YOLOv5-custom-training.ipynb

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  "metadata": {
    "colab": {
      "name": "YOLOv5-Custom-Training.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hrsaDfdVHzxt"
      },
      "source": [
        "# Custom Training with YOLOv5\n",
        "\n",
        "In this tutorial, we assemble a dataset and train a custom YOLOv5 model to recognize the objects in our dataset. To do so we will take the following steps:\n",
        "\n",
        "* Gather a dataset of images and label our dataset\n",
        "* Export our dataset to YOLOv5\n",
        "* Train YOLOv5 to recognize the objects in our dataset\n",
        "* Evaluate our YOLOv5 model's performance\n",
        "* Run test inference to view our model at work\n",
        "\n",
        "\n",
        "\n",
        "![](https://uploads-ssl.webflow.com/5f6bc60e665f54545a1e52a5/615627e5824c9c6195abfda9_computer-vision-cycle.png)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yNveqeA1KXGy"
      },
      "source": [
        "# Step 1: Install Requirements"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kTvDNSILZoN9",
        "outputId": "bba69fdb-d2ca-4dc4-d5b9-847c176f7612"
      },
      "source": [
        "#clone YOLOv5 and\n",
        "!git clone https://github.com/ultralytics/yolov5  # clone repo\n",
        "%cd yolov5\n",
        "%pip install -qr requirements.txt # install dependencies\n",
        "%pip install -q roboflow\n",
        "\n",
        "import torch\n",
        "import os\n",
        "from IPython.display import Image, clear_output  # to display images\n",
        "\n",
        "print(f\"Setup complete. Using torch {torch.__version__} ({torch.cuda.get_device_properties(0).name if torch.cuda.is_available() else 'CPU'})\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'yolov5'...\n",
            "remote: Enumerating objects: 9463, done.\u001b[K\n",
            "remote: Counting objects: 100% (27/27), done.\u001b[K\n",
            "remote: Compressing objects: 100% (12/12), done.\u001b[K\n",
            "remote: Total 9463 (delta 15), reused 25 (delta 15), pack-reused 9436\u001b[K\n",
            "Receiving objects: 100% (9463/9463), 9.88 MiB | 22.44 MiB/s, done.\n",
            "Resolving deltas: 100% (6574/6574), done.\n",
            "/content/yolov5\n",
            "\u001b[K     |████████████████████████████████| 636 kB 15.3 MB/s \n",
            "\u001b[K     |████████████████████████████████| 178 kB 74.8 MB/s \n",
            "\u001b[K     |████████████████████████████████| 1.1 MB 40.5 MB/s \n",
            "\u001b[K     |████████████████████████████████| 49.9 MB 26 kB/s \n",
            "\u001b[K     |████████████████████████████████| 61 kB 8.9 MB/s \n",
            "\u001b[K     |████████████████████████████████| 138 kB 79.1 MB/s \n",
            "\u001b[?25h  Building wheel for roboflow (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for wget (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "google-colab 1.0.0 requires requests~=2.23.0, but you have requests 2.25.1 which is incompatible.\n",
            "datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\n",
            "albumentations 0.1.12 requires imgaug<0.2.7,>=0.2.5, but you have imgaug 0.2.9 which is incompatible.\u001b[0m\n",
            "Setup complete. Using torch 1.9.0+cu102 (Tesla P100-PCIE-16GB)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zP6USLgz2f0r"
      },
      "source": [
        "# Step 2: Assemble Our Dataset\n",
        "\n",
        "In order to train our custom model, we need to assemble a dataset of representative images with bounding box annotations around the objects that we want to detect. And we need our dataset to be in YOLOv5 format.\n",
        "\n",
        "In Roboflow, you can choose between two paths:\n",
        "\n",
        "* Convert an existing dataset to YOLOv5 format. Roboflow supports over [30 formats object detection formats](https://roboflow.com/formats) for conversion.\n",
        "* Upload raw images and annotate them in Roboflow with [Roboflow Annotate](https://docs.roboflow.com/annotate).\n",
        "\n",
        "# Annotate\n",
        "\n",
        "![](https://roboflow-darknet.s3.us-east-2.amazonaws.com/roboflow-annotate.gif)\n",
        "\n",
        "# Version\n",
        "\n",
        "![](https://roboflow-darknet.s3.us-east-2.amazonaws.com/robolfow-preprocessing.png)\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "R2wGvjd4Z_92",
        "outputId": "9b100d09-654e-4c01-e77d-71d3ec4264c0"
      },
      "source": [
        "from roboflow import Roboflow\n",
        "rf = Roboflow(model_format=\"yolov5\", notebook=\"ultralytics\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "upload and label your dataset, and get an API KEY here: https://app.roboflow.com/?model=yolov5&ref=ultralytics\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2jjT5uIHo6l5"
      },
      "source": [
        "# set up environment\n",
        "os.environ[\"DATASET_DIRECTORY\"] = \"/content/datasets\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FwJcaoPGF4VI",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4e22e5ac-6980-403e-a723-ba205596761c"
      },
      "source": [
        "#after following the link above, recieve python code with these fields filled in\n",
        "#from roboflow import Roboflow\n",
        "#rf = Roboflow(api_key=\"YOUR API KEY HERE\")\n",
        "#project = rf.workspace().project(\"YOUR PROJECT\")\n",
        "#dataset = project.version(\"YOUR VERSION\").download(\"yolov5\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading Dataset Version Zip in /content/datasets/American-Mushrooms-1 to yolov5pytorch: 100% [3866359 / 3866359] bytes\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Extracting Dataset Version Zip to /content/datasets/American-Mushrooms-1 in yolov5pytorch:: 100%|██████████| 278/278 [00:00<00:00, 1046.33it/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "X7yAi9hd-T4B"
      },
      "source": [
        "# Step 3: Train Our Custom YOLOv5 model\n",
        "\n",
        "Here, we are able to pass a number of arguments:\n",
        "- **img:** define input image size\n",
        "- **batch:** determine batch size\n",
        "- **epochs:** define the number of training epochs. (Note: often, 3000+ are common here!)\n",
        "- **data:** Our dataset locaiton is saved in the `dataset.location`\n",
        "- **weights:** specify a path to weights to start transfer learning from. Here we choose the generic COCO pretrained checkpoint.\n",
        "- **cache:** cache images for faster training"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eaFNnxLJbq4J",
        "outputId": "cd10b508-268b-4091-e76e-8aa3acf2984b"
      },
      "source": [
        "!python train.py --img 416 --batch 16 --epochs 150 --data {dataset.location}/data.yaml --weights yolov5s.pt --cache"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading https://ultralytics.com/assets/Arial.ttf to /root/.config/Ultralytics/Arial.ttf...\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mweights=yolov5s.pt, cfg=, data=/content/datasets/American-Mushrooms-1/data.yaml, hyp=data/hyps/hyp.scratch.yaml, epochs=150, batch_size=16, imgsz=416, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, evolve=None, bucket=, cache=ram, image_weights=False, device=, multi_scale=False, single_cls=False, adam=False, sync_bn=False, workers=8, entity=None, project=runs/train, name=exp, exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias=latest, local_rank=-1, freeze=0, patience=100\n",
            "\u001b[34m\u001b[1mgithub: \u001b[0mup to date with https://github.com/ultralytics/yolov5 ✅\n",
            "YOLOv5 🚀 v5.0-471-g2993c3f torch 1.9.0+cu102 CUDA:0 (Tesla P100-PCIE-16GB, 16280.875MB)\n",
            "\n",
            "\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.2, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0\n",
            "\u001b[34m\u001b[1mWeights & Biases: \u001b[0mrun 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)\n",
            "\u001b[34m\u001b[1mTensorBoard: \u001b[0mStart with 'tensorboard --logdir runs/train', view at http://localhost:6006/\n",
            "Downloading https://github.com/ultralytics/yolov5/releases/download/v5.0/yolov5s.pt to yolov5s.pt...\n",
            "100% 14.1M/14.1M [00:00<00:00, 107MB/s]\n",
            "\n",
            "Overriding model.yaml nc=80 with nc=2\n",
            "\n",
            "                 from  n    params  module                                  arguments                     \n",
            "  0                -1  1      3520  models.common.Focus                     [3, 32, 3]                    \n",
            "  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2]                \n",
            "  2                -1  1     18816  models.common.C3                        [64, 64, 1]                   \n",
            "  3                -1  1     73984  models.common.Conv                      [64, 128, 3, 2]               \n",
            "  4                -1  3    156928  models.common.C3                        [128, 128, 3]                 \n",
            "  5                -1  1    295424  models.common.Conv                      [128, 256, 3, 2]              \n",
            "  6                -1  3    625152  models.common.C3                        [256, 256, 3]                 \n",
            "  7                -1  1   1180672  models.common.Conv                      [256, 512, 3, 2]              \n",
            "  8                -1  1    656896  models.common.SPP                       [512, 512, [5, 9, 13]]        \n",
            "  9                -1  1   1182720  models.common.C3                        [512, 512, 1, False]          \n",
            " 10                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 11                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 12           [-1, 6]  1         0  models.common.Concat                    [1]                           \n",
            " 13                -1  1    361984  models.common.C3                        [512, 256, 1, False]          \n",
            " 14                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 15                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 16           [-1, 4]  1         0  models.common.Concat                    [1]                           \n",
            " 17                -1  1     90880  models.common.C3                        [256, 128, 1, False]          \n",
            " 18                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              \n",
            " 19          [-1, 14]  1         0  models.common.Concat                    [1]                           \n",
            " 20                -1  1    296448  models.common.C3                        [256, 256, 1, False]          \n",
            " 21                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]              \n",
            " 22          [-1, 10]  1         0  models.common.Concat                    [1]                           \n",
            " 23                -1  1   1182720  models.common.C3                        [512, 512, 1, False]          \n",
            " 24      [17, 20, 23]  1     18879  models.yolo.Detect                      [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]\n",
            "Model Summary: 283 layers, 7066239 parameters, 7066239 gradients, 16.4 GFLOPs\n",
            "\n",
            "Transferred 356/362 items from yolov5s.pt\n",
            "Scaled weight_decay = 0.0005\n",
            "\u001b[34m\u001b[1moptimizer:\u001b[0m SGD with parameter groups 59 weight, 62 weight (no decay), 62 bias\n",
            "\u001b[34m\u001b[1malbumentations: \u001b[0mversion 1.0.3 required by YOLOv5, but version 0.1.12 is currently installed\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mScanning '/content/datasets/American-Mushrooms-1/train/labels' images and labels...123 found, 0 missing, 0 empty, 0 corrupted: 100% 123/123 [00:00<00:00, 1919.15it/s]\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mNew cache created: /content/datasets/American-Mushrooms-1/train/labels.cache\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mCaching images (0.1GB ram): 100% 123/123 [00:00<00:00, 540.50it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mScanning '/content/datasets/American-Mushrooms-1/valid/labels' images and labels...5 found, 0 missing, 0 empty, 0 corrupted: 100% 5/5 [00:00<00:00, 114.99it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mNew cache created: /content/datasets/American-Mushrooms-1/valid/labels.cache\n",
            "\u001b[34m\u001b[1mval: \u001b[0mCaching images (0.0GB ram): 100% 5/5 [00:00<00:00, 241.22it/s]\n",
            "[W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\n",
            "Plotting labels... \n",
            "[W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\n",
            "\n",
            "\u001b[34m\u001b[1mautoanchor: \u001b[0mAnalyzing anchors... anchors/target = 3.45, Best Possible Recall (BPR) = 1.0000\n",
            "Image sizes 416 train, 416 val\n",
            "Using 2 dataloader workers\n",
            "Logging results to \u001b[1mruns/train/exp\u001b[0m\n",
            "Starting training for 150 epochs...\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     0/149     1.52G    0.1167   0.02613   0.03485        42       416: 100% 8/8 [00:03<00:00,  2.07it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 11.33it/s]\n",
            "                 all          5         14     0.0337      0.478     0.0324    0.00404\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     1/149     1.52G     0.113   0.02862   0.03193        45       416: 100% 8/8 [00:01<00:00,  6.44it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 14.35it/s]\n",
            "                 all          5         14     0.0877      0.167      0.115     0.0129\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     2/149     1.52G    0.1009   0.02748   0.02876        41       416: 100% 8/8 [00:01<00:00,  6.39it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 15.57it/s]\n",
            "                 all          5         14     0.0708      0.167     0.0642     0.0146\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     3/149     1.52G   0.09814   0.03047   0.02845        48       416: 100% 8/8 [00:01<00:00,  6.45it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 16.57it/s]\n",
            "                 all          5         14      0.104      0.367      0.077     0.0305\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     4/149     1.52G   0.09048   0.03027   0.02801        63       416: 100% 8/8 [00:01<00:00,  6.36it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 18.16it/s]\n",
            "                 all          5         14      0.148      0.328      0.124     0.0524\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     5/149     1.52G   0.08133   0.03065   0.02334        39       416: 100% 8/8 [00:01<00:00,  6.28it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 17.32it/s]\n",
            "                 all          5         14      0.278      0.341      0.278      0.103\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     6/149     1.52G    0.0779   0.03522   0.02058        52       416: 100% 8/8 [00:01<00:00,  6.38it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 19.01it/s]\n",
            "                 all          5         14      0.271      0.411      0.252     0.0979\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     7/149     1.52G   0.06877   0.02911   0.02064        39       416: 100% 8/8 [00:01<00:00,  6.47it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 20.59it/s]\n",
