjaeBOXFLyUUnbizSxmnBIngFGFSEsgQrshGsohblSvVLt5IYuqoHwlLuKoCljShpIwC5O/u4kXMAZ+HgCK2DO0qn+OhNgEcvMbRcXxWHkvIdwFXwNhyhE/EpBjfR+N8bEY6ER5W7/Nnv/rq279EhzCoft+CuVBFoD7LRlfO+6z5Q4x6/VyEWEN4IDbKRBIlAja5HI2DpbKfYDKeE8GcuAP8KKk2nv88Wx8cLeSSakRMTt+sBUbxZEESgzT2dqNRChoy9J5nkXAEfKFe3PrPS7s/6e5vrLfL1cKS448+vnrVP/+/9Kv93P6E2kJDIrc5AmiJkTin388pEa1GN9wlGku/Ts4JS41pk6N+Wyw2PL8858gx6n0UwYJIEhpvtaa2KWAuFTUO9VcXlV1MIavfvlTKrPYJbVaQakrcCYsH79ay0LlQEjtB/JNp3GApLFDj5YaMCOzWQFKoE/jrcW4cYE9PODz9lpFWGGoCqTQLz2Z3L1UVbfBJtkpfABR4AhZgIx9BQHaIdlUdgnhTBmJxZw8RxrN4RCq4oFP4kSyBF4UY1X4eRCNtPwAYoSlvZBEDELLsRJjTn4jIXklBeXGH+R47Hd0lZyCfnKCkhY3NlJMNxOfnF+ySwbjh69JjDkiFja392ZcoOqW0EiIkp3NVYhQ87pCoUPU8GcdgN5SKHqWGADQ11RC1PPwfotB7EqdXK4OVIGMJS2sQoS90mr1CxWGALpyVAW1O2h7Vg+fUJgQ++YksHDYNeZgLQMCmqUWspc3/0XD7V4VG/XaWr084HACLkGvde/Tu5n9y+vq/npf/qsopF364AxcJBZswDFNgoV++iTA8YxD0ioI6UfDUDVoDRgw4lf7i6rLPqqgxPkzSS5NRvOyWiUIArqaIElFASCc9d8ijSME0bapqy4tPASQpgeDUGTkTERoZ/jmvbDKD5U9aG5jxFwpID3u5Wz2iGbm4OuEjrK12V1Dqjbl4Tg8YDzw9RBnc583lu5lCBQ1qW5CRFUuOCMG/ACfQEMcd/IgwLKVJaE0VSAmOfKayFAmOkUIJ2D8Mz1KnlKaJDAlUeo1sQvsBOsHxTnlYHIp9nLVahfPzxevXnNvv95RyfFEJ3/b25PiUfBibVovTE53vr9Wae3ufvH79JdD4j0n3B64iPP/gqxfP8JlZM67UxgVb4L+fAzWV6aRKbTeTJPlrL9mAYNAPWJfyxz1MvN1X2gOX5fAT9QErz6sjfsHE4BWfWqVCaXAdtsVu05jzCL7a9mjt0ykqwRcph0u2tM+qhWox163lHzx+cPPdPzl5+65SPUUmEluFB4CYFEoD+qyVfHykGoqVdPyj6rF5NmoofYvqda1+0+vRMXD3hQBSTQjyKam/IQ6ZwJslt6xyxFdHWxwQVfuTCZdVKoQpUlbf5bwsiytaxgRVhNHumlwDw+VTmBy90uxV9wkxffjwcnfvIQ2stYyoAHJHZrFcbbjtiDruKTqWZUWJFCSyzZR0H16HaSRRqp+BWy4lyiVEBiQg8ZBoM8TAAJqeV4Skt4hNlMsjL9FnGfzhStg0IbIZgxcKGom5mSvwaDQ03w4G4QYx5Zvb3eGLp3z+bhnncWLO1rqd7168ZV/3+s3t1vaGVcUv7pTv33/63XdfBG3CkoaAr3WPOhAWJtRZVklSIlJuR8XgvpIav9Yi8iVGJgiJXVEzFHG8CsX8K/VB79V+p6GpAxhvNu6Viws9HKa1pcgdKXDCNgCxcUIDOMp82YxzeJflyfof38740sZY8gulyyG3/Hq90Cjn97vVm4MH17/7+ycf/gVLueU1FCD4gkdxLkqY6Q4HQqlFkpYYKhL3vOsv8v0W1pM0m3wzmbMGBk6qkxMwoVsh88hkk0T5YjgnaanwLXE0CCaMShF5LdHqIVNBhJv4RZTljMKa2c6kaRV/EEmCIDdgCygDDNXQ/fH9m5//fFrgazxBFjmj8VChIBrAbPanvJCDxsAM5CVDEoysJAA1PWRESYiTXEPlUMYqQ0lvTu/eoubEq0/S7t2YhP0OCEFZVFIHcweMjID0YxrDdf8iPt6BF9jih/BUXZE7JtGWW1d2wsdk9/fFzTg6gyF5vre+trezObgdn51eHR2etltsECO8wDJyJ7UyJggt/cOwYO/hvKIgOPoDrgbSvKk/pguRJamF1dMGEQ3B8m11N3e0KqRfXXit6r/2NLiI3qdeQaoA1AQOQEX7eeBOLsI5O7/AcGiOxd7ru7/45wePPif+gk8Yn52ffqwzkdVqMMCHScwPJ/mrAepQ2qjnG8X8/c3O5cGvXrx+fZj/C0LRqGVtPnMlg//Z7hPbekNaii1ohNVcNJTVPCOmJbxGBpKZVefAGZYcUA8YlqVcyecxB/oUwsZakzGkDovsLTlpAVyVjAvshstl+eIf6YMJ9m/i2XRkJC2J7mqFYCFdroUYontgGWheouoKebE8PHrHh/Q2NvZY84fwQhyJNhEhITgdvRT6ygTQKGlLoEMg/JMU6yrAiHIKBByJvvhJRZP4lNKipeL4ZJEEIRzuQjXQN35AF08+pqAsp2k18CRYZckS//BVRBlWswd7Aq7ZjdQLik9KTrBD9QbeBEUDLPGEr6+vdbu5Trt5eHi2t7eDTDG7zBP/wa/+5F//2f8zOnQShVKwtM5vPKIcHC5qV9VpUAUR3jwQuYCZGmbu1BYKosKHweC2kpqchH9YGdIHcJOEBOOegaKeupYHk2NToAdiB5d2AO1HKQiBzmWFD7I2Dv7Bf/7ZH/4zvgrVrXmoQWd3XL64Pp+8ffPhPJfnu/L043N8eGwAe6B/WapX0ODCg73d66s/PXp1Viy+kMWcpooj5GgqhbqiZyDhqlsIAHWAgJUwtIQOsUFczDjydQkGiNh5zUkp5osODYkRQchXl0xZajr032xNtNmJt5rejBfpl3DxapsNUA985w7DuVsT5AzQYGXMMwQmkIiQSsF3D3Wx1BhSj8b99+9fdrs75AGpaTMM4pEyHMfwG+nU0diSC8z0r2BCUBRysuJQTWyLoojStMJ4p9EkF34iOGAHQaHdEWi0DyTy0ee4R1qDV0qfgJuAdMSmKBJHVvIY5pUgWYz0HkEKLi6UxdFQTkwpjznFCXYRTHlhBUXm29TnF5cP7u/lP5y8fPGWjsGa35ks7O0/CP+E4sNzGCQ4B/fki+yCbPApDv7Ff14JTzEkJ1w/KELIazLrAHD4bz0hDRWIhPA45QKCmGRCtCfUMYvAmmENKNJG6UfxUeFUH2rV2bRW3fr9f7Dzk7/PeNaIQ46m+U6p0K6W9jfXz59N31+8v+7fMtOr2UKX8RYdJ2VOg/q0bFRK9+49uOn96dlrvsV4ibJ0OzGfTCdldmsLIN3QxC2ExErrxPaQpnpgXxlFlDjqqJZjwHla7J/ji0NmVknJDX4gOHBgJWbbKZV/HksxQgksrzhkSVyyANgiNwLLYXDqUVsENcY8pgiNp2EjJeO+EQLlZEFLuSSOjz2XlxfnH/l8W6No/0+wUVXiV9jAYRoRVVE2C5bHVFEz9J8SKy8u8IlYdkQd48lsBodD5WuiyYptOLEEmTfL7a/IDQ6wJomUKSCFR+kiU5AVxUxQIqdQE/A76N8DEfrdFek0eZ7bYSNQqfDtocXFDTKQ+QGIVXEfP57g2T558uCrr1++e3tYfVZh2K/RaP/i53//L//q/4tQFFYUAbxBCZqkUPgPDLmsovsfGYaw4GGERodYPGG8eACMNYHLm9ruczRJRnnJG6J4ldWBkNdglbzDuIEZtwalwmEq1pqPf/WnlI4N+9EyFJBcvVhol/KPtzvHT9e++uL6mnlWmrsYoKc6UxdZAd6sUpVZ+dw4uPfZy6//6OLDf80JefSBWCZRKaFwM7+cDjkSoIyTqDKCJC5dKJcLLUp5lpNQAeBc02+U86FyvhTrx9tCIhbLNgFhMA3JcNtiPOTAGoBTfksV1V6IIeMoNSQHRxIeKaEABEUlIj3hPAejGCvwmYtkgrJ1SsMX1k4KxbDDxfnhaOS0Pw4kqcUlVTwoH8dHNXUecQEEDjuiHbA/gID5ZxJuYuEmjjuy4iEgGScBAlVeKUmgClwRnwJTrGUCGkEkvkvHQ4Ag0BJl8H9QTwxJWCIuqFIzEoUpbJURQrBNEIVtoicwqVRhxfL4OL+zzdIgIjH5HId0cXn94MG9Z88ef/vt68OPx/cf3KPNePr0x3/+7/5bPnQa1kSDBKjkBaCzWHD0yFvWKPssZfImqocKrirDDT0n/yXOuYSBxLzqqVoYruw3fmRgaIJFgh/BdpKQAdnoAhEYM061rZ/+x6VGS4OLpc3lRoVZXxPPfFZht1X9+SfbVxc3H16fFfNbLT1nJsI468kKx7mmjUq+VVjurneuN//g8OjtWfW3OFZENviAcnFOLbDeO/4efogUJkMMeCjkz9aQX/gCufpCtgOewFG1b8AIUUwes9+FPgipKQA2mpmHQgHy9meTM/f+hjqF8GQD/AVaqIVMoeSJrTzIiOCLv4gjUEtGNI4pgUyCmOggUjMzvjLIWyzEUREf2+1NqqGtqfQr1ASBfNIghzEtth0sz2PqwJSyS9mBImgCMWnTlbQ1eyGRZES8pK60mugUnKWTdAvhRRYLFQ8Ai8sgApISA8XERhkYb1GuwGO4uVMOWruICmjeMgrgEI0bchkyjtddW377Qgfx0QNmiClfZ639/v3RzvbmWqf16OH+0dEpo0MckMpp0k+e/OTXv/4rtJhNhfKAfidMi0LDItSYwCQgcIkuiFRLI9wQLYj8k4P+6fbwa7VJr1abKJ3ER/ktEk8yk3wxnEVByMhpJZUn289/9MnP9zb3prfD1+8/Dqdrvd5ts833VzF1HNc8Z54VF5ZzjNjttt+q/eLTvauzV9fXN6hFrVpalDlsky9KURuW5XypVV2u1/L37927vf3npy9OC/kjyJ01OfhtyVrltNcGuhRrRpruY5ST4GzkM8hXkKoUjWsuPjLHInIaUj7fyzgR5xKz2pMS48WodWQs1fOFnfnkcrnsU9RkUZN1kWmySgGmP7mhlquvWVJICu1lEIxk0hftpnrMpacblVVKzS1d+dzJyYe9/cec/Z+kiDRSqXwI4KiRGalfUfHoyFkHgExNTyRmfLCi0jKEnIAhySrpikvKmedVM5CCxQXTpCjl8DU9cidvypRiFXiUJWVJ+p2BjcQm4zLV3Q/qEiUCLEkDXEJKdbcG6AhVZuwR291ZvvuQ39td8gGEQh6n/838kOOuiN3YWMfkX15c8bFAbNnPfvrLL/72L0GAwXf4R8tiKYFtoIru3PDdRbgV4s5r5TUI4YbCk1LliZ4Db6aLWMEFyRSTABFEuUwKFuoAs6icyVip/q/+0//tj579rL3TLtfK08H05M31v3j9Rf/iNnrGeLCsLcvxJWRUgzGNGsP5peL97e7z5xt/9W/fX803222W/dGCsEyOPY+c/LnAZjMzsLtWGz/8ZNj7x2cv/6/55WSxzeK0XHwlMhVX6SROek8XhKaHSBKGRxFmwXav6DLxDQUuz+mo3PK5QvoGLtZ2+y98yuVrxfr2bMxHNq812qEzMizgBqgkTsUM4mBsqE5QEekzusiRYgO/qppYGcCwfqgdfX9a/q/PTx80m5/HF1ADCvL3N6NfqgKUrRsqjpnKR8eAOhDDQpAHSv6ooukzqmiAHFhxQ1kCLulICDLQ3BXLuJSGZPGQpYXUABOlN0yQvqQ/MiWwZltdPwBlrJUwrkSMQFYQ0CDdQkZD2eZRym1uLYdjzncuNJpUfbygTqtxfHqO4UfJWu3mxw9Hm5uDzlp3Y3ObWUK+Y4cGch4s/OC4VEUlVVEoHhJuwpJCy8BQbuQAY6wkyf6HNDLt9znes7u0ywIFncJ9ggnWGIIWtUrjf/2f/Rc/+/EvOWth3KMnnCtWC92d5j8dfvr/ePmuX6aCU0Yy0MMMD4ecjFTm8/Vq6enD7ePji1e/OVrOd9ptToiRPjoQ1AHWYrfqBVqM7bVm/9Evvvn1h+MX/2o2ntXaTAasRqkkQP6GXIOu1U0auX4gCF8tgDGWEStSyVWoDzF0W6JzwHI67YafKYcMvha+np8WJtNzlZT/gSh+hRBvwpSFVBmNezApsIjI1d1hVqNtTXkS00hsaokTMtjm89F33/2GQ+NYIRLjobYeRJFMHDx5KQmQQTOY3LXspQ0NeiJFhMQAmYRFrrvswY4EJ4gkrcWwjkQV95a4k9AZmoByz6LE9HeCMxRBQaSOAAlOb7RIiQkBM+RBREJgkkCqf6qbmmeBdG53m3MQ0QBrRiHfaNZfvnx7/2AXPaJLgNQ4RYsdMxyY+stf/N7ffPGXqD5AWEvGx754ToWmRNgd1J4bsTBC++60gHqr9QjLEipslbCC+Mf4pu1GJkw5E8UJthAPszWRaL1nf7CGUWz/9Nk/e37vM7tq2Hbbkzl91lq3vDVs/eh3ld+8O3dIEkggrVUmAAyqGNNFcK167fnz+5cn/YuTCyaCWYSANRxDA5453vms3GR2rJi/t7U1uP8PX37z8Xj82+Ymy0dxE6NOBj/v5Cpo5ASJxAahmXQsWXapzDwaEmG4HHS1Yl47bzswmbKyHgOLOeEbjcVyt+x2uEuzgDM0MGU3P9j4S6qsuANqMJVBAN4Tv2AWzYuvwcf0IL/snwAgy/jh44ve1QnTXpgMAN3pog+ho6mwMh0jwWizThGzBFl5QQ6grNRs2VtOaQdUh5QtsEYa8kFpmmoI1EFVhAHCEkba0NqgGWIIyoj3SQA/vMy7IngVHmEpO0EB0p8AbnC8EJOAodxOYLI2jnaYjbbjab6OBlg2RrExTOySabZbzHJ21lpn55fb21ucGfyjZ5//7tsv6GUqVNVXzQYA/wHreWjhLrJ4VLOqj0QitBTsDspp2kPpMSjJjAGBLEGdIH3y11Q8aWrIv1xwXPdPP392cG/v/duPL998/OWDX9SqHLTJh/w8T41vGSxYRlopdnaaz2/2P77+9rx1kS9tWMty9PhxK1j/nK/hf2DkC/m9rbXnP3vw1//qm94ZBd7MN9iNWV6w44A+sehKnUaxU80fHOxfn/7Do9OP8+lliQ01IY8gK3ncGePDntDyh6sdaeRxsD2EmGRh6ZVG3B0sKufKTB7TCjNM5NfHpjkoQIlj1KbLCd253G3A0X6YFTYJNP7ckqEV4UV7I8IEHP6Swm1wxobYlQlMdcKSa6W7oQ94Zl9/9WfNdrdY3EAfJFFIP7ikl8tA6wAZoiFO1QzKBO1F/VcDvFIhhS+xEeCjL8GqDEVWwTR4pCFakad0AScevQmBK+JSghSVcv3wWVD8k+b4s/w+Ct6HO/abCl6kbgBfTSVieXHBUUH5jmfg12vVTrtxcnaxu7NVarASvnN6cn593aMCbKytY0FHxQnlZeAFntA35BMRbPmGJwzIwGFkyA4CSCaWER7mqShaWpACCVQYREMazBudaGjLCijJiWuw0Kcoy6LVbvzv/ov/5Wef/aTdWeesx5vry9998Re9L+bD236j2Cris7PeB70ZzjAwlWZp+/76jy92/tWbDzceh4w+gKxEA8G4PFrBOcCc6N+uFJ/c2+z9fP/Lf/2id4lntKhW+IQmboHFp16xmblWzrcb1d37z3uXv7o8/P+UJq5bpoyJuKAbVchIFlHII27R0qUnxRMyiMKZXi2wqFDrOhML6WWU9dV/1oFyeZ0vFYkmGEmqyGhlgJuh3/Ix0gsuJZSIqCYkUNPlL/IgJYJympzWnLAgQdUk45v3b59+esFHNFg2suK6BIkufk0URVBiuPjQHe1ATKdgL4EiVkwgCSAoJeeeyPKeIPGQwEqiqAJuFhYwDMvQxsP3aUwMFVAu/LvMACYG7IElvUVQYAw88WoerpQwq3JUWnpk9HS5xhM+yJ5bnJ3nOEe6XKIFWO+237w77l3f0GeDaWtr7bPzq63NTfzX33vw2d98/BrFQh3gv8bez7PCV7mN/cEms6eRKLQfxwHO4zpyNJ2yMzA6U04i2Zl2JCROe05cckgIRlI/dTgXW1sb/4f/8n+zf++RPivjTHxbu9n8yS/+4KvJF/3Dk/K4bI+44rwqq7n9uF05X2tXHj3Y+fTX51+8OaVFyq1Vwc5AD+0d3QCsO15UpbDYaFQ+fbp/dXb5+jcX8K/V4sjrmgKG6Cnrh8rtBnP8jolt7P5e//Rtia6Pc0tZBaCkifPB1cTeePxeZhGoTMgSUlVRQl1CFDLLB7QUX7RSBjXcoPD8p6Ssey3km4tlnzCSGR4cMtor3U1rRAqKFx6TmgV+sQshLDGulgspMp0xyin00vLFd19ubt1ja2wiyYyBkxTxG8aXfL6wtnFGbwo7R5WC8iR1DBDCoQSBPSU0cXYFSm04JQ5yE+RggGSQLMvIi29eq4cVSN+zSmuQr4aQMlKkbBZeNMT+IFRwxsSVUOiPsXjGRVx4QRP2RnJS4sXlcjzGjHOtra/l3x8enZxy9g9TBp1O5/Wr9ze96261dm/30VeXbxSSCy+XGFQcKbCBFXVHf3iG47C9wt4qvSOcW6WA1JCxhtgr6kNIndQRaYshpRaF9KQs/Kf//A+ZnU1qAS5KhdBouHYe77y7OGuMulV6u6R30edi0deGs1K52a0/2zt4//p3Z83zZX691uJbBssiA55Vvl9Bw8WWGExvYbfT/OyzB5eHl5eHR8vpBrPgzHiWSzVmPqkH0ykr//GM82vrm+31n5Y4OUxh68dml+wMEaxEFQG8RLwvmTDSY7wRYi3IgCCTUPuwmrGsiF4V1Vm2zBmO6Pb4rglKGFK+g0IthA8YDzkKb/zVE+XCGrENlN6FNTWpfrSBvKGyqDuDBgqHCbgwWE6hzxYvX331k5/8vVqNdYGhRmYNOWR47+xrKBXGZuHZjwDBIwrEfELKhcARvSLT6AATAUISpr9qJxdExwtPP+RY5EvxNrhUcJInB4gcAdLkZnZI/O4SmGEpIAMeuAJPApuyB15vvKJMTAiMSsN5u40a5jhGl4Pi8Pvbna2NzsnJ+eOHjCqWORex0axdXPXae3woce1pe+/D5JRTg+zuBnGhuiylR3XC6isau8JsLhqPcbc056RErmX7zXKPZ2TH7EGK4pkHz5IIgc9m+a2N7h//0e9jaIJUnUykjfJgMjvrW52HN4PvLkrsbWBMD6BUOb6MvFyUaxV8s63t7udn2//qzTs2dM5zbWpmmY2+DPeXXOxJx6RexnsqPtjp9n755C8vfn2DBzhjjWwVteeM7NmEvaOcI0xtYplQbn3nPoOleBW6uSv5yb7Ebe9RMxL/DY44blCLXMgD7pVQUrwaSj4VWEboTCc19cwgRnAZFpqDvjWZ9QBH0TMFSu2mc4mwF5AyGq4BJzisMhEHzxwFs6qkKiuNpjaPj9gpVpSAGVzL25s3r79Z39h1pUTQZbqsnGJxRMOSe+ePEKQcdDt8Ici4iPv+onRGfX9FgK/AkBs6gYITIFf2LFaQ+2a6pP2RKgs1o5GC5yHIiooBjCxO4leXzwJK4E0Tr0QrHauwY0EYxEm9xpzocjKG7/QtGQxd3+geHbOS8qrVabPifXOre3R4sru9yUGKj1q7vVF/UsFMauD5n5p5F5gzssoEFFIJBtlbzDtgqpABzNE/mHY/9MaQjo0A32ZSeDYO/nG3DjhJyswE828dgvRls4EgNxvguzGptLm/9frocDBotgpdGx3bZPwrqJnjUVSrpUcH+5/+7vzX745zLJpe1tURZsRwdMXIVW4W581S8cn93atfXP/6v/umdzGe1Wt0SulpTIeVcaUyqZX4nHi1XGjXa84WwF8NaTI/SkelDJ4GN2WoXSuoh7PB3lV4sP+HcpH/IQOyBzXUe4qdpQcIeOAqy7gVpnGx7saH4CN5YGH0gE3AACbUCUC4gVp2QB3PhEqpiIi/u+wT47Hix1K0t+9efvrZL9bWNqEqXdInPK9UFkgNdVOD0gUVFj/0L4WYJgrLq6i/HxFSy00TsQlCAs9zIvIObAZAog27g8czWQgSkqT4mIgUuIgzJCkXqSJhwEnQeE8Z+LUGurDeTkC1wh454KlGOAklF41211gaUz06PN7f32XUbq3TPj46vbi6OnBmv9MZVG/YYMxiApaF2v4hj5Age0r5H91fDdmc49lwhJSWRkMdtcIwRwWtEEWInQRPWGIohtERVAh9pjSMI80YJGy0XYseC1+oocJhPB/SW53uxqPrw79955LQcs2cnK6Z6pBLbMrt9cbn9x5dvfn63dFFrrDBRFOBvjtqUnRhG2aSr1kwLrTeqj79ZO/86OTNrw/7Y4/2R8UByFw530OdNMtNj8Io8omkNAokn4PNyiZjfwiJcBhqNPTGLZgMVaZE21LqFBVlTy0Dd7igJqkuqlPIEklQzFLjtn+IgSKe0TZi/BfNLhkAK0Lbh+Cj/De3tSWUhLTA5o9Q8doghN7HgzlxkxiOWMzevf/u8vKYM5/ATWJYIBUiiCfRCoAALmlIFxiJX8EHeEpDOkmNOfNImmUUWiTmwf+rizSGx52wjNofJFglJCiDF5llwQ+gJOwG3pEYsZbalBGTQEUaSwhTYj6AtXG0/gUOZOMoUDuKhRKzv1tb6y9ffBz0+4yHYlTX1ztXlze799r4TTv5tdvSJaYZl5y7g842to6GR0+AMWg0m4Ydb0fCEAreP3KM+oCe0ofQWyKEcXhcbUJASwvg0V2AKuRYSHl12etu7FJBkDQXNgwlodlyBKtS3drfuzz/5vzl0WZrnykk6h24SDFlLolqUSts72386Obg/OTVDZ5PfkOHg/8ct6khZcy3NC/Pqffr7fqTZ/euPhyfvz2l+eA0rWlskOjn8/1qGevf7myW2AUPtwQfLAxtp1zSpVjUuexVtsaz70oxCcbnlFf1UkjciHIoLUBaOs071MkovRzmKykIzCUQBqFURCRxkiWpKfZE1592U3U0EsDwNWBmrwSB3fF7JYHro2KwJst9aLCEsZ3R9LsXX9+7/wxjeKdS0Jee7x6k2SJZSSTfwvGzuiysV0JHxCrSXKSO5Ok5g5zSyzBYkV68+xjgQWRBxOm1whVxKcCgyM8vzMkSRnLplMPmi1vACZpCFoqMWoqxp9nnD7+H86IXnKPrB1Xta/INgXzx8OT0Yn17E1XurK0dHV30JuO1erVdWyvkbnB3opGz5yyRrvd0PBSlQDF0aGQvNlfBhaeqcOlAKeJFiU0FVBKrAeUM887CK9oNE88Lo+nkt7/7ZnfvXqVWYxkWtYSLbDk+t2XXt4iF3n24/ds33xWuymvtTXwt6olG1G4uG/sqtXb5wb3dz3tXf/by7TULmPbXIEc2Vcp0JjCcLIar66Qvt3Y2Dz67f334bjK8ZYsB1TDG/OaTwYQl1jRbJZZzJltOdnketlfl5ylqp0+ry+gQRQog/Q8k4Fu8ZmJJckplo3xwjSucORdRsw7DhUNotF6PqZJbAWSOkKZWpP8acgUd8TLKCsNFYv4SzRnSUN9MOSy7eSjB3/z1v//DP/wTKkAQF8DIEOqSIEcWM6OSqXSSRxxXyD4ULSt2FhXRljPeJTGypAceE+rAYqUiITkCRIJsvU0kGJlBA0YGXmgG8mf0XXy8Ex5h5k+JZEukiZvxRCg+dJ1uAK4EL8vr60W75fHR+QIniK2vNd99ON7Z32brHylbzdrZda+9sVXpdLsXp1fFEVjxm+Ei0ISvoSlwwAS/0XRr6SGBqEVJ/0ebHxWAJ9Ap2RLpGaVOeh/1AU8p+s1f/O6bn/z08929fThO1yJIpo5NSEojwCs7vzYfN9792UtG7uv1NrhjGfwiD10VvuNbbG/UP33y+OhvL/7m5Xu6OMt5d9mu0VGe8bUEPvHHzjjWydHtLRd27+0cP9g4/O2L2YJTslk6RJ8aL4Qj5UaD236J4SydklRQixqLQ8O6U2asSDQFlNpfGBtVQ3n6omgypgMgPa0eVDISqKbyxvJ72TjaCBikPeDGg5eBsjOpuHdjSWuSLD0PPkcWHjI6spUn2iTsCCTSoig2X5Hf8cXZSWdtA3pUJ3td6YqEIcMoSJSEEoUyKXbKppJZTm6ii3SERar4yUovK0j6PQcihXlF6U22qPTeIzxBTXfCHS2AuMS9RJnZAkB6WKEKUGmFRvCcRAglUZWSi02qHQviQJTBsMynA/I3Q86NWzBVz/FpjfrGevc934D86sXzT592OCZlo/v2/dF4e7febOz11y+WH9JUCK4oNDtFTyUK/x6xAB5tSGNrcHjOlgo0PhOoi/gVomN3HOfmLBVypNkgDQ9AwiO7HgxefPvN+vomjloqJb12hE2jj9JBNi3PvYcHF4e/Ofr27f7W40qtQWlY8u4Smx6bw1h7U9rcW/vF1fOPf/vnhy8+sMFrvt3io6GoPHud2BY3ZrmHJ4RYt/efPLh8+3rAHglaQBcNcFEy+jB88A5VYRls8CyUwfIij8RBmAgIk8fFSwpRGCEQjEdKyWtUigBOkBdwvFPs0Fi5Qgtwp8uEJ/2HX/KRGhKTKYSTwXvwzgerALkFE5JVutDC/6BV5z4+yaM3CRx1ST3DoMzOz8//8t//xf0Hn9ClQvvUb6OixInYlV4SmigmNhL6Q0hiWHoWLjBIEZdZeDBRgpm4YhzhJF0BzJAm1JGD6IxjSftNfwc4IQhMqeaAQqCmSYnCz4nHIDuLjPqTKBGjHnOsUpywSZKDE2U+SXBBi621TrNZ++2Xr3u94c9/+fnmJh8Pr130+/uVUqXR3pq0rpdDOG9V9KIc5KSWulKaF6gxQD6LCL2C8wFbhUZiCDPzeZQpVwGHlh6wddU+9OJvfvvNg4ePd/Y5mNH+mweaOXjO2QsAZtVziVN6Hn928OXF64vL6sb6QSnHMFXULe3aotLMlWule4+2/+j6s//7t39+AcjpVnOjzocx2VcvwGKBr0RxQiqasb7e3Xn04G3vy9mUfQRUZfpC1LclhyKV5hwNRjc0VJAb1PvvjtGEhGjlptqfKkN6QQH5J+HxoBLGm4I3UGVLvIqpQVSTRhO0eDVwIXRavGq17DVGJq5sv8XMnlMd4BWwcD6c/ngSlTSAiz/PvFFDsDRZ67xclpnP//N/+2/+yT/+Z1vb+0yXcYX4ftgUmFcNo3RRPdSRDFUg5GaBsivFpCDSCdDsBpBKMNmbLxFiDiGKJrvikfAsOEMnBHOk8IAVIQIAfhDJA/RFur8TmOUxjEfiTYWcqQDM3/Jd4a2N/HAIT1FPmoxmq8ms8OHh5evXR3wi4Je/9zniPT4927i3Tzez0av26lNcG+yN3JAkC0ia5P/whjgQlvQx6CbZThKHNB1XRyhwWwm63tKTOotFZlU4wtDBIupGfzT8N3/1l//0H/+TdrNpD004Ntq0AkJx+jLX3dy896OrV3/+rjzADdpkTRbNgCO8Hhu6LBeWzIU9f/bgqn/x//rwxcVkOO7Xy6yA5NNjzA2xRqheA3iNeS88pM3u1Wb75vTK0gQvoZivtLgcWsMbpbGwSCZURFElKa0yUBZbD2egUly0B9YKr+wHqqNFJgRohCJhgcc9sOjUB6c01UZ4yeCoVXKAvDKOMYKw+Un7uQNZ4GGTQgGsRTb/XhJLFdVl8xU/UjYCmW0LHAX+7v3Lre09saRiGaV2cpE6Y4nFjxAZEeGmsSC+/weXwcGaH4QHnCzYmmGSiA623OUIjGKXhhTFy9+9IvgOrWBgZZYkEkNTlikljThh+mBVATKNt8PfiLlYnDYaedaH6mVZORwAXWuzlIZVi+8/nPUHf727uwk3H2xtNaqVxvpOfjig2qDS+vFhemRsrG6gYcEwxnbLJNvVSCATUmTQzyUpvTyXoPGAnHXLOd2W5DNm0PhKn2V/++Hww7t39/f3Wp01SBZsCA3PhNfUeu09OLg6v7n88pBdMuVKbTriKAfHR61GVK5GpdGpfvrJ43cXH/7q+PVs1CxVWOnA8Xj6OpVafdDudOj5eI7QtNmql+a3a9XcaDJfa+farXyjNClNJ2NoRszBXn2JOy6vuCnHDFQNQhVMI591uKkVThGEEbDU6g0tZfQXqCtms7SUHPOuYbaMhJISBSUyqp56Fk0r+AlN2UzKKFBcppQOsqml0kMArxEc4QTFRTIqATVBNMu0msWVeVQhKkjKdZch0ngjJH4sIdBFAXzD4y/F8Zwe/ImiEhmPJgt6IsDc5hMqwRGZslqA7DJ89ZZgSEMgzV7NHiHx8z24wJ0hFois8GdFC9nTK/kwCe6V92NKQ/ZJwVIJ9lhLT8ZHJwZsMp/OLy5uqAl0GK4eDZobXWaVtubdi/lVkKClA4M4Qg4S6fplFAAMYWccp5IAqhwDpdKLk+0r92WeL8HEFBgqwAwQFQNlIJa33379Ozd5oS7xkeNgDrclI4TsaKfe1hrtB8/u//rkm+PDYre1x47EHGd8clEBWCyNuayUOhvtnzx8/v7s/dHV9bzVyBVZP8fymNyMMX5Ow7uuNBj+mrFwrtTeaNzrqPBUZApFU2GPO7BKNM/Zq4/xlwWu9AzSUpoQjIyXAc5okFC1DxjcaKJ8S8nglVyivOaWk8v8aDAiyIoRoSmQ95TFKF5ksQn4L4fShcehq5L1PUCibyYu9Z67rZ/zFhQg+0fs7XBA/eOwxgRHMkkU2mZRpdMSB/m+g8pw/mUFviu5D1l60ljgoI3Ud0lWpY6wVeIAbWrBGsjj90gtvwBSgpRR4Al7ICK1VK5wr0BkUIil9AlgQDI3eGgR0X56AoxnTDnLY5UMnjAh0G41zs4HdJb57DgrIFg//+HwdGcdK8k+2tbF/FoS4gIt3EgUhSubUQZSdTmsBwmRFs8IKOOlPTdnZJQIJLCq3NFSF9uFHeQQz/H7o0Pmp8nAqgxGrVLZAcRC/pBtcW1968lPBn97/mJ8Odto7+IBYfuZF+bUR86LKNXKjPjubW3/eP/p5bt/NyrRLDQZwaJaF+j0sIGYcR1PnLAH0m6zVNy9HzAKq8/ib0Z5QyLBLZQiihi1OYIpUhAE31fizeQWwcEeipqJL2y6EFIeLf1dNv17eBm5bSb5ZAPFWMk9STMxGH4mq2K14VmzEY2GguAdkGwbpSeA2bAeSDM85Z7+IoU0kJJALh6PDt/TsLLvCYyECElRBa3BgiQx4JvRei2EINjfUMSVOhqqfC24GRIHxRf0ER3VOHIBBlwJGmkTfEPIbQ5D+J8eCIrnhCjxJksZRScHKUxiKYwP/LzH/wAYgAOjWFA73cIibUAyxhIXifnBRWYK7N27c5zuGK5RrQ6Pz58+ubfBOYv5UjNXu1ncoouilW9iAIK/MdCZimZ4yCIlS+kzY2eVgFQEZA+B3LCGDjPgAmqOtuDD+VmzjtlW2xmrhl7ZRb1yH4g79ejGMDV2/ycXX/3r14vrRau2zlo/WgcyDD12waV/1PMHfNX1/OCr3rspA7V1jomnsqH6rpIbT0UEBWt1VotFHQvCxnwgg7NCPW2E0agQZyobBZPNMpbfuBL1FCacGzkf/AiGpDQpMUqg+MmjXiQJyTS1P6DyOB+z4IRBX9vHQEMGCgyrHEAwmQyIP/FYHyI0iGIkmwuFB3ikyQgBEoksRuTlFkWI+lEoHJ+8HwyuW82OlIV+iJn8wvQil2JJgSYJzVOnQ96mNFHcQwkiStxBFRlNaaDQvHgKGtLbXUjA8Bbwfgg3w3AHMEMXkLkFjQmMTEkhkhWUUPkDsxXDSMP94WJYERPr2rjRCI0gJBUczWqvtWuNypTNhzajMpCjz84ur7v3d52OGlYvWLKlQFnEZecNkOTlCqsT4kOVkWgUFqRCCUVyQJcMDpjKQ15Cc2ifHUSSLLeMMUls/+HjyXGtUaWzQio2mdMZAAWaEAnc88j08L3HD86Pr9795tXaeFircAY0O/2ZaM7lB2SJg0qa9cc7D48HRyc3F4XieoGlrPACn1dfi375vF2eMnyK2RM35UDv8bKWs/NCnu8r1hfsso+jRKRWAqHZdMqVl8iFuCxJCD0DQ0T6Z4yySOXPspsz4AiUy+k6Hviaiy+xBjAloX7BfQpMOFlgE3ecGkjRhDivHEwOnhMTFz86WmIFNW2BfNMj8kFJSDWx2BRcxrOz0+3te/hHZru7yACFvib1lcos0gjLbpHu0vMW/DAwFggILQvLVJCQBCPLG+hWYKU0wx9w022FAgg8ckkM2H2Uvf5kL3d0GpolIzGMM5GofYIBRoeTjoOIa0EVYH2DliQkIdfYKe/V7N+wS0nuJWf89PTi4f3dWqlcz9XGgxED/i7IjFwYci6SJVyiiHBuEkxTHNznVWtGXJwtlsoS9JMhCIxqw8A+3AAcNejdxw84auoEm8Aw8OzwjrpsCN/yzeOwdR5+ev/Dh785+viuXV4vM9xTYlmzCFizwfQFhxwxufHgcq93/Ltp/6q0vmnLpfPMeFGuU1s+3eIkxKJTdqgZrjJQ2RQ/uXnj1AT7ZyudXKnBR2YZTnTymUH0VKigOaQQrLU0MCsGE3gO4RCxepAnhFJ4QrLwYFIKdxyUQZnhtSoeeeTL6k/FjeMg4TcChzEgoppSg3mQpbEw0AwMBri+SUmIJal7+EJhPoAdlIUq8ETOww9vPv30pywMIEuqGQSjBcSZNMiNmMgYN+hSqpE/RZFBdIl0yEh8Ic4LqkytAiZdNMwg3++uVUgglFfGUDCegCYtAggsd3niQfDJuRIvL/5l2SXJ1wAuiT6bK9GCsWRAVC6tEKQkbI3f3l4/PrzEIUUL8CrIwqHgbOSrM9RSbexOax/dvGG9AYP+k2u0opG3pHapEyYCxbe6wGVt9pSCVEYyG8crKs2zO77CnCncYoEPt75+/+5ge8rp/M3OGjtJrKA6Jqyd1BECXndr8/GP9v7q5Lv5aFYe482iw5keVvrVbrdLV6fbbt8f795Wrtf2iizYZoVSs1WqF2dtdB3zH6OGOBGQIR34ebPhKaRR9vmIKWZ29DZzxUa+2MoV6uzJYRBF06qpgx75ZxESJxLrI4SY4DwFlIMZ21UGS43YItDOO29sWqfZBT1Z5JoVXYtFd4S1fDj1agJjZ9P5lDe4FKsYaRzEEbFUCQpGecLaC9sMP8DNiwKg/ttsZM9v3n7LBwQYS4vaqzTIBBFSLKEqE88Rsno1fFWa6JlkWCJYxMjY/GYju0VaPUCC0CImUqR0KakB8S4ZiZT4idiVVpvI7FEneDKDlj7IFLPvoEsQ0qsvWZDYgx7uPvAaZjkrdUChf7y9u9lsfpiMbxEF9oSFz5hI1oHmmg0+uNXt7r46vyRrTOuWOJAtfKFAHRwOuN7AHxUMqxW1xKAgXjaEloT2mMa9KxGFCkZxKGG5Wh5OJh+PDteYtF8s6aA7pO0CUWVJBWY4l2pw7/7Bxycnb768qmlJ/egF3gLomfgdT0d8f3q2nDDwn5t2fv4EhwrrBkI8C1drU67gCDqEZuBe4DAzEcaYLcH2uDlguhd2iBScJEMFaHGcBCs385xNUazlOPmBKTTmN0Ao+ywYnFX7DeDNgPSj/iURGWJgSIEgZshvo1SEBjZzCg4iyBQOj80xxadwwME8VNj7DPnwK6qNcmKELEx9qpXkpzkQadDlD1ApvB2qgFHM93oXg9teq7UWJCbiE7F3d2LMJ8Hp9y6GV8LiXzxYnFVkCo7qaR2wqCIXjAAzaDyn+iYow0kEaRmTggUYJWR9lzVwRv7IKzrVxR/+EgrJSAAtccZyAokNVpmM2XeWGMA7vpI0mbo7xNyRkUwsh+6ut64u+Wqq7RBmZjya9G8Gu9sbOXaVlWsby8b70QV6wjeOgExYkniM9EmL6BLv1XwKIWYuXtBcN9STQbo1EFwu0P6+y2clSCVoNKqeVnTTAx7H8XPeFJ4b1YDEMIp5BCoE33D55PnDk7PezdFNZVljsNQJOL+auhxNh3yPjk8xUn/9dCrzYXYwXKfExBgNCZcqhA2RMo2vm0flE38QrkSCFL+YM13mB2yoxheiS83ReqyiLZRYSsWuIlZUNzhmhmEtJ7BtpKzQQE/3KCOPgBURvwpDUwym+XTCWYpDGRIihHHIggonYimRlSwd581hCFxIeZ7NBwNM3vqnraJiJLYLgQpAX0ljQGsWTGOYIjKS3TkT1+WO3797ubV5L2oEwFYkSyOkKh7ZwF/QZgkijb9e8Q4y60JcUeSU2pBMsYVBTIJJYIogiBCBh7wjPKWJ1MLjIfPHAnFgMY8VxXgCfMj4GiEpOBGWoGUh4sHTjQF1vh/FufYc4Ne74XMnw9yywxppWCdE1hRUKt0uC6HP+AKEouTIqOn05Pj8yZN77psqFLfK3S/PWBpEcj5KP+NTeyhWqHSiSjoxRjCfwERjlNS6rApGqqgEuiuaMS6z6IcQHhSrjvonLFqeL/q93mQ4YlSUfjgtA7ZfgH4YnG4MuzrXHz09+OL6df/6tsQ+mAmL8AQ7Z7k0ew1Y3hAGmTMvYZxAFaKrtfUhtKH60iClAYFg9xDov5hM+UReaJbRrn6yMkxy88FycTmf8E4lrBTLDWZRcoVaAeeq1KR9YHleWGtXGqpeibmWDLgWmOVGjP3Ab47w5esc9L0RF8RBdxKoGux3GxKJtFYqvvkZF4qeMaTzmikWmiCzebdpI5HVxgphOD/8JW10Dh4jEVkp6evX3336o1+1W2vqVGikFPIQkC01+AIHsH0IAvilDGpMkCRrVrF3v4Z8fyXazR5ZAhfPATDTke8TR8VINKTUJAwU3iOLWeWj9JkvC4yawHNQle48wlbXttjSTjknmN2nHOVNFs6EOzk5Gd3eoCotviBf5SAF2nOXfHI+SqPJF0j9Klyr7l6l87Nrvi/f4XMbbJusNTlD4mLahwBkwRQVug4pSECOU2lsjAuwOrRc+UskHLPJMDArnOOWXpZARVMHINcyuVXc7TUGua5uziHkl5fXfKaoxiQW3/ZzcqfICzvcydvt8lXv5qurk+qC/a58GS1GtB04QsnnHHnc2XVgNBBlFYySQgiCASfeBHeoxNZSC+Gy9PrnSn2ZnMIIljbVg9TIgq4PndjJYjxYTs5C14uc24u/hINE/4GGgulv6OS/J+nGLBs+P/O5OZg7ucWXKVVbdNfnnmynOWdFEpT5TxxpOD+OauMoFSuOWs8PGhQ0mEaq1FKZKfFEcPfBY+ZTIclrNbRi0EpF1gDw7t2L87NDPydstgC2epAxERIJZQKYDFyhjmdz/TAQGqEk8ipRqQswFijhWOUAtoQGtLso0mZlj2gJCM2QBgq/CvRNON6JCkAZjEiVnuUWhgNjj97f9K/fv3/Hx+JpBe/fe1Su1o+PT46Pjos5pns5OnfRZDGQ30Cxr8kRCQ8ebLVag+OT663tta2tbpyBf7vWalWajfzF9ZPmztFpL2lUfqbNTSjRfMYx9Wg0n1CHnwHHYQM/MMShfPtwcW6xzTWRCIQ8wdvIkgpmZuMAjEVjuy5fNOsPr3v9UqXMfAVTeSgH46TUBqoukLa21mimrs97rUpbZ17WYv+45Zvr5fvPOogFdYgupR1xWbfSI+yjDjUK7blCNA50AEzjCCkJAcIL94zfBhlIXBZuTUAKCIgqx4YyDAO3SJTn07OUHJ5wbqnDutECIBnnIEvNZxQfQ8+CKCAqMbsp1gTSaUi03kwTuvfUBiJ8Yk1vIDfAgnC5UYPEACAwAhI04jWAlMbE6gp8W5XKIszevfnuYP+xTPy7xYwSqWIJgQooUZbTEPMKL72mu4wJIClWCEGfrIg4CYtc1o0ExKAMBoFohklCe1b0mMIrYUzws4AMLEjuiCRGLrL2mIHe2WTQvzk+OTo8Ovz48T1twP7+/Z2d/W53nToxY1UAg4P53PXlJRtWWJgGGE5wog7w4bCnzx6jE99+95rhxEeP91PZUYIi+6YKpa1iE+3AVkMUdhqBIKZEMHWJkTmGVwgwDF1gpMPNh7hP4cv65W1VC8tOOGkQkLzyyli74gnxoCwAs9iosnGGnsDtzaR3cxstgBhx2PhABks20Kt2p4E/zZJOWonFmC9C1RnWbO/k9j/Bd+IQtlA+aXYU0dfAnu4oGgvzXHk9WmxMFsMSB2xRDRYst2PA0XLKZaoMQNIfb0E03OYhgBOXRGgVNxK5GMYD5yvdZm1bqBRtTqHY5ZsdbPQHKB9Bk7o41Z6MjsjyCn0qh869Pe2oG4TD62CW1TIqhhiy2sKCQK4gli6+lSHOpc4UJKoWVsgk1Bn8x1Lx1avf/eL3/pgKkPSQKHBHArkf+AObBY8SfR8U4dxInz1aNrNHYOg6qS2CEo1EIlYG3HwUZIqIwEgSyQ03l3cLES/mjStRCIQMThau6nuMyRwv/6bfOzs7fvuGDeUfcIGwmY+fPlvf2GrUm3j/L158++Lbr9kCgqnjaLjb0ZQvJtEz6IzH6BMuI0PvrWr14YN9QDOWwre1lS3aAFJsbq70k9rmlyMO+tbspTJaKJxsuIt+obL2wVQEKCaAEI7OYmE/QQo0RchRNiZi/ixKCgv5Jk7IdC4qyZJvG3eb48EYTUGyrNjkpCLyDvrDfv+22axDF4q61m1yYPSTxxuMGFaYQKOysnEAy+iuwOyfWiENlCZDmX7Fy1xYvnqPb/qO55PccpSfj/LLIXudS4UpY6asoIMSsyVp2SZzJXXhTp2mzxGjQKiamhTxKHh6tuaIWxuNM1LeoNuApUDNyZksAf1dEkNKZFH/ZWrQCQzAYebhSIjeV/oOyejj8RsVDDUEb8rWI9UkuawaEYt18usFokAM5GAO7vz8Q6ezLmkqHGktY2je95VBQUi1SL1SPYnmzMSrV7lhrDRniQPzKpvFiQuCZFwqG9AMlMqMBrGl2AjK8kSSFJUlkFjzggRLO2NIAae+13v/8d3bd2/5ZBahHLiwt73H4dhrG1s0f6enJ999+w1NAqMP2DsowITznSs6BrQInAi0xnHprTZDh1gH9gejzrAKFGGNsOSV3HqndHr1oNz97fBc3I5PRJdYUvlLFLkFLFsG5zAoWDiJgk+QULXwXJy9R+Rqthe2MTIHG2l5CI9LUw3HTEf9q1U3DjaOPp6RGM2mjYuCO5bFqBYqzTJm1GF9Y63WtVsOUDoSpFEcDIdEE8A6NZEiHDkNbPGaIJwwOsoQyIwHnQynWu01sUphOsxPxyygoBpUqAylKVvbqA/CMX+oS1QGCorKoXwCDqCUKNoaOSM6/msPqCee0k5XJ1Ui6cWWzJP9FirlhzFqpNpsRukNvgAhKA+IgLDrJtzgpiqeniVjdYUB0jxyRcWgujgEATzOC/3mq7/Z23vcaOAmCoe7tTeeSB/IeEkyyu6kSlEkDtlFwcgeL6aViuAuVEdiAixOVi8CVZbKiOzPXJEz7sRb7siZUqS4QBpJ4Y7eK+c1TFjeR0/x5OQQX//09BhaOO5hc2tjZ3e3Vef859p17+a7775+8+YVY58IKbQfqDrm7juZc/LJeDoe3g5uWBS6vrGRfBc+9oC/xGliwTEJWjRqnETbqTUP+o0Pi1tMuiwNp5nSaV8pfFQZiFd1Yz6NcKtEWhitzYsvATvZAwNlZjBPjqTqFhyWPIIAin6QstqsPXy8f/jhFF+YPO7Qx5+xDWFog/20HBJRbK455gnX7dFnIlC/IVNNAjrBwUcJRby8mdALCktnp5ftdsMjYjhDg4Mx6myeZtfyBOLBApPYhZbnkxz5cTFPyzBjVYGVgdNWPWEOg65NpsoKO1XRkK01OFQY9286x/C0l8X6SgvAr24zyGk3BbJkoopIESg7FCIMzAwk8hDBkmuySCSXeeU9ZZZnoR/ADS4ECWbxTbGYjUxIDijvP7y8OD2s3uPDgraLAMpyxUPSOTOny/jQS14DSwIuxgSd4BW+UF+hrEKEHLQFiniW9CBSsAGBFIC4w0sgygOowGByBKmi4dTPZqxq5nOdV9cXKD2b3fqM2Pd7bG25d+9hd2293moxUn7T63/321+/fv3y5qZP9hgdDvhhfu4YG2cOsAiUrzug9XxGu4/nMxhM6B5zWihEaqUgtladtxvl3u3nrZ03p99yoNSUIR+GFqSPVFZyHiGQSsGL9hs3pCS3OWQOoSlEtcF08twLhbFLAHwCI4EsiIA40SDQ88rG4u39rWGPQfnggFWB3E5GUUlrtTKnnRqSQVISEIORCD4LUMb6otshobypsz7B1VL/ZkidZh1FOBUU2LHem5sBbRYdDs7WdIUGO4ipErS4mI35hApIh4HxBArIf4aG6PrwP0bh0RVKYjMKUYyNTufl2bxcr685RpTqSc6hN7cs3KkOKYMissQ2C+ZKPJNDwYfMYB+pBYj1k6kKx1IF7/klijJTNhLYNFhWWUx4siUpDW/kYkn5b37zl93NvXq9JR3CiZtc+rsXJNp7U4l9TPIxuenFjjUJwrJsQSWhkppgSv/30vkBdLVfzARlPykyqnWg4J0i4ONr8h3IH/UHN+cX52dnJwzv+DmSOb5+6bNnz/buP+iubcLz3k3/17/5zYvvvh32b4AqiqBEJFKcYUQLKZRw+XNtIhrI4vkh4+6DwZTBR7ZHMkrANBRZ8GBmnUb+7XJr2RjcTjgyF/HxQdYK3xBNswOI1fN/HFpxbILTh3gBgafqihW0ihIf3hE5+3hGUruCq9y42FiSOBxRmkWErToAoFSodxrUUfaGRCK5BmnNdmNzu4Wko1jIQV6GVvEQ8lI4EpPEoooZHEoC00GKMtCDrtQqKSfRDCX0+wNmTDhIlZpZrZZzzES4pJx+twRzJbbhh1EqdhMjI9pTGqhY5c2gJ3unE37KyKgo/asFHKUHamaGAsAbzWiQFbqFlaA+yADKAmt08IFKNcZ2gCCLk5Oh90FJEmhYSktFxsiCX5VsDPH812Gjd0ZRrU28BreOTl+8efnl8x/9XkgqGhTJAswPrtWr0BOs0GkxZamiGgQrg3aJiBjCV0l8j4KmbLIgUgnUEgdwc99liMIaSXEYB8E2Y+bxdq6uLno3/rDHA+ZvbqxtdDf4tkW3u8FhUvgtL15++5sv/vry8gK4mhhVX/RAFlGqqN5tscOGwGclTjeTMSS+dcXeyLNzDh0sdjhLPyTB6hprarsx48iF68KfNg/+xcmLZGLqdb+2ikBUZ1pZf9B4B0ZRcSaeuBzwXJUMApSkup3oCaOTSJQZsoAyQxwcCGBmjT8t2trWWnU44XPw+C0gY4Ks2qCUmuzQfdsTE1PQKHVgAajG3vyKJFAHIxIKErJ5gDaTg1CtaUTBA0wLJWAKotvtkI2vZGMmGIulSiAS0lgsTtKcERiT1UEjtAOAqqDkqLuhAbRUvObnPZazkoqY8MO1AdASRImWVwVlUVT/9KzMSO2qbsvERdKMzfotIVjSyDUHFmAMD+S1gEkagotykzc9B0xMAkMXv/vq3957wIEImylSNorClDzwKhl3D5IpeYkUgRlJdEqYUn+fXjrMka5Ie/ceoBJgswdgYUVaf8MlwCQjiGtODb88P7847V1dp4NKqRHdtc7W9tbu7l672aad5ivmWP1XL78+Oz4il0VHh0AuxIQsoxzIPqGzqcwIwIeSZ0mGy8smEsR9fHzEoSmAanOGXKuDJ1BrtWcHm4WL22eVdewL45OwGg8KLfdDWTQn6Z9DdvYQ7PuinIzJ2CAQoNmBRzFA7f5gX4J11g8lLtuDAUrTEVeC/NJAqiQWhl46c9C2pykd9/ALtG3xD0BwDzjafbmayh+NT9R5EUZm1NQEJnbLaFQPCAHcYg7TiWq32afs/POIOZURs4k3DJYxWmxLOZvV63Wo5INka902I7KAYH2IdUzGq5rQLXRLBUgGHyy/EpYyYnLsweOEIzEGUQ4XkS2oo5JYEhU7O4CAqYOoeIRZpGCl7UAqjCHgohDYlmiDJAMnMdpZ0hiVsJs1cjtFx/LD0fXVebO5VqA1JQL8AVwcK9CJYVKcrngwMKoy6dMzP1FeoWeJLX66ElTT8p5ivYvQ6/uQMBxwWNUfDTH5p2cnLOFmKhemwwEqOTy7/+D+/fuPPFCkWOJotxcvv2aI8/zslJE8zI2GDH2SVak8/AaNgS2Kc0dPRMhk1pyQya26t0PWg6HZEybNOC+nP+iDiBN62EBcWO/M6+VKr/T3Gxv/sneYxpZDH9D1jNdJ9TGS/Kf7i11LQ888JItOfaBzF88pRBEzlAphyigj0pEVFMy2IogNPlExZK+NtYHelLkFBZulACIvhADN3xAOz+kVt8WnjJDMYQYKp4Q2pCFEAdGseWJyhFNi6BEzWMY3v2R9HKfBN9WYhvPE8zlu0i1zKcTSW2BmcXNrvepmNiiW8qTo0CbYBecylnHMjbwroR1cCIUVBIU2WShrvy+xyS4VVKK9wkMKFQn1C9ZQ7oiDdxVOK4YbQFDglNIKENxKYg7GmN5/Rmt18u8+fLexvc+W2Sg/eROFweAgNbExSIv3YCpEpvRgjzzeySPqlDRID0lYIwXKLYQCvYZE4pQWsdNswmS4SkeLsR18mJPTI1TQJTHjCdkdqqvX9g72OUlqc3ub+VC+T/vh/bfffvO785NjljzAAdSYW5RTuhBpqmCgkmqQrYhLv6Q2LNQOrtO9vh3ypcMhIq43qsBkKQLjmMNbxkunuFoctpBnsPQs/7y2/t/0jllSBt2M7tnmw9IYXcBvjW4AnQFtP+M1lIwQ2W0Xk8ac/q5bIr1C/JwplAizAig7dQLBgU3i/AuZiSFWXqgyXpQKphHJQ7DUABOvru+fUoglFRV3fsCPVCCQvUJY+jTmoOPFSQFAYfMEZICApDRlLMdg000wmsFZBoxLg8GQ+XMopl/WKnm0mHC5Qp2jJAnbzGX/wGUrhtESqDYoLmqkaaAiuEH5yR0VXxcw2oescgTN1lKaDMsFhaBIGHnGFgYQUwfXMh3nPaUkiZTprepfccdSkuX4+M1w+Mtmow1YLqIE4I27RRFVIJLSFBEpIjZSkyeuINGnFBW0+WiuFBhBNr6AjCaYxDyg+/g2ozEr1XrHx4fHR4fX19d+g3nEqrUl686ardq9+48ODh4wWMk4PQOgr19++/U3Xx0fHWH1gS/3Qi0gjV85E3wMuhI/MrKijMZm9IcOsc6Z/kN/MMTM4fJwmj4ShzmE9zgziCUJt+Prm946J8iNh1vzxXaFtewFhlFVG6cyWT3HcWza9Si+3UIH5Wlb9JQNRO8xYBYVd4MF9ozy+almBhEljyKQSF1WNNCPMnEnZUQHUMooNuwmvW0zhBXDUloaXXycN7+Sa0NChrjiIeAHT+CmtsZKQozqrUw5JUwpZVmoZXQJgh7j2C3BpCC8aM9bdIao05yjCLPMFrWY2s16WWJiGFggoTSrX32+CZouFxwjo0hiEj19gDiCDpoiIJROgkJTQ3EjPBQzU8IsZdBvmSMBULUnlEkOxxX12cJKBwCs6xaH38hLsIyAGtZHXpx95NAk6oPQv0ek1sZlzuwlCTMwZZFZkoDOMzjlbWBNUZrhjLtEAFOwSWiqAxMveB23Z+enzGR9+PD+5rpHOwAYer70JJmgevj44f1Hj1n6xdJIGmSmc1+9+g6rjxgoNJZIqQYjErssNuoWR3nCDFjjeE20hivRQKZ0ckfjsfH9W1UfE7exzgo5mlKX9hALgZCHC0ysk2bVauPsOn9z28qX/7Pu/v/p+JXmyJpsmVF6vS/tYGKX1pO1mVRPenBwHmIQE+lmLA0KS8+OmBCc9CMLeMNr6h4YH7M68A/oKit+gR0bBhtd8hXSV4sUaFLrmOAzIZkBxhWyoCoGFqRPdnQ5u3jniSrKuBTplROFgRZVIQDwaoc+DSaAZJnjJFOEBiCAs1uIZBgJBpFYU5UUSA0Aakg5nmkgp2aIQKFCr4rrr+UOhQmKeEmRUK2TkP6Z2oNMlKiQo6XC9QpFch0HPSzA080iFlmACb5bHNMngHKLWECJQjzfXxTl5cuv7t3/1M0WMsgE3s1hdl8Uqb9cESJ/06spI9TU6cGfuEKHgo4sMWlIFVzW7GNJ8B/PTk/evX9zcnTE0L5Fjgvz32k3P3nyyd7+vfWNTXqiqPuvf/03X/3uy5ubGwajoQtqwb1itXUKouRanMCDmLQK/KmUyexIK+DDxCI4rjkODxZN1cfjpRsXsr4rEw4HQ6ABk6UWt3OsxeXl7LK/V6zuNDikjVVkaW40K3EiXr1HxEpBwaNToZQ8K3eIpDohtxCHOQiHh+g1ZEYuHhQlCYwJ7XdpA2UFZLA5OnvBzmRVSZpYEbHADG6QVeHgoLkaT06EkEwTlMbRWtBICRlaZcsMk4u6krEFgV/rFjU8oRQD/Wj788EfPxDi1vp63Vf/mdB/1iH/+8fgtYoZASTmkqKU2BZOwxzmSjbJBoVq6Q1MfIwGfTqxjcY2ACxkCm0AzeObUj/xCly0IU4yaSHgnGgCmggz7YcQIk1GcaAVUmHx7ZDjAK9azTWjk9aaKh5JISaz+WO9IlV2pcTmilAT3D2YxJR36XkAX0yMMsxwyxzWhw9vDw8Pry7TRhPtNBo5HPTX1tafffL44MFDvuKO1ccD+eKLv3358rur8zO6wohE5zggh71S4wOTKO3CxSWXYh0OD9AZ6cM/DpvFGVV4sAyrx04Aljw7Axp6SEotrpfCD8A6nXmnga4Hy6ubc4ZgF/3ioLRdKJ7I7TBkFlYtSDmDMKuPxRdIEICyRisrQVZgMyowE1gNCNejMtJ/MkxTxn+ZBznGJmbzqHg1bTZu/KoRYqHOB8ZESHYnO5wJqpSnGKxrmhvgcTaocwvwDVYy1kBSQGlZHcwqAU7igJvKIeIYV3Iw1Nk4wNFqGwtcQArWkVCdntnI0/HEB4b4i5JpIewTe0a0FGlSlaMtaAKkgtq8eOjvnNEJHU5Fw1JEZwnlKxSSd8R5Y8zbs80RNyyuaBVDJ2mswrEJJgrajEpEK8g7j3BlOhpcnPOpiMfkNtqf7E/aVqU2MiIMiiQklnaz+ENinyKIBLDX3MREdUZ38d1xpy8uzt69e3N4+JHpXMYbILtQrdD5HQ36qOEvf+8PDu7fZ5SzWm8yifvNt1+/+O4b5r3IHqMcgAeLOAHLj3/co2IFXVpd4MAEZGZaCUoFQky6iJzNz7ApyVgMTceasXylLI8S8f6AwcIga1Sf7VSsXesN80eXudMedmjIJ07ov5V0UtCLwKVaJSWEtNBFaQsgoAegFSphCfol28JAIhf4SB3Vw0eVQxhGCcVC8aLFzBTXsopQJ5AT0V3SDyQQmNwI4y23YAKFpjYWqYqTiEzGcJEKkFltYah2nEpHHt26tGI21MV86ULb+AAwfgiDJ5oZTnxkzQRd+/B0YLG21d3GixJ7c/iKjbQmitMvhGngaZxB4qyYxY0iR086iq4C6aFO+A4bZo1qQJ4EhBoAfJqj8CktJ4OGnAfssANTGvpmoKdLFIXUMVXd4wJxJp7E92ATH7DvXaClFEVgq0u5JInJSNkK2HQPQlbp5HAkjF+tVqSUBsmEcsd2GE27uDw/Ov54dPRxcHPjWi2Hnty2gqPNcvenzz7Z2Nre2TmoN9rMdr347W9evnp5fnqs1Y8eV5RGTFF6iUvE/P+6erMnS5IrPy+rKvdauqpXNDAAZjfKhhQl0wMlk2l50Cv/ZEmmlxFJcUTKhjacFWxgAHSj0UutuVemvu87HrcK4zczwpez/M7x4x4ey43LKKIH8yzPrbncZ6gIKFQiYCpihHCSeO3EDz0/lsqlHlY+UM8cMcRgTmjcMPL1FOags4ubl6/uvn11//kZX2/BPjCfH93jBxf5xpUDbbnXEA+SXgOef4a23mOLN4hf53R8z1MDruRxWUyFdXklamMfGhGueyX0wqUuFUCDh5Ax5k2uhaGEm4IkkOshSEbH9MUCRQtJmw2qfZ6JZfHHhMF9b6InuKw0fA0vQpg1EGsMYoRcJqDg9Zubc+j5vj4ocTGjIoDwKvz+/Stvuuoe+axCNBKRg4iwaFtoqiCfuyTHQnbawrGri+CzzM0dMd1c9SMDXAFCv8t3ZBgb/MHLIQuIxiCOoUK3TtOSgF4Ahe4eP6nNyR4mD4wBtSCJIpiZvyshJUel1TnLKSP49gl6mQiYI7iS8/z5919//RV/3337rW+nw16uObLcvLx61OVmHl9jlc9dLRZz33zzzd//mz//9a9/xWkALmXwzgEe6HxgBICZIgZFgPQ47I3R+UZiAZRLhZoNxD3rqDc8AH19w+TFhQ2e9Ol7MONj6GAQNeT0lm7iPhc3XM8vbl6d3V5c8RVJJZ0e8YJnnr54sX/7zdEeDw/zjLQqTLOvhymJQuE15HcXPLpnQpYcGTxFbVOSYGW2lAlVbGIX79AwLRrNvOmkk3s7mRjlNXHdenMiNWkSabahozDJSrFxUIlk//vnz5vJGQXNH84KDiTDCsf6lgDnS4Kecre2/VIkfkcrAwBtDTlOi/nJNGPOwUfg4kRkeH1Ij6hMMeq03Z2+dh8eMNusIgcbYo+5s7C/f3XALfpLv/dw66N/PKJCL2IAg+2Ku/d8z8Pv++o4HMEMx/kiI7kZAbQYolYHQ6pRoH/qHypyxP0Xr3gpyCXPv6BdVGAKgHjsR+FmJhWyV2H30QQMg6YqLWANiV9YJ1ycEfpffvXrX/3yH8kQfPxxKOjB88uHD09/+tM/+PDjjx7z1PKTJ0w+/Gzjz372D19++avrywvg1QkzneV61LRaTgN592BieHgR7ojvHgEmXy7kFgDCT4C+esXdmjMcwvU9XoTIya5HxSHWYKYpFxgKYBmK5KvruzcXRP/t+RWGMcPs8bXTe3vnp/uvju+e064H9458dgWzTQRG+7WhucmESpxPs66SyYByDx31xepy7KpjBIAkb0ejt0eFPArgVcf8NLBplOp8Dy/Mv/hkj2MgNL44sBierlzTrh2pYrYCxyQzvBXi7d3rC+cb3AoOzp5mbDEeDMCOLuljQPjFMyHqfJYc2kKX68TtSzeEI5Pb3VtetPT2+B53DtGitWiTEX41U6IBGV4otTT/GONwRltv125640uWcDEmWQrxUNGTR6c8lAEoeBB4fnb56vVr4or7OC7LeNejF6j4scFTFmiZa4zuogfEOI4r1Xlc/Pzzmpbvv/vN48dPhWEoWKuj2g46Ay6QORDlWKI/U6FXHWVcLuTtImdnrHb4QhZ/3EsiChHo8oMfKXrLl3Ef/fD3f/Sj3/vJhx99Rm/xvdsv/vGXv/7lLzg+cEwAGz0HRkVjCh/HlOevwMG3pJQac/jEcS69GEHHzs4xcZDhxhbOOcOhXKZ7wsM9J5zpOqtBm3FogFVmFmp7LFdZcF7w5aiLuzfcVOap31tetMAPe725d/ty7+o5kc/RZs/fxUBIKumC+ehPMU/s2pZkKYMXfmzRqq49xD9Foy4UCtGMmNuPzDwdDV8ml4abCprg2SkUntvoGS/a8rZcLidoo/3I6EWwNrMfeAnXfIe6z0E82P/wgw+oxc1Us5YnmBDNzMojcUwwuhUZSGmlQR6nV3Z+EmxQEmBnoRUvHfNVfZ5Js10UWrQIRS6Y9LNxDCgiPa1kfE8FZ+OKMhHOHG6O/K1vL1Vd8LPe3Ca5f+xpbwHAnQqeXuLcjtkORwRTN8GrEkHNbkBYoglzGUG5mgFw9/z515/94Kc8EI6v4KBNWGVgs4a6kFpru4kKVPBhvcOR5/Xrlzy88PNffPGPv/j5a59Dphvw3R5PGzMsmPX/4J/96SefffoRd1VPHr58ffZzvr3VbS+8DiQerkQWXChQH5+in21POi2HTMTP0RoAWjposKelKZMBlzf5xgsHHJ5eefLkKY92OiOiI1smfNEhO57mEHpxeXt2cfviTMvoLr+UyPs7rt68vfp675JbOV6z53ijAKMJqjziLO61C2DbqTmkuJz+ToGUzvwx67StTSMnTF2rz4VdFUBDhxFko0L71kitLecrzOBcpk9HYz4P8zFTKoWli69X90J+q+QGaL5KxVivx/ztbPQBDKFQc2mMmGPVyKzaEcCVMUAZYvQxZI2KOsl5WuFghYd30Ccaebzky8fAVTLxXd9oiOFT7NXN+rFVUH5pRCVRlxHkdpQndWwRBgD6qaO0I94exX1cBzi4f8KIOzzgIotjgPnA1QaXoL1oqDc7Rk087RSRqS/EhIa//pu/4If0nn7wCbXpLegjkg6cuVqTKrI12lyQEm1nXM3kwg7LHbavXr+hjee2QMxjVKzeWC7+4R/9wR//yZ8+++gjPMy1/J/9l7/ivODszWvvX/a8LgLxTCHh+ESRia9SoMJ3i3t/BpN9N5RDnFg0koIjJMAUsjdMBEQ/grjG88mnH3K+2+1RR7X0yw44XNf4PCOh/+rs7ZsLFyqIIaq4XHV18+b+7bdvz67oUnThu+IWxXIC1ZqqaOcoPtOrdY34mgjO4iHCnBYAoRYX9m9jCSPERfUS3wANcJqKfvtgDjIuqSY27LuJsdGlOGxMAbMS6jke8B0UYhThWEUrsR2737hlugecP5ABC+LzJq+o5tuWLmRRrihv8PkwNJVgQNasi7TVEGdwI5TFki9LYiXNVwa4a0HoeXIDQ46CEj9lv3ZRSwd6xOloqHe1jwRJUe1ay6MOFB30uQjqeTaDme+VcYwjQS26gobhjnaWwmiB3kBxNCox0yBD6/SSdfhk6ayToLy+Of+Hv/vL/+rP/ge+K+xlNcHGL6ul+tzFG0Xn2W6b8HT+b3/71S9/yWXNX734/iWPLzAyWatDTtjyFCGx+vkPf/Cjn/74R59//vHHn3K+8sXPv/jlz3/OV9eRABmw8zz26Y4tqV3rWvzQAXhs3G4Xw1KoGTiSGPoMElY7XC+mhvne15z4KhHJqYFOX2QzDCwaiPLbN+d3Z5eYwveVFORVel4Id/ni+vI5xwU8hLvB5bDRFULKFdACQYimGow6VNSTVYwuVZZkdPGM1B5AmOUkkY1oPdCBtH3LbEeEMVHQODhUo/hs3zqnOlrobi4XMFMw92moMTE09Zq94TkJXzFhMiH5ffSJRg9+BBUnsqjTV0YP0YUxuBvvMaEy6/NACjGHp5DrhckbHvzwDrxhVAdwnPXqkZYzQsDpBVfaO+zt3GImeG4LwRnx9rzmAcK+miYv4wweoo0+hh6AHNPmYEoNIA3Hkdr6GO7DY55Q5xa1YYEtnHgqmWGWK83S/brTsGBv0SOpqv/+Z39xevLoJ3/wZ/yQID4ZHw47xHnVHReleGCcR5RZ53Da+tVXX+EjtOF1HnGtt5yt8dhP/+j3P+XdHU8/fPz0Kc77z3/7N1/+8h/5/i5jWkdxjz4dAWQVpSsxR+Teiuk8mOmm+ICGbhawgHSkSOhxbpJcXXPc53ANAC4rPXpM5PvtXmyM1k3BRwAS6zf3rm5uX59xcfPey3NY7vHtcpzACcOb8xf3br7n94TR5FTsRKWrSOMrtxbG7WbJ6UtJaqquYlVu6NGRgbE9FGFPUE+RfzL0hOoUTpGmHnRALmWZ7TvI5JqaxatYR1T1vmjk/hFLGTudk5nCI7GIkR1RdAq0dZB61W+v+XSSq5o5+WJmdcLnizs8d9vYwlzDn6sxd7yz17EBBfO9nWUvOIM0EOhWjLICIwA+XZU3oJR2OcyAN/j4KhYGkJkpE0zCygeAhnwUkGFWgGyScnyikFFBGIE9RZrnLQmmb3Y+N8/BHWR6v2N4klHMOFod4lhAG0rsC8hw2l/8x/+dqzd/+Mf/gpMB1nSjtz4CKVdjuZ54/s23X//iH7/45S9/8f233wVDQwkhTmGJsMOT4w+ePf3w2bOHTx5/zBt2njzhYRvOh7/68suz89cI0SF4tu98auxykD5hCuNv2qkXOZ2vicO0XMqE4GqHh4jOeIMtHN6BYcHDNMTwpy/oeBXkZHb+3dzxNb895rLX3Ma92Lv0C4r6hfs5377ksuZ3t1fPmZo7o7bj5+g9oS3IpbqszWpo4vLqmzEM6pVoQKXNK2mlPpZteLzCgX6A0QWgxSJKaKlHPDkDCf2i4T1vCo0yC1QlGfrKS5fnLCQnPmdhhw3qEAX9Wv2rKT/Iu7BSBRy+bbV//ZZHbomM7v1ysYUHIsbr+sgseuhpcjwiilAS+pjpHYAi53LbDY9TKZFxtOc1YyIKeofcSnDIBTWmc6IOJYgmxnF3ltfaqQ+kYwYUgwXeyPQO0YauBGqwzvQ5eI0l6C9Bw+KOEwbXXaZ4lQgW3Yx0PNi31gBA3K86DoB3tz/72V/yhjq+CsoLmHg/KxeXQcLZ5BlX9L//jucX+E0rHkpjNOAeugHfMf0i5+ThyaeffvLZjz7nrVtcagTQ2ZuLv/2bf/j+22/Ozt6gfunFVMw1Ab7Jz8uPmKSTCWWwOQn1cKXAZNMbMDDDMOsz5fOUOqELC/PUs2ePTx+e8ggb5m8+kUEuAquF/h5P+T9/fffybO/i2juTCH/LBbSz52+vv3xwc8lxq4h0bmi+zMkC1nv1kqE2ySnZLqCVFkq2q9hOo9aCeSFI01WajDBPVLP88FUgMHCU0gdmhgCu3IKLPC5okZLsI5BgDgNDj1g5G9mRQQEae9c708wB9jW9TzPbZDhmDFkTdA5a3E7TPjNHnRI+HN2ym9hWM0mDIdN++JwelG1xtkBCHf7nQ1TzDhLciYyJSHCP+kSZpeb4hG/P6AuE26uFoAQsEIOCKtU16AmNnQQzAdBrpLwRo3Jyge5wPDkBjPvEOTRtA66YVeveYaA+rhec+/XDV/xeCdfvX795QS+4zLi45BHl77///vLiAtBzBgJE7mfRS59//oNPPv+UH3bmaiNjhin/+fcMlu+Q489y8V4O40CDQOjIbG4DO5CZwmt1TsWDdB7CgZTb7Fv5Wqoy0Hh8h9N8LMVvrHOePOH777ze0ItyutK5gH5hzvQcjh+mc8HDtR3W+m+u7l3e8Mcxl1OTF3tvv7m9+oZn91162COGLX0hH9d7FIVmgeEX/LmmG+p1ZoG2PAoTWtUvV0aWqZmaSciwlkcjJe7UrqE+gBUvRfxIIhxElO1iyxuIJo/3FLAm1onvKBmRJHXk3Bzu4McvzstNgoMusuzyKQ90O9UYpNv8YUBoOSFmlMAFi+GRJ6gEkXM76szAOyFOmCLt3MlMfcBkjzOVwp+GRIg2rhchTAmhyUJZ6gykaBgt+V2nbp61VhYXxJ4EUyzoOxx6gHUKC6jqIpXDMS2Tp9VU8sFLjpEmANhQYVQ1ODl75jXzn372048++uyv//N/+sUXP+PHxHtTCDNvT3z0Y588Osla+zO+oPLDH3760Senjx/iE67A/PrXX37z9ddnr99wGEJsXtrFfU7cJg7UYTiIRKp/nPHK4q+sBpXrLh+F8ssBF5d0CedmT5894S0eXQgw9OuXRGki3z695TcQ984u787OvYnLlE/A5fyLm6tvry5+dY8LyVylMJDVy553ls3jm54EcopXt+AW/EbSsVG2C7bqyOjhPGu2zrXSZDuf+oLCdGIg1chzMlwFueUyVEPeKpnqJfIdyijTI8yk3Wd03BkeCPUQsh3aCb8RysDEWUlA6TZnThhzILRn100h1Aguu9jT775/XelaQzLvTmstjZHMVPbGLCo8RzCN8c77GEA8EUXXXqZULicMXKb3gJXbDH9y5Tlwg9YVSusyI1HZxLQRkNqR38QgXIoCDFxTv1kqPYkJhZFtHYiGLORK0YL+cx7WTL/qbSmzLpbVlR7+eNfOH//Jf823zfluyGeffvZ3f//XX3zxxTVfgeNNGQcHTz744Aeff/qDH3z24bMPOeXkqRq0c2r761/97Ddf//b87DW2KF35us9LNK4PPW+hbKDrCwc5/nEt2EfkfGCCsgMFBwe/fHHJMwk45wFfUuUpBr6ASugnYPoLJbLdv+JOFt/svWGhv8dS5/kZb3BlrYm861dvXlyef3Nz+ZsOz/ojj2A9qFwEuFaiqpzAxyFSkQceFGwg0J6VsZKEJRqCVz0VrDLDh5Hy8sLQ2u6Tkj3fpEBmX1cOPYFP3Cu8+HEgv23kNh4Y6MIyDBwG+owvJnMnGsOJG+/3u+jBGmoIPrt1SxLlfFreB1/eScfzWjpF+i24ctESAKRd3yBoJDNu6FWtHxQ+rObrUjh/8PKN3uLUmV4DOVaJ1/OrLuepuOsfKdQ/ik0um5GfnR6/gjRIYLNdB8i04LEjS8yx9VqpocWqlEq9gG6Ey9gRcjOk+R4ikwR4YBV8qOnuy6/+/u3b/5lvinIWCyu3t7hN+8nHnxz5k3LPWOo8/eADXhzCYGAJRBNnBV/7DRV/9HIMYdmjZON4/oDm2pTWXC2Zvvfgq3PGBOYB6VnlX3pLw/mGzn7Ad3FZ5Z9wkjcMWQxee1roXNfjB0V5heCLVzevzpkg/XAfhi/4vn797e3lV3vXZ1zfzA86MYhOLs0p+YS2zam06jnh23Nis4RpUJJr1kqKkkiMavuELXcvoZU6cmAoBoGJBG45dVFpNfWOdpbLnj2yzs8hKmlYEVQepKhkge2yZ0nztIS80yd3m7i0hdsJYAWrmVY/2cdOp6+kDcgYMXYEo4vVO/PTvFqCwFxSovIINPHW8gtuOkDUg56Td0cB9xCcsOi6vbtz5HPfFnhcL2Kdo0EGPTbQ1WzY8hA1ozbfczeAke3RMGfgcnGXyPVXYRkAUQQUbWOHTFDhA8jMZB9xgzd1sFZIbP0m2KsKHXCoG89MUbPwKUcUrsZgDMeya67qOLd98ukn/+sn/9ujx4/5XR28hnzaOYP86rfc9foVL1Dg1Wp5xTiWnzjuYg79h3BQcBWNJjEV7RP2oitBbDfe3jnb+zZYL+ygl68mnp7yVk5f843zUjEwXZpzo4Hr9yzr716+evvi7O3L89tzLljf3R3vX/L628vzV3u8imOPZ9cYRAw3L+mLxRP3YFXMLXLZRLsWAMqO2hYXo3eg6vfV/VOxyhQUUUBvlPoZcclxerVHArB8FKyZJeBFo4yMEvuuQ4pRp89ER96B5qlmy+o8yUrErrA7AQZx5I4F5MgTFH8wYEtV5PcIDDtkcn1Dqcw124pFs0bYxqnLEkgM3hAhKO6yD1dAMA3GEx5+YG3WORz3WBgA/q4Bz+g7ixj6KiPaD7hnbOBOaAwgWnL7cmJxoWLskCfP6hwBUEO90cqnJm+sZI4Ukq0zN2VDjFvQFZcI8hd8UlJk25HJDIHhDK7ku1/+4u8+/9GfclOMS0E//skf8bsMLDy4jvmSNzX89usvv/zl17/5DXfBiFb4iBbkdfh1ajfuUZDD1O8cBomzqXHlMFFbw4Mlfretr7hjwZLHa6BcyuR0mi9qd11nrQmxW+scW1fEPc+r7b16c//V+d6ri3uvee+80xBfPro6fXB+/PY7nkM55caQtw4PiBxPb9BOrBQSACO4d9NzXY3ovKXxpAEZch2CDXHahEGrsyhUOxvoCES2Jh0vcQ6FJ8pNhGOrNDSSOU3oL+9QeeDhaCAXWzxHp9BirbMPF+gh9gwQqTqa3k0ax5ecDDxaYLF6cEBiCOr9rrSqicR857XNfS6Z+2bcTPcAZ2DAqC