{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "k3iSjuNTF4Og"
      },
      "source": [
        "Step 1: Importing Required Libraries"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "1Jcsk7bwvvPB"
      },
      "outputs": [],
      "source": [
        "import tensorflow as tf\n",
        "import matplotlib.pyplot as plt\n",
        "import zipfile\n",
        "import os\n",
        "\n",
        "from tensorflow.keras import layers\n",
        "from tensorflow.keras.models import Model\n",
        "from tensorflow.keras.applications import EfficientNetB0"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "S7BDjSorF61r"
      },
      "source": [
        "Step 2: Mounting Google Drive"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TDwYkwzog4Zy",
        "outputId": "ea344756-e722-4c94-d07f-7969d0f644bf"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uyDnAWfmF_ar"
      },
      "source": [
        "Step 3: Searching for the Dataset ZIP File"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "S2Am_ncdFvwE"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "\n",
        "for root, dirs, files in os.walk(\"/content\"):\n",
        "    for file in files:\n",
        "        if file.endswith(\".zip\"):\n",
        "            print(os.path.join(root, file))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fHfHhC5bGDTk"
      },
      "source": [
        "Step 4: Uploading the Dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 73
        },
        "id": "rHNQaPIKhY_N",
        "outputId": "1cceba71-1a47-477d-b874-612534ec3e48"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-c6d0083f-9602-4fdc-9574-bca1f5e64f92\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-c6d0083f-9602-4fdc-9574-bca1f5e64f92\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script>// Copyright 2017 Google LLC\n",
              "//\n",
              "// Licensed under the Apache License, Version 2.0 (the \"License\");\n",
              "// you may not use this file except in compliance with the License.\n",
              "// You may obtain a copy of the License at\n",
              "//\n",
              "//      http://www.apache.org/licenses/LICENSE-2.0\n",
              "//\n",
              "// Unless required by applicable law or agreed to in writing, software\n",
              "// distributed under the License is distributed on an \"AS IS\" BASIS,\n",
              "// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
              "// See the License for the specific language governing permissions and\n",
              "// limitations under the License.\n",
              "\n",
              "/**\n",
              " * @fileoverview Helpers for google.colab Python module.\n",
              " */\n",
              "(function(scope) {\n",
              "function span(text, styleAttributes = {}) {\n",
              "  const element = document.createElement('span');\n",
              "  element.textContent = text;\n",
              "  for (const key of Object.keys(styleAttributes)) {\n",
              "    element.style[key] = styleAttributes[key];\n",
              "  }\n",
              "  return element;\n",
              "}\n",
              "\n",
              "// Max number of bytes which will be uploaded at a time.\n",
              "const MAX_PAYLOAD_SIZE = 100 * 1024;\n",
              "\n",
              "function _uploadFiles(inputId, outputId) {\n",
              "  const steps = uploadFilesStep(inputId, outputId);\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  // Cache steps on the outputElement to make it available for the next call\n",
              "  // to uploadFilesContinue from Python.\n",
              "  outputElement.steps = steps;\n",
              "\n",
              "  return _uploadFilesContinue(outputId);\n",
              "}\n",
              "\n",
              "// This is roughly an async generator (not supported in the browser yet),\n",
              "// where there are multiple asynchronous steps and the Python side is going\n",
              "// to poll for completion of each step.\n",
              "// This uses a Promise to block the python side on completion of each step,\n",
              "// then passes the result of the previous step as the input to the next step.\n",
              "function _uploadFilesContinue(outputId) {\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  const steps = outputElement.steps;\n",
              "\n",
              "  const next = steps.next(outputElement.lastPromiseValue);\n",
              "  return Promise.resolve(next.value.promise).then((value) => {\n",
              "    // Cache the last promise value to make it available to the next\n",
              "    // step of the generator.\n",
              "    outputElement.lastPromiseValue = value;\n",
              "    return next.value.response;\n",
              "  });\n",
              "}\n",
              "\n",
              "/**\n",
              " * Generator function which is called between each async step of the upload\n",
              " * process.\n",
              " * @param {string} inputId Element ID of the input file picker element.\n",
              " * @param {string} outputId Element ID of the output display.\n",
              " * @return {!Iterable<!Object>} Iterable of next steps.\n",
              " */\n",
              "function* uploadFilesStep(inputId, outputId) {\n",
              "  const inputElement = document.getElementById(inputId);\n",
              "  inputElement.disabled = false;\n",
              "\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  outputElement.innerHTML = '';\n",
              "\n",
              "  const pickedPromise = new Promise((resolve) => {\n",
              "    inputElement.addEventListener('change', (e) => {\n",
              "      resolve(e.target.files);\n",
              "    });\n",
              "  });\n",
              "\n",
              "  const cancel = document.createElement('button');\n",
              "  inputElement.parentElement.appendChild(cancel);\n",
              "  cancel.textContent = 'Cancel upload';\n",
              "  const cancelPromise = new Promise((resolve) => {\n",
              "    cancel.onclick = () => {\n",
              "      resolve(null);\n",
              "    };\n",
              "  });\n",
              "\n",
              "  // Wait for the user to pick the files.\n",
              "  const files = yield {\n",
              "    promise: Promise.race([pickedPromise, cancelPromise]),\n",
              "    response: {\n",
              "      action: 'starting',\n",
              "    }\n",
              "  };\n",
              "\n",
              "  cancel.remove();\n",
              "\n",
              "  // Disable the input element since further picks are not allowed.\n",
              "  inputElement.disabled = true;\n",
              "\n",
              "  if (!files) {\n",
              "    return {\n",
              "      response: {\n",
              "        action: 'complete',\n",
              "      }\n",
              "    };\n",
              "  }\n",
              "\n",
              "  for (const file of files) {\n",
              "    const li = document.createElement('li');\n",
              "    li.append(span(file.name, {fontWeight: 'bold'}));\n",
              "    li.append(span(\n",
              "        `(${file.type || 'n/a'}) - ${file.size} bytes, ` +\n",
              "        `last modified: ${\n",
              "            file.lastModifiedDate ? file.lastModifiedDate.toLocaleDateString() :\n",
              "                                    'n/a'} - `));\n",
              "    const percent = span('0% done');\n",
              "    li.appendChild(percent);\n",
              "\n",
              "    outputElement.appendChild(li);\n",
              "\n",
              "    const fileDataPromise = new Promise((resolve) => {\n",
              "      const reader = new FileReader();\n",
              "      reader.onload = (e) => {\n",
              "        resolve(e.target.result);\n",
              "      };\n",
              "      reader.readAsArrayBuffer(file);\n",
              "    });\n",
              "    // Wait for the data to be ready.\n",
              "    let fileData = yield {\n",
              "      promise: fileDataPromise,\n",
              "      response: {\n",
              "        action: 'continue',\n",
              "      }\n",
              "    };\n",
              "\n",
              "    // Use a chunked sending to avoid message size limits. See b/62115660.\n",
              "    let position = 0;\n",
              "    do {\n",
              "      const length = Math.min(fileData.byteLength - position, MAX_PAYLOAD_SIZE);\n",
              "      const chunk = new Uint8Array(fileData, position, length);\n",
              "      position += length;\n",
              "\n",
              "      const base64 = btoa(String.fromCharCode.apply(null, chunk));\n",
              "      yield {\n",
              "        response: {\n",
              "          action: 'append',\n",
              "          file: file.name,\n",
              "          data: base64,\n",
              "        },\n",
              "      };\n",
              "\n",
              "      let percentDone = fileData.byteLength === 0 ?\n",
              "          100 :\n",
              "          Math.round((position / fileData.byteLength) * 100);\n",
              "      percent.textContent = `${percentDone}% done`;\n",
              "\n",
              "    } while (position < fileData.byteLength);\n",
              "  }\n",
              "\n",
              "  // All done.\n",
              "  yield {\n",
              "    response: {\n",
              "      action: 'complete',\n",
              "    }\n",
              "  };\n",
              "}\n",
              "\n",
              "scope.google = scope.google || {};\n",
              "scope.google.colab = scope.google.colab || {};\n",
              "scope.google.colab._files = {\n",
              "  _uploadFiles,\n",
              "  _uploadFilesContinue,\n",
              "};\n",
              "})(self);\n",
              "</script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Saving PlantPathology_Split.zip to PlantPathology_Split.zip\n"
          ]
        }
      ],
      "source": [
        "from google.colab import files\n",
        "\n",
        "uploaded = files.upload()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uqbghiL9GHAe"
      },
      "source": [
        "Step 5: Extracting the Dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4CswI5BtGEcL",
        "outputId": "f647430b-660f-4487-ae76-de996852e3e7"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Dataset found at '/content/drive/MyDrive/PlantPathology_Split'. Skipping extraction.\n"
          ]
        }
      ],
      "source": [
        "import zipfile\n",
        "import os\n",
        "\n",
        "# The zip file is not in /content/, but the extracted data seems to be directly in MyDrive.\n",
        "# We will point extract_path to the location where the dataset is actually found.\n",
