ProcTHOR_Tutorial.ipynb

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      "machine_shape": "hm",
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    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/jonghochoi/modern-cpp-features/blob/master/ProcTHOR_Tutorial.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Install AI2-THOR\n",
        "\n",
        "ProcTHOR houses are loaded into `ai2thor` and distributed with the `prior` package. We'll also install a helper package, called `ai2thor_colab`, which allows us to run AI2-THOR in Google Colab.\n",
        "\n",
        "Let's install each of these packages below:"
      ],
      "metadata": {
        "id": "aYUdTAFVmQBa"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Here, we'll install and use a pre-release of AI2-THOR.\n",
        "!pip install --upgrade ai2thor --quiet\n",
        "!pip install ai2thor-colab prior --upgrade &> /dev/null"
      ],
      "metadata": {
        "id": "zsxuP83FmKw6"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Download ProcTHOR-10k\n",
        "\n",
        "Now, let's use the `prior` package to easily download the `procthor-10k` dataset:"
      ],
      "metadata": {
        "id": "lbXQ_0rKD_3L"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import prior\n",
        "\n",
        "dataset = prior.load_dataset(\"procthor-10k\")\n",
        "dataset"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "E94Cs3MMEGHJ",
        "outputId": "03da07f5-444d-46a4-bb35-65814c540917"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[AI2-THOR WARNING] There has been an update to ProcTHOR-10K that must be used with AI2-THOR version 5.0+. To use the new version of ProcTHOR-10K, please update AI2-THOR to version 5.0+ by running:\n",
            "    pip install --upgrade ai2thor\n",
            "Alternatively, to downgrade to the old version of ProcTHOR-10K, run:\n",
            "   prior.load_dataset(\"procthor-10k\", revision=\"ab3cacd0fc17754d4c080a3fd50b18395fae8647\")\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Loading train: 100%|██████████| 10000/10000 [00:02<00:00, 4250.59it/s]\n",
            "Loading val: 100%|██████████| 1000/1000 [00:00<00:00, 4437.11it/s]\n",
            "Loading test: 100%|██████████| 1000/1000 [00:00<00:00, 4282.62it/s]\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DatasetDict(\n",
              "    train=Dataset(\n",
              "    dataset=procthor-dataset,\n",
              "    size=10000,\n",
              "    split=train\n",
              "),\n",
              "    val=Dataset(\n",
              "    dataset=procthor-dataset,\n",
              "    size=1000,\n",
              "    split=val\n",
              "),\n",
              "    test=Dataset(\n",
              "    dataset=procthor-dataset,\n",
              "    size=1000,\n",
              "    split=test\n",
              ")\n",
              ")"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "ProcTHOR-10k comes with 3 splits, including:\n",
        "- 10k `\"train\"` houses\n",
        "- 1k `\"val\"` houses\n",
        "- 1k `\"test\"` houses\n",
        "\n",
        "these can be obtained by indexing into the dataset:"
      ],
      "metadata": {
        "id": "RxhfGDgqGKR9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset[\"train\"]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DakQ-3u2FLk0",
        "outputId": "b972a12c-0e9b-4fc3-d54b-ceb198f3e00d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Dataset(\n",
              "    dataset=procthor-dataset,\n",
              "    size=10000,\n",
              "    split=train\n",
              ")"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Here is an example of how to load a single house's JSON file:"
      ],
      "metadata": {
        "id": "CXvbzEHZFYJT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "house = dataset[\"train\"][0]\n",
        "type(house), house.keys(), house"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_ca-yLp_FM-Y",
        "outputId": "c9f61cd3-9143-44d5-deee-83c63e2b8e19"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(dict,\n",
              " dict_keys(['doors', 'metadata', 'objects', 'proceduralParameters', 'rooms', 'walls', 'windows']),\n",
              " {'doors': [{'assetId': 'Doorway_6',\n",
              "    'id': 'door|1|2',\n",
              "    'openable': False,\n",
              "    'openness': 0,\n",
              "    'room0': 'room|2',\n",
              "    'room1': 'room|2',\n",
              "    'wall0': 'wall|2|5.99|3.99|5.99|5.99',\n",
              "    'wall1': 'wall|exterior|5.99|3.99|5.99|5.99',\n",
              "    'holePolygon': [{'x': 0.4987163812589276, 'y': 0, 'z': 0},\n",
              "     {'x': 1.5362947256040203, 'y': 2.1068506240844727, 'z': 0}],\n",
              "    'assetPosition': {'x': 1.016530884310268,\n",
              "     'y': 1.0534253120422363,\n",
              "     'z': 0}}],\n",
              "  'metadata': {'agent': {'horizon': 30,\n",
              "    'position': {'x': 3.5, 'y': 0.95, 'z': 2.0},\n",
              "    'rotation': {'x': 0, 'y': 90, 'z': 0},\n",
              "    'standing': True},\n",
              "   'roomSpecId': 'kitchen',\n",
              "   'schema': '1.0.0',\n",
              "   'warnings': {},\n",
              "   'agentPoses': {'arm': {'horizon': 30,\n",
              "     'position': {'x': 3.5, 'y': 0.95, 'z': 2.0},\n",
              "     'rotation': {'x': 0, 'y': 90, 'z': 0},\n",
              "     'standing': True},\n",
              "    'default': {'horizon': 30,\n",
              "     'position': {'x': 3.5, 'y': 0.95, 'z': 2.0},\n",
              "     'rotation': {'x': 0, 'y': 90, 'z': 0},\n",
              "     'standing': True},\n",
              "    'locobot': {'horizon': 30,\n",
              "     'position': {'x': 3.5, 'y': 0.95, 'z': 2.0},\n",
              "     'rotation': {'x': 0, 'y': 90, 'z': 0}},\n",
              "    'stretch': {'horizon': 30,\n",
              "     'position': {'x': 3.5, 'y': 0.95, 'z': 2.0},\n",
              "     'rotation': {'x': 0, 'y': 90, 'z': 0},\n",
              "     'standing': True}}},\n",
              "  'objects': [{'assetId': 'Countertop_I_8x2',\n",
              "    'children': [{'assetId': 'Apple_24',\n",
              "      'id': 'Apple|surface|2|0',\n",
              "      'kinematic': False,\n",
              "      'position': {'x': 0.5637316703796387,\n",
              "       'y': 1.0042839050292969,\n",
              "       'z': 3.35530424118042},\n",
              "      'rotation': {'x': -0.0, 'y': 90.0, 'z': -0.0}},\n",
              "     {'assetId': 'Egg_23',\n",
              "      'id': 'Egg|surface|2|1',\n",
              "      'kinematic': False,\n",
              "      'position': {'x': 0.4870651662349701,\n",
              "       'y': 1.027331042289734,\n",
              "       'z': 3.6610817909240723},\n",
              "      'rotation': {'x': -0.0, 'y': 90.0, 'z': -0.0}},\n",
              "     {'assetId': 'Spray_Bottle_8',\n",
              "      'id': 'SprayBottle|surface|2|2',\n",
              "      'kinematic': False,\n",
              "      'position': {'x': 0.26057788729667664,\n",
              "       'y': 1.0662530660629272,\n",
              "       'z': 3.35606050491333},\n",
              "      'rotation': {'x': -0.0, 'y': 90.0, 'z': -0.0}},\n",
              "     {'assetId': 'Lettuce_19',\n",
              "      'id': 'Lettuce|surface|2|3',\n",
              "      'kinematic': False,\n",
              "      'position': {'x': 0.24332460761070251,\n",
              "       'y': 1.027500867843628,\n",
              "       'z': 2.745353937149048},\n",
              "      'rotation': {'x': -0.0, 'y': 90.0, 'z': -0.0}},\n",
              "     {'assetId': 'RoboTHOR_salt_pepper_shaker_bnyd_salt_v',\n",
              "      'id': 'SaltShaker|surface|2|4',\n",
              "      'kinematic': False,\n",
              "      'position': {'x': 0.3334498405456543,\n",
              "       'y': 0.9904139041900635,\n",
              "       'z': 3.6610817909240723},\n",
              "      'rotation': {'x': -0.0, 'y': 90.0, 'z': -0.0}},\n",
              "     {'assetId': 'Kettle_1',\n",
              "      'id': 'Kettle|surface|2|5',\n",
              "      'kinematic': False,\n",
              "      'position': {'x': 0.41322192549705505,\n",
              "       'y': 1.0344257354736328,\n",
              "       'z': 3.0510385036468506},\n",
              "      'rotation': {'x': -0.0, 'y': 90.0, 'z': -0.0}},\n",
              "     {'assetId': 'Kettle_1',\n",
              "      'id': 'Kettle|surface|2|6',\n",
              "      'kinematic': False,\n",
              "      'position': {'x': 0.489982545375824,\n",
              "       'y': 1.0344257354736328,\n",
              "       'z': 2.44099497795105},\n",
              "      'rotation': {'x': -0.0, 'y': 90.0, 'z': -0.0}},\n",
              "     {'assetId': 'Tomato_5',\n",
              "      'id': 'Tomato|surface|2|7',\n",
              "      'kinematic': False,\n",
              "      'position': {'x': 0.2566889822483063,\n",
              "       'y': 0.9945104718208313,\n",
              "       'z': 1.8300145864486694},\n",
              "      'rotation': {'x': -0.0, 'y': 90.0, 'z': -0.0}},\n",
              "     {'assetId': 'Wine_Bottle_1',\n",
              "      'id': 'WineBottle|surface|2|8',\n",
              "      'kinematic': False,\n",
              "      'position': {'x': 0.25668901205062866,\n",
              "       'y': 1.153962779045105,\n",
              "       'z': 2.1359734535217285},\n",
              "      'rotation': {'x': -0.0, 'y': 90.0, 'z': -0.0}},\n",
              "     {'assetId': 'Potato_6',\n",
              "      'id': 'Potato|surface|2|9',\n",
              "      'kinematic': False,\n",
              "      'position': {'x': 0.1779242604970932,\n",
              "       'y': 0.9769210815429688,\n",
              "       'z': 2.1421523094177246},\n",
              "      'rotation': {'x': -0.0, 'y': 0.0, 'z': 0.0}},\n",
              "     {'assetId': 'Bowl_22',\n",
              "      'id': 'Bowl|surface|2|11',\n",
              "      'kinematic': False,\n",
              "      'position': {'x': 0.25668907165527344,\n",
              "       'y': 1.0366127967834473,\n",
              "       'z': 2.4409947395324707},\n",
              "      'rotation': {'x': -0.0, 'y': 90.0, 'z': -0.0}},\n",
              "     {'assetId': 'Pencil_3',\n",
              "      'id': 'Pencil|surface|2|13',\n",
              "      'kinematic': False,\n",
              "      'position': {'x': 0.49016278982162476,\n",
              "       'y': 0.9471948742866516,\n",
              "       'z': 2.1359729766845703},\n",
              "      'rotation': {'x': -0.0, 'y': 90.0, 'z': -0.0}},\n",
              "     {'assetId': 'Soap_Bottle_3',\n",
              "      'id': 'SoapBottle|surface|2|14',\n",
              "      'kinematic': False,\n",
              "      'position': {'x': 0.4905245304107666,\n",
              "       'y': 1.0601518154144287,\n",
              "       'z': 2.74601674079895},\n",
              "      'rotation': {'x': -0.0, 'y': 90.0, 'z': -0.0}},\n",
              "     {'assetId': 'Plate_11',\n",
              "      'id': 'Plate|surface|2|15',\n",
              "      'kinematic': False,\n",
              "      'position': {'x': 0.1796281784772873,\n",
              "       'y': 1.0026221752166748,\n",
              "       'z': 3.0511207580566406},\n",
              "      'rotation': {'x': -0.0, 'y': 90.0, 'z': -0.0}},\n",
              "     {'assetId': 'Ladle_1',\n",
              "      'id': 'Ladle|surface|2|16',\n",
              "      'kinematic': False,\n",
              "      'position': {'x': 0.4116273522377014,\n",
              "       'y': 0.9665365219116211,\n",
              "       'z': 3.647871494293213},\n",
              "      'rotation': {'x': -0.0, 'y': 180.0, 'z': -0.0}},\n",