/clSDPImqqhI9nELohMFOUd8bQaihwkeuGH9GZI0DSvM5Fjdt9fmCHaVtrs5AjsfAtodQMWSvG4Ml7TDf0qc93QpNmWICrHwztamlIqEHXIMFxNMDuVKHuGQ8oQkvzxtg+Jkq397d/9x/5icQPP/oc4cjjmQW8ROj/zV//J94yS8xCy/DGpwgmzlRsH/pMgKHOePcyAUnkzC8zzGhCGv0BDkLfpQ73Hc65wONFVa7q+ErCY3/5kHUxjk+CoaFb2XE6cHbOUmfvuzd7r855N6yhwbe1Tu69OT168/jgksd6edkxdzNZlLI48nIwp28OM3B524VoUZieQj4eUgttLOILHKr1Y5ppwkCPz7lUUiHJq++kX/GELEV69aLwULJHHPt5dWlCAJuA5KxhBkvydsPAetLEKxm7sfHhsOBV6MwdrLUURT2b5n48W3zDymQgV1OHlhZaZnz3i5cNXP6RMpOD771//a//RzoE0Zigw+aECEmo1TCvIgUJqQS9j9pRQRO40TSzGl/o2/fXa/bPL1wRnZ74CBLH0o4kdyyYjzjd4/UzDEFjdbQ4a6ZES3I6nTGG6RRVUMz+IEMc2dCQzTsIoc9IDQEzJDGPCUgyaU2BV49MVSaOLbCMvciEmNLR4eMHDw550pQ3AHL6SyScX77kATFiHt8W8gxMfz2XPKrSh3ORpIGCIOnlmhoWHAup49aBD+i/5jUQPDC359kt97F8OV+Q8blBph9I9Kthe3b59nu+lXJ27835ESv+LojfHN4/P31w9ujB5THvIjSK7EfAi8GL3P71nBcn4st29OlyaN0E21Ajjy7q5JFbi/SvAWCgM3LJD2PtiBlBebYAZQEJEdVyqUQ1dHf7VaRe/45Ydl4vEUbNSwXLBSAVbONUtEMRDWD0pBWaOYG7jRZIJIzGW7r7vPhjrBEThwAqGwKjjgHFBVduihDS9r46endjuEKktOBOEOaIYcZfOtGNp/U8LLF3fHj74OD2A9agXEfjYWmM2D/gJMGHQ/lVMaamHEKXOCHlF6xHrUuD5svxLLBGLsaQsGG8Y2u2LWdJZIeFnDothAB2Z7mgry7SsWapI6nSAh93CCUzea0tIfr66iVjGaU3V1x0B+IBP6nBSzMQr81v3/JtQuzw7N/XYrrGo14XKb4Ac8hJWUS64ctrLBrv8cvk96/5EUR+p4ivL9KZdvd9LspLAosdgn8YX/6wSs/2vb1+cHL74CcPH+w/QRBPMzDIzu/dXvJ0ATcWmWs0W1MQwZ6A9ySWcwn+dTKAmvg1VxeQZrQZTF1p0QWol9JWVK8hTUU1sxNhZVXoNTdIUP06vxLAlmCaE0snPvTm7djgZDLGY1GP0xQHHubUptWE2Mv+zQj0BVjespUeZp4tCpa2uHBiDBIPyESF68kOI80gdFnvtkKyJxIm+woWToB5e4Wq/ROb6rJtMlXpkJWRNM6WFByRrvb4WuXd/cPjjzyrNhpA5eqKYzZhT+8CjDuvoHHmNxLarHBRl47Q/3UPmXUtjApqdKcEpcnYUD1YjJWSCPnHQRYXVwJmbZp8bbRJCmXTxNWA9+3WCQnK3nl1vay8CRhdXsq0T7jjfXWONioZ6kHz6hMOHTcFzGlCP2AxfiFEuGHMj74dPXjyhIcUHb3ds+Z5LPpE+HDx71TaYo8d35rkuYzrYy99kug2uhBJPHfELyQeeu2hBm8nO/hhYcgRnfx1gsFQ5uaRl8g0WAe5ZliiijRjrhnO6jLAlWJSxLlLl+szh0nC3CJTd9WjS7XXEtIEHlolkspHehdbrYinCOwlTJ6OpX0PzgjNlW3yiwf28b4TjR9JbE+wOsx7J3BF/2DVKO0fSU4xxYzdSOo8VQMslJJoWJaaMMcElE0HG9D8dPjt5S2Pzd57w2/knZ78hCOMoejy1QfixOfwRxAwHb9e7ACaF8bFp/zsAQ8U4yTqyGy6za//rtVaLAjGFgIrcqHPiKa+YFZ9xCMNVZb+qXAraMBhXSIJKHzIUGvBNIcOWQ1hlIt6WqzSOoWwp9I/bbHS0WJQ6mwopdBGA8IBAxFyOPLypK73eurZpEPPy9J6qzgo4mKWyj/w+KYdnvnz5324srPnO6KEjfVO8JPsG06odbXXo/jOHMgYDwCBQNjuPHdXekl4I8ptWN01DKjh6Ip8qrMkbgsKi5YteZTwlDr/RAeSR8lohQpUUiMTC9qS4aDA9RCIR1byOjTVy0KLRzaTwjjOG96cLuNDr2RK0pRhcEqOWUr1SxS4lnCcQwoixkZpwtD+Po+OeeuPOVd2VfqRxE0JtRRCUM9wVsXq4Oz+3vnR/jk/mnp49OTRk4/wJ1OOi5vsx0a85l2KEt2Ma3xMp7tCyuOPS5asqJ2xdWZG2kCGKrCUadODA6JZlcMOpbO7ix9NgFOSZUE6aHXYlcgXeVqWs8wsgWN0xuvSkRQMs4id+aKxqswEot5Te+cqFy3QTY9hsWIbDyhSXvbVunSoe04aDTM6cgpOYLawLm882ZseeayEDjnMI54FWixWXPsZLysUgNQD4QyBu30Q7PMdUmJSe+1igVPrDCamdDfHIRyB/CMnL5FX5i5olJ8f9Ie8K1lPi9OI0xD3mLmYg3iqx3MSu7bmSKgblxBs1Jw6Ir0IFUFJVUvXWJ6oVnFA5yAIeJg88jaVON24cAZGsUoGR2k2e7+7WQwGdKGmXl101P7Z69/gBw3wehMOrzP4cSRJocNxiAE7sq+5o8KP2vPLMfw2F33EBW7eHPz46ef4qgiw14Q84rXHOGDZ71J4MDkVQaMBcLVWg2OW7xpN0/IRshA0Escj443yCkFLHY84+oos7RMIw6kDRlvhYsikGJkaZ6VOU6rOn9ZKlqeBJuHQpaKlw/SbDHArsFXr5JNlByjfEetKBCkGmNJxr7jKSOayh7Dg+wMurO1Ar3cJR2oM4lAQiqkMRprtDll0DhUIJQDSIR6PYTh07lEVlHomTzDh6DSvMJbU5eEX06hUdcotCM8L2JpDxzGpAdkGDTC/+UAWveDNWPJMuCgh32BrOtYBsHCVU8L1X1XiuohH8BmkBbQC+4dFRNmTABrYA26Da3QpU0M0vWnEGuIYaYsfmrJNINJq3zicy6BH975qcUIVUCCM+x6LeKceeDjBY4t8e09EdBWhZhUOYoY/OXnq2Qc9GQ6oMV6kjFZuG1BwoefnXTzGnls8YzPUS+74xyLXkXawrtd4QdeiKYuacEci+u5xoZeAMeuqWDZDcAinO8k7myKLTdICmEiCwKFokqWPA1nqVWEhkGSarVGFBkKEMzKv7aDFyJIh/1BFxlS1EeVUrW3+ZY6ymykxRPcu3aMUKmSO8TCAZXk1yXV80w2n6d0xFc7IjV+fgqB/qzM7Aq0iOAhvWxsPxDr2kKeJfwukTo7ZR2OoQY8Syo4oSCcNV9tiziBUSN/DkpdJevlyzVOgCT+yEmFnkaFoxZzjwphGHFCvISGoSyledVQTiciqczrSjgvAP+I0O7l1uB4iYfrAgZEijybzQ/JOyyyzOVVAId00oS+vx3h+E4kfNvUxcrXQ1/Ylz9Vy/nd4dMzPjp+Mc8Y/6C5E1L26wAA3O3AGH8LrqbFIKPTZTNn4C4E0YLMLWZ6iCQk0MI0W8pRyj2I1qQFI8EegsYqGJsNtn+e/6qAi3k7UQR5GzaOOkvwV4TNrPWTFhzsHkKJDwCauNadKHbPDXmO0QkL1aAPEpLhUp+RwSjMsHQTGJLXSzgJacUMemiajqQJpYtQ6FLoiB1pcM4uYJ8qlG8/QKqQAZ2HhK1AqybPTFVvYSczHClkkcGxLnl6/TUWNQvBhMd2kogLADz7oIXaAOeOATqgMlfGLctVPSg76WE6V1J33VC9Jip3nLTgSOESJbBApwkQV7fzTWuSgSlF1oMzcz8mxfE+IByvk559wCx6EXEbbOz7oIFXcc0UHjYw9hgSyuDZ49ORHdBlmoRp/L6XCxX0eFQoD0ak47EGTgoy7XCnjnDUaNmQNKfB39KCJJRoix/Sx2WkjgXnELre/Fw0y04icjqzsly5MQGPOsknv+SVGk0SS8W8S/zhQx8hCRSS2M4Mah7ypMw4DQwcqatZ7FW2bDIw5afAsADW+k4molBpmg4Yau8mFl7EyKtiCea1wCy+R1ZrrZKWC46Cil/g9nsGkASsVqDPENgbB6vHeJZ5pQg1DRqoyEg4He+rhBwNyCHcUqy8/W6kbWe14iJi+s+QK12WYSiWQQzFaIgsN6ZIVExArRJOEWBpYRLpf+Vo1BV7PiX2lgAAKB4jEjF0eXFMBN2WEzzV3/cbc2l1lGsYUJ0cTDKg30BkwXigtf8TKzhDHZscJD7Dv8R6+kyfpQh916lANm+DoAopb02TCLAV/HkztBFtWxJPVCxP+yrTtnyRqQOiwkJTGyCUSOdHvZKQHNVkXm9dVPJPuIdASaaQmvqgYVVXTil5pUE6NRmnTsDD2BYw3fGhR8bbWpjcisztSbW+67DZQWjOycuS1C54X4WkFi18r5dgyhlcH64FhnqDKL0FZYTf+nRp4hYCgMY2Bg/+VWDVf4gmrWx0lqjYWHHitKIh+lFDPabiWjzd0gPZaBrJ8tqQd4WTVoTTqCyOaXBwOnkzrHEAbRVPyYbDWIxAPyfiKxrFlZijwypQsFQTLXi43RXFBhgc26xHBqLQcxQwV83WWOFXpAIDDO1k8zUCno4D6MQ8V2DJ62HZwY8lupzOk+WIkv8MMDf7CaORkmhMDTtft/lu3MKecovSopNEmfY0OCGNZrBSV6B8bW4UhoftJSk+DZJEiiYxekHZ4x2NKoElzHC+TUC2SEreUGE0poqxz1eiRU6HVK3CpRy0Ddy6MGuTBclfPja6YVNoJTbNrh2yekVK9R1wbEblljKdVJ0EfCUrZ7nyBfV4F0lBJSu6wzo1xAC1TXzctrEmqjr2+85kLUzScN3kYt19jt2EdoCCgyYrSKFJsAOeMKfSykqQq/oK1QaEhIpD5KaFvmQnV1CtXJxfmVjlOh8E9LQGUrchRpjUjkVIjBBFcEFydpd4ZN7qpVbS/YWQQy0alc6ermnmx6Cz6B2Gyo0KJlzE8BhFUrPj5ztSKCF5GxuOeR8cfwiOcYh2w6J284qlPPVDIolnvWeMYqF2QSpDLHqJ2rXmi00oyM2bwhSsBLxHqlqTbphsbt4mnaSTTpEeEVGtHm2YUavKB1jl0SaAQ1+o4jqixRuXAEEVLBFiUZpD5nWQzdPv0pNRYwVk7xIOOPWGkDi3j5Mq17oybFjCB7/k57dASgaRixehOlIYMDWryinRkkDwuqNJGnWQCGvYNV3qlnQqRs1TjLt486ZIR8sDty8R97pIS4K1Uhn4kN+YijRpM0QXk16SJUGlRQ41ssSggEe0905Gmj2JjQQ4XzJ2+65u6WHL7a4SoB8E6sBrBpFlVsE+SRwqn1wWdot1tvUcw8lPcIO1fXrvIaZ0jHXcPvC4nQGMTTIjuSH7re2793qBzPO8Ouffg6Pb+sV3bCYhtYbKv4d8S7Bb7VG8RPyLZaYgEQReCJnSsgaLBQLPsVhmsGqlHLCJvc16+qApgI3H0laeVRbm8oDC2xuUIDKgczkn0mWozN6vJSypaREBmpqR6b+WJjRmZo0phJbntAcsHGsGTiEAWeQpufJrLAspZBCEEennQNgmvt3QH/FRKUTdQoUXTgErKmrAk2Kp+uKgxyBiJbHfNiZ/Db5USY7Pux28u6lgxN1TxyHgMJ1mvZxSoe2nzlFUJAjDnTi0CMIvErcFGku2TyG/h4dzBGNM7kYtkimlxKlBUChRCrc9SYdRI1BcLgQw5xhoAo89OibIDtJI9/WWP2dJyJsBw4CxpH28TwMIQIm+E8Z3OM1Mifi4EIxJ2pglQSelXj/lx1U+EozZEBIWcXV4PU9EHbdLs7NAsa4w83e0NCJkmZCKFgpIRA+EYpoUy2gUN7SyhxsqEm1EhhfGHZURocBXaBwF52dKnrPE+8kejWlMWsTYr1quyC0HiYEe2AUebV3rTjnMSPs7ABFi5KVtH4zf6jynEx9Nwb1e3BBFiTdXn9YE1elYgZILm1TDN0zN5y+g2ReseWQQoHZRlVDtlTJ7meTyPDDAUnnSJiAK4UgwAwhytRL8susTzAXsq3RyB6bYHB66OPHjGZZMgoxk3UDC2qZ9ZZhGAeFTTNAQxUdJ8/ZsWunc8a6V+trw2NAwPokmbYg2Jt3ZHFgio1E72BmQqsS1gxYkCsI7nNF0udumTy20GerfqnTIhtkNHuGuqib9GIm++OXnGRRCA19MR2TnqDTG+clLZsGHMzk1W8kG8GScze0VEeYE2mvwE3PrwU6988u/mhbjGFbHQDJP2I7+cMhJuU4rIVJH4kV6bLElPiQ0saCACG9W1tK2/R4gjoxR10UTc8KfhJtjHJwTT1CRnPSRHiG7YHBVAlTgfSoYHW5xQ4X3NZn1olmrEqWXTRLZVGRK2Px2rFXpMLvo7m+3ZlNQuLBQ5Z6qxLoCFNpCoumFjhclr5uySI9QqxVCN9ehqO335O9fECk3vKw2NyASnOAEpq62hUaWEZpHf3sl37Fk1wxTt+0hga/3WoxnYsQ3j5Cot88XMYg/5SwP4OClOZ5XW9z/rIbLaxte+Dg9PHjEVKHgAI5LMdIYc3jddFlmSSAr7e2eMHBlInZ7W0CFL0vjAKiGZEsAvDzBhSSr/2q7BRvjSgTT2ZxhGCP8sCEeDTFM/Eix79CcCZmHhykTt44N3Wmhfc7yU9T0ek7hD2SDccOqbXU000mEmF38INqdn1Csn2x1rDgZUzASsbYQb99lYylMV4Q45vJzZQTMq8irkMiEZISNWZ9sGFd4YhRYSDvJ6BhLMIs/cp9XWk8RpXgMRCQV9iiykzPpVvkjRMONmOKt0GkUITvVCD+c9440OdAAYvyEAKJIByUulWhAanY/2DbroSUi2oQIjFrFup4VWjZRuUM3e27gIwrXNvyN8xpeSCHi+YISPsZClJ9M/OMk6h3Xw4ZtenXMqzbgTOunByekn8OdqQeeo1jMon15pkQAa+7kDWbjAZ/fAG1cTv7qWFflAF6iptEkLsxd1l/3Uy5NVen8+KldG4qdgfuIfebUKZBLsMtoMRkGoM1myLZgqMl8DRJHUhaqhKKVzW71JHrFFuaNuhEOtsM3wFLmaEasfeMguL7CzPrlEPp3nGAmeMpxDTDRRh15oUYd8MXRhfgQkZxO/CWQP27hCtZRdCWDF7QOfmjFhEDWq0YLR5tRPrI0VeskhQ6sRo69qySmOZG1Bi1ZLJLn5WeaZH6dlpq36zs/IVGmPsKVepUlfR2/hqVDbCwdPWXW40myxCVrmE/FI7eKzYdj8qx4TLHDwAxnAMkSp0qiEdOzk+yuF0tigHfpLaff5XuND1dhTBgRbGIXlPiFuHUOIdvRPcNBmhTu4JDFrknEVtCFD2i/hLnAVMuLTO26xVlFuhRTvSKUWD0wTW3lpoCLg5k2LO16FWRWxAikUEGRkp8pkR0IvCiVIj/NGPlsMxOPSKSgOM9AoBD6nChJ+CQoSlkuIZqNT3CMNKnVQgNEupU0e6wxTkqIdDDwDx4uy6LOZ/oOWwXJLvfUUYGtMktXKI1qRhxXU2oA8yVRHwo3mRYGg9oxMJs5ueFFp75DEj9F2U+7xGDIs9gPtlCcooVKSwqhXQt5CQpVLr7JICYSheILYPdXoGHryhvjCpmiysOVriuigLAt8KbRVo/Z4Ss8HanQ4qvlTszeKeiDCY2KaEk1L76o4vHfwUZCQH6RpHSdDpD9zk/msFHK1bBpqtAgrFhmEZbJeBPFVPVchJSkNDdnc4nZ5DJaJftoiRo5/UEphyC0NkLnkMuU4urwOcICpODcpOYIBl1tsHxaC23rw7uxPl6xUMkOgdJJTeJDoeJHFOb4QZjnAjDp8Y4KmjSrWc1p2diG1KMHGIPTZlCYX6LGP0rqtIvjEJB9x+h9v2NFQwQ3O9LNDu1rV7UMnnEnoCuMMPNDri+nv3ACrulgwdgd9PBZLHgG5PIodfmUrAwb7iMU+QrU862W3PdGNNLVVUmtJdqW4unOmV5TmDQH15tCnE6ZDqJIg05jFTVaIy3y0ZnlYet/v4nkS3CJPlRazR4khlsfjCUcNnrR+u/9o/ykVOTBqbYBWEMquoc2U7DNnr/QaB+LdknQL/VY9uJGoOOioN9P6WxtCNfwK0njRjEzFlYNLxIais6lCDH26xf4jGaIjbZwpg70uHtUtgQqzA1YndPhWgwde5NCjiVGv3QpU+rcI2p0YzJhnkh3L3UnDJKuEBpWAxtxa0QnTrkrMtVqjuX7UizNF2utxKIu8lCZtscqrFJkWjxu9Ct4JlzFQ+QS0T07plPGh6jzqSI8Mi31pkOWEq9HEBMPwQsfU6L2S8ErQBETYKOWAhedd5KxzceENieSBt+s2ILbZW9y44AF/L0AN8rFu29qZ0IhYtKiqi0W18ITF+ukmzOQMmKtAPrSrjfIrIikwWcfW0wMHwH2e5Of7ZIdHp4fHx4yMoCYTFaNU/8CyPGChpKwRjY6pWbN1tBvZNBEWEGPhMlqT6BgFzGwE2TosKG2pMDdqIIVY35WcpMEkrMRCJQvSxt7J02RNsejO4N+CxiLE9L+ipacGi0sJszKJ7rZeC4+8hJbiJCh2Y9fASdRPn0EiSuOoyUavDlgxryTRO52GkL6ysWusGqmqETX7HBKT1aoQi0ppmWN4dY0ycvgZ/ZmxtOlDvAgghZM4xK3pP1FwFP16LHzZgdX1HfSIRiyX/F0yOQYc+dxwIv54gZpjTyLjlR2oPIKCYLlSpUkmXrlvy3cOPQ4os0QTtMngqIgur7409GjReEQyZpbbFDZsbO2FdSc4v0FKpU7ygoSTPK8b8+CABizg8U9+SPzJB7wrwRkXiDp+NO8yO+nLKJuxxLMVgmhRY6IK9f5GBp8z87A3iWq0YPCmR6S5HoIxWK48WxQ+jiA31rp9D4Pas4q+2KSzcqWy86dUaLaKc1a8ylD3kvTeTkdje7Gr7LpY3c119YTUYgi4E0Mli+/SklCv7BoEE0r607T0Q1TRIWiV2pREpGCDM7YnooJJ42hzsugYsnAIollqw5aUBCJ8uRKxnk2CWWtGC04x7OkqcsHjZgBBOJCMUlZiDcGC2/AVnKJcsRg5JaEK0us2xfGaQZBDDfSytU2vdtZENRXJdEs97H5RgTFgWNe8ti3wvHikX40Zu5w2Y8SPmBvb1tJj2nHLLwEbTJqAqRTc37u8vserP8ahR/t7/CwURx5eVcMvwTw4eAQjosawtogiafiWtjIKlWdihxaUZaEsagNYcClLN6GPlEyOe3W/jXCohpqNQtOtjpwsBVpbGGyKRqzV6MM7XOqKOyHTKCOShbgdOlKUcJ2cLJv9q7ThU2pCMtHmiuEaNukTTsvKV6PFo0WlW35TkEzpMsoot2fosUUgNFybpDTiRiDoTVrqyhDNkdoZC0bvWuQ9vahN3dKKcakRkaFJP+BFBIkQTcYN0yL1Gg5ggwPUayGpSwMg/USbW5/+8PRUZbp39uoWW+81s/cXJOrtIFZh2MofZ7Weg+oZjjlchNL9fTtFd/HNUo8DiWQTbgjJ+CgHJqA/NRqBNMqSOZYX6Fo5CZbAt4z5QyF7e0cHXB66u+LVpRxVeXt6T4Pyggks2fe35z5WFo7oDFq1qckksZAwjQ0NiEOgvTs1ztxGmHaEo2PhzFXU22Cb9iq4fBffkkktjToI4XptdLWrCRb4kl0PqdaEXMhHYECsV1rYyKeNoqRDNlYIf6GwNU3wZBblAEuvlciQaccwSqtWtRk1lm03dSIZdgRuYkCE84yMEsXIfAYBOUVn7hVSWseccGADknX+dMF75kkbR6qdFTW9FCzaByehwjOzXIhkDIxQAKCY4wJyGRb+1IVV3iPrnglLm5lWkKYXPUGwZVlA/NXrNooANQYoKFE1A9Zan9N1/o6MHUycJ4BZByCCcvIBxtppEkIEuWxT4ZYvi6iWeW/9PXg0OQhHL0gESoRbzdGKKEGlDDr60FNnHvo3zrlTto5RDOajD30MHqG6Kx16X8chTHz63SKZXQ26qMK6qV4QDXGMoh+0rSbNH6mF+MjRESQIEiyXwQIfVTVAp3w70IBVb1va9RoVYnICgIp/iHEaZONS2qilCJVVkmgcjEr2LNAkH1s3qqIbht4+hK4h7U06QVkkDU8KrRIFdRGPMZT8lKZRDRJA62BOr83Ui6wjdGMgHqrHGWNcCpS3Olo58mKtBNW6xzQFSp7tFHYRqUpaCU2nYX2pEkw2JBxdRhI1ReN0HLxRachikABXZIVV48mmzippQE7vgXTenY5jaUTsTZchMEhXG4ARIimJEcfbB73aFjY0+OV3eOpx+1CliiKhiIfPk0aMe8+EPAGMKnh8XQ8W8r42JnskzLcFEkWDLkAUxvqLKQdH+4e8z4OjMC0Qk2TRL9mKaeyrdkfDEGEthJLWt/FE5aKtpZg9UXg57n3tx1KhJcqhMcyeftk5CVb+ZCChU7z1KDEsdk9b8hLz5+kXXqeU/ra2Gg2hk4GirVO5WhEr8RJuDwx5Yoh92adbCJplae5AVmbIK9Ko5CW1oKdCFk/3rSrZKFC3CMYbivdfDxjuTMLeG5ZCjgY+O4fhgCdD/1KluYvGkot1v1tH39Mga4NWjSYXqKO3iTB2lgFGCeYxgFgEeOFfYGGkKNIS2CBUCsVEu5kMlS1BinSfeywEeTdeA8A3KcB9SwQfHfEOGJ4Vj9Xho1Gu2qhy5VJOqKTrvXPXRQtcTzp4F8TZWsNo4vTa3//iF98KrtkiRWGErH7gS+28NfWBpzcGECjRGXXOWR52CNzfY/Vz8vgHaAQ/vdL4FymUAMOG0NHT8sMQlwJTCJFkMGCSfWa+KW08ZqNp9LOdVqSTtUGuJunatFErViKaehAc2pXIhTBFelJywRLiyTP/rrPgsiyAaC2k11KzIE1WqVbGGSo0rudIPCACTyk+Zpgd5NeVo8QpPLGqkEJddHy05OsTKJfJDfJxdI2DB0dIYFh2hpdaisneMAtwbBHPmMKO2Y5ZnJ5Sl7oFYUYkbFc91cwwaMYgCOgwptdsXtQ0waKyeCeaCV+W+oaHHetwkX9oKK4o92CJyZSQwKWgutVIVyfXhW54TRWSu8VmIBtGumg++sw0etlf90YrWhtCLrDvr/cnwWkfse3Fb031cjLrJ5eBY04n8nZoTwuhH9GrjwQ1MWSv8R0O5B0cP7X/YcvvyykNU/w7tbSAmBWs/rAjrFayHeFxFcUpoox/UGqPMvwmj7FWG+ru7Ixxz9TG5AbkyNQT0LonWeG/Wq2zexGf/BCPisUCv4olVODO/G1UDEhdNPiTPExot151Wyuh30hJrXm4MAE6WCAUWaaUK/jGJTTgFF7wkyYJTcPhiDLadI6WBZN5K4sMMqHZhJvIqiJvTGXbYWQ7aWIXlysT44GUIzfOBEWKNNRpoC50dgcmq2Qnyzyn7xyro/iW3wPhxwn6NTlfP4gHkJV3NZsA9VVFjr0ROIA9lAGJUNEHGag9us2DjtYYl1xjpV17+B8TxbbCQ2qPTZA4EuCGiLxjbKyezBRYKBGRgxzGI35zXYlU5XVIU6B0/wMABt71fHj8hDdICMHjtd6BS3IfIGWY2uGelTdgmQs0y18uqHtmWtAhc0EA76xeZEwiAsfAmLrQqHqZGrywVImIif5dWGgQvmhiAw+oZvCIzEe9BbnFqdwUXfoZnmPk2unxQs16B79Bbb7ZXUFZTd/IOUTQwWKbY9Id8meFKbUiUzPQMaW5U4XSs2fivOOnZHSfA4gMfiMrp76VBmKtMwubKTPNEFLkJ9WasWmDmvpBNuGFWOMooQij6FZlrjTSg8j6ix3jrD5SCEPOwHf4iNSXLRejY92ISh1RjijvLvkji+sYJTzXF5yJ9cgZq1Fm3PWgOEcMH7cmXAKscIIkpQJrsKcY3D7vpLAg6yJVOK/4oVtqo1FJ+Jcx4FRMFICpeRmCunUEeGzh2MZrTeCEy5GqS8YFkiqIOng45Tg4/cyxhei6QVrJGZ9k0aeRKIPYhytagRkTXgxw+aLnaLNCd3N2bU69hlCwkKJN1tOiI6ZdSJOcGGwxYtiifaJfWCp3YSD+RSSfGjBQiSSKHtw3JUvuFCFzySJVKGpEizzWZXZYbLEipQkGyRDghEJyjVLJY8F6wCIHyg35FHuCWWYF6s9QrvwmXBPSCEZmjhBBqM+pHhYGrJmScvJ5wOwyWNZ9ZzRBBuCo49/00nHMZR3SoY/LXqCac0gy/CYKU0cgCeLOx8YRYIC6mZGfm4ABGsc20vk36QaTMxUrHH9rlFfAcxLsxSKXjjZjDk99+7u8XG1nkAzGEOifnCNgu8Qiwu01M+rRObTZBU0om2cgNWjmwlq37OAg0SkMEk68E2fNyBS1Qh1VBhzvlfa17IePBCBa6IIroS6jt3EHsxGTfgc0hwz1nHJRKUAQ6h3DQtBjCZ0nDk/G/aaaChkMpHo1NJgkhWprpkARW7oyIwM2Rw+NWnJm7pBMe6ChFhnJEQofkkikyfi8qLS44lGaPymNpmxEcithaSBMnsjMhA6GVOBqkt+DRMUkgcRWcfLpFb+DGKgk5TYZk0msWIeOLSnRI9QObWbLQlmhUHIY2JKjD0aSvCRluZV4aZj6qbYyOARpC/SZfqX0p/Noo5OdNO1j5ld61guGiCDj3GHYNJclHDcQB07DRj/ecFnDwwSeAGDlfreVDnl9sqLgUL2Y70FADSews4q2RbsWATTagP2hRTNjMsukcF7M/xkWy7CyJUHoamPNQeqd7wQX8LpPbjX4maGlTx8c7R/z8DOmrrswStOqPoIj540JbPR33Dn89dtYghCgrpGjOKBOxVRw8MDckDkxtNAbAxRo9KDcBIsK+PdwplSEGcJz1PMoN5Uy6Z18gOb0xq72QbGI8UOaNYSqEYV2HIhCupG3c8KBQ7AKDOIPAjvkTw0AHYv2uym1ShuBQo9LcBMFYzYES5g2eGHTPlQG2lXq0a+iIUi1JrimtXuiSJdYKaFeX8koqR5FsZ5XydTWokhM29wFw0ZKTDj1DEfW0zfdNZMIPiOjZ98T7+tk1cSaBOy4h8I4WzSCMMr9IoOBYJdQOcLRAmhION/lfcPcV+WyD+381Kzr5xKkvtqUX2s/9OkJiCfcyZiggVUvmcNUX/cUhrh/ZwOavKJHBJPtSXEM4EAauBMMNimQree6XQUjhvlIL2PywcHJY+5/6SMJQ5FFcokl92EviauzMHbVVXII9NnmBCH7xJXAGi+eKLdUw2W+KAQeiOWKTc756IU8F1ZF2tPTv9o8HDRaqDiWLwqdZdJT3ID0YKVn8QJiDE7akG+QuVTTxc4UfEwyTqyrpkFGo07feUABaMSu8Tl52uNa9ZUgi8hWVynaPzyoKCycMY0qxx0ZEKrfbS6X2KQUta9qckNJNUrpCI2DSGHDki0wsLKoMvdZqUmyYP4KEHis7woMQQOLHBzQ+cFtjgOEPdfgvTsLQlpc09sfHeOpYGEDmXiOGAUYyKR+wzVSLOIclAvqgAaU2FWMK+4f+DrbSbNkNzqJh15PYDdBqCXCgkkvm2kuh1ApXvoMwbhmdNTFZEu6ZrkvnyCWcbR+sVThIzg1LfXgsicOD044CcZUgIraYZNdICqFwEUMIYSpyGHlEt0LkQAAXdZJREFUwICGX0yIhcl+VeGwyJ8YPNFxYJk3V3Ht/hAgSp46UnPtmDGWncYAZL4HqLwtTvRuVqBQ1YgYIQQW3uaN57yofb7rSBNzQBfIJ/LsmEILYSCMn40doDfYeSRXHJODBk1owtY8RbfRpr5OyjHNmmioSwiIpu8cAzRaGOnvskqgZQjIy4N6N/ignQfb4jLhurjONV5driRT+ML2f7jJmGxVDhZ0nWBqf4dGJZLpPKfmeb5AD8QPB0t8Qrobvv5+n0/j4RvH7e09L/mU+MGbkUQJZCxsgK3fqK37avViwKFf6/G0gWmQNyhTDwu+excecohUFgyMcwzRW6aIq9d9mU2/6eR4ZS7ZJ8PR9wE6oO+sz2zM1BJk8OWvx5/jWyxPpy99xpmURlaG2bWIJPqphA6FBDEOmTMhhjK8IGdYiNJgWnHvNOPvxe7zYm1NXdoZa6nrYRKkdcRjV/hpfl2YcajO5IVn6+jUaahzScbBa+fp1Vw/9gDcp1yFISXCgDj+Il/OSjLw23E9Bzbegn5k6wo6jLc4ehARCRIwijfGG0MTo2kX6rIswBvcRnKXp7LG2Vsy429tqVeNXa35TXYcQDyRG/mBVHW8+ogUEg1eqASmOe6V1c5+rrOdwkAU+RY3qcUp+KaQsB4reQgC9npsZGqosrHERxh4dvjtVW8b9GehUWVH3PA2EW5PueoLAdrHKnau+fc9DvjK0sMDhw/XlOo/57kG3tikz9RJ0jdMZ/idQj3LfgnPuuV88pjFxlAYlxVSCF5LIKUpdk116cOTTCYn+ydPmEY73R0czsEalBEzQKGHfVCyK/q9LQdC1aK4g8JyfAcWBgjqUSkv5yIaj4g6Vj3Or3z0OkRs/D1nKqEVJ39Q6wph9Kk7g+HUyCrT0OBPP3lAXz5wFNBZo1bVFFt/Kpd/VZtRPHlBJQIiiiTPBKkrhaLl8WgUME7vzs+D26P7h6JtviADFvWNnpSh3NXKqOuhzu7oLRvZSe3sU9htGjlI0aL3Slw7GRjgRJLmxSnW5hcsKH4CUE8No8TzgSfGVV8tdVsnj8s0ZOb4nArt4GbO5ofpUdUg6jILPUUqIv0FHSKbYQG/ayFbXBHAbwcJrtmwwYRJEDAKPXjyx48fSxAVzoKc1kap7MaWMFjfEzwcqRBIOWDyWRyf6BXDP5MgWK6DkiVQA2z4EkczlgL17sHxyemnAdPWFA/6QlNkxCfDWQOUqiUM/pXQAgJ+/pAjmoezZW0OQDNsw+iaKkHuxlYdJFqOslhLapzIEnI6WAS2h5hNTRWloMUa+TRZ8UnR38qYOYV+bXZ3MJBoEYlCYdn6Y4QQciOxwFesVwToK8Wa0uKVADVy6TfXYwWHQXB6MqV7snq0cImpgRRSD6p8oAAAJ12GwR6LSa6/ORW2JJgnCTIAqqJ/zA9N1mrEuxKolGYH4QTV01onBEP3UNNg0h7tVnqSkEKKMeZoxyV0MvaB0IjITwYkQPWzHYcWBHvS2X0PV1mczfMTdY3Gqzt+IcpBPxGBCkKGq4hcsZKRXigxbFAMfkq6fn3ElPi1J29fu1N7FmvjJKttWQlpJMsyEKsyeNWemsanx9YYOA1nFPLTzMdPn36ijxps4pZUcUlwsI4g9npakUWO1b7KZjqP7dCPFdAYH7qQq4XFt2zF/jgAA3TFyB9QaU6d6u0wE6ZOqE1R8+oVCZblmaQMxxBkYcAkx0B1xJ3zTSQOlSLBEWaQeTHa4Y0qGHGecDt6IoorOBquUkePJpC1wixGgA7fKZo/4T44ffjk+PgRj6icnjw5PX10cMhvsZ5ylxEKwhwSjpv9bhIeQ8j905OTy4uzf/j7v/ovP/+bt1fnAE7B8gZFXWWfGt9ss1sadIuD5OFa02VEYgsACaQS2AqvuoDw1UU5cTLkLSPXckauI9KMAVs8MeZ8lV+scdhLpj9xHq9QaUmIABJYPCdEmKl+l1dfSa1SwyF1+o7kWUWc1DK/qwzx0pKWBVMEvlU2r1gaLFSggi0qZBWWC0cAOikwAHjfG3V4D/cjgOFECHsCv//o9NEzXv88YsGorDyGJgVtiXwmTI0SUEbQF52iVCAI5netq6BIInabWRWECPWPVQIK33RqZu96SjLH+PhRxOiiRjWwCWxdSVCu/lC49arOg+xQl4t3LAgoiZ9/qPMp7XRKA3hWjRkOcgDQZTS7r6D9akEVV8MO9+4dHh+dHhPyj/mx9ydPP/jo6bPPjnjgKypoSIILFXnV6rW788sLUkcPbkAePzx9dPovHz9+/Ozf/fv/k3YYXDt2ei0KrQi49jMBW5qqqQeVHgkjSrnaHExASrV4hb2kQJpjdmKnayh60NM1nO8SREzaTob4gJfdMcnf3bvqS0tKMjGScR09ma/UDwxtdj7Y4/eL+NkUC4wKn09oYPhlrjmJAqQzlKRQgNXpcoWsumrJbPMZiE4r7DvdQ2WLJWqMvYl+bjIr0df0IsXRyDOgvFbaXzv0pYh1x/0DLvzvP+HFV4+efIw3INWQpkzZUj8IdtsUGJaIZ5QDwlCAVmIb1QqnMW/oIFDSDTNyyloH39YX1KWvMtNDnyqbLahWXKnIuOVMwiCQRL+MnEBqgdC3pqVaCp08yEOEB7lKbd8QZ85JeBPnxyA+8Q/2yWafsLWIEHny9NOf/uRPj08eYaUdy7PlB0ePHj4+OTnlYhpHeyGgpAE3ojRYgEyQnC/6I5tI4obKcb+XTenw4PD3fvwHz1989x/+w//dT8c7VPCGw0V3CtyNjC1C8CE5xYZqNaHN6AcUTACuiwQD6RQkHFuycolWjrIZk6zujP+ZjAky71ahzNmEZS5ysLce1NesbJjSNQZW5xAV4Q4A8POY/M4ZTujakfMjiVZg4GuWPsqZuvConyE3Ia1tTuHIwwFltFRGj3tOJVpBtzXv7zpXtkyiGUV1wb3912cawLUnqrxu8+D4/sGzBwcfPDg8efzokSf78Y1VGjMzo6MKjQqiCcekxkGL6whCMGQUCsUEHURm55A7bO9J1v5xVRCNajWv/m3npn8pisM0iMFFpEklUKl8il6zwlkNMOsNOwGbIloi1C1G0pJAa1FiTf2dgdTh2XX0QBCjJJkyYtonn/70v/3v/pdHjx5z1nN2ds6D6DBDxm/Ncy/dg8kt04ySoQ9iuQxf1ffunZzwE6zHeUh3vb25Nmz39n7w+Y/v/uLf8ryNd2/GA804NQo9W1SHCVZi9Qyzlj3hX7TQ4Em3DBD+SygjmLxDFagRF8pVQb6FO/eoBIBfKbJzynOm5z2Bt0S3QUBMJYRrGywDCQ5rJOCLV3jDK2T8xDo4JdXDOpkDNyU+RD/cSCis8tPqHY9fY5wHEsMK1bqyLSfZYwtVCu7PAEiagWHD9o9ylPLT1t0V4jtmgN33l2j37j99cHD66PEJD5cyH7n20p7ksFUAy7ue9CAfUKtMUnkJvDUPBlgG4wxmhEDi8gbgA3CxS+fRwb9Jk5FMEpVMjW6qMIRJ1E6c5uDY2MWyqRgXOyQTgTBGqMCE5oY8GQeJINSf4zZsCEojc25YkCMvldiFSLL0Eyz8Us4f/ck///jjz5iwLy4vmBGvr9XmTJEmZAMGGHKTEqJ4D5hVCSlSxfuv5ghx2vHRyb/67/+nf/dv/g+vujQANPJ3krNPJqhQFbrEzHiPDPU51a3ic4KoTMrCKGZrm6JwJlOLUqxpATMqIIbHIN5NMD0BcMjjYHa644BNpwJKGC2ufbjOySGur78IAKmOAZ+4A6cO4D9InEYylSxkYlPT7tBgyZseMXQZlDs6LYc1pnHoZuBDamdRtFFDcoq/8cu66N7h/uGDg4f3D57e8carPd55uHd8ZGTwgbSRCqPuxqLArbErgZ0x3aQ5tZIhebAgmbXjc7AV1rCZ3oIX0Uz4c0BnywfXeXCNS99LWkoPgsTm3/p37WsSFXWaWfeYSa8ItV8s0IXBrkUxRwnJ4INERdKQEK3zxDb1LjySALeCYlg54vyP/vBf/PCHv891bjuG68fHx48fPsQKtETsDknkEQgFRVQIVEnFFg1DyhayADB9klpq8HO0iPzw7OJ7mxfOsWXmxTyai2hFBeI0PBOWYamkT5VASj+A6wTKMxJ2tNG0oQqBnsUiuRhELkaAYqjZso7AKm7oEG0U9U/3x2DxgA59kx89fX7+9ujo9vCQH/km+HVnM/msKipT5TzrSnQCA0PkRpu/C650KFAFAVSK4BsC/hLpOEzzHYCdMG0WaG6YnZUU4knwwWPXPgeP7vEr5Pf5wpeLL/75eU0V101I38ICvWBonHYBjXZqqJ2+wxiWUYLPgIhjDa6Q6zbRwgJUdGiMfSwyD7Kq5X4hEmhItsQmEcO/OknFy7LZs104a7HDzOh9uW1GqI5V4Gy3UBhSx+SCmKIIHf9Ug5YtEviYmq4gQCDd94Mf/PhP/9l/wzGUAkDtmGZB6JbKmJCK6hEQhKUN+oEU4qVb5N3oBpNddHjE7vThs+cvfkv/2enBWIId4EoHrP0V9IDbTg1WkNFsimSXFTopw4SJ73cwzChPwPHMFGboOAxINBEgxp6Jan8CmmUfvzrn03I0u/BHLFBdb/h9NE4B/N4jhPyAMSSc5jhHBJeok17Dlput9vfVezewxiBzQy6whDtPdgAHCz8Ef8Ciy3ga1A4hBNYLVY5zGgAct3tFxUecPN7dP7q9O2TJCnIOK8cnD3jp9+onbSWbF4iwJDcUwYoL9IMf25He4R5EW4J89a00Rvm0aIsdDFbdBEpB8k2a7p+ZpV0HrDmMAon6PLs1jpSg0QSTFepprA3kaG0rWPWZktCpNHdicA2j5I0YgsSpXwLPOaPPlxgBJzUJ4amEoz/7l//qyQfPbq4vReAU6Uw5yXJiR7iV4aRufWoN05igx8SZCFThHM7L+VIGF5eePvvoiy9uyCo+MPW1Jtc1IzNumxUdneB1SyNtdElKB2qfwkJhTOMNKvks/bbojeiVTHwTWHLxHzs5qvbvHzgEuAfc5UWu7sy3HeY6j7TcF7q5YfXPybM3hxgGrD4OvX+iAkQ3WspaEjk/x8hVI0cUkWIPSeX0ovIQOsCCYkVP2hdxRo5WR+uwUsKOhZM3piu+RXlzx21n3grBdY87zs0Zj/Tdw0ecsTXid12ng8ZF7kQqQPeAQHJo12wgrj6rWSIrxiZhDmO8k+dIRj1gH/QtZUmgwWPqKtRiQoqiajZnGimpohs6C4dqMzUXjC91ml6AZZNAqDWke/QDWSqc5PqheRLcg2aMyBazyszIt3cffPLJxx//iAjQxVyXoDeJ2UJkt9ZAtR6QR4GkqVFpedWqSH1TyRYl9u4Y4Wz24PT0lJ8bPznpGZuZDuSUSaHl9DN/U7OE5XxP2acscZp3TGXcmBAz8JAh4pKDx+GhKnidWCOkhgmCRgiw22d5OEvR2/YH5PwxZhCIGAXcvmXxw8Tv8YJrzHzZQD6WfF5u02hZ2SVCSzhwuBB66wv8U0ndkNSVS9d7o1T4Y0eiyK+zVvlHhkPd096LS9ZNQL9/xKL/9u0R165P+Po7pwHZiTrg5Ib2eTrPWRTN7rVbwsCOQU9cMaXbHMRga9woZ6t0VehDbMEr2uwar55b8GUvEOU1r5fIaRbsu75RcOFqJokUpZmZFDrRsrP/qB4hSBgjCtaFxyYSHGxgYgjGWC11JvlHjVkuaxzzg+GCSjA1gOCaZigXw5JBFZZOVylBo6RQWZ/I39/QomP768Rx//ETnk7n4t2wiUQQWCKALBV4fhs86Uk8pI0EeYxEfRhaw1qKUsBClkBHoH2JCq7UQwRj/Rym+pwaLqMDEv7EyIhIMZlVOJkWhkojYdKBqyYByOPkYNYNThnZ7MrDT2ghf543Q8n4bepnAEgrtR+tQU2Yp2aaEE49AxQo/NQa+X3vP6pUwAf39w737z179lCfzNxLQz5ijwiF7pI354zWqQTERD8YTIuwVvP8TwNbOSjjNRJ+QhWTGwoUP/Lyx5T0R3pTJLv//r2rVWAsjg8LbtlMSRdUUF09YVtnzExBwI63YR6L7PzX8TTZmu2ZJplOrp8QhqKmPGa1o7HH/vBsPJjjjlUImPmFLTVCCZUyJ5dGSpRTpzDd6yF6f//Z04++e/6GcjhnE2Pskg685g4koyB2j35IfpcswdicMqo3XNKkH0bt3bp+ZMclCZA6ywS5tz7tGE8oq56dd8woF6Iwg0wrudPiqbLmOeeBkMHT8FkkklphstmdszgXJvfnvNHaEvj5YqMECp8dC6E51lGl5HRhiFOJ9N525C5mA4CBCxNfYvHE94ArWJwD8FMJ3ENYVw5Tb5cbqdsKgaJTgQtku1qLHZ9kaAnbbPUvuiiYsmLhZj1HDY2eA+hliKJdLBYK1+yvL4ckQWv6V4nIFnMdk9SUuFGICEfXgOk4I4vsmcFGLxjOUpLF+2SoqagGa031ci1IQzJefH3++ur66vSUiYOgjEdy6Feo6ymqbYFpc8pqVKhGxDg60jVMqiCne2+5bHLEEuijjz/+7W//y4OjbmtuQreuaRKZSuXSayRDBzkkADQKROKntFltP3LCCZsLEpvCZtCYxZc12cvWkCCiAwtehCOPdb/rCoO+e8FppGkAwFGYCANOd0G1tNEIkv8V/htFUNDjtX/tct5kD07SErvNCMucQCpNGXoUF4Scs2aWB3jGFRU3HP1OPoCBfnj04PHToy4/YqFRoWhFaJtXZwom5BR29o0zQAmL0aQTIoYRtfreYedRBDHJE/cYTwa/9AB7rR1qZMwkMrEgLwuolW+xq4pO2gZkTDZLNOyRUxMEQRVkKkpGoZ/78qjYZKZdj5mRbojx3S5AaY5Ao4nJhvH5mzeX5+f3nn7EQnMupEj0To6AlNhoEYafxrA0I26hCl8erEWyPqrjzPLBg5OTkycffHDvvt/QWJChTPi4F7qdKdOAaBzl9UITNruSRpqlQVUwwSXK7f5GjYHcMBgJ8gh4TdgdxnGOY2CSDzVzIXDFqfMId9aveb6fO4G+ekpIKYW8LnbEIhMl2MPOsUJU+SydndIAbgqDposoEKMAUo1aYByQ/AMC/MqpAe3UK8VfbHAKSHmt9AXf3+Lbycz1aGVk+NrPo/2jU8+uEI0Uo1bESrnhzKu7xWBD7NRPb4096EGIoIOtNSW04la3W9KLiOXgyEDy94Joikd0ZJeTzE11OZkmY70N7krkkr0qp2nQ077Mln2j1+P+kdBeQsRqXcWO+3hh2N9XJwG0WcSOBdDZ2eurq/OkcQpYNGmhGvkM+UCG0ZoZAzk2qmUylGOIUMATQjJOXHY2k9SDTh85Dfjo9avf6LrkxjX9+j5SajQQK61dYJBKjX1ra73DmNBSRVkLceNkpOoXKh04ZryvVYA601O0H1oFkIeK4JAOVtcGyHd6xSdvr67I8HWAIZMmselqbMo91TWI24DnppzaY6N5MM1Q9DGeibNss7WQjWrMzdhB1PBSEIIXGc65v8+ZOLCQeMiJLw+x3b3ldxcaXirGaY4ETsAxgmOdR4eQ5xOUODcKjhyh0HJSjKhwdOrrGHaW1R+KVQeO9mCGDsfbol826XcqZ6tEP5oGPVukWmk2s8kJog8bgNSREuxCcHjgnU6SRZkYNJI8wo6zmhFoHQOwBTKdbs3awWSeOhXdvn79EjImB27/Ys4SLc2Gc6ripkqX6Z2t1RrzSRzLKAev597gtrf2D465RM0d+0dPX7z4Sgr7aBIwhEcB/tIqWkePNH85PO0ThoTrmUwEpWu3GbmwI0SnhcV8PiJD380WJOSd6Lsh0GFQFDPJNteqjm/A07Ho1ljeNM4LaHmKY5/nC0zZpi66Q/0OHUtGgrHmbA5A6lsjDypaPXyJaND4XUpr0D48LJIQuLNFE0tQVOnp+9DTQlAzpzzgvIqnFI+ODx8+PkaUq+K8IC/YVKgzIB1Q5IFPKiagyl1DN94XuQkoDiAqm0qzFDqbYFePW+PfHhgxKlwEBR6iNo/ZICCdGitFuIViTZ+t7PN9AI3STXxLcrPdGgYyO0HSpSMBJlKUVSRCc6htI6MtmWCr6eWL7yDh8Hj59hxAWErlxrQyeSLT3JQUWXSUSaIVAZagacL9tLPn+VzuBtBbXD3k9r3eYRKRZyDHK7//YhgNVeDnQSW87r1S3ESnA+JRLoFZezx3wcLSBNuLfkcjkPgj3LmCoR4V6Ua2EnlaTCcQ9LqlVh8lgpYQpQsdYdgHMNDPU5ozMRkPPkvf2SvCAGJNIkdwQQVyAIoBiWu5rtMVqU2wsMsagIkthzg21FtncMurV5777XxvYSoqobPJaQ6s8RqqylA0ApAttWKXFlqHX99MkixUVJkRhgIVadwPCzPJDiGVSq2BjcBnm1nDiZCRYNOmwsoOGsw91IuyLkFv19qU49CxewRD1NiLzhbU2ljnaRdiJm+t9wslp5bMwqMuG9OPnL2z8zfYwysxfGbfagkXceZQiQy9n6hpWoTq3PrNjAdPRKCsKElWZnIVmBmUS9XHR4fcyOnwKxKiTXulT206xKga/6faoh1SWaM3G8xNY83MRRtO4zmrcRUUeEKf9YcgZXmT2iZtsEgOyU0o+ccaFOZEcky6/GCdX3yTquSxxpFGQS0FDGsODOrRkyqbvwEDzFFGJHBzEnrHBG7qOOBBuPkbKcgXT4rRtIFTANbSBDHi9k+OvCfBy985dhwdcTkJZzaBgQ+nGhwihUGhClR0iUwx7RCunV2KV3OUKMSoiVcmAJrIF/muK/KUvBjvkTRFECBG3yiQDNLNwNdn2OXe2iWyN2dEmaNG+jTIRXKTTjuwZxh9AXIg3fidzLknLR7yUjlcpRGAkNZWbelMgxjPzxwAnABSjyLuJ84XXPSnvTYW0ShSEhJ3W42VZrVOBqXAJa90tqTw0OutQ7kidHJ3e0YkEY1YqECohVgPC3XkTk5ByNNSBgxTHU8MsKb1pVc+4ASYmAWWttWn0SsqtMFQgKhoijjWDWE1UkBAWNHjYyZRapTFRB2IeS0tNMOsk4m0KgSdqbOyQgvewrFos0OXNgSNYwOmzdtxgGyhImYtNUmdJePn6pgXDQRf5+hj5w/uHj0+XA2SGkS7lAiVkGZqlMA/EsT+TSGVrqTnYztSAE6izc0aDMPZ3C8rfpKYZHAYdmTFsUJNArJsaUqYrcKEBGKQJaAQV2WiZLfQvxgaETgSFdTpFZJLF/yoDIR6tjk1fF1H7VRSxY1qrVSwKinNJ8A+qnANLk7s0XFzc8VqQRqTKzFoJ2mmitAiFLcBUDhpUKk/6TKaatNeaCkeH7JcPXj29Nm3z9/IM9KXHCLPjidVMaxrK7tu0sw6qVeSdQxcSsYJhG+DDTa6m5QOGDckABNkcmBHGccmH6vkZT5dkhcVOLDR1ZGEnjN4GUpg+kyIFBGOE+pSczMG6mDq0sgqi5n/pm/YzOmQ6jwsOAbGVxw6WETQX3mVShoLFNdGPWYhhp2NCNBNgeHFcG8J/9PTw4dPThDq/eZBCEQtEymkxcryhYDrxfe9q75qYRh6mZOghbHQxCffuNEGIy+s+bYez82qXVUgVx8fHTUbNVNimwd0q1UkvattoQnCYDBLs9v5YGmanKh4iqVF2MIGrrUEWAFhBaLhfV/drLVoQ+rr18+5o85JKl16dXXFeaqTn8dGZOpsaMiDhQLIg0mFGq1ckcGsJsTIN4ukCrdudehwvvbw4ekHTx59/d3bvkyrve/LSdX4AVZD3j/UJMqqXTQUB2z0iWLWyIQYMvo7Ys93QYDvRwBkamSbZB3KsGfZ7hs//O31hoxrI8947TStHlFQbDDMUIRYT5mYlaGtf4odndYjepx/Uu9BJEh1RWLqIJQCQESRJUikxgruRYv4x+z2maFADvx7e1d0JAMXAh9njVGqkpZuZzAq0GC7h1Rp9pbHu7VoAiC0GzPEoDjp2edSqKFUYCIrUMxejYGuBrWZZqsgC0v4pnv1g01SUG1CvsUNbaFoY3XjYuWsjjGK0xqnE+Dqa4NAalYeXsPQvtlSCbvW9UX4a14HdXW9d3QC7dXVJWOKDNOiDty4Qoh+y8YEe012XNVNbpdwa343hRuYdBa8XAt69OjRg3u8Vg2yFV5GknexUDDCRasXljQzVa0nW8djonBJpDcgB8DIVNBgnYUEhwHXzHy2oIMSgkojCmg8qoDKApVQdd3jI/s2z1Zgme8Sn+bQglvVTBm2ZhHFkA8nBwBlcDTpMEIMGUvUcAzQvhB7nBKwRxWHj6WMop6b1A5Ku9lDX2RdYOUy6NWr87sHn//epyrONpqTWP8EJ5YR5yWnTJAWOydvIDQ9IAP/gSE/NYqXuwCc/nW6htwhSakxMSFXvfhUR8q0tZWjuuUlYSrdHWka42IDjb40vMYb01FKbmDiGnnypHlUUdBDkM9bU5Yo6ByTisv2NQnhXOd4EsuYvTdv3nA3gO+5I/Pq8tJDgZ54xwV7+PNebHBue6Vg8RRX/+gCKrLBhYR4ibBczV0lbtmcPHz04fnFd5qBMqg1cbbKsEAiWoCZd3Z4LCovrU2QCulxhqp8MsXmKj1KO4/MVB2hchs2qEAj8tMFeQCdcElgZuxw82IZJqt/etJfA/AdaoaQp8QuhODgoryDJ2mSJYXMmAKXc4oLn0WhGgUmlz5K78Y9gSEioGcLKjBDbnZcQyBO9y/POYG7JA+0nAhCZI5mttZZwB+tjWrQBgTZOMqphQaSqPGDg1t1fBTHP1lYcDsZHTFeszHhEeideBCfK1MtdwldqlNRehyBKdVTZEipiqpeN0cjW5J7jrbBClW+SLKsYtdKiUfSeFYqemfiXv0Ol4Bpgh9YLy+vuBXw9MOPgX11eXV46LeKyUNpDwdgtiKcsaTmHKZQCxArzx6deUrAgdcZcUmIb09OHx4cHR+fPjk7/05GaheSwa+0rXpkKz0UylQRPT6jGtZS0yWVTcOsvOlv43fiRSJyCPE8lMuUvGCPANhd028KTylkTH+T7G6n7Vm3MBbzKxZiA1muE3CqzOM9Vfh+K0UDrxC3UvM9SpDyRDmFiJlKc5OotGsii612vp5uj2PIjlRC24oGFmy8+bCjg/0KdiFuQhkTkFqqCqbRmsblDkd5PJDJynFKx6Q9LSNsIIVEWXYAJJqgbGqkpYpKDbFvpg2BNopimqREGr20ugaEGthVsXpUP0iu/JnnkJEyRaPGf3ppDoajB2XwNguEyI1g1OYE6jQaJGxzIVCDOwJChCp69fIFaOG69q65N//n0cU5+UuaDhRS6JQhMlWQZjejE3n5l6GFQC/yKJmguX3LKyOg5J2yLLVZBf3my7f+eglVCtWVm7wcaTmlucCSI8vxPDxUY9HopuNcQo89EHrKmpPrT6is8dcS4Z5OVyl9wfIQpdMd3ldyoU41HCYFAqwO0K4SIW/PBrsLbtLrfw0l2UBFxhgPg3C0ANemSdACQjWbmblhR8Pxh1hRYhzIdwbUDyN8b//3fv/TR0+PKCLJRRiyEq8fLAhn0GCVeqqFxDlp0bK31h6aAdASaOsB62kVZigaUrgzxHL57B7SvJqrLpMRrSoZppKs+pGsu2ctGKW2qRzCMXLYBh4yYs+GJO9oDGqDWwem1sktIZ4wVWNRaXSiWRWZUdnMK8ABObSu9V++fM7b/PASPu4GkJCur6944IqzQXhHUPpSlWg1jMB0weLYxBOu5jGZw4gXZ1GCE+k8LjdByIU70snx0eXF1SEnHqQQa9174FOJHLuSJkMM3zW6cEs11MpCMiZYrWBMSztUrymmYBa+eHz3yYTpsEvjL4syURup3tCFr7Uxgk3iKYhHTVvdCmFgBG7ZYyyUdNzoagt/UZFRkse4DPG28ByQ+rZkYwCuPGG3QwZ9YsFQ1+VDHoReCDkCHJ1wIQHkjlI4ljc8XxB3UlK6jmJGYdW0iGag68TlYfeybXaOFyVkih00FqQwpYASmg1ZPTVykSMc2tVIofi0K7W+4FWpSST63gl8S9VvSoRmAAVMG+UEAEtq6RKwGTPQIpBdFgoGBzuJ7MumwDidTQhOhb1+/Zq5nwJ/xL16HAB8MR79BpEVGqINIzalm37JNcQpSkqi3he0cE3piqfJeDnE1fXLFy+uLy6fffjM14o41x6cPHx2d3eO6QtqvRaz4LUsmWBOrXV8oMZyQAkDMDCkcZaUmsRRKldDinDQDwG9acS7ZlF2NOaodQpbya4gq2r+jWm1yJgjVBc6gmwtdoKdrnUyACAYI58I1qvIIRhgGW96Ecc3U/BNy4gndlQifu6MdY4tETVjoTKdvGidcGRm6p6cFurESPNFuHvKIvOyB0Z7G/QNU4hFGJcIAEjeCCmNyWShgmuI2VKTf+UYSnaTh8xMfgOS82r4JzK8yVd/qAayRCmhrsK/sgpZ/hSVh2wzG91Gcmd4hpkShnKAGBz11jQJpAYjCWIEp02xYwjs2qKNPA3x/OrygtmPOZtLQgaoQeCFEbNcjvYQF3YdNVx6I8lOQNnk6FrC/Zr5Ww4sL168uLz0i0vMvyeHhxxf6EC/e79399GHH3/33c9xdRGNTCxAthn9oHRVYejqqQhQpToaCyVyxJctc1bKosv73xaNWqWUp2yYOM0P/jHHWtJ6YZdNgbAOmVxudoqdL6MxlykkbMDDjUT0KIhcdYRtE2WEtAvRmnw+VhAn1grP+BhLNQhKrRK24YifCxhxbGoM4eHoC+h8K9IlWyqVuDH4/WiOiExpCjVkp88MJtTTx6l39MBua942eoJAlyuuoFk9Qf17nkEmCX0GvRLZmajRki1hyUBXRW7Mv1CIJAEzH+t3Bn1CRayoHDQBGuk4X3PQMXJ11bJOecaUvOso/A4I4nEArQYwKUXU2YsVbjkCvGCy7msxd1wI4uFaTtJx7uX15birHud7p0fYSP/Bt7NuhKKAfgO9BwEjmGcQ3/Lkz8cff4yTIcYgbtyec9Xi4gIDIef1NV99eXN0n4tOmozTRSlOEWJ7KhT87j9lywBkECvTufVOapz1lZ/MEQg/abSMfyg2EqycNCCNVZ2OOD2DB2gdtO4mju09I5QmuEbEYG/cDSuotWX6yLw2pC32gNnHq1d2JkkFnWHJKgkNEFU3MOUghbG3swxGFNkternVyOqhcXtaDRttwrnK3wy3aBzP4cJuoduHIXth0gxTHbNVWqEwn+IwT8IXOkh/QZxp7umMNcyUjjF+H2EI4woYjzUwrYHfC3jAY/BjtVdv9E8Hj2UdWufYwjVqAPDJZJkyEMn0nkXSVHZZV6tt0w4FmqfGUJP07OwNRwBA53a+88RlPuc/jgznnrl6CZ9o+PCTT05PTkGn4uFUv0XdtLmKMYB8vkLOGLAjGQtcYr+thsc09u6dn59fXl3zvW6iCBLg4L3ORwUpc6OzFbWzQ+aIk5aA28vlxd/pH9gRDImJPQ2SCrOh3gikobhtaDlR4ATlFygxwomctNMMk2JocTNS2VuvWc4rkFOPFZrgksSPB08sL1btfUXrqBrrfly0ecs211MoCS6wISWhE9MIq8JGAiqlVgyqeTUijZacCdBOPucpCcrdRE4+Z/FqL79eBA2ChKVCneR40svU6SfkjXP14FLqLyimO30pqufm8BIoOPNvLtUUBWnG2IMBuHzJUF1apCCHWuKfGk6U8b6XKxwnLvQbCRDpaOUjzTqi3MEkRHtsvIJSWthMAMmAgbh6mt2KxyINfdzfu3d5dfny1fNn/jhcvwraq8DxC3pZAHGk9fUGXOq+ZpTYWzMDaWMCCXHiYcsbG3Qw4W/G64PhGlfzE4tXVy9evjk7v6AZs/yGoUK6NKnb6ixhi49vj2BEAhbwyS+yOVZ4E8oQ0lpq8jKa7UuP5QqcZwp97YI+9ODCdSFd2oQjUQlK0lbMUToxEQPJ76K4zoFmHQWcpOVHLPVEnTjqXGrkdRaz12hnuzRlZjrdYKlC6HM9kDh71SjHS/X8GmnDghzAdzqjdQlrDqpZZQWYg898Ih1MXuHhlwOIxXTI579URn+PFOB5fV+SFQro2Q40DHCpXY+vrqUFdmkdyo1DZ9kY5JvM5HQBHrZKX8zwsLIjTxNbUU104xT6KN/lnTEk7oldIepPvAvPUuQCRPOgW6A1iJrV7k6+VaEfaSdYOQJQT/+dn3Pe6nvh6D8fNN8/hIZ857J8fZJLQ2ORXc5RgnoypJ0izhn0PJMNPvXhAp0D4+tXr7/7/vn33z/ndz24gp7Vh1c3Z1130QwdYgTbPShRZl015ojbVCvW5X4HCinzqOMvv2pXfewzCFSLzm3d4pWum30g+JpExSEKeuXUg9AyoFLlCmNUqm65bsGzjAc6fE2coQVhI0oYrtl9PbFQ0KOod5M9RtnHLVmhGO1ZgtxCzkqEjVmiIC3rGvC8hARUqvGYxfCBgc94gMGe30ciJKlgwxyQMsUqsgKsmmBYU2tvNlpr7DAjcfILF16R1+U2VaPRNJJUT+wrF+FFIS2OJ2qsRgyKZTIDN2r1mvzhpZQMgxpCp29PVpYWvOvZgiRZDFqCTdGZY6X+8sNEFJrBYgRsQQAVZPpHbA12opilOb3JE8sEB+cDeOHGn0cgwuFjLeMyZtzT/LCsVlaCETgRAtbb6ysc6ELK31dAzDX32rjfzLR/eXXFoxAPTx9y+KbzLi8uPW/u97jgx5CxBWiTkF7VCM99VEylTtAmrJ1w1YlUMu/GzsZpHi9wUsfTyUGGGY0wYRAqdELdkTMMNyQqx1NVQx9DViA1keM5apytkE7MUdaH3a+lkwRIaXWoPeDyOkXkdbtMooTUf3MCXv1RVHissAbg0Tm/hij2GeGWeSXW6gVN4w+rpDQbM0SS+UlVZUUJc7azk9xlnDFiqjVCA1QjIxhRHtj5i4rWPKFWPan1alvyEVRO2vlTq61skFkjVfmdk+B8OmawHQLEengRjTUOTEroGGC4sylT+UqGDjIyix5nOAl51HLyY7K+aTGnWN2mXHas0s/evHalzvNVVzcX599+8PQJerl+SQQb/E3zkCLYYeCwIc5Ll5cQoJ8te69+cgSZ65/5anoAAiZj3pDF83B8icPnbLhUenvNBE2TYIKiOU1oHD8WPH2281veGx/CFgucIALXRCqOwGa7Y7XSR3vcVKpodNDU/GVvo4IalCJhfh1dxo0TUSSacpeE+nkPH24reFxdRI7DUYinUDCaOXqoTDbNosP5949k3E92ytYJTg/bg5Y8DEgvAsqBkYR6KTqGGqAzZGWPzT30boHl/2TyF/YmR4JxIxLtAOPaEFleHRE7STQkfQt9LTGEhMefXgxkuhDB3/hqdG/bhaiIQHt4ZX9nIJUJhBKZ9OjgdwwAQaWEfuCAmlgmOeXNinFdnBGVbhQcJwoi5XUHiCrssVFL6zNBSLZ3e3Fxhg+M0YPD3z7//vWbV9yugopwJhHpvOmVQ8DM6J7gsvDJaZrqNZ+CaDnc8ano1lQuhZiLecaIL93wEqKTE84ruMLx+uxlvQGl/Zw7ZmJx4WHYUbvCUbBEQbokpJW+GCM1oN6hVQrVktFZ2qsLc4ex6C1hGmGI0KkHkmFBtweE3I4ItDDTGw+QrgWBpHaWfeR8pX9VbSztHK5kCIVL05yLcvhIIluXTE5k0RTlUgl6BEsHYlcqghl62cSgsiGgx71DCTFbErRLocZKJqx6GsQkqhb7hkTMi8qIHQIMGlMizzidpaHQaNSQWuHHphX9YqWIHxcJ9OasdDt/Q6S2d2kIoYYuQ5CsAbFMbs0KcI/iREY2NQibBqVqlXaQm6CvtzKi6db5exkyPiaWnz//nomel3g+fvLk8vLi+fPvvv/+t7wn/fz8gteat5Rxjgg+3OBkgU+gspkA55wcT7Dc8MTT9ytMsp1BxYv8oPPDUAAgD1/84tf/IIdWrr4b4cBGkQtHJwACgXnaKNb92rSin8MNvJAgkXCh2baxXcO9r8IPIlHPSTuKOMUDAfocCK5egOkA4zOivXfzTo6zj4Flm8O7427OT83y8YpAqpJmk5n8Y3841/CyHnyi5mANtmxeFSlhTLA8CpsyakodsrIMCdpovBnuwGNK27Qp22iYZE+rxoE/PiMDF9yF8JDqTuohs77xqyJjBY8oiY1cW94yBbRPcEXMZuRMbMyxVZmNhCWFgjr6Z8cwUs+7XpeXf2uVP1dlRb641AGsRNAeMoiXPLlKahvUG0VFHaa+OYjUrdzwsmc0h5Y6+rtvvrk4O+OX1R49fESP+5OI+/uXV1/f3V1K8mD/iDuPyicJjK2h57xuso95xNkvKbmiNz247y+PNxQMM85VvM18/eb1m6+++vLXX/5CadOnTorbzCIkaxEwA07sQm82mR4Ph4MkHA0PyHWPO+gtyOJxiQw/jdGxFGBeXVCINGMGZPYoHwi97DgyRlpHjL5RhPrVIGlZNgXsCEQPf80G9QfiQDJx5ZIJuRjimZ0ChMeGz8K8daFkWpAVVEYm5qyLi2BIHKfwkum74TB89KNUtSGb6cL8Gn/Qy0wayUMvji0tIwtr3S6D/1JmaCLsDSgJI5ESvWw8VTSkhrLuiT/uqaRxB898sKmp2q09pAiaaCxJZAYypOu7Edip3I40IZHpUCUjCgyhU5R2+edJ84w16kYNNPy9fvPy69/8mrfkHp0cP/3gGXGMpzjq8pg0qyAUJYq7AXz8jnlzOS+kMfT9Xrb0a3IdkOBlocTpwBvevHJx+fLly4vzC7ZnZy89L+wY4qheIZKHFzJMcFbOB+n1Cl4rVTDbyf6DQJeYh9ajhDbCxY5koFtUzkxSTUn35kzhXfSrBBD8q68VDoxN/7aMKOKatxCizmIaaSI8ajYMBitiVEctI16p5oUVEPLWTJp8JVigcjvsMVKqBnut9c+ksRPLFLyOphyxGwCbeEmHftA081GjFNrYaUMTinR+4mCSbcVpQDZsMFcFNKcGIiMe/SI2vOQTroKJ/lUTGA4FGj4Bjef800/QWlkOVuv7UEMaiXlA0aOZ7aCEoGO0g6GaeLBFxGqVRzDgJVwYLyqznL0DNZucNXD6hghminf/31/+v0cnpz/+6R9yS/jJ46e8dIAfjOFBBq6A6hA1uFUHUupYuomlCCcGFxf+PtjV+eXZXO7hZzauLrgAdHPNz234k4OwqM4YkhUpjU6qAcNGwSMb6dknJqqgZENWIjf2nhAYhXwxRJHSuNQoUWXUqYOmETC8Gy2Cl0zjKS8XE6kYfargYIEW/oPLkKjDU02lnSLAGSp1LqyqoB71MI0akahfctrJKkIy/2mVYRcVGT3tqJvTaWT5KEF0CkFeQ9pzAAs2jBmTX+EVkgzIjVBFlDmqyUFTFSnlAsIdLpUAbSMYhZMQZS9KshyQboqeHxvACTEWgeHVscpu+EuiIjVZ0gQpzvsdKVSvTQMXLYHXbBVld41s5JbMrZrjSkXU0cpWSvyoRYPiTTSbs0gtP+r453/+f/3zV9//8Ie/98HTj1i08y7ww/2HPMrGWS8XR72ieXV9cXVJiTvExDp/L1+9Ivq9XuS58iW9hWAOCNi0TNEr6qKhGkdC6h0MVKVdEOIwJkQmyVhGrSfELMNoyD8jBSKn2fGwy20nNgj8nZhbfto0fXIoAPu9qZapnRejg3o4HDnhIpSpYUtDCIEiOuUI091AtVAJsR4JQ0wEaJW8npzwKp4V+RJDvthTVVeuGJsQUzJ/CXgXA/b/jjmVQRpibmRMlWZJB3pw6sL3UiNsamydIQXuSIb4nV4odLZYtBgaI6yks+Y4NXO/JPaKjd2yRiY0VI4AXeBosXqaEmM4L5kcNGyLXF57Cl86aSmJg4Mgy4sh4XpxVwjCFG1NPhlpHJ1URIohtAbUXlCOykybNMUTNPwR6f/+//m3T5781Ucff/bo4RMaWMa84qG25y+Y6ZHNNX2GALe/kO28/g6PZhIJiG7BPfd3R1VHThGMQliDJBjpsdGWkviDHUCq3Osn3OMMMklSIi8mGDxbQKm0mOikIbTOxvNBUrxAWYJqgJhBbId0Dq2Yz/pQ0Ub9KObtbjMxiRNuGNnOILcIWUOLGk56wEkFlWTA5NFhMCazTTYrhME2EZu6/KAn6HTP+/1PFNKAJAPs1LBDaKHGoxA8r5ILEScNtq+JThAgGt+RD5k1EOFumyRQFjTopVQmJXKjizTmpBbOXDBxGYXAsDfQkk7S+HwqNP+2Di74hhEWYLDVkrFGjRto6jBsnFK1QkSTd2cP+uU1VdjUluoZOJqWRE6pnQVyIPZnbAMb5IqQ10Y41+aWlTr3azmm8WEuZwwIMrpdl+a9HECLphkBjt81u1dVML+zcIW25KjbOsJzfjsmKPaRmjRHx75balozSGfeoSiY7IIeYqc3xxICIcY4J+cEKxACxnD0PhGT6dlEICIExhlBhvJQqRExduZg0n3EmiPgnWIU+KFC1fCoDHnr2RmFNa5G6IKrJSX9moMCGs14gLIohMAWgegc8xNvQzfCqHPBRRwbR/A4WUS4IZF0MNKqNhIUrvhZ1Q3XfHFprIzeAbqTIg5skD1mVGlzXVjNwqhYauvmNOj04bAhL1KcOptqZI806W0jzxE8a4AzcGmBUhIS8ttvguGISnaVUC4xn4EYKugn/CWIP1TRZ7HDo6UWNg4k9NHpzYZGNKY7VOrnpR1No6ZtmFwyt5gYAGrzU++xm/Jigtthqj+nRhMk1QSlUWhDGKVpzriosnM9eSAgvLHmGDD0SMSgrnTCpGANazAvPlGRvMRiuyunzUs04CIkSONchoDtGydTaz1JtNAgEJpCcYCGE65twaVjig2J+SfJ7k67SMKobNeMEBgwVOd5MS09G/O4yCqkLAkjzZNghIlSKUCjq6AipxoZsnKUOYmPU+AWASx2j9qo17wUG7IMKAQppw6kPidXgchlzkjQZfyhRD3p2rTPabG1uxqUIF96WYZxeRYaIVU5NCBTbOywjJBi2aMWAkSyNjZa2uDpDw2MmWjwIbfd4W6nd0RKxozojIXKHkv1nKs7a1xpUQfY6vNRi2pcg0+W+E15dLhlYAPAdmwZNbvtCJQogsEZUGPROqxgZ2cq0g1FM/lqyi4gPXL4tXWmaOM+eyGyNIzEhGObIeLtQuqTY2MBsNFFLmw1oAPL8KsB0eQPGSXbcGlnI92CYIm1nAMxdxogXkgRrnPsAhUmuWwYME4FDOwGbD1l3PNYq+uXtbQbJ4wAcGFCzhBKViiKIwC2OzMXUyAcj2kJhCUzRA9yjRgNh8mWoTEWKNTsNr/QpGLlpY48f8jxfZEtXCJQacKTiVi5RosR7PqheVMZ9it/sUMeUkkRsLxmYRqg1xB7uw3bLSYU4tdYbUgTMssoMZBhTiyQlwYD1b6MI2nabGb8S/Tz4RvY9Ctre+XDu87oJIUMRUCSC2dalYDkkBuXWifAWiOuQhw1KQEOKGaP5RQVqLOlXUxDZ3EpmDkcRkxAVMay03bX6C7xeFdaYzKW4aMDaMBuon+f41nfh/RRyEHTVmnJm+meftPDN+vLk9hN5AEMjGgGDzVgYFw5X2RoruGoYShC2ipLpMS0Jo3vsgXhHq2aeRFc4/jEweAyqaEyVqtV/0woFsMBxzTd5XHMRyGUp7sMAIDlnZSSV4J1ZTrSgWsTy35CR2HS2LI6IJmUVEQ9SmiACHdjA7khNvJ2aZGvMoFu+CM27YouHIHCn3y2VUCZdajPhupHCu2psIEMhC5RTNSsJGuwl7iarHQ5OwaozwsddaTMim1kppMe5ikJD3HNQOi395a4XJlnqNTwEkr8OB3bpkwyzY4UM8hI0cZSTClbxLJYru82b4ta8k1LLolyphUZlCSZA9rOp5kZyQFOjSGMSOoiy2tGLn6TxNdIEf3MHyJs2Zx0l0yCDkzoKetxF1gKMQDwEmTjtxSp0QGmAzzCDGwlDxkineiFOS6RziYRQrYuPUlOANuEWB/+zTxV6EC7CQw2k8jz2aYP6l0C2cy/WxVNVuIth8q4Nwk4yI7JdrAoXYzsMLb9IpfIJA09zMZHI9l5sjV26qZoqDWhixr84gBQh43Ujx4yFtd//btFQGRikU06ZA1hMpOWT3RrGKyHa1mQlljEqe/Qo/Cw2+qVQfujPpCGHEaxUd+ObiqtUDS9JZl9o3AKmhs9Oz0jCIDFYIP0ujPrIh0GttMgM9KHRfVyuVv9ao4aTEDBNOBRi8p0K7+KzJssJVv/2zVDTCV/eMnlhl+tioHI9yWEPGGrbIidVZG0IMhKiZ28zvTmrcNVEjfW1Dps8m04BFKLmY4DyOdHizyJZgDRRL0HpGHYOFexVmimj9SJbGGsRYQDUAXV6yvqOaxRN4GScjf6TkoSXT5ayWfFNNAqwQ4GJcUaVjYNy26LNEONC53GJvkiHlrd3U4eMpKR3pv7k1HbiFV0o0+3aZ8pU91PExJUl8BgzqKrrnX6D2Ymxy1g/+KpRiSw6+ZRkCINGEq3U1IJ2nEEmKlDBjtr3BbbeduaPKDc/gwHe8DVAklmO0v9ZhUTiACQp6TAVUmttJZkaWdh2t1ZmKAPDHTUFYNDn6I5CECwyVht6VIBLmDR4hdKJCFRwWMZDhJXe0zPcxpTW+DZaA9J3hC9CxPAMnrCu5HBCa1V7doobSzBn3QYh5Fq3CA310MY6hyiWOUs1Xbc8pWiCWFIpUjXskQVVvJMVQMkrNFIhYVGUX02M7LUiA29neP/HDFzd2CK7518owEWGNOgH+GKL97WM0CzSoTKgYVxT1nVVYLGWpm3GkzPXcBRcqm8YmGSfNKS6cEELTpDXmjcmolAX5IdrNaMyGqmWrqpB4utO+ZaOKDwpAzWL9CCGDnIHOtGJmy61PZN+6hdKm1ZKS2URp0WWUMqlzPrP8obcivt0pyjIv0zHV+TzDqAfSYLhreJN38bMQmPaAPfVGqQYxoNoZCdqdTo4IyBCYUhgplLLxoGobha8ojOqlBB5ohiWy2iZjaf2R11Vm8co5SqSWO4NgzW6KavUSQCWwaMHOtQC9q5ODHApkUjFgaf77WQYLMiYG/UgaAU+RDgA91gGvMgUC3VJCcKRaheIzN8uOOTGFK1jw6zVFpHqHihfErTb0IJhu18LCeUjHnrCjCL0kgckE0FhXU8kbzo7y07ECdxAA51FNSSVIJR4PKreS56pC4hkP2wa2UyFWYVxc4bopTLOhOE5SSpYjJalGQkraQc0yrSgMadFmptybujD9LFmw4gRzx+UkiyDLmarLF32lKD+/iuEOX5QzhWU6BTPRvtlIlfz+ImBo4dMEuCI0lfe2mIBFNjSxSq5GPGIDEbZOnUxGcgTIWlEg38MQoM6G7Mse1Eo0GaQFiQnkr56Bugitn1kZKTqZMQMrZ73JosjbSoe8aJDD4Nyi7IcMlpHt8Y00mYGrPFepMBuvGItsmRJ124ZKwYYGZrwkfAUhyVUbvbpQJWGfAQrGs4DUgZPA+GZvXrmC76vjSaQckNr+zeb7JbhUKloGqDReoFgp0qlJvmGoXAxx1bdNN3HeqtMlE1A20rLpi1JIoYQKz2jiD7I18v/oSsGqQpsdJSuJqpDcaGSlnk1VC412iNnm4EaotN+jlVqc89Fj2k05o6gyY+fSmxjAadH3uDuiVqWH1eiJ/QqiO8OaZD5/aYCBRFUi9/FoNQ/6+4G3d40pDmlLeRcUmgrN+2DQcGrmk2eEY4omwuoYAEI9vF/67J+QI+0tAMAeZRYR3bjamsA0AxcUjCPxYipdDJ57CxZ9OaEmqINtzDaLskSskJCowOQTWpm6y7SWXUs0vyQgFdR14JxDDnIWNhzQjJ7XYDFaOBOjpvhfumyKYUiCVE9KJqSrRu2bXPpzGrQpUoWJZamE9ctSpyIAkl8iRJKLn0bBUEfeqmKNdyUUPF0qhL4M571DeT1SFFsIEutoCNDonSrrp3sK2k6NS3taqkMFOCY7UbUrRGIesaG8EJkVYwyzKb0ilrSqgBaqqyTZBw4E/DbOlFJp7UQwiwtknBOC7pIg0RuYpLSJwcbepTs9g2hBaCLjXZMSZgI8DK0YtMkgCxUwz8kQbPIg48P7MzKT0SlvR4AZI4hwRPboVYqeKOC5cgxTDjCBkiDNQRGiaJQVpEVXTDv5IbZhAUoINgQlkuyZyL1qSzVaFUCahnxxfq2I7A9oJkALyrYeTwfSvLear9grUUrg6o5CkvIreWJroWsRyTcuZiVdjWb6oXzGIiQ49VTOUWjnjdfvXfjS4Tk9zV1KBtv6OC4hYYkm2c8ipdEEQIpXxtrL3r6SQOz2JlN1wwZU4bGwUhL55qAT1BY4sqRyjhCL39PpcGaoUTpa5wkumWDjNu44PGTvTR8chDjRIJ4pDAw4KJxhkbyvwds+uDIYJu2nYE0/Gtj0Cnhi3ZkkZHqQkRDkckVL/V7V5yBzLR0NwTXROj1CCTs1InzpGeDxADdcT2mSmBGpIW4446+VeyfRXZS7faWzUhXEr+s7G2xkNqKQLdW0vZ4YlGmtIiDwSl94YQY4+lEGlkUoQ32oRMJ408tkJKlXaNQCpdEDgB2573RCe15LpAD5DVt0Kywf8ZFWZTs3p0UazaxQhrAOOU2vrRQY8iqh5nsw7hoyKFS97CsOTAaw/SFiPWd/Uz2rqOSXrsWYObZugFVVShtDCnwhqRZAMBwMUfzibD1vUxW/xbacHRH7tpnibKzGR8lxTSnIiBVg+8QctWJcoSv7lsUD10TbjV1H+RUodtC5xy/S9pvEp1HaFrhjEgfacQFAdVaDwGehkUUTUIjtAv+pWDQv/xon50EhCTyQx/CuNKnjQGGCVzLTepo8wSpsqRT9bhZI0yg1LLFNnSRFcHA0H+DeJFHBxqUF5LNCNpM1upAJNXJPypdXnfLLgRky0K2SyKSOujH1t0Up1ieA2LAoJUN63c6k9apNbX2q6DJFa7pWZ09Nq6NZMnXHI1A3DcW5scVrhjs+ogl2jbqhCSajRLJdYMm6zDGZ0F8UVRVkIiQycPzBVrEiJm6JOKWL1pKAKXk0vagoY0HMaL1C1aqwfJQQeFkBRtUhlECC5RLUpXOWuCqVpjbBpKWcKi9EkKlGYBVGnU4xNoQrLbRS2tgpcQee2NsHAjzMuOWKYOrTR0BDzh72kltUuq6qJLKTT6LteILqZhtFrajE8gEhRZeNE47XFL5tIlfuXMiFIu2n34Vh8rKmnDLEarlNCg1aSplFRg75oUoWA9QGaulMlvFaqppl+Xbcqhb4IPY7lFCze9S5WM4llpfLcTolT5OTKrTXkbqfLWihgJBf64yTjYVLofJcqHFzzj9WoxjX0yR+zAUQ60Ft7TpqxRb2WBUIUC+TSrzTEu2RIZCyL3Y6UlMuu6p3daKXSYiEWtuHrOBqhmzgVhzxpLaDNJ0K1UkiUSa0eyI2oMVRv/6SWTYfrQpG31UbzmRUblNNeowBlp67iKDNSMJIhhqmY9rVgNRwDCawCI02U0YhUtxuR3OUkpS5k7mmh2dVR0DrH81C52Y4Qyn8RZH7GZRcSu3OyoRgd5hSRKg4ATPRXVaw/ZsT+BSittYkEDabOROy00Zb6oVJMnEmwjnVPQRhcFZTkg1rdbtrwyTXqnj+2OICo6fFGMHYq4ZwDXAah2BgWCbV5r1EXK8lAAakdCTMEcfiQz8CYqHasRTC9AhUgdx8QBUJsQG4BpohYHjA1oTBSr8mUDOEOeSwhEJGhLwpMylCPZXuGulIOENCbmgQHkskTD7anAsPPhHEENIr2VQHaeN7KmolGcJnknnxqAWakpbXDR2K64GVAAtqC0tkv8wEEU5WyxVcKstp5MviLLEoiiG+DWRmOBS8c4GOoNOYjfAaOz8AWxHwusWpEEd+QtQlEYkseOoZx6G4ejnWqpEJErjaTNsSVRlaEJndsV0KqSTWUNLXdaYWdv9Izn6XtajAQniOnwLVAQN36XogQ7onQ6wusCaQw/lYmzDGQ01l4XLT9ZKUH+1fs4SrYkzVmylzigMS61t04ahesp3hFQNAiBmG/MIERN4QjC6AmRuOwUCwsTrFaiHHXDRKmAiFhukzaQVoM1KjLKC8dkSGbIj/EUbE229KU86+tSXCtSM9v6ZPw2VPJSboKakPMw4bDXJTJNH2VG5fjyvDmoVt+QzUDlJVS1qc6AujVDBgktdkNJhsqUugrEXG6ENRPJvSih0xMToKOWlvRCYvjP3JaVFqCWNzUJLI8yAxcCBdKuKFxgSQkqFLkt/pk8EElso4x8Jl7iClaURXwckOvQxRU86pfCTb4e9StZqasNEuYRA7IeVYoWOox0ZgDIIYooHOFUbw6XJLpdr9TiaCnKGZnpYqNgxx658hV5oACpOGGizRYgjy+S7MAAogh80Jc8jS4trMQrNCsNweQXLMppaKhbK3FSlRzD6KFy9LVVibLZILZ9CzNpphiXzpZGUl3iLDlsKW2seiumkeChBnL+wyCdwH38+IFdyojFRUpodvdMc5aCIZNLU1CXyndwlTqusFEWlSvcABDPdoitOvi2umahJodLiNv3DUGdjI9gVyc1Te/qKK3WMXsIjUbxe6gbGrCaSQI0jQcNQK4qmqRRCQkbMC5K6a2QVYlSuK4yWc3HsGZb1RhobQmcQ7Y4plpRVqdCgaijQvzq0UGqnD2VZDsUW5M57OTKieNZtcU4IvCwNbEmdcrWmZggN4KcpovSvpOvNBjTYzybXdIkphRQCSKCHAlLev0Liw/QW+942/SV0bZV4w5xjt2qBgZcGwfNWwDQlnls+wMYOGoftg0AjjV2WjiyjAGqaEUNp1uL5dlPssakXsUY6pAtXLT6ZcuMcFRFK6mES2vsidicOUqmK6dhMKSdsItjuEMFJQZRDUAiZMC4BNIemAoxg88BgPA+tSjJdcUaXtDSPHE5UVbNbJqxI4BpV58+i9mG5YqiuOI3+veIB95UqFxK6sLMJkFunRQbYAo2WTmtFaUFOgaxpYbeXt2TY2mui+FyWoI0ETHNmJHbEKG3pna3jdow0KIakxwA5a2eg3tUvCc/arren9lk1TNIRYBP7e66vMgbtOhUHl/LygWaCJVinWHhH/3DJ20CYqLg5KhTgDfJ0lLiPqiZr4PERjsDi2ccUGG/b/JpILvgKqR217chlG1TvQLOIkppGa6GlEpR4ghQ12qjf9c1DxGV5CmM2eUmOUs0LFvCz5iBXegIbLt2BW1GMEpzHoU1fihLyklwV3maYgXRYogmtU/IoZ4i+fZx2WpArqrVsEU5/VjLtpGuhDcghROB6Bn7kVEjW9ngHcnkRy/bVEEnpX0W+AXPAWtSe7ZVYiP3fOSZAn7MbszFg1Agu8Ay3uuRqdSBsbhdyWCwB3ZFMiiYrwtKbsvwxRyt/cTTZEaUrADEyUpYU6DBxfDUCVXawwu6AP03du1gqltgTJRykNcb0vLIkvNREhDsrGqYqmWSMlZ2GDZTBJMKhQDBeoj1ZJAC0FBVAj4GTr1jKxln6xZ761wrpYycHp1GI9YZeZFR1EGDbZSyNeF7rsYRecxnPlyno/gI2Q6F45054bcqUVJOnn3KrYCHaCBXjTgxSQwRTT1qHb68G5SY95k+l0cr/jR1BrU210PsijC2RIldIU2Rp9fU1KodTfo0lfE2rsyJRcbJyVsgAh9qtrEPoU0m1ZTMmqkmAbUMyZBJIdpRGs14UGwkUNa7o07LA914YDHKkhR29Hr4TVeDITcLHOLmyKThO5UlAje6txuTKSGJLlg1ySkkJbO5wRBV3exE3iRLP9Am/wIBEBUhgRFi6GefBKpKVlvFMJk2LdgYENTnNckUlGBy1A+/MP1yiyOTNPX5SQ063AvEa3EGk02GO+Lqf3d2nQY2mC2gCL0OVEGUV6UqrLCGNC4W9jqIAJ9jmcm+xyMOm+kxDy8joN4ZKYJAGDTg1IEVQa0ElY3qKVouxNZXUIKiH+ACpw/DaVHWrMhLnjUz/nQHn12kqsI2dKWsgaMzphNclkxLFDs6StTTCOW7SmsomtgDaysqAy3WmCNpGDVubXHg2cS/cvvPKRGwsSGH2HvljCgr+6/fpsX5FV+IH/molFwts26xbK8JhrTLTKfWq2xisbfofruTDMSIUayhQVZ1HA7E7me0G/EIJdjsp0JO2wQbUsTAgiuIKvgbJOzDoh79xh52toIc5S54gdqRNmXjDxqFVJRBmaIYJmewwiVRkxpB39SpNdaqxOjMhUxbZhoXy1hFSbZMEyQtyYzHghBzBToUh32Q8Va84jR6q0aQAkozLeSq4KlDKQRUpyOqpGLI3XLY9FLKgiNgRyi7TWJiuREmBo8+jYFBmSzlGW+gLWohkEVrdsGVWBrS7cHEzKTEozSrKAw7pNTIESX1Q23rCmNjEFFoGt6NsuCVTx4FBMf9Viin3tUm1iUEP07lcOUgMLF6cGad60AwLnfntNlsY2C1IEShqdDvssg1zVbUBxTpqhr2eMF/gp1PsYiv3Y7pOlc2BBpb5Aw1xfkcBxnIjP10CcYWz+Hc0UamBCEVBUzVyhLGbDFNAYZJ01YjRMnwGnjqNWtG5YZkGuk3m4iMpDsQoqSR5YrDQnjBN4blokJUydmkCgOfi8x+xyBvpUkrEtpspVkmbwsoRgNHTGOL/PTd0lITNbpPdjIrAkYpddnHBJ/ti4ZeTi4cQrIWQD4Nij2eThapihNEG/FR7f8sUQSnePkX2Uj3GGFD07+SNSIpQ0YxFnQhbbKJiJ2K0Q5LrQqTuyGrJk30LKdsFXEPDvEIEidKsEvwJ0YqSKaefB2wbdoneOtfoSOpjzknwWGvA+qz5i0FJhUaEiVjsTSPzZDl0gbsAqhzvLCITOctZ/RVS1PRtuSzMlmvFE8Xa2gOg/aeEcfRCp15Q4QIVqbTva/hEE+K2CrVJUo+cfTVVOuA1MhUJtiz3thVondJeY5997M8DQ+7tXzzv68MAIQ3i/B9aJgEqE9yoNvRLSRlEUS8IgucrXeEEL3rdVVugygBsAh04JEjswWAHkYkArHPdxRhGLMKNfU24pt6KCsBxdLraGhmWVVctLLAj5wD+IVLXZdUNqpGqmHaPycnHiUs5KBCWdGp1LSVt8ZK55B42ZNLNmRUGaakaaxKFitHCqLkUOL2HJEQrCBNdle2esZ+DYtxo9T6EeVWAWys1B3jRENxUns3/ecCIsY+Xd0yZCMn/0CpfOjBUGKX65MFm9KMWD1fSRYh+2/Ofh+JijFa2POvVYyOOsxc4dh3vbNCqQV9Ro389PB9/3fHzMHk0CM4woi6eSEATd6CFYv6hKn+OMRYoFA2ZMGnUjqIhonyIaWeSo2jw/1i+3wvZokZ2Mp1DHRMUd/0Pt+kZMCoHu4Ja5QjbedrHUAfRVQPoJPDYn5ZMIWOBMhmsk24UJlg9OUgCzxN1M9WldB4HpvN3AjDyJk5RpKqmgqnc2zNDbmg/lryiv7GFl4K8aBRG2MFMQlciqlFApIYSwiQg4Rwtx4uEiLvYJWgVrsBX6zolwpOsCdC94mOv1hRmoCEk0/LCKzFeYJabWxixhHjqWqGV+HosMb5Du6IqYwlZ/gDfFRsYIpcazxbhUwB8m1iWGV5r8c61GkBNN2iRpmTj2a/+/eI0dGsqV4ukupVOdesNHkUyKg+2ZHFggePjNAoAB2JGBMLAsxOIhyw+p+9S4h2QMRYsm/0rFYZsEr2rRpiyRzXGOpMSHL0fI3K9NNcsyRDZ03DSU+YVxvNWxeLktNvt7agQGhsOMQVtRBMsjVIFDV+S8pTs6CsU4uQTItOhbJT5hthWIUuofARlcQYv/uDa9yQ0xMCfVG7/CMO/iHsLzWIpVKlm20JzKlSa/wyQCCyL+pYNsk6S6EKEeRQaXo8NLroyjZpslYLJipGVPEmjR2uX+00e65I2Gqon9bICgEJ9MjU0IzORbMqXd7YGjabLOpcq2qYidzVbRWBFKWMoN/kGGMkTHW+NpTJuqZRPOQjTD48swpRa9KWzPq0ml9aV5L1IUHhrIXiDCe52tklYW3cZSN2kwcuJw/IUhdHkzTVAh0mkCwZP/oGWZTlUQwfTx9yZV6qsNRCv6kMpQpUx5brQLjGZhEy3nZ6IRgqNJJRcQ6nllwPFuk6/rROEg9nZowWeauWj2xnR5wD2Di0SrRElM2f+7kzIPsEnzKdCZwhkEKDmYRDI5n1DYlUKsoRRfU2TroWDmMpZDJKSBpRk4cnacK2Rio1qZC0iMyCpxayYoLGZMjKu6Wpm3LzJR3IhcCa2cXzrlWZ06vTF4amnkMtW+uqX2TpWlPrNEljZCB5DVIY6U7QK6ZxAtRopmOqLOSRgG5mPo/ONGqXGfgYvQSllk3ZNsPOFrfyGTSqTqxGcAqhKeEoahVKSn+C5JXb1iaIqbXqRqik6Kkw9ClUhwOdJmwKwJJYj1g1aY0C/dWf2oGHhNkqKwmZRacPuhVYnlDRDtZStObIzNNT45sRRWVJTSSZaNjpyq+y8gdqX7oyYqkQlL3rOTGRBwwKYZgZRXlbmrhUcBPShKKlXS64bAYAYkYaNe9IyAVv9I5M4ELcVvEkdL63K3oQ29gIopggyIMaHYcuNgpynD2aP9y4kpkOKWN3bj6DU8fwJx+Syu5q1AAaj84GgEgidl8ppYrgY94NlOtMFFZ7kRrcJAsd0JJp6olfi2JQ6o49J0miyqGfRQchDnUDjOZCZ6lT8Qyw5GGGY4aadYCCDGXjJ11ESTnLSSqaSjG26KEViTlK0US8ecgaKuYbA1oMEO9oBF8SGa2GyJ0su4RY8la7cc9HBwjb+NPZTne7nupywtAOw3B3mgSmZZICVwOWd/UEHNt4awwMAYT+QIZ6N296PdSLu6Rt2jabIQml0F+1keXkKsNEXaEsge2kgrUc1tihW5OwJo/ecdXQU7mNE4UO7+yn22ltsOXg/BhI+KTSxXnBzPK4TtncYp2L2fqeriE3zeCJbEeaK3WmaZroGDIVV02CqqkCBLq0ZPdJrGBHJFtPYVe42r+63+ss2GNuSbDL9Uz3hcgogq2PW+pPRLiVekaD2iVAgpE2x2dpRU2bd2fXymQ06BeVx9IoMoilnxiVan/fVficOieKNqOfJzig3ZzQF9hTAjIh9VFQNitQbI58vWK9vJO0wipJmOkpQgGK1DkGICPfyMcohsQ/SatdPyQ2vbpO+9yZ8q1ypBGG1XWJ77rzPENg3vjgHHUFHtd+QLNBEWHYkTK12cRGqPZE2QqqMTqt8ngi/VZ0DlsKZIoVs9gvGTG3zKgaGRG5NRrAMENoWmFMtWQm3aheMs1RmKmpFkVvH5Ah4Wv60P+KwyoBCY+4kVHW8hXNAxS+rdUomqkNvRulACY/UoTo/CJYVCTXUJv+sZXOMw5MA39JgF4RSHbmA8iSAAK7dBwySpI7+CVzFRSznh+ZPqGAA7N4zEa00kOu7swaQRmtet746E/Di1xKtrqOP9+r/45XdeLrdZ8GHJQ5JHTI2Vy6WEYUHDRs+XTmYayWL/l0NMJVrL5lsqoIkoaHttgjVMi2saJoE2FLYHd7FS+A/gQHSAFhxJeKsHoNIcXmEryuDIRDQ1Z3CKsCm+JyhfvE9YpumBaZNGNb9KpAiSooSyZ7cpbYIXbLX1G0thmYJUIYCdTZlXhl5nXqd5lyEKzo13OmkeyuvDV8gjOtNNUyAKGziJIhtEyqS8BXveSLtx3xzx7LIIQNGxM4OgsXs7+T7IB4UaV1joGZ/+xsim7zyVCpP7XTKjsfDhWONRM/9+JJRVSYHrH8WrHSOwA7gs1JG774PQDEMpITYtk+wNSJPIp6pX/BoXxqimZploERCQxpStFBtPk30JmUfUuucuWVTAKVq/TOMwESLXlpuJjzJBn9UJKhQZ+Nl2Czm3svEPGGjrZDJ2VhGcdIT5o6SQjeJnikGpNWTdTWHgabGj9yWOP/iv5VP4pkKbBFpDAHgH9wUUNW+RQgd6ac3Egsb4POcePc7x2b6SGIySjFXp6e9gEYX2WrI6RHOyMmG3LjyN/oVSDlEC+WKp29FqyNyLlc+jYh0N6gIz9HCiVIwLUjEW7MkPKJqsYMdvbuyFPirLzGU7QZ2XXyEutySk6154mEdvEAp1GTvTmwIMtwweIJUThrTIjiekzjM8Ja8IxnHKuknSEzJFOk29U8vhqvijoXqdyUNfWlBJYdxNNzYiBvglIriolY6qPItXEOphBolqvBbkQoX6Hyr5aRJ4OedE9zTGyaQfhGGEfFFf1ZkzHSrv/wsLGera4cDDZUp9YhZrdFfHXW67Aolwi5qw2u5AnS1dajwSubI2daIKDJ0ZAo10DxCGSl3IWRc3nehY2PGetQN/3rHiPSpdFMYLboDv2N5Miqsz43TiYvrqxE4FBt2YpmZaQyObaY3tUbMS1b0rINvXwEJ3v+QKZ7tZGPg8SxZBl10HDPkpdyUqorxxmsOGxUupZEaiCKb/zp45Wsh6pos8ShoUPDNAhWOSML4L7EISsUji4UIE8l3i0GwVC70HKAZwDbkQPnSotMAmLUK5pIUS41bulrnTHY4ZlxIr/GDAarMZuh55ovkEpXxGhs3xMbuJh5rFZRl4Sq14dc0Sqtx9liFQPA6X+oDa38OPP0kiGvY9fQ3Aio0/eCW6EJy43PRgk3dbKhm/zIHKBDL+MIYDeCqFCa1YiypxMzPiVLVa6yWjPYleopa/jfhbie1rNW27JiwuW7HrfZRv5Tk0RrbCrVPjkac+DaIxLGFGIY4rQTgiVIKhvZjNLCAquEQcLlNCkQgu2qhTYpAG/NJQuKadB5DGWa7QEYcY7TZsS2ceqsW9SviHLKh8Ci6/6IFViSHmC0jm92rcPaFkL2GcR+pCmeTmFyEcZiZl+njHYJViDJNqkrW8gSNX2mNKkb3VJodViUVRq+XGJ2RNGiU1uEJzpT6SwkKEMzndIFIAcRPRAkGG/YkGwYsp95lhMAngXicQqweRWsiweptkpjKIxWlBipc/QJKE1DSummwCX+q1LPhPXMDsoxovWgPjBptcFeYRBJ40O47jwWYJbdIPFIs148Rn/GOLvVGwUuy2vD24mG2IJAT0wy05xnHXnrR5RuaYJsKqoVpdbC7y5CJSvJdrsyXkkEucZAjamzYRMiA361++x1S6vb3gEYExBl2pSPZ6iQESt9Xhv2ROkZbddTfidmDbZFLJGVpDxa5IXdugT+ExYmHHGKcHB2rqAAiyQDC2ZHrNPnSBlJABrn0EQL+G2HaGKhnoJSYnDlgZGKH+x+CGlTj1sRpnU6JVC2TBoVOU4VNOAHtbFJwtCDdjGu0Ie/Ya+CZAGRNx3d27u+vtu/uLjZPzBy6CMtcQEyYBwWKqGMI3GBW02BQnUodsQYqlyU4C1sFlUgkYxusUrW4mEd5OWsOZQCgpKPKXb2BZX97XDAs9KMf8jLRzXb/igKB1ew0yHVx1HltBp5jg3WPxLHMZnh2g0AmtaHXK6sMyZEoC1E4VRImrFPhIqUV2aVEwFgKRzsLSxbihabEnKX5AaMgh3qUM4gGQLKzE30AUX1QaSXTCiGns8OvL4mRcYOEmj5DChlkyIZliEg/uMStjomEqySnzqF0OnJGu/IUOwWthNekuoA1YZB6wVM2en05vbeAb9HAVHqxmqxDVDVQQkLgkZOsBd9lSNM6UTGDLz0IZE/r6IO2CQpzcxKcQlalR5p7+6u+dmbvaMjH5fiqpYvEuRK0DLTvvEwgF485lYn2GcQeK2DIhllWamDyEUVPAM0UVVjrGi0HBnJpWxP6IvFSxvHEJA5IREETG6g9ZCgCciRNu/MTGXEWPOesyjoT7B6QBNy+Kii7LmxTdCzJbGRmVhAlLeraJeej+zBU56KpQPIJg5iCnNY0Ab+TLJzTgW7N2szUBS1q9nb73bB0Cq6ZmUpYo0ZZ1kSzuR/PK0/ZBQp8wyUyoRvfliINiWP1fXCUuG3KGnTrvrA5xp9bk2FiVDvZLWbRAvo0WZhugYJjkLbPERDDxFUQJkOd49pupyI4Gh13/NKKpQQMRkcwpVGlm1Mk/qJilLiKEa75tAcWQ3obArNRCO65EM4fl7P4InXrtYxQHIzPlfo0CtESZAB4P7BA352fH9v//8Ht/5PT60OcOoAAAAASUVORK5CYII=",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scene_img = Image.open(sample_dict['camera_0000']['scene']['rgba'][0]).convert('RGB')\n",
    "scene_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "2609faea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([3, 256, 256]), tensor(0.0078), tensor(0.8902))"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "input_tensor = image_to_tensor(scene_img)\n",
    "input_tensor.shape, input_tensor.min(), input_tensor.max()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "988623c2",
   "metadata": {},
   "source": [
    "Example Model Output:\n",
    "- Tensor of shape (C W)\n",
    "- Binary values (0 for no object, 1 for object)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "67234a68",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=P size=256x256>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj_masks = Image.open(sample_dict['camera_0000']['scene']['segmentation'][0])\n",
    "obj_masks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "c161cbaf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[11, 11, 11, ...,  3,  3,  3],\n",
       "       [11, 11, 11, ...,  3,  3,  3],\n",
       "       [11, 11, 11, ...,  3,  3,  3],\n",
       "       ...,\n",
       "       [ 0,  0,  0, ...,  0,  0,  0],\n",
       "       [ 0,  0,  0, ...,  0,  0,  0],\n",
       "       [ 0,  0,  0, ...,  0,  0,  0]], shape=(256, 256), dtype=uint8)"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(obj_masks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "ec7844a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([256, 256]),\n",
       " tensor(0, dtype=torch.uint8),\n",
       " tensor(18, dtype=torch.uint8))"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output_tensor = torch.tensor(np.array(obj_masks))\n",
    "output_tensor.shape, output_tensor.min(), output_tensor.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "af7a9f46",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([256, 256]), tensor(0.), tensor(1.))"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output_tensor = (output_tensor != 0).float()\n",
    "output_tensor.shape, output_tensor.min(), output_tensor.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "c9250047",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=256x256>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tensor_to_image(output_tensor)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b2ec275",
   "metadata": {},
   "source": [
    "### PyTorch Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6380b36",
   "metadata": {},
   "source": [
    "PyTorch!\n",
    "- https://docs.pytorch.org/tutorials/beginner/basics/intro.html\n",
    "- https://docs.pytorch.org/tutorials/beginner/basics/data_tutorial.html"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c766f185",
   "metadata": {},
   "source": [
    "For simplicitly, we are working with just one sample folder!\n",
    "- Feel free to extend this dataset to allow a \"root directory\" that contains multiple sample folders!\n",
    "\n",
    "Some other important dataset design considerations:\n",
    "- Train/test splits\n",
    "- Deterministic behavior (for visualization purposes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "05fa2425",
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.utils.data import Dataset\n",
    "\n",
    "class SimpleDataset(Dataset):\n",
    "    def __init__(self, sample_dir):\n",
    "        sample_dir = Path(sample_dir)\n",
    "        self.sample_dict = get_sample_dict(sample_dir)\n",
    "        self.num_frames = 24\n",
    "        self.num_cams = 6\n",
    "\n",
    "    def __len__(self):\n",
    "        # Total number of unique scene images\n",
    "        return self.num_frames * self.num_cams\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        rand_cam_idx = random.randint(0, self.num_cams-1)\n",
    "        rand_frame_idx = random.randint(0, self.num_frames-1)\n",
    "\n",
    "        scene_img = Image.open(sample_dict[f'camera_{rand_cam_idx:04d}']['scene']['rgba'][rand_frame_idx]).convert('RGB')\n",
    "        obj_masks = Image.open(sample_dict[f'camera_{rand_cam_idx:04d}']['scene']['segmentation'][rand_frame_idx])\n",
    "\n",
    "        scene = image_to_tensor(scene_img)\n",
    "        mask = (torch.tensor(np.array(obj_masks)) != 0).float()\n",
    "\n",
    "        return scene, mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "8b9b13b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "144"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_dataset = SimpleDataset('ff5da6d6ecae486bb294aeaf5ee8f8a1')\n",
    "len(my_dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "e24570f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([3, 256, 256]), torch.Size([256, 256]))"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scene, mask = my_dataset[0]\n",
    "scene.shape, mask.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "56f05073",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "image/png": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tensor_to_image(scene)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "f4a066c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=256x256>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tensor_to_image(mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "fb27cdf1",
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.utils.data import DataLoader\n",
    "\n",
    "my_dataloader = DataLoader(my_dataset, batch_size=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "d782e7ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([4, 3, 256, 256]), torch.Size([4, 256, 256]))"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "input_batch, target_batch = next(iter(my_dataloader))\n",
    "input_batch.shape, target_batch.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9857b235",
   "metadata": {},
   "source": [
    "### Model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6be0d2fd",
   "metadata": {},
   "source": [
    "PyTorch's `nn` module is commonly used to build various neural networks (deep learning models)!\n",
    "\n",
    "We'll start with a simple convolutional layer:\n",
    "- 2 dimensions: *height + weight*\n",
    "- 3 input channels: *rgb*\n",
    "- Input batch shape: (bs, c, h, w)\n",
    "- https://docs.pytorch.org/docs/stable/generated/torch.nn.Conv2d.html#torch.nn.Conv2d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "06a70afb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Conv2d(3, 32, kernel_size=(7, 7), stride=(1, 1), padding=(3, 3))"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "conv1 = nn.Conv2d(in_channels=3, out_channels=32, kernel_size=7, stride=1, padding=3)\n",
    "conv1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "cf0ebd7a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([4, 3, 256, 256])"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "input_batch.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "7a1126db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([4, 32, 256, 256]),\n",
       " tensor(-1.2363, grad_fn=<MinBackward1>),\n",
       " tensor(1.2123, grad_fn=<MaxBackward1>))"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "conv1_output = conv1(input_batch)\n",
    "conv1_output.shape, conv1_output.min(), conv1_output.max()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b148ce4",
   "metadata": {},
   "source": [
    "Neural networks are composed of:\n",
    "- linear operations (matrix multiplications, `nn.Linear` & `nn.Conv` are actually just matmuls!)\n",
    "- non-linearity operations (`nn.Relu` - *all negative numbers become 0*)\n",
    "  - https://docs.pytorch.org/docs/stable/generated/torch.nn.ReLU.html#torch.nn.ReLU"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "364b25e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([4, 32, 256, 256]),\n",
       " tensor(0., grad_fn=<MinBackward1>),\n",
       " tensor(1.2123, grad_fn=<MaxBackward1>))"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "relu1 = nn.ReLU()\n",
    "relu1_output = relu1(conv1_output)\n",
    "relu1_output.shape, relu1_output.min(), relu1_output.max()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ebf4b7b5",
   "metadata": {},
   "source": [
    "We can compose these to make a \"deeper\" model!\n",
    "\n",
    "Remember:\n",
    "- our input is a 3-channel image\n",
    "- our target should be a binary mask (e.g. 1 channel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "73000fb1",
   "metadata": {},
   "outputs": [],
   "source": [
    "class SimpleConv2DModel(nn.Module):\n",
    "\n",
    "    def __init__(self):\n",
    "        super(SimpleConv2DModel, self).__init__()\n",
    "        # Define multiple Conv2D layers with 'same' padding\n",
    "        self.conv1 = nn.Conv2d(in_channels=3, out_channels=16, kernel_size=3, stride=1, padding=1)\n",
    "        self.relu1 = nn.ReLU()\n",
    "\n",
    "        self.conv2 = nn.Conv2d(in_channels=16, out_channels=32, kernel_size=3, stride=1, padding=1)\n",
    "        self.relu2 = nn.ReLU()\n",
    "\n",
    "        self.conv3 = nn.Conv2d(in_channels=32, out_channels=16, kernel_size=3, stride=1, padding=1)\n",
    "        self.relu3 = nn.ReLU()\n",
    "\n",
    "        self.final_conv = nn.Conv2d(in_channels=16, out_channels=1, kernel_size=3, stride=1, padding=1)\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.conv1(x)\n",
    "        x = self.relu1(x)\n",
    "\n",
    "        x = self.conv2(x)\n",
    "        x = self.relu2(x)\n",
    "\n",
    "        x = self.conv3(x)\n",
    "        x = self.relu3(x)\n",
    "\n",
    "        x = self.final_conv(x)\n",
    "\n",
    "        return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "f365905e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SimpleConv2DModel(\n",
       "  (conv1): Conv2d(3, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "  (relu1): ReLU()\n",
       "  (conv2): Conv2d(16, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "  (relu2): ReLU()\n",
       "  (conv3): Conv2d(32, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "  (relu3): ReLU()\n",
       "  (final_conv): Conv2d(16, 1, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       ")"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_model = SimpleConv2DModel()\n",
    "my_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "e772b7ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([4, 3, 256, 256]), torch.Size([4, 256, 256]))"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "input_batch, target_batch = next(iter(my_dataloader))\n",
    "input_batch.shape, target_batch.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29903513",
   "metadata": {},
   "source": [
    "Let's visualize an input and output target!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "9f2dc870",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "image/png": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256>"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tensor_to_image(input_batch[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "d7db30d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=256x256>"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tensor_to_image(target_batch[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "b9497c17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([4, 1, 256, 256])"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "logits = my_model(input_batch)\n",
    "logits.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d8646f1",
   "metadata": {},
   "source": [
    "Outputs should be close to 0 and 1, can use sigmoid!\n",
    "- https://docs.pytorch.org/docs/stable/generated/torch.nn.Sigmoid.html\n",
    "\n",
    "We didn't use a 3rd ReLU since our last non-linearaity will be a simgoid, otherwise it wouldn't be possible to predict values close to 0!\n",
    "- (All the negative numbers turn to 0, and 0 into a sigmoid is 0.5!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "1fe4ed80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(tensor(0.0093, grad_fn=<MinBackward1>),\n",
       " tensor(0.0707, grad_fn=<MaxBackward1>))"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "logits.min(), logits.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "f93900e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(tensor(0.5023, grad_fn=<MinBackward1>),\n",
       " tensor(0.5177, grad_fn=<MaxBackward1>))"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds = torch.sigmoid(logits)\n",
    "preds.min(), preds.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "7629cb34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([4, 1, 256, 256]),\n",
       " tensor(1., grad_fn=<MinBackward1>),\n",
       " tensor(1., grad_fn=<MaxBackward1>))"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rounded_preds = torch.round(preds)\n",
    "rounded_preds.shape, rounded_preds.min(), rounded_preds.max()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9ea996d",
   "metadata": {},
   "source": [
    "Let's visualize the model outputs!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "20f7f62f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": "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",
      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=256x256>"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tensor_to_image(rounded_preds[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "538362da",
   "metadata": {},
   "source": [
    "### Training"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b72fe159",
   "metadata": {},
   "source": [
    "Now that we have a model that's able to provide outputs in the correct shape, we'll need a loss function:\n",
    "- https://docs.pytorch.org/docs/stable/generated/torch.nn.BCEWithLogitsLoss.html\n",
    "\n",
    "Note that BCEWithLogitsLoss takes in the logits directly, sigmoid is applied within the loss function for you!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "a5200bed",
   "metadata": {},
   "outputs": [],
   "source": [
    "loss_fn = nn.BCEWithLogitsLoss()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "8329a361",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([4, 1, 256, 256]), torch.Size([4, 256, 256]))"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "logits.shape, target_batch.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "99d31160",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([4, 1, 256, 256])"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "target_batch.unsqueeze(1).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "eab0c51e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0.6992, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loss = loss_fn(logits, target_batch.unsqueeze(1))\n",
    "loss"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8881ab00",
   "metadata": {},
   "source": [
    "With a loss function, we're now able to apply an optimizer on loss values to *train* our neural network!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "f0e698c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Adam (\n",
       "Parameter Group 0\n",
       "    amsgrad: False\n",
       "    betas: (0.9, 0.999)\n",
       "    capturable: False\n",
       "    differentiable: False\n",
       "    eps: 1e-08\n",
       "    foreach: None\n",
       "    fused: None\n",
       "    lr: 0.003\n",
       "    maximize: False\n",
       "    weight_decay: 0\n",
       ")"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "optimizer = torch.optim.Adam(my_model.parameters(), lr=3e-3)\n",
    "optimizer"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f46c4b4",
   "metadata": {},
   "source": [
    "Let's take a single \"step\" and see if the loss improves (on the same sample)!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "a77a1ebe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0.6992, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "8416f12b",
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer.zero_grad()\n",
    "loss.backward()\n",
    "optimizer.step()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "44126ff8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(0.6982, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "logits = my_model(input_batch)\n",
    "loss = loss_fn(logits, target_batch.unsqueeze(1))\n",
    "loss"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "806fc7d4",
   "metadata": {},
   "source": [
    "How about 10 more steps?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "0700b846",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(0.6982, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.6939, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.6880, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.6805, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.6725, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.6613, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.6502, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.6335, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.6130, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.5889, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n"
     ]
    }
   ],
   "source": [
    "for i in range(10):\n",
    "    logits = my_model(input_batch)\n",
    "    loss = loss_fn(logits, target_batch.unsqueeze(1))\n",
    "    print(loss)\n",
    "\n",
    "    optimizer.zero_grad()\n",
    "    loss.backward()\n",
    "    optimizer.step()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "630fe900",
   "metadata": {},
   "source": [
    "This is a training loop! Some things to add:\n",
    "- Use different batches\n",
    "- Learning rate schedulers\n",
    "- Batch size\n",
    "- Metrics besides loss\n",
    "\n",
    "It's important to split your data, and have a separate validation loop to ensure your model can transfer to new data unseen by the model during training\n",
    "- Validation Dataloader (new videos, and even new objects)\n",
    "- Metrics besides loss (don't compute loss / take optimization steps in the validation loop, otherwise your model will learn on your validation data!)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "375da300",
   "metadata": {},
   "source": [
    "### Inference"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00b043bc",
   "metadata": {},
   "source": [
    "Let's step 100 more times so the model learns a bit more (on this particular batch of data, possibly overfitting)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "12d1aba3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(0.5646, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.5505, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.5345, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.5215, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.5171, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.5042, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.4904, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.4766, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.4666, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.4602, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.4551, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.4486, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.4414, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.4322, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.4215, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.4156, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.4123, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.4031, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.3952, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.3866, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.3756, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.3635, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.3542, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.3462, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.3341, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.3296, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.3274, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.3089, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.3219, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.3064, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.3099, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.2937, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.2983, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.2843, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.2880, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.2785, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.2677, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.2653, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.2630, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.2562, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.2491, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.2411, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.2370, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.2343, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.2266, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.2202, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.2167, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.2133, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.2091, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.2041, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1990, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1950, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1916, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1873, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1826, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1793, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1770, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1738, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1705, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1678, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1647, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1612, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1587, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1577, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1571, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1578, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1529, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1484, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1476, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1461, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1436, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1408, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1396, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1388, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1362, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1343, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1341, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1330, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1308, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1289, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1283, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1275, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1258, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1243, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1235, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1228, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1215, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1199, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1185, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1172, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1168, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1158, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1142, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1128, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1120, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1116, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1111, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1105, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1092, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n",
      "tensor(0.1079, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>)\n"
     ]
    }
   ],
   "source": [
    "for i in range(100):\n",
    "    logits = my_model(input_batch)\n",
    "    loss = loss_fn(logits, target_batch.unsqueeze(1))\n",
    "    print(loss)\n",
    "\n",
    "    optimizer.zero_grad()\n",
    "    loss.backward()\n",
    "    optimizer.step()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2f422bb",
   "metadata": {},
   "source": [
    "Let's visualize the data & model outputs!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "509bd308",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([4, 1, 256, 256]),\n",
