{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# pytorh相关的工具包\n",
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "# from torchvision.io import read_image\n",
    "# 读取图像的工具包\n",
    "from PIL import Image\n",
    "# 绘图\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 数据加载"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "img = Image.open('img2.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(994, 734)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x180689d6688>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "transform = transforms.Compose([transforms.ToTensor(),transforms.Resize((800,800))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "img = transform(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 800, 800])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f97b5ce4278>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img.permute(1,2,0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 模型加载"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading: \"https://download.pytorch.org/models/fasterrcnn_resnet50_fpn_coco-258fb6c6.pth\" to C:\\Users\\14767/.cache\\torch\\hub\\checkpoints\\fasterrcnn_resnet50_fpn_coco-258fb6c6.pth\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "92aacdc34935429c890854c313371f6c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=167502836.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "model = torchvision.models.detection.fasterrcnn_resnet50_fpn(pretrained=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FasterRCNN(\n",
       "  (transform): GeneralizedRCNNTransform(\n",
       "      Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n",
       "      Resize(min_size=(800,), max_size=1333, mode='bilinear')\n",
       "  )\n",
       "  (backbone): BackboneWithFPN(\n",
       "    (body): IntermediateLayerGetter(\n",
       "      (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
       "      (bn1): FrozenBatchNorm2d(64, eps=0.0)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
       "      (layer1): Sequential(\n",
       "        (0): Bottleneck(\n",
       "          (conv1): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(64, eps=0.0)\n",
       "          (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(64, eps=0.0)\n",
       "          (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(256, eps=0.0)\n",
       "          (relu): ReLU(inplace=True)\n",
       "          (downsample): Sequential(\n",
       "            (0): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "            (1): FrozenBatchNorm2d(256, eps=0.0)\n",
       "          )\n",
       "        )\n",
       "        (1): Bottleneck(\n",
       "          (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(64, eps=0.0)\n",
       "          (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(64, eps=0.0)\n",
       "          (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(256, eps=0.0)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "        (2): Bottleneck(\n",
       "          (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(64, eps=0.0)\n",
       "          (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(64, eps=0.0)\n",
       "          (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(256, eps=0.0)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "      )\n",
       "      (layer2): Sequential(\n",
       "        (0): Bottleneck(\n",
       "          (conv1): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(128, eps=0.0)\n",
       "          (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(128, eps=0.0)\n",
       "          (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(512, eps=0.0)\n",
       "          (relu): ReLU(inplace=True)\n",
       "          (downsample): Sequential(\n",
       "            (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "            (1): FrozenBatchNorm2d(512, eps=0.0)\n",
       "          )\n",
       "        )\n",
       "        (1): Bottleneck(\n",
       "          (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(128, eps=0.0)\n",
       "          (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(128, eps=0.0)\n",
       "          (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(512, eps=0.0)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "        (2): Bottleneck(\n",
       "          (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(128, eps=0.0)\n",
       "          (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(128, eps=0.0)\n",
       "          (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(512, eps=0.0)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "        (3): Bottleneck(\n",
       "          (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(128, eps=0.0)\n",
       "          (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(128, eps=0.0)\n",
       "          (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(512, eps=0.0)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "      )\n",
       "      (layer3): Sequential(\n",
       "        (0): Bottleneck(\n",
       "          (conv1): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(256, eps=0.0)\n",
       "          (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(256, eps=0.0)\n",
       "          (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(1024, eps=0.0)\n",
       "          (relu): ReLU(inplace=True)\n",
       "          (downsample): Sequential(\n",
       "            (0): Conv2d(512, 1024, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "            (1): FrozenBatchNorm2d(1024, eps=0.0)\n",
       "          )\n",
       "        )\n",
       "        (1): Bottleneck(\n",
       "          (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(256, eps=0.0)\n",
       "          (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(256, eps=0.0)\n",
       "          (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(1024, eps=0.0)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "        (2): Bottleneck(\n",
       "          (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(256, eps=0.0)\n",
       "          (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(256, eps=0.0)\n",
       "          (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(1024, eps=0.0)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "        (3): Bottleneck(\n",
       "          (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(256, eps=0.0)\n",
       "          (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(256, eps=0.0)\n",
       "          (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(1024, eps=0.0)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "        (4): Bottleneck(\n",
       "          (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(256, eps=0.0)\n",
       "          (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(256, eps=0.0)\n",
       "          (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(1024, eps=0.0)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "        (5): Bottleneck(\n",
       "          (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(256, eps=0.0)\n",
       "          (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(256, eps=0.0)\n",
       "          (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(1024, eps=0.0)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "      )\n",
       "      (layer4): Sequential(\n",
       "        (0): Bottleneck(\n",
       "          (conv1): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(512, eps=0.0)\n",
       "          (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(512, eps=0.0)\n",
       "          (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(2048, eps=0.0)\n",
       "          (relu): ReLU(inplace=True)\n",
       "          (downsample): Sequential(\n",
       "            (0): Conv2d(1024, 2048, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "            (1): FrozenBatchNorm2d(2048, eps=0.0)\n",
       "          )\n",
       "        )\n",
       "        (1): Bottleneck(\n",
       "          (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(512, eps=0.0)\n",
       "          (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(512, eps=0.0)\n",
       "          (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(2048, eps=0.0)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "        (2): Bottleneck(\n",
       "          (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(512, eps=0.0)\n",
       "          (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(512, eps=0.0)\n",
       "          (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(2048, eps=0.0)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "      )\n",
       "    )\n",
       "    (fpn): FeaturePyramidNetwork(\n",
       "      (inner_blocks): ModuleList(\n",
       "        (0): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))\n",
       "        (1): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1))\n",
       "        (2): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1))\n",
       "        (3): Conv2d(2048, 256, kernel_size=(1, 1), stride=(1, 1))\n",
       "      )\n",
       "      (layer_blocks): ModuleList(\n",
       "        (0): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "        (1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "        (2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "        (3): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "      )\n",
       "      (extra_blocks): LastLevelMaxPool()\n",
       "    )\n",
       "  )\n",
       "  (rpn): RegionProposalNetwork(\n",
       "    (anchor_generator): AnchorGenerator()\n",
       "    (head): RPNHead(\n",
       "      (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "      (cls_logits): Conv2d(256, 3, kernel_size=(1, 1), stride=(1, 1))\n",
       "      (bbox_pred): Conv2d(256, 12, kernel_size=(1, 1), stride=(1, 1))\n",
       "    )\n",
       "  )\n",
       "  (roi_heads): RoIHeads(\n",
       "    (box_roi_pool): MultiScaleRoIAlign(featmap_names=['0', '1', '2', '3'], output_size=(7, 7), sampling_ratio=2)\n",
       "    (box_head): TwoMLPHead(\n",
       "      (fc6): Linear(in_features=12544, out_features=1024, bias=True)\n",
       "      (fc7): Linear(in_features=1024, out_features=1024, bias=True)\n",
       "    )\n",
       "    (box_predictor): FastRCNNPredictor(\n",
       "      (cls_score): Linear(in_features=1024, out_features=91, bias=True)\n",
       "      (bbox_pred): Linear(in_features=1024, out_features=364, bias=True)\n",
       "    )\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.eval()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 模型预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# coco数据集的class，共90个类别：人，自行车，火车，。。。\n",
    "coco_names = [\n",
    "    '__background__', 'person', 'bicycle', 'car', 'motorcycle', 'airplane', 'bus',\n",
    "    'train', 'truck', 'boat', 'traffic light', 'fire hydrant', 'N/A', 'stop sign',\n",
    "    'parking meter', 'bench', 'bird', 'cat', 'dog', 'horse', 'sheep', 'cow',\n",
    "    'elephant', 'bear', 'zebra', 'giraffe', 'N/A', 'backpack', 'umbrella', 'N/A', 'N/A',\n",
    "    'handbag', 'tie', 'suitcase', 'frisbee', 'skis', 'snowboard', 'sports ball',\n",
    "    'kite', 'baseball bat', 'baseball glove', 'skateboard', 'surfboard', 'tennis racket',\n",
    "    'bottle', 'N/A', 'wine glass', 'cup', 'fork', 'knife', 'spoon', 'bowl',\n",
    "    'banana', 'apple', 'sandwich', 'orange', 'broccoli', 'carrot', 'hot dog', 'pizza',\n",
    "    'donut', 'cake', 'chair', 'couch', 'potted plant', 'bed', 'N/A', 'dining table',\n",
    "    'N/A', 'N/A', 'toilet', 'N/A', 'tv', 'laptop', 'mouse', 'remote', 'keyboard', 'cell phone',\n",
    "    'microwave', 'oven', 'toaster', 'sink', 'refrigerator', 'N/A', 'book',\n",
    "    'clock', 'vase', 'scissors', 'teddy bear', 'hair drier', 'toothbrush'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mac/opt/anaconda3/envs/dltorch/lib/python3.7/site-packages/torch/functional.py:445: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at  ../aten/src/ATen/native/TensorShape.cpp:2157.)\n",
      "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n"
     ]
    }
   ],
   "source": [
    "pred = model([img])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'boxes': tensor([[ 31.7399, 328.4528, 460.8738, 793.4400],\n",
       "          [  5.6514,  88.6435, 216.9703, 635.1252],\n",
       "          [367.4497, 225.4498, 762.0249, 789.4284],\n",
       "          [607.8991, 152.3864, 795.5750, 372.0394],\n",
       "          [183.5409,  34.5758, 396.0948, 661.7242],\n",
       "          [364.9885,  43.9209, 525.7601, 586.4974],\n",
       "          [ 13.4759, 211.1637, 290.4755, 748.9048],\n",
       "          [307.3405,   4.9721, 439.2374, 111.8531],\n",
       "          [383.3587, 180.4190, 578.4739, 772.2529],\n",
       "          [407.8741, 139.6278, 681.9370, 533.0029],\n",
       "          [711.5732,   5.5169, 758.7169, 120.2260],\n",
       "          [479.1790, 144.8082, 689.6121, 400.8835],\n",
       "          [244.1306,  36.7394, 487.5280, 744.1151],\n",
       "          [546.8978, 474.4509, 568.8634, 552.9698],\n",
       "          [742.9993, 314.1062, 798.9455, 607.5062],\n",
       "          [742.6909, 317.4082, 796.8760, 619.5782],\n",
       "          [524.8398, 475.1719, 576.5832, 769.7741],\n",
       "          [509.4732, 142.5110, 623.7419, 301.2690],\n",
       "          [469.8165, 142.4818, 800.0000, 396.9042],\n",
       "          [178.5640, 253.6984, 659.5800, 785.6712],\n",
       "          [365.3784, 474.1786, 470.2338, 769.1154],\n",
       "          [160.4500, 265.7687, 387.0724, 610.2078],\n",
       "          [481.0141, 153.0264, 720.3257, 699.9622],\n",
       "          [724.8939, 343.9777, 798.2111, 726.9193],\n",
       "          [439.7558, 568.3492, 517.4477, 787.6546],\n",
       "          [730.4789, 277.5797, 798.6329, 788.0072],\n",
       "          [409.8385, 474.7333, 540.6846, 793.6932],\n",
       "          [720.9894, 114.6369, 753.7390, 180.1143],\n",
       "          [690.4725, 317.8017, 798.0597, 600.9917],\n",
       "          [548.9393,  76.3451, 613.9292, 172.6772],\n",
       "          [720.4436, 118.2152, 754.2703, 179.3526],\n",
       "          [556.6137, 479.1154, 576.5483, 542.2100],\n",
       "          [514.3457, 148.3877, 619.4744, 501.8499],\n",
       "          [197.1474, 368.7211, 431.1885, 764.1635],\n",
       "          [333.9739, 126.6342, 411.8326, 199.1039],\n",
       "          [659.6864, 131.1151, 716.2268, 168.4116],\n",
       "          [318.3166, 531.7626, 407.8087, 717.9441],\n",
       "          [348.7296,   1.2086, 435.9537,  75.7988]], grad_fn=<StackBackward0>),\n",
       "  'labels': tensor([ 1,  1,  1, 72,  1,  1,  1, 72,  1,  1, 86,  1,  1, 32, 63, 62, 32,  1,\n",
       "          72,  1, 32,  1,  1, 63, 32, 62, 32, 44, 63, 72, 86, 32,  1,  1, 79, 85,\n",
       "          32, 72]),\n",
       "  'scores': tensor([0.9966, 0.9899, 0.9894, 0.9877, 0.9701, 0.9598, 0.8676, 0.7946, 0.6888,\n",
       "          0.6239, 0.5967, 0.5822, 0.5759, 0.5339, 0.5014, 0.4489, 0.3447, 0.3405,\n",
       "          0.2513, 0.2067, 0.1989, 0.1979, 0.1844, 0.1780, 0.1268, 0.0884, 0.0864,\n",
       "          0.0813, 0.0766, 0.0748, 0.0731, 0.0704, 0.0678, 0.0637, 0.0592, 0.0554,\n",
       "          0.0535, 0.0532], grad_fn=<IndexBackward0>)}]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1,\n",
       " 1,\n",
       " 1,\n",
       " 72,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 72,\n",
       " 1,\n",
       " 1,\n",
       " 86,\n",
       " 1,\n",
       " 1,\n",
       " 32,\n",
       " 63,\n",
       " 62,\n",
       " 32,\n",
       " 1,\n",
       " 72,\n",
       " 1,\n",
       " 32,\n",
       " 1,\n",
       " 1,\n",
       " 63,\n",
       " 32,\n",
       " 62,\n",
       " 32,\n",
       " 44,\n",
       " 63,\n",
       " 72,\n",
       " 86,\n",
       " 32,\n",
       " 1,\n",
       " 1,\n",
       " 79,\n",
       " 85,\n",
       " 32,\n",
       " 72]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(pred[0]['labels'].numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "pred_class = [coco_names[i] for i in list(pred[0]['labels'].numpy())]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['person',\n",
       " 'person',\n",
       " 'person',\n",
       " 'tv',\n",
       " 'person',\n",
       " 'person',\n",
       " 'person',\n",
       " 'tv',\n",
       " 'person',\n",
       " 'person',\n",
       " 'vase',\n",
       " 'person',\n",
       " 'person',\n",
       " 'tie',\n",
       " 'couch',\n",
       " 'chair',\n",
       " 'tie',\n",
       " 'person',\n",
       " 'tv',\n",
       " 'person',\n",
       " 'tie',\n",
       " 'person',\n",
       " 'person',\n",
       " 'couch',\n",
       " 'tie',\n",
       " 'chair',\n",
       " 'tie',\n",
       " 'bottle',\n",
       " 'couch',\n",
       " 'tv',\n",
       " 'vase',\n",
       " 'tie',\n",
       " 'person',\n",
       " 'person',\n",
       " 'oven',\n",
       " 'clock',\n",
       " 'tie',\n",
       " 'tv']"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 31.739914 , 328.45282  , 460.87378  , 793.44     ],\n",
       "       [  5.65139  ,  88.64346  , 216.97028  , 635.12524  ],\n",