              "     {'assetId': 'Fork_1',\n",
              "      'id': 'Fork|surface|2|17',\n",
              "      'kinematic': False,\n",
              "      'position': {'x': 0.4102102816104889,\n",
              "       'y': 0.9532511234283447,\n",
              "       'z': 1.8531603813171387},\n",
              "      'rotation': {'x': -0.0, 'y': 180.0, 'z': -0.0}}],\n",
              "    'id': 'CounterTop|2|0',\n",
              "    'kinematic': True,\n",
              "    'position': {'x': 0.33027573823928835,\n",
              "     'y': 0.46873316168785095,\n",
              "     'z': 2.745277252197266},\n",
              "    'rotation': {'x': 0, 'y': 90, 'z': 0},\n",
              "    'material': None},\n",
              "   {'assetId': 'Fridge_19',\n",
              "    'children': [{'assetId': 'Lettuce_7',\n",
              "      'id': 'Lettuce|surface|2|10',\n",
              "      'kinematic': False,\n",
              "      'position': {'x': 5.091383457183838,\n",
              "       'y': 0.7108428478240967,\n",
              "       'z': 0.4495431184768677},\n",
              "      'rotation': {'x': -0.0, 'y': -0.00016733960364945233, 'z': 0.0}},\n",
              "     {'assetId': 'Potato_2',\n",
              "      'id': 'Potato|surface|2|12',\n",
              "      'kinematic': False,\n",
              "      'position': {'x': 5.086888313293457,\n",
              "       'y': 1.0534775257110596,\n",
              "       'z': 0.33588168025016785},\n",
              "      'rotation': {'x': -0.0, 'y': -0.00016733960364945233, 'z': 0.0}}],\n",
              "    'id': 'Fridge|2|1',\n",
              "    'kinematic': True,\n",
              "    'position': {'x': 5.394602856636048,\n",
              "     'y': 0.8955701589584351,\n",
              "     'z': 0.4535314679145813},\n",
              "    'rotation': {'x': 0, 'y': 0, 'z': 0},\n",
              "    'material': None},\n",
              "   {'assetId': 'Houseplant_11',\n",
              "    'id': 'HousePlant|2|2|0',\n",
              "    'kinematic': False,\n",
              "    'position': {'x': 2.1638059884110636,\n",
              "     'y': 0.44735240936279297,\n",
              "     'z': 0.4040222594694701},\n",
              "    'rotation': {'x': 0, 'y': 42.941641543344474, 'z': 0},\n",
              "    'material': None},\n",
              "   {'assetId': 'bin_25',\n",
              "    'id': 'GarbageCan|2|3',\n",
              "    'kinematic': False,\n",
              "    'position': {'x': 7.7613059598207474,\n",
              "     'y': 0.2631477117538452,\n",
              "     'z': 2.213693920969963},\n",
              "    'rotation': {'x': 0, 'y': 270, 'z': 0},\n",
              "    'material': None},\n",
              "   {'assetId': 'GarbageBag_21_2',\n",
              "    'id': 'GarbageBag|2|4',\n",
              "    'kinematic': False,\n",
              "    'position': {'x': 4.173373784882576,\n",
              "     'y': 0.2789691686630249,\n",
              "     'z': 3.4191244414432314},\n",
              "    'rotation': {'x': 0, 'y': 0, 'z': 0},\n",
              "    'material': None},\n",
              "   {'assetId': 'Wall_Decor_Photo_1V',\n",
              "    'id': 'Painting|2|5',\n",
              "    'kinematic': True,\n",
              "    'position': {'x': 0.8102974199756547,\n",
              "     'y': 1.4138685528004606,\n",
              "     'z': 0.020870485454797746},\n",
              "    'rotation': {'x': 0, 'y': 0, 'z': 0},\n",
              "    'material': None},\n",
              "   {'assetId': 'Wall_Decor_Photo_2',\n",
              "    'id': 'Painting|2|6',\n",
              "    'kinematic': True,\n",
              "    'position': {'x': 7.959129514545203,\n",
              "     'y': 1.331527213957422,\n",
              "     'z': 4.839191256680811},\n",
              "    'rotation': {'x': 0, 'y': 270, 'z': 0},\n",
              "    'material': None},\n",
              "   {'assetId': 'Wall_Decor_Painting_3V',\n",
              "    'id': 'Painting|2|7',\n",
              "    'kinematic': True,\n",
              "    'position': {'x': 3.0986902424464073,\n",
              "     'y': 1.7585664590494803,\n",
              "     'z': 0.020870485454797746},\n",
              "    'rotation': {'x': 0, 'y': 0, 'z': 0},\n",
              "    'material': None},\n",
              "   {'assetId': 'Wall_Decor_Photo_6',\n",
              "    'id': 'Painting|2|8',\n",
              "    'kinematic': True,\n",
              "    'position': {'x': 4.008591369226025,\n",
              "     'y': 1.6047140561531188,\n",
              "     'z': 0.020870485454797746},\n",
              "    'rotation': {'x': 0, 'y': 0, 'z': 0},\n",
              "    'material': None}],\n",
              "  'proceduralParameters': {'ceilingColor': {'b': 0.3058823529411765,\n",
              "    'g': 0.3843137254901961,\n",
              "    'r': 0.42745098039215684},\n",
              "   'ceilingMaterial': {'name': 'PureWhite',\n",
              "    'color': {'b': 0.3058823529411765,\n",
              "     'g': 0.3843137254901961,\n",
              "     'r': 0.42745098039215684}},\n",
              "   'floorColliderThickness': 1.0,\n",
              "   'lights': [{'id': 'DirectionalLight',\n",
              "     'indirectMultiplier': 1.0,\n",
              "     'intensity': 1,\n",
              "     'position': {'x': 0.84, 'y': 0.1855, 'z': -1.09},\n",
              "     'rgb': {'r': 1.0, 'g': 1.0, 'b': 1.0},\n",
              "     'rotation': {'x': 66, 'y': 75, 'z': 0},\n",
              "     'shadow': {'type': 'Soft',\n",
              "      'strength': 1,\n",
              "      'normalBias': 0,\n",
              "      'bias': 0,\n",
              "      'nearPlane': 0.2,\n",
              "      'resolution': 'FromQualitySettings'},\n",
              "     'type': 'directional'},\n",
              "    {'id': 'light_2',\n",
              "     'intensity': 0.45,\n",
              "     'position': {'x': 3.9899999999999998,\n",
              "      'y': 4.351928794929904,\n",
              "      'z': 2.49375},\n",
              "     'range': 15,\n",
              "     'rgb': {'r': 1.0, 'g': 0.855, 'b': 0.722},\n",
              "     'shadow': {'type': 'Soft',\n",
              "      'strength': 1,\n",
              "      'normalBias': 0,\n",
              "      'bias': 0.05,\n",
              "      'nearPlane': 0.2,\n",
              "      'resolution': 'FromQualitySettings'},\n",
              "     'type': 'point'}],\n",
              "   'receptacleHeight': 0.7,\n",
              "   'reflections': [],\n",
              "   'skyboxId': 'SkyAlbany'},\n",
              "  'rooms': [{'ceilings': [],\n",
              "    'children': [],\n",
              "    'floorMaterial': {'name': 'OrangeCabinet'},\n",
              "    'floorPolygon': [{'x': 0.0, 'y': 0, 'z': 0.0},\n",
              "     {'x': 0.0, 'y': 0, 'z': 3.99},\n",
              "     {'x': 5.985, 'y': 0, 'z': 3.99},\n",
              "     {'x': 5.985, 'y': 0, 'z': 5.985},\n",
              "     {'x': 7.98, 'y': 0, 'z': 5.985},\n",
              "     {'x': 7.98, 'y': 0, 'z': 1.995},\n",
              "     {'x': 5.985, 'y': 0, 'z': 1.995},\n",
              "     {'x': 5.985, 'y': 0, 'z': 0.0}],\n",
              "    'id': 'room|2',\n",
              "    'roomType': 'Kitchen'}],\n",
              "  'walls': [{'color': {'b': 0.27450980392156865,\n",
              "     'g': 0.25098039215686274,\n",
              "     'r': 0.3764705882352941},\n",
              "    'id': 'wall|2|0.00|0.00|0.00|3.99',\n",
              "    'material': {'name': 'PureWhite',\n",
              "     'color': {'b': 0.27450980392156865,\n",
              "      'g': 0.25098039215686274,\n",
              "      'r': 0.3764705882352941}},\n",
              "    'polygon': [{'x': 0.0, 'y': 0, 'z': 0.0},\n",
              "     {'x': 0.0, 'y': 0, 'z': 3.99},\n",
              "     {'x': 0.0, 'y': 4.551928794929904, 'z': 0.0},\n",
              "     {'x': 0.0, 'y': 4.551928794929904, 'z': 3.99}],\n",
              "    'roomId': 'room|2'},\n",
              "   {'color': {'b': 0.27450980392156865,\n",
              "     'g': 0.25098039215686274,\n",
              "     'r': 0.3764705882352941},\n",
              "    'id': 'wall|2|0.00|3.99|5.99|3.99',\n",
              "    'material': {'name': 'PureWhite',\n",
              "     'color': {'b': 0.27450980392156865,\n",
              "      'g': 0.25098039215686274,\n",
              "      'r': 0.3764705882352941}},\n",
              "    'polygon': [{'x': 0.0, 'y': 0, 'z': 3.99},\n",
              "     {'x': 5.985, 'y': 0, 'z': 3.99},\n",
              "     {'x': 0.0, 'y': 4.551928794929904, 'z': 3.99},\n",
              "     {'x': 5.985, 'y': 4.551928794929904, 'z': 3.99}],\n",
              "    'roomId': 'room|2'},\n",
              "   {'color': {'b': 0.27450980392156865,\n",
              "     'g': 0.25098039215686274,\n",
              "     'r': 0.3764705882352941},\n",
              "    'id': 'wall|2|5.99|3.99|5.99|5.99',\n",
              "    'material': {'name': 'PureWhite',\n",
              "     'color': {'b': 0.27450980392156865,\n",
              "      'g': 0.25098039215686274,\n",
              "      'r': 0.3764705882352941}},\n",
              "    'polygon': [{'x': 5.985, 'y': 0, 'z': 3.99},\n",
              "     {'x': 5.985, 'y': 0, 'z': 5.985},\n",
              "     {'x': 5.985, 'y': 4.551928794929904, 'z': 3.99},\n",
              "     {'x': 5.985, 'y': 4.551928794929904, 'z': 5.985}],\n",
              "    'roomId': 'room|2'},\n",
              "   {'color': {'b': 0.27450980392156865,\n",
              "     'g': 0.25098039215686274,\n",
              "     'r': 0.3764705882352941},\n",
              "    'id': 'wall|2|5.99|5.99|7.98|5.99',\n",
              "    'material': {'name': 'PureWhite',\n",
              "     'color': {'b': 0.27450980392156865,\n",
              "      'g': 0.25098039215686274,\n",
              "      'r': 0.3764705882352941}},\n",
              "    'polygon': [{'x': 5.985, 'y': 0, 'z': 5.985},\n",
              "     {'x': 7.98, 'y': 0, 'z': 5.985},\n",
              "     {'x': 5.985, 'y': 4.551928794929904, 'z': 5.985},\n",
              "     {'x': 7.98, 'y': 4.551928794929904, 'z': 5.985}],\n",
              "    'roomId': 'room|2'},\n",
              "   {'color': {'b': 0.27450980392156865,\n",
              "     'g': 0.25098039215686274,\n",
              "     'r': 0.3764705882352941},\n",
              "    'id': 'wall|2|7.98|2.00|7.98|5.99',\n",
              "    'material': {'name': 'PureWhite',\n",
              "     'color': {'b': 0.27450980392156865,\n",
              "      'g': 0.25098039215686274,\n",
              "      'r': 0.3764705882352941}},\n",
              "    'polygon': [{'x': 7.98, 'y': 0, 'z': 5.985},\n",
              "     {'x': 7.98, 'y': 0, 'z': 1.995},\n",
              "     {'x': 7.98, 'y': 4.551928794929904, 'z': 5.985},\n",
              "     {'x': 7.98, 'y': 4.551928794929904, 'z': 1.995}],\n",
              "    'roomId': 'room|2'},\n",
              "   {'color': {'b': 0.27450980392156865,\n",
              "     'g': 0.25098039215686274,\n",
              "     'r': 0.3764705882352941},\n",
              "    'id': 'wall|2|5.99|2.00|7.98|2.00',\n",
              "    'material': {'name': 'PureWhite',\n",
              "     'color': {'b': 0.27450980392156865,\n",
              "      'g': 0.25098039215686274,\n",
              "      'r': 0.3764705882352941}},\n",
              "    'polygon': [{'x': 7.98, 'y': 0, 'z': 1.995},\n",
              "     {'x': 5.985, 'y': 0, 'z': 1.995},\n",
              "     {'x': 7.98, 'y': 4.551928794929904, 'z': 1.995},\n",
              "     {'x': 5.985, 'y': 4.551928794929904, 'z': 1.995}],\n",
              "    'roomId': 'room|2'},\n",
              "   {'color': {'b': 0.27450980392156865,\n",
              "     'g': 0.25098039215686274,\n",