       " tensor(0., grad_fn=<MinBackward1>),\n",
       " tensor(1., grad_fn=<MaxBackward1>))"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rounded_preds = logits.sigmoid().round()\n",
    "rounded_preds.shape, rounded_preds.min(), rounded_preds.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "171d5845",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=256x256>"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tensor_to_image(rounded_preds[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "ebf0c0fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=256x256>"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tensor_to_image(target_batch[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "4a7acc19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "image/png": 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ZKnZEUXiA+XFWvaEglY9QA1pkpnMGjoI2fknlFNHMQxIhco8q1VG5oQyHRrEPRz5ZO6NZUzy0QWSnoPTzsEZZIRBKnChl4YLthiHSY+uYJNyQwgEklsY7Czy3xcxiyKFrkuevQvnPHPLRQRE9ebIql6SjzDgQjOoZhR9RZEYVdyiH1CMOZcIL6CkPWCCMSQoWjQIAehMKdXOCxS6Bvig7BHU4qDd4yLPF5XcCUJ5MPKWAKgGHSRRgLK8f6NwlcZdXZPEmh0RhEQbitRLz3qMAkIdxuHU8mQulZrK95O8UJ+wuIboSIZjgPLfBScW26E2NIk3ZKZUKGeXgGFJRvtBVJzETUsRYQAMTfzZdZgtdRLUjA3ymQcM7IvADHBrJZWQCJFhSNiHQe10PGCAkDpXUZrizrhRhkF5cNdpedaymymE+UKSIWJMXfHEjLm2YQlR2aBwsjhAUCVfSJcV//KyUXB1VrUuhYuaOq3dEwQ0VkOeAaREkIm1W4JcB7kRKBNrJVLgVU9AAL125NUlc+nT8haZKTYQqANaiglJAhceuclWKB094FieQxhSml63nEdPEYCzdDOBDMXFUD1AMzvkPA0WT8Y2SJc0iav4XvYSWytJEKV3QcK0UppOj7exyRBT45U5N7ySS8/ghKMTiH8WBoXSguU2oCjcwVhxD9SJjIopgadLDODnBEP8p+fABStA6YVqA6ZURjPUmEoiSpZCy0EqaEmcrHDH9AnESAQ/ntikYxMUXXCUch/nywIolQal2wSx2kOJzxXCehVVsr3ceRpo1FeVAmCwyCmsISUIhnGQ4sT0JBotzJLvUn9zHG0xHjKgThBTbCZtOkHzzB0RCb7QZFVCMjJvIGnQmyEyImhKZKct/bZxHRQRIur+QKEXQVRGUUpQsqKVWykNUsSQEWEnO5JqhhURSnCdQgPAZRQUJZaC5c/13AhYUYvPHo+ABkzQSRArfFCnFi/QQAt7Em7Iq2RI5/G8dQsqCs1AMxr+gCULIcR8XBQQEpTzXPvFJ5fVaaUQlVRpwc62f6EKG03qjIkoLAEvWmjguAJYsi6gY1qpUjky4G9o8uM9/ikoeROCXD22sQbgKdbPrDREAT6LSaYW0rrEprss9nQVZAb3DfYng6mBhiMtt0Yl0hfT2hpxr4lw19Y6DEA9P0JCkoLImFeXXTnJlWqENBpdSprIXp2J2WR5uGLF0cMiVOMHqn4ncR7k+3rIIR1o9qJQyEgpMCpGG56YTu0vUKuFHzgtsrFtcp+hLrmTACMLDvQ2rLr1UIunJXUGys3S4RH+quwCSsuPWqqBPw2rhHJhIA4AMMPzA7aMMhRH9DWRuSxIWFXkpKYzKAqGVv0BwLl1EgMpkAHwGiNBVN4umRrvJhnqVVQK5LSE86HKR0HwCZR7qcQ3RTA5Cs3iV1MBmiLUbpCoLWxDDn7lObigJ+84rRK/mpFzaLnJlXkUV9zXTMuAufoNGi+oCYxgttFAZKfZnrF8QBYmxUomL5pXcnKI3CxqVSqJMqlD/qwoKkV+y9Q2i3oLHvis1QoiwZ8XYQPxc0U3cYQFpaIROUAEOV04TSBpyO3YhkJ8woHrNL8XBKZfkO1lkzx9O5ErHTYxInKO4iTcHeLmPDPYHpGZBmfeAidCOvJqQbH5JlC25kFGSrDQpy5kyQNmPRIfi23FFaZaFkgA5eE6u+AtYMEuTFIpzQC4ElFhZ1Vaha66UOYdbe2vhyQipgFQnBzYeMQnkonPuQFtZLtP7UjOWIJFqyeiN583yz+F0B7z/BR0Jyru1MYehl4JWR8FLWE0ubh2Dhlcmi+pQp2BARagQ5olfVKkGADRYhBBu9Y4AOpawZOoJqaZTQD9LYYWVfDgR200rZBEezLqObdVosN5bV9J+pQcRqtKwKiYcIGzMF3QmFsRhNKyUBJUrByZF82EYUyqNWJ0O1g/VjImsaagzAwZ2LZhS4ETRVPmGzhE/oJzyqNyd6EiNCQsSEKegiuByh1kVFACqbpxJAj73FamSqjkFDG1wl8I+NQGL3MuQLJcqEaE4USTp+l8oxqMsD4sitYS/2pULjht7Wc+A4RAs8ACSS2JmhxRTm4mYDO0nl4EvxqQcCckWt5oRggRVD8+yy5XOKKFYsIB4Jo08/gfMoF5iRCFBYgHCJ4AkvtqghUO8X3FCUbTpKZRS3haWI21kN41Eki2vxljbpUKY+VFg4496udGMoNwpHFqlehRUWUVDWUZrYQyLCAEs2ogqIhERBEQWib5Uh8LTxyDxXcXeEXMBrBGq0Wa9BoeQlgZhiFLHZUCx5Q8DiJosQsNqZ1yKGRekoyD8AAAiz/yTH326VHtlk2OyQKzdRSusKWRFRdw5sV4SASPq8CCMZc4aMnzKk4u1UYEUJU0SU2haUcz+pUX2DAc+VgSjv4WYbZn0aGqB3glGggelyw/Xylp+FO7GV9AIeDL8D3Ww2TiHY9sicIOVCE6S5fT+3WFyNAhu0qWWyS8QAoiYajPFRRe9AF5URgpokxgxkCD2k0+Psv7Ra3BCHIS2N1GRgiUcghweKKlJFFAOihW5EEsEgZ/4A5owO6pTasVJeVAQOE3HhjXnfAsJcJbOqkQ41JSHAFETadalzKeZr2ORIxi8aLw4DXdFWJFwaBU9Rv3Ir3CUXi4N2yAGYodBsM3KhisJ3ESSBuE2YlCQ4gU4BoqMEcrVMVwokn9GaDsE/siCwobPXfBWOuCzXs0JpTKhKWs6MvwIDDnrj2W9DhIuxUizwy+EonP4lFLJAkzgYpF6zQoaavLBBRUBhYrLX0upFDmUf9J0ezCFMDm7+dfkQdQsakv4BNgj9KCB1r3jR8cBq+hyCBJAiZEKkqCSfQDAVk6BAUEBFjt/iiKmomvxkV5cMx5FuuyXFeERSmBg0ldngSfVnWTqlCWDy+JaKQ4UHdhvLAPf0ILDslaMIhQTxJpNnib2UEJqFx6pT8iiyAp6S9zYINfe+lPkMBLJEX/4lZrOmCfa84FWLEcRuxMBkFU1UVSh6SlNNIcBlSyewp3XII8/2bmCM1n1L4LwX00Kg3kBKzjj5TqJZKwnFoFC0pUz8GWQSr6HygDZrr4JnKCAViu+acl0cw4llinLFi5kILrwHH2QnqzwGHkLBakAUJiIlJGONFsGhxMeFgWKBOGTZBGSitZY5OK1j5ZYviZ44QZY3TwRpWAhE+8uXiJQ8IrohnUEhj0IoxgoMOoPQQUqB9TJUBkqDVpmyBIXVgablKSoCx7c7HIDIpMW8ck2HgEFjqQAK0J+4Xe5WNHVI4nbAGgztZ5DrkARR9FLoOJMuZYUS8C8iKWDU1Mo+DbLB256PoUxdLpzeopECUCmQDCUB/W8ymSENv5QC9VPqGsBHTqRuJQKDwVzeIC+mqJjmcTwEY2BDQASOYdl5QUWecXKIBhVGJKrq6XDvoy8sB2swZ6q1gpY0HJg1LyeYnGwggq1MJ5JqCVfTZCIxRGZG+ZkQst+Nqhsf6zZ6j+M2Ap5GQkihORAEvepNrPWEFY9YNkaZX2DDWmDizdyYSd/ZhfIeJVoBYSUoBACQ/Gl4uLBZwm9yhhRxmx4oxqzTI5CSvrrjdOgSGv6DUAhs/N2GIKaOjCOakWjSIJqeLNmiztaCqS6TRaYQ1V8RQ7PKlzxSoFwhl/EDNqP/GRaJqVEEu4oAFklk4Gdy5kTfOaWAT7k8T7XD6oUmcsBQSGjlxAqTdlfdmKAd1WCEilZ1CrNlC7E4FCyOkt49CZ1W/SGCOiAAC8pio30MUAUqZEyOhcQ9YYrXYrUIFa4xGBcAypqO2ohJgOLcNJJ5ZEp66/FSKIc2OT8xl9lBt5MiDJt7W3iOetFdjZ52yuZCsSxAyyCrXmKTMINUcumggWusGtoB1VBCMqli+zxGRL0nFQP7WLFE7tHmbzSO6PKdDigUkauUtatOShfzvlHOpKiYDq4SSbBH0gEsEQxdJZefvRANIQChCiommBMZtODjbxEE0NgoROpZBrAYNzJTlFgymGueMDGP4ilaNGREVHOSbOmhIB4YljAkYJfkHpNuqb0IYWNiVmkkW/gKRQKo4pY8m9YgG6Tzmm9XtxLqdKyo2EwStdf28FyTW5EAw8ZmsHbzO5FZxBWDuZezEjUhB25DrzaMSO3uX7HjtIXXy+5wAcWG0U/N8HCXHignK6ilEEuTmnboDkQZsKB/gkvd4KXiIWi6DfjLbhYRmWky4S8KzJU6I4jAgDhjzRQG/JBjJLVnNou8JE9rUfA4mRBKFrVokFhwDLS2PGKQKAplSycaRAFF4oXp/QDBpHgZHaVsYgeIBdkhx95FVaJRK6uvVewBAtJxUeVzU4GxcKLitKIgiMvA6+Ib1FBUUDRRkqYRSnLJpdS4URyEKKSoEekVP0K7AQAt6DxlRcRlVN4L9IhmtDe3BhNNWtHDk1k5wIZ1EjQ5SrgDppBjy7E65nk8kd19Dp3KF0CkhC6wMdcoeGj2XS1gU7HDkjpoyd+nWC7QaXSZEcJ9XsVIY0c4i2MpCCXcAxEeqXFtM5g7eQpBVF3NBWubqiQtauc8QmQh5twf0OBm1AGNpf6rusSyE+Fpwxc4Al4ixTThWBXFDBxNFu7eBQgmc4Du9RkhRAGRsWRmxsW+F+owrRASFw0wHW0IX1ZsNbEs62QwLHURI8ni0Gq3sZlqoLs53GkufF4wOm+3yjW+BIq+BUgHviZ5KJAr2NO4RNrAOBa5pW6EFWNQKEOwlmRwHM4hI1ycMeFPdekgwIjCAQtkVIb1Y8HaenyAEpxyVV9RU5OZEwGRGYPDanUA5OjPgcwOf9AolOGZMxmFcROQHNbaqfQqcS2bqHKSbXJQGhqXwlIdXckXdLkxA4Je0IgABPP/JNnD7mUGY6dK5OHB1E2dM02YKb6hjtkCjVO6iAklVNCIDTthhNSpXQzd1bIgYQy4IeBxFsReojDA07QQq498VcgCqvqL8DaEw5kJlU/yjQFFzLKMvHP5ksSoiDVjyyDEURbKlVCueWiZMkQU5q24LINEI4CEbLlIbG/2Md2s/BMyVxQBMMl2IkPYA1CZgwFKq5FxfjGBVcBSDwypsf1KVyQWlKXS6Fog7JYgPK4RFFSwcAZurZI8bngQczohbxyFemKjMhrD2q3eUKoFR0qmq1oTCA/agBxDIjM8IJTF8uFxgVA4YDwIAflIKAiqgHdwJ6SyXQgZWQHywVjALsupIQnLiwpHp1SyOT6qhc3HNITdeZfcwH90DKXdhyId34JeWmRUc3Dy+KRhAQtWg6ZA0NJ2flB2Ie6fClrSPJANElJizkKMzLkABqEZIW3BDr7zymef+Z6pAOadGUMf6YmFwi6VZgYdknRgdIhDHty45F08aYIkhZtiC2Cqi7Mn1xSKKFQqQN4BqV41iW3ySoIsa6I05GTdtGShIyp3HJQ0OoB2nhD6T/Av6zLLs5InhVDFlMXYYJsY8UNM4HdyZGelb2vFNBwKMNejGjkJnAqgUug9D4H1NzCHyHIt0NlL8RlMfzvsBe2dnQLf8Vkagt3DtPpbP8lecUUSYHhWvGRRK9NRCcTbgw+YRmVwHsqhvfAy6H1Dd7SWBUiMrjjio4xP95S1NkCDO4sUDAWllU3KVY+waq8G8n1fLFgBYHtlMeNcPAqXU9yFn4oCxsATacLEptOJMuxjhJbklUsQiGuLS4DwUpK0JksFyYLA4b0DpXTuxTMJbn4A4S4IKHILwDFs7STygM3tmaFQvACXegYqAo6UtAf+Cmalod/3GFnkCU5hHUF/YlC8hKRUbcApmycvApySsEMRxGJC2DwXYWSWf5F1VwEn4Am5lbMEULBSeNGF4xNfEhMSlQhHvDTRKRAMpS9iAI86d6iIzlhCjKvR9ZjFBDCcNiWHoCyJLwINGr0AXcIRsPI7S5sCVJUTTE15gns8qkLgkemUY5ve+uXwenKAFkHbKdpk5O1Q5JMAUgscpc6hhKs8HAoNwUAWDmG4s4twaThdqMvqjek4SPWURWFt1IcwVW1A0WXQsh3WAYaSEdj9JwYZ7baTdJn87mTyj4OFwvg0SaVMh0uhVdfcCRNpI30nXZrzqOU9Ro8ZO10B5hMF5pAqsedeuJS5AJCMMc8ZugBXBOWdIVQ/0tGijQASDtYcJKietCSXDROwfR8BUH1RS8hVMoZRwC2T5KIWzCQosDFJ1QgIdCWHRzJgRkCos2OEugkIEl7TpmbA95VF1KEM0AsrZJ0JsiLiwQPLwo1FShpcj17GzcCa4FDEFrM4mppfE2HQzCEltYGuHAVFBIywaMgl3/TIJSAJIDY5QOJoikuhJBPcmROeI4wm0TxiRc5i87BR4a61E/8BR6/KjEISHHoR84OA8OwBwJciEVSaizcwk76LUnWOjsIPQHYgtkxFr2LTGfLpNij8Gg1lOzVcmGghCnyJSMGpcCvl8tFjbnZvE+AQYFmrVi7Q73SulizRfDPkvJd2ewhCq7oRDSkU1NhSE/iNxnQoyAkcmjCctiiWUmM3KRgHjdfi0icKcoPzErLm1iJx9dIAKC5PhUSmXVDOIruVG9ViacKtjviJTvsFk6XBtbVB2VvcvSeYrm4DjdgQGnMbCAXBRUP8u/2CoB8mIABeJSNeIAcowZuTIeKbLpPQeyhNObtOnV4RUEiUMpQBIaVgZ50OMEGDJ7FJ4vyG82o5pKQ+2TEJ7iS4SgASMDCqMxIi7iYXP0zRzQoTLLFDwPvbtG6DGOuTJSr61iBAlzCp4TTvANB0KRgmIxt07+3NELhVImtUM0jYee2yojflXnRGgj13GjkBrPMKESmCor4UAQkOkeaDJ2FkA90h0rp/BQJSCKlUat3Go1hp3E5nl7OFu2mXo0FUARcAskiVWnGwbT6rn+i3FJEUIAgIBH1oQ8Jn5tcBmGqipgtIo/UHw0ZfYXjHRLJcVBb2HYIDdIpSxmRGke1XymoXLsuKVk6u/0VL8WvQwCta9rLEhV6IUMTGCS8o5RgKWKhdDqNvkhp5COD/9R55CFFrIgXGSVCF46XBnc+pDqc3brBLUXSdA7PmEpsQkkYm8NeVBe3gIz9EJ0YNoTjXvGNkeEU6qXzIAYLBq2agi1l4IqckEuXIHdSIxMARc5cJBiJXeZCB9ZEFbbiIlyRopdndCfTkrM1MCSHlsgozzkK5NoXyriJeIUxrsHBgcPRUQRDUTRlkYxc5nPZWqqMVaQRoeCp1W6julKWxMI2pcSgSjnAWqq3DJRD+fmh4oZDAFTRjiG49Ro+SAiAhX7l0d0mVlht3r46b2+Wnen0zWTdPiDWWxpuUQvVxWlnrhU5SvM2puUMO0XLXHIYPVIZACz6xYbl0m5TYZwzig63IKRUEuSQW453AoOB26Jm4PnVI/RxDR0/1K7xGzgUj9D8WCb/oxDuLEaa2jNXZuQr9g8RcNrlYMhvH11pQWVXmKTCRuQP3pBJ4k4nvuBptAA3PboIEQ7i32BOdQtSESsmOOGGawKQnMKUfO1CprlmJonmD7fTIwnzpdCNI+HQDvjQiNWkaFz8qTDS2NW9QlAq9HfRBCtzNBMqiT+bHRNbQBpSjlaLQmUYKtgdzxCrzrerMbIS/pktpVieEmol4FLJ1HCeaimBSBVKghQChj/ZkD5pOINdeUDNKoyEGXs30vFsQwGBVEViKPloOGhFIkTE4B9Mgif65/9OpQXJsNfv1BoHvS5deB6HL/cbT1+PeDGXOjBuVjvddvEuGKM4PTA5l1uDUV6l5F88VTbBLWf+N5XrcmVyhdoT1pXWTG6iTbKQAcgbLhG+POdDjET8PPbLFMYOHyTUjf5ZBgwhVohakezQ41A3nEjdxYt/eWQW7gSAC0RQCp2lILL3ISndyWqQCm9WvI4LisExxXOtzEqhakgqWINZAc1CWVQKJvSRiJSSCEWyOLgVTyqlN0VtcUG8lHwkk0QqFo6OutSMDKljyFpItzcFKH6wD3fQ1UGDFCibPyQlgwI2MnEUrck7cll1A508UQlRyUpX0UTNQXA3dCaxsKVo3kaYwECC3nGIpgZqF4tYGRKtyzu4YKMsXFocRcuu5GWvGN4i3pOYC1WEqsKPJsE2MiuEOiJTOXIb6uFT7B7FT4VWeqGAPxju3z04XF5fvn755vbt/b1h5+7dfqfXGk1XtOAvR7Ntu0GvSz75MyYm9oAYtVKngrSoWGtwlLgSpaB3qZEYG9DPCUzYIRVBPFso5t84KxITW6gohdtgLQQFKwj1WbVSWa6dLM+W+fCkbDksTuLuBj5giB6gGvZHkhrDSMqL1WFkR5GCgIEToIJK4Ojdfpqa8y+Rp/hdYVAK8iYzmgg88Jck1e0vP/YcMgskFzFn0VFaP+l6yIAFE1wLWuiLnM6MkOosPRAdSHFuBLdwKHtOzKNUIV3CpOhjjlBIW8EtHAcnRZg24ppC8hDrlkfFkJNhS0c/XnAJV6nDBoRwrE97UHix2O0oAZjPhdTPzhOiCiHDZ3RdikNAFaajFnnVYjlUiY/PIqF6LMwkf+dK6hzuwmH0w+WuPKmq0PkZ0MCdLTHmH3YGy+ms36ks5qvzk7PzN5u3V6urOb2h2snJfFFZ9ve64KDnhvVpkBorHC7NmOLj14ollcIe1gV/+pSqRP2QlQghBxkbIfaNRKiJ7pVnSoEJ00ZKTUKPEHraKXisbpLKbEBMQ7p4im+Sos4F9sygIjRIBYBb0ovfIH1SdB1A4tCeuVErngHgDOPgtxSHYEnMhXQFi6+k1nkNJKJZ1SkgbulwSczgAF4GIg+UQYGFwItSb3gsFC0IH1KVAY5C2iJRB9LJEGKWX2zDUTyDPJCmchVsqtTyQahQIAZCuylsIUHKDoBElRdSWkQDkIUaAs5/DV3KcSFCmdyxym0pgmjYOqVp7qAHLpFy0BeShRs8CieG0AlCsVtCrgufAuy40D20b1y8WJRcOAGFvKqRsGR/8p2bAe5PEaVg4h71d1r9QW05nYxXbHdSbQ4HzfpmeT2aNbqN5ab6fL6eria3KnvhDsv66Qb2BQKRsoAIYrDIjUygegbL1mmz4jbw5I3833gbCVgrBUmGy/Q+xZBOS/TCNUalpG9+48pZsBkH98RvoQ4AdKnE8ABYEtP6gwoSGYepOw7+5UL2NAgiFI7COX5PIsxkTq2Ik0LwLtpIpOvoW2LQleEQVGaXfIHgJ7qymPAxSUjF+wMflGE3ugp7Uimogs62K+lBp2oopJET9fgf5UYNNeZS6OuhFEuGKGcUUpjJtAe0KeI8NUhSHXbOAQMoytYDRncOFO+RVhLjTKEMEzqQoS9chTqXxauiBhXghdTTU0IGAACPH8gfIP4CJyNF9rQDAdOXYhqykbEQQueiVT3+cbnLhZlUKgpJNXh3HHCNbHHO4p4UgXOiauC0vfJsqx/ee3B3uFhv2tVa8/Rs/OZs+ui48Y0P9+larbb9w73Oi/PJZHtNkEJRcAJ7zgKBRYZVhD8k45acJWDqTXAlDNjSwJWiUlzWUzVhAQYskokNYHZac0QmDCNOUooDkavbJ7iCAe5FHEreKqyjH46irJiKoobRwqgXYLHCpGYaqnmhSaZAUMpypr5hV34imQVSL7QQmLknvcYccr4GwtNDNhxHLySiHBh2dkjns5iK9hA3b5eWG/BwyzVWgQHZtpokSWLyqAzR502GA0G7KKlssMel5NI4ckEpUMVzMEeJ5Lo7qCgYWaSI0gp1sBelcSbNtkZwKwyc5CQfN4dFyS1Bjn496pNRWE4gKGARU6FkvdhamnaAoRG9KWRBbhEyI27UYwa8ofT4PIAAC8+hvAzlNF1KSFZq/qXewg8EwBisXgNXKCiUOtVLwemdlo2Msrpptzv9TmM6X1yOXSd2ejFfLjBqrde2llc2k+OD1qDfOZv0Xl6fgxQnwxDljTWXlkmq+Jgk5RrCXIRDWUEqQW5Yduwggxq+6CCahTcTowMdXTxaRgwRVAAeSBvUU0zd+LejGFk0IbnYgHgYR4RXJ4wV2lJ2nFJIfsBmejJzETvZammC8MMpSo4dQKpprbq8QrBYLSkaBkLUG0j7hkThXx9BgmIAzvKbCSVQxlkLJ6nhMBNBYKdIJThHhiuuTAj7tIHiSTnEMZaXoS2q03PU4O4oVkhoVJSCLZVENrzwABiZxW399866tOOEFXWEuaIjIrF1rNTtACOrxSGq08qUmhezZlMZoSm/Kj4h0cgYDqWXGsI/Ix2IcigCTNy8uKe+Ar/ThoEJEvyiZre/kz4Fbh4JvEMCQKqS7EECAYEUlwQskQRvaDkfP7zXaHS+/PItdeDhcefOfnMxF2Yx92GDLfx60m9WB3vVfr3/xelkyaY62BFcqdriT4yRusYmIVKpESm9k9BLAKSd+gCLXBSZuSjFiLEm6kv85wgO/mlLYCMAIPySI6ypKashCb/StebsrEuFkT0VR13ykQ7EKcu/UtbUILTUzfAjPmYOOCVaWi24ApNjGzzBpyfG/aLi2Dto7UeRBZy+mpZGIMHM51yo7HBqQWsWnkdecUqFhCKsGt9STjG59E4TBgncpT6bDgbliVZ01WiYdI7iiTCAHrznkBOPcOJ7O2RFB1y4ZzUHnOCv6pGNSXxpGNs56YPoQCI5h4z43MoZXxnYqQLE8goJTlRS4LkOT3YTQnknDlxZ4YT0zK3/PEqJnQnCJ4nJTQmVI7xwxDTqMsqjOIfCmRnFqS7hElhjStUResIw3VJlhn88XT19fXX3oNl2v6tqo1VhMcJsXj293s4WuEvt/sHqYG971G1s91vzSpuuR5kFwiPU1A330uTQ3fijpqIUWxEZJbSRVqJymNsJEJ4jmuZG56pV9tWs1UGvtGqpUzyKg3QhIqGIKU1uiJSi8IPlwEA67MlL9AJfKpzc6MWyoDJJ7wQmTyULw5rTOAkd5/I8ZDVU5SLP20sKBYpTZgJeENPlXAY4k52s3YsHyCKHcUehI4zkb/7IrTfVoklpsyMkEDvMCFvGPOAvLCl++BVI3SDXDWoVa4zYqWynrr9ICBGYEgaJ6RPSNmspMKCc9QqnR2V07qzzApJqSAeAgQejtAQEe7/QAAnqKWy8Iwk8yJACfebKu8Kf2HIU6pRXFMUSlzz438oL6RK8iDBYLHLE3eMetvmpB3JAnhCqC/1bWieCMYY6RYdhx/3XmPFfzefrYXO9mq0//3re69YPerWT0fZivB2tWtjh3l7Fve9rtW6nfVRbzubr6zlr3fSk4qNyG9qFtDxDG75Vkq4iRyXFHLWaU1xE35M3Ukr6jnVuDG9BZVAPDpAY3BFMt3wXBPAXJaZI0iAapFYZ8KpNjlzsEoheXIkkFcAaEjB4+AvzWNbUJJpPAnee82Re+8MQNxIplRBYb9GGFr/JshjJlFQSeUtCSS5A5GuwsrxeyhLcHcG/cwsRhQmaZqJFvLYkUNloR2Tfh03Rjdk6TQQBSrXYCHPZbDXlPXwUMnAlY464ZBZgwGROhYtbZMaK0s4ndhTUsrs75MfS4TYXhUREABkIgxZKhTrQKpZ/QRJWQo57f0oJBNW3LetXK4OEemdTrtZIKfxRwYIGNlC14tDu+UoMLTV3UtGABr0okqBcr81ms6P9/q2DfmMzprr3exWe47Ml8F67wXsWrWbl/sF20CfqV2gTFovKfL65vly6K0R6MyKCHp9GkoIkddZiHAkSBXOoeoeXxhhtoJfQeLLzqgCJGSq3qFsGi1oURKNGLv9ZhENFA6uiKVsiNUrYGU8Q1Q1j8sdh+YKDc7yYonY8fBoPEpDFulYhiRczWSglI5pGixEoGdpAyp7McBTdQyWld5yELFYITqhwb34Ieq1N81pzNBBl6ra2ltzAWyFfSgBpu5Cmw/4JR/QQjAVZcIoWCk4iF7TKGER0VZwBd6yik0Q4YbnNAIMU4HKSMa9IQEtFyfJXDAMUAKKQIkEUuGIFzWWusIUAWaFFqibGcjpueAQYpRYkFihIIMG8gHWQycaV5CtNmqT1qrOp7Q06t+C1Wu2gm+X8q+r2OXEd/LYReqINF9wW4hjFKFFUCn82azGWprQ/xgHzC5Yh12/VF8tbvWllvWBZEPufz5aVRWXTby7pz47GtYtrXrGo3bvVODhghfOc158lgn0kEGmLkJypDmFIaaIoVWnFYIzFrHCaBFSgZ/NpKrWj7JlP1KiowdqFYwmfLpZRLU4NluAJWEwkOVVEik4TVJyTVxQrrHXI1CCVhKWKCWnDy0M94ATIzEyygdKCwYzyCkvBKQZFK2snZEF3EilMhIyeavEM9EnhsnAAHhAWC4WAI0uJyI4+BAcigQ3akQDrAEHuyMOyRTraZDD5nCNsJ9LjW/h6DtkoGBXfmiov9kLVPIdYwjCkoch9WAy+8APLwHuP0zrbU0TUv/FfRSLX4UesJjkxwpVwljPEACKbKY7H8OgX/nawAIk6EmFoJhkZvIp+2283ms2js/G359X2ptn41Xvnjx6sq+vmfFOd1e9w8Xa8N5q1a5VfnY1+eXX2L6uVebwmvBZryC2oYQbJPJAYZanAxOibmIBzj1aL8f7h0aRefXP1dD6b9BqbOcNfO9uMENbLdePt9fLlBWNtOoFbtm3gXSxngTCL0S96geuiLoSlNkLsRnfqwizFVmWe1QyFfUlH1ymdTiorGGXbFHVHPUglSim1+o5W9J+BQfQMmEUsVKoQlx7Q48RxY1o7JyUlkObIp9nFFrEbiWCUFQ/wZO8n/FKXo0g0qsN5o72BFVipE4W4IMqV9XYU2jGSdkCE734KeZlU2B1tJ5ujFPEmixa1jDhDQrneacKy6lJGrHte+bE3xMuUC4kyIweWwV7aYkcKGL/2DHzhSCibCgW1hvBTQ8ydLcJMCEMlWDjbIMujeJG/pKQHaPMjM6l2QICbRznwaw/GJ/e0vaIGrN9c73VWw0F1b2/V728GPTi+M51/4/OXH/7kTa9Wm90/fHXc+2G9ds3L9vPGN7fVu7f3711PDkeL3nX/o3bn+PLs/7tavIIdmxg59ozsKtguUIn6Kjg5ihtmtR3DgrPTk6Nbjw+O747avbfPn9eq1/v9TaeJHnyYiFW3m+VRv7E3bNNxeXU23e+zM5wiqQ7FYXJAP0BjyqQG43klmEVXxbiAyB4HfDHiBLdXqRBQYyyl3jVm1p/hFtL2n2niTRxKxwPCWjIeEMejP2P4AfmOq52xQy/l6Q5CDf5k2EkDMHBJgcDIHWHStW6mhbf4jPBsSRbZxF98NSXNkqJ/SgBGVtKmReIel8C+1slCYUcv/KdiWJoIQ8lwQL64yLKXkFhlumHVtpuKwZ0iFKIoxgKecLOSCABrFbEut2gjwHKB+tLUkA5X3gYxGIQUX/6hcGnt7uQC9WMTsJd0srQXB4ks6mQbDeSEaevWzu7waeAq/ocD5QgN+wu91mrQWR0MKwf7i73BzOkUhLN2MNZkdLlo1ljVcjpcV3q92qD98Z8/JyK0a5txq/JlvbqoNL5a1lvdzvBo/9Z2+2g8/db10d1nB3/jzZunV+d/ksZej1N0ZFOfuSIlnQh4WVONML2asKFeYIDVbDGf1Jvbw6NbfWrh9Gozv94uJ8sN+1Bqvr29artR6XabfGO2UW12OzwJjkBqXUfR+aRHtebxELgTJCEJC1JTo2pNGP9bAWUxZjDX8CElD5RuW2BB7gwnsQ/Qhm2wY29gghFs4LE4DBTUOWsz2Iil4iLitShmKV00acLYzvekENQwJ7s5wySHN9YwmlPfwoZnh5qpOoUijFFCzj20sQwx8spKtWAwIVVbxMAApyxixeOsclBXLSJWK/gbkFQkxDfJ7hbZXoa/yCH/yYxik2UKtlBF0W35KjBFxGKIQbdqFYzww2M7kouxSIqLF6FLTZNJEJZD8qKP2opZVQwHhpMNhYFOOII8BHSEzWqvsz7eWw37y729SbPJwpZFrbFsNFeGino2UCHwEbxRg99eb9D3rq/5/cVw+/ybj/7WXuu7F6OHze3fvbX3qD38k2brmpnJN8tee9M6bF7u9f/5sPfo6ODb13fu/vL533/x4k8Xs+d+WKBoUZUWpvWQcq0LhG/F12vWuH93Md3yLHhDreu2947W6yGPejbrJVZEQPpu8+2cbyxXluN+B53Yljk5iHWxPloqVieRl6U5QUNtYsK4dQnhaEheokbV5ZHzrmLk3nQydSk8W5bxhVxIiws93lwf0+kQnoEBExEOGK4BA1D/479/gJNoKUBTnVLEu512zA0e8gVLFgXLsryCFonwfF8OpRhU4pRh96ZE/ksbdFY09YAcAuPmeU5dbtNEhDoTya4cscw75sAQYW0KIlDCwQ2rO6UVJhIjwF84gOFUM27LMNdJPgg3Wy3DP0QStunz+IwnioaqSowHcwkm1RAwcaYlKZrneRP8gIQDHSKRik29pDRUisWH7dWt4arX3e4PJ83Wptef1upLHJ0z+wlSQdAhJtQbG9Ul9rSycqb7RBe9t1kT+seV9slmOattR73K//jw3tli/nC56J6NfmVYqXc2f1Jt3K5UH082D7csWd6etOs/3+//4WD/W43KX9k2/vr5yevL8x9UK1P5QRYfnuoozbxoxSZoWlh5FQd5uVisFvPFjIvl6mo6naAqI53ywxg7RW1mbGzBO1Xt4WzZWi2XV5dX2RqxvOwbjaAMAlkUZLmiKBQXJNQguxYQAyx1TxY4YjkbXasrfpU8qKZRhLbMcYrPonG1xRG0FLVgMOyst7vWiAZ2h4eFTCpJ2mU5MxUbYIdke/bwlmQp8k+qXhD1oYtcJRbKtCIIyykqdpCFXDKUC24tH9JpGBUVeJGgkNIDSZIZepG5hhloxPMKMhAEi/Eleigoo6WQpwzpN0WcJ+DaQinPjKoNqX0TRUB8sBeGKUVZcJDuReh4AbBn8zz7P7orLHIpccpwYahnAm/QXfe7m9v7i1632u0uWh322Js3Wgwf1/XGEplx622Nry0xf1mpNNvUgFqN3QRZ4yh2svkHQiiAulYnq7la3Weetlq7rLevGjV6Pv+m0+Yjfe/Nph/TE10ujhgU9Ff3tvVBlYez+NWyOVpXu63XrfrzQedB494HD46H56f//sXbSwI1Uqs9YrHbJSmvkVAJcWyigCOE+WI+n1xtq0segglPm1bjEzntRqOJtdnSjt56vcFrYf36YH/BZyIqPbdFQd2YT+XQZaUSG/WLLpWHXLWlc0s2dkK/aYcQ2EigYThKbZGzXQCj1pm1swJ20r9kXW9RXTtsSFVEylmTBVv8ABHjXWKhVBE7ZlXXJVE1GB5gAFaD1n+FH2cb9ScQWCFlIBiFiP7Agc8WPn3lRSmNmAjPgdcGT3i0qnCRcOALkgwSRANuf8yBd44CQ1o4zG0AVCaECi2DhcAaKaQQ0F9wRiyjl51+g7L5lEqXMp2CsJYCoaf4eTynIiOWijJIJMokTXY8ZLhW3+9t7u6v9vrzQWfZ6a6b7WW1sfBBGbN7DEF5TwT2uKgT3XuLzUd+VKTypLkaMVzg6cN608ftarXJdjNlHIwkrLdQnPhLdXO12S42lXvr9UGlMmg1WtX223V91piv6tWf9+pP16t+jaHwqr2cP5rPW2zy3W6t2rXhqvorF5vG5ewYN7zTmw+6y08eDd+8nv7Rz2bYAV3RW7EvU0ygEhQQQREL3c6ni059hoqxJwak58PgHGFr9RYVuMFL7t39VqPnHg9u/8jar2yMZasaxcWW8aH0PuNvmjX6A8LA7zSzQ/6YnawYplgwbGmq4gcly7IeosX59FELaTZDpc5hpvyKqvwaYgHYwQGDJeWGc6CsYECU9icYkkN/gEJ27zW9gsOYNPindXaFQ1vkNwh3F6QLF+bir/EYbkvsSbrr673wL860c2go2Z7sXB+Q+Jma48IcriKQ7gsKrkkHA/7NJdkqtlQnixROyuJqtyawPMYOinR5CwOkUIpZRymo4RK5gE7UIBHGLJis0BXy7q39b380OxicVyuvMD2t7LZV3TYrTMz7jYM6J5Vmz9p5nu58+eF00e+0WoPGz3mEuqVnX2chfXe9GlIXaCvoCtJJTnwBv4bZbGf12nO8v1I5Wq+OfKGmfbJkfQajz8V1o3pF/Wk0PjvcW2yrvW31wWr73nw2XC8ezFfN6rLxoPd2MDipNV7Xm+e995q3b3U//XL9Z1/OiJ14KyFBDSpZOfR+pvfR5Pl41uu0eeqAMu2NNbq1WrPS7Ha7g3a312x3eVWd9+BPTt6evHk7uoCTGKacVaqq3kVT3Ajt6eppB9BpTFVISxLiwOtlOqclSyLOKYvRe3qcWMPQqfsDGvyFUujGQ8iIPNFfqRiakwNIDhTsDaWFM6OQh4GbC/Hj+JrhXSlbGz1MdQU/HMK6agsyL5RZCA4QcAZSdgEpJ+VCwQFLf8NSYIMZsXiEY6CFkj/xFCkS4C1aGIg4O9qixflscQ1ByisTkmC7MBpnpMaoBVtqmtlKQ0GI5jKob2CiiwiD8m9aJwpAvbBDTADD89GkeXn72yyYb8HAa92VzTu6zU2ltVozomTXuhnEjf8+9Bz1u7/odpqVyptKdbJpGh0326tag/Df5JkunRd4oWOCkuxFyDcnfGCx2Z5Vq3Tih6tV38TqYts+2zB0nq3pJVXWV436n6231KEP17UPmr1mp3LVX182NxebzaRR/bq2fVZZdukg7Q02v/bt2r2j5h/9dMOcjuMt3Rs/QHW8RKY32k/ctNY8WWsO+CKGb5e1qbO9VqvFw4hOmzXSNbpIpycnr16/ury8ouHqt5kT0jl1DXwMhcYGnLUWNOwJFD/2PrpG8dqSUjqNN5TdKd5SeCp4fKIsdz6zAcCxWjxDYnoNyMUvnmAQi3YwSlOcQz8IXk6EFIqEXPF7PVg/LtR3mEtgKJDkp4TYZFKWbroW5JC4o8tVqKU5sUxK8l/GyEqF4b9QhYFCtNymrL6lqgRWdkryS3wvqBS8HGAEZ2DISi6BIu1UJp1IgQSzHI7YCgdgsiNpK6+Z7GEQOiWbiKCWxF+UGu457cwiXdRAwMFfYSxDstju2fTyn39x/ndHB3/j9v7dfca41+wutF0wwIRIfblh6QAdMNZS0vvXCJvtM1cnuhJc4iygQSDmhRhtwggSQYiHShpZ2taxWI9b2B3VqpN6o7/dDheL42az32yermtjntzWeU2RMqiq0rre9CtNch8zr95eT0aL8XB9v7f9p/XqM1tzametdv9e++/d+tbPP5u/vlhfXs8lVmm0O3evxxtW+jV72yYxhIVw7S7PRBC+0+32uj1442Xg56cn52fn4/HEbSlq1W6vf9jtthuZBnUMAcO6gHU3xrrRbNGg0iKlalYhNy4AZLGZHKruXZymcNF9FFHAY8k8r7YKpKSFDXKoDKRUCElTVOWFC1xFyBwmawkZxRcUnoN6z+aPoWbiLhCSaRtBMlxTgHRwSA0U8JkLUiiey2RraL2zQCIrWfyBFb0U3ZQsmYhvyV7AAMSRoQUZPciNaMJUKAkDfIFMulxYlkKMycobVfoO6RAlaMh1qHPmSoXlivSQ9k5xZcM8kiNuoLhOSyIGUq0PmMekAPtwbbLZnC1m/+P4fN44/v3Wg3utV+3aaZU3Hnk9sLWs1LvrTXOzYpECT9eWGL/mfgBQsVfJ6ACCRH04pvPPinoWNyAcpJoMGiRuE2G0IYJB1OYC2BEz9e6Zv+3NF61G/arRulxXJvU5z2LXze0/O6hsxvPvXc0fVVv9XnNv0e5PFo3G6qS5WaCkzfqQpqtau9VqHn/rk+rD8fb0/O3Pvris1PaqjcN2z6iL1sDOkJdXPNDYYjE/PR2/nC2YDmKZEAKgBxTeYD+WZqPF6rhGfb5YVf8P//v/lU+/4FbXUjgjTSJf3jkiwYUMGowDNaYiCB2nB7IcZFFQC73zqhjgnSuQhY5CxXjGldbcWUVNgQdacAGd/yRddnYOLY90e7UmV1zbCDjVxdjICUH+62rSCipcREYVzzxZlAcPeJBk6BbOreOC2uUALUeQGNe5To+CErKX5R56KgeoAPMnZaWkZsQtUZ03RzJkmItdv9Ea64FD2cHz0sL8is1cBZHlJEVkgUxXebCtFDcHJbmEGFgKz3KlHiTJGXiycIWfLMfPB7UPDm+PKxefDHu/d6vy4cHrTuOC6M+s/rrV2NSb6003PdlFrTanDsAB7g6SbHQW77bVKqGB3g408I0Og+N6bULrQcuwZPVNxI0A+gXk6/XOenV7sTxoNObt5rP69qq+XNZtO/qbWmex/nvzyt9YNe/SBWzTuVqeVudPcL5K84Aqx8Key1GH2f7a9nrQu9xWL08uqp+9aE/na8az8/l8xoaEvLmcg6FR4gL6UEWo0cY202hMgFIrpqPp+GrirhA3touPqF7V5LtcMYC6K+bkKkIgVnGRolAyi5ktadGdwqGsmeJVJBVuLPLOP4JagjsD3biLqlRbwSYQfIeFkliuLWWNJEL7Jq6XwEDIspSJVFwFjf9AKB0LZeAYPkUQtwASDnE6UnY1AaI3soCP7jilGYKVWgeYHKS2mKLPpWaSJAeyQOeG/yZwQjMxAwllVkcfNaWsItFxkdcfjgD7P/fKtesFYUuVCkqzcugfObiLeAVL+Axd04PKckTjamW8WT3q3/5r+9+abKY/mX/1ByeV/2Xt4Qf9g2H3abO6qPNRRfpgjcqq2luuWVrPUHKOVtgWDNqFlPbxElqyBlIXBKjYztYGZNpsXDUbc2On3Kl9ZWLV2HbmwKDGVMwBsavZONm2mPgZ1Vez6vK6U/3vOpXPZ8u/Pd/8yrq5P6/f2bQOeMa2qbdsiVfL69V6sljOV4eP69Nbw5N7t0/q1cuff3H1+mRxNV7O5wvMhKPTKuEzKIs5UxbJTcaT6XQ6m84moxFTpWxZyGAAZlCMI62dl8hhNE4jwPsF9h8y5YGlBfVAQkRB3p2LpDDpmNa5iGIc/CBvQkZT+tPuwv86WVxCQhyUFYd0RUJKfB0MFPNHF7HCAECuOnTQA6jAdG5LoYRn0UeA4C2hUbTcWlISSMA/uBAxfOaJG76EXa2fKSh7YQYhKUBaif1eMwlmBTAJqPAremuOufLFLX/F7Fx7ayKqCRNAFqLpnpEb9092lqWkNMnigiK2VNfvCossCaHItaNk8QNLEcV0bCBZ0ziFIU+qMXGAq9l6+e32rfvd41a9eWux/4PRZ3/w5vr3D49/td7qt5/Xq1e17ZxlGCyzr1U7K3oovGTeWNC3SXSQHEsFIAtRo42PogkktMCLeuOaTs5yxeTPttVgQL1gIO3kHMC0e/UaT7EWq/G2/lmrcbzZHC+Wj6rVg07zaaU9gkOGzdXVH3VrXzU3f2e+/q1V7X6j1WVAO1ryDGvLDM7hUeOwh0/jJ8Nz+kn1/vHR69/qtvb6lz/66auTV2cXF5eoi1USuD4HbQKvCaAT/TPKUZe+D0SLwOOBvCWkHNGXra6cqjc1utOg1yRxxE+wAPLYaVer5U/USlkOZn5KlANKjOhIsnYttAFuWPwy0NhXr3o3m2SitpOMgTUhfMcfiVwFVyFcWNMn/KOYMfeG7dDmpIPeiCArFs3KFl8E1W24haXUbXCHNkyUSo6WDOS7UvFyJddvM+Gh/PAPgCkgQjRcR/+mGS3obRzkA+KerFcKGboly3YgKUQYDgwWtlQ4t+CnEsaCBQuwRRMSJKmUUjbYDx644qfopCivkIM+vrGobo6qvB5IWK886Nym1/yn15/9k7PXs3XnV/fvHe3VW62T6maBbqo87aq3VqvOet2p1BkPLEGPfDSHcqVc6i68YVyePTHnM281u6UmKgxRlnkaWzu8lkhRYYjNaHqxessYulo9XK/aq9pho7msd1hGsarO1rX52/rm/9ap/ZvK9n8x3/zauskCttaqWp/M0Xy10+71BwSt9eR6cTo7aNX39nvjjz98O+is3zv86j/8kLHBfLXcsgDCalmt9vr1Jo+yOdhXZ0U6nSWG7xwMnZlrU1PRoz0Wu9TUVARbbXavyhbDqHAPy+XgihQgVYItg42DdtURbHqMFqSQT73ngoN0HaD8cfbSstAvJhQXqSie7mayJbnjbxdoo3Sg9LZ3MEZ22r24kVLc0AAtMBYBTzAXGVy4lWErmaRQRP9XRk5xvjzxlUyylCWH4qoE+5SRWKyhyK16lHSqBF1WkHmLjKWGhF3gQYacCQfm3ujNHlQ5TIVG4g0phRCod6JZRCWW2KCC1JJITaflL3RJk6edoqN3BVzaC6qxThnW6TYzS3jcPvoNFiBc1v7n8ydXm9Zfrd25N6i1mmfNLcPi8NdgYNtdLtlmE1Hw2iJXhC2X+gCUqMYwra9St+gQkRLyiMarAIKmSjO25m0VHPKi1bysNjuECh4vbyrtKnOsviHQqy0Pq5v9TmXUWn96Pb+1bN7bNve6zRavOF4tq4sqG520Gu1Vd3NxPa1fLO+0qnePHz1+/Oj9j7/5b//lv/rqyevKcG84GDADWgOQ6soIYXQ9mUwX11eTy/PxxSUDgBHLJtwWJQtbCWvGLU2uzkiFeb1nlxCVpx6rRLUdD1To4mQJSd7Sahcc8TqNqlEcVqIB/KfkkuJ0RyYLJEhVif+BDpbEcxMUuTYFNBRPPSwYClixvTwUpgtpERYmhdX/ciQTQLqmNO5yxllHErlHqbfCCkXdsKAT4sDa+bE+wDM9INY8AlIaI2nksLYYEMUWFXn2UAu+JlbSQcBtJNLpS5UmgSPXpRR3EuQPtSsgVMRlaqKGEsKESYBKUWmAhlhhaSdabgEC1myoWI4BL6PB1XyxbC/b3Xb3+wff6k5a/3H06WWl+5+v7z0c7rfqb+qbkQ0ey4ebS2qNEzbOeDFTZIskZYOg/25qBYGECKIJ4QiGtLr6EThMMl7uIE2DuOwItF+tPGR6p7Jtb9cEdvoOrGDuV1t79W2/YmtROVi8WS1+cHp5b9V9v9ulMWgsVpurOc+eh9299l7zcjKbXk06F6ODx8NvP3h857/+r3/24x/88X/80wkG63TY55kx/ZoHAt1OazpnJV/v4GBweDV58/ry4myUVyI1h2ajDkTRqkoN3kQguOLQiuRYCcq9clHMO6vOf3JQXDMkLWJHeq5IB09Rxk0u/x1ixunBU3QJCxo4bi3d3Z3ZlhO1Cg7K3OQUHsWwAxHUo6TsOOefPxhJVwMD4HheamMBViKtZknLApNZJhOUy0bfdoYz3XSjWlRAluzJk/91UxnZsROvEKAwWQgkMZ2oUoFRrwDUWYniZWCAMXg0PSoFc1CmWt2ECTOjFSsq5PlJ48ZFOcIhNy6NXzcJCSwDw5jM7RMNpq1VczDs/0r/46vryz8dfXG57v5ny6NPunutxhlPsupzwvf1tjOj48N+slQeOvdMFFGTYYUTbFoNIkyG/rhUeETD1oBco/HK3er2m9vNXeboq1v36NxSGSqHte3QJx/Lwh6TlN1aizqnCMjSoDLM+rcrv1gsL683nzQGd/Y6jdFsdTFbrZqNfv92u8uO5tNWZfN61OvMWvcPa7/z2xd3bn3+H/745E//9CWPBY4Oeh027G+7uBT22h0mlQZUfushxoEIVo0FSwTSatEnDVi0HhUCaeiKkWHLg3acKn6jYv8bYWSaPHEWyRMEIk9xtVS4eFXgQkKr7tTkhZg0IhdeeyYhxM3QcU3VL5iMk3KgMIFYSJeB1BD/ZTIxUu0aFvsSVsVds0NE59DvYrZsiVIw+jAu8gAuah2TQ9PhZz79oQytfSEnReWSO9kQlIJqNaY0kNMxzSY0ooNo8fWd+8b7I2SISpiyzD6JrVQmeQx2+OMCCGQhkQv1YsVLvl0PE2UAU8QLucL8tXpTZ6UJk5K4cGSmBdlGtjloDGr99rb79Xz89mL++5v37w2+26hP36tctebM3kwrrIKr11br1pIOdmPRqDMkYH0Ob2XwXCsMKa6axrdCWQ7hwhNVbv2tRv336rVjOjyObKTPH92QymYxWb56Wrm4WnX2Ksf7vLBYbyML9b/F5H6l+7DZ6NUmP1stfrJe/vq2emvQbvCmy2i+mS3XNCXDvWarM27T+WALtRoprV/51sHDR4ff+umb/9P/5Ue/8E3PxvFtnsE1qfDQ5ME2cK1uywrAUZSnw6kQD/h653omkkeusglgGa/1/tKL4EKv0gYe6NkuTpB5jwsELQbihzsw3ujfJH5jyjCQnok+k/iKmigKDqA4S5oU9WyazOTPfLsQ8OB9OQDRi2y0TAeApiZo4VqplSqlgCeWpygxDdcJnh0F2z3ApO+FbFASCWFF/4P9BOyoSFeVfkY+9pZkAPiyP4+9PuI61FPcM/mxgIXCpLzDeeIrjUNaaQRQDLm2JlAv1Yf8QswZCOTEo2HFVGlykuMCwQU8mGy/H4dl69xWs1Xf+NpaGXVrR1YUbxbg79Y6bNL6L66ffL/W/6h/uKm2eM2wOp+w4GHb4SudLBBqLpdtCFEd1Fet2m7RFOBOUGmxSSGKqtVPFSxeEd2jN24Zcg/RTmJVqZcxDQ0XSz7ffr59U5v3O9tvPag9YkNnul4fsKDTr+S1D2qN3xxMv1jOfzxZPdq03m80e4NOPYNaFt5VDhqX3c1n9SbLVZ9X11/wxG5/v/87v3Pr//zRX/v//avX//APnjx9copPzuZuPqvhccIWj+ZiLLWk3oqKNK3qMw19eo2ZudfSateTWXqRKubaPNWbdp98EgNtkkU8khyMYrVSeUNRyOlV3gAWIrFlJbtFo+CUNagFFawHC3286G7nB1IJTjL95bYUlFYyki1RrO7K13ht4YpzejLeFUatpWKWQ8JddMD8mn0SkzzJ7Y3PUfdsaiAB61w4uEh5ufLQ1zkXTrxQBxl/K3sE8x/qCHiS1LXE4u8FiyAo36ELh0yESZJICM/6ehJhyaEO5XwPDiVQsSvbq21lvFr+cvLiXm9/WO+2W00mxyVb5XnUarFhqc2yvW20q43levGj8z+bzA4PB8ePevsdFqktz1lTzFw/a+B4Bgx31uVac8NjrEqvuunB6GrZ36y6yw0h+Vmj9bVblvBKpsI2K/XPFuvpZvlfthsP67WOdQAdbias32felU9iLg/2q+ef1c5rlR9/uXm1WB+/vzmotfbPidjbxqNK9Xaz90mN195nfzZfnI+X31g1DltZ3zxZLKrreX3z8/r6x2zKQdiorNkvY1qvdm8fV/+r//LD3/j1D/6H/+n1yQnvCcwvL2jwFhOk5rVg2Lc3gCj5p01QML6AcvVv1JqbeIVwKj6WVWUEizgaiTSrxRhJQempNMX22CzuvnOtREcNF9OFIvDFkhb0iGeXrEIIqjeHV7jbjftS0PqZQ3fU1LgUGCCxI12okQcUOscbI4gOBEEAFdi+BMs5QM8vaORER7Wm0P3bcRuU8h5UgqYgILbqkACAlzXyY/gvpKkXxH7VkBRQAkxhxVJA4wj6NGH3R28TQeRLDGTT5gR/kCgdkMR+DoVQUCukdcAb2XCwIv+me+cMLB+rnK/b2z8ZfdGv1r8//Oiwsw8kiwVoAAn/NqG1Wr/Zx7RT2ofK8pfT0+ly8fuV2+91P+jWeS52VWVLHR7TdhiMM6FZY6HocvvN1fIBY4s2z76mLI24YBk+mzNUewf1zotq7cxFMOsui6br9U9X6/F29Q86jW/Ua7w1TO/najP+bPN0tH3xunZ9wXvxvE7AoubV18fzL/dnzfHgwdvGx8P67Uqly4fnjirtW836rzeWP9kufnK2/P5ic9BjXQPrWCsPr+Z/Z7CdNZo/39a/u91e0jKtq9+qV/+s03vw4Ue1/91/8+DTXy5+/IvXPC8ej3gZZoo6nAXa2XIXEbGD9kAP6FFtqjsODcqBPjG0ug7vekysmBYBKHXtKwusSmKQ76F/AJ/KpMWZgCzX3MS1NG7gzNXgoViy5CS3ZBV/lmHgwxDgIIartONJjovDWpxJvpFCjITqMo0Di/EXRONXgBzilzztgHLqe7scJPWFC0GTBMZSJPAglmndLN6pWtIsgAQAIckqfXQFiVeTaPVSp7mMx4Yr2KagKABVc5L1Lr1Ki+fdABkKM865EdldBrJLsTg2FAEQYLKx4LDfRVtarVyAr14bbVc/mj1hhdm36x/st/dYHkMLcL0ZLbar6Xo+WdaHzX6PzwvVepNt48ni4r8/G/8XB/c+6d/r1O7WN29rc9CsN3RRKo3rWedsOtxbHdba7fmSzcfbUGnXR+3m3fr2veX0tNX900rtUySYzQ9azU699nq5+b9vl3+vjR/X96v1w1r/buV+e9Me1JfZpuTlF+unTyare9PtfmdxWX96sTwfVz75ovHx96q0NC58u1Wt/U6n+my4+Hy6BMOdXo1neq1J73Fn/ru17WRb+c62NqxuX81rv9reHvD2fa0ybXUb3/3u9eMH2599ev3li+bxbUY+ax/VYCVmS5FfNauxKC9Bp+SauDMKsHomKhVUXRsnVbAp5WwfQG9I9NE1nYW0ggij/xWnFBjXSsikpDWn5HpTMAGw48ltMaTtsEgw80m4cSxwUtp6JRIhePUo4MHEiWqpB+iRFMSlcojEp60W8igOBwwJnHAvoOONFowgBdCz3Mo2PApj15xfGC3oSOUuv15EQP6hF8qiIBAglQ+TcgCA0gp2FIss8ABu6ZIqIk8kwjC8sfRAeckBSwJBoeU1iarc0a1c3uCgDtCBmxIdwsz1ZvHl8nV1sv24+/h27xajyvWEDso8tYf3XGbtJnMxDBT2wHW+uPpH5y/++vqDD3r3+42D48qzzupNdbxqtBuHnVl9+7PN9Cm7/VSH36mu765WB7x4W5u92ba+vdx83GDHms5Zo/G63T5ZrfY221u16sW6+v+e0+Bsf7PZ2K81H1YPDhv7apTX5TfDvSXbXDzjdZYJ6zZWi/r87HDz0+52WGs+vqrywKDyoFIfNDsfHjaeHC7/zWr9eWV9Z7t51NwOG/Vnlc1pdfP1tPb3qvX720pzsf1ktek3KqM8KWocHfZ/69dWHz7uvHyz/uJ51gLhVfwa+1SaB0rMf/Wu0qGISmM5UgSLYUylBCnlUNkmUUbjxT9unheWRBoIgXfIhcV3Mp9sIqR2pPEA8mCoGL3XrXQa3W2tO5meS9mJ/JgWdDC/Wy9ge8+hC9qdE7fOGacqDComGWlc2CYAgHRa9HvTLVEOOYSj9C4EL8VFDpeRUfhdpdan8V3rgNRhyJ6BrAeJqDJRFfQOtZHORgU233k/DdeNBVhpV6jEHSh0gyZqc2lLNi8DBgmISwRi2RNVkUzOw6b8AeD4P7T5VzqLPWZJeKOFvfO381er88V0sWosHjTvr6pLHqGiW9bKNzPNuayt6CXvN/Z4p+vV7OTfXHz9arn5Xu9or08kXzdYZcB7v93mYX85a01ns8lmNd9W36+u329tH7eqv6jM/32r9d52fbJhkc6mXatPqbObLT2fvdp2sar969X6Yr393Xb9dq1xvN1Oq+s3lcnXRObK4bBz+VVn/CnvG9eYtJ2fbh1j3Kdbrzoq8+22u/XB2QfV6rAx/w/bzR/U6v+Oz/7SxdtSr6r0wf7+ef2T1nLGQ7xltd5a97rL59XNz7aVL9gq7v6d6q2j/ffv8ZFKdYej0UuJmfVb1MdBBi5cVnTFq3Q2FVk0bqUx8pUWYKd7tF3MZlk6wDtv50b/SicYIxU8kgEsX0JP79ZP9lX4Lh3Pp/myzeFRv9X9gG+q9QYHNcdYvFFx9uMf/s8XF9eYE+cpzlYY1fixcZgmvlotrEA77mQgksmnUjC77AuNuKl1FYS76i2j+jD/cpUqFF3En4OZ3OgIooBTPSzOUEoXjPzGMYXFAWkI4ZCD4nII3/ornAVzOCGD/6SWEbaskqB6i0hJCJKiebEBT4Ec3CITadwZ8nOwi4QI/tIRIhXewtouqzxMutPfXyxnV8sR/rGqLa4m16Pt9Wh1PdtMWaxMJxVW62glm2Jw1691bzeOpuvZL66+Ws4vBpV5vbPss0CIdnXcrnSaPSbj69vRqDZj5ImxeGLsgohfNOufsj3hcvIhn2ep1d5sG3OfgLGyodpv1a6r9X+32L7crP5Op/FRvdqqUBMOKq3B6/WEccCmevqm2r+76R+sv3o6v67WppXBsl1vHvLSPbFLvfD8uHa32v5b2/lwNf1HtQ3hn4V8le1i0qx+1Wk9YDusBluDVgfV1byy+Lqy/fmmfl8PqL8kfb+317C/jryEJSp+luVEaaqWWyDTf8daO12q61QVyBsg4wGqPwrGI8gudsEXDJbxFVnl1vXlxVRYDxexrwrCO0eNO4eVvf1Zb685GX1/Wz9ut3oNHpXU9tm8nNmxWoVXHHh0f/jht/7uH/5bXpKYwB2urAOCCTTvvAWvg4T1wQANcXI48YejGvr5jX8DQ1XjBm5vGjfdFKHESFlKg4fYsBvDmILbwU057I6nioMQmHCinNzmLJQYChs7wUkxE+VKglzZsaseSJnxvnAlq4G3iNsEUbZ0kwAzI+kKCU3wayPxkGCDEElLFlKIAj7p69Yql7PJsNG5091rLit8NoUPnT1fnb6cvxqwyUlt1cpuJGgW8nX8jHkB3iavbu807t7u3v5y+hW/F9XF3+y0vtnd3+cxK5MtLH9mgrO9re0xcf8LXk3nm9zz5dvqurOYH3VXDzvbe8zON3qXm+0Xi9XldD1uMV6uEtsPqpWvl9t/Wln+/Xbj40Z9sG0/Nnn7Rf1et/bgN6r9h9XuXu32w8of/Wj16dN1/37j/btbtqVIQ1xUsKnsV5u/XV3ubSf/tFL5kc/6VrPK9B/uLV+sa59smg+p9OsVbwjc2Sw+Zn/cenNe3UwZly9nI9eN2qnkkRBat98ZtwExeixHuSoKRMsxDmeS409aC0A8QPCbYsJpF/4RS8qMDZk4Ct5Y6/fuVrbHdw/b3/7GRb+3oG9tq48VKptOb3u57G23DxbrNnscTeer1cV1r82eBWTOt4vGo8e/++LpPwtae7rFyyELqaKOMBSPlCFSZVA/Y5SD8UmIi+z4jrwIoANZHmjrFbzuUO88x1y9HKnT1dLthBKZTU1mcpQ3+KVoQf92MMRmaVjIrFwJYeXZLcFIWcBkVRD+Z6EEGCDNSgouaszhk6whKF1kRiIvOKjJtkGSiPqDAWRyChVWMjQ7e529F5XrZ/OLTruxx8KyVe+T5nsvVudfbL6k1KDe9RFR2CdihAQvivHsrHJQPXq/+8md1v296+Gfzf78H6/Gf2Ox/2vtW3e6Zy2mfVg/Cntd3sx6Pm6cPzs7PBt199n/cHmrXn3cHu4xWqhUD0eTwcX02UnrfLM6/aC72G+saKnr9ZeL7f+wWf3dbuXX6vWDSuVepbtfe4BLwgIrher1u/e3v7Ka/PCryotx487rapfvetG/b6t8VY339qu9b2/ZgHHc2Kz+mC2oK5sn9cX/lfHydvxRhwXUY8b2TOHSc6jPa0cLVvfV2pNznuU1mnFkNah9UWZx5aICcMeS8W9zElb0IayAVmOnG2tqW1a/xjKkhTltY23h1cz379/98P0P76zWAyakq/PzW/vn+3sIR1SozVbL8fL+prbs9Nk1YLFZHTbW/b1Kczatnp511ovZBWu9CSyz5cHx0Wj6mxenPyBsInfMrRZgSWvFMcIeytMzYJhzukw3F9EZwDpKXM3y8VTOcRddurgR/3KUlqaIFtnTMkjQGobjSRk6KAoga4RJBb5g09FJcdwvY66hADOdFrkl1npL7HOAK3EFi0UQwRECimLxAq17vNkSikYRinMU5JQhgzPAkVKwYFIzgG9m1w/rlSfV2ozAuzh7sO4+3hy93x7e7x9VJqvT6pu9Zrtda6nNVOkUUn2oustLu9tmt3n8Gwe/ORj3/3D8w3++Go02h79Tv3Wvumk3zmq8EsCzsuam26w8OKr32izaqc8WvExQY0cjVx3wkIHoPR8O6cvUDs9r56ywGLgucdxsnK43fzBZTjvbv9ao7bOJm+pUFLVR5W32Dx/xvs52erHZPKRHxuwTIqumOKEy8rys9f529V+sr6eb7c/pgjPrul7vbRbX84vFgg+lsknWqjGZVc+uF8/Orp6/eDUdXfuOWoymKj18aJIGmnvDTFF3YQMq2pf4U9yG5ljdpNLIgQfuQM2gVKvduVXjLU9mbRu3b9/pzibdB3cGx3d6TF9MxutWbzocsNfS5WZzwuqoTr3SwgHqe5vacLZu0Xou5zwGa1e3i+HQx5y+89/b9hY8uVkNv/XwD//dD3EnuZFl2IqBDfDa2yTt70XxJt0xyTqTFcJDIPpRN0CgSnLSqQkuG9CJDb03un7nc2BTCbs2M9eFJAiZRQ0qitPC+uy9ZNFrpYb4XMgVsrDmhn1OufKeHj2T3VN5R7V2w/DxuLneTAsd09ARSd0yN94R6SOsdQ/OKQKs4JBRTJLCvJBkVCp7sxWTgs87dCPWp5XJdXVQWy/2XGxweLE5Ha+nGI+ONkbkl9LyHlzNWhu+mH/oNYa/0v9uY9v6D9d/8m+unz9f9f/+oPFBnx35x2izvrD2D5qj2mBzvepMF7W3i+7FrH+wrHSrJ+vVpN9twXy/ub/aHl3NzubVk+MBKyuesGfoYv0vZkve6v31Zv0QGGNDsR9MdDudDz9iU7dqqwMRhNJOZvPrECqstjeN9+aV393MLtfr88Vi/2p6/+354s3T0/mLl5Pz59dXfBOAqaUtD/GyOW6qEeNYQ/+7pn/3kB/0CFLqoOhVaommdi+Nefq+PX0bZabMas3bg8FRrXm43vCmZovn5wM+29dnGW377u3Wclkb9BpMcVCu2aqs5v3R9Han87bZmFQql9vt7e2ap4vVVe32atptbIYrXm1j+E5coummaz5bOFmBLzavZ7MrBkzbKlHMoae+z4/G9VATRS3wXxwWOyYxXuQ1F8IX93F8o6WLCi1LHgUJxrtS1BmpkFDsEe3rnSAAEs1ogpgryBMXUBADcfd3sMq9qwYS5jMNuwGr3SnKc5tawYSsc5VloEwlCYUwp1hKyQ+wErUFJo0/2NQdIk0kTtx2gVoeUBRXAVcB5yPSH1zyGaHpxXGDtQYz9ulk4mTJk7DJgj3EXQqhJpmMACVaAH0kg7cuwYvJAyRtVtof9T5u1do/GP3kyez0H69rv789+pXa8bA9bjBWXbAV4bbfZB3b01p9dNpY04A31u1O/etul1HFx7PrCT3bWnt/2H50uu68rmzvrKfd9rN67e2m8v8YL08669/j9d8bAWMG5MRv6LCkmUULmU2ANWKjHcTNmo7DfDo5v3h1dvZi9eZ89fmb1c+urk4m88ZkfH/G7i6I4hMzP+ZGcLENZ95Fg9iZiX5DEU3GY0JW03CnvrVo1I+N2Pmu319t9teVfRaUb6p3bu8zpO64YqneHo9re3uN+aK+12fatT6bbbqd2nIJ+cV6hq+PGjX2SmJ6boLrLTaHm/VsvbmzWOzNl4MFQ16m+bZzHtWdn3xa377gofrp1cVy9vrqbPLqdHp+vR1PmrfvHH34mF6gRzikibY1cEhjEtoqjhX30DkilCen28mk5ihbHIczX1LQkXU5A1+A3AEJKLWRuE4tKKUAYj1kMBpf7ZZTppgr9tE7wxiZgFkqJcu1HgY4ZfzlKmdUa1MmVxQlHczoGVQYFhhqRYpYkoMhOOYMEWYjoEoyf0HrFeJTzRKkNK9s8od8TLId9/uLs6sv6VI+ai961bd8LWtced1ej2oTn8KyJJ9HtiFCfGOvWzbSn1XqZ4t2j1cTN6t2S0/g3eGHzUfd/e5Prn/+89mz/2dl8w82d76///Cg86q+PcOITKjyuvphY9lkfLA6ebM5XC3WXb5VtHp6TYdkNT/cXw/ad7vVxmyxPV+z/JNtTC5r28sN7QB7Pqz/VrN1S4nigUroIIjaiFaIhGyOuOG0mF2/OTs5f/tsfvX86s2zy9PXl5cXl5Pay9XR02XjejPhZaL2liVCnT0ib33TbUxbtTnSYSL6XrS8rtXQCGrJwytvEhexSnqumkllVo4PDh5/+DvX087PX7LzEe17/XRe2Wsf7B8d3CGgt3n1psanKNmF5WqE2diJpTJj+EG3pj7vtZ932j9pVH6J4XDr1eLedP4eCz5G4xlTDsTXWp2VWi83s69mV7Nnz988e7E5Oau9OV1djpds+jhnuey2DUN4MO9tbx/hLGmXwroulYqsHydUF1mKu0QoK7112Bl0Vnw6B2ohklCGs2oelFZU5LcrYtNnAW9N40/nCxKclWtNYrNmFYjyJBjMehBFmbaPe5qM4Xhpu8XCsUR9kzz0/fzIoah2L+tY96AIBNTDppnhza6U3beCQHqCpXAQWgHqeEiGDWZZJ/mzXlXa7daDw7361ejzr0Zv33vLpj+D9u25i0R5+XHBjCd4GD7Sf1vSdLm/YRV3/nNeIantfaPfPqwseELGgn4qDlNDvzXstLf9H86+/n+trt8ue399+Og2C4y2ryps9r9eN3rrYavyXnfbqbeX44cn1+fz6bPN6vrwcNQeoO7+fndxu37GDGp9O6vN2J0Fz5htNv9kNZ1XBr9Xa91C6/BAw7jmPfvlajafzsdvri+efP3q7YsXJ1dvvjx78/TyasUeK3Rlum7O2xlVb72qdHhmhn7cuIsJVS7XjeP6Bav3iq4Ig/UOHUEO4k0ihprToqVLoBOgbMwdF9AGOF+XCfrbH3Xn1a8vTk7ZylG7MaPbP77VBxsK5r3kBW9wziunJ6y42B4frHp9nGzW7L1qNv6kVj+xMaQnWRnMZ53JlHcyzsbTs/Ho68rs6fR6dX52cX5+cXaxeXV2b7w6nsxHK2oPTDLdzLvc9o2Xg0Hj4pIFVHepCfDMoWHjO97EZ7mnnYJnx5bImglEQMSUyfIb17EEXmR5xCudBp1M5waB6akiu50grCwqBD6sDikMSJkegA2SAu5Z8mIOcDnxoKPFQNenZkCKnL8cBSeXRGhyuYAXmUv1dj4SujlAKgDpdBnBUJzbSBVQa0Ft0BnUxrVpbTGpTdjRCsehZstSgaKH02o8ODqonG6/+uzN5+8vDvYvt+wBmr1ueTrNdFtz09xvDPGNlXUAuXjC9YvPl2xv/vAb2/ZRddG2P8IXudZ7lf1fH36nU+n+0fjrf7Z8M1vc/s8Gt+92WJzwdW212I7pw277neWD9mq+6ezfvd5uX7Ub193WmMVvzIXzy1ZEVT7WibbXdVo7OsPINF3/x9GUZanfp8KOZ1Ne+P3i1ddfv3z+5MWL+flZZ3HRXPIZmPV8xdJUP/ZIC8Ki0PMVr24eXNeGdLDQhB6MVZ35aTeqfDB+xeMfe3VOLVXr3SFLtH0xNsrVmvqz/pDD/3o4VlK3Gg2Kr69H48OD4/uH3VMc3MBU3x+g5NrVNR3dLevGR1fsO+Ge7DzWRir2eWnXz7vtnywWX81nx9NFfTJpTsfr189/8dUXb75+dj2fzlqNUaPCRBrCbEYYAq2w9hzNNeYdNjXFMGtWidRO3roAfTCgB7edTeednmvG9X5NT5yEC12R2wQ7pdDTir/YhbBWp7Y4wIqQdpQpGEcSmOqBVwnjKCCrJFSKr1HrsnFCwNBJipvnuoawEHfWAclK5fGs4wUYtHaWOFSmk0Veh1GamtQrfBgOBQdvYZVKFN7CeYldKRsiyie21AfbiUrtt9//W49uP241OjQ8U/bwxJfXk4vnr370+t85wgrTImSRcbP+3t1btbeVX359dvIrSzbwdFPEKh1TXmikocApq51Gp1VrufW+O4Kebqs/+mK9GF0//M66fXe7bjfdggGUw+3ge3vf7NcG/+ryF//i+vXJavC3+7fe7zUHzScsTHB/UbaDbly0W1/vteABp1/yiIr3CyqLhrWZz/X6xI1pyjaP5eazNkPn15POl+c/enrxk+evr5++enN1ccFua3M1pCqg2qs2blUr+7ztRY3dVPkYjH2IOhs+9q/ZAlpJVR0iY6JWZd2rzlvsbl20ayTi1eXubrJMWP+Q+sYXLCwlMuI/Gp+Uzeby6vLF3vBw2GOPr8rFaNXgc5PL9cWlz0Lw26uLeb0y44vFbo86r1ydrelwbpp/dvn2P5yebL968uynn7XOrjrwdXU5xsOb29lBe7Stj1mGNVtRg7en682wUWXfXhpejMLmSysmRv1kgR++hAmGlTzAGU0nnW7bJgEm0xTEd3AkfXuXXMaR8aB3Hk8WFZo0UrS0juMSULyiHKkxjlNTVZzVAZiJGrWDPwKqVlQYd8GgzxbC3ko9cIngVDDwAK7+DAjUxzQs2KYEdQq4x06mR6N2Maf3xYXSyZqRRpJOClkV4QRzW1U4ZMsSh4Ojjz/+dnU5c5e2VtNns61qa9mk7f/++m/88ORfsc2yoLRhqWYI9ejOce1N5cufX6y/3a0NiZW+EsCKBR5Gjdd8ymW139rjOQDRgKLtFm9h/eI1nZCr97636T8cNrrVDW+ZyMy6/s29D5gn/TeXP//ji/PL+fa/Wt395v7DYef1dvvD2mpUXDISoFIqWJM9VFYLesL15aJxPV6fnG1fnzbo8b4+m3/95uLZJd88ygxavcYiij1ngOsX2yX7maBGhL3aVkaVGq9UHtUrvEA5aLDz/3a2bUxqbZZP6PsKidq1135t1q2w3SLb35W4w6xphw0reB/AKCRbMbt+sVP67p8FDEvg0hRnZ+tbdz97/voY1713iPxsHFNt15nAnTcb605nvmpNZqPRYvlquz5fzs9OTt/+6Z++ffJy9sWz9dmINqlON/NguGF/CyIQ+xh127Nmw50oIbFgQ4DVhhk4Bl720rc8B1ts/dgCe8KwwpsGmf6ru6mxrPzZq9es4aM7S1vGw3XnCvUznEGR4N4YrjRxkd0/XahUbDLjrAhlogISye2deHCbI50r8KrEAsYF4Lo+lCiSVAKq2RQp3UdridXAw6hhfx1qAIlZfdpGyWRIi5DjHSc6tKEOKpROGJKirQRl4JtI3+102V52wXIeQcFfb/UO/to3/yaLICvXrGLGwxg+s+e4e/Hwdnu71T9s3hlVTmmc1EGoW+tqlfvHR9uT7Zefnq+/SYDhRVw678TTzqDVxwjXq+tOvUcFYAFFt97lXa52/eWbyfrfnt//rdXhw0GFLwk03WcN1dU+6D/oVlt/eP7pj69f/Xfz5f+6+u3vdX6zWz2orP6QWdftlt4sm2dVWL3PN9xH4+75aeXp88WXz66+eHH1/O3kekpnjb5+JosNGSyNqXX3O/u9QW9F73o+qoxYKG21j8LQxnxbe7aqEgiP6sTNGq/bwKorsRCSHzBUNuzr0uUJWXVK/CkervGbg8Gte6wFQrPGnnKIODexXajE+0klBZOOF7XF9Gy5ftnrHhx01p3BuN2edupT3uZZjE/PXj559er0xbPzN6cXz99uXp6umO8qnSxe42dHjFtHvCtU6bQJ5IRtBqtLemZsVIOTYO4+U82sftLlq7ziMGIED5g9fV741Ip4EG92UjvmS+LE5V7nYG/I7Jqv9eAbuguOgKdxaGCdVumsB/CvNxXFke6zQkEUlztrD/6VKQEkxWVt23VWIRxO2IMqaiI863UU0Jt1U1+vsZ+MzeKvlAKn9zn4B/vwx12pdZQKV0kvV7EpDEgdqCxsAEryyuEBIaBY2fXog1/7zrf+ysEBXQByaCI5FtP5tLk6qywmLDGAITuN7IF/NluPWHZGgEKbLRbKIGkCngoBJ2cmlO4dHVYuq08+PVt+s1nZ22w626vlNTMDvCNJX5ZqBhXiKVLT6NAi1Hpv31amf3z+eMlLK/v13mrR6baswOvNvc7R37z1nd5p41++/fS/PTn9317+9q/fY9eGb82Wl1M+STGqnJ2vv3py/dlXF09eT04vJjNX31GHORC6VGeVg1F546Czrh209/f6e8yC0A1g8rtBfeaL3z4JY+F1pbPdXtcr8MrK1O6Wh0nVue4AAnXc3K77ldlwc11bT67QX4MBPiaz20qj3t8/AlYzwQHwaCbliq/LEVn5MYxxmFBtjKfVXvfHm02rvpytL958fXJxejZ58bbx9cvZKaurJuipwQgJM0xHGMdtLrrd1uEB43A2ddleXSJBgw/Y06bSM7ya7dXo6tQYG0GKhSXUe77EgM/NrkcEJB+ALmYzFgbR8aMX1GYBHzsLM8pYzC/ORzxBCpsyy/jSlS66xM5XxBm2ySWRHOxNWjnKhXXFeRf3MUFCIhm+viFyEkF93mI18R+iw6BtjCqRno0MuvLa+qDyJCAh8koGeSYGGocDBLNE0aUUZyAF9o/8oPOCYh6ldIBKKhMyjddvrx4+uN7bO+x3eSbKXjk0Mmt2AJ/M6rPR2FeVD9rr2XYxnY3Hb3kSer1ZX1Surnlu20PtqAgWHGalDsAWtb16j7exzipf//HJ4nv12u3KkmFm9QKZB3XbAapex132EYXYVdtrsofn5E3l+R/jVpU7H+y1K8xvqnX7J0fdg9+89c3z8dW/ffXFPz77k6vTb2xG0198+eLTp6enlwxo3alT6rg9fc9oTcVEbyqZeLTd7rOkjpDJxj509WCYdzjr0/1V+bDplu8bdRdUD6RnkFyZt322jetVVmObsHofmdjW5ag27WyuWpuLTm2+XG9PF5WjypalrXzjgwXXfDDAFgB6JSjkUoTFIGq22JsrD03COOPyqrKa/uCnn21fvNz+7JfXry