            "                 all          5         14      0.284      0.411      0.253      0.142\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     8/149     1.52G   0.07353   0.03321   0.02112        45       416: 100% 8/8 [00:01<00:00,  6.26it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 20.83it/s]\n",
            "                 all          5         14      0.234      0.311      0.214        0.1\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     9/149     1.52G   0.07415   0.03756   0.02041        48       416: 100% 8/8 [00:01<00:00,  6.38it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 21.84it/s]\n",
            "                 all          5         14      0.302      0.266      0.238      0.103\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    10/149     1.52G    0.0673   0.03108   0.01978        42       416: 100% 8/8 [00:01<00:00,  6.45it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 22.52it/s]\n",
            "                 all          5         14      0.431      0.211      0.264     0.0919\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    11/149     1.52G   0.06633   0.03197   0.02106        47       416: 100% 8/8 [00:01<00:00,  6.41it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 22.00it/s]\n",
            "                 all          5         14       0.66      0.265      0.359      0.136\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    12/149     1.52G   0.06024   0.03097   0.01816        32       416: 100% 8/8 [00:01<00:00,  6.34it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 21.85it/s]\n",
            "                 all          5         14      0.397      0.483      0.412      0.173\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    13/149     1.52G   0.06382    0.0323   0.01612        42       416: 100% 8/8 [00:01<00:00,  6.35it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 23.32it/s]\n",
            "                 all          5         14      0.791      0.433      0.437      0.158\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    14/149     1.52G    0.0575   0.03096   0.01948        42       416: 100% 8/8 [00:01<00:00,  6.46it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 23.72it/s]\n",
            "                 all          5         14      0.663      0.489      0.421      0.182\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    15/149     1.52G    0.0534   0.02783    0.0187        32       416: 100% 8/8 [00:01<00:00,  6.41it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 24.18it/s]\n",
            "                 all          5         14      0.691      0.433      0.465      0.189\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    16/149     1.52G    0.0579    0.0289   0.01807        35       416: 100% 8/8 [00:01<00:00,  6.33it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 24.21it/s]\n",
            "                 all          5         14      0.537        0.6        0.5      0.187\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    17/149     1.52G    0.0522   0.02797   0.01921        28       416: 100% 8/8 [00:01<00:00,  6.29it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 24.25it/s]\n",
            "                 all          5         14      0.688      0.544      0.532      0.194\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    18/149     1.52G   0.05374   0.02985   0.01628        35       416: 100% 8/8 [00:01<00:00,  6.34it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 24.46it/s]\n",
            "                 all          5         14        0.3      0.744      0.425      0.143\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    19/149     1.52G      0.05   0.02933   0.01625        47       416: 100% 8/8 [00:01<00:00,  6.40it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 25.80it/s]\n",
            "                 all          5         14      0.515      0.743      0.569       0.25\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    20/149     1.52G   0.05021   0.02901   0.01591        51       416: 100% 8/8 [00:01<00:00,  6.49it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 22.56it/s]\n",
            "                 all          5         14      0.552      0.739      0.696       0.33\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    21/149     1.52G   0.05151   0.02452   0.01455        35       416: 100% 8/8 [00:01<00:00,  6.68it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 19.60it/s]\n",
            "                 all          5         14      0.541      0.744      0.661      0.224\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    22/149     1.52G   0.05025   0.02599   0.01451        39       416: 100% 8/8 [00:01<00:00,  6.65it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.44it/s]\n",
            "                 all          5         14      0.696      0.687      0.656      0.221\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    23/149     1.52G   0.04662   0.02713   0.01236        35       416: 100% 8/8 [00:01<00:00,  6.84it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 22.99it/s]\n",
            "                 all          5         14      0.619      0.644       0.52      0.161\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    24/149     1.52G   0.04915   0.02476   0.01263        44       416: 100% 8/8 [00:01<00:00,  6.88it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 26.93it/s]\n",
            "                 all          5         14       0.64        0.8       0.69      0.212\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    25/149     1.52G   0.05327   0.02575   0.01285        43       416: 100% 8/8 [00:01<00:00,  6.76it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 25.38it/s]\n",
            "                 all          5         14      0.688        0.8      0.698       0.24\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    26/149     1.52G   0.04796   0.02656   0.01347        43       416: 100% 8/8 [00:01<00:00,  6.84it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 23.91it/s]\n",
            "                 all          5         14      0.594      0.893      0.814      0.414\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    27/149     1.52G   0.04437   0.02297   0.01184        46       416: 100% 8/8 [00:01<00:00,  6.77it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 26.32it/s]\n",
            "                 all          5         14      0.709      0.688      0.656      0.337\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    28/149     1.52G   0.04555    0.0231   0.01372        33       416: 100% 8/8 [00:01<00:00,  6.85it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 23.38it/s]\n",
            "                 all          5         14       0.82      0.689      0.756       0.38\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    29/149     1.52G   0.04874   0.02585  0.009709        45       416: 100% 8/8 [00:01<00:00,  6.73it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 24.49it/s]\n",
            "                 all          5         14      0.715      0.689      0.688      0.417\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    30/149     1.52G   0.04759   0.02415  0.008228        51       416: 100% 8/8 [00:01<00:00,  6.78it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 26.62it/s]\n",
            "                 all          5         14      0.602        0.8      0.775      0.339\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    31/149     1.52G   0.04649   0.02248  0.008292        32       416: 100% 8/8 [00:01<00:00,  6.85it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 26.59it/s]\n",
            "                 all          5         14       0.68      0.799      0.846      0.423\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    32/149     1.52G   0.04702   0.02486   0.00795        36       416: 100% 8/8 [00:01<00:00,  6.56it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 23.89it/s]\n",
            "                 all          5         14      0.468      0.999      0.725      0.341\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    33/149     1.52G   0.04905   0.02267  0.007749        41       416: 100% 8/8 [00:01<00:00,  6.82it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.36it/s]\n",
            "                 all          5         14      0.548          1      0.842      0.465\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    34/149     1.52G   0.04705   0.02156  0.007984        45       416: 100% 8/8 [00:01<00:00,  6.81it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 22.09it/s]\n",
            "                 all          5         14      0.527          1      0.791      0.378\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    35/149     1.52G   0.04656   0.02264  0.007616        39       416: 100% 8/8 [00:01<00:00,  6.78it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 22.30it/s]\n",
            "                 all          5         14      0.664          1       0.93        0.5\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    36/149     1.52G   0.04868   0.02149  0.007798        38       416: 100% 8/8 [00:01<00:00,  6.75it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 25.44it/s]\n",
            "                 all          5         14      0.577          1      0.795       0.35\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    37/149     1.52G   0.04439   0.02123  0.009858        30       416: 100% 8/8 [00:01<00:00,  6.69it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.38it/s]\n",
            "                 all          5         14      0.975      0.944      0.981      0.551\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    38/149     1.52G    0.0449   0.02364  0.006766        41       416: 100% 8/8 [00:01<00:00,  6.86it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 28.28it/s]\n",
            "                 all          5         14      0.803      0.889      0.769      0.296\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    39/149     1.52G   0.04488   0.02071  0.007322        33       416: 100% 8/8 [00:01<00:00,  6.86it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 28.01it/s]\n",
            "                 all          5         14      0.646      0.844      0.723      0.371\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    40/149     1.52G   0.04482   0.02212  0.005533        40       416: 100% 8/8 [00:01<00:00,  6.76it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 25.50it/s]\n",
            "                 all          5         14      0.701          1      0.915      0.547\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    41/149     1.52G   0.04272    0.0212  0.005485        40       416: 100% 8/8 [00:01<00:00,  6.78it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 26.92it/s]\n",
            "                 all          5         14      0.839        0.9      0.938       0.34\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    42/149     1.52G   0.04473   0.02082  0.005503        46       416: 100% 8/8 [00:01<00:00,  6.75it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 25.64it/s]\n",
            "                 all          5         14      0.825      0.944      0.952      0.492\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    43/149     1.52G   0.04538   0.01929  0.005698        33       416: 100% 8/8 [00:01<00:00,  6.85it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 28.73it/s]\n",
            "                 all          5         14      0.884      0.786      0.916      0.452\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    44/149     1.52G   0.04236   0.02218  0.005507        37       416: 100% 8/8 [00:01<00:00,  6.94it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 24.75it/s]\n",
            "                 all          5         14      0.882          1       0.99      0.689\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    45/149     1.52G   0.04106   0.02248  0.005698        56       416: 100% 8/8 [00:01<00:00,  6.69it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.24it/s]\n",
            "                 all          5         14      0.826          1      0.945      0.583\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    46/149     1.52G   0.04239   0.02259  0.004752        39       416: 100% 8/8 [00:01<00:00,  6.79it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 28.43it/s]\n",
            "                 all          5         14      0.717        0.9      0.881      0.457\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    47/149     1.52G   0.04248   0.02064  0.003645        41       416: 100% 8/8 [00:01<00:00,  6.86it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 28.60it/s]\n",
            "                 all          5         14       0.69        0.9      0.892      0.561\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    48/149     1.52G   0.04222   0.01906  0.007068        40       416: 100% 8/8 [00:01<00:00,  6.77it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 28.67it/s]\n",
            "                 all          5         14      0.703          1      0.912      0.607\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    49/149     1.52G   0.04196   0.02023  0.005482        43       416: 100% 8/8 [00:01<00:00,  6.84it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 26.80it/s]\n",
            "                 all          5         14        0.9          1      0.984      0.501\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    50/149     1.52G    0.0428     0.021  0.005287        46       416: 100% 8/8 [00:01<00:00,  6.88it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.53it/s]\n",
            "                 all          5         14      0.869        0.9       0.95      0.489\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    51/149     1.52G   0.04235   0.02086  0.003704        39       416: 100% 8/8 [00:01<00:00,  6.81it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.73it/s]\n",
            "                 all          5         14      0.823      0.997      0.985      0.685\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    52/149     1.52G   0.03773   0.02076  0.004358        34       416: 100% 8/8 [00:01<00:00,  6.71it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 26.72it/s]\n",
            "                 all          5         14      0.866          1      0.962       0.67\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    53/149     1.52G   0.03848   0.01979   0.00412        42       416: 100% 8/8 [00:01<00:00,  6.76it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.44it/s]\n",
            "                 all          5         14      0.741          1      0.922      0.514\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    54/149     1.52G   0.04383   0.01983  0.005904        48       416: 100% 8/8 [00:01<00:00,  6.63it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.51it/s]\n",
            "                 all          5         14      0.835      0.944      0.896      0.374\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    55/149     1.52G   0.04174   0.02199  0.003251        47       416: 100% 8/8 [00:01<00:00,  6.86it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 25.30it/s]\n",
            "                 all          5         14      0.835      0.944      0.904      0.572\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    56/149     1.52G   0.03911   0.02077  0.003624        52       416: 100% 8/8 [00:01<00:00,  6.87it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.35it/s]\n",