        "# If you still need to extract, ensure PlantPathology_Split.zip is uploaded to /content/\n",
        "# and change zip_file path to \"/content/PlantPathology_Split.zip\"\n",
        "zip_file = \"/content/PlantPathology_Split.zip\" # Placeholder, as the actual data is in MyDrive\n",
        "extract_path = \"/content/drive/MyDrive/PlantPathology_Split\" # Corrected path to the dataset in Google Drive\n",
        "\n",
        "# Check if the extracted directory already exists to avoid re-extraction or error\n",
        "if not os.path.exists(extract_path):\n",
        "    print(f\"Warning: The dataset directory '{extract_path}' was not found. Attempting extraction...\")\n",
        "    # Only attempt extraction if the zip file is present and target directory is missing\n",
        "    if os.path.exists(zip_file):\n",
        "        with zipfile.ZipFile(zip_file, \"r\") as zip_ref:\n",
        "            zip_ref.extractall(extract_path)\n",
        "        print(\"Extraction completed!\")\n",
        "    else:\n",
        "        print(f\"Error: The specified zip file '{zip_file}' was not found, and the extracted directory '{extract_path}' does not exist.\")\n",
        "        print(\"Please ensure the dataset is either extracted to this path or the zip file is uploaded to the correct location.\")\n",
        "else:\n",
        "    print(f\"Dataset found at '{extract_path}'. Skipping extraction.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HCAEODFfGPmt"
      },
      "source": [
        "Step 6: Locating the Dataset Folder Structure"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YXFq2y_4GLGL",
        "outputId": "dc910a84-bd94-46ff-faf2-60473b6de3bb"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Dataset Path:\n",
            "/content/drive/MyDrive/PlantPathology_Split\n"
          ]
        }
      ],
      "source": [
        "import os\n",
        "\n",
        "base_dir = None\n",
        "\n",
        "for root, dirs, files in os.walk(extract_path):\n",
        "\n",
        "    if \"train\" in dirs and \"valid\" in dirs and \"test\" in dirs:\n",
        "        base_dir = root\n",
        "        break\n",
        "\n",
        "print(\"Dataset Path:\")\n",
        "print(base_dir)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dmNuAoP3GT1S"
      },
      "source": [
        "Step 7: Loading the Image Datasets"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TUq88fqfGYAs",
        "outputId": "3b5a4206-659c-40d5-87c1-1d28466d2273"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Found 8691 files belonging to 12 classes.\n",
            "Found 1862 files belonging to 12 classes.\n",
            "Found 1863 files belonging to 12 classes.\n",
            "['complex', 'frog_eye_leaf_spot', 'frog_eye_leaf_spot complex', 'healthy', 'powdery_mildew', 'powdery_mildew complex', 'rust', 'rust complex', 'rust frog_eye_leaf_spot', 'scab', 'scab frog_eye_leaf_spot', 'scab frog_eye_leaf_spot complex']\n",
            "Number of Classes = 12\n"
          ]
        }
      ],
      "source": [
        "IMG_SIZE = (224,224)\n",
        "\n",
        "BATCH_SIZE = 32\n",
        "\n",
        "train_ds = tf.keras.utils.image_dataset_from_directory(\n",
        "\n",
        "    os.path.join(base_dir,\"train\"),\n",
        "\n",
        "    image_size=IMG_SIZE,\n",
        "\n",
        "    batch_size=BATCH_SIZE,\n",
        "\n",
        "    label_mode=\"int\"\n",
        "\n",
        ")\n",
        "\n",
        "valid_ds = tf.keras.utils.image_dataset_from_directory(\n",
        "\n",
        "    os.path.join(base_dir,\"valid\"),\n",
        "\n",
        "    image_size=IMG_SIZE,\n",
        "\n",
        "    batch_size=BATCH_SIZE,\n",
        "\n",
        "    label_mode=\"int\"\n",
        "\n",
        ")\n",
        "\n",
        "test_ds = tf.keras.utils.image_dataset_from_directory(\n",
        "\n",
        "    os.path.join(base_dir,\"test\"),\n",
        "\n",
        "    image_size=IMG_SIZE,\n",
        "\n",
        "    batch_size=BATCH_SIZE,\n",
        "\n",
        "    label_mode=\"int\",\n",
        "\n",
        "    shuffle=False\n",
        "\n",
        ")\n",
        "\n",
        "class_names = train_ds.class_names\n",
        "\n",
        "print(class_names)\n",
        "\n",
        "print(\"Number of Classes =\",len(class_names))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3a8ab89e",
        "outputId": "59f19a1b-289f-4b4a-f61e-f8a6bb7d8d2a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/94c6db7e61330e70.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/92bab269d20f43b6.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/9462726f63dec438.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/8f58cc94917738a7.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/92b02f6978bca92d.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/8ee4943ceeb32316.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/90d6618fd626f712.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/932e5c69e6074fc4.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/8e8727a1a53eb2e1.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/9499603eb54af786.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/92cf6f6c4492ed41.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/910d36e85b12f1b7.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/90f97e1ee0261b27.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/92795791c0d3c5cb.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/8ec3a78dd5d15216.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/8f3d70819949faca.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/9187bc815e755a9c.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/9068d8d07d787765.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/924b82cd86edae8e.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/949c6a6da17577c0.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/9168f95b89cc16e6.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/94da5ebd8646506b.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/8ff160e487b18e1d.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/94302f96e10f3b6b.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/931c5a9c786b823f.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/949437f0688be73a.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/926d3ef2654c9638.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/947a4a17a5bdec11.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/92d47ae761f0c83a.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/8f25789f673025ca.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/9304fc04e75c7ce9.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/91cd70f93719843e.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/92c23c93617d8f93.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/93b7273db49054ca.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/918132e1f343f93e.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/929e97c808d7fe82.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/90bb8dcc6f0c58b9.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/92ad52c79d278b31.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/8ea96e32d50acad5.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/92186d68b7da926d.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/8f40cb2d7c9d11d6.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/8e6e6591da299c47.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/902b269c0ddbe3e5.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/9472e4d782deb192.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/92452dddc23a636b.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/92e997918ebaa2a3.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/94dbce4347a0b659.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/91b4acd17962678d.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/8dfd544a4a4b6d94.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/90f99ee1c1132bb6.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/8e5a7469cce9c931.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/8dfa3ac7c2e04653.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/8ee09cce60b2db1d.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/90988d2f3ef8f063.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/rust/9d07ea216161cf2f.jpg\n",
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            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c0333bc3cb13b3d2.jpg\n",
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            "/content/drive/MyDrive/PlantPathology_Split/train/complex/b61ac17d0fe18ca3.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/b5b6831dca7c684a.jpg\n",
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            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c5b72c2a24924df7.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c43f9887255e7558.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d023c15f9eb8e1a9.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c5ccdee54263661a.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c88637cdd038f9e8.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c36925f18505fc37.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d0cea62f9f780495.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c305c9953d7ad03b.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/ceadd0c5353aa962.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d0a4dbd79490e176.jpg\n",
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            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c76a2f9e815a45e8.jpg\n",