+IhSIxZvEZhVr79uFwyMYy7erF6QzDsJskT8m6/Sovo2L8bs+HD7yTBjmecM9WQzo0+10+v0PvLjiIA0Rk3sXo8SxdV9ATt7xuwdPlOiOA9WbJ7BXt3NnpVbfXhknCPsN7R1Lxn2i3uEs8D+5ITzhVjjCbbo1JSAX+NBn6Odk4BzPS2oXG4V10wjdLAI6je2n4j72K7yJbyuw8v+iOm7h9lCdGWg9rTek7hTFL44keIixIuJB8Wif1QYuFVOsNT12IhBevXv2s9zMq/P27DzptNlaw+aIPQj9n0qahX7MvON2WDQ99Kt31CYO/zkG3f3/v4z/54T8CF7C2iE5zQZeeiZ0rjjsHB3D75WevF9ta6w7fT1leLC94wtSv9XkYvnC/tWm73qYTRIPNA7VbHb778vyHPF5d3f/mYfugyUaitpnUl2Fz8F7n+Kebr19dnP33n/3ry5fno6uRLQjkI6zm2Tla1IhCS6ONqFnteeCLddvL9Wp8ft5bMDkxXeI049U+C47o1dAIwH9te9aoXNXpCOl8lcrEZp05Jbp9bOhVme43rtrV2ZSPI/lF4kqvxqMAm49mu3fr3kM3yqUYMRami9PHqCo+TiIrO0vwz4NwW70eTxeVB8+ePLu83q54FXPJqovCPHSrw0H78JDHnxiVhzh8W4oPI9Nj2dZ4BO3m8lY2Fn81KgynFnM7E9iXDfQIBe6ozlgAkPmaj7C1OntMM8hXs2dcdz0J3UfmyZZ8wLHH7qts9DhiYySfaPgCGvb2k7AJJLqMjR0o4S2jITFhACP0rruT/oaQzsqYpdfFp/G8XeWILvA8YybNCwD5A7lVqABpVaTA9tIGUxxblXKBfIhMUPbOJHVNGyNvMpB+CInZ2stBiFrQ10EUfAWzBqF0NvOpXV1MX7x4fuvwiBfbj4+OWTQOaQRjS9lG07cm0qdrt/a7t/Y+6b43p9uDbMzO9/f/N//2X/9DcAFvH5D+MssKHMmDHDXy7YwDBP3801fzzap5p8LyE7rd8ILH77WHnKkGPgVUXl6Vr/3qwdF5a/rp1avl+a3v7LcPeMLBnulsrE6zzXMvhOeJ13g8G+Oa0YuC6lRROJceyEXKTrEU3m4HcIj3VyrXm03z+po9QVnjVuNlA1jhOy+EQWL9dnNR2bxpVEc8w4m5Cq7Kli/Bn/BAoF/jEbebMWEnZjD4BkivzjwcRBm51drdPq9p2l3KoV3UMYf8eZ3aqvcklTyZxCx8yqTeHHSoWYtGlwUQPPj2O7QqFbU0G7xXmiktRmI45LpKnwfzv/egcfxJnzURkl/wnHd7enb99ozhBNvR2w2k161/ryq8qjliV8fN+XZ7kXqN2tE2M0HsZkYFdncX+ko8zEej7Pi1XPI5Kj5WxfsZ1O51Da0nyGFIzBthULcLioqicTs9L1LtLCHjDBVSLuLymNHiN8dOIztNgEZdlINrpmu1GlOZxKRQB1HJjQ4xpc4MCNwUtOiXjhY/BUx+dFEIMH9j10RSVpC0MAQ64hR3LfDzstuWZSJsgslHTnq9Hlm3Dm8xJgbYlSLskz+5uLx6Rel6nVbzFm+Np3kwYTA4vHf/+y+e/9gqRkSPIBTUOTlcF8/q9EPals8+fzaezyoP29VhlW2aWXsyWk9uNY5my9X1YjRsMFFHB7tyt3v8/qB91Ln40cnbH5wefXu/f9zGq9gZejWmB7aYtxUFNWCBMhiTDuJH8FzBhD6X6+iL4MkiMGMtm03zIky9tseWu/UO79vgc4R4djZk8cP5av2GbUNnKMtpEw+QeLPk5fz9Oq+H7T6pTdegU/NXnPCzZVLLx4KT8ZJy1sXSh4mFgoYr2ZJLWCp1ICmJpoyRGqv9ATOvnW6PD4QsebMNg9qo0v9qR1beMmD83sUD14fD7W//5sF3v907PD462O/zfabNih3qrl8+P/nxjz775ZcnaGe2YLk/82JVtpfBV5i/tjbQQ8z8IDysNixBAWZpgwHuZndvb9gbtHh1pjdo86UPR7HhVq4RSrZLmyoiFVzidTSttXnvyW+IO+hEWn3txiZccRenVw96iQON6KTAlFQTvMfRsC4VrHi/ZWNTsgtWLlCymg2RYIp+o1utRh5n6hKemNke+DFZvm0PyJJDHtBi8rlg49GY7/zssyAfn61Ujm/d7nZ6MMKAq9M5mM1GuAhON53NW+3jdrNH6MDledI+4OOhT9j3U3py738v5EChjRq3WMpSf//JyzdXLV5OXC96i167M+UjdGvWNTQmDC82o4PGXpPYVa33mt1vHLbbldd/9PbtD0adX6sNbzdG4wUzoXQ9KkMet3b66/b0kgUPipSWM7S00U5Ryk4rz+MknguwXQQvg3B9nIjQ7Pcb+7yi3J+fXSxPznkczDwJ7/ucVarjjMud1rIREDs1Z1jfMivap2EDP5u0+ILyhp299H5+0CdLvoe3MBnBlMomGzQsRXgY416dFH3All2CUlI7hUqF7tz+wfzkmk6UL3AxrYV1sJyPghOHWP6QrCpf4fjb//m9b37j8MH9Hj0ughDaZllVh+Hb/mFvb7CufvbkyVtGULQErMqiv0R3g2lDtwBm7RC7DxgaGzzzaneYAaUfRIPf6g86vW6Tnjo9Bh4LsEKLnbYZn+hhvnbjWBgv5iEavfsMtHR0ZsgQlOYGhwIMUFwVj9PfdQFyqcawZ58KeD0wPSKTIz2IAaUS7vStIeM6MS24gMeHg82BNfnpzOxUCkrpcDgwwCLWikRf9V10CwGvrMf5px3NBIwcxkasCLCarJc8Nb+8dcEexyKt1e4eN5nXx3S97nC9vj0enwBFkTVP26usxNrQX+r3B7eP7/2URcmoDFfQ+bU2QoEEeAjZI15X9nr9R8tbT56+vaIzcwdm6oPOwWTLhHXlkC3Ll9vxfHq/sWenaLHAAu/t327Wzv7D2xf//uLhr/X4Csb2knfAWMLLTGbvoHer2llseO7vopGqa4OojXh/H0PAGVTZFojoyadgqmwqVOmSxGwgbSGLa/b3Nm3e1KHPxuN/+8xsVE2ffsKbBIwDWvTrafGpAnTxN3xvdcAiPJ3Mr1+2GenyoUtlVL9Ii2UJn53BHvOtPOsAQTaxUQmpQrCjumOCnbFil5hOGI3CRER12GfyjaWEeGS9Wl7UtJyOh5Xx/hVd+sr2N3771m/8lff3D/BOu2NCRNV4KNOXDx8/+M3fbp1ff37+/Jyv9hHoeTGUGuQXShBAg/X7vRazwAcHfca7PurznUm2L7au6bzUumaT3i3vUg4alYN25YA9PaiWac3jOhLlsIpz2OWlF4FH2wtHbNoU+nCXs/Wrq9n1wqmfwJFjgfi9EZfKQv8clahJuIc/lSaE/72yq2Odyj0+KgYpGPg9A5HpKekGhguqu9fJAsKai352KSKUdKqpnkMOSVZRA9doNL4ej22FCe0sumJJ7fGddosBcHfQvwX4aHTGhjsMX9lRhHrIJ6T5WFx/MBzuPR5fP4MuMFZot4eSUHnXx8pAvd1sB/3eR837L1+ev16NJvXZen05bcx69d43O7f77f6r0VvefiGmYAUe1xCCHuzf/t3q6R++fvofL26NZosXMx5x2RumQvUa9dvN5rLd5usbBAa6rdeXV83Z4pjWHD/3iy0ztszDZVXVlHcaYaDKbtB8IRAmVT3DvHaTp3vMmxLMBaXi4/04fs1v/BH4h/X1Xt5lQKE0Cd06Dy186Kc+VZuK5SkSN8RiYhiR0KcGhEiSYmphdsYQWAVpOQ5uU55EsVG4/mC6OWEgwqYsLB3ku8VUTaxJN5RHGYsFW7Nv/85fP/zNv3LY6RLXHZUb/u3X2TEofW4i1uP3Dn7zN4+6ndUPfvSU8cDe/t7+PibM0fFxNXWJkO+Xb+hqGNt1UfE4MGXWEvVub/erHx43hx3NCRTswgxc0p7oK/qo8nCFywWDCXGpGuNHXmkd9Db73caTk/GbKUHKDTIip8rYFTZU66zRSv6jTVHsVCQ9/UiDSUo1hbjppKVm3GjRbJmxvFyVe9thi1sMcjfDidxatUKNJ3V8mUsC89n87duTAU/al4uzs5PXb15/8Pj9j97/pNdjD8A2D2qge3n5Zrni9b8eHUhCdQYrmwePvvGzP/uKTwWp0Sz3gAc8GELIWFTGk60O31gEV79fe/Pq69np6mOeJ23bdV7HYkDZPG7s8zIfVYegRxmQ8xm6e4PDv1Gp//Grp/9q/PVsOe6xWIw17OP54uJ8NZ2sed9Ptdf4YiMfZm2sl0NC2GowqzA1WGk3xnofMwQYiRpYr0/4jt1ywdII1gkho186Yp6FLejoC+PyWJ5GtLId1CqD+nafDhkRF++i2eD1Eno6ZuJpGqLUAizD6hrWAM3nVLoaL4pZ9VHrDYRqLQYnRTfVcqU8gGLhpKeze8UazY/OT65pdQfd+tXYJVPEr8V8Vu8w8bE8PG789d+5fXhAj58nKQxdcVy2otPfkDpUcKAtyzE+/PAWm/5eTGm723R1iO74CX2bdJlQl71hIh78ZPWqn2vTF5GVvl+j+t33eu87EYLf80yHmq0UvkFoX2e1njMZRUMXzilFbddBFQzIEgDxA7TWb9e+cW+4fzn95SkbPzkqgGKEFj5aKqrYKQk0/AAEM6opHq527HgAHmD1WWS1F6/kUTg8Fu8nsMGj+idC0IUnTjlPGkdIe70rzr+YaYcWFnCU7fbN6zek08umBYDXq8tL8Lz/3od8HK7ONFp7wI7L19eX6MLpfzbAmk74ctyde48//ZkvA8plVAE9YiycIgudE5gEvxQ39D6aH9+913hT+/KLs+lHyDt+uXnNyIshz+riJf7ZvvOA4XkWxvFKWPWot/dX7i5fXP3yj06nNK+z0XTx5mx6ejllZ3Pfwyc2Vw/4aCreP+Ad/ep04d6g1KSyVXkmFJjh4Vl2vlbJ8yanXyvj8XI0ntAldjBLz8YOHL687ddwfXr8UJZnwjvPRakgdphUkqqNDtPByYojGg7eL2RUyaDf1aDGsTRkOg7gJVQVj0k/AUXEYMWQRWGYt3Z7cPi2MVmxAqKN4lgazUdBaq3WmrUMw3bj+7965D7zjpF50mybBM9WACyPJxC/cWF8eLsZ8gnaB7UPPlj4LUv75pKQ8bgdHsYFnqMkVCJ2iWzWHxw37rDvWK/F983t1Dl5yC+T94z4QetIgsUnLGxfjderKat68XCfFolUhSiSgtJNpwVkFss4Yf/wNjMOrHs8mYCHmYLCDDwUXlGUviEv+WGkEClIkU8Qlv4JFFBpqAEQeuSpYP4M7QoYicxT67KFBI5DIjrgQcJ4hSwZ4DDPTjA4g2rLevjnz+jMuG6PqQDCMJDo6PHD97hFG+32cMXnGOc8JmL1G52OmUuK12x//t2Lk8/lF6S76m0oTBPLo+WMXGIeTNtqND64fad+WfvlFydX713/svPkbHXVqXb2a2e1T7+4f/Fb9ccfVIcH2IiYSvNNL/WgwWS9O7NNRpP1ZDbmeS3bP6tlNbBaL9n8v92k+8r0/AULGfyODORYgLeozJZO5TMexGZsf8CrIV0/QelAj2WijHMntjusr67s1Vj+sObhkMazSSDRFoCoDyltgWq0mLqUMoamn72oXF1N2i7lcxBRXM2IG5NqJ9FHwymm5gNmxNzl2r6Qubq+5hM0Tk0c7LMlmNrUV9esE6x/62Mm4NxC2+EO/ODaQvA+TpodVo7gjnTD3IpCd/zgfuf0WhArpJUEQTz0FXyDR9CN6u3D2gf364eHxLz0fRis0WD6wIQBlVqhfwVCBohgoEBr0GSmlkZgMV5s2Nx7yoLI1AIkAhrCzL3Gm+IFLLLgcXX9aND8ZNv94pzlfXHOAnGjExijfkVFoHIODSgOGc+5ZMX7IaLqklIikP5GSuoR8u0UanmNSIKHJQKBI6JlA4Z5iqZ6JRXMpBMS6TgyK5xWjr1Nnr94QSd/4GD3DlWBoSM1Ycmgh4EvT4LarPWvTMebfdYln38pNwTbMAJwiHOHBegEYp1wzs7PLNGsVR6z8uKs8ovP3l69X133NkxBPG2uru5tfuP5Dx6xa80nv7JptJh4R/vXs/HFnMDD5PSafTjpAaHeeI8+RrceSh1eSnQRNKN5n2KxkhkXRp++QLKqsKyNuU6m8OeMYpuNvV7naNCbTSsj3m2vksa3+Db0LVjNrJ5wIeoFKz1sFhSGimRdQwCDpwdrnnknccFiENZAs0aWFoBmsUEXCGh0LIwWyFUuTNllxjoCGLIEMoMie/v1D9/vfP7liD5Gje0ledLLa2luClU53B/cvdWlO5T4gvPCmNEtey7RmQEFNYK5CBkFP0Hr1mH37WhpHNduJBCVfWsWeoS/jx83H92rDgYs6mIcw6JotCY7uAOys77dmTAqALU7HFpnXP4OCI/QtnWeqjvRWltdYRVWiqGazEdRd2DLeEcSY3tG7oytaged2nvDxjM+QItbGF1UrOFAmgZ7wW+0q34CoOtGlVbYUCYlkBa0KPmRTg2iAo6UoVTBaSmOoBOVAtpdRNaEMPIKgEACh5xU03thcoWR8fPnz44Pj3hEMBzsO0nHLHibJYpzpoN4bMzoak41OLyzWf3606//hAAFrl3vS6HEyNkeEfqkcXSig6+i4tib+weHPJ754snl5NEM89C5/HmrOr23+uvPf/AhKxI+/Lg+5BFWhQe21yxJwgXpvPiMR9mLaOiRusXYFcknrAygS4pCUS17M/j4gDk6Fb1geQ+PdNGWa5b3sB+zHOyNMGbAyy4ojdWeS98MQ5qXPhGrDXAq1aXBoUddYsqJNX18KmmyYIxaY0l3ixUcLcbQvGBFc8gELfNFkiPAGAFlR5S7A1WILUrBbEb3d2LowlvmHz744O7oan59zaB/0++zvu6QjjvrPO/dZXhDj3Nmq0oHGwU7u0J5mkFc3/461yg6vsSMbP2oP/z1x5vL0ex6vuaVAFef4N21zcPj+ne/UR/s0QIql48CmAdUpfCA3/NLBejQ3vKaHFOEsEaFRBKfKReO1TYPMJe8Cu0kM+9PMJzw67MMFegu8USIapaWod7MF3usGyz0ZanUeelKohK0Y+Nk3eXYxfCd/5mIpDiOeXFLqh9S6jXg1lNzpHIDhBJMVArnXckTKEciAHHNVUm0T3RY7DIFrSfNEWY8hyQ4k0QWkHSKmB79+unXe8NhZoSwx6bNB16WK76Xmxrnhkh8Z+tR55vtdvfTn/9rlOaciwsiHGRJK46gCLyhyk/GS+BvNxqPWcd7Uf/sy5Pph8xc1ngG9BmfZD9ebF7+4PF22f3Gtyrd7jXfH1pOXdHFNgzLNW8JorxVmbtgnoflnLRCtjw6X2KAr12S7PuSvCrl3CXfoLGKM23V5ZkrlWE1Ha9cNr9XW+H6zO4zsULXQ+/ngRcVy64smxFVcDq2fhhPaxPeSLPlwceQwfYePnhEd33Fbr+rAXurl0UQBg/g8Es4UvNylpBT6oO2wYyaN4fGk2vNx5za9379GzS0/IogQKQTXpmU5jlMhoeAaiN6LUhuQUSzNgGu7Wka3Aer3u53akd788l4NGUGYbk6ulM9vlXp9pkL0uP0FgjrDdRYQ76jILYT4x06nozwkIZHB7QqfAjEVyJ31TVjRXyQmoMUPCmtEd59RsFyCvbrm66X4zULDHzNlA0CWe7F55ltebZs+8c74u0q71KXeG9N1mmjHwSVQPoz/FPDOGK8x/4njbLLBZSVHiAldCL/VKnZkUUViETNgoq8eBu3ej/qsvfo3CvGthpRlo4qoQ6L0r+IJi0bOjnRwaV/vVi8ffP26cHTveH+0dFtMEGv02mxnpJHyPzCAqUYcd25+z4s/Pyn/wKhfFIEL3HWsLmzNyyBmhYZzfHiB1I8Yq3LeeXPPz8ZP+I1eV4e2/5Js7E8nC7f/vjxZtF6/P5oen01m7X92lF1SJxj6MmS92YD8yyYG61sfN7D0ye6WbASf1jzldSyNA5iq/W+341hwyC+PrCerWZrnqGxi/p6TuDnCRd8olQ6PEwI0YfhHfLrBVtW167HuD7TTnoWB5XZ2XKckx4FIrE02g8zsUqtyeiR78Tw61snOFf+rCjao7QjXmlqfBSdqGX1bN0wKXkkYsc+y9GiJOIKF4DYoaA6lFiljyde4pv4rJ15vBMMZDgYAH2VLhzDhNQ6ioGs55tIPIup9HoskqP2IXQpAhSfDMERcS+8n+eGNd4GnV5OF1PfKGPviM5B4+hOH9acLtSghBp9n/DIRRbAMOHsrvKtXnvTd4eD1XrBt3OxPz0ou0FbdrMhlLqcxbeXO/tID8/RImJEFdEx3JR0O9vliEXROoTVhtqy+8TvTrv4u1JbecwVs9dgICAlx3y0h9j8SmL3p3VAG1Ik7QqCi7qFeFG5yHDzy6trFgsdDPeZ8+n3BvDD40LqwJqPxG/Ye5OFWLPKkH5Fd7h3+xvf+b2Xz/58dP2Wltn4ErMirIdUDGyRRFEIFXSOHhwdVi9qf/blq/Nb7XV9vexU/qxZvzpa/97bH++dPr9i9w/2AtnWBvUmLw/zoi/v9TW6HRogHoGNfIMRhtnGv3h//kUPUqlUrho13sxnfo8dEqasN5jOWzOeDfu+L9M/Pipd0+1hwLC9KsF+RvtAWIFdvIg1I/q68rabnS4Lk3lUyBwVA1IUjJMyT0NFoLXjNZKyg3maYOSNTj3tpI3mSS/2QxNak8SoxWpQArv/VRGaKgkYHuaux6s9/FCeKCVKuhoM9dM/ARWIHfzic/PRbMOyEx2FB8B8qqd8xXI1udr2952l0ZnAw9tKFftsdnuqZR7YVzqnF6P5JSth66yVevviZP509t2/+mF30Kax4BkQjqSD4VCoXIWjKfbphhEbUPXQb9ZXtNKq0K+b5yPRVBRCLHOpsEwjs26xphv+WZGio/okWDb0kKKrRO7YMIKRJz1nChO57Qc6Ri/KeNc4UVql8rdTvoFGF06wJ/w7GUO1lRa/AiIHbHNpCfRNmtIVKtxtGMaTsljw3uz502dPGAY8evQelgYzrsBXtfgqHh7BJyImk3GnjRpq/eHtW/e/s1z+bD59jatELvFG7Vpfxw+jKLTwjBYeMMPNGICnD8dsEcqLrBv2Ad0cVg9nJ1/Pt3Qyumz0T1/0YIhBr/nG9fU1r8OgVCRxUUQk4h/kdn+5oR3ii2RsabtzHBJ5hOFDLoJqZYGvLzAf3qPH3+gtzkQLRSE34WLhcIMwz3x6r8v8uA/I8X683W54xCOIGBRcQRlBcS5VGddXUrTLOXZB4Ci53KDhAL7jOZAk6RFk2VbAmSY5PWe3MBdEQD9E1nM+zcC7z7zY2Okzo+XIlxZ9W6HPMzmnAjCTAyNxAR6lzafPn44bneNb9w5VAnOazJk5BqIzxkWXV4q4ZCdgFsXNJvP2oI+QNJsXJ9dXZ9c8nxZW8WQMfhyLIYS29PEAPsPMOXo0rjOypinghQu+qUweIji9Y3diNmUfh4vNwe0O7yEUb7NlQ10qiR+LI3tBvXMU78nCgTQ0VslKJWC8FUsaB0BykAuH5VDbwUYcKIPHlCiAoWIFI8jZ68J5wQa/KSI/RisdlwmWCh3JV69eDwb7dFNvHR1Tb3nRKHWACcVGh8eTvMLEd6Qr1ZPTi6dPnvDI7HhAV4WnmrbGqi3xQt7EKi04QN5cMjyr3j3Y51la7/L0K6PDat7a/mLQrXRpUf2+Ki0pU+yTZotNGM9HS9bjawAxyyonaZCi65loAvbHtvxqJT0eQXkDvLVy211WEjhxGCQoKm2mCsMG6dvwPBm/RzRdH9/Or4HfgM/Pridkw0wRxpT8GJaUJ7YgXSVGQrgxR5fWOOUmbKuM2N9EDwpZ8yKP1bXYnVXT67PW5tYBXXT6A6wYWfKZ1rHv0Vf2D7fd3pDITk+cYmjrxfM3zFQqE2zDL11iHG8xffrLSndAK857ZI4VXSvlQo8+H3S7PhtfXoz5+CXvi1bYnUDt4Lq16fXy689PeA+/O7TNI/iiyAigo0COfjLtfPpRal69IDZrrTt+j5wW1ver6FAwZYolvV5XmMhu7UNeRDo3h0rgrjh5dKIekh+FceJgsIRabwiDPLa3YIDt75GJ3N7SWt20GFIoxSRow2WJ2IZwSIOuN9VxNVtVHJoc6dDDlEm6yM4P8grM8xfPhoMhM6HDwZ79eAOhm9UREvEBMC+m02fPn/70R3866FVvsxul9rfRxvJ25KxNcQFVFZ4TCQs7cHbAtyXpal9c/KJlD1MjUjvZ+oUVJmzkweuxl6OLyZguF2godfOnsCJROvQZXSICY1vmQ7A1j9TSGUUHDFkceQCEf+CwLoii91K3E58lMCwUwMtBhTuVFGZibKvzi6MrksfN2U4SYz2aA18qEDe/8gMrOQqfha0MdzVFzB0tyLa6UBrUoQUT/vPflIKkWruebIaDDctD7UnMN6dno5NXpwzA3/uItpj1GD70ZazYHvBQpfn2ydlsyowzS5Sq3a5vejWblc5JfXQ1RVp1k34/wYV3vs/enn35y6cXb04ev3/n1p1bfs28uhlNmI5iz7P1k6/P+gedOw8Ifh3Xh1mrjbJOy9lvcME67SrORmVlGgrxFbbFUhO27tKlfBDDE3+8DG/iAfOaeruPCpVYl4+icDFuPcDHjyuWwQSMqrEZSRgzOqb5Ec705Ktv+EJ9cicq8ACmy5ERm3BSp+KEpokigIt+h6VWwpIVw/LfK06Ak8F/pGORE3vMPHn+hBUNjx/RCWfJNPOKfFiOLpmfKYAHos3B/rDF9gK8NMLL74ZKK4YdDBmWLD9ceJYZGS31VqaqlUG/+zFB8+3ZT1kvlOWGRO7GpjodTWan12Pe83XeAiTRlL7u4fndFU0xvNMAzFwIKYRKTV1Mxo0r070hQPLIz8VDvGZI98YwT/2n2Yp/gwVdogdjnyk4upUBsXLslERVQhpgzHTQHMFiDLnkAEU5W0I7GvYUotgeOqXILgQao0jzR7Cdjpbr+sUFD25XtGGL+YptIEaXU7qBk9EY5jrdLltqs4afint0f+/ts/OLqykuhrVZSLtgoqdROXu9fvJL3oM53D+8DZtMH0yuluPr82dfvvjlz57zSmR1xce/L+ios7vWeDRjjcm9+3dY+sh0KPsHMBCLYnzChci8GOTbEjYlWCqtX+HfbhveyhoX3l/gNQZWEW948cq5ICvDqnK1aOzdLy6GKpDRGp9a4HWxF0jomMSb41qA+1MA1Eh0mNJgIIsc7UUjzT86h9Y3s3U7ujZk0Qq9O8gSbYh3miu2LmF8gwnbLB1OFi6UTNnBf/Omi0t02GiJdoDFEXfv3Ccq4i/4jS3besvDgbdnb/k4QLvHe16N+YrPVWfaKkzDgJZX4DR6YQVB5CIG194IyIsm3fbHx0cXXzz7arNgE10GqbA/mTChx+sDpYcm52HPSoPo/KahibzUVVe+J4cnmi5khFHrKu6O++Km8GwPJyGffo6Pm003zBcX54JfUe8cUGw4PYnWjeR6pX6Lp2sgZ4GIrqnVOreFY1gNlmAXZrVWjBrk0Y5G3wF75REZNXlhIqQueHRRmzPYQt/s7YaJeQb3+vXFwWLV6c7Y14TBJf1z+vx7B82zEx8PwyXOSMRm8mt8uf7zn7xktV2ncXe9nF5fTs5Pr0ZXV0+/evvi2eXlxF2UTt9cNdlGZdi7e/f47qN7e4eHPj5gVrmx4t0z+jgZPTPT3OOlIqqfFYB65uwkdQ2xCFgG6Vgaw9lD4o5fOuIsHeBlJMZyTiIltqgZRbey4x3FqlFhKgWYE8EJ5mrkXbwEnIRyRHM6jy6L7jJ/HLSMTmJGPY86ibox3a7KQdEK4mM47EF1Vm2Mif2CpasLwI39MTcXYAbWx7nO+UxPT1kzN2Du/2DvgOI2vPM6DxlBuJxQ12vj0Xqvx3wim8mVVgUKsI5yPLS1vGrmJHgR9gzSRQPDXvs3PnwwePLql7yjxAwOMz6MqURgEWBApl/AlZqjfDIyt6ZATlYas/HXLp8D6uDp7htC38YOfYtJO88wH+A8WPpLbk1ZCtCjIFejYGLsIMNi5oCkJXNAXLvY3K7d60YhAqEHpMxOTIW0MSU36UoCrKWF4JfcnfyBKpCiB6LUBIZ7vLi7XU2G/cVkxiCTpbMbPNcdAmm6WDLBXC/f7N6sBwfVO/fb52y4QRdV07hwnx2Ptgu+99FaL5qji8tf/OSLL78+Y7dZ90nk0dZmM7pmi6DF0XH//U8e3Xv4cHhwiM7iwczozNlVjojW6jFFZDXA75n9p9fDU2bYp6MZMeCVprDBzInq4qEDW7cwmb5kR0dWIC5ZZMjHSrQf5VWEekJlKAdB1UnOpCOy2PFZ4o0daHWkujnyP6YnKUqL1ilO7MePHXzwdqmRVT/IcwupQUUz2pLEetG91l1fs6yRfhqtgDzg94VEPNKC/Ol1NGXL0Wj05u2b4XCfJ8FM//NyEVOEi+WKm4cPHty/f49psWdPf7FgR2Jen+y4FogWAjY1ZNp8QwKMaO/wkT5FHEHfhjJ8D3rtTx7eqT9/+4vRrDGtsO2VvFPIAO8sLWJnsHMjiR1xezXMWBjUs9A9XRrsobvSuU8nh7dA7Minn6Ozcol+wZYrWLLaUFUoZZcaFqN2FOChBDnHR4tRlIMxkMMgOYc39bWD5EIDWRawUjZIrSlk5seIQEGKePbHiwCbwRETeMEkyKranyzb7JvY6fBig3PkTLGzIXFjzsMIHlyxlKh557i/d9R+9kXt1fPR5QVLtuQJincPOv1eh9DWH+7dfXDr+avRqxfnjCpYMoUHssyEDvHBreHx3dsEgdl8zpZxFsYTmeZgZUR1NWRGmJfkOOzx083FmRCW7sWWp9d2KqM8rD+7Hs+bfCbrajS6pN/u8zEX2zCTSmVZ5PljURTFExMTdBVe5RW5/W/dUAMeO7dVq9GPeo6+yLO7Zxwn8KNVAhKXVB8AinqZR41yNQPiRP82Gj6+Xq0m1+fLNYMcHxOSC3mco9DlHxikgPvR85vNLy4vXrx6wYD4Dsva2MG4xep6lhg7JUqX+jvf+GB8eTpkcQsvEYzOKQ5jice4ljXZw30mcRn+HHEWcc3Se2g4VEK/3/n4/Xvdl2e/fP2GXQsZ/BrJEBMvSI+FZ0U4PR1vgFE8nu1MpSM10linwDICB/RGEF4AICwxs6fvx9U5IxXkk6aOQhTyaAmjRoH2qIEDPz8qIKooTsl9SphoQ+kCMmoAVVNbxEVSQnREOMHUIwTs1uwcW8GxqmKFA0qkNMlegA/65VrMCu9TiRUPVZt85OxqMTnl/Q1WPOOBrPBmecbtuwcPHLC2+/tzJidYwfb1V1fn5wsk3x807r9/yKzpdDLlnYA7D+78Gi9J1Opfff4mTs778WzDzsL1OhNMzIjQT8GLUIRzi7y/zziMJ59btgAYMhkWeYyUZKFpJpeYIuSFgzgWCwJWs1aLz/3wMZ/FdDUbzV1aQSvhO2Wuy1AbymjIUE/YAp1Ebs56qEuaVWPckYskAYU+0FUMsrMJGsyD14Qzn2uSDmIlYBWrPVMVbiQMXKqzczsg8lXOzZZOMN4ymVz7NcfuwH5XDJSCRf1aFtfEk+nLoeqL87NXr19SB1ziTySg40j/M5Nit46OPnj/0XQ27Q5un5++0M+dilNTTMuApGDkCaQGVQOxdQRUoptACTiP2x7cO5xczZ5M5z3GVI5jlKObJ6+2AL7F4dOodOjxca4xYPF4aonR3Y5/vNxopSbyxCZdfMojqLUCRFpDpjJ8QtiE87/U29EcMZwMR8dcxGq6JQqyAvATu8YCokQepzs4vI7tcveXTiVbsQu8XrBTPUygd5FYC+MfkOSO7h5vA906fjBg+73l+C1PRtgW4r33jh48OmZhhgK5s4mP6YnlV5cLIsDRQevu/YO9ve6CAfT1koUh9x/dR0m45s9+ecIrTHcfDd9/n0f+jevzS96DQkWExhkv41VdikJfazLnkS52rQz2Bs6Pw1I6DJ0eL2WywMilb6bBIKvDeeuytWyzi9HxIdvbnVzybhLy0PChcXamj67iZwgYGa3fSqmA6KC4ipUBM3lPnmMcA5gqEtx0MXkRndETyGoFyGDdAokGjbRESpE4MgUpEz9IlwDoJCC9+iuW3VxfH3aHQRjUUhSvqFM0lYCXMlaT6fTt6dv9g8MHeJ0rtnhK6hoh5uVwwdu3bz999nw0Yni8ZmyYpktXkQGCFTtgJw57y3HjVWrEg3NxLDSwBtu3vvPw44/usviCRs2niy7AZBmGFR0uwVRk5zquTjzS352wR2qaiTAfinLAH20E3Lw7TNT9sJocUYFkAufOoy48EGwAxx4lRykCclN9o3y6QOFbGQydnKUaF7G8FjVPavozacYMafKbTrBJQqgK0lE3dyXR2wyqUk4MsJdX3ps1XumtTQeV2Xvv3+rG++kBwz3vDB3eqnTY7GDLK3BdWkn6P/QOt0uaaGZ71sP9/TsPb39vuWAYwefdvvvd2w8esuprO71csMoXj2F+cDyhf7uh9z6aYAJmpOt3HrR5Ks40Hwsj8E1eDOQeHTJHAavYAOYMc/ifC6I3/WHv1t2j1yfXkykvZgDCNKpmUO35p6bQJI97klz0vssLUFziBjp60OrYvixb2JXyWR34YBvKmI3+WFEn1xBVk/RhcgBJvxz3ZMzrYM/qQZ+hOZo4IQqSUpAisLbzC5koZnE1ETNCV1fXb9682uPx2N4BLBDlMR7eSeXeHw5f1avnJyfQVVAcQ1dQJs4Z2RQF0HlgE0RH/+WHf4FJDQ81+CHRT6bwRQF8GkfSNYzT8M8ljoVMFIMruDUPFCFEzZRmwkfSTE8CiWowDUDxOPjR00AOJHhwNnHH/RRctIQ88HNXElIwCOUUDSSPCxCli09QtQQa1PvVXhAJVto94LjhN96P0OFCMKNC6oJc7PCCxphmSsTjf6oE/5nhwr/ZyqCv7e1hQJHOUmtvvzUYUpV5hsywgSrD4HLTHULg7Pz1gra52+vuHe199OEBO4A8eH8w3OOx94qXkF895UEAr6RtrlhQ6kL3zXjKvovrQa9FD4C9A9kxn6EdVqH1J56yaQfmqPHGgFuEWQGsrRiA92oW2wH78R0MztnBF9aRp7ij0nskSanjqWYjhenqBznQT2zjnbcmJy/Oys2urGrMAark78Bwb5HTdiC/MOY6M0KPwV6BzkCQGwx7y/XY/jq1lgZOMhyh6gSL3Xed3H5spnSXCzY3Pjs/Q+8gBI6AjZEZSlEJGQ7M2fTKEMEhZaQWCJd3SlRO1qzgMScy8s9wZy2NoQyOmCz9a6FgEzjOJbTDYYOtodLhQ5roIFoqV0ElZeclFUQiIZRraVE3kyeDVjN8hlKleIEshlEJmgCWCwZKcSVHSqWGIMBNKkCgTUTYCH2DxP9JCg1x7UBlzzpKpoxyAXclT81Bu6QGY/pqgAoWppPneJR1eWwx1CYcYAcf8DG6QtPZqskFsiodnUeyLRvFdSYnF3wqAyeAGu9AsiXU0fGAaM47yWCrPBudnND92bL03U4zUynswOU2XL6U6Zibj4xvmVbDwXktaMywAcMzPcrOKlQqqfNkkFl5Hl1Xncrrg7lRZ7aQw3cG4wwaHMeI3IofpQVipx3/CaDubAFLG4vwRV9WpDSTao34d1PKCqDNAig+MKA6gCnoqFGn1zUwQ1EjQ0YepVCnN3yYJ0/3IPwOoQx4CGyi3SjXqLEK6Pz87ODgkPdPSbGS0Wlk01o2fGs2DwfD6xkdboMRHEsrspACGjHZI/Ra37DBt9bBWjG5VrDpsNUqDJQz2ERDJ9MBbtodLess3M6rmMjVDeQf42K7oq64mYWVxCLBpG6KdDptEbooG3ZRWnxwV8R/OeBTZQeOBC6pTXyrIoFHrYpHqjt4/0VGKw55SZasXk2C6Hbcy47LU4ThUi3sxJIOPzGk/AMhFU0rjiWronyfDJHhgFIkMqShO2jX3JJaSE2xWHZveND+qN/ZO2BOhjEx/Xw6OtoKvyY0NDd7tzqNVxM+U+CyaBYMW9AQMZ6sXj2/QilHd3gGxNGBS14WZqM/8LvjX55EMihj7EfL1ODZEu828VWbvI8/H/sqX+nkKPI7VaCBhHmF1C9VHZlIhgqiR+9IghFERgo0E+fQ0MIawgK/63UEvOCMBxLjDdCAgFrFcqEV0SDXVAC6EM3WEZ/n2l58xvPDGFB2wgcnXM5C3HNCHQxJ6Qhdj5nqGaFlK4CpmfRlDxrW37dbl5pMF8cfqX8g4IiI8gFLcQyKyW367AI4QFeoHLiDq2z0EFlJh0d3l30qgJ2cCA8wuR5c0FfisY4/3Pon6+Ge+Rg1FfU6fa/OuAm6QpDLYgsxWxhmSo5wwc+ZEuWnuK5nF8M5I5XYHAgwJLZbPXYlQ89HC8mTAFiRvxyCi6AcssWtNwkPhQs9WJvZgO1KoQi2MXJXVwwe3WEsAp7xLh0riVD/aRGYljc+8PZGd3jICyuXF8wRjV69vVo2msePZ0wiEGnBf3x/OJ0uxrOL8fmaXioDLiYxCUcjviTydnV4v93q7jEB4ryholEHiIg8lsDwvBzU49Mh0TwdQ9YTsokjqxn5NiHvUjH6hHG1oQIjLGIWdUVgtY900TAnFZiD/zstYUiuiYu7ieoosFg3kE5xolKkiP08QYpb1WY3UGr+Fc0DWXGrQxaGnFW73/z2rz375Wb29ud0dFIEKAvES7xSyZm7hARPWaYzNh6+5tmwonug9A2v1ePSvLRtAelTbR2hFobkA3SpxjIBZG4LP9yHlhOGBaezmqkqsIyad7FeMPTAAlvwB03sLbocVCdDg3mA6SpwDmF+SNfTIph1Sd1QTDahBCR6KkiLjZShIEp7FQ+0olJES6QwOBrf+K3fHE/5bNN0cTqa8aQKV8MGdJxxWZ1HIvJsFFcH3paarTb06VBKomjf9YMtE/AIIzCje0fsmcuz9mhZdpFgKprvdvj4AoGRExJWAD2BNCRFA2zsxcIgV3Ftr04vvvji+Wd//vT1m+tNp381mrd6vLHqayLNbuv4wd6di8UFT4yZFKXKspGjz9Wbt/b3B4fHneGdzmAI3vl8xHbbMwYBs7kPaTZMK/EZCT/0oNqgiyXY2Nr1QUyZsx+s7/KjT/0unCEIB3fxbDsK6kGWYwiQ6IvCpA4TLwIhlEdMWOwDEgupTLQXIslVP4L6pIsLiYsuRIFFW2iIvcUfPP7uNx/d2cw/+eryxXZ+CR4QvgO+KUQ5+bG7Y4eQPVWvD/b2mRuiC8UHmOkhcmZcRIuoyjUDrNNS2Q1FlRharYQ9c8IvyGlS4IiGSOe60QzF2ReH1UaxuIa39ikC+IrwyiKnMCq/qWUkJVER7PvJe67N5SL5phVmFFOlFl2KX1XGOYPVCMVPNL9DXNL/ggp9y3127Od79our5l57efG8Mj2Zj+lD8/h0/5yNXjwKvNhAhpV22pE9m/LCF2SiAe/ISalIEKbKvaOf5CZDvdK9ZhUtdqEq0pNxztkqhMCoJk8QmcLBRnw9ZsXHIUeTMZvCnvzi58/fvL7iyzGjyfLqejY84IkmX2hw7NAZdO883Du7nH/5FSb24aWPWtpuVQTkeLpqdXBaFjnPJqxUtAKw5mjZYm0NE6vYUqZsqmGYwnZdXHjY4AGPaWkn4+A7e5iWA9lv7KD34CiRNGAi484uEIInQsbu0Z5Og7UNXjutlYoAIBog/kFBhRdLACyYEYK2jXDAOo3f+s43h63N3f32c17LYsdAaMVxwteODRKgnRsNQDWYosrJmJaL7XYWs+l0vuTjc+y9wOcyMZOTUiCiaaZUWj+YJ5AERfwPXN7IDiJxhfaK2CoQxbG9Pe8x0adkn1EeWDC1YAVhpA569KziUtA6IDGz071RQPVFXPcCChIxlglCksD8iypKoCYffIlOYCWLXlYpB1fcBl+K3DBdkkjnjaqL9mZam79ozL5sLJ6cX7CgsnZ5vl21Pxne+6jv+50T9myDKNxZz23rNQm/0YHPyxTG+kGiugC7PCfRPAF2TFgu3aGkstUpH4FxUxdxqWzAaM6wL+j8ttt6yqdfVyd8C/D1GQsbT8/GZ+eTswu+urE+OGztDTJnKQf0lAhRa1YNDQ+7D9/bn8zpHYzZj9rPfDbZHH55dnrR6bI51Jyp1eV8zBoHf9mlnTC2nXR5JMfEqIajW0CPlr3WFgwm4IL41RwOFMCqUXo7scJ/IiZ6VwNRBj4T/tUAcYH6XJJVDGkUZk2GwGYoOLPsis6hiRGFlhp05pajKE1dqqQodFObTrff/c6vPry7N12N+DwPG7ldzC7AIQmDCFrhbIHw5lUQaAMi/mw2gTabNozYvZkPiU2mLGPbrkkUEhEwrbPqhf9ShXwfzW4/GOVfP9DqICYRghyZ0c3mVkz/M+kWNjj5hjNt2W52C01GWzvvtyCXnuTRIF8UkjsDAdBU3FApaTAZyeQmytzpS1RqGFdN+ABMvBTiSlcJCa5hnRagdf3D9nY0Pfv6zdM3X366+PTLyrJ1/OiTj771yTeGg8OXz85YR7jd3FrMeRbLAKrGk+pma90dzhutSa93zVe7qfwqaWd+mQN3eNReHCVvF1gjVpKFwqPY56LHbISzazz/pGBYR6fUeDd/XhPyf/zDL588PR1N2MzIKs86B4epndrBIf1YNgxVrTS0NkY8AW41D477H6z5Skf97VtXRzfp1la3V9fj6gvrBGutWT2eb0OvWQNDtUax/b1ZNzucsjKHZwh0jegX8MvIkFkP9uDFpdBeEQ0uYR6qcRXSIq/ialV9IuMlLILqiYj6JHmc9cwczpNYNzgsAgb/6G+Qb/3HgjgXuZTDXwNAtkYu5VEY0/fvPXrUZZe/6oY1yQcHB5dnfJxUe0vu3W+QcAJLJrmNwnSD5jN2XltNR1djnnbM2LyeUT/l5m4OenNwH/feVUdw6jUwkj6NDDNM5/6dBKGqm4Kh1kaX5EAOUQFCIuqPuFFdYnPExrGN05ExylPVzjWVoKJGfPtHD0MVoc5Mida+0WbKyhdpMBx1idIkDjGTBx774ByySxLoGs3Fn/GtleefX/3JD2affrE5uWp89J3+kO1HNjxGnZ2cViYXvFeyPzrlU+3L9DyZe3C55rNfvmX97P3HvLoe0egsZtADIThQntRIeEBl72qHVVM3h7SlUODV9fZwSCFqEXM3MGiIhUeshGvyJIvKf+/ePkWevLw8OZvQVaHCMxvOy/JZ3JUFsqV1Rit6Djvpdm7BFZf16tu3Ez4gzisEU17+mK+uryY9viHa5zFoZTZZzqe8S7+oTzfDQ4aARj2MQTzm4aiPTicsDsJQ9WG8Wh3GqVEeldd1CTlIRUykDJSKtcIpHZpW7wqlwg3JnvmXSCk+8yxQzIZa8A3sHbBdQYNZkJG4O/g+3JiO3xGtYotXi9BFs3V4dPTqeQe/Bj3kgltwjS31kihmktAyW0Wz9m3KOnL29GDlJu2hnXa+FI+vuTmfsTXgsg0Koo92c3MpODI3FRi724K5vNJVCcobhdhS8L1g5daadmHiIRaLAkSJ0lEkDhM+LWie+uQwkX/RYVJ1LRLiYMkSyiLln3q8OZIuAri44aEoUStRBkBU0vj852/P3lR+9MPFTz9j+Wr9w48f/Op3PvrgvUfzZe3zX86efz14+PDhnXvDi4PZm5fX/YHPcg+OWrfuEHe3P/3J9auXk/c/3n74DV1NTuL3yKmiFCDRy0vVyVBIMThkAF49X1ytHt4mmqIhtgWALfRU1IFyWBVT5WnU0dHggw/v3P7s6U8/e/vi1TVeOthr3bo9GB7w4bYmNY+aE2WBACJM/m3YIna419mfrK9Hq9HVDDOPr8i1oWDxF+uOejwY5mUj1q+zSJrhNY0LfNkLzYIizMJGgr7FtmgND+Q5us1Fuc6zTEWOLH8pQ83GOnhIrgXIkX/Ax5hmCRkDqo7ycBXHtB6iLorFSJ5VLLCCWV14fn1+tWo2xj///Mm2f3inOwRnv9djmcPbNy9BWSI06pQ7yeprNI8JjgU7eyzMlqxPoBYw5qOvx4TYmg/tsARLUaXO2EMvtn2VT4XSe8qhF1rPw1dqrLzBoKV1O6sP2x3+JacUFJDM1ghEFlxFB96QKZNIr58ULfGfOpJMOQCp+KBdWiLTSOSElMAWUYMxvJIC5uKdAFFMcsUO0qg2/uU/n714uXl7Yh/tG996/Nu//Z3bx4fn5+PPP+fB6jFfXrhzd3DnAQFmO5lO+HKCkXHJU1UezWzxsPnb0Re/GNM8fed7Q1ZryFrYM47Z6fFeOokmETByRlwkIfj5OdsFz3/ZPYOJe4BtLXfSM7fTqiwnGx6YDQ66+wenfCCP+Rhe8Xt4v3d8m72+uwyxgCb2qHgkJAa5nJj1chW2xuwPlgRHBrtk0Ldn5gfXobmfs0rxFhvO4KFu7Z+9m4wTsEvgZ+hBt8ghJk1ko9bvdXkzgI2QVTaHClXdmoWoqD1NJqlYMSJrDVM5nAUPBD6OZc3Z+Y2oSrEMNy2QUmIwTHlnLYJWQcFb+ZJm/49Np7t/cT7ZNjvVJl+FafF4C18d7h1cnJ8yr1OaEPiDVaiED4nCM3dMBbEad4rjsx6U4RFtrV9d48sm7Ly54tu5QtmCSdsCtqtyKlpf1CArSGVRdyKHP7CnFY3sKRgRKAfpsBC8dIiKJ3Bn2YJY4VG/SGxdoZ2hoOVKWRHkDih1E9VZXHfhgEUR5ihcF7qwhKlQI7Cc9RTNIUfANj7/nH28au1+84MP7/3V3/nevft3ecT0xZdnL5/d67UP7j6gY+xcOWs2mbF883rCYyNDxqTJ57J5pf7woMNqs9H57NnTyUef7DMVlCGBYsAvNBMJYg69U96RQqvkAIw5YXaPPNhjNx4mBygGCLtCYE2fC7DGm4lIpoAQYbKo8B4Be2gd3xncuT/oD7v0/qEAQuI3IEileDgTn9dw8oLtYVkxxg4ILAHS6ej789n5KTslMvMEF7bdTNi5yIw1QKiU6Tz7BWxwzcsAVAsWtLDi8uLs4NFDkcdy1m2OYhaMi1QJe7ED/XKVq+iKiIbjQDGRNoh5Yr+dCeS4NBSg1JamAwUKFJE7CFPCXiVWBojX32bz+qPHjyrbVz3WCXbaTpjwtepB/8P3PuCVn+cvviayp7Kpfk2tp4Wn6DeTv+yhwZQP60F4NMYLdKwYZdWTHUK+Q7brP7P5PwJQDqpEFfi3+pUEa2bxuaIJkgHceSEejxhYgDzglDsKizZUXg5RR3YhZGynVy6cZynAZAQ+bRrF1G3UE23Eo3x+hLSlcYBV0aBDGZJ0mqkMQ8JxRLoxU6Ux39Q7vdZ3vv34u7/+jfv375+cXPzZz/gYff2jDx4QavnCF4PBP//J1YTPUrPqarn0vfbJ+MUz5iVnfAaP0QDfY2Zz3NmljxhhNYKqi/L0XgM7R4bfcyiA7MfGXCA/x9nFmp1ulTB2RyikQPlw7ubogzbr2di+YDJmcduGT8Lt77f2D3xTnjJWl4wm8c6iY5CjQeoM7goB1pnyRcoZnzUjnPMEjL0FMLIBFSgWwzFDWuHFNEYSdsKyYpG9gXguQgeBpXIOsNWg/CMUJjZCKZ/nMKpt0TboSNVCal1xGdFYK00ziz+QwXASZFYjRRtcg867qMCroiz+weqOtBEBiV6fTvp791ncAXZeq0aFCFy8hQ/GfPThJ3D7+vUr1jbbOKlqfZBDNJDcsjfomDYSXTi2YL9w2szNesLL1usFG3mgSIecSBzeEsL8dADNgC1BuicKyoGJIoNkYtO/OIeUcnkAWqRNIW9MMQ6Sp72VHwUWDov0SQZwVx5iRQwuIktIK46l+DNeWJOSj8lilPh/iAYQfqNlp6pCdNN48Kj/3gcffOtbn9y+e8zE+JdPXnz51Ss2A378Pp81bZ6+wduXr1+cztlszv0hmTK+ZgWBQ5ot7/jO+RZar1e7uJoxCv3wu+y0EZdOfeRKkW4EiIw6ipbesRE1bLejGdvZbftdza9i/LqeosCzPXq+EcIGj8wBMYZdr/e67plFFkQCghu4j6IsoYLYjIvcqjQ6Zox6uaL2ppdN+7rlu5RQ4RGTlYBPUB0MqGg+IbLaVAmfrBJiQxTaB1bI8Akm4hjG5sD6bErM1pbsQsyW9rxfyWvcowWdJV97UlxF4L+WwJXkRymVil96MghPXdWGRURyrFxOegRqB84NKQDtOhXOi6OV+nS6YbuNb3774cuXr/jsaf/IVU451mdvT3nPC4dmtsLZXwYVzK7oZ/yCDI1l2Sn0aBNZrMlaIB9z2dxNL88nV+eXq9Gthi9O5DsuyOAiNp7pIjYahT4NM/DFz2DOy2IpXbmYNn4cLSi1MiFdvCA9wPIw1JSEDEWEQ0OeKgMd6dQyc9UL/z1CixttIJh1GpidE0OFmQubQWKLGNNSgZG7BP2onqLWtDSydkyMXryZ8Ou/8xsfvv8e+4edX1799M+/+vrrN5qtcj1n9r9RYYMx9vldzllVf8mD8zsPeTezxWagz5+dXZyM9Mjtejyptru+CkhoLc879P+Mg7E0YiitvBgvbMplUjZUghXVW7Y66vFZZDgqijD+6NlOe7KefDFj53seXfFYF4lQgsLAKO7L9gcEai45QKi2PbijX8QsZhnd+h4TqaqpxvszICDYT7QPBmZNJdtEYjn6/bQnW54PMEjI4vUKlW044I1IuhTdVn3zoL241Vn02AIkpO0R1zuraudyVnl5uTybyYJiIJd8IkKpA1wpMNVORcAJJbGCWuJSV+O8M7UGLFDkYTCrbZIsd3E5Pzy8fY61Lq/xfXi+uDin7T07efvlZ78YX49oMy8vOM4RgN1BDw72Ol32D9dR+eWJA962T8eSnZlXfHZ99eZ8/OLV2eT6ilHPtjnrTBg+seJWv+YBFurSZHIgdxwYEfXhaQTRGFMxbpg3106NilXIeKNycWOSwu6yYGePXbsG+xjq8uqKJ5PEn2JDKaoEPeYGCffWiuhIJN7DKCj50pLGAFKyBDBvd2SoEWVIacOlL940v8Upka7xve9/n+79i+cvf/yTz07OrnAntpzh0zqvXqCR9cmbC16rnc+uao3J3/x73/jgo/ssk+ENjK++/Op/+v/86PlTPj1ivBnuD8Elx7LAofNBTZ6sspFF7lmai+ubEA45qxu0e3m9Gfb4yLDpHKKgB0OfZM1bjYw5/BzqeOre0U4aE/L5BCVvErujBeVd7E5c50J6kpU4I146uHM+3/OXNijGPn5kySE3c+ALu1gM+nzm5osgzLFy5m1gqgEYCCrt9rZZnTe3p/d7nWFzzWSAzKt07Yy3+/yZT3duq48Pmq2r7ZNLvwwFFXWhIJqxWFK2YiOcMdcwaiAg24yIThaH14oQbao0Awdw0ym8tR7dvfXixcvXb072Dw+Pbx/SDi3Gl/UtH+raXJ6e3Nqv3+qteEL+8vzi7NXsVW94dHR0cDTkRS1fReQ7ILyDy8Bmu3r75vLFy7fP35yPpnzhgTkxGkRiDZ/2mZctGGQrZsTN4tc+Kac5KSO7yBLO5a3wvAvbWEFXBVC5NCiLzMEEIC9qs3rx259895NPvj8YHqJAt6NcszvR9edf/Pznn/60qLUoRBIeu+jA7Q6zs4ya2SwVaKWzSLToyRuJG3KoHTut6oo7HERM3I43fwiAL56/+OnPvji5GPnm67Z6NZ6fXi4uR6c8Qp3PLy/PL9br69//Bx//9u9+7/DwiFXlzCke3eqNxhf/5A9+cn3Jp2ZYPVl/9N4+M49WsAwLNWH0FL68liWF8ToiKYwscqzWJxdsXb+9c4ytSfGPJTyV1Xzu2x70SVZsZ+nHoQjTfiA1PsqrIfT0IxB1gq6yNQNCsRnXTP7QlUe9+DTebQ1xfKw66BcRoBMO0EODt174YgJDauoRHuAbTLwHzNvwfoOvxo52++3JoLbgsbObsfJem4Lw+Do1nMeDc162chv+425zuqi+5UX8yMo5sgqNtMAX8WVZy1Pcj7GKRVtiRrs9SFBUY6mULF0mYC6vFr3hnWse5rlqa/3w8aMH9+/18wB78N6Du7ePCPAf3ZneOmyPx/tffnXys89evjqZP3vy8uWzp0dDVnz33YOmXp+tthfjyRVPAHwQyMtWbV7LXy8m7JrOFEBWLrhrEDpkjAfbcEUEJcaleYMrjch9cTzBFGh3wKcAwihUDtJ40YjVNh/udw8ev/fo7nuHncGANUKIGgeGq9b3vvtb+8PDP/7xH7o5QPybYhw67U4rpQ0Bc1ngAAs6DCQkFqWrcPurDrQ8UrAE/l1CCkTnFml89ovPX754++rNJU9ZiX9XV+NXb674xunnX/zwwd2PZ6vRYjM5OKz8td/91q1bR+xC5Gex+WRrs3X/9uGd273rq0terOf9kUcf8ME/Whk4K4QKW7ZT8IecOaRbuA2jgUwu34d8dVa5fVtF5k1VGv7qkgXPmZNhzc/1mHbeNSSgQB4cmpit/On8xPvTNtDmAUDT4TSO09yYMYcqhajkfXPXDi2OZWiA+/nm5OTaRsxhIYu0mfji2+RsrMJuu9XqbNvuEh0Z4filbg/DlP6PvAQ1X/Cf+00QfOuoUzndTUKifIensYtOU4KVxigeboAHXXpBUVpYA3FIyKwzKPyTCOve5tv5sr531Dt5ezq6Hh0cHrz//mNW8AOCalr1/UGvy8u4xwfbvb3W/h47Kvz/yfqvZtuW7DATW96vtdfa9nhz/b3lgQJQBYAkSJASRSOp2XIdIfMi86IIvelBr/oDelV0R3RHKELdDAbFYEsUW+imKRIodQGoKqDMrVvX33vs9st7o+8bOfepQmiefeaaM2fmyOFy5EjP5tbM4yPu+vr84uJsVKqwp6bSot/T+k4X0iyYRYX+wFGOA6ZQyJsoivoYnDZPUdeV0CyJbciSplmgZ38/AXajZgJXG9XJG+2HvcVy473W39nr3i5Tm643rAXcjtd0pReqS6ynnf45yhmT5yoPHrJje+17f/LfJJ2GweYZ/AIkDA+cNermwKAP62vggNUP8RR8ljmWRITkpED8ZBVKmM9hbiSHrpr/9gfvE4ceSPoCx6PJ6dk1ErPTs3q+5LjeAjssj+/dPzk56bFNS2CiNXCIiuO8m8ySLNcapdfeOWx3GugZ7pIWlblIqBgzwjUdgYoZc9mWEn3KSriK8A6MwR9Ws8sDJ1x1W27hQGWNAVY7mNW/oeuJGVsIzC2kaUYiO7po5qyTJDW884JOuyDRFe6wiQKQSVhtg3YvH+KfLKCkUQ/QH1Cu0PblIDf8A3BGNQA+ZVM7igXh7FmaK6z2Sh5zRiYFZoNsiJcGlax3JIgeK7kME5Fku1CZxMbXUkpoUh347Zv/s8tq2xqNVx5o0cMbmnNRJMEL3gkSKoyQy1/3F532IdMzmLpGw/fh4wf7vS4jCxwUCSQmbZydXdQKE+BNp0ywxXlrPn7zzv6t7RdfPOGIzc8+/oxtykFJmBBmprLGbRfsSdY0wDf7vmpsPAkAPEwxgJ3EoP+H9g6vsBE8Md2AQMLAUMBiaLcdOCPxeDWQ52rh6BsHf/+wdVLk3GqyZ9ebS/S0lKusc81pubestaq4ZowE4e6S4PDozu9/52/+8Q/+tYpjP1oms5CyPX6ag0ytopuBAyNtGmYiFiFTRO7UUMZEJuHRqvAU5aQQvGieYkGMFcauP5ycnl4jTRpAe+3qwWH96GhzfrZls8H2HsrvbD4gq/5sLc6kSmaM5IpsKNbpVTlW4mc/+QIGgh8soFexw3rCThNXksKiQcFTBhF9X3IQipLI8IRtootOfvF8c/hmk36XYpkdP5nE1qyyP/r5xXw1wpHRRdCwuBf2bOpS3ehTKaDrjKHptUOaUlWzLGjBi/TDY/yzDHCBAP+txJ18YVUQj85FxbsY9pkszdnoFFMLFQddXQ2YKldotDk5EatTLtYdqHBL93l+zXS60Gokg+2kGu1w+oOekn2QUotqQCwsTvi8Mo1yQx5EJKd2AtKqSX6JJyRYmuVSgf0DLq9Zn7AZ9C85Ix78uSgMbAZLEkTjZiZXZyedFceQApGiVKz0Ht9+h/XPd27fefHyBXvGfv75E3wekOJ0IjqCZQQn8lZZTZEfTelggB+OewAQ5qRqVrGwYMRqwx4zXkPFcUHUQrQR9uEhqWjBdn5TFcfc3kr9uLf/1r3mV0ubxni+qHruo44tmXImQ2FWyE0a7L2xORrX9hoshqayYX4wUjk8uv3eW19//6OfuldAYiEMDCWhpY6OEYbhBxoorbBYGw6Tdn+hkKoR5Wuyd0nO2E1145VOEEeM4b/LdvB8+lej86sBAehoq1U9Odk7Oe4cHHaODretzpY2JDoPUIu2NktvmuXYB0fNDz55yd7Cp3/80rORchv24jw63kMeRqLTlCMnOPqGqfxmTotEoQpD/BC/ZjjewUZ04PJ0tFsMr5lzR+m33cY4WJVJmiRkfZZ99mgHkLG8NAxgBQbIrUR8kCgVynvkEBTywb9QO+/WSkbgbgEAnoswKc52qi6mi8lozsZCYdWQJfuQbjmf0OkRufV+sdZkcQDWesXKMWe57+oIH5Ha70i7mmYk/cvN8vZRNfdyml/YYSJ9Ygd13kBAJL37hSB/CU8v1obBExhloLiCBscB9hhzvLy4okED2nz98JcfnZ6d7R8c9g4OOFmW7SJzi7PKHs1Zpt8goWJ9716bVma+tNzv0RJ665038JRoPPMVipkHjmkr0iDWhcj3h5xQWGLfAHfmkS0iJSbEpgqgPGHakiGziPIYZl4cgy6xlvdIhhxb975z+73fqrX3J3RFTYtfjObF81n7dLfHsqMWO2B5rgvD7+ySnu9z/gg16qzBPtPO1PDCWj5+9NaXzz6bciqY5UpbyUXOjPpRAhC8RkJZqkVcsIVXtxSAXRAYxhqMQt/ku+gldQsp+CbntyUnxOdyp2q/0zA46+7u3f3DQ85SZt3gDhP+6GGPTVXZoisBU6lwSig0m/WDh4f/n+/9RQG5h9XlCJE2mykcsL0S06irFEpYSSEGm0DRbhoetOMiL/bgqj6oENycPXH+4vzpZy+ZAkeT+u7tAxbrjsdTZv9fXdEvy7iP3EcmKD0+oyUgaVeAiCoigbMSIB9IiJKmihsSlznFhe7ylUhwFobSncq8yPV8FQNyRreDfLZbTEmxyvdz17ttfbBi7UGtvmx11kxExWpaVBoIlOIPT9wBKQQ2v9eufz7Ec+BDanqr/yKRtDp0S8lyhYD9dUgbRdPK8pwuH3bFdueQ9lezMUSJY1HvABtw+uzFJQrNZ3dFLvzGux33uWKaYL0ynbPrv2fHYimYJcqw/fHxyeuvcTzGLl/xZGrmgT979rJSR0RMuWX7YaabuP8mdhQ1SPxRWoFHcDJjLBUUaYJsEYSByEX33KlecLLSfuu/d+etb/T22siXnUbHtfWgXhhXd+tn/ZNnw/urvaOjTtFTfApMv9tSkV/WpxxAWZ4ydUU9CFPJNgVfe/db3//hv1cWCQeHdPSI7E8KRUKYfEIT6SbEUaQbjxVyTI0RiPV6NsPcVihCchhP66vqwYUQkip6Nbi8PJ9LRz7Xaddu3e4eHXO6FBslxKaF1HHF4q2To6Q6JIu85Qw55tb0pDs2xB/a0Nvv3L6zTwFgq1RwRRSkhVdhTUA5JBzESAEqGeqpViRRa2FoDOTZ5WHwYvDph5d/+uPPiYVrA9002hrNQrPF+iyZpA0IVzDKjhojYZLHf8EBTCUSdDTUyNBg34kZzTvtWESEdqysc4BAFgvKDrr0PdHDRNOcLRiZmMFJTxfjLasKqoNtvbapN9e9+bbb27kQx4N38uW6XfqIggJO+aTLgxbFQbV0Ts0PhaAl4VH9+BOoMCKSeoAyGizKKH+0OOVwYEpS7XlM+IMTWFjQ0c9kFj99YbTCWK9DGuquX3zUbzVKTHQ9OaoXSq3WMTMCGWGcoSID91OddHsHb75VZsvU2WjOlrjXw3GZMcZ8nlGD2H+NahDlRjPVhrj0rDUjgXhmNaAH7XHWKtFkK7dK5xvF7m+v8k3mM+726yMOeBkt6G/FBebAL86JyHXqg/zu4+356suLRrOyt9/kJCtUlB40ZqmsLjiiYdjc5zCsmE5Gicrv9vb279968PzsKTnIPZAItgViPKVXbStedigk+2hSFFyBoFrq0TGggRI6fg1eJJCYoCeEAcM3pf41269DGmdElG7d6p3c6u11m8g1tJeEoG8iVZakgQSBJthx8p6MotJE6Y+O2Weg3e026To07xiyokK3pEFNaF4yG+AKHkm+BGshhawuAm//hPqnfvvu/uPL6YuzwZNn/dNn/RH7/KAZGK9a0aNa9D5tACEwE4dpDyAhKzmUOOYT2if3pDtYwDdjSUJkqnaCJG0s6hVbhDEZdUM7c0NXEMXCoR1GNSYcaeh+ExzDxml7NINxOmMvUdok7PDOMXScj0L72OOw8tUmlVuuV1ptB/nLeUXyzZZ8ucEA/4uwbLTE+BJXCn7F6kBVo4Aeswya7k+wxknA+2dYkGlLgz5TURjSZZ8LJgjBa/twGl9Oj47yucaLh5w2kaf1zDHyZ5PZkp1/jo6PmP82xsAMB3aD2xXhWDLOJqip+nEFb8AuYxN4izpmAmxF1jY7v1j8QvFk77V/0Ln9Oj7XNXNl2H/gevFitChW17d7tdtttqApMmdry5zFVn19e++L0cv25+dvlIrtg0apUWIqPjt+5ye16ct5qTLPt6uQrNfluHXh3p37z06f8mCIH2QTaKT/PONB8Ird5I7a8asLRWzsGbuLSxRFWlTZGA/i6KoOMoNs6mtavHSWcaQxleb+Qfvu3YNuj5YrKqyJ5Bb3YpOzFUQiNZsgnyqP07BZhouzRTZF5hqwN4kHj2H6kX9iXHATJoZQ1bPQAAdSrIosBrtmKc95sa0SnfV52kVLeuTajU6FfbHq3d7ewwdHb79p0/yDD19+9Bnu7xZzxmZZbKRKaip3qjkQU4oqN+C5kiqZGf/hGFgEAn5B37jkmBcPKQ4NaKy/OxIYiYohzCBHKjLpgHqAEk4xwr1lehIlwfY2Y2Ru3Uo5p0lc4pRyihAAqEDcVahZrDYKzpDP7/Y5dmZXGKxoBWkIFKFWIZ6ThxqlFyIUcVyIj9fAU8xJxLbHw+nsow8/YiiEtc3saMuxpzTTaWJxmMRkNhpN8zipUEEqGDJkEOdq8vT5Oatk6Py3aFOT076fjI+PjxV4vVJv1GarGQrDDgMiio7E/8QTc5dPGtGQpiyj+oFr7Nyo65wrdr5Wnv2yU3ntr5XuvEnPSavE9JACexyeDraD6xUmi5nk67vte506E88pBptdedFqLe4dfja66j51Q3a8NXegYWINw5qXnP84K8JSmgdaI7erqFTqvU5vOKasIkWdZjiXOMM9mGPjze4+LD/dCHFBbMQp0PwMTdQFYuNoxzqp5JnZoSJqdohZ+r3fewexEJF+ngZ9OqlVlLQfy4M3VSodHx1RkcARsyQqiZEjiwkI9LJs+mdHt4hlgenHEC9kCpOJS3ri3GmXHuxxgOZosxg6rEWzuVBa0qO1yNW6nSWnKdMjUirdruOVHdy7d3Dyk89++v6LLZ2hK5pK6jDGCKhKyguEzFfg6Q9cI574hGpbx+g8cJmAHy2ZBckp0CS1R54XMmYXvhKTRlmFrC7a5wn2ZufEWklf5EZjJtPQ1VFkm01abfCciXW02YkZTXKdKABicXrNxbRfYLNSMBFL7+avHRFvnkQI1NMXrW6gqDQjCYJjH5M5Z3pxpNFsRo/zXqtF5YfLfrh/4EAccyI4UoWug4rDAqx4Zu7i06srsmMTpGaz0WzWD3p7nqB6fU3ljs1nGgJdEnhGlxf4P2XKCIdX0boEEzKFhNj7Dd8TVOQzbAE/Gn71XuW13+8d3T1YF89GXx1eTjcfn32xGncf7+0dNkrtSn6JXV/WGEw8f9JH45qvHzbazJXh3DuOSyrVO/Xx3fqXv7xuPqt1juv2/kbFkluXJheLcivPqm7UxD7sGA47ObzVH/bRY+qEZCNkn+xGcGnQiSkbUF1YsSm4Z0BrBYhJ4QVzeMIrNGGXo7rNtBTlFxwF4M237mnlsKXQTI2g2VfFlWSoCI4BT+bKHUmpKOxv5DmjtYprhfmz5cUPQOAbWavumRwVYkKB9CCSzx3V8nf3it1mvsyR4HM1TpPqAdczFgXknl5P5gf5epcOOqpHNkDkNCvk98YbzNNm6cI1rT1krBqnOy+UUvMDN2VHcMKWEofIEhUinjQtUklFfIBmXGQIV7sh1Q5jwVMGoIOvUAb8sDtmQI8pROJnTue50mjFEDhGssaBy1BpkWOuBI1Cxu8wR9LLgBELMlvsN8CJh7KRTGRIKLd8kQzfAe0bBFj9amKIaNOEH4ol+sTG5rHT75oD0Q5Z+dJqFkZj+mzKdDo7S2J+ddVnMIsVkjRM6CJgYwOOp1iwjGM0GjJld75otprT0RizgsQp1+x/ZBcn1RqdhFEn0ZYUF3KkFNvV5kJ4TA1eIb+N8m5Tq7zzdxv37t6qlPZX+Vqt9SI/+6e7yqMvvnzjp0/fe3Bwcmevzoa4e03WXlcW8/rZl/0v2oO98j4n0+J8sIEZxW/brj1pDQ6f97Eg1SZ8lil0pk7O16XukLk2aB9Zo8qENxvtjFeoc0ydglGoGcUhOAf//GXfDpvvYTAsvfJO/yW0GIqQMMqAbqCAoamWEK0LW6xZy3K3sIQypTQwwgKCTmyYGjQMjVNOBCAQe871ws2CmDf5qAL8JwcdshSKk0SLGf7mcHV2vfLmsLlpVjecYScdjjByKAtnflPC2Up7yfY00y+/zJcvcu2jXbkz6E/PF0N6hAC512myHJ62Cj4aGWOYkI0oh05LVigRWEoaV/DDXxULPolXUn3F7DoVJj44nyylhVLmg8EMOMcQD/vkZuUaPuDbR+940lHwZvEUM1jH43WZAZ3cEj8IuUEyGcX0O6RnP2kwmeXq+csZHVjW4IFXMgpEF3XFIz6aF1FGeEy2kBjrW5CCq8Uc04CuZ/3ryXIzKbNGv95kKGa7G15cExGfDRCoNZ3GlheXuSxwinCWOJOEkQ26/1+enrcn43a7Za/0dtdttZDRZ5f9QIAOag6yZvjc2QAghYLRm0ktRgPnN14r/+63mabFcMd40qq93BtxeCy9L+Vip5Y/apcn285f7h58+sni4snFH7Sqtw/q5V6tOK2WFpyAslh99nn/sIWhYANMZ01hT9gA/HKv+PnZeeOyuF/pIC3dF2YiLEuDs7M6C6uqddUOVKjuPf6DutRmLjihUzAJxyNjo8JVtLBPRQhBqn9xyURiqlrJYVYlYI+cDU0mrYWGaMglZGE6paAiuz7LBFESFEv4G2FpsZqO07LcnAjIm7459hQTEDlm0CmjjgDAZUAU8+uHe4VOeV3KrcISEolaFee55jEm1G8qEH4007EsFpvprFjDKKAIpf5wUF6sNfzYWs4OcyK7eqjCx58lVussg4JNom0ccSeOLOOXcuof3Ih3csEpjE4V+YpK44jxVZNHGqY9s+m6y/TVhagC1hQIcuVjMAmeMgdht5gzGk+ZUbcBg9TW7C7CWvA8W62AAcbbLqxasT6jsQxigQwY3tSxIJXkF8iHq406aj2MrTRhUbdb+ca3Hm++dp9joM7YHmA2OWfJ9nw3Go4hk3YI0XAb9jot9naDSA9LwSRyxvJux0ANe6Q6ok6LntPeWacLhz0tZ3t5fgqpMk2PgprN4kblBb3M0yntNv/BH5S//e18vdXljIHNcjBbXVbG6y8WpxcVNt94q1G+XS/sr0qL/dZoeu+nHw96F4NOr9JuVortWmk0pTxWri+2X5wNevVKh/FSdNfZm040frobPxjMm/S2U3L9x5q0woy5l9Mpe5RCFGWAUQQe2PGGukA+aF4tAyEgW+OwCDlCDtEQi1WXOh/ONrznM4LXCvEbnOcms1UQyxj7lGkwrE1MFtHVG3SQtwiiF5JdGxpmEHCBisJqlHYcPk4YsNAiZ+kkwEDnsptSmWBOCrVS/t1bpUaZkkcY02l0KJAGvexoScHDHCtbBpwYz0OOTLdnG0Smjxze2+Rb1dacqabYsEukOF1gP3QaM0WXMCDyJ64SwJ+5S4g3w9KbHw1T0oRowqPrmGeKKLS4WJIBGY22DRv+u599tbiMGc5RKGQ23CdDeQBE6XNJJxrDiDr8t+d0qYfIxcAZagwyzDdjqtwMNckxkmyzEkSQFvggwoRf0PQKdUcDsBvGUVKSwWgbR01zliW74R7fOcQ9YbY2YzizyeLicsSk3cFgQqrL8wU0cOIETT1awA1qMbBRRCoLtoUDE2gwVOtVtkQaXvcVM24QkiITdiZcb2eMIBTp0+UUgsXD+6Xf+gYHFopwodhlekd1+2yf/rHhfFCeXR3UK+12pdCq5tur0rTXPusc/vDp0zd7nA+wxyKrAg4P9JYL1efPhie9ZqVXp4/N6QOx3dhFfdWfjHrTRrGCK+ARuuA/uVzPJvNqkzNrFSPFFEXDa2LGaMhWFqG18hcxWJ/76zgLdXeUB+nxv+LnrrKlOPEWcTQ0mnNrVyyyBgh3xYLhf5VDnpufnMe9pirnTLUV/Zt+Z4Ip3YWI0TnFzJ5RJRLwKIrOw2FsxO43LZsMfv2w0rAC1WGyfwt1o85b0mmn612oNWl1aug2M7aLLtVanhSLU8QpFeO59cuGXoXx6cs+FTmds9aBYgi5mmuo45LcQN4PZioDCTP05k/tRxPAkkmv0EPPKlyghQu6XugJFjqLD24gAcksmNSfxFkMtSYQuiwAAZxPDsmF1dfcUhky/Ast0fVGVDKDAmbXTSaDVbHSqGkEjYBcFJ/6zSWygbBsAwkpUkq8Kj5z9UOIRoODJPD0m41qjrGXu2xaw5a39JSuRoP5+eXw7Ox6OFxdDvowq16rUbMBHjjVLYMSwneG7Gb1/PQCSrBGwIYT2E8U6R/d6b133Kov8LPynbd35dVkMaREUEVjJZm41iyV5r3i5v5w9WHuYlId7DMFtnAwXV9VSsve/sXl8798esHEBgxbsc52BdRFxWL/dPrspN+rFzuOUmtJbbU2SkzBvDXvNcp0E1MGmM60wsZNxvnWPghjXJyyDrX08roInZSwxKYVONPzj/tANy7mSyXEMilaPtPqMwcv6eIPY+es6MTpCJULNnPLNPEYC0Bc6SvGjXgms+QoE0KoKaaTEZ4HQJUKVb2aRKWj1bT8OQtNheNOVYA6xps5gUSnRm24W87mFmfWlTPLGKeBGgYRq7dMvMR4VvIelNPC/9PZw63CvI0XT56eP31KN92MyTlUh+1GiZFLcre3scJsFsGgT6Hx5O8laWBmkLkTABYATNhAHN48pY8CgF6G9puflSB0Qy2J7PBUp/lhBj3s1QzppSWC4AwTYVAGlMdyoM8Ag9lmXW7naVNQvhztD2hgQkZOCclvJ4uV/X5grPVwrBKEgSrvfAgceYCDATlYnQhSEDyFfChzfOHf2okXXBx1yk7yLH5u7w6O9x69cQsHdcEE79Hs+mp0cT6YTOgktMpgmzDcHPpMsCMwgFWfZqljiJi3TNL8P3/nrd/569+mqbm+eLLun2044vQnk0VvVr+3qbRt7BdLnW2JWYjLg2Jx72J43X7aKh4XChTrbm43bjYu24c/Onvy+n69etSCeazfjmG9ZeHsxaB/wCwvFUvGIcRK6WI3ZNpJraP9xXYwdZcJv1RrLEqg640ame4tZMz0P1gEqXJIw88/2SHXQgVkmAFhiXUv/IJo+OWDy9QzjUwsDjAQyYof5ik8fXJGExOHMY18aWFt2cIQLVkoUJ7+B/gcms2vZtJh6VKhQSUnMUYjR2URf8iPi0DEf6uJks90hKMG4GE5n7LWHSeVRjdll8oV21Rtdsr1RlRKUyoR7DIjJxTuqyErEiZMw6yhUroczlSl/cbUNPZ8ppsIzx0llVpQUAVhry+wDGyCFyClplJy+Yeuo/2WkFR0UfZQ4igjwTl4SgEgIsbG6pGCjQFRSVzERRbC49cceVTfGTOTbxhIYmO7bN/ACewfcp3NMGy0kTiTdG71JXoOlYhlXIl1wAMuX4UOW7yMoyAC//hIMqtNHTgUBE8JgWEPgv5UU4AVVTrybHfqDMxTteFq2n86nXNs0dn19PL8WgwL23aZjWigwxLY3Kv9L147/s23bnFEYK7ayVXfYplf7uXn6/PN0l7T/t4bdLo28sV9ZmmVV7NaeXw83X3QP+vXnrUq90q7dpE+nsKo3jh7Of/FxegWS0nhGzgrlk1ufMGMlkW3prkkMAx17jpPB9Ws2WOuuUadjciYijIZMj1ngU+Ai+zOfvoKjKXQHoTDkKj2JxWl2QAHkBNxBBqsxbggPnJRliFPwiO+WRsgB40bgHIlZIMLSx1qjVDyWFZiUxj4DixypB1z4N5XsOnGkALRmof5fphPoWmxBKqWmCp1ARWKDNS3Ks5WB1ciYngRB8dPVDrs2oPng/MNugqdozAYb7K1DHeozQrMb7FJd7DXtLOJ4SR8FLa+aefaPfbDopeNsVo2jtsxTxqCAoZerN6cbJIZUBpqJsvDZjq12Ac+qlRhSfGLxc5BLEZC4BAaAwe1+rhnqhdrrVak1/NE01A+kKZXy7O75aPZ2KGEDQspQEMMWlO90bExm3Ioy5K5nAC8HA1ELeGmcfESD4LAEVz1Go2RPgE2WB73YG/K0EJAnGi8agJBCsJJDDZ+8z3KP8iCkj0RjPCEZci/uV7vDyevnw/yrAObYIryv8gVfjKdte4cfve4VHj5i8XkafHg/q57i62Gi61OcTGrDWvXPx9W989ZBcJElO2WSWI4QrM2u2m/nPZb19X2EZVAfs0OgoNyeVKufU57jRVojIhaRUnGbnQxZnRiw4AgCIZpodIdryfstrA35xQZZ2hPF/P+dFq73h4tjqgnGfZgm05kQ5OfRo10utUxnqbUqnJwQG2H1mgEExKNs+CE2ihHNIXU16i0C8ktLdaeejHBOvrz3bgUnYV1Vk1KF/0jjQ1j+FxgdoXiScDkrh+46CegHxC+M8QQEOQ2j1YmZMdDuXwbu7AeUfmSGULCQ1rn1hWmSff2WJlrM5gdOdLyg8LKdiMOwq4GbqpwZVnvtu+/ftzs1ZazUaFAjwFe745Dd2DpcLiozUv43uwciiEAKXDVHQGzRIz1YaAKtzT8odQqhN+BwBMdXcvxkqnWNGMLTAvrYdxsEKeiDqvpu65v6CynyW7NivvEyBf91nARTkTpAFzwPeaxRQHO061L5wuFbT7bsHXPcLTkwI7ZgiHbOSOhdOPieLJuQPlQs8d8FZU2eEyBIyNe/Zj+RUUADopGxocRZeBSxzXRYVRUwI8RAGT1AzMCLH17PgnsvUrza+Vaq7BiUQMOFON2OHrfzpcXJ0enjNQxH/75oN0aNFacWlJhKCbf2C+M+sXionxVGX86KTbOK7greEG5PSTAbjX10fJiOOw1FtGcwR2gsG0qrbNp/2w2Z6YDa5GpYqxl1jOPMV93nTLFElX6abHeHETYX/R7I2a/5zmthEPlmZVdvFjcGY5q9TWbG9PzgcpABrdoWzoxR1FCppSqxPIqmQ3Lvg19eaTQydkIwVdi00ywuYBi2yBQAVAQtkaMsUN1hnIVai7ETFFUNSbFMRTX2dsHoG1FJ9/hIhMn5rux0M2NObT9ZKoMAOyNsrSu0/HLzs6I2zJLd92WU+hKnfa2WBEOm/htdZc5oAhXjS21oy6xckExWCdxUKnWu52T0XC9GJUrU5b+ofDs4cpiANSo0cDEUquEEYAZcsUWT2KPSiGNNpNATVZoZcXRmOC5K7Bj4nq02M2snaB606Sj0xaFzMFouJaBtWAu26OTAivjaAZEMN8zGgbkgPtGkRCY+bHaCcAsn+ENKa2vr9l4kwpcITJItSk5ldf6RQy4UFpZRUCqcgM7dVc7FVKIwqDqR15kRKlOlxhS10GhcUTfm4m5DCXEEoJUIJgPf6/Bdkq3q7iArF6jOI5mtDFx0Vh5tBlvjxiGnCyup6txdXu7fNXcH+c7t3btW7t+P5+fVnbV0Sfz8f41m2eg1nSlblkft53tFfMvryez7gTHyTU2Gyb009VxvXLNy22Xjzo7Q9ajtfTYYgFqFY6FXs0nUyZwjGfjZ8MXnTaTsHNXlxeno7PLyXVuyIjeBbNKzy8uT0/P6Lq9/ZBeL7pBUTkzST0V+H/YU8BCPqYKrZdkVVrZYmPU9uBLsn4wGbMc3KFekjPqg4uidOPlJNyHWTowwUTu/NJVwfwhpnaclUcUmMmYdspqMqI5xZmbzWH/Xq/12mL9AugI2dJByVjk2GafN4a6NnOm24EWwOlSybPDD70SuDtWQbTGbMu6vISu/cCW+UvoGpm635AXvXh8LOddSI1V3U7QQFxtJtJCoIPRDkCjFrSF+ZN4NUu1l0AZYsmkH5mKG6/KzpDQEiyjfxrdUEEbK6S0K406WiVGk/jqUUwe9oaXbQVCX5UMd3jYAQK0lA8WLxxq3slM5wfbT2yWM9Mzw3Q67AXmb3N+vds/UI+9vJOWSSy0NXwBguVU3bUvIcXhA2inCFqXqC6IQmTqTgkNNLFcPFBm4IUJFSsfZQL/eYQ9fy2Xu0N3ND2O9Spno+06vVz/GsfXMk12NnnsV2L31GdXk2JzcuvgtNa5vWt0c43ernTKQrH1eXn0ZFHZH+8KQ1YRW45RdTC9Hk9uD6kOsbAKwXN32Hf6y9ns9a4aQG8T+3TDi3n//HJ00mLaJ4dRTAaD8fXlfDI6H8/2LxtMPLm8uhygWLsxJvzqkiK0e/b8FC8IoR6c1GlxUvSsTGy7wi7YgNJTb0IpPguEYnBpD8ATdQBVhHQjscYg/F4UFFCoTxozgYcqG/2Z8olHGBzaH+YSltpNUWDwO3dret398fPC4OzpCB9txnxrMqeNt8bzYRypW//6eHqwXrxE3vgi6L3FyCLI1EksdI5llCG6TY2jWZpVzg3USVZLmfZE7eK0ykQAYgB7Bc16I6VIc4wfTC/7Osw2LCLdLdVMFvsxgY7KjjNjyqUp+3vaV6ZmWwL4oO+T9Jqs5ZAGHcfORq0vybYSPWwFvd/RmUQDAFsQBQn8o1mmb40zA09iTxwT4oEKgnKNiQFqcN/4tPQscWThyADCYOddVB+mwKUX54gVfvJRgQUGJNIUEfQroxN+usMKUSosnmJpGnTc5ged4ja1qaao+rLzhCAo9ME+NaR4U2QkliwwiG/stg8X69z8xXowyu0dso0Mk6d37PfCkVC6oNSh9oYqtFqtMF2cXyz2XrwsND/ZHj3YFCqbcnuXm+zWxfHLQuO1RaE+3xWqG9d+ot8st2GrqGGt1KYAMXGcOSD04K1WzwejSZcJcPTozOjFu16O+8PL5fWAbYxmg0F/dHU+vjpbjfrX49yTc4r+ghNraNDmqnM8HkoHXYPMdUVjsY/AkK0stXXVBRcujPwIBUcEsj3YpM5DPmUTnZbdclfjQhFQoWS59T8lh48+2x1BIlu8Bqn3/Li6jCHNvcnFo926OxtsJ2O5vVrTz42pRSnyOC00gBm8yq1r+c3JelGajQddpodgNvkLNIEzg3+5GfLiUNsiHqFdDHx0VC+KmK1WsbY4gkzqGxCDmBltu4ezvFgLsMGYjkd5um0tfs7bY1M4hpwquKfs4TzxpDHWW6tYilxSQ4ck0tAAxCN2i+ziuzjSfCk07QbGfhYZudGZwcZEmQGitOgZUnMCjS3k1EVT4/FSbtPIQAjCTjOwFySEIEhUfzHTDFEw+qP1xWDDlMgwLlLOlYSRygTJolQE10KsyCgYEiFSEzUagVRR1j8KVmFH00dKQRwqVANsMnaNoeRoRzGuWCi8TjU+XtIYowbPLWbbZmdbrnEIJseIExfUqXSsRMnFllvperQcvJiU2y/ylca2uYehh3DaP6OX+frlqrqPM1Feb5mOSvdGfsumZpNxrUoHV2OzLFKyOFKNWRvD4UUfD4ienMHlfHi6Gp/Nrjsc0YA71T9/OTg/m12es45zt62Optce2LlaFGvg5Qgqu1G5kgquemwuQ0rUeHbL0VKzwcmsc5tfkqyqIHrp5VLWhMEdigEqaw9j9Mckn8foRDGd0ueBTOyPk+d8UpTKkBp1Nu0Mn93bzpoM6NEFGpXaAqgUN3p36QilOqKV73q3BGxTG12wGG/SbivMgMQ9v2Bnh/ySubAlp6Aw1dvYKLt4Wd6szgITErEsgeLFeygwRTw6iNB+KoFCjh3oZoWix1cRAZLRS7wnfIj8dJHnUFT8XdZc04S23oeMoFO6wtuj+rNIAFmsyBGZiyhx2Q+HWe14F7Zo0ExZobxRK/sKZacVPXvw2+sYGh3uIjqM22ZeRLZ54A/EaYE8FBrR6wf2h6vPnttHisFg1j5diWH0zRtlBUtQ0mY7A49GrtzgRRwsAuCnceAil2BN1O52SBkSUOCGMfiaUll4AojGIJfvuSyhtm2UC/PpbjzacSjG4R3abZyesG2M1oPBihktpLHudHt6xmoW48Lp1bp1Nah0rjSn9uLRE8ZC3tz1s1XjeF7q7C/XnChSmIyZJ7adD2f12gTuzSfb6fV6crliT6Jt5UmNfedz28n12aT/fD2/mg8WZ58zAMbhNJz0MynOl81dhYVXVtIKdFdpbioN7A3+BSYcX6O0LW6qHHHriI1MtqRyMfOE2oCKOU1sRlEYVFFrlJrC1EOxs5uuJeISLSlp8EsdTGqgUYkaQKmnP76h4syPuH5xtBy4hX69SVuTzkGcezbVBDZRlRoICSeqaDJGbfAIz5+XK7Xl3Uf2ygOciBj9xl6j0qoyOo++KydsJ6XXWl/lDxxEPcEKuSJ51+jgJHNH4JZQqzYHF+lgQk7YWtMQikWkfyacWKbS2T6iYAE3qUfoOlmo7uEtKmVVR80yT3KB5FQLcodRpA68+GAcsYVISKYlUMYFi1KEgsJ93TwuOU8G1LJ2sWaNXAwWdeZinnv/kxlOJ/uT7vc4dIGlDORhA5nKKPJL2m9yxKBpN3exEHfpFg8VIvAKdhmu6LigBZIocpCnYAwBjnWC9ZhotXEzC/Vcm527iuyURO3gZD1qgFpz3ewxpZmjp4QBWzGx7IuG3c3nX8y2x+NVZ77accYFFY8zPracubyd5MbsD+BaUTrQi5NRrn+2m3TdqJ01s5cXo/6LxZSG62A+Ljy9WI1Z8TVk47rpxF1uaB+MWO2NH+FQCYcQsp5fRxsXBQ0rLUt0h6L0nFHDDsYWuRVrx+g5R1XKDpuHV6PXqRCYOAm5qbNSnnHJncShYKAzFUJcVByZ7oVUdYfUc/nv+o3o8idGcF6Qo+vD2UWPhX54GHhdVAK4s0XqUBdsKR5UnwccVZu9mAi38jQhff2ffVC4/QB+esHTOjOBu61iDX9Z+JadLBu1SmVMGGvu+IghRpQ0XwhHtREHk0BRC4Yi2IjIOd9qIWCYKY5OZJbYHyCRq1pjzjIjMiKWjSFnOJu1dWPSHGMZD0LU4rCyMFTqZKUlO9WqIhyjUnQKFVmMiTzCBjFLgsWQaWtNxlnp6VUmMIHPKCizDxgSfvKc7WkLrgDsNbv7HEXsYjkzBgR6qILHFYjAL8JlFFOtRCmz63yULjl182AJiFJifReFh7ojynIGUBGRTEPIQZDMs9qw8eqaPaAVVu7yxaZztGt2du29bau7YW8zGr8MxK5309xmst6xEcxktWPsojqZF9i1u9hgeQajLkM2e7nON68Xlc1wna/0B7Qpdtej7fAFJmnEltKsrWUEeXJV3i4Z21pOR9fwhb2ZsGPlhovvQVZPkZ6S+Ti/GNN0nm04qGkyXg4oYqdj61u9m/AvKjVa5SxUQMkMhxwKdSJQV1br5zYTMCbMQLJXUM5lrBuFTt+DXaEE6rAM559951kBCM1W7utNdXp+UCrQbWIszBhMjHKaNENXAugUDGfsKRSFCVtpuZZLS7o9V8syTSkESUaMrzHKaxlXM6ODKigAeMJSXb9RRcARTdQNoh3MIhX85tKGZUJlFkHVS7jRTNMnlj73kgKQrzAYw+GyOU6RRBVUaVq6kB5MCMZABJyL7NQjMjC/YAKxzS9oxz75hbeIZfmJKs7kPFAP6KUwuYU6YMNaMM4UJsiyilsElzxi1Ea21pdrsdg+P2eDvTW2//Cg0+uxZI7CbAVCIgslOCezrqB4wnfiI3WsUoBCC5O4pJgKw9e4hKP4UoFQHuQI4PQ1RTQOFxWXnhi7L4wpDdq9BTNIB7tKA5kxDOVQap7Twxmo5uCpHdtz0tFGLw/rZK+m29ZoVupRegr9+e50tHwxWc+eblftRb032JWaL19uLk63l9P8rMp0Zfr/BsP+bD5k2mi3yEiZNoQ6Ef7ReGXbPCpC6nHXJ8z6F/PzF2P6SvkIuiH10Eo1Cioo+zSimtsqZ9TGClt6ALUM8DbGe3BNdRzpRxO8lKqF6o+MU/wAMeuoOWGcqid3wh3ih39m7IWGYeLQW9lJRbFh8xFGOvLsio4Kuu8sIwHVOlUB3EO8jhYzq7XTYXOL3GSkYVdM1EeUclsnzOXIdbqWY5BcKkRkSR8DcZQIKNkONfekp8o/IWsMuYGN1LqjywDI0Ypzvpq98i1OqmM69YYZLJDK0HUuTyd9s5yjqUESdwwQcKgxOUUWFj4mIKk/8CxQhc7I0Lj8J54NDunwNWSC5iSsiAJPLUIyUZ4SGzdVOx2Rsdb4Pi4osnpViRn1nCzR/ov+pt2u7XHyesfZmQDmIyMIamVCMrDANYB3yIjsga+/C+fslzGPlItIKk5uSk08fIxLtvqXIBAc+hTEkJ1o0zMzZ8yS2SPFVo9ZPiyP3V6dbctVD0ij1wbf1kMB7XyarjajTa6/3Z1vd1fL7SHDUn12bS2djpfPp5sLNqmnfDxjK+ApBn48YRQxN6ItRK1NF8GCQRrafGwy0SzmWzheIMMmY9vFWW59sVjW1wNHQpnozuZbmlUpkBfqh3EhIaMJFjF0uFqzYlM1SbJM1OJrB226tJIdl0JOjp+MyFhzwzBZBRSdDFUAT1C2AlPvgBoAb1aITlMDhWJu2el020t8MObLYK1YiFQpVNqV8WA6HTPuxDxQWuJsfUX3PN1oJHZA1NITMyyRHy37HmM+TnPYXc3zb9CNr2ZQBEROZ0TnHrvAd1BBd8kYqsL5hNqQcdxIpVNKxA1n0qyWMVWj6C5FWF3dIdYiV5r7dZyzwoLexkA5gMrJ8IbVXKsLyMWt4JEruJ4pE/E0nAar0vzJUznuL+FxDw8yRiogivrG6NjOwNzBLzshTOIyyMFo/cEn7LJaaDY5o6kRfr/jL36H+/ZhUn7sxzQvEyka0ECE4uZl5QCPME8ix3sgJyo3V2AnulzpzgNMTiCk0wJki/xluXhADxldeLFcm2bnjqmg7BhJV6abvRQZtcOtm6OZizX+D37JiMk1rCJY5FpXnjBO79vT/qRPlzY2jt3XOUCcvn6m6rBl/SpfOqo3uqzp3s3Ga5ya2YvcdtbHx5+gqq62mLAuDco34wmIShsCAns4gurzn0BQD3pUiCBGvqCczHSZsxaU/iXcYD1VNJKJfzyY1IJg8whzATTlbBkgQsDgG06JTUdZiE+lgMOsEiga3u2uQBZWGjQHInRXqc3ZObxabZA3VIEJWbNPSatT7V/aNAEciNq5gm5SoO28p1OcymXHjnxUpM1mFxTCS2Ocq1LAc8Yxdn0nTQVsrfY4oQLtVjwqAJ+YWqE94C+4oZdiwu2Cd5Cs1JvSgDOYdCOeOQeSJfQeozdWkT3oKlgszdAlWcFRQrGEMjsprUzij0wVhOVQD5p8Qzi+MTQkg0MkPgCRW+p/RrSMuFifCFwKQorjyerFxfLpqQhzLhNnDrBNWHRdo/nYfgiVvtSBh2AAjtiSWgTWIYHISLjmJkMUVrBFikN46kH2zeRG5VLQPgXJhvq6yz3bru7nNq35opAbMwJrXxBDFrUaAwLUAPg3s23fM34WawafsPF9NpYw3814w4ZWjOLhmHMiEyNA20WNgwnZRqHG6M5wNP7iMnc63BVeLkvNFe3TFfOy+sxpJltGryb8BPJavYQNyPCAmsaHEAFx/OYNcrXEaCnxIxDmONiCExzT4PwSH4JaoUfU4ERIindiB9UAgw9aU6SDsFBURtJgHoHmboeSfAVmGH7j8275wxel867brjAHhBJMDGo3tA5j7ywVJU2VTb8+fgHgwvfyVC8qCmYv2QWOf6x+C5OFs6wr50hTtkjIHGZceNAEqyAzhBaZ3wgfpYD7yUvSrlrA6MZuNFycgv0RSdEEecsFQzf1MoMn2DCrJybKR6E3QvBSYqnpxEU1paSo74Sq/TIkGAmVskO4oevxy6dXVxBjXa2bTySwRYHlJpREjgzdvP8hhy0ChoXwJTZWwumPpr9wgG6R0chExad7TPkxHF4ZGiVTkXHBlaimQ7bi4GdYKlGBElLl4g4E0IhLCUoEVzwEnjwzxerL4vpoMalOZnQgOAuJAVyGWOJonKkHj6D9m8Fi3V9vL9Zbts5iz/tFMT+hg23DNrp51vqQyWiX++k4V/qYmQHWGUxBnPFLTciauKH0gZ6Yc0Xjht9AQbMRodr7xFjCtWP4DnTCE+qglRUjfLObmH52uhfY/nW5wntk8SftKPYIZEpfEhBp6bnBcku30oA3PgDKAHJDQIGDvkZIW0YRhK8pi4ONRDOmA2HUAPIspaRHm1HryhHHrdUWsymp6ASmPV5vs+qYeaq4jsVqi2mCNQ5ad0KTlozmL+K0sFG7Rs87yiFO7FRzcb082K8o/rAr8oVWKw0v62vVURYgcfmm7KgHkJD4ImHqKPs8YSInOCMG+hGMIixC0S/aI3CtVmLGAS0tamcUSxtjNvDBKsZnJaMOgatqY2sp6Fd7gAPpEZpYwHcg0auDxv5aFzJCQmkpjYRHxWpaeEiteH65+PATFmSZI02o9l6DEzdsJUOZkYkpmaQCMDyD3ADCTaWBV8QRJQVIGQBHAPufQgoXhED1KM3yyrRR/0R6UkAbWXilr/AyHviiCfk4t7ssbO4wa8k9CDfFxXhTGM/OrhbFEttL6spPl5P1lhbxaLebUGkUCzN22srhO9Gs4+yS2fM5k3sYJsAXzS2Y6EHGZpDlCbqyO6HHndILpkENrFY9HTMRN+OEptKS5LRm9tGhZ0wnBO44LsTIJFaO/U7Z7UtjJwfwGewXMhy9z3K1hs/oFaDaFq8wgyvykO/wFy2DidzI4hV/LHIYUDKIpV2oGt+w69zLJfYVGDEGtXdQ4yQYFJzOzRYnQ5w0Xjxh55ltq03XfrHRZpNYWwIkoUTW68U5XuSW3gVGyK1ycD4U+Wb7yRdj+uKqrtVeFthin1UAzDmIdCAYqgl6kTdvdqpkLAQ59MVBGDedZvRktX98zFhS8MVsEQdMpopE59gJnF42uqwFaYFWe7xBszcUjshw014WCgUNC/oa9ZJC4+AypVc8bJMwuskBxVQr60q3WaxXo7lC05d9pFQ04PAfqUHFaLr54tn0y6dzQviCAet0aqxaZOeikGlY9CgwRKAmpXzCnMgTRMAE5FKl4jMlVKT5s+yHUDJFd4EOX8VWB4y4foXFSRUBxQOsQMg8eBEVQGBF3GLhOXsnDicFZ/4tduwuzQSFUm1RrtHHj71j+gJ/GP4pU3sKhT7VYy73+XL9lExtrtDsAiPsAfCgPbUutGdmRECwWQbwAE6SLgQw1NY4/YbFBe4ZhSqrrAXMBB3aWK4yOxQhPjAHdcyZpp3kqUQQJAzNNplEwoyoIM28oTsy4XuGm5la5hyrCsshX/1KroFSRLQM84Bdpm0Rj/GNBChtqdEfDsfHB932XoVpcCzoB/W9XrWzX1pyBnPRM0YvTgeuwZtOnQaIr1bNLSeuMO/0Chw2gS1kG2y2JGDO5mxe+PiT1V4bLJgJzC4X7MpENcJmT3hKITcERK0Haf7nTsUg0/HoUQLw4oi7YZ+p68v2XgctF9Os+EoLibAMloEKi8aglgu2Qxw3GahqWw+g46TzExkRx7aLTRqmdjjmrOTCEOwW2+1owXoz+5lZ9t/Qew9VU97AByJC4un8cvn+R0xWZ5No47BCqM0R3O067ArnR2rAQYziiVu6xEdd4RPI+I1welfFl38gnGSiKPHpwBe7oOFVtPb9Bd+EqoLwk8SvzcMZFZZRiIRKqW907VdLPy5PbzOaztmeVKpbCsIUIh1IpMfRibj5QW57niucMyTnLEBMhgN2FFeLJqooN9FFMPApLChgNH8JB42JPROlBnO+Gqyhwml232JS04PnKLimnc5Qt04DPipPirDuoKl2clk+/JIumcHFLVEab4bAL1kU3Iy3RK/x/McVjAKQbVH+y9z4IAszMahbKI9R4XFojtIl0/LlfHCdZ+eeXsVNasu5Z19c0RNLe2gwvmBIm1kWp+fM7GUb8WGxzF6Z9FEGrEKeCdxPX7xEA7CODADduXWAQozYIvOC3VvXtdLs8LDW7e4ausNsqQnz9E6wUhhXECEwiANdOoWsC/SE9H5AEr/IzvIoyvALzbAbXqV2ogFTNhyPIIRhFn5RMa4gOyBDF9rEsG7ov722YRyJEr5WOBi8UOomnpZoaVG4SAINs2EEdP6hCRjj69Hqy2fzqwGVHtH4U3Qcvs2gIZV1iM18THxzxWOU8xBQuvkuweKmRKPAI6jI1IDAWTMf8SMu2EAj4KUS9yBztIhqNC6D/Rp8tdIApWa9Oq4Uf5BbNRfL1nzFBPwSc4GibsX2DzhVkj1qd8UFvM6xS0GTLiwmvWMAmGRC9xBQMQ+cBdFoMhxoCYDVZERdQBuMberw0JEmN91SxogYSNLa299FhQAVoMSrb664YtaVc3BkcaDNPek6GRGTIiDbyDJ0NJRaguM1OBYb3UmjCmQZC3qJTSx1nAB1hXrD1hSnqMToeypK5iUQ/vOd+b4aFt7NO0DS+78pXGy2jw5OWLOyni0WT//y5WTGXhwXz1++5Kw6uIQDB9l8JR3z8pkcxRRAlrT1JwNYw+psXB02iMa4OD/UfiLOcWBpP5UDBzBsOqtNo7HETlBHwETRd3goih/W3RaMGKJf7BXAIlFOrYO9MJg+pbDzlFm4o+MCtXAUlmFhoJ0yTwVPw92hgaAI2JYD/EsXzlLjafZR3PjzG1GxEbhIoKoPQk88YMkf9dKKaQEV9xbIy4vrxcvz1RRabA+LJsLDc7WZhKOHdAN169ao1iwDliR+feQCNAjwLIWJzkwiEQ5DI++ISOG3IAcuyifFh01QzNwE8Q6IaDK5YFcTxcBISTQD5O4WL+Vutz3DlV+vn5y7xWlncM20pN1Cv79P5y74oEyFwm/8tb/5H/6jv0+2P/mLn7N6+yWnK335yXgyYXvwVmvHyeStFgOdnDAOX6gpaFigzZLGXyg3tbf/guLExVQDW+Ml2x76TRIpu+GCbIEUiQzsLStRAIJsAcIthSCFxsDEJVaTjIhUkEKLDJM5DQMPSIPgP980kJGcINIodJaYma3+QrDMAmRfXbH+cjS66h3drjXyTz97+uWzz5+++ILJ2cztTcydsi20GatV9F8yJZZuYU6SBKaY6g84bweaeSUJpFH5Ma7CCofcjp44adHVZW8VdhBmfJeuH0KkBRw0cmRA84NTu1kTzCnFrVZLskmE8cZsbzRCyF8VkR58x/LOdQQaD9YbYbLNAq6ZOwWDlc1YKAclXENqc9kyQBnjxT/cJ/7wCSggFgtqQpbW6ocCCKv/8nz6i49HTEGFQmsGEVT7kbqbokIG8wTDdEEARpcYSJoABKksQ8Ciarq45AIvUSxkprgbwRoghBvicNIQwUoddllJoggk4p8NhSgCsBELFBKRfCKaTfYvEC4WGZG4fUuzgYG9OB2+YIctBojhJNCVPlYTM1X6D/9n/8u/9bvfgCG/+7t/wJ4HnDLIIWK4SXGyBlxix88xomb57nI+5vTE+bQ/m56yYgl0IILZMWBFLwLPyh2KEJkVL5RmrIiyodshQWLHf62JtAdrbggmwFT+GEfZq6DJgbRPz+IvP4WMz+ZnYwIuACtFrwTBiL4RlnKxjWoLO1yNVzmhK+LMBjKnp085keH6yYtPnjz/lCXNlL4bWAFe5wqaUTUnbDB1abmeAo28QQgnjwKAHP0LismUmvL8esZMGZr4vDp3gMhgxIg9k1w1KSClZQCMA0+h2I6H53dN1hdjU6Ef9ob95mBzeplWLOpI7VurASBpCiQK1YZBQTGKRVraYUy2Ilvqz9B7pzAw1Qqnl4X1ztFi6bGDugqGEUJ2MqI2V+02u+vrxV/8fAhpoaVynYtn6iSnRbgvn6038kXVQUQfN7m5iJbAqKaSoLwrNQDEA9lFszLBzD5aKPysKtsyCbNAAuLGja/kAbKJ20TAiNNn4E7h2HUSRiEhdsqGB8pne4+9u8uc4cDDxfn14HLGNCZm3lPCQzny+8e3OE6GfJUd58KwWqNYYgSMvaMb9TqgFHx2wV18U8QRd/u33KR/wULj+XAxZ3H7eDQ4Xy/PJqPTUH/o4A96bC+hzSi/1AR1kAMTeLXgB7v4AuzEIlglO5wipdHmKb5KWkCw8HhZhrWGXoDTEbIPyEy8VEviBwVG4J8uGRCDEKMoPePl6N1ZF0+fflG+Hlxd988nkxH1RfBI+o0ZAuQBJ2jMOh4nC7JXOIWHXNF+Gj245exhGE4gdTMbQDBxoc5CitZ5f3x5PXx4b3X7lmP1CAwsQQdjGblbxLGvZEQutqTt9C1Q7VL1xixLdnTTJ8dJnUzYg5iBJzJ2wwbhFKxqQAyowWTKgPtXuyCB8qNBZm/ddZkN6NwewlWBnrbKOA68wC91Fp77FWP7K233h5qxY9Ni/Wc/64MqGSUmyAHyxNOl8U3BpHgBm+zjD+1X+a12RSoiczOJip1kTFlWuSOQZ+gP0Fkc5X3D6vTM50xqYAEelD4buapANEmreedcAZzX+BfMDPjmoulgOi0LXNHkSu+QkxwOLi5Ykj5zl3WIZPOiXOn+V7/B0cLSad84yLNX7I51XVgSVtQ4mCPKtrOh3i1/QIEAMlSzxWSbO2L60Wo3hb3J5aBXhVY2S0dYCEbBcHeKGadQD9bLy/H4dLNm2bvboOW20yBQBqi9ATUoDl02mHytctEPTGBkC7XBl3SDKVRo6qmQYIyFGJxU9SweqQnhm1cgHIfSRKmKZBHPbgdSMwQ+urg8pwSsmEgYxhoszDgq4yxqtNzAkXkiwXj7FrGEaAZKz3/0AEXxxV0nXDKPTnPO87OXLBgZojSY6rm7dXM6IC5+6L150bfDwLu7WtNtRCmgHqH4syk+w5d4vxQz+LCi66k/xZVh8WSe/UOZoKleIGp24KMcSSWFh85mdmGxTIE0mupKxyj47P63zpWZt+zgA7Pu9EEoHNuW/La1Ry/IanN6Mbf4K3VZ6x1eEzlI4yHpPUrmw81rZKWA4opEJOOffxIoNsB0urUun6Bv4koF37Ja38jZF7BQgCFWpyQ6rM5XSNN/gvMWr8gDZRGiLfEscRRfnmnYMJOr1ageHu3p/NHWYpnrmM67Te/uIbvjZ/GpSCXTegBVqW7yk0Vu7v4Y4k8ctK+5mZcXE7jN9FeKJLaUPT+WzdW69CXVUD3fZdpKYdepblr5dY26GWzlu5NwOFyKw6cGBDFhbEDxYJiaI4rnnM6GZ9VfTC9Xy4s1SxBklJwiUxgO7eo+d11VCcTov2IX4X60zyRQTDdUxWzjm99ll2/xwzoPWYXk4pPZ8MUwktQuwMa9R0ggbFL4I6Tggm/2t7JTIv0H7rLkvxjhC+3HCoo09hBHWe1CRTlXkvZUrTyZTJ+eceDP9e2TWsOVIiW6UOqelUZM0Jcohhc4KofEiBGLnVHSvwAAko5JREFUMp3MOSSCNdzYc0JEm7/Fmt48zupgY7F8p1FgIwIcIdITIVQWyEBH6S0QUqvDRAQxdRjQWkFzx+wHR00osRQdCLZrKiKzJSxTklISmUTKpPEQLuMAhOb5oPaHuxdvyTxFTvHRLI3klSQABcCzWgmwSQqKAChyHE9aTut3EUvRkzJhYqQkZYWQKBUWXxO06FrwPQneLOObEIxiJcXOVQydA7Rh7y2+bPf4iErbCMQWzYBllmAOS1g9ymC/JZYw4lQ2k/r1B/mT+7v5Rb7e3owHxf71HFDF8V7h9VqhNch/cbH8k73t79e295lJJA52YVNd7zrFOW1wNgfZ5moHmyoV7zJfXVD9KiT8Kad8kTEjhxTSJRt9sR2CM9JOZ6y48fWcFikypf51uoCUwh8RRnmlWvTlbTASYdIsIUzRpIo8aFAF5CPfeDeCEKQNNWy0RieP5kObQWy/Q15+SsmIGA/eXCmxuoz8NA8IC+3HKVCVbQJmvTRWAklo9Vyj6WgRu9az/Hnw6eTOwZouHH2cerHZpguZlPahsGsE1p6N7AHCDPvxaN6/GjNLp95yVipZc2ZdqV3bDhmx5hxd2nT0S7B9HJuBWeKjF459jeyfQ6fs73RgL3pJZYLEqKU05VEFelBwtncyBH8WF0v2WZhz10Oa/l7yCbRC7UEpkQZHZSpZBx+NAguMag6GZSUhQHADM3Qp46SBRjSuEkhaLTQkZ0Vh5RBAHKsIFE3CZRT+Qv8BocRV0leFIdkyvydMIo5F7tWrFMRoEdAYn4Tn5XqTIC2ikCVf3MTLPwY/qA3cZzECYR77XGxr3TyTTJtdXdi9w13p43X+ZT1/r1E4KlMmig/H+UFz261wcg0cZpIg83lHVEPsA3tR3v2i2P4mi8aqm9PN4mxZuDuuPp4jDeqUeoUBiECVGgNcEAez62jvsdTOnhjUEb3HfWCWJNNdF6wqmFzPp1eT8dly3l8trvgIXVTTIYSoNhKvrDFecYGBMDKRyqDx5jne3Eb40ZscuFz+5S/s/ZzPKJwhFvI3BXqJa+AcchMHY/nFtOBlMvBhnyAM1hn2CmwoDNYENILpkYzxkMLlVfGz56N2dc2GlJ1O2S1P6K6x8aD4SxdMQ0I4NmWYUEd/KD6JEx9ol+FlsfnSfosunw3VM4JiB6sl6zfq0I1K6Ixp4CkAnjmJXFnsBkzUG+EiRgKSxlAqKBshaikjY/133CHHibas/DAQAiTSvwCLX2ddJTeDeBPEA3foDdUJXQk7RCBXZKcHGSXjFe9vgBNDKOqxihw/oaVKLJSVLNTL+EgkEybxKdzsWb5RaswsfcvARoxQAqApS9EXf7EKNWm2O9mreZsNSc2bHy9sivGpGdUUxij1p2rF2ZRfuhT4xrZNTD9iX9zx6rqUn8H66u7AnkUW/7ZIjA2ig4U9WJaFyim7Tm9L+3mOB86N88uPKsVnjUYnX+jiF+bYTDY/RBhsEYjYl1sEX6vmTlgNjm4lxERLBOVG3JzCwgVmTL6cjkcvn3/45LPvUWSICK1BejhDQZeUWKrRlGCToBJZYbIAihXFn7j3sNnp3WZv2uFge33JTk8jWoVUCe75gEomFII1IAQADL2DI8yDTAN+Whb75iwEwW5SJEOHou8VmpQIHP3rq8HF9aR5OW01cyzCZBDN6XcWG7t04B9iIJ2NHw7DWs3KHJwRhzLV2FT0YMu8dPdltvjR/OCEOkgmKitE3d2NGoBqV6eRbgFnBaqCDG+iA+g9xYehCUwK6IMi2fgkY83x6UuOzCNPXiSPQNEJckCM7CSKYNNprfnEFa/xGGmIEUl98UFowo/XiB+ZEUbBA05I1GJmNSZ480gXli8SK/IUxkfim4F4pgzUEP7IhzjCIbZdIsY0e/7JDDQzVJkc9Kl3nCFGb0W8ZUgAgfzACmWIdlfqvgGA7KPXk+NodpMXzMOlAcYZ4rvlpL4scfDJvFia07OAe8zqY5Se3jWxYcp4jkPBSMimMLQKWCGsYVu82K0u1tXfKlVftNnoA18oz+S8H9I8vlX6Dp0S492PR2L9dykZgJFxciysFc9hXiEIVZM0Lciuxnheu4u5f/75v6EqwQUKvmFHb1qHSDTmbbj4wuZ7skqmTyyKDGDZdsdG4QeHrUJhMF9Gt8F8QocXLJDFcSUtUAzMC2pW8HAYCad7xL9w6rGV8CI0JYmKu7JBWTttK0++Dsrl/tXwrD9r1jeH+9umDQCLABipAkG2rRss4Yq6mL2q6M7Z5lo1OjZoYucXbHe2Le/VqT2JHS0tZj7aXUgZUN1jCkCoCkDwNOlUwwl2NIlaQXeNWoLCQFUgZ2EiXtX6o8/t/1Wx5Lh/qlAUFas21ItCFgLhR47EZ5UlroQ9qbO3FMrdyNF3IlBostIAraBT1YwosiVd0C174y4OKSsFJaDA1oxJRTRjRoGkVMN3SwCxnNirVx0pLDxSY12UFWlUvdfp+J12nRDFEDiWB/sM7PGLLYMNZSf1xqJfmzwpzd5nYGe1a+cKrXWhs9q7l6vvsTd7jpWA4Uy6d0qBXSRys6E8L9dyhWZ+dVmeVN8orUfMtJbz29Yu9/qy8O5qvWcTgbLBCnT0Lr9fyzc5XKNQ+O3l7i/XbGyxa1grSLQ0iqu0RenijStjjgyk17vdPiSa/FXvIRdC4iIicqfNZ4q4wCN+Aea/FG4eMt0DxGm7VsrTVqPMokfWeeKCkUfgEOlQtUKxxRHz+629ToNeHQ4XdnwcG6lkjRpMz7LjR1Xm7tnrzoNlN/tavXZ+fn12ek0fUadVPOyVm/VCg4F7poFa4LBDdr/g/ACObWPw53Fn2LzNrNwLn8MI6LuG0czMVBsMUfwJzTAYqYkP36wTaRfgWxsXRIwk7aFPWIr17tPPOevNL8HuGzAGJNgaaTDjHhcfICqpoHGARQCXOMQ94UJGACQzSimfoq61yW7yuAILR9OiWKbUqVEuz2WdERO6gvKZIJVW5NB7A4N2X1UphSsD6fMO6HAyINiZFpiSlAF+l0pqEEPvCQ/A4kks4EAcvaJYHraIqAyfVYY/2tZO1vu/Oa90V4XyipW07INjuwJJKSPW/4CQM1tq7JQh6ALbxzP+iPvYOM6XDwHKvj+lLW7u3cVuf8liYpLRRi+ut6U7nKRK5wbVYCW/t5d/OMyPCqUDVtWlmTNSFP+JH/x8xVe5EOTmq4096rbEGZsNMWphBtZsuEweTq8CoKVRt8qU4K9MAgpw4SUWlPEuJh6zxo85kvRYYTqy6Ts0WGJDEZW4xvEN9Rbmv15R++0JVf3NTh5bjaoBXuoNSAIfA+XE0ryz52mM0mlDObu8GLJP5PVwRnuYHs5Op1TnNC74oovFAK2jnhiOOfNTlxsmpc7rZmXfK0NatmtsrrmVWOgFRFBjByLqPW05ehWo2fGY+BTaAib0blCl0LKy7weH4Kq//OUnU3wDERVlWeodO+0VZtJXmcYf+JNFSCJufLm5eDJ3S4HM4DNXPIZxjZgBUzhxyfzIirwiD4HJO9otZCMM1ClmqalWxg6OJqDQLznUJxYJ8grO2x7jDYJhR0CP3NBsVYABEjatqLgQyCxhoCMbkU9utnAbarxJGlOs6MChZMOEZe014m3r7d3+7XWpTm8mBQQnH3DV3HrCGDJbNVmEmHfIRFkb2oDG6wE8xqtb35S3HuzKLkOrWg8fimFZ6ysVD66zzvDWbN1n9gYTYhjAYJURXbLl4goU2MKSyowybFR5wkXu/oMB/HARTHblao0pOuCgmAmBIogP5hHXFY6OglE/UGYlXACgacEHUe/+IDwsdIJKBCpNJksRl5hoOR5/jAe56BvZ4O1QEhjzorsTnZBcLL3yT1fgqiaZX9zUBRLaadSqk5Chyv39ztl5n+3thwOOdVuecvAJjVrXTwBQ6QKANi45HO7Xbh3VWXLgghlWb7KVgB2nruBhXIGprOSklxLaA/9YsEAPD0Vpu+Lo+QIejzs6BC/tfoMlDq/mrger7/3g0tZbum6wBQNZwp9sRpvkM6YW3MGNi+iEiyYxJFDC+c9j3CWZDIhpOA1KPS6gOIiNkIASZofUKi2wSIaChjKSNnEs7hHfno50ORNBffWbmZOLVh5EFJzy53r1XWTim3RIPkPFrQP8VUw97UJeCSSGsGOpJ8VhtClesdGrqoYXUjisdta33sDKrEvV/rrYTxuVOHFwd4+5QuyCzGhqZJ6EDRmA47RM9tLA3nJiUGN1sVtd7XK1bfVwXur25+ghtj8qQ6zu5niz7lGXxI6UNOfoRUdd2aXP1efgz6QtjFUgCLmJtBBL5Ae1kFirsoepfMD2wwNJDk8E82VS5gIl+hWFMvIWZcVHQQA+5Ef/OEc14tk3G7Wjwz0GTfiUhK4yoCnExyBFRzqOP2VAe5OAeBfgjX6ImdII6CTm178Y6aCstCxCZY5BHA05FW7cvxr1B5yLzikJDAArwyDabZzo/Wex3unF8tZx5dH9Js5SBcxY/lbMM65I8eCP8lmuMjmPNjXDRph8x9ObnT1aH8vZ9Or8in3zWXRAfwXNpJjdV8D2f+/Pr6niyMjyJnvjXzgG8jDYDRxrEPVM7lHYU7gUSZoUpQuUE+0RQfJDATO2BD0kMg/U1FzNWBaZMADxECwiDwWaLiSV8PL+K5byFgoBXnLLT5EkVRTBeXMgoywLceUQ8sYxjklAlmzSOeFPQsSTO/S66t3n+L8rnFTZ7HbH1h8T7LFRFA62m7dOPc+q+/IapSaRfQXsy0KcTaPHLrVMYXGTwOV1sf/Pt5uXudLfKRz/d/HvIdK8RJxcEZijciDPaWXul2ULdkfdTWFgfRilCC/WGlqM4icJINCQyfT96Q9oTAIzSU6cJ9SZ2vhZsCd9s8AjzqAtSkMQKVFyEFikRr1LreKuycFm2g3ulhzjwB0bWKgvrQX7fVwpr+do6zvSG5n/8QORkVVABTbst3jIaHC1unB+P/tJ1Q+OOtPR/Lo/vrjgvPMBnaRoOEymsGB3g7YtnWRPXnIaYv7RvVq7TXNhQ21LHOaHzYu56SSmpmYjzWVGC5hD0TvY7/X2yKzR7JWfM+PxjClelF88/ovB/M9+OqRPD0zFh0ZQWGXucsFnVRTiMT8Q6YsNJRkZnJQYktkTa5BhSfuNJy/iP6niwc5NrWpEBGy0rIyXciexMhGgouGff/DebquArEwNT+3deE7JwZtMiM8tEiqveI1fAIK9MbLPteY+BRyC0BaIsoPINpISwdaCt/5TpE/qwfZB5+si639RcPoEQ8eIIOLzTf5WNVednG0//QmbZOTqveJimLt+mi/WNl/5W/U7x/X8kB22ctMv2EVnt6GQXMUkLlxPeieogsjU3kxyAxe66Frsmui2oTTj6c2rMDmYnblirgm0ECfpVuhvyCEJQ0Yzyte+Nxu/SNF4vbFE9NcgURxnuZekJ3nWEQmiUOMCiwyVUFOrxfhG/lzS62+0djn2xs5PICNUe77UVAGKUDCbG5+Qqa/ByASArKmj+CLJoXOkQMlp7+IUsasUx2XTA3vdH07ZZn/BWpwNG7fQgymfKH7r3dnF4vBgb6/XWaDgWzqNET+jwxxQtwRT5kgzOsEEPY1anmVvWzauYobF3hFWrNPo9D76xRenLwdnV6uffTqPIQHQgKHWaYknCBiWcUc6Yg8NWDZ2Tlox28VwapYgXLsaFJNRIj65E4SiV/yTIVIX8sGooGm2pdE8jEXE0ASYsZ4rkYMlv/rhnfDwnfiC96UgCAEmDBNSyj+hKa/NjQukuQTknbolsgjrg+/RaHcp3wghAkzDEzRR2S82hXb4nKqmAPhkZTXm6JfoDjR2XKpTvjAGOVbSnj/ffPHR6p2/nbv/MDcb5X/8R7snH+W7n+8OD+j5LCzPirM/zm/7zFbhxO7yZsZyJxu8zGyHeBEmF7SF8rDhfI9F6Wq0+eUq1+wW3+NkAobU8GAj26DG/MXMVPwGp2UgR4zVj1bzc42Q/Q2ZsvvLBb+w1dYickeFIz3/QkOFSKBQI7pPPvhrtADB9wgOtcLy01/j8JgjdCE8wrXUxorsCQQod6IJJFBUj/HF9b4RAdQrmJv/uh1gSY8qC22Pbu3NMfiO/23Ho9mV5WHOlGnGwmk9f/3r75H/9WV/NBpwIA8DYgwDUymBDqWFNZkcPEXhQlXnk3mDZrWTtCu1Zuv2Q9a7dX/x00/+5J/8MjqQglZuyJP5qRZjtH93vF84Oqi0am40jidL82LCSioGyzj/wW3VmP9ikx5/nlXn4bxQoimdqARi1VYAkn8SropLKcwI39gcbYInjadJH1M55JQMDmmlEIMIS8HyFX4qvkiJAiMEwOrjEi1afGYrq5Ws4rOwhggDKnzW6LHSnDOREL31TYjWSKoG3UZO2+VbgOGVK14JEaz0iKR5KFwOxtzlmRu0LtTppuNo21KzWWy31q9/Y3v6DEPFfovTaqfVOqBwFfr/Is9WdIXr0uCHrdq9WutxodyZD3KLMyoGXZ8i+0J1YRRbYHJk4hez3WEz9w57IJCnCqSGSoa/8jf+i0ggJqq7Rutwcu07mgCXlEBEFFHaAJT40LqIASBBJoqEmUnMFJqq+DU/YiN5k4YACcCc8Bh9KNgMlDnziFIqbbv5ReywSTwCLu6QgW8XbRSzELwXKbP5PGJBfpg6VuHQtk5pT072H6xOOPxqOJouZ+tvfuOtx6/dj1WaNXqdmcg9GE7tRWU8wYWUKDZWk8EAJ7UXSgNUss3pw0Cs1XnudDvf+u23q43a//U/+bGrHsRNBJlE9+hO7fHd+msP6gcHnp3NB+rt2WA9GzilHqvN6Rk07Iar/EfnTJp0A2FT20ay8xE6aJTDeTp9g+T4FnSaDRdUh1CC9LAWUBjcB2GUMBkLCwsvlhBLFCUkpRYAQZZEBUDtq7cCv6gKFEIAIqUMzbSf5AmJwCqa3bldp91jIi/1WjKIAk1kmIHA/R9tR6UEdXr7bEqGK0i/EFvjFM2NS2QKnANXP7qbe/jV9cd/wVZB2/1DTOKmccTEOzYLmVbLDHVy4tgu12RK8bb225v8bbYW2tZYkLpjYo3N49qu1GbiO6Jj/GGxKmrnNpsO9Tg13cIOTbILQhJCvoo15Zkqmc1JiIBN6nTalCYxVlvjF130TfJwBtYYWLlq/Mz2EwFuQW6KRkwsW7A5ihFxtQ0WJ+QBV+Gts/TdF18sSIfMEH9ogHEMJDJKbumSf9YLoeR8JTKlM6q9sIq+Ky1yN3JQ5QtYaaxkcnwFGWbXlTqcuVSpfOWrb3OfVkqj0TCmf5aZwoDhHzGrVb/AReVMKq0yELwrXJ5dUfcsFs16s1ZvrNi/ioJQbzS/9s03/g//++p//J/+OZub3z2pv/Nm++3X9potjOq206J60+zQGUgzjDM7BmfT2TUHeLpzMN00h4VKozH7k1/2IZNdvFaVbUzogBCbj3BLNkYdCw8oNlySEyYHRqlc6Lim1iv9kIoM+QQQ7l7RlSED4oLVhMAiQIVE9I1gWFJxogesEErWog3hqQmAysCSlqHCNuezJ7kbJSuTEc9XDBROd0wcoIBJUWW3OaC+XeXZT+UW50gVd9cbGgOiQ/6jVaHdPNi9/hvb87PFkGKyyFdPcl/5WzCdnNGG0F1aWuzqVFrU31m27q1Zy1Bicm5+6wgPJSK/95DpNGhabsO453a4dNDYzBt1zqLBxaATn60f7WpKPANPjrDijwEEZi6hUUwJuH3c/SiYH7QQEwxhCImwcBxaBOaJ4XaPaF2Ih3opsuC7H9VFblh5BePXECmRkxgSu8neJIg5Kb8zIHR/UXGLru02MeU/8g6NN2ckyx37ET1JwAjtVzOMjmySrvOc5cJ7hk8qHxyTUX7jtfutVlvQ4ACOzC9Zzuiwcp0Q/g/HFC3Wz9h8NZ8/2S8e9Whg624t5vNGq9Zsz9qLVWevU2+yRUHtnfce/Z/+jx33DJyOmH3CrrLMngZJuIl8cBToL3HBI4t0chwhPcT7wUtmCyU6Vx/eqf3xB326qjAruDO4FLH2VaOObnOPcZEo3fr3EhcckEb/Q28EyBXf+aWUWIdEMZF3Uqj54JJRBNhukGRhRAzCFG2C4bPBwEIMoBH1RoTwiVC4TGEs1vY4HSMABRd5Eh2++wBsuh6YzYb8KW38D5uW65S2DdZbbrd7TO6q5pcz+uUQioCH612bSbqVXulOVx3GVgW1KoNTgazwtcMeXUyKMtO4xjuOT1p32RTdk6M5cRZ7nKNBQLfGhPWozKDYzfPFs8HuM/t/ikhiv7Y7yk3LTAyAldCIEmHg6CCKfm/wp1s532o0yCgYC2KaITkd/AIjG8G+J17AjOBvihJMtyogChFSxwAvSad5IJoZZ+bclMmSKxntuSXKLQvjssyYa8ALcNxCvw2yErHpx4PSlTnpCughhRCiucabpFjYyIWZF4eHh1QH5EWi9l73URlz3kbU7PdxcX5+fna9mW+uhw6fcVzF09NVt1WhJXY4XzSb09aYDeuZa7vY6+3t7bUY1zs8PqD5l1vvMV+3iDfrskHIwTyzbA2n0a5uZs8hc3bSY8/x6J9hqBACKW6M59AKULGggvOco4PEMsC7zRzmBoT5B3WKPQRBtiHqb6xRIrTIKhunMNmAYe0OdJHef3EzqlVlsCIA26JN5URJkY+MgY+AJknINwkRlJSn0BRyyBaBwvYeAhB+9hXepmgpRzYrXzO/kY8JE4Djh7OhCvvgHJfZiIAlRAX2RL7BMTfDedkV4BIfROZVrmoq0qajYuFJfUwq29XJCVzRYuoVDjWudHLF+7lNPzd7vps2N83D/CzPKVMTTqYp7U7GHEKw+cU2P67nqgf5P+iUH+KI0oShoFNdBHiLNP+hHq7Uag2VRXZoM4IeSQuUKDqymEBtfyI+8SveQmzE5ZvGI4iHR/56hVcUcILVKj35kKvwPR6KywbujcCh3FIUfSn2mViWFJDUIykTyf5Q/ghMEopyYw1wI5vQAw0bWKE/7777drPVJSNOVO73+0yX3evQz3kENrPZiDMKsAd/9nRIDY5iYH/Y7nU4mffH6G0BH4ndvmaT9XAwH/QnRyf73W6HfqdKpV7knNA8e4RQbOCalT6KxT5FXDTE2fiahMPRnH3VQBMngiWhT16OqbuxOmktZTh9rvaE7dTYtpKKrEjsdnv7ne7h8fEdhv1azP+u1skCvwlbwfAhRoS8eIBvzJVi7OPzz3/5s59/P/qINBSwyNJlTyzGmFaCbIVzMtDHMB+UJXc9EzUihMCVDaIjSshHKfJAHEIarRP9j7gMMRaQMlErHbq4opgR7pTE4D1++Or8rLzqL/PN7YMH+OZkBaF+dfMlRUQO1PcJN5DPchUXAmmVshHHvLid4KsoTbaO2hZXhU25m8u3OP2KMHwt1r1eztixd7t/P/dul73Z1uuXux9P6INYP28X7zP/nY340XE6TMVNT4UiLQFgiyHhRxLIjxwhDbXjk6g4r4gfn7gyNqmPEEz89EVeBJsijvynbFm4uIjDp3QFx7LCxrx7hRQ1CsZK9aUSBFCkCiH4VQHFn1inj7wm7kSpTYEJgcgugVA2Rt/tHjy6s7d3AHC3z8KnYZLDdH508mCPeV1sTjSt4QtxTPRgvNb/Rj4xMQTih5P1L7+YvvaggULjl1ZnnCa9GA+nvcMuVQGnWaCCrKXkQiqUHGPNOLqBo7/MBhdpydat17Mt+wLl2T5t/vx88uPPhlBar7EEh1HwYmevd+vk6ODwpN3Ze3D/8fHJ7Va7i2UXERVA+5L4p6PvZvR0UnmsMqeIRl2KSWNGYKW3fwiQf/tv/xmj+iSC8/AydrdQltoU5Yrxg89aFJls+WDGpdNiyUxhwrMYc5CZIT4S82ydgBBKTDUBH68EAJka09TmiFoTlQGpOvmFqpSoGJkJkRtVJv9VtfxoOWM0vnjARqJJ7hzsYz+4xUYigRuaYwY8sLs3Z8VXusyryOeui8uPm4U7OBvMp6CrgJNYpksmXlAl2cPM7u3sNMLO2fN1rcPQG/2kVDw7K5nCpgYSrEjjwC5YCAFM1/OSH2FKgefO5uqzOgYtGR9UaSik+astUSKBGIHg51uUkABjALwIgQE1UgYxhKtSUYkTIfKwnQerIj2MChU3ZQIX8koQCEkqfCMOMRYHYvIT/0OUvCZszCIJkq8KlCVjtQf3H7EsAClySt/V5SVG9NbtB+3WHiss2VcOZJjg9ekXl/u9loVjjtlGLLar+BtN1x9+Ptnvlg/3GGpZY3zRcM4ur58NWrSsW00b0zErG9Wc2eE6ZWErlRoyxdJzct98wPxYzolYPr9eXrFXCmarUf3b/52/941v/QYIOBueY2G9Km22F64hO6yyZIZWZKqm1gbBdHElkwGGprH8pRZw5dGjt37v9/7hH/1X/3frEwt/xjuYruDgL3BDTLidqDcchydUw/BeaxEMg/uKLPqmCMHOiQcWfVdodY/oNpGniCXgmMI4xiARJ4kzqFLLbTlOO4SghWVoakl3Tv1xafPRZnC33n2bY0CPWPhF3xiDLWzEKJQEFmBcvJHOST9sxlit3ir3/nr+8t9uB/81rd1u881tpcO21avyHgORzKujtUjX0dx2RWcv/xVW2HBsKL7VcruYsFnvLneQw8zp6oi4g1GiSiUA6TSNEtlOeCEIV8f845K0xEQ6Wgk1ouwgcfYmexMTeSA84e09RQBMaDVJ5Xtq4KrYqddcoOp6yi3MjVwQaORrlmQWCGoiwItbwDYpcVCKEC0QiBdJE/IYIlEzRS7/+htvdzrHxGd/7zI76La6s/nl4dFtLC5qwlAXHTf9wZCzT+7eP0aB0W+22x6PZ3F2L1m4V/7z0zl7vLE5S6NaaDWZSkSZmdQbA4bJaF2w5Qm9A7HqiHUQjEPTw7Nhgx22wuZcQ+q52ZLtVLAtdhvQ7P5f/2//d9/93b/BCPxk7HCQW+gwy6zecNMoTWzYVO6vzC0NUOWSWEuNzAGE9POmV0XimdLrNWXp7t2Hj1//xqcf/8j+g8gOVsFb2KYUQrjgwEOUomBS9BUCC2GYtbH5I3pioCwNtq46DYyrYqYhkxwJLWZAVSAcH1suuzk4cAQm64RSqEyat3bl36/Njsqzn5SW77OhKCUjz4qA8u1F+XGpdMg0OowyyYADpCR1CuGURZClvb3ObxUKt/OzZ/nx1W78fTR5U39vc/ANune06NRpbM67qrXK9zrFuyx6oh+B3kY2LG/n7xdpIBQ6+Nc4qfRAyFypV5GCLJrQ2AeWrXAi1NFsesZkM1VNNQV3o/EQ/VohmcRy01uX8k/OECMpcQD1kS+A0DLFYDmxzcSMzZuMrVJT2RMLocInP/AvolG5A00ZKru4/CpPUzSC4HCkJSnxBB8fjeIrcTdbTt26d+fNUqm5XLFWuL9acuxC/uHDN5ucKF9mMjo+szPhvv+nv2BqHYJzb4g6k66rjVaVmUU4PJzpgLkMgIwZ52hnXfQ9CjKfn4g2SIpEyl/kQQaWRGMX/mHGcHPcGaWEXaKbaJv7h//Df/jd7/51XHxSo7XT6RSF05ViPC4ICQipDCRlCBYAK/RYtihHr0QywYy5hfqyqUztd77zB59/9lPaBiBFhFAm8YsHMTU8CIhHkcQ2gUzimw1DqMA2GDUCAwpZHLRb7PBEAUFTacYznEGpTqYUoMQCLeY54lGrEikXOYRmlyblW6t6pzJ7XFv/srR6v5j7gDHi0rZdWT/c7N5c517bFPbX+RY7FyAEahudFQgtFqabyjJ3UG7vlRpvlJecLzlDaNtqc4FQ1EDn/7AgnF6DCu0CliAzQW7NdGpGxh6V84ejwqxZ2NusqSXy7opkgzBYp67Fg+ixmQXTqQ+vn35MT7f7d0CAi2Cd7Ioi2U5KViRELT/kbab3ASdKgpbLC2bKbg2AjEgZJe2MtGEYgBiRhUU0dScE5jv/wxMzhHD+x1eKDdhoWuJCUfAB0K+UNosW0UOHaFlWvvLub3c6JxhIvH8OsaaxTbfJ8a377CFBbRf7O+c/+uiTdouNQJjoxoGBmHb2LFi3FrX2bMl0a8rAHANOc81eObQD9ku+KOkjUQepK7xSHP2gI0yALICBDDOz2SXneLIhLtUFrds/+IM/PDg4xPwDgCURHBCAB58YLFAu1MjWmNwDCtl4D40iGl/NONgUnJJ7oCDJ4RTRofG7v/f3v//v/5+2qykqwAgO81XbACWRhXDJIkRmsDD9oH7z5mQyZaAISI5RYwUezoU6B0TiYeHMmTYojRKrggRQZIRE0sg5UkfAstRaNRvL7VF1+V5l/Wlx90Eh92WB/srcL0rbGms+crm7m939bfHONn+wybW29J1y/h4TPXeob26VLy9YMVlvyQ1s227ZKDGlccuc61JuyinCTJGnzwwecLI1p68U1vRC95qbAxBlWAGpYeaTrKTKK8jjV+bmO/u3Vr+0nmAiWVqpKxW4h3QeBXEpfjAf74M3G0bWpEpJamFcgA0+GkEGBxMMlrnobcRAWK/C5S8fU4zAKInlRqvUdb5GhHBPiYkOIiR95ZtSZHLjAMiYZIuku73u8a03MEqL+XhwfVWvMRW0TZcIPSo2W+l0Ca/9L3/ywV6nCX5kSetzx9xYThLAfZ+vmGlHPcB8ihltgymnPS9pfAE5Ey+Z3dBOxQ/yZE9A0gCMKA0+2sl7Xc5tYrfTdnd//2/+wX9w+84DCqHR6DBRdeWfCAfa8RBEGE6Qus8vT8SUtiwXWWaUzNAgJzwjeoSqDGccHd8hOozTEVJlk/sviywAQnBCBpmLL5invGwHU0akQhLpR6ceTjKUUo6xZSsYUwePs5uiTGnEVfTSBUhFnu4E8clc88tic1VvFLeHle275fVFafusVPwyz5lKuee57S9KhR8Zt0Arep+9C3K5o23ueLvr7Tad3NbRfZa9eCguo160IuZsiECFwBHBk+1knTt6PV/vkSMoOQROl/emSNfrjDIqNiLuhI1AMm6yMGELZp3OgUwjC8oDX8RXcwAPsVUSEwX7RomjIg6bl4EIQBnExEYSkyXsJy1XgsidYDnux+zyK2AI8UmlUrLmh7JzQ2oKCXnIbp7Z7iFejZliacKIKEiXZWDAisX33v3NeoNZ2ev5YvHFky+a+IS53Gh81cH7b3VIQc/0n/35n7KfHF5KODr28YEw9wodjMzr3tR6+y322GK/pgke0WjGnthsPMG6e9xKtCnUN9ANFw7Uo0MIw+82g3vdJn80EugzZQ3/W299/fFr78BP6QrU6TMFafn7ShSJJbI3E4OcUXMy7Q/5ieHN55SAgUU03uYsMWkbHx7fG1w/R3z+JRcR3qLXggqEg1LBxiAnD8L0NbU9BG/FEMGqRZGu2GoSmRBEWLOKKY5Ag/hH8lR5E4e8M4vHh4DPK78ImzPHZ4XGrHhQ2j2s5L9R3g2K+dNC7qqQf1HIne92z/H/C7l+Lv9M64sbMqvlJy1Wsxb2K7spU64b+b39LXNIL+e76uFu75DyT6vLMVs34PGM7pUTQhl5NMfIHHLENEM3I1dbTiixaBz6G2QYJ6p3CLCFQSzoknkptWAkV87CpgyyaQj0o0+ESrVPXoDS9qC3/Df8JjIpeBQ0ll67JOMCA16JjsabzpT06/lDOTBaQBOQkCwXYm842W93dx+8fnD4EJBsx7hcL1n+fO8e7a3S2dkzfHKKCUdvsvfWZ599ubeHpYFvpERbhACo6Id0m2KgEdjtNnGQ6D6aThlGGA+GbITHPqh6R6nohTVnbLJA/2aD9TqdZo9Df9t1ZlhQIGlns37h9Te/QnuXHcRQRKgA7eQIgbXESGNicBCR6tPsS/DLZznziqnEDoIlW2isEXTmK55h+c6dx4PBS6ec68Um8AlsWm4VXMzqTz8nFHAolSAMFCA1YZihQIt1MMSi15KYZqeMdWLVClN4UZo58QMbzevNEL/9Lb7aWmUsnDJjNIqNeuCi98bKJbyH+RwN1nk1NyvtJoXddWEzLXEOE5Mj8gyhTHf5BYQwYspZlSxQym+b20l7S4fqfnVbbG8YFWPj72Jrs26sN7XVhgJAO1iXxH+Bf2KRSqmp0suDEHiZMEfxKuFc3dS30qcauBqWjl1tR7QEQ1HViFBjCYX4UFQf5GPSSGWVxCN/okoNRvmd/3HJO3hAeIUWfKl8+87jk5NHbn9VKo0G1xfnT6/71xxCdnX1HGNNpSYkjC6XUMwvZc0j6JE5//hoG6lWe+edb6D0ODnn56dfMuGW9i81Zg63u1Ms12j0YNd/8IPvs4KHAiVuoBJqFLlImEiSCTDJmrlTLkre0VXT7TUduKNamC6Hw8loOKHnk24YyiWViTOG+OfZncwiZcBWfCkA9fpeq91DNZ2wvt3Q3QP2VAspI+7BMH/IFjLjSRojJHh7Iy35nIXG55tXc8oX6Bild/XO3dfef//7ZE4JMFKK6IZeMlzSLOqJPpUgC0jVtaWZFKDhGFpEK+drR3SfFxjyDtGjwUw0U8nE2/QkYD5hu7Sp5RiTpt0bXaFFd1VTKkliMZUaV5w+N72sCOQ7xYrxvXWek5W6uJj4uFQerBrmyHjmDbPAOF9aFFqbXIN1jnFka75MbYBXwJSTba6y3tFOKLEgYbtihm2UPykWLagIViVFJ7/0FRoUuVGyCEyIbKq7CtwL9Ggloj/O3YcRXvGd+PyiFaof6RMcAXmROESX3oQPn0xgVMpe9sdnyKbL4vjWWw/uv7l/cJvu7RCWRoXIe52T+w/eQX0YWDo7ffKzn/3g5eln7PYin/kjUsomIRsSFTE/I7zC17/2jYPDBwh5xpxm5/AcoJ0vX55S3b/22uusrMT8X11fvzx7wpIXcQNHcgYaorOBobnSqeIhGoXqFkwLqoMQOvfyzWbt6JgeBkaXGaBl3hVf0GmN7s0FRiLlrCaaLPQv0M3E6ABsZecVG7tWoWoPlxGDn3I6a50mlKQ32AL7Eiuz15RErFNEx1MpqNj9Vqvj7vu8O8ZNImMoK90SR+UAZe4IIvqLeCAxiPOV8fKUQm5gqtEV5vB1jvksp2LyM0qMqsEoEgIZaXLKa7OyrdE1PxrmlrNtrZVbzHLNtptqkBE1LNULloBiXyzV8CeS3aEQ4VzkC9NFfsK0WQy0jKAjiJ4ZYZNhxheNAnWHoiENIzZs7CNT3fsp1myJtLIkvUqaCCaJxcB3cZUFsjkCIshXv2M3drQ9OAaEK8USCo3ijdAllWh+gBAlbLxIaa5ZAisdWGYwIOFcuD1UOKZClQIxHg+PHj589JW97gntUVSfziZyojMOswKfMOfRysXO0rOMMXt9f//kww//4oOP/oIhcSMAMTAhI/5lmevD8JZnns+tO18pFfHi14P+xXQyZAX+rZNbND2ZdMKgN8rKOO0P//zftjtu8Glm+CRShsWDFv67sC2RAXTpJDTaIeQB8SlPqZEud/5xMD5Q4VXaCQdc4MczAJZsn7dwdzD4gOkMXI0m8CQNM0q5Zb8SExEiikBl9M1lyuxDRIMLUaJS+aOwHR6/Phw+T5Lik7W+lkJPyZhqZAhRDsgCM7Ckql5IIEFP1OS28/1DxlKsTBRx/P0KFfxbtumh+4BVwNgI/Si7fnOXZ3n6nacTp5ljXzk0ttnmFO58u0th3HJSNMO4ywVNFnzEdnFNn0Hfc/W2sV1yqC1IwOQg019KR+jadDr65Qe/ePnlx61WY//2/QcP32y3O0SDOhhPlCS7SEuwicBWCJZmKfMyUNjGMC3dgjO6QfzCN+PDPMToGn8T85S4FqEy3SGUuCJnAapKSVEsMyaJhFAaz7v87TtvP3r81c7eIeM+ZuCQsKjwgHRYOkWGSIYQCtKMDZXYzx+Zlapf/dp3jk8e/Lvv/RNyIQlRTJipSDwZTpalr33t95qdWwgxTRZgVs0eTVHObHDvt9KUg8qHwy8++XG/f9rq0K7SrpgyygCE8CKuiQ1yx38wQDQhKT4kwuADyPAMwsZTqmJimYh4aAOJUC7iYGj715ePHroClcFmo5kgiPBGgkirnVYu3iNH889kZIDpIjE3Xv3obyT2k4YGi8gdf/L6+hlNbLAxLwukKeAMkcQcVyeVV5uZgjOSdYh7yVAGgjJKCVNDGtVKE6tvpEBCaKQJXkE0H9i4xxBKDEdi6eWt8+2OtgQOLxbOD2cG7PWFR6XOxpyfnn/ja5J5ecrgS/7oTrF/xYrUYn2/n89PHUZnClrgDEzyAkhkLiEUwu3m6vzZ4MUn23bj+Rcfkvmbb77L4KBciE4tkaS6Vw5JQIE2Qqb6ijLM14AkA/0mKrta595y8kIFlo2WdihEuPZakDE6qmQRN/GlS3hSGCB4RcZOxiJx2JgQTeJ8wrrwzlf+2r0Hbzbq7J9ly5CYWiOxTMaS6ZPsvs/JAHrGZkIjaOEhMaznYurZwf7xt7/9d3/wp/8SC6bOEYHsg+jEF57feffrx7ceEzaZTC4vnotuIQ0zucB6u55v16PV8uoHf/YnvV4XLnAlqnggrvBCmcmdtCDGfyOkVjeUR37yIPSJz/ALBvjFspRSCcqU0iCqmtTgFAHRexufiBzp1J8stsSYJuD4mGVotqZREPFZtqd4EYdXdJo4qiu1uV7BwdGt3AeIIwQJebIT2YCxukuG3H2w0xDRRvPXLBQ5F9KVdruG3WSVKXem8bt1BT/iEziJv20zvosMh91h13ezWa69h9XP1RqWh+ko32xttxx8xYbGzdxsQjc0Wxkbfz43PsZutag0O4et6vkkN56vWDsb7pA5JsjyKeVQa3T3b41Pv6w3q6s8+2TWpcvPkhhYOnOHLW/YDpwHFEaM1ZfCnF0U2W8ueEyYv6TBUuV3rd6Di/EzNcJqRFL9lKkF34OFWgb+rDNNnfIVEEI2UIOaWBOIkJ5vpCx+7Zt/+Pj1r7bbTLSvYQUBG1knBDLSgEKzg/jZV1y+KFFUknTEkzW+0Ffe/U545+aXkBL3UAamN9+7z4pHevLXg8ElFpeFL8x/ZtCXjceQ03o9XM6e/uTP/zkbbCFX2OIFDboxustcEA9iKn2ES0WSQzAf3dCuEBgaENj7Ko3BrGCY3xWDQf6ld6YJwTkcdAIsaREDzI0Y6QUh2JQyUgs7AxQ5GFHg8dGbvBW+xS90l1f11x31Ki6tAmhKaX6mgwTLSQRnUoQBUcKRq3K0SBMUJoZosDdfo4NIMBmohLv5A1RXd7cb4ewso8eOSo8tKEcDBlpQ9N18shv1aSlt0fs6u8HhUbOFDusg6Gyu53pHue4+OzvTjSN6nECSY4YDmxIs8IAhNqOXb2bkPchgApyulpLPsW7bngyJS8zC9ufZRmvDHyPETNelY49UrAHAT2tWdo1yrsasVP1cOYEXwnxAGNDpHlMqoQXdVpXlBcsDmVWRBOaXRHNklfSAb/IIzmgItf2BoCJBHoQz46la+83f+nu0dFF9Gn9IJ1isv+gVikjk0HwdBv5uqhv1BEagl5PphM1EsVRHx/dvX708PfscVDKJQIlFYfe1d9/Y2ztCk/nU3duDYLBjpg5NL6KyzHGxmD798oeffjnZP+iiOJAHnq8uIku9LE40JXb7Yl5aBvLhwZCIY2h8IXe+CMk06SEYQyqCHFnNcYQMk3XxK5g4RLBZB1xKm79ZLsTz7VcXyWmSKOiA6y//SXujiykg8uWLM1CYJcZF4+rg+PF8dobCR4IoapYX/6X4BAWYG2SiTYzkgakVJG9D8sXObbrLyDLoS8QGCsTT+WGHDbSfk7QLd/JF9qDM7/VQaH0hSxr6WGYgnV+RpmXM6uzZFIrYSQqecjYJJWZHw4CZhvQamTl7kSTEgoluhRTaHxzgM/3Y9+8c7BYPF1MG6y8ZjEbdCA8MUQbXuIRvTescJQYLoVEsJJzdjQpbdIOtsFiakzTQwrDLHR4efGwJoI50EJCkajXjABaGcA+gP6k9XBZSiAHIFg1zyNhqdOXGxIF8q9P97nf/+632gbaV0Lgwt8HbeIERDsvCCgqxF+ouYF9gGEVwy7gSNQMlgTAq5OOTRy9efvoKXAhp26bxu/8WZQwkSMVrq9nEkHAiIUYXcPSoTmbrf/FHP7t9+xhcrFvIIawKoEjCJRVBjuiJbNwDD174DgMSnUQWPwN1SYMtRMaiyBnBiDuXqRIxU04HjC4RYkVWFhr+iASoEE2E+KreAIJb/BAvxUnFU2zJy2xE4eaKyNZcYBMI3Tp59MknL2kUiFMWP3AOqGSayItcIh8hERakkVUUmTBHe4041Fs0FY3Z/trdSR/0LrDTSX9GJzTr79ir001bKexchRqLemWTCNfchYreIebKuoQs7TE2X+Qa6hy9QLoRxKXg2dSmKbFiTQxD5/Sxhv2JGqxCATjZa1X71xfNzikmDwKx+tyNwywBRWM1G8Yj+KSzGjQmHnNoADHVOLs7Ga7BzD+81f5+ZKpFjWhJk6MABC9wXawrg29J0jAMrZEZSSH8ZhUHKlRgDx597as0SZtttB/PHicjSUc+g6cwVZrEy5QUlY3Zkdpa+ZycbFdXww4v+MMJMkf7dy8HL0IR1AL+7/eOG619+vDUntBC6KNvK5TJ3j1q1D/+939MDz37+KqU0pHyAPfsSk9KK31KuNlsknd6BT7Es4QLRFIIDJ1LPAFsAhdfZI45FXKTaZ99dUkAF4gQKRMC3PmTGxlPxMNUvga0eBaFDCY/GulgAE+mjgQplE49+1xLvYOjzUfrihnq1AYrxMcrYS48A2S3pSRJk1BSeIfrYFVr7dMzQ26E2T2W0ho9eoRoKfqYrxdZFLa9nmzsgc3hfzMuBl66BmTNWKC6w8y16D+FQkw1ygoVDKowdsCOY6xeGc3WQ+aUsjvftrReLieDi9WszxKkPNsbx6x99DzyZ2NGdrlvPnr4uMEavQKTgshCxnGmGzuqAFnisMW4Qfj+dqxEwQZRywkoywjKIJEMyOfYhcJvcamooUX8sKwYAeNCJQqyDyTnH5f6H6CBJM9IFzXOW+989+13fhPt5502Ga3eBJHIxDMJOfFfDvHmpWsEOtkFPAMDz1A+XiMJ8Q4O719QAOCEEQC4G44uXjz7KeNN9Uav3uwGs8gx5gvRmF4xG+KT93/6owePj6U4AJGcK4AGkFeZBV6vxCwSYAuHIiooZCGRu+jHBaggJ/uaoqnTqjHjQizHYQKF64yB7AiTv16JwAyI/pIpDI8PZp3gZzFU+kjmOw/BIOnxkrV+ZFJQoThtNlr2s0tcyo0ELgIwYgSikpGIdGEsLW+C8UJnLTa85+kDpXuQegQNI8WN8hAJbWN9CT6D5hZPmgUOCDoMN7PKdtM5swd1yGCfI3QxsZjFFnTiI4IG2/IhIvayL+T7nHs0Wk8WrC/dcHTEXgNHfbOaDxvMYMxV6Mtm5Wyz1caF1pllcu+cc8sYKt6iWSyCbJSBxzRtKwM7bWAiI1mSk7hl9wacgRmyAJrSNBaLNKTr63M5FABz9G5kGGGhsc5VCYhh/iAGJz2kJmtkrJ9lmKToohjvjbd/5623voUfAj+o2ig6wU1iRty4kcR0/oQUHU/xFE5eCYsyksk+YqI0vpKLlQDLnVEmW2bk6TDLYND/d//ue0xlbdTLnf2j426pe/hunSUmlRqdSP/0n/0Xv/j5x2++cZsdeYFDpjelkccoxDd6KLjQIj4oJVgiI1CcqC+lwOQJxcBTfPlHOgITM3jhgXtiLRwQyWKBGRTM0MPHYyyCuCkn9d1nf7KLDzKKRGq0uZFpwAxbm8VK8W8SkmHGLpClvsUEkNHR8WuD/jO7sZBOiCbhlqgQahTsICv4IuwAnAQA8bk80+A0iGDCjoaquqShE2SNeLHw9vQGouRg301s2wfNMX/AIT/cAbaqH7CkjqURtnS5OFCM3WhU18GMo7hXrCzqMHekSBmik4QNFqfs4lpkkyv2ul8txxPXTlCwqcwZHqVCZ8Bd62ORpt+UYlbCAVuwjRMHF5X0cLjANLkx4f87gTWZK6hCNFaJqjAkgQWdXepGsCLJMdoRGC8Ujqh8Q/UFCbFJLCE5ntE/A/zESCra/+2vvPdbdT0fhI76O6FaYZJV4q5CMwhOy1c0jN3kPcQTMhQ7QXI+SDCeiTXb0Y5QkkRiqMtjCwOT0KUdFoYifjWav7j87Oec27j7MTZgOd/1h8vTs/6jR4e9LvPhVE1AZOnIJCmB6Ce5xhdz5ILbUYNbXizfwZ8gIlBK5VndUDuCl6GmIC6SgJYU2cIrfSO0Q1IgUuFPo2A2khxJeEl4GZDw8QPPEQMEUmBiTeCR8jA/AflrIwoo6MesPNs/uH9x+SWtKoOC8GAsnA8ByFkhxH+Z7lPkRb8Nn2xEFrtM5CYKe3tdL05X+RHBDHkF26AbG8SWP/QyY7lcvMhGDUyhidPinXWbsELzGOmhGmEDQwcNPUpM+0K7jplaDc6ZdD2QeyeLAE68p6ts2MWDAJaSVvnK/ETKk1NdOLG7cHh4zCgpXXwkoaOGskGhqRXYcXrd3zRam+JR1Y1PyD2jyWa0IwNoSLg9iV0UB3JEPJDDcJN7XshBRY1UlSAaLJgI4mNwKpQH0MGqwDiBUaHz77z3nTfe+maj2abvBSha9GjzQa2pvflDIL8k9gqOQwyEsKcVBSaiRfww1YmJQLPEW3ao0VQ6FUhXwhovQANoR4uZpsqmWkmbENVru+be7uR2lz3ZMYvwI3Q18pVyiZCWQI8sAp2w3KEUBMiKX+vdSlGMltCP/u8soZSpWImiYJDPcZkgmS5Qp2AZLQGRhSTzH0+BgL9ECBbwFBGNrNpCKo/+B3a8+BxZhsKFjbMzlLHv6sHhre0v0Bw0EJZJKLAEl3ACYuBhqZCFXKFkEY1ApFZqtDgMmX6KeW7+bPnL882PZbv9HCiGtjGXP8yte8xSruTYYZJ5+0hm2S2fPK58vVvtBngJhO2Y+zJ6GETSz8PBhWgkm1uAhIiJjBTSi01nKMwAPLb/5z/9C05NfPT49Vq1AbYEUrmxzmK1Wnz55Asejo+tVCGqnGce3IS2+LraaOP82lwgZxJFRRdMQ5IQ6ixRwsLEp9xBGl03NqKQK/7FJHOW4AWIjHNgyJgXnwPZJIaAjLXIvfe1v/b2W9/U7wejsP7B7ZQ+2At9EVtGRxkIysmRw7s89C+KHXmbv58S9poi8tTGWPNqd9yfjFc9ZjAhJhdPNn7ETN8OAmPeCaQJMXiHxFLEhD5ZGC4ZoCUa5Gy+XHGTK6n0Ey99jg8pFcIQU2GZigzTm3HFPVgpH5LUGdvm4ByOG9YuGj9AAoRcrYyF7BP5CyBDC+CBWYaR9AbklEXkbf4kIX/mdSMf91jSkWAtXLNt776qLOGJ50YOShOSAZjMEkqBdvAksGOgtsHRP6z0sjGJw19YFJm3JQ6eXzQdc/bs67nt/S07ALBiazXedVe5+ser1YuD7eNWuc3p4BmlDu6GXyKZYY+pLthJwFkXsILQRAY1A/qpmWcLVxDfPzi66l+xdI6ZVASaOKoFCsB4POkPX1Tr9W53H/JJXytuludfzjsPFlQQjuNGdKtukkXhI7Mg1FxlPInCrPo9d+v+O+cvPqJ4xVdcDj0UO9H0OeC8jA8sBUcrXllQXQi9VP7mt/7Go0fvMQ0rVJ+EOiyYkJBrEieJ4p/kZuGAAwlmk8050z1MDne/A5SfTKgafi4wJZxYPBaL7OYwARxAxcnvkEuxVdYkRfGiGKbmBxkSrnbQHiF6JCRFZMTbjTr6Ka5fFUVhZ8LRZohXFE44EHVlii+swILPQBMrLktEXBaBwnBwRRSwIib40GADqaBAlDPpCo6PpgtQ2ljDSBk34hMSXDUgXjP8CQRtHQIHTyx2dNt19u4tZuc8yzo89pScpMHgJB2yEhHFosgthfaNiD5cLLG7UbRU7F+z4WxHDHN/GrlbOeaET2rNWo8xnlyFvYjpzx6vd/3d9tqufOQVGpvYy7t5BD1kRbUSrIpdUsBApulk4t/T/qV54GyGQmH/4ICw66tz9tpgTQK4UbBpAYPnwwePHjEvkQGEzMtg5GtXnTOReHZUuM8KbtoDXOQSvPQGvf7ISbrpvcvnUCFWQfUO7p0+/VBFoRQG/YxJ0d1kgdDeEoTHp7uXb9I2Yt8nY+42rf17v/O3Hz58g03/5VCyeYGTbOa/tP3qEpK5cudXdYQelq3ga6b1gQKFWdpX1KWgqxcpgOJfUmWhWhoCDjQaA6g09yKWVTmYJPjwAF+JuEFtlrmZ3AD8qwiKF8mFTISbTNIr98AdgQX+WWj2mqQbDKa4CpWsjWJOO7ZNQbisaQcraCQYFB3udlNBrM2rqIqIFCThyYdEfnrii2REp0TAJxhsgy0WALSB5MCHBtzBe/ff+uUHp4ycWnhjIaPgSIMsf40C8yY7cIjLL5ErW6KHerGuHI2J0VnDS93NGwe7Ryf1wkcfv+zXLw5u3WEFEVaXfQvnq8a0fA5VWHL3IlHKQU76scxlakdhYkxX1xwdjzkaRIaayZSpFKxQxYMOR363YzenwXDIxhnNWETqdHMdIfYF06fhIFS8SvwlIKP2o/d/9JOL54f3X6uy9wdHktqJq2/ML3lRKMI6yMS4LJVcnFfTZjA4WEcvBRN7YSHDUEyGC5bK8txRsXh3uessVtXmHpMqV2xgx8y217+xf3wnNm9CEhreABjslelcmhN+lGvomhIOscEMXNRZbKfDUl31FQxC6dCfhCOruhLLuFsqQEiQ/E+KYkbGlKD0rB7IbVVF2kjIPUlXOfvuLa6oBCyupjJ2AAttjPEyAgzlyjISLG8a1fgmbFCNGjHT15R31JwJAfPMj8fXWBYeycGSEFmRKZLTI0x1KrCtbaFSuEZJD4kWw0wH7gHY3jpAs1EDGs9oIXXpZDLmnJLoeEMUxeOTOx/8AmDWMUGCt5Q24Ac7gn2Rn8TLNCIHnpX2AYRiutNXPiACTt5pLI8rK6YYlg+bw9Ori0Gry+E9zd26zu6Hpfmc3fk565H6wP4n0YWfwDBfwfOYhdC1yjtdmJwPRh8TyHHuw2K9HffPkSH1APMmmc979+59knL+KRc9E7MZWx5PKQPUBjCQi68O9jiPFXbMPv3FDwe75sm7t6olxiegPtoc21V5u6ru1nvNatOFG4zWSS1fSY6Hx5oNk4sdFRH2d81+Brh/RNud5Er31vnOKl8dzymh+WJzW24UOofNr/1G++HjZqsDLgILPUggABqglFDwNFWKBMpGovLDP7bTmU7G9BFbPA00kdYTHkVZokIXMKlIRrAxWOrFFhjibWiEhEUzMQGhNFmaFMdoASXVLulV7dEHSQDCakKAmMSYSiph4Bh2KcExqgRFJoGT4YEd4ONDihHWNNIQGFnvxqMrO4IwJTjr2Ec0iZxizQqyw9wBSMhxT6DUdC0FkONL5MUzALNsOIx2yfp9TkwbLti+K8+OcQ1MIxPR7IJm48tWJ1Y5BPHBnISUuUB/EkQAVHaE8if/LCVky0JqjBoh2CmFEgNmzd3JYl0YTdnpk8kIs/3j19vlXXs2qMwG2+X1qjdla1S32MO6xXJp0JDNATiVQgAKLCmGg1ayXT1k5IpNYhrt/sWpZcMVBLi7nLKFslIfWCegr5iM4aC/2Y7pO3LynybdpjnSnzLjl1Ugq+n1Fz/de/A6ezdRkQA8063tllXeufEVZ8rXm3vYXNarquNyoNTs7MsWwNjEBBts06b0LXzAXKExWeVnTKX3yNwq/ZXjSem9x423v1K7dafeRvvp8wEHOZh0KplobLk8R1WjxAs9zIBcjpgwacqhLuu1e0JFPR4QwEFiwJt4sB4KxSqu0CaWfoYdia4xiYve3KSHZA3wBIdMAitBWXlwgREoKeLATDz88wUuIOv0zfyNlngXvA3pa8m8MhLiOd1M+CuwgYJiFooq5T6kLONw3xF4BR/JQGvKJ+yN87fZcMVcEakJTBtNg4SpEFRKrviUygDPrD9kb/02a/5TPjT6GUmdTafEXi2d2Vwosl+vrQq0MKYZk02wIvJL+q1kTO+NDM3FzNhbm6lmZJyyJgKw6kfbh/ldh3NIhqpp7XGvXcH9H1xMBi+mtATyTPNcoUAyLdCOfMQc/QCHqFJQV/CRKDhAoDiZoxm1Wnvdg2M2ems2WCDPeO266JCX/Yrkg7dDzcPabqwGJp+EPjhei5O5vLy6YMa7U/JGLy6//LDJ8YlN5mKgduFR06itlXscD1dYz3ezL6+33fL4eH8Pd4o6k10oVeEQOj9ghRBK+9R4+K6z9YJ90lZL3K9qp1Ngb6mvfqN2+76bfsT8W7CXTvid3SA1CVt+oqOJqbKBqMFpquwxbsHVFVUUWCK5gJBFJBZlk7RUeRYAwEg7KmQW/as+y6rQEPS7wSbPFhXZJxow0RezDb7yKkwvwnzmL6lmhGVfsvokixWBlElgeCUJmQ7IkQUh6VMQBBp+TDnEA0ko/5pVMuUbS+xWC0wILAKsGw6pmg5SzuczFtsThaYQ6nh4eEQXuFYrTLKZa5+gxdwDmVCcYBYfqUboPE5VCtHoT5vNZiTHHRr0+6PBqNu93x9+iYrARrILqyJO4WoCzy5Af7wSeO6hp6UaeyiRLXWzdog9/nPl9nKvypZr4zGjsj1OIGx1K/XN5HLwfHw1LqzrNUaM64tsE061AabAxIyEAE8YmeFy+BAMJRJskU0wF7mzJWLv6OriBR1B6Bse+XR6hbHnojaAMdE0d6QPHkLXyr22ibW+umRCwIvZeCq8zXr49MPZo3fYXzUolDYzLFauVt3OenLY6q9KneGMQxaH+90eEiQmUeRC8CIlKK37U0YfNvNleT5rcOAfR7G8917lva+3HrzGTE8EBk7Eh0IZGurvc/hVZEdAAiR55u8lByhWi8XV1cV4PGTZiuU7IiNtYRCJqe0s43KN3pZajCCUH3dI2Lnd2RnuRGwtjP3rtFiNTmUYA88QEpUR+mMb2pLDA3kmPTT7kHPCWWT84BXVpBIwJMoSX20ACSGlkzcCJFK6pER+mcSE6YtuZXyx2JuRSbwg9mD/NliBnTyKbhn8WoYIyAgrDspQiYOHFpgyVEfIMsULIOkXXntpD8gsfSYF5VB60ZbpfDEYj8+vrnv7B9f9z9Bi4oWnEKgEaSqhdaLMkjJziq9AoR4t1zilIvLzG7k0tvvlVWc0/Lg8WZaX7AbdzrMn82wyHq6n2ynLnBqN+qrAHlWjgBaCBmH/zADhZfBTQMrKML+bR7ryrBpo52Ys6X7WJhuXWXvMLe3eqK+MBBNAHX1g2wNmRjBeNhwOPv3ksydPnrG3D119SHM5OGdf7/V2Hzc+cAjoNGkq9alHvA0btLHr1enolHaGZ/eyqiaKJeI0C7wizlAfn58zF7ZezjPpgtWmxa9/u/k7v1c5OinXmxRE48ErHFr5iJdiSyYElYgyS/N26CRTGqXo3G9OphjAOoodDR3KUQSTlsiAUiaoMnuQWAMWafpALKWBck47cjsYTJkUouvg8pd5rcZoCcOFuA80oigL4S/iTrJtWNa0EBNR4L+Fk6cgMspnMv7kGOiGsqaoWksQ4n6TVgCh7oIIlQndSQmDGVIQoI2RYBrTAlZg81FighzPyA8fGSyY1OXSUHKMTFFpCIyirpD55xXd+QlnIMjDwITizoWYZFY05WHRaDx98uSLJy8umCaAdarUOsCgt4U0FJeEP6SaMk/VoeCCwIz8QF6ai7UTXGQGjmiakoqrsM6ty+vB4WZ3yJp1TqW4ao+fVWeNSblT6Baq9Q6sZ+k8fbzyJjpzSQW+3KQ35RRFlDc+3RCihkg+XPIubbla76q8e/by08bmaadZZxf/GhNdmFUZ9RUcoYrDhtKGHOFHXF+9eP78XLMYg6O6EwIJ5jklioZMyFXiqEG2+cpwsz8vVDxtg9Wzw4ty+Q6NhcBR2rmggavUY9o2/XV0+ZdqpW99t/Fb323deeAUWKlR1sFBM8oEIxuDlZJjjAhQj/iAlBIfaMVfXVxSfLu9HpZeaPBAeP5xSSee8XJJEr4CP6o5CwCTRq/6Iwe1FScjJjqG7um1XFMAKAVsLkExwLGz3qf6oDENNdCjPmaMTlgSGIKR1vgeRFtGRDtQBWGVJjFEzLgCBr+BGwkjTMyTVEPYqToQrvH5ZtENEimYBEIONg0ORDqSJkSkFE+PQNkYCmLmgSBmgkeoFmTEx+HxYlfoxZKuZNzfwWB4dnbGXhWQ/cbrj0rN2tWQMy05jUY8gZdAAh8cLAJWcebAZ61YlNWAz5R+ZigwQNnPsbk525pg7XPX0/xgkVs4mRMt2hUG1RKGveh5Ra2FU+ao1liMwgJzJmsxV4VZEsgxEWM+5C4JchZsHKOGbAgyf2Il9QCT2Md8VWkPWw+ffDZd//RP62UWmbVZ3cq2FwgUi4Dnw2auHIg4GU2urq4nY/YMgihk7QwlSC1zigJDB+SUPPDIkzd+N6XKxapDmeC0GOzR+dUpe2PhN+7fert//nF0yClT0CiVvv0dJgrtPvqoeO/15m/9bu3kDk5QMEiltwqWpVoR4JIrWXMFPT5IKrSFNkQgfKZEbhAUNUCz6TQPdT3iCEnW+IdHA3i8wPB/1H6Ku/18qzV9HkwHBLmIyani6PmWXUnY141LgsVGvsIE/rPOlXqAXNCZKAIRTW9AR4ULxDSH4R0nQUSwN6KmeyYhX8wAngbB8eyQn10Z0p5EqCYJNgKyFHyZLzg1lIaLOQ+vr9hnHV+F8ozXQ/xI4sgL1RapQYiQVO+h5CyL0+S59/qMIQV+GB9lVxZ2fOELXR9zmMWenUy9rFZ73c7J4RFr6ED3Fx/+FCosq+DMZUUtUdxRfguV3A90Q4xBBpU6x020V/nPFtvntcLtcv52u3A8K15w8pONAY4YwihilTZMgp5TRc927T77+eym5fwMxGf5/mD7IrfjwNNOljGcVDvMKoTDci3PNifj1LMNEigTU0iZAsoYwmTByT1L1jTV7r55yikmX/xJ4QkVGuqq96+waOpqDWnqM9NW90oS2dMuFoJyRmHr4HHV46tS9SWR6Q+0Lej4N7B9l2fnsuW8gp5gt7rHj69efhhzR8SURlqp99f/LpZ2dv+NevewcniLKd3oojRYO3uJSLqSRlD6EqPJI9GaeJumPzBssVmPRiNOZSFlq92mZRMaFUASJIwIdJY5UYJjRzZtNtygvkO20dYh+fX1NTY/ekFJqoaiAzHhWgKTKmvagh9yJS4kzmcrY/EJ3PyN1h5BfrF0ENfnhBNPZmAnktIDY3MzPcSnqACKIO+m5VPqW7wBBYeMrJ3dXV2d4sdRj9NkoQOAtu9+bx/XNsy5dan1G+YcTV5wxMASBR+zafWcWnrtYCFjL5kTCFIQJKsZE0It2N+01WizHTwOJbMD2u0WLSvqQvK6uPisxUqt4Ai4K2kREl+h8Ke8EluSbc7IrnXbg8XlpnRFmmr51v3iW+Vd4+nmx6vdGSmi1e+47Hy02Bb366XfYmnXAmVcP18Xzieti8vC0/317cfl32xVeokzctkcsazKVgI44IhFYcy5dNeg3GC+fTrZXnEEmF12nMtULa82cw6bb/a2ufpmccnaWKWkaRBO4psSkQYlgUXmh/JTbh40bz1ixfAN4cAjRkgQJHjDY2SmhocN1Fm4yCvlar938GngKKbYaYZ9W0e3oClfbbIoEcsUps4oUV0KUYbKVv/5HkpFetCMbARlaISDM30UFxenGK9er8cBdGi6vA9y/DWN/g8EIfGkzqH9USma8fbslFP9LMNJaNAM0cy2DGeHpMwEYP892kseRgrCNjYxd2hioIcm8I28wNb/gX9wM1gELdFiCS6jKtpyQsIcZxHkdCTmE6mJE6gAXw4HrYBOpBhFTKWLhZEvMOX0PtOXxmYez58/xVmnYFMqKOsoD56Mrq26HjMLUE4IsoFPE5+r2Gq6dxgtNsbNCeSjTZ7YkIhyYPuH7RWijYFiUUt8+un77Hlcq9fETVvLP5DnT4zwtRAU9S+FVEVJHJEKSjyWtMg278w1LpT6pfygXTtcF06u5vvz3IWcy5VoEze2h/XVoj9pluuHjWI1V1kVc+3J/Na2cLksfDbYXM2200apA24IQAzMAhyoQzh1nDPM19FGQ4BVVhW/nO7O6Gt0tyUGd3HAy7P1BjsxHV5gGjhZCvMi5rpMMVTnNPUAGz4uCig5tPwq3ZPf/MP9u3cQNbwlEGAW2hBEgRBqHrSf3elYn7BtzemNZx1NIXdwdJtaKBZEOs8RL7o0mo1Au9SA72gqtvhX4kxMNNOo8YO5MiauoJMnC4UxLA8UzfW6P7imd459jOnsY2OjEExECB8UTSU6IuUBXUB4pEUnUHKZF5MjvvjiS9UprvSAIGn9xN+aAXL0leTpouJR0K661KOgZN0kDFOYwHAXX66w1pkOZ+YwFewsQ35k4k18EAK6Doby8CP/fCC7RDe5qXNUpmQ9mfSZPbNusLaDre97Ojbz5dNnT3EIQwVRXa5ypU3xYPqkSo/LW62z15xbqAujxHR/CkI0cfisM+AfV9R5trDBDjfp5cunP/vZj87PPqTM8En8wYiKMzgMnoEtjHJSjKXjFU2YUzWNselSblXe5HorJtjXm67q2jLfhl5pYjMdtLG/fK27PkEJPz1/flE+6919WKm28mV6h/YgeZb7sppv0/MuuwI4yaxEcaHCicCrZa/ERcFJkDBosGBrILbrX7K0bPD0y8Hzzwvl6qJQZ3wkPx/EWWwqMIap3my0W032P27v7cEUak3GPSBk/+Cw1zukfl0XGutbX8vX6NbUCgfJmkCGH6mk+Ks160VGrmn1su/ctr4utods986OdAx6YcxzGnqUCrGWLq6vVUStVq3daGKOAMRHRO+lUVHiUiiXw5CEilgeQlOM5aX2j5gRdnmF3KijqaD9ZFLSxaVsHPlDxlQU5MuJEowZ4fpTju3BCECffv5Z8DPV5j5isimZWlKmcKSxgqjkVb0MuIInt7DlTlFMuAEvSQVMREbqNeTpOUkuYpAiMk/YkooHLYpuqxAEHhEiu1fPRowkIQO2S5s9efJxZ+8IXWo0mifH7BVQZb6X9h7hMPyOUx4T5oCAXsfoJ9yw+y+5vxYkLXX8jzZxiAruMDGFUU56Podnp88++/QDxqkwWdQHgAIFlUxqAxtvWUEGXxgGRNiLnyS26ijzGwv1Euck95rFerfSrVcOII8jfNm9SgRzldK2W1x1iuzAwNanxdLg+nrbOTrstBqc1sw8v0V+gSEutqmVwvTg4KF98haV5U7/O1mjV6KHVFzMTq/FoumBetvrly8ufv7f0M3OFhNMKarTq8GBGJXq8dHhvQcP7j2432VT71YbHlLy0UeqTkwk3YlMSoBvZDTZVE/nhYslewEpF4RDrkzPYC3CcDYcL+atwxITLZQPNWe1gQl1x5RS7MAuD6wywAtD1R3SnlnvRssxPOLgXKwO1hZ6iBK0pQwcnpCYrMBFdZNxWViEM+Xh4vxiNl9xvFC9gfOTZBMqqkRScdGtBCIFAGg8UGygjazhF4QNB0PLcqgVD0QwVsAgjvHic4JmvPhEamogO+cEY1hKZa7QKgyp4IMAs06DyIMP/KoZSXVeJRUapc7wG5fUXAQjzOyHB+sMKxZVK5//+c9+0Ose3rv/JhpN5/PR4TEcFmmRd37Eq9SACg5bEHgCABHwl2jzOnbGENd4yDaqkwnN6TMqk+VqDD5RPFjgV2y2Ut9aYBhA5VOQGuiJosjzS4Xps52FlDQeoaPEPr8HjVH1Occrtos9DgNkOt+UdYvsX5vPd3O3Wrl74zkn7wzpD+UktPrB7RrnSiwXlS09pfSznxaLszJT0dg0WAd1ed2/GvSvYMJ+j+3i2TW+RWnHT4tJTMx/3h3WWFM/rzSKV8XF09z4nMXC69LR4f7h0fF8NqFJ8+jx49u37hwcHLU7LtPREgAiqAgilGmUBw00a2/qpU19kjtdckRA8pf42e7KpVq7fX51yfmHzAhq0IfF3MRaja5E+rPwIJWXonYElqvUandg/8XVFazDM+MDkzZZJBGqxqawYGGLhDt1JtkTAWyQGXWECGrFKKNM0pgw6MvEh0a9wsB9jOpRACisilwpIQBdbYxWGZs/Y34oK6vpyqYAiItj3fy+fP4StCAxaZkSxHpoghOMUKBfaTPaS1LrdNrA9Lpjf4AjkmiDv3z3q3qtfsaHwIdv2UVgXGTA53RPMSNLnJeAZBwjCCIBJziyCK0GD2uwyeTq3/ybf/rNb/7+o0fvNly+7Ha2IBGF3GPJo0nAArI5eKcOImzBlANrJuOrq/MJu1OPrrZrelryjWaDMkGGQMbqMblLjifko8iJkMVP9sKy+HhDpDhSqELz4XJIW9lHOD/lcntXYY9mVlldjbfn7U23Wm6cb55uc/Pqqnq83mvne8Pl/PK6P10sW927+wc97GJ1el0YXs1y08XBNZ6NTVzKVH57ffniRz/+sy8+/QRsj48Ovvvt3759dIJFZ1Ygq7ywtHht6OteccKhIeXN4lZr/mWxeOv2nd/+ne/cuXMXECjM/v4h+83jIapsshx04xY4U8yC2fCckkCULT2nx/VNvZS/WnIsMdv2WtU4MrK310QtYy2OHh3r8nGE2AAcaIVadFeoC8gRJS/RlVpssuh2OBwNqIyBILMqMHSHsGhPsCqHYqD6acBwKOUhbiq6DyIiGuIdDAeX15d4sjg/tH1pFYW+qHaor5IKDbb3x42A6PNxf4Ho+UEnNI1kS6QPP/ooIpoQCNyVsSKWfFnhnfdgDglC7ZJk4WPgY2x5rupSVk3iFdjyIqAEPH0RXAT4AZq8826WKe8U21RxJRB+u7kkzkKbSul0M/zTP/1X77//Zw8ef+34+GG9werB0mjYf/Hi6cQDCFg3w+7TdN6zo/WGFjHZQxcGjz5T6voKbrmuP8H2feE9gIq4Z15fIB2Zi11CNzDVsOtCqz38gLXNMmOG/bIcwWS3s9WlrO9tC5w8Md6x7mU3mm5fcM4OFUxz12tM67vPXmxWHJTWvktD7u7dcqPLkhiaqtPTsynnYTfndIPiA1A+F9sZczO+fPH5l198xlAF1pLpOs/+8vuHB0fVxt4O84pGc0wOnYGsvRwP9IVGV3fW0++8++bbv/2dR4/foLcAxdP1iwueiv8rEQePk6WR8Ylkf4jNLkDLdnHFnhLDZf5qVRnSv8RcKfZNatSSmDmoj32L4CVFRmaRiBJi+x+zTx80DR4yrlTxfC4vLzDwxDITLa56qBGh09bJ5x4zkQQecFgcZ82A2GOYenhFpYPjy9ERrPln5IuvgonqV4CJKmbAYvU5jWtOMwA41vn6hNYBPNE78sEvPyBNaGCmaKF+qiPxuZI28kAkkLSScTlD8CNpbcIy5ejdAmP8QCPjbHRlCi6aDXxO8FPG5M4rV2ihCsezUVUwrTCsMUnGkEjEN7MB9yjzWyZSXv7FD/810TmCplqp050d+4YBEj4BQw5RNdkqEy55AY/hLX04D7IUHqocucYtSYVAE8igyBGjFnoeQRmS2kfRROXpJMmac+QKFbIWFHGIK51NcZgrTpEG/SKAg5WsBmxtes3t/vPdy9UHPzlarXr3Htbe/hpbHK9m26vh9bi4rNe3rS6HFoFelfPChxumScxfnD4dD0dQQa8NHdpX51fbZ+9jdV0/jOYxtrXXWzTaW0YBHrzeq1Z+++vfXLKp68ndGovLGXSQAzKZh7ji8YaZN4FBc1Auq8MNwbIsFmOY1qvmqTiqm92YmYIcuGTaECJMSsrEsgQZlm/3Hs5HT5SlCkzVwAQ4Diav2v0/neq0IUa30WW7kaXb2QYaFBXRMFuvxP3MpLDT/+npBfrcoeHSaNmbFPgp1VSKICd8AAoGnXt2gi+WjObyNQqAFQvuL37k82fPGHpRj8iLG7rELbgRM88NTTgYGBc5GIZCxkeeI7lOOQEA0JJmnI2QrDwEZQIHZJhMACRHSfKSTqvh2pmI5HeBe6FdrlcOBBKyRNPdwEu0LIk1f7TfsDL1OmOlK9pEKZziA0YC04QmghKZQo4A88lgx685RoIbyMYkzGBixmMgdpMqkRCpoBMzoeGjacfgetBG/0ep2tvszhAuAEQpy3GD0GurXLWzf/34wZOnX3Y+/+jx8+fHdx4NO3cX5XW7XeA4sVydDlp27seK6ns2tsuH6+mzxWSIw7HbVteLAofu7EosWGEvsx3t4P2j3cmdfJ19IXB0jhudLl00uMKmjvKcWAkdN5KSPC6I9h64+SipEUk5+IKy0TKmFxG70iwtq23ORmFXiVWfI2135TlDpLToXe0jX+3gzO26t954MXwqQ20eFzlyzAMdUKMZ9Vd+xcwzvhGf+UP05qKgfKJfKwQQZjMQop8HpBmep3+Ks+bozWx5qm4TA09NBmYgbR0iDWKa1NSagf2BZ7i/7H3C8Qq6xJQNLke+16uf/vSngCVOpJNYbW1WDhL5UqIJCwVJN5LrcZHMy86Q0H5SOz4qDsDjRS5wS6ofeiPwdKVMM5VOYIWVUprcosSPip6usKSEiGvky/JSC7xDPBQFexi8a8PDHCfLHaXRbP3sF4AFdgJ5BY0KWkX1j1ABplwIkIgAQlri3ySL+jbewYvQaDcZIfgZ0aIFqZfDqBQeyV5zvVvgDNlvTA4CNptRuT9n6LdT3KMuv/vauD//cLp9slvV8y8a1Xat3sOHXRZYm06HaZ0FJZj8xnL69qLfyE0+oRrDsz+5v9882B7dmxwdlWt15iswh45zq3iOhTxsOgFfE/YQSMZhXKUl0FUBwiSBUApLNEudYjJYruJauyN+Ps8YSGpqctKKW2hVJtPci/fLo3L+8VcWex3mxQXDzABPgwlvSSkA7mQ4tAfTi+/h5HL7m5abWoNz4xgkZu3FxiMfaMSIJdmQNRUH+GDDwYDGG6rb0OdZMUZJx7b2kg+h/aKPeEOJ+YVqWr1Rz0zT3AiLFx2glDHU30Gi+Ye//DDlIq2S6f/QgRC2oGWNkOWVHyNMnU5ZEw5FxBYJ6eY/ZvxXXIMZfiC17pnKF6+RoVn5jY6DGwj8GtdgSkDQbgr+hzACA6PYocnkDhiMmYUiTIa1hAlBGOzAL8SQaEoiD/SDECBmVJmLuYWIhRw4WVwBwZhH6DdhmZWJqDLCjIicQUkPkmEecWVK57QprWKhwaILLBFzKyJGmBSq4SmYM1GV5i2FpFNvHzXY2G0561e2ZYb31DT8VicObSvbKu49eK2K2PqDt7/Vfdw72XYPa/u9cqNTaHY4ezIUVI7zB+X63ZoS0Io6R8QxBBEiklLDvySX7D0RcEOG7AvZCO2GCbgtdKtAoKKHNKq1/mnpL37R5mCZt785b9VW9H3hwsd0inLrAHcGe+lECxbEYMs9UmI+QXSgwuO6tsATokIAH1Qz4SF/YVRiFmf44cToybizOdnr1VKdhG8rGUGnxpBUGkXkzYwdxjU5YWTELkjdvRbAQlW4URDYQnj17MkzYiYegIkSCfGpGyIRf4GNOXDBCnVF1feKRlSKFKiaIl0BCnAIAAsVK7MELdgArYJHVkbPQgSU/Qs0Ah+a/VpLU8Jrk0Qe2FbqdoeoHGAh1B5kY0mMJoMrPUJtwh2hCwd14gtQQoOJE6nCyliBgEzigYhZiCi0sRTlppYVWKhPlIcUX4tjAROsGFgXEQ/I3CMe3ZkHTNGyeUBnINHCatkJAfKbeaCK8LCC03xhQGcRfSc0ljm+i/146syKy89Qi+qOo4UbDFUXenc33z7gEF/mdDI4xVxteishC9SDItCSimBV4JXCIzjhCakJQ14Nkap4IqHvN6/xLIsCggrmN4l0KNptR+ipWnGsDC7BbHxZ+eEfNZhP+s63tnt7wQyiMvi2FzqpceKvRNOTJZj9q/PdZlGp0X3kVkTwOnYlCuh6t+qlF+WI5kBUFBQB/EU6m1x6KXvV8kBGfEU8xAlLyQJLwLRv4NDbRGnL7bVQesIJoYzxwNuP/xL/J3gltLiEcfNfKyrGcQttSN0G3tWx+G4UQcj8xMPQ0cjG4LAZiaEpB3FH/oEvKdW6+ItszC29Gpm5dqFJkYMBSTTgx0M8k6sSIZV5abMzzbYEhJ8ZYy8RIWFnlgDAD1EzX11CSQGhk4SbR/yHVJQW+HrfIpuVSQnPYoiz6CUvw1BbRJT+uCgPpK27foCpBxABUeKAf0uTnK4oAEZ67CTCpkHOxfqb3HyaH1nUC3Susx/yraP8QbfWZq/cRqVe7dEo1r5LOJjIm+wutEAu41i8p+eIZNaESXKWLAtOP8HMYHUAJ6Ex0z9imNSvsDdyt6++gq/15ps//MEPuv2zOz/5o9ZylvvKbw+7PeoIRkLKzZ4DANG/bC/Q9dUl2k8n9B6ryyquS4ivtkQZ+kIOGAkziv5EtNz+mnDYYSmRHQmP8scnLvAARS4ER6oEigfqGbo/mdvI4tZoVav2/Fe+MSdiPJp++cXnvMEGK0Wz1DD5DyL5z6uK7nN81CXwgvHxgw5RRIAgshnPjQmDzCOwSis7DQyW8UXAAQ9U5WRw089ZnvxobQzhiSuca4DFY8g7PlCCQSwyiS5I84yvqsVNHsQM/RVFYJqdpY8wQ4RutqF9QhIbbn5JP34kupyNmITDFSIlGlLs+Oh3iE5Zm1iu2vqJQoH33s0Vruj/cZg4gUoUSW680ysbO9CDmR4dgmLm8LZ4WLzTbdzerx51aweNYptZSFGjCl8ss1KWoBBk+RL3mwCj8JIQijS+Z3hHaKI1RRCVjAU+RQ4ZJDVESEJPSUKg4IlBZiVe++T2rT/4G3/yT/4fu/Hw+KM/a7Hr1htfH7Tb1G7FSgNTQHJAIXPGAfJNFg8fnyA3Jtn5gfaybGHkjOhaxRQYvJKPjloRg1GtG8JwLEiHM+N5BSFCEFelyMnag8E1zvDa6P5Mp63YwROmEh9bZkN4mTV/iQ+rJVa6/IfMeA/dBhtUxXqAiyqFQqVEqW154R5lA32LbIN5ghGBKGaO4pHIxIbD9UxvVEWyM1gmW4TSY5YVsaPf0xTCSzDjSSbyn3C0RKgCIYwgMwG7iC7gm4t0kRe/YZIhIUJMJlriy7dQSwGbYVxCTbhbYLiEb5IMc8Gam68wLRQ7XsUojJgoQBNnqzAMrL/r/HIcXWVGDJA1PZd3+z2kwb9Ss9g5qT04KJ8cVo6a1T16ddmOkWwiYpavuKd8kreTJRdJgSTIgjSDV2lSFtk9/fA9xYqIRueSNFIFQimEuxl6RVa+ZXkx2azWeOsrX3/68uW/+d4ff2tz+uaP/mV7cJH7yne2B0cLd/dhQg364MnxzrZq73VwwXH66YLMwAUwcrToR8aANnetqZyLfP3wa5eLj7iU+g1qKbnTGStlJkqwxy2VrpUMPLKEqO5Mk6Q36Uc//hGCD9ZFhmhzcCkyknB13dWiqbkB2j7a6Ah2BXo8ZhmLK//5AxiXrotTOUjBWwbTSImiSBYgUBRNd1wRMwBBEUKM+JYmoourysRFlpLCKDRjsTHRQLh+ocFoczr01jAvXwM3X/gowlEQ1BJeE8cEHvQbYs4kyvD2UwZRSGSOTQBV4nBPD6SFV2LKk+hGZkRNCQvlfO8gn+sVd9/Y5dmebcAU3l1+5t06gWYxPRwwgWSlNodWV27fqj44qt5qVfcqRXrJbYmLT4ZRhllCIKEKKQk3MozIBEugUQN7U4uU8YwatCc8U+AN7PhsbhEp3Y0c1UZKaRbpq0yAYlCnwcm48u/9/t94+uWzP/3kU4Zd3/7ov20x8zL/3UKrjVzsNkSdmA84Hk5gVOg5ZjWGJG7g3qCWQVfm9G3LWb4odNs6oQRoWExDtOsjelzUCGhEXYjIvF46PBniZ08L97jA+0xeGGNfTBKm+//5c1wIwGt9ga1VDcqDzcEy3Fa0F6VS6ywJmf7zLgbBWvlg0fI1XSIgq4nEZZeZNBEip4KJr+4kyPgYSYkTVwaIbIzgRbRA0l/gqA1cLFmju5kZuAAEIeMmbbP6ShgGZUGbeYdqylEwxH/1STMtfC/zNVLcfY8EWXgSeXwmlyA5sAKmuAWNqX4QjHDgNz/BDOeG1ffuV3e3WfIFWZv8nMO12HrIicO5Cduec9pBPT/bK667JZbzHXXLB+0qR/IwFUh87DxL+UhllsGvkBbVCIyoCZ8g61VgCCjRT9irhwQqYiUyswSRWeIlfIAWArKHlJf34GYGTd/Y1s0ud3B4/Pf+wT/4z/+z/+zPr9k9YPCtn32vMRjn9vabzePVuh/eBSfEuFJBmwfoxO8gS15yBev95BP7m5cK0ZVJw2i9WLjvjYoVX+nGRH1pE3BlLlKoOcPg+CrMERqMJqG4dpTEUhi6kRgetfv1Jz/5GRpkjuSjPugTR97BIHfwc31P5KbC30giGGEyU8ooS6ZAjBH6LZzQSN0f5xUCVb8/gZe6dAnAf6/MP1FSLL8TPSKan0mMna54B2RilKN95pJicw/OCNfyY5HwOUp3+hTfIV2DTT4BPnJKGUYBs9EL/JARIP0XmAEpoAVGiYqoJxMc8yE3rJEk32BCLvK2iQvEYgpYieNT3NEycvAHxWYNVb2w2itv/KtuW8xjKnOCGJMXk5XNcJMlKqJZeeNKLIo7uVl/p0wDX79HfL/7wX/ZxdvNRRwe/Z6uG/r8vQl/ldYHg6VRGxBr64iFnTMvZjwz1Txfe/jo8d//R/+Df/x/+89/Rof7aPzOp//fWqPa2jKlybR48tCGshA/y5XsI72vkTGvCodVY6ig0/cZ1WRXcnqKYhgCZSUpi1lYVRMThJL228eDG0pDigKD8JhpFOYfWEzvZvIDdn9BSaAEsB7ik88+J7cMh+BCYkMwC+1X9fX4LQHJ9huZ5M7/4gkNxP1wBMrCA4DgDKEqpuaAhGH+QT79S7zOKCVMrdSWkzQFyhEU80ZscCOpOb8RgYCEY3b3legwg0yFkcJBRHTi1QSilmkOyAokLp/j/dcDE//5DhAtlBePpkp4CjdhAyeUUgAMsMGAuBk5iRA7YlONic5rln8HWjKDOaUMVVfy2wYLs8olNoHq1NjVmQ4h0Y4MVTXp+rULjpndTRZ+iajc0xfpFnwgCXGRVvIiWNB8TsEpYYotTN8Bg0xJHyhkgUKLfwHM5BIe8dEnRqW4dzodpqLBMFIjdQZn3373q3/4D/7hv/pX3/94eHo+Yb3Pclffbp0ojTWg95TlMzfIpcxES0SVoUYiKCKowVlqtQat2MFwwkw55gJywVNYz444RCa/lFbE7GOm7Uvrt8wKyaurPvNPmPMHYNyeGAJ2DQCLAH/45z8C15QniES2SazeeUWlQ/vV4aTfwSORJhl5kTOVjfHkKh+9wijwYgiXTFWCMBiw4XIQKT7B41e/YcoFmqJGEaO7MF5DA+IL74omoSrMLLr4CEp1id8EWQMTKYjKA1yOlIFMfIrwFJZgEYFYkQdE+ayZC20AAvi/ypKPQWnq/iJrqxr+TAQO0fMDKg4NZgDz5cYBi1+aFc5/h/Qd7dlONc+gLnNTWAHPlBabt4GzgII2TYEEJT7GV5/VziA4YhEjciHn7NJ8gG8gE6AEGwBvIhgqEP6LrMDiwXwDeIC/CeRripN+KCHoD4lQJJqX9EOwko6peEeHJyzDeMUZTnL57d/5veGq9bPv/6vJ9YsJM+hYBbdBgR3Hpj3qhGmx/HViAkEyBxvooXXLQ6xOKLOah9nqeDEca2A1gt+x3TD/Au0ndlL9NL7LEY6oP64RK8RwgdirkdJCz08MADgATE3w4sXLn73/88gtuyWyFarZky12C9+adVLR7RP6kFgMhUYmokY3yp74Jg5mjAOhAEIkKEQSvFmh8cMV3PSeABIXetJXJeCbqRKNAdmPkerVb8iOYLE1haAEFPB550X1Eb0soR8DuMiLHjciJZSEIAVm9AoWKQQd0W7QRr3TMFDU5Rk888YORJe10YmMZdDG0QdQYheJ37x/7/Fe78ReOc6tYA0ixsXFL0JNRS2yuVHT4EjCJbsHZUhHFDMGBsaJosDSG98C4VePrygghAvCjSL1SQri6gdVSABc8WD5IJTneJVR+C04DnAJxWPjKXatZTomphH9YGLpdDZhobUd9CgkJiDkfbDf+53feHd0+fzLn7O0Nsfih+L2VDNID34QDCu1HFwJ84QHRYSQqF45GLOBNcGNuTy/ZEMyj2eosTY5Bo9Z27VcMAoIAJoTaH+aRcdGPkCj7cvgF1xmzom+DwWAAWhirdn/cfjP//l/GQhkNCeyf/WiOL1iNXB6hFJZdWMYtfvyKHGP/PgYrFStUAVKtx6p2iC9N/FkakSDOj9GeKSmlCjdCCIADsj0FCPZWtJGcvkVTxkouop4JYxkKT7vpIQnEdNAw40VSfSXEnThZIoQT0GiEY2Q0ikav4XyRVA8xW5AhGfIyBbQSJhR1AuFRw/fe/TgbZqD7L1sZ5wbchFbvUhKC0zTJ+QDu1TmBZS0U0YGdkQ0rvzxh388iXvcgnCfg2URyRyElsXwN5hjSMLR77KLf8EEIJqvNjecZEdXMOdqvR1tMvP6+hKpQT3kkYh2ittHhS9ELPY/RLt4oACgMRQS+8zz21sHzW985SEHbFxejDaL4WrxwjkT+a3DWEFRwsF7mMjESNGlRmRJB3PumP5w/pI57V/2B1cHhyfBQjaeWDIdDu8EAyOOODeshebUcM6Ar1XmLJC/vGbGHNtY02xgOh4FBOTo+mcqxU/+8qdSJTO8cZkrlxyU10oQ+rH9zqIIVZcaKptEneJOV0qbUpOcwNB+HcQITCIDoPbSZPEQPDfDFClTm9C4VE34LZBRLGIkXkQDprUO70rL/9oPIAdYYpIFgcjFS00VADEBBk2CjYtodn4lmDZYqYwDqF/5kKko4ekdvgQOvhqCeFOmggclzh5C3oW7d15//PC9k1v32p19Nt13jhY6kNKIBQqnixZWL+BEVsAQWz+YiWH8+ui/yPpVkclCI+5N2YiIgYgw45LugOhb5BtwhGsGwRBDIrJ5pUAIwctgeVBwrsBWDugM6+OYd8kucngObCXXaLSGQ/bPLGP+MakNZuGzmNGF1bRd6pGXuMMNmEQGRHjjjTefX28Gm9PdolU4ex/jBHxrihvnFhupbiR0fIp6E8i48hTH07MXH330wdnpBVvykj88BVG0nwyATmRsv34NEx/YxqPZJJzDP1gnwKHeoAIadLZaRlibs1iNhuMf/uhHwdrEc5kiA4IZ3G8QoKnBLFL6bckQzScfP6WvUUCiTojw0EMZHaACELebVyGrYZT7iBBfUKhf6UHKnq8yXvZ58aqouN0gGxLjq0VSUBEx4pOF73GZNKY/UGkDDT4nScN2+JwSkY8UB9HezEYQcRMs3wDMRUhEC2PJc7AKQ2PPLq0rBnB2hQcP33399a/dvn2vXmcxoPuFkGmkBUgkEbZJXxFn7mIcoQkNvppZoPHqq7EytFLUFOGGIyIa4YGw5dwsEmGJda8+85D4kBCL8OyWkvjCeVPOz1zcvn0XxyblQkkGLO1JNobBf6DHZa/TRQ+YgAwozaKDMDBJYXEhm3hGCCiqIuCkmd/66qMXn/7y84tT1nSBBq4IvUCpIJoo8d8HHvUOizSomeZJ4/r89PSX7//y7Oxls9k8ODhgcTKlDf+eDWAoHmSO5UcMTOok106zzSQ5toc4Pz9n7iD6C39QfD5RhXGR8Ee2fS2D+hyKxCtTNPIPjqLurs7U+7caQ98sA57bDFEQaBVBVOjnNyyr1SKvCivqRDXAmkOS4sp+0gu5k09YZJNgmaOxSJg+IQmD9a4GAnO0Ccyx56aFnjDVFjlA8jllQLgYqasp23hOHPZuQr7+So3jlZtfZAJwErx4DVgGemWlhbivCCLfba7WbH3rne++9tq77LqMt4D7a0Zc8SNqUXQMSaCk9f8Pg0iRMo1owZkEJ2WfIghN1ghWXO2rARoR/RAxI0fNq9EMIi/jkMJoBsQ/4v/aBYiUMOHA+Z84FWgL6/Gx8dhf2rtEd19ht4px3nHLo3+VOwnVqlg7j/2lKUylF7DlJZATJoyBn5yc/OHf/s4//2f/xfkFSyKYRsCKaJCRV+KUiAEcGNOLittDC4OdPZ48+fKDn/38sj9otNu9/S49TW52Ga1v3Ur20nK1pFuZYt3p92QXp9l8hvbPJlMO8ECBVByoETSbHK7Y+efnv/j5K7lkfDZfL+KAtHir7uqwt1B6Q/gHQRT68DckjqhSodVJT1IUWpves/BMWRWAiIRAiGCS4D6sALJlUoQyXAJkxiCYTqrEJbO4sTEpasiam2iIjjH4L1HIBypegbzJ4gYNk6grgZGKTqnyhUtd9yFehRRhFkWi3X/43je+/nsnt+5jbhj7BD1j+p+PZm6RiktUU/YBI555IpBI3vCJgmpDSAQBxokvfg2SwCHg3eBm0qxUJxjGJG5oecYCYNi8jpLAcwD8K8ADckoYGKesaXNyNFiv37+myUj/Jrjh3KdChUOO1qVcSAhU5tIMBgNkxz4jF5cXrKzv9fatZl9dQRvYUnIeP37zH/1H//P/5D/+v7AVGbumO3KVmoEBStqACCwa1NSkzI5+9uXnH/z0Z5eDQblW3WO5cbOF9hMBd58qAtcEBUzaT0WB+WE7RJRE14ctziGdBgiGn5JBKFURff+L5b/4f/2/X7EXngRf5I0yk4PyGWli7F16xOhxTLUO82+vK5I2CvE01MHC9Gx49iq0COSmwgEb0iA1mp4pEiGqPC/cpRwMb2REet65B3ahW+pEgFTG6bvhoRaiHYWHOGRiVPlvPCInQKYJQx6pRS9TWTMyK34T+r96DQgmiyqJWDAQXsLWv/N3/id32c2ygUX8lVOXUAYy8cnlVb4WWvEw04ysgEyYpYS7D6LAE7kTFKHm/Fcv4r2KHF+EaVAgn7gYUSI04r7KMeKnm3mZMChPLxEQ4AmFN3RfYvfGkxFIcVwAei+lcZkqNpalOwgPGdfj2YvnbEZxsH9IP83Lly/cQq/WDGKDEnVA4hAvLtPdo/t//Q/+zr/6r/7LXSHMM8HBKvGBv9DCYTLYfmbvfPH5p+//9OdXgxFt7W6328H7Z6dmW+VuBMsseLQxdNvefVzR1l4HX23I3jXnp9sVa2HZfNjaMFRfsdIG/vCDjxgADn5ZMyQuZITxA3FqBv/VfkYAYvIE/li24iApDbSBLWG/Kg/BRhKSPCQCrIikTL3SDzhwqRCh+uSHMkWuWawUMdMSkTH+q4uvYGYq03iBAF9/FUtemsqWFaKP/Ki0jBPyjs/Cg5CEmi8pXnzjER3kivg+gSkl006EXeHh43fffvs3WXUV+465wi7iGp9L5OMXSBlOKjIZmwWXGANf0EQGrCNoUnGj98aVuJuLx0gLTibMgJJThKd7aH9kYh6JTAmKLMzwBrF4DCIz8KYPEowsdglbwetzQiMudyTPpBW+BszwHz2eeBn4Buw7j2UFDu3Vk+OTjz/5+PTs9N6d+2kFotRxoVFEYTnPZsP41e//1h/+yb/+l9s5i8jC+qn3gQI5x4ZELZyup19+8f5f/uyyP+SgmdiMkjPu6dupUSsx8kuJBCwNcHAne3Sa9gIX0/3PTk8nw1El9qtk+Eb1B1+nTG44L+l73/seZSbxKcmYOzGkM2hN6GL+afqmMxOiEGROUNJ4+AGDpMsHw0jsO7BuoABMeIkuHqJsgEhGafqovK3x/AlOWTqInMGJuFkcmwR8I3J0G2TCFzx53lhWgARg0qdfGS+8X8s1oihDU/oXShBASRM0CESYoCXv2Bt07513vv348XvN1h41s45+AEzZAR2YkXHkymOEZC8JpYRogH0VLk+MCzAvORCoBlKBGqFZTgmxzE/+q5mZM5kIJfJNmL/iCcFcGRbxmLBIDL/hGEktillRCGxDNy2lgZpmy92HBn1i4fKx4dKtk9s4P0+ePmUvZlwPGgCo6J3bt798+oT9V3rdfXIjOapCfJUlmnUoLees/U//x/+bf/yP/1MMK4vTmdfghbLSe0PjGp2lw/OXH3x42e+z1olyuNdxmy6sO7qO88PurxhnniAdbNB+1HOv02JX1IuLc5wfMqJoBjUAs6OWH5r2f/7nP2QMLNPUG6bwkdyBA8t44GbzlzxoATsIbAMg/SEwXtXXsIuqflw3CVNy7j7EBWTlmyL8utgUiIpDwaCMBgaZJVNwpCVQMJHWAmb80H6NTQadQFBKTAD/EJWmPRIqPmjPwEVeJiOt4M36hgEGc5kbWQQrwkQAu/CVr/zOw8fvHR3dhfnhcMo8IpNbIiw0hse/UgICnje5KmCuyDjQEKUUXxziMjwYQpKIGswJRFNkYpED6SL3LJV5GsZrCk54kGkWnbTpOWUUKCTwCZ/0NRBMSKbgAEcS0+5Y1IV3je8Ne9knHfXj9Gyc89PTl3du38Hjxwv6YPbR+fkFne9sx4K/1OuNX5y+pDwgElYg4rofHhy7qShbaIatBO+33/7qYfcgagC2UkFHd7Y8Ou09UL68OP/4ow/Pz86QZavT7naBoG8DXmz4SCCwKE9IFz2kQiB8r7tHe5iDDMADZWGBrCyw28fOH/Cgk/Tlsxcs+woeyU3IzsThW1b7GebcBw60oUsj+v+jI4dMVQcvFcsfIkbBkFski3/cICReIzQbOUrPN1LLBC16qkKKj3UPS5xJLOIiEzLNECXEaiwhnhD2niSbgQ6SeQ7cxIJyy5SPjLpoJPgtZK1Dk57jHZqsGIlaKNy79zYdmgeHt+nYocVlA5cKEdqCUQmD9Gq+Qg8sggW8GeEGLcIAn97ENcoDdAQKKXWCa5QU+OqeUqXIZiJzI1J8SCG/jkZ8T4mEzHXD4ZtAWQ14oWSfAmyAishhsPFSiIGIMXYoMU3hFy9fPrz/sLPXRQlXa5sH3U4P+ePqPLz/CE+p025RSF6+fDkaDm+d3KHFzFkKT58/b9KTw75MBTuU0EhAYtZY9raMrcf+R//R/4oCQMYULQ+0opCR5XjQf/L555zCgBI3Ws39w4N2G9effuUiszjxVZjUgF9OVQAN9uyzT129iq9GRxXaT6+Rn0OoaL+gIYjzwkbjf/Ev/yhTt5BR4kTiVBKR+hBWln2zGcBJA8DoUFQD0QeKyvgXvOFDaCcBidfpIWCog4nrxpflIb8QSXbL5K13HpoRkZSC6byTTFgWN5KnkPhqjKQNVMoiFDVSgicBpiPXDCujmn20is1NwMAJCHIwgFOzlV9/42tvvPbe0fFt9kJnZZN+zk1fFiIShkC5B3qC4YoyzD1UijhZsA+hr+YVEc3Pf4nVQUIiI0MmYGcx5VeKl2UReCc4f+WT0UgoOUGvaPwqYSTOso+YgWTk8WvxU4SgBnVhge5wNKTnh64ehsBgz4jJDbP5k+fP3qBh22y+PH3B1732Hh4O/k9/2Kddi0YcHx/RccQRIi9OX3Ao2O1bt2CgOw/X3DaCS/TFT9FQl7IWq7d/ZMnA7HDZu8Qh3Xjw56cXV5dEarabnOjWZJtbujpLbOdPPye9nGzuQi+Q5sq+HTY4KXOMIc7PmlMOri+vmUWIyui4BlzLANthzxeM+1IUIFZKQxBJFuZ9wwJQo1kbrr9lyAKQxr+iDCTnB8SAnzyiKADaZUApAP9nIk4PwWseI0N+1YqQVmCRlMDPmVaEYoFM4BMZIfgb66rwbsato3SBtiCNHyC4hRIIVgLjX0LKUi3fQVWb4IH3LM+mlbQ5OXp8++7jk+O7vf1jpIXUlRXVdCIm/ZBRNFXFM8tLKm6oCuwjo0ApqWCm/QkzUYyOzoStJdagzHsR7K8/m0ewMvKSYxH7V6CCTgINDw5IakARJTmcmjfGyxAmXG55BZPkHI8ifBMHstkA9cXL52wTiSrTjzgejY6OjjvtDgPAz1++vLy6Ojw4wEXnkw5huYzHzyEM9hexq3O51KViaHfYapJPztTEFxUd8w3CxZY3tB+DolxLsTEWKxIx9pQUhrFYIvzy5SlTPnHBcXuYAIruY42gCF2nWc1pxpp/lD98G3JlH1QyoyxeXFyRAXnDBfKzInOswC2vnn359Md/+ROz579XxAi+U1JEMdQskPv/dXVmT3UcVxwWEgLE4it2xCJkRZHk5MUvKadSqcTveU3+2rhUleTJpFxOKXmOFrbLIoQsFSBusPJ9v9MD2H3h3p7u02fvMz09PdPc+mXrVtDAJ+/VcyKopkGNqrgG0T9dobwfQlcqRrqYFiqi1BJaROty7BAGD+xiD0UB0g6BB9iArMksI9lcxgQkQRw1gAEeOAxlak0C+13MkPWPItgBNC9XEmZufnV5+eHM7Erv7jS37kdu86YcpUFIx/c51UBKLBI35yGY9ROxN1YkaQWfKkkTucRMVzDKIhI546LG+VMqmRPEQWXXSj+FJMxDRtSUWSOwPDRIMiTKTfXtsaUWCEubOk5J6F8BpwYOGRELWeMcH8O6xOXLApmCX1paxrlfb77G+NPTs0Di8QzruQk1OzPLyGdnd4ewy6t0WNJJrJyfmyXSgxMPxWGlSIosYUm2i2JV4FK49ODHwbBvaR1cfDY1BR6GTf29/vG7YxiCHpM6DMNZBwQmJoVAgZFKMXgBiDAeF81cfTP5utPfp+eNMa/KXKq3xHg3jrRgkV3O/vrNsyhdpZB0/8rxE91ZiP1dd8TrZCDuAADvN9LDmVfx5IyN9Ir0AEViXKDHKihYLAFv0fDAJKXLpQfRSKBr0NKRFkNsABLMbrNgS/tiNNnQgIk4jeVx2bRJgKWKPhYfA95rJLi7t/p4bfXJ/Py9Xm+Wbm2M5wRWg0T5K/z6WucH0qZUKimCbAHxG2nb0WVxAReQ7CUJrHJUNdGoOj+vOC4ZASnpQiueTgOaOPw2U9ioVaUckpGs6inxbchf3Mo2NAiaYBZSwiknY7PgxWC4HJ7GDloUcs3JRgqEawVz5e8wgw4uvNAhGLhvpQdA6eZNojsXA4zM799fX1pcYpUNq4ypZYED1wC9Hs4RCs18l2zJOZgbNxLxuo6BUByLMc+A7TDZoGGE7XoOD/YPD/fxdaIvE7CsgCPe422sb6MZfgj3TCFhVw14k6fD6CQsThpw24s9IHxL2BCbvHPVx7SPJ0HgWRr6/F//Zvo24pda1Zraakrml3bIyLZtbhrOvWRvLxP70Qf/jH9qMVy6gMeCO5wwiQVbqiVTw0vO3pJ6AKwnT0b5BYqt0iJFKWY2VmyCW2g01UsE56B4roVCmUmwhkIHF1kOIBuZw6GZ027jv/riq5XVh8QsBql0ZxhC67Ad+qKUCmaLEB4Xb/zUQUpyJJWW4pDhvxXg2XIcZAIrmh/jLGYgsUKRRSv0RubftFstZGgYS1YURNsur6+XSouG+JMopnlBJmde4qELiIwqUFnETDjQVjEIGwJ83N7ZevPmaGpqimb9vT2a3+3NoB8ZdR6TffJG8SL6CBlcAHcCJS66ML/Y3905OfmA099bXAYYinhIsSrppidFCzOd2uQnDpBveSTd8L29UqUPUsCy5f29/skHXw/vjbQJXo03SbjCd+HG/mXEBZyZJEkCw+sQ0cbR0TvGZNzwBUYJBoOyMe6Tmwlb/+F9t5ArhZuJK3monvnmn7+a+cH7mfPwjzep4PecdJwIJWhmAjTTPvZ1RFW7QRoDtC4A1ghvE+3m88dVRQOljvQBYlxeh1gx3OjN0U1QhE0AJOQPusvZRmw2KOb1NfDQLh1yaHnl8fLS5/eW13t35xjk6HDhozDrrOL52ShFZJYXVplL+llhjBfflFsJZ1BXsHyHz8awutGfmLZgFc0pGRRC9ytgWILbymPSEj8yioVyFSW5AiGrivymXK44+RudCE3qOf9yZGr25cdhgIkd/tjp1+0getn/nRXy3FRdW71POx4UoQ1rGRCFhZWsH4OfleU19gFhyp/NA07OLGQuhykg/mjCQICeTYchFIYi/HjNCcd1cmpcpK54AgLdNg1XOTLkhDM8Mz03NjLK+z1Zn8NzW7y5m5d8ei9schIKNYGTyXjfemIgj/GoogMQmLMf3gFbl9ATGGsgLidbUGMAesL7D++f/f0f5ClRp1XhQWX9LUOir7FRdpQgVvoGoSSdh15hyEfJtO8SlIKpGmOX/AV/mQxAmvCPy6KxOCt203L+JMUbCiPHLTxUVXWU5MHX4HUvMXQsp0bkxrihtTVXYi4sLHM2hjAnMNiGgbAapsKeOFs/LFIcmgnasOmBhZQ4pCYXgBSGgbAKVFWU9qiVy/TTaoLruaDy7HQwOIMip2rCiRohksRrW/MEfkQohVGosfwqdWU0lQsGulPxGmOSpXvVBpKcq0fYnx2/hAWTp0EbMlfDFS1bHjKO5oR4/MMPbAY8Oz0Db3gUER0ZLz5cHL19AyTRPc7Du4QnaMtqeVyJx7uYxWccXucBnIObX1G8PEZpEtQAiQ7RwqUChUGP6i/ApZmC1BOsvDncm+z97/wjm5C8OdhjEM/gm4nTiYkpxqoJIu6JTFfX+bPY2aDpFQLDttss2mbK6PjtIWGWh57c6CJDTWAYBp2cnn77z+9Y+lbWwU0bf2XRdiA2/rnqdSvvbgPgdG/7Op9yu5IWry7Jlc0kTj6p1cUorUNNTWCgKDFTgdsqN6GoKoAgUVPg4z8uG60l2Fct3xkLtSOdnl10XYQo4adf/O7x4y8Z3zNTQVgCQ8ohIsZLDGFMEmE26i/JLYk3pwb4tLn6EoPgeHdUH/gCsqYMr21NEcLQyzN67FLOC+exHg+ysrOQ+7Xp/S1qBrxrXgf5bgglKPdFNMKgwKsTl4S4kvUJJ9/wpDrpA8h+TW8UcfbhtTfr65+zgJK3iL94+ZLoBhuM4OcXFtEYTXDfg6Nj/G51hZt9DrnpQQyEFhcWiCOwjj8a7xvn+lElGax89GNhaSFquYKpXFfbqUo3oIw9S065ttjcfMn+Lsy9s+SBDsA1gDMm3sX0BAd+VrAxQ4qHs/AQ12dxBKetg8PD3Z0+7/VkJhTfV/3Ij3cw+Dk7e/GC3e5eh0u02riGZ0o6tdqCCijo/V6J0O9yciPw18gHZSiyGEjVVpyU5L/KK18GowTfpxIwZChQm9gJOPKcoFAdSw5dCHLWhDfB1FnFFXNdknkvE5TwxhAv5r7z9dd/Wbr3wAXhecm9+JUufmPsuZKUQrGGquQqNb5DDwCZLDgHVGQrWdw5erHtYVRnky5J2yGqG8+wuzQjH+5XjrL/ukNZd2tOK6EvMVcO9V5yYC0p567in2/b8GUwak2lywO1w+yo4vWeME57J+iYEQvevLCwyMAGAEjgOcw0crrgqnd7d7vf32EhA1vCMKvD+9J4zJBL24kJp8JozkIGbmA5Dxi/l/MmqajDjlzJudpJ2TUtyXmxmm9gGt80yMfGth8a3tz87/u3x3u8mefi0zRk3d+FB2owcXuoDEQMZhjGcYZiMIKT2iNv3eKm787WzvnJKde+aCBGjYfx2PvFoL+//+3GBuW1KrVTW2yMb0UYWcwEN4HfJXbx/sz9G/fDHobQmSMF4ObyrxRq2WvIFNhJOVJQO4z2k0bomOOTfGEVLbn0Dt9FlbwdgUzDq3JMEqokRRLYb3HL5Kvf/mn9wdNalkO7SF58SlRUaR6chQLkFkVRzWCwBQWpduLkoA6F15DFQVgzn4wCtew19rgrGe/nDZQ8l8oVHt7vZCv3bS7HJ5cIlbPQNAn9ibyqQUV6AATaFM5KQchVA2XBzWoQyOJI/T7yBIY8SmbOntmbze0tQj5dk4va2dk5Hs5kyvLlqxdMHnJmYJCDMabn57xk4D0l9jK2XmIqk+nRxhsoG3UVGnaoUQNFMUop7vjOUapKObStNnVY1jFP+XC/v/3x5JyXIrLghwtzOOMchC84/858al5tSydmtMMxkzPIwOifweX+3gG76/myLdTkAzfS4KRI4kbGN8/+Zuy1UjItqbPGShzXYq50ee6AVXY+u5fbXonOKNZATvIy0hywGqNQBa8moTjfoSFcJrkyV4OuOmpRSVpiFQQUV8qcqMR0ficqh4yWLbSSqe7qRDzx9Mtf/3519Re9uzPclGTwGx3yVaKWaPIUykVBxopNSykLiWalaz/AiCWNAEsTEFsIivCD7PmNIIoW8oWS8xVXaET9k5P3PHPKJAaGyqwr3p9lFNVhaFZBUy7TXmxhmWO56/hrrHq5HN6oTXV4NE6DCSMpkicHRgTiFlWMHB3Q9/D4vf19XOKXjx4x6clpE7/iJi7RnctcnvvinDA/61aCOD3GKfqFStZaanSsjanlVf6LGxXjp3gXRB7ybR4cgeY3vDURrRje6+/wkuu70z2CPz4IDi8cHYj41mcmEYj9XJHoJllLTUgBF2uSuF/G0jdmhBjBFHpOGsBz33rju+/pywRlpLFnJKkmvExtlr5ZzMz0/hARiol/9jzPMI/Yn5VkNpFzXDo20e+jdDRgymFlPeITgW1GSmjXMuE6isgRBMESTmIfYQXiu2EJc2APCecWSCzEefjoNw8ePJ1fWPZGuI9AyA/tPPHQc675bhxDvBTmJ1aSeqXLHBTLoVOuN/rpUnmrRXKCVayoahEqV6r8yT1HngX5+JGHZt9z490Vo2Pj3L6sC/GoRzCQ5FtkZgpplykwSUJAgqIuRZgJeQnDkC0DJVck9EEvc3dafIYmTtMUFrYkmvqM0TxvYMb78THqSTCGx1PFbXGQ2dorqxJTgJ+gz5GcoIk82nHFo3BV7Zk/5TJPJiL8FKGgpHCQHzglqLnME+aM/V7YIYO7k0MN27PAiIQ08A2PjCc5CzBBu7m1TajhNTLAc+ELQXhzwuvk9NWLV6+3tqM77pvKnN2gGIVqxPAoy/3v3Lk9OQllBj52fkJVamQ+ekk80AES+5MpAUBDA+UMwvpSOG0j1ZgsWVng0LGLKd/yo3FFJqI0irlpQhEaYAPj8/W1x2trTxYW73N2ZESRYbReK7YQqmnNUJC2Ve3GtjyIqn3xE8xx5RygOkfGGqtVVSb0uzLtWLwCowObKAipXHF5guIR0wG7qbKzKoxNfTY9NjZBWPWuJejpZvILxlBqOrTGkgiSqERFNGKJbgChwChBHUZNETtSyQb/mUFCYwkJkhC48Uf8YNtSXtM5yxQQU4KOrn3GN8hjQVRa8CVl3FasiimeyNt+kVTExUxlsEI7R1pqK1KJw4H24DhVyuKxBbZCzFQOj41PT0yNs48NVzSMBJzd4SkWR6oOZgjqjMzwcaDHx5kvHeG0tbO7x6QRb1ACI9UxJHcAmO8539nb3Xj+HLF1+hADhkzZTpWb7BLZ6daJE+62Efx9Mb0jfy4ZnO/HTYHBM/2tQY3tqA4O9UCGfzOkjgJlLWWoXTA1hikQ4XN+sHHThg/WeMfhD3/88+gd9jjLrQce9skZ2ciW/e4lbJvu+pXGoi/1tv7QQKJn+U3KT5yvFCJQ2cpCcGK5riToNHMxZ1OjT+4zkO9wasWgIUbxZDebC55wwx0wtjvkzj1ncrhGgUWq85+wWkUdKqnDVdxElDLU/I98PsWNhWG/WJbPjhlPqhiKksS74BI00kUOFmuurqxSj7cQXruGYka6DpU6SDt+mngym4NQLX2HxyzyjYDqoThLV0jLrkkO0opeEkWLUCpFgX4+xECHWMEUjGMQfNh7Yz7Dzh6pbOB56r5J7jDO0jkEpt2P746OD7b3sAsrFnB63lHEQmcUcE7+06eNje+HBvQW36am2fi0U5uEoa5bE2BYQod/sRkyUZX9bylif+ORYcIFYCgIt+OEY09wt3vZpTEV9RyNGrRfaGE7cgmsuMRU2hgqAMA7tGESgJBW3Vzy6k80tvnY6MTczOL99SfMRszNLTK9heuET2fr7ICILSKjz3VKII55/BJG77HE8uLHDAWqLV+CXCZrFAqNWp6m/gAJGcGotsCS6rE6WTCWQLQlPCVAEanYFvHG7RECiksVef2tI4pySC9NQyITBuZRb3DDOHmZCMViyRpSCsO2TBQz12oqK4ulf8fNdNQb7J3UAgTnpaARNSzNzS9Skss58GXa3mpppvcrprqyjNIKoJAN6aJvpdX+hHUPk9Kuq6IkkIG2OiLbQi2UfWASLxkePhtc/B8+uQhRG4iz8wAAAABJRU5ErkJggg==",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=256x256>"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tensor_to_image(input_batch[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "f633e709",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure with 3 columns\n",
    "fig, axes = plt.subplots(1, 3)\n",
    "\n",
    "# Plot the images\n",
    "axes[0].imshow(tensor_to_image(input_batch[0]), cmap='gray')  # First image\n",
    "axes[0].set_title(\"Input Image\")\n",
    "axes[0].axis('off')  # Turn off axes\n",
    "\n",
    "axes[1].imshow(tensor_to_image(target_batch[0]), cmap='gray')  # Second image\n",
    "axes[1].set_title(\"Target Mask\")\n",
    "axes[1].axis('off')  # Turn off axes\n",
    "\n",
    "axes[2].imshow(tensor_to_image(rounded_preds[0]), cmap='gray')  # Third image\n",
    "axes[2].set_title(\"Predicted Mask\")\n",
    "axes[2].axis('off')  # Turn off axes\n",
    "\n",
    "# Adjust layout\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00e575fe",
   "metadata": {},
   "source": [
    "How would the model perform on a new batch of data?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "3438501c",
   "metadata": {},
   "outputs": [],
   "source": [
    "input_batch, target_batch = next(iter(my_dataloader))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "7cb36671",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([4, 1, 256, 256]), tensor(0.), tensor(1.))"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with torch.no_grad():\n",
    "    logits = my_model(input_batch)\n",
    "    \n",
    "rounded_preds = logits.sigmoid().round()\n",
    "rounded_preds.shape, rounded_preds.min(), rounded_preds.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "a3b108ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure with 3 columns\n",
    "fig, axes = plt.subplots(1, 3)\n",
    "\n",
    "# Plot the images\n",
    "axes[0].imshow(tensor_to_image(input_batch[0]), cmap='gray')  # First image\n",
    "axes[0].set_title(\"Input Image\")\n",
    "axes[0].axis('off')  # Turn off axes\n",
    "\n",
    "axes[1].imshow(tensor_to_image(target_batch[0]), cmap='gray')  # Second image\n",
    "axes[1].set_title(\"Target Mask\")\n",
    "axes[1].axis('off')  # Turn off axes\n",
    "\n",
    "axes[2].imshow(tensor_to_image(rounded_preds[0]), cmap='gray')  # Third image\n",
    "axes[2].set_title(\"Predicted Mask\")\n",
    "axes[2].axis('off')  # Turn off axes\n",
    "\n",
    "# Adjust layout\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ecacf0a",
   "metadata": {},
   "source": [
    "How can we say \"how much\" it got correctly?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "219542c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([4, 1, 256, 256]), torch.Size([4, 256, 256]))"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rounded_preds.shape, target_batch.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "a1bcdd6c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([4, 1, 256, 256]), torch.Size([4, 1, 256, 256]))"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rounded_preds.shape, target_batch.unsqueeze(1).shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7eedb4cc",
   "metadata": {},
   "source": [
    "This will set each \"pixel\" to be True if the output integer matches the target integer, e.g.\n",
    "- 0 == 0\n",
    "- 1 == 1\n",
    "\n",
    "Be sure to check the shapes are the same before doing these comparison operations!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "d2c16198",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[[False, False, False,  ..., False, False, False],\n",
       "          [False, False, False,  ..., False, False, False],\n",
       "          [False, False, False,  ..., False, False, False],\n",
       "          ...,\n",
       "          [ True,  True,  True,  ...,  True,  True,  True],\n",
       "          [ True,  True,  True,  ...,  True,  True,  True],\n",
       "          [ True,  True,  True,  ...,  True,  True,  True]]],\n",
       "\n",
       "\n",
       "        [[[ True,  True,  True,  ..., False, False,  True],\n",
       "          [ True,  True,  True,  ..., False, False, False],\n",
       "          [ True,  True,  True,  ..., False, False, False],\n",
       "          ...,\n",
       "          [ True,  True,  True,  ...,  True,  True,  True],\n",
       "          [ True,  True,  True,  ...,  True,  True,  True],\n",
       "          [ True,  True,  True,  ...,  True,  True,  True]]],\n",
       "\n",
       "\n",
       "        [[[False, False, False,  ..., False, False, False],\n",
       "          [False, False, False,  ..., False, False, False],\n",
       "          [False, False, False,  ..., False, False, False],\n",
       "          ...,\n",
       "          [ True,  True,  True,  ...,  True,  True,  True],\n",
       "          [ True,  True,  True,  ...,  True,  True,  True],\n",
       "          [ True,  True,  True,  ...,  True,  True,  True]]],\n",
       "\n",
       "\n",
       "        [[[False, False, False,  ...,  True,  True,  True],\n",
       "          [False, False, False,  ...,  True,  True,  True],\n",
       "          [ True,  True,  True,  ...,  True,  True,  True],\n",
       "          ...,\n",
       "          [ True,  True,  True,  ...,  True,  True,  True],\n",
       "          [ True,  True,  True,  ...,  True,  True,  True],\n",
       "          [ True,  True,  True,  ...,  True,  True,  True]]]])"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "is_same = (rounded_preds == target_batch.unsqueeze(1))\n",
    "is_same"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ecfa320",
   "metadata": {},
   "source": [
    "White is \"correct\"\n",
    "- We can quantify this by taking the total correct (i.e. 1) divided by the total amount of values!\n",
    "- Total correct is just the sum of all the Trues\n",
    "- Total amount is `numel` (<u>**num**</u>ber of <u>**el**</u>ements)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "51604fa0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=256x256>"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tensor_to_image(is_same[0].float())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "fe5f9d02",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Correct: tensor(235806)\n",
      "Total Amount: 262144\n",
      "Overall Accuracy: tensor(0.8995)\n"
     ]
    }
   ],
   "source": [
    "print('Total Correct:', is_same.sum())\n",
    "print('Total Amount:', is_same.numel())\n",
    "print('Overall Accuracy:', is_same.sum() / is_same.numel())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60517891",
   "metadata": {},
   "source": [
    "Note that this is the **Overall Accuracy**, i.e. the accuracy of both classes (class 0 \"no object\" + class 1 \"is object\")\n",
    "\n",
    "To count how many \"is_object\" pixels it got correct, we can do a similar calculation, except we focus only on the \"1\" labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "e4840acb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[[False, False, False,  ..., False, False, False],\n",
       "          [False, False, False,  ..., False, False, False],\n",
       "          [False, False, False,  ..., False, False, False],\n",
       "          ...,\n",
       "          [False, False, False,  ..., False, False, False],\n",
       "          [False, False, False,  ..., False, False, False],\n",
       "          [False, False, False,  ..., False, False, False]]],\n",
       "\n",
       "\n",
       "        [[[False, False, False,  ..., False, False, False],\n",
       "          [False, False, False,  ..., False, False, False],\n",
       "          [False, False, False,  ..., False, False, False],\n",
       "          ...,\n",
       "          [False, False, False,  ..., False, False, False],\n",
       "          [False, False, False,  ..., False, False, False],\n",
       "          [False, False, False,  ..., False, False, False]]],\n",
       "\n",
       "\n",
       "        [[[False, False, False,  ..., False, False, False],\n",
       "          [False, False, False,  ..., False, False, False],\n",
       "          [False, False, False,  ..., False, False, False],\n",
       "          ...,\n",
       "          [False, False, False,  ..., False, False, False],\n",
       "          [False, False, False,  ..., False, False, False],\n",
       "          [False, False, False,  ..., False, False, False]]],\n",