       "       [367.4497   , 225.44983  , 762.0249   , 789.4284   ],\n",
       "       [607.8991   , 152.38641  , 795.575    , 372.03937  ],\n",
       "       [183.54091  ,  34.575836 , 396.09485  , 661.72424  ],\n",
       "       [364.9885   ,  43.92093  , 525.76013  , 586.49744  ],\n",
       "       [ 13.475891 , 211.1637   , 290.47552  , 748.90485  ],\n",
       "       [307.3405   ,   4.9721336, 439.23743  , 111.85315  ],\n",
       "       [383.3587   , 180.41904  , 578.47394  , 772.2529   ],\n",
       "       [407.8741   , 139.62776  , 681.937    , 533.0029   ],\n",
       "       [711.57324  ,   5.516918 , 758.7169   , 120.22604  ],\n",
       "       [479.17905  , 144.80818  , 689.61206  , 400.88348  ],\n",
       "       [244.13058  ,  36.73944  , 487.52798  , 744.1151   ],\n",
       "       [546.8978   , 474.45093  , 568.8634   , 552.96985  ],\n",
       "       [742.9993   , 314.10623  , 798.9455   , 607.5062   ],\n",
       "       [742.6909   , 317.40823  , 796.876    , 619.57825  ],\n",
       "       [524.8398   , 475.17194  , 576.5832   , 769.7741   ],\n",
       "       [509.47318  , 142.51099  , 623.74194  , 301.26895  ],\n",
       "       [469.81653  , 142.48177  , 800.       , 396.90424  ],\n",
       "       [178.56403  , 253.69843  , 659.58     , 785.6712   ],\n",
       "       [365.37836  , 474.17865  , 470.23376  , 769.1154   ],\n",
       "       [160.45001  , 265.76874  , 387.07245  , 610.2078   ],\n",
       "       [481.0141   , 153.0264   , 720.32574  , 699.96216  ],\n",
       "       [724.8939   , 343.97772  , 798.21106  , 726.91925  ],\n",
       "       [439.75577  , 568.3492   , 517.4477   , 787.6546   ],\n",
       "       [730.47894  , 277.57974  , 798.6329   , 788.0072   ],\n",
       "       [409.8385   , 474.73334  , 540.68463  , 793.6932   ],\n",
       "       [720.98944  , 114.63695  , 753.73895  , 180.11427  ],\n",
       "       [690.47253  , 317.80173  , 798.0597   , 600.9917   ],\n",
       "       [548.93933  ,  76.3451   , 613.9292   , 172.67722  ],\n",
       "       [720.4436   , 118.215164 , 754.27026  , 179.35258  ],\n",
       "       [556.6137   , 479.11536  , 576.5483   , 542.21     ],\n",
       "       [514.3457   , 148.38771  , 619.47437  , 501.8499   ],\n",
       "       [197.14737  , 368.72107  , 431.1885   , 764.16345  ],\n",
       "       [333.97394  , 126.63425  , 411.83258  , 199.10388  ],\n",
       "       [659.6864   , 131.11514  , 716.2268   , 168.41156  ],\n",
       "       [318.3166   , 531.7626   , 407.80872  , 717.9441   ],\n",
       "       [348.72955  ,   1.2085876, 435.95374  ,  75.7988   ]],\n",
       "      dtype=float32)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred[0]['boxes'].detach().numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "pred_box = [[(box[0],box[1]),(box[2],box[3])] for box in list(pred[0]['boxes'].detach().numpy())]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[(31.739914, 328.45282), (460.87378, 793.44)],\n",
       " [(5.65139, 88.64346), (216.97028, 635.12524)],\n",
       " [(367.4497, 225.44983), (762.0249, 789.4284)],\n",
       " [(607.8991, 152.38641), (795.575, 372.03937)],\n",
       " [(183.54091, 34.575836), (396.09485, 661.72424)],\n",
       " [(364.9885, 43.92093), (525.76013, 586.49744)],\n",
       " [(13.475891, 211.1637), (290.47552, 748.90485)],\n",
       " [(307.3405, 4.9721336), (439.23743, 111.85315)],\n",
       " [(383.3587, 180.41904), (578.47394, 772.2529)],\n",
       " [(407.8741, 139.62776), (681.937, 533.0029)],\n",
       " [(711.57324, 5.516918), (758.7169, 120.22604)],\n",
       " [(479.17905, 144.80818), (689.61206, 400.88348)],\n",
       " [(244.13058, 36.73944), (487.52798, 744.1151)],\n",
       " [(546.8978, 474.45093), (568.8634, 552.96985)],\n",
       " [(742.9993, 314.10623), (798.9455, 607.5062)],\n",
       " [(742.6909, 317.40823), (796.876, 619.57825)],\n",
       " [(524.8398, 475.17194), (576.5832, 769.7741)],\n",
       " [(509.47318, 142.51099), (623.74194, 301.26895)],\n",
       " [(469.81653, 142.48177), (800.0, 396.90424)],\n",
       " [(178.56403, 253.69843), (659.58, 785.6712)],\n",
       " [(365.37836, 474.17865), (470.23376, 769.1154)],\n",
       " [(160.45001, 265.76874), (387.07245, 610.2078)],\n",
       " [(481.0141, 153.0264), (720.32574, 699.96216)],\n",
       " [(724.8939, 343.97772), (798.21106, 726.91925)],\n",
       " [(439.75577, 568.3492), (517.4477, 787.6546)],\n",
       " [(730.47894, 277.57974), (798.6329, 788.0072)],\n",
       " [(409.8385, 474.73334), (540.68463, 793.6932)],\n",
       " [(720.98944, 114.63695), (753.73895, 180.11427)],\n",
       " [(690.47253, 317.80173), (798.0597, 600.9917)],\n",
       " [(548.93933, 76.3451), (613.9292, 172.67722)],\n",
       " [(720.4436, 118.215164), (754.27026, 179.35258)],\n",
       " [(556.6137, 479.11536), (576.5483, 542.21)],\n",
       " [(514.3457, 148.38771), (619.47437, 501.8499)],\n",
       " [(197.14737, 368.72107), (431.1885, 764.16345)],\n",
       " [(333.97394, 126.63425), (411.83258, 199.10388)],\n",
       " [(659.6864, 131.11514), (716.2268, 168.41156)],\n",
       " [(318.3166, 531.7626), (407.80872, 717.9441)],\n",
       " [(348.72955, 1.2085876), (435.95374, 75.7988)]]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_box"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图像读取\n",
    "img = Image.open('img2.jpg').resize((800,800))\n",
    "# 图像展示\n",
    "fig = plt.imshow(img)\n",
    "# 将框绘制在图像上\n",
    "for index, boxes in enumerate(pred_box):\n",
    "    fig.axes.add_patch(plt.Rectangle(\n",
    "    xy=(boxes[0]), width=boxes[1][0]-boxes[0][0], height=boxes[1][1]-boxes[0][1],\n",
    "    fill=False, edgecolor=\"blue\", linewidth=1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "the = 0.7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "pred_score = list(pred[0]['scores'].detach().numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.99662447,\n",
       " 0.98991066,\n",
       " 0.9894002,\n",
       " 0.9877265,\n",
       " 0.9700843,\n",
       " 0.95981795,\n",
       " 0.86762965,\n",
       " 0.79457456,\n",
       " 0.6888022,\n",
       " 0.6238965,\n",
       " 0.5967382,\n",
       " 0.5821962,\n",
       " 0.5758556,\n",
       " 0.53390706,\n",
       " 0.50142986,\n",
       " 0.4489189,\n",
       " 0.3446656,\n",
       " 0.34053934,\n",
       " 0.25132728,\n",
       " 0.20674044,\n",
       " 0.19888856,\n",
       " 0.19792202,\n",
       " 0.18443534,\n",
       " 0.17802832,\n",
       " 0.12675783,\n",
       " 0.08840103,\n",
       " 0.08642756,\n",
       " 0.08125935,\n",
       " 0.07662633,\n",
       " 0.0747837,\n",
       " 0.07308833,\n",
       " 0.07040265,\n",
       " 0.06783704,\n",
       " 0.063683495,\n",
       " 0.0592302,\n",
       " 0.055396155,\n",
       " 0.053475436,\n",
       " 0.053160064]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "pred_t = [pred_score.index(score) for score in pred_score if score > the]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "index = pred_t[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "pred_box = pred_box[:index+1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[(31.739914, 328.45282), (460.87378, 793.44)],\n",
       " [(5.65139, 88.64346), (216.97028, 635.12524)],\n",
       " [(367.4497, 225.44983), (762.0249, 789.4284)],\n",
       " [(607.8991, 152.38641), (795.575, 372.03937)],\n",
       " [(183.54091, 34.575836), (396.09485, 661.72424)],\n",
       " [(364.9885, 43.92093), (525.76013, 586.49744)],\n",
       " [(13.475891, 211.1637), (290.47552, 748.90485)],\n",
       " [(307.3405, 4.9721336), (439.23743, 111.85315)]]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_box"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图像读取\n",
    "img = Image.open('img2.jpg').resize((800,800))\n",
    "# 图像展示\n",
    "fig = plt.imshow(img)\n",
    "# 将框绘制在图像上\n",
    "for index, boxes in enumerate(pred_box):\n",
    "    fig.axes.add_patch(plt.Rectangle(\n",
    "    xy=(boxes[0]), width=boxes[1][0]-boxes[0][0], height=boxes[1][1]-boxes[0][1],\n",
    "    fill=False, edgecolor=\"blue\", linewidth=1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['person', 'person', 'person', 'tv', 'person', 'person', 'person', 'tv']"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_class[:index+1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 模型结构详解"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## backbone"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 800, 800])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transform = transforms.Compose([transforms.ToTensor(),transforms.Resize((800,800))])\n",
    "img = transform(img)\n",
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "imgs,targets= model.transform([img],targets=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<torchvision.models.detection.image_list.ImageList at 0x7f97769e3908>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imgs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "feature_body= model.backbone.body(imgs.tensors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "C2,C3,C4,C5 = feature_body.values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 256, 200, 200])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "C2.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 512, 100, 100])"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "C3.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 1024, 50, 50])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "C4.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 2048, 25, 25])"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "C5.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "feature_fpn=model.backbone.fpn(feature_body)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "P2,P3,P4,P5,P6=feature_fpn.values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 256, 200, 200])"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "P2.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 256, 100, 100])"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "P3.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 256, 50, 50])"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "P4.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 256, 25, 25])"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "P5.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 256, 13, 13])"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "P6.size()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## RPN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "anchors = model.rpn.anchor_generator(imgs,[P2,P3,P4,P5,P6])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[tensor([[ -23.,  -11.,   23.,   11.],\n",
       "         [ -16.,  -16.,   16.,   16.],\n",
       "         [ -11.,  -23.,   11.,   23.],\n",
       "         ...,\n",
       "         [ 370.,  551., 1094.,  913.],\n",
       "         [ 476.,  476.,  988.,  988.],\n",
       "         [ 551.,  370.,  913., 1094.]])]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "anchors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([159882, 4])"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "anchors[0].size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将生成的anchor绘制在图像上\n",
    "img_anchor = Image.open('img2.jpg').resize((800,800))\n",
    "# 绘制图像\n",
    "fig = plt.imshow(img_anchor)\n",
    "# 将框绘制在图像上\n",
    "for index, boxes in enumerate(anchors[0]):\n",
    "    if index <300:\n",
    "        fig.axes.add_patch(plt.Rectangle(\n",
    "            xy=(boxes[0],boxes[1]), width=boxes[2]-boxes[0], height=boxes[3]-boxes[1],\n",
    "            fill=False, edgecolor=\"red\", linewidth=1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "cls_logits = model.rpn.head.cls_logits(P3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 3, 100, 100])"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cls_logits.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "bbox_pred = model.rpn.head.bbox_pred(P4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 12, 50, 50])"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bbox_pred.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "proposal = model.rpn(imgs,feature_fpn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([tensor([[162.3166,  82.6454, 390.0235, 638.2616],\n",
       "          [  0.0000,  45.9522, 237.6339, 632.3745],\n",
       "          [170.6081,  36.5363, 371.3253, 548.1898],\n",
       "          ...,\n",
       "          [373.4832, 426.8497, 396.0713, 497.3481],\n",
       "          [317.5831,   7.1501, 417.4209,  70.2656],\n",
       "          [395.1561, 506.0393, 427.8982, 546.8923]])],\n",
       " {})"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "proposal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1000, 4])"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "proposal[0][0].size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 候选区域的绘制\n",
    "img = Image.open('img2.jpg').resize((800,800))\n",
    "# 显示图像\n",
    "fig = plt.imshow(img)\n",
    "# 将候选区域显示在图像上\n",
    "for index, boxes in enumerate(proposal[0][0]):\n",
    "    if index <3:\n",
    "        fig.axes.add_patch(plt.Rectangle(\n",
    "        xy=(boxes[0],boxes[1]), width=boxes[2]-boxes[0], height=boxes[3]-boxes[1],\n",
    "        fill=False, edgecolor=\"blue\", linewidth=0.5))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "pool_region_list= model.roi_heads.box_roi_pool(feature_fpn,proposal[0],imgs.image_sizes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1000, 256, 7, 7])"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pool_region_list.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "detection = model.roi_heads(feature_fpn,proposal[0],imgs.image_sizes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "detection_boxes = detection[0][0]['boxes'].detach().numpy()\n",
    "img = Image.open('img2.jpg').resize((800,800))\n",
    "# 显示图像\n",
    "fig = plt.imshow(img)\n",
    "# 将检测结果绘制在图像上\n",
    "for index, boxes in enumerate(detection_boxes):\n",
    "    fig.axes.add_patch(plt.Rectangle(\n",
    "    xy=(boxes[0],boxes[1]), width=boxes[2]-boxes[0], height=boxes[3]-boxes[1],\n",
    "    fill=False, edgecolor=\"purple\", linewidth=1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 模型训练"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 数据加载"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from voc_data_util import VocDataset,VOC_BBOX_LABEL_NAMES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "dataset = VocDataset(\n",
    "    root='datasets/VOCdevkit/VOC2007/',\n",
    "    transforms=VocDataset.get_transform())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "img,targets = dataset[3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 800, 800])"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "img = img.permute(1,2,0).numpy().astype(np.uint8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f9753d7b518>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'boxes': tensor([[238.4000, 233.0330, 550.4000, 648.6486]], dtype=torch.float64),\n",
       " 'labels': tensor([7]),\n",
       " 'image_id': tensor([3]),\n",
       " 'area': tensor([33735.]),\n",
       " 'iscrowd': tensor([0])}"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "targets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.imshow(img)\n",
    "# 将标注信息绘制在图像上\n",
    "for index, boxes in enumerate(targets['boxes'].numpy()):\n",
    "    fig.axes.add_patch(\n",
    "        plt.Rectangle(xy=(boxes[0], boxes[1]),\n",
    "                      width=boxes[2] - boxes[0],\n",
    "                      height=boxes[3] - boxes[1],\n",
    "                      fill=False,\n",
    "                      edgecolor=\"green\",\n",
    "                      linewidth=1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 模型加载"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "model = torchvision.models.detection.fasterrcnn_resnet50_fpn(\n",
    "    pretrained=False, num_classes=21, pretrained_backbone=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FasterRCNN(\n",
       "  (transform): GeneralizedRCNNTransform(\n",
       "      Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n",
       "      Resize(min_size=(800,), max_size=1333, mode='bilinear')\n",
       "  )\n",
       "  (backbone): BackboneWithFPN(\n",
       "    (body): IntermediateLayerGetter(\n",
       "      (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
       "      (bn1): FrozenBatchNorm2d(64, eps=1e-05)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
       "      (layer1): Sequential(\n",
       "        (0): Bottleneck(\n",
       "          (conv1): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(64, eps=1e-05)\n",
       "          (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(64, eps=1e-05)\n",
       "          (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(256, eps=1e-05)\n",
       "          (relu): ReLU(inplace=True)\n",
       "          (downsample): Sequential(\n",
       "            (0): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "            (1): FrozenBatchNorm2d(256, eps=1e-05)\n",
       "          )\n",
       "        )\n",
       "        (1): Bottleneck(\n",
       "          (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(64, eps=1e-05)\n",