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            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c8c3a90eb17b7962.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cec684eed5252a1d.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c67a01efc3374b60.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cefa8435c02d99ab.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/ccaec1876b61f498.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c5a1309e4bb8bf19.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c5181a6327e7d83d.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c2f4cb8e1265675c.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c87cd4fc3f4a2063.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d18c39876977c8a3.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d0124fdecf3838b1.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c530324bafc7729a.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cd27ce297630c761.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c934cccb174cc93b.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cdd2061e3e25ccf8.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/ca8ad6f11b85c7c2.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c5fb74a23fd31402.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d035d965296f6899.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d0e3c2f7df51880a.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d0f9cfa045d33349.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cf80713ec2e42f87.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cf387a827031bc6e.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d0cf98716466b69c.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c79e4a310ef194d5.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c6b833780fe5c34a.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c59634d79725d183.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d0e05a4eb77921f2.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d0eadd90c19da197.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c5aff2e545d0a129.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c6b4b491f27e4349.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c433bed1642d9de0.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c51a77312e5634b6.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c77960e1c343c6b6.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/ccf492cb8eacb988.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c937a581977c6f20.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cfde68b088ed0f03.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c3bacd372c2312cb.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cdcc0c8fe8bec909.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c5b836e660fa30bc.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d01c2d27b7922757.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c880bbdfcb612d62.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c9543b92c3cacf16.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c56943d8a983fa96.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cf822dcf01eec076.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c50e9333695d3d64.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cf6a8b1689fe8c12.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c5826a733cd27876.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c5e4f43f273ca281.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d00f79d9207af067.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d0bc1fd438bcb530.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c7b842e578ce446b.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c5c39a8d6f723432.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c9e5e7cc99b8830a.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c7fc86c4a505936e.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cd51d0cd9edbc80a.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c8d15fc06f6c0774.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c49ccecb0db79c30.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d0a5970ba92bab96.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c7d07f6865147668.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c733605f3ac572a2.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d0c766bc38e1978c.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d17066c7fd242d0d.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c4dad3b3b4852867.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cd2f1851478fd88b.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cd8cc63ce5d42783.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d09555dbb4a71543.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c55bdc8b29255635.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d03c82603f6f739a.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d0b734f1bcc1981d.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c443f090f7c0afda.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/caa774ba95f08895.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/ce226a3cb099db4b.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c5600c7f3d5b9a94.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cd10d6dfdb9a880a.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cbfa218f81268e8f.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cb927f8cc06cd952.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c61f3648264d978f.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cc1e616693ec3f82.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c3d387b05ab1db82.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c7473f1aed4242d4.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cd9c64ec1964cdd8.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/ce1a93ed21ae19d4.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c2f5cea0b18bccc9.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c5d171c182aaed3b.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c9e8478782b6b1c7.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c7f8dcc04bc44a2f.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c7e8d29d382268f3.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cbc96e1750a613bc.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c3b555e0aed194cc.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d08077878dcdb89d.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c8c2359eca389be3.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c6c30af8bbe84db0.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c5544dc89b387de1.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d10c32b2f4b9d93a.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cd8facf8e0616135.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cff833939a8b02e2.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c5b097983f1f270c.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c491bf9137de0307.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/cda0c3db329b138e.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/c8c03ddfeb881f09.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d32492d3854abece.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d3d111a56bd961a9.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d56e6ac133d212ab.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d561cd9815d6c42f.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d34a6fa51e8e8994.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d586c8248da6ddcb.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d4cdda807fe0f190.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d2ae6e882498e4fb.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d5b2c6c99f58b007.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d41a7b0479631c7b.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d1c5a92c5e2b6372.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d4484e8d7bd8b34a.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d4eb958689fab130.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d5e934df4a480597.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d4f6ec925752aa09.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d32f6fc3d8c8a00e.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d2f963c30de464e8.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d3a407fa4e23f09c.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d30d238b3fcb2ca2.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d3bfc1646610eea8.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d5f32a8f6310ae62.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d5cea09688d65db2.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d624c28e67cc179e.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d47293f9e9832592.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d64460a3b19f1cfc.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d28c63da22fa8e33.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d4ee2012a5abd2de.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d52c3f813b4b5a1a.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d2d823b1c8ccb771.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d20a299a3dc5d7d4.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d56f31f00ce6bd02.jpg\n",
            "/content/drive/MyDrive/PlantPathology_Split/train/complex/d3b089e760db2f06.jpg\n"
          ]
        }
      ],
      "source": [
        "print('Listing files recursively in /content/drive/MyDrive/:')\n",
        "for root, dirs, files in os.walk('/content/drive/MyDrive/'):\n",
        "    for name in files:\n",
        "        print(os.path.join(root, name))\n",
        "    for name in dirs:\n",
        "        print(os.path.join(root, name))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "02735f94",
        "outputId": "e6a17baf-d866-4ca7-a1cd-5698f5d74a82"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Listing contents of /content/ directory:\n",
            "total 8\n",
            "drwx------ 5 root root 4096 Jul 14 10:43 drive\n",
            "drwxr-xr-x 1 root root 4096 Jun  4 13:39 sample_data\n"
          ]
        }
      ],
      "source": [
        "print('Listing contents of /content/ directory:')\n",
        "!ls -l /content/"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "J5fiUFtTGYDx"
      },
      "source": [
        "Step 8: Optimising Data Loading Performance"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "id": "K7uXWkErGa0x"
      },
      "outputs": [],
      "source": [
        "AUTOTUNE = tf.data.AUTOTUNE\n",
        "\n",
        "train_ds = train_ds.cache().shuffle(1000).prefetch(AUTOTUNE)\n",
        "\n",
        "valid_ds = valid_ds.cache().prefetch(AUTOTUNE)\n",
        "\n",
        "test_ds = test_ds.cache().prefetch(AUTOTUNE)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xD6TO_mQGcEp"
      },
      "source": [
        "Step 9: Data Augmentation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "id": "H_I8vMhgGdsc"
      },
      "outputs": [],
      "source": [
        "data_augmentation = tf.keras.Sequential([\n",
        "\n",
        "    layers.RandomFlip(\"horizontal\"),\n",
        "\n",
        "    layers.RandomRotation(0.2),\n",
        "\n",
        "    layers.RandomZoom(0.2),\n",
        "\n",
        "    layers.RandomContrast(0.2),\n",
        "\n",
        "    layers.RandomTranslation(0.1,0.1),\n",
        "\n",
        "])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4dwcpIRDGf2_"
      },
      "source": [
        "Step 10: Loading the Pre-Trained EfficientNetB0 Base"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "o_qzIIdlGnEx",
        "outputId": "f464568a-2251-430f-ca3d-a3aeda914c5f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Downloading data from https://storage.googleapis.com/keras-applications/efficientnetb0_notop.h5\n",
            "\u001b[1m16705208/16705208\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n",
            "EfficientNetB0 Loaded Successfully\n"
          ]
        }
      ],
      "source": [
        "base_model = EfficientNetB0(\n",
        "\n",
        "    include_top=False,\n",
        "\n",
        "    weights=\"imagenet\",\n",
        "\n",
        "    input_shape=(224,224,3)\n",
        "\n",
        ")\n",
        "\n",
        "base_model.trainable = False\n",
        "\n",
        "print(\"EfficientNetB0 Loaded Successfully\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ci3iuL8SGoOl"
      },
      "source": [
        "Step 11: Building the Full Model Architecture"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 510
        },
        "id": "APCfzCWAGoqz",
        "outputId": "904265f1-dacf-4278-d3bb-02d5e0353c2d"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"functional_1\"</span>\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[1mModel: \"functional_1\"\u001b[0m\n"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