              "     'r': 0.3764705882352941},\n",
              "    'id': 'wall|2|5.99|0.00|5.99|2.00',\n",
              "    'material': {'name': 'PureWhite',\n",
              "     'color': {'b': 0.27450980392156865,\n",
              "      'g': 0.25098039215686274,\n",
              "      'r': 0.3764705882352941}},\n",
              "    'polygon': [{'x': 5.985, 'y': 0, 'z': 1.995},\n",
              "     {'x': 5.985, 'y': 0, 'z': 0.0},\n",
              "     {'x': 5.985, 'y': 4.551928794929904, 'z': 1.995},\n",
              "     {'x': 5.985, 'y': 4.551928794929904, 'z': 0.0}],\n",
              "    'roomId': 'room|2'},\n",
              "   {'color': {'b': 0.27450980392156865,\n",
              "     'g': 0.25098039215686274,\n",
              "     'r': 0.3764705882352941},\n",
              "    'id': 'wall|2|0.00|0.00|5.99|0.00',\n",
              "    'material': {'name': 'PureWhite',\n",
              "     'color': {'b': 0.27450980392156865,\n",
              "      'g': 0.25098039215686274,\n",
              "      'r': 0.3764705882352941}},\n",
              "    'polygon': [{'x': 5.985, 'y': 0, 'z': 0.0},\n",
              "     {'x': 0.0, 'y': 0, 'z': 0.0},\n",
              "     {'x': 5.985, 'y': 4.551928794929904, 'z': 0.0},\n",
              "     {'x': 0.0, 'y': 4.551928794929904, 'z': 0.0}],\n",
              "    'roomId': 'room|2'},\n",
              "   {'id': 'wall|exterior|0.00|0.00|5.99|0.00',\n",
              "    'material': {'name': 'LivingRoomFireplacebrickTex'},\n",
              "    'polygon': [{'x': 0.0, 'y': 4.551928794929904, 'z': 0.0},\n",
              "     {'x': 5.985, 'y': 4.551928794929904, 'z': 0.0},\n",
              "     {'x': 0.0, 'y': 0, 'z': 0.0},\n",
              "     {'x': 5.985, 'y': 0, 'z': 0.0}],\n",
              "    'roomId': 'exterior'},\n",
              "   {'id': 'wall|exterior|0.00|0.00|0.00|3.99',\n",
              "    'material': {'name': 'LivingRoomFireplacebrickTex'},\n",
              "    'polygon': [{'x': 0.0, 'y': 4.551928794929904, 'z': 3.99},\n",
              "     {'x': 0.0, 'y': 4.551928794929904, 'z': 0.0},\n",
              "     {'x': 0.0, 'y': 0, 'z': 3.99},\n",
              "     {'x': 0.0, 'y': 0, 'z': 0.0}],\n",
              "    'roomId': 'exterior'},\n",
              "   {'id': 'wall|exterior|0.00|3.99|5.99|3.99',\n",
              "    'material': {'name': 'LivingRoomFireplacebrickTex'},\n",
              "    'polygon': [{'x': 5.985, 'y': 4.551928794929904, 'z': 3.99},\n",
              "     {'x': 0.0, 'y': 4.551928794929904, 'z': 3.99},\n",
              "     {'x': 5.985, 'y': 0, 'z': 3.99},\n",
              "     {'x': 0.0, 'y': 0, 'z': 3.99}],\n",
              "    'roomId': 'exterior'},\n",
              "   {'id': 'wall|exterior|5.99|5.99|7.98|5.99',\n",
              "    'material': {'name': 'LivingRoomFireplacebrickTex'},\n",
              "    'polygon': [{'x': 7.98, 'y': 4.551928794929904, 'z': 5.985},\n",
              "     {'x': 5.985, 'y': 4.551928794929904, 'z': 5.985},\n",
              "     {'x': 7.98, 'y': 0, 'z': 5.985},\n",
              "     {'x': 5.985, 'y': 0, 'z': 5.985}],\n",
              "    'roomId': 'exterior'},\n",
              "   {'id': 'wall|exterior|5.99|0.00|5.99|2.00',\n",
              "    'material': {'name': 'LivingRoomFireplacebrickTex'},\n",
              "    'polygon': [{'x': 5.985, 'y': 4.551928794929904, 'z': 0.0},\n",
              "     {'x': 5.985, 'y': 4.551928794929904, 'z': 1.995},\n",
              "     {'x': 5.985, 'y': 0, 'z': 0.0},\n",
              "     {'x': 5.985, 'y': 0, 'z': 1.995}],\n",
              "    'roomId': 'exterior'},\n",
              "   {'id': 'wall|exterior|5.99|2.00|7.98|2.00',\n",
              "    'material': {'name': 'LivingRoomFireplacebrickTex'},\n",
              "    'polygon': [{'x': 5.985, 'y': 4.551928794929904, 'z': 1.995},\n",
              "     {'x': 7.98, 'y': 4.551928794929904, 'z': 1.995},\n",
              "     {'x': 5.985, 'y': 0, 'z': 1.995},\n",
              "     {'x': 7.98, 'y': 0, 'z': 1.995}],\n",
              "    'roomId': 'exterior'},\n",
              "   {'id': 'wall|exterior|5.99|3.99|5.99|5.99',\n",
              "    'material': {'name': 'LivingRoomFireplacebrickTex'},\n",
              "    'polygon': [{'x': 5.985, 'y': 4.551928794929904, 'z': 5.985},\n",
              "     {'x': 5.985, 'y': 4.551928794929904, 'z': 3.99},\n",
              "     {'x': 5.985, 'y': 0, 'z': 5.985},\n",
              "     {'x': 5.985, 'y': 0, 'z': 3.99}],\n",
              "    'roomId': 'exterior'},\n",
              "   {'id': 'wall|exterior|7.98|2.00|7.98|5.99',\n",
              "    'material': {'name': 'LivingRoomFireplacebrickTex'},\n",
              "    'polygon': [{'x': 7.98, 'y': 4.551928794929904, 'z': 1.995},\n",
              "     {'x': 7.98, 'y': 4.551928794929904, 'z': 5.985},\n",
              "     {'x': 7.98, 'y': 0, 'z': 1.995},\n",
              "     {'x': 7.98, 'y': 0, 'z': 5.985}],\n",
              "    'roomId': 'exterior'}],\n",
              "  'windows': []})"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QtK92Bzzohfn"
      },
      "source": [
        "# Load a house into AI2-THOR\n",
        "\n",
        "First, let's import in a Controller from AI2-THOR:"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from ai2thor.controller import Controller"
      ],
      "metadata": {
        "id": "KTRQdcxFIc_e"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "To run AI2-THOR in Google Colab, we need to start an xserver, which allows us to load and observe images from the AI2-THOR Unity application, without having an external monitor or a GPU. Here, we'll use `ai2thor_colab`'s `start_xserver` function:"
      ],
      "metadata": {
        "id": "VqwJFyhZKuNv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import ai2thor_colab\n",
        "ai2thor_colab.start_xserver()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "id": "3CDlRg9hI-mV",
        "outputId": "a8b60e31-afec-4f0a-f3a9-652522431c99"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "            <progress value='100' max=\"100\", style='width: 100%'>\n",
              "                100\n",
              "            </progress>\n",
              "        "
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Let's now choose a ProcTHOR house we want to load into AI2-THOR:"
      ],
      "metadata": {
        "id": "VbfcChI9tfux"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "house = dataset[\"train\"][3]"
      ],
      "metadata": {
        "id": "c2jhVvuQtbF9"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "And create a Controller that is initialized to that scene:"
      ],
      "metadata": {
        "id": "gIAvnhwNLAiD"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "controller = Controller(scene=house)"
      ],
      "metadata": {
        "id": "25uvZRh6IoiY",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "bdcb3148-e233-4f40-d2bf-a4dfd206c5d2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "thor-Linux64-f0825767cd50d69f666c7f282e54abfe58f1e917.zip: [ 100%  16.1 MiB/s]  of 769.MB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Egocentric Images"
      ],
      "metadata": {
        "id": "cjRf1FbxwS-T"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "We now have an agent placed in the scene ready to execute actions! Let's check out what it's looking at:"
      ],
      "metadata": {
        "id": "TPLONVapt_06"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from PIL import Image\n",
        "\n",
        "Image.fromarray(controller.last_event.frame)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "id": "nUzdTK2iwKvN",
        "outputId": "5f74da43-1f6d-4044-d32e-1c238c7ac747"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=300x300 at 0x7FF2131483D0>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Navigation Actions\n",
        "\n",
        "And take a few steps around:"
      ],
      "metadata": {
        "id": "kifsdT1lwVMA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "event = controller.step(action=\"RotateRight\")\n",
        "Image.fromarray(event.frame)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "id": "Mf-3I6OBwZMi",
        "outputId": "91f2db2f-fe32-4b14-cd52-ca5f919af73b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=300x300 at 0x7FF211209BB0>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "event = controller.step(action=\"RotateRight\")\n",
        "Image.fromarray(event.frame)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "id": "5pbLJ5SFwehQ",
        "outputId": "775c5008-3da4-4094-faef-a22e0962dcf1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=300x300 at 0x7FF211209AF0>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "event = controller.step(action=\"LookUp\")\n",
        "Image.fromarray(event.frame)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "id": "JsbSdqb6whup",
        "outputId": "33bb190c-e2b9-4d29-fa66-d5049b3620b0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=300x300 at 0x7FF211209A90>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "event = controller.step(action=\"MoveAhead\")\n",
        "Image.fromarray(event.frame)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "id": "XdpEmbT-wjyD",
        "outputId": "a212b6c8-50b2-42a7-ef64-3dd63f5f4fb7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=300x300 at 0x7FF211209760>"
            ],
            "image/png": 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4L1D2tytNj+T2clPTRTPQi33mhnbfqRB26KuWtFUFteWsVzlk0oGKlcygnkW6O7tQc5nKH9OYpqAKg78wsfIQJnjy9gprv3rfwHeedGLrw7W49Qkm/20LIcx0bK0LOmzggkr6nu+CKZbjaJTwYs/xa5pRx+JHva8tXaZugrx59DsUs3ZotEODz+LeAdCc6FZkcpPuYT3W7YueOH46MM4/7jQ9SKirZ3c6tAmjJ0pB/diuL3XRPoau1zkvb9sLwgI53JEO2pHw5r27zHNpwuyiRyUKvbGv4Xh0tRVRE2V4/gqtQkpplpg5Zp0maGFaUMLLe8cWyNxFmC5VyXVV5ffRb3oqNiqqrhNlbUTbpdJx6r7PVoNycdBrs35ZdqMsIcghhX+WYOhxR3f0et3Usan5YtUAfWbMKhiq9NX9vf6HW+ikCsHBLWVRnHN+T19VGvmWSbq+NdpTj3fosCq8G6HucuK3ckpnC1Zc1ul0u95FkTJknbpSHaa5PKENFCO2hLXhsC5ODR1RZsXBmGaMWePeRyY3f/QU9eI3pxvCLGUrP6ybRj2kUz5Updw0N81qroVu0MSveYG8LUK4xM605LMpm8dhBtupVVskh/NOb1rwTeqvF+vC0Gr7xj7ociNVeX/ZBpXOFlVqdxstsSM51I/rFHVs4N44zeiiCvDiYV2csU2qyhUXn7qtZP1rzt5UvlYLby6HlUNbWw51w0GYl7pZc1q1dP20N+ueHYkt+mTeo1B0rfre9sAMKsEcjplL/HvSnEPWJWzcJoXbp70X+20JoqUWfRrvJimVQ8qfFWBKOKifxkkmz3Fz+nPLxFPvCZwrFb/WeXXzfp+qcQluhruBexPPYofGpkTE7dyJrNnnCxMn7MSov5As18hZcGmW3kI6wu9eR6KnS2I212nrTLsR2zr4Qter6K/+atJHuzOGNcelp3h0R3ugq/3UPBM9i2u21oncDdTGMuiMLSpjN609qo9mqagBaKFZJpPxUTY+qXbpTKnR7Rn0btwdd7QsFrtJL2URO2wjhz3FkzlhHXpKcW5nEXc0gkmRjcgpj7qWBmrefkQIVn+qIF0/1e/lrZoSk3yNZLrbsoDoDDFVcekgti+bc7r70Ez7IFtsSOlN08WnblvLlLi6QbHX9GMXU50FWVtUwJ5UrpHcqDKdT8+awSXUKZFf2oM76B+u/TmW2mpO92ybI8AMaEC75DbSLUCm4CaKG/aqLrcFbbs3wWys4d5lyRNfaupStWbZRXM4PmyJZ/vh4p7xxeoV8tSAydPeKhNEt3UEu7cazT1tjkdzKStCbEpDN1xLLlYKYB5zvlnKJUp+daa2YmhG+JYATAxZq2B4J0JGWhN+4tc0fRxJ7DO8qZJLDMF8lc1xq4JicRQSjUI9HNHNNW12KXLaJNVylroaG7gmsxj6Fus5/c7Fk66iUZfPlZgdm2mAiVqCMWwiqljJgteTo7p9xqYJMENBu9CEtc2xzLg4WcZGjgyLuanGkFt1xl8zKi1/Wv9aqyI2bk6b9p7A6YLqFQpAvSR0rmxzBOfJiuPTDdmqv6ytinOGP9uZRRVTgzeBuqelMuq9DF+avTarqgHtR9/flV2ZHVVG07SVdemWHfnMOgM7qbG767bdtjav9PJlyETgi4xZFZhj6KQoRV6EA+b4Ty9I9wrDAvFSst+au8z1cqLoeszKJKZu0M3SRgW3lpy0QNVITvDgRnXOyaHLN9MmroUzL1SXi97TiDzZ+h6O0p1Yl/iiYDUrfZhg6x/oPnOSNatDcrpUWQLABVCzFVXVsqWl60+VgyU9zDD/vA+sqP12yaHLN+r7fKmJoSl4fOkZ94TFuF6XNhkl+kKllagr39QLXqftcsXGhMfNVO+FPhbnhJLU1qUgzfI5X1dq7VT+jRFZjqiaOt3RCUFZWnGtG6QFuqsXotkozbyVaZM6FC8HNqI8Ppe9Iq6nnnlV1X6oGITbr/nJievCPwtTUxgz5Gshy2PPsccaQcFeGjefhu2E82biY5O1t46L9zRpGizJdSMXf9fLzdc7B6GEUA3Nhr28SDcFAe0SiIpgA0mH5RCUlyhwsxb/iFatHjTJKVDXGxHnnltxfO1wfZXAOm3lk3wlptMmp882FcWqF9OC3HDT9kbwjfKx1zKqmyf6l9JWBGa49qmRVBbUHDmj+sXFag+GoKsOWf5Q/a6Yk/xXse0/N7Iba3pPR6XfOrmuaC0DZS/VxCvr/KrYFN86lxMKNJMcsgH4gncQJPqxy8Fo4GjmTHB4MTaxQZ2UV9MqhWoviKJzl20zS5u02YtrW1raNbf0wypjyPHyD63CKiANgqtPdJGMqauqYhJlfBqvKakfGpukY7qCSTQbp03Yf5K7t6QnYtp26d3zSxNNNIz5U1Wqd2OBSwvfT6h1kPr03cpWZ9bSqnH8W5HAFDSRwAKzz66QxklT2pmtRujmV2GXMVXaLE3ZpNZm/XemhiayucLFGHSU0fCJ+ePiqWghTvKmiJtR4L10TWd2Wbam3u0bE0