       "          (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(64, eps=1e-05)\n",
       "          (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(256, eps=1e-05)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "        (2): Bottleneck(\n",
       "          (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(64, eps=1e-05)\n",
       "          (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(64, eps=1e-05)\n",
       "          (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(256, eps=1e-05)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "      )\n",
       "      (layer2): Sequential(\n",
       "        (0): Bottleneck(\n",
       "          (conv1): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(128, eps=1e-05)\n",
       "          (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(128, eps=1e-05)\n",
       "          (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(512, eps=1e-05)\n",
       "          (relu): ReLU(inplace=True)\n",
       "          (downsample): Sequential(\n",
       "            (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "            (1): FrozenBatchNorm2d(512, eps=1e-05)\n",
       "          )\n",
       "        )\n",
       "        (1): Bottleneck(\n",
       "          (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(128, eps=1e-05)\n",
       "          (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(128, eps=1e-05)\n",
       "          (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(512, eps=1e-05)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "        (2): Bottleneck(\n",
       "          (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(128, eps=1e-05)\n",
       "          (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(128, eps=1e-05)\n",
       "          (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(512, eps=1e-05)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "        (3): Bottleneck(\n",
       "          (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(128, eps=1e-05)\n",
       "          (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(128, eps=1e-05)\n",
       "          (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(512, eps=1e-05)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "      )\n",
       "      (layer3): Sequential(\n",
       "        (0): Bottleneck(\n",
       "          (conv1): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(256, eps=1e-05)\n",
       "          (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(256, eps=1e-05)\n",
       "          (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(1024, eps=1e-05)\n",
       "          (relu): ReLU(inplace=True)\n",
       "          (downsample): Sequential(\n",
       "            (0): Conv2d(512, 1024, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "            (1): FrozenBatchNorm2d(1024, eps=1e-05)\n",
       "          )\n",
       "        )\n",
       "        (1): Bottleneck(\n",
       "          (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(256, eps=1e-05)\n",
       "          (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(256, eps=1e-05)\n",
       "          (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(1024, eps=1e-05)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "        (2): Bottleneck(\n",
       "          (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(256, eps=1e-05)\n",
       "          (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(256, eps=1e-05)\n",
       "          (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(1024, eps=1e-05)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "        (3): Bottleneck(\n",
       "          (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(256, eps=1e-05)\n",
       "          (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(256, eps=1e-05)\n",
       "          (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(1024, eps=1e-05)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "        (4): Bottleneck(\n",
       "          (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(256, eps=1e-05)\n",
       "          (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(256, eps=1e-05)\n",
       "          (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(1024, eps=1e-05)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "        (5): Bottleneck(\n",
       "          (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(256, eps=1e-05)\n",
       "          (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(256, eps=1e-05)\n",
       "          (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(1024, eps=1e-05)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "      )\n",
       "      (layer4): Sequential(\n",
       "        (0): Bottleneck(\n",
       "          (conv1): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(512, eps=1e-05)\n",
       "          (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(512, eps=1e-05)\n",
       "          (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(2048, eps=1e-05)\n",
       "          (relu): ReLU(inplace=True)\n",
       "          (downsample): Sequential(\n",
       "            (0): Conv2d(1024, 2048, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "            (1): FrozenBatchNorm2d(2048, eps=1e-05)\n",
       "          )\n",
       "        )\n",
       "        (1): Bottleneck(\n",
       "          (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(512, eps=1e-05)\n",
       "          (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(512, eps=1e-05)\n",
       "          (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(2048, eps=1e-05)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "        (2): Bottleneck(\n",
       "          (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn1): FrozenBatchNorm2d(512, eps=1e-05)\n",
       "          (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "          (bn2): FrozenBatchNorm2d(512, eps=1e-05)\n",
       "          (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (bn3): FrozenBatchNorm2d(2048, eps=1e-05)\n",
       "          (relu): ReLU(inplace=True)\n",
       "        )\n",
       "      )\n",
       "    )\n",
       "    (fpn): FeaturePyramidNetwork(\n",
       "      (inner_blocks): ModuleList(\n",
       "        (0): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))\n",
       "        (1): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1))\n",
       "        (2): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1))\n",
       "        (3): Conv2d(2048, 256, kernel_size=(1, 1), stride=(1, 1))\n",
       "      )\n",
       "      (layer_blocks): ModuleList(\n",
       "        (0): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "        (1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "        (2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "        (3): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "      )\n",
       "      (extra_blocks): LastLevelMaxPool()\n",
       "    )\n",
       "  )\n",
       "  (rpn): RegionProposalNetwork(\n",
       "    (anchor_generator): AnchorGenerator()\n",
       "    (head): RPNHead(\n",
       "      (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "      (cls_logits): Conv2d(256, 3, kernel_size=(1, 1), stride=(1, 1))\n",
       "      (bbox_pred): Conv2d(256, 12, kernel_size=(1, 1), stride=(1, 1))\n",
       "    )\n",
       "  )\n",
       "  (roi_heads): RoIHeads(\n",
       "    (box_roi_pool): MultiScaleRoIAlign(featmap_names=['0', '1', '2', '3'], output_size=(7, 7), sampling_ratio=2)\n",
       "    (box_head): TwoMLPHead(\n",
       "      (fc6): Linear(in_features=12544, out_features=1024, bias=True)\n",
       "      (fc7): Linear(in_features=1024, out_features=1024, bias=True)\n",
       "    )\n",
       "    (box_predictor): FastRCNNPredictor(\n",
       "      (cls_score): Linear(in_features=1024, out_features=21, bias=True)\n",
       "      (bbox_pred): Linear(in_features=1024, out_features=84, bias=True)\n",
       "    )\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.train()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## RPN正负样本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "rpn_label_matchs,rpn_target_deltas= model.rpn.assign_targets_to_anchors(anchors,[targets])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[tensor([0., 0., 0.,  ..., 0., 0., 0.])]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rpn_label_matchs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[tensor([[238.4000, 233.0330, 550.4000, 648.6486],\n",
       "         [238.4000, 233.0330, 550.4000, 648.6486],\n",
       "         [238.4000, 233.0330, 550.4000, 648.6486],\n",
       "         ...,\n",
       "         [238.4000, 233.0330, 550.4000, 648.6486],\n",
       "         [238.4000, 233.0330, 550.4000, 648.6486],\n",
       "         [238.4000, 233.0330, 550.4000, 648.6486]], dtype=torch.float64)]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rpn_target_deltas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "positive_anchor_id= torch.where(torch.eq(rpn_label_matchs[0],1))[0].numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8,)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "positive_anchor_id.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([159882, 4])"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "anchors[0].size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "158510\n",
      "158513\n",
      "158516\n",
      "158519\n",
      "158585\n",
      "158588\n",
      "158591\n",
      "158594\n"
     ]
    },
    {
     "data": {
      "image/png": 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NFTD4Qf0LrpU9LCIpQnMwzZlSV0S0+VPjoAQNNPzb0Z+394QpzVuN4i6A1op6bF2XtRGc5nm2DacG3B2PR5alNKuhT9oocIQa5jW098PCCM0RAE8pq+EYvolymv2+VpbFPrOuK7IcmacdjaLqY1VdWJS1oMVCpNM0O60WRGODxpgFW9PArqrFeRvhX6u7BdNm41XpNOPuNnXNH6a5cQgy0Bl84zyNAmQkFxmot7rQ6ZvOTTa3FEdKtFAVcpqomCCPY+u+CEYvBkSbBWRgaEJJxiotnVZ9PB4BUyyl6nDvwStpDnrfpFcEkK2f3KyBcZ2kYQ2aIMSVXXerRPo6GdcZdGBxtFKuHk+OEACQ1Ca2uq8PgFzBDOgPGR8oZSVlowQL0k1RZTCb3ER1pCA47yM4t66rh/6OG/Q5UO9aClWcueUCIT6Tc6IWJxFNc6OgLsvSKLTzPPcwk7h1UIx+utvv3FTEUWlt4R3V0ATJfH3HKWJzxZiUWjkeD+5S6ICruM+O8dLn/d7osPH82mP3MRZh3oclZpvL5iPl4Oy7Vg53dfC7S63k1PEP1b5AR+07bvYwby1ysCXDjAJ7A7Bh0Zhw6zqRjAaY2fnFLTM2m6ZvKBeAzcL2DUlYl7Z+giUZDM+GLSScYqwtD8Xu1SNfuE1wVSG5wDLX0i0vcnuWFgGgK7QIodpjScfIhrHqwOsHJ549MULAVpY9XFLXGIG6V9ci8MiD+i+YD2TmMeq00YxHBGhotflHcU420rNZDCWYYp0N1yYkJfIVLnv8X9w1sRwBEwR5yhwOB4+VFwfyIt4MLUKgyuHysvHUY1KNxyDkvOsAlpvPIQRUhd3O/Nbj8cBSVtblCFUNTPSFHj5y+JMKFAe73IrcbFClBvMVGaMcwzy4QduEYmjetRTzsVHXpluwcNyEgqK1oI1mWw072Xynh1tzzuYahpCTEBAOvGlwCJXiYxyCLATiuAlHJqdZYIaDlFpNuLkwCuUyz2Ylruva1sFaCvNu9vHObTy3QobHUuNHiwU6VhDrMghaPhDt3o0leiU8egWYHbGY9zueICEwEj5MskWISdEWNhtNdztMwk/ZtJSRKEyLmTnqfpH79cagc1AuZV+AfTMDHnKifW9EhMO8t/tMm3OrahM6pVZyNspvnibWdaGsC8fDkeNyZFoyU57sWtopxW4gtM243+82oTYLa0qEN9znz1jCigNgq2VWopVaFlQT07QjT5ONpaQWbQlraLxm23jhMhHmsG2O+KyF13BLbRsNyI5Um/bs8xsLsrEHa2XVLvBi/kPbjS6Zz0gz1wUng6k2X1oEsn+3KqTmaSmBOcQ9jCHLNr6D69hIZI68B8wQ7wEcj8cWSg73ZpomJp+zLnC6md9DguIMwEGx1fFztXFPhhv1920MRiV2BQbZbP7xWa8eT44QkO0zJF90beOjGwke5nSYzxFbDvmQsi2O5CGeOCeDj+bYo2k7CTQIB8geZXs1l2CQtg3DiNf9/1JN4ERK5zTNRkRK2bT1urKWwrQGSYbmKizryvFwALqWSCmRp8xaCmkyS2bKY/afhxHdx19lRYvhBFKrvS4CbsKbj983rhBswLCqaCShANQEaWncYb1E+G5EscP3bZtausU1svxUzQcOoRMbqG2eWBrh39Yx+aivA3N9hkUv7tqIULUgkhEqy9KpvKPF07XwloDUNlcH+ds1w0Icw561FpblQEpCbetrEGRBtGjrOzIEZKNIDMCtpiQGqylcznBdBrFolpb2OWjrnS7g3u94IoSADYAly9hD9txoF+C2wZ27DvQNr4poav5vCglcjPY7osSKdoBEOrKdxLRWzlvQzj7WqcLxe1B+xw26OmkpTEZlu8DBALR5tk81Ys5g/czzzLybkZwotbCsS9Mu165d2xJwEg21Dy1ayur+r1kgKwtU2zyXh0t2LpSqayEZfvpC89dSf3bfHr7pAyhcWx5CjG48Ryi+Bg4yxPOvLMz4dlUDMCNcGZvwKlg4msXwaMISQMWsICQISQYe5yY0+9yOG2S0Mk1A1bZBKf3z4/+RN7GuK0WdqMUlzCcbIg8pWKo0QdyenZ7clqdwu7K7tWOUhM3mH8fjcZp+tGLHcbp6PBFCIIAgFNa6ZZU1bYWFsnz92mu++IMLbpt/IVJkg8zTPsuQpIE2n9q0hn2+aQIHgnKy8F1QWMOnGwVFWdfOxfB7M6rv6liBRRViokLj5Zwpy8rFxbm7A8oJp0zTxG63YxGhLBZpUFX2J3sTEg7S1Vocg7CNZ9rTFsw0TS6QhMPh4GGtld1ux26/Bx4lzzSALVwmj6M3z9/3fC3FSVdCpP+GdpaUGpmluThDjLah5TFc7i9IDWCyNm0XwnZjOdQo3tFdtKuAoQmyyWCm5DF38VUkkY6uj3w/PtdA23Vggg4avVsc5joGEeuwXKJqboHWS3bzzsHehNAxDnNxt0pGPXciO/8E0uAasLnvq7jY4zT91dc3aeBXjidCCIgIU8oUNX55aNuOcErDBNgIADHWXxJU3CTNRtDp392m8ipK0Z4eHP5cbKy2KAYfVegIN6TNojZQrTPsxhTSDQ6RElk6ayw0SPYw0uFwybIeKQ8tpXieZ/b7PWvKHB1YXB+uTMfMfr9nt9t5SBKPWds4TXnCg4tM8+SCU5uLsqyLPUWjaXcz2DaPglgURAZALJBt+01b+DI2lhF37Jlz2uI23ZwPCvAgmNv1B0HmZu9VUA0f48jFh24tjElHxv0HFccFTIXaPD7mvpoC0W6FlBqFQzRUcPteEwziwsUzRiWLzeOyghYWVgOSXbuH1Reu26qV5FZTnqam4VNKlLUL52meqYNyHN2jjUCwxWoAr0pLKx4/87jjiRACJrFDU3eEuHqGoNI3css0SwYItkl2RpZBwG6YO1nIFldpaZphmta1tg1P7v5sVKQxib0FzGKxXHUZwJ6hFEW1UJwvEDhBoMpxjIh8zraxJSeWZW3RhP1+xzQZFfny8pJ1PbIuq4c+K9NkEYbU2IGOjreN2l2gacpINTO+1Mo8b/3fsHxCEEQkAY3F5qalKilH6YTInhMLj200dq9HMPqpMV4j1hLCwYR/5G6MxU86HyQ2YEpbc760hKBOwNEQ+jWKyYxGeFglY4Zf8DMAOrsUdWC01m6GxthqXwMd0zCAelkWFGXWmSnbuhzHyCIcsX7cxUg9QiHu8+rwMzpgozvXgGmJ9SqMRU2eeHdAxFh31RN8LEwIUKievVXW2rSoQA/DVPf/1OPWrYKPTXApnoSRZMhKtPBXThE9KGSZ3Y8VVu0RBBu82s4xgjSGHidfbANSjPt5Iq1E1cnJScMRRmS6AWkpD3jBSilHLs6P7Pcn7HennJ6esCyJw+FAXSvHw0ItkOeZlMXxDK9KU22UogaApEyed1AW1lINMORImmeCWIPfgzQ/2mo5qkbZLnM1jG03ueb3ugFuVYQMVsE2YUyw+/vZBbXE/EgXVDEvXTj0kFxMuobFYSvAvoMLIg+pWrzH3K/Y+DDiPKP7M2pT+x4h/BoT07AlAMnuMvgYBzwZGzvnid1OgCOLHilUSyarFXYwz7vBQk0tbDLWglRo4esAAEsZMBR/njH0d9UdMGFg8x9u6geBg0+GEMCR01I9tNMrtHigt7GxSimQ+sYzampqgKFpV9vEzfR7zEDM04yAEz4cCQ6Mwe0qW6gOutQtcGS0YKParqULBq2VNE1M6VFAEfriC2JSk+S1kiSz3yfW1ermLccjF5cHSoW9uwgiwrJYAdRlXVlKMQETG8ZUi/uTI/hn1NZ50k2q6QhuKT08GK7T1odWE4QjIMlV0Cky2jz0Wusmd2XEeVRx2nJun7nK3gw2Y9Ug8xg/oqoXe01WOi4li1wQGA/bzTFGJozdZ4rDBL0TeijdAqyrofRR7CZCmi5YYuPH/4HMh1WnqlRXClE/0qzBXVsHEUYc2bFxxynjyq+Dx8DGGhnHqSmsSLSL5/t7hSxUa+VwOGzMyACVQhNM0xYNLocD82RZdVFP7uqDRqhK2VZtvUoOAttYu/2+/W2mPUwpgSZLGqlWe2DKE6CNkmk+tlsmDvg1ks0wYXJl8sJcRgWt0njv85TRbELhuC4cjpYgtNvNJEnsTva+uGyBXV5cUufCfr9318AdAm0ywd2cCc21FeaMBTo1MIqmUd0s8gSleM5KnqxK84ZAJc6+pFmgbSEGXmJC3dK3R95D1CbAXZINj5+e5JMQrhTd6hRbL1ayeMSi+rni6ILFLAgrFOTWT7iN4iAn9t0QlKa1QdzEjwSpNIQGAzeJ+zG3dUJYmvm+LEtTLs0tDFd0WB9mpSpl8WpUwcWIMdWeodjXuAyCoFs6rRjsVa7BleM3FQIi8m8D/yTwpqp+j792G/gPgU8Cvw78c6r6nr/3rwH/IpYT+j9T1b/4m10DhhiwI6ki6jnvgXRsfctlXahayTWzC7MWNovLfveU3ZbFNZBqRMjkZqavpXjGnW16NEpSmm9WtCKpum9deqw3JQtPSvJadG66akfJBVtIU85oso0k0+zPHhWEY8P5s4ubjOsRlZ6YtC2JbfTVslrewP70xDeZtCzJqHcoiOfBJ5bl2OjROWf2eW/XnaKuYgew8jT5ggrgrFfIbeOtTvVO2+o/U86b8mYjFgBQiy36MaU2PhcVh1S1RYaSRKWo/tlSrEy64Iky2nG8wBkgrBBaRMVNgQb8ds16BTyMa6n62hxDhVuNbHwW84t2uxOOXIJbArUWDoeDCf+cW7g6WH5tLLGiOnbPRiYb33+csmv4yfDZsPDac7zP8cEiwo7/O/BHrrz2J4AfU9XvAH7M/0ZEvhurLPx5/87/RXrNrg88OofHU349612rDXzTmnHjvnGXZeHycOBwOGxCSmMt+e4fagdbAnyR7ndWJ9fUVne/p8FGP4BmBsagp35v09SptWkwswVpmim56zJNE7t5ZsqZeZq8ilD2c7lVEJ/b7ZinXukoQoYWQZgtZ6Ha6wYgrkO40/32lBtpae+pzrERaq2+kXR4toFIw1VtEoBet7AiDz5M7DB37dM9bTm+Zz0itIVRr0YTxshOKVb5l4YRNNVopnn7XX0Mx7HsOQkjuauHKm2eq4dwW8JN21ihBLCog1sTpovCdRyjJXiZdCtlfnZ61himdt0oTDJUBE6pRSMALwrTLdk+HmnzM27seC1cxvH9DwIF4ZuwBFT1r4rIJ6+8/KPA7/Pf/13gx4F/1V//D1T1APyaiPwK1pLsJz7wGvgAESgx0KQ1Gx8ozNARdV7XFU0DgpoSq1eijQtUHQbC/fuojmMhmgw1SoWZtsnZNuGyWB3BnM3UX70piYi0Qg+hFXqYaevLxf2PWnJk14WAsmiGkYWQaMAyUcuK5MkyFA8H6lo4u3Zmaa6zYRNl7YlPSTKa7eHzFW0gQktiCl/ffM2B0TfE0ktUdSJorNtMNUTQ4tmCvmmakOTRkKmGBhaGxb39XHefMlVXd0GGBR3Iun8+tbnu/Qeu1itoi0EtusJQk9KwJNPAkY8Qws84GX3urmr+wI+MyJMG90eaEG+4kAjH9UhF2e+0V9TC1staTEikDKkK3QwZ528r0ODRHIHR4hpd0ccd/20xgRdU9TWfsNdE5Hl//WXgJ4fPveKvfeARwOAWGtG26W1x9bDSCK6NZI6o3Z9y8kSfRAuqSFypb14Jnw6a5iu1MMns0QHl4PTdAK9aN6EAXKQP+FpWdvNsvqx24Cme6iqaG8U1o3BG06oDKBch8YiGBC9hOR55oOpJKzO73cxRlaUULi8vDOPY7azKjPZwl1lLffxCKy3LEamJxo0YzNyGbzh4itr7qLb3cOReSM2UVeR9fd5RoNfSwa6rc2yvZVSLcxfiM8EO7GvFLC4rfjICjHFeA3irW0niSUujie31FdIAsmq4Gz2K0D/v+IYYgSkPvnsTTskiQ623hJemOx4vQZX93khwKQ21IMHTnfuGBh4rhDaW7IATXMXA/m7mDjxO3DwWlpShF+Fut/dEjfBHbdNG2qehntt8fGDz8DVQU7W4cBZD3OM7sXBsQKpjAhE/FVINk9aKdiStFqap1YAc9y1TWBnFsgGjUUT15bhW800DLQ6ARmtPcol7bgOk3b9uAFazhmxzoRaCyqUwpcxajbl3eWmm7G6e2e336NGJReti2WhVOdnviSUQ4dNIu52miSjBTrHqNVe1T44isJ5jz2jgSKf8hnuxWYSDthottcAhBWwMu922AW5T8lqQxYDY6hV1s+c5jMK1z3XPubDzbOm+tUZUqT9ndUtoo1Fd0Ilkfw/P8BstG/VwsBWbiddFujUQdG9xS+lwOFBr5bgcSFnY571zWHpWpDiIOK7xjYAU2jyYFY3jGz1PowtdmpB93PHfVgi8ISIvuRXwEvCmv/5Ntx/TK70Iq9ri9nc3UrxqRTyNoFWPGRZaN4kEHdpvXR1A+91AG6shH0kJnvKqzvc/LiRcY2RhKauh9xLlxJwslATRHp5U7SnItOv1kFt6zD035N0n3Y7QilEx2Mz9WgpTnqkTSMqs1TTL8XBAS20axzARr4twOIBqe70zH9s8AFDWYu2tklr4tPmUglbzh5XSvttcm+jPGJZMzJmDoVW33H9xQW2b3mwHdY7+GCprCzkli/1r991JvuF8U1qylrshAiMjsQlVtuZxHeoVSGRFOUDYW8XZkfxaYxn0mEOz2jwmLyBD+DSOjlWZexk1KwAuLy8ppXhdQDYu1OO4AKomdIIT47ulEeGu9jYM4PpxKcxx/LcVAv8p8D8C/pT//+eG1/89EfnTwEeA7wB++jc7mWKTGe2noGMEkcTRPxwMs+3AhMQ1Aa5eJefx/lBMcrsWZpJKiqqzrgUw3kCt2hFlGboKYWmro78Z2WvN+hgW08iie4TyOWBdOacWHmutxNSrCiHMu53d/6KUaklDYWpOTjdOKVPX2sDTADe7+TgKHEOvA1sJYKu/3814tEINoKxjJ6oK1QqVjlornDwZxiT+jtObFu3zIxL0ak/WcgqxdB1BsBXVHHBa6FCSE81i80NgPPYMBs7Z3Oa26aLd2ZQnIv8i8IRa1TGSbby+WXqt6O0wrFGhiB5KjFJyY1OWkSsSoF5VbQSijTIMa3GzHdQyFv33EcsJwlb6rWICIvLvYyDgsyLyCvAnsc3/Z0TkXwS+BvxRv4lfFJE/A3wRW1n/skZK4Acd7k8raUsOIYqJxBTXPmgeaxb3+aVtrDFLrYNOgf5G15jumxolVnwxJiwppJYYfGkpnaE1pmyuQfEqyOH7W1dgxxlcY0Q32yaJHRwyExt0yJGIhRLz3uoeqFqaLx1bQJSd7FC8UnCFw2ExHsOckXlPkYJI762nar5naNiIlVfJpIq5RLW2Pojx2dJovdn8/NwrDweoiwiSTUgmyd3CaclZ0SFnFPJdONA23IDgA1OaGqhrlpeH/KqSxRKPooimuAvV+gZoCN7sCgXEKz+Z760N2ItipMU7B202jWif13ApNMqHdfclR+TCXSRU2eTtmH5gP+8QhMPxyDwZQFvWBVSZdxbCrWpl0LqlqM21HHGJsMhiraI9I7Eplqrm7r3P8c1EB/74+7z1j77P5/9N4N/8zc772O+2feI+T2jjK6ZccAAshgoMXP7Q7mF+AU1TRXgp+haan93LQIsIU7Lsu8UHLUlvyRU9EFLKLCytUYdVv43l5Pfm/lnEyBsffFMyq1syjbEYQiXGoZmg0sBTc2UighCJTxgdeC0egtwZa7K1EO+huHmekWouheKU5Z3xBJbjAcMMvBkn2y5OIr3aMVHA1M8RoCX0Kj8GmrkWlFjUtTEFjem8ZWKGWzFq3iZowrpwNmIIypjblNJjS3O38t7hxiQaQNqsFKDWLUBpv9OePzZcnrJbaUa1bmCiY01ldcVCxwbiPgOLgWTp4suBdSkuMI3LUWtlresmNFtrbWnHV3tExD4Jqne3jLd1OB53PBGMQdMeqS18Sb1kFGAbQDBTTyzjKl6PrTdWYNn4grrtXdcECWzit2M1W1uUFi6KycuDhg5wK86VUpSILlS2JJqNL8xW20UrMIDoWhyuAs23w4SIdldCHYhKqIctrStSWdbWX3C3q5ycnFpK8nJs4OlxWSlV2e/2bgYLkq1kmk4TdbWCpsfjEZHcBEE/lDGTTxhCnG38IJrIRig2NXzDCouKcyFCcI7gYW3l012hax+LnOZG6S3VIh1Tc1+6eycG9WzGN3oGRpu4q5vlqqvS5g5pwG8HmXuDle2a02YxCtJK0cV1AqlPKXFyskcvKnUV1Nd8deFmWYlG+rJ7cRKZ2Bww3EMoIK3dShhdsg8SAPCECAEbLNNmUYbbtJdVhYkJytN2sdBQ39SBqXEysdBi0Cw7WCgN+HpEALgwsTZfViyk1OR1D92sj/vJ3lFoZ737jJ+wbKR3VJ65CmQaIcQ3c96CnSIyZKfYeZIX6Vw9zi6OTVi8X1iOK9Kq+C7OFzAOgcjMcVm8P8LKshzN3Mcamgh4CfeJMmVvtFEpZXFKsc+TGzBmMnfNPbngijoNtULOFtAJl67UMpQRN7NekI07FVqrRv1AoeUeRB2BqD9oRoI1j7U1PhENXECbOxdzXGpPUY78kCjSKWBt6Ko2cDr8cuhYzlXTfHytrcmwclJnbcZ9BQYwavFpzqBzb5lGAInbvoebjSwdlIznVXWg9Ooe+AAsII4nQggAbur2arAQBSES5DDbzb+M98zkEiRtJd1mILS3DRvZfOoYF64xms/u1ShNwCZUF0el3awMc9StF3ViSk52T5nOchul/igIYhFYM5TUFncstlgMaHcVwg8Vr79oxUznHk6rMpj/xnxcliM5m7CaBZYl/ELhcDxwetIXqFnb0nCAZkai5AjhRRagbuv/BX5Ta2kav5TSOBQWnjdUPzGAjkPobgyRBj6jzvaMwq0BCMe4q4J4HQHDiqbNoo+N2kLF4S2HuzZsFEVJU+5zM5wj3h/N+fY9v//gelStJO34lD3XNjQ8muhTyuT9CSkdLTFMK2iilIVVwmWRNi6WOJWa72/34haxPO6etpGKxx1PiBBwSwDn0YsztVpKZ/d7tDIslO2Gj83WwnJqLDqkgzex0KvH0Bv628y4tJG0Y7ZfyxUnvpNAzaRfSzFzc8A1rgI3WwEgJJmc0GTab9QqIWxGf7IBYNnM6OLPmr0E+eSAV6/5Z4krEdEwDT1RxRbgsizMu5UkfaNYFGH2pqlQy9qSoqJJRinaLJPsRVxAPauyb6BIp26bZ8BgYjxGC6B9lsg0HAhFNdy2ECDuFq4FVFrKeeRUxDmXdW15HQbYWlWiqxsjuiZFjcO4PwNhr9QB8HGKUHN7LQu1jsLFzn2VqBPzHNeK9nex5koplgKPeoNcW/uQGMMoo3Vw1aWJ174Zl+AJEQJbn6qFXFx2R1uq8PHBfKTiCO84ACOAGLDA2HfANl/fMOFzRnzYsgctWTy+E8y+kO4xzKbpV9ayoFTLHZB05R5i8PtzNe1NpZRh17CV5D0Mh1f7tQ8mSazFy5WpwpQ6X32/p9bCuppVYNlryrzftTAhHhVZ1oXD5SX73a6Bsg1vARco1qYs5R7uSyKNvOVTRgMOk5nVCM20bqarbpmC47PGgo2020iFjsPmSImOTlbDoCKTzVddzeKLeeljPITM3IIbMYjx/PF/vNcsOZGAcJs1EanqOaWW+q7UzVqL5iNxvRYqvKKsYtzj+c21Kk5qc8EmCcXW61q1Ca3hCXxet6Ho34wtCE+MEFDvGJS94GhYAjaYkRDTedoRs91mV4HnYPvEJdImphp+fCwuhxLMfxSoWljWoZipdmkdEnrKgT6H5YBroNxcjHGBm6asvri34NC6mN8eFYFGrR/hpDhySqgko9iqkKLrjHqzTBJVDBCze/YU3+oVjlTZn5yw283UunI8Gh//eDyCGv04CoxMHq8+Hno+vMW23QTt5k7z64N8U0rxkmlbHoeN91WeQFgKHQCM16fJayhKN4WnKUrJJ2MvJmt5jgoyGVaxlkIOhUDHeKRdhGbaB98/iqu21XhFEACN6NUiUyJNwLR7jDEZn1E7UDdaPLFWW9dhX5UbF0stY7XWgmTp4w6b8bWCMrEvthbLeH/vdzwhQqBhmi3MArifubq6ydTVuAQQiTrbggrxIyKe763u4/ZNaQLC4uV5IG30waosS+kFH7KBfj1SENEBu8fk4GFDvr2VVxc4ZpJHkU/DGgbGYdPvzcix88oQjsoWhkISS3VthyFvqsemZSs97NVzEvy515Xj4ZJ53lm5c694o87sm6YJiXTdlNBsz76udu5SioXF/E7FwRQj33Q6sgT4l66Uvm5mry92dEiX7RWX2mZldKkMIwgBKe4LxjjPc2Ytgq61fb9485PgKFQPJ0a83641Wmp9fVwVAHFfo2tTfR2ZJ6T+fLj11md0XJsj/tGerWjDTsLHnaYJ708H4GntgclIa6MW2FSMVzN9uVJohA8GCJ8IISBiOeuR3msx4pBkTretnr/v4d7YsGCFL8by3xDYwtXiIf67g2Xh+48ob8S6G/1XbUOW8O2nRwe0TbSjupvXhgKRURHIFpObrAPbLKIioRZGs9YmtUcbbJMvbUysIUkATqX59ilJS6xao+6+h7aKL94ICU7T3GLUOU9Mky8kdTo0DmSmuJ9gHkoDBkOTUzvY2vz9FGFgbaEw6KkITZtu5t8GI57ZNnBpayQ0crg6dt5wsfqmSCmhQyPQOHe4oKNrMmrOJiTUrLEQLsYsxcOH2pRDME6vUn6vauTOa2FzfTDmYKqzWcVeKm1dLRw6hs8jzNo2u2w5NaMA+HtCCKQkVFLTTlqqF10IRD7CRLaBYhCNBBOEHZrPZ73gUlsM2qR1B6J6KvEVk0nMJw0ND5E2aibcPM8Nqc45W23BdUGHkE4cG85AKxntSSISsXJHvcEZhrR76udwN1y6Xw+5RQtULClG/Tq1VuZ5otYer48NMk1WrCTqI1Z/1lIrEhYP0tyKACC1VkjiWbi2+X24HhMq6753X4Tq2pb2fq8qZBZH9I1wrJEAhhvpp0SGpbTrKkPWH6EcB+3N1nxum9XvX2unosd6zFNu5ne4n+vaW5RpsYQjs+V1Az6PAPDVcWmWqn+2qFWQalwMseK5JnQmal0HNxiTmJNsXI8YL+u/W5trFde0ffL3QgcixDVzB3NSiw0bmUIJZH3sZjOShFL7UfGQI4JkEGo4XYYm14qG5nITMhbNlDNFe754FMWsdUV1O2RmTrvbUgtp8iiHBpEo6vYnluNiCUeSrWilX1fBEnFCWrsyxTVwaEETgpWqndNgFX1c4mcPH6awCowjH65BLEIt6t2IFbIDgLVyOF4289m0lBUX7RG94i5uatWJWwhUrR5ggJWW+NO1u1ZtmYzNrO5gQHu9DpvVAHFFqnQrgJ48YxWkfRN58ZksiSJHJDZnVUhTG1IYkrq056aIsz/dy7EIkkaLNutkVIOiLOD94AjwZuSGjFo4/u4YFu7aSWOcxnOpA6yoItUwFosaxRJVoFBqx49aJiXZhcfKiHNYFagYzMcfT44QcOmlhLktzQ8Emv9nlWRHqe3hlfg8gljLXDflrS5AoIDhG/qXNyao+ZfWritJoKrWp8B43KYxRl9bh+Sihkuo+bsbDeZ+c7MMBq1Qa22mbLNIhiSpq2bdiG+M5m0ASzpoXdi2T4PomTc17kXOiawBMnpDE49GTUMvhuABiAQKbZyEyFyrpbSNFs1k27xqB+ka1uGls0KTaq3g5nbHA0wLltIFDtAqE8XaMEvJ7tXSoyMHYKiQNAj75gbEmFVzO1NyshqDYPLu1n0bueUamEaMv2wjALG5bX3ktoYDf2jrLvUwdVvToo2LcTX8N1qb1QVuWHSWxTim2Gt3Pd/neGKEgIjFwW3jSVsYsWBH0GhEZeO7Vvst0W0mzxyLgcU1R7XwX1m973xMnECmm6Jtg7YBd+bZWlq8HmwC85SpS2kpxsHqg9Ec7AuxlOKEwO7LxntNS6HNB72qZa6i13FOW3ziJntQe+0ZI8ox+thR0kxVyQhLsVoIdgoHnegLKiIO4XcZe68zIkWETY1BVVeU20pQcU9RkkwQJwXFSLO51y5wnFGIcejDgkjShWsQr+K7MfZtLsLPkK4kGqiLPbf49XB3M+4p58kVQXFBG2u3z03cR8OoclgOClwhGvmJHzfHo7JBpFl3IWU3wqaGlaGNRzO6JDI8x+OOJ0YINLPI8mWxhdpDRiE9Y/H1wXTSRjYT1Xzi6NcmFDUUtdW5HwYnNkMg0KvGhEvroiPhb9Ir7xbvD5hScrZhbll5qr55NSyObi0Eut42pQuGDnjp9n1VtHRNs9Ewg3Yb/Uwdas23QpauHfuzC7WulGItz8NcjQ1ea3FSjrRNbu/Y5wz8DApuN4UbwOmW1OO0z9VnHS26ADTHz44kqhG3icSs9ne7B1sjZlk9bqFZcZJWB8HPG/c1WnQRQiaZklFPQBo18WipdgEQYxkZh75hkc3aa+5HVeuWNFiG0d06CtbG5s+DVTdiDIhjQxqW0TjGdVBmjx5PjBCw9SfdrJeri74237hpQWcU9vTjwWz2k8ogPOx7W4RYUgd32sYa70sExarKRN26OPys7QnGzWm0VHumAI02G1frZhOPCyt+DyrqiFxvXAZ4xCXo5+laMDbI2AFp9TDhPM/kbKWtQt6GZrpK6tFqBKOcLHEpeAFhbo7PP2qq8Rjj5KMg6N/t5yitSGynKSu08GMUbx3XRB8L8XDsmEVnQiqSteK7sAX17O+OImTpAn5ck+ZmiTNKGeYqhIO7TQ5mBmjbrZRQZFu3L9aySPIemEGht9fLUh7zvOFZxVpPg2AflsNjjidCCJj0XBvgNWrEDatqyNiymnth/neBMS5a6Nxr+545CiKdO670iR8XyyPuRvv8IM1LYdrN7TulVJIMXAfdTlKQbuJ+Y8GE/z5u9lE7AdbuahiXcdFuTcl+v2HpxGJOydKixxqJIQjAqgs11PqKiWrgXzD/Vi9dLl6gZfucwcwbcyZGH38UeAxC1yyM7mIkESvPbmBOA2rR1CIg45iNQmUTi9cA3WxaWl9Lehmy8b5GgWaumlt02gXyVZxlnIfm9tW6Ib9tY/Y9Z2Nc76NlhHhD3LptjBprdfx8//7VngS0rMz3O54IIQDu87USznaojmiMRASw1cG76l+NDzqadW0A2+b2QdwkZ/SNEy5jYAJBG41qPXHOUUjFeQGn+PqiSb0xyqhZjRGZ+yZIW/M4BN5mQjGt0tF7e6aUDKvozx5mYU+8Cv89FndfRObrT4M5HOMazwm0sORaLBeh1JXdvDcii12BPgm9Kel2YccA9XkILKhf274/ZY+ylOLwXXfPHD3emPDjnDfBXiM6o3RBS2PpxdqqWmnBo9TzDnoOgoWhu7DYmv+B91TPbFQNyrV6LoqvD8ao0WBRXhGMYe3YHFwZOx/mIMCN57B1c6U2gzgO8veCO2DZXqY+IylDiY0lpsGbmRXAYUdOY+JVoK7lkS4tTatZGd22YbtpZtI3kPEIH2YxgkZUDy7ukuz2OwTl6J1lpjyZL5hMc0RX4+RmYSQhhQbRmEyRVq0W7Yjx2DAD7UU6pmDduaZY15Xj0QqdpOT04mrVkjqOstVioWmDf1BLZXK3oNbaLJYQNrGR8jTbWIkRo0oqbfwCDwg0vDqnoA7PFEf4ycnHe7QWzJXq5Khx/Y6WxeMOC5cFD8TGrLhFEd8PMz9PufEfRtO9W1vb8l7Nt/dw29bL6RZdzF1XDl5k1kap5aGMn90KS+mCDmeUilCLA6jahVgX4mPIsLtHdt5sguADjidGCED3r8yc1v6guP/vk9QmrlbjD7gkLbW2llTjwrHFYxu/9eyTXsqrmdBYKAe0AzIE1mDTuNvtmHeWu756co61JestoMbmF2HC5RxVbh2xTXlYzELxhRLaNCoja7zvlNjgsKfkiy0WiwSWoi082l0p2WieCEfGEfcocEUD9u+LF3QpwOXloeVgZH/2Uc+05xa/bmWzcU2R9wYnzc+uPs4NQHVLShuDduNajBmJEQqz5+n8kbDCthTgrpHH66M9JNc/69EG1BvNOE+/9izHjXtD34Rt/pog1iZcbWy9OGkT7B2fMEt1W/k4lF3si2BsivQeC4EBqWoDhmUoU/a44wkRAo6quPnaSUF9k7SBCc0BXlfQBsB8Pc/oytkXXjcVs9cpSKkXuxh9WtNkEvO18TVDa+33VoJrLQsXFxeE2duFTkf74YqfLLIx7TaIulgFmjBhQ0uMi31jLqqzGX0xj1WM1VH7eoUiC53Troq3NbfNr6rejmxqZrJdo5BSZZ4f5SxAaFuatabUJkgkQMPo5DsAtGMuP3Kl/Ver5ceQ/BUWomvnwR2L5xnHOcaohT8H122kHF91fyLluI9XF2ataWt1lyznBjyOeFRgDHHtnoFo4++yZjv/hNA1BWLg5faZTJhFwZVBObbzgGrx9ayNiXl1XB53fDOFRj8G/D+AFzFc7d9S1f+jfEv7EZrErV640wp40Hzz1PxA7MGcsr42RpdveK1MgepmAXpqr4CHvUxT5q1XYZMZ2kTAEjYyIko20nKb0LEKTJp6Pr1NjIUio2de35wu6CxH2foaxuJzDaB1u2iu1j/svjXNn/XtRfgX4g+17W9nm2pdx+QYi2GXsnqLL3pLcd+s0fHZ+OkWwgPXuoSTFtWRzanW6gDrSg/bagV62W2R8PW769eEy2j/W+Kl1TSIl5vpvN2Airb0443w9UY0xgXRBiiG0hGxMYziLjY2IQi6ZRfFOoOf1zaf/0QEoMf2fbMTBVUiX8WewebZtp+5CBNeWd6sn1pbcVBzm7QJj56fQsudEJGhSG1wXLyuBH3tPO54fxpRP1bgf6WqnwN+F/Avi/Uc/Jb1I4yNHPx/I1hY00YrmOF99HLuBSKFZm7VNiC295NIS66IieqNTUP6W7fDKDg6UpBVrRW6pG1dwVrWFrJpdQUCj/ALBT1UW23g4RlTarkC9hltBKMQALEZRnbdVgPTBZDgmjMyKp3huJZBcwer71FzcHKKs/g4rgPjr/nUxXLYe3u1vpFMGNpzJhGPYZtwyVPk/XfTOHgMlm3oNn6zAtwicEE0XssWv7R512Fcm+kehBmsEpK44LPyBm4BaGllxpof6IJzG1mqbjV6f0nppCJ10lSQl+JedAhZGn7g81tqu9RarKdiY5ZWZVkLxTV39+1DwPlaGqyj1itBuqsTIHG4DWB7aJqm1udynt5/C34z1YZfA6Ll2H0R+RLWWuxHgd/nH/t3+S31I5RuyqeEZK904xK7mYEKRCUbpS2O7v93wCXMp6gtH4OVxGvcC62yEIiVbOrP3H+HNrlFcf8rfCwnNOVtth9sUfwwRZO47nTLIfvmS34vSA8NXr2P0cztm8k1wwC9PUqsCTN4KFQaZjDCbp45DBsxqMGgJghFWMvaiDtx7sA2zs/PuXHjRuNqRK7ECIDFdeOeggxjY9bxCh3uY/y7u1L9vsccg1HImMnuPRwDAFUrE1qBnKRp0hFFj80ff3f03WtJNFxjJK2FhhCfO6y0WGxgDcqu7dhGcx7cRwOGt0h/ELp6NKJT3U3Yrw6ku2BetZOB3LRNLlBRbcr1/Y6/I0xArDHp9wM/xW+xH6EMbchOTk4IoC97zTiz2nsoTF3VClbNJ+oExKAKYda7pSydtVbWtU2oRA64s/iiDLX4eUIwtAiFqcoOfTmuABhpY9pSYkXEm32YE5EkqMfm7xr46FZMVM8ZrrfxA32zBVhnRU0y1Wvjh9BQpZn/ozCKv0sZQbOIFHgXW8msa6WWBRFr0Va0WP4FViA0qv2Ebw2DvwyWhjzPXh0HA2xVWZZjG/NO6/UFn9OVe9piHl2I0J4dtFWEQrqrkQaQNaWEJJ9DPAXcy60nQAdfPMaqz582gdn3VGUtK0nmAfgdMQZ9RNHg6ygnq6kYZlvy5zIQEkYaMYOA9CsTQG/UxER7+LGzAuPTriB8E4R1HOzab0kWoYhcB/4s8D9X1XsfADQ87o1H5JAObchu3bqliJmRJukdzCGAM1AfpHVxcETLIwCc/cTGsluxUJ/7fu4GxOJp3wkUtnh8eIrY+vgA0kzXPuGpLUBbVLlVNnokzu/fs6aayYk5U1tMDXgKDMF/xiIX8ayBMkddQFQZBUigyOYGjR5fj8Wr9rTo3byjrMUrEHm6sVijTRj6+oX57MIirmddgiaS+qIjEmzsXiw8OpT8ivlKfXGOQN1oEXQugAGMze+vA/2W3pLc7rO2fAJjHfoSlK2gHXkQDXn3o9ZKykb4aQpiM86lAXQb4o50MNfuJdZwF+5m/UkTji19WodIBckL12g7n2skgvUaVopFaLZ5JCEwQOEDBAB8k0JARGZMAPy/VfU/9pd/y/0IxyNMYxEh04t72g1sQzpjG6d4+HjoML9U8ZJlMXB22Cb1stUNYHNbIgURKcwrGTYWph3FDMvAI8JPtCSnLpFj8YdPfHVzN41IhCalbebxHKGxmh8LLaGq3dh2ttpa6fx42SxSgV7MBLbuR1gtdOthy6SsPs49Hl9KgWU1HCcl5jl7c051MpFdy+owjNGATgWPYzTxR83YzXV7vkr3j682EVFNrC0L05ECNc5HHubtqpsCrhCqtmeLkLV6QdkA4ZQI5alTm/36ecta7TyItHm2lLPlhbQQds8baFWCVYbrqQs2P0dKoJUpTUQYJbuLsLUGeyXr9zt+U2BQbKX834AvqeqfHt76T7E+hPBoP8I/JiJ7EfkU32Q/wlFSjj/GmQ4SiWyKV7aNpFvKcGiHecpeNz8kvzYNVlVZqzXhNHCmUlzzhucW1xnPPYaQos9fLUEi8eSZlFjXnvVmJv02HNVRbP9z1ETDxh7N7nxFoKDaFmxU/bW1LBZxGCikXcMEJtbBvRC442av1RKR+u05GOkgbY9cpHY+q32YhyIdBvJN09S6OE3TtKkIzHD+MWwW2j8O88srRauHbDt+ElGH+NxSDGwzwI1wFr3jko3plmMQUY6ZlGZzNTTYeuZOBWhpoF8fv9jo4zPEc2xyGsrWHRp/4lwjacrmpgwgoj2/eaee6hyu4GYbbfEFO09P937c8c1YAr8H+B8CPy8iP+ev/et8i/sRJhGklZeuW9MGkI0pFiSOAIpozUS6tvRFgXqIxyehaVULzVUVyNGfcFiAmMYI014kKJm14waSGi8750zKnUkWmzOsG3OVQ0B5pIJYOL5Qam+x3hZDMOtc+8TzXZXsIQiibkGcL6UJ1dJDf35PVbVFOqALuyBV1arMs5+nrFbgdJLNIhv9/JSshoKUcLnMYspp6oSiQViranP/4vqjIOgbO7R0544YPNQFQHymWY8+Bmu1lPLADR5XUHTL5497ye4ylSasWt5+oYXcjPVt1kUnsLll4GBvjybZe3nq3Y/i3sOtuxoZ0rbDPXLgPn6EDmOdpiRt7Ywuifoci3Tw/HHHNxMd+OttdB49vmX9CFNK5CkNgxOT48ki3orMSmgJ0BmEV/2yHNGFCMbVHluONdCETNUeXsE5Cc187sIoQjeBwoYWQmjcd2xK/NqChaRGmm5oN3UwsDPCGvfABVkN0126yeqDCzD4yuOi7s8WAs8ESWpCNNRG8ao8ItKQemub3Tv1NGHseEhpiL41xxgXbamFSStoYV2K4w3mIkUj2GZtEM/W5zfGtDEWoVsyYvOdZHSluuDonpFZIIT5nCDAZLvPvjlG/KSlS6v3baxeyt03ckrJqkyrkmRqGEeAvDS8aYs5oFvrr1kGof0xgRGu7tWokI215zs0QlGsrbC03OzHhTK00GH1c2fZVj66ejwRjEFJiWnO1psvMp6EFj8XhtTcFmsH1AhGUWcwjqBk2j4ykC+4+DpI3bAqQtpKAxT7Jh9NuPD/2yQnaYVIoiKPuolu+QYFSvXJxkqg++ZMWawuoYZJvTUVzboIWuhgbg6aM/4PAWRZjGHJ8IiLlcC7P2+bVEZlmpwzWm28arXCqPM8M01Tq5gsEpmH06ZsWVlXypQHWnNy7btN/273bE+2cZPGZ+qqr7sGBq6G4NkKABuf2Lu96GkS7dEj+j8x3k1jOjln8Y7M3ap0QhMWrSqMblUkKw1j/Bg35+qziwiFzreQQciP6yB8emPESnNlQ5FEdSVj2GujXatIm6urFtbjjidDCHRLDBqy3DfpuDiM9+8mWbyWEyJ5WNgDAMajYNM4OBAGetf2LRo4XHdMuIkaBDHV1RxIwwvE/GBjcnVUOCWrLRjPpjWWZg9JjeayLSYzSZuAsk83SW/rNKS8NC3TNGponACdNIqDxEiHFePdbpP1HIjafYibqhJIdqG1AkvZK+1UFyrFiq2kTM7J/X5BNZMkt7lU/1fEWIPZ793myTdadXq4moZLrX+g1RYQKwk1xNNpwiQ2pAn3gUvgQlnECsDUoQ6DlYMbk4lcSfh3jaItTj0fqwMl6wfgxkr7bstd6PM2LvbQ2HFfOtxnrNdxHYQ70AWlz0cJEJfWE0M9T2CkmvfIwuOPJ0IIoKDF4q1z7kKg1kqR7reGJDRwx3w/AbLMSBKWJToExYK37KtROo//y7BBwSYyusgE0Nck9+A/R88/RIwFXCpaVzR7hVpRVJwT4JGLHIJBe6w4fN5orBLx5pyMWmyL1ppL4M0tg0UWAqmbwuDIlfmhoqwljMPqbbqMh1udEu2BKKok8mTuT02JuoJMgi6VpaykPPs1Fiw6Et9Mfj7jEZQWjk3tpqyPYWxec0sCo4oswtACAbr1JrRguIILZ8ng7c+0G22IJkSi14Onz3okwyfVz5epWBs1iwbZeMVImNVgvvtI344mIauKWxk9mQuvOqz+/B0jkR6a9HVU3SJV7evv6ubXQfA09+kRt69btaEQkoOecXQXdluT43HHkyEE6EBQzj3sU0pPHLIHv4IeX8mpnr1zjklxCbeufWeU9KNv2FFZz/EfrBFlO2EBno33EW4C0PLH4xqOAJhv7DUORy0kIp6Q4gBn0+YeaZDeA5AaxJm1TbwI/Nt/+S/zwuXlt3mGvv3HG6en/I//0d/vOACAdOr34CaZBUizltwpH7S44QHNXcGxArVNbvTtaN6qVrFQrb7iFCAxgwUZILNjG4FbBAksCtlG/8QxpDuuMwOaryY/PWoBBEFsrN8Y7weGEMfogoyhxo0Lq8q3hCz07Txi8JEOhoAQ7ZXs4VZGVt1VEg1A9sWgnh+gVdEkj7vkYFqxGbjwp6Mu3AgEjlZBzkNtPwcirQXX9noxybUGZhDmv9Wcy3lqPqFBHj22nwJ4shM05L4JHkxrvnB5yR/5w394QMrNolHtpjaiFPVCF6JAJYt1YQq3qq4FIqSpxnWvtZCSZ0vKxLIqT99+mvMH96nrkVpXippZPuUdu91JT5Pu3hBjNMTGzV7L4t2VqPz5P/8XrLQ3EdY0Fwq6RrTmHxbOa1adp+RGzYcxsjTmXgSeM6XJBXH1jerqRZLzAoJmKxQtXt1nG4Y24V3C0AB3AaKrVHWXBjoPYx0Kv4ybO8ZlpHSPBWjGfeIL4EoUZaDFp20jnfj5oOOJEALQff3Y8COP22jCqdWzi0MHSduQ9nhgV549MtAR1xGVv8rWCx8RYh04bRkl7Nh2L4OWalIYwwjGODRsEVwwc3Oapz6Zljs63KvfQ1S31e7zji5NMw21Uqu3E2vaKgOZebdjmifyPLHb7ZnyxDzNFrufJlLO3HvvDr/65a+wLAtLKazFTHNDzVeQyqrCRz72cT7+me/kZ37qpzg8XJmnmWm+TpZCBQ4Hy5CstXLt+jV+23d9F5KFZTlwOF6yHA8cl0vW9cCyHCmLUJe+UG2fhCmbzPx3d8HGwX6PYhwpwrZs03NrKbbpZNDo7o4Ub1zqnpuPH0jj6LuwRprmD+EaZcZb9MWvN4J7MR9ItyjHPImRuxFCahMWHNZMe23U9P7eWKoOOrNzJB5dxRsedzwZQkCGzD9hU845gEGRVpK+SeXxAcdacTguZH3sK6NAuYrUjtV0R0nctH718tZgGnRTE2A4V+6TkQcqcdN8SVplJNP6nb0GNNemSX8dqZ+Posw4st4pGBbWu337Ni+8+BFyThwuj8y7U9voToVOeWaS2ZtoGKahoqyXB+699x5lXahAKQYyAVQKkrzIxXLJ0zdOmVh5cH6fwgQy+WeSpRKr+b9K5sUXX+bsxjW3qsKHNa28HI4clyOXF+ccDhfwX/4FPvbRTzHvdrz+5htcnj/czIlt+k7Hts1B42vEHFJp3H0Fxg7TGhZALJJYF82tGLsM+0Z1gO+q5g4TP66zpSHb58KiLMVX0aCMxnUYiiSiLVevs2FOErRjaWs/3gty2nhctZivHk+EEBCMRhlpnx0VtSPcgMhkG829MUzVtL1zsqNpqV/Ew2vdfxr9tc39jD7YYMZqiVLmHvNtMVrpVVyu+GJ901/l8dNCiTLe5ADvNIEQFr0LwPasAZjRiUxLWcnTxNnZGbt5Zd6dQpqQbOmlinAyT8xJmHYTZMiTcOPsRY4PPodW5d7Dh7z26tscjoWUZyMsZdinxMefe5rv+sTz7H7/D3D/vXeo3r7svXN4+91zltXcnrUqJ2d7Tq8lrt+4hlZ3D4ax1OsVpZKkE6Y+8alP84lPfIovfumL/Dd/6wuP+rKDizbWTBzDntaDwmoleNW27voRcrxHOcYEq0CEe+THszWlg8givYX6uFY2OQQYcKdsM/xa1eTHaOermnsDYg+uSFV9RDiO9xD/f7PHEyEEwne0fuzbTjX2gLGxPJutaYPABYZmIC4pJXWgLc5hteoNkS6bAdfNQtlo8Ph+fFbEmXjSuAcRgpnnuSVvjOeyR9xGIpqQCFM1kH2vfGM+qjQMIKUIhdXNebtfbK6BiJAmY+nJLnF67RpIRpMh5/v9Cc/dfpr9lCHDWhcqhTkpJ6envHvnLnceXHKxKodVqYcjq1fMnVPi2t0LHhyFV995wFuvvwXu359fwsPzQlm8MKjAtDO84/TkBCuVYwDc9WsnCGqEI2+TJb75pinx9O2n+I7v+A6++qtf4c677wwh0V56PLRe862ldwQSUjfrYyP6erLvO6NR3XKphpOkYbzbFlVa6nm3DnUEO7oFeMUF1HHNXNnc4ybdundb4TC6musVjT++H3jJ6Pa2HIT3ETpxPBlCgG4+QVSd2fpE9rAGEuFx6QiVjfnhaiuGsehH+Jd944Sbaah8JGDE4hhBFtVI5RQjro5SGCxFNCeonf+dRTbXS8myBqe8pck2oMkFhBIJLwrJm40WL+Hl14xyaBBWgf1x//499vsT5t2eeXfC5fHYiqRKykTF8nVZeeutdy1sho2XUrh/5y4/97d/mbt37rMUUCw6U6oVxii1UAWm9x7w3qXw1W884Mu/+CpJs+EC2WoyqBNcLCcjc3HuHAQKgllzy1qYp8T+5JTdySk5Ja8IBfuTmf3JzO1nnuZTn/okv3D/XuvmPG4SeQxAZnvE8ylSx4q8LY8lTQ3A8/hdEFRqG9sNzpOGoiKK1ykwYnlnNNLucVQe2jasKxpoFYBGJdUiDuHPYwlDowsREYNxLMZ1GsfjXI0nXgi0wSCSNpSrUlHdZ0sp9Tz11DB09+G25padlyZAuvQVT1XO3dRGfKnSKLbriDPEPdbovKNtsZdSjDO+ufaWBTdPU5vAsblH+07gEmKMrwY6RkWkzaT7eAitJdq7777Dc8+/QFXluBakVtZauKYQ9NaUhDx1SyRJMvxFEtPuDE0zS6nOd0/d/dFqDTIFOF4y1cLZbscc562FVYWaQYsakJhgKSvHdbUcgRTCVlhXoRZhOQrnF+fkDH5bxlKcJk6vnfL8889z7do17t2790ieQx4XvgQK7wVU08jBH1yyLFaXsSp5itRkWlEPE75pKDbjboCvEZuzyXL1k4GHTXwP2E0ewozVQAsT2Fzx79WK1I5WXdvQIjDQnEcK+1XlOHIJGnYyuA+q2kDExx1PhBAA3Kw07v3VZgkRl5+mmHh11NdIKEiP+14NqXTWXBly4LcUz2bmDaa8qrbUTOgTJMlbQeXEGijz8H7xegGPaHpfHEECGTUGato2T53w0cKPjODiNjJi5qt947337vDMs89xeThQqtVaXI5OHU1ClE6Mv42Kar6zIqRpT5UZZabKBKIt9Jaz9SoU104iibPTa+ZyVLwKb+5MSgdCK056STszz5OTvGrw+iGlnZcms+c4HgvLUtjt9iBW3Xmcq+iPMB4mqKRXA64QdR5jA4WgVa2tVgWqXhHJkX+nmKPd3UB7bckwuRnM7wj7Vq2Ih2Q3bspAFhrDeVfZieP/MY5h3gd5THhUo8d9RGbnSBceBcYTzxNQIGVnXEGrlBp+nWTb+DFw1levtuYOWvGusnjyhw+6jIhrbf6e5ODwW/LMiBtMU2rg2yZZKEJWBAgHwV5LCTTFIuwaKjr6imSiD6IdtQGc7fkni9mHILI3tJnxaDDQIo/eLJHDwUhCp6d7Y/8VSGlmmpTzckAFprwHMaKLgYQVWMgSTMXEPClP3YBZJ1JWEgUhczhm7j1YuTwWrs/w7M2JnAvPP7/jsx/fIWvh4pi5dwFLTchkLMGdzOQpkbQyh2uDu1yT1/CbBFErZZ6i+UqFlCbOzq6Rp4nL49FrTo5gLRjGk8iz13+ofX0kryJr0QQDg1HI00RWbQJRG9bk54tQsB/GaPQNH2vKM/ZEK1kMlyqeGKba6w80xF978RbFhL3NYULXzoloFqRbmyksltytmVY0d9D28X9yITdan79ZVCCOJ0IIhI9fS6HS+d9WeFPbZgYaOFSr0DIMw8yK6rduaocc3qLIHmLJmbKu5oNXbUJAdZuma5V0bfHmNA0pmwCdzGM8BxdWQxQh8ArTEGv7XcSeOefJTfXHc8jj/7inXnLLwpvf+MZbfkarayiqJJSz+YTLKlzfCSdnlXmn7PenXJxX0jxz/dpN9nmiaub8cEQv7/Fdn3yJjz7zWZ55+pSUCstSefPtc37uF7/K6+/e5fOffo7PfvZTfO6zL/BdL1/jd336KZbLh/z6a2/xt7/0Fu/eOfD8i9f59Mdv8vR1C02+9Mkzbt9KnF8WtCamqaJy8Geb0bRrFXTsWb0eoiSevn0bScLJyQlHZ0SOGti0I73CEtr8/5QTpNRSsXvgJQR7UINj01jhEJHUKiqNKL9IbnOq4hEoLLpgSYcR4di6gVEeXQerL6zOwJ/GqtKqOPbVhYO5tEHTfhRAzLknbsnw3saNfdIxAdQr5AItlDf4v1wxb8aHiyiAlXITpqmn9go99bf7Ua6NAFImSd34VKtXgw23o2plnnbEhg/NnLxgZWP/RRXhwYeMzzXtJQnBwCezBML3DJO1V0WKNWsNRnomnoRgTLAcD7zzjgmBy8MB020r81R56tYN7r078dnPfprrt65xPN7n4f2F8wf3OR7gfqlcCCCZw2pI+dtv3eWN3/g19hNIsu4PDy4Lb9+95OGh8pVfe4N37l5y/dnPcfe9t/jSf/0zrGXh7uWRd+4slEU4v6vcffPAGTe49vQtrl0/4frZNZbLB0y7zIsvPs28M717PCRefes9VlaunZ4CcPvpW2SBnODZ27d5/vnnefO1122+Y5xQlIJgVlspq/nW+NxqcWahb8TUEfNQ9DY3I2nMgMtWZkdsM2qtiFeNikMSLGuh53zExt1Gf8KFGzNX29pVmtsYaw+iMYxuzvVIJGjY6MIVfktKrb7B1UjU+x1PhhBweE9FqGGyuz9Mjpz4R8HCAHOS170Pkk6Ly4o06b1lV0WV4ExgMOEqbMAX71IkDsAlSSyrIjUIG6PlXlsVnerB6Wh82SwLsW3a/rBvdsHUPqst5GWuyNVUXFtQ9+/fNZINcHF5YJoyQuHZp69TOHDv+JC//eVf4fT0JiILU87s9jNTStRVkSmT54n5bObmjROefu45fuInfoO79y+ByjTBycnO0ezM3YvE/dfPeePugffuHviJL34NLUYKivr+99448LXXCifzHWT/Gv/A/Rf4h37vZ5jSxLKufO3VN5lyZk5za89+uj/l5o3rAJw/fMCtW9f5xMc/SilHPvuZz/DOm294RebacB5JlmBVSmTqeXZlrW5yq7uWJkCnaUIQomKgCM29CgC0GQoijsVqswAi57OBdkApRsU2nKRr3DFMV1WZfJPWUoym3RRc2tSRGKMVdoqOK5hO2mr4+H3DLIRWSOTq6+93PCFCAEzTWlVf6wQjSNUGMBlZr0u/sA5sALXV3dsUxQy/7Aqg1sDFATnO2fPxk2ebVQfPRtOuDaa2aIO5GkPiiNi9lrKV5lGSqpRi2XYK0UF2rMbbWIh+n1Z950rilNi9vvPOO/38xT57sp+5drrj2vUb3Lp+jXo8cnZrz6c++UnOzibSVLm4XHj37fs8+8xTvplgPRw53e+oZFROyFRefP4Gv/1zH+W522dkVc6XhYel8sztHecXe/LulNs39rz07Bknu4mlKheHhYvzwoOHyoPDysPzIzVDnaBqRiVTKhzrSqoWhTgcjrz99rsAnF+eI0m4e+8eKWXOTk+ZstXO12K9H219EMmJJrgRVrWioq3Cs1uD4nwBS6qMDZvRWjZEMxEDmSOkHDjDGG/nygZMkjffHwG/SE2vtVpVobFHIJ3lui0QI209WLTD+2oO679pLt0CjOMRloDyaJ7C1eOJEQJtAkQ9nORoey2PKfo55Aw8BgmN8zVUNZBh/y6xQMQJSm5/9x5yQfroExu565blmLxmQPZJBgtfmilfXMhszDa5IhiG+RyjGtpaofXQYRSvjOcSsVDam2+9xamb0dO0I6XMcjxSysr3fP57ee/Ofe4/vETSyhtvvuab6MhSQcm8d++BYxnCcnngy7/6de7ef0Blomjl3sOHvPrmWxwPJ5xMEynPaMpMmjjdn3G63/Ndn36ZH/6+l3nx9nV2s4GwF4cjr735gC/8witM5QFZLxCdSXLiprPTnSWDl3GLmSsK9x8+ZN6dcnl54BuvvtrKttWq7CYvSS/RAm0o/12LJyQZ4Bg1EaIoB2ruXfZ1pcMGNy7+jFYoWomkgpGSG+utzcNgbl8165NHkIq7BMkBP1XPbxmUWFigvnI35wF6aXo/b+suBQ6Sd55BmDPFBcUmu/V9jm+mDdkJ8FeBvX/+/6Oqf1K+pW3IYJonFGnFLQTQ1TYeEibf8PnBD4KupZP7RKNp1OK22id2lMjNH0CZJivQKWJJKNUZZy28QxCRpOW2RPWieZ5bqy9xkDD8NZPsgpKpRZt5GSBjhD8jvBT1Eubd3FyFuP9lWXn33Xftsy5YTvan5JRZS0XIfOHnfp4vffU3ePHlj7GkPfUIiR1VTihimXJFlOrDWlPicp25OFSUFSTz2jsH3rzzDRKWmp11x27OnNz6XubTPXfuHfm5n/8q7775Gi88e41b1/c8df06105PODhiXkvm1rWb3H76JpeHAxcXBw5LNRfCx30sMVbU+BnWQWd2i0t5+PAhZ6d7W5PVtVsaTGiB3Wy9FMOVExfstYYSSWSGoi7D5gW8G1Qn+Iwhva58+xw1pcJW28b/rRMU7mX455OD1tE8RDYCIb5vVkTyDEt0YCTKNrwd1wwhUOq2Z0Nb5++39z7gvTgOwD+iqg/ESo//dRH5C8A/g7Uh+1Mi8iewNmT/qmzbkH0E+K9E5Dv1A4qNbsIajOi8j3yN6kFjRtZ2AkJK94lr49UmLT7b2Fke0497CEMvNqBJ7bJJtzVBuyVpAE4g2lor1suv1yKUOEcZNEuKCkLSrt0JIzTTcOSV11qMQFOV8wtDzU9OdkxzIk8Tb75zl5MLuDi/ZDlUEjtzL1BSLmRZ3RoyhZdSgqRMU+Ik75lkhpRYW+m2qOB7JFXlohw5na9zPMBrdw+88845ku4yzXA2z8yTQIaHi/Adn7vNxcNLLk8S12/uefr2U7z19gMePDhgBBjZaLrqmywapO72J10AijBN2WjMmlr4N9ZN+PWWjtx9covChGlePMIz5Av4CWxjdys05jjCwyLarIfRzB7dgFHoX3UP4jsj7yDe6+B0ak8SgicqNwc5KUKRV2nKpda2Nsf9cZVRePX4ZgqNKvDA/5z9R/mWtiGz6jlF2bC1Qn71qrJb82cc5BHUsxHeugGj6RW+XU4ZUk/K6MCPSXGw2DL0MJOFdGzjhuSVIQFGa2VKXdLT9IATZJTWTr2bfB34NM1XCH/hqs+qah2E7969y8Pzc6KZ6X43kS1NkQcXC7tTi3uvxwtqOSJVmfLOq/BIY7KZTQ0k2F87Ie931KVyOJw7MzN5SDVRsTp8h3JEJqu3d9DEsSQoE7keebAcGmqvOnHx4JLLw8K7dy+58+CcNCWqCioZkbm5ZWHp5ZSYZ2+4mRInp6dUVead1Q+o/oyjtdfi5MQGVQLnMTxpCBV6dCE1K0IagBhHrT1sNwXLMyyVK2y9OEZtHu/HvQUNPt5fa28JV0p5hM1nAsF1pprrFBhUaPWNQgyLihCC/R6uWiePO77Z5iMZ+Fngs8D/WVV/SkS+ZW3Irl07c81Zva2bbeTohhslukZzLEC22PzbBhb2/9jCa8w8S9oHRV1mJHrZK1Udognmu4Yczb7gwMg7Nv7aJi7cgHmaYZDWUw4eenARYhIjH6KHQ0dBMFobYAvk4cOHPHx4bo0mvNHknIV1PVgZMU1UzYhkjssBZfX8AQGJEuTJGFriVZ7rQtHEew8vKMcFWK2gh2YLhYqwk0QpR8qaybsdaTK+/VqVJBXKAdEdxQE7LZXLwxFNE5r2pm1Lx3dEBCdqd3evFva7Hbt55iiVa9eus6yrCYEB8wFaJl8ppvk1ErocoA3acKsp0Vgivsl9HitK0isl7gUkWfx9Xay68LquzUKcp8lrEz5a3CYsgto6AfmmZNiYvn6v1rKAzjhMEvUHOh4QC1zEkuDGOpJjqvyYYPSbZRR+U0LATfnvE5GngP9ERL7nAz7+OJHziC2iQxuyZ595RqNKSwwyRNZfFM3spxYsnp88LJWvgB7RgrrUbYhFkoUdsyf9hD9esUYPik3eFH6kmsao6n3lcm458eI0WJEAj7SBjDmb7R+18SIxpJv62YWHqWCLN/umcCERPffaJLaKRJV79+41XGPezXA4YnFtQVKlACoTu3yGFj+vKooh6xMGnIVGzf7cLAv1cCSlxJyzaeVsOQ9pEmYVNO3Zp8rZLvH0rT2pXlJqZVkTdZ0oS0LTRJUDqoXLeqRQSFkRqagKCSfDyNG3/9RWjaqS58zJfk+pR27euGFcjTyzlgNTyhTfANUB1OpuW/LnCEUiZo75HK3kZFyC5rolscy85sY50JzFq1xXqm/EEt9DPPXYqDtpnq1tm1uoEfID18ge4QoB0LgJ0Nbt6NZEF+jITA2cAL/+OlS1ji7Wm4SlQWFcpcW/3/F3FB1Q1Tsi8uNYy/FvaRsyScnLPapxs8OqH8SHmewmRac0eQZftvibdHNZsU41lv0VMX1jvycR0mThIdQ0loXXpu5SWFC6RQAiaicibuob9bhVuwUSYu2fa/YuOUZZjYKnya0acydye67opCxixTgUs1qOhyPn5w+4uLygrAsn+x1PPXUD1cKDB/exyjVwcnIG9x8i6YQ5Z6a0gCTKLJzudmYiSmVKJyYwJ3OBJknknHxhAzrxD/zg9/HiC8+Tdjt2KZNy4mSe2c876xwErFl54eWP8OzTt/nn//l/lsNyhGWlFKEeKsd15SErlw/POd5/yPXbT3F2umM/W5FQs8i8ajMziRnJheqWV6qJw3FldUVwdu2MnCfKegT3l7MIh1KtAnDOJhjKSi2Lp5JYKrEoTJ6LkqcJiz6lxlBUXS3K4AVMRSqazcVbHZQOLYsLdPVzmSII91E2lunoFiBdA45aOVh+vq+G/20tNKkYJcukNykxF9SqJ9fBtbAB9GxO3YYPP8ga+GaiA88BiwuAU+APAP87ehuyP8Wjbcj+PRH50xgw+E21IQtt6Q6iSUePvwvaKr+EZiVBdV88JqINvkYop4cbJRaAjbb7xbTCHmOoceR+jxM6TppVAg9uA05TxVuSWw6AZRcGpRjXIttsuO7i2DXu3bvLV3/1qxyPl5zsZtbjBdevnXFIicuLBzx9+xkuLi/MZcmZU0fMU84cVmW+qJxNO+PUJyhS2Z3uOZvOOJl2TElZxVtaaYVSWFbrMPTG62/wM3/zpzg/HK2PYpj1+7nV5Su18g/+g/8gP/ADP8h/8mf/Infu3meeZtKU2M+Z3TyTdpmz/czNszOeTrdgLcySyVNu46tKi91LEmqyisZSIS1Gf2U3M1+/znR6yr27FygrCqznF/zSL/0qh1KZ5omT0x23bt7i+Wef4/atW9y9d4c12smptuKvPYmqJ6W1ilaeOSCAVr/HWrz1lzaKb1uvTbNWahWKBP7DFsOhb/LYkJHs09ybKzhC09pX/PnWfqz4/TtYGcLK+BJ2hKXYagy8Py74TVkCLwH/ruMCCfgzqvqfi8hP8C1sQ1Y9LGRPaxsmzD3xzR8Mv5wGlH5zjqD8etHHlvCTfZCk1eyL2nIhZccGGUmkAUIw+HKE6e8VfzE8wCyMbIsod4HWwjZ+zmAD9s3fJw+UZSn8+q/9Cg/v3+XmjWuc7oTTs2ucnZxwUYXzZeXB+QWXhwUE5mnmZL+zmyyrpRAzcY1KvTzn+eefQXaZw+U5qx65SBOzVi7XA0ULT916ijzNPLh3Fy0wSeaZWze4drjk3v373vlJWcqRsixotsIi03rB2bRyfV+4lIcsVThcLlycVyhYODEJt566yd37b/PbPvfbOB7NFckpOBaJaTKhsZ8n9j5O+9NTDsUW7aRwbXfKU2fXuff2m6iuVEncffiQ/dkZh6PwoCSWsuPuO0d+7bVf4Yd/x3fx7O3bvPHGGzbvMYeuHFRrIyV0BeGWX2ACGi6ku2Aoqh18izVRaxQaDXW/BeIaUEffyKFgRkAvFEasw6vgYnwviGg5J3oNWSUSjTqm0GtyRp7F2EPz6vHNRAf+NvD9j3n9Hb5lbci0bbQGkIgV52AYPMUnQlsQxb7pE1yjnn82sM38vuQplgutp3ugrK4hck4OyMVgdfAqNn/z6SShKp7HP0y4GM13crciIhrFk4aUKADSU1yThClpJt3xeMnl5YURY8rC8bhyY3+NUlbefe8+FwXefOc9josLgXnPtDMNOqNkgWM58Btf+dtc/9gn+NxnPosK3H/vDmmaWXZ7TnczeRZmJpblwLounJ7sSJK5eeMaF5cXrKqcXr/OMZk/Oh1XluNCrUaLfnA8UM8mnv/0y+STCUhcLiuHyyPHy4potqrDObGUmbsPzrlx+4DU2Iwdjd/nzJwSKvYcn/7Oz/Dw8pL7d+9z7cYZpyc7nrp1i1crnJ1e5/O//Xv56z/5kyw3E+cXiZP5ppV1rwU9v8sXf/lX+Md+/z/M2ekDqresq2prqfgaCXSd6sloejTehLcXi5AcWABlNKTbxhx89QhJj5Zj+PtV1RCQxwC842YfQ5KjEmnXdAs58CihW5AjJV6D6+CJVJZ6/VsUAn83DoUmtQLM6Oy9DgaW0PDE4ISU9jCKuwBznpolIDlCe+HDW4goGkO2wZWuoW2RPlqnTT1CkYAiWyEhYim0llkW/qOStHf+scQo3H/UjR8HwuXlpSUwqXJYC0risiYe3j/nnTv3uFhKa7ohYuGz5Gb0tPPmGWXlcr0HD97i17+e+ORHP8GnX36Z0xs3mE725GliSoZhRC69WVqWePON119nXRUmYS9i4bos7GSCanPy0U++zPd81+d465U3eOvGG+gqHNaFw1J4eH7k4XHlWCu1LOx2me/8bd/JZz5tMNHId7DxMXyg+CL93T/yw6R0ii6F8+U+eZ+5+cIz1HniuBb+0n/5Y3z9G69zeu2U/VMvsbt2g8PlQ+phRaeJh/cumLJVVT4/X8xfVrEy9NVa0qecvUGLKZRIQrL1ERWNXVD4fBuHIDUgMgg/Fl6u3rOw26XNpL8C1sWa6SzUHk3YNLgZkP74THUlJHRugiUc1c4FUG19LJIrQ9yVfr/jyRACatJ2JFE0QIbsCSzqVWVxNNi76tRqJbjEtK0onjXm1VjEGFRBEw0BM01TEwDKMOgOSImDhjCYkvhQii3ewCjEf1cJmLCHM3NKSPif2SV2ra1CbhBEalUTAlVZ1sqxLOQknC8PmKY9sruOHu8ibv3kPLHf7WmUvzm3BXpO5amTmdvPPMWt27e4eesG+5NTptnCWmspHKvCoizr0YuAJJ574Rn+uX/hR5GloKnw3k/+PF/4mZ/mfi6camJ1U/7N13+Jv/TTP46kiZspUyXzdII5TdRnzvjkD/0wN198gZwEyXDt5BqXd++heC1+MRdtnmamKXNy7Rp4pt/ZtR1VZsohM6uVT3/+2ReQ3Y63332HV954lTv37pJ3mVSs9dlaSwNjrVx64fTsjHv37oZ8bZEevI9BsxZrBcqVHAGbj05Kq5jYdBO0dmuyjOuCbsqPGh1orsbIQozXRzLPmNnYa2l2UlIQl6LkeqxPc2Nw0FC6gKrV3c7fAjD4d+NY15W79+4zz3NDTVNZjTaKdhTfF3CEDcwv60lGBpZZySwFr8enrGUlmn8ELRg6uCNOmhF3EQSBHAUoGQQSJjRqbXkDbmaA3wspNjebCW9traqlppK9uQfWzDOJcP/+A9a14EEH9idn5JMbXL/5NA++/lWXWUF+MiAyEOOz/QmocOPZ5/jDf+AP8Z0f+SgXWkknZ8yzx+g9fGUyy8RJnhzqcZAkIexz4rAc+OJP/wS/8Df/Bpf7xFM1w24HSZgpnIkV77zAfOg9IEvhsDvlI596kY9+/jMImZp941VxQC6sN+9evCTOLy8QzG364s/9LXJRrl+/zf7WLeZ8wsvPvMSN0+u8XV5Hp0rlyPlywbwe4HikrCAyWR/FKfHGW29y7fSaa8LatXH0bXQPMjZ+HdzDq/rSemAYpwpSKzoaWltDWwymfMx5GQRAjwptc0oe1zMwtS7WneUaeIEluW2rE7XzOX5mwstDh8l7FsrVJ+vHEyEEVJV79x+a5ggATWCeuksg2OZea0GqtxxLlqRh5t/Mzl/Lk7kDqFIxtlVu1oQ4y87DMVFqS+gCAHs7eby/rN5jz7WYBsvOj5i0OUet+qE6Ua1WmisZPz5Pc5u02cM+VndEeOmlF7h3/z4Pzi+oBY6XB1R2vPP2GxwOl4FAWCg1JY9f22J86nTPU0/f5KMf/wSv/60v8vP/0X/Bb1ze4/zkhFVsIU6OidWavCV78eeIhVVRmZlVOB4vuffLv8ZFVXQVHqbMHm9YkuFesCRTIleh5ARr5UDiP//xv8HPfv0N9nm2Kk7ZOAzzbNWGomHpPM9M857dNCEz/E7glZ//Mi+89TanH/sE+kM/SLp1jZu3nuLG9VsslwcykDMshwu4/y5yXMg5cXZySlkPPFwLX/zFL/GpT34CCbxH1Ux5GQuQCKV6dNnDpBY5VGqxHJJW3std0wCF8SpVhv531yFcU18+m2I4oeFHFyCOcSPb+pTWe+Oq8BCxBKdS1k0yEwRT0CUc2tKWpyk1YtXjjidCCIDHy900D7ptaA2UNjCK9e7Lx8VBwESWWFiWdnuyPyF5SmjOiXmXG1Enp+TNT6WZilEWLCQpdJckiEBmXo0oMw1MjJJRqmrcBRdm67KaZM5BzR2AHhjMO7MuXnz+OW7euMGDh+ecP7zg8vyCi8OBaZ65fyK88cbrXspKmKaZLInkgZcb13c8vxe+8uf+Mx7+6je4IPPre3gDZREhCyRVimQSyUhTUzayEfRS3pqQ1bgWx7qyaCEtwrTL1MN9Lt+9b2b/sjJPEzJNdk/7CV0W05TvvA6/8LfIVclYKAuGTaKK99NGJTMD66z8y8D/6X//p/kXTnZ8+hOf5ntf/ii7k+uc3DjlqRefJ8nEyXTCyf4aZS3slnPQA6enJ6TLc2qBG0/f5vnnniEqL+HNScNaC6pwNKotpVgZOPrfGb9F2ZrrUWY+OB8xbpZ4ZOxQYxCactJwLwdLcjT9m5U4hKTbZ0MouBAJkSHAWlfDOFxpjZYC7iKPQiaiGO93PCFCQBAyKRmzy3xnbT6klbyuiHP9LZ88kSYvFqHhcymw8mB9aBtTlXmeSBkLR+1ma781TeznXRvgaZpdW2wLNFwFdAIF9g+Y1VK0JZlEpKKtc4nF0q2CEWzs5JKIPMD1s1Oun56Sn08WM3d27537D/nJLxx47+59RKwA5zztEbFip9eeOeX4jVd4/je+wWlSfq4sHDRRBBITuVZSVerkCxtrx9U0hJh2LnU1IEyVkqHsZtJ8wnz9Fic3ziivvcapV9zZ+efXDPtr17i4d59pNS361HPPcP/Bfc7v3WdL1bVxLutqrM+ysmphzbZK370850If8NJbN9Ef/xneef1tTn/kh3jxYy9zcnqd5cElz73wUZ5+6jo3r596RmZiN++dMZlAizM9A5BNm1p+62I1/LXCPO8wangXzoY59UIfze3DO0S7EIl27WO9CitH5/UMavHIRWSRDtWltVPCRwwgNr5CK6qa2tpzUNIxDW3CIvApD7/yqNWxLd27PZ4QIaBIqkSfuZzEe9SnhtBap5rOt49CElaY0kxZkd71NXvbLQT3syuHw9GZicJ+N7Ob3Y3Y7ZFkzUED5BHfnOIpqSg+6HgPgNqxB2eQJRELCToaa8AQzT8staCltqKQkdxU3Te3HgF2rXma3WJZES3GqT85Y7pYmJLw7LPP88xLH0F0gS/9MnLngld+7et8L5nf/tR1fvruexyBVKFKYfXn0qqQDNAy1yDASXs2zV6BuKzkKqiufMd3fop5f8ady8Kzz008ePNVBGGtwrIKk8Cz12/yie/+XlJR9rsd127e4OLywGuvvcbv+ZHfzWuvv8pf/rEf4/yh5aLlNFFFqdUyGtU166UWvngp/ODxyEvnwv6XXyF/z/fx8vMvcePWde7efYeXXnyJ556+AaqUqqyrof7rulC1INWKpDLkVoi3Rgs8KVvZaDR852zUalwYp3ny/I0erYqy4Qwu9oQJT8OBpBkdxm5VoLdIA1cu1ZRbWEZjVAyCCCRE+X2HnX0dej2EoY6lLTdTmlEJccy0NaH/hIcIgUGadVR91MbJN16Sgd1HLGrbpTFoEfkL0kcQM9p3VDkuK1orh8MB0kNAyNPEPO/YzzNztsSaVozBgWHBNpBA0zyifbC1FQuOMFD3H+MezPwUikS8z/GIZIsyfI9pl6kkLs8fspaFqitQEMnsr+9JJ0IqNoVznlkeHnmKlQcPH3CXyqqpWUmK5clPuadFTzmTUubz3/15nn76NoIVz3z2mWeoa+HmjRv8V3/5x/jtn/tufvCHfhevvfuAy/MLTjnwyte+xosf/ThvvPMO06Q8/8yzfM/3fC+6Fl599VWOhyNnZ9d4795dTk/2/N7v+A4uLy75sf/qLxEknHmeKSIcL3pb9aLKezLzzrKyu/Ei+Qa8c+cOzz3zFM89/wxvv/4qZzsjST18eNF8fNPI1nGYYvkfSxHm3a67djVKjmdnBFreyLIa43NKnvRD0IC7Bl7dGs2OB01eHj5Ptu2Sd1IKgLAX/tia/jBYmTJu1trCxtVdirZucK+CyEeorY5gWJI1vC7YWCbNlfmAvfdECIFxgLYFNcfkiO5TAYMvFei9DUYnTnRp3c7hPnhUIk7uw6maG7KWwvn5ubHZsqW0npycME2T1xg07Z5qtUqYRMSoIgrLunhZqxG9DQFghVB6EFF7JeMkLWEpnn/2mnhU4fLyiCRhzkpOlZs3b3JyfU9KK/ti9/Hea98g3ztyU/a8uRQOeIUjCawDr3QTWgfW48JTT1/nn/6n/1mee/Y51tXee/W1V9mfnvDK17/OH/7Df5gvfOFn+e7v+R28985b/MiP/G7e/Ppv8D2f/zz3HzzkM5/9DGlKLJcLd969B1X52Ec/xbIs3Lp1i3fv3kEpnJ7suP/gnLVUX/AL169fQ5KwHI5NW0rO3K+V87pQdqecPv8Sl+++ybWP/DZefuF5Xrl2i31OfPwTn+CXfumXLcoRPrYrgGk329ilbX2H5Ej5NE+O30CW7Bu6Mg0VqIvnZuSUPYIAblRsNHcNMC8FH6WvaetBkTdr1u7VF2Zg0O6KqioScWmCCZjb9cyKeZRTgD2KFUoJoTNEKb4lWYTf7kMDaEMfaZ4QIJh6ssR4hCScpqmBgKGRa3W6cdoitJ2EoRzXxd2Ofr5oM3c4HC0Z5vyClBLzPHO6P+Hk5MQSha4AXVG9xibPwaEkjZoa+Ib1RXCsYIwwONo/ZesjmFsiyxEphV3aMU87rl+/wdPPPMu1/SmXDw6cOvegvnvO2fmK5MQrR1jm7Ek4JnZEsMw8jNlYqzUUeXD/AV//mhUMrVU52e24du0aD5YjL33sYzx49z1+4Pt/gForv/wrX+bZF57l1vVrvP7WW+Ra+dhHP8qDiwOHcsnpySlf+9rX2J/sODs949lnb/P8i8/x6utv8FM//ZN8/nu+l1/8hV/g7r13SWQuD5eIJPJuip7kkBMPRHnvcMF5Oef2Mx9l98brJJ356Asf429d+zIpCU/ffobbz7zLO2+/bZGZabJwXq2NA2CFXvHx7+O8YePVSqW2GhFmim/rAMRmHME29XMG2Owv+nqdhupVjuD7ddfVyszbeltbJMws2O35Y02+32ujZRH/lybshrqIV85z9XgihACYP70sK70gxFgeqSdnRAVfoDV66D5bB3+CAtznZygRpmr+Y/VachGWURMetRZyslp2JpuUy8ORy8ORfP8B85TZ7/ecnJ6Qp8gGc0CnqgONxm5Ura33HAi7PHVQUboWyCm3xJK2GAQuDpcsWjnJO/bznoXE9etPcZJPOeiRNNnmubh7wceBvazcTcIiitI5EeKhztpKmltLslqVv/AX/gtOT86se9Fx4fTGdeTaKbvdzDd++atkEjLNnJeFX/3VX+X07AYP33uHnS78Y3/kj/De/XO++tWvsiyX3L93n2effYbT0zO+67u+i9/5Q7+TH/9rf5Mf+uEf5uL8AafXTlnWU4zeWtntdiyHIw/u3QfM3L1P5f565PLOu8z7M64tE4eLc55/6ROcne0hKbuTE15++aO8+847npPvLoE4KCdQ10pU6gmNOIbVWqh23llGnqfxRkkz1cSyrLYWau8DCHQEv9YWzutEo47Wx/kioSlNRoCK7lWxvq/CdgFKdjYguL5nJP48EmqsvYhOWCOhGN/veGKEAO6vZ2+eGYdteDPzdrs9kf01sqiMcrwCkdftJAy0tR7r7CltBJGOrPTchRjwGug+1pTTcIpMVbg8HjmsK/fPz9ntdux3O85OTshJmF3K4624jSrsCyVNjjq7melJK1FTMYpkIl4bT70f4m5nIFYqoIXr128wZeHsZCbJAYCXy8If+P5P8NTlGd9XFv7mV3/dH80skCSJk5MTt2nFaa4WP/7Gq19rAnRmYvfwOrc/9jIyJS6Pl5SLI0wT837H4fwC0p77FxfI8T7/2Z//c+julIf37nI4fwjAW2+/yjzP/Mqvfpm//jd+nLfevcNf+fG/BKosxwPRaAbMJckpcevGTXjnHUSFYxIulxV97x3q4SG7lHh4/z1uP/c8t65d586913lw/wEvvfQRvvylL1HWBdXCzi3C47K6YLeCHWuxmop9qQXSnxtOo8Wo3Ej0MihOy53bRpzn2ZqjirTmNaPiUbeyRhwrTPewdivqOQ0GPjefNaxDcGZjpwX3KFUUnFnbWh0Pc3G2WNq4R97veGKEwFXzBTrjThqAMrSfvrKxDWia2u9RvtxKM7lPduU67oE0SRwhQPHyYFEDDyzMVGqUGfPa8cDhuHBxccHDh+fsdzPX9nsj1Az3J6qoqCeoWPJRRYdntIlP2p8/p0QtK7v1nH1Sjjmz6mqFPvczq1R2Zcfe2yF+frfwI3/wOZhPWL64cO3Xvw7OrqxqC/zy4oIa6H+1XIdSVsrx4OXGQOqKHsxHPj3dsz/dc35pBUKO64KWlTkl8v6Estzn7p33mPYHalktd2LANS4vL7m4vIQklMujjV2NtHAMiPT05OX8aK/VSknC2a0bvPzJE/LN+5y+l3jzrTd5+vMf4blnnuPOnde4f/cen/70Z7h58wZ377xHYiKJ4TKKCdTRBx/9aPX+glErcFkWIj8/SQfmQvGbhWfAYGza0R2A7kqG1QFeyTp8fcejWuKQQq9z5HGEoZJWAxbDgkm9cenIKxjrT45FRDb5BHSs7HHHEyMEGJDyGKTxdeNLdykbMdUATna7fSPp2MOL+9Xme9fw/X3yx5isSGiJdgOdfUVHiFtn42Gg8Zi3kKjryvHinClP7E/2XDs7Y5pSk+xZot1UaiGilHp6al9gNLDyhd3KJ557ip99ozBPp1h3rYpWoaDs3DL8xO1T8vcK8sJ71HcSqxrppbT4t9gGqRnr3iOsVMpypNbCqoWkwrEIcv6Q995+m9tP3QKBpSzoKmgpHPUB07WbSBIOS0EPB6bVuPWL9wS45Oh+b+A6FYzl3LIwDUEvJN8CjWKrTtiaEyffdQkfv8O19wr7X3+D+fsSLz7/EX75K7/EvTt3QCvXr53x3rtvm5BWSw+bp10DioNwZn698080su08+KYRCo5NFKCfZwzoVdzIGpyUUja1DmMDjkD3JjoFTOKWZqmopGjU7MpFELc2hW2JsH7OKDpiwiuMCXNx183GDwFxFc+4ejw5QoB4cCXYWwBrWRFgVSO1jJK3adrm3/UBw8kTKQnLujpA45s6GfiWhgG1c09EYYa1FCf4eR0BB3VsfL0LrV93Sgkti9GJU6KKuQzLurLbTez3O+b93uRZ6o0tIqU4JjYSkCK6mXPmmZtn3D7dsefILu+Ydl4KfYFUC3M1DfryR26TPvE88sKOQ/oyqSZSLRTUQcguYCyf3zCQed4BM3NwKg4La1Xuv3eX996+0/xZVJjFCoPJ8cCUM9P+lMNy4FAK2cFRy0y0jY5C0YJQzeoACgaM7ecd827HxcOHhp/kAVyrsNSV8pEHLM9fkG6+yuk7r7KUcz7y/EcgTTy4f5+Li3Mjg7mwqe6yjVWByuD2jdGmDsT1hKHQ3HnKQ+gxNiLOQ8A3a0Lc/w7fPcKvcUT5OnusgTXopJ7CtnR4CGvb1OLNR9yNqIEhCEgvox7njtoUFftJIqgnGf29ER3AknwyRgNO3lBChcbc2ppGnRG1dQvsfJZh1cGVERiJ+Gvg5nEHnYBkr09TNvO2WAGSosWJGtk4A26BTNloGOIFO4l6cr6xD6Vw+fAB6fLgnXQmTk5OzR+tQQ3FUnar3Viaeju1r90vvHn/LmW6xssvPs3F4cjF+YHzhw+4uetVaZ/9Hc9xXM/Jlzc4f92Ke0xJqCIsgXlURcU3hYecAjiLBKd5lymHA+vlwt337ji12rkQZUHXA1JX8pQ5OTnj+PAhWQpaV6JbspfRcMG5mvbDsRGtlOwgHL1WQyC4KVnNw+V44Lhesj+7SfrIK8iNd8l33uXWi89xdpKRDMvx2KIqMZ0BwG6SeeiacVnXxsQ7HC593mNTRZ+CCOv6/IfZ3gNApmGnqRG/zHfvVaPjWa5m/Bl4Z26IsRVBsrQS4kYm0na9xgPwepPrGoVrMqVqyypUVSRlDwG7QPHyeG1jvM/xRAiByGfvdeCjAOTwXrwz4AbzPBMcAltQ4lKztph38lBbVCwOwDCAsZjQ6pRjSxIy5FyLUFdra76UxU26iO8racrM3iY9JyuftaoxHUsLVWHuiCrLunI4HjkuC7vZAMV5mj185PkJTiQKQfhQrnOfREqF69cm6rrwcFlIWjgR4XA0S2B9+oL57JRpesA7b91nyQFKeok1GcYvSYuhWzqSuNslZDJyOKJaeXjvHtevX7MvamVVy7s/HM6ZamU9Ho3aXA08dWnoRsfg7WpP/xbBc/eNNjzPO2tAmnssPUtiuTxw541zrtdr1OcXdp+44PzXXufse7+b20/dYHd2xu3bt/mVr3zFI2xBwBkq9zRXrlsB8XpwS5blgEhydzK16sGB06iDw6E4YvzyZIVYS1gd9DwCBlDZsvoEUVvTEXEKOrwblkQOgLnCNllRTThCliEUUPUiOcrUqmdF2rIiXrw2zne1P8HV44kQAogwTV4UU6NDrJnF4gs5JgB6XLTUXmNe6D6TqhUCNVBO+rkCTfUFb6SVMcFEmwtxvDSi7bYkmGXeqVr+Qg9jZjQlSvyuuP9pKbpabSFapeOZJInj8egNNiynYb8z81jF/MbkBU0zSlalVOHyUDmcX1JYEJTTKbPet+jA9ds3kOduwvJJzsvfZJUdyiU19KBUJhK7kz2yn72ZS0/sQTz3oSrzcrSIy/GCepyYvX4/aYaUOV5csBwOnMw75nkykhRGusneO1EQrwCVnQjkLk9of+2l4S4vzht6n/JEFri8FMqDypxucHHyAmcnX+bwS69w7Qe/jxeef5mvv/E6y7IaTdyzQieUIkYGWpeOoAtjj0ppAN5utxvMfWVdbU5SSux2O6a8g+SlzcXYgXWg/C4O9DZQWXoRUTQ2sLFIq3olK9x09zVnAKW7tjIUB/ViNMFOzRJCzSzIKacmTAGKRuhXzWKdJt9HDPjV449vWgiIoWdfAL6hqv+kfAvbkEn8DOhnmDQjoBGSfKzI0yaRgRAhLomz8fGp2ywuyRYac4+QKO+l1SsE10okhlhmomsFqgFI9CYoOefWtsr+NvDJioyqCYFofCHb/PHwJS8uLri4uOTaNcv9l10i+0K5OF6ym09QhJytLVc5LJxMEzs54fThuT3yC5Vy8Rb6WubiGxesuTQNk3BMQyv7qKtXI4riwjO7CVrMtJ2micUjH9M0IfMMmGYsVBJCLauleydlXdnUwC/F8iSiDbyFw7Aqz779rf6dL2KP+mSM4nqelfN3L1kPD5jmU/Y3C4e7XyUx8ZGXPs1rb7+FSOL02jVkSuhqkZwo1AK9bddhOcYaNksB07aq0ur+x/tmcq+bjZOzhXMNa9DN66G0QkunFOXpaEzQzmik9yVUkLYvewJRzIcJAqsLoE0RuaXiuTXm4kXdAJubyYXp1XyEq+HE8fg7sQT+FeBLwE3/+0/wLWpDFg6QhZccVIKNABCxfPTxgVSV7K9ZHL9XeI1+bBbK8Uo+DYF2187cpuZuVDd3zZ6rri2j5qE2XzIKnYoDgVpr2/wtHTVPrURZLMZupsK6dpAqCFCHw5HLy4XDbuFkt2OajPp7WI9M856crDAnFwdO5omswgvVePcyPUBuvMyDVyce3l2s/JmPq3jNBSmVi/NziljZbnVMoNQCKTLQpFVlFmEwj73Bq7oeLEb9TcmLsWAAVvjh0zRxLOZWhE+qm8arrvWSlcKKDj/J5+f+BG+/8gqsDznKBeVmoVy+TT7e5dmXnufmb9wi54mbt25ZxeIsTvbpAHHMxQgmWzRptTJjXpptPGKdqSrLsjSXM7gWRuyKyE4nBsXGTeEiNETQ59xJRWHxlOhcQ1d04XYkV1ymoMSSqyKpLnXXQ9AmBLJksvRIU8xD9EH4IJ7AB+UVjAPzUeCfAP6vw8s/irUfw///7w2v/weqelDVXwOiDdkHXCA2o4+bdrMozPHhXiilmE/EFVJESkPx0J6DkKeoJyCN3WeNNSwVeTdN5CTsZusxMGVhnuM71kxkcrBuatl+HXHPefJ77THhoCsb+m5hyGA1RnkzK3ZikYpp2jVtUErl/PKSu/fus9bS/D+8rmDOiWune2aOyHPms7/7xgscvnqDt790h3e1MA1uUnZqa/L6ejEOWWwMdvOOKWWry+CfFTHGWwprykEy9TJtYdJrKVh9R/ey/JeUEvuTPfM8DdpWtvOFhR2b72tLgYxwkRXurMzrwsnFTH1nz+HhO8jbb/LMc8/x7PMvgCSefeFFyHnTRCTRTeDmx/s6UOrGGov3jHae+6YfBHYphboaizS4/VPKFj4s21bkY76IXbNbGnG9cIW0liY4W5oxEVWoDetwkAHxSlL+SitBPlotm+Yng4D6VlgC/wfgfwPcGF77lrUhOzk5Mdacdkpk1yg9B7tV8C3GfUetviBXKMNum3mkAXCTH69DZyXMkicF4cCeRxkQonklIh6zHWnMrgWk4wFtwFP42Qb9pAHsmpwSHAsluheb2+NgmmRPU47kE2O7Hc8vONmfkVNm2p/w7LPPsJ+E6d0HfOL3fA5+/Ks89cP/C9b7v06982Mcp0ReBQmUWw2Mm/z8AFKrWz6l0V7DTFet1h1a+qYN9D40XHUmYnPGJPLesQiJX3uaZxLCsiysx23FXRqACNEDbrXAGSVPvPn2Oe+88h776SWY/xFu/553eHj3Da6/+Dk+8+lPIylx7cYNXnjpJV5/5RXKsgDKJJOb4t0KiWhTtAhvCUDNhZTNZm7FPFwYxHoMDoqI0dzB1lgg/OCs13AbBpwgQErxa6BeqMRvMyjI6unCwWWI8GlYpNI0vhOWJO6nU5GPx2MTRB/EEYBvrvnIPwm8qao/KyK/7zf7PA2H3hyPxCh0aEN28+ZNk3cu9aKMckjUWru0tL97a/ER9TbfytpRERPuQImq1W5DLa4vCtkrBLtzwKb3oYNYk/frG0OVzjXcLJR53jERjEbXJBIt1GRz//HdRjKpNmzaUkgNCZ6mzMn+BDmu6FphMgtjt9+RKaRD4flnjKp78rHPU+vHOX31VXa7iXpIKKWPoT+mhaii/VqMEcTqDHOa0TeV5JWH0tDAI0Fxk1a0h3XjVMk2G6qtQ3CeZrSWNn+xiKFnz5UU/nPm8NwpZy99hvnmJ8nfkfjIO3+Nr/zUF9jNmeefeZZ3793j+Ree45/6p36UP/cf/1m+8bWvEendI4NO6WQvAIuadXJNEIDUa1EE3jNapGHFtc/X7v/H931d27Ov4fBrUwxxznHd9O3RN6y6iwkuPHLqrmUyjMWsheJh374H4v6gY2jfCmDw9wD/lIj848AJcFNE/l98C9uQRQJkmEEAljXYNVSt1ZHbLT87NH8zwTT8bztzIsAY/wzJ+hmoCQwhtH4nuvjJTECkqFjk9zosDDz8E4k/y1pcgCWCpdYAxyGlNCbGCkMYKgy4C5EH12FBSEx5dlDJYv0VoyKzXvDc89aBqKb7lHqPX/vVv8p7y2yFNbJVJ5KcEe2NWcWzLVsTF2REqYzeikvuEFpivn9V9a7KroFSQpM0sC0sqHie6BxlSVQ9L6RWb9bpGjtXt5qSsFabucsHD7hYz5nmM9YM8/4CXV+1sORuNnZdUW7cuMHZ2Vm7/yj73tZH7f7wCDaPPIIIIcZnInegbUzfwCOXP3xuyyTMLJ4UVIq5TPO8a+uw1r52zAiwgioh8ON8AfpF/8txjTfqvEltCAyG/v3R0hqrFX+QEPhNMQFV/ddU9aOq+kkM8PvLqvo/oLchg0fbkP0xEdmLyKf4JtuQRWWg+D8Q5lYNtvk+21rtEgif+6k2cerhNSPM5GRuRUpWJyByv0WsL2GEynG/cZpm0+zTTFQ3yl6AIzZzaIyoTYCawLFCnD2qcHTm4LKsTvN0DVP8p2rbbLUtvui2nFvIscW4xczGBFAvufWRjwJwPP511tf+Ct/4K3+LN0pUq1WvwuzWQFyvwjxNjg8kjwbsLAzl11qWhXVZWY+rJcq4gDMyi5GA1lJYlsUYjLX7+Yneyi0Wbkp9TOfdzlKydzt3oXKrLARQU+Kg8N7rDzl/4xfIcp8b5S3ma89zcvoS0+V9ZJ5JyajKr77yDd56440mgII3spbFIzqBwW3XWLhn7V5z8ia3tvHn3c6sx0HTdsvA2HytWUmFnGdUhZQsU9Cwq+JugrZ5jY7TOU9Y+nj0MLC5ldjwLhRo4eW+1sDAV7SnL4842JgxC10gPO74rfAE/hTfqjZkalzqaUpA71fXYrs2DoZUE4razNCr5zFt2amh1BR1LlsIK4V5p9V7xYtLY9PuWQbegSPoLebsAw44wu4JMbVrh2lyfzNV/6w0FhjgceHUJH+UAI9FaYLFPO48zUz7fWvkGb63Lis5C7eumxDYpTe4f/kKX39l5X5dOJAoas1K1rWgWUgahJZi9QYBJJE8epJytsadQHZtFHTUUopl400Tp9evOY9gMQ79uiJOmbVCLV4lSjGyjZuwNj/Ja+4Z2BVDF9oskziKckjC1w/CO1//Ms9/3zlJVsr+uzl56uvow99geu47ydPE22+9xX/zs1/g/p27PsbFy2ybEplk6h2n3EUr2us/mFtQmjXa3NLUC8SGJi5rT8sNQWDfN+FeBxdExBLAYj7jyNmSx0qt3vjEhLV4hKjltYjhLsmfJZtmdGXna3SISChATm1N+l7c3O/7HX+nXYl/HPhx//1b2IaMpsVHk3kDIgUYpwMaG5uwmU2u3bGGH+JRB4WGeIMVcDwcl9arINKGgUYfVe0CSPzkYQ5ar8KpLVxV61OfJCHeN2EpC7t5pubQIOYrRuvpRK8vT5Pe2UFJwy4MkJwsNu+bEvUY/1o5ualcu3kKQOZ3cfft/5BXHyw8FG/dKTGyZs5nd2HMRPbejJgAXstCEuUY4SQRUo4IRgCvaozFBw+4cf0Gu5PM+cOHZrlFz7sUpeEgWktXUe+I4+xNGwDDDDBrbE7m1ohCTZZOfG9N3HvzDqnsqNMZhRuc3LjBu2+9TuZzLc3XcvM7Gak6Yh9IP17XoYR11Ezj8O+rRQ60F/8cE9R8+UGOzMBe0GaDxKfOOExJyGnXrBDDpAJbkfYdCKqybq9HByiTZOq6uvUykdRK1