              "┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
              "│ input_layer_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)    │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ sequential (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Sequential</span>)         │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">224</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)    │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ efficientnetb0 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Functional</span>)     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1280</span>)     │     <span style=\"color: #00af00; text-decoration-color: #00af00\">4,049,571</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ global_average_pooling2d        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1280</span>)           │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePooling2D</span>)        │                        │               │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ batch_normalization             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1280</span>)           │         <span style=\"color: #00af00; text-decoration-color: #00af00\">5,120</span> │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │       <span style=\"color: #00af00; text-decoration-color: #00af00\">655,872</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dropout (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)            │       <span style=\"color: #00af00; text-decoration-color: #00af00\">131,328</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dropout_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">12</span>)             │         <span style=\"color: #00af00; text-decoration-color: #00af00\">3,084</span> │\n",
              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
              "</pre>\n"
            ],
            "text/plain": [
              "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
              "│ input_layer_1 (\u001b[38;5;33mInputLayer\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m3\u001b[0m)    │             \u001b[38;5;34m0\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ sequential (\u001b[38;5;33mSequential\u001b[0m)         │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m3\u001b[0m)    │             \u001b[38;5;34m0\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ efficientnetb0 (\u001b[38;5;33mFunctional\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m1280\u001b[0m)     │     \u001b[38;5;34m4,049,571\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ global_average_pooling2d        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1280\u001b[0m)           │             \u001b[38;5;34m0\u001b[0m │\n",
              "│ (\u001b[38;5;33mGlobalAveragePooling2D\u001b[0m)        │                        │               │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ batch_normalization             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1280\u001b[0m)           │         \u001b[38;5;34m5,120\u001b[0m │\n",
              "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense (\u001b[38;5;33mDense\u001b[0m)                   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │       \u001b[38;5;34m655,872\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dropout (\u001b[38;5;33mDropout\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_1 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)            │       \u001b[38;5;34m131,328\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dropout_1 (\u001b[38;5;33mDropout\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
              "│ dense_2 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m)             │         \u001b[38;5;34m3,084\u001b[0m │\n",
              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">4,844,975</span> (18.48 MB)\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m4,844,975\u001b[0m (18.48 MB)\n"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">792,844</span> (3.02 MB)\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m792,844\u001b[0m (3.02 MB)\n"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">4,052,131</span> (15.46 MB)\n",
              "</pre>\n"
            ],
            "text/plain": [
              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m4,052,131\u001b[0m (15.46 MB)\n"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "inputs = tf.keras.Input(shape=(224,224,3))\n",
        "\n",
        "x = data_augmentation(inputs)\n",
        "\n",
        "x = tf.keras.applications.efficientnet.preprocess_input(x)\n",
        "\n",
        "x = base_model(x, training=False)\n",
        "\n",
        "x = layers.GlobalAveragePooling2D()(x)\n",
        "\n",
        "x = layers.BatchNormalization()(x)\n",
        "\n",
        "x = layers.Dense(512, activation=\"relu\")(x)\n",
        "\n",
        "x = layers.Dropout(0.5)(x)\n",
        "\n",
        "x = layers.Dense(256, activation=\"relu\")(x)\n",
        "\n",
        "x = layers.Dropout(0.3)(x)\n",
        "\n",
        "outputs = layers.Dense(len(class_names), activation=\"softmax\")(x)\n",
        "\n",
        "model = Model(inputs, outputs)\n",
        "\n",
        "model.summary()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sDM8xHEhGqA8"
      },
      "source": [
        "Step 12: Compiling the Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "id": "p9P6y6rJGsvX"
      },
      "outputs": [],
      "source": [
        "model.compile(\n",
        "\n",
        "    optimizer=tf.keras.optimizers.Adam(learning_rate=0.0001),\n",
        "\n",
        "    loss=\"sparse_categorical_crossentropy\",\n",
        "\n",
        "    metrics=[\"accuracy\"]\n",
        "\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tQRJhDdeGtcY"
      },
      "source": [
        "Step 13: Setting Up Training Callbacks"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "id": "DpQsjG4IGwwT"
      },
      "outputs": [],
      "source": [
        "early_stop = tf.keras.callbacks.EarlyStopping(\n",
        "\n",
        "    monitor=\"val_loss\",\n",
        "\n",
        "    patience=5,\n",
        "\n",
        "    restore_best_weights=True\n",
        "\n",
        ")\n",
        "\n",
        "reduce_lr = tf.keras.callbacks.ReduceLROnPlateau(\n",
        "\n",
        "    monitor=\"val_loss\",\n",
        "\n",
        "    factor=0.2,\n",
        "\n",
        "    patience=2,\n",
        "\n",
        "    min_lr=1e-6,\n",
        "\n",
        "    verbose=1\n",
        "\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4qkivNgfGw6_"
      },
      "source": [
        "Step 14: Initial Training (Feature Extraction Phase)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eJCqG4PXRo7u",
        "outputId": "ebda389f-7fd6-4792-ee85-b569c1ed61e1"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Epoch 1/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1682s\u001b[0m 1s/step - accuracy: 0.3599 - loss: 2.0305 - val_accuracy: 0.5897 - val_loss: 1.4201 - learning_rate: 1.0000e-04\n",
            "Epoch 2/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m27s\u001b[0m 100ms/step - accuracy: 0.4933 - loss: 1.5539 - val_accuracy: 0.6477 - val_loss: 1.1404 - learning_rate: 1.0000e-04\n",
            "Epoch 3/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m40s\u001b[0m 95ms/step - accuracy: 0.5430 - loss: 1.4087 - val_accuracy: 0.6719 - val_loss: 1.0757 - learning_rate: 1.0000e-04\n",
            "Epoch 4/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 96ms/step - accuracy: 0.5661 - loss: 1.3371 - val_accuracy: 0.6751 - val_loss: 1.0666 - learning_rate: 1.0000e-04\n",
            "Epoch 5/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 95ms/step - accuracy: 0.5873 - loss: 1.2610 - val_accuracy: 0.6767 - val_loss: 1.0285 - learning_rate: 1.0000e-04\n",
            "Epoch 6/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m41s\u001b[0m 97ms/step - accuracy: 0.5974 - loss: 1.2325 - val_accuracy: 0.6880 - val_loss: 0.9921 - learning_rate: 1.0000e-04\n",
            "Epoch 7/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 95ms/step - accuracy: 0.6074 - loss: 1.1903 - val_accuracy: 0.7019 - val_loss: 0.9692 - learning_rate: 1.0000e-04\n",
            "Epoch 8/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 94ms/step - accuracy: 0.6196 - loss: 1.1468 - val_accuracy: 0.7030 - val_loss: 0.9686 - learning_rate: 1.0000e-04\n",
            "Epoch 9/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 96ms/step - accuracy: 0.6189 - loss: 1.1431 - val_accuracy: 0.7057 - val_loss: 0.9515 - learning_rate: 1.0000e-04\n",
            "Epoch 10/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 96ms/step - accuracy: 0.6362 - loss: 1.1065 - val_accuracy: 0.7105 - val_loss: 0.9398 - learning_rate: 1.0000e-04\n",
            "Epoch 11/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 96ms/step - accuracy: 0.6418 - loss: 1.0892 - val_accuracy: 0.7105 - val_loss: 0.9284 - learning_rate: 1.0000e-04\n",
            "Epoch 12/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 96ms/step - accuracy: 0.6472 - loss: 1.0660 - val_accuracy: 0.7148 - val_loss: 0.9166 - learning_rate: 1.0000e-04\n",
            "Epoch 13/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 95ms/step - accuracy: 0.6606 - loss: 1.0565 - val_accuracy: 0.7175 - val_loss: 0.9108 - learning_rate: 1.0000e-04\n",
            "Epoch 14/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 95ms/step - accuracy: 0.6606 - loss: 1.0405 - val_accuracy: 0.7180 - val_loss: 0.9051 - learning_rate: 1.0000e-04\n",
            "Epoch 15/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 95ms/step - accuracy: 0.6611 - loss: 1.0350 - val_accuracy: 0.7170 - val_loss: 0.9183 - learning_rate: 1.0000e-04\n",
            "Epoch 16/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 79ms/step - accuracy: 0.6603 - loss: 1.0202\n",
            "Epoch 16: ReduceLROnPlateau reducing learning rate to 1.9999999494757503e-05.\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 95ms/step - accuracy: 0.6623 - loss: 1.0188 - val_accuracy: 0.7137 - val_loss: 0.9157 - learning_rate: 1.0000e-04\n",
            "Epoch 17/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 95ms/step - accuracy: 0.6637 - loss: 1.0109 - val_accuracy: 0.7223 - val_loss: 0.9091 - learning_rate: 2.0000e-05\n",
            "Epoch 18/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 96ms/step - accuracy: 0.6637 - loss: 1.0079 - val_accuracy: 0.7197 - val_loss: 0.9037 - learning_rate: 2.0000e-05\n",
            "Epoch 19/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 95ms/step - accuracy: 0.6683 - loss: 0.9904 - val_accuracy: 0.7159 - val_loss: 0.9057 - learning_rate: 2.0000e-05\n",
            "Epoch 20/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 95ms/step - accuracy: 0.6736 - loss: 0.9879 - val_accuracy: 0.7202 - val_loss: 0.8995 - learning_rate: 2.0000e-05\n"
          ]
        }
      ],
      "source": [
        "history = model.fit(\n",