mzr8vm4lfU1UsZbRa+yc+Ua4DGNCmjdD54sWDMUhWYivCGelzZUr9pTnh1zh6WVC2qclcnWZfVioTcRPPWLWtHBKUyxvqoQRdpy+xWAeRS6rlR9nUSaSaEvUNah2u134nf3M74qoREaW+QNrMxt23usirKsixhyJJBNps2BoTTXr/8qMHVXIlN0nai2GN43T9NyL42NMnsko955G0cs2NVK4E+WosHarF+mQntpiy4GfOOVTO3Zferctvvc9UNYwUFF5/NkiyeZrLUfVnVXN3cAGv4oiVc7lCllHHyp03D8v6ZWqZqMs6EhC/10SaeLkbFJQEN9pWUnKzvZrSpTM0IPQPCk+uiM8K5i4cJ58anDDDz4j0HrRRqWTC2UwIxUWYj7kk7pJTGZfjq4Jz9zXMm7tSbetRSYdunLbDkUZIpOTQ7NoHsq69GaspH04zlOa9G34Rc9Q6kZjSGmClV3846JUPH6v8JM4hA04JK0rpiYzZqS9VSTtifbMljF+ZIE1Lhg6U6ugkz1arNGSHl3iYTF4EZLnazLKx3AX1ZtWl9rdZrW6U3M/TIXiiSvZCwUdWGyVFOaE434xLMnA7yf5oHJGdLb1Iy4xr9IyV6m40daU3hF6sua25Q0WlqWrcsQjOBaHrRYrYwVCfW4m2z0dEZ5OrnLIwC7WQ+jYVTSStkWP8IFTOp8lUNvUPhA7RmCEPXkHGXN7HouYhI1WdJr3c2r9xq2No9kui0PuQpZL07JtVtPQwauhgJ3MIU0c7J2bZy6H84ZZbEUmtC2FvbMoOvaWiBUlCFCRjlzJnKZ8J52XBz7eHuUq2rojqfEwcOQJtRVefL8G9lV0EJOom9h4KeH/PPN2d/6b/S5tNujeEcITPlkYsihUerRrekbJQxsdCz89WmhpEUya11dWvkd2zhaslRq4a5cj1TvmEnLx9g8oeNAnWhm3Lclu4gmSJkM2leliYYvWEMW0VYlZnqhX5j2AfSWTZq31V80i6ZQ2xDyJZpYsCPU+xUi5VeErPDpIwZ10rUELrUP/wZnB4Pr52qxjb3KTxvVuYSPX27ZZCgWUUQmLZAbbGqWbgaVVnuQLMtLTU5BExjeYCLTwXmNlibd0Xi8M8cQIXjKmtGGpLzjMk62oT0GS7WSySM9sHN1o+CKSo6OgXsS8uWxMtHU1HkRW887hqCrRR+yQ6mjnG2kkmAnS2u3fZUVzbIhqhy2GHO45zCv5iq6uuNFqBO7ky3m1KxDLQtkbeDWSoqogNqEcotym55x0x+MlPv5N6O8W57EjHLyNVxQw6AlRXPpgQH07eZIuUaVR1WpmJ/J1TFEqtV1lGz9bOOVBvrtIi0jWEPqe0HHTkTLsLSpHtlB+8n5HCKIpPIRvdvNt67TVUawihHz0/LTRjp3HGRjAYrRiBOy3XRyHl9VWFu4SxlIP2Za5yyHUuHarFdK3pt8zTtnnXJYT62W1XZW9zMkdNOdlrKcokMGdNSOFHtBlmFAeG6ouXMvjVUa3c3Ncey2Ya67agKSUp3/aRW2c7t2OW41GbbNi+kosMYdjZiDmpbNVWiW3iesOJgcJEdH2R5Oj9dHvY8wyGrrrVY/ygp8FWmUKqeVNBy25LXUDcY1f6Xoskl+/McMSNy9UKVHzOS3Z0qMj4BVx+MDdJyBBtX2WMMEXh1BlNFBjZLcbF+WsvPLabO5VUP5kj+rGJhBUkNPmEwCUiGJpRSfKPW8bJaOcT7q8v/lc1oSV2thub01jMUZeCyrmZJvU0ujxu1qmx2ZEwKYU/a2BetzXmbi59Ty4hzBzFlJ0W5TtBfTxWqD76eVqH10yg2pHRSPF2HpZZqcs+Xt2Tkd6ElVSdTJc42SmQmMMXe1o9tLp1aAlxg2JqluRjbCpdWi220bl/KXYJ0htjlSXWQp6wkbV6ZLVjTLyp3Cm5GbLoEawdymFjCXa7AV4S7wlDT7FpIYAW9/8Xlw5BZ46QJV2KGYQVlXTaaVGQQhTVtY5nGl+XylNXSLUvxN+1mw7YteNN2Bems77SJQQhZ3YwsvkZry003sm3lsLVtLaTm5kddbULFVGrZHP1buWN1XpddzyyOZ1USnDGciMpXGWnOdUu4NQFuCmUVkx4tLrMVlRPU9HsxEz97inTlt/VRR6dsYlEnvLMFwiAKnGpOxO2Rw2QDd618E2ebdToRtGwOJztEmw4fNdV0hJqysDP2SHLdMFTMcFt9TFGUUufncc02zqFVndSrA2aI2lhEm+XaCFW3+ll8whBTu6937LYBkDlMVQCOWQ43PsqU1t6yk234eYzIBqWAmfYb/ZmR7torHiGLpFc2Ws6imPFqQ6f19EaY/qqQU6d963dNukRLP2jdJLnLNMPPDWPIoE1OADIYLAYxC90cpxyuMvCamxSf9eMtvao8ZFmtsl5+toJ2boa85Fyqfs04fXPFm/TnAk7N+k9Cek0vNj6oETrljSwlitOfHSWqvxNck17FAvU+hWZJKQQNo9nj2ORwFatNiUhShVMXpsJz1LxEk7zV6Tc2i6dZmbCBASKOWVOTyH6Fr5ltWcm0dEo265+tMpp5lCoJfgFlz7po2ARgDkplLYlzatNADRh03hk5UWf8I/Qdnxyars6cCbmFz4Kky7B+VIBVimVZnH/J7TC8MAgDJzUxVzA1SK4/ze1r0SW1kkW5hpugG8dtwDZ2Tp/WtvfGEpsM5a5Tf+2c/KllbtSSAu1iLMuKds8J47hxVcW4Jk8uvQR6KlavJuaFV56yE4BE3XGCRimheLtzMAANl3vGNDS95lYcdwqZ/pI5PRW4iSczlZaSzug5O6HLBZswpVVKDE2oxvGu7NGsEek0NJukAjXLbCAdsR4Ms2SuuqAaOjt56k02d3TLUpvJUMzZVnvFAQghigsBaZimCRo0QnlY9MqmLCG7feTPhED38kAC3sDVUWyTwsvTFqLEifeYZQXJ2XBuWHE/WakkoDdsND1qs+uEddxdTwtVMkFHA2O0Tg0q466bVjMWeSVVIhOnrRToOuSESBZFlXnWfyaInhNVoNwpu02aMc+t6udxzaKbUW11SSmhNr9rprRoSX0zbJ3DVgFXZX4Dba+iz8Vf9/LifugZ7/k9Iq3nXfGAqsh0paISJ2xtZz7B32GspRSVmBepnozeRcWWSvnENaspDy4x9qVsFLkbeSrNInnGlGGcl8NVVycut2KoDk/jjaDJMlgD1fRccxFpTckMiBbP8SZqUDwSaoGayzZ2HFQdodoDjnRnUrSZFYxeBdW6oA9pw51dtsF7wbhOgkandEM5rApyXSaaT6fksHhTbxu0P+zb39MZu7DjzrQlhZrsqkhn6Q7Qc1aNUx2bn0c+NerFVaIKODkuHFtaw17U0RJV/YVUHfODUDX4STg2x1FnuSb25anKwz3u5pQx7MfTU642Ks1+abitGSW72DEzWXkVaCoQ2eYBTzrlgNCtCt5ZDXP+fMPrTdpqQRYc8/MytU3ksiGnjl0T2OiuHCk1WGIidQ1YnbTJ/MVOavlr6Sxu3hjOg7XLT9ufZr/nGXU6poRwwhgq5J3OVIW2iUqnVWxVQbd4GuJSLLEQaNNfl31PQZrDKpJWrdbO2Do1ue5gHs7+dgH7H4vKxiIVY9q8Jr2lGeOXVCUsUxCzxjCOyIZymKKam/xVi1ICFb51WcKKnlpS2STipvrooCR/mogZJQALmGs2N9FAXM6cIhmVe+7zmrh6BahPNuHH1KOp2NZtUx86TUyl0CSSToIDX/T5mVmx43FKc42rchpOZxUF8jkmegMzDVomOKwDS4Gus9alNVSeLrdyIVcRzloOq6YkKVGtmnVGTdlpaxq+Mc94C7XU8l46fMz81FffpUlLKqnWGusidLinszxSdwY3IarmAoQ0t54fXAiB0OuE3RZ2tkc9g5b9lluSiUq6K8vAelBVa+T8q2gs8WEKkKCnufYGDQFMmxtRd8oCKwT5t7lU4YZmP9XFiut5G6V2cxv4c9vjmzMfcJj0DLdySpvUpRnuj45g1MDEBzLJUyzu78x2hE+Ry74XF8gUF+g7qaiCZ2YmU+aFBAoNDPm3BhJobLWs1hUNQ8IZ3lBxjmkDE8iqPzk+3Ui8KkV6zCCnnyS3Z96ivzfr627OxmplScEKE1eRrbq8kQ1oYqWxWwaCtH3QpoKzZxVaeMIiTM6z4oMwoePwf264ORqtUHcmzfoP5Vanwm3yyNb7NdTYprszpfJbbtqe76INpL2Z01A7M+iqnCeGDO0enCitMo7PGFYA0abWVIAn+6ap0Bqg5QbLhqkMGntOf7CMaeum5tSUZVnlvV7aQGQaN1Kcf62Qj5zXJkwGl7+kZ1jd/Vgi2GGSO5t7h7NFUktlNMvUqmpRwJVv8+TMkcTpPwtTzrTbwnLXvaPTw9Q5dpXiWlpq4lfZke1ZlOt9KDImwpCE3msHeGTCpR8lDxLCuQKYUxGqbrNeBl65ZpUr5Zupg7hpXGkx9kcs5urvF9xMy/RQUBmqiQITuR10bZKWFMzlsCxr6tp9vhLOB7oNNHVsJj3cVtGESlAzyctYmnMzxMm3SiObCrPGAs3buWva206qm5JKLuB6U5B4LYrzA4OkkfVuz1Uvp0+ryOrV1Ktok5bmx0oX9M7svqGUO7ZKyxFkHbIKTye3GzQeNMospWoGvq0WWNz/idyWJVBYy/BhfiBLgPPJRK7l4jS11aMMxPnwtEJfmmJjcrIaoFXpr3LvptS1On8ZispiQBLdrPd1ZWxbmCfZv4eujWADgdWjTJzue5hAHnfzTINXqdBFJtrTiGBUkHRnlcsGuhWMlOBUVCbkWhBnQ1tVurt4IZjIS6IUN5WetqqbLTlrbiYyal5HT529W0FCRG3SyGy2YrFEipsQfIyX/05S0ZD7ysMGOPQCMtXAlD1KwoCcwmg5zNgwClzyqB3V1PSGweHJGHFfcrgzTqo5XIVuCakWCj3uFwPOY5/xGStMkdvFaWOonJP6qUOlJ7dl/i3ksHXvaN2hqdnU9tbWWIz1n46UH6MvyeeE09HcsOjlgITWCo0iaRXq0l4QqHI8S9PoaNqBNxZxR1GcUU8OuubtVpa+83JTZFQfLG9fQVb8MbeoMPV0Wg6nqPFyuMnB352Yrnzv6HSXdvVG1dWYXLnRUBPyUEzDYolabgbXdJpSw9AYiHxzdktfqWc7MTPLJEUnW3qnxBtyzUSlS1vZVJZN8C4Rmq1TDVrXNHGTtKkx3MlRJr043ujaCTlUdlZJYHMi23qWyGIOk92cX4MJRrey2a4mCskLaya2rfWm2GzVpsnNue3aEjdPuW8cHkvZuXGbqaA92v1IemErnmenMcxya45MzFgsh0mBjeRw8Zt6291eWwmfRsSpECULZoV3x9mz4hFXyik7x22AYmeL/jnBaN7dZJTULUwh+K/3qYlKalj3dk4qhWXfpZ02R/pOLHon0mk9uwhVHTZRTykSrmb0od2oVEj5KYpKNBgtxVGvfsLYeD1fjf9XCkdTkwIUj+o3vBXyWVGFrY6vvE+m2q6tYhuc/dU/a8+qDzJrl0ugLrIrabrtZjCU2Hxm2AcQ/JoZr3XjCuoQeu9oHEAF0hSoTcgIb8Ap4o59dQh/5jogrVALasXuUYSZIqF6zemm7htEVzDQmkEvQZX/KtBOF2nltwPU+YOtJLoou5Tf8/FeFFIJxmCiTKVPlwjWQjmsX3mY2yZVZDP90Gm8fF7F6S/4rrZ6ECErALVqahS2zXTlZw1vLayemKjQ/NZLh1uI6lDxOwNyNfMiGeHiyxSKuUDJkgorv2vtLl2YGeybG8MMICqntmfYjbYFvuQG7nR0e5qxVF1qbmgFH3231FEXZ+8qyCvy32KCzejnefGq+pxVRC1Kq/EtBrKl+0r17TTr2om71omvXslWpVtId76+kFs2lyj7nTztxp2n/K1Ms/Q0QQp6+l3WzmGZQ8jq+5RBy3JLtIs1SCFSjdYttxMOs7ObeRPnnNBNrJIy1kBT102gWi5irf6ffjbNlDMs2yezTR3Y1IzI38vQJ1md1+BndVUKce3prLWcJ7AB2SlI07kTBFTsb9URYNT+Bku8I62vcBWNCmK6SV1zCqLysFXN9//wT33wiff9y3/5E9ffvk6GTu6tzpw6sb8aBoOj0Y6jtZYP13Y9jofrcT1aMqsv+sW/7Bd8+OHFFDfjDZTZgF24ro1CLtUCRUskwBNAf/3bv3UemAWiM0xTedFiAb5p8CmpZ2dsnqScwMyRVVWmD7ppmRjFlhfdeudpX7XVCpsS2HY4w/Of+Fefe/yRh37sk5+8eu3NUyf23/fg3cOAp8+fY4DcpgBrxZYyM7Nly8zxhD+z9b9On7qbMKwt33HXfb/2V35RSadKCRMWMDmLzrAYTfF0L5ImHeFHB4K//m3fuqy2Lg+lGVTiNGMXkrh1SmVON0/NLavr5htpgLKQOJoUlF0OO/l6x+UV1py7+LWEf+ni1dHazz1z/v3ve+xHPvFDxvATD91769bbF65cZsEWFSIDgBM5Z56YYa21sqzqM5jBsGCCP/rlZPTMqXuMWb3v8Q99wUceLwiZFbPcy5xisAi7tRwWcIvkkP7apBBWnm1AUTMxqq8Jx7TFL8C2gdHuQ7YqGW3PwmDCRI01RIzkytTQIU0JDKnDE+hwKPPXgbv88y+9bq0drX322efuufuuz3zm3zzx3nte//xrV9++BghjMdyhZL+wJo6Bs3yW4V8ED1hr3VFhZ/6s9RLodJt100nB5mSUjLnj9H0Hp9/zpb/+V6Rtvt3GsAsihaP84aQ2iELYgDwGOcy5oGC7NLc61W1ZBg05A+PP1U/a9+3iDE03IKUClbl03Kq9lcNdM+DJbJUzSp8+f9FatsxgXq1WP/bJHzl71x2ff+MCs2UGESXvVGWx4b4Xycum5VHsHYjYFXYya60rEx5KF/iHLF4ryUru3t6p06fv+sov/3ikdMqELTOGOcbJtAioXw7TJYraNLXyrDWbnReMeppmM2YQWGSKqbrEmJBUuR06g9HnGzjJ63bvenogTuQosC6VEJyj5fSfTopKorjMbGD9zLkL1vpZ24svX1gfXn/zjdcfOXvGjG9dvvJmcFgq50I4utNgvwJqZfpsndSJvpOdjSK7vgu49DTidQjMh4dvHx5e/z+/62/ddeeDv/UrviybrVfGIX3a4ta5vE3BOfZ0SmizdGoJscQYcnPsFViHwzSFY8IPS76xsHpRKE7rPCk0511O9/QCQ8fpt5zmKksnEAslcD5HzJ42g9//gz82jqObsxFw8+aNJx++96c+86mKcJAMJ6enGznaW2cJXVDG20KFyFvYILBgMDsZFcJYwyjCI7edOX3fV3/Vb32njOE8whxtVqZSdDWvN6oOUa+y6eMQKnH0OmGBnwJDFxMc7evOeXfBKM3oBHF3KT5IDWTiswGB84NSmDR03S5oXfCpkqNAkqzDo1ts7WittSMz37x14+c+93S8UMt1KeVzdycqhDBbCI6ld6U5XsnlKeL4B5ZtIIXizn2WUsjGwJVz9Fy9djlrccV761+uKEayJ004Q020wfEq4jSrCg3dHFBUOvWUZ3gjgDT0N5WQOjuCtfT/vOHm9HtDGUkNjlXy2WzyVBvdRBSL6ubSMi4JhoRyJqhUr46BuKiIBTshCZLDzp8mklkcRxT57eMs9YvgBM0W5ntJwzlxUN1sMBpCDs5u0AgL1HOnHPaDFAUwV6aCNFwxJGmF0NClqUBf49ugAHtQ5S7IJPYGN88bsRahyHs1gCVjz/ng5rNUDkWbJ/kXJs34U95CoW201aOJLnPCB/atY+dfMocLhNxiA9tqvZE8dh5lEChBxlZLUOhsObklgikTRwGI8pp8CfXNWKKQuthvo5GJNU1YoKatFup6blubrL+CXv9JCGzUIhqQgPTlKpPVtVVHVk16q1OU99yURu2b3Axe+8sKHYcOTfXI7En+zlRwvBarClzL4ebILpw8ZFUqI9+NSvwa9YtvrTNcUVWRE6wgWohBUGb1VBnMWuN8Zb7Ev//VX+fq+7//n+8SoJIVGm1Wg5IboAr4Vq+2R8XoTcqh5M28EGYpIY3xTy5l0wyewAs3tDoi6FpSPwoEQDILDM9i8CCRw1wCUxocSbnLWVIvHFz4yJ2ppU0rVcZBVc2taL4WquSIpLVW7FywMj4yEjvHzfIILNepylE0L5zBvQrSmlFCYBs7TIZZpDFIpaiJiMGR8M//+T8j4NGH7rnn3ntfu3IladJins26KLcPG9vDJkVTGH2eUQ/mGacCweozVVILgx+4yDkphnzSEDMZcEu8OUVZ/d69qkiJ+snuWmIJm+fNUkECrjWv2t6erqgVqrciB2INFKti9XWuCv3IMh8erdUDsWLMI8NauNV2KzvOnJxaiXqySB386jrCP8yyYybMAWWnjNDqhTyKv/+hpoPCKW+8cZEGE9YgE40zz3jT/VAO2MLBq1WYoyjVUgqe37Z2nGmmP/zDSoQo/6vBOCuDyBq1k3VR4zljwkXptExaNWW5O0iqgprBjY8KDQIoa12NaGVVaFWI0dr1elyvRxFikSexRgwQEUMWEXxlcekTXm5d9VEmNbH5KkWc7yF4m+4fm44uKxnngKrNz9VhrOY1ILX3k7/sfIOk+SXU2iIyeytTAdb0ZDeia4JTUjDOoGfsUBCttDF1AYuYOS3dqqsrazKFcvV4kG9uPnBVlivMo0+OieNkvwKjhZHXR+Ph0dEo87XCIRCZEaJIyw95fzWs+JEqo6m2gkEWBWMWR5GVUnFdhLV21KZUR2u0St1+LqWTiExIu5gotuWwPNQ736BZiCZAJxOzTNqm5aESfZkEq7FjAraFiZvoEy6+pwZVhfsQgx+Iv+qo0uecAoRpc+OeD4ZlHm3wK6GNTDRbEusEA2GpkCDnHyjODAHyP8m9ioMQvEsOOzQJsJyFTxPiomlVPeJCQCLryvrmnbAzY1grr9MymYzUNuRw7mT9FL2RppI5ttVNPfKwxLR2gW2aghDNRFYqDwtFw8qiNRcYavhSa1uw93SKxknkkpmZgoBFhOQtlZRKLCXFUGoQtGACY+SG82brQkCIFAW0gBrGbFJIOrs7Nfk6i95NdZfvkP4agXhRpi5WFcKUbdv0YhJic4PZnxbx2Nb1VKltGbrgnXkTUCWlZpKrz+uX77PUMomzXi58VzEWtUzDYP86LYq7dqvCI6eV/BRbO6BBugjM6awPAuOMbLI46Au7WYlworiim45lJ7fVI/nTeF3q4mWuyWH9Bu58AW5eyQsE5SDT5W6HoHakCRkDEt5pTOrKh9o6Nf2nDGFbJAmaSOWwba1eHLrA+Qw4l9GpjrBu4DckaILjfJFlf02kOl3i0GHmKFci99EfVjKmXHaZBcox4JzzkojKFLdkzkIHay1hv17YUg7ze0eb+PptzozZRBybqRJTrF8FmxWhXciYilMga0dRouwxBR9NjjybNIoVAZy42H8iNYiKAQ+Jfrh9ofCzQI7hSybE3Y/RhuobJJWoJLNAZexiIMaDKi83wsVSfp5qo0bbJgVCq0LLle2d3Xg3kcPmnHC5CaqX4OwvFHfV7H6vUiggN7C6XORMUqIMEMKkuLJEUi0cH9eyCm8ziTH65M+IRFKXJS0kyYodZ2PjZTHhxigeFDc9BAPnXNa4xqevvImxTYGE3HkhmInB0NtSk5gpQi1BYZQt23B5oaJGQ8Yip3SjJHI4FZjZUA4T+lXOXMlGhp6Xz/Cf1OyHuw4gNKY1p6amYj1rSiR7MqlISoGvU6CqL3mtiX1B4nG0R+v1OI5aqUDmXECwUGyZiYko3kbO1h/SdUuIAupWLShadFllSCwKM5gtkwTygsHMtFupFXwdECs630gAnXNAHVfUIzgfTW3iWwDHAHVdedjE4lIxDZQaZjtr2u5rj03UXJPW4MEkYlMAx4A6avSlQV9kQ6QratBQtLr2K+EQTvNDcHRLUStpC4y/HsfDo9Fy2Hmklikir/uTuAwnhw4uFQbVACbdNAFmWPaFk2P0HC1rMH+sqfGdoCNBHKanvp7CcyjDpJ2imFsNkgoXXV9Yw9cFx3NXHk6/JXeqzk4mKuWwOtOZ8A4y+5Dkq07NsHLNUnIJlyKcVyuVr4GyVOyUuSb1oK+e6cpLU5u3PvK87m8O/yCIJkcLJ4sQCcksQZyY4S+PYa1S3OI7x/pEEhkS/1GP/XENo7PUnHWqe77n+/7f8P3X/OrfkHdHg7lcBd5+F0FgcseZ45nKSMH9d5+sUbHMstUDMyl58+g2taaucFxf6quDU7maFBuHvzoO/dI100eeC6uwrKCy3owsv4MXqyWFE2msu2+67/y6YHgma/j+t2VLoxfEeL1TWqUXMgJxstuAvUSJDAYpFK+TlOkLReRLWNQI029tsPOginv09ttvATh56k4AP/qJH4jZhF/9K/89VHo5VUJB3HyzXAOsnOICINsWCAAuvf52pXeBs/ec6hec1U/89E9Ly+O+QAZ7YjysmwkEQtx4kKEBpO8YjUrLaT9rxxcuXCHga37Ll0WoCi19/MfBUYvf5iDrv+PjvjrbuZx+oTQ3g2rVuYX4aesVhyANpzSq07Za5Irlp1/hiyvusSZ9fsNLEsmqYHBcOa5LWF0tp1Rx1E8s6CSHpSGyk1T232Tkq/bKbyeK7pFzh0+dvvMTP/4DmYX7Fb/i11U7KAEiIHK5Vx8jrIskeXl00qI65sJr13M8AIAH7j2TPWdg5T0T8hNzhyh0LWn3QduioNmYYeRAmTosJGPgkM62NBKEaQXClW9zkH3wFcg40amRlMbTfQEupptb2bcMSzWko7pEvsa7duo+d/o7yKAYRDd/U0dxXd3GX1el2s0RhVQcNY+2XYFDVFA0QEVFFv1kCQ/L+VK26aoGUB0YZYaDRWAAuH7tLQ13+vSdAD75yR/Oyn/Jl/xaVVq3JUnGOeCqLtES0ZTJsQ+RCQKAV69cK4dk9al//TNN/Q0ZyKXLJgwGvuALPxYDYJJRZegwhOFnR7gGPQuz6XSw2swsQ0u51joJGFcGO3wNsLsRP11DauZqledfs1ZGnk9AOC1twe7soFi34O3IjYd+4lRcqKRlkIPeLuNjfjNaRnIQMmaWiI4i0lq7bnBHYh/ydtfS9euZTL7HffmJn/iRDPKLv/hX9w8kkTaaEg/OxLK8Y6aBrfTSdZ9lc5iMSBII70RolQGtF8tKp+Qw960qTJCjzWQ+F6o0o8q5OduTVu9TaWsJlJpLRLXae6pTopa0MNgsbxTjfM37WOLMkJ4aiclKHDWtmPQr1N26hFpIhG9dqBGQ7OgDh/LuYCOHC4STNqUscPPwOsAHe7nXN90z16+/kdaIM2fucl//xb/4hAb9Zb/8V+nK55MTS44iYeMlrM6JpYYQJp0QxI+F71viFx5qv72y469ajAB9N2MguwWPQg4nbIGa3aIQcOmSZkUsIbzOyeuylJnZ+CjwW4Xeqd+T9VQzWP7IQKdzCGcYicX7EK3qSiTXWBexS78zgAoTpWxm8ksVTJ6QzArrHpB//h993e/9e9/1XViPN/mGy2gLZE3tyrdr197QoEEm/+X/92MJDsIv+aW/soFfINwf3cde3VhLAGNVC/g68HjfLlT4Us2Xm6LksbANmvPmzVtE0a0pu9GQWa0M+Qvz/Hj2LZDE1d9IfL1J+heVOTZRAklmPcS4i1TqMyorDV2e64l+qlITlOQE4YgjHBgGgFaLolZhQKoku+BJpM5H8rSNTdVgWhEHbLmvDAD33vteX6mhFIOQlXMJAThJJ0+d2r927daNo6v6QNfJ/Tumxa+arl17Q+ffITIJxk/+yx+HxG/cs1/8S/S9/VGJhC/RNjLY3zta1+8inkSq3So6WSlFmotlVgEAV9++uRpM4uWn3vHeajBmfzDkK1amtC6HoVsJhX3OIQMvVed+UBzI6BDohSlpQmaXa9ClTYg/NyRISWCBQVjfsz+7lYGw/MfEkYWVAIVjToE3RGWLto5B0bDsrs1cgPAKPaBLWkvOlLpXqxkz9PUB+2oBIhzwAQMDGQbf4LdvHMbZ4MH+Hap72riKdPXqG/rnHXfcpev8qZ/8pM79wi/6Eoim8SkYIyKCs4QpZ6SpfEpIbn0tc8njD/obWI+jUYYwyHJ4YK1JBylCVpg4U2CkNa1Kmf1qTCJ7XOXNUmblKP09+cbg7aRNknZYqhIYssRmses1dxs3yZXYAMI+NYiudUXjQzcQjMy3ivNErcmDhEUUmTGIwvjaa6+cPfuYITMXTOAIIO7RsBoBHB15s3wKp0dYAwvgBm7dPLwa5vcn9++c7syJp5lMArjzzrvD95/+Vz+R5X7hF32x/rlqTDvgH1L60/8xNeAc0k0X9Fw9kSXKH060eQaMK7LawhblcGsXM+m4wmTnyMUSkJpRqfKJsHTXX51IVp6o0FjJwexlQTuKyjgKFOsCciGwKkLQK9ryVNBqQyjypZb8Ek1R08bM/oqpakPrye0TALC3Ystrj9euAALsSewzwBgA3ERiIQEcZDI5VWcl7623Xtc/77zzHv3zp//Vv9A/V1Ec6maifDg7TXPoCMxkTDOWoeQQHRIxn+35Yh6ycwwLsarTE0M9SqhKCVRCoIVvY02gvDag9ZqcWKnif66SxwjiGOiSc/JQGzf8t3zBEAihnBgC1WuBJU2Ntod5YujXUMoYM2XNI6wFhhCMzF5QYszaz0DtEJ4e4BSDDYjBN3ED4JuHbwZ0B3vvKSpblqZlcgX2m5HKGVNddVJwbpukhOlzO34jCGbZvEvkI/yWxk3XLIxYoUGxkQ5aBAegx74tprQp48l8SwUqU8vTqo/DtoqshEwLGXDLTGGpSUVaYqSNZMtHKBpFVXNWYvM0ChWYSUjO/JvpfgsjFu5GbZtO41zuNQHjuILM2g5wytDIDCK8zTcB3Dx6M4pr4bX2p0DGm2+9rnlqZZlkx8vEaxyyR6EvuALn2dZNJ+YCnGGElF+TV5WMdhvPPFBKctXwl2BhLpezP5eMlBSPMawdJNU9WtpKc5IK3NyeXE7G0ZtJLQzw9ijxEVUI02dTnHvkodWkOumQRNgRuiusE+om+mfCTlON0QLLINZSW7PFIe0No6WRyAA8Hu05VAycpANg8IumhBv2+k3xWrk2jSwp6kkr13Yi58e1t8Z08xIz3EVeM4ZOY07tRqnnfZQHwPQ0aFoUM+S5Ay7+T0MTkTZ7OUzRhpK2TVNFxsK3uSp6JTDKnezSTOqKQY+oAFJRcmsMFIPUik71Al/1LKWd0u/VOEUIIc60OjCemoQq3SD/EGABQ+4GaDJuVQUADWu3Ncgykx10j5+kk6H6G3zz5uFbmhYnk53DrsFWnuv8LiHe+GS/xj9aO45rYEqoaxRlWyE0QHEMvxCEVAmmz1pjJwKulGVTc+RKvNGG5Sm2ujIjmFA5sxI4kyudwuGfxCyWMel8nQpalBhq0SpIbLRwEbboRNaCp8Uv7fKZM0wKlRpFb5vdP6wrZsCoKtjKXY2WmWD8zgCzNmRgh/zdU8BJOrDSRW5jQLr4scBrXaFUOLHDpuwis+U0HObC2cx2vT5ar49khX8Rd7aBOR5mqwIlOSKp3k2arJE5Zadm23dk2hKMXP50hCPj1o6zxTVz3K45+yeKQCqJvmui7cslL0OXEhB8zKn4nBg5ThDnhUIV87EsHXS14XCjv6EmrZudLFoCwzKICZZFBMHqijnrXNK4hwXhrSh8gJNERDBk6Pp4FcDNukDWKV/JMRTNc4zQd6jNnABmO47r0Y76obXWju5u9aP1eg22lnJN3hNvbEO0EDRYMv4zV6pqJefiT7NpWpM1l1GiJFAOW6OIG99nyMqVDkJvJSt7+s04ITc52ZP2b9Kp7HZJyVwv5SYdtckqzc2llxb3vnsgq7JoHYsLxmytZVcucaZd8nfEWR/AgCVmwDJbik60BRvZ+uMwWBgJ16XBeGIwTg2nA/q3+TqcQArUwYk7SpJXQLLvW/WClEsnw27lZxzX6/FwvV7rLGtHJ37r8Wgc18zZhrKZ3utLBXf2lsq1THddi5JmnErg1Cd9lnyqzgJm3hzO4WzaEuYEJriHzPKa7HjTfjLbCkkPihwwDDbDCYfafRPoytf2tQGITwBm63Zyz2tzZ6HEndD7B7SBlx/WO6ZGyFMB7vBCKRlGT1885ydCz5ZoL+vb0+YM+z0rdH19DcDNW1c1qU4mV1wbEvfQsnuTeZK1Xh8dHh2N45G1a8uJJXSneK0dVZkpE7NF2kw88nBAd6lm9VR/nAybf8LxR7EGlpXuImtjiFItps6oML3sfiFisAkmJrCdQsFMWd+ytLi8tKfyKw3SptnsY7wx0tnTUb6Umw6yD6pxCN0j2BY9lHpcGDa8KjO17vBKVG3FIzATW3srdIscjeCAPVhIAl8f/Xl8J5OrWqM87tHacb3OpPDmzRs3bt4Yx0OGza2kaj9RXE9MMrJvtdIhbS2rGeb508WpdGnOKBYhwk83SUhiQAXKalw1V/fzaRvZc7XX8r3RisYpimHIZ5m1pOo1/mLF3/5BWGksry/RLielz+snCoiR0MdpCLE6sAS5xziq3xJ36vJ786dUSkKhNpTe3KpV83AAmcnyCBCIh2Eo6z09nArfr49vr6yN8RUW6+f+XY/juF7r1/0QcLg+svbIsoW8F6TWeuJAbgOmKocli3fOIWdiLwLLrTluVrXzN4r8ilZx0JLX3g7abZiWQnXbT9ZslWRw+iwYsZAfQ3WV9sUrLZwyEtYMbMOCg3IilFxktEVlGAWfUZHmWKzmsKi4YBExjzqwLBm43d3wT1XNEGB9jN3KFgZmhvUXEfC4tvFVOoZKWk8Pp1ajXYc3sFpr1+N6Pa7HcZR/Rz87lzfyMFsmS2Zq4VTiYaN/CWnW4aoX8rhN0ZlV8xXxqXULVHozn+cgbvXOa1YVqr9xjasguZCummIvSF+Ymgos+TbvMSgLnIcINUa9UOGXBCjcwU8JRKhTLawywn4qL7Jq3SE96lTU3tAQ8ZGL66TaoXUpoUwGOYWJIEkt2nw7SWfhrKB8iEpdlWoFZSRDWJUFBYPdq46DxlmZuAF7dfPmDRteg8w82tHacRzHtV2Pox2tCCEQRTHvuFpi1+sN/Vl0C+ePigfVKpvjUIifgnAdQVk1aaHYipz4MGtvtD7IxXYSmJduMqf+MqWv5uriBDDstVDKLm9TGayO55tCXya0pfa2ToQAc/4NIlXzyc0BKeibtszXCsPZzaCrXYDXXx3OzhFVppF83yU7GINOEblWi6jEAK2tJUMEgh1Xb117i2ODjdvDJiXhNmBnbFw2q9Wc5KagRlIyxrEFmT2cQOKd/mLS1SqS6PSKzFbgUTgxPa3qSxqwIrlNPBU6aldhpHA1bRi6Xc8CQ2g0RSPlCdEyaaLzvs/poTjA9ZT2QDpbZM5q85hSJRyWfVnpFdc0rwaMFLBhCpG5RfoG6RBocbgoBG8okeacqJBJ3k8PXCqLDyQHDoDV2zevy3SUBjLDsBqMgdRYU4Ca06dSstwyDZn9FfIXGBMdBerT/F7jdVaxnVnrxNpltlS5SnEAExqjipxDN4R9JQKaxjPKzvJcRGVeWRNrDEUcJyTSw6OFrL6ukoKK4ZELiwGQj4sq/RGY2pcutnNYETEjyJVlJrGUvglBf1WMRyAzvGxcjUn0xVbGDMYYQ8aYIcywrR2ttf7lqwU+X98cu2TLvIvT0oLHDb8p+pYWivUny2KdWKfIT5RahJvGX9MAKaLANNm0N1sLzpSnZ1Kq2mmBmTCNcrKfoIxYSmSYbMrWGIkSyT8pOVqw651iEY7MBmXk38dBUooIVqaABDUrku0vzcaKgXN+KTOvBjMMw2pvWA3DCmAfmLF2Pa6NIZOch0/RzKfGxKxF28+T1NR3CqD8mcdrKl0TxTYV4KYFmKei9JLqkMFMeZGpOSLEgROVO6bweoOk9LNCk8pZj77JaAzuXcXmMiA7z8MLSxOAYn6jN+b45igNU3GqiAKwfqZuOIp3D9Q6uuKNBDZY7e/t7632jSGCWdu1C8sAGMxARkdiQs3OThMZEAxQkdIQAwpHm9/9aVa0UHRkFb7J6al/NwHO2TgVdZUBkToVVVKynDhSGVARlCdCeH2oBFmqykL+xFfMN6lo9kXs4PDQrZyFbOWCQu/OKSIYeTOyCsXoRUNNldl17HFVnhR+Q+RO7VnJS0wjoL18wcm+K1cn9k+c2D+w1o525JHHcRztaMywGobWcjwBRGTIkLeU+W0Xeoy7Z13zKVFCS+A7DdeEaKEYTFQcs7rObfyqd8uEtQJqg1khty2BFdMoe1GivQq8HJQ8I0YkgjuV2JrURLVaqTosD/gnYCq2oh7aeI9uKFvs/M4ah0o1OWykikX8OH5vzq/dO3DU4Qq3WmFc8BTyEvEwF80mzgE1AStjzGCMs1lEMIYM02DMalhZHlvjSTBERkSxsIQBCggT0NnEdS6eUOi9AtOyHC3MPQREVpcj3DGD66Rp/pmg5/u++7uigaqBTZNHkz8hZo6BX/Obf1sDR3hascn+ZyEnFf4Sp49AetU9t7sJBg7/BYx33/2gR+bVRrC1C66cIZD1d8RZQN41Q1CVedHj7PJv1eaGRuUQrRH9ISbRxYSiIFPwIMSBZIBXv+HLv85TWWtLo31Ts8SgEa+99Yzq0bYo1CottjlJjKoCOUFtouQ0gqZcEQKLlLvP6zXVd1PoCqsbsZr0hGVbnZVavviSLoUkgpD+o1V3wEnlhZXcko28lwMjNQZUuKweTK3WEBFH0UjS0dGRPbGPxBpPny8s6xJ32pmnGBMNUy5LMvpUTiobtlYR60YmAQ7RVUWFrDn6uSeBsLr6+WfDPjzZ5kNZG4JeE0+ByJBYWNljLxUIEazI6dJVGjK3/aV3kGRkFaQaPF3Nn6lW9WedyyqMNZFmFHWSTQDwfX/v7yTSJFG+IGluW26gU9NnGUxJWI8Qo5LB+SEiy7DgT3zfP/zVv/m3KcZWf7M+bYlPSnz8ni4uh5W3UroayVkQD/35z1+4/+wjQOwGW97rViErdWcT5aGepuow6QTVZ2hSruUlE1f5RiAYb2WlGXEzAGMVbDAAeT+rBeJLkiErFakaIhVzDn/5133xlwZSfvpnf/z1a2/1djsXX6qtzSxIVqJuk6bfB1yrNdZSH6IWoV32toWDAeDwxutvXH/7YG+P/L0LsGHtTrTCe+648/NX3wx6L5R2jDkABNrb3z88vBWywtA58JH5vvvOvvbaJQFggUoueOHwTf1lzAhTmUnZ347OaCDp1+YKaUt9JE4SU7LWHKBmJlP5eoQ+thjwu8m1KBZtZ52+WmnpVd62VWpWToIAv+FXfFksnabnnvtZgJ977md0M/X4d6UZWI5jQenzGYOUMmxSV7tk1G7zwqXVH6Psn8JkNKodLQOwlpm9UK0MmYGsxehPz2A9Wk8dJUTFX4RxtCtDFpzsn9R3NJS+djgPUMqhIjliWi4R0JLczK9nioHuSQ3Jmye6HGjWCP2ZrUgqwatKqMsYS5MI3e7sbkMiWv36L/n4bJuee/5n5cu/mQVO2pRO3OtzrM6OVWji32USHjb8B1QdtTV+1B9l9pxKKDc8zTbfWltDxCoqPTJbi9ECgDEghmULglvBNQAz3HkzY2AIBPJQ7vWV7jIj58BJjxnS951HTbmRWJXtLdKyIW5TojznCZTWOe2epCAPIoKTxAS2cpIiPznwjWYiUiLq1Tx1xIrYG1D4qRytgoAVgAtS20nsZfRNzOUGLLNIaHUVpKWnNkOoIg5xhhyyxbPsbrE2REQ8WpEa8ntFnOljH7phtn7YiTDIm/HCuu3RyMaQ8VS4dxrB328pg1OxhlGhE8BleGWqB4tmEVCc951MuROsx1p7fVOyxH6PtPz0nqDrhbJBLU3ZetWqQk0UQrZdoQcplZ6DKN5PWDk2MJlCfRdefbXyFMTAr//iX7MEZQ3NEkdkN8BpR4azmzIurVlp7Wmopim4keEMwZCRNfEYBWW5otkQRrZuXcgCIzP8ObU4p3BLAuwCrQQrBBDBEJhh2R9PEzrc6QS1+yO6f/o1g+pbs4s5G7agtmbKpT0kVitcAp4z5jSqQMiJ1R2PPfqknoRFlztQFrZrFmCu186drxqqIKBJx/Ql8W/BBAon66d6+MKFV5vmh8HADXF2PvLBL8jyP9pLlr/PqqUDKrNml2qTrGkmARJVmYtiJn6lLOkf0+JXIGpQFa9IXjOP4MGFA5S/LdWyhZsy+ti027oEgK07ZE0ARvD+EFcoSLZsBKlzh3OM36mf9Vz6U88iw8IRaZoqjaYsNxj0JWxKrvq6HQ29WZ37AfHsgnnhhaeJ8MijTwpWdakSR9ggiAq9q5ufePyjrsizz/4skrGnrNZ6SxRT63Ui94CB1YWLr4Tie3c+CvBbb76oT0vFy3qIXr540cIC+MD7ftne3mpvf+/g4ORdB8lNMxsnLj21XB5iTnyYmZMqcLmmXHUhOOvUuix5vE2vckouawVijvu2N6ziK2nDYgQBHIIAYroAMt64MWDc2THQwZ5ZWzsYtU7FsOTjOExMtmxgQbaoef0KnXrTkpdV1LIRs2sDO5GiBmThZlZ59WUrcOB7C2sIDLz04mcfefRJhD02ETcF/DkW5Y+65YP3v/+jAJ079ylVsVrWUihY81yw65W2M4DVG28PH/0Fv+jW4a1bN26uxyM72jvufOz61ZcjLgazvfPORz/z7E8+/tgv9o3k8fBwPDy8df3atdeUlSLguWf/9eEtC4CM+fwbr/yu3/G7Uw5sJU7A2rBc8ewoZiRlk12WNX0aNHyJfJLaBL42CBXYypNQsR6+/WG4Ya3TCEacyXDumkBE1kkXeTmFW/czRMQwhIHo5sh7BoPxZFnAMBPJ2q5hAHbMdFMMz8gXDn8mJnbBQsrCcdJSmYNOTJnaelfD8PTqfKWAw+kUzgC88OLTAD326JMaizqHHJpTSHXc2kAAP/GBjxBw7tync8mleNFuVSNVOBQgYHX3vfe8+sqLq9UKwJ133P38c/8GRmld5zeTefOtFz/+a3/7Cy+97DAcrcdU7gHguWd+6vDII/78G6/e854H777zge/7/n+WE5KTAQBf8zu+qvq8mmqjqGZFaf48xkRUXWxtAQ2OTxsqeVqZVHNpZQjad/VuWZy9jCOvjC9r5X0fBB/EMwQijJb3h+Q8Aak7SjI/ISdGCXxjwHLlpt7BLK6nEl23pszh9rKkGhKorDMIyu4JEQndQkW957M0SskXXvwsGI889iGRh7xsuJ4qWYSFk9egleiJJz4C4Llzn66uQrdoqo04r95681VXryF6/bUX4bxUkGgQQEbj5z7946La4gZwMH/sC37ND/yzf3B4xIAZBly58tKZ02fvOH32cF03gFqfnViZVy+c6+nEubRAR7aKa7maIKiqyKWfkM0aZ3HEPXL+b6LwLftt/oZA8hPg8CKtQd4/ZKVuQwTQ/sqzZwjQBlax4ioNlddMJiZQ6+5UhWuTV5+V5bYvv60nINFJtkRXWbXybIrX3fOj9TVm7O+dloc+zvPC858F8NhjT1L+hnQfhGMAQRodtarxIe99TzwF0HPnPx38gDaxzbR64Tl5c1re+PTElUYtCuHO9+wf3uKXXvz7AK689uKZUw8AOH3qrFyskTjGWeGDveHVC+cA/JE/+J/9lb/27WFPSOdu7zSFWjYUZi4wpCq3UlPllxJF4fxaVfqbknv3dY/oxsgrF2uRfY5WQTpxsjILG8IFXixFgMORB8J6ZP+GcuXWMDBarC3D7WyMs85UYxJ0WLTWGxNdnXDS5JBkmXO8WzvaOm8MCYfr6wD2V6dDQxxbv/D8Z4j40Uc+ktISRJDZbbP1YbJa7SAAjz/+pMt87vxn67RoCfIAEWjFITSXSlpLAplxx5m9cSQAh4e48vpLDJw+ef/pU2f1kZiIQXWs+3Fyb3j1wnkA3/CH/mjIktezQZ2gCV0ykbj2c4EoNpbBKqI4LX4RXZwjlsQUBrBIA8ECI3y0w43XIOPvRO5oZMsgQjhDRiGQx1gz9g2YMRgi2UPM8MfACRgMbP6+81wOowwywqS5SnJ1Jkfx4M7cOfOIpjoQuo5w30sKV15mWEUCHK6vn1idZngOC7tJX3zp04888mGBDb6xnwE435qleic+7HUayN9R44fq8SeeBHD+3GdSelpW3KeVDXeipQ3LpPHM6X3Lg3ty6cqLYD44uA/AqZP3sxhNwa2DT/6f4Lgc7A2vXDj/TX/0m7IaV6sBJnBBYg/zAW62SpeYkkP2PT2BJJGf4h2LTW8pdlsuiilgu+aRYYkMwRgSdpBXMDBG6wPvqwF+u4xobIiMuc0yDKxH77S60kamEdby6M+hwxfLvJSknxC6ohZGitmVNpGY5lnISqoCTgw+F7OB7DJGALg1Xh/YDMNJ/5S82/LSS58Zwe97+CN+fEhXQ/lXBhC4NW6oDzcqPfH+DwN47vynuxrq3lmfqyAGwHfesT+OQ2jC659/iRkn9u9h4GD/ngAH39Xp4LE896XBhIPV6tWL5wD6U3/8vyplZLUyqeqQHk1sYoWBA6fU5CQPl7DQPS+mDlLchpZERXKrGAprOBveu7nmvT0eLUZyURayjNFiCHvoGRa489RZBq8Gcpt8rWV3rCWcLrh67VWIFncDYWWtgcJ8Kd75jLRfgwnzoKTg4k/5t26B4qiQetpKoZ9ymOA6TowYp6wTvrWWlsfxBgMrc5KZ9Nsxnn/p0wDe9+hHqSBaVh2DiEbDGYxhMD8uTPW4i9yc/zRaGl+erQC+6z0njg5NAkV44w03imyG9wDY27s74EqXWVDUkb3LjQ/29l69eA7An/qmP9mcLhS7q7lkesXROcuU0sjyTNyirCOa3JPQDoDDlDuTqEBnM2Wy22ECDGH/4G5XyMBvkzGyP9ghuHr1ksUI4Gj0zEmg0cpBValLHyyzrC5JIvdCdx7kiey+qukSZxSCv1WMXl2jkc4v83oeZmLJsQMWzDamSBjHG8acCCChu55/8dMDzCOPPqXYKXCA10nqTzJzMeqJ+/v4+7+AiM4/+3Np9UlanT516ugI19++6PUs3ekDP+Y9Cjwzl+RMOXPKZ9E0wp2fPLm/98rFcwT8qW/6k5UOyUav6KxydLn6VMPnjMRol0qEKhO/BC5Rqb5UYT6aqQvIJ8s44fwPNUtwNx4IABvjW0Pw07UwwXEbRw3hbfZrEgAINPhIT3RDAbgX97jiavgKYSCAaxfvOdpm2leWaoGTWOAgatyiqUyistsCWtGgsPaWJd4z+2kVDOClF58G3D6bqL3i/AQF3zjPP0qqe+b9l8ff/1Ennuef/ZRXbYqS1asvfyYl9o2U8hleq7Fs/Pb59fob/8gf21+t1mvZVeO29odNkcFnHdXWFwPKm1hU0RjcrKtzmUdNFNWYN5Mu2y9+efky5UqICNZ66dLnc8cwuSIwY9DlybfCBDZkQKayQV07f9VyXKLI21McciHIWmG8dTBtDdV6I3Mdlxou5IMRAr+7SQU9R3wIwGA/PAlG/8UXP/PYox8JDznz2JwbUrsWCt4eyFqSbPZ5/P0fhVtdVCHn1QMPftDpVH3COtVGCebMKBJweHQUsjU5r7/+/ENn3/93v/vvZ21Wi6GxyM0jt8wPQ7S3Gqh6w2SloXX2XiRO80WWAS2AKyEHMm+8eUHkxyd/LFAYcWXw+TcvcBRSn0iuZyCCITMyux3bTqTdIj4xYGlkC2BIpK7J6cIPvstYdd7k/R9OyVYgGn5qu9PSxYEWZwRjmJhErjCJ9x3UsVsAoLU+zxBa/cJLnwLwvkc/Ju3Xpk+8CAqr55FA9vBxOhLa8fj73UL/p1x/rq5eezsxXsh/heNT6m5m2fugbkPxASU5buoeXr916MlMyIjifvrgxMXLzwFkrWXLzGyMIWAYYAaiZocnBG6SdqVWt0aamWfLuOeRx15/+cXA7G4fBZN6rZFbwXd3TxKczmWO8mHMwO7VXHIJJ7O/9B0Ag23+HnFvzjgZe/U+N0KyeTuVL6/rtXkUHFJkzmn1xeowd95531zZMk25piG0Eae6AADrTCLtBxQh7/kXfw7A+973Ua1VkvXT+N1/y6onTRUDwONPfBTAc+c/ZZhYJw/mZxqyYCmTCVcvxzEHE5iYRdJYZE78WJYfbqVF3ijAAPOZgxMXLz/3DX/oGweDlTGuAmvt4dF6PY7zo/ZOJpaPfrIJiuDOhc+ZMwcgIkNk/OkjY4iMMXK33TCYlaGVMXvu+nSniMPVd4YIdGTj2dORMTKOLA4t1rKAgeiUJr5Nqi9lyoDwN/KWf4lDxa7FR6SZTvdULiCJLipnDOv1mtn2LDh2WNSKcg+TI0NEWFvc0uhkiPD88596/oVP+7sq3OlpI/JCCV7KsFOBT3rv8fd/1F9v8at+wSP33nP/ygzjkX+H6CjvLfyeT342Ni5bDwxNZr3lHEAI46qHFF3Z0wcHFy8/93t/9x8N2MJBcgaYebS2efPcO5NaQ1uwV98kiPUfVu4b4fDWrcgs6tQoE1YEIhrkzIJndkNjtIL+uidmGJB7/ZYVM+gUaPyeU8Txq0p6ehfkkFX4IdqwHoMnUNm8rw4EAHjrrdcYOH3ywVnMdfNXUBU3EMiuAlKeqePTI3tjzxwkPC2VPP/8pwE89r6PJPXJrE83TY6TxXetKejoY66+8ks+9My5c5/4mZeAF4sWQQ4l626GGDjfmdFDkoKRautJ0qufpw8OLlx+7hv+4B+VOQwDWK/dAjIMUaKZ62nK2dhRWmbZSps4MXXxydYyGDdv3tzbO2EAY8hadqsLzvE/dXBgiEYGW2t5tKMdnKtpGeDBm0EYwnpcD6s9J4SGKX3dsidtbFxZpg0OZTnyLN8IE373yWFAPgUbzy+CgFcuXtB0dAx/AdUolhlG6xWaXdubBDLDqlrXC89/2suhws/pV3YHFSl8j7XpadnqH/340zJhF4GoKHdOytmowNU8Qv4EN8hhlKaTF7/z//Hv+kb4AMxqtHY9jqHm1WowRDGUmqZsNTJxlSZTKEaVZ+FxpdlFqQb+dgVUhZxk0xtv8d7enc7YDQPYXaDmTKLFSGwIa4AIg8QR9hSxzikacP3EwV1y2iknkpkP3z5UlGq7WBKXCcs8L0+2L8G2RGaT1JLDvBmUVtMhvsqeAcB6fUh0YjVUIF94/mkAjz32VL1q/z0aXZYHcWMmAW6xPgpRIYJp8xLpUhWygkkehowzBwcXLp+/ehXf8PXf2MIfU8LKE/SgsjSU8n7uSQDQflQGNZldH/JaBbkoVmEayTKfGKKr6VK4lgLBN1GaI3wJY4w4J2SSIKorI6fsadg7MYTXKAtlNfefdCXSvkleTqxkqeCq7Z9/mIgrT15jmY3oXKpskyz22oyjHQYqWs0AvfD8ZwA88tiHhMwETMaSNMlquQlgrDgucyTvjMvI/8vf9LVvvfSj95w6vPjWUz/x8mvf8+OfAvyuqLyIZkwiMM6cPLhw6fw3/KFv1Hit5cP1OuuOcRytbP/x0aBJvRWlJruApMIkiaYoM3NFMieKU/qKGxq3gyVGZlOYeD8Tk3ZGk0apcACAj+YQsbuOLcwD3JqVW4JlJZwuy4u1iHIxYYvujDQuO9ykm5noCJS+a0cipW5aqcOqAajc1+Sab8HumojqQgsBcDMj6eRxZICHygEwAvilF58B8MgjH1SNlvd8hv993+oZKED+3tGWKYss94f+5++S75cyWJXyDcBnDg4uXDp/7Sq+/j/5I9ZaHWghgG0KjejdWmuP1uPeCsaYqZ6W/q1s85+wXzqzxR2TotilzStSO5Vc/kD0xtXLRBgII4MZZPwbDpg5vPeD/AlDH6geOb5v1h2wGEDXrl5iZ0VBa9nS5qaXRs9IKr0WCY/hcv+ldtyvLQ3BZsZS3Q4ooRD0nNQmZwRySeyPnuFwnDPJWg0nt1mT+AwMJib4S3kAYBwtkZEXzgd96fe1vfzSs8z8yCNPJQRqHvA4DRCj0qvTB/uBlZMULfpkn1WHEgBw+DYuXDr/B37/H7aW2fIIC79wHBvhm5J2plPgli2zbFUvvYCZByqjPXWYZ4ay9qqkTZTPuXoG68rw/t33X7ty0b0Qy4LJhqEkSzpaAYhf5nlO4jfEhjEejdZljQr/2sKCrcWpk6fuvfeMqlz2A4DD0qKQyemXmhy1+4GLs2lJIvQE4ir