KREm5soQBoRs3Efjdd63PFkMAaxTZQ9lh+ZgQ1cUzPvhWLIs4ZrAHhsNbvfj4oXisxD95+WluPcfluEkW4KOO9akWRdbHKU5fLquKpmQoNLWHohkFqxYqC+kUtZyXQOum0q489P885Zbr3CkeUdTK4JlJS6BikPLFdeVEnrzCqJkpS6HtmVc2Jui36Uu/cz7xx2XKyLbeYoViEe3qOhgxQStQgpm1XSIhnVXSS1TbpqYa2WbzBNM0pFJbM/OaWsK0z3QWcSE6KFdTmYGyNmAYFteqW4pvV/vcZCmiay9HZzZAvXrnniUpWHr7/OUgqT3kCne1C/SHlrYv74bO3kgTl7nke1lvXhJ+d5Zl0KZEE1U+rqSsKBMvdAsvv0paxkT+5pxWTDRSsmlM0F6CBftIi3sase6++NRVOiZZmmZMVPUS81l6wQrVlElUkiOhPAc1gHa8e8XKDkbCD2ui5mPUzZ+AkuCMPibet1o1C3xxMiBALU6LHW8LXbw0jwsu1z0V3I0oVr015zlObyQ33gQksgwlLG6IK4lg+paZTXlvwypUYRblJVvdgHcS+TgXctTpy8ak/vN5dyapMqWMLQusYG9M4yEiHDiFpYjoPBboaPaLZrlmXhtVcu+Ol/5y/zh4Djz/05Hrxy4Af/8X+G3euv8/adc87Pzzm/uOC4WL7C4XC0/P1SWCusVVA5oItr5RBK+Pi0Qt0Nw/dYVuLenfeoFayH0iWiOxPSWhBNwNLwFMhITR6ONfJOsNzVC6kEYJjmE6Ys5N3Mw/3EK28p9b1fZLoxke68zuEXf5F7r3+KZ39wbThPHsCxqkryZzkej6gaSrG6Ka94GFd6OnHUC7C1lpr5H8BfLdVbzpvWtbB1dC6yHBHBeQPuSnST3EPHJLR4AprdqUe9hgI2V0DIIAL1NujbIyjD0Y/QF7E/B81qtjX67cEEvoWHNJAEBqqwdoQ9cIFawnTzgh9ivlo0J6nJ8gUih/+4LszzRMHwhLKsVu3PTf3kGmRMJuoobnKqLm0ixr7vojDliZQsaWPMcAxNsK5WRabVu5Pu+hgJaWeAEdFyvQuAqCMvLqgulyMn+YSEcLw4wF149f/7iwD8lX/9f0v9g3+cf/iP/ii/Www111JZyspxWVhrYTkurMvCcjxyOB45LJXj8oDj5crxcOTOnfu8/vp7Zl67lituPhevS7iWQk6wnwvnl8JRFdFCJVsPyHBjPFYvAif7zH6XmeeJebJEqynPTPPMft6x3+3Z7/fwJ/8N/pX/5f+aG2dnXDs94fqN63zyxo53v/IG733lL3H3iz9H/qWHPPjsDZ5bD0Q77pSSYw/ZAgF5yPqDRrtVrSzL2gquQjenxV28MdGomfrum5cSmZLdfRRJrQL2mCpMirWSG1MysKROM7Y6DFd99qvsvng/6mnEGr0qOKZpYq3F0rynCDP6/X7A7nsihEBHkbcgRuuKI6Y1zM/yohjihAl3fSNZIyxeRFBR0pxZaiF6yllvgdikNonzbHTY2LARmmnoK6mXKXPNo6qWTlwrx8sL9icnGyZaA6JSap1iVK0+QvZQXacTmwAKynLeWWUiXdfWSruostbKtK4kVc4fXpAXOL9vC+/XX4Gb11/iuSmRucZ+1kbDTIEa+70nPJZNJqWCqJGI/uZPfIEf/2v/EcuamKeZ3CygiTydkNKMJPiB3/Ep/tgf/UP8+3/mL/ILX3mdSQCZYLINYQ6/zds8C//9P/4H+e7PfRzrAB8LN4GkFpGQlOBP/hv8M3/0j3uhEWC35ywJr/z1L3D8f36Z6Z3XuXV6Hbn9LuXigun0xEKP7iwGcYeozrMYqzQEaUoJmXqd/zF+PtK7I+4fkaB5nr2svJVJDyERBUW1VtT992Z2Gyjia8IbsRKhwXBnLUyNdHrzuG7GDT8KhhBaV4vjINYU1ny5TioqWr0v4+OPJ0IIQJijWwqk5evP5ltnl7Aej46KL0lAvNhnCA8D+yoi2dI+E0iZHIDzegUt1m2mGuiGJLLf7Zy1lzz2P7Pbze5f91ZUhcIUjVQ9rDOlXgWpDb6bd9SKJrHS1tWyvdSzwsSZirsA4mzXGJUkWdmr5XjkZM4cLg/sVfl15zD8Grf4wZvPkauik49l8s1Pd3ki393TenqTjFo4Pz/y5tsPuVyuMNtwzZcmRJQXX3wKTRNfe/UOf/tLrzNRrBZCsuamIlaiHSmcnmYePjx6rf9Ri3oGYyRxOiBbChSUeZqYpx0JmM6uWWWjy8T54cDx1bcoD++Tzk6dz2/fN8KPLxFPTGop0+7qkA0H0RYN2oJmUXeweoZqbLD1uLS1OWrgUA49mch7AmhP/xUR1uVIkN5sU0dJME8dT+mxSmSe50YFHq2WWKfmBuvgPmPP6aZz1LWo9f0DdE+GENCI3ToZws2nnL32vqhNrhN+8kDNvVo6KUxnRbz8tGmm8Ou1WC04LZ5oku0GInoQ5I8xzt3DPO6TSAcno9x5bPrJE5oiCUXEKhtZv0TjLKy1tomRaj0GsiQHkMSBoLHvQiIaSa1aWY/K5cWBsyq8/cAm92aGG9dvIOxtUzf/3hAFUbEuO+C5D/GePxdYsw0MqBO3ppogUCgpQSoOImaQPcoeTUoO60uTWQUpk8QXrFdRyi2cEpOV3JUidL+NeZ6Ydjt2CVgTeT/xarLyZ7sLZXr3Xdb37iDPPU/K1gREXcCHZWGZf70JZwCPquOm7/O7Bc96xMm+o5sNGpuwVhqzdfycnTmiM12QRDJaKZ0Gb+z3rvTGe2m+Pl0YAw04j8+Gcuy4VuR56GOe7dHjiRACQQQCGgEjUNCgnyYXc+Z/2fjmaTJUlEBmacku6uDdLJE44uGnISYdZvIIvFyd7NlJKXZ4mKtaemcMcCtugi8E/3zji+PRC7VCmFkUy2CzngqTVxmKPIa49rquPtkm+EIwlGp55ocsyLQDLnnqxZc5PT2lSEZ0wrIg3FAW9wxcOEiLiGO4CAbM1QpznrzAii8qz7OQJMBCWe5TlruU8oCkD8l6CXrilkJQpr2CUTbNW0rpfKwrM9/bvcXtVPY76+0gWlkROLnGUZ7m9PItOJvg5sS9B/d5Cg+jeZJTEqhLJZFYytpxI/CoS0+mCUvAgL5uAVoasfWwKL6RckqQw5Qfk3Ig8j5C4PcnqwO5qnfUaoVDoG3glb5JGzeGLap/VQCNGYy2b3qhXQM2cXeu4xzvdzwRQgCcxOI+joiZS73HgEUBBGNXmenuraSauYOH6JIDWJXLywO6U2a1ghDqk5VSJkuOquAbk7cDPt3KsFBMcVTY7nfsixA+orEFs9GbpScd7afJwmlim8rq4K1uSVhjSUsw6tePclMoHnY0ILK6IFhq5ZXDQ9skwM/mzPfOp6y5klgRKkm9krGaJSFe1lrFtZJh5SSUKrDWShVFpzBVPQPODaDTSfkDv/8f4gd/4LPcvfMWf/Af/WGefvol/upPfonzC3VSkFAlIWmipkpJuTV4kZDEmEBSem2BwPd388SUrF+EVmVdL5iuFx6+eJO7r+/Zf/QZnv9Hfh+H69fIXhFIFecAVCiKTE7O0kqtMmxyu1LMVyTclGoVf5J2MTXmDABDT4KxhLg2S2ILKPY+AtUFQAj0cIXCpw9iWWzuWINXwb/tIRth0i0KbeXrbW26cCRCs48/ngghEA/Zw3AWB424USsJppUSvlyt1lm3Vv9YkwTtZ78/9TLPttijJ8FINhqlbtyLNGHiAEx1316ckuq+/ggkxRGhGvFFlnP27EibhmiUGq3NwEzZaNUd1WdwIC8SfJKYJbH6ZB5r4R7CQU2ALfvEIWcSBU0HkmZUdtj0R1qqC1UJSyCavpoGtvCWh1ijGEjUVEyJH/ld38fHXrrJ/++v/DXSbubZpz/CH/j9/zBld4O/+jd+BZHJiq1KNncgCyf7iTTtG2uzcyNorqu5b90UX9cjp6fXqaIcliNykrn4vb+Tdz/5GV5/eJfrdxd+sEY8PjVMRrIQSVMpQa1mAq3V60QOWnbME1g9bJpxi3GIGGmNRrjmUpRS24aPFOnVwds4X2AJRnvv4b5YU2NmbBmExwgshmIa12VpSjL2SDRd0Ya5GP8Cc4PdZK5X3JurxxMhBKCzo2KRRAzfYvYBfljDzOQPWDBCTIu/S6DEkYhjHYgrFa3K8bgQqcDiseUw4UeJHpvbhE+3DEKbmLnY04LD/1/XlVIrO1+UddAYvT4ClGI0U5lAPROvFCu2utvtLFzq5vCyLMzTvpnTJDPdVYSjGOcB4MY0I6kwV4toROZfAgMlCUYd4Ri7lg/TP+LkM7Ua81HFUP6UrJbizZu3eO2NV7g4HkjTjldef4U33vhVnnnxKfLJddAJmTJME6TZ6vDNCc1evMPNAXNLetWhVgiaKKiZOVxeIqJUzVRO+MJr9/mvv/xr3H94h2fXS/6B3/17CZLVbrc3S2/14i5iOUOSLDKyLEuL4ac0DdfpwicYfSEerZy4adjSzG5z39a1m/82bjE5bCob2boeXZDuMtjvaaPRY+1dBR9HgWPX7LkB5r4eCaJZdg5D4FjdfXn/vffECIHsab7hxwWqrY7Ea9BLUm6IufmsvVnoWnqpaYv7mvk+hT9G5+wrxhisvgGy+5XzbgcR0BnQ33GiLF97GRo6lJaLEEVIjWVm92Oc8rimWEhoXViXS8RxhkhFjaSoALBKKeR1QauFD0UgzxmdEjXRMhCPKbOvCzMnSN2Bs/tcavmPNo0lEiZ5NUGnQLkk6UOmdILqSlVzGFQza134b37+S/xjf/D7eenTH+dQV852exap/NTPfIHj6pV6SgKZSSxQM6UmVL0WpCPXKiDaCUKo9hAaZp5fHitJFdiDKOm4sr7xCpzfo5xMJvzExmvazX2RixfeUFqh11oqRCFbsdkNRuCUJgNuG4BmIbXs4d8xFVxjHjUKkwQ2ZIInwLqqDuyqhtRtG7fhBBpVrMR4LGtpKdDBHg1LcPa/e9iQtkbUlWDxPAWt1fGbqLrtFqb8PWAJoOqNsdVizNgizZ7EEcyy0PUNFFFrR11KGQp9pMa+s/hqchxgBgY6ZUqeYput+EXKbv72xhQM1xqtBeMImACRGtoCq7dXzPJoSfzYwqu6IpMVwSxVW0uyWkx4WNlxo1CrL6qlFPKqZLFCH7MKaU5cf+oWb9+5x+mUgNUSXkQ41oXDgwu0VE7OTji7ft0KVeCgo+LJKokq1UFCY7z9js9/mv/Jv/RPsGpmWZTD0dp2r0vleFxZS+WdO5d8//d9iu//vt/Gz/7Xv8DP/dyv8x0feZnv/NjeazpOFkr07M15El66fWqqOcqykTwhakDt+zJo/1trkiMqiZpX0l7YXwg38hlPPfMs4rH6Z597jnm3Ry+VlKEctY+51+TrFNpqY5UskiFYLsm6ro1GPE9zw2TMFQieiXI49EzQpqwSvf+hF681FwAmZ44qlgIcMrk6NV1SssKoA3VcJTVtHr0Fi1dgCheo1rHLEOaKqZG6/v/tvWnMrVlWHvasvd/3nG+8c9fUNfVAN7Sbhm6GQANNg4kTMAHbGIsISySWIyuKLDuWldixlEiJLDn5YcV/YseyZWHZeAgOCbKRE0NDjBkaGtzdQA+m57Gqq+7wjeec9917r/x41tp7n1u3iqIpXF9X37d1u+4933fOeYe91/CsZz1r6OZ1urjLCx0XxgiIaPWSFVapOTKqAGjzGQIRFxkpdVHxJ6iyThUpHQYD42D5HsPExWJhPQfe4puNdlzharZwSgOY+nkHarFgzpkWPRu12aocMRL4m6YNKx32PeM4AtqLVrI1dcoTUxVTS57nGXu7OyahTqITguDx170GB5ev4fjkBHjvb2HY2TG1f8Wd4yN84P2/gTAOePu3fisuXbnM6KTw+vb2l6ayw/tO6CjgK97werzxja8FZwcQMpQwQKssuQIlQUAR03e87a34trd9PTQGiFibrplpl74KAjLm+pZe8RzVePxWIfCHbtkKom2sQQVhUyCnE/bCAm9+y9fgwUceRhGSmh57/HE89PDD+PQnPoGi3Zg6+8QhDtXTu3evG8OavmBVFwdhAVTwVo0eTP5Ji6ZSKhii6/hxvfpQGj7TaCBiYXXCottSSN4RCIZxsNQSmE2ZyCXQSmak4arGvsa3ZM27KBXiQ2WMf8AAqEuz731cCCMgQmscpQNCHHHtPHcIrbeb+atUQkTrdIMBeF34HoctkQiGUDZWLBeoKIDEsNOBOQvTkKU+vOgqxdLIHaW0EhEABI9YqtwUO/QMGm8GhBdUWz9DCEjzRM+sijTPSClhmidI2MX+/h7Oz82QCKBDxFu+4evxxONPAn/+L+I7vuu7bKSV4KFHHsbp8Qk+9elPYbVa4fDyJdBoomIXAKcBebMNc+VcyVUBXLxCHXUgGP01ANAIES4dwQzBbCVcvqIigAYUCaZe5OO7uakrxbbyPdr94+MTLMYRY4jYzJwt+Mijj+Kbvu3b8NVveTO+8Vu/GfvXr+H0dAURweXLl/HqRx/DZz/zaaQpVQQf9t2envmz9+/z3gbOfOAsQkf+WwMbWqhtRonvJ65QQqzgqgIsr9bfoWq1y9r7sBDA0182FxFM7M55HJpata0NsbWSCxu6KAjbdBDhBtjEWTwNcXzrwvMEeJSa6zhrq7dywUaFe7cbbwDDnsF+3x/+OI516m0cRkQzAi2vc2CP1rhvtxzHkR4hsiwYIkk8i3GsuWAw+isVa1u64MNOO7dmPwOAJmXdZNKaLNVmsyKDUALVd+18g7ELZRG7Uo8iB6DEgMEUdR589cMWRvJ7v+KNb8CTr3stqxHV6wl29/ZwsL9PAzOtMc2uCDwxsgpsSB2DYrkgOFkyMM+KpNHSsgTFzAhLBDEqRgjGEG0zkOKcEKgYKJnxQWj3ZNpwNPzly1chYcBkQ1ROTk4wjiPGISKFgJUNB/mBP/EnsLO3i7AcMIsiT1wLcaA46MOPPIJhsUCaJxsP7zMCWiVAhJqH8zwj52KlO68YtLw/muR6KcmUiVmd8kTcgUAFQTpWNFrnZ4FzDvi9rN/zvUEa6l9B4ZJqExFzeAOSVWsFqTFpW9u5k4y8WlVKqTJ4Pev2dzouhBEQ+KZmHb3ASUNSgZw6jNTKTMx1Cvp2SaDV7b26APN8qopoObeH9R4wxmHggg4tjKuLwm58CIbEMEcxK98IJlraiLIggcM2zRp7kxIALBZWtlOWwrw6kWduKjjYWPi5+7u7SNOE8zJDwPNXWP13HCE2Cr0aAK+qBI4iDxVwtY+161kuOcD16S88jaeffgpvefNbbJoysBwEB8sB+8uh3sfVNONkA2wyoMEiNAREBcYoOFyO2BlJK1YAq82MsykjaUBGNGDMqcvA+fl5Bau0C6EXiwVEBOerNXQ29eMCJEtZSqLB8U0ThfyMq9ev4/Lly5jOz6HGVOTGbAg+o61kG6OlZgT2MkLkwA5oo9oOkWvDq1LzNJu2Q1t7AU1iTkSw3qwrPdsrAECwSdN9KoKqHBQNt6nOwbpUY0A9T0bGsLSkAMpOV3JsYOmIVrVlN0z9/rjXcTGMQCAoFkOsbZgurVzMejp3vnZiiXZssFyxg56VFRR1w0IEAwIQOvEGU/vpxUxSSgy9TJ5aDZykwksyjEFru/JsBsCPbKCgqueR7PUWKD1CTlWVN4Zg+R4wRBszBePAK/sMdnd2MG9IJ2a2HYxdSHptu25mHFVsycJTAq0wohCYY84TYtwBADz91NO4efNmXSQRwhw8A2mdLAUYEDFgIYocsrELGJnEoFhGIEhBLhMA5tUSgTgYRdbQaZ8nUQpVeg8ODmnQBXWmxHK59NMnbqGsDKlFhkEFUQUTGvU2xoiDw0NcvnIFzz71VF0rrkfpJTL3ilFYYvZ0QM3jzmmq9ytIq9WnnCpGU4zePhiprepOmB5mMuo3jX8AI1zrkpUAQbaKg3UPWks84FUNtWTUqOelGyVm6YwUjxjsF9FK0E5Sc05Bnxo933ExjADshlvOqnBmlofHRlwpTfWVI79Zx1bdRkBrDbcoQzYBYhgNEITdrMBueWk5qeMG47hAmmdYGIIoAaucqj4hvYpLSzWMgBqBFEPloI5ixsJRIys5DRE5JcxpRtKCIVD7MKcMzaQUz2lGSnPjB1ggEo0fL8KZAfW6FTR6vjAsLK+sM1RYAtM0YblcIsYBr3nNa3Cwv1/r0BqAHASrUjCZEGpFqG1+As2RhakhQ6UgZSAnGCioKBJBqTgF+xNCBWX5HAYslzv1+T8HGxBBoAPFHAUzgFFYcMkBKC5qStIEFoslHnjwIXzyIx+BGtU6RIGqC8H4d5NyDWVlQozN5+m+l2whBaXQ4LrhbyU/go0+WDSb5wYs0hIa3cH6Fyg42uTydnZ2uG401I2fOiITIFiMjIjEnF42ZSRfa2paGjUFiI08dXfL8RYQeo/jRRkBEfkEgBNwrFhS1a+Xl3AMGWBWD8Bms+FMPgOZvKYv0kL9Xn2IqVob3+SvOzuQ741os+fJqXZsIJftFs7Rbv4QhjoVuZZbtMmP9RUC/qwpzYgM2EwbLIeB1Y6cDOlPluObboGFzgUBqQg2m41dY6YQyDRDS8YwDtafLuTaF0Vk3bTrezBA1f6vOonu3Pwe+RjuGANu3HgA167dACzKUGH/XS6Ws8JyWjQilvck2OpAUcFcBCBozTl4ALwEJ93Z0dgW7OzstJ6OrbOtJ82ymgCJ7Rqs+ig6ie2AGJrC0+XLlzEOAzL4DHLONSwvFp0NceDmLCQW+SYkgh5b9cLKzbkk6wRlWhRDY50WS/1qb5ndkiABw2jU4NnpwloRfed/lJSq5JgWUxix5+fry7tJqQyFFkXwBtTnOhhJSo3R6Jvfo4S+Aenu43cTCXyHqj7b/fulG0MmrRrgeVFvuYaBpbGeXQWglkIcbOl7q4ujjEIAEGjhXXE9QGkDQgAaIoKIqVI7U8m10YihbqN2VgTZ+eRQcF4kgTBVrUDVbGKUMURT90lIJRHMSqlGCYxYkhkTMiJzTsAYKnDHexRqByPvhUdRpFWJ5YbEPp5rCOY5YRh2IWLqONbfD1Vo4XfM1qYso91X3j0AutURWIoiM9DBnDN2xwWyGeDGoucvqzKk3tvb5f3yBdD9nn90EWIZsahNP9baY+Asjiihgruj3Q91UlAI7E3unq+ngDFEIvcpI0bHfIKlgA1MdLyoRVUNba9qPUK+SVF2rYq2yLI5EGIIrqBNMlAr+wEtLc3ZoxVjxJYGJHvU5CSmFvVuj0NzRylB8Tthg7+XdOD7AbzT/v6joADpf4tuDBmAj4uIjyH7pef/KEPohV17Xov1tkhSf7ebN6qwg4leuNHoPfQwjpiTUzF5J7QLjdSqDTlnk/gisUhzgYyxgpONMqwIwdtBtynBgHl3qGEHHIQpUDYPgQ91MkwA2iTUUk4oKbFbEvS187QBRDBNG3N/1rVmGv9BXISyeQ8PA7xJmNdor9ui8nOe5xnL5cI8YCtx+XQdFQHiyMhF23a2b7d0IIACYwVB2IQUxoDJVKGraxTbYEoD6aPJ2LvgEUZn3P1SlFyBmIBUmApoMAEZAyxDILgWNNaOR4TAfoFuhbFa0PQUiqqpCxliL9yofo96Knhf+2+ThgvERUUE1Surau34rM7M0yD/ubcCG7Ubgs7R9MpDvBN9dSNYqbYXRgGIRfQ9LCwr/s4cAeDFGwEF8P8KWST/u3J60Es2hmxvb7fmVKOVAnkDg/XeB9DVWJOHM/XEFrstCMcS4FZaKdBRB48EQTeGoj64YRgqSsvgISInl4oiGMPoQVwKw1B3Mdkto+cWE4WE8fRLJtgkBJrynBBDwzUAwWqzqtWLIIJ5w5JYUWBKCZtpwt7eEhHB+Ar0nywfomIa3r+udmnUYBXEahT6FIGNLZs5YhxG+40MxRKAsc1UW21fiZ0E0+bUYArNOpjxSVBJXKBYUukZM4CBoqgKO4MCRcG4IFaglTpcKmhYm53cjAmQrRrRH8GeVeFjQFSBKJA01QioRl7FS3MFGQWpJAOVmRJ4jl1QatddDAGTdRnaerW/UGLcAVi15x5hQ0EUbN6pEand+OJCrw2zcuk2838VE/N1l7XxCqQra2/WqYvsDNwsZMwW9dKyDcDJLx1Z6FtU9XO20f+ViHzoBX73Xt+mz3mhG0N27dpV7Wv1Q2ynNRjZg8aWDzIIoEIEPwZSgumttBoB37xiCK2IIqd5az5gMNHOvoMrGKAnoNFIOVH0Q0ONHOjhQvUQy8UCMVI8JKUEaEFOM7JyNoBELtBhYQMiLLzMlt9Fo60WH0oHbpzNZqLWf9jl9ZSEVIBgI8qZDmxjAjQCfrtDdamtIAruGjEMQgYEYZ9B0QlRxjpGHLZ5BdxpKgFJmPbApMloICJQlrwnIMGGk6B2oZgBzHVZbCvoyPZ51Suwxh6PTmqUo3XzCby/BKhNUNZoE4OV0DyKM0JXQuYmiWPFlkKQWo5r04WaglBfYqs4VHdUjGpwqnSsV+HzJUpp3X/encjPUahmRquu8GzplfTrEqjvF7RuWxHBYkHeQ6+V2Z+3S9z/nkuEqvo5++8XROQnwPD+JRtD5mUNt5DOyVZlbusPASBgFaPQcwexhp22KGKIdZijU239ptcNo64kZKUgIb01ZRqNoqVSfF2wlHoGDjABPpdARCzU5IaI9mBdHTlCkObE8NdCVy0FWXOLPqzbrSADykGXEhjeblZnzM/TTC0/i3ziMFiHm3mOONRFAsELWn4qZJAhN00Jo4wc3jooAmb4mFGAmveeUxDpoMcXDRCsEIJCi03rte8VJETJUCWPoFiUBgPSvDOkHYb047nnvUWLrUcH1gKmyMxUb7FYoEwbLBYjgUVDFJ0U5MSfflrPOIz1c5M19UBhwqM0ED1YF0KrGhAgZJziUnI13AdYzrVKkm/SphVgIb6ldKxCCKJYinBXKlpKwjCMTaxGW/erl7A9JSqlmAORTkn63seLGUi6DyCo6on9/Q8B+B/RxpD9NTx3DNmPichfB4HB33EMmfMCintwoNbkR0P5EY19VwLohQKC6fPVXMsWrIdYKt6pRdS3ynkPxjo0nUCeg09AIsNvGDwtsRBVbByY8bb9YZeUkNKEnGfyz+cJUMU8TyiFU3tK4ZQeJ5h4WSfljKyKMAx1Yk4yNpvEAZtpxvl6Q5qo8v4sFkvsH17CI69+NW7ceBX29zkoOueCxaIrp1aUGwC2gVb1X1Dh9BwJCJpw6+Yxjk/OsbOzwM5yiXExUHDUyofBmoLYbgTkMlZhT5jRLiVYBFGQ0wZTzljucvw6Ast+nu9D7o4CthZe/VndBAa+es18HDlzkd18Vq5VGvRgzD2A5zWMlHVHaFqAtQvUwmoAkAyG+xIqvz+aOnEbRKI0mqGpD3mkcHepGmCzkHtojxwcOPR6fs4uYS8GZLcUV+0ziEWlanxqWil0Shw5zyID9TlDHX33e5UcfxDAT9jFDQB+TFX/pYj8Kl6iMWSlFKxWKwN6LJwRXlApnrdJ5XC7F6ksqsLOLRmkmzREOnHt1CutcaSWhIpv+KG2AfuRc7JWzoCUbQCHdvJTIWDerABlvqolYd5MhgPMRJ69tbQociqsNEDq+Sos+oiJEUZ3LZqBzTRjtV4DhkRYUIJhMWJndw/7+wfY29sHAOzu7iLGiMVigbnOvafH9Xva/thOtJ4JRUHKgl/4+ffix/6P/wdhXFLhZ4xYjBHjkoZgHCKWwxLf+A1/AN/ybf8BfvzHfwZPfeEOEDIRaGG5UDM37DwrdvcVf+ZPfT+efPQBS+k84/eMw/7dbZ4K3BoGkhJ1Fqi+RN1JNQ/MtmAas2mzMdTdDREAeF+JWe5sPJSB48m8Oy9GqaF+U62SFsIbX4UdpE37T4JNvEKLWpKlhfwdVl9K8giygcmOazneQWirAxSB52heAtgyNrV9vbBc3huZENqE5d8TJqCqHwPwNfd4/aUbQyYclulswRgJijhaDRTk7P3RwtHSmaOkfZMPoyHDhgXM80wevIBDM+2BLxYLpNloxGZ0Npv1Fi5QSy7exuyVAVhoJtlaRmc2PRV68Hkm/93Lmd57kOaMOaXWDFUo5SVhQMoFsBIiQW8x0KhgM5ErAMBUZIqp2EaM46J6aN5CeoZxHBFKRLJqSIBzzZshqHY0wOS9C4oKUhYcn2QkbABdW3HeIiURCApGGfHwQw9gM2/wb9//YXzkY7eA4BsyQGSHZdvA0P/6jV3Ms+fvDQHwBhhPFfrrqM8hBGzWa0zThMPDwyYMYilFYczM2njOOD8/RQiCQcZadgXQKkNaakTok6Z7oVgAVS+y56QUKSgwkhiELeiephSY0Wlpqzdo2eKGhIg857o5u53Ct5WmOszPsECt27x382A8qvA+E3haGJp8muMvvW7mvY4LwxjkAo3b0k5w60kPr0E46y+Q1OJhXhDmnUADecSMgZaGji4WC0QjCEEbZbjVZ50xyByxpGTIPskaEKsGKCftQOnd580GJWckKxf5DU+5QGdYflaQk5c1B6SkyGVDjGNg2262NGa92eDo+BR37typiPByd0TarBGGRUW0/SEDrcY8TRNCjFY69ek8suVNRBQU2TChFhUkZUQyxBWQ1GrdAGvnASqm0YiMRcwYMGHQM0Q9hWbOx2P5zNtcgaAjYhYMwlim8jUs1Pcc2JJjANtebrPZ4OmnnsKrXvWqu+BDNZwmIs8tQtusNzUHFuHmDNXrumCNA8DeOSkGrPH++FyBftORDQrMMze3b8AKJAep3t/XkH8eYHTlQAKaOyOAl16MhO2dhjVSQ6jRRgihgn8uIuLXk5LRikOo2EYPvray45eA0GgMQy0OKVBrJkUVkp3uWaCpSSeNi4VtZoV3c5EQUhDiguy3maGkdothiBFFyOfuQSb/vSYmYeix4QApJSDD5hsCARHzlLfCuDmxwSQXEo1KLliMCwJ+KSOgYAYjkWnOiGPE5nxjubVgM0+4des2G2hqKang5PQcOc04HJZIBXWx9a2xm80Gi8UCZ6enmNIMiGCQ5g3q2C5DmkMkaSZggAyKt3/L2/Dkk48jTQlpmrFZrWnIhOWsNQAUxVe99iHcuLSPP/Z9345nb69QNCBohEhGiALEAIkLDLKLS4cRDz1wWCsZTmgS3W739uA9TbOJgETcvnUbBwcHONjfh1cNALXWb37O+fkZzk/Pq5irg8JOd/ZNX0E0uxY3Nim1fN03bR+NqA1GyBbet7C6I18V7Z6HbhmJur6NEwI0b01npYbNGLZRwXF+v9O5iWPxunOm0SJeydfJlWnzE4vhJM6KfaH+gQthBBRgSDlzcKPLLHHklTUA2biMXDIiUEdoO7raD/kIEhCGyGk/Dm7X/I7T84p23skAQOZXTSqKU2a9QNnyNlKBOeIrpcz8tAhSKqzVBiK8qWQMxhuHKJbLJXJKGLy1OUYOGLHy1mq1wrO3b2GzmRgBWSWg5IJnbz6Lpz7/FK5eu47HNxnXrj+Ay5ev1YYbn0+vqtjZ2cECS+a+iq2FmXNCSoy6KnMSERkbfOITn8WnPvk0dnaW2FkssBgiDg+WCEMkeDkMWMgCBzsjVsd38MSrH8FDD0dIACIKgmQUBZIo5lJQ5gFRVzi+8yzytDKQ1aI7W8BiAKFHCScnp4iR13Ll8mUslgtz/NvlupPTY3zu85/HBz/0Qdy4dgNveN3rKeduGIwKufvJaOH14SkHmEIEs5G63MCIMOX0Tepjx0jeYT9CT1RTTSglY85ly6DdjW9UYlm35mkU+BkAQU4XIFEtFUwsVkoMsVVUSlXg4rr26c/znFitLQWipRq5ml88z3ExjIACq9XKhl5wU26HrwFG5qo30tstaUBCU1NVLrJpmlG0IcDDMBApNdWWGC2fBIhEW6iVtaDYjSup684K3PibeWZXGUgJzjnTS2QzAGmu9e0YfDKv5b8WxtLAcMb8lGYMMWI9zTg6OkKafUzZNji0XO5iZ+8A+weX8MwzN/ELv/ALeP9v/CauXLmK/wTAu97107h8+QouX76Cg4MDLHaWWCyX2FksKdAxjhiGlg6EMMLmONEAyg5uPvPv8E//2c9CJbICECMODw4xpUQd/yFg1B1857d8Fb7ne9+OH/0nP4NPfvYYiIpFAC5fOsD5WcKmKHQIQAm4chjwF/7LP4aHHjxo4JaQJBRCMFCtXev1a9cgxoFIaeYzyQmbzQZHR0d4+umn8fnPfw5n6w2eePJJPPTQQ5g3CfM8U5TFNrWPCCvoIkADDNlzwhC6MUUBB2Dp1XMFlD3Sa5157T0uBa+qNklq2DK4NTV0oLC07sds7ehBGhZFBmvTHeDy3tbWcFzAowmmsowS/He3js6A3uu4EEYAsD5ykFOmViflzVTA9OlJumhDHOZ5ggDIwcSiVQ0wMtHHGGpJZZ4t94+BugKqtQW4lAKxYSDecyBcAdVAZEN6HXVOKbNGryY/Bu+2M2AvTVzspZikuNTaWAEBpWRg4TRPePbmTUyzK9iAjUIWCUybCZevXEEuitu3b+Pypct49aOP4pGHH8XuwQEAGshnn72JLzz9DFbzBtM8Ic8JT33+KZyfneMHf/CP461f+xZbaObNsOAkIiE+Pc+K0zNB0QjnRt45XoNeckAeCL4eTwFY7ONoPeLp4wUKCkYEfOF2AmQEZAcaB8Q4IkSFYmHCL/awHQKw+rpCcHZ6jkcAfORjH8F6vcFms8a83mC1Wdt0YYKTly5fxiNPPIrzs3McHx9jvV5jf2cP07S2PD/AO3oUqGpVYxwqd581fRoEpgnWLNSpTwXrLeBay/CKUB+uuyEQLlwsTJAmhoCNGRoPxdmjwFb5+l0wRaOSCaZGCtCGECBqeT1XaK001QlHtkZLcf0KGos4SFU81uI6Co1Gfq/jQhgBEWCxHAG03gAXXSTzy8A220fFN5azDLUA8wwfV+4R3rRZQ2LspsGS2ZXyDM0Zg3npIbABxAGcIIKccuWWp2RyUyB/IecZuaTaoIGiSJqRRIFA0g+pt9Zbb5GcgEo2DjYNg2C9XuPmrdvYzAkwMRIPTQlsCqb1BmfhFLs7S+w+/BCWyyXmecJnPv0ZTEbs+cTHP46D/UNc2j/Awf4e4uIydocFPve5z+MDH/wQ7tw5onGBGl8B1mqt1FgUQS4zcl5BdUJRVlqkuGcRIC+RoqCUE8R5gk6nKOsjqAg7DwObd6IuoTEghYhpMaBk6gy0eFgqT0BFcXR8hH/8j/4J/iqAn/3Zd+Gtb/taDEPAeLiPa9euQKLgbLXBrVt38NRTn8MzTyXcuPEAnnj8NZjmhDs3b2Ge1qZ9wMEqns+LmMJzaM010UrCrL9rdSyqbaiMGx4RHymPWjWqWn+lpQ7jGI0ibPk4yLGWQoM+xBYF1bVo6zcgmvirQoYFFIrBVLV9doEE8+aWJnv5L4iJoqiPSksGMhOrGgz7uPCRQAzR9NNMhUcBWDmtgDlxMtmwrdrnFqCjdQEEIdo6hiU1A4BqXJASUoYBirSsrvPG6a2D1esN7TfALaWZeds8M4Iwcc2IgJypEBQkmqqN6w86jztisp51ny+XEkPYm7duYbPZWBXEyS0NrARYLVjsLjFPjGpOT0/x6OOPY55mXDsgT+Cbv/kbcPvoBHvjEjs7S5ysV9hMqaaNWYtBaaigq9FQ+GrxfNZlwt1yMecUaxYy+VH+jBJQrOiEgOwbRVqjsbVOVViPT9Z+ynAAm80GzzzLBtXzszN89jOfQdGEKURcj0vs7i0RD/fwwNUreMsb34jV6hS//r73IWvEsNhBmWes1wRS2UBUTNrL2mwHEoUiAjSSBKagKrR474V07Dyg9hCknC26a1WmXqzUowFOM+Lmo2GJyPbfxcgo0xWNAG82sxRXnY1oKXCkZkQPNKqWLvKQ6kjUxHUCml6ByDaG0ob63Pu4EEZgiBHXr17DlGacnZ1hvdlUS5ZNPilE+m2I67lr7cMerexGS0vQT8WXqvcHkIXlN7+kjNFaZF3FKOUC5LnmlbXv25qE/L0hRsw50UKrIs+TAZUMHR3EYV5KumdOXAAhhGYAbt+iFNU9QjX1dEiB1XqDg1KwOl9hZ3e3vj9n4Fff/WsAgH/1M+/C4vIh7jx7E9//3d+Ns9UZ9vYO8brXvRbvfe97q+fzQR/miNGkiFj1FFM0Il1YSAcGs+WiyUAolkdVMyQUKDJQIoIsgJKAIjYIlnLstQIjrfqjgFHCFVevXsGf/OEfBv63v4Uf+IEfwGp1hqvXrmKx3MOnPvZRPPHYI3jvB34TP/u+9+Dt3/B2PH3rWZxuNrhceOeGIWJ1fl6p4aUr7xWA0m9Gp3UufrboUbXbyIZBcIMH4xewFu/VDOf8VwqyOmGNaRXc+wYAiBgWg1Wa1AaXJDQMAlYV0FqejD45yCpQrZ9B4UK43vUItPb5XMlHzTG6VkJRRdniLty1/15oc/57OwQYQoQsiJJO0wZn5+c4PT2jmbQeFYAPFPYAfMyXkzN8gAm7+jyiYDrhljAESpqP42hKuIIwEMCTEO2B5vp5WTljIGqXEiiFMeY0Q4ppvRlIU0pBKGQ39sSOYBvao4Bbt29js5lgovW8DW7gglSwKYSAaZ5w6eAQ02qN09MTnJydI5eClIBkGvtj3MHtm0e4dfM2Tk/PcOvZWzjbXfOeaWmqtgXwEWP0yVZO8y4+9Rp5rhGDgN6PI9RQ8Y+iNJCUIs8IweYtqrDvF8Vowq1G7San7/6cpgm/8RvvxzsAXL50Cb/w8/8ab3/7N2M3LPFrv/l+XL5yCaNGbCw0XmDE7Wdu4onHnsTDDz2Ey4cH+K33/Xr7DosofS6fe/72c24YZ3P6fIqFqfwmSyUo4da8KMVZU/W0xcrNWQSLBeC1fbGelkYx53WmebYBOabBYMZpHBdGBmPDmpZSdQtDCEjWg+JOzhWUHbiErWPYenUsggQtWD/E8x8XwgiUopgzqbawcP/K5cvYWS6RUsLJ6ZmRNbjp727U6CcH84G3wQzBpbFFrYkEoEwf0Vwp1ozTtQSnlCkTjjanzoFExwsYKXutFjVC8c/NRVGUjUNpngFLUVQVR0dHWK8YAagDhdrCZAdxKg3Ves8fe+wxrKcN5qI4PDzA6fE5rt64BADYWy6xzgkPXnsQ84aEqTzPnIOYspGo/NPdI7umXQtRxec+eEivpikkATlRXNR7470vAgjm3jNDBsRavlI4W68vkDEcEcN6cs545hn2nw2RGgqlFCTMmMsGCILluMByGCGD4slHH8FXv/krcXj1GhbLXUybFU7PTpBT028MHbe/1fxbia+dE41ANCKP5/1A07Oo2BSA5XIBAEZlZl9LKM2gDBYRZis/Msq0xjMrQ4tQ6yJqI/Z4g1Nhj3Y1uKSkK5IqYiAlO6mBjKI15fQNL8qmMoGJmoa77/1zjwthBAC1ybWKed5gGEaEMGCxWGBvbw8Hh5dwvtpgbRRS9/ZOA2Y9NNXSiKpNBHK+ganOuvPxWmMt9eRGpiDyT30/Ly/xM71BxX5Hcyv5QKtiDYkuoUYqrCKUupFu376Ns7NzuIqP7YSWot99WN45zzN2lgssd5Z44OpVXL96FW964xvwju94O/DTP4dvf8e3YLl3gM1qg72DXTzw8INMVUrBD/7AD+DxRx/lhhbrKgs+d69l6+SfZ0Tz/D7XgYZO4e+gojBbhAUJairIiBZflLny941oazee1+OdoewBgNXF6a1+5Vd+BXdu38ad23fwoQ/9Jg739rCzWOJgZx/f+S3fhsdf8zj2Lu1jwIBSWEqd04yT01PzjsQxojjjlN+VDWfxsJ7gc6xGSCA2EQgI44KVBWOtllKwmbo+fX+PlbSDKkJwxaDGFaiknQ7rcfJPEBdzYTVoHNtsy4xcOwH7NZFTbo4hJbterYa8qjlnX7OoEcWFpw17rhysfuwMNwCV+noQB+zt7WGaJpyenlS9vhjN4hmAyJAqQwtQhGq+zEe1gjvBxpL5Bq9yTyK2cdvkGTcsbnx8U0zTzA5FU/4VpzIXchOGaEo2llrkUnB0dITj42P7GHsouq2r0/cvAJ56ZGymDQ6wx00ExSACKUC0SOf6teuI44jltauQCLzqwRuIgQq3X/2mP2A5OCqgWrQwbDeJK05OThbxuAf0haWWQihJKDxxFE1QZJtgJDWSEhlq30G4e+0Z8ObXCQV2F0t8xzvfCeCv4vHHH8PrX/96XLl8Ga9/zWsQ9/cQMeKhKw8jB/ZtNGUYPtdp3mC1Pq9VDEEDJvuhNNXW6nYXYF17uVgn6raKlTsMj0A9+mQVh2uslxJz3Qv/0uIsVz8/IYU9RJ8w7OVlYJoyBlDmTMTSX0cP0QyMWEQqAcRnQoCqp3nd7MTosy0vOG1YRDAuFiiFqjCL5bL29nuoo6IYxgFDFIwDLWiaZ0zzjFn5X+84zNbpV3I2vb+WozMcVJRss+mNGZhMAiybFqDn/M5MBFA56dDWeTiYCGS2HDmIYJ4zUirV46WUcb5a487xMSokLA0MlBoeb/fOO1KdC4d1wLgG4zhgUGB9tsHywOrOIaAMARIUAwokE9VXawLg5CLDTHKhnj1soSg5EVomZBTkOEI1WlMQqscaoSwZ6gJSFghlYM6vmdGAcyEEHJSqWrUG1a5nC9y1YxxHvP71rwcAPPbYo8QnFAg5oOQBOkScI6ME0rgPEjUn1dK6zTRhniYsjJor1j/gXX8hBIqhsf8ZQYY6IKTvx/c2bq1hPGokVkxZWJXSbE24tkUFfrBU3ZD8bU5BwM7OHpZLMjpLx01gu7DdJ4G1srNcWHKpkY1HmUwBxHCdUI3gMLROWShHnr1QRnAhjICqYr1eA6Bs13oz1ZCN4AsrA5RQAhbjQA24nQVZfJsJR8dHpEiCm4SezLSd7PmklKqWe7KmkVIKSkrIxRWBWAabje3VvAEf/sIUZOq8+WwTanM2pFlRygyO8+Y8uM1mwq1btxqHAZ1HEhcMk61/V68CXsJqtTLtxYDDg0PcuHoVP/Vj/xRXDw/wpwG8+2ffheHhB3DpyhVc2z/A4d4+9nZ2sbuzgxBGMGMhDz4EGFOt5clUCCoYIjkUKvTvhPc97AVCGBElszSoCQEbUqSVIpyUGHd1ohFBEiAFxcA01IVLQyimyeXgLoE1ayISVnSGzTlkc4bN+hTHx2d4Ni7w0ONPIFqvx+r8HNM0YbG7y/fZfRSr0Chg8l+KMicCZbYpioFzYiAgK6OcVAwvG+YWkbVQvzEPayXCN/PWf1HLkOM4YrlcYrFY8snq3crA1v5dnUEBBhKffH3492yV/Wqm1UqZfm3FzjNZh+u9jgthBEopmKcZEoBk46jcesZoEmKGsI8LimNOm2krNDo4OAAUmOYZZ6sV0G2qGnra4bnbECMSmuhDmttCrN1eNuvA87Fi4Z037+SUWCPP7CHI2jrI5jlh2qxx8+ZNflZF5bm5+9ptqwc3o8XXGIZvpqZVqEVx7cpVPHByiuVvfxQA8P6f+El87vIBzsOAvcUudndGvPbJJ/Dt3/4OvO61r62Vk7Pzc3zwQx/Cww+y9wARGMKAQYAnn3wcf/QPvwPXLl9CyoppmrGZVthsJsxTgQaFxiUeefUhjo4/h6//hjfgdW94DAGJlFwDq4IOkCFCwohLe8DZ6bP42MdXJgBTUEwWexwXeOzVr8b+3l4dUXbz5k382/e9H6dnZzg/P8fx6hg3njnClaefhd6+g/ks49IP/CFcffwR7ChHw52cntTWab9/XkZzSrIlBNyUIdjY8+2eC7G+fA00Uk4pnnvMyLkE9phKLvz9UraeZX/EGLBYLjEOi8ppcb2JvnlKDC/x1mRfI+TLaXVGDDra+mYU0YnzWjQxxEhAfZouPiZAqbBoeZC39CbESPQ1pUzW1TgAs4+Bck1dqV7dQ7LFYsFw3nUEShsOIRb2xWHANKfKSCzZHrpmaFCMYaybXgDbfdbAFAAKTpKM4xpyAGrDR84J6/Uat2/dYoQindijPbyCplTEsLuPApr8VFFgPc8oWbEYB0AFYbmDw8tXsfrCUwCAQRV7yz3M64yTW0e4qQlf/VVvxu7OEioF01zwS+/+VfzSL/8SPvXJT+Pw8BL29vcRhgFxGBCEIiand47xwI0bpsqUsZ4mGoGZ/RJBIj74m8BPSgHAHniW23h/Kp4RvCNP8XP/30/ZNbNhiGpX5BJ83du+Dj/8wz+Ma1dY5RhixK/88rvxiU9+CqoZR0fP4uvuzHjD2Tn2pGA8vIEHr17FEAXQBM0FZ8cnFSdwKa0isF4B441AqTuARvpRS+tETIGnUKCjTHOVMp9Tsc+MVXw0zQlxGBCtzIyefm7pg3dNxiKmg2nEHQFEi4GwFF/xSoYa9kDDXxBtrDkCMIApTikKRappCo0ES6DRNAkcR1Ao5mmyasTiefffhTACDrapYstrO1FCM5VfPLRToD7EEAxkMW+cS8Ew8Ebu75NNd35+jvVqVVVaVNWIIm2QJMTlx0wxxhZ0DKF6GUhT99HisLliHBcUBrHP9GrFnTt36lhp2Dl7jooOePT8zQk9QAemB4Jz8zxXFeYYI1QEVx5+GEcf/ncAgN0UkbRgI0T4X/fE43j961+Hy5cvoZSCD334I/gn//THcXx0B6qC4+Mzr+KZB3TmmeALX/hCze1hYTKESkwBfYRFLMM6JiwsNS0I8VsW6oxHRnM+uYhNX7/wi7+Mhx9+GN/3vX8YAHDlylV80zd9E46OTiAzEOaEg2efwTIoDpJifXiA/UceQ2C3CEphyVWNhutovjsIB3FyahLxgOsWND3//rl5tcC1KSoGZL/nA0trY5k9x37uhbejZ2kGHkpJ+eybVNsoPW9Z9o3QNC7b50twvAFWGehHoxkRrRs+AotKxQD35zsuhBFQsBbqdFygcQCgisUw1hAslQbCxBhpsQ1oq1RJEaTcyC07O0vs7OxgtVpRhmoyZpiVT8ZhQEHhoBD7Ht+F2cRCYFWL2cqE85wqqy+nTCmzLuS6c+dOnbTrx73aTBl2Wvur348uzINyoZOoMmN/fw8SObL74a/7Grzvg78J3LmN4yGgiGBOE3ai4q1f82Y8/MgDGJcLrM43+Pmf/0WcnpwjhBGaqXLs589Q2Dan2TY/PwiJS05oSga0EvS0ioFXNACoSq2JO/7A4bvWyq2Al8WCldN+8Rd/Cd/4DV+PrwTtyFvf+la8+1feg6c//TQ26zUWBRiL4HQZIa97BJcffAgR1IRIacLR0TGKFqMBwwxXV2XRRqrp6cGlkDHo2E9BZvdpzgYCt5TUKequPOTGo8/Na0rnkYFpU/q6DHYva0nbI8ga3vPeMHJtU4OIh/XfxfUehUQrEQrCukQdz6UNTHWy2vMdL3YM2RUAfwfAm+05/SkAH8ZLNIbMa7RJm566P7ShqqiQNFOUjLthGFjOgdawCJbLoSgGVxYW6gUulyN2d5es+W42WK/WFP8wmW8JQO5YiH35kEaFHoI3O1XpMihTgKnWjQW3bt3CarVCpco6yNc9lN5g9J5o++di38FrnObJjIXg6OQYj7z5q/Bdf/G/Av6L/xpf8d3vxINTxjwnXL12GV/xpjfg6rUriCHiAx/8TXz0o5/A/t6BceJtZLfljr0Kzr3Okz9rVFVnqwHoFqps4xxB6v2IgZWDGAI7Lt24CCOpaZrxnvf8Gt5p9+L69Rv4ju/8DvyLn/op7I1AvKxYLHew88QNPP5d78SVa9fMoCimecaxVV2KFitXeoOOq/I2cZEerXe9SAf5FKVWT9xL+/v6ph1vIhK7Jo/uxDb67OPeiyAuaDSGgVwKZ276/Q1Dox7TsLhwaWGLPCxqAiNeftei7gURTl7KNk2Jn2vZaxcJtCL0c48XGwn8DQD/UlX/uIgsAOwB+O/wUo0hA0+4D5er1SuUTlbZDjdDYDnIqbyMJkx0UVF7tEtRDNKUXqMEHOzuYX93DylnHJ8cEzgpheE5YFJPtrQtnHUN+ZwT4jBCM2vqIYgh46xNH58c43y9Yohs4alt54obVEOHVvttrDZD7B0ssv+SsDIhFZYu55RwdHqG6w88AgD4Q3/kj2KhVPRdY0aIwO5iB2dnK/zyL70bJycnSLmwR78UToG2kFZsw9ZJud0fP192H3bkW+kMQScjLj6XQLqaNoTpBID6phqaU1PyPe95T73nAPBN3/TNeMNXfiWGdQF2lzjY2cXeOAJjQEJAkQJkVk1OT08wiHr2wvspsbYLBwkENTvD64aPLE4vx2qtKLi0vJ+ud/zVaM7/K72x88nZESUD44KiJjFygvNsmgLeSBRNw9K7Dn0WYoxUWQhGPAtmzKpGgq1T3mYfPuKKwsSYCpwmb46k1qWee7wYyfFLAN4B4D+zBTEBmETk+wG8037tR/F7GEPm4Vgu5Omzrs+mDGjPleZGrtbY8tMa+nXtomJNGEMICDZEckA09h6ViUIKeNX16yi54OzsDGfnZ9hs1kTilZs62IMlEkwqqELrVFqg5YsnJyc4Pjmpiwz2oOw+1v/W0BRS6ajbVFb+1BlnDkWfnxHXOF/xHHMukMkillKgMUCGgJ2BfAqB4GMf+Tg+/anPAgBOT4+x2axx48arcHp6ijgMps9vjShGfOqeff17ML6gm0cns0gNcU0HIVjkIx7JyHZ6ASdswaIkYEbBZz/7mXofXEfvxvXLEATMVjqYMzCWghJbKfX09BSr1QqHe0t+rqkGuVf1+9jf2+1qkb9GcpSY+IwfvYZjpaJXYLEZcQq1NB3FOI6YNhOisFXdKeO+PochcM5kl8+za9afPQ1PHToizRk4I7CnRY3jCAGQ0lTXrRjOtb2unnu8mEjgtQCeAfD3RORrAPwagD+H3+MYsv5Q+OAPnnDOZXsajHa5q3j4ZRtaYOi71nZYEnm0gl11Efj/i4lLFH7nOAy4dHiA/f09nK/OcXR0hPOzVf09Rh+OlPlJt3Bdle2wx8dHW9fVe9PqEdEMhOMbreyk9Wf1kSn/rkoA7Oz0Oo6PjnFycopLly4j7+zg7IFX4Xu/5/vveW/fAeDP3v3is8/e4zdf/uPm4SFOTk5w7do1Gl0ViCj25gQRRQoCaKRBUkWaZzz1uc9hWq8RD3YNKS8tLfFIrcNiqsPp0jc+Q6PcWu4NLYijDw157lTfvjlMpLXrqiH+CJETssxTBwSMMtZSIyMCBZSzHJw85UQn1yT0dMZHuudcumE9yRiDbthK3fSGnj8Hh7rX8WKMwADgbQD+rKq+W0T+Bhj6P99xr298jhmSbhbh/t4erA2l1uxnawZRbWG+h619+EZJJwNFDF1P5OvaHLryHE/gB39GFNjz993dXSwWC6wP1zg5OWEno7B0tdn4vD01FDpbS2/G7Tu3TX2ofc92OP1ci9wGYT6XLeje368XErDZbHDr1m0TDR2Q1husbtzAP/if/gfsXTrE3i6ZaOO4wGIY8dGPfhR//+//GG7duoVnnnkKpZARN80ZOzavQMRIMlYJCSFiuVjURhlVci+6AGXrCPVcbViLK+Ja6dCNZBxc8JQy4lBgjAMODg8RQsTJyREee+wx/JmPfQzXrl3jV9lkoyQFGxTO1UsFs2Zo3uDmzWfxwQ/8FpmmIrAWyRaeGzdCQF0A9+Z3G2dH4FUNlA4BGBQwkC6lhte4DmDqePzR1qVLiLFjtJCHkl2h2LGUDlQMseIICNK8vHU1IoTaSl/XjiqAWCny7HT0CgJTCX9EPc7kkea9jhdjBD4D4DOq+m7794+DRuD3NIZMu1mE169fV+Y9RMFzd8LMfZzdFpAyQcHcWfxi+Wr32RChPHjAdkNHv0BEyBf3slJF6UvBzpLh5cHBAaZpwvn5OdI8o6jRRzv23/HJCUVD0BZVX47iObnUUwfAdXiBZ9sOSDEVKg2MUwEQcPPms0iJIhpnZ6d49s4tXLlyFQcHB9i/fID93X3s7+xBALzrp38ad27fwtGdW9wogePNp7lg3mzQ95x7GhBjRJqXeNMfeBO+8MwXcOXKFXzkIx/F2fm59Rd4JcbCaAg0Zw7kQBexWb5fnyEAo8nXVtk1uHGuXb+Ga9eu4ZlnnsHP/dzP4YknnsDh4QEkAZsIIHFS06TUdSzTjNXJET7wwQ/hs5/5FOv0pVSijTpeoa4f0Z57H215fr4VphvWVEpBUldz9udoY+JBOq90F9ZrBIQYDUeyUmPabi6qQKyyvhJt2hX8/JUT1d14efWleXXvN6EqEuDrShFkMMOLOpGp3xv3Ol7M8JGnROTTIvJGVf0wOHDkA/bnR/ASjCHzY7PZUECkR1yF4RKnxhJZnVMicUjEhVZrx18IrDS4kbgbde/zORGx+fMK7fgAwdDYMQ4YhwF7u7s4ODjA+fm5YQYbzBO96tHxMXUFDINwdRh/aK005UyxVqqq1QM0ANA96c7OAgcHB4hxwNHRKSCBfHNVnByf4Oz0FJ9/6vM4uHoZVw8vY3+5g/1L+2y5XSxx+84RPvzhD2N/7xJ2dx4CAr3k6ckat27dRoiC1WplY7tMmQltMYkIfvAHfxAhRnzsb/1NAp0mOGL66PX+wkJsqVUVvhZNXEMUdVQXh22qR6s4PzvDerXC3v4+Ll2+hPe97334N//mX+P1r389Ss44yxtM5+eY1xNW04yz8zOcH93BrZu3cXx6hpwzdmwgrBs1BDZ8BevUZA9KEwq9u/rR9+S71Dw3Jermdlqzb7B+U9YKiTmXIXIWdCkckNPwnmYAVDnC3EelwWXS0fgDvcHydUJAuTWlSWe8HWj1lNnPyY3a8x0vtjrwZwH8Q6sMfAzAfw5Ggi/JGDJVlnq8HZJDOiwMVuXEYQuxUEseYu2WMKQZtva0hmUxkEPQ50SlkD/AsC1QTqwju7i8mctNA8AQuOQP93dwsLes5Zij42P2sZcdnJ2fs/DGNK9a32Dn2uroWhdBIw1pWwDO1Q+CK9eu4GDvACl9DhIjrl27DlKm11idn2OxWOBw/xJKyphlg/PjjLOimJUlrWtXr2IcFhSaAJlvy8Uurl29jCEGbKYJd6yzcdpM9BxgBPJbv/F+rM7PcHR8hNPjI0QFRBTDYsBg6sWLccQ8TTg/O6Psdt5Oa3LJECXmQhr1ZKU8GzHnaRCA89U5pnnC7u4O/sW/+Ck89NCDGHeWCEXx2x//bRQAD1y5zo1qRjrY57JLPFQZuqI2f0JbjwTA97lYaAwR0zyRZacUqlGlM+HciNZZSvS9yXv1bed+Pq2qRcCv5Gygn1ooxOhOpFRjpFbOIMOwHxZiI9W1oJRWpu6xLV9PAOo9KP5V/NgK3Ppzeb7jxU4lfi+Ar7/Hj16aMWRKGTGJATmVyg1gM0lDRhXSfpY9PwJyZz2hZIe5QImDKFstmK4im9vkoZo+aIA3t/A7WXKJhv66Eg2shfP61Ss4nBNWmw2Oj09wfr4moUZq0YwP0BE+oCLbDa2WCuQA1C6c54RPf+ozuHr1KnJKWAwc7TUMEUPcw8H+PhtRRLBZr5hTAlAJGIKQYDVyJkFKie3VQRFBzxwALMcdHB7sYX7gBuaccXZ2RjEUu8Znv/B5LMYRr33s0W4IBqMjGHpdSsFqvcKd4xMcHR2TvBKYVsEqCuvNbJuvlUfVS6YWbntJd7OZ8MlPfgpHR3fw5OOP49LhIabTNe/ZYQFMJswWWk2z6CRoWIJEoMCEYrmx42ikHX8mML0AKdDgqr7WKKSl8gJqNUe793mp19IaVxNSodBKrTsoGiu0itc0GXxPNMRZgfBogmmblALVZGzSbVyC1RxTPxJGGTEG6iiCJUKRxkG58MNH4FYLVo82lZ8QW3OH03n7vu276751QKXn5ehLcvQ47J2XuiEna8nM1mcA66mXSACwaKa8U0fcSDnj5PSsZrwigsVyiVfd2MGcEs7XK2w2G0yrFQ2SMkRzENDeRUAOhhdAK/jmkVsuGTefuQUBMC5GeH2h5a4C70ngNUYDU/l+r22reUA/fIw6IIZiD9gRsfQjNiFNbFc4/D47IKWugzeO2Ns/wPXr13FyfILTk1OcenSg5Mvjrh6JOieiYh79UA/F2dkZnn76abIlc8Y4DHVj9imev4/MTsM9utcBrq1iY7yCELVPKRkrkFFXryDcp3H+90UkVTh0jT85G2U3CAYZAFHMxh+pl1aBXT5zNwDuyUsuVk41R2bPM2kjkLlDYQWCRsIxBa8I1OutVQF3MrarXgAWuBhGAIohUlnYAZchRsQQkdV03Io1W1gICLQ8h6QLv4limw2WCzWD4WPvkFErD66gM88zgqGrc0oI1rZMsYcCjCM9IASnqxWmlFDveYgMl1Ux7OxgsSTNOU8T1qs1zlfnWG8mm1PAc8w1PbA/XCU0DqZJ4Tle8VSnOLvROuS87dRyEKbsZMHJlt7idgoSA6f4ijWciPg0Ht7XIUbAO+ukb03tegZMIy8EZwoKdpYL7D5wA6961Q2cn69w5+gIR8fHmDYbew5qz6tVWHyBA881OHPOWK1XSDljGMca3vrz7P/dOvIa/jAMY9UZpEem58+mi8hBNMHSJZjzydXh+NwBGn9BGxNmaaOde6O1F058QoeDSLs2BphdObhbqxVslmKNZU5WEsQhWtejP0epzwIga7YaDLR0ARCrimh9tvc6LoQR8GaNMEYM0QdC0uqJirEABcNiYTerNE8CixIKwTeXEmMIxIdZQZ1KoAhbC86lyMgwszoxBMXENodhBIT9COfnK5ydr5BmbwzyENHVaRJ8wMSwGLGzXODw8ACbaSLJZ7PGtNkAls54XgnDHfyBNZFKikbk6tXMA4vjC955BusyYwNfLqWxIKXVi7X4Yoq1u86fQdvQYWuD1YjCgT2BGWzUa3cpMwJvwOXLh9jdXeLKlcs4PTnByckJKyxWYqvGBC3MBhrP4+7qil18PQ/7ixlEMjvJHUg2VyEgaEFQ5umKvgTraVgjDanR0fsUTTs0vw6xNdDQy57OS3Aac7BkPCeO0JMY6u8LQi1VIoi1QHH9ejQzWuVLLVJ0cBVdaF+S1qasHtx00JLYFqcSqd+jL4VIwBegX9DgyrbiFrrV4GuKUEhR9YXeUHlDce3TYyUeWWciHD+gIKVLlwOC7Hk7+GB9MEVKHC9+csJhn94I4viB6ja7j1dlnj8Au7tL7O7uIOeEaZqwXq+xXk+YpqmKUfoXM7qgl3Cw0+cgDLYoC5rmH1MVpxw7sQT1fhnzv32+unQ1aokQaCIZAt/kbYBnr47Tq/e2Sou17mJ7WOpyMWLn+jVcOjzAerPBualI+5g4B8J6vICgLAVanWrbQLEGPjYb4c/TuQkeMoulmVxIjsy7QrVIm0jka6O4UAgacClCJ+WaET1YKGKqw0O0blfiT+Mw8pyidbembNTz1i/QswjrOrRUaajGzUlvNotALVLoCEw1ClBSkEuDnzAMo+Evz7/7LoYREKkkHKC1EGdTs3UWV48FpDRbSNdCewpVjHWRhCpw16i66tbSEHgJbJEtgPHqnYMu1YPkUpCK4s7RSe0MjAbW2AnxW1Q59oovdmGuccRLRojA3t4O9naXKKCC8mq1xnq1xjzPFLCwHFLVZyyQXZhLNuRZEZX6B8EjmtJKkrXqYN6aQBEaZ8LuORdOO3cFc9S5zNXYiuWwc0om1U056xgpr1ZSK1M5S6+ladHAO2C5WGBnychgnmkIj49PcHZ2aoNDYFRwoBRuzvVmg9X5ed0oLBfHhknASpMLAqASBGNk2rCgBriRiHTLAPRRhqoidVwJRmWh9qSE7t6wRbqJ2jrwWwq1KyR65cJSVEXFV7ycF7p8H4ERQ4h8XsPCJhHHFgl5FOv3t+cZ1CrBXRiNBLFGKndQjZ5+r+NiGAE1MQ7LcYch1hzSb3jffLPZbODzFySEdvEiWxEDH3TrMa/1V2Noe6PI3YSRHlhMmZb19PQMU0qAlYFgxqJHXaOBkylbiKiAqECidYfBREnBCGQQls/2dpYoh4eYc8JqM2G92WA9bTDNCfOcOTUn24DLUqqRCTlVL5+13QN6py5lsuvJPobb6+ndISKIIMLtSL5HOjWdgldH2j2tPQeVdafVw6tVX2IIyB0usbNYYLlYYG9nF7lcx2q1wvHJCc7OzrDZTMhZjZQDrExCDKoWfTHdESXg6Qy9wbAicfCslgIbmabHD3yDOYW4qJoQaB/dbGsEqHnqCo4CDYwLnIJMzUqC0NtroxtUkpNpHKKet6o6Om74TzNUHol4hSKY88o523NvKSLXJ6s37Is0XOnCDx8BEOOAZEDTNOeqBASA8tHaNjI9NHOzoNotQrVJtm4RQw0PvUwSY0Qc2rhooKv7iiOu7EfwPHq1WeP0/ByAk05Ky+W7g7JZJk+lpXkREYQwQOAsx/YetUlLELapHi6IIeSSkUrBNCVsNokbMZOsE4LpKBTyCnxARs2nwTKZp1d+brH7PQDPMXrc9EbRtrmJOZeWi9uGgwjUACtvgur5+FXzQYGojbfRg1f+nVEEe3t72N/bY2VltcLK/gAkkKV5huzuGjBa2lQkAVQUu7s72NnZIZNU2UYuaOIe/eFq0n4EiwQ9mvN14u/1ZqJKMAptDF4MAZIzwuDDQ7cNh32gOQxv9TGUX02KxdJgN9itOmHnJ6FTCrIoryiVrX3N+vkpqiJyKW2/cD3ce98BF8QI8MaNKODGm1OT/Y4Gyoi2QZDDGCzvZ9EsRtIuPVT3BVZyA3F6lljLxQCgo2NantYbjazsDuTo5wzVNvCyuPEWH0XtQy5d+ITCDypMK2IYIeIoeUNtPf9kzmD0VaFQ6c64RN7j60EoExXjwNqyl6MKKbMevcRhqFON/Tp65ea+zFbr9vZ+Ts+JVEsOzDOrwSw2pjsEIKBGa5rZzGM3mMBcCNBckKV1Y1bvauEr25OL7xMIBPv7+ziw+Yqq5I/klDCO7Np0vclxGBFHahlevXK5huUAKigXBrHn29bAlqBp79Xtc/s6PisMXfuuXUsVvLHrGsJgAjbtXrrSUS9nX8u0AnQoDc85ey9MMXyK2gvqbe1mPD3dYmo5VMAwRuoVJL+fXv403OeFkMELYQQUrK+W4kAVX/eHNgwRQXpGlWVjtgHznJBKJlX0LuQfMBJQCFgsFrTubgSsVM5wy8tLTiri50ybCdOU6uInGtx6ynvPKg42el+4hIoyt0ETHRjEflpakkgePgxcDBCgNOEItU0dwLq7tze7B6n6A2LgmP0uhMw6sVCTeaSj8qhevtXFMzabjRk9y5ktNNdcmK9WIK9stXk74apWI4C6aRj6klLLDUKjS6OckEvLhX0jhhixs1jY9F3BYjFguVhiuRxNt3/EsBgroCfW/u3gJlKCj/uSu67TD/fcgT8kKQrG2Xesw1SYtp1JqAapr7rUqNW8fE7JnjHXR5TIqpMZ/MZWtUoRfxHDMFbQ0udo+vOwE6hlRGgrMfq482iApNqcq/EFkMGLYQQM+HIPKpY7Q6m5HlQQC4w3UJDmZCUUhqxeJfBcrGQ2A3nN3QGfbOAWABsyodULAb5BpYJmioDzs41tJ3XNmrrIg+W6XiZSFYTBFwZgSRzf7xsQtmFl6ERMQ6M4l4CsGRmcAaxaoKZjIMGIVBqrYfEhlFpYzqzsNgkcBwgD7Kzs5yumNkAZMOYlKocRmR+zgWlYEEfQnG16NGsTCFw+Wdh74Tz4AOuLFwUi6gwCGIstRPG5RHU232BofikFi3GoaYcEoulLMwZxsUBcLDEul1iMC1PsEU6frmIHGVkjNEZ+T2kDO/tGLQf2Bgl10/sgUvfang5Fi5IAL2NS+MONmBPSvGEne4lXBDEKfMgzoDVijPZinybknDEES3dRINGiSZhzVIWoi9VYKmwOQINAbHAMARRbC2asnu+4EEZAFJDEjQtYmB/c0gbTpm+HKqOHnEzvTqLJiTWpqCbEcLdYRwMNQ6DnKo43eBSg/J3T03NM01y9XFM/0q3PgYfVAMsP0nJI4gg2CddLnQ4OuldRBgAiAgRGEkULkL2O3ai8oQJV5DIAlkc6DgLfxq06kXK2tjSpEQEUSJ5ClFJzZw5rodGLYWCpLUYg2Ku5IBQFQAYfVBlpODAYDDC07yq2EDUYM69oTQOSAWTBhGRCoKCpo9/DMDIa2Nmhum9kq3McBmIA0cN2K4upEXnQgl/3ps7rKGjlRqnPYZtR6RRmEYK6DsQy6lKo2s9VK7mI0nNE+S3cAtAx9WR77fkMiSDNCPRNP1mL0bO1fhbgzUEG0lqrtniUqqaMlWwwrIOhygjl+Y4LYQQAsMlhYNnN1ViTh4ViyKuxvtCxw4a6GXgT3CID3f2zoyHYZNbFIVRAazNNNlqKmzNNM05OTiuYCHio7TRQgc/5dm/MQypg440puX5nrnLnQ4wQW8S+OVnrdlyBnxXiwM/XVuYSibVenZO1itboxVKP0Agy3l3pRqF4GKokUm2NfdOAohkxUBHHWYkhkJcOUSwiR66ryXTXtCJGDgUdRzOOlo965CQuhWUtvIbnkBQzIIahGtrFYln7FXzWxGgzAoY4IIB1c7Feeg4ApSdnnuzNYE19159HT0+GtO7CvmzY9w14pQEe69jrxYBK6gbaTzsMyn+XUWCrdEngGu5TST6XFmVSmlzZoSpSz8txsJIzU5RCujhSQjF8QIJ3NvoGUHjr972OC2EEVAAsuABqW6ZHAsGlpVIF0FxCKqeEECNK1kp6IVdgUXNWVZeXbpvEyy1l5lBHiGC5ZK3ZvfO8XtfF4IvG7UsFJUOztsXGptlAKE6GlWCAvodszM8VLOlJofCEI7p8TMHKiVLTm2A5fFHFnCi/Pi7YzSjRvJiakXLPaiFsdtVaaR4uRqn3OifW/Ot9nmfCEkJarJe2CFqEKjOmUkhEsUU2Wn285vm20QtarTwaWBuGQB18gRF6hMCWeU4fCDIOA3GEcbSyX6yeDWgAMGCcBHu+ZI0qytxCZqjW+3D3hndjFe3z+v772sprOhLen6BKWrlXD6JrUei2tx/iWPkVLkMXVBHGkWCvYzr2nc5PgDQsq3IBPEVJRkrKhjfYNfDWlHp+tmi2qkT3Oi6GEQCAISCa/PPWptVWsumBmSBSiSwtAiBJxBHdNG/fgFK8akqQinX3BrR4Hgrl6LAeOW8chICUjSpbgBIafdYBGgF5/A0FENYFbYFDDAwSG0DivAL4AgIc/AxBqooMRI1Hv7DgRxC01abFxDy5YGxWQGC00vfKKwAJJuQ6CLzpytCrLRUgAGDllIatzvCLzOr72ro9DAujmSbwvmu9v5V2C63MPY9woLyGcSTYt1gM1RH0XJGqGNR9t2sJOFhGTkSpxpDNigXQUDtTn7MxDCsJQQwj8I2lUFP5ELizydzEMXJug73mBpCs1FCvrweFnVVYXBzU0rOcc406HLuoRsiOHnClCrFCUwGUKYS3gkOtM7fbR893XAgjwDyuXfQA1Byzlu/stf5NwUAZej8zDkGgmu2BWEeeheL+GZ6j332DPTTMpZi+AViMLqiLn+FqIzMFNepwANj8xM5DKDvCHD3OtfpgFFfbdC6o6otVBOZxW0oThtAQZNv83pnoi63eHwW8u9A1/qGtH6EUQIZGnIlxqOcoISBa000wT0QPbqmCYS4QejkfsMFULMOHpxA/a30aoRiGodqtOOV1lNb7rypmfCwyMa/KzdKcQMkZWLTuurq8a5TQuAiN+INmoNwYOqZj7/DPo9FtXY0i5EUQsA5UUApsxCIe41Rqx2f4rOd5hqCpTBXr+KuphC8DAMX4GcVmJzi5qt4tP1d1g0tH4iQ0v94Y6NwEjSF5d0Xk7uNCGAEUBVK28coN4HIKJ+DMLDUvPjRdQMvJx3FhPPOmJUcEnIupor+KtiCrN2keW0Qwz6nx482Re3jn4ZcLj3o46YbWoxKGnkYIEX+gaoQi92r+cMRmKLTcj79v+nFa6lAQvq8DsUJEVpCZaOxInpCXUGHdhb1abhcOF0URQ+xj88ZiIGQ/6ko6AE0qK88dWSTByVIAjywUQBy4yTkmu0tFtGC5kBoVtEEdLbTyhqVo+AnJMx3HoWgDdus94fVHwwvcOChvbn3utezqObe9f85z/VdVI7LnX5WsKtPUdCq1AbS9cfHPaNFa4xPwO7d5LMzfBdKthS2Oi80lyIadBUiTGBNhpFLo5EbDZr5kIgHW6ch+6/P7HsRpoV2voCpYLtlduFwsUIraVBYy2ko2QCY0zwfAhCmkRgztHgk2aysLyjazLsbBkPMexGnWuSBXMEiz2iReb76xvm/YH2cdehjvxs69ti2CYN68envb1LDuQcOrDHm/WxWXG7EoteYIwrlxiYyQcqobja3BlgYYoBUlsEwbQnfPUe9LVU5iG2cHRnZAJlp5jQuSZOcggjjyfGK0GQjSS2u5we27P1E/i89B3XYSBQ8Bxfn4aPk/z4nhfLCUL3YaD37fpnm26dYGJAJWtosGKrrjgSlQmREopdNYbPcoWcrZI/V362Fu4QIiRqDaJjh5+dCjgZriEsCxe9CwKR8X16fSz3dcECPAfgEJsQIjXrd29lWTIOexjR0ELMYRKWer2Vo0EajSs1wuqfqSZtuItObR2pUJ1nK0+DRPmBOpvMGGpPIcg0UV6pF8zdvqdQCoalKQWtZr8+sbYyyb9wtgeSwl7mYPxWG4QLKFTcah8wIUroxLQ+ILfkBPLIKBlBIGwIZvKMi38HCbUTKvMYSI5c4urzG0LroA5rT0Ut6m6pwObmL/H6wbjvk40xhfuJWdJ83beQgerR06BFTA1aW7fI349TqjL2UbH44W3hd7PmrU2r6ngVOdGQ36GvLP7vGfVqpzNp61XXspVlqrNlM6I/8IpfFq+G0piH+XGwhVIFqK13v8UkqNDLaASzRjw382+rVvdDcgQwgsOW9hCoIXyghezPCRN4Ljxvx4LYD/HsDfx0s0hgzgg00OgBVHO+1CmXTxgYzDNk4gASkV5DzVUMzDes/7/eb6gAxa/wKIz3Zr4iSbzYYA1nMWn3lm0xxwY1JTArTN6DX/Zs098vA6s9ZBKUULvMHLw9iSvaSjqKKeFttHY48JKkewGsIaMXh4u5XTGoZhm9/zfA8lc061SsEOQScOoWvS2g4tRSjqKjJYWFzgSmmlZErAEU2znNWMQOT9d4/lER4ECMHvV8vpe09WOwEtEw6GEQR02v3mPV3Qw5/L3dGMGzJSzLN59gyfKux9/zVZDBFlnttwTxFGDXVjNvVmmPNCXaf8b6s02ag8VeTUFK/7o2EX9PhxGFBSQhSpBlokQEMDvX0CNyngsa7P5+Bf3fFi1IY/DOBr7aQigM8C+AlQdvwlGUOmqths1kCIXU7VHpooy3qxWwytCcaIIP6wfJej9Zx7fl/16OwGJ00IakxCAEUTzs7PUBSIYbBQ3z8LcPUiespgoSqqlfV8l7tTLSdvrSPi9llRASDXJZAQUFQINIr7camItViITn6AkYHUx1W1gZktpA6AxubBO7abG0if9KNQ4yyIYQRqBjTys9UYefwkkmuiod12rQgEDnmOgGSeh+fiqopxMXLOn22OYJ13rhkYokcNJhIzuC6hGxHB4BULBaKBMS7KKVamcw1JLTSiHo4HH4UGKzWb4ZnTXOcPegm6qFr7NasiGQkOETHu78p2QSoTVaT9HZ0B4/j6Vq0puWA2I+TRvKeIPntQ1Y2HR40CiQMl3iHV8ALem2FLLzYjL9IJmTzP8btNB/4ggI+q6iflJRxDBjC3S3neqgC49fLSS4F2unDWDus3yvc+HATLW5bfAR4HDOkQnbvOUGq1XlcduwK34l6DZ4gchIw+55JrQQdAKdSQo96IVXTaw7gakhoYYUh+9bxozTnRwjkaIsbLjhvEGsl4Gc3vQUYIEXZ7eE+yexpBCIpcSI4qQjKhz7xjqNt7SIMHJNTPggQTt+TZZs11kAbQdVdKaRsYoW6OEANFYwLnRHooC/iz5J+cSwUnhxC2B5r2ntafhW0oOPsSbkh1qzwZAudX1Iihz5fFN3KLtJzA5MKlsEfVBGq1plYo3rLueAg6w9JhNrbmKguxUJpM4JRq7YRIzYDnbJwDWPdpnzIQXFYpGMPYDJGtobvxnP743RqBHwLwj+zvL90YMlUqqVuY4/lgttqsKkOcWtvmm2xzdUxBMa55sA0D2CZv02KaXLSDjREhsP69Wq0h4uKfXjs32TG0vNLDW0iLPlh29Dy4oe+ytbjbYrdLqBbfDVJPHW1ehNc3jGPdiNXw8WK8tsGP9/Hg6iFli65ceYiUaUsr7L5HY9ipgUt9nZlhuEl8G7PRqcvMWO66TrRwXmASb0oAcDDlZDfm2nkp92i+2D0U0FKgIdQ0KtsN9B4TpiDO4muIet24ydaC14y78NzP04/Wst6Yog6w9S3TrXVaq/KwRyyelgnQekmkfbbz+b3pjJwOOij33BLZj6F+T7V2PvD92tIzr4LBdSKHwQwc094aAt/jeNFGQDhz4PsA/OXf6Vfv8dpzzkC6MWS7u7sMNu3m9OEqa54MibRjUDkyzZDIjAWMDGIIM8kouYsotoc/eKoAAOvVZLmZB+822bbm2KyFM2Q04MW9eZd3Of7QEF/3pNJxH1g3D/2G0VIR6NqZ1t2vlJIZHfMqpaAEyqEFC3kxOCHIynBmAIqJZog9iGj5onT3wq+BUYygJMdJoqHTA8RmIpSSMdS6veMu/PwCXl+28fGOxQikTubhWWzXwPvKhrfhNmoXz4+RSZN85+1v2IvfS78/rayLSvZxgK6l9Yaf5FJz/d4A93/cAPj5OtDnG7ECqZZmZC0YbFOqXVczOkAFGO3cWwSgSHaPffpQNtyj2z+tWuLRlArmNFukk/0XUUqqTvFex+8mEvhuAL+uqk/bv1+yMWRXr17VbIIcjvxyE3ifP6pmu723ek0CTU03DkAll9QHUj+PZSG+D4Dlt7lQ7x4Ixv5q49EbttA2ilZsoHmQ5sWlebPqcMSiHNQWU6LkTTDC6bkePoot2GjttR5ahm7z1tKi2aOSe4/P1zzyUaC2yVrCb3hBA5lyVnYswr24Kww5wqxQNRKWGVqv4mwDoc3LAkAR3s8h2jkLzOA3cZfeG3uTlINloophOWwZb4DpYRR01Rd+rm8AB