            "                 all          5         14      0.871          1      0.981      0.697\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    57/149     1.52G   0.04136   0.02142  0.003674        57       416: 100% 8/8 [00:01<00:00,  6.85it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 28.97it/s]\n",
            "                 all          5         14      0.995          1      0.995      0.766\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    58/149     1.52G   0.03834   0.02236  0.003727        49       416: 100% 8/8 [00:01<00:00,  6.70it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 26.39it/s]\n",
            "                 all          5         14      0.935          1      0.978      0.606\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    59/149     1.52G   0.04203   0.02017  0.003554        49       416: 100% 8/8 [00:01<00:00,  6.79it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.12it/s]\n",
            "                 all          5         14      0.834          1      0.909      0.428\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    60/149     1.52G   0.04012   0.01942  0.003399        58       416: 100% 8/8 [00:01<00:00,  6.75it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.66it/s]\n",
            "                 all          5         14      0.871          1      0.963      0.696\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    61/149     1.52G   0.03784   0.01947  0.004018        31       416: 100% 8/8 [00:01<00:00,  6.88it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 28.65it/s]\n",
            "                 all          5         14      0.995          1      0.995      0.638\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    62/149     1.52G   0.03863   0.01939  0.004987        46       416: 100% 8/8 [00:01<00:00,  6.72it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 28.78it/s]\n",
            "                 all          5         14       0.85      0.999      0.909      0.643\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    63/149     1.52G    0.0473   0.01862  0.003021        40       416: 100% 8/8 [00:01<00:00,  6.98it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 23.19it/s]\n",
            "                 all          5         14      0.823      0.945      0.995      0.536\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    64/149     1.52G    0.0398   0.01717  0.005186        30       416: 100% 8/8 [00:01<00:00,  6.97it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.03it/s]\n",
            "                 all          5         14          1      0.942       0.99      0.735\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    65/149     1.52G   0.04147   0.02068  0.003568        52       416: 100% 8/8 [00:01<00:00,  6.95it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.34it/s]\n",
            "                 all          5         14       0.82      0.999      0.925       0.38\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    66/149     1.52G   0.03926   0.01841  0.006491        38       416: 100% 8/8 [00:01<00:00,  7.03it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.80it/s]\n",
            "                 all          5         14      0.853          1      0.966      0.687\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    67/149     1.52G   0.03757   0.01897  0.003543        39       416: 100% 8/8 [00:01<00:00,  6.93it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.03it/s]\n",
            "                 all          5         14      0.999      0.793      0.958      0.566\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    68/149     1.52G    0.0399   0.01801  0.004715        46       416: 100% 8/8 [00:01<00:00,  6.82it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.25it/s]\n",
            "                 all          5         14      0.935        0.9      0.978      0.687\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    69/149     1.52G   0.04055     0.018  0.005881        40       416: 100% 8/8 [00:01<00:00,  7.02it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 24.40it/s]\n",
            "                 all          5         14      0.901      0.863      0.951      0.542\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    70/149     1.52G   0.03938   0.01836  0.004291        44       416: 100% 8/8 [00:01<00:00,  6.89it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 25.81it/s]\n",
            "                 all          5         14      0.973          1      0.995      0.476\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    71/149     1.52G   0.03936   0.01807  0.004563        45       416: 100% 8/8 [00:01<00:00,  6.94it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.69it/s]\n",
            "                 all          5         14      0.947      0.972       0.99      0.612\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    72/149     1.52G   0.03929   0.01956  0.003381        57       416: 100% 8/8 [00:01<00:00,  7.10it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 25.99it/s]\n",
            "                 all          5         14      0.994          1      0.995      0.667\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    73/149     1.52G   0.03596   0.01957  0.003944        40       416: 100% 8/8 [00:01<00:00,  7.01it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 26.47it/s]\n",
            "                 all          5         14      0.995       0.85      0.958       0.54\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    74/149     1.52G   0.03848   0.01777  0.003079        45       416: 100% 8/8 [00:01<00:00,  6.99it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 28.36it/s]\n",
            "                 all          5         14      0.796          1      0.967      0.614\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    75/149     1.52G   0.04214   0.01758  0.004527        50       416: 100% 8/8 [00:01<00:00,  6.92it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 25.71it/s]\n",
            "                 all          5         14      0.998      0.999      0.995      0.535\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    76/149     1.52G   0.03782   0.01889  0.006213        42       416: 100% 8/8 [00:01<00:00,  6.96it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.95it/s]\n",
            "                 all          5         14      0.932          1      0.973      0.587\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    77/149     1.52G   0.03892   0.01997  0.005896        49       416: 100% 8/8 [00:01<00:00,  6.94it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.02it/s]\n",
            "                 all          5         14      0.998          1      0.995       0.55\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    78/149     1.52G   0.04024   0.01973   0.01156        35       416: 100% 8/8 [00:01<00:00,  7.13it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 25.76it/s]\n",
            "                 all          5         14      0.915          1      0.995      0.446\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    79/149     1.52G   0.04127   0.01979  0.006638        36       416: 100% 8/8 [00:01<00:00,  6.87it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 26.55it/s]\n",
            "                 all          5         14      0.982          1      0.995      0.368\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    80/149     1.52G   0.03885   0.01909  0.007124        39       416: 100% 8/8 [00:01<00:00,  6.97it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.23it/s]\n",
            "                 all          5         14      0.993          1      0.995      0.554\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    81/149     1.52G   0.03753    0.0177  0.006316        44       416: 100% 8/8 [00:01<00:00,  7.05it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.32it/s]\n",
            "                 all          5         14      0.974      0.898      0.995      0.482\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    82/149     1.52G   0.03821   0.02075  0.005268        42       416: 100% 8/8 [00:01<00:00,  6.89it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.19it/s]\n",
            "                 all          5         14      0.946          1       0.99      0.608\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    83/149     1.52G   0.03473   0.01804  0.003622        39       416: 100% 8/8 [00:01<00:00,  6.89it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 24.43it/s]\n",
            "                 all          5         14      0.913          1      0.978      0.533\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    84/149     1.52G   0.03781   0.01766  0.006364        37       416: 100% 8/8 [00:01<00:00,  7.12it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.35it/s]\n",
            "                 all          5         14      0.899        0.9      0.933      0.483\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    85/149     1.52G   0.04034   0.01955  0.006934        47       416: 100% 8/8 [00:01<00:00,  6.97it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.70it/s]\n",
            "                 all          5         14      0.903          1      0.978      0.675\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    86/149     1.52G   0.03423   0.01666  0.006913        35       416: 100% 8/8 [00:01<00:00,  6.86it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.50it/s]\n",
            "                 all          5         14      0.986          1      0.995       0.59\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    87/149     1.52G   0.03774   0.01843  0.004614        42       416: 100% 8/8 [00:01<00:00,  6.98it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 25.20it/s]\n",
            "                 all          5         14      0.931        0.9      0.966      0.639\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    88/149     1.52G   0.03471   0.01838  0.003398        35       416: 100% 8/8 [00:01<00:00,  6.92it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 22.43it/s]\n",
            "                 all          5         14       0.96          1      0.995      0.684\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    89/149     1.52G   0.03168   0.01704  0.004901        32       416: 100% 8/8 [00:01<00:00,  6.90it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.32it/s]\n",
            "                 all          5         14      0.992          1      0.995      0.432\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    90/149     1.52G   0.03527   0.01683  0.004646        38       416: 100% 8/8 [00:01<00:00,  6.98it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 23.93it/s]\n",
            "                 all          5         14      0.995          1      0.995      0.519\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    91/149     1.52G   0.03676   0.01902  0.003021        43       416: 100% 8/8 [00:01<00:00,  6.93it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 25.02it/s]\n",
            "                 all          5         14      0.993          1      0.995      0.446\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    92/149     1.52G   0.03234   0.01685  0.003837        26       416: 100% 8/8 [00:01<00:00,  6.90it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.02it/s]\n",
            "                 all          5         14      0.997          1      0.995      0.587\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    93/149     1.52G   0.03629   0.01771  0.003728        38       416: 100% 8/8 [00:01<00:00,  6.81it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 28.18it/s]\n",
            "                 all          5         14          1          1      0.995      0.559\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    94/149     1.52G   0.03489   0.01949  0.003645        37       416: 100% 8/8 [00:01<00:00,  6.73it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 23.53it/s]\n",
            "                 all          5         14          1          1      0.995      0.694\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    95/149     1.52G   0.03085    0.0173  0.003351        42       416: 100% 8/8 [00:01<00:00,  6.92it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.89it/s]\n",
            "                 all          5         14      0.999          1      0.995      0.716\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    96/149     1.52G   0.03072   0.01831  0.002582        58       416: 100% 8/8 [00:01<00:00,  7.17it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.29it/s]\n",
            "                 all          5         14      0.996          1      0.995      0.749\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    97/149     1.52G   0.03465   0.01786  0.002755        46       416: 100% 8/8 [00:01<00:00,  6.87it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 26.54it/s]\n",
            "                 all          5         14      0.997          1      0.995      0.718\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    98/149     1.52G   0.03503   0.01711  0.002204        46       416: 100% 8/8 [00:01<00:00,  6.93it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 28.52it/s]\n",
            "                 all          5         14      0.995          1      0.995      0.674\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    99/149     1.52G   0.03073   0.01635  0.002253        49       416: 100% 8/8 [00:01<00:00,  6.98it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 24.71it/s]\n",
            "                 all          5         14          1          1      0.995      0.745\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   100/149     1.52G   0.03469   0.01685  0.002182        37       416: 100% 8/8 [00:01<00:00,  6.80it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.66it/s]\n",
            "                 all          5         14      0.916      0.954      0.978      0.523\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   101/149     1.52G   0.03553   0.01758  0.002168        37       416: 100% 8/8 [00:01<00:00,  6.87it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.62it/s]\n",
            "                 all          5         14          1      0.999      0.995      0.661\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   102/149     1.52G   0.03317   0.01631  0.002272        45       416: 100% 8/8 [00:01<00:00,  7.11it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.53it/s]\n",
            "                 all          5         14      0.998          1      0.995       0.66\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   103/149     1.52G    0.0355   0.01706  0.002387        37       416: 100% 8/8 [00:01<00:00,  6.94it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 28.98it/s]\n",
            "                 all          5         14      0.996          1      0.995      0.614\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   104/149     1.52G    0.0305   0.01465   0.00152        32       416: 100% 8/8 [00:01<00:00,  7.15it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 26.26it/s]\n",
            "                 all          5         14      0.991          1      0.995      0.507\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   105/149     1.52G   0.03776   0.01823  0.002595        48       416: 100% 8/8 [00:01<00:00,  7.11it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.56it/s]\n",