1iuqdU9GqrEAbFUXSRIrfwAwOF/REUaI4ntbCFBbRR/+ZX3rpMw8//GQ0C2L7mNldXmlhRX4JwOr1N98MdHS7DFm3ibuTPiHw/om7/ubf/r/KAqrtuPuue45GG8g1xuwNgyG/9KVr2DAttEhNDIuL5/Ia9Wwbk2U+derEzYGYeXD7WxiWPUe4XtGLNwS1fOYkkADCaHlwXmmmb8gfqzjYP6GIikuGcl+CboXyUyOa0vfI8nS1GWsoyKxAE9M04HxRFCygT8KTZ1Emfy2yiifGwyTJ3NFaMOzgZTGJaDLj5Zc/C+Dh9z6VEEDR9yIO32l1Yv8E3CuJrR4oRHzJQ78nJtfvFl/0sS88cWL/xP7q1MGJO86cuvOO09/xv33HN379NzDtHx0dHR3dOjo8vHV0uD46/Af/5B9KUT51cPLilef2RKsYMq5VZMgYI/fQ1TqynhS1WSoOBfbhQSVQs6h402zXDTQzTp3af4PATG7T9mjT0XAbaOIsn/x9M8xj2D7q3qtg4pk3/aYFH54jADza8BbXVMwSs4cWT+e+qZdWSjhEVHKuyygvV0uFGGpHoBmeScUtN5cMtYcrS/qFKzpaE93xFNdoLeSwtStHCvTlV56GwaMPP8WR8kh9+LLyaFm3L9/lrduT9rtv36/7kl915o5Td5w+ffLkiVMnDw5OnMBwkoE7737AeZ7Xrl19+/q1n/2pTz788HuDn3/12qWr1/ANf/Ab//Jf/TYAIBoGY4jWo2Vgj0ylh+v+R9mhCi5r9awY1z2tTlHkyrcZyJRjiK9fexuyzg5/sS9nYI6PDAHkV1Yt4n7bFZlDcfJjNSkHrcgd/E1WgzRNqeQ0LRVS91igU+HpVZ2bpBpHJEOfAWxcWXRNKWETBtaW9wxlXR2094svPw3GI488pTRIIIoBrE4cnHQXjLH1a7ePPva4teNP/uSPPvjgE2o9PZhoCs4vgK/6st98+syZM2fu2Nvbd4O+OnGwv39ytXcCwKkzp28d3nz72rWbt65feP2Vx973xPd93z82ZjjY37t45fk/+y1/bRzX7vLaB9774f29/bUdCbjjzBm7Xu/t763XayIahmFcr8n42zb39/ZvHt5yU0YAq7299dGRGYy7q/PE/v6tW4fDMFg7Epn9/f3Dw8NhGMZxJIIxw2jHvdVqvR4d5vV6TcaAeb1eD8NwtF4bceFWe3tHR0fGDK5n9vf3j44O488T+4e3DofBuDvpP3H0+cObN81grJu4rwY7jq7T7XoNQ3aUq0QJq9XeOI5kiC2DsNrbt+sjMgOzXY986+bN/YP7WI86MMgL6AyYTDiP62GszAyNSO3bh6/ef++jbgbOluWubufPWMvYWw2H/PbLD7yXow1MTUS/B6D1A5UiOFlkyzSxVhG9yHQ6TmKQ6lQq4WL5N63BefRhKuvQHI3+EHZ2zCKge/Glpx979KmIQ9W9Ojw83Bv85rWnnvzoaNe/6Td+5bd+55+/775H1+u1msvFjTZOAr/4Yx977weeeu9Dj5w6fSeAt6+/9fobVw4OTt2xd7ACjo5uAVgf3TowwzMvv/DG9Tf39va+93u/B8DB/v7FK8//iT/2565dfQvAX/3r37q29q233trbW62MMca8futmjdRmykAKFzbN6dWFSzQm4/PXL1Wetm7KTDyxZIT3COPNFeSGtaB59Qldtn51IbiSA3kBWgMY2RW/fvMWhUpSwphx8/Do4CTefuvqo1/6tS98/3dlAMj7fmokKjM3gDKnqcn0O0h198iT4hwJkls+Kq6OQAo2fwYJlLTAe98SUAHLRY6hoQxY5rXlvbCMEYAB+ItP8cjDT0X3ipmBFSwfWa9Y/83P/WsAn/r0z7l5qlTvaSeQvJyRv+jDH7n3wYfuOnOHMcPh0c2rb37+2ttX77jzrrNnH9rbWx0dHh2cPAngzddff+bFZ5n5n/7TfwrgYH//0pXn/sAf/3OuJ/7aX//WS6+98E3/+f8EuC2RxhjjwjGxn1JnbaKnOX82BT+Jz8F4qB62+URFAp0MIgy68lUIDKUwwyj7J3KoNzqPxp+Fd5JGDD60yXH78HHi6i7FGESIdXsN4ATEWijfSBtD3QnKnEy+VyyC6IfZRrYqrrn+7ZDctgwm1CnwIlvvoJRHMj/IaGHf76ElpFvDAPhoXO+t8lNRkInEyy9+1oIfffRJFp9hBSLUGxG61EeCnS/6gcce3d9bnTjYe8977j44efJoPHrztQt333HmwccfP3nqPaNdG8Zqf3994xaAp89/ZrW3/33f+49BdLC/f/HKc//lf/HnHdK/+b9/56XXXvgT3/TnXO3GGGMonB+viF7JtEVXVjq5PRvI4FuqNEwvplihFOuow0ouUpfqkpMaimSotQHZ/gtmJJdlyxVPpHbDsAyYgV+pN4E0cuT7baVwkky1kFPZSNHlmLgStEwsE6OkDxKvMM3aIkXm1DhjVCN9npat1K5CWDmo+isiGOyj32JC3gE6XB8ZYLXaCzTGQmCAX3jxMwRyK4rVzalc/UvAr/2SX3LPXXfdecedZ86cISLwjWHE+x48c8cd7zk4OAUcgWDXR2/fuPHJn/4ZAC+8+NzTn/kcEZ3Y37945bk//d99m0P4nX/pL1567fn/4b/9ttjExomJiqhMGzJq5xcZVH9cxxu83EwJ/Ni1i6S7ivXk2xf15kimddFJSY0kGCPjzbcuhla7L5Z11MzflRbEDPH1TDHtD+a1z7/iJpLuKL0hjOzXLcKc/q5YgpXpzbuo0y/Ni6lD57Lb36OjfpxMtdDPZBJeMbIretpQdiVPRWbrQ1v8ftBs59V6fQRg0KIo+sjxwIsvfQbAqlCHSvIo+4333HXm1OkDM/DbN646IohwtDY3bt3YW/mjkOM43rxx6GTh6c9+zonft/z33+7gv/07/peLV577lm/+9rLCmU5o/W70ccuNpYKtNHydlpiXeA2cgbj/4yRPzlr7l5D7zRnOG83rFFwf+v1/otmSWG/Yox/y3T+MzM9NSIyAAKxlO45u09L7ftPveu6f/O1asyIJyq43ZabV5wBqAf++FBm9nfLwTOQJIvKvnc5IbNAi26z1k5iFoDhdstnGXDcCUVgd6Lg+GlarWt3BHY10p61IHvmv/+if/JB63jQ2Ie/Eav/ilef+zDd/h3v4bd/xF3IJLMtMpRronJar50+L4oRRVvMEAn70+sVUMIU+iScjWk9RyTn2SUtMxReA3EV95XbreKehmzpkzMuxbXJaeKQxAeAaISz+BWU8OClN2htXp1p9T3AOuiO3NNTJZTUdqc1MCXb/ABA5DA6wd2ZJ75JgYFyvEU1i3EJEICZe3biaHNMqau5OnI02AJQS+Ge++Tsq4q5bV/rolbRAcKdSqLHwMjLU1MqLZ5MccwfngbwYJMvCpE0l5+yMolok0bGw85cSg6ugw7+ppa2JIhGxATG5pR0pWqxiOxUSXuaSycpE9+dd1i6w3N+spNpaBWMks//AvY81JLwhcpT8Q8DFS+dTtGlKjmWqcl4XxGrG9REDK7OXlsfqv/mv/2KdlK3Tn/6Wb3QS6MQPgPup2bjCSiTz4tDWKSU5aUY609RYTBX50asXc1PFQdAA7S8mMpCcJUtSHDIBofTxdKJodgu02QNvSIlI3rPesHCxJeGYOCi7RqFNS6nfKgK3tQBqTEl1BAK99trz9977WDTnk2egYkk1Eg888MSli+drYEX7fEfJFFhreWnmkV3vmVUgkMH567JLUlR9m6Rv+46/cOHK+f/xm79zAnWWE8x+YkIahKiJziJ1Wq1/F95LNF2cb5l1IxsGjvKCar7qmuUfZWzDdWID2wN5X8he09C17vQF+Y2mBHriy//DZ7/3/9CaT0lLoiq9lp9z9ZT+ybZfFWI4K9F66zQmWIdbjPL6ay/cfe9jfit5vFed2mv9QZkRAGbcf/YJIly+dC6lIER9iGFJKHXtDr6Q16SJHI4GcJvJKL5SRLVYffQPF0mnPp3sU0sCa9U188qnpKjRGdTo0aKuFtSCpv3o1YssXM8As80+wRXxW9FJSBYJpOwjVwb5FUAD0FQHSHN1i8jfPUSG0nAzc8Howi4GhHCRly9StacFEX09V3N2it9MUydHg0BPp6KJzLDkd8e+/toL4lX4819yE3Kein2vMsLM993/RFmrm0kT4HZPZGQGPqWoA72utNaO4xgsYUd/irxD/50cKQYuXDn/ZwsJbHR307Fsdn7ISM2N6+v8FT4V+5mQOktGloRrZcd0elNq1Nt6B3z4U3dEG6mhWBJ/oZijNiacCIbIMSCFjtJbo0A9ti4xllu5lJXJZlrRTH6Z7nvwCbPaB/OlVz7LEj258toL9933mK60ylxalkvf9f6zT1y6/FyrFeFfjpzEykIiLCzGYiObwuKpVD4NZjH7myb36Jv/m/9VSWDERVM2a7Gxzen0HxOOhwWYCTtYGtVpGn74rVd9DENmU5QSIOc/lKoNXqbWHeEzkTwMFZ/oMDVMpi6vtvD7yaAfBjJ+/9UTX/Z7pIQHm5k+xUPnmySqfp2Aj87xBElegi5eOW/Xh3Y8Ovte/+ZA9/7xK6+9kBVojgE5BZdbRgBn73/87NnHQ30qN/kV6CWoji+qh78cvVb9TM8U0qjdowIRlb/QFsWAcJKCNk3BN8vctblGFf1QoUK1W4FJYoa7wljcURY01PYuO1PpI6mvnEZ7mIp+D98Dzc5FNoaMGQYDUyWtTnLhObTSouZu3je1dPHKeQB2PHrgvU/6rbbMAK689gIjfRuAT+wmz3Fmnrii6u5dAIyz9z8eSya4omuittmTYkqZnUiT1U7TjYxQUaoUtRm0QRRLwClRVGZ1soJlRi6ZZwUa4hSUAPrhty7kq2Xe7DHYAszWyopb7PNkItvzqaS23UwUoStvADc59B+QSWbSoVluAtl674BSOckgpyC1Qp5indtYiOxMJEgmccRFI7545RwAOx7d//CTOvjx2uWXAEOidzRNlq3NLZ+uX9wZAMDZB54o9WEkRJ6x/zfJYRkBchf/7EYF5UZomUhPWIlgY6PgVRR9D3GNB229kTyI0+qEl8K1L86uKM2R6hMQmPzBBz0gznhaVS2DR2vXbjsLwccyFRlEIOIBTMxk2b/lxTKsJWt5tBiZRibLcle0/jAYZEGWjWVjYSwGGvaG1Yk9QEd0OTLSZB9zIzewuHrSvudiNm3k+yo5fEoul2MYvnzpecgmUdcxeljqyiJYReWFPvjgEw8++ERKZlECWRzEV8puNIp3iuwibSPSpURF7okeb5nZLYrpLzNRqmabCD/01ita/MJlOcwj29GOo496h1g1wQUgHRTIRs5mC7bkXCA9DkQYDO0NNHgVSe5SJzCzZeuUtYUcildxPd9PRs+Is15jUeicywcIT/3236/tTchS+l+rH/izeW3LVDWSSeLk8dwYUgdMnoIcnn34qV/wSz/oERlcuvQ8SRibOecgRpgQciafbrqhPvzAA4/HQu15ZthUTErOaVYI512k40hzVZaZnWNYWdxIikxXHEWR3PshyMhTcfG98pcpAqlFIAKCUiQwbGCAlL8Z4ZIxtmxHJ3XCKW5+aZQvIDewpS4PM/PoJHZkaxkildIyP9Oxbj+rCfGyVrchccE51reMLaJpBcQsdhvHxCT3lXJQF6+cA8iORxdfGZwcOjouXTl/5cqzXuAs2N+uRfIJDxmWc3GUXnBBgAfOfkBaVSVEq/zg1fi/FSGc4MSl0ng7ZXjKJOYUaNtQiyg10o9ce9X4aCIA+DsbiYrwlhdMZE6OX9p1vGuMGQwNlA1BoCtGAoI+5rAXXLcY3hNOgpmGzLBaDcNAFcmSfnIm2Hv6/iwn0ODvDSOhUafMyc28IlVN6RJBDXThyrMA8Xh08ZXh/oee1JVeufIswZC+h9UXTdkidDsHdUCk1mTP3v+hs/d/qNYErfIVPnlkdGbBiU0hmubZaRlelJYWSUQxpaN8UOwEmUlsrXL9IPe/MJylUsEPPx9n9kbM1yCVFzs0VR2ukPdzKivI3olVy/LVdsJaO1o7iqW1/iYvz2BxQ0Ao6F6alcUepNI625NwYjtROQ8k/W3RAG86oXTlLlx+FiC2R0R09r1PyoUhAHD5yjPxbSoMq/1+2XthIStNTOSXiPTmDOex2Pvu/0CDTH/AUzgA4hhxbYmiybz5koKG67d4/TBagSxK/VSlBnKqph9561UEo2MGMvEeKpYM2YWBZBbGbCWB/SULpen1wmdHZotE2Xpdqw15yATkzZBqJdLB+LBoLEeeuyBsg7KL6Rd+7R9Juyf5W/SRcEZbELmGZcMkCJ4+ecqjbtZZ/cGvXn7GyaEhuv/hJxUMX7zyLDACa5A1ZXvS6EpY+pUoGeKWH8KDD3zwoQc+lNJNSU+kWm2l4CqtrSTlL/WA19ASkG0YnJ9cUIBbVFU3MFd/UERFxhCM3uscX+zh5zZqs+UcWSw9EKojWV4QCHXBSCxeGyZ5kS8ZImP8GV44yywOpsw9fTwgroUp8RKF/Mu//o+7Bz/5V751PY5H42j2x1ofZcTUD0NQMWpFvGIC1gHQHlYHByfuuHf/8a/4fUT6qqbOFNG+eumZh85+kO2RMXtnH/nw5Zc+Ba/McPHyc2fve5zAoJFoyPcduZVGilthGfKKCbfdQXrXGgb4wQc+cOHis2VvgGRm7P8Q/Y2//LdTkIWpZ9c0NVC3FNZsnRP1dANPY85Q/cjVix4gTAyUVox3sSZ7NGVXCqLwRFXitxFTfMTwKxVxRcYwwqK/ySUwvNHeMtsRDPcyUYYNF+eBQGTIv0fUGWVxuyqdRZ4ZYwvSrhEu+5m/8Z23DteWeT2uac9KvvDUlNQxUpbhNHvg1f5qdfLU/oe/5utTCn1IErJuy8wfvnmj2pDv/nt/x650vflfAA+d/SDAZPYs8+WXPsVu3ycDwEP3Py6wRr+tWPEG5R5h1lEeCABevfiMgdHsArJx0skgotW2PoJ2cVPC9J9GWUV0v6nz7FRU1cDQ0K5TFDVy2IdhwiN5Z3jQmGlFHLaWRsxZQNH5kLJZwccGBJyjKPj9ZUCpnSGxD3FRmciY0pq7EK6FFbc1xaa8VgDpPI6EVudL8y/8fX8Yij6P34WAJBz1qb/1l44ORyQqyPfIsGee/Jr/VKOWXPabB8R0q/qJ/AEht3hKRPT0yZNP3biR9wa6lLvYw7Uxq/sf+eillz4Vsi5cef6B+9/vixIgzVYY5WhE0jDRnInA4b0PfgjAxQvnkoaqfgNAf+OvKEtYSwuYOC5+Lk/THddC2XRjKyQvMok6/cjVS+E9j3ltboaV4M6lRHNnHcQxrtePnJSDWljIqg4MYJlHC4g76oVD4fE7Q4ShWK7Z8LQ43ZJUUQkcMZA4yKyMX6THkJltqV2P6/Xavw6IpK3+X/IYM7YTp9ov65CRRvFTN3M5/O6/+3fsXq0VRZseOvtBADArML/y0s+FawcGDPff/7jbuGBAWg5JPJyMNrj13qyCqABx4dVznggaoyUEqLpEESsLXdQpWGQ2X/2n2g9q1S0ZzXhAvUwDy1zrSJg6g1MemvrM95WPohDBGBjhWvJuJ5mBzAD3Spxg31KTAcs8Wv+xVsoCTnaN3xNKxgT76dcM48IkBxsqPyN5tU5QbQ43nhZ95za1a29BNVb2/g3kX7YVdlH65W+WKWuC0q2X+pCV9/etvNKLnj44NdffzfTqpWcAwK5B9NAjH9NZly8/55YfXDNNjHMVClGGPYbNdZZ8efDB9+tO1gj0si8h7IlK+DN6ljX2KjmZWhkzqSSkCZE+a6LLHxAlLZxDDQA/cu1iic5DspsOehHlAiB85LwFAKjdvnlt/qWBPkIzGFqRm5b4RWQOCw0IUzy7Zr8OQV7+mDCC14wx7GZjH77zwfC0rZHQKJatHo37ApQB1PtS3QxW7qcNDRNJdGbdGLMy3usE4F3tgZjcFJj1Ag3gV+OAKKvMABPD0EAwT+/X5bBnj1yQQyJ66NGPyuyPAVy+fD72Tz5U2YD7nmMmvarPojBdWPyBBz/wwIMfCCUCVgM0+VI3J5PSOSOVbUtZIoqNeqcQNDMrLJdk1oqkaqhODfz0xi9XuAVbQ3lKqiJVmvzSsFgXls2j5FGjuqVOfvsNbD4i5MWRLcJbCsNQBgy5t8/S1inNWusb497V47cMUarWQvtClRS24yjcDIAG485QBWJCz6aVCi9Ho+K80nG0dmQ7EojK15QtSUEODdFDj34MIXoJXL507vKVZ8hQFltRi7fMxGxYH8XmoM9Ca8RpYvDZB56UjvA56eb5buOVgbTL5datkKvKh3JJ6KapTtCk9OYFksxgBitFHbgh8an8a1mTFXaoOFocDc+npAbbOztmIL+HRpkppH2T6HeZUDjzoX05h8MqXsjNgp6VzHVPGBEib/UMBWLUjoIUv1+KJJK7x8KcmgjRYdYLmpQ2OfaEjCWZAGvterQjsyXgsydOK1oXT/9fvfQMAezk8JGPEdTcgnHp4rlMjUgcmSECV+z5zmbP3iq6LRwPnP2QmrlwW4VQ2RFNkP7Ugm+JGjWhap8gvHlWtZlSpL8F/hiazOr0qTS9NgGHeCCzUrPuMBbRg1WEBPeb43Dq/tfc6f6S7M3xDTFGdHiAiRIiG3icu8lK/h2uak+yxhJsVhC2GG8KCpOIBpghxHuV7w1nq7WTJujZ96MeOqh/I0VGjmu75htxIpiItBzGru2Wx1eUHJ595MOh6QCA9aULz2jVA9G9XqO6nfm5HQDQrP6Bs0+elQX9DiFEygq7SKS+zGLtr3YSm+blNIDUKPPD1y4kv9VSPCc/Fcv6sRmIVm4uD0MYBgwD3LlZYzC4uEvWB/Xm5DSSVCgPjd//abz9dNZCC5ejwZCSc4ggFJYn7UEJA6b6JSDwdtgIVe7UohNGAxpAg0wWQ7TJ0ReMo2CWT5hnghRRofHkblaSS3SMAYj9CUAiQlUO6x1aS69cDHKIs4+mckj28sVnvCLyB7SLZEuRq1cZNNHZsx9COFlPuhRlGklntW3WRGoj608TwCX6BnAGWOj+7HE8pifhEDkISrJkrAfDTfOY4aZq0au07O67hh0RbhzxKTkrk7WirkU9O4r76qZnRr/ByVcgBsyCmQikXd1QU1kHS/jDbXFjeeta7J+84U4kZP0A8IEWAgC24JF5VN6Xw0FkiEQVtDgqiwAB5LQOGUM0EA3G7UPw9tCA6LMnVJBmxhpVksjhaAgPPPoUYFmOa4H48uVn/JCRmgTqz6LKAAAPnP2QrA4H85r3RE16ssyWTFaFYwtb2qp5FrgXs9I+P/Tmy4oT/dwmKxPjGpzlGDdzCU/SCYNS8iL8zNatNnCtUXlbJAxCIPfCBT9bA3y8xgVLwy4T8QJlFSAEGIW4MIf1e6+UFHqEyUw9HQlXU2wIiyC6bO+ss03kkMgdIwHBn9jiuNN9apwCr/qJpH8lB7NlHlv75halIIdE9OCjHw2zbPfn8pVzymTLqGaT4YWiqJcofEXhh9Z1E7/y5yZ393KIzeRQsW4nglmwRmMBwFsNb/KKLWOA72tyZw9Gf9AW3u1l5pHHEL2U4JqBu5Sb4y0nfqe+9VNFChM5O8aPTKWSpG1a0ikOWtAZb6lCHjs1AUPhRjom4rAr3IV8TQz3pn3jPUiJ//nmsA3OWFAorh/98gPixNLJPQEROcvGI5bv1oaPbPLRNMjcMuiy1J+tjNWS9MrFZ169+AzbEYQHH/mCDMklL4ecSKByqsNvp8Omq+eqrARRmjSCDZNZt1aZA7NEDicEpbv0BMrsuUs//NYFkHvvkZz387YhHHBR3crC636qIuHK4McyQAQzqFC01yhkyAxy4R0hBAjTNV+SpXZ3Qnd0+7sAsF8flmW1zHMT163RM6LVdBI2EsfIT/OcFbXukIc7JcwcNWoyRgS5WzgsDwLwi4l6IJ0xXA3GbVfwrilHqtRmQGWb5YhziI95RWB9z/gSyZBupvZfvfgM7EiEs14Oo+9w6fKz8DE2N9lIQ8PSDjfg/khwaJ06xe++xhGqsmYhjTWTWH82lSeBpnYHzArKklQ3GA1I+SOw3j/zB8oQHTvZhqswiv9ng/cFQC+heaRx9cKJn5tCqWhb9LcMDfKpBgNcKCQcNI0tIYWkWlIqN1Sz83ogHclWB26jDfeMJBj8LNQizikzfMF0wS85ylpFQKKscbny6u/5UJNJFyg1kcjlE7NW0nL41C99wpNHAHDp8jnEHmG2nOrmIIduDCABJAapOAAzmIvATC0F9aUErAKTyl6HvJQLgeGg6TQ1lH+bq2iB9P7wm68m1+HJipboctG/IVYdIubGJ5IrJ3z0nPM9KG5YZNGAyRANAw3G63v3JHwC7c4ymwFGuYhi+9R9aclCq4gQqtwpIp/3j9q24iH0gp50gmyqMypyQyZ2l/OzxCnjYALCpM7LjyfAn/aInJ3ypsibaBXdAyxR0/aV+psK5qsXnwGPBHz+wuknf8njUH7KpcvPX7n8PAC/Pu9VcGYSw24hA3dilPPrr3u3GmTDVCzG1WV5nvnDgpKOc1Djo7EmIf5JojsAQ/rBN15O+pEkfuzXiCFB9tBkSBgiahRpks8sX2EWk5/WZGRTKi4U5SrMofTiOCWdF7xAP+O0Vu/0imLpmDdOr0KAxloemcegQXwVKhmvBkj7rqrt0h0EYhKPtS4E3uAF1Svam2V/SS49sTNcB0YPVoJVqAocJX+WpVcvPAOMBLxx8fSTX/QYALkLg5khcggy7p0fMnx+xGQt1cCYQQLZolBcuUXUFHJYD5hNlKrkFoq4Aa80e/6hDLAp/XNjECcxAUMcUApqXi/0OQUtUxrfJF2mVVeqeQiQG5yY4/TG8aeKwYhrmfhjUiMnPqCPgFr1CUPvxMJh8AuGYTYXe4PT3vAhN8Kg7T6JHMqrABjxhISYL/ZSVRMPM5iVMcYo+ye+p7j3vlezj3uop8J5FCkd8Vlj2GaPVy98TuTwzNmHPwonh+xpvBIvxo/TkBByhig5Zd7hTSSBefmhh2kOb+VWnyjIigmdrzARXIpR2br9bJMi6QfeeAlebDjZDZOVpzxo5R1LHzsRwxKWlyqNSwWQs0wn0JXrJzT3JQxHgFGiyMGT5IwNK8tyrJWocL8qwC7yaVM6wx4AmdtTUsiFT7KGN4whQW9Gy0TR04B8AcPrPqTBhVIj7yD5AX31wucIIwGG6P6HPxxrBAHeHgJA2lNBEtX/uiEM09q2tnVDSkGg9PlcldG/mqolUYtNC5rXWgEM6jcT/zI+n3ZisDbS1QFBmL40iJhqlUzA8sf+LezJTDFFSuEBq0x92V44oeDp9zlaaH0oQbWxiP/5bgjhX09fJovhLEUqYGWLDbnL3ipdQWGCHZfNQ9OMMWElabZrCRvMDJMCr1z4HGFESw6vPC8MUl/zjBNzHTrOLWEpNDtKmhfaiHNOXWRvc3U8XUP+Ihz80NVXvKs5xGN40eUD/DQq60Qt2gZBSry7TypikdGQ0RMfkNvqlh5i8vVWd0JGxla+TxpRrBdyK4bBlYM/hWP9TC74m36bNQC1IzxWV/ZGUqUQYZpSQCADGsgMJuy0iXBEkQJGuHBc+7eEfMq5c2sY0isXPkewrlXJFlMCgNeuvAAewIMfu3oif3GGMFLcMbPIc9sylXZyAjIrMgfcQ7S3eykRcZNzSAraY/ahC1mv85bDhxcGEPn1Y3c0UDmPMSWyRI0PAHWGUFSmt0Zuz1RQDUExuFYQ3DRPVuocRvK+Y4i6GqJB2uSpNmS8W8sJk8Q4T+gWvyogQWC3hGitZWZyd5iGVQeGoiEPOoUWEMhtwZOdaTq6G/tEB/e9n+x817BPzvXQuikBS1Ldbr5y4bPEo6PxrNhDmYa7LTWSbAUHhx4RRjAJf5RpAzlc4nmVJaomrp+KSTl00hRdueAq/uCbL7GVKV1cD0yrdnyUISz9QgKsKhl4zlsSf6OlejTbIPKOXzqeFZ1JUDMrv7wtCMI1hwxU1oEoYpSK4jKFunpTGsOqSjmATtHAxg4o1mdCDdqOuoUZAg0t0428951W8gGqvBAB5qgih0vYecpzffnCZ4lHwzaVQ9+qy1fOse441Yu