1NhnxVkm4A2WINObSN3TMDBR20ltrsB0X4dorAvwhWVOIPAQcvtXNwjDJ+TKYIqIefy5WpRgHM+uPSkGlqxz2H6iVrtKNYF6s+8Jwq9UO/A80OGzz3+U7RUAOC4sR+xv/8ItseQ/ZCILEXkNXgRY8hqWaYP7zzfBzDEATGOiHGs73Ghh+1KgY2BskagilnVEpp7df7x6cWTjflmp9rA7wuxdpf5aKkYYlXxYc4f64KhwWkjrtCh9r6BfJKSb2LASmFxWwNBhOe6WIyIMTTpLGniF6201KKZZgCMOpvbNNtaGQEXaJ1ya2mDK9FkM1StHOXGwDeAk41QSTp9Obe/rlr2couk7ZnUjeR3qzMiKVMfwiONcRzvUgiS6kHvNVSjj6TqH/vdPt3qv9c9cQyxnlQvRtpardua9f+ylGlsxyHavc+m/txSFL8/0fAB6b/fsBj+aRyUZHMMKXJKw+llSr+/KSeb4dlwgj6V6Q3YvY4XFQmIyB6A/xDAn+le/mt4icaQAQCnC3c1Tm0XEEPE3OncbeVwSubUPM+VxqoAiofOFkl4P4Fbb4awpPdOE5tAau+ASXN5Oc2xCZoODrBo4XALs3pPdfdNL2ipjiPV7MDrGHoVFG2lPTcmdrGAFkQZauqjpoziKLHX5fuQtedYeDefQm2kezvXGiZb7hzRrrHd89bWrIVArVN6/R7UvFfa4FcR5wWgeniWHfma80O02yze+Th0BqCehzaxkOoZ7ecFrdRX73+nVRktxVMlaDaOo3lRS1WkEa96AwdsP9c+ImiYDjcodQw65B7bnYnwyNKjpWKdqGJAp7SZiDUlKUARU6Sy+8YUqbEl/bx6LKl3lPc6XuwYsnMA1+967SZeojFk4nmwWi80WigXYuScPFvkLuZo31MfCodAWilxHBHcC1lfXy8R1TMQ6QVzE3wEqqxWMhpyvxEVWsee9d7Lw3WLdetrNb2xheAadcVGW7MnvsNCbFNvAYr1v12VAagbmCCfbTyVrftyN9hYz9miVFY52oQlP7zHv4boofW++31TS2MY7ZR63f296Q1A0bI9+i1ElgU9WgC2UgsAW8SeftPZ5W9tTr/nz9m0NX+30F+NNOXt02ggYt2o2m/ORkbqn0nDIlCNG2+MVRK0BxXF6N1eqaBBz1oI/Nm9LloquMdIi1cqMNzCKgVuyP29Hr4UBfI8bz2DUgrCcMGVhQAKe2oIFK+sEXuoXG0xxZ9eL64agHHEEGITsvDSmoVNXt9vYIpv/q7PPXiYW+zmtz58oIEv/G9bLP1n+qOg922bTsTzaj7YbB1qQxz4eDsr3Rspj5/r7D34wtuWNVOoaQo6qBaR0YW9qh0Kv309LLMZDrHlhb01GFsezCMW0qBt6En1Vo0t1xN8qvHt7kNvkO4VMoOPrea1fr0eWbg8mW9o/97kn1Mo9OpaC37vDI5gegDW21O5R6B6l1HpWZJ+VJ1BrSYQnsP3RCQ/L6eQ1NZvxzb8vCwNg7RUrqYnqtVg17WUu2qIAqpeRsfWc3EM6vmOC2EEar6mBTJE4wIAItSNI9qcMUTm8MVIEj5joGbh7rVi5JQfVSyGsVJZgZan2jswz5PdsIKUmkCo56P+uXyWxtaToW4UP3z2gYeS/RBU/zU3YNFQX6YWjRuuyiEWvT6ch9o5NzBT4WQX9kZoBa887wfECDIVmFKFE0w85KwcdkG9h30u74agRTwJUSNS0op/lMyRXjCloP4zAHbSVZBVurTFPbYYD8TstUdjvP/dYNpuI3s7Le/pXYanLaot4wqY0bUw3AVA2JBjmowhNM9v3+MirbASoHt3NyjQlkZOKSEX7/H3KK2rMvBmtqiFnKiqAlW8GQraNns3NzOEUBmB7d5ZExTqYrW+kNLWbwj3NnR+X573J/8+D1XOW+usPnurBQhdHmvevKTiEZNtkIQ0z8iOnJdY8z3PiaeZkkv9TLbNZgXVbS68DxxBYG8B94t7LS+98f39wvSHnWo424/aat7bI5o+9/SUoT84fsopvQaaGpmnONlJYUbCvZzWsqBHIF4NMSdlBqagaDbhExiyzZmPXpKq26fmphlS06A2xZfhsI/A8mvSygPw+0Sii9mfQA5CsUao2hWIZoxE2AAGka3+/7YpzcOhA9cAA+O28QUAJnBKDCNEpicKWD5t78kNX0gW9QCGulup1cFeXxcV1Os8v5buQup99HXcKOl8blbKBKiu5XR08WYgNwKszLhIacm54kwAIMFbwt1NsM0+hEA8pHNYdx8XwwiI2BDPVjLSXKCIFtdIvWEMBwNCaCCUB2KblMiXTpmTZ40Cmybm9hwr5kNMOFikVzAid75fiqibwBVyXb4K0jzmUEtaBVUYVm1z5WwMue1brSD7UCMjhZ4wQ8PUVQCyIggHSrRZgM6zt3zbTxcBQRSA0ZKrN2xlR8fNae6Mvw9+qJOHWF8sKIGgZYIgqFGDVaEpYZZkn8tyJ1xSXS1S8Tw1u2ouDUSUZmi56dgJoUbIGmLEYhwxjEyXxDCPlJvCslrKN3jaUjy+lpq6eNTow09cuk1rmcLujEVoqRQC0I5lBG/YEmslLlQLLt4BSuZhMvYfgWRBFY1B7+m9esR1h+7Z+JPO4hgBgNxwCp9LqWit1SGyvJmctxBcvMRKfh7ltYt83u13IYxABUrcs3ZAjhStAhcMvz2c9tAw1/IMULryCkO8KU81/xyGxi2YOvAEQJc3NhpwA9EayYiCIAqFoCiVap2SqqY5SB2E2ilgH+05pqscG7mkW2j8/vbwHMhyRl4/N88BQP98DwcrhRmt628LXFQFgiP1ir5NmeBXqGXaog3ociguO4ZQPLqBfS97DwQWUUDs2ZiUmhg9G9gCdt2TSwhtwlCneajQlvvCNAsLhTs0cnoyF73tvxihuVVHFDaYNmBrY9wrt3dw1Z95BGoEZzfSjEnjFqRErUpUQ9aIS0wJc+UeOBblVGGv+3sq6QEiDy/vZniZ2Z9RXyHxtziNPtgzxV3rqCpo3eO4EEZA3T6bPFIIAUVsgQRad06Xtbx55M3tS0keEdT6qHkEB5J8wzih6PTkhBYZLZwH+jJfu2lNk66/kWoDOMXKZBHICjVOf3178eYdG1pZrJxk6YD7AlSDwb+7t2GfvktObS8CLQoN/nkAQJFQCEwavH1mb9TsxXodvPfojErbIGS5wRa3eWEDvijUakKcdl3OHoR74ExD0bfXeloBMF2JjlxbhLcYR6ZoSuahl8NoSExjwpqLfMBM1fTPua4NvzpBC8WhDYjse/TvRv+9/8T/3rAKTi+mXTchlqraZCXXQmJSpppLdXB1SZSmlwFFHWem0hihJPi1KMRgBjNKPqvT5dqjnY9FK3FbOWnL2d3juBBGAACcyw6YVFgn1gG4tzAutsmLV89s1n4YAuaZddQ4xhquFVucuRBQmacZ8zxbTtyFj6XpFjTar0cBXLzFQjmIQEML5QBrM2Z8yyYjLVguFtxAZuR6782SIb8DRq1tIFyx0LwbbS3b1Qj4Z7gJMIflZCa/d74gKIvNSMYIGXVhOR5SD/OGHlm5kGZOuRkQNU0Ge0vb6IHpXLRfUkHKieVEy2fb9aDTGfR0i2BpHQFuslutC1QgljqyAGwzKSxP9kiSEYDdJwtqWAXpCDi2Gdl63OfNLUrqZxfW9ejOwsDWUtTSG29p5lh0zY750Aj031m1MwwzCUO0Uixa6oMGCLqR7Q1AH8UViwScqNQ7thc6LowRAAxlDRFjHJA1ERQEjLkHMwKWD3YEEm5aE9fUhp6XUirYCAGmacZ6RTAwDgNn+XVW0q3mNgsxwJEeD++9c5DltVDBJF9s/D+XlG6hLzpPWctuaJtBYRJWhj8Exx9g+gW+6bbAO6O61tKbg012Mj14aSFtL4HWpLz8vc0rcgRW49/X0drmQYvl4a74rApkzVApNr7MNyPBrGzIYJ3TGALnEsC9PJ/rZjPV2Ij3zSMZ1Dq/n/84shU6MywwLEJqa3DEdkOSR5192e9uOjqArc1WMQB3GDUlMBAYrlLskuS8n0zlOsEToAKE/ToTgFGArT//zqGb1O2pMN/XwNBqnNwVmPEbYlOD6iso9zoujBGI1lfu+ICTdwqstRU+2dU2pC32YpuuWWgCXFG46FQV8zxzsKV1snl+5Xl+DffuCp1Yj/aIoIWKPbd8mx6L2uXW8809xHcPPQymJygAupBdBJVYUkufBvz55yhMLJTvqpUAiBsxX9CNOhu6a3CDxaqekopqWojQUDnw2q9mW/Sev7dJUfR8UIqSwK63gJsuSiNANUluNVEQ2+RdNSiEgHm2qMCjGCWj042Yq0bF6FGT57zZQm5lJNIb2hrqG6+/0Liz6gJ4PBfE5/Y1g+h/hu551snSvfMo7iC22YDi5DYDM2Hgbk9o6jkTqevc5BKxqoilW77uelYm/JxC61+o56VkVuaLDgx67h7NAIh5Pd9gtV6NtqEKDGARJ9M0vT+/SZtpgymnOqjUlizLZCnXHoO7w6Xa+FLr/F6KarRff1D1Tydq0ufXfhCbaNerLq9u1r43HNHAQx+75u9x1N6JP3cbIYiVT4XpEjGC7XzQ89Da7xA93bCfW/eheqMVOtZgZCQhXUrj8mn87FwZgaqKJIwkAgQ5G627I66U4mlgQ9trFBJDLQvXe4ZmZP18fZFzg5VqDH16NLDNoAxFMNtIcpdh98ai3DmBfjCtrxz1iEscW+rybFUDIROiBMyz6TUo+QHc08FYqIp5TjX9KraJqyK1dsNRVE3vFPyrJwAAELBJREFUgl9HwSfZdjJoQLh6OtSta48mnu+4EEYAsBRVnWSz7R25ljh5lflbRhwGIEpF2B0gotef4NLhuZ8dKDbp1bynk3QANA/lHlfb75CU5My5gG5PVaOQjPCiSmzA5bi2For/S9E9wNa8A1u8ZtwrdTW4xysN+fWl6Tx++LfVhduAzGRlSl/EIQxwtWR68tIWuQELOc2AxFqn9nONtSzLo3juatEFvJxlqRICarrChiu7Xy6eWdj5Npg+ooe9ACs4gGKsQ046r2khfW3FhXlvq1pI8WjCDQ7R91QSUrJx4zEi2bqoNx39qHpLMT0NtPuQcyGobB4ftiFzyQji6ae9ZiCvZed1o1P0RU2OTYEoGMaRY9jB+7eZe2Ecq6DBRuyhRQ4BUpvKRHhdNbI1ALpazXscF8YIOH3VrXgNlxWW63tDjxGGtEDg8/NYQ16tNtYSzCMMEVo6MEb5wNkQJDW3BPzh5rrI/LVoNzQEjsGi5zEiE1A3jU/epcUvKEJgzxldsE09mJFzrLiUUsU7oI4rModW98IFrRpi+nq+MPx/daHCNQVQIwxYmCsigNXqpY5Qky1bpUpEXi31gLaeAdUCTc4868Vd/Hz92XEjDjFaac4l1QGAunwcLMtr4kCW1n5dFCjaJOXn1NqbATd0TIuGrsXcUx3Smy0t6aKAGt5b+TRZ1OT6i63ZpuXttYkIuaL8Iq7jECtGYF0ntRwaQtxSi1K1ZwjDmYxlafua328RyhgZAbYIVWwPhwoEb6UEFjVVx9KrMeu2uvG9jothBBRWstkWlYQ0gY1QLaF5I2kWGwDOVyvMU6OtVkMhzuKioGORLmfyr++MAdBNh7VZeLXMiEbX5Wc0A8KNyYaYYpiGWpdin9/xnBnOt4Em2hZ2luq1XRhELc1xufRmwBoPwFl6ENblnSLdFxD9mh2squASWm7uHqNoAQshrMcXq5ujGqBSS4FQSxXuwlqI6ZCQ5Ey+EgJSmjl30r7TNRHWmw18LmLKGQrTlezIN/U61Ovo7RkzmjJKsBnWPi2r11o36nZU0/MXcu7ozjBimSMxHW+gRmTK/oDayFYxoFZmzFXhyVWTYJwNGoaiuYLbzg2olQeLNMRUneqaVTOSJtnO59KcGII85z7cfVwMIwBQRCGAea2Fnm79md/RywxhwJwSgofEApydrTBPMxz48U2hbjjspgabagt7H8kk/PswcDZcv+l74BBA81p2bpBOeMKqBcW9uWViTgbySMAnEHnEwXFZjcXIB9/KlkSeIyMHDx21YXaOV6jltOxnb/zBeh+NIOSlNJe38qUhIi0aAxdXtE61kjiNScYBJZVa1/bno9ruI4dhRJZgczYeuxmsoCh5RvCyqIXuzKEZBiMEUsCVRi2nZGPPZasi1NIsb9jxBqSKmtYUpkWZpeb6QJMHYyRm74Gdm6VgDryqeq4ezaApCodCcCagUKl6Z7msa2c2AdsQQ4us0NKKaDMg2ia1NEeLSb/ZfQ6uQC1AkaoBqVaurukohArGFdQsEI3UI3wBXOBCGAEFvVdUwZRmetTQcuZk/G7ne9c8vmRsNhMmwwBiHKjRpsZL5yrFOC6wXm8qWUfQtOe8xANxFHt7zp1XFxY2GbceIl3IaG23tiF9Xj09DqrnVgUkxLphAHQiJYYc50YRFfc2YuG+NLDSTo6eTztmoNq5pQQXPWFJLtaN7iPC63V62OsRCTpsoqilEKj6d6KNc+AGE3b+GrbFOzmxV6xaIBZqO/ORrdQuoJmsdl83u+W+DjYKOBykjzT6Ulsj6xCOcMMrcENVCMiZNmIDTLXRtjsn0iIsqTiMqiLNTCejafflXJDSBmJTpHIulvuT2OPd/v02rM+7zi/0VIG/ma08yyqMPQ8TYHWpsH4OpBOmmnGzVK+Q8n7hjQBsgwuaxfUHNBs4pKKIi2V9R8oZc5qxWq1MTqqxyVqJpYXWzAFTtcB14QJV9krJE60eHGiho3YLX+GlvBYpMN1ui8ZDMk8tAJMTs/OvD056AQu2GHsq4t+v3hHmQGJuuaXrLsJBIX4TELbZj96FGK2RJqClQS7a4UBdX02gf2KYmea5blgHTStuYgahVQq6EpadVcrZmq+M2TaM1ej2pJyGxbR6vxZFmk32W1t9fFv+C5WI5CAkN3MnsJGN3KttndDZsGsv2wYXCLkqdm5zSrWL1SOyFiGyo9WZfM04GVPRcvlSnMjE171Jycev+XPis29AKNMETrOGddA2+X2plaGcGJHE2CouTAsd97j3cTGMAE1sLekAfXMQ96pIREoFcynsiooRq9Uam83MsN+9LrpWViWPfbOZa9jqBoAhchNydK/Yz6W7uxToRz8jkQs6AwXQ0l5rHqoDq3zBiYew3QIuDDVznWIrDJGrzh9ZewxvCU4Ow1jTjzpUVIw9J76h0DaCpgaidefi51ENRN8FpZT78k09dkCcG1ER63izZ1cMePVowElbjEJaxFKbf+wz7lZA8gUeY2QXn+MnIVYDdDeg27/fPeY22Afk3JiI7m1jGCAhIk8zvOSWM4VBqEpHerBHGhV0BQHCHtup1xxaTR9ANZ5UtOIkh0EGqGbjJzT9AZ++RBzAKya2ZuDng7p21crB0SJoKBhBCqddlXvIsPlxMYwAjKThVrCjr/absEpGKYBcsNnMKOqbtVF63ZPs7e3ZRpK6cRuC2v5ew8mcUUSaTkGXEgCtEhBCgFp5Kg4EgtK8Lc/NRTQj56ZBWK81ZyBnsAmJnkkEKNpUlZw1FroQrx1iQpWNSlxxDA/5IVv6gdG0KXw6jW9gVdgMPXCGI9r592y1ioe4pyulDrykJ3URT9N+7MA3Fa/MtHvgmo00mLB8tmMiBhfWaP3+fm+oUeAlzWizA+mRe08MtIik/dsVesVSj2DOYbQGJ0fiDZxTtYjLKgTKDRhjGyzqGIxHdD0RyA/nI0CNERrbeai63Lt3IvI7BMLnplqrQ04Y8t4Tj6JzXZ8BWXPTS5gmlJJrWfRex4UwAp5rVe56occHHPk2+m/OpJaGiJyIAXj7aBCB2NWMi5FEjVKMJajVswOoklalSN04LPvwwc2dN3brzo02UHjEvkdLQZ65CNzL8Hq0AnHQxg7b9hJDNUDBKkYAOgPSI9WOGqNiCY6B+OfB1XFZG2TuHtrG6cNz56xz63ExanKdRW4q31AeQXlO3ijELR3yTyK/o31n/V4RVn54QWSELhdMn2A4CMdFw/Ucc/LNpYCJZIyDCc16j4k494EbNpdUIyUAND6ldPeZvf6c4qRoRsMmUZvR5Ea26wfgoqvFuiBjRMfsa0ahRW/No3uq5JwAAJBg1SN1/UJ+xuDpm6CyLQGhSlQhxhAHb9bavsdRhAYgZyuvMm3IyQzIxccEUC/YRTlSaSGeiGCeJnqjuGBYOo4YxhFzSqYMbOAZPFDImKxJqL9hfDjWJ98hdO5NHbACWgTgmzClDC0Zjql7kwcXWcc2s/RgHEd+ki38OHp3odYF5sCdg37tXvDgawExUMNfTXFoC6S0/LipEDft+1oG7IyQy3xp6b5LjZKsblybNiE9Fb/P6/LRQncP7XvatDe8+PmrAClpVQ9amPR5K9kVhrOlMeWIX3CjDB7G+HNyBqn1S2QwvPZW5JzJ5lP7fqdBlyKVKMY8m5/BSpt1S1pa6tfea1rW+ZN2b6RGOy0KaM8vVEcCgFoUfCsKBrtfpVUfito5Gejpz63fH8qfRbRn42vJh7NqcX3ExqpEt6bvdVwIIyB2dyivxNyoD6Fb6MY6PL0Eb95g893UEWRxpFWx3myqloJbzFLYbRikz9scAGQJsXSVA/7XJLa7hd26trZLiU4ccUCyMvxU4VRhcUpuNUz+nR0gp9YzofTU3gJNg2GyY907VJWpUU13mlFsqY3nwtbVJry2nD0NYSQAqwo0o+l167oT63k6WJqdSFPvZRsjrwHMgQuZgdFAT9dH8Cijx8+dWVgxjbvWDDfP9swDCJBLMsOSq2f381XNkG7Jb0VZUEYJtqEcIyml1Ll+AKPEob+nWlAyqpd3Vim6ipMTeQKMBAXSi1VR2YrOkgUYYbpatkd3vk60oI49a+mIGXVonUxEVSGvRD2/yChwQYxA22ABkIhS0nYerdQKVN+4UaoajATqBA6hoemcVLxppcfOmGgpJgjR8kQ/qpyUqoEvHXfcDVEIyMnjhY5AVL2sIAxLqLA0w2oCN5Ej2s3bNS/tQ0YYHrqBaA/PKwwwnQUO3pAtI6AqpidgmnMVEVbzkHkrlw1hMJzFiVrCkFr7ikUn/NmV/2qUZOE+rPLR+P5dk4x5aC97thKciaAokf+KqquaaIqDZM+Vd78bz3FuQ86pkqGInXDQay6pbfa6gayzUMUMACwi04r7ugCrg509TsRUgMNrBc1J+DVE6bj7yk7HnBOSJgN52d/huT+A6kgq30UdGLe1UgpQWlThVbDaOGaBvytw1fN4/kAAcvdGeDkOETkB8OGX+zx+n44bAJ59uU/i9+F4pV4X8Mq9tidU9VV3v3ghIgEAH1bVr3+5T+L34xCR97wSr+2Vel3AK/va7nW8sOTI/eP+cf94xR/3jcD94/7xZX5cFCPwt1/uE/h9PF6p1/ZKvS7glX1tzzkuBDB4/7h/3D9evuOiRAL3j/vH/eNlOu4bgfvH/ePL/HjZjYCI/Mci8mER+YiI/KWX+3x+N4eIPCYiPysiHxSR3xKRP2evXxORfyUiv23/vdq95y/btX5YRP6jl+/sf+dDRKKI/FsR+ef271fKdV0RkR8XkQ/Zs/vmV8q1fVGHs79ejj/gmN+PAngtgAWA9wF408t5Tr/L838YwNvs74cA/h2ANwH4XwD8JXv9LwH4n+3vb7JrXAJ4jV17fLmv4wWu7y8A+DEA/9z+/Uq5rh8F8Kft7wsAV14p1/bF/Hm5I4FvBPARVf2Yqk4A/jGA73+Zz+lFH6r6eVX9dfv7CYAPAng1eA0/ar/2owD+iP39+wH8Y1XdqOrHAXwEvAcX7hCRRwH8YQB/p3v5lXBdlwC8A8DfBQBVnVT1Dl4B1/bFHi+3EXg1gE93//6MvfYld4jIkwDeCuDdAB5U1c8DNBQAHrBf+1K63v8VwH8DV1Pl8Uq4rtcCeAbA37NU5++IyD5eGdf2RR0vtxG4V1vDl1zNUkQOAPwzAH9eVY9f6Ffv8dqFu14R+V4AX1DVX3uxb7nHaxfuuuwYALwNwN9U1bcCOAPD/+c7vpSu7Ys6Xm4j8BkAj3X/fhTA516mc/miDhEZQQPwD1X1/7SXnxaRh+3nDwP4gr3+pXK93wLg+0TkE2CK9p0i8g/wpX9dAM/1M6r6bvv3j4NG4ZVwbV/U8XIbgV8F8BUi8hoRWQD4IQA/+TKf04s+hH2lfxfAB1X1r3c/+kkAP2J//xEA/3f3+g+JyFJEXgPgKwD8yr+v832xh6r+ZVV9VFWfBJ/Ju1T1T+JL/LoAQFWfAvBpEXmjvfQHAXwAr4Br+6KPlxuZBPA9IKr+UQB/5eU+n9/luX8rGBq+H8B77c/3ALgO4GcA/Lb991r3nr9i1/phAN/9cl/Di7jGd6JVB14R1wXgawG8x57b/wXg6ivl2r6YP/dpw/eP+8eX+fFypwP3j/vH/eNlPu4bgfvH/ePL/LhvBO4f948v8+O+Ebh/3D++zI/7RuD+cf/4Mj/uG4H7x/3jy/y4bwTuH/ePL/Pj/wfLR0mCNcpdGgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.imshow(img)\n",
    "# 遍历所有的正样本的anchor，绘制在图像上\n",
    "for idx in positive_anchor_id:\n",
    "    print(idx)\n",
    "    if idx == 158513:\n",
    "        boxes = anchors[0][idx]\n",
    "        fig.axes.add_patch(plt.Rectangle(\n",
    "        xy=(boxes[0],boxes[1]), width=boxes[2]-boxes[0], height=boxes[3]-boxes[1],\n",
    "        fill=False, edgecolor=\"red\", linewidth=1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "negative_anchor_id= torch.where(torch.eq(rpn_label_matchs[0],-1))[0].numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(249,)"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "negative_anchor_id.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.imshow(img)\n",
    "# 遍历所有的正样本的anchor，绘制在图像上\n",
    "for idx in negative_anchor_id:\n",
    "   # print(idx)\n",
    "    # 负样本的anchor\n",
    "    boxes = anchors[0][idx]\n",
    "    # 取余20为0的负样本进行展示\n",
    "    fig.axes.add_patch(\n",
    "        plt.Rectangle(xy=(boxes[0], boxes[1]),\n",
    "                      width=boxes[2] - boxes[0],\n",
    "                      height=boxes[3] - boxes[1],\n",
    "                      fill=False,\n",
    "                      edgecolor=\"white\",\n",
    "                      linewidth=1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "regression_targets = model.rpn.box_coder.encode(rpn_target_deltas,anchors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([159882, 4])"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "regression_targets[0].size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "proposals,matched_idx,labels,regression_targets= model.roi_heads.select_training_samples(proposal[0],[targets])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([512, 4])"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "proposals[0].size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([512, 4])"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "regression_targets[0].size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[tensor([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "         0, 7, 0, 0, 0, 0, 7, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 7, 0, 0,\n",
       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "         0, 0, 0, 0, 0, 0, 7, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 7,\n",
       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 7, 0, 0, 0, 0, 0, 0, 0,\n",
       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 7, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 7,\n",
       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "         0, 0, 0, 0, 7, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "         0, 0, 0, 0, 0, 0, 0, 7])]"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "positive_proposal_id=torch.where(torch.gt(labels[0],0))[0].numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制部分候选区域的负样本\n",
    "fig = plt.imshow(img)\n",
    "# 遍历所有的正样本的候选区域，绘制在图像上\n",
    "for idx in positive_proposal_id:\n",
    "    # 正样本的proposals\n",
    "    boxes = proposals[0][idx]\n",
    "    # 取余10为0的负样本进行展示\n",
    "    fig.axes.add_patch(\n",
    "        plt.Rectangle(xy=(boxes[0], boxes[1]),\n",
    "                      width=boxes[2] - boxes[0],\n",
    "                      height=boxes[3] - boxes[1],\n",
    "                      fill=False,\n",
    "                      edgecolor=\"white\",\n",
    "                      linewidth=1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "negitivate_proposal_id = torch.where(torch.eq(labels[0],0))[0].numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制部分候选区域的负样本\n",
    "fig = plt.imshow(img)\n",
    "# 遍历所有的负样本的候选区域，绘制在图像上\n",
    "for idx in negitivate_proposal_id:\n",
    "    # 负样本的proposals\n",
    "    boxes = proposals[0][idx]\n",
    "    # 取余10为0的负样本进行展示\n",
    "    if idx % 10 == 0:\n",
    "        fig.axes.add_patch(\n",
    "            plt.Rectangle(xy=(boxes[0], boxes[1]),\n",
    "                          width=boxes[2] - boxes[0],\n",
    "                          height=boxes[3] - boxes[1],\n",
    "                          fill=False,\n",
    "                          edgecolor=\"white\",\n",
    "                          linewidth=1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 模型训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from torch.utils.data import DataLoader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def collate_fn(batch):\n",
    "    return tuple(zip(*batch))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "train_data_loader = DataLoader(dataset,batch_size=2,shuffle = True,collate_fn = collate_fn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n",
      "({'boxes': tensor([[224.0000, 140.8000, 425.6000, 522.6666]], dtype=torch.float64), 'labels': tensor([8]), 'image_id': tensor([3183]), 'area': tensor([22554.]), 'iscrowd': tensor([0])}, {'boxes': tensor([[230.4000, 256.0000, 696.0000, 605.8667]], dtype=torch.float64), 'labels': tensor([3]), 'image_id': tensor([2603]), 'area': tensor([47724.]), 'iscrowd': tensor([0])})\n"
     ]
    }
   ],
   "source": [
    "for i,data in enumerate(train_data_loader):\n",
    "    image,targets = data\n",
    "    print(len(image))\n",
    "    print(targets)\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# 优化器\n",
    "params = [p for p in model.parameters() if p.requires_grad]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "optimizer = torch.optim.SGD(params,lr= 0.0001,momentum=0.9,weight_decay=0.0001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'loss_classifier': tensor(110.5280, grad_fn=<NllLossBackward0>), 'loss_box_reg': tensor(22.8108, grad_fn=<DivBackward0>), 'loss_objectness': tensor(7.9993, grad_fn=<BinaryCrossEntropyWithLogitsBackward0>), 'loss_rpn_box_reg': tensor(7.4245, dtype=torch.float64, grad_fn=<DivBackward0>)}\n",
      "Epoch:0,Batch:0,loss:148.76265928275987\n"
     ]
    }
   ],
   "source": [
    "# 遍历每个轮次进行训练\n",
    "\n",
    "# 1.参数的初始化\n",
    "iters = 0\n",
    "loss_value = 0\n",
    "total_train_loss = []\n",
    "# 2.遍历每个轮次进行训练\n",
    "for epoch in range(2):\n",
    "    train_loss = []\n",
    "    # 3.每个轮次中遍历每个batch\n",
    "    for images, targets in train_data_loader:\n",
    "        # 4.把batch数据送入网络中进行预测：损失\n",
    "        loss_dict = model(images, targets)\n",
    "        print(loss_dict)\n",
    "        loss = sum(loss for loss in loss_dict.values())\n",
    "        loss_value = loss.item()\n",
    "        train_loss.append(loss_value)\n",
    "        # 5.进行反向传播：\n",
    "        optimizer.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        print(f\"Epoch:{epoch},Batch:{iters},loss:{loss_value}\")\n",
    "        iters+=1\n",
    "        break\n",
    "    # 6.保存一此列的参数\n",
    "    epoch_loss = np.mean(train_loss)\n",
    "    total_train_loss.append(epoch_loss)\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": []
  }
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