            "                 all          5         14      0.978          1      0.995       0.75\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   106/149     1.52G   0.03336   0.01629  0.001888        50       416: 100% 8/8 [00:01<00:00,  6.97it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 25.64it/s]\n",
            "                 all          5         14      0.992          1      0.995      0.635\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   107/149     1.52G   0.03149   0.01752  0.002237        33       416: 100% 8/8 [00:01<00:00,  7.02it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 24.63it/s]\n",
            "                 all          5         14      0.995          1      0.995      0.711\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   108/149     1.52G   0.03089   0.01764  0.002913        37       416: 100% 8/8 [00:01<00:00,  7.06it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.61it/s]\n",
            "                 all          5         14      0.994          1      0.995      0.696\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   109/149     1.52G   0.03172   0.01709  0.001814        42       416: 100% 8/8 [00:01<00:00,  6.86it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.67it/s]\n",
            "                 all          5         14      0.991          1      0.995      0.559\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   110/149     1.52G   0.03365   0.01704  0.003007        43       416: 100% 8/8 [00:01<00:00,  7.09it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 25.80it/s]\n",
            "                 all          5         14       0.99          1      0.995      0.688\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   111/149     1.52G   0.02901   0.01672  0.002488        47       416: 100% 8/8 [00:01<00:00,  7.03it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 28.50it/s]\n",
            "                 all          5         14       0.99          1      0.995      0.629\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   112/149     1.52G   0.02833    0.0157  0.003341        33       416: 100% 8/8 [00:01<00:00,  7.07it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.15it/s]\n",
            "                 all          5         14      0.992          1      0.995      0.715\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   113/149     1.52G   0.03015    0.0168  0.002941        43       416: 100% 8/8 [00:01<00:00,  7.12it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 24.61it/s]\n",
            "                 all          5         14      0.992          1      0.995      0.771\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   114/149     1.52G   0.03214   0.01494  0.002647        38       416: 100% 8/8 [00:01<00:00,  7.03it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 28.46it/s]\n",
            "                 all          5         14      0.995          1      0.995      0.672\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   115/149     1.52G   0.03088   0.01582  0.002136        35       416: 100% 8/8 [00:01<00:00,  7.05it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.75it/s]\n",
            "                 all          5         14      0.995          1      0.995      0.693\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   116/149     1.52G   0.03104   0.01553  0.001818        40       416: 100% 8/8 [00:01<00:00,  7.12it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 24.65it/s]\n",
            "                 all          5         14      0.996          1      0.995       0.73\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   117/149     1.52G   0.03001   0.01593  0.001747        45       416: 100% 8/8 [00:01<00:00,  7.05it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.88it/s]\n",
            "                 all          5         14      0.998          1      0.995      0.688\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   118/149     1.52G   0.03196   0.01694  0.001928        53       416: 100% 8/8 [00:01<00:00,  7.02it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.29it/s]\n",
            "                 all          5         14          1          1      0.995      0.638\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   119/149     1.52G   0.03261   0.01611  0.002674        38       416: 100% 8/8 [00:01<00:00,  7.06it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 28.52it/s]\n",
            "                 all          5         14      0.997          1      0.995      0.643\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   120/149     1.52G   0.02991   0.01817  0.002676        40       416: 100% 8/8 [00:01<00:00,  7.08it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 25.01it/s]\n",
            "                 all          5         14      0.997          1      0.995      0.728\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   121/149     1.52G   0.03013   0.01675  0.001289        37       416: 100% 8/8 [00:01<00:00,  7.03it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.60it/s]\n",
            "                 all          5         14      0.997          1      0.995      0.593\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   122/149     1.52G   0.02669   0.01678  0.001911        45       416: 100% 8/8 [00:01<00:00,  7.11it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 22.41it/s]\n",
            "                 all          5         14      0.996          1      0.995      0.682\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   123/149     1.52G   0.02934   0.01547  0.001567        36       416: 100% 8/8 [00:01<00:00,  7.00it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.09it/s]\n",
            "                 all          5         14      0.997          1      0.995      0.793\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   124/149     1.52G   0.03136   0.01486  0.002352        41       416: 100% 8/8 [00:01<00:00,  7.09it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 22.57it/s]\n",
            "                 all          5         14      0.997          1      0.995      0.581\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   125/149     1.52G   0.03468   0.01643  0.001834        41       416: 100% 8/8 [00:01<00:00,  7.10it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.34it/s]\n",
            "                 all          5         14      0.996          1      0.995      0.752\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   126/149     1.52G   0.02905   0.01615  0.002441        49       416: 100% 8/8 [00:01<00:00,  6.90it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 21.70it/s]\n",
            "                 all          5         14      0.998          1      0.995      0.667\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   127/149     1.52G   0.02806   0.01619  0.001568        53       416: 100% 8/8 [00:01<00:00,  7.12it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 23.21it/s]\n",
            "                 all          5         14      0.999          1      0.995      0.752\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   128/149     1.52G   0.02705   0.01565  0.001585        41       416: 100% 8/8 [00:01<00:00,  6.98it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 21.92it/s]\n",
            "                 all          5         14      0.994          1      0.995      0.719\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   129/149     1.52G   0.02737   0.01519  0.001453        41       416: 100% 8/8 [00:01<00:00,  6.99it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 24.96it/s]\n",
            "                 all          5         14      0.992          1      0.995      0.712\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   130/149     1.52G   0.02664   0.01434  0.002366        34       416: 100% 8/8 [00:01<00:00,  7.00it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 28.93it/s]\n",
            "                 all          5         14      0.993          1      0.995      0.688\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   131/149     1.52G   0.02644   0.01542  0.001351        41       416: 100% 8/8 [00:01<00:00,  7.04it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 24.81it/s]\n",
            "                 all          5         14       0.99          1      0.995      0.748\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   132/149     1.52G   0.02685    0.0169  0.001725        28       416: 100% 8/8 [00:01<00:00,  7.12it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 25.22it/s]\n",
            "                 all          5         14       0.99          1      0.995       0.78\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   133/149     1.52G   0.02471   0.01615  0.002147        38       416: 100% 8/8 [00:01<00:00,  7.13it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.62it/s]\n",
            "                 all          5         14      0.994          1      0.995      0.792\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   134/149     1.52G   0.02876   0.01496  0.002784        32       416: 100% 8/8 [00:01<00:00,  6.98it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.61it/s]\n",
            "                 all          5         14      0.996          1      0.995       0.76\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   135/149     1.52G   0.02587   0.01559   0.00113        35       416: 100% 8/8 [00:01<00:00,  7.10it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 18.07it/s]\n",
            "                 all          5         14      0.999          1      0.995       0.75\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   136/149     1.52G   0.02758   0.01618  0.001481        51       416: 100% 8/8 [00:01<00:00,  7.09it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.66it/s]\n",
            "                 all          5         14      0.999          1      0.995      0.735\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   137/149     1.52G   0.02839    0.0153  0.002145        42       416: 100% 8/8 [00:01<00:00,  7.04it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.33it/s]\n",
            "                 all          5         14      0.997          1      0.995      0.768\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   138/149     1.52G   0.02928   0.01501  0.001374        37       416: 100% 8/8 [00:01<00:00,  7.05it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 24.18it/s]\n",
            "                 all          5         14      0.996          1      0.995      0.715\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   139/149     1.52G   0.02685   0.01637  0.001007        60       416: 100% 8/8 [00:01<00:00,  7.11it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 25.66it/s]\n",
            "                 all          5         14      0.993          1      0.995      0.683\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   140/149     1.52G   0.02415   0.01518  0.001122        34       416: 100% 8/8 [00:01<00:00,  6.94it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 26.21it/s]\n",
            "                 all          5         14       0.99          1      0.995      0.749\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   141/149     1.52G   0.02661   0.01433  0.001145        38       416: 100% 8/8 [00:01<00:00,  6.99it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 28.26it/s]\n",
            "                 all          5         14      0.988          1      0.995      0.666\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   142/149     1.52G   0.02571    0.0159  0.001853        45       416: 100% 8/8 [00:01<00:00,  7.12it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 25.61it/s]\n",
            "                 all          5         14      0.987          1      0.995       0.72\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   143/149     1.52G   0.02788   0.01568  0.001455        49       416: 100% 8/8 [00:01<00:00,  6.93it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.95it/s]\n",
            "                 all          5         14      0.987          1      0.995      0.655\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   144/149     1.52G   0.02572   0.01558  0.001527        42       416: 100% 8/8 [00:01<00:00,  6.91it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.34it/s]\n",
            "                 all          5         14      0.988          1      0.995      0.736\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   145/149     1.52G   0.02154   0.01217   0.00125        32       416: 100% 8/8 [00:01<00:00,  7.12it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.42it/s]\n",
            "                 all          5         14       0.99          1      0.995       0.71\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   146/149     1.52G   0.02377   0.01534 0.0009745        46       416: 100% 8/8 [00:01<00:00,  7.10it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 26.54it/s]\n",
            "                 all          5         14      0.992          1      0.995       0.75\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   147/149     1.52G   0.02575    0.0158  0.001076        35       416: 100% 8/8 [00:01<00:00,  7.06it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 29.52it/s]\n",
            "                 all          5         14      0.995          1      0.995      0.792\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   148/149     1.52G   0.02508   0.01521 0.0007734        39       416: 100% 8/8 [00:01<00:00,  6.94it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 25.51it/s]\n",
            "                 all          5         14      0.998          1      0.995      0.803\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   149/149     1.52G   0.02392   0.01369 0.0007764        41       416: 100% 8/8 [00:01<00:00,  6.98it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 27.48it/s]\n",
            "                 all          5         14      0.996          1      0.995      0.813\n",
            "\n",
            "150 epochs completed in 0.065 hours.\n",
            "Optimizer stripped from runs/train/exp/weights/last.pt, 14.4MB\n",
            "Optimizer stripped from runs/train/exp/weights/best.pt, 14.4MB\n",
            "\n",
            "Validating runs/train/exp/weights/best.pt...\n",
            "Fusing layers... \n",
            "Model Summary: 224 layers, 7056607 parameters, 0 gradients, 16.3 GFLOPs\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00, 20.76it/s]\n",
            "                 all          5         14      0.995          1      0.995      0.813\n",
            "                 CoW          5          5      0.991          1      0.995      0.848\n",
            "         chanterelle          5          9          1          1      0.995      0.777\n",
            "Results saved to \u001b[1mruns/train/exp\u001b[0m\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AcIRLQOlA14A"
      },
      "source": [
        "# Evaluate Custom YOLOv5 Detector Performance\n",
        "Training losses and performance metrics are saved to Tensorboard and also to a logfile.\n",
        "\n",
        "If you are new to these metrics, the one you want to focus on is `mAP_0.5` - learn more about mean average precision [here](https://blog.roboflow.com/mean-average-precision/)."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1jS9_BxdBBHL"
      },
      "source": [
        "# Start tensorboard\n",
        "# Launch after you have started training\n",
        "# logs save in the folder \"runs\"\n",
        "%load_ext tensorboard\n",
        "%tensorboard --logdir runs"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jtmS7_TXFsT3"