       "\n",
       "\n",
       "        [[[False, False, False,  ...,  True,  True,  True],\n",
       "          [False, False, False,  ...,  True,  True,  True],\n",
       "          [ True,  True,  True,  ...,  True,  True,  True],\n",
       "          ...,\n",
       "          [False, False, False,  ..., False, False, False],\n",
       "          [False, False, False,  ..., False, False, False],\n",
       "          [False, False, False,  ..., False, False, False]]]])"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# True * True -> True\n",
    "# True * False -> False\n",
    "# False * True -> False\n",
    "# False * False -> False\n",
    "\n",
    "# -- This last case was previously \"False == False -> True\"!\n",
    "\n",
    "# Boolean logic can allow us to \"ignore\" the 0 class\n",
    "\n",
    "# You can technically write a loop to go over each pixel for each sample and check:\n",
    "# -- \"is predicted pixel == 1\"\n",
    "# -- \"is target pixel == 1\"\n",
    "# \"If so, total_count += 1\"\n",
    "\n",
    "# This will be incredibly slow to loop over each value, matrix operations are super fast, use them when possible!\n",
    "\n",
    "is_same_1s = (rounded_preds==1) * (target_batch.unsqueeze(1)==1)\n",
    "is_same_1s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "f3e5dddb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=256x256>"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tensor_to_image(is_same_1s[0].float())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "f80523b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(tensor(78336), tensor(82547), tensor(0.9490))"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "is_same_1s.sum(), (target_batch==1).sum(), is_same_1s.sum() / (target_batch==1).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "1c44b990",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Correct: tensor(78336)\n",
      "Total Amount: tensor(82547)\n",
      "\"is_object\" Class Accuracy: tensor(0.9490)\n"
     ]
    }
   ],
   "source": [
    "print('Total Correct:', is_same_1s.sum())\n",
    "print('Total Amount:', (target_batch==1).sum())\n",
    "print('\"is_object\" Class Accuracy:', is_same_1s.sum() / (target_batch==1).sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c42346f",
   "metadata": {},
   "source": [
    "When focusing on just the \"is_object\" class, the accuracy is much lower than the Overall Accuracy! Why? Class imbalance!\n",
    "- There are much more \"background\"/\"no_object\" pixels!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dccaaea5",
   "metadata": {},
   "source": [
    "# 2025 DSC Tasks"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cdfec912",
   "metadata": {},
   "source": [
    "Below are 4 tasks!\n",
    "\n",
    "The goal here is to\n",
    "- (1) First train models to solve the 4 tasks *quantiatively*\n",
    "- (2) *Qualitatively* evaluate your trained models on real-world data, specifically on the <u>**Robotics Laboratory Pick and Place Dataset**</u>!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a401b60a",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3aacda9a",
   "metadata": {},
   "source": [
    "### Task 1.1: (Image-based) Modal Mask -> Amodal Mask"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d082020a",
   "metadata": {},
   "source": [
    "> \"Given an image of the modal mask of an object, predict the amodal mask of the same object\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34baa3db",
   "metadata": {},
   "source": [
    "Inputs:\n",
    "- RGB Frame\n",
    "  - 3-channel image (3, 256, 256)\n",
    "- Modal Mask of Object *i*\n",
    "  - Binary (1-channel) image (1, 256, 256)\n",
    "\n",
    "Outputs:\n",
    "- Amodal Mask of Object *i*\n",
    "  - Binary (1-channel) image (1, 256, 256)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8c98a13",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e18a5314",
   "metadata": {},
   "source": [
    "### Task 1.2: (Image-based) Modal Content (RGB) -> Amodal Content (RGB)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "900cd8e8",
   "metadata": {},
   "source": [
    "> \"Given an image of the modal RGB content of an object, predict the amodal RGB content of the same object\"\n",
    "\n",
    "> \"Can use the amodal masks of that object\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "016ba6f1",
   "metadata": {},
   "source": [
    "Inputs:\n",
    "- RGB Frame\n",
    "  - 3-channel image (3, 256, 256)\n",
    "- Amodal Mask of Object *i*\n",
    "  - Binary (1-channel) image (1, 256, 256)\n",
    "- RGB Content of Object *i*\n",
    "  - 3-channel image (3, 256, 256)\n",
    "  - Use the object's modal mask to \"crop out\" the RGB content of object *i*\n",
    "  - Optional to use?\n",
    "  \n",
    "Outputs:\n",
    "- Amodal RGB Content of Object *i*\n",
    "  - 3-channel image (3, 256, 256)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34d977d9",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4f50f34",
   "metadata": {},
   "source": [
    "### Task 2.1: (Video-based) Modal Mask -> Amodal Mask"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c8a903f",
   "metadata": {},
   "source": [
    "> \"Given a video of the modal mask of an object, predict the amodal mask of the same object\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eabf56a8",
   "metadata": {},
   "source": [
    "Inputs:\n",
    "- RGB Frames\n",
    "  - N 3-channel images (N, 3, 256, 256)\n",
    "- N Modal Masks of Object *i*\n",
    "  - N Binary (1-channel) images (N, 1, 256, 256)\n",
    "\n",
    "Outputs:\n",
    "- N Amodal Masks of Object *i*\n",
    "  - N Binary (1-channel) images (1, 256, 256)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "196069a5",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e282e19",
   "metadata": {},
   "source": [
    "### Task 2.2: (Video-based) Modal Content (RGB) -> Amodal Content (RGB)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9439b8e0",
   "metadata": {},
   "source": [
    "> \"Given a video of the modal RGB content of an object, predict the amodal RGB content of the same object\"\n",
    "\n",
    "> \"Can use the amodal masks of that object\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e66450c1",
   "metadata": {},
   "source": [
    "Inputs:\n",
    "- N RGB Frames\n",
    "  - N 3-channel images (N, 3, 256, 256)\n",
    "- N Amodal Masks of Object *i*\n",
    "  - N Binary (1-channel) images (N, 1, 256, 256)\n",
    "- N RGB Contents of Object *i*\n",
    "  - N 3-channel images (N, 3, 256, 256)\n",
    "  - Use the object's modal mask to \"crop out\" the RGB content of object *i*\n",
    "  - Optional to use?\n",
    "  \n",
    "Outputs:\n",
    "- N Amodal RGB Contents of Object *i*\n",
    "  - N 3-channel images (N, 3, 256, 256)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3175f2a6",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db306afa",
   "metadata": {},
   "source": [
    "### Bonus Task 3: Create Modal Masks with SAM2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f997d6f7",
   "metadata": {},
   "source": [
    "> \"Run SAM2 on the <u>**Robotics Laboratory Pick and Place Dataset**</u> and make your own modal masks!\"\n",
    "- https://github.com/facebookresearch/sam2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13ce40ea",
   "metadata": {},
   "source": [
    "Inputs:\n",
    "- Video\n",
    "- For the object of interest: clickable points, bounding boxes, masks\n",
    "\n",
    "Output:\n",
    "- Masklet (Object masks across the video)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b849461e",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c824d26e",
   "metadata": {},
   "source": [
    "### Bonus Task 4: Re-ID of Objects"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abfbbbaa",
   "metadata": {},
   "source": [
    "> \"Given 2 objects, are they the same?\"\n",
    "\n",
    "> \"Given an object, retrieve similar objects from a catalog of objects\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c86161a",
   "metadata": {},
   "source": [
    "Inputs:\n",
    "- Image or Video data?\n",
    "- Modal or Amodal data?\n",
    "- Masks, RGB Content?\n",
    "  \n",
    "Outputs:\n",
    "- Are the 2 objects the same?\n",
    "- Retrieved similar objects A, B, C, given object X?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48e8e734",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ae5b59e",
   "metadata": {},
   "source": [
    "# End"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9fbbff9",
   "metadata": {},
   "source": [
    "Have fun!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2333bc9",
   "metadata": {},
   "source": [
    "# More advanced examples/extra material"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1f5c017",
   "metadata": {},
   "source": [
    "### Utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "420242c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def calculate_metrics(amodal_mask_preds, \n",
    "                      amodal_mask_labels, \n",
    "                      amodal_content_preds,\n",
    "                      amodal_content_labels):\n",
    "    \"\"\"\n",
    "    Here, you can calculate non-loss metrics like mIOU, accuracy, J&F scores.\n",
    "\n",
    "    And non-loss image generation metrics between the predicted and ground-truth amodal content\n",
    "    Such as Inception Score, Frechet Inception Distance, Learned Perceptual Patch Similarity (LPIPS),\n",
    "    Structure Similarity Index Metric (SSIM), Peak Signal-Noise Ratio (PSNR)\n",
    "\n",
    "    These should all have easy-to-use implementations in libraries such as TorchMetrics.\n",
    "    \"\"\"\n",
    "    return None\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e06d6a5f",
   "metadata": {},
   "source": [
    "### Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfcf385b",
   "metadata": {},
   "source": [
    "#### Class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "440b54a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.utils.data import Dataset, DataLoader\n",
    "from torchvision.transforms import ToTensor\n",
    "import os\n",
    "import torch\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "import random\n",
    "\n",
    "class MOVi_Dataset(Dataset):\n",
    "    def __init__(self, split = 'train' or 'test', \n",
    "                 n_frames = 8,\n",
    "                 n_samples = 1000,\n",
    "                 #box_format = 'xywh'\n",
    "                 ):\n",
    "        print('Dataset init on', split)\n",
    "\n",
    "        self.split = split\n",
    "        self.top_dir = f'/data1/Video/CVP/data/MOVi-MC-AC/{split}/'\n",
    "        print('Init data top dir:', self.top_dir)\n",
    "\n",
    "        #self.box_format = box_format\n",
    "\n",
    "        # Get directories in data_dir/train-test\n",
    "        self.scenes = [entry for entry in os.listdir(self.top_dir) if os.path.isdir(os.path.join(self.top_dir, entry))]\n",
    "\n",
    "        self.n_frames = n_frames\n",
    "        self.n_samples = n_samples\n",
    "\n",
    "    def __len__(self):\n",
    "        # In theory this could be like n_scenes*n_objects\n",
    "        # To get total number of (cam-invariant) objects\n",
    "        return self.n_samples\n",
    "\n",
    "    def load_cam_frames(self, scene, \n",
    "                    cam_idx,\n",
    "                    start, stop, \n",
    "                    modality):\n",
    "        \"\"\"\n",
    "        One load-frames loads camera-level stuff (rgb, depth)\n",
    "        The other one loads object-level stuff (scene/cam/obj_i/amodal_mask or content)\n",
    "        \"\"\"\n",
    "        # Load frame range\n",
    "        imgs = []\n",
    "        suffix = '.png'\n",
    "\n",
    "        totensor = ToTensor()\n",
    "\n",
    "        for i in range(start, stop):\n",
    "            # loads train/scene_id/cam_id/frames_or_depth_or_modal/frame_id.png\n",
    "            if modality == 'modal_masks':\n",
    "                load_file = f'{self.top_dir}/{scene}/{cam_idx}/segmentation_{str(i).zfill(5)}{suffix}'\n",
    "            \n",
    "            if modality == 'rgba_full':\n",
    "                load_file = f'{self.top_dir}/{scene}/{cam_idx}/rgba_{str(i).zfill(5)}{suffix}'\n",
    "\n",
    "            if modality == 'depth_full':\n",
    "                load_file = f'{self.top_dir}/{scene}/{cam_idx}/depth_{str(i).zfill(5)}.tiff'\n",
    "\n",
    "            tens = totensor(Image.open(load_file))\n",
    "            imgs.append(tens)\n",
    "\n",
    "        tensor = torch.stack(imgs, dim = 1)\n",
    "\n",
    "        return tensor\n",
    "    \n",
    "    def load_obj_frames(self, scene, \n",
    "                    cam_idx,\n",
    "                    object_idx,\n",
    "                    start, stop, \n",
    "                    modality):\n",
    "        \"\"\"\n",
    "        This loaded loads object-level stuff\n",
    "        \"\"\"\n",
    "        # Load frame range\n",
    "        imgs = []\n",
    "        # amodal_segs, content, rgba_full, modal_masks, depth_full\n",
    "        suffix = '.png'\n",
    "\n",
    "        totensor = ToTensor()\n",
    "\n",
    "        for i in range(start, stop):\n",
    "            if modality == 'amodal_segs':\n",
    "                load_file = f'{self.top_dir}/{scene}/{cam_idx}/{object_idx}/segmentation_{str(i).zfill(5)}{suffix}'\n",
    "                tens = totensor(Image.open(load_file))\n",
    "\n",
    "            if modality == 'content':\n",
    "                load_file = f'{self.top_dir}/{scene}/{cam_idx}/{object_idx}/rgba_{str(i).zfill(5)}{suffix}'\n",
    "                tens = totensor(Image.open(load_file).convert('RGB'))\n",
    "                \n",
    "            if modality == 'depth_full':\n",
    "                load_file = f'{self.top_dir}/{scene}/{cam_idx}/{object_idx}/rgba_{str(i).zfill(5)}{suffix}'\n",
    "                tens = totensor(Image.open(load_file).convert('RGB'))\n",
    "            imgs.append(tens)\n",
    "\n",
    "        tensor = torch.stack(imgs, dim = 1)\n",
    "        return tensor\n",
    "\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        # Select a random sample\n",
    "        random_scene = np.random.choice(self.scenes)\n",
    "\n",
    "        # Get the list of objects in that sample\n",
    "        all_object_ids = self.all_objects(self.top_dir + random_scene + '/camera_0000/' )\n",
    "        \n",
    "        # Pick a random object \n",
    "        target_object_id = np.random.choice(all_object_ids)\n",
    "\n",
    "        \"\"\"\n",
    "        Loading from multiple cameras in parallel:\n",
    "        \"\"\"\n",
    "\n",
    "        # Make these random\n",
    "        start = random.randint(0, 24-self.n_frames)\n",
    "        stop = start+self.n_frames\n",
    "\n",
    "        i = random.randint(0, 5)\n",
    "        frames, depths, modal_masks, amodal_segs, amodal_content = self.load_camera(random_scene, cam_id = f'camera_{str(i).zfill(4)}', obj_id = target_object_id, start = start, stop = stop)\n",
    "\n",
    "        modal_masks = modal_masks*255\n",
    "        modal_masks = modal_masks.to(torch.uint8)\n",
    "        sample = {\n",
    "            'frames': frames,\n",
    "            'depths': depths,\n",
    "            'modal_masks': modal_masks,\n",
    "            'amodal_masks': amodal_segs,\n",
    "            'amodal_content': amodal_content,\n",
    "        }\n",
    "        return sample\n",
    "\n",
    "    \n",
    "    def load_camera(self, scene_id, cam_id, obj_id, start, stop):\n",
    "\n",
    "        # Load the target objects \n",
    "        modal_segs = self.load_cam_frames(scene_id, \n",
    "                                            cam_id,\n",
    "                                            start, stop,\n",
    "                                            'modal_masks')\n",
    "\n",
    "        modal_segs = modal_segs*255\n",
    "        modal_segs = modal_segs.int()\n",
    "\n",
    "        # Load frames corresponding to inputs\n",
    "        frames = self.load_cam_frames(scene_id, \n",
    "                                      cam_id, \n",
    "                                      start, \n",
    "                                      stop, \n",
    "                                      'rgba_full')[:-1]\n",
    "\n",
    "        # Load depth (though we will have to replace with Depth-Anything-V2 estimates)\n",
    "        depths = self.load_cam_frames(scene_id, cam_id, start, stop, 'depth_full')\n",
    "\n",
    "        amodal_segs = self.load_obj_frames(scene_id, cam_id, obj_id, start, stop, 'amodal_segs')\n",
    "        amodal_content = self.load_obj_frames(scene_id, cam_id, obj_id, start, stop, 'content')\n",
    "        \n",
    "        return frames, depths, modal_segs, amodal_segs, amodal_content\n",
    "    \n",
    "    def all_objects(self, pth):\n",
    "        \"\"\"\n",
    "        Given a path, get the objects at that path using regex\n",
    "        \"\"\"\n",
    "        #print('looking for all objects at', pth)\n",
    "        \n",
    "        # Find all matches\n",
    "        matches = []\n",
    "        for fname in sorted(os.listdir(pth)):\n",
    "            if 'obj_' in fname:\n",
    "                matches.append(fname)\n",
    "\n",
    "        #print(matches)\n",
    "        return matches # list of ['obj_0001', 'obj_0009',...]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e82488f",
   "metadata": {},
   "source": [
    "#### Example Usage & Visualzations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cbc52ed4",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = MOVi_Dataset(split = 'train', n_frames = 1)\n",
    "sample = next(iter(dataset))\n",
    "\n",
    "print(sample.keys())\n",
    "\n",
    "for key, value in sample.items():\n",
    "    print(key, value.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "712ae6f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x = sample['depths'][0][0]\n",
    "print(x.min(), x.max())\n",
    "plt.imshow(x)\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(sample['frames'][:, 0].permute(1,2,0))\n",
    "plt.show()\n",
    "\n",
    "\n",
    "plt.imshow(sample['amodal_masks'][:, 0].permute(1,2,0))\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(sample['amodal_content'][:, 0].permute(1,2,0))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55281b0d",
   "metadata": {},
   "source": [
    "### Model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87d1222b",
   "metadata": {},
   "source": [
    "#### Class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f55d74b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "\n",
    "class conv2d_inplace_spatial(nn.Module):\n",
    "    \"\"\"(convolution => [BN] => ReLU) * 2\"\"\"\n",
    "\n",
    "    def __init__(self, in_channels, out_channels, pooling_function, activation = nn.GELU()):\n",
    "        super().__init__()\n",
    "        self.double_conv = nn.Sequential(\n",
    "            nn.Conv2d(in_channels, out_channels, kernel_size=(3, 3), padding=(1, 1)),\n",
    "            nn.BatchNorm2d(out_channels),\n",
    "            nn.GELU(),\n",
    "            nn.Conv2d(out_channels, out_channels, kernel_size=(3, 3), padding=(1, 1)),\n",
    "            nn.BatchNorm2d(out_channels),\n",
    "            activation,\n",
    "            pooling_function,\n",
    "        )\n",
    "\n",
    "    def forward(self, x):\n",
    "        return self.double_conv(x)\n",
    "    \n",
    "class Upscale(nn.Module):\n",
    "    def __init__(self, scale_factor=(2, 2), mode='bilinear', align_corners=False):\n",
    "        super(Upscale, self).__init__()\n",
    "        self.scale_factor = scale_factor\n",
    "        self.mode = mode\n",
    "        self.align_corners = align_corners\n",
    "\n",
    "    def forward(self, x):\n",
    "        return F.interpolate(x, scale_factor=self.scale_factor, mode=self.mode, align_corners=self.align_corners)\n",
    "\n",
    "class Unet_Image(nn.Module):\n",
    "    def __init__(self, in_channels = 4, mask_content_preds = False):\n",
    "        super().__init__()\n",
    "\n",
    "        self.mpool_2 = nn.MaxPool2d((2, 2))\n",
    "\n",
    "        self.down1 = conv2d_inplace_spatial(in_channels, 32, self.mpool_2)\n",
    "        self.down2 = conv2d_inplace_spatial(32, 64, self.mpool_2)\n",
    "        self.down3 = conv2d_inplace_spatial(64, 128, self.mpool_2)\n",
    "        self.down4 = conv2d_inplace_spatial(128, 256, self.mpool_2)\n",
    "\n",
    "        self.upscale_2 = Upscale(scale_factor=(2, 2), mode='bilinear', align_corners=False)\n",
    "\n",
    "        self.up1 = conv2d_inplace_spatial(256, 128, self.upscale_2)\n",
    "        self.up2 = conv2d_inplace_spatial(256, 64, self.upscale_2)\n",
    "        self.up3 = conv2d_inplace_spatial(128, 32, self.upscale_2)\n",
    "        \n",
    "        self.up4_amodal_mask = conv2d_inplace_spatial(64, 1, self.upscale_2, activation = nn.Identity())\n",
    "        self.up4_amodal_content = conv2d_inplace_spatial(64, 3, self.upscale_2, activation = nn.Identity())\n",
    "\n",
    "        # Optional arguments\n",
    "        self.mask_content_preds = mask_content_preds # Should we mask the amodal content prediction by the amodal mask prediction?\n",
    "\n",
    "        # Optimization\n",
    "        self.mse_loss = nn.L1Loss()\n",
    "        self.bce_loss = nn.BCEWithLogitsLoss()\n",
    "\n",
    "\n",
    "        # Self-attention feature enrichment\n",
    "        #max_seq = 16*16*6\n",
    "        #token_dim = 256\n",
    "        #self.pos_enc = nn.Parameter(torch.zeros((max_seq, 1, token_dim))) # seq b dim\n",
    "        #encoder_layer = nn.TransformerEncoderLayer(d_model=token_dim, nhead=8)\n",
    "        #self.transformer_encoder = nn.TransformerEncoder(encoder_layer, num_layers=4)\n",
    "        \n",
    "    def encode(self, x):\n",
    "        x1 = self.down1(x)\n",
    "        x2 = self.down2(x1)\n",
    "        x3 = self.down3(x2)\n",
    "        x4 = self.down4(x3)\n",
    "\n",
    "        # [torch.Size([6, 32, 4, 128, 128]), torch.Size([6, 64, 2, 64, 64]), torch.Size([6, 128, 1, 32, 32]), torch.Size([6, 256, 1, 16, 16])]\n",
    "        return x1, x2, x3, x4\n",
    "    \n",
    "    def decode(self, h1, h2, h3, h4):\n",
    "        h4 = self.up1(h4) # 6, 256, 1, 16, 16 -> 6, 128, 1, 32, 32 (double spatial, then conv-in-place channels to half)\n",
    "        h34 = torch.cat((h3, h4), dim = 1) # (6, 2*128, 1, 32, 32)\n",
    "\n",
    "        h34 = self.up2(h34) # 6, 256, 1, 32, 32 -> 6, 128, 2, 64, 64\n",
    "        h234 = torch.cat((h2, h34), dim = 1)\n",
    "\n",
    "        h234 = self.up3(h234)\n",
    "        h1234 = torch.cat((h1, h234), dim = 1)\n",
    "        \n",
    "        logits_amodal_mask = self.up4_amodal_mask(h1234)\n",
    "        logits_amodal_content = self.up4_amodal_content(h1234)\n",
    "        return logits_amodal_mask, logits_amodal_content\n",
    "    \n",
    "    def encode_decode(self, x):\n",
    "        \"\"\"\n",
    "        input image tensor: (bs, c, h, w)\n",
    "        \"\"\"\n",
    "        b, c, h, w = x.shape\n",
    "\n",
    "        # Multiscale features x1, x2, x3, x4\n",
    "        x1, x2, x3, x4 = self.encode(x)\n",
    "\n",
    "        # You could add code here for example more layers that modify the latent x4? Be creative :)\n",
    "\n",
    "        # Decode using enriched features\n",
    "        logits_amodal_mask, logits_amodal_content = self.decode(x1, x2, x3, x4)\n",
    "\n",
    "        return logits_amodal_mask, logits_amodal_content\n",
    "        \n",
    "    def forward(self, batch):\n",
    "        # concat rgb and modal masks as input to model\n",
    "        model_input = torch.cat((batch['frames'], batch['modal_masks']), dim = 1)\n",
    "\n",
    "        # Remove time dimension from a few things (add it back in later when you make your video model!)\n",
    "        model_input = model_input.squeeze(2) # remove time dimension (you will probably want it later!)\n",
    "        amodal_mask_labels = batch['amodal_masks'].float().squeeze(2)\n",
    "        amodal_content_labels = batch['amodal_content'].float().squeeze(2)\n",
    "\n",
    "        # Model input\n",
    "        #print('model input:', model_input.shape)\n",
    "        \n",
    "        logits_amodal_mask, logits_amodal_content = self.encode_decode(model_input)\n",
    "\n",
    "        # Should we mask the amodal content prediction by the predicted amodal mask?\n",
    "        if self.mask_content_preds:\n",
    "            # Element-wise masking by self-predictions:\n",
    "            logits_amodal_content = logits_amodal_mask.sigmoid().round() * logits_amodal_content\n",
    "\n",
    "        # print('0000 Verify Shapes 0000')\n",
    "        # print(logits_amodal_mask.shape)\n",
    "        # print(logits_amodal_content.shape)\n",
    "        # print(amodal_mask_labels.shape)\n",
    "        # print(amodal_content_labels.shape)\n",
    "        # Loss between predicted amodal masks/content and GT masks/content\n",
    "        mask_loss, content_loss = self.loss_function(logits_amodal_mask, \n",
    "                                                        amodal_mask_labels,\n",
    "                                                        logits_amodal_content, \n",
    "                                                        amodal_content_labels)\n",
    "        \n",
    "        loss = mask_loss + content_loss\n",
    "\n",
    "        # Calculate metrics into a dictionary\n",
    "        metrics = calculate_metrics(logits_amodal_mask, \n",
    "                                    amodal_mask_labels, \n",
    "                                    logits_amodal_content,\n",
    "                                    amodal_content_labels)\n",
    "        \n",
    "        # Report the metrics we calculated in addition to our loss functions\n",
    "        metrics = {\n",
    "            'loss': loss.data.item(),\n",
    "            'mask_loss': mask_loss.data.item(),\n",
    "            'content_loss': content_loss.data.item(),\n",
    "            'other_metrics_to_monitor': 0 # add more metrics here - just make sure they are a number\n",
    "        }\n",
    "        return loss, metrics\n",
    "    def loss_function(self,\n",
    "                    amodal_mask_preds,\n",
    "                    amodal_mask_labels,\n",
    "                    amodal_content_preds,\n",
    "                    amodal_content_labels):\n",
    "        mask_loss = self.bce_loss(amodal_mask_preds, amodal_mask_labels)\n",
    "        content_loss = self.mse_loss(amodal_content_preds, amodal_content_labels)\n",
    "        return mask_loss, content_loss"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44de03da",
   "metadata": {},
   "source": [
    "#### Example Usage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6c43297f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make a U-net which expects a batch of 4-channel images as input (batch_size, channels=4, height, width)\n",
    "model = Unet_Image(4)\n",
    "\n",
    "# Make a dummy tensor to test the model can successfully apply its layers and get an output\n",
    "batch_size = 1\n",
    "rand_input = torch.randn((batch_size, 4, 256, 256))\n",
    "\n",
    "# Apply the model to the input - we use encode decode here rather than forward\n",
    "# because we don't have the full batch yet - we will later\n",
    "logits_amodal_mask, logits_amodal_content = model.encode_decode(rand_input)\n",
    "print('Model output:', logits_amodal_mask.shape, logits_amodal_content.shape)\n",
    "\n",
    "# For our use-case, we are predicting amodal masks and amodal content\n",
    "# The amodal mask prediction should be (batch_size, 1, h, w) for a binary mask and the \n",
    "# Amodal content prediction should be  (batch_size, 3, h, w) for an rgb object prediction"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fabe313",
   "metadata": {},
   "source": [
    "### Training"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "031a83ca",
   "metadata": {},
   "source": [
    "#### Utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f41a340b",
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "Now we have a model, a forward call, and a calculated loss to backpropegate and propegate\n",
    "\"\"\"\n",
    "\n",
    "def batch_to_device(batch, device):\n",
    "    for key, value in batch.items():\n",
    "        batch[key] = value.to(device)\n",
    "\n",
    "    return batch\n",
    "\n",
    "def aggregate_metrics(list_of_dicts):\n",
    "    \"\"\"\n",
    "    Given a list of dictionaries containing metrics, aggregate into one dictionary\n",
    "    \"\"\"\n",
    "    mean_dict = {\n",
    "        key: sum(d[key] for d in list_of_dicts) / len(list_of_dicts)\n",
    "        for key in list_of_dicts[0].keys()\n",
    "    }\n",
    "    return mean_dict\n",
    "\n",
    "def val_step(batch, model):\n",
    "    \"\"\"\n",
    "    Take a validation step to get predictions and metrics on a batch\n",
    "    \"\"\"\n",
    "    model.eval()\n",
    "    loss, metrics = model.forward(batch)\n",
    "    model.train()\n",
    "    return loss, metrics\n",
    "\n",
    "def train_step(batch, model, optimizer):\n",
    "    model.train()\n",
    "    optimizer.zero_grad()\n",
    "    loss, metrics = model.forward(batch)\n",
    "    loss.backward()\n",
    "    optimizer.step()\n",
    "\n",
    "    return loss, metrics\n",
    "\n",
    "def train_epoch(model, optimizer, dataloader, device):\n",
    "    \"\"\"\n",
    "    Iterate over the \n",
    "    \"\"\"\n",
    "    epoch_metrics = []\n",
    "    for batch in dataloader:\n",
    "        batch = batch_to_device(batch, device)\n",
    "        _, metrics = train_step(batch, model, optimizer)\n",
    "        epoch_metrics.append(metrics)\n",
    "\n",
    "    # Aggregate list of metrics \n",
    "    aggregated_metrics = aggregate_metrics(epoch_metrics)\n",
    "    return aggregated_metrics\n",
    "\n",
    "def valid_epoch(model, dataloader, device):\n",
    "    epoch_metrics = []\n",
    "    for batch in dataloader:\n",
    "        with torch.no_grad():\n",
    "            batch = batch_to_device(batch, device)\n",
    "            _, metrics = val_step(batch, model)\n",
    "            epoch_metrics.append(metrics)\n",
    "\n",
    "    # Aggregate list of metrics \n",
    "    aggregated_metrics = aggregate_metrics(epoch_metrics)\n",
    "    return aggregated_metrics\n",
    "\n",
    "def train(model, optimizer, train_dataloader, val_dataloader, n_epochs, device):\n",
    "    list_of_train_metrics = []\n",
    "    list_of_valid_metrics = []\n",
    "    for epoch in range(n_epochs):\n",
    "        print('Starting Epoch', epoch)\n",
    "        train_epoch_metrics = train_epoch(model, optimizer, train_dataloader, device)\n",
    "        list_of_train_metrics.append(train_epoch_metrics)\n",
    "\n",
    "        valid_epoch_metrics = valid_epoch(model, val_dataloader, device)\n",
    "        list_of_valid_metrics.append(valid_epoch_metrics)\n",
    "\n",
    "        if epoch%1 == 0:\n",
    "            print(f'Epoch {epoch} metrics:')\n",
    "            format_metrics(train_epoch_metrics, valid_epoch_metrics, epoch)\n",
    "\n",
    "    return list_of_train_metrics, list_of_valid_metrics\n",
    "\n",
    "from tabulate import tabulate\n",
    "\n",
    "def format_metrics(training_metrics, validation_metrics, epoch):\n",
    "    # Combine the metrics into rows for the table\n",
    "    rows = []\n",
    "    for metric in training_metrics.keys():\n",
    "        train_value = training_metrics.get(metric, \"N/A\")\n",
    "        val_value = validation_metrics.get(metric, \"N/A\")\n",
    "        rows.append([metric, train_value, val_value])\n",
    "    \n",
    "    # Create the table with headers\n",
    "    table = tabulate(rows, headers=[f\"Metric - Epoch {epoch}\", \"Training\", \"Validation\"], tablefmt=\"grid\")\n",
    "    print(table)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6624930",
   "metadata": {},
   "source": [
    "#### Train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0713ad07",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Arguments\n",
    "learning_rate = 3e-5 # 3e-4?...\n",
    "batch_size = 32\n",
    "mask_content_preds = True\n",
    "n_workers = 32\n",
    "n_epochs = 20\n",
    "\n",
    "# Dataloaders\n",
    "train_dataset = MOVi_Dataset(split = 'train', \n",
    "                             n_frames = 1,\n",
    "                             n_samples = 64)\n",
    "train_dataloader = DataLoader(train_dataset, \n",
    "                              num_workers = n_workers, \n",
    "                              batch_size=batch_size)\n",
    "\n",
    "val_dataset = MOVi_Dataset(split = 'test', \n",
    "                           n_frames = 1,\n",
    "                           n_samples = 32)\n",
    "val_dataloader = DataLoader(train_dataset, \n",
    "                            num_workers = n_workers, \n",
    "                            batch_size=batch_size)\n",
    "\n",
    "\n",
    "\"\"\"\n",
    "Our model is a torch model which contains the layers we will train.\n",
    "This model takes the RGB image and the modal mask of an object (an attention cue) \n",
    "And will be trained to return the amodal (unobscured) mask as well as the amodal content.\n",
    "Think of this as training for \"x-ray vision\" - given an attention cue, return what the unoccluded object\n",
    "would look like, given hints from the image or video.\n",
    "\n",
    "Extending this to video will be the next step, so start thinking about how you can combine\n",
    "multiple frames of information to predict what an occluded object looks like.\n",
    "\"\"\"\n",
    "\n",
    "device = 0\n",
    "model = Unet_Image(in_channels = 4).to(device) # ModalMask+RGB -> AmodalMask+AmodalContent\n",
    "\n",
    "optim = torch.optim.Adam(model.parameters(), lr=learning_rate)\n",
    "\n",
    "train(model, optim, train_dataloader, val_dataloader, n_epochs = n_epochs, device = device)\n",
    "\n",
    "\"\"\"\n",
    "While this trains, you should see the epoch performances greatly improving on the training split.\n",
    "They may or may not improve on the validation split depending on many factors.\n",
    "Now that this code runs though, try turning up the size of the datasets and see what affect that has.\n",
    "\n",
    "Then eventually you can start designing a model intended to track and segment objects from video\n",
    "which will require setting the datasets n_frames to a larger number, and re-designing your torch model.\n",
    "\n",
    "Hopefully everything else remains working though! I would copy this notebook to have around for referce\n",
    "Then make your own notebook where you experiment with new designs! :)\n",
    "\"\"\""
   ]
  }
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