+a0WnuWqmL/9VeT2pKkAbpbZ16CqbgueylwAr50cDuLlIGufUGMnvRKGAXiEgJP/Gkqn7GvG5dYHRrtds/dtek4qNLKmnzNYaL/LReh3EcZ72ADJq076QGIx+ct1Go9OzICeBwrGG6FSkbaS8+3T7fWVuCNzlMdJMdod3j9Z2HMN150nVEgQLOtKNxL1n33/Pgx+6794PlIpzJtUHvAL18oXPgpDJIfz2P37t9XNapwWdk1xIZJxbRJX7DuqVT5A0LSWbymFZsF8yAxPNLp8A+ME3XtJqz0/pTLpflJlHG7tQXh+pIqjzZ6Nivl7eqD33P/W1EQAsYyw2zbXlMJkRJqeZVOellFSWgHLsTv8ovWI57iMLfMccnNg4dwyFwtRVB49IvFa1wyesSsZ4MyELxMibciSECwC4/PpzpMJCM921aarLoXTqa6+fiyFk5y8b966elBrizC9ZIodqmGa4bqkqUjq6Hzzjneqe63rK5vSUXpfgV7zTkwdJ9dXWB6dOBXJUqcxwqquZtBkK6+FqPhaDLxz+zPQLgq3IYHJ2SL4JHbpJgHovuFsPZD1bRQ4eEDly07cMpx1DEtNSb8UIPTPo8YyzRYckeWGAoLvy+nlie9+98U4X3dTtk0OSyuFHMpgrr5278vo5tQ9MRRmEd7i2Y2ZODtuyt5UctkR5WYdlJp1aWEP6gdQMSiEgZX3P/pTr6Tx2EIuGJzG6AQDuUB+FIXEn0+KbPOE5lf3HSZneskyB7xXVMq3KmxeZnXIOiJ2EIKk6EONaWIb+2XKu3zL3NLPusoNN9rGJespiS8RwJ4Fl7TH6tCoFifdOsV/xTmnkUBBeDhctHlLl2wRgkENDdP/DH8kmwQxcuXJOMUg4uhKJbN370CRhmq1pAqpSRsXAWiatRUcvUdSCYEC/7wMMf9RIwoDKl5J4oPO+WOMrhzedEDHy/dxlkpCfr29UHx+AdT6NMwh6zubXQap96wVdIjR++0FlAUsVtoBlsvBOp6D2EmCM90VdEMXADORIEmlSFzflvRFIJtFN0YcIHc7h8n53CxSyD/sYVW0rhV/fVGr08mvnKam88WOLpOWQnD185MOpHBIjDZkGF0lSa8dMLoezJiUAlj6vsp6keaeM3k9Q0siqiXr+uNL7bHlcjz/wxkthx78d2Y6jHUe7Xo9Hox2t9S/aca82EjtT06k1EqOic8dX3ZryRGO8BBYqaLKqEGPzd+DnJYloMDSsaBjI5DatUosJF8FJcXc4S8WEWAd4HcBgQKawzii5zVUa/QBIRFfWMyj2WRkn9YhYljlKux9MYHh0+fXzBsEp7ZbDbmMYIBK/9BE1P2R2/1y6fA6kXCeVJratJTZkjoxkPCfsZDVUMo8/770aUeWzWlcyYxzt0TgeHa159KtbNix0jfJgHO04jus1j9H2ASD2e2Jk1226k0R/k8U9xL4vW5Y/5mx+Ezw95xyHO+yVXhN3YqIblYCEWAiIwvaesFYTdKW2IEmKXBSMt8DI5pWUEGa1q0ZQAqDg7Fvx6KWoj7YO2Z6hoLNdc6xaQYl+CzNnDuHl184b2PvuWyiHS6ASOYQlovtlfshB3wCXLj2blwEwd4qirJ5qn5mSPVa0Qw6DFS3s3AR2BcfAONqj9fpoPY7r8UevvhouVdDr0WEJxwXcxE1ivwrkov8hqAxUDEBMUXrnk0hcLoCJ06WnO8qTb9WROW8i0OJjV04paJXhX2pKCUmKNt83WhvoaGviKbPc0xN6xN9HDIDZFnpZVvyz57m3Cx3eqWSGtFgOF0prlEPkchhDVMClS8/qabfjj9kN3PPyNluyH34Gm2a2fuwEANbyej0eOgkcR+vmSFr+/KYRtVAmMsAMfzevP+SOuH/EavsiKj6SNUefQ2HZjv7O+0pwpd6m4NJTeJTXR4ABG4lkEDDIVhtSKwhBYoJd1t6eE2O1UcUDG2UwUysXDKbeZOPbpTaahh3nvq/Tdssk1MVAVW+rrRSxmZGMeu9dfu28+7KFPZxPjpC6HAIsVvzKpfPpNHfjV0ccT5qwvOXvrr5jWMvrcVyP6/VaXE3mT7x1McHmGEffhBxsmGNLt04xWvgzB8I9JCfI5ZM6kc2wXGSrUbmciXcnV5ZVUeSS3ugRJ6nhnrUSQgtKzt0CroQ9U4MKUlbEpB3MUU+E1jGHBT25YidwZ6WN5O+R8yeh5Gh/3v5SQ1eSc0qnICoENH9MF4pyCDr73lwOGXzp0rMIjbFu29quVMHuUqedmwWwzOM4Hq3H9dpaO2pFnE11GhSISWS/JB1naML2AiLTER0x7/Bi4gl68oEJEuGvzyTrOEP1aaTZl9CHjrJ+LWIcpJrviPEsbvIITbgrJfeWdH86DZeckEjMo3jGVAiYH6PBxDmvdsKD6gHy6ht9fRsmhwHOyyFZAp19+CPv/8KHfNvF07h46dnw6g0Ty03hvH1iurSyCWBnvtYu+hLuAgQ+ef0iKFzKoIevWCKLBktNhMDsrnU34f1HInTBDxOJUm6WYyMjkhvCGMywIH+DtjOAlkdr1y6mytbLgTfODOUGO7zEljEC1scNvaz4dU1ZdGOGX64jd0SD13LLW3hBpitoCEwYgdE/cZ4tDdmhzTB7dtEngUSYMar7OR2hLtzi90KEUlI7JS97BOQSmsGEy9+8SwfrTqr7WTpg7RFgjRlmDOLSyeGmjJ/J4bXLdwU5dPkEXLl07vLlZ5GcrK+o3NzpaVb4jtrSlm1w+zHjdhcNHOUrLjxY69+pIsE3WQj2B/iMtTyuRzu6qw2DyfAHyaNUG7GSHA7MUqAqUO13fym/cxj2Vnv7w7BaDXvGrCxbgM3g/chw8ZFRYu9xGeNuMAEgS/5wsSX/1t5Qf4iuEpnVygzhXhYJpIRFcMjRhMTT8zsH/AKl60BfKrzILV5Iwxb+OlWSK2Q41hTpD+FZonjXrieTzCA3i0Rr7PvEDPvDsDcMe6vVCcBYlteSVllCJocM3LuhPVzA6BU5/EUPpfkA+NLlzxUvhJnyBIuHfUJ625L4SWDm9WjHcRyLnZafvH6JnCFip0tDhIHkHKEIk9UmUC4CHUe2Fv5eaa+/zeDf9aV8S+PMm7xc1HI4CQcGwS2UWLmy2uEh4y51H52XGuQnGCnnHZIz0R4TEfk7EYMlD+rGWjuu1+O4dpNhvZCWzPOMyXbq6a4Es1wV4w46DsQG7kVrZPydpW6DJAMg/WIzL5x29AftWV7gYQyZFQ2D3zLuPj7uY9wJIBvf6uZ9YYtwgsxFquGIc/rUKalwknhCDodkcliXQ6rnTyCuJAJe0XJ45a773/sReJ3PBLdvVL+gy/tL83hnl6Vuf3LkOIYfrT1ar9fjuB69ESygxbsLQWLn4Mh9asyQ5cGkkX5uONrxaG3H0VcM3YNahZE4bc5nc/nON2SxBszk+QnM4/rI2pGZHeneUsq2ZoRlMyJWVzgF+2XHkUdLUZeSuwnc+2866KJnwsUhKU+8oRjDdIYovN+XAQvZy0PRsrl1nZKrHbnjWnYOqZh9GJD0CdwrVtx7Yow/4uSDZ94j9UF+ttaOo9eSblCSuivp8pXzA6wYwxywz/dbkF658FmADDn3ARIy9W+qIjbFHot2tb4XlMhuRFutul3JM7NbCVyv7TiOie4HAHzy+qUosJEQVkEGjyiMdHRgxX8EI1w1mzUqhm1qQcacWu+2ebFkeRLsKhg0EFZEe8bdYe2j8MzeKY3OtXMvB7/R2RlLa80wrPZODMOeoQFp+2RKZpQEqE9ody6eRM57gKw3kMgU1a84VW+ncpjZ2hGWs9pqnRTVWbiG1P2K54mdKHo3faBhlSGqO6cEAAN4Qg6zyUuRlsrh0wAKOfRojPpex09iObqqb2Z6KS6eNVl0g2St2wPD8Z6/OiEqKMjx/nmJXviJXBIx9KtWgzErkkgdg/3bqq0F18Lfno9lrhTies7SWgtLxCbc20V+2jOEbW4ZNjkC7ySeiFX3JexGgDGrAWB5j2/gR4Hzb1aEv6al7KKiIZyNF4scxhvA/R4012xf1M9jBzOsyC2YgJhHXlteW4wWY/SrKfgSMklw7quLz7jZMKx7CTHcDY56T4ohY4ZBXlJGeQNUunzlvHt63+2zhyKHREQ4+8hHnGAx2eQGbo0/dMSEGqhTUVFmpMdOHtf108bJTz6C/BUAn7x2yatcW26k8tMVdYuyqEICCNa6Kdzo1vUADqE6ccqaV2b5CKo4je5NDTL/gR1Hux55tOPR0frw0K7dAVbr+JYZOhAqr1dRBkoW2wjGmAEw7ro3Atx1G9aOAGCMIX9NIzPzaHltw6sSmklbRwBrCR6X29Ft2HEuHpOTAx/xWo/joR2PmEfGqAeasziN3gDAzu4OLtvdyCEaTTY2jRZ2hB15vR5v3RzXRzxq4pwsJlYt5Fy+cs4oG1yBSbG0cvqTl0N4OXzg4Y/AMUiJkqZq7aciyl5iRPuN6qLk3j6mVHIlGX9ZOhoAJO4S+0V5p4rB7pVm5F8AZsObz1wkT5YtHBnJiIuxjWrVTa4kEOJCLzSYYW+1t39itbdn7WjDxIbkCvUQyRf/SzWceYxPSCKTMAQwITKx40Zm77wxwHa0LtQ0juVZ4VzYCFhJN1XX/SEvlh+jVUQ4te+VumG5FpKIaPCdwOPIYR8XxX1c8cXTrjMGIy63v6DVU0bG7O0N+wcgsnYN8SvCSCgHIaMYBnzvfR/oksN62lwOQbj/4Y9w+abebpQtSfKuWm5BaaInNqk+FnC61s/PrWUulv8IoE++fTniTzPVvlFhcaGWZUmOiMywR2blBAiAvBlGvNAwf4wfL38+Xi8elvFvTfBzQL/gQP4YAcd5rDvEEW4pYTAwOsEZ3cKAnFEqg09+B5x112nbERzO6VHoB052yYmRDDKT4ku63ABDuHpUDkDCvY4h9nAIkAJw66LDajWsThjvkbKfGToqXGNdpIqAAWw82nDzk5sxD8NAboUwEu5XMoZhFVzrVK64wn2Ey5fPLZDDJnNuaQ8/ts22NSp+KtOXsXuz5ExeAwHipAHkZiWjH8RJkiW0DR8cVQU8+WGdnQD3KiJ3Ibw3J0TeRQwczOJTuRKeXNnanzXDcSrkPnpkUzkgLP17/CHox0K+kzAC/DtIEsda7TSAD+EgdpR6KadsM/A3rvnYo163CIvyFFSdF27ROwS/z4XUnFO8K4k6kfj51to1W//iDfhdCkFjsjjVznTKnXHue5Bkkq0RjsMiZ7BfAiG4mWfgEc1VVStw+bI/6aeCNDnMzFPpi2ZmkTI53H7vKIlAFFT0UlUTsWZpUi/Zivo2LMlXMX7y7UsFEihVGsN67O14fCOQD1YOK2kqGTOASE8fI+8CYOcZO3/M6Nmgja/1kimoFy1/XzURDas9MgPcBUfr0Tp/1RhZCXRvUxvg3zbN1o52PHIG2cmj0e9vIpIDgkrY2Wssr8cUy8ZP3zBB5JMg0WP/jULHmr2VWa3IDESDkzofAh5W3h565BQDtkD0Svxw+SkhGacl1b2R3olhtzNYlGk95XJIAGRymL+mpd4Hk0y9oRxuKYSbF6/SK8NZe+Z0bNG/EunIzeBcf4iHqKrzoUK1f4G8ekG4uc7rbC9ig/FvbHazOwnpxKgJs1xtTX5OSro+f1qHI1JfTqaSie8IuN0zdj3a9ciW1ZUY4vsx29Gy39HiF6+j6+ud3nBKy9t78cZ1t8bJGAfkPkeiGd4cBTGM5cNU1gN5qwu24ziu5XUZCt7LLTn32TuP7pn3ql2G6zMzmMHE14GQHym/T8BqHumVR4IhvufeD1AVZu5Zf7ZOQQ43kyLtJC6otcQiX7QhpfQTDW2lJmbLPAYzWKOlMIOxfln5jDWzmiJCvD7A7WVx4deR7ejuqSMi8cfk5U0Qet0mSX+djJycI+XCGZiVMStDA9GKnGDEtWzSG1P9u+nTDmBA7soD2E38EEKNqt/kTaJ+eZ8tALMaQPBBWv9WF4gzKw3JLvxOR0h/k7UFfbrJffWBKW8k3R5Xt7vAWePsLY4JdnKS4crKtlWGYd+xg9xcJttTzUBmZUq7QM2f8aubHA59cjir32fyVRI5XJaW+b596AqpC/VoCakl9m9hqQfaOwgNMzM3GUmUvIAQkQtlJx5SiJ0C8O+jDm/j8zPBfILKYa+Z3CsvNso5kKyrDmrHXZvi8bGV2kj5ulLKWmYbjacQ6qat4vvKqobunWDwQ3iX4thEooIDmHZh6BTpGjepzZcxXFQKCBFaoQRhp533QqN7756nFxf76Fa6qhFMuTEVKZyRQwLU5HBeDmec0lqRdnrlwtOdQphKyBZVFgiVOeyoLnkkEmgts44WqNQ2g3kKQZbghFnrp2FO2AFhAmPMMJDbsO/iHpFNVfxEj1V05ZyFC/vjQjSSZFOIC/8bopU/Bahft+TfbmaUPBszrPyaR9gh7TCC/MU2yQZh5uR6MrniQuJAZU9ToF3MeZ6o+FH3WiSY5LY3xIKEwR2pUwaZ1VyA1al8169u34ToIJJ3ZcjyRyV12cMr5wZi9MjhTu3hag5gh3ZvFtWSuiQ8P5b9HgxUWYFb2cvuWaAQggMAGgxAbhMmS7wwLJq7+YjzIZUry2Bym69DRUoeBMCJZWB0J+RhFxiJdYCxbGFHMgPcBhHdNHIvuTBgMIXtbvFIGst7CL1QKTvGPDr+9iIgVyuFJTeGXGkRupG9MnGuAJMPYeouhdpR4A95pZbThTQtr1kOPIYqZTIoa4zWOJkD/H4gH3Pyr2Qy0U6ToQGGYd38Vppsx5G8rkj7rWAJ9YxkIyeIMIBHWWhsoiCZrORYGzVMpv8f5OB3iKvA7SMAAAAASUVORK5CYII=\n"
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Top-Down Frame\n",
        "\n",
        "We can also get a top-down image of the frame:"
      ],
      "metadata": {
        "id": "yBSGnm-sKTpn"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import copy\n",
        "\n",
        "def get_top_down_frame():\n",
        "    # Setup the top-down camera\n",
        "    event = controller.step(action=\"GetMapViewCameraProperties\", raise_for_failure=True)\n",
        "    pose = copy.deepcopy(event.metadata[\"actionReturn\"])\n",
        "\n",
        "    bounds = event.metadata[\"sceneBounds\"][\"size\"]\n",
        "    max_bound = max(bounds[\"x\"], bounds[\"z\"])\n",
        "\n",
        "    pose[\"fieldOfView\"] = 50\n",
        "    pose[\"position\"][\"y\"] += 1.1 * max_bound\n",
        "    pose[\"orthographic\"] = False\n",
        "    pose[\"farClippingPlane\"] = 50\n",
        "    del pose[\"orthographicSize\"]\n",
        "\n",
        "    # add the camera to the scene\n",
        "    event = controller.step(\n",
        "        action=\"AddThirdPartyCamera\",\n",
        "        **pose,\n",
        "        skyboxColor=\"white\",\n",
        "        raise_for_failure=True,\n",
        "    )\n",
        "    top_down_frame = event.third_party_camera_frames[-1]\n",
        "    return Image.fromarray(top_down_frame)\n",
        "\n",
        "\n",
        "get_top_down_frame()"
      ],
      "metadata": {
        "id": "3NOZOx2YKa_a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "outputId": "39eded59-425a-4fbd-8f9f-e1b833ea3134"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=300x300 at 0x7FF210F9A550>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Randomize the Agent's Position\n",
        "\n",
        "To randomize the agent's position, we can get the set of grid positions that the agent can reach from 90 degree rotations and 0.25m separated movements. Here, we'll call `GetReachablePositions`:"
      ],
      "metadata": {
        "id": "LB9DdyhXOziN"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "event = controller.step(action=\"GetReachablePositions\")\n",
        "event.metadata[\"actionReturn\"]"
      ],
      "metadata": {
        "id": "unzQ2tMSPAsC",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c073193a-fe11-4c7f-d1ac-a46f6e6810df"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              " {'x': 12.25, 'y': 0.9009997844696045, 'z': 9.25},\n",
              " {'x': 12.0, 'y': 0.9009997844696045, 'z': 9.0},\n",
              " {'x': 11.75, 'y': 0.9009997844696045, 'z': 8.75},\n",
              " {'x': 11.5, 'y': 0.9009997844696045, 'z': 8.5},\n",
              " {'x': 11.25, 'y': 0.9009997844696045, 'z': 8.25},\n",
              " {'x': 14.25, 'y': 0.9009997844696045, 'z': 1.25},\n",
              " {'x': 10.5, 'y': 0.9009997844696045, 'z': 1.5},\n",
              " {'x': 10.25, 'y': 0.9009997844696045, 'z': 1.25},\n",
              " {'x': 10.0, 'y': 0.9009997844696045, 'z': 1.0},\n",
              " {'x': 9.75, 'y': 0.9009997844696045, 'z': 0.75},\n",
              " {'x': 10.0, 'y': 0.9009997844696045, 'z': 0.5},\n",
              " {'x': 10.25, 'y': 0.9009997844696045, 'z': 0.25},\n",
              " {'x': 12.25, 'y': 0.9009997844696045, 'z': 9.5},\n",
              " {'x': 12.0, 'y': 0.9009997844696045, 'z': 9.25},\n",
              " {'x': 11.75, 'y': 0.9009997844696045, 'z': 9.0},\n",
              " {'x': 11.5, 'y': 0.9009997844696045, 'z': 8.75},\n",
              " {'x': 11.25, 'y': 0.9009997844696045, 'z': 8.5},\n",
              " {'x': 11.0, 'y': 0.9009997844696045, 'z': 8.25},\n",
              " {'x': 14.25, 'y': 0.9009997844696045, 'z': 1.5},\n",
              " {'x': 10.5, 'y': 0.9009997844696045, 'z': 1.75},\n",
              " ...]"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "And to visualize these positions, let's plot them on a scatter plot:"
      ],
      "metadata": {
        "id": "9xsb8yJAoYMC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "reachable_positions = event.metadata[\"actionReturn\"]\n",
        "xs = [rp[\"x\"] for rp in reachable_positions]\n",
        "zs = [rp[\"z\"] for rp in reachable_positions]\n",
        "\n",
        "fig, ax = plt.subplots(1, 1)\n",
        "ax.scatter(xs, zs)\n",
        "ax.set_xlabel(\"$x$\")\n",
        "ax.set_ylabel(\"$z$\")\n",
        "ax.set_title(\"Reachable Positions in the Scene\")\n",
        "ax.set_aspect(\"equal\")"
      ],
      "metadata": {