      },
      "source": [
        "#Run Inference  With Trained Weights\n",
        "Run inference with a pretrained checkpoint on contents of `test/images` folder downloaded from Roboflow."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TWjjiBcic3Vz",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fc66484e-02b7-4e81-af74-6703dfea7c6c"
      },
      "source": [
        "!python detect.py --weights runs/train/exp/weights/best.pt --img 416 --conf 0.1 --source {dataset.location}/test/images"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[34m\u001b[1mdetect: \u001b[0mweights=['runs/train/exp/weights/best.pt'], source=/content/datasets/American-Mushrooms-1/test/images, imgsz=[416, 416], conf_thres=0.1, iou_thres=0.45, max_det=1000, device=, view_img=False, save_txt=False, save_conf=False, save_crop=False, nosave=False, classes=None, agnostic_nms=False, augment=False, visualize=False, update=False, project=runs/detect, name=exp, exist_ok=False, line_thickness=3, hide_labels=False, hide_conf=False, half=False\n",
            "YOLOv5 🚀 v5.0-471-g2993c3f torch 1.9.0+cu102 CUDA:0 (Tesla P100-PCIE-16GB, 16280.875MB)\n",
            "\n",
            "Fusing layers... \n",
            "Model Summary: 224 layers, 7056607 parameters, 0 gradients, 16.3 GFLOPs\n",
            "image 1/5 /content/datasets/American-Mushrooms-1/test/images/chanterelle_02_jpg.rf.a75f69cbc359b824bb7ab938aae0f78c.jpg: 416x416 4 chanterelles, Done. (0.006s)\n",
            "image 2/5 /content/datasets/American-Mushrooms-1/test/images/chanterelle_03_jpg.rf.846e06d86f791840504a794757a1d309.jpg: 416x416 2 chanterelles, Done. (0.006s)\n",
            "image 3/5 /content/datasets/American-Mushrooms-1/test/images/chanterelle_03_jpg.rf.aafbddbccf9d72f9feb68bb7152e8589.jpg: 416x416 2 chanterelles, Done. (0.006s)\n",
            "image 4/5 /content/datasets/American-Mushrooms-1/test/images/chanterelle_07_jpg.rf.f303003864f398f85bb7c2c4949a94fc.jpg: 416x416 2 chanterelles, Done. (0.006s)\n",
            "image 5/5 /content/datasets/American-Mushrooms-1/test/images/chicken01_jpg.rf.9719bbb59afaa5cf16865e8550f372fc.jpg: 416x416 1 CoW, Done. (0.006s)\n",
            "Speed: 0.3ms pre-process, 6.0ms inference, 0.8ms NMS per image at shape (1, 3, 416, 416)\n",
            "Results saved to \u001b[1mruns/detect/exp\u001b[0m\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "ZbUn4_b9GCKO",
        "outputId": "70f601b7-d53d-4efd-fb97-6ae373b15b9f"
      },
      "source": [
        "#display inference on ALL test images\n",
        "\n",
        "import glob\n",
        "from IPython.display import Image, display\n",
        "\n",
        "for imageName in glob.glob('/content/yolov5/runs/detect/exp/*.jpg'): #assuming JPG\n",
        "    display(Image(filename=imageName))\n",
        "    print(\"\\n\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/jpeg": 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S9G0P4n+GdQ1DT3iMmmC03GEbVC8kSLlgpGM54b3NcdH8cPgxo/wu8QaF8K/hzrzWstq4ukNqz20LSr5YeRmdxGPw5IArtq4DLqKdKTV0t7vmva+1rWPBwfEfFWOnDGUoTcJTtyckPZ8nNy/xObm5vO1r6WPPPhP+zH4k+LvguXxdofiSxtyl/wDZ1trlH5AALsWUHBG5cAA55yRjmz8W/wBnrwh8NPDcmpWfxh0/UNSgnWJ9K8lVldjwwAR3YEf7QA9SDgHsfhB4ivfC37HfiTWtHkkhuYr2dEmR8FWcQpuU44IDfmK8b+EcGk3XxR8Pwa8+LV9XgExL7R98YycHjOM/zHUcVSng6VGlBQvKaWrb0u7XsfQYXFZ5i8wxleWI5aOHnJKChFuSik2m2rrTa2ur10R6H4L/AGRNQvfDcXin4m+NbXwzDcqpt7e6jHmjOcCTeyBGwMhck+uCCKwfjP8As4+IvhPYReJrTV7fV9EuHVYr+3G1kLDK71yQAecMpIOOcZAPtn7QPjb4B6d4qt9F+L3g/VL+6htBJaPEH8oRsTkriVRnK4Jxngc8CuN+Inxp+Gd38Br3wZ8NvAetx6bNMsEVxdWp+y2zlxJjzGZ/m4yFGOpPFdeJwWXUoTp3ScVvduV13VrHiZVn3FWMxNDEuM3TqyScXCCpqDe8Z83M2lrqtdfnU8d/8mS+GP8AsKD/ANDuaPHf/Jkvhj/sKD/0O5o8d/8AJkvhj/sKD/0O5o8d/wDJkvhj/sKD/wBDuaU/t/8AXlfoOh/y5/7D5/8At5yHwc/Zu8TfFSwk8TX+pRaNokJO/ULuMkygA7jGpwGUYwWLADnqQQN3xt+yLe6f4Ym8W/Dfx1Z+I7e0R2u4oQqvhQCdhVmViByVJB44ySBXqfiDxB8I/Cf7P3hm18a6LfahoF1Z2yIlkzMDJ5e8eYQyZ5DHB4yOgwMYPgD44fs/+EYtR/4VR8NfETTPaGW7trS1eRWRAfmfMrBVGeWxwCfpVrAZdTiqdRq7V27u92uitaxjLiTinF1amKwsJ8kZtRhyQ9m0nZ803JSUu9lZM+ZqKlvZ0uryW5jhEaySsyxrjCgnOOABx9BUVfNH6yrtanvn7Mp/4QD4KeMPi3Fp8f22NGhsbiSPJ+RAQP8Ad3uucddvPQY8i0X4n+O9D8VxeMrfxRevfJcCWSSW5dvO5BKvk/Mpxgg8Yr134JRS+LP2U/GXhKytC9xbSyTKqAkyfIkg+pzGRge3HNeDW1vPd3EdpaxNJLK4SNEGSzE4AA7nNeri5zp4fDqDsrX+d9T47JaGHxOaZnLERTk6ii76+4oLlXo9T279tXRrS51Xw98QdP09Y11jTcTzKhBdlCsu71O18euFx2GPDq94/bLddF0LwZ4GMQ32OmsWfnjCxxgDn/YPvwK8HrPNklj5/K/rZXOngqU5cNULu6XMl/hUpKP4WPoz4u69rHw9/Zi8Jaf8PNVlhtL6OJbvULPMbNujMhXcvK7nLZ7naQe+cf8AYs8aeMrrx7c+Ep9UubrS5NOkmlguJWdIWVlwy5ztJLEHpnPOcCsz4TfH268K/D9fCXxS8BTa74Ukn8i1uXtwVhI+YxDcu2Qg4YDcGX1xgD1X9n/4jfCjXPEtx4S+Dvw4l0+0S0NxqGozRqjEhgEQnLM/LHGWGMHAr1sPKniMZSqxqWskuXW+2y6Wfc+JzSlisqyHG4OrhPac0py9qnHld3fmk91ON7KNt9vPz34FfDixg/ao1bTnt4bq20Ce6mibyzsjcPtj4wAGUt6YBXI6A1wHxk+KHivxh8S9T1d9du44re+ki0+KOdkWCNG2rtAPyngEnucmvTv2dvF1vqH7UXiiZbUKNV+2eURuyu2YN3PcKSffpivFPiBodz4a8c6voN3C0b2uozR7WB6Bzg89iMEHuDXn4l8mAXs9nOV/0/A+lyiDr8SVHilecaFLlv2d+d/+BaOx7T40v734ufsg2fjDWYBdarod2EkvHUmQqr+WzZ6nKMhbqCVyeQMfFvxQs7seL57n7NKqOkeyXy8qcKBX2ZYxS+EP2ILp7y0IbW7/AHRK4YcNMoDf98xZHY8dc89R+zv8MPA/j34CafB4s8N214JZrgFpY8niZ67VTq18VT5fidNN/efEcQ+zpcN4mnH+HHFyUeyXK20vJO5+dEMP72tzQbPzq+u/jJ/wTy8K30Umt/DOaS2l83JtJeleAeJPg/4x+GGsyaV4j0qWP/pr5NdFObX8Q/MKlNNHP/2P/nNY+veGxN0grsIYaLyz86LNaHPU2PD/ABJ4c8nzK8/8SfaLPzK988V6D50Un7ivI/iF4b8nzKz9qZnm95eedXcfCXR55ovPrz/UrOeG/wDINe6fBnw35OlxzzwV3YKn7WqLE1LG5pumzwxZrUhs/OixW5DoP7qibR/Jlr1vZHF7U4vXtN8mLz6t/Bb/AJH6z/65y/8Aotqu+MIfJsOKq/B1P+LhWb/9M5f/AEW1eDmdO0Jvyf5H1HCv/JRYT/r5D/0pD/2lvL/4Sex39f7P/wDZ2rya8h7V67+0lFu8SWT/APTh/wCztXl32PzuK4MHTvhos9PjX/kqcV/i/RGXDZ+TLij/AJa1seT+787NZ9n++v64aWJPmqdU0NMh8mqesXnpW55P7rMFYevWftXr0jQ7X9kS7+0fELU19NIJ/wDIsdfWPgj9v/4cfDKG4+A3xt8LX2t6REiBGhtY3NujDeFAZhvAJBByGU9CcAD5G/Y5jkT4j6oX6f2M3/o2OpvjkuPi/qT/APTKD/0UtY0U3m0tfs/ftoz9DqYmWF8N6M4xTftmk3e8X7zvFpppprf1WzPsfV/+Cin7OXw/8OXOifs9eANSsLu/QiXU7mzQGI9jhndpCBuwGIVSc4OSK5L4Pft0fDXwD4S8WeHtW0HWby48Q2hSKeNYwA5V1O/LZAxITkZ5AGOcj5Khm/dVJZzHza9WWFpuopp2smklayvvpY+Vp8S4+nhZ0Goy53GUpS5nKTi043lzXsrbbfefRfw4/aJ8F+F/GuleLX0++nj06/iuGhCKpcKwOAcnHSuh+K/7YnhXxN8YZfil4Ot9U06SOSFrJpYY2kUxqFDEZK845X5h1GTXzPZ3nk1T1LWPJirCOWYeNL2abte+/VHp1OO86rY361OMHPlcPhduVtNpq9nsfbd7/wAFEP2RPHdrbXnxy+GOptq9pGE+0WdmrrKAP7wkRsZyQjZAz1OTU0n7Zfgn9sbTYfgP8D/hrrVnPDeLIr3EUMVrDbRghMhGO3OfugYXaMFu353Xl5PrF/8AYrH97JLN5cMNfqX/AME/v2XrH9nz4S2+qapb58Qa7F9p1KXH+q/6ZVz46r7NOn1krN2V36ux5mFzjGUMTTrRt+7fNCLcnGL/ALsXKyNnxD8HviFrfwA0f4Qw2GnR3mn3plkun1I+WwBcjA8vJJ8wjGBjaOTnhP2dfgd8Sfg54pvde1ay068jutOeBFt9QIKtuVlzuj6EqATngEnB6V7BNMITHP8A8s6swmbzMk152HqxeIhOXxRSS9EejLivMpYGtg3GPJVlKUlZ6uTu9b6anzt4H/Zl+Nngjx/aePNLbRWe0vDN9nbUZBvQ5DIWEXdSRnHfp2rvPjT+z9pnxM0abWdI8FW9n4ounjaW8OpFYgQMNnAIcYGPuKT1yOh9RhmqSKbMuK9ehhsHGjKlun3tv3WmjDEcY5xiMdTxjajUgrJxurxvfllaWqv0Z5z4H8AeNdW8ExfD747+GNJ1y0tABaXsF3mUBQAgIKJhgMjzFYEjgg5JJ45+HfjTTPBE3w9+BPhfSdDs7wEXl5Pd4kYMCHUKEfJIwN7MSBwAOCPTTnbkULyOa9D6nD2PLd3ta+l7dr2ueZ/b2L+s+15Y25ubk972fN/Nyc3Lf8PI8O8PfA74l6F8AdY+EU+nadJd6jeiWK7TUj5aqShOf3eQR5YGOc7jyMc+d2/7Gnxltp0ubW/0dXjYMkiXsmVIOQQfLr62JAGarSn97muDFZXhnGN2/dVl6Hs4XjvPMHKrKkofvJOUvdbu2knu/LY8+tPCOo+OPC9rpH7QPgHT9VvbEfur6wuQXlPdiAIzHkbchSVYjOBgAY3xb8BfEjxL4RT4ZfCnQtH0Pw+pCzBrrbJcDg7NqxkJ82STuJY9SOQfU8iabrSTT+ScfwV5yq1JxaqTXK1ZysuZrs2eXQz3E4fFRrQirRfNGD5nCMu8Yc1k+3RdLaW8a8RfBj4ja18AdI+EMOnael3p16ZZbttSJjZQXIwPLySfMIxxjaOTng8QfBn4ja58AdI+EMGn6fHd6femWW7fUj5bKC5GP3eST5hGOMbRyc8eo3mrLDNGfOk2Gmf29BZjmD95XEsZC753vHl+R6ceJcyio2jH3ajqrR/G73fxba7bHD/CX4f/ABM8N+Dn+G3xX0LR9c8PkbYFW63SW6cnbtaMBxuwQdwZT0J4A0da8OyfDfwxdaT8CfBWm6RdX0ZMuqX1xgxehHEhkIBbAYhVJzg5Irp73V9VnsPtGliKP/nt51Yesa9P/wA9/wDrt/zyrSvmX1eko09bKybtdLsmcjzTGY3FSrSirSlzSguZQlLvKHNZvv0fVb38Em/ZJ+K08/m3WqaN5kzFmL3z5Ynkk/u6gvv2TvibpzItzfaQPMl8tcXb9f8AvivbrPWP+JpJB/aksn7nzJv+eUtWNY16CaGODyPMk/55V4KxmGlC9tT7BcbcS8/LeFv8P/BPPPgf8NPi/wDBrxMdds7/AEO5sruLy76wbVXQTAZKtnyzhlPIODwWHevS7LwJ8MNJ1N/GXh74S2a61CfMVWlCRRy9cjllTn+JUyOuK5eHxVBZjP2jzPK/dzQ/8ta0NH8eWN55k8E/mXEX7ubyf3nm1pQ4lo4eSoqzS2vZ2flc8XM8Zm2YYl4ipaMpJKXLzR5kukrS17d7adjgvH3wM+NPxa8cz+NtXutEdXZTBZtqEhjigU/LED5YOMZyRjJJPGa7345/DTxD8U/BOleE/Dng3R7C5smVjLLc7VtFC4MUOxMlDx1Cj5R8ucEdR/wkkP2qODyP3cv/AC1/560Xmpefaxz2M8kv/LOvTjjqXsp9efcwnxJmkqmHkoxXsPgSTSWltk9fn+rOb+FXw58X6R8PR8LPi14X0vWNIjkZreWG+LOik7gu1kXoxYhgwIBxjitPXfAet+FfCN74Q+AvgzTdHl1CPbNqNxfFJI+2RhXZyFLBSWG0nIrpf7YsfKj87zPL/wCetSQa/ALmOCHmPyf9bLNXs0cTQ9ko32Vr6Xt2vY8urnGYVcU60oq0pc7h73I5XvzOPNZu/wAvI+d/Cv7Kvx48GeIrTxToGraPDeWUwkhcXsmCe6n5OVIyCO4JFe3ah8L/AAj4/uI/EfxI+FNg2rKAHe3vPMV8cDc37vfwAMMpwOK3ptYsf+W//LL95Vu11a3uRiKbP1FLBvL8PJ03P3X0dmr9zpzPinOM0qxrVLRnFWUoc0ZWe6unqvJ/Ldnj/wAdvg98a/i49jo+kWWi6VommJi109dRYhmHyhyFiAGFwoUZ2/Ng816B8BfAGs/DP4Y2PhDxBLbvdwSTPKbZyyfPIzAAkAngjtXWxSgipK9elhKMMQ66bcmrfI4MXxBjcZlUMucYxpRfMkk7311bbbd7u4EAiua8efD3wx470uTSvEemRyxSD/Wn/lnXQTSCI5zSw8g4NOpTo4n3Kh4R8P8Ax4/Zv1z4S3/26wgkudLlm/cy/wDPKvN/J86Kv0e1nQ9L16wk0vVrGO5t5f8AWxS8g182fHj9kEadayeI/hzBLJHnzJtOrixGG9lsFT96fMGpaPBNFJXmfxC8N+dFJ+4r2jU9HvrOWSxvrGWKSL/XRTVyfirR4Joua4jnPm+HwHPeeJI/3FfQnw88K/Y9G/1FV/B/w9gmupL6eCvUNB8K/Y7DFe/lNM8jG1WYdnpv/wCurE2g/uq6D+wqkh03MX7+vaq/wjmpVbs8b+J0P2O18isv4Mt5njq0b0SX/wBFtXUfF+L/AFkBrnPg3aCDxpbH/Yk/9ANfMZp/Bn6P8j7XhH/kosH/ANfIf+lIuftBWv2jXbTn/lyH/obV5t9j9v1r1T44x79ZtT/06f8AszV5XqU3k3XSufL4XwUH5Hqcbf8AJVYr/F+iKd5/x6j6VT0GHzrqSrGsfuYpKr+Ff30VfnVLHe1rHxiqnQWdn/rKz9Yh86Ktyzhn8qSsu8h7V9tgqntaJ6Sf7k6X9lSzMHj3UpfL250oj/yKlO+OVh5vxGvp/WOH/wBFrWt+zlYfZfFd8/rp5H/kRKb8YYPO8c3aescX/oC1tg/+Ru/8P+R99iv+TZUP+v7/ACmecXn7nrRZ1c1KzPm5qSzsx5Ve+fnIef7VzfirUvJ5rpLyHyYutcP4w++frWbdjRH0J/wTB/Z7/wCF2fHL/hKvEdj5mj+G/wDSZv8AprL/AMsq/UO6u4JcwQExxxf88q+YP+CYXgKf4WfsyW+uX0Hl3niOaW9/7Zf8sq9vn8VATf2XZReZJ/y2mir43Msxot2Paw2CrVTqeZooz5/l1bhlP2I+SfnirM02aeaXyJ5/Mt614ryGKTyJjWNKneqZ1VYlgz5X7+p4jh8xYxTPK6eRSRCGIcHFelS9rSOUl8797U/mnfg1TE4MvFS+f7V6WHzKlVX8Qj2bJg4HUVDNL5MdR+d/ywz+FV9X1HyLXzs1nicyoukFOm2PwBETOfLT61Q1jWBptjJP9n83H/LKq2s6xD/Zkhmnikk/5ZeVXJ6x4jn/ALMjsob0SXHm/voq+bxWOo4Wjc9LC4F1mS67rMGnS3H7+ST/AJaQ/wDTKsPUvG1jZ6zHP/y0/wCWP77/AFtcPrHiO9/tO4nt9U8y3k/eTQyw/wDLWsez8YaXeW37/wAyR/8A2lX5xjeJP33J/DPtcLkGh64PG2uTCSUT20eJv32f+eVYXivxVBp0Vvb4/eSQyx+Vaf8ALKuE/wCE8g06KScTSS+VN/qfO/1UtZcPiqC8v7i+I8uSP/lr/wA8q5cZxSqlH2f/AC8O3DcP+yq852EuvQw3M/k33lW9r/qRn/yLRN48g837B+9/ew/9+q8vvdSg86P7fPJ5kUP/ACy/+NVT1jx5PNdSfYZ/LuIvK8mvm8TxJWpfvD2P7Ioo9Ah8bQTXUn9qzySVoaP4k0qWLz4NV8uSX/lrD/yyrxfUvHn9pTeRPPJF+5/5Y/8ALKtjTfG2lfu57H/V/wCrm87/AJZS15NLiD2utQ6amW0XSPcNN8X/AGyGO3vtUl+0f8sZfO/5a1fn8bD7XHY2U0kscUP2maWKb/llLXiGj/EGDTZc+R/rZv8Aj7/55f8AXKugh8YWM3+j6VP5Ukv7yHyq9/A8Ue1pfxDx8RkF6p7Zpt5mKO9uNbkHm/8ATaqf/CUzw3UdjPfeZef88Za8v0fxJrlpYSc3P7rzZIfOqvq/xIsbuxkvR5n2uURRzmL/ANG19LPiinSy883+wKtStyHrk3irz/L/AH/7uX/XQ/8APKtjQfFUH9lyX0H+s8n/AFVeP2ni+3vbGeygm82OT93NWx8PvFUx0z+yzP0/d15i4pti6f8A08M8TkjVE9vh14fZvJnn8s1qaZqwmsEn55ryibxh/wASuS38/wAzyv3f76uk8NeOxLEkE3+rjhr7vKuLKXtf4h8nicorUqZ28d4HuTFOB6xVZ8/2rzaXx5PZ8XEMkcct55cNdBpHirzh9n8/54v9bLLXt5dxjSxVf2ZyVctrUkdbFKCKRo1f7xqhFqUH7v8Af1biOOlfc4XG0cWjznTa3PNvjX+zv4e+Jtg97Y26WeqR58meIf6z618a+O/hx4j8K+KJPDniKykikir9F9wxmuG+Mnwb0P4n6X++gjj1CL/j0uu4rnxuGVL95TM/Zo+MfDXhXyZY4K7SHR/Ji/1FbH/CB33hTVJLHVYPLkimqxNZ16OBqaHiYml+9MP+zYf+eFYevf6HFJPXWXg8mKQ15/8AELWPsdpJB59enUqfuTipUtTyP4nan51/UPwvj2+L7c/7En/oBrN8YXf2zVK1vhh/yNFv/uSf+gGvAzD/AHSfoz7nhGnbiDCP/p5D/wBKRZ+M0Pnatbf9ev8A7M1eWanpvnS/6j9K9c+KtrLca5bFOgtR/wChNXF3mm/uqwy7/coeh6vG9O/E+Kf979EcH4kh/dyetHgkf8sKj16bzpfIgrQ8H6P3r8MymrWq1vaH5rS/jHWabpvm2Hn1T/sD/S+nFdRo+m+TaxwVJ/Z372v0jA4mrSonpVMT7I0Pg9p32LXLlvW0I/8AHlrN+J9t5nja5f1SP/0AV03w9tDb6zOy/cNsQP8AvoVj/EW28zxNdv6xx/8AoIr2MJW/4UnL+7/kfpFaftfC/Dv/AKfv8pnn95Znzajhh/dVqTQ1TvP3MWK+i9qfnpj6xN5MVcPqUP8AaWqRwf8APWby66jxJqX7qSCsvwTpv9sePNHsfP8AL83Uoo//ACLXm1qtos7aNO7P1H0Gb/hEfAWh6VBB/wAeuj2sXlf9sqgs/FN7DdR+Te+X5vmxzVx+seNZtSuvInvvs3lfu4ap6b4ksTLie+k/dQy/6r/v1X4Xj879pmLP1zCZZReDR7f4X8VTeZb/AGibzZP9X5v/ADzirqdI1EGKPz77/W183+G/G04sf397/qv9UfOru/Anj24h0IQarcSSyRda7cu4to1fZqoebmXDdWkr0z2XQtRmnlkg86StCaaDyq4bQvHYh8uackebXQjxLDd3Pk2UPmetfb4fMqVbCfxD47E4GtRqmxaQwGTzs1YqlFeQ2ltmcjfUH/CSQeb5FduGxGEw1L2ZxKlWqMtnyYT2396xPGGvT2Vh18vzZvLq5N4kshv8/wDd15n8TvG3/EskJn8uP/lr++rx8zzOjhMJUPTyzLa2LxZHP48g021kg+3RV53r3jufUbmSex/dyed/yyrl9Y8VaVeReR5/lxyzeXMPOrkvEfiqxs7qT+y5/LSL/pt/ra/C834yq1aXs0frOW8N0aW52OseKfJ/fT30kkkv/wAdrn/GGvGaLyP3ckfnRSed/wA8q8/m8STzRR+RP+8l/efvarzePLG8FvPfQf6r/XV8lVzqtiqXJUPpKWCo0TpP+E2/s26jgvv9XL/yyqOz8YT3kscEEEkvm/u4Yq871jxJ/osn7/ypIv8AltVebxhB5VvP58X+u/1v/wAa/wCmv/xquKnVxlXUdT2KOs17xhfQeXB58clv/wBNqp3niSez8uD91HJFN/qfOrl9Y1K+m/5YSy/88Zov+eVZ+j6xocMsd9rmqx3Pm/u/+uVdvs69aieZUqnUf8JVOJZIP3sUkv7yH/prWhBear4bit9cnvvtP2qH995M3m+V/nyq4/xV4ksdB+zz6r+8t/8AWQ/ZP8/9cqw9N+JN9D4Rjggn+zfvvMs7SL/nlLL/AMsv/ItduHwX7j94c9TEo9U03xV9suvPsf3tdZp2vT6bayXEE8kVvLN5n/XKvF/Ct5Bpt1H/AMso5f8AXfvvLr0Cb+yj/wAxyT91/wAvcM1ceHw1aj/DO1VaLPQP+Er1WGwt76C+iljim8vyvO8qiHxhodnLcar9uvvL8ny5v+mX/LX/ADLXmc3jaCb/AIkfkRRyed/x9/8ALWX91WfD4q+2WEk99qv2aOL915UX+tlr2sPiK3sbMyqexPaNH8SWM0sdjP8A8fEX7uGb/rrXQeCvFM9rqfnHzPL86vC5vEmlQ+ZPBfSW1xYXnl/uv3v7r/rrXoHhvxJ51rHBY/aZP3377/lrFLRTp1a1WnU/59hUVGrRPYIfGFjDa/Z77zYq6fTdZsbS6t72Y/Jjy4f3teKf8JJPeS/bfIl8z/ltD/zyrtIdRgu9NjM03/LaL9zRhs2xVOtUp/yHkY3KaNjtNS8SCHzJhBJJcRfvK1/DmuwGKSCaf95LDXD6jrsN2JPI/wBZ+9j/AHVWdI1Kx+wR304/eS162W5lVpZh7T2h5NXLU6J6n4W8XZMhnPmR+d/36rrdN8SW8115Hn15FoWrwWiPCv8Aq5P3ldR4d12z/wBeP+WXev1fIeIKt6f7w+VzHKbXZ6jDN50fP4UVk6dq8M2zE1aDTceZ61+l0syo4ujznydSk6Tscv8AEz4fweK9KkuLKD/TYh+6/wCmleC6x5+m3cljPB5ckVfUUcw+eTFeYftBfDManpkni/RIP9IiGbuKL/lrXdgcTROPE4b2p4pr15/onn14P8WfFX+lSf8ATKvTPiF4wg0zRpOa+Y/iF4w+2XUn77/W16VTEnm06RHNqRvJq634Vt5ni23b0ST/ANBNeZabqUBl5r0f4PTxTeKYNnXY/wD6Ca4sb/udT/C/yPrOFv8AkocJ/wBfIf8ApSOq+IQj/taFn/59xj/vo1yU0Pm11PxInji1iBX723/sxrCs7Pzq4sHUtgoLyPZ4xp83E2Jf979EeZ2fhWfWLquw0Hw2NN8u3FdZ4J8E/vfP8itjxJoMFnF59fluFwPsaJ+YYbY5+GGrEMNSQ/vakr38LU0OfG1TS8ER7NRlOf8Alj/UVhfEddviGV/VU/8AQRXQ+D/+QjL/ANcP6isT4hf8h2T/AHV/9BFexhp/7TfyP02c/wDjUmGf/UQ/ymcZeVzeval5MUldBqc3k15/421L975Fe/SqnxmG/emPrGpedLnFSeA7zyfHuhz/APUSi/8ARtYd5eVXs9eGj6pZ6r/z6zRSVjX/AIDPUo6SR9uePPiEdN1mOef/AI+JZv8AU1T1L4kDTbq4n0qCS5+1TRSfvYf+2Vcf488SaHrul2eq/wDP15UkPk/88q5ebxJpNlFJY31xJ5cX7yGaGb/W/wDPWL/0VX8nZp9bpY2ryH7vldSj7BHrmm/FT95JPBfR/vbz/XeT5X72vTNB8YfY7WOf95L/AM9q+Z4PiFpUNrJ4VsdD/dy/8g2Xzv3sUv7rza7zw348n0fy9Lvr7y5PJ8ybzv8AnrXz31mtl9a/tD6D2VHFUT6W074jCHTo2nMf7setbvh/4jwTakJrOf65r54s/iaLzm+n8qPHmTV0WheNYTcRy2Vx5iS/8sq9yjxrWVWn+8PHxPDdGrSvY+ldI+I8ENi8Ot48z/0bUF542sTff2p9oj/e/wDHpFXh2o/EYyXEd79o8uOKo3+INnqNw96195flf6o19FU8Ql/D9ofOLg539pY9U+I3xTURRiWH/WdZa8b+IHxBsvLlhuL4Rx+T+983/nrVPVPGsPmeRrU8kif6zJryj4weJL6G58i+v45Y5P3kMUX+qr5fN+KMXmtWx9PlmR0cvpFPXvidBp0vkQTx/uv8+bXL6x42+2ReROP3nnV5/wCMPEk/m+R/qo/OrDs/GE83mefP5flV4FPJXW/eHu/WKKR6Z/wlU/m+Rf1J/wAJJB5Ul9B+9jlrye88YeTLJ5F9/wBcaj1Lx5PDo2BfS+ZF+8r0aeUHnVMaesXn9hzWv2j+3I/Mi/5ZedXF694wvtHluNDgFtL9l83/AKaf8tf3VeZ6l8bLHXr/APsrz/3nk/ufKrm/EnjC+021jvoJ/wB55Ne3gskrfw6h5GJxNaqeoTfFSeztfP8AtsvmRTfvovO/1sVZ+p/FSAHz8RxV4PN421XWBHBPPVz4qTTwxW8EH/PGvfp5BRo1adOZw/vz1TxJ8YLeGKO+vp/3d1D5c00P/LWX/W1n2fxIsYbqOxg1X/SP9Z5NeZ69/wAk+0c/89byqenD7Z8VbeD/AJ5Q13QyjCexHSpn1Jo/xInm8OR+fPbSf8s/Krc/4WpYw2t5YefHHJF/qYov+Wv+f3tfM/8Ab19F4j1D9/8A6Haw1n+D/iF4j1j/AI/p/wDltXk/2B/y8R2U/an2ZqXxa0rUorPSv9GtvtUP+mXf/bKsPUvFVjZ38nnwW0Vx50sc1pDN/ra+e9X+JE+mx2djezy/uv3lWNN+MMGsaXiD91HF/wAta5v7IxfsjD2rufRHg/xhBDLJpUE/2m4+2eXNL/z1irqPCvirXPsvkQeI5Irew82Pyvtn/kL/AMi187+G/GF9eS+fpV9LJJ5P/LGaug03xhAdU+3fb5Y/t83meb/zylrzquGlROj6zSqn1x4I1i+1K6/f6p5VvLN++m8n/W/8sv8AP/XWuos/EtjNfxwaVcf8tv8AXV816D8Q9Whit5/FU9z5fnfZoZoa7izvPsdhZ3x1WOPzf3fm/wDPL/lrXmVKf7r+GdHtT3SLxSNOl/fzyG3k/ditTTdY861/1/mR15Po/i+fWLD/AInl9bR/vv3377/lrFW5o+vfY7WP/Tv3csPmeTLWdKlW9t+7NbUfYnrkWsYkjhH+rrc0bXvskXn+dH+NeR6b4w86Hp+8rc8K+JIL2LyRXrYXNnhMWcOJy2lWpHvmm+Kv9Fj8ifyv31dJ/wAJJB5X78/vK8X8N6951h9nnnrqNM8STzWsE/n/ALv/AKa1+iZZxI6tI+Bx2SWqnqlnqImjJ/551fKwXts8M/7yOSvPNN8VT+V5/n11nhzxJb6lJ5MNfoWSZ3RrVfZny+NwNaifBX/BQfw5e/CHx3JCP+Qffw+ZZ18YeKvHn2y//wBfX6jf8FQvgP8A8Lf/AGc9Q8Q6SB/anhuH7bDj/lpF/wAtK/FXWPG5hupPPnr7fDVUeRUpnsGm+KvOlj/f17P+z9qxuvGVtB6xyf8AoBr5E8N+Kp5pY6+jP2TdYF98SbCL1gn/APRTU8fUvhZryf5HtcL07cQYR/8ATyH/AKUj2n4oHPiG0Qd7b/2Y1Fptp2nFTfEqTb4ptB/06D/0Jqbe6lBZ2GK8FV+TCQXke9xTC/E+K/xfoj0jQdH+x2EeKz/GFl50XkVuWd5B9l+z4qvqUME0XWo+pL6ofkf8I8z877HLJBijiaarHjCz8m68+CsuG8ryadL2NY83EnReC02arKP+mH/swrE+Icm3xFMP9hP/AEEVreBJ/N1eZfS3P/oQrnPindfZ/Ek4x/An/oIrtpfx/kfqeIn/AMagwz/6iH+VQ4nxVeeTFXk/jDWPOuuDXeeNtS/dSV5H4kvP9Kkr3KZ8jgv4JJNeVz+vaxB5UkFV7zWJ5v3Fe0fsFfsaa3+1n8T4zq0MkXh+wm829m/56/8ATKujEr2dH2h61Kn7U3PAej/Gn/hn3T/H194VvYtD/wCPb+0PJ/79Vxd5rF9Nqv7j/j4i/wBTX7XaF8MfA/h3wFb/AA6g0O3fSLWz8oWssP7vFeRzfAb4B/CbWrzxV4H+Hek2N5dH97MIP9V/1z/55V+McQ8D2zD65Cp+7qH6Fkmdv2X1dUz8sfCvjCf+2ftt9f8A7yX93NXqmg+MIPEn9oefPHFcSzeZDU/7Zd34Asddnm8O+ENOspJJvMza2flV4B4b+J9hZ6zHY6r+7/6bV+VYrLFinU9n/wAuz9No4fF0qKqH0JDr19NL5Hn12nhvxt5Nr5/n+XJFXj+j+MLH7L5Hnxy/8tPNqxN8Qp4IvIh/5a/66vjsTlDqHpU8b3PaP+E2t5pfPgn/AHcv7yibxJ9jj+3QT/u5a8fh1ieaXyPPrY1PxhY2dhJBPfRf6mvNnlLVY6frSPRPEnxIvtSsI9K+z/u5bPy/Oh/1UVeN/EjxsIbDyJ77zLiLzar698YDDYR2MEHlRxQ+X5v/AD1ryfxt8QoNYv8A7POfK/fV9ZlmUVsVV56h5OJxN/3dM0JvFX2yLyZ5/N/5afvhWHqXiSCGKS+grl9ZvL7TdZjnH/LKarh4v7jSoD+7uofMhr7algaNE4lT/wCfhHZ+JJ9Sv5LGf/njUdneT3ulyQTz/vPJlrP0f9z4jt/+u3l1Y877FrNvD/0+Sx13TpUf+XZnU9jSOP02b7F4ot5/+m1dR4wh/wCJXb/9ca5fxJD9i17I/wCWVdR4wzP4cs76D/lrDXo4j+NTmcNSocPpsP8ApUf/AF2rc+ME3k39vB/0xrC0f/kKR/8AXatn4wf8hmOCu6r/AMjCmc3tGSeL/wBz4E8Pwf8ATas/4Yw/2l8VdQuP+eVnFVj4nTfY/CXhuD/rrVj4D2f/ABNNc1X/AJaeTUP91lVSp/XxmlP+MR69eeT4c1i+P+supvLhqT4e2fk2sfFZ/jCb/iX6fpX/AD1m82aug0HyNN0uS+n/ANXFD5lYzvTwqNfaHL/ELUjqWvSaVB/1zqTXpv7B8JW8EB/eS1j+G4bjUtQk1Wf/AFl1N5lWPiRN52s2eh/8s7WHzJq9FU/3lOgYlzwHr2uabFGYL6Wu8s/G3k+XBqs/7yX95XD+G7L/AFdSWf8AxONZ8/P7v/Vw1xYrC0cVVA+gNH+JGlTaXbwTzyyyS/67zpq6Sz+PF9Bf/wCnX0vl+dF5MUX/ADyir5n1LX54bryILiWOO1/8i1c/4TzVbKWPz/3sdeBVyAhVK59kaP8AEKx16/jm/tWLy7qH/ljN/rf3v/LX/wAhV0Gm/Fq+vPM8OX8EcVxa+b+9h/5a+VXx3oPxC0rUb+38jzYo/wDltDXeaD8W4NHikgsZ47n/AFX/AC2/e/8ATWvJqZZWohUxLPqjR/iHP+7nn/ex/wDTKu40HxVPNF9vt/Ki83/ljXyP4J+MMHm/6j/nr/y2r0DQfipPNx9ok+zxV5FXAnbSxJ9SaD48/wBX9u8qOOWu403xfBLaxn/WR/6uvlez+IUGpRW99Y33mxxV6Zo/jb7Ha28OfLkl8qTyq1w3tsJS/dmlT2OKPdJtd87S/wDQZ/3ktegeA/EdvBYW5nnjj8vrXzXo/wAWoNIv8X8/myS/88q9E0fxtYxS25sZ/wDWw+ZNX1vDmZUvrftD5vNssvS5D6D1Ky0nxHoV54dvT5kd1BLFN/21r+dT9t74b33wN/ag8UfDK48yOO11KXyf+uVf0CfD7xVZanbeRAfn7ivyH/4Lv/CqfRv2wo/G8EH+j69o8Un/AG1r9wyTMvrfsz8zxuGeEfIfKfgm8/1dfT37Ftz5nxb09P8Ap3uP/RTV8u+CdNvvtfkV9V/sa2H2X4oac/8A0wn/APRTV7WNqXoS9Gehwx/yP8L/ANfIf+lI92+LVz9l8TWkv/TmP/Q2rz7XvGHcz12Hx6kkTX7YJ0+wj/0Nq8P168n+1eR59eCpc9NRPZ4r/wCSlxP+L9EfYlnMPKrQ83zov39Y9nN3q5NNPDa819j9SpH5bVpe1Ob8bQ/upMVwc01dx4qm9K4OaHyb+SA14GJwX748XE4Y634bvv1if/r2/wDZhXLfGmfyfEs/P8Cf+giun+GrINanij6fZSf/AB5a4n46z48Y3EXpHH/6AK4Y0f8AanHyP07EQ/41Bhl/1EP8qh5d4wvK8v8AFFeia9MJ64vWNN+2V9BhaR8hhdKKOb8N6PP4k16z0Oxg824v7yK2hr9w/wBi/wDZ20P9nD4G6X4TghjF4YIpNSm/56y1+Xn/AATZ+Bo+JH7V2h+fY+ZZ6NN9tvK/YPXPEkOm2Bgsv+WUXFcuZVqVCpc9/DUq1bSBH498VWOnWskAn8vzIa+ZPjB8SPsemXE9jeySSS+biKu3+Ifiy4mWSHU73YZe1fJn7QnxCOmiTSrG98z/AKaxV+F8a8WVqtXlR+vcJ5DSwtL2lQ+c/wBpDxV/bHiOS4+0V4PrE372vRPiRqX2y6k/67V5vrE3pXiZJTvSufb1MToang/x74j0e6jsftvmW/8A02ruP+FtQfu4J4P3leR2d6fNjrqIdHuLz/ToBXRjcDhKlX2lQ5lT9sz0DTfiR53/AC8S+ZUd742t5ov3/meZ/wA9q4uHz7OWrk//AC0gI/6aV5v1HB+1DE4d0STWNYvruKSAz/6qsvWMzWFvfAf62Grl5/y73x/5a/u5qr+T/wASu4g/55TeZxXbSSonD/CI9ZxeaXb33/TH99RBef8AEht9Vg/1lhN5dGm/6Zo1xY/88pvMqvoM3nS3mlT/APLWGun/AJcmdVkevf6HrMeqwf6vzopIak8YYs9Ujvh/yym8yo9SzeaBHPj95F+7qPxJ/pvhyzvs/wDLGtaf/Ls5sTUMvx7Z+TrMk9bGpZm8B2f/AFxrP8bfvrW3vz/y1hirQmh/4oOzz1+x1tU/h0zzapxfhuDzdat/+u0VaHxbHneMo4BUfgmDzvFEcAP/AC2qT4hf8TL4l+R/02ir0X/v/wD3DMw+LeYf+Ebsf+eVnLJXQfA2z/4pzVL7/nrNXP8Axsm8nxbZwf8APro8X/o2Wu0+Cdn9i8ByGeuPE/u8lpnbhtjz/Xf9M8e/Yf8An1h8utjxVef2b4IuP+nr/Rqw/Cv/ABONZuNcP/L1eSyVofE6X/kF6HB/10mrrnT/ANpp0x+1Kfgmz/e29YepTf2x4ovL7/pt+5rqNNm/sfQbzVf+eUP7muX0Gz86WOurDVP4kzl9qdAZv7N0b9x/rJf3dWIZjo+jST/8tJf3cNU54ftmtR2MH/LrR4qvP3vkQf8ALL93DXN7P7Ae1K9l/pl1HbwjHlVHqU32y/8AIg/1cVSQn+x9L8//AJaS/wCpqPTYYLO1k1W+roSD2poTTf2Nax/v/wB5LVOHU77zv3Fx5dU/OnvJZL6erlnZ+T+/o9kqZpT3Ok0fxJfQyx+fPXeeG/idfWf+ovvM/wCWdeV1oWfnw/6ivFxOCo1Tb6s6v8M988E/E6CGL7BfT/ZvN/dzV6ZD8VfFWj39nBPfeZby2f2bzpq+S7PUp/N/fz12Gm/FTVvNt/t19LJ5X/LWvExGWmVSnWwh9OQ/EiCGw+3Gf95a/u/+eXm13nwl8ea5efZ76xn/AHf/AC287/lrXy3oPxOnvJfsN9PF5csP/kWvYPhv4ksbMR31vP5kcX7v7JDN/ra4aWGq4Sr7Qy+u+1/ds+2/g34pBs7O9sp83H+rmh86vkD/AILv2f2zVPAeq+R+8+xyx165+zT48nm8UXljBB5sks377/plXkf/AAWk1KfXovBdvj/nrX6l4fYl1qp8jxPSo0qVz4f8B6b+9r6a/ZS0qWL4hWF8/QQzD/yG1eG/D3QJ/KjJr6X/AGcNK+y+JrScxYxFJz/wA1+g4yp7rR83wv8A8lBhP+vkP/SkdL8fId2uWsvpZAf+PtXh+sWf+lefmvfPjdZ+fqdvL6WuP/HmrxPxUPJikNeFDF+zr8vY9DjXEcnE2JX979EfVGj/AOpNak0PnxVz/hW8E1rHXSzf6n8K/UKex8RU0OS8Sf6mvP8AWJv9K8+vRPEkPneZXn/iSz8muLE4Y5cRS9qbvwnnEuvXC+lof/Qlri/jywbxzcp6Rxf+gCun+CkkjeJbsP0+xH/0Na5H48zY+It3H6RRf+i1rxIUf+FSUf7v+R+i1qP/ABqrDx/6fv8AKZ5rrEPpWXDoE+sXUdjYwebcSzeXDDXSTQ+bX03/AME4f2Xx468Vn4keK9K8yztP+PPza9arU+q0ec+Mw1P2lU9g/YL/AGb7H9nbwF/wmGqwf8TjVbP99LXc+NviDew+Z++/d1p/tBeJDoOlfYtEn8v7N6V80ax8WptSl/fz/vJZvLr8L414k+q1vYe0P1nhvKKVWj7U6D4j+NZtdElvbX37v/nrXy38YNYsfN+wwf8ALWb/AF1emePPHmk2el3n9lTy/aLrza+e/G2vedayTzV+Q1G8xzH2h+iUkqNCyPN/iFNB9qkMFcPqU/mxV0msTfbJZJ/+WdcveQ+dX3uW0/ZUTiq1TP8AJ/e12HhvU/8AQI+K5OGEzfuK6Szh8mLyK6sd+9pHVluJ9lV9odB51jeRVTm/czRz1XhmqxB++i8mvI9mj1sxqUatH2geT51hcWP/ADym8yo9N/0yX/rrD5U1WLP99L/11h8us/Tf9DupIP8AnlN5la0tD5qqV9HmEOs/Yf8AnrD5dU4Zv7N16Oef/llN++qxr2NH16Of/nlN5lR+NrPyb/z/APnrXZT/AHlX/GSaF5Z/utQsf+2kNU4f9M8B8/8ALreSx1oed51/Zz/8/Wm1n6P++0bXLHH+q8qSoWlM8zE1TP17994N0+f/AKY+XW4PI/4RLT4P+etnFXP3n774c2+B/qppa2NSm8nwRo85/wCmVaT2X/Xw4jn/AIe2f/Fb+R/zymovIftnxkuIM/8AL5Wh8PbIzeN7ieo/CsP9pfF/UJ/+eV5LXdUqfvqlT/p2aU9jn/jNNPefFC8sT/zxtY//ACFXokM3/CN/CDVL8fuvKs5fJrzfxJ/xPvjJqk//ADyvPL/79fuq7z4nf8S34S2+lf8AP/eRR/8AtX/2lRiH/u9A6ae5yfgPTfJijqn4qm/tLxvccfu7WGKOuw8E6b+58+f/AFcUNcfoMP8AbGqSX04/eSzeZWlOp+9qTCpuWPGE39m+F47GD/WXU1Z+g2cFnF9un/1cUPmVY8bTfbNejsYP+XWHy6k1KEQ2EdjB/rLr/XV1U3/stOmcxn3k1/ZaX58H/HxdTeX5tHk+dfxwf8s4q0L2Dz7+z0P/AJ5fvJqr6x/on2j/AJ6XX7urMyv+/wBZ1T9x/q4v3cNV9Svf7Rv/ALDY/wDHva1c/wCQPpfnj/WS/u4ar6bZ+TF1rWn/AM/AJNMs/O/65xVcqv53/LD9Kkh8+uepudGGpMsQzVsabNbzDiseGGrln+5lxXLU2PpMDUVE6D+xoJovPgo+x+361Jo9561cvIYOteS6tb+Ge1Uw1CtR9pTKf+neV+4nlrsPh9421zTYvIguPKk/1fm/9Mq5Oaao9GvPJ1Tz/P8A3cVZ1aXtqJ8nnWW+x/f0z7Y/Yt8VX2m3X9q+f/rZv3377/W1zf8AwU+1j/hJPiD4b0r/AJZ2tn5lc3+z348gs7qOeCDy44qw/wBpDxhP48+I0mqzz+ZHaw+XDX3XAOG9lqfl2f4n2v7sx/AfhuDyo/3Fe9/BzTPsevwSY/5Zv/6Ca8g+Hv8Ayyr3v4Z2HlXMc/ojfyr6zMa96sV5nn8OL2efYNf9PYf+lIr/ABqH72Bv+mH/ALMa8cn0CfWIpPPr6H8b+HRrdkXMedqYzXnmpeD4NNir4nN81pYLESTPmvEnNPq3GmLj2kv/AElHWeA9SH2TyK7T7Z+6jzXmfg+88m65rvIZvPir92w1QurSDU4fOrh/G0P2PpXcTfva5P4hWfnWHn10mBk/BK8SbxjewR9F08n/AMfSuU+OkP8Axc69mz/yyh/9FrW78BPM/wCFh6l5n/QNP/oxKw/js8q/Eq9C9PKh/wDRa189T/5Hc/8AD/kfpNaH/GsqC/6fv8pmP8PfB8/jbxlp/hyx/wBZdTeXX6dfDfw5oXwV+GNnoOlQRx+TZ818K/sE6DBrHxk/tWf/AFdhDX1/8TPGsMltLDCf+WXSvj+Nc/8A7PXszyuHMpeLseQftFfF/wAiW4Avq+e9S8YQalc+RAf3n+src+P0080t5PfX/wDra8D1jxtBpsn+v/eV/OGZ1a2bV+SofqtFLBpKmd54316Cz0b/AEif/SK8f8YXn+gR/v8A/W1oax48+2Wsf7+uT8R6l9sl/celdGW4H2J1VMazHvPIMUn/AE1rn/J/5YfpXQan++/5b1lzeRDX1uG0RzezrVSnZ2f2P9/PWpDN5tU/O/5YfpVefNndV0/xT0qdP2VE2P8AW1Y02b/Sqy4bzMPn1chm/wCW8FcVWka+1/c+zNCH9z2/1U3mVX1j/Q9Zjnz/AK2rEJ84eeT/AK2GqevfvrC3n/5aVjS/innEfjCH/j3vv+etR+Kv33hyzvh/y1hq5r0P2zw5bz1XvP33gO3/AOmU1dVP/l2ctSoE37m/0M/9Mf8A2lRoMPnS+IIP+mMVE37660Mf9MYqseG4T/wkeuf9edQv4X9fznDVOfn/AOSfS/8AX5LWp4qh8nwRocGP+W0VZc0P/Fvv+uupVsfE7914c0ewrrdvaU6f/Tw5yP4Y2f8AxObieqfwTh/tLxbqGq/89byWStj4e/8AEt0a81X/AJ5QyyVn/BOH+zfC+qa7P/yys5ZKmp8Ff/tw6MNSOb+H0P8Ab3jLVNc/563ksn/kWuo+M37678P+HP8AnlDLczVn/A3R/Oi4/wCWtanir/icfFC8/wCedhDFbQ1tUq3x3/Xs1X8Ek1L/AIk/w51C+/5aSw/Zof8Atr+6rm/CtnBDayX0/wDq4ofMrpPip+58OaXoeP8Aj6m8yb/tl/8Avax9eh/sfwlHYQf6y6mqcO7Ur/8APwyqbHN6PZz6vqkl9OP9bN5k1XIZoP7Qk1yf/j3iqxDD/ZmjfuB+8uv3dGpWcEOjW8EH+s/5bV2Kp7Sqc5T0H/TL+41Wf/lrVeCL+2NUknx+7/5Y1oXkP9m6D5EH+suv3dV5oP7H0b9x/wAfEv7qGtadUzM+8zqWqf8ATvF+7hovJvJPkQVJBD/Ztryar+T5tdBeG/ehZw+dWpZ2fnRVX02z9/rWxD+6rnq1T6jA4X/l4Rw2fk1Y8nyYqsczQ1X/ANVXGelUpFyH91Vz7Z+66Vn+f7VHNNWPsvamtPE+xRcmvKj0eGeaX9xUmm6PPqUscHkV6B4V+Hphi+3eR+8ruwOBrYut7OmfE8QZ/wCyNDwHNPo9r+/uP3laGpf6ZLz/AKyWsvyb6G78ietTTYbia6jxX6pgsupZLg+SB+S4nE/W6/tDoPh7ZeTdR8V9KfDyy8jRw59K8D8K6bPDdR/uK988A3HmaaE9q8LFS9piIvzR25NTtxDgn/09p/8ApSOrtbSO4snd+z4/SvPPiF5FndV6p4ag8zS5pf7sv9BXk/xyh+xjzzX5Nx/Cq602u58F4oYaq+OcbUX8y/8ASUcX4V8S/vf9fXpGg6x50UdeF+G7zybmPz69M0HUv9X+/wDzr+pMN+6Po6m56BDNWP4ws/OsJIKuaPeedWhqVn50XWu44jzb4J6e9j491ASdTp5/9DSuP/aHk2/EW9H/AEyh/wDRa16j4I0r7B44u5R/FZEf+PrXjH7UGp+T8TNRtM/8sIP/AEUteD/zO5/4f8j9Lq/8m1of9fn+Uz2/9gmaDR9L1XxH/wAtK7T4nfE6CztLy+8//VV5H+xz4kgs/h9qEFcX8Zvip9sv7ixgn/1U1fgniVUrPN6lM9LheoqOXnL/ABs+J19qUtxP9v8A9b/yyrxvWNY86Xz55/MrU8SaxPqV/JPPPXL3lfNZbgvZUtT6qlS9r+8qEf8Ab19N/r6P7dm9apTf678agmg/e+fXtqlRPRVKiXJtS879/RNNBN/y3qnN/qfwqv5P72tfZnNUqeyLn+u/fwVnzzT+b/pFSQ3gglqTUoTNF58FbGf1lhDN5P7j/nrVyzvPsd/x/q6z5ph5UdWM+daxipqi9qdBZzeT+4H/AD2qS9hM1hcQf88pqy9HvPOl/f1qTTeTLH/09Q+XXnVaf74z9oR6b/pfg2SD/lpFNRZw+d4IuIP+eV5UfhX/AFWoWM//ADxqTQf+Rc1CCie5xVapHpsP2z+x/wDplVzw3++8W64f+nOpPDdn51rZ/wDTKaWq/gmYTeLfEE//AExrJVf4n9fbOaoYfk/8Ubp4/wCeupVqfFqDyf7Pg/55Q1HZ2fnaXodj/wA9Zv8A2rUnxO/03xHJAP8All5UVdFKrbFf+BjW5Y/5Bvwv1Sf/AJ62fl1X02H+x/gZrE5/5aw+X/39/dVc+JEX2P4fW+lf8/8AeRR1J42g+x/C/T9D/wCf/Uoo6zp1LKn/ANPJnWtiT4M6bBpthHfTn93FD5k1Y/gOzn1i/k1Wf/WX955ldRqUP9g/CrULiD/WXUMVvD/21qT4b6PBDFHPP/q4ofMqKlT93UmBzfjaH+2PiZ/ZUH+rsIYo/wD2r/7VrP8AGEP2zxHHpUH+rtYfLrU8E/6Zf6p4x1X/AFf725qno9nPNFeeI77/AFn72T/trXQqvs1/gOeqYesQ/vZP+nWHy4f+utR6Pps80sfn1c+x295LHbg/6r/Xf9daJryfR7ryIIP3ksP/AH6rtTvS5DjK95D/AGxr/wC4/wBXF+7hqnqXkXmqef8A8s4v3cNbHk/2Po0k/wDy0l/dw1Xh02CGw/f0UqhoqXtn7Mw5tNn1L/UUWWm+TN+/ruPB+j2MsX7+s/XtNghupPIp/XXVq+zPq6WS/VaPtDL/ALNg8miGH97WPeeMYNN1T7DcTxVoQ3kE37+Cuj2VY1pYmje1Muf6qi8/571XmvPOizR/pF4Ky9kjSpVRJDeedWppujz3ktaHgnwRPqUvn+RXqGj/AAxgi8ufyKdKlWxVb2dM+XzfNvZUbFP4e/D2eaKP9xXoE2j/ANm2v2GtjR9Hg0e18jNF5D50vWv0jJMtpYSlc/L8yxNasYdn4Pgml8/7PW54V+G/2y686eCrGmzW8MvNdx4J+w3h8jNejneN9lQPlsTV9iGg+A4PNj/cdK7/AEfRf7Otmc9v8aqabpuZa6K4WKPTSq9dwr8zwmb+1zGEO7S/EvhbMKtfirAp/wDP6n/6UifQrzybWSD+8+f0rz742abPeWElddDffZJgD35rB8bXkF5ayV5PFWIws8TUpy3T/Q28QatJ8ZYym/5v/bUfN8M3lV3HhXUp5oo65fxTo8+g3/2HyK3Ph7NX9KUjQ9Y8H/v66z7GZrX/AArk/BE0Hm5rvLOa3mirqOapsc1Z6d9l1ySfytu6Ej9RXzT+1ch/4Wvff7VvB/6LWvq2/t447oyIe2K+bf2o9Ba58dT6ikWSYIufogFeFU/5Hk/8P+R+kVf+Ta0P+vz/ACmc38DfiR/wiFheaVPP+7lhrg/G+vf2lrNxP5/+troNH8Nz/ZfP8ivO9e+0Q38kA/57V+McfYb/AIyD2hrws/a0vZkc03m1n3kI8qtiGH91VfUofWvj6VU/TFT/AHJz80NV5+1ak0MHlVTmm/e16NOoZ1CnNDP1qvN59aHn+1HlQ+ldXtTmqUjn/O/e1cs5vJrQm0f7bFWfNZz2dae09qcVWl7IsUWf7mXyajh/fRYqTma1/wCmlMxLGmzfY7+tybH2WOfP+qmrn4f+PWOeugh/fWFebiNzQsabB/xPrj/nnLZ1HoMP7rVIKuaDD537/wD6Y0eG7P8A4ml5Bj/W1wzqa1DjqljwfD/osn/TKasvwHj+1PEF9/11rY8K5hi1DP8AyymrD8H/ALjQdc1X/pjSjtMzNTwrpvny+H8/8srPzKz9eh/tjxbcf9NdY8v/AL9fuq6zwrpvk/2P/wBMtHirD+G9n/b2qWeq/wDLO61K6uf/ACLLWXtLqpP+vtHbTplf4qQ/bPFuj6Hn/VfvaufEKHzvEfh/w3/z6w/af+/v/wC6os7MeKvi1cT/APLO1m8v/v1Vyzs/+Ek+L95P/wAs7Wb7ND/2yrVv2fs/+ndMsk+J0Pk2mh+HID/rZpbmaH/P/XWpNY/4kPw51Cf/AJaXX+jQ/wDbWo/En/E++Kt5Bn93pdnFbQ/5/wC2tWPipD+60PwrB/y1/wBJm/z/AN/a56bv7OBNUw5rP+x/hzHYwf6y/mijqS7037HplvB/0x8yatTX7Mza9o/hz/lnaw+ZN/21ommgmutUnn/494ofs0NaKrqctWkcHpum3E1rJPB/rKr+T/bGvefj93/q4a6jw3DBZxXE8/8Aq4oaz9B037Ha3Gqz/wDLKGu1Yn+Ic5Tms/7Y16PSoP8AV2tZ+vXkE1/5EH+ri/d1sceG/DlxfT/8fF1XH/v5q7sL+9R2YL91W9odJpusfY4qp3mpfbOBVPzvJirPvLzya0p4a1Y+lp429H2Z5/8AFSGey16O+grpPBN5PqVrHBUfjbR/7Y0rz67z9nXwH/bF1bweRX0FTEf8J9NH5licz/s/iGoi54b+Huq69LH+4r0Tw38Ab793PPB+7r3T4efBmxs7WOf7DXeTeCYIbD/UVrhshrVaPtKhrjc/b/hnjfhX4b2Om+X5EFdQdBgs4v3FdJDo/k+ZVfUoR5XFejhlRwh5lSnWxiOfmm8mL9/WXealbwy1J4qm+xxVy95r3/TCvpMNjqNjycTgax0EN4YLv9/XYeD9Yhs/9RPXk83iQQmtTQfG37r/AF9eJnd61E+XzLBM+jPDesQTeX+/roJbuF4xCnU14H4U+J0/2ryIK9T8KeIhq11FEO+7+Rr8rw+Gx1HN8Nb4faRv6cyPW4GyKs88w1ap9mpB/dJM0vEV09sitGOcVzWsalPNa1q+MLnytRij9Yc/qaxpv30Wa/PeN8XiKfFuJj05tPuR9Px5wfWx2c18XT+0/wBEZfx+8Ef6f58EFcf4P02az8yvcPG1nB4kluP+mUNcPDoMEUUlf2Hgc3vSPznDY29IseFdS/e5rvNB1Lzq8r028+x3/kV6J4Jm+2eXX1FKr+59odFR6G7fpI4W6foTivLPjB4di1bVvOaLJ2Lz+Fex+IkjTT4tn/PT+hrgfFYifV4lfqFFfE5xmX1TFSr+SR9ZnGM+qeFFCp/1ENfhUPMLPwF/oElv9n/1teH/ABg8HT+G9ekn8ivsSHQbf7LXB/tFfCuDXvhpca7Ywf6Ra18Ln9s7wf1in/EpnjcFcR/7XTpny3psHmxVX1iH91WhoP8AodrJ5/8AyyrL1i9gmNfnFK/tj+hqVX21Exrz/VD6VmeT+9q5eTedLg0Qw/uq9Wn+6Myv5HvUlnZ+dLmrkMNWLOzPm06lUCxpuj96j1nwr51rzW5psPpWheQwG1615KxVZVgeC+tHkc0P2O68irGnf8fX41J48s76zl+0eRVfTP31rHPX0aftqPtDxLOjW9maEMPk3UkFaGjzz+V5FU5v+PqOermj/wDH/JAa4qv8IzqVPZGx4b/1Xkf9Nqk0ebyfEckH/PWGWo9H/cy/9tqjhzD4zjNeav8Al4cRc0f9za65WXpsP9mfCXWL7/nr+7rU03/jw8QVT1iHyfg5HAf+Xq8q6b0/7fgaUjqNYmg0H4ff2t/y0i0H/wBpVH8K9N/sfwvb303+rtdB8z/v7+9qv8VP3Pwls7H/AJ+obWOtzXof7B+EH7gfvJbOK2rgbthuT+eoetS2Of8Ag/D5MWoeKr6tT4P6P52s6p4jn/1fnS1Xs7P+x/h1pdj/AMtNUvP8/wDoqug02z/4RvwjHYmD/SLqGWSsq9T2jmv5zE5f4P2c/iTXtQ1yf/l/vJZKsTQ/8JV8X7z/AJax2E32aH/tl/8Aba0PgbD/AGD4SvNcn/1drDLLWX4I8/R/DmqeKp/+Pjyf3M3/AE1lredS2JnU/wC4YEkN552qax4qH/LL/U/+ioqy7yGez0GOx/5aXX7yatybTfsfhzT9D/5aX83mTVTvIftms4P+ri/d1nSqGFTcy9Sg+x6XHYwH95dTVHNZ/wDHvocH/XSatCWEalrMk/8AyzirL1HUv7NiuNc/56/u4a6qWpxL97X9mc38TtS82/jsYP8AVxQ1y/neVUfjzWJ4fMnBrj4fHv8Ayw+0V9jgcuq/VD0MZiaOE/dncfbP3XSo9N0jVfEmqR2OlQSyyS1X8E6Zqviq/j0rSrGSSS6m/wBVX3h+y7+xDP4b0aPxH4isfMvJYf8Av1XpYLKMXmOL9nQOHG53QwuD5z5L8efA3XPCvg2PVb6D/W1sfsr6lBZ+I7eyng/5bV9cftOfDfStH+F+qHVYP+WP7mvi/wCG95/Y/jeznt/+e0VRnuW18mrrDn49m2O9tmNPEH6MeFfDcEOjRzwf88ap+KoTZ2vSug8K+f8A8Ibbzj/njXF+NdSvoZf39foEafssEj0sN++ramPeajYw1TvP31rWXeTedLg1oQz/ALryK/LM7zf6pWP1DKMsvQOT8S2f22LyK8/17RzCK9cvLPzq5PxJpvpXzi4xpU3Y9erkGlzyvUvtFU7PWZ4ZeTXQeK9Nn82TyK4vyZ7O6/fwV+lZJmSxlH94fm+f4FUax6B4J1KfzY69u+EGqfbPEkCeqP8A+gmvAfCE08Msf7ivb/gcs58UWrzf885P/QDWOZqjTx1BL+eP5o9zg32X12n/AIl+Z3/jWDzNRik/uwf1NYtdB4tCfb42k6eSP5msfyPev5747lz8Y4iPmvyR+vY3DUa1GV97nUeG7walo15PmsPTdNuLyxkqT4e6zBNFJYiuk8NwwQxSQV/SGGfsqJ/Ff72kzxPxtqU+j+KI4f8AnrXoHw317yZY64f48ab5PiOOfP8Aqq0Ph7qUH2WOevusFiva5Sev/wAwh7Pquo/bbZF9GzXDeMbjy9UVP9pf5Vp+Hb/7VcPF6Jn9RXP+MJ/M8XG2H8Ma/wAq/NuM61RZY5deZfkz3eIl7Xwaw/8A2E/pUOrhvBNo3Wo4fI17wleaXP8A8tYfLqnZzf8AEhkqv4P1L/RbiD/ptXy2QZtfH/Vqn/Lw/I8jx1bCYymz5T+JHwx8R+G9ZuILfSpZLfzq5Oz+GPjHXoZJoLGT/vzX3ReaDpWpWv7+COT/ALY1Hpngmxs5vIgsY/8AvzX1T8PsW618PU/dn9DUePfY4P8AeHwPqXgPXNHuvJvrGWq82m+TL1r788Yfs06V4wsPP+w/vK+f/id+zTqug+Z5EH7uKvnM24bzzKn+8p+0pn0mU8XZdi9zwOGz86tSz03yeKuXmgz6bdeT5FXIdHnmi/cQV8jVxNnqfY0sVQrIr6NDPNLHBAK6zTfB5vP9RB5lWPh74JvtSv8AmCvZNH8K6JoMUcE8H7yunLsurZpW9z+GfL51xbQyr92jx/WPhBb6xpcn26CvH9e8ET+FdZk0k2/7v/ljX2x/wjcF5a/6PXhf7QngOezv49VMFfXZllNLK8up1KZ8ll3FFXMMx/eHh/2PzrX/AK5UQ+fDqlua1P7N8m6uIP8AnrVeaz/1c3/PKvmva3PqalX2xchPkzSGo7z9z4tt6ueT+9jyajmh/wCKjt5/+mNc1OqZ0i5DD5Nh4g/67RVX8VQ/8W+8P6T/AM9ZvMq5ND/ouuf9sqsa9Z+daeH7H/nlZxVk6v8AX/bh6VKmSfGf9zFoehj/AJ41sfFSD/il/D+hwf8AL1N5n/kKs/4nQ/bPiDp9jn/VQxVueMLP7Z8QfD+if8s4rPzK4nV9jSw//b53lPxJZf8AE+8L+FYP+WUPmVoeJLyH/hLbyAf8e+jaP++/66/62pNNh/tn4yXFx/z4Wdc/qV5PeeF/GHiP/n/vPs0P/oquenT9o7/175NQsQ/8Sf4Bef8A8tNUmij/APIvm0ajZ+T4c8P+Ff8Alpf3nmf9+qk8bWfk6D4T8Dwf8tf3k3+f+2taEP8ApnxQ+z5/0fRtNij/AO2taKdve/xzMSv4rmgs9UuL7/nws/Lh/wCutY9nELPRpL//AJaVqePP332ex/56zfaZqz9Sh/dW9j/20opP91cwq1TP8meHS/8AppLXJ/EKY+db6VAf9V+8r0Dyf3sfn/8ALKvN9em/tLWbievWy1e1q84ZbS9ri/aHF+MdN/tKw8jFeR3mgz6bqle6alD61h698PJ7yw/tWCD93/z2r7rL8yWFXs2eJxph/Y0frFM+1P8Agj/+zrofjb/isdWsPNki/dw+bX6Wf8Kwgs7XyIIPKjir4j/4In6xY6P4IksZ/wDWS3lfpvHpsF7a+div2bhCng6WUwq/zn5DUx1fHnxp+2Z8H/7Y+EGsQQWP7z7HLX5Jzzar4V+Kmn6VPB/zEoq/fz42eFtKm8J3lvfj93LBX4x/taeFdD8N/F+3vrHy/wB1NXwfiDV+q5/h6i/hzgcON/c00foB4P03+0/h9p88H/PnFXF+PPB99N/ywr1j9l3TYPFXwM0fVf8AnrDXQa98PYJov9RX3lLA0cXllOoe9hMb+9R8h6x4Vns5f9RVeaznh8uvoDxJ8MfWCuP1L4Y+TLn7PX4bxlwnjK38M/aOG82o+xPL/I96y9e0f91JXqF54D8muX17QcS+RX4nicgzbL637w++q47B1cGebw+D/wC0ov39Y+vfCuCGX9/XsGm+G/Jqn4k02CaLNfc5Jndaj+7P5+42x3sq37s8r0Hw3BDd/wCor1j4T28Vt4gtUXqUfH/fJri9Sh+xy9a6f4R6h5vjK1g9Uk/9ANerWzWriM5wsX1qQ/8ASkeZwRm1V51hqb61Ir75I7Hx9qMdlqsKv3t8/wDjxrD/ALdh9ay/2ivEkmga7Zskm3Nln/x9q87034hfbJf9fXx3E2UVMXxbiprrL9EfovEnGX9nZtXwv8r/AER6R8Mft0N/58/+rruIfEkFnf8AkVqQ+FdKhtcwf8shXB+MJvJu/wDX/wCqr93qUr5d7Smfh2Gp/W6XtCn8WrP+2Yvt0Bri/CmsT6bL9hrtIdSg1iLyK5vxJ4bGj3Xn1pkmbey/dVDp/wCnZ6X8Obo3VzI2P+WP9RWf4ql+z+OJ5vRE/wDQRUHwWuXe+ntn6rbE/wDjy1F4/kK+NLgf7Ef/AKAK8DxErfVsjlP+8vyZ9TxDR/41JQj/ANRH6VDqdBHnWtxb1j6dN/Zt/cQVJ4P1Lzr/AMipPFVn9jl86D/lrX5fkeJ9q6eMPwGl+5rHUeD/APiZWv76vRPDfgn/AFc9xXnfwrhnmljhr6E8N6b52jV/TnDeO+tUPaH1GGx31pezMv8As2CGwkrzPx54bsby0uPPgr0jUv3N/wDYf+Wdcn48Pk2slejm+NougZ1Me6Fb92fFfxg8HWMOvf6B/wA9q2PB/gOxmsI554P3danxU0cS6955rY0f/iW6fHBX4HmWS4TFZj7SmfZZbxbmP1T2YfY9E8H2Ek9j5fmVxc/jafUtU/cT1J8QtenmsJPIrk/AdnPe39ctTG/VMXTweHPIx2Or1q3tKh758N/+JxFHBUnxy+GEGveCLieCD95FDWx8K9Mg021