        "\n",
        "    train_ds,\n",
        "\n",
        "    validation_data=valid_ds,\n",
        "\n",
        "    epochs=20,\n",
        "\n",
        "    callbacks=[early_stop, reduce_lr]\n",
        "\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LrL-lGBWG04z"
      },
      "source": [
        "Step 15: Unfreezing Layers for Fine-Tuning"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "juMCM7PVG1IT",
        "outputId": "b6444794-0f46-4963-bbeb-e681c78ae848"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Fine-tuning last 30 layers...\n"
          ]
        }
      ],
      "source": [
        "# Unfreeze the base model\n",
        "base_model.trainable = True\n",
        "\n",
        "# Freeze all layers except the last 30\n",
        "for layer in base_model.layers[:-30]:\n",
        "    layer.trainable = False\n",
        "\n",
        "print(\"Fine-tuning last 30 layers...\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Rd6lU76FHDky"
      },
      "source": [
        "Step 16: Recompiling the Model with a Lower Learning Rate"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "id": "8T92U1KlI3Tm"
      },
      "outputs": [],
      "source": [
        "model.compile(\n",
        "    optimizer=tf.keras.optimizers.Adam(learning_rate=1e-5),\n",
        "    loss=\"sparse_categorical_crossentropy\",\n",
        "    metrics=[\"accuracy\"]\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tc4N_VY2HH6s"
      },
      "source": [
        "Step 17: Fine-Tuning and Evaluating the Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7ks5LKMBI4zo",
        "outputId": "91724daf-086b-484f-a653-969c17eb0442"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Epoch 1/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m50s\u001b[0m 123ms/step - accuracy: 0.5203 - loss: 1.4157 - val_accuracy: 0.6745 - val_loss: 1.0465 - learning_rate: 1.0000e-05\n",
            "Epoch 2/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 95ms/step - accuracy: 0.5533 - loss: 1.2956\n",
            "Epoch 2: ReduceLROnPlateau reducing learning rate to 1.9999999494757505e-06.\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m30s\u001b[0m 110ms/step - accuracy: 0.5620 - loss: 1.2962 - val_accuracy: 0.6907 - val_loss: 1.0114 - learning_rate: 1.0000e-05\n",
            "Epoch 3/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m30s\u001b[0m 109ms/step - accuracy: 0.5771 - loss: 1.2550 - val_accuracy: 0.6901 - val_loss: 1.0031 - learning_rate: 2.0000e-06\n",
            "Epoch 4/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 95ms/step - accuracy: 0.6018 - loss: 1.2119\n",
            "Epoch 4: ReduceLROnPlateau reducing learning rate to 1e-06.\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m30s\u001b[0m 111ms/step - accuracy: 0.5896 - loss: 1.2358 - val_accuracy: 0.6939 - val_loss: 0.9947 - learning_rate: 2.0000e-06\n",
            "Epoch 5/20\n",
            "\u001b[1m272/272\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m30s\u001b[0m 110ms/step - accuracy: 0.5903 - loss: 1.2329 - val_accuracy: 0.6928 - val_loss: 0.9922 - learning_rate: 1.0000e-06\n",
            "\u001b[1m59/59\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m342s\u001b[0m 6s/step - accuracy: 0.6838 - loss: 1.0104\n",
            "Test Accuracy: 0.6838432550430298\n"
          ]
        }
      ],
      "source": [
        "history = model.fit(\n",
        "    train_ds,\n",
        "    validation_data=valid_ds,\n",
        "    epochs=20,\n",
        "    callbacks=[early_stop, reduce_lr]\n",
        ")\n",
        "\n",
        "test_loss, test_accuracy = model.evaluate(test_ds)\n",
        "\n",
        "print(\"Test Accuracy:\", test_accuracy)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lx7WkrZWHMIJ"
      },
      "source": [
        "Step 18: Plotting Accuracy and Loss Curves"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "LbRQm6sTI6X_",
        "outputId": "abdcad78-8595-4d2b-eb6a-f205b0c3f457"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1400x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.figure(figsize=(14,5))\n",
        "\n",
        "# Accuracy\n",
        "plt.subplot(1,2,1)\n",
        "plt.plot(history.history['accuracy'], marker='o')\n",
        "plt.plot(history.history['val_accuracy'], marker='o')\n",
        "plt.title(\"Model Accuracy\")\n",
        "plt.xlabel(\"Epoch\")\n",
        "plt.ylabel(\"Accuracy\")\n",
        "plt.legend([\"Training Accuracy\",\"Validation Accuracy\"])\n",
        "\n",
        "# Loss\n",
        "plt.subplot(1,2,2)\n",
        "plt.plot(history.history['loss'], marker='o')\n",
        "plt.plot(history.history['val_loss'], marker='o')\n",
        "plt.title(\"Model Loss\")\n",
        "plt.xlabel(\"Epoch\")\n",
        "plt.ylabel(\"Loss\")\n",
        "plt.legend([\"Training Loss\",\"Validation Loss\"])\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mzsIQPHGHQmB"
      },
      "source": [
        "Step 18: Plotting Accuracy and Loss Curves"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HdWvYCBHOWHs",
        "outputId": "15aff075-c27e-4a04-b1f2-3c84deb7b079"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[1m59/59\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 127ms/step\n"
          ]
        }
      ],
      "source": [
        "import numpy as np\n",
        "\n",
        "y_true = np.concatenate([y for x, y in test_ds], axis=0)\n",
        "\n",
        "predictions = model.predict(test_ds)\n",
        "\n",
        "y_pred = np.argmax(predictions, axis=1)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gBx3rbzfHTzv"
      },
      "source": [
        "Step 20: Classification Report"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vSONP-P-OaiY",
        "outputId": "184bfa9a-81e6-4d14-daf4-546c2ba3463f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "                                 precision    recall  f1-score   support\n",
            "\n",
            "                        complex       0.39      0.24      0.30       160\n",
            "             frog_eye_leaf_spot       0.59      0.72      0.65       310\n",
            "     frog_eye_leaf_spot complex       0.00      0.00      0.00        16\n",
            "                        healthy       0.81      0.81      0.81       445\n",
            "                 powdery_mildew       0.86      0.79      0.83       126\n",
            "         powdery_mildew complex       0.00      0.00      0.00         8\n",
            "                           rust       0.61      0.84      0.71       186\n",
            "                   rust complex       0.00      0.00      0.00         9\n",
            "        rust frog_eye_leaf_spot       0.00      0.00      0.00        13\n",
            "                           scab       0.72      0.78      0.75       500\n",
            "        scab frog_eye_leaf_spot       0.21      0.07      0.10        73\n",
            "scab frog_eye_leaf_spot complex       0.00      0.00      0.00        17\n",
            "\n",
            "                       accuracy                           0.68      1863\n",
            "                      macro avg       0.35      0.35      0.35      1863\n",
            "                   weighted avg       0.65      0.68      0.66      1863\n",
            "\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.12/dist-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
            "/usr/local/lib/python3.12/dist-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
            "/usr/local/lib/python3.12/dist-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"
          ]
        }
      ],
      "source": [
        "from sklearn.metrics import classification_report\n",
        "\n",
        "print(classification_report(\n",
        "    y_true,\n",
        "    y_pred,\n",
        "    target_names=class_names\n",
        "))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-gu7wl9bHXol"
      },
      "source": [
        "Step 21: Confusion Matrix Visualisation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 934
        },
        "id": "bmUrs03gOfl_",
        "outputId": "626eae40-6edb-4e36-de59-ec324ac5aaa3"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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2S5Vo3+oNwjeuN1PEz+bLuZ9RvnRxJowdY+5QnklmvNfE/NRhFxGzyJErN+91+5DZ85Yya94Syld8kaH9enDqr+PExcXSr2cnDBiYOGMu0z6bz927dxnc9wOSkpLMHfoTHY34g9XffUMh32Im6yeM/JgzkacYPm4ac+Z/S7UaNRkztC/H/4wwU6Rps/bHNUwcH0Lnrt1Y8vUK/PyK837nDkRHR5s7tDTL7eVFj4/6sHjZchYv/ZZKlavw4QfdOH78mLlDS7Pdv//Gm2+1Yv7iZXz6WSj37t7j/U4diIuNNXdoTy2z3ms5c+Xmva4fMidsKZ+GLaH8Cy8yuG8PTv51HLjfWe/f831eeDGAWaGLmT3vK5q88RYGm8zzcSyzts3jZNb67NvzO03feIs5oYuZMvMz7t27S6/unYiL+/v//ehhAzlz+hQhk2YQtmQ5NV6uxbCBvfnzSOb4m/PAoYMH+fbrpRQt5mfuUJ5JZr3XnguDjfmWTChzRi2SwZKSkhg/fjy+vr7Y29uTP39+Ro8eDcDBgwd55ZVXyJYtG56ennTq1ImYmBjjvm3btqVJkyaMGTOG3Llz4+7uTnBwMPfu3aNv3754eHiQL18+QkNDjfucOnUKg8HAkiVLqFq1Kg4ODpQuXZrNm/89A7ht2zaqV69OtmzZ8PHxoUePHty+fRuA+fPn4+zszLFjf3dIunbtSvHixYk1wwf7qtWDeLFqIPnyF8Anf0E6vN+DbI6OHP7jAIcO7ONi1Hn6DR1FYd9iFPYtRv+ho/kz4hB7f9+Z4bGmRVxsLONGDOTD/sNwcXE12Xb4j/00bv4WxUuWwTtvPt5u2wknZxeOZZIPTwvCQmnWvAVNmr5OEV9fBg8bgYODAyuXf2vu0NKsRtArVA+sQYECBSlQsBAf9PwIR0dHDu7fZ+7Q0mzWnC9o3KQZvr5F8StenODRY4mKOs/hw4fMHdpTy6z3WtXqQVSp9vf7WseH3tcAZk6ZQLMWb/N2m44UKuxL/gKFeLlWPezs7Mwceepl1rZ5nMxan0mfzOHVRk0oVMQX32LFGTR8NBcvRHE04rCxzB8H9tHszbcpWboMefL50KZjZ5xdXDh6JPO8N8TG3mbQgD4MGT4SV1fXJ+9gwTLrvSbmpw67SCoMHDiQsWPHMmTIEA4fPszixYvJnTs3t2/fpm7dumTPnp1du3bx9ddfs2HDBrp3726y/6ZNmzh//jxbtmxh8uTJDBs2jIYNG5I9e3Z27txJly5d6Ny5M2fPnjXZr2/fvvTu3Zu9e/cSEBBAo0aNHvtN7IkTJ6hXrx6vv/46Bw4cYOnSpWzbts0YS+vWrXn11Vdp1aoV9+7dY/Xq1cydO5dFixbh6Oj4fC5cKiUmJrJp/Y/ciYujZJlyJCQkgMFA1qx/f4i1s7PHYGPDH/v3mjHSJ5sxaQyVAwKpUKlKim0lS5dj88Z13Lx5g6SkJMI3/EhCQjxlK7xghkjT5m5CAhGHD1EloKpxnY2NDVWqVOWAhbfJkyQmJrJ2zWri4mIp61/e3OE8s5iYWwC4ubmZOZKnYy33WmJiIpt+uv++Vqp0Oa5djSbi0AHcPTzo3vEdmtWrQc8ubTm4b4+5Q001a2mbB6ypPrf/nyhwdf37/33psv5sWr+Wmzfu/83ZsG4NCfEJlK9Y2VxhplnIqGCqBwaZtFFmZE33mmQ8/aybyBPcunWLadOmMWPGDNq0aQNAkSJFeOmll/j888+5c+cO8+fPx8nJCYAZM2bQqFEjxo0bR+7cuQHw8PBg+vTp2NjY4Ofnx/jx44mNjWXQoEHA318IbNu2jZYtWxrP3b17d15//XUAZs+ezdq1a/niiy/o169fijhDQkJo1aoVH374IQBFixZl+vTp1KhRg9mzZ+Pg4MCcOXMoW7YsPXr0YPny5QwfPpyKFSs+tu7x8fHEx8f/Y50Be3v7p7yapv46/icfvPcOCQkJZMvmyIhxUylYqAju7tnJ5pCNz2dOocP7PUhOTmbuzKkkJSYSHX05Xc79PIRv+JHjf0bwydzFj9z+8cgJjBnajzfqB2JrmwV7BweGjZlC3nz5MzjStLt2/RqJiYl4enqarPf09ORkJn1e+tifR2ndqiUJCfFkc3Rk8rSZFCnia+6wnklSUhITxo7Bv3wFfIsWe/IOFiiz32t/Hf+Tbh3/fl8LHjeVgoWLcPjgfgDCPp9Nlx698S1WnJ/WfE/v7h35cvEK8uUvYObInyyzt80/WUt9kpKSmD5pLGXKlaewb1Hj+hFjJzFsYB8a1KyGrW0WHBwcGD1xKvl8LP9vDsDaNas5EnGYhUu+MXcoz8xa7rV0k0knfzMXZdhFniAiIoL4+Hhq1qz5yG3lypUzdtYBqlWrRlJSEkePHjWuK1WqFDYPPaOYO3duypQpY3xta2uLp6cnly5dMjl+QECA8d9ZsmThhRdeICLi0cOn9+/fz7x583B2djYudevWJSkpiZMn709Ekz17dr744gtmz55NkSJFGDBgwL/WPSQkBDc3N5Nl5pTx/7pPWvgUKMRn879h5heLeK1ZC8YFD+bUyRO4Z/dg6JhJ7NgWTsOXX+S1WlWJiblFUb8S2Fjo80eXLl5g9tTx9B8Wgt1jvtAI+3wmMTG3GDvtMz75YjGvt3yX0UP7cfJE5ntu2hoULFSIpd+uZMHiZbRo8RZDP+7PiRPHzR3WMwkZNYLjx48xbsIUc4fyn+VToBBzF3zDrC8W0bhZC8YGD+bUXydISk4GoGHTN6jfqClF/UrQ7aP++BQoyI8/rDBz1JKZTR43ipMnjjN8zAST9XNnzyDm1i2mzJrL3AVLeLNVa4YN6MOJ43+aKdLUuxAVxYSxYxg9dmK6JQlEMitl2EWeIFu2bM98jKxZs5q8NhgMj1z3LBOqxcTE0LlzZ3