        "id": "kADVybJ_oQ4L",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "outputId": "2fe101a4-97d7-496c-cf8c-66bbe8843cdc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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G6Ttl94tY8TFgpyfjJsLFnpEVSlgKUa6LcP3xAOz0ZNxEuNgzskIJSyHKdRGuPx6AnZ6Msk5YljUxqJ0qMrKy/uaVW9QWu39Z6qhDUUbpOy7COc4aYyTC5Z5zFJErdv9yzh1VtqGLcD3xJ2CnJ6OsE5blMOsFl7LX/uomcmXLLWqL3b8sddShKKP0HV8TznFwEa7sc7oIV9/x44AHYKcnLsLF71+s5boI1x8PwE5Pzt5S/VzMZZZRhb+x+5clK8LVkfWWx/y2zcxMtzps/UTEdupoq9B4AHZ6cvM91a9GUmYZVfgbu39Zjn3yUWzcMINIZhQLtebe+adv5PILTuvw5dgnF9f962ir0PhbEE5PfAw4fv+yPLK8whfe8lOVl1OE80/f2BH8T9n+4cLH+hiw03h8DDh+/0KUMSyD+BZzPcrCA7DTE0/EiNu/LLEnMBTtT7HXoyx8CMLpjydilEvFiRjR44kYR/AnYKcnnogRt39ZYk9gKNqfYq9HWXgAdnriIlz8/oUoY1gG8S3mepSFB2CnJ+MmGrkIF7d45SJcJx6AnZ64CBe3f1liF6/ykjOmW80V4TwAO/0pU4SzQCJXTrlFbaVTpn/9zh0ZeckZF5+xiZYyETjyepSFB2CnJy7Cxe1flnEQr84/fSOf2f5ivr7zFXxm+4u5+Z6ldW0yDvUoAw/ATk/GTTRyEW78xKtu/o5bPYbBA7DTk3ETjVyEGz/xqpu/41aPYfBEDKcn89s2dyzzDolAgnWuIpxnyzIlkMRq5riyRa756/cfWVq+W7lFbbH7l2W6Jc7eMstZO2+qfwn6HHbvW2Rhz4EOX4AO29lbZtl1+8GONmmKCOcB2OnJ2o3b7ybK2jYcPc0jj610jguPY6ZZ7P5lWF21jmC2eGiZHTfcCVB7EN69b7Hjj/fioWXmr9sPosO/XbcdZLUO8TNC1FdVjYC5uTnbu3dvaDecAThr500sFhzD27hhhs9sf3Ht5RYldv+KUGYdijJqXUP4XAWS7jCzubxtPgbsVEKojCcX4eIp15ck6o8HYKcSQmU8uQgXT7m+JFF/gowBS9oAXAU8j2S053Vm9tkQvrRTRDAIKWgUpWg9itqGqW9RsSl2kSt2/7LUUYeijFJXF+Gq5Z3AR8zsQklPAo4O5McRcgWD6/d3KPshBY2iFBU+itpGqm9Bsal0GizC1VaHooxQ1yZQ+xCEpOOAnwDeBWBm3zezQ3X7kWVhz4GOV60gCUTZ16qWV1ajztDJrcdh63gKGcQ2bH2LZnzFnmkWu39Z6qhDUUapq2fCVccpwBLwV5L2SbpK0lOzO0m6VNJeSXuXlqpfnG9SpsmLRYRyEa76c8Verotw/QkRgI8Cng/8hZmdDnwP2J7dycyuNLM5M5ubna1+eepJmSYvFhHKRbjqzxV7uS7C9SfEGPD9wP1m9rn0+/XkBOC6yRMMWlPCzDp+HlUhDpQpmuVlFYUQoVyEq8e/LDEJWi7C9af2AGxmD0k6KGmzmR0AzgHuqtuPXLI6QA1rVRUV/3JtA2QVBRGhXITLx0W4QrYmEOo94NcD10r6IvAjwB8H8uMIodaqKir+5dq6CGnDCjpliiEuwtXjX5aYBC0X4foT5DU0M/sCkJuaF4pJEo3KxkW4uP2LtVwX4frjmXApkyQalY2LcHH7F2u5LsL1x2dDSxlEhMub7g/KE83yys2zjSLeuAjXLBGujikqs2LyKIKwi3BNpIAIt3rY2HXbwf4CWUHbrtsPspoZxy285tqI4pKLcM0Q4eqYojJPTB5VEG4CPgSRMsjaZ4UEsgFsRdZXy7UxvHjjIlxzRLjDUFqGYze6ZWDG0u6x4gE4pQkD/sPiIlzc/g1L7PWKqa2qwgNwShMG/IfFRbi4/RuW2OsVU1tVhY8BpxQV4WKy1SXCDSM6HjczTWtq/EWu2P3LMup1HXZMOPZ2jxUPwO0UEL5istUhwuUJOEWmsjy0vMI6xlHkit2/nHMPe11HFuZib/cI6TsEIelCSarDmZAMIsJFY6N6ES5PwCk6lWWWcRS5YvcvyyjXdRRhLvZ2j5UiY8B/DfyNpNaaQdJrq3MpDE0Y8I+VJolBsfezYf2Lvd1jpUgAvgf4JPABSdOp7fXVuRSGJgz4x0qTxKDY+9mw/sXe7rFSZAzYzOwvJT0G3CjpAmDshiT6Tfm44ehppkQU4lpMIlyoLC2IZzrOov4VGTuNRYQr+1rEMg3quCHLZqpkd5A+YWbnpJ8vBH4V2GhmtbXO3Nyc7d27d+jjs1k6kFzg9qy0PKYEZMZeo7IBZP5oxGTL0u24VksdN+70lDoEvUFtq9k/VCPWq4h/M9MtLr/gtL5BePe+Reav29/R7+po4zLrWke7T0+JhYu2Rrv24iBIusPMcicf6zsEsRZ808/XA38C/Lvy3KueolM+ZolKcAsowlUtEA0r8tUxHWdR/4oKWDGJcGVfizLbvSki3MCvoZnZh4ATKvClMpowmO+Ep0g/875YnCa0VSMy4ZowmO+Ep0g/875YnCa0VSMC8Py2zcm4VRtT6l/5vH2isqX2WG1ZYvKtbNv0VDHRaH7b5kR/aD+fEpF1GFuWbsdly5yeUmFbzO057jQiAAPr3tuQ1Pddjrx9YrKRqsfR2rLE5FsFtsJkx3EtzXQcxpZz7uw+LYmLz9jExg0zCNi4YYaFi7aycOHWvraLX7BpfdCPrT3HmL5vQcTAqG9BnLXzJhYbMJ7khGXjhhk+s/3FPfcJ1ReL+JZHyHtnWJ9jY6S3ICaBJgzmO+GJWYSLKcNtHMqui0YE4CYM5jvhiVmEiynDbRzKrotGBGAX4VyEi0U0qkOEy55/Zro1tKCVe+8QT3uOO40IwICLcC7CVW4rTIUiXJ7gViRDryeB+l0TaMR8wAt7DqzL3OmVT99rn5hshw3I3JAx2cbN31FsK6tJ5la/QNctEy4blIvasqwcNm6+Z6k08Srv3ompPcedRjwBN2Ew3wlPLCLcpEyf2YT7thEBuAmD+U54YhHhJmX6zCbctxMZgHfvW+SsnTdxyvYPc9bOmzh7y6yLcC7CVWqLRYQbRXDLY37bZmamWx22OrLjXIQbU9amnlw8tIyRrHW16/aDrGbGmFyEcxFuEkS4KeD4o6fLE9wynH/6Ri6/4LQg2XFNYOIy4TzrzQlFqEy4ujPG6rrHPBNuDGnCwL0TJ6FEuLr7fF3lNeFenrgA3ISBeydOQolwdff5usprwr0cLABLaknaJ+lDZZ63aNabi3Auwk2CCBdi7bSy6xBLvUIQ8gn4MuDuSs48rKiVPU1EgpuLcPHbClNmJlwoCafkOkRTr5oJEoAlnQS8Ariq7HN3y3rLJpLl2bIUPS6U7bCtz5CLyZYlJt/Ktq1lbvWj7DXhQqydVnYdYqlXCEI9AV8BvJH160weQdKlkvZK2ru0tFT4xE0YuHfixEW48SwnJLUHYEmvBB42szt67WdmV5rZnJnNzc7OFj5/EwbunThxEW48ywlJiMl4zgJeJenlwFOAp0m6xsxeXcbJ57dtZv66/R0/kaYEWOfjdp4tS9HjgtkA1PnzLSZblph8K9s2PSXO3jLLWTtv4oFDy5y4YeaIiLSw58AR29lbZtl1+8GOYbKpdEx59fDgtlAi3Pz1+0urQyz1CkHtAdjMdgA7ACS9CPjtsoLvEXIELMM6BvbzbOtOU/C4ULYjYlC7gBGTLUtMvpVsWzXrCKyLh5aZv24/iA7brtvWZ2Uml3V4WxCy5Y5Yh2jqVTMT9x6wi3Dx2LLE5FsVtmy/WzlsubZxF6tchCuPoPMBm9ktwC1lnrMJA/eO046LcOPLxD0BN2Hg3nHacRFufJm4FTHGUYRrSR3+TrcERn/blDrGGAe1rVrnz2EX4cbT9tj3H+eU7R8+IvxVvYpEXSJcEVGzbNvZW2a5+Z6lvseV1cYTNxva7n2L6zpHa0pYJtjk2bIUPW4U23QrWcOryEUv01a2Gp9ny1L2+d22npnpVulTUmbZvW9x/UMOlP6HpdXS0A8Xw9qy5O0zaBv3mg1t4gLwOE5HGWLavXFsJ6cYVfcn7zuDtbFPRxk5IXwex3ZyilH1tfW+U14bTFwAHseB+xA+j2M7OcWo+tp63ymvDVyE63GuOkS4UGtf5bYTlDpmlyWUGBjbuGOZ9c1SNCNvEHFp977F2vWDWMbUq87Sm7gADDBOmXBB177Klj1CJlgrR0wsoiiv3cyHVwcvs2xbXh2qEj9Lq2+Gohl5ebYdN9wJ0BGE19ZYXF5ZPbJfFdl80diydDmuLFyEi4BJEeGGqUds16vpAla2/rH7GwoX4bowjgLBpIhww5wztuvVdAEr61/s/obCRbgujKNAMCki3DDnjO16NV3AyvoXu7+hKKtdJi4Az2/bzMx0q8M23dK6deKmW4piTbiQIty6tfOg8jXRqvYjRB0Goez6Zhm1/msC3inbP8xZO2/i7C2zla//FpMtS94+ZYpwExeAzz99I5dfcBobN8wgkrGahQu3snDR1g7bxWdsotXq3fh1resWjG4i3JC2WPwIUodBKLO+Oece9lxrAt7ioWWMNsEt+5aAlb/+WzS2LF2OK4uJE+GKEpO44CJcHNcBXIRziuEi3IjEJC64CBcPTRfhnGKUdR0n8z3gApy4YSaaJ5FQIlzZ9R9WhIvlOgAcNzNdahJDltjq6wyHi3AjcvaW4gt9Vk0IX6ooc5hzxnQdAB79t8c7xkDnr9vP/PX7+9p23HAnu/ct9j1/bPV1hqOs69jYAHzzPcWXuq+aEL5UUeYw54zpOsD6pYa6LSuUtS2vrBZaQie2+jrDUdZ1bGwAjmkszseAJ4MidZmk+jYZT8QYkZheMPdEjMmgSF0mqb5NxseARyTvhfgsnojRrESMOuofcyKG29ZTdcJOYwMw0PfFe0/EGMwWix/RJ3FEmojhthzK7usZGhuAF/Yc6Dl3LSSCTDYJqGzbyqoVEm/KJq/+h229CFXUNmw9yvYjlK1o/cuub5aY2mQcbVnK7Ot5NDYAxySGuAg3GbgI1xxchBuRmMQQF+EmAxfhmoMvSTQieUvyZPEliYrb8pbCKbwixm0HK1/ivGrbICJc+woTa8dWuYz6ONhCLUs1zDJaM9MtX5KoFPqNv/uSRIVteUvhXHPrfUe2d1sGZ9dtB9evyzeCHyFtRVhLVy5ziaMql1CqwxZqWaphl9EqmnZeBJ8NLQImZTa0phPiOk4CIftiHdfMZ0PLISYxZFJEuKbjbTocIdst9DVrbACOSQyZFBGu6XibDkfIdgt9zWoPwJI2SbpZ0l2Svizpsrp9AM+EqyMDLcuo588ujTM9pcK2qs8X6jpOAqGyIWO4ZiGegB8H3mBmpwJnAr8m6dQAfhQS4TwTrvqsoiK2NcGkY6mpi7aycOHWvraLX7Bp3bpeZZ8v6HWcBKrui11soQkuwkn6IPBnZvaxbvu4CFc+MdW/KMO2U7e6xnK+puMiXCAknQycDnwuZ9ulkvZK2ru0VP4cqqEH39txEa4Yw/rc7bhYztd0XIQLgKRjgA8Av2lm38luN7MrzWzOzOZmZ8tfRSD04Hs7LsIVY1ifux0Xy/maTpNFuCCJGJKmSYLvtWZ2QwgfPBOu3Ey4PFuWOjLN8sjLPhslmymv7UJdx937FktNkigrwWAQ6uiLo/SpvDYuq51qD8BKRsLfBdxtZn9Sd/mdzvTZ7Jlwo9lyyqs60yyPbtlnI91EEYipu/ctdvxhWTy0zPz1+8E4EswGse244U6AIEG48r44ZJ/Ka+My26l2EU7SC4H/B9zJEw+DbzKzv+92jItw5RNT/YsSi8gViwhXxTVsWl/sV98yrnUvEa72J2Az+zQRvAASevC9HRfhihGLz7GIcLFMKTqOZRYtu+pr7ZlwEeAiXDFi8TkWES6WKUXHscyiZVd9rScyAO/et8hZO2/ilO0f5qydN7F73+I629lbZj0TLuJMuGz2WZlTAI7K/LbNzEy3Omwh/JvftnldO7VysvSK2qZbT0wp2n7vFCXvvitcj0gz4fLaeLpV3j07cdNRFhUmdt1+kNU+498uwo1oyylv2GkCQyn0eVQi6g1LprnNbGjb6mHrmJt5EMFpZLEqUhEOWNdO676PQPBMuISZ6S8AAApZSURBVCIMIsK5uFSM2NspFsEtZuq6hkWuxShiVZNFuIkbgohFqBmEpgkfRYjdvxioq41GWesu9nXyXIQrmViEmkFomvBRhNj9i4G62miUte5iXycvtAg3cWPAuVk1BbPSsngmXD2ZcNl1uWIS3KqgrOy1DUdPM5Vpz9aUsMz6aqPY2oW5IssKdaz1VlCsijkTbn7bZuav3z9UvYowcQEYWDe4XlgQy57GRbjKRbjYBbeyKTN77V8eW1l3/lFEuKLCXFdRO7u45SDyUkNFuIkLwAt7Dqxb5XQ157Esz1Zkn7JtK6vGwp4DtQecvHY6bKwLoKPYsuTts7Jq3HzPUmMEt4U9BzrmpID8VY6L2rLkdetRbYdzrlkR31YOF+vbdfTFbn2vn38Lew6smy+maL2KMHFjwOMo3jRdhIvJl6ppUl3BRbh+TFwAHkfxpukiXEy+VE2T6gouwvVj4gJwXpbSdEuFstKyDJLhls3kKVpm0zLhYs5wq4Oys9eyjHKusm1FM+tiyoTLzZitMBNu4gLw+adv5PILTutcw+uMTbQyjZi7PluGouu6tabExS/YNFyZMYpwZdky5K3DdvkFp02s4NaVEkWydacuWYQrQ8BbPLSM8UR2XG6KctV9sYutnTWBtN3fXbcdXK/dlCjCTVwmXB51ZNpkM2MGKbNJmXBNz3CLPQOxDka5V6r0pap7tlGZcHnUMcifLWOQMpskwjVNhMrS9PrDaPdK2bSXHeKebUQArmOQP1vGIGU2SYRrmgiVpen1h9HulbJpLzvEPTtx7wHnUTQ7Lssg2WzZbKGzt8x2vMA+yLGjrutVxJbrH1SaCRdKcIyJvPXpplvqSGzoZVs9bD3buOxMuDoy6+roi90y4dp9OW5mmtaUOsZ8p5TUo6pMzUaMAe/et7gunTCvc2QZpKNN0f9myTs27wJPTyVi3VC2EW7mqVSoyHbAYW1Zplti4cKtzRPdMgybipwXqLLUkT4/qq0l1d4Xu9my916W6VRgHyVTs9cYcCMCsAsf8dB0EW4UvB+HYdQ+6yKcd9po8GsxPN52Yaiy3RsRgF34iAe/FsPjbReGKtvdRbgex9UyJgblig0R+ZJlEMGx6ePEeeT14yyxjffG0hdjFY4bEYCBQlNUrjukpukoy5xiLyZfsqyadcwZu3homfnr9ncIiQOvJdY0CmRvVt1nx/G+GGUK1SppxBBEtykq+81ImbdP2bbDtn6aylFsMfmS5bCtn7Zw5bCtsy2vrLKw50DPczWRvH6cpY4+O473xbB9dm3KyqpoRAB28WL88Gu2Hm+TMLgINyIuXowffs3W420ShirbvREBOHe6O5U7HeXQNtZP0TidM7Vft/3ypsobdmrMwmUUtGUpelzTpqgsSl4/zlJLn63pvqh6OsoiU6hWLcI1IgADhaaVXHdIwekoR7HlTdF48Qs20cr0jLz9Fi7aysKFWzttF25l4aKtQ02NWbiMgrZXn/kDQx3XyCkqixJBn63DVtd0lP2mUK1ahPNMuAgoOj3fsBk5sU+N6RQj9n48qXgm3IjELl4UnZ5v2HrEPjWmUwy/NmFwEW5EYhcvik7PN2w9Yp8a0ymGX5swTJwIJ+lcSQckfVXS9qrL67ZOXD9Bo5ugVaYtT3DK83cUYapo/V38ipu865iljj5bi20E8bdM4bjqe6L2TDhJLeDPgZcC9wO3S7rRzO6qqsw1QafIdH/ZaeeKHDeqLSs4dfN3WGGqaP09BThu8q5jqD47qba89qzynqhdhJP0Y8BbzWxb+n0HgJld3u2YUUU4x3GcUMQmwm0EDrZ9vz+1dSDpUkl7Je1dWlqqzTnHcZy6iFaEM7MrzWzOzOZmZ2dDu+M4jlM6IQLwIrCp7ftJqc1xHKdRhAjAtwM/JOkUSU8Cfga4MYAfjuM4Qan9LQgze1zSrwN7gBbwbjP7ct1+OI7jhGYsUpElLQHf6LPbCcC3anBnGGL2DeL2L2bfIG7/YvYN4vavTN+ebWa5QtZYBOAiSNrb7VWP0MTsG8TtX8y+Qdz+xewbxO1fXb5F+xaE4zjOpOMB2HEcJxCTFICvDO1AD2L2DeL2L2bfIG7/YvYN4vavFt8mZgzYcRxn3JikJ2DHcZyxwgOw4zhOIMY+ANc9t/AgSNok6WZJd0n6sqTLQvuURVJL0j5JHwrtSxZJGyRdL+keSXenM+lFgaTfSq/plyS9T9JTAvvzbkkPS/pSm+3pkj4m6Svp/8dH5t9Cem2/KOn/SNoQi29t294gySSdUEXZYx2A2+YWfhlwKvCzkk4N61UHjwNvMLNTgTOBX4vMP4DLgLtDO9GFdwIfMbMtwFYi8VPSRuA3gDkzex5JRufPhPWKq4FzM7btwCfM7IeAT6TfQ3E16/37GPA8M/tPwD8CO+p2KuVq1vuGpE3ATwH3VVXwWAdg4AXAV83sa2b2feBvgfMC+3QEM3vQzD6ffn6UJIBEM+O5pJOAVwBXhfYli6TjgJ8A3gVgZt83s0NhvergKGBG0lHA0cADIZ0xs08B/5wxnwe8J/38HuD8Wp1qI88/M/uomT2efr2VZGKu2unSdgDvAN4IVPamwrgH4EJzC8eApJOB04HPhfWkgytIOtjh0I7kcAqwBPxVOkRylaSnhnYKwMwWgbeTPBk9CDxiZh8N61UuzzSzB9PPDwHPDOlMH14H/N/QTqwh6Txg0cz2V1nOuAfgsUDSMcAHgN80s++E9gdA0iuBh83sjtC+dOEo4PnAX5jZ6cD3CPsT+gjpWOp5JH8kTgSeKunVYb3qjSXvm0b5zqmk3yUZrrs2tC8Ako4G3gS8ueqyxj0ARz+3sKRpkuB7rZndENqfNs4CXiXpXpKhmxdLuiasSx3cD9xvZmu/GK4nCcgx8BLg62a2ZGYrwA3Ajwf2KY9vSnoWQPr/w4H9WYekS4BXAj9n8SQlPIfkj+v+9P44Cfi8pH9fdkHjHoCjnltYkkjGMO82sz8J7U87ZrbDzE4ys5NJ2u0mM4vmKc7MHgIOSlpbkvYcoLKFWwfkPuBMSUen1/gcIhEIM9wIvCb9/BrggwF9WYekc0mGwF5lZo+F9mcNM7vTzJ5hZien98f9wPPTPlkqYx2A0wH8tbmF7wbeH9ncwmcBP0/ydPmF9N/LQzs1RrweuFbSF4EfAf44sD8ApE/l1wOfB+4kuY+CptVKeh/wWWCzpPsl/QKwE3ippK+QPLXvjMy/PwOOBT6W3ht/GZFv9ZQdz1O/4zhOsxjrJ2DHcZxxxgOw4zhOIDwAO47jBMIDsOM4TiA8ADuO4wTCA7DjOE4gPAA7juMEwgOw01jSuZpfmn5+m6Q/De2T0yyOCu2A4wTkLcAfSHoGyUx1rwrsj9MwPBPOaTSSPgkcA7wonbPZcWrDhyCcxiLpNOBZwPc9+Doh8ADsNJJ0esZrSeb1/W46M5fj1IoHYKdxpBNu30CyXt/dwB+SjAc7Tq34GLDjOE4g/AnYcRwnEB6AHcdxAuEB2HEcJxAegB3HcQLhAdhxHCcQHoAdx3EC4QHYcRwnEP8f+mSDaTirXekAAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now, let's randomize the agent's position and rotation:"
      ],
      "metadata": {
        "id": "bc5KII05pFUX"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import random\n",
        "\n",
        "position = random.choice(reachable_positions)\n",
        "rotation = random.choice(range(360))\n",
        "print(\"Teleporting the agent to\", position, \" with rotation\", rotation)\n",
        "\n",
        "event = controller.step(action=\"Teleport\", position=position, rotation=rotation)\n",
        "\n",
        "Image.fromarray(event.frame)"
      ],
      "metadata": {
        "id": "YQEG-d_hpE3W",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 334
        },
        "outputId": "e89f96ba-be8d-48e2-bdbd-49cfe9b09bbf"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Teleporting the agent to {'x': 7.25, 'y': 0.9009997844696045, 'z': 6.25}  with rotation 149\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=300x300 at 0x7FF210EB0A30>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Randomize Object Materials\n",
        "\n",
        "To randomize the materials of objects, we can use the `RandomizeMaterials` function:"
      ],
      "metadata": {
        "id": "7ByxD2TXOWD5"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axs = plt.subplots(2, 5, figsize=(20, 8))\n",
        "\n",
        "for ax in axs.flat:\n",
        "    event = controller.step(action=\"RandomizeMaterials\")\n",
        "    ax.imshow(event.frame)\n",
        "    ax.axis(\"off\")"
      ],
      "metadata": {
        "id": "ghkb2rW3OXLz",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 461
        },
        "outputId": "2e9f7b8a-d0f8-4f9d-b3b0-397b3c8fb756"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x576 with 10 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Changing houses\n",
        "\n",
        "To switch the agent to a different house, we can use AI2-THOR's `reset` method:"
      ],
      "metadata": {
        "id": "IqSDcKArN49N"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "new_house = dataset[\"train\"][1]\n",
        "controller.reset(scene=new_house)\n",
        "\n",
        "get_top_down_frame()"
      ],
      "metadata": {
        "id": "oxcFFLubNxti",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "outputId": "282d1366-d1cc-4722-aa29-ff918e17c63e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=300x300 at 0x7FF21057D070>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# More Details\n",
        "\n",
        "This notebook provided a very minimal demo to get started with ProcTHOR. More about ProcTHOR will be open-sourced and documented soon.\n",
        "\n",
        "For more details about how to use AI2-THOR, please checkout the API references at [ai2thor.allenai.org](https://ai2thor.allenai.org)."
      ],
      "metadata": {
        "id": "cb6mdtlJpzSx"
      }
    }
  ]
}