jnnrsNY/4nGjXEE5/dy19y8P9byepQqBlmOrUcZ7Q+B9Y0DyZfPrHm0f97JBXrHxC8K/2brN5Yj/llNXJ3mm+dF1r8ahjfYy9kfsWBx3tkcvDDVe8s/J1mP8A641sQ2fkyyVJNZ+dLHPXb7U9ukZfkzzWuof9NYYq1Jof+J9p9v8A88oYo6uabZ/6zzzUl5Z+Tqln5/8ArP3VZVKp6+GM/XoftnxG/wC/VdJNi8+LUlxj/jw02KsPR4ftni3z5/8AntW5o84n1TxBrn/Tby65sTU1/wC3DrK/gmbyZfEniP8A6Yy1j3ln9j+HOh6Vn95f6xFJWwIf7N8G6hb/APP1+7o1Kz87xH4f0OD/AJcLP7TWVKrer/X2IAV5oZ9Y+L9vB/yz0vTaseCYf7S/tTxH/wA/+pS+T/1yqvo809nqvizxH/y0tYfLh/66xRVueFbP+wvhzZz/APLSKHzKeJq/uv8AwA5zn9Y/4mXiiT/nnF+7hqvPD9s16T/nnFVzQYSZZL64x+6qvoMH7qS+/wCetae1OOqV9Ym8mwuLj/pjXmc0M/m19MfDH9mPxx8bPDkmq6HB/o8V59m82vbPhL/wTH8ny7jxHB5slfVZBlGb5hrh6YUsyweX0v3lQ+H/AIb/AAH8cfFTWbexsdKl8uX/AJbV90Wf/BN/SoPgP5E2lf6R9j/1tfVHwU/Y58K+CPLnh0uL91/0xr0z4zf2V4Q+Gl4fI/dRQ1+pZXwZSoYKrVzDc+F4kz9ZgvZ0z8p/+Cfupa58PfjTb/Dn/VRxal++r9g9Bh8nRoMD/ljX4+fCvXrHTf2yI76D/Vy6xX6/+EdRhvdBt51P/LHmuzw0xv1rAVKSnezPgMFvM86/bDvL2z+A2t31iP3kVlLX4Q/HLxV4q1j4jfaNc8z97N+5lr+hL4m+F7Dx54F1DwzfQeZHdQeXivxR/bY+Bv8Awgfi24sb6DypNLvP+/sVeZ4g+1p5hh6s/wCF8H/b5njaf7o/Qj9gm8g0f9mnwvBff6yWzir3TUvDcE1fIf7E/jyDxhoPg/wdoc//AB6w/vq+6JtN/dV+h8J5jRzXKKfJ/wAu/wB2dGFPL9Y8K+d/ywrm9S8B9cwV7JNoPnms/UvDcE8XNd2Oy2jW0PocDmf1Rnzv4q8KwQxfuIK871jw3B9q/fjrX0R428NfvZPrXl/irR4LO1kr8k4pySjSwlRn19TiD/YzzP8Asf8A0msvXtH8m1krpLy8hh8yAGuH8YeKsRSQV+K06dKiz80zbHf2hizh/FXkWcvSrvwTkib4hW4Xrsl/9FtXFa94qnvLrgV1XwJMsnxHs2foI5v/AEW1dGVUatfPMNVfSpD/ANKR9VwbltL+2cPNdJxf4oZ+16sj+JdPVOn9nf8AtR68k0fTb6G6jmgr2/8AaZsvtfiix9tP/wDajVkfDzwfBezRwXEFfXV8N7biHEf4v0R3eIGU01nFfEvq/wBEfQE3766kgtzXnfjaz866kgrtPDesQ6la3F9BXN6l9nvNUkzX6hkNL63lH7w+Cyml/sZwesGfw35d9BW5N/xVWjRz/wDLSrnjDw3/AGlpckFY/gOaezurfSq/KuI8bWyDNwq/ujd+Ecb23iS6tZOq2ZP/AI+tHxDeJfEssjdUCH/x0V0mj6Emm+K3u4+kliV/8fU1ynxNf7N4knb/AJ6og/8AHRXTxhjqeP4N9t0ckvzPqs8n7XwjoP8A6iP0qDvBN4f7ZrsPFdn51rHPXB/D2b/iZ+fXpl5B/aUUcBr4XhulfC+zPwSpTND4M2c8111r3zR5hZ2teb/Cvw3/AGbF5/kV6BNeHyvIzX9A5RV/srLf3hlTqVqJX16zE0Xn15/48i8618ivRLz/AI9fIri/Eln+6rycbjqtakR7Vnzv8SLOCz1TM/8Aq65fXtS+x2vn11nxgh/0qSvK/iprEFnoMcEE/wC8r5qrU9jRqVD6fKaph67r39sGSxgg/d10Hwx03N/HAP8AWVw/hWae8l8+vYPhjo8H2r7dXyeW062KzL6xUNcbiT1Cz1KDTbXyPPrU0fWP7S/c+f8AuxXl+paxPNfyVueG/Enk2ElfoeGxF1Y4lirHF/HLTf8AirZL6D/Vy153eabB5UlesfGaznGg2c84/eedXnfk/uq/HOJKf1DPKh+q8P432uEpnF3ln5Muar+R710GsWfkxSVjwj/lgIKzpVfa0T9JwWtIsabD5MX+v/dyzeZUk0M811HPR532Py4J4Kk87yb+O4n/AOeNM96iU9Hh8m/jnz/yxqxo/wDyBrj/AKeryWrmj6PPeWsc/kfvPJqPS/8AjwrKpVOsr3sPnWtnY/8ATbzKuaDD9s+Jcl95/wC7tbOrkNnD9ut55/8AllRDD/Ztrrmq/wDPKzljrJVNTM5uzm/4tfqF9P8A6zWdY/8AatdJ4k/4lvhKzsYP+eNZesab5PhLw34c/wCes3mVueMLP97b6V/1yjrSpV/enLVOfmh/s3w5J/z0lhohs/sdhHB/zyhq5rsXnS29h/02ijrqPhZ4En+I/wAVPD/gGGH/AJCesRW83/XL/lrV0FVr4mlSp/8ALxnn4t2Vz9Jv2IvgfZ/Dz9nLw3YarYj7ZdWQvbv/AK6y/va9ttNH0u04gs8elGkadbaZpUGmQf6uKHZFVzK596/s7K8DRwGW0qFP7CPyLFYmtiazmxREI+lcd8bPC9v4x+H2oaVP/wA8a7AnAzXD/H3X73w18MNU1qwH7yKCtcwpU62Cq059jiqVPZH5AQ2n/CK/tX2elf8APLWPL/8AItfsh8MZh/wh1mf+mNfiPo/xUg8S/tS2euar5sUkWseZN53/AF1r9oPg/wCKrHXvBGnz2X/PGvynwzpVcJPEoywP732nIdlqWo2+m2Ul9P8A8shzX52/8FevAfhzxh8Obj4qeDvK+0Wv+u/6axV+heu6YPEXhi40oD/XQ+XX5WftgQ/Eb4S6X4k+DviqeW50+682TR5pv+eVfTcaZhhMLlXJiKf7uf8A6WLGU/aIP+CH2pf8JH4y1D7d/wAusMUcNfqp5PnRV+Tf/BFv/iQ+OLyDP7zyf33/AH9r9WNH1j7ZXbwBUo/2H+7/AOfkysF/uhd/s639DVLUrP8A0WtiHyJqr6xX3XU09ojyvxhpv+srwv4tXv2Owkr6A8eTeTFJXzf8Zpv3UkFfnPHVP/YzhzLMvZUbHk82ped5lcn4ws/OsLieugm/dVT16E3mjSfuK/AYZd1PEw+N9lS9ofPepXnk38kFeifs53cVx8RbMJ18qb/0W1eX+KrO+/4SOSCA/wDLavQv2ZLK9tPiVYm56GKb/wBFNXNlVOqs2w1/+fkf/Skfe8CZv7XP8NDvOK/8mR6J8dYYpvElmH/58R/6G1O+HtnBZ3UdZP7RWrfYPHGnxeumg/8AkR6veG9Ygh0u3vp6+pm6sM7xjW1/0R9J4g5pSlnFfDPo/wBEWPhXqU954Xj8ieugs4cXfnz1z/wThg/4Q23nroNSmgs/Mr9D4PxP+yU6R+c5Tjfa0SS8vILy6+wQVh3mj/2PrMc5rLh16f8AtnpXYajDBeWH27/pjXy3ixkvtMJ7WmdONqHSRSQXE9vdQ97Qj9RXmPxgu8a/dw5/1aRn/wAcFdh4F1x9UneCTqkRP6iuK+MUsS+KblW6+XH/AOgivzTFYipiPDmhPr7Zr8Jn0Wcz/wCNPYd/9RD/ACqFL4ezTzS9a9Y8E/btS16MT/6uvM/hXDBNL0r3j4b+G4IZfPrt4Ow9XFVqZ+GVD0TQb2CztfIqxDeefdVy+pTeTdeR59aGgTT+b+/r9HzrNkv3RxYirb92dbN/qfwrl/FX3JfpW/537quT8YXleTUxv7k5adU8T+MHhvzrWSevl/4wXk5/0H/nlNX2B48m86wk8+vlf4tQwXmvSQf9Nq8nMal6J9JlNT96U/hvD/ovkfZ69o8BzQWdhJXi/hub+zZY4IK9M0G8861j8ijA0vqtI6cadRN4b/tLUI/I/wCWtH9mwabqkelT/wDLWatzwTrFj5X7/wD1lY/iqCeXXpNVg/5ZV9JR/he0OH2pn/GDUf7YtfsMH/LKvOIf9T+Fer+G/Af9vWF5Pff6yWvK7yzns5ZLCf8A1kU1fn/HuG9liqeI/wCfh+k8JVb0vZmXrEPnRVhxQ+ddV0k0PnxVj2dn5P7+vk8NV/dH6/lmwXmm/bORViGz/wBP/fwVYs7OiaH/AEWSeej2h9JSLEP27/SP3H7yKb/2rViHTdK02WPw3B+7/c+X9rqOEX0MtnfQQebb/wCrmq5r3hvXNSuo4NKg837L+882uX2jNiveaDBNL5EE/wDqvKrP16H/AIpK4/5ZSXU3l/8AkWuovPI021jnuP8AlrDFVOz0GDWNLt7GeDzf33meT/1yrOliTQx4dNn1LxHpcEB/d2sPlVoaxF9s8R/9cq1IYLGz1STyIP8AltVeGzM1/JOP+2NZ/WjlqnNzQedr8f8A0yh8yvpf/gl98OB4p/aG/wCEruIRJb+HNNlk5/56y/uov/atfPF5Z+Tqkn/XH0r75/4JWfD8+G/g7f8AjWaLFxr2r/uj/wBMouP/AI7X6H4cZb/a3E+H/wCnf7w+V4gxPscuqH1nB3qTA9KKK/r0/LxhJ2jmuV+MujjXfh9qFiO8NdUfuiqPiS1F3o88HrDUyV4syn/CPxE/ac+DP/CK/tBW+q2MH2aT7Z5k1foh+xn48uLzwHZ2M8/7yKHy6+O/+Ck2vf8ACN+Mv7UJ/eRTeXNXsn/BK/xVffEjQbiec/u7Wby4a/nzhjHZhS4vdv4fvwDA+ypVvZn3hoOvAWvNfI//AAV58N+FtS+CsnjiDyvtthN2r60GhT2dhJ5FfnH/AMFStY8cTaXqHhyef/iVyw+ZD/11r9P4zxFGnw9OnXp/GPHbM5P/AIIwzQax8Qdcvq/TTTbz7FLX5R/8EN9SvofHmuQT/wCsir9VIZ4LyX/ppV8C01Syf2a/5+HNgv8AdDsNN1H/AFYJo1i8/dVz+m6l5NR69rH7qv0CnSLq7HF/EHWPJ8yvm/4tal9sv5IMV7B8VPFUFnFJievn/WdYg1LUJJzX5Nxrifa1vq585if3pzc+m+dL5Fbk3g8TaNWHo+vWP9vSfv69Ms9SsPKjgFfJZdlFHFmdKl+5PJ9N/Zvg1O6kvp4P3ktbmi/BmLwZrcOuLabTFuG76qR/WvcPCuj2P2WO4NVviTY2sHh+WSL7wkXH5ivraXCOAwuF9tGnrHVfLU+r4MwfseJcE/8Ap7T/APSkfJP7U2nyT+MtKu07WIX/AMiOf61lXk0+m+CMV6d8WfD0Ot6hal/vLDj8MmuB+JGm/wBm+DbiCaD/AFVfH51h6dClVqP7Wp3eI0qsOLMW1/N+iOg+DOpQWfhe3sc/8sak8beJIIZZP39cP8N/GFvDpfkCeqfjbxJPNf8AkefXZwdiHVpUz47KNGdBpt550vn16Rps0F54ckgxXk/g+bzv3FeseG9N8nS6+i4ywyxeW+zPSzGoV/hvBJa+JrmB/wDnzJ/8fWuP+Mku74gXMPm4xFFx/wAAFdj4Mv0k+JN7p0fSHTj/AOhpXn/xhu9nxbvYcdIof/Ra1+H4/DfVuAoU+1Z/+3H1Oev2fg5h/wDsJf5VDb+G/wDoeqRwV7x4b1iezsJL+vF/hvDB/asfHSu81LxVB9g/sq3nrPhDG/2fl1TEVD8Tq/ujrLPX5tYu/PrpNHvPWvP9B1KDyo/auo07UvT8qh5v9brHiVKp1k+seTa8VyfjDWDMf9fUl5rHbz64/wASax+9/wBf0rpnibsgj+IU0EPhyT/rjXyn8QvP/tSSc19EfFTxHBD4X8jz68P1nTYLy18//nr+8reu/bVVTPeyk4vR7y+m1T/Uf6qvZPAemzzWFef+D/B99e6pJP8A6qOvWNH+w6PH5Ar3MNhj0sUR/v8AR7qOeD/V12ln5Gp6NH+4/eS1lw6D/b0UcHkfvK9U+FfwlvryLz763/d19BluBrVqpxYak6tYr/DHwTPeWtx+5rwf4/eG/wDhFfiNeWX2fyvN/e198eA/hvBZxeR5FfJ//BQjw3/wjnxas/3H/H1ptcHiPlHsuHaeI/591D9R4bw3sT5//wCWVU/J/e1oTQ1X8n97X4XTZ+vZZ/BCzh8npPUlnps81rb/APXarn2SD7V/2xqxDFPNdW8EFHtT36VQNHhvrz/QYP8ArpN/39rU86eG1knsZ4pPK/eTedN/yyqPQbP97HBP/q/9ZNLDViz8Hz3n9qaHpX/HxLN5cPm/8tYoq4alU19oV5v+JxFz+8t4oak03TfscUfnz/vIof31XLzRv+EU8L/8I59vitri6h8v/np+9/5a1JeQ2P2+OCxuP3ktn5nlVz+1Njn7zz4vEdvpZ/5aw/aZqseT/wAt/wBa3IfB0E2sf8JV5/8ArdH8qb/plLVOaGxhl8ief93LWixFKtpTOCr/AAjD1Oznmuo6/Vn9m/wSfh98GPDHhQwCOS00iITf9dcfvK/Or4BeD7H4g/HLwv4V8jzbeXUopZv+uUX72v1OssRRRwxDgCv6K8Dct/c4jMH/AID874sxOtOmWqKR+n41Uhm/e1/Qh8cXKiu1E1tJEPTFH2uHZuzx6VieNtdn0zRvt1vSdragflX/AMFevhvf6P8AEa3n8j/Q9Um/8i19Qf8ABJj4P2/hT4K2erGH95dfvK4v/go1oNj8WtL0fSoP3t5LqUXk19d/s1eBLfwF8KtL0mCDyjFZRR49a/K8iyGkuLMRiaH8P/5M5sPS9lW9odX4j8SaL4Vs4xqk/lRy+tfHv/BSb4e2Pir4Vah4jsYPNjis5ZK9L/4KYad44m/Zu1TxF4A1WW21DS/9Jh8r/pnXnHwf8Vf8L4/Ye8/XL7zbyXR5Y5v+uvlV9fnmJweJpVMsqQ/5d84qntatSpA+W/8AgifptjefFrWLGAfvPJ8yv0017TZ/DcvnwQV+Uf8AwRb16fwd+25qnhW+/wCWvm21fsP8RvIHh9/PhzXJwXZZLoYYKp+6OEh16D/Xk1l694kPlSfv+tcve69BZXUkE89Y+veKv3X+vr6j69aiehVw91ocH8Zte84SW8E9eR+JJp9M0aSf/lpXaeNtSGo3WK5/xJo/22LyMV+cVcL/AGtmNSoeB9Wq+2PH/CmsX3/CRyT3E/7vzq9s8H3lxeeXmvN7zwf/AGZf+f5FeqfDez/dR19ZkmQUcL/EOn2dGkeueFYZ4dLjrN+JWYtHMXrs/nWtoM8AtcGsD4k3PmWW31kFfRZlhlRyyp/hf5H0XCdS/EeDX/T2H/pSPHPH1+ltr1lbv0aPP6muJ+MF5DeaDcQY/wCWNb3xjeePxDaSQdRaf+zNXlPxC8Y/6J5Hn1+McRx5cvb8ivEuPPxJil/e/RHH/DGa++y+fOP3damvefeSx33/AD1rQ8B6D5OjfZ/s9al5oPnyxwQf8sq5+BrVPZ+zPm8tp0UXPhvps/7uevWP7S8nS/8AtjXF+FdN+x2Famvax9j0GSf/AKY16XFOO9rU9mcWbVP3xn/BTVDqHxg1hfMzjSyf/IqVyvxou9nxz1CEjpBb/wDopau/swXn2z4tazJ5mf8AiUHj/trHXN/tCX/2X48amuP+WFt/6JSvzbMKftuC1/18b/8ASj7DOp/8aZwz/wCol/lUPRfB/iqxhm8//lnFD5dV5/FU/wBv/wBf/wAtq830fUp5v3EE9dJZzCGL9/nzK/L8RicXRo+zPx2olVonqnhvxJ+6rtNH163mirxfw3rHt+ddZo+vf9N68CljsZha3tDxfqp3Gsa9/wBN64fxV4l/e/6+pLzXvO/5eK5fUoZ7zVPI/wCWdfZYXGutS9pTOb2RJ4khvvFUVvYwGo9S+G8Gm+XBPXWeFbKxs/Lq5rFn9sv6+1yzDN/vKh7+W0tTj7zw3/Y9hiC3/eS1H4P8H674q1mODyJK9c8H/DefxJ5cFxBXomg/DCx0GWP9x+8r7fAYX2v7yZ9ast+tUTP+GPwkghurfz4P3le8eFfBMEMUcHkVl+A/Dfky+fPXpGm+RDa199l2Bo0qNz0sDltGkWNM0ex02KviP/gp9Dn4g6HfD/nzlr7U1LWIIYuZ6+F/+CifiqDXvG+j28E/+qhlr5fxP9j/AKp1P+3D7LKKX70+d/8Aln59R2em+ddY/wCWdWPJ/de/k1oabZf8+5r+ZqVK7P0fDfuqJXvbOeGKT9/Umm6b5199oguJP+mM1al5o/2yKj9/DFH/ANNa6cxpeyXId2GDTYftkv8AwjlwfKkl82Pza6SYQQy/brH/AI/P9XN/2yrH03yJtLj1y+HlXHnfuf8ArlUk+j30Os2+qz2PlW0s0V7/AK7/AK5V83if4p61P+CFnNY+JP7U0rVZ44vNmlks5pv+WX7qtSzOh3lro/iOwg8yTyZfJli/55VX17R9D8V+I9Q+w332b7V+7m8n/l18qo/Df26z0+OxsT+70ab7P/11irnq6Uiixpupf29pd5BBB5fmzfufOrn9S0G+hikE/wC8/ff62ukmhvv+EjuL+CCKOz/5Y1JptnBDa3n27/Vyzfua9DKalLCVKmIr/wAP/wCTPDzGnWq0+Smep/8ABO3w3bzfGyO+MH/IM02X97X3zDeDNfGf/BPfR7eHVdc1yGD/AJYxR19WWn27Ir+uvB+iqXB1Of8Az855n51xH+8zA6fePQ1BN+6qvZzT9KLy8HlV+qrY8BLUp6xqU8A61yfjbxJ5Xh24+3f6vya6DU5vOrm/HlnBN4SvIIP+eMtcFZtUKhpU0R8X+FfHlj8bPjTo/wDyzj0vUpfOir9C/DcNvDoVvBAf3ccOK/GTUvjxB8B/j7Jx+7lmr9S/2Uviz/wsP4e2etznEcsNfGcEYzCVXVw//Lz4zz6WJ9qdh8cPh3bfFP4b6p4OmP8Ax92nl81+SHxD+LXxq/YJl1j4O6rYyf2XLNL9ju5f9V5VfsneavY2Vt597P5SV8n/APBTv4A+Avjv8BtT8RaX9mk1TT4JZIZs138X5MsdhfrdP+JAxxN/sH5yf8EzfHlj/wANX/8ACcW//LWaWv1P+Kn7Suh2fhiSG+v44v3Nfjp+wHrHhzwr4j1DVdVn8q4tbyvrj9oqHVfiRoNvqvg6/ll82H/UxTV8fwpxRhMlrYjB1f69w85YijhKX7yoeqXnxs0rXr+Oexv/APVTfvqz/G3xOghtf9fXz/8ADfQfFfg+1k/4SSeX/U/66sv4qfEifTbX/X/vK+o+ve2oVHTPp6VSjWo+0pntnhXxJ/wkl/8A9tq9Am8N4tY55/8AV18z/Af4kedqkfnz19MXniSD+wY7jz6eQ1PZUvaVDzquhy/irR4PN6VueA4fI8uuT8SeMYO89Z+g/EiCzuo/39duJ4jo4U8TE42j7U+gNHh8mKsP4gebLCZX6BxVfw34vg1K1j8ietLxXCl14Tl1A/eDpj/voV6csy+uYCr/AIX+R9Nwc/acSYN/9PYf+lI8d+JXhqTVguopHnyodv6k18z/ABshvtNlr7VtNNt73QJ5Jo9xEuAfwFfL37S+gwWcv+or5DOcNReVU6lTsfQccUqVXibF3/m/RHoHjz4G+I/h7dSQQWMstvWHZ6PP/r54K/RbWvh14b8aWLi5sI5c964Xxh+y74A0f4Vap+4/4mEv7y0r4ngPD1cGuSoeNiMpo4D36R8b+d5NrXF/ELxh5NrJBBcf62uk+JHn+GzJBOfKrw/Xten1LX5D5/7uuPiTFKnTqHwGZVPa1j079kH/AJKPqv8A2Bz/AOjY6479p+6lX9obVLden2e2/wDRCV137G8/nfEDVf8AsEH/ANGx1zH7Rll9r/aT1Mf9O1t/6ISvGl/yRtP/AK+P/wBuPvc1V/BTDP8A6iX+VQseCYfJi+0T1qXk0E0tWPCug+fH5HkVoax4bMX7+vyyFKti8Z+7PyPDa/uyPQbyDHNbn9seTF58E9cf9sg03rPRNr32ybyIBXFiMtrOtYMThjrNOvJ9Yuv3H+riq5rF59j8vFbHhvwr/ZvheOef93JLWHr3kTXX2GvrMLl31DCHm/Vv3xueCZ77WJf3FeseD/BM2pS/v683+GPkQyxwQQV9AeA4f3Ufkf6yv0Ph/De2pHt5ZTOw8H+D7HRrDMEFblpo8H2rz56pw3ljo9h+/nqTR9egvJfPE9fomGp0aX7s+6wtQ7DQYfJiyKuXmsQWf7iub/t7975EFSXk/mxSV9RS/gHrYakY/jfxhPDa3E/n/wCqr4b/AGkNen17xvHPP/01r7I8YWc95YSeRBXx/wDtFeG59H8W2fnw/vJa/M/EqnW/sOofU5bT1ODhh8+Wtyzg8qWOq+jw+tbFnpv+lW9fhWW4b2q1PrVULHlfY4v9R+8/1lZ95NP5tv8AZ7H93FN++/65VsanDPDFJPReWc1mPIsf9ZXTmVL9yduG3I/tmbCPyIIpf+WcNEGm+I7yWT7d+9+wQ/6mab/VS+bWhptnBZxSTzWMcnlQ/ua0Ibyx1K/kg1X/AEa3l8r99XwGJqeyrHuUjL1LQdKvLq4v9KvpIvtU3mfuv+WX7qqcOjz6D4y/18vl3Vn9pmirUm02fR9UvL6xnil/5aeT/wA9YoqsT+JJ9e0v7RPBF/zzmmi/1tZ/WKzpezMqtO1X2hn69N50tnoelT/6P51Sa95HmxmD/rnUmnXk/lSaTPpX+mRTfuf+mtRzaPPNLcTn/VxfvIa6KWGrSq/VzycTU/c+0Prj/gnX4Qt4PhpqGuH/AJetSr6Qgs4IeleRfsO6d9i/Z90e4/5+vNl/8i17IOp4r+7uBsF/Z/CeDp/9O4H5LmVX2uMqFTUSLQZFcvqXiSCGXyPPrY8Yal9jsK8X8VeNfJlk/f8A5V9VUqMyw2x6B/wkkE37isvxhNPN4ckngP8Aqq4eHxVB+7n8+pPFfxIgs9Bk+0eX5fk1Uqf+z1faHNjah+Wf7S3gODxr+19H4OsZv3cupebX6ifBOz/4Vj8NNP0qAf6qGKvy/h8VQax+3rpcA/5etYlr9YLPR/O8L2//AFxr4zw7wNHkxOIPApVf3xX+LXiqfxL8NLyCxvpY7jyf9dX5r69+2l8Tfhja+IPA+ua5LqVnLDLH+9r78+JEN9D4N1CCD/njX5D/ALRVnqsOoapPcf6yK8lryfEarjMJmGDqU6ns0GaVbWOT/Z1+FfjHxh4j1DxjZeZFp91qUslfYnwN8bT+D9ej8K+MfN8v/ptXl/7H+vT6Z8Ko/Dk9jFFJ53mfa694/aE+HulD4S6f440P/j4i/eTTQ1+bZzlP9s+0qYf+JT/eHj43D/X6NT2Z2HxO0HStetft2h+V5f8Azxr5D+OX2gX8ljB/yymruPhv+0hfebHoeqz+bHXD/EL/AIqTxReT/wDPWu3g/McZ9UqU8QenwxUxdHCezqB+z3qU8Ovfvq+pJvEn/Ehx59fNfwr0H7HqkfkQV7ZqV55OjdP+WNevVzf6pRO2tiTj/G3xCnhv5IPPrH03xVPeS/6+uP8AiFqU8OvZqxoN55MsdfHZjm9bFnydX97WPpz4P+NvtlpHB59es6hrsV34TltElyWZePowNfMXwx177HLzXpvhLxp/aeqx6SJc71Y4+gJr9I4dzOnUypQlu01+B+gcDf8AI/wf/X2H/pSOxm12LStCmheTaWk3foK+cfj9eT69LJXr/wARtYhslisTJiR13KPbOK8k8eeRPF0qOI8U6mUwoQ3R9hxtCm8/xTf836I/Rz4WfEe3vbWMXE9afjrxRoSxGe+n/dxHmvkj4V/GbyvL/wBOrY+JHxmvr2wkggnr8sWZ11hPZo+Vw/EdCnR9ozj/ANszTfDmvRSX2ieVFJ/0yr5H/scQ38le4eKtY1XXpc31cPqXhXM3nwQV5OJhXdI/OM3zajj8Z7Smbv7INr9n+IGqH10k/wDo2Oqnxc0f7b+0ZqkvlZzBbc/9sUrpP2adN+xeOL+T10oj/wAiJV7xvpUUvxe1C+eLJMcIz/2yWvQzTE+x4Dpz/wCnlvwkfquJXtfBfDf9hD/KobHw98H/AGz9/wCRWH8WryDw3LHBXqHw90z/AED9xXN/FT4Y33iS68+CCvmeD6VLGM/PMlwNGqeFw6Pqviq//wBB83y69M+Hvwe8m6jvr6Cu8+GPwN+xxeffW9dhqWkf2PYSeRBX3v8Aq/SpfvKgY7DHn/iTUoLO18iD/llXn81551/JXUeO/wDQrWSeeevO9H1IXl/9nr5jMansq/spnzFX+KeufDH99dRwQV9AeA7yCzij/wCelfP/AMPcw+X5H/f6vYNA8SQaPYf6/wDeV9pw2/qqPWy2mdJr2sTTXXkfaK0PBM1x/wAt65/R7z+3pfPgP+trvPB+g+T/AMfFfZ5bTrYqt7Q+ow38U1LKD/lvWhZwzzRfvzViHTfO/cVYmh8n/UV99gqWh79Kr7ErzaPBedq+T/25NHg03xvpcHkf8sZa+wNNhPm818z/ALcmg/2l8R7P/rzr4rxLw/suGah6+S432uLPnvR9N86X9x/y1rc8nyJY/Iqxo+jz/wDPD95FWpeab9jij/cV+AYGn+5PtqVQp3kM81rHPmo/sYPmXEH7r/ntWxqVn/oFv+4/55edUf2OCzuo554P3dPG0v8AZOc9KkV9G02Cz1S4gng8yz87y4Yf+mVV7zR9V+3+eIP9Dlm/13/PKKtTN9NFJP8A63zf9TUn22e88z9x5v8A11r87zHDVadX+GetSq2Rz+mwwTeI49Kn1X7N5sMsdnNW5L4PsfCul/bp/K+2eT/qof8AlrReeFvKit/PsfMjimik86H/AJ5eVVizmvh/x/WMslv5Pl/vf+WVGNp/2e6cP+flM56VT2rqTI9S1KDUpY54LHypJYf9dWePP/eQTny63IYYJpY4L4R+XFD++rLvP+PqSf8A5Z/6uvZ4Zwv1/DTqVP4ntDx82q+yqezPuv8AZflgtPgpoGlQf8srOvR5pdsOM9q8R+AOpT6b4N0ux/6Y163aXhu4s1/eeX4b2WW0f+vaPx/E1f39Qx/GsE92Ps5NeEfE7TZ7OWSeCvofXp4IlczeleCfGa8g+3yGCvcjhvaLnMfr3saJ5vqWsXGm+X+/rj/jB8Tv+KSuIPP/AOWNamvWd99ljn/5Z15P8eP3PgjUL6A/6qGvI4oxn1XKKkzlxNW58n/BP7d4q/bI0/VYIP8AVXkslfsh4P1LyfDln9uH/LGvyv8A+CcvhWDxh+0tqF9BB5n2Wv081jTb+zsI/wDlnHFDXheHVP8A4RKtU4l/GuY/xO8VWOm2snn+V5fk1+T/AO2lr2laN481iCx8vy5Zq++Pjx4wvrPSrzz56/NP9qKz1XWNUvP3Essl1XheJeJo1a2Dw9QWOqe1Rc034tQeD/hfHqulX3/LGvePhv8AtRf8J58AZND1Wf8AeSw+X++r4TsvDfivUrG38OT+Z5fnf6mvpz4EfCW+htbex/5Z18TTqUMAqip/xKhnl3scLR/eGp4b+G08Pl39dpZ+D/3snnwV6po/wZnh0u3t54KueJPhvPptp58EFRhqXsqX7s9ulVo0qPs6ZyfhXw3pVlFHPBB+8rQ1mGf7LVOzhvobv7PPby11l5pnnWEfnwV8ZxPmX1TCVDzcb+6onzn8TtN/4mnn1Ho8P7qOu8+J2gwTeZP5FcvoOm+TF+/r5PA46rWpHz9T90dJoOp/Y+DPXW/BzXXu/ijZ2iy5Vo5sj6Rsa82u5p7Ouo/Z2lln+LthMw4MM/8A6Kav0Lh+vVjOEX1a/M+w4BxHNxJg1/09h/6UjvvjvqUtj4ssgPufYAT9d7V5b8SPFXk2EnkXFdx+0/qP2LxhYKO+mA/+RHr5/wDiRrE80fkV62b1KtStOmu59Rx3if8AjK8VDtL9EeqeD/Hk9n/y3ruNB8VT69df6+vD/Ons69I+D832yWOvz7Dfvj8awVX2y9mdprEHnSx1XvNBg+y/6itjWNNn82OpIYYPK8itPa/8uzycxpexrFH4Iaf9j8XXp8vGLAjP/A1qx4uiK/Ea6k8rO+OLn/gArV+HFp9n8Q3besBH/jy1P400pP7ZbU1+80AB/Dip4p04Agv+nv6SP3CEva+CWHl/1ES/9vOv+FXkfu/Pr2/wr8PdK1K1juDBFXhfw9hnmij8mvpD4S/8gaP7dUeEeG/ffvD5LKalFUTH1LwTBo8slv5FcH8QrODR9GuL6evcNYs4Jv34rwv9oqb7Hpdx++/1VfvWb4GjRwftDmzap+5PmP4qXlxeRSfaK4fw1N/Zt1if/WVufEjxJPqUUmDXJ6DeT3l3xBX8+8QL/bPaUz46nT1PbPB+s300UcEEFegaPZzzRR/bp64P4b6bcXlrbz+RXpmg+D/+W99P+7r6TI/bVaX7w9fCnefD2GCGGOCD97XqGgwjyo56838BwwabF+4ruLPUv3MfkV+vZR7KlRPqMCdRPeQQ9ap3mpf/AKqw7y7n/wBf59R6bqX2yavpFifZHrnYeG/+e9xXif7URg1jx5b/APTKGvXP7S/s3S/PrwP4ha9/b3i2S+r8/wDFPHf8Yx7P/p4ZZbifZYw5eHQfJ8weRWXqWmzzXUn/ADzrvNHit/8AlvWHr2g+TLJPBX4fltT2tE/Q8txPtTm9S4tfI8iiez+2RR2NjP5dxLDLVjXv9XHBBB/y2o/seCW/jvv+XiKGurG/wj6XD7kmjzT6b9n/AOWUcX+u/c1of8SOaa3vrGDyo/8Al8hrsPhv4D/4SXRpL6eCKX/ntXH6lpnnazcWP+qk8mW2m8qvmsxw1alS9p/z8NMLjaVatUpf8+zP16bVdH0GOefzf3UP2bzov+Wv7qq+mzTaxYfboP3UkX+urrNS0HVbyW38648yPzpfOhm/5ZVh6l/odhHfaH+6uJZpf3NeVXw1Gu6S/wCXlM6H+6Rj6Do881/LPPP+7qxqWmzzapZ6VB/y1miroNH8jyv9Ig/6aTVn2f77xbZz/wDPK8ir9NyHBYSljVQoU+x8nmdWr7L94fWHw90K30zSrOD/AKYxV2cevQadDJP52a8sm+JFjoVp588/leVDXB+MP2lrGGwkggnr+0sLhqLw1NPsfkWJqP256h8R/i1Yw2skHn/vK8T8beKp9Ym/cT15v42+LU+sX8c8F95tWNH8SfbBHPPWtSp7L+GdFLDe1/iHqHhXwf8A29YeRPXF/tIfDGCz+GusQT2P7vya9U+D95AbWOeeo/2urzQ7P4I6xqv/AE514WeYKji8tqGWJqWpHxX/AMEf/Cvk/GnxZqvkSeX9s8uGv0g8beR9gkxXw/8A8Ef4LGHS9Y1X/lpLqUtfYnxC8SQWejXE/wDzyrj4Vp0aHD0Dmp1T47/bS8YQeG7W4t7eeKviP4kfELSry1jvvsPmSRV6x+2x8Wv+Ek+INxpUNx+7ir5302aC88yD/W1+DcUY15rxDUrz/h0zzcbV/cmx4D02w8VXX9qwQf8ALavpT4M2f2O/t568P+Huj/2PF+4gr1z4ZeJJ9Nuo4DXy1LFe2zI85Vf3R9meG9HsdY0G3voK2NS8E2OpWvkeRXP/AAHvJ9S0u3/f16peWcEMVfrOBwNGrg/aH0eB/e0TwvXvhLY2d/5/kVz/AIq02CztfIgr2D4kWedL/cV5H4lhnFrmvxXxLw/snyUzTMv3VE8n8VaP/aV15Hkf62seDwr9juvI8ivUNB8Nw3mqefP/AM8a5+803/ifSc/8tq+V4b/g6ny+ZfusJTqHF694bxa58ipf2dbR7L4q2cMnXy5v/RTV2evabDPa1k/CTRZbP4r2V0/TZN/6Kav0rK6n+20l/eX5n0nh6/acUYJ/9Paf/pSOf/bT1W4sfHWmQQ/xaOD/AORZK8h1OaC8tY/Pgr339pvwanij4i6U8ke4JpYX/wAiPXmXjD4b/Y4swf8ALKuHibO/qma1MP5/ojo8Vc1lguNsYob8y/8ASUY95N50XSvTPgbD/pUdeTw/vpYzXqnwlvPsUsdeRhv9konw2B/cs9c17/U/jWf5373EFY+veMLeGLyKp6D4q+2XWa8T67/tZedU/a0T0LwXHnVZZv8ApgV/8eFP8Wa3bW80llJ99AMfiM1J4QeB52MPTyj/ADFcf8ULv7P4rmH+wn/oIr6DiSPteAacf+nv6SP0qtiZ4XwLwk+v1pr8Kh3/AMN/EkEMsf8Azzr3Twf48g/sv9/P5cdfHeg+JJ7OXNdBefGa4s4Y4PP8uvC4S4j/ALJ+M/Psox1U+vrn4naPbabNeyOziGMuUTqcDOBnvXinxa1yL4hSN/ZxlgRuizAf0Jrk/CPxRh8RwG1F5u8wbQPXNek/Cr4HePfi/PIfC9nFHaQSBLnULuTZFGxGdvGWY47KDjIzjIr9r4ez+vxfh6kLN8rtZelz964L4X4Xz7JK2Nzh2jCSV+ZxSVl+Le34Hz5rfwG1/Ubl5bXVbJVbs5fP6LVrwT+xv8WNchv9f8N2VteWemQ+bfSwbz5a/ivzHvgZOATjAJr6V+JH7KfxP+HOiSeI5hZ6lZQRl7uXT5WLQKMfMyuFJHPVc4AJOAM12P7IWn3ur/Dfx9pWnQmS4urJYoIwwG52hnCjJ4GSR1ruXBGW4nGqliYSTab3fRNnq5j4e+HNHJZZhgY+0UZRT/eSsryinfVNNJ318nsfN3gvQZfDlt5V9KkjesWcfriuwt/FNrFZ/ZXgkP0x/jXo/wDwxF8Wf7H/ALQ/tLR/tPk7/sH2l9+7Gdm7Zs3duuM98c15NrWjap4d1e50LWrN7e7tJmiuIXxlHU4I44P1HB7VT4aoZek5U3G/dnt5X4c+GePlKOCbm47pVJff6eex0+k/ELRLBNstjcn/AHQv+Na0fxk8Ppub+zLzL9eE/wDiq0vB/wCxt8WPFGjx6xeyWGkiZQ0NvfzN5pUgEMVRW29ehIYdwKwPiP8As7fEf4W6B/wkviiGyFqb02wa3uw7E4yr4wPlbBx3GDkDjPt08HjcJR5lTaj6HTheFfDaeK+rUat53tb2j1fZdH8jSk+Nnh5oWQaZe7m6ZVMf+hU7Tfjb4bsk2yaTen6BP/iqp+D/ANmH4reOPDmneKtBsbN7PUpWVHkvVUwoDjzHH93IIwuW+U/KOM6vjb9j34p+DtBm8QQ3Gn6nHbI0lzDYzN5iIoJLAOq7gAOgyfQGuq2aTp8/I7b7dB1OGfDeOJWHnVXPdq3tHo07WfZ372Jj8Sbn4j48G/D3wrfXGp3a7LeNtgHuSd2FA7k8DvXkiaX4g8P6jNp3i+2MV/b3BW5h2kFGB5BBA5r2v9jD4b61qfjVPiVDe2a2OmGSCWAz5mZniZQQgzgc9WxnnGcGsv8Aai+DXiPwZ4nvfiFf6nYS2etatM8EMVwRMm4lgCjAZ4PJXIHfGRnx864coZ/lsa2LjJ2fR2Vu+nmcFLhbgmHFUsvtqoq3vyvz3d49vhszhLPxPpkG0y2sxI64A/xpmp+JrG9R1ht5V3R7RuA/xro/hV+zj8Rvi1YnWtGgt7PTtzKl/fylUkZTgqqqCzc98beCM5GKX4p/s3fEj4UWP9tatbQXunAqJL/T5CyRMTgB1YBl54zjbyBnJxXgUeAstoUfawpS5e93/Vj6OhknA2Hx/wBShVXtb25ed3v27X8t/I4C4WOS5injBASTcQajitokuTcS5fbHtjz2ruvAf7P3xK+JXheTxZ4R062uLeO8FuI3vESRmxlmAYgALkZyQeRgHnGt8Sv2WvHXwv8ACTeL9a1zSJoI5ESWGC6YOC393eqh/oOe+ODjWfA2Ar0vaOlLlte93seh7HhGhjFhPbL2jfLy813fTTy36lT4VfF/RfBGmy6frmlXNwHk3IbcLwPfJFc54r1vwxrfiK613T7O7iaf7jPt3L+Rrrvhv+yn8T/iNokfiOEWem2U8Ye0l1CVg06n+JVQMQOOrYyCCMg5rE+KnwL8f/CGVJPE1hHJZTSbINRtH3wu2M7TkAqcZ4YDODjODWWI4Cy6rhIupSlyLbVnPhcv4M/tadGjVTrPRrn3a3XZtdUtd+xR1Xwb4psvBVl4ybRtSttIncwQXzKuxyPxyAecEgA4OCcGo9T8Ba/aeFbT4h3Hhq+t9OuJzDbXpA8twO3XIB5wSMHBwTg16v47J/4Yl8Mc/wDMUH/odzR47J/4Yl8Mc/8AMUH/AKHc0Yfwx4VwdaVWnCV1TU/ib1dvwPO58PXp04Spq0sTKju/hXNZ776Ly8jxKa7gk6IwqvOzLKtzYHZIsm4lq6/4VfA7x78X55D4Xs4o7SCQJc6hdybIo2Izt4yzHHZQcZGcZFbvxF/ZQ+KPw80Z/ELx2mqWcEZe7k02RmaBR1ZlZVJHfK5wAScAZr0sNwvRo2xNKnLRp313X6Hbi8q4J+uLBV6qVR/Zc9bvZeTfRPXbueZfEjUfEPjW28iwvltz6tkfyzXMWfgrWFSMajqiStH6E/4V09FfUy4gzOTu5L7kaR8NeFIO6py/8CZzWn/CTxN4g1eDTfDcP2u7kYiC2gid3cgZOAoJPAJ+gr0qw/Y6/aI0G0OuXPgtJIgm4wQXcbzY/wBwHcT7AZ9q9S/ZUttK8FfDzxX8a73TVmutNhaCyaRuBhAxUehZigJ644GMnPFaL+078Y9N8VxeJL7xjc3cf2gPcWEpHkSJkbkCYwoI4BABFexSz7FYfCQVefx6qyWi2u7nx2J4GwWOzOvTy2iuWjZSc5z96TV+WPK9LKybfU53TvF+s+GJP7Nu7OSOe1kKSxSqVZGBwVIPIIOQQa4j4/3PxQ+Lngm78IaLqWn2wuofLL3Uj4H/AHypr379s/wzo1n4u0rxxolp5aa/YebO6n5ZJF2/PjsSjLn1xnrknxivFzPH5i6kqFSpou2mnQ9XKvDzg3PMupY32M05LVc70admvk0zzv8AYk+GXxB/Zg026sPFWuaffmeZ5FOnO/GfXeq19CfFEfFPQ/D8SeL/AAxc6dDqsW+zllIIYdcHGdrY52thvaovgX4++G3w71e68QeOfBc2rXkMavo7K6lIpQe6twCeCH+Yrt4XPNek/tn603iLwN4J18weT9vhluTCH3bN8ULYzgZxnGcVrg69ejk06cKuit7q83bVtfkeLj/D/huln+Hy9YWapVG05uo9WouVopPpazbXkl1f5q/Fb9hb4oeONavtX0bxpokbXcm4NdNMCPrtjNdF+z5/wRu/anaJfEgh0e5t5UDxztPJAsqkZDJ5qKWBHcce9fVvwU8JWXjn4p6L4Y1O3aW1uLwG6jVsbo0BdhkdAQpHHPPbrXvHxli/aW8U+MbjRvhNp17puh6TGkUElvPHai5faCxUsVLKM7QB8vy+teDhOHMvxGFnOpGTi3a0d29/kjPiDgXhTB4mGXUIxg3FzlOrUkoxV7JaNNtvz8/T8/PFP7Bnxb+G2ux2njK3tLHdnyxMJNsuMZKOFKuBkZwT1Fcjc+B28K+Om8OXssTzQBSzwklSGUMMZAPevuD42fFb4ia94S034bfFHwU1rqunTGZ9Tu0ZZZ15VSqgBcEZBYFgxAIxivkf4o20sPxTvL5ehjhH/kNa+G4pyzJeG6SxNBP4kvevfVN2a7qx8jxdwFk+ScL0sdSpclaVVRbVRzhKNpu8bt6Oyavqup7h8AZoNHtY/PuP3deoal4vsZov3E9fO/gnxhYw2HkefVzWPiRBZ2v+vrxsN4jLC/7PTPhMNh/quE9oeoeMPFUENhJ5E/m15P4q8SQTSyQVz83xT+2RSQef5vm1zepa/PeS/uK+W4oz6jmx85mWJrHaQ+JILOw/cf6ysOy/fS/bv+elY/2z970rc02a3h0qvJyB+ypch83iMRWxYTf8tPwqT4cWm/xtb3f91ZP/AEAiuT1jxV5N1JXTfCTWotR8U28a9dkmP++DX0uVYvmz2jH+9H80fe+Ha9nxJgV/09p/+lo6bx1pkd54limfqLID/wAfavH/AIka9Y6Z9osZp69Q+LviaPw5q0Mr9TZg/wDjzV8h/HLxtfaxr8nkT/u6x4kyt47iarLs/wBEef4u4WtiePcaqf8AMv8A0mJuQ/uZcV2ngnWPJi5rz/z/AGrQ03WJ4a10q/uz5elUOk8YeMP3tWPAfiTzrquD17WPtnFaHw91LyZY815OOwXsqVztxF3SPqf4Uaj9sklj/uw5/UVkfE3S7i88VTPB3RP/AEEU34CXnnXtxb/3bTP/AI8tdJ4htjJ4hlf/AGV/9BFdmYyqVfDqlLr7X9JH6djqUH4IYSHT60/yqHlOpQ32m/v64PxJ4qn+1eRXuHjbQcaNJcV85+MP3OsyV8VktSjij4ellVLC0bne/CPxldW/jbR9MWbK3GoxRkexYCv0l+NWuat8Nf2bPCPhrwZfyW8Gp20YvLu2YKzgxCRl3KeN7MScZyAQTgnP5kfs++G9U8UfEXTJdPjBTTrhLu6dmA2Row9epJIHHr6A1+jHwt+N/wAOPEXw6j+DXx009hYW+Bp2pQRsfKAyVLFSWVlJwGUEEHDDGd39BeGFKlhsuxMU+T2jspPRXSV9ez2uftnh3l+NWRxxvsXUpU6/M4pXckoW5op/E4N7d/Q4f4dfHv4kfDGG7tNB1cT293EVa21ANNHG5GPMRScBv0PGQcCvUf2P9eutJ8A+PNft4YjcWkK3SEpgMyxTMAQMDGR0GOpqJviN+zf8DvD98nwlt38QaxqNu0Qnv4mkjRDxskLBBs5JKoMtjDEDBHK/A34teDvA/gbxroviaeaK61qyK2Udva5V2KSJtGCAvMmecDCnnOBX6Ph5fVcTTU6ydlLrdRunbXzP03NKTznKcTLD4GUOeVLVxtOolNXbjulFX1e610sZnwg8f+MtY+POha5q/iO7ubm81eOO4klmJDq52MuBwBgkBRwOMDAr0nU/Duj6n+3NHb3EMcaRrHdlcD97MtqHBwT1yAeP7v1NeIfDPxBp3hT4haL4l1cyfZbDUoZ5/KTc21WBOBkZ6V1nxX+MFld/H5/ip8PLnzktZYGtZLqAqspjjCHKkhtrYPXacHsaxw+JpxwqdR3aqJ262tqz0M0ynEVs4lHCw5Yyw1SmpJWipOS5Vpp6eWxL+078QfGGsfF/VNMutWuobbS7jyLG1jmKpGoA+cAH7zfez16DsAO2+KniHWfEP7G3h3V9bv3urq41CNJ7ic7ncK06gknknCjJ6nnPU0/WfF/7KPxyeHxd4+vLzQtYWJUvY4w6+dgDuqurqOQG+VsYz0AGZ8dvjN8HvEPwftfht8M1mjSz1FBBbvZsFSGMN84Zzn5i3B5Y/NuAzz1S5Ye3qusmpp2V9Xd6aeS0PEpe1rvLcJDAzpzoTjztwtFJJp2l1Un71+vXU29R8c+IfBP7GGhaj4WvDZXN1L9ka4gJDxoZJizKf4WOzqOm44wcYyv2INa1TUfGWu6JqN7LcW1xpPmyxTyFgzCRVzyfR2rmfFPxW8G6r+zLofwxs7m4OrWWoGS4ia3wqqGkOd2cEHzABjJ+U5A4zD+y18UPCPwq8ZahrPjC5niguNKeGJoYDJlw6uAccjO3A7ZPJA5qY4qH1+g3P3VGKeui01/4JtVybEf6tZlCNB+1qVajXu+9Jc6cWurVtV+BP+yqRD+0RZwW6+XH/pgEascACKTA56496534yg6h8b9esry8dYm1+aPexz5amUgkAkDj6gVW+GfxDHw7+KFn45hSZ7eG8Y3ESYDyQPkMMZxnacgZxkDnvXcfHy9/Z28Z6fdfETwd4q1AeINQmjd9NNu2zOAG3hlAQ8ZyGYZ6Ag5HJDkq5c4KSTjJuzdrq3Q9qrGvg+KY15U5OFSlGClGLlyyUm/e7Kz3eh7R8Yz8IdK8OaX4A8deP9Q0KyS3X7Nb6c7Ri4jQBQGKRtkDj5eBnnHAxyVz8Tv2evB/wj1nwPo3xEv9bhurSVLayvlkldXdSAqEom1d2G6jByRyeed8P/Gf4O/GHwNZeB/j5DJZX2mrttNWtY2AIACggruKsQPmUqUOM8HAFfxj8UvgX8NPh9f/AA8+C2lrq1xqyBb7UtQty6bTnklwpZl42gKEBO7k5B9erjKcr1oSgouNtbuW21r/APAPh8FkOJoqGBr08RKoql2lyqk/ev7Tn5W9vPmvpobnwM8WXXgb9krxB4p0iQi6tr648ligPlyssSKw9cbgefy9fGvh2J/HfxT0XT/Fus3FxHe6xELmW5m8wvlxnJc8lumffoeh6rwp8VvBuk/sza78Mr25uBq19f8AmW8S2+VZSYzndnAA8s5zg/MMA848xsL2502+h1Gzk2TW8qyRPj7rKcg/mK8jE4iLhQSd1GKuvO+p9zlGV1YVsxm4ck6lSXLJrXl5Vytd0m2fXPx4vvgpq2rweGviX8TtU0p7WISLp1jK8cbbs4kbbEwY44HPHOAMnPG/Fj4p/BJfgRc/Djw744u9enwi6d9sSR5YyHDAlyifKoBA6nBAwRxVa5+KX7PPx/0Wzm+Mxn0TXLGII93aK6rIMnKowD5XPO1xlSSATyTz/wAXfi18JtM+Hv8Awp34M6BHNZNMJLzVLy2JLMMHfGX+YyE5BcgYHCjBGPVxWLjKNSpGUOWSst3J36NX0Pi8oyWtTq4XC1aWI9pSmpNPljSjZ3clPl1T7J3eqv1NPx3/AMmS+GP+woP/AEO5o8d/8mS+GP8AsKD/ANDua5zxT8VvBuq/sy6H8MbO5uDq1lqBkuImt8KqhpDndnBB8wAYyflOQOMnin4reDdV/Zl0P4Y2dzcHVrLUDJcRNb4VVDSHO7OCD5gAxk/KcgcZ45V6Pve8v4SXz009T3aOXY9eyvSlpjZzej+B89pemu57XMvw08IfAHw/4Y8U+Ob3RdNvrCEC808lJLhmTzHUtGr4DFiTjr0yRnOR4F+I/wCzV8LNJv7PR/irqWo2lzGTJp995syk4IOweUuCw4PODxnpmuD+Fvxv+HHiL4dR/Br46aewsLfA07UoI2PlAZKlipLKyk4DKCCDhhjO7Wk+IH7OnwL0G9h+E9lLr+tanbNEs2oQM6Kh42yb1QbOSSqDLYwxAwR2rG0nyVISgko21vzLTZK6ufNV8mqYd1sHi415TnUcly8ipTTldSc3F8rS3vqn66eB3r20l5LJZxlIWlYxIf4VzwOp7e5qKp5Le9uZnmFkwLsWIjhwBn0AHA9qguCLMZuz5Q9ZPl/nXzDhO+x+xRxeE5UvaR/8CR738I5f7d/ZC8YaBZGTz7OaWWRQ/wDBtjk444GEbjvz614KqlmCqMknAFdv+z3+0h4e+DviK4tPEGqQXOi6nFsv7NJ42YMAdrqrMAepUjIyD3IFegWOu/sIeGNRT4h2HiqW4eCQT2+kmSRkSQHIAVlGcHszlfwr2XhZY7D0mpKLirO+ml9Gu58NHN4cO5li4ypyqQrS9pBwtLVxScZa+7qtL6WHftizjS/CPgjwfcM5urXTy02589I40545OQefY14LW98bP2k/CHxV+Ija/q3ivT4bGJxBp9g+pwo6QA5x94je3JJ5wTjkAV137Q3xZ/ZJm+HOkv4AbTdNu42UtdttthFFt+ZJpHIEzE7ect0J3c4PNi3SxlerVjNJRtZPd200+46cjx9PJMvwmCqrmlUcnJxcXGDbcved9N7fJ2vpfzOvdv2qv+SR/Dn/ALBY/wDSeCvmrTPit8LtakEWj/EnQLtycBbbWIJD+Ssa9s+Ovxl+H/xA+HngzQvDOqvLcaRp+y+EkYVUby40xnOCf3eeMjDDnOQIwsorB113St9515vXoVs6y+pCacYSnzNNWV4NK/a70E/ZEnhg+Oulma7WLdBcKqsT+8YxNhRjv359PXFdF+0d+0D8T9M+Kl94Z8NeI59MstKlRIYrUBTI20MXckZYEnoflwBx3PiPhb4saJ4F8W2XiLTPFGkrfafcrLFFcXaEFh2ZdwOD07Gve9U+K37G/wAcHj8YeP8AVJNH1WOJBeGOZsT7R93dHuDjsGwr4A6YFaYTF054J4eFZQnzX1la6t3PGzurleG4jhmWIpqvSdPktHlm4yUrp8t9mm1fWxe8balJ8a/2Tx8QfFdvarrGkT4W/aIKZdsgRtpA+XeGGVHBZRwOMfnl+0F4w/sT4lXtrjpFD+sa19m/Hn9qf4U614TtPhP8M7zT9N8PWRUyNdXKI8jKSVCguSFydxLfMxPOMHP56ftUa5pmsfFzULrSNRguoPJgCzW0yuhIiXIBGQcGvh/EaphMxwNKnGak1KN2nu1GWv8AwT8v8QcQsFwIuRqPPiuaFPmTcIOM7JpN2722VybQfi1fWfmW/n1oTePL7UrCQT15f4ah+2X8fH6V0mvXn9m6VX5BPLcIqx+KYatWrUvZ1DQ0bxhP9v8AI8+vRNBhnvPLnrxPwH/pmvR19KeD9H8nRo568TOVRwp2vLva0TPh0eeGX9/RrGpfY7DyK6C8h7Vxfja89KywvtqVI+T9nSo1/ZnB+MNenhuq6z9mjX/t/wASbS2/vRTH/wAhsa8n8eal++8iu2/ZOv8AzPjDp0H96G4/9EvX3HDuF5sbRn2lH80fd8D/APJUZf8A9fqf/paO7/a41d7HXbC1j6vp+7/x9q+ZvFWmi8/f19A/tozSL420yJOh0kH/AMivXiU0PnxV6+eVvq+bVZef6I18TqvsuOcd/jX/AKTE0J+1V5pvKq5VeaGvmaVX2TPzWnuZepTetWPBN5/p9V7yEeVUng+z/wCJpHXtYml7bB+0PX9p/sh9Sfs3Nvvrlv8Apz/9nWvRtQsPtWoyMPQfyFeffs5psuJ/+vT/ANmWvSJL37JqUp+n8hWmLwl+CadL/p5/8kfpGPnbwOwj/wCot/lVOW+J0V9Z6DJ5FfJ/jDUp5tUk8/8A1lfXHxC1j7ZpckBr5X+JGgzw6zJPB/y1r5fA5TRwlL2h8Jgcd9aXsz0b9i27+0ePNUT00gn/AMix1W/aX+JvxA8N/Fq+0fw/4y1Kyto4YCkFtdsigmJScAH1NP8A2KFKfETVV8vH/EmPP/baOuX/AGsZZl+PWpqp4+z23/olK+6jKpS4Up8kmn7R7O3c/WM1x2Ky7wbw9TD1JQl9ZavFtO1qml1YoW3xr+KCyp5nxE1g56g3z/416V8LviT411TUUj1HxTfTKeoluWYfqa8Ehm/e16R8K9S8m/jr5Wpisaq1P97L/wACf+Z+JU+Ic/dX/e6v/gyf+Z9GajqupXGjSTW9/LG8UWdyuQc14td/EP4jab41gEnjHUWtGlw0Rum2kfTNeq6brEF5pfkf89Ya87+LXg+eztY9Vgg/1X7yvqcLLFVcTTnzu3qz3sNn2eOnriqn/gcv8z6W+H99pWseG4L66s45HaLJZ1BJNbI03S1kUS6fEAn3vkHNeWfs3+Kv7Y8ORwH/AJZV6JqV5/rJ/wDnrX6/k0Izp+8rn6DludZpWwntHXn/AOBS/wAy/DZaTLv/AOJdCMdP3YrA1Zre2u9yQIF/uheK0NHvBN+48+q+veRX0NTC0qlG6ivuPQ/tTM/Y/wAef/gUv8yldXcSW25bZAfULWZFqeeSKsalef6L5Fc/eTeTFg1/PfiNVxODxVNU5uPo2vyPDxGaZstsRP8A8Dl/mdLY3kM0uFjVh/tCuj0a10yaPMtjE3+8grh9HvIfK/6aVuTePPB3gnS49V8ca5babbyzeXDNdzeX5tfC4PGZjXq+5Wl/4E/8z0MrzrM4fFXm/wDt6X+Z2MunaMEhiHh6EM/3TsH7z6VSOh2dqXs7ixiJEuBMYx0r57+JH7SF948/ak8L/CT4c31zLHa6layTf2fD5sv+ti82X/plF5Xm+bX05eWfn3X7if8A5Y19LjamMwmEpznVl/4Ez9CynNsZi96kvvf+Zmw+H9IFyZZo4PKJ2RDyxyfWksfDFrIkby2UTtGN5AQYlHpWvDo/k+Z5/wC9/wCeNEMMEMtvDcT+XJ5NfNVMbmFJ8ntpf+BP/M+iWKxNT7b+9nLeO9T0fw9Zb7fw/GD6iIVp+E7XQPE/h+PUbXTIXJ6kRgU3xV/ZWvWv/PXyv3c1ZfwN1KD+1dQ8KzweV5U3+prfDZtmn9oU/aV37P1Z8Hi6uZZRnycq03GfTmdvzI/GtlbWOqRQ2tukam2ViqDAJyeazfiTqUGnFfJ+5tGa3vilEbfxKsB/gtUH6tXA/tI2dx/YC/Yp/L82QV+w4KTni8uk3d6/+2n2HFkp1OH8DKTu3GX/ALaXtB+IcEMsf7//AFVYfxC8YQalF5Hn/wCtryPQbzXLOKT/AE7/AFVU9e8SarDLH53+rr9apL2p+Ve09kdZBDBqWtW9v/yzrqPiFo9voHg3z/8Aln5NeJw/E6+0fVK9EvPHk/xI0GPSvO/67V9JiVfKPZ0z5PMfbe2PG7zwr4j1iWTxlD/q7WbzPKo+JHjbVfFXgP8A4RzVYP8AVQ16Bpug65DdSaV/y71c8VfCWDUtF8+CD95X5znXDtLC5ffD1P3n/LwSw1akfN/7Lnwl1Wb4g+fBBL5cVfbk1nP4b8LyT3H/ADxrk/2b/hXY6Ddfbp4K6z9pbXoNG8JSWMH/AC1rj/e5flp01aXssH7Q+b4f+Jx48uL7/ptXrkMPk6NH5H/LWGuD+GPhWfybi+n/ANZXaQ6lBBYeRP8A8sq/GsTT9njKmIPj8TU9lRPO/iRP/wAsK8vvP3/mf1ruPiRqWLqSevN5tS/0qvn6VP8AfVD5qq/3pc8N6n9juq0PFepfbdPwa5+L9zL59aE0M95YSV0VKdqp7eW4j2uhJ4D1KeHWYzBX1p8N4b7UvDlv59fL/wAH/DfnazHfT19QeCfEv9mxRwUY3LaOLo+0PWxuO+qr2Zqaxpv2KKSvK/iF+68yfNeqa9eG8iry/wAeQ/upK4qWBtR9mfHe0vizwfxheCa/krvP2QJN3xt0sZ/5YXP/AKJevP8AxVZ51SSvQf2RIfK+OWl/9cLn/wBEPX2GTUvZYikv70fzP0rgv/kqMv8A+v1L/wBLR1f7a5/4uNpI/wCoMP8A0bJXkfke9evftqJv+Imlf9gYf+jZK8ln7Vw8SLnzWqvP9EY+KP8AyXmO/wAa/wDSYliorz/VD6Uzz/aq801eAtz4ClTK95N3rQ8Ew+dfx+1Yc0372ul+Hv8AyFY/pXsLE+yo+zOyp/uh9NfASPbcTH/p1/8AZhXU+IrvyNVlHsv8hXPfA9Qksq/9O3/swrofEugaxf6m9zZWwZGVcEyAdvc1788PXxPC8IUouT59kr9+x+pPKs2zrwLwlHL6E601ipNxhFydkqibsk3a7Sv5o8/+IWveTa15HrGpQaldeRmvZvG3wv8AHeuQPHY6UjE9M3KD+ZrzOb9mr43G782Pw3AV9f7Qh/8Aiq+fWWZrTny+wnb/AAv/ACPi8n4K40wz55ZdXX/cKf8AkdN+yfaRwfEHUnTvpBH/AJFjrhP2tU2/G/UpD3t7b/0Slet/s8fCv4g+BfFl7qvi/SY7eGbTzFG6XSPlt6HGFJ7A1z3x9/Z8+JfxA+Jl34n8NadbSWk0UKo8l4iHKxqp4PuK+kq4DGy4bhSVOXMp3tZ3trrY/Xs64e4jxfhHQwcMJUddYhycOSXMo2qa8tr21WvmfPkP7mXFdh4DvPJuo+fyroP+GSPjTv3f2PZ/+DBP8a1tH/Zf+Llj/rdJtR9L5P8AGvmK+T5tJaUJf+As/F6HAHG8a13ltb/wXL/I6LwT4q87WY7Hz69E8VWcGseHJIMf8sa8z0j4EfGLTNVS9/s+22r1/wBNT/GvTtC8MeMAUTV7GNFHUidW/lXpZNhc6p+5WoyS/wALPpsu4G4u+3gKq9YS/wAjhf2e/Ek/hvxRcaHff89q9g8SeI/JijggrzbxP8G/FMHjqLxL4VtIZIW/14ecKf1rqb3w74uu4kzAgYdR5wr9pyuvClhbTdmfZZXwlxJh6Ps5YSov+3H/AJGhoPiqeHzJ560P7e+2fv65mHwp4rhPyWcY/wC2y1aXw14jMeHhQH/roK3xWaulRtDX0O2vw3xHFe7hKj/7cf8AkaH9vQTX/kVX1iH0qrp3gzWbbUUu5UTA64kBrYv9JvpkSONdwHX5gK/FuM8LmmaVYOlRlK3ZNngvhTir/oCq/wDgEv8AIyYdTgs5Y555/Kji83zq+X/jZ8cv+Ek+I1x4xt77zLPRv3eg2n/TX/nrX0D8U/AvxC8RaN/ZHhe1jHnNtuHe4VR5fpya8Pvv2LvivqXia2nl0ezTT47iMSqb9CxjHU4/pXi5LkeaUXzzoST84sxfDHFsqnLHAVUv8Ev8j1P/AIJs/BPVdNsNY+O/jESf2p4jh8vTfO/5ZWvm+bLL/wBtZf8A0VX1JrE19Z3UduP+Wtc74b1XRtEhtY441gS3g8tIokOE+laV14l8Oz3MJEz+Wn3h5ZrqxuXZtitPYT/8BZ+m5NkWdYKhySw81/26zoNM1KD7B5Hn+ZJLUc3+q/cf6z/0VVDTPFXg+zxcSalL5sTbocQNwakl8eeGDP5ltI8fm/64iI142J4czn2sH7GT9Ez6ehgsxl8VCa/7dZPDZwTReRPB/rf+WNc/Z+G/+EJ8eR6r/wA/VaQ8e6LaMklg7EifnzYyf3fpV7XvG3gXVNDiZbmY30fRDAwH5105dwzmWIpz56Mo8u101f0ueDxTk+c4mnT9jh5ya7Rb/Q574pSeb4n8z1t1/m1cf8aNN+26RDB7Ct3xJqsWsXyXUWcCEKcjvk/41i/Edb3xCkC6TF5nlj5ssF/nX6jllGvCvl7nFrlT5rrbbfsezxDl+a1+HcDCjRk5xi7pRba+HddDyHTdBnh/5YVz/wASPDc/lfuK9l0nwjNDE5u4grHoAwP8qyNW+HWoaheK5tAUTofMX/Gv0+ti8LQp80JpvyaPzqpw/wAQv/mEqf8AgEv8j51vPDd9Naxz/wDLSus+EtnfWd15E9ekzfBzU5ZHZbNVB6ZlX/Gq9h8H/E1jf+elkhX189f8a8b/AFnxPtOTkdvQ8zF8LZ/LbB1X/wBuS/yNu8s7GG18+Cs/XtS8mw/cVpT+E/GJt/Lis0J/67L/AI1m3PgTx1JG6rpSEnp/pCf40lmkcYuSsrHRh+G8/itcHV/8Al/kanwx17yfMrzv9orxh/wkmvW+h2P7399XXab4H+IemxOYdMXceg+0x/41znhf4F+PLjxtL4i8W6dGsS/8e+LlGP6GvNzSu6mA5YK77I5cw4V4jr0eRYOr/wCAS/yLOm2cGm6NHB/0xri/EmvQabdSQedXo+v/AA88fyyyDTNHSRf4CbmMZ/M1574j/Z9+M2q3bSw+GoSr/eJ1CH/4qvyLMcFmlf3FQn/4C/8AI+Qx/BXFk/hwFZ/9w5/5HlXjbUvtksk9cfD/AK2SvY7/APZR+N9193wxAfrqMP8A8VWfH+yB8dlj2nwtB/4M4P8A4uuWhlWaRp2dGf8A4C/8j53EcDcaS2y6v/4Kn/keaQwzzS11nhvR59Si+z11Okfsm/HO3k3XnhOAD21KA/8As9dJo/7PPxm0ufevheLH/YQh/wDiqJZVmcqt50J/+Av/ACPRy7g/jKhvl1f/AMFT/wAjltBmg0G68g13ng/XvOlrAk/Zq+N0+pfaJPDcAT1/tCH/AOKrr/DPwT+Jmm7Pt2iRjHXF5Gf/AGatoYHNZVOR0J2/wv8AyM804M4zxHw5dXf/AHCn/kdZFN51rXJ+MIfOikxXZ6b4F8Y20GyXTUB/67p/jVXU/hp4tvI3VNLQk9M3Cf41tTyzMVvRl/4C/wDI+fXAvHPtb/2ZX/8ABU//AJE+YvHln5OqSc11n7I7b/jjpbf9MLn/ANEvXQ+Lv2afjBq128tj4dhZT0Jv4h/Nq1v2fP2ffih4A+J9j4l8TaHFBZwRTCSRb2JyC0TKOFYnqRXqZfg8dDE0nKlJJSV9H3P0ng3hTirC8SYGrXwNaMY1abbdOSSSkm221okt2V/2zY9/xC0s/wDUGH/o2SvHK9n/AGy22eOtMb/qED/0a9eOef7V4XEX/I3rev6I8PxO/wCS9x/+Nf8ApMT/2Q==\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/jpeg": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\n",
            "\n",
            "\n",
            "\n",
            "\n",
            "\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "g8dHcni6CJYt"
      },
      "source": [
        "# Conclusion and Next Steps\n",
        "\n",
        "Congratulations! You've trained a custom YOLOv5 model to recognize your custom objects.\n",
        "\n",
        "To improve you model's performance, we recommend first interating on your datasets coverage and quality. See this guide for [model performance improvement](https://github.com/ultralytics/yolov5/wiki/Tips-for-Best-Training-Results).\n",
        "\n",
        "To deploy your model to an application, see this guide on [exporting your model to deployment destinations](https://github.com/ultralytics/yolov5/issues/251).\n",
        "\n",
        "Once your model is in production, you will want to continually iterate and improve on your dataset and model via [active learning](https://blog.roboflow.com/what-is-active-learning/)."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "7iiObB2WCMh6",
        "outputId": "5c2c1e8a-a857-4284-d627-42f99724c9e8"
      },
      "source": [
        "#export your model's weights for future use\n",
        "from google.colab import files\n",
        "files.download('./runs/train/exp/weights/best.pt')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "download(\"download_bd6fc902-d327-4332-bf86-0f81058a7d7f\", \"best.pt\", 14358689)"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rNn-obvOGITm"
      },
      "source": [],
      "execution_count": null,
      "outputs": []
    }
  ]
}