r06JFiW/78f3+bvmXLFmxtbYmKiuL27du4uLg89pgDBw6kV69eJusux6bft6JZs2Yl7/+/6S9WvBRHD//B8qUL6TVgGC+8WJWF3/7IjevXsLW1xdnFleavBuGdN1+6nT89HT96mOvXrtKt/d8jJJISEzm4bzffL1/CF4u/4/tvlzBnwbcULHw/i1ukqB8H9+/h+2+X0LPfEHOFnirZ3bNja2ub4pGM6OhocuTIYaaonk3WrHbk/39Ws2Sp0hw6dJDFC+czZFiwmSN7OiGjg9myOZwvwxaS28vL3OE8tcx+rz38vuZXohRHIv7g26ULebtNBwAKFipsUj5/wcJcvBiV4XE+jczeNv9kDfWZMm40O7Zt5pPPwsiV++//9+fORrJ82WLmL11Jof+PHPItVpz9+/awYtlX9Bk0zFwhp0rE4UNcvRrN2y2aGdclJiayZ/fvLP1qETv3HMDW1taMEaaNNdxr6cpCky+WSldL5AmKFi1KtmzZ2LhxY4ptJUqUYP/+/caJ3QC2b99uHPr+rH799Vfjv+/du8fu3bspUaLEI8tWqFCBw4cP4+vrm2J5MKHRL7/8wrhx4/jhhx9wdnZO8az9P9nb2+Pq6mqyPM9vupOSk7mbkGCyzs09O84uruz9fSfXr12lavWg53b+Z+Ff8UXmLPiG2fOWGpdixUvxSp1XmT1vKfHx93+2yeYfs0Hb2tiQ/P/MmyXLamdHiZKl2PnrDuO6pKQkdu7cQdlymf+5b7hfn4R/3H+ZQXJyMiGjg9m0cT2ffRlG3nw+5g7pmVjbvZaclMzduwl4eeclR85cnDl9ymT72cjT5PbKY57g0sja2iYz1yc5OZkp40azJXwjU2d/SZ5/fJl95/8/FWiwMf2S3cbGxjjaw5JVrlKFr1d8z5JvVhiXkqVK82qDRiz5ZkWm6qxD5r7XxPyUYRd5AgcHB/r370+/fv2ws7OjWrVqXL58mUOHDtGqVSuGDRtGmzZtGD58OJcvX+aDDz7g3XffNT6//ixmzpxJ0aJFKVGiBFOmTOHatWu0b9/+kWX79+9PlSpV6N69Ox07dsTJyYnDhw+zfv16ZsyYwa1bt3j33Xfp0aMH9evXJ1++fFSqVIlGjRrRvHnzZ441rebOmkrlgJfIldub2NjbbPppDfv37GLs1E8BWLtqBfkLFsbd3YNDB/cxc8o4Xm/5Lj4FCmV4rKnh6OREwcJFTdY5ZMuGi6s7BQsX5d69u+TJl59p40fyXvdeuLq688vWTezZ9SvB4z8xU9Rp826bdgwZ1J9SpUpTukxZFi4IIy4ujiZNmz15ZwszfcokqlUPxMvbm9jbt/lx9Sp+3/Ubs+Z8Ye7Q0mzMqBH8uGYVU6fPwsnJiStX7s/z4OzsgoODg5mjezqZ9V77fOZUKld9idz/f1/buG4N+/bsYvy0TzEYDLzZqi3zPp9FkaJ++BYrzrrV3xF5+iTDQyabO/RUy6xt8ziZtT6Tx41iw9o1jJk0HUdHJ6KvXAHA2dkZewcHChQsRD6f/EwcE0zXnn1wc3dja/gmft+5g3FTZpo5+idzcnJOMQ9HtmzZcHN3z7Tzc2TWe03MTx12kVQYMmQIWbJkYejQoZw/fx5vb2+6dOmCo6Mj69ato2fPnlSqVAlHR0def/11Jk9Onw9fY8eOZezYsezbtw9fX1++//77xw6dKlu2LJs3b+bjjz+mevXqJCcnU6RIEd58800AevbsiZOTE2PGjAGgTJkyjBkzhs6dOxMQEEDevHnTJebUunbtKmNHfMzV6Ms4ObtQuEhRxk79lBdevD+D6pnTp5g7axq3bt4gt3deWrV9j+Zvtc7QGNNTlixZGTVxBl/Mnsawfj2Ii4slT7789Bk8kspVq5s7vFSpV/9Vrl29yqwZ07ly5TJ+xUswa85cPDPhcL6rV6MZPKg/Vy5fwtnFhWLF/Jg15wsCqlYzd2hp9vXSrwDo2O5dk/UjRoXQuEnm/CCYWe+1a9euEjLiY65e+f/7mm9Rxk/7+32t+VvvkpAQz8yp47l18yZFihZj4vTPMtWoiMzaNo+TWeuz8pulAPTo3M5k/cBho3i1UROyZMnK+GmzmfPJFAb06kZcbBx5fXwYNHw0AS8FmiPk/7zMeq89F5p0Lk0MyZlhLKbIf8ypU6coVKgQe/fuxd/f39zhmDh7LfMNGf439xKfft4AS+Tlnjkzqo+iv06WzZo+b12Nsa73NQ/nzPO77v81N+PumjuEdOXsYF25PxsremOz5KbJVn2o2c4dtzXzzVNjwU0pIiIiIiIiVkWTzqWJrpaIiIiIiIiIBVKGXcQCFSxYMFPMHC4iIiIikibKsKeJrpaIiIiIiIiIBVKHXURERERERMQCaUi8iIiIiIiIZAwb65mNPyMowy4iIiIiIiJigZRhFxERERERkYyhSefSRFdLRERERERExAKpwy4iIiIiIiJigTQkXkRERERERDKGQZPOpYUy7CIiIiIiIiIWSBl2ERERERERyRiadC5NdLVERERERERELJAy7CIiIiIiIpIx9Ax7mijDLiIiIiIiImKB1GEXERERERERsUAaEi8iIiIiIiIZQ5POpYmuloiIiIiIiIgFUoZdREREREREMoYmnUsTddhFJE2cHWzNHUK66rjkD3OHkK4WvlvB3CGkm4R7SeYOIV3ZZ9WgNktlow+PkkGy2Oh9QETSRu8aIiIiIiIiIhZIGXYRERERERHJGJp0Lk10tUREREREREQskDLsIiIiIiIikjE0b0iaKMMuIiIiIiIiYoGUYRcREREREZGMoWfY00RXS0RERERERMQCqcMuIiIiIiIi8pDZs2dTtmxZXF1dcXV1JSAggB9//NG4PSgoCIPBYLJ06dLF5BiRkZE0aNAAR0dHcuXKRd++fbl3716a4tCQeBEREREREckYmWTSuXz58jF27FiKFi1KcnIyYWFhNG7cmL1791KqVCkA3nvvPYKDg437ODo6Gv+dmJhIgwYN8PLy4pdffiEqKorWrVuTNWtWxowZk+o41GEXEREREREReUijRo1MXo8ePZrZs2fz66+/Gjvsjo6OeHl5PXL/n376icOHD7NhwwZy586Nv78/I0eOpH///gwfPhw7O7tUxaEh8SIiIiIiIpIxDDZmW+Lj47l586bJEh8f/8SQExMTWbJkCbdv3yYgIMC4ftGiReTIkYPSpUszcOBAYmNjjdt27NhBmTJlyJ07t3Fd3bp1uXnzJocOHUr15VKHXURERERERKxeSEgIbm5uJktISMhjyx88eBBnZ2fs7e3p0qULK1asoGTJkgC8/fbbLFy4kJ9//pmBAweyYMEC3nnnHeO+Fy5cMOmsA8bXFy5cSHXMGhIvIiIiIiIiVm/gwIH06tXLZJ29vf1jy/v5+bFv3z5u3LjBN998Q5s2bdi8eTMlS5akU6dOxnJlypTB29ubmjVrcuLECYoUKZJuMavDLiIiIiIiIhnDjL/Dbm9v/68d9H+ys7PD19cXgIoVK7Jr1y6mTZvGnDlzUpR98cUXATh+/DhFihTBy8uL3377zaTMxYsXAR773PujaEi8iIiIiIiIyBMkJSU99pn3ffv2AeDt7Q1AQEAABw8e5NKlS8Yy69evx9XV1TisPjWUYRcREREREZGMkUl+1m3gwIHUr1+f/Pnzc+vWLRYvXkx4eDjr1q3jxIkTLF68mFdffRVPT08OHDjARx99RGBgIGXLlgWgTp06lCxZknfffZfx48dz4cIFBg8eTLdu3dKU5VeHXUREREREROQhly5donXr1kRFReHm5kbZsmVZt24dtWvX5syZM2zYsIGpU6dy+/ZtfHx8eP311xk8eLBxf1tbW1atWsX7779PQEAATk5OtGnTxuR321NDHXYRERERERGRh3zxxReP3ebj48PmzZufeIwCBQqwZs2aZ4pDz7CLUXJyMp06dcLDwwODwWB8DuO/pm3btjRp0iTdjzt8+HBy586NwWBg5cqV6X58ERERERGLZ8bfYc+MlGEXo7Vr1zJv3jzCw8MpXLgwOXLkMHdIViMiIoIRI0awYsUKqlSpQvbs2c0az6lTpyhUqBB79+7F39/fbHHs3f07C8O+5EjEIa5cvsz4ydOp8UotkzIn/zrBzGmT2bN7F4n3EilUuAhjJ03FyzuPmaK+r2mZ3LxYwJ287g4k3Evi6KXbLPz9HOdv3p+IxNnOlhblvSmX15UcTnbcvHOPXZHXWbLnPLF3k+6XsbelZ2BBCnhkw8U+Czf+X2bx7vPE/b+MpVmyeBFhoV9w5cplivkVZ8CgIZT5/7NalmzP7l3/uNc+Ieihe23EkIGs/mGlyT5Vqr7E9FmfZ3CkTy+zts3jZMb6rPxmCd8tX8qFqPMAFCzkS5uOXahStTo3b9zgy89m8vvOX7h4MQp39+y8VOMVOnT5AGdnFzNHnjaZsW3+TWasT9iXn7F50wZOn/oLe3sHypTzp2uP3hQoWMhYJj4+numTx7PhpzXcTUjgxYCX6DtwCB6eme/z3ZdzP+OTqZN5+53W9B0wyNzhPLXMeK+J+WXOrxnkuThx4gTe3t5UrVoVLy8vsmQx/T4nISHBTJFlfidOnACgcePGeHl5pWmiCWsWFxdL0WJ+9B045JHbz56JpFO7dyhQsBCz585j0dcraN+pC3YWcP1Kejmz9shlBq46SvC649jaGBhS1xf7LPffVrM7ZsXDMSvzd52j18rDzNx2Cv+8rrz/UgHjMZKTYVfkDcZt+IsPvj3MzK2nKevtSqeA/Oaq1r9a++MaJo4PoXPXbiz5egV+fsV5v3MHoqOjzR3aE92Ji/vXew0goFp11mzYYlxGjZ2YgRE+m8zcNo+SWeuTM7cXnbt9xOdhy/hs3lIqvFCZj/t8wMkTx7ly5RLRVy7xfs8+zPtqBQOHjua3HdsZP2qoucNOk8zaNo+TWeuzd/fvvN7iLT4P+4pps+dy7949Puzakbi4WGOZaZPGsn3rz4weN4VZn8/nyuVLDOjT04xRP51DBw/y7ddLKVrMz9yhPJPMeq89FwaD+ZZMSB12Ae4PA//ggw+IjIzEYDBQsGBBgoKC6N69Ox9++CE5cuSgbt26AGzevJnKlStjb2+Pt7c3AwYM4N69e8Zj3bp1i1atWuHk5IS3tzdTpkwhKCiIDz/8MFWxxMfH06dPH/LmzYuTkxMvvvgi4eHhANy+fRtXV1e++eYbk31WrlyJk5MTt27dAuDMmTO0aNECd3d3PDw8aNy4MadOnXqqa5OUlERISAiFChUiW7ZslCtXzuT8iYmJdOjQwbjdz8+PadOmGbcPHz6cRo0aAWBjY4MhFW8W4eHhVK5cGScnJ9zd3alWrRqnT582Hs/f3585c+bg4+ODo6MjLVq04MaNGyYxBwcHky9fPuzt7fH392ft2rXG7YUK3f8Gvnz58hgMBoKCgp7q2jyrqi8F0qV7T5NM58Nmz5hG1ZcC+eCjPvgVL0k+n/wEBr2Ch4dnBkea0uj1Jwg/fpWz1+9w+locM7eeJqezPYU9HQE4c/0OE38+ye4zN7h4K4E/omL4as95XvBxw+b/t8DthER+OnqFE9GxXLmdwMGoW6w7cpkSXs5mrNnjLQgLpVnzFjRp+jpFfH0ZPGwEDg4OrFz+rblDe6KqLwXyfvcPefmV2o8tkzWrHTly5DQurq5uGRjhs8nMbfMombU+1aoHUaVaIPnyF8CnQEHe69qTbI6OHP5jP4WLFGXkuKlUqx5E3nz5qVDpRTq+34Nftoab/A21dJm1bR4ns9Zn6szPaPBaUwoXKUrRYsUZPGIMFy5EceTwYQBibt3ih5Xf0qNXf16oXIXiJUvx8fDRHNy/lz8O7Ddz9KkXG3ubQQP6MGT4SFxdXc0dzjPJrPeamJ867ALAtGnTjB28qKgodu3aBUBYWBh2dnZs376dTz/9lHPnzvHqq69SqVIl9u/fz+zZs/niiy8YNWqU8Vi9evVi+/btfP/996xfv56tW7eyZ8+eVMfSvXt3duzYwZIlSzhw4ABvvPEG9erV49ixYzg5OdGyZUtCQ0NN9gkNDaV58+a4uLhw9+5d6tati4uLC1u3bmX79u04OztTr169pxolEBISwvz58/n00085dOgQH330Ee+8845xoomkpCTy5cvH119/zeHDhxk6dCiDBg1i2bJlAPTp08cYb1RUFFFRUf96vnv37tGkSRNq1KjBgQMH2LFjB506dTLp6B8/fpxly5bxww8/sHbtWvbu3UvXrl2N26dNm8akSZOYOHEiBw4coG7durz22mscO3YMgN9++w2ADRs2EBUVxfLly9N8XZ63pKQkftm6mfwFCtLj/feo9/JLtH/nTTZv2mDu0B7J0c4WgJj4x3/wdsxqS+zdRJKSH709e7asvFjAncMXYp5HiM/kbkICEYcPUSWgqnGdjY0NVapU5cD+vWaMLP3s+f036r5cjeaN6zN29HCuX79m7pBSxdraxlrqk5iYyMaf1nAnLo5SZfwfWeZ2zC0cnZxTjGizVNbSNg9YU31i/p+wcHW7/0XjkYhD3Lt3j0ovBhjLFCxUGC8vbw4e2GeOEJ9KyKhgqgcGmbRRZmRN91q60DPsaZI5/kLIc+fm5oaLiwu2trZ4eXkZ1xctWpTx48cbX3/88cf4+PgwY8YMDAYDxYsX5/z58/Tv35+hQ4dy+/ZtwsLCWLx4MTVr1gTud6bz5End88aRkZGEhoYSGRlp3KdPnz6sXbuW0NBQxowZQ8eOHalatSpRUVF4e3tz6dIl1qxZw4YN9ztyS5cuJSkpiblz5xo7uaGhobi7uxMeHk6dOnVSfV3i4+MZM2YMGzZsICDg/h+9woULs23bNubMmUONGjXImjUrI0aMMO5TqFAhduzYwbJly2jRogXOzs64u7sDmFzbx7l58yY3btygYcOGFClSBIASJUqYlLlz5w7z588nb968AHzyySc0aNCASZMm4eXlxcSJE+nfvz8tW7YEYNy4cfz8889MnTqVmTNnkjNnTgA8PT1TFZM5XLsaTWxsLPO/nEuXbj3o3rMXO37ZRv/ePZn1+TwqvFDJ3CEaGYB2L+Yj4mIMZ67feWQZF3tbmvt7seFoyqFvH9YoSKX87thnsWFX5HVmbz/9nCNOu2vXr5GYmIinp+noBk9PT06e/MtMUaWfgGov8XLN2uTJm4+zZyKZPWMqH3brzBfzv8LW1tbc4f0ra2ubzF6fE8f/pFuHViQkJJAtmyOjxk+jYOEiKcpdv36N+V/OoVGT5maI8ulk9rb5J2upT1JSElMnjqWsfwWK+BYFIDr6ClmzZsXFxTQrnd0zB1ejr5gjzDRbu2Y1RyIOs3DJN08ubOGs5V4T81CHXf5VxYoVTV5HREQQEBBgku2tVq0aMTExnD17lmvXrnH37l0qV65s3O7m5oafX+qeOzp48CCJiYkUK1bMZH18fLzxTa5y5cqUKlWKsLAwBgwYwMKFCylQoACBgYEA7N+/n+PHj+PiYjqJz507d4zPkqfW8ePHiY2NpXZt02G0CQkJlC9f3vh65syZfPnll0RGRhIXF0dCQsJTT+bm4eFB27ZtqVu3LrVr16ZWrVq0aNECb29vY5n8+fMbO+sAAQEBJCUlcfToURwdHTl//jzVqlUzOW61atXYvz9tw+Di4+OJj483XZeUJUOewU/6fxo6MOgV3nq3DQDFipfg4P59LP9mqUV12DsG+ODj7sDgNX8+cnu2rDYMqu3L2et3WLb3fIrt8347y7J9UeRxdaBVxTy0qZSPub+eed5hy0Pq1Gtg/Ldv0WIULeZH04Z12P37b1R+KEMl8iT5CxRi7sJvuR1zi82bfmLMiI+Z/uk8k0777ZgYBnzUlQKFitCuU9d/OZrIk00cO5K/ThxjzpcLzR1KurkQFcWEsWOY/fmXmvdH/vPUYZd/5eTklKHni4mJwdbWlt27d6fIajk7//1cb8eOHZk5cyYDBgwgNDSUdu3aGb9EiImJoWLFiixatCjF8R9kltMSD8Dq1atNOsiA8Q/IkiVL6NOnD5MmTSIgIAAXFxcmTJjAzp0703Suh4WGhtKjRw/Wrl3L0qVLGTx4MOvXr6dKlSpPfcynERISYjJ6AKD/oCEMGDzsuZ/bPbs7tlmyUKiIaWaqYKHC7N+b+kcsnrcOVfJR0ceNoWv+5Grs3RTbHbLYMLiOL3F3Exm/6S8SHzEc/nrcPa7H3eP8jXhi4u8xqoEf3+yP4nqc5TzXmt09O7a2tikmx4mOjrbKX5TIm88H9+zZOXsm0uI77NbWNpm9PlmzZiWfz/2JI/1KlOLI4UN8s3QhfQbef9+MvX2bvj074+joxKjx08iSJas5w02TzN42/2QN9Zk4dhTbt25m9tz55Mr994g5T88c3L17l1u3bppk2a9FX8kUs8RHHD7E1avRvN2imXFdYmIie3b/ztKvFrFzzwGLH/30MGu419JVJp38zVwy50B+MZsSJUqwY8cOkpP/7nVs374dFxcX8uXLR+HChcmaNavxGXiAGzdu8Oefj848/lP58uVJTEzk0qVL+Pr6miwPD91+5513OH36NNOnT+fw4cO0adPGuK1ChQocO3aMXLlypTiGm1vaJpEqWbIk9vb2REZGpjiWj4+Psf5Vq1ala9eulC9fHl9f3zRn8h93LQYOHMgvv/xC6dKlWbx4sXFbZGQk58//nan99ddfsbGxwc/PD1dXV/LkycP27dtNjrd9+3ZKliwJgJ2dHXD/j9+/GThwIDdu3DBZPuo74JnrlhpZs9pRsmRpTp86abI+8vQps/+k2wMdquSjcn53hq89xqWYlPMjZMtqw5C6vtxLTGbshhPcfVRv/R8efPGU1day3p6z2tlRomQpdv66w7guKSmJnTt3ULZc+X/ZM3O6ePECN65fJ0eOtH3JZw7W1jbWVp+kpCTu/n/+lNsxMfT+oBNZs2ZlzKRPMl3m0NraJjPXJzk5mYljR7H55w3MmPMlefLmM9levEQpsmTJwu+//Wpcd/rUSS5ciKJMWf8MjjbtKlepwtcrvmfJNyuMS8lSpXm1QSOWfLMiU3XWIXPfa2J+yrBLmnTt2pWpU6fywQcf0L17d44ePcqwYcPo1asXNjY2uLi40KZNG/r27YuHhwe5cuVi2LBhqZ4dvVixYrRq1YrWrVszadIkypcvz+XLl9m4cSNly5alQYP7w1azZ89Os2bN6Nu3L3Xq1CFfvr//ULVq1YoJEybQuHFj40R6p0+fZvny5fTr18+k7JO4uLjQp08fPvroI5KSknjppZe4ceMG27dvx9XVlTZt2lC0aFHmz5/PunXrKFSoEAsWLGDXrl3GmdjT6uTJk3z22We89tpr5MmTh6NHj3Ls2DFat25tLOPg4ECbNm2YOHEiN2/epEePHrRo0cL4pUbfvn0ZNmwYRYoUwd/fn9DQUPbt22ccdZArVy6yZcvG2rVryZcvHw4ODo/8MsPe3j7FB8qkuH/v5KdFbOxtzkZGGl+fP3eOP49E4Ormhpd3Ht5p256P+/WifIUXqFipMr/+so1tW8KZNXdeusXwtDpW8aF64eyM2/gXd+4m4p7t/ttpbEIiCYnJ9zvrdYpin8WG8VtO4Ghni+P/97155x5JyVA+nyvuDlk4fiWWO/eS8HF34N1KeYm4GMPlR3wBYG7vtmnHkEH9KVWqNKXLlGXhgjDi4uJo0rTZk3c2s5T32lnjvebq5sbcT2fxcq3aeHrm5OzZSGZMnUg+n/xUqfqSGaNOvczcNo+SWevz2cwpvBhQnVxe3sTG3mbjutXs27OLCdPncDsmhj49OnHnThyDg6dxO+Y2t2NuA+CePXum6YBk1rZ5nMxan4ljR/LTj6sZN2UGjo5ORF+5DICTswsODg44u7jQqMnrTJ80DldXN5ycnJk0fjSly/pTumw5M0f/ZE5OzvgWNX08Mlu2bLi5u6dYn1lk1nvteUhNn0D+pg67pEnevHlZs2YNffv2pVy5cnh4eNChQwcGDx5sLDN58mS6dOlCw4YNcXV1pV+/fpw5cwYHB4dUnSM0NJRRo0bRu3dvzp07R44cOahSpQoNGzY0KdehQwcWL15M+/btTdY7OjqyZcsW+vfvT7Nmzbh16xZ58+alZs2aT/WTICNHjiRnzpyEhITw119/4e7uToUKFRg0aBAAnTt3Zu/evbz55psYDAbeeustunbtyo8//pjmcz2I/8iRI4SFhREdHY23tzfdunWjc+fOxjK+vr40a9aMV199latXr9KwYUNmzZpl3N6jRw9u3LhB7969uXTpEiVLluT777+naNH7k9FkyZKF6dOnExwczNChQ6levbrxp/MyUsShQ3R9r63x9dRJ4wBo0KgJQ0eOIeiVWvQfPIywLz5n8vgx5C9QkJCJU/EvX/ExR8w49Urcz7wGv2r6wWHG1lOEH79KYU9HiuW6/0jJzOalTcq8//UfXI5JIOFeErX8ctC2sgNZbG2Ivp3AztPXWXHwYsZUIo3q1X+Va1evMmvGdK5cuYxf8RLMmjMXz0wwnC/i0CHef+/vkTgP32v9Px7GsWNHWf3DSm7dukXOnDl5MaAanbv1MI5GsXSZuW0eJbPW59rVq4wZMYjoK5dxcnahiG8xJkyfQ6UXq7J3928c/uMAAG83e9VkvyUr1+GdJ++jDmlxMmvbPE5mrc/yr5cA0O2h9zWAwcNH0+C1pgD07D0Ag8GGgX17cjfhLi8GVKPvwCEZHqvcl1nvNTE/Q/LDY5tFnoPbt2+TN29eJk2aRIcOHdLtuAsWLOCjjz7i/PnzmeZDdXoYPnw4K1euZN++fWY5//V0zLBbgo5LMs/v0abGwncrmDuEdBN/N8ncIaQr+6yW9ZiD/O367ZTzT2Rm7k6Z57n4/5rYeOv6G+pgZ13vazZWlPl1sOC0rOPrX5rt3LHftn9yIQtjwU0pmdXevXs5cuQIlStX5saNGwQHBwPQuHHjdDl+bGwsUVFRjB07ls6dO/+nOusiIiIiIpmZhsSnjXV9LSYWY+LEiZQrV45atWpx+/Zttm7dSo4cOdi6dSvOzs6PXVJj/PjxFC9eHC8vLwYOHJjm2P7t/Fu3bk3z8Z6GJcQgIiIiIiKWTUPiJUPFxcVx7ty5x2739fV97jEcP378sdvy5s1LtmzZ/hMxPC0NibdsGhJvuTQk3nJpSLxkFA2Jt2waEp8xnN4INdu5b3/dzmznfloW3JRijbJly5YhnfJ/Y+7zW0oMIiIiIiJi2dRhFxERERERkQyhZ9jTxrrGsYiIiIiIiIhYCXXYRURERERERCyQhsSLiIiIiIhIhtCQ+LRRhl1ERERERETEAinDLiIiIiIiIhlCGfa0UYZdRERERERExAKpwy4iIiIiIiJigTQkXkRERERERDKEhsSnjTLsIiIiIiIiIhZIGXYRERERERHJGEqwp4ky7CIiIiIiIiIWSBl2ERERERERyRB6hj1tlGEXERERERERsUDqsIuIiIiIiIhYIA2JFxERERERkQyhIfFpow67iKSJna11DcyZ36q8uUOQx7DPal33mlgud6es5g5B/iOy2dmaOwQRyWTUYRcREREREZEMoQx72ih9ISIiIiIiImKB1GEXERERERERsUAaEi8iIiIiIiIZQkPi00YZdhERERERERELpAy7iIiIiIiIZAwl2NNEGXYRERERERERC6QMu4iIiIiIiGQIPcOeNsqwi4iIiIiIiFggddhFRERERERELJCGxIuIiIiIiEiG0JD4tFGGXURERERERMQCKcMuIiIiIiIiGUIZ9rRRhl1ERERERETEAqnDLiIiIiIiImKBNCReREREREREMoZGxKeJMuwiIiIiIiIiFkgZdhEREREREckQmnQubZRhFxEREREREbFA6rA/JDk5mU6dOuHh4YHBYGDfvn3mDsls2rZtS5MmTdL9uMOHDyd37twYDAZWrlyZ7sf/rwkKCuLDDz80dxgiIiIiIqliMBjMtmRG6rA/ZO3atcybN49Vq1YRFRVF6dKlzR2SVYmIiGDEiBHMmTOHqKgo6tevb9Z4Tp069Z//YsYSXbp4kY8H9CXopRep8kI53mjaiEOHDpo7rDT7dNYnlC9T3GRp2si893x6WLJ4EfVrv0Kl8mVo1fINDh44YO6Qnok11cea6gLWU5/dv+/ig65dqBX0EuVK+bFp4wZzh/TMrKVtHrCW+nzx+RzefvN1qlYuz8uBAXzYoyunTv5l7rCeijXV5WHWcq9JxlKH/SEnTpzA29ubqlWr4uXlRZYsKR/xT0hIMENk1uHEiRMANG7cGC8vL+zt7c0ckViamzdu0Lb1W2TJkoUZsz/n25Wr6dW3P66ubuYO7akU8S3K+p+3Gpcv5y82d0jPZO2Pa5g4PoTOXbux5OsV+PkV5/3OHYiOjjZ3aE/FmupjTXUB66pPXFwsfn5+DBw8zNyhpAtrahuwrvrs/v033nyrFfMXL+PTz0K5d/ce73fqQFxsrLlDSzNrqssD1nSvScZSh/3/2rZtywcffEBkZCQGg4GCBQsC94ccd+/enQ8//JAcOXJQt25dADZv3kzlypWxt7fH29ubAQMGcO/ePePxbt26RatWrXBycsLb25spU6akafhyfHw8ffr0IW/evDg5OfHiiy8SHh4OwO3bt3F1deWbb74x2WflypU4OTlx69YtAM6cOUOLFi1wd3fHw8ODxo0bc+rUqae6PklJSYSEhFCoUCGyZctGuXLlTM6fmJhIhw4djNv9/PyYNm2acfvw4cNp1KgRADY2NqkakhIeHk7lypVxcnLC3d2datWqcfr0aePx/P39mTNnDj4+Pjg6OtKiRQtu3LhhEnNwcDD58uXD3t4ef39/1q5da9xeqFAhAMqXL4/BYCAoKOixsRw6dIiGDRvi6uqKi4sL1atXN34B8aTzPMjkL1u2jOrVq5MtWzYqVarEn3/+ya5du3jhhRdwdnamfv36XL582bjfg8cSRowYQc6cOXF1daVLly7/+qXRv903d+7coVSpUnTq1MlY/sSJE7i4uPDll18+sT0yQuiXc/Hy8mbEqBBKlylL3nz5CKj6Ej4++c0d2lOxtbUlR46cxiV79uzmDumZLAgLpVnzFjRp+jpFfH0ZPGwEDg4OrFz+rblDeyrWVB9rqgtYV31eql6D7j0/omat2uYOJV1YU9uAddVn1pwvaNykGb6+RfErXpzg0WOJijrP4cOHzB1amllTXR6wpnvtWWlIfNqow/5/06ZNM3a6oqKi2LVrl3FbWFgYdnZ2bN++nU8//ZRz587x6quvUqlSJfbv38/s2bP54osvGDVqlHGfXr16sX37dr7//nvWr1/P1q1b2bNnT6rj6d69Ozt27GDJkiUcOHCAN954g3r16nHs2DGcnJxo2bIloaGhJvuEhobSvHlzXFxcuHv3LnXr1sXFxYWtW7eyfft2nJ2dqVev3lONEggJCWH+/Pl8+umnHDp0iI8++oh33nmHzZs3A/c7rfny5ePrr7/m8OHDDB06lEGDBrFs2TIA+vTpY4w3KiqKqKiofz3fvXv3aNKkCTVq1ODAgQPs2LGDTp06mfxHO378OMuWLeOHH35g7dq17N27l65duxq3T5s2jUmTJjFx4kQOHDhA3bp1ee211zh27BgAv/32GwAbNmwgKiqK5cuXPzKWc+fOERgYiL29PZs2bWL37t20b9/e+AXNk87zwLBhwxg8eDB79uwhS5YsvP322/Tr149p06axdetWjh8/ztChQ0322bhxIxEREYSHh/PVV1+xfPlyRowY8djr9m/3jYODA4sWLSIsLIzvvvuOxMRE3nnnHWrXrk379u3/tT0yyubwTZQsWZq+vXrySo2qtHyjKcu/WWbusJ5aZORpar9SnYb1ajGofx+ios6bO6SndjchgYjDh6gSUNW4zsbGhipVqnJg/14zRvZ0rKk+1lQXsL76WBNraxtrq88/xcTcT+C4uWXOUWoPy+x1sfZ7TZ4v/azb/7m5ueHi4oKtrS1eXl4m24oWLcr48eONrz/++GN8fHyYMWMGBoOB4sWLc/78efr378/QoUO5ffs2YWFhLF68mJo1awL3O9N58uRJVSyRkZGEhoYSGRlp3KdPnz6sXbuW0NBQxowZQ8eOHalatSpRUVF4e3tz6dIl1qxZw4YN95+NW7p0KUlJScydO9fYyQ0NDcXd3Z3w8HDq1KmT6msTHx/PmDFj2LBhAwEBAQAULlyYbdu2MWfOHGrUqEHWrFlNOpKFChVix44dLFu2jBYtWuDs7Iy7uztAiuv7KDdv3uTGjRs0bNiQIkWKAFCiRAmTMnfu3GH+/PnkzZsXgE8++YQGDRowadIkvLy8mDhxIv3796dly5YAjBs3jp9//pmpU6cyc+ZMcubMCYCnp+e/xjRz5kzc3NxYsmQJWbNmBaBYsWLG7U86zwN9+vQxjtDo2bMnb731Fhs3bqRatWoAdOjQgXnz5pmc287Oji+//BJHR0dKlSpFcHAwffv2ZeTIkdjYmH7flpr7xt/fn1GjRtGxY0datmzJ6dOnWbVq1WPrHh8fT3x8vMm6RIPdc3uc4dzZM3y97Cvead2WDu915tAfBxk/djRZsmbltcZNn8s5n5fSZcoRPDKEAgULceXKJebMnkn7Nu/wzYrvcXJyNnd4aXbt+jUSExPx9PQ0We/p6cnJTPhcoTXVx5rqAtZXH2tibW1jbfV5WFJSEhPGjsG/fAV8ixZ78g4WzBrqYs332tPIrJluc1GHPRUqVqxo8joiIoKAgACTm61atWrExMRw9uxZrl27xt27d6lcubJxu5ubG35+fqk638GDB0lMTDTpFML9ztOD/+iVK1emVKlShIWFMWDAABYuXEiBAgUIDAwEYP/+/Rw/fhwXFxeTY9y5c8c4lDu1jh8/TmxsLLVrmw7nS0hIoHz58sbXM2fO5MsvvyQyMpK4uDgSEhLw9/dP07ke8PDwoG3bttStW5fatWtTq1YtWrRogbe3t7FM/vz5jZ11gICAAJKSkjh69CiOjo6cP3/e2Bl+oFq1auzfvz9Nsezbt4/q1asbO+sPu3nzZqrPU7ZsWeO/c+fODUCZMmVM1l26dMlkn3LlyuHo6GhSx5iYGM6cOUOBAgVMyqbmvgHo3bs3K1euZMaMGfz4448p/ng8LCQkJEVGf9DgoXw8ZPhj93kWSUnJlCxVig969gKgeImSHD9+jG+WLcl0HfaXqgca/13Mz48yZcrxat1X+GndWpo2a27GyERExNqFjBrB8ePHmJfJ504B66qLyNNQhz0VnJycMvR8MTEx2Nrasnv3bmxtbU22OTv/nZnr2LEjM2fOZMCAAYSGhtKuXTvjlwgxMTFUrFiRRYsWpTj+g8xyWuIBWL16tUkHGTBmWpcsWUKfPn2YNGkSAQEBuLi4MGHCBHbu3Jmmcz0sNDSUHj16sHbtWpYuXcrgwYNZv349VapUeepjPo1s2bKly3Ee7vA/aKd/rktKSnrq46f2vrl06RJ//vkntra2HDt2jHr16j32mAMHDqRXr14m6xINdk8d45PkyJmTwkV8TdYVKlyEjRt+em7nzCgurq7kL1CQM5GnzR3KU8nunh1bW9sUk+NER0eTI0cOM0X19KypPtZUF7C++lgTa2sba6vPAyGjg9myOZwvwxaSOxWjGi2ZtdTFWu81yRh6hv0plChRgh07dpCcnGxct337dlxcXMiXLx+FCxcma9asJs/B37hxgz///DNVxy9fvjyJiYlcunQJX19fk+XhodvvvPMOp0+fZvr06Rw+fJg2bdoYt1WoUIFjx46RK1euFMdI6/M/JUuWxN7ensjIyBTH8vHxMda/atWqdO3alfLly+Pr65vmTP7jrsXAgQP55ZdfKF26NIsX//3tamRkJOfP//1M8K+//oqNjQ1+fn64urqSJ08etm/fbnK87du3U7JkSeD+cHO4P2Hevylbtixbt27l7t27Kbal5jzPYv/+/cTFxRlf//rrrzg7Oxuv+8NSe9+0b9+eMmXKEBYWRv/+/YmIiHjs+e3t7XF1dTVZnufs/v7+5Tl96qTJushTp/D2Tt3jJJYsNvY2Z8+cIUcavzCzFFnt7ChRshQ7f91hXJeUlMTOnTsoW678v+xpmaypPtZUF7C++lgTa2sba6tPcnIyIaOD2bRxPZ99GUbefCk/K2QW1lQXsL577ZkZzLhkQuqwP4WuXbty5swZPvjgA44cOcJ3333HsGHD6NWrFzY2Nri4uNCmTRv69u3Lzz//zKFDh+jQoUOqZ0cvVqwYrVq1onXr1ixfvpyTJ0/y22+/ERISwurVq43lsmfPTrNmzejbty916tQhX758xm2tWrUiR44cNG7cmK1bt3Ly5EnCw8Pp0aMHZ8+eTVN9XVxc6NOnDx999BFhYWGcOHGCPXv28MknnxAWFgbcf87/999/Z926dfz5558MGTLE5AuLtDp58iQDBw5kx44dnD59mp9++oljx46ZPMfu4OBAmzZt2L9/P1u3bqVHjx60aNHC2Dnt27cv48aNY+nSpRw9epQBAwawb98+evbsCUCuXLnIli0ba9eu5eLFiyYzzD+se/fu3Lx5k5YtW/L7779z7NgxFixYwNGjR1N1nmeRkJBAhw4dOHz4MGvWrGHYsGF07949xfPrkLr7ZubMmezYsYOwsDBatWpFkyZNaNWqlcX8XOE7rdty8MB+vvj8UyIjT/Pj6h/49ttlvNmylblDS7PJE8fx+67fOH/uLPv27aFXzw+wsbWhXv2G5g7tqb3bph3Lv1nG9ytX8NeJE4wKHk5cXBxNmjYzd2hPxZrqY011AeuqT+zt2xyJiODI/78cPXf2LEciIog6nzknobSmtgHrqs+YUSNYvep7QsZNwsnJiStXLnPlymXu3Llj7tDSzJrq8oA13WuSsTQk/inkzZuXNWvW0LdvX8qVK4eHhwcdOnRg8ODBxjKTJ0+mS5cuxp8C69evH2fOnMHBwSFV5wgNDWXUqFH07t2bc+fOkSNHDqpUqULDhqYf9jt06MDixYtTzPLt6OjIli1b6N+/P82aNePWrVvkzZuXmjVr4urqmuY6jxw5kpw5cxISEsJff/2Fu7s7FSpUYNCgQQB07tyZvXv38uabb2IwGHjrrbfo2rUrP/74Y5rP9SD+I0eOEBYWRnR0NN7e3nTr1o3OnTsby/j6+tKsWTNeffVVrl69SsOGDZk1a5Zxe48ePbhx4wa9e/fm0qVLlCxZku+//56iRYsCkCVLFqZPn05wcDBDhw6levXqxp9Ae5inpyebNm2ib9++1KhRA1tbW/z9/Y3PrT/pPM+iZs2aFC1alMDAQOLj43nrrbcYPnz4Y8v/231z5MgR+vbtyxdffGHM0M+aNYuyZcsyZMgQxo0b98zxPqtSpcswaeonfDJ1Mp99Oou8efPRt99AXm3YyNyhpdnFixcZ2L83N65fJ3t2D/wrVGT+oqV4eHiYO7SnVq/+q1y7epVZM6Zz5cpl/IqXYNacuXhm0uF81lQfa6oLWFd9Dh36g47tWhtfTxwfAsBrjZsycsxYc4X11KypbcC66vP10q8A6NjuXZP1I0aF0LhJ5uoUWlNdHrCme+1ZadK5tDEkPzyuW56b27dvkzdvXiZNmkSHDh3S7bgLFizgo48+4vz588Yh3v8Fw4cPZ+XKlezbt8/coTw3bdu25fr166xcudLcoZiITdBbhiWzsdEfQRERS6VP3ZbNmvqRDhacls37/gqznfvc7Mw1iTEow/7c7N27lyNHjlC5cmVu3LhBcHAwAI0bN06X48fGxhIVFcXYsWPp3Lnzf6qzLiIiIiIimZMy7GmjZ9ifo4kTJ1KuXDlq1arF7du32bp1Kzly5GDr1q04Ozs/dkmN8ePHU7x4cby8vBg4cGCaY/u382/dujXNx3salhCDiIiIiIiIpdKQeDOIi4vj3Llzj93u6+v72G3p5fjx44/dljdv3nT7KTNLj0HSTkPiLZuGxIuIWC596rZs1pT4teQh8fm6rjTbuc/OamK2cz8tC25K65UtW7YM6ZT/G3Of31JiEBERERGRjKMh8WmjIfEiIiIiIiIiD5k9ezZly5bF1dUVV1dXAgICTH4B686dO3Tr1g1PT0+cnZ15/fXXuXjxoskxIiMjadCgAY6OjuTKlYu+ffty7969NMWhDruIiIiIiIhkDIMZlzTIly8fY8eOZffu3fz++++88sorNG7cmEOHDgHw0Ucf8cMPP/D111+zefNmzp8/T7Nmf//sYGJiIg0aNCAhIYFffvmFsLAw5s2bx9ChQ9N2ufQMu4ikhZ5ht2x6hl1ExHLpU7dls6aR2pb8DLtP9+/Mdu4zM57tF7s8PDyYMGECzZs3J2fOnCxevJjmzZsDcOTIEUqUKMGOHTuoUqUKP/74Iw0bNuT8+fPkzp0bgE8//ZT+/ftz+fLlVP/KlzLsIiIiIiIiYvXi4+O5efOmyRIfH//E/RITE1myZAm3b98mICCA3bt3c/fuXWrVqmUsU7x4cfLnz8+OHTsA2LFjB2XKlDF21gHq1q3LzZs3jVn61FCHXURERERERDKEwWAw2xISEoKbm5vJEhIS8thYDx48iLOzM/b29nTp0oUVK1ZQsmRJLly4gJ2dHe7u7iblc+fOzYULFwC4cOGCSWf9wfYH21LLggdLiIiIiIiIiKSPgQMH0qtXL5N19vb2jy3v5+fHvn37uHHjBt988w1t2rRh8+bNzztME+qwi4iIiIiISIYw58+62dvb/2sH/Z/s7OyMP0VdsWJFdu3axbRp03jzzTdJSEjg+vXrJln2ixcv4uXlBYCXlxe//fabyfEezCL/oExqaEi8iIiIiIiIyBMkJSURHx9PxYoVyZo1Kxs3bjRuO3r0KJGRkQQEBAAQEBDAwYMHuXTpkrHM+vXrcXV1pWTJkqk+pzLsIiIiIiIiIg8ZOHAg9evXJ3/+/Ny6dYvFixcTHh7OunXrcHNzo0OHDvTq1QsPDw9cXV354IMPCAgIoEqVKgDUqVOHkiVL8u677zJ+/HguXLjA4MGD6datW5qy/Oqwi4iIiIiISIYw55D4tLh06RKtW7cmKioKNzc3ypYty7p166hduzYAU6ZMwcbGhtdff534+Hjq1q3LrFmzjPvb2tqyatUq3n//fQICAnBycqJNmzYEBwenKQ79DruIpIl+h92y6XfYRUQslz51W7ZM0o9MFUv+HfaCPVeZ7dynpjU027mflgU3pYiIiIiIiFiTzJJhtxSadE5ERERERETEAinDLiIiIiIiIhlDCfY0UYZdRERERERExAKpwy4iIiIiIiJigTQkXkTSxNpmIY+/m2TuENKVvRW1T/b648wdQrqKXt3P3CGkK2t6L7C2mbs1n5PlioyONXcI6apADkdzhyCZkCadSxtl2EVEREREREQskDLsIiIiIiIikiGUYU8bZdhFRERERERELJA67CIiIiIiIiIWSEPiRUREREREJENoRHzaKMMuIiIiIiIiYoGUYRcREREREZEMoUnn0kYZdhERERERERELpAy7iIiIiIiIZAgl2NNGGXYRERERERERC6QOu4iIiIiIiIgF0pB4ERERERERyRCadC5tlGEXERERERERsUDKsIuIiIiIiEiGUII9bZRhFxEREREREbFA6rCLiIiIiIiIWCANiRcREREREZEMYWOjMfFpoQy7iIiIiIiIiAVSh13kGQUFBfHhhx8+13MULFiQqVOn/muZ4cOH4+/v/1zjEBERERF5FgaD+ZbMSB12kUzIYDCwcuVKc4eR7nb/vosPunahVtBLlCvlx6aNG8wdUprs2b2LXj3e59XagVT2L0H4psfHHzJqOJX9S/DVwrAMjPDZLVm8iPq1X6FS+TK0avkGBw8cMHdIKbzX0J/f5rTj4soPubjyQ8KnvUOdSoVNyrxYIg8/jm/Jle8/4uLKD1k/6W0c7P5+Sqzf2wH8PPUdon/oRdSKnhldhTT5dNYnlC9T3GRp2qi+ucN6ZpnhXkuNZUsW80bTRlR7sQLVXqxA61Zvsm3rZnOH9UyspW0eyKz1ib58iUmjPqZVoyCa167CB23f4NiRQ8btv2zZyNDe79OqURCv1SjPX8eOmjHap5NZ2+ZxrK0+kjHUYRcRixEXF4ufnx8DBw8zdyhP5U5cHEWL+dF34JB/LffzpvX8cWA/OXPmyqDI0sfaH9cwcXwInbt2Y8nXK/DzK877nTsQHR1t7tBMnLtyiyFfbKZqtzCqdQsjfN9pvh7RjBIFcgD3O+vfhbRg4+6TVP9gAS91n8+n3+0hKTnZeAy7LLYs33KEz1ftNVc10qSIb1HW/7zVuHw5f7G5Q3ommeVeS43cXl70+KgPi5ctZ/HSb6lUuQofftCN48ePmTu0p2JNbQOZtz4xt27Sv3tbsthmYdj4GcyY/y3tu/XC2cXVWCY+Lo6SZfxp07mHGSN9epm1bR7H2urzLAwGg9mWzEgddpF0kJSURL9+/fDw8MDLy4vhw4cbt12/fp2OHTuSM2dOXF1deeWVV9i/f79x+4kTJ2jcuDG5c+fG2dmZSpUqsWHD4zOzBQsWBKBp06YYDAbj6wcWLFhAwYIFcXNzo2XLlty6dQuA+fPn4+npSXx8vEn5Jk2a8O677z7bBUgnL1WvQfeeH1GzVm1zh/JUqr4UyPvdP+TlVx4f/6WLF5k0djTBY8aTJUvmmvdzQVgozZq3oEnT1yni68vgYSNwcHBg5fJvzR2aiTW/nmDdb39x4tw1jp+7xvDQrcTEJVC5RB4Axr9fk1krdjNx6U4iTl/h2NmrfLvlCAl3E43HGDV/G58s/50/Tl42VzXSxNbWlhw5chqX7NmzmzukZ5JZ7rXUqBH0CtUDa1CgQEEKFCzEBz0/wtHRkYP795k7tKdiTW0Dmbc+3y4OJUdOL3oOHEGxEqXx8s5L+UoBeOf1MZZ5uW5DWrbtTLmKVcwY6dPLrG3zONZWH8k46rCLpIOwsDCcnJzYuXMn48ePJzg4mPXr1wPwxhtvcOnSJX788Ud2795NhQoVqFmzJlevXgUgJiaGV199lY0bN7J3717q1atHo0aNiIyMfOS5du3aBUBoaChRUVHG13C/879y5UpWrVrFqlWr2Lx5M2PHjjXGkZiYyPfff28sf+nSJVavXk379u2fy3URU0lJSQwb3J932rSniG9Rc4eTJncTEog4fIgqAVWN62xsbKhSpSoH9ltuFtrGxsAbQSVwcsjKzsPnyOnuSOUSebh8/TY/T32HU8u689Okt6haKq+5Q30mkZGnqf1KdRrWq8Wg/n2Iijpv7pCeWma911IjMTGRtWtWExcXS1n/8uYOJ82srW0yc31+274Z3+IlGTu0L+82foWeHVqy7ofl5g4r3WTmtnkUa6uPZKzMld4RsVBly5Zl2LD7w7iLFi3KjBkz2LhxI9myZeO3337j0qVL2NvbAzBx4kRWrlzJN998Q6dOnShXrhzlypUzHmvkyJGsWLGC77//nu7du6c4V86cOQFwd3fHy8vLZFtSUhLz5s3DxcUFgHfffZeNGzcyevRosmXLxttvv01oaChvvPEGAAsXLiR//vwEBQU9sl7x8fEpMvLJtvbGukjazA+dSxZbW9582zJGNKTFtevXSExMxNPT02S9p6cnJ0/+ZaaoHq9UwRyET38XB7ssxMQl8OaIFRyJjDZm2T9u/RIDP/uZA8cv0qp2adaMb0nFTl9y4tw1M0eedqXLlCN4ZAgFChbiypVLzJk9k/Zt3uGbFd/j5ORs7vDSLLPda6lx7M+jtG7VkoSEeLI5OjJ52kyKFPE1d1hpZm1tk5nrcyHqHD9+9zWN33iHN97pwLEjh/h8+niyZM1CzXqvmTu8Z5aZ2+ZRrK0+zyqTjkw3G2XYRdJB2bJlTV57e3tz6dIl9u/fT0xMDJ6enjg7OxuXkydPcuLECeB+hr1Pnz6UKFECd3d3nJ2diYiIeGyG/d8ULFjQ2Fl/OI4H3nvvPX766SfOnTsHwLx582jbtu1jn+kJCQnBzc3NZJkwLiTNcQlEHD7EksULGBockmmfocpM/jx7lRe7hBL4wXw+/2Evn/dtQPH8ntj8/9p/sXofC9YdZP+JS/T7dBN/nr1Km7plzBz103mpeiC169ajmJ8fVatVZ8asz4i5dZOf1q01d2jyfwULFWLptytZsHgZLVq8xdCP+3PixHFzhyWZWHJSEkWKFqd1pw8oUqw49V57nToNm7L2u2/MHZqIpDNl2EXSQdasWU1eGwwGkpKSiImJwdvbm/Dw8BT7uLu7A9CnTx/Wr1/PxIkT8fX1JVu2bDRv3pyEhIR0i+OB8uXLU65cOebPn0+dOnU4dOgQq1evfuzxBg4cSK9evUzWJdsqu/409u35nWtXo3mt/ivGdYmJiUybPJ4li+bz3Y8bzRjdk2V3z46trW2KyXGio6PJkSOHmaJ6vLv3kvjr/HUA9h67SEU/b7o1fYGJS38FIOL0FZPyRyOj8cnl+s/DZEourq7kL1CQM5GnzR3KU8ls91pqZM1qR/78BQAoWao0hw4dZPHC+QwZFmzmyNLG2tomM9cnu2cOfAqa/vpFvgKF+GWLZf8tSa3M3DaPYm31eVZKXKSNMuwiz1GFChW4cOECWbJkwdfX12R58Aa9fft22rZtS9OmTSlTpgxeXl6cOnXqX4+bNWtWEhMT/7XM43Ts2JF58+YRGhpKrVq18PHxeWxZe3t7XF1dTRYNh3869Ru+xuKvV7Jw6XLjkjNnLt5p057ps+eaO7wnympnR4mSpdj56w7juqSkJHbu3EHZcpb/LK6NwYC9nS2nL9zg/JVbFMtnOizRN58HkZdumim69BUbe5uzZ86Q4/+Pz2Q2mf1eS42kpKSn+lLW3KytbTJzfUqU9ufcP76UO382kly5vc0UUfrKzG3zKNZWH8lYyrCLPEe1atUiICCAJk2aMH78eIoVK8b58+dZvXo1TZs25YUXXqBo0aIsX76cRo0aYTAYGDJkiElW/FEKFizIxo0bqVatGvb29mmaEfrtt9+mT58+fP7558yfP/9Zq5iuYm/fNnkU4NzZsxyJiMDNzQ3vPHnMGFnqxMbe5uxD8Z8/d5Y/j0Tg6uaGl3ce3N1N2ylLlix4euagQMFCGR3qU3m3TTuGDOpPqVKlKV2mLAsXhBEXF0eTps3MHZqJ4PaBrNv1F2cu3cQlmx1vvlKSwHL5aTRwGQBTlv3G4DYvcfCvS+w/cZF3apfBz8eDt4NXGo/hk9OF7K7Z8Mnliq2NgbJF7v8E34lz17h95645qvVYkyeOI7DGy+TJk4dLly/x6cwZ2NjaUK9+Q3OH9tQyy72WGtOnTKJa9UC8vL2JvX2bH1ev4vddvzFrzhfmDu2pWFPbQOatT+M33qFft7YsW/AFL71cm2MRh1j3w7d06/P3z4reunmDyxcvcDX6/qNx586cAiC7hyfZPS0/q5tZ2+ZxrK0+knHUYRd5jgwGA2vWrOHjjz+mXbt2XL58GS8vLwIDA8mdOzcAkydPpn379lStWpUcOXLQv39/bt7890zfpEmT6NWrF59//jl58+Z9Ykb+YW5ubrz++uusXr2aJk2aPEPt0t+hQ3/QsV1r4+uJ4+8/L/9a46aMHDPWXGGlWsShQ7z/Xhvj66mTxgHQoFETho3M/M/+16v/KteuXmXWjOlcuXIZv+IlmDVnLp4WNpwvp7sTX/RriJeHEzdux/PHycs0GriMTXtOATBjxe842NkyvssrZHdx4OBfl2nYfykno64bjzGkbXXerfP3M+07P20HQJ3ei9l64ExGVueJLl68yMD+vblx/TrZs3vgX6Ei8xctxcPDw9yhPbXMcq+lxtWr0Qwe1J8rly/h7OJCsWJ+zJrzBQFVq5k7tKdiTW0Dmbc+RUuUYtCoScz/7BOWzv+M3F556di9L0G1XzWW+W37ZqaNHWZ8PWHEAABatu3M2+26ZHjMaZVZ2+ZxrK0+z0JD4tPGkJycnGzuIEQkY9WsWZNSpUoxffr0NO97595zCMiM4u/++2iGzMY+q/U86ZS9/jhzh5Cuolf3M3cI6crGxno+cFnbJyF9FrZcp6/EmjuEdFUgh6O5Q5DHcLDgtGy5Yeaba2H/iJpmO/fTsuCmFJH0du3aNcLDwwkPD2fWrFnmDkdERERE/mP0pWLaqMMu8h9Svnx5rl27xrhx4/Dz8zN3OCIiIiIi8i/UYRf5D0nLs+4iIiIiIulNz7CnjfU87CgiIiIiIiJiRdRhFxEREREREbFAGhIvIiIiIiIiGUIj4tNGGXYRERERERERC6QMu4iIiIiIiGQITTqXNsqwi4iIiIiIiFggddhFRERERERELJCGxIuIiIiIiEiG0Ij4tFGGXURERERERMQCKcMuIiIiIiIiGUKTzqWNMuwiIiIiIiIiFkgZdhEREREREckQSrCnjTLsIiIiIiIiIhZIHXYRERERERERC6Qh8SIiIiIiIpIhNOlc2ijDLiIiIiIiImKBlGEXERERERGRDKEEe9qowy4iaZKcbO4I0pddFg00slSXV/Uzdwjpau/p6+YOIV1VLJTd3CGkG314lIySJ7uDuUMQkUxGn1RFRERERERELJAy7CIiIiIiIpIhNOlc2ijDLiIiIiIiImKBlGEXERERERGRDKEEe9oowy4iIiIiIiJigZRhFxERERERkQyhZ9jTRhl2EREREREREQukDruIiIiIiIiIBdKQeBEREREREckQGhGfNsqwi4iIiIiIiFggZdhFREREREQkQ2jSubRRhl1ERERERETkISEhIVSqVAkXFxdy5cpFkyZNOHr0qEmZoKAgDAaDydKlSxeTMpGRkTRo0ABHR0dy5cpF3759uXfvXqrjUIZdRERERERE5CGbN2+mW7duVKpUiXv37jFo0CDq1KnD4cOHcXJyMpZ77733CA4ONr52dHQ0/jsxMZEGDRrg5eXFL7/8QlRUFK1btyZr1qyMGTMmVXGowy4iIiIiIiIZIrMMiV+7dq3J63nz5pErVy52795NYGCgcb2joyNeXl6PPMZPP/3E4cOH2bBhA7lz58bf35+RI0fSv39/hg8fjp2d3RPj0JB4ERERERERsXrx8fHcvHnTZImPj0/Vvjdu3ADAw8PDZP2iRYvIkSMHpUuXZuDAgcTGxhq37dixgzJlypA7d27jurp163Lz5k0OHTqUqvOqwy4iIiIiIiIZwmAw3xISEoKbm5vJEhIS8sSYk5KS+PDDD6lWrRqlS5c2rn/77bdZuHAhP//8MwMHDmTBggW88847xu0XLlww6awDxtcXLlxI1fXSkHgRERERERGxegMHDqRXr14m6+zt7Z+4X7du3fjjjz/Ytm2byfpOnToZ/12mTBm8vb2pWbMmJ06coEiRIukSszLsIiIiIiIiYvXs7e1xdXU1WZ7UYe/evTurVq3i559/Jl++fP9a9sUXXwTg+PHjAHh5eXHx4kWTMg9eP+65939Sh10yPYPBwMqVK80dRpqdOnUKg8HAvn37AAgPD8dgMHD9+vXH7jNv3jzc3d0zJD4RERERkfT2z59By8glLZKTk+nevTsrVqxg06ZNFCpU6In7PPhc7+3tDUBAQAAHDx7k0qVLxjLr16/H1dWVkiVLpioOddhFzMTHx4eoqCiT52D+65YtWcwbTRtR7cUKVHuxAq1bvcm2rZvNHdZTsaa6PGzJ4kXUr/0KlcqXoVXLNzh44IC5Q3pqt2/HMHHcGBrUfYWqlcrR7t2WHPrjoLnDSuHoH3uZNqI3H7VuSPuGVdizw/Q+Sk5OZsXCz/jo3QZ0blaDCR935+K5SJMyMbdu8NmEoXR94xW6vVmLL6eN5k5cLJbMWu613b/v4oOuXagV9BLlSvmxaeMGc4f0zKylbR7IrPXZ8/suPur+PvVqBvJC2RKEbzK9t5KTk/l05nTqvlKdapX86fpeOyJPnzJPsE8ps7bN41hbfaxdt27dWLhwIYsXL8bFxYULFy5w4cIF4uLiADhx4gQjR45k9+7dnDp1iu+//57WrVsTGBhI2bJlAahTpw4lS5bk3XffZf/+/axbt47BgwfTrVu3VA3FB3XYRUhISDDLeW1tbfHy8iJLFk0l8UBuLy96fNSHxcuWs3jpt1SqXIUPP+jG8ePHzB1amllTXR5Y++MaJo4PoXPXbiz5egV+fsV5v3MHoqOjzR3aUxk5fAg7f/2FkaPHsfTb76kSUI33O7Xj0j+Grplb/J04fAoX5Z0ufR65/cdvF7Dhh2W07tafwZPmYu+QjUlDP+Ruwt+z3n42cRjnIk/Se9R0eg6dyJ9/7CVsxtiMqkKaWdO9FhcXi5+fHwMHDzN3KOnCmtoGMnd94uLiKOrnR/9BQx65PSx0LksWL2TgkOHMW7QUh2yOfNDlvVTPiG1umbltHsXa6vMszDnpXFrMnj2bGzduEBQUhLe3t3FZunQpAHZ2dmzYsIE6depQvHhxevfuzeuvv84PP/xgPIatrS2rVq3C1taWgIAA3nnnHVq3bm3yu+1Pog67PJOgoCC6d+9O9+7dcXNzI0eOHAwZMoTk5GQArl27RuvWrcmePTuOjo7Ur1+fY8fud1iSk5PJmTMn33zzjfF4/v7+xiEkANu2bcPe3t748wjHjh0jMDAQBwcHSpYsyfr161PEdObMGVq0aIG7uzseHh40btyYU6dOGbe3bduWJk2aMHr0aPLkyYOfnx/BwcGPzHT7+/szZMij/xA+7MExx4wZQ+7cuXF3dyc4OJh79+7Rt29fPDw8yJcvH6GhocZ9/jkk/lHmzZtH/vz5cXR0pGnTpo98U//uu++oUKECDg4OFC5cmBEjRnDv3j0A+vTpQ8OGDY1lp06disFgMPldSV9fX+bOnfvEOmaEGkGvUD2wBgUKFKRAwUJ80PMjHB0dObh/n7lDSzNrqssDC8JCada8BU2avk4RX18GDxuBg4MDK5d/a+7Q0uzOnTts2vATPT7qQ4UXKuGTvwCdu36Aj09+vln2lbnDM1H2hao0e7cLFasGpdiWnJzM+u+W0ujNdpSvEohPoaJ07DWM61evsGfHFgDOnznJH7t/pW2PQRTxK02xUv606tKb37as51r05QyuTepY0732UvUadO/5ETVr1TZ3KOnCmtoGMnd9qlUPpOsHH/JyzZT3VnJyMl8tnE+H97oQ9HJNihbzI3j0WC5fvpQiE2+pMnPbPIq11ee/IDk5+ZFL27ZtgfujZTdv3kx0dDR37tzh2LFjjB8/HldXV5PjFChQgDVr1hAbG8vly5eZOHFimhJ26rDLMwsLCyNLliz89ttvTJs2jcmTJxs7gG3btuX333/n+++/Z8eOHSQnJ/Pqq69y9+5dDAYDgYGBhIeHA/c79xEREcTFxXHkyBEANm/eTKVKlXB0dCQpKYlmzZphZ2fHzp07+fTTT+nfv79JLHfv3qVu3bq4uLiwdetWtm/fjrOzM/Xq1TPJpG/cuJGjR4+yfv16Vq1aRfv27YmIiGDXrl3GMnv37uXAgQO0a9cuVddh06ZNnD9/ni1btjB58mSGDRtGw4YNyZ49Ozt37qRLly507tyZs2fPpup4O3fupEOHDnTv3p19+/bx8ssvM2rUKJMyW7dupXXr1vTs2ZPDhw8zZ84c5s2bx+jRowGoUaMG27ZtIzEx0Xg9c+TIYbzm586d48SJEwQFBaUqpoyUmJjI2jWriYuLpax/eXOH80ysoS53ExKIOHyIKgFVjetsbGyoUqUqB/bvNWNkTycx8R6JiYnY25kOR7N3cGDf3t1miirtLl88z41r0ZT0r2Rc5+jkTGG/Upw4cn94/4mIP3B0cqFQ0RLGMiX9K2Ew2PDX0dT9BmxGsrZ7zZpYW9tYW30edu7cWaKvXKFylQDjOmcXF0qXKcvB/fvNGFnqWFvbWFt9nlVmeYbdUmgsrjwzHx8fpkyZgsFgwM/Pj4MHDzJlyhSCgoL4/vvv2b59O1Wr3n+DWrRoET4+PqxcuZI33niDoKAg5syZA8CWLVsoX748Xl5ehIeHU7x4ccLDw6lRowYAGzZs4MiRI6xbt448efIAMGbMGOrXr2+MZenSpSQlJTF37lzjf8rQ0FDc3d0JDw+nTp06ADg5OTF37lzs7OyM+9atW5fQ0FAqVapk3K9GjRoULlw4VdfBw8OD6dOnY2Njg5+fH+PHjyc2NpZBgwYB939GYuzYsWzbto2WLVs+8XjTpk2jXr169OvXD4BixYrxyy+/mGTHR4wYwYABA2jTpg0AhQsXZuTIkfTr149hw4ZRvXp1bt26xd69e6lYsSJbtmyhb9++xkn6wsPDyZs3L76+vqmqY0Y49udRWrdqSUJCPNkcHZk8bSZFilhOfGlhTXW5dv0aiYmJeHp6mqz39PTk5Mm/zBTV03NycqZsOX/mfjaLQoUL4+GZg3U/rubg/n34+OQ3d3ipdvPa/VE3ru4eJutd3T24cf3+thvXo3Fxz26y3dY2C04urty8bnlDMa3tXrMm1tY21lafh0VfuQKQom4enjmIttCRNQ+ztraxtvpIxlKGXZ5ZlSpVTL6xCggI4NixYxw+fJgsWbIYf94A7r8x+fn5ERERAdzPAB8+fJjLly+zefNmgoKCCAoKIjw8nLt37/LLL78Ys78RERH4+PgYO+sPzvWw/fv3c/z4cVxcXHB2dsbZ2RkPDw/u3LnDiRMnjOXKlClj0lkHeO+99/jqq6+4c+cOCQkJLF68mPbt26f6OpQqVQobm7//S+XOnZsyZcoYX9va2uLp6WkyS+S/iYiIMLl2j6tvcHCwsa7Ozs689957REVFERsbi7u7O+XKlSM8PJyDBw9iZ2dHp06d2Lt3LzExMWzevNn4hcijxMfHc/PmTZPleT/7VrBQIZZ+u5IFi5fRosVbDP24PydOHH+u53xerKku1ih4zHiSk5OpV6sGAS+UZcniBdSt3wCDjf40ioiIiGVQhl3MqkyZMnh4eLB582Y2b97M6NGj8fLyYty4cezatYu7d+8as/OpERMTQ8WKFVm0aFGKbTlz5jT+28nJKcX2Ro0aYW9vz4oVK7Czs+Pu3bs0b9481efOmjWryWuDwfDIdUlJSak+5pPExMQwYsQImjVrlmKbg4MDgPELEHt7e2rUqIGHhwclSpRg27ZtbN68md69ez/2+CEhIYwYMcJk3aDBwxg8dHi61eGfsma1I3/+AgCULFWaQ4cOsnjhfIYMS/3kHJbCmuqS3T07tra2KeZRiI6OJkeOHGaK6tn4+OTn89CFxMXGEnM7hpw5czGg70fkzedj7tBSzTX7/WzNzetXcff4ux1uXr9K/kJFAXBz9+TW9Wsm+yUm3uP2rZu4uptmeyyBNd5r1sLa2sba6vMwz//HHx0dTY6cuYzrr0ZfoZhficftZjGsrW2srT7PKpOOTDcbpRHkme3cudPk9a+//krRokUpWbIk9+7dM9keHR3N0aNHjb87aDAYqF69Ot999x2HDh3ipZdeomzZssTHxzNnzhxeeOEFY+e6RIkSnDlzhqioKJNzPaxChQocO3aMXLly4evra7K4ubn9az2yZMlCmzZtCA0NJTQ0lJYtW5ItW7ZnujbPokSJEo+8tg+rUKECR48eTVFXX19fY7b/wXPsGzduNI5WCAoK4quvvuLPP//81+fXBw4cyI0bN0yWvv0Hpms9nyQpKclsM/mnt8xcl6x2dpQoWYqdv+4wrktKSmLnzh2ULZc5n8t/IJujIzlz5uLmzRvs+GUbQS+/Yu6QUi1n7jy4Zffk8L6/59+Ii73NX0cPUaT4/RE+RUqUJvb2LU4dP2IsE7F/N8nJSRT2K5XhMT+JNd9rmZ21tY211edhefPmwzNHDnbt/PtzQ0xMDH8cPECZcuXMGFnqWFvbWFt9JGMpwy7PLDIykl69etG5c2f27NnDJ598wqRJkyhatCiNGzfmvffeY86cObi4uDBgwADy5s1L48aNjfsHBQXRu3dvXnjhBZydnQEIDAxk0aJF9O3b11iuVq1aFCtWjDZt2jBhwgRu3rzJxx9/bBJLq1atmDBhAo0bNyY4OJh8+fJx+vRpli9fTr9+/ciXL9+/1qVjx46UKHH/m+ft27en1yV6Kj169KBatWpMnDiRxo0bs27dOpPn1wGGDh1Kw4YNyZ8/P82bN8fGxob9+/fzxx9/GCeoCwwM5NatW6xatYqxY+//jFNQUBDNmzfH29ubYsWKPTYGe3v7FL8RGXc3nSv6kOlTJlGteiBe3t7E3r7Nj6tX8fuu35g154vnd9LnxJrq8sC7bdoxZFB/SpUqTekyZVm4IIy4uDiaNE05wiMz+GX7VkiGAgULcebMaaZNnkDBgoVp1Niy6nMnLpZLUX9PVnnl4nki//oTJ2dXPHN5Ubvxm6xaOo/ceX3ImTsPKxZ+hrtHDioEBAKQx6cQpStWYd4nY2jdtT+JifdY9OlEKgfWJrtnzsed1qys6V6LvX2byMhI4+tzZ89yJCICNzc3vB96xCuzsKa2gcxdn9jY25x5+N46d5ajR+7fW17eeXjrndZ88dmn+OQvQN68+Zg9czo5c+Yi6JVaZow69TJz2zyKtdXnWdgoxZ4m6rDLM2vdujVxcXFUrlwZW1tbevbsSadOnYD7E7f17NmThg0bkpCQQGBgIGvWrDEZKl6jRg0SExNNMr1BQUF89913JutsbGxYsWIFHTp0oHLlyhQsWJDp06dTr149YxlHR0e2bNlC//79adasGbdu3SJv3rzUrFkzxU8sPErRokWpWrUqV69eTfH8eEarUqUKn3/+OcOGDWPo0KHUqlWLwYMHM3LkSGOZunXrsmrVKoKDgxk3bhxZs2alePHidOzY0Vgme/bslClThosXL1K8eHHgfic+KSnpX59fN4erV6MZPKg/Vy5fwtnFhWLF/Jg15wsCqlYzd2hpZk11eaBe/Ve5dvUqs2ZM58qVy/gVL8GsOXONQy8zm5iYGGZMm8ylixdwdXOnZq3adP3goxSPspjbqWMRjB/Uzfh6ydxpAFSr+SodPhpK/dffJf7OHcI+GUvs7RiKlixLr+CpZH1oBvxOfUaw6NNJTBj8ATYGAxWrvszbnXtleF1Sy5rutUOH/qBju9bG1xPHhwDwWuOmjBwz1lxhPTVrahvI3PU5fOgQXTq0Mb6eMmEcAA1fa8LwUSG0adeRO3FxjAkexq1bN/EvX4Hpsz9L8UW8pcrMbfMo1lYfyTiG5Ac/mC3yFIKCgvD392fq1KnmDiVdJCcnU7RoUbp27UqvXpb7YdacnmeGXZ6dNX1pfS/Ruv487Y+8bu4Q0lXFQtmfXEhETNxNTL95bCxBVls9XWupHCw4LVt7xq9PLvScrO9exWznfloW3JQiGevy5cssWbKECxcupPq310VEREREJPWsKbmQEdRhF/m/XLlykSNHDj777DOyZzfNHD14tv5RfvzxR6pXr/68wxMRERERkf8YddjlmYSHh5s7hHTzb0+H7Nu377Hb8ubN+xyiERERERGxPgal2NNEHXaRVPD19TV3CCIiIiIi8h+jDruIiIiIiIhkCBsl2NNEUzuKiIiIiIiIWCB12EVEREREREQskIbEi4iIiIiISIbQpHNpowy7iIiIiIiIiAVShl1EREREREQyhBLsaaMMu4iIiIiIiIgFUoddRERERERExAJpSLyIiIiIiIhkCAMaE58WyrCLiIiIiIiIWCBl2EVERERERCRD2CjBnibKsIuIiIiIiIhYIGXYRUREREREJEMY9LtuaaIMu4iIiIiIiIgFUoddRERERERExAJpSLyIiIiIiIhkCI2ITxt12EXkP01/NCxXFlvrapyKhbKbOwQRMbMsNhrcKiJpow67iIiIiIiIZAgbZUvSRF/ziYiIiIiIiFggddhFRERERERELJCGxIuIiIiIiEiG0Ij4tFGGXURERERERMQCKcMuIiIiIiIiGcKgFHuaKMMuIiIiIiIiYoGUYRcREREREZEMoQR72ijDLiIiIiIiImKB1GEXERERERERsUAaEi8iIiIiIiIZwkZj4tNEGXYRERERERERC6QMu4iIiIiIiGQI5dfTRhl2EREREREREQukDruIiIiIiIiIBdKQeBEREREREckQBk06lybKsIuIiIiIiIhYIGXYRUREREREJEPYKMGeJsqwi4iIiIiIiFggddithMFgYOXKleYOI81OnTqFwWBg3759AISHh2MwGLh+/fpj95k3bx7u7u4ZEp+lCwoK4sMPPzR3GCIiIiIiqWIwGMy2ZEbqsItZ+fj4EBUVRenSpc0diliALz6fw9tvvk7VyuV5OTCAD3t05dTJv8wd1jNZsngR9Wu/QqXyZWjV8g0OHjhg7pCeiepjmXb/vosPunahVtBLlCvlx6aNG8wd0jNT21gua2mbB6ylPsuWLOaNpo2o9mIFqr1Ygdat3mTb1s3mDuup6f+OyH3qsAsACQkJZjmvra0tXl5eZMmi6RQEdv/+G2++1Yr5i5fx6Weh3Lt7j/c7dSAuNtbcoT2VtT+uYeL4EDp37caSr1fg51ec9zt3IDo62tyhPRXVx3LFxcXi5+fHwMHDzB1KulDbWC5rahuwrvrk9vKix0d9WLxsOYuXfkulylX48INuHD9+zNyhPRX93xG5Tx32ZxQUFET37t3p3r07bm5u5MiRgyFDhpCcnGwsc+3aNVq3bk327NlxdHSkfv36HDt2/80zOTmZnDlz8s033xjL+/v74+3tbXy9bds27O3tif1/p+XYsWMEBgbi4OBAyZIlWb9+fYq4zpw5Q4sWLXB3d8fDw4PGjRtz6tQp4/a2bdvSpEkTRo8eTZ48efDz8yM4OPiRmW5/f3+GDBnyxGvx4Jhjxowhd+7cuLu7ExwczL179+jbty8eHh7ky5eP0NBQ4z7/HBL/KPPmzSN//vw4OjrStGnTR76xfffdd1SoUAEHBwcKFy7MiBEjuHfvHgB9+vShYcOGxrJTp07FYDCwdu1a4zpfX1/mzp372BgOHTpEw4YNcXV1xcXFherVq3PixAkAkpKSCA4OJl++fNjb2+Pv729y7Ad1XLZsGdWrVydbtmxUqlSJP//8k127dvHCCy/g7OxM/fr1uXz5corrOWLECHLmzImrqytdunT51y9X4uPj6dOnD3nz5sXJyYkXX3yR8PBwAO7cuUOpUqXo1KmTsfyJEydwcXHhyy+/fOwxM9KsOV/QuEkzfH2L4le8OMGjxxIVdZ7Dhw+ZO7SnsiAslGbNW9Ck6esU8fVl8LARODg4sHL5t+YO7amoPpbrpeo16N7zI2rWqm3uUNKF2sZyWVPbgHXVp0bQK1QPrEGBAgUpULAQH/T8CEdHRw7u32fu0J6K/u9YL4PBfEtmpA57OggLCyNLliz89ttvTJs2jcmTJ5t0/tq2bcvvv//O999/z44dO0hOTubVV1/l7t27GAwGAgMDjZ2qa9euERERQVxcHEeOHAFg8+bNVKpUCUdHR5KSkmjWrBl2dnbs3LmTTz/9lP79+5vEc/fuXerWrYuLiwtbt25l+/btODs7U69ePZPO3saNGzl69Cjr169n1apVtG/fnoiICHbt2mUss3fvXg4cOEC7du1SdS02bdrE+fPn2bJlC5MnT2bYsGE0bNiQ7Nmzs3PnTrp06ULnzp05e/Zsqo63c+dOOnToQPfu3dm3bx8vv/wyo0aNMimzdetWWrduTc+ePTl8+DBz5sxh3rx5jB49GoAaNWqwbds2EhMTjdczR44cxmt+7tw5Tpw4QVBQ0CNjOHfuHIGBgdjb27Np0yZ2795N+/btjV8ITJs2jUmTJjFx4kQOHDhA3bp1ee2114xfyjwwbNgwBg8ezJ49e8iSJQtvv/02/fr1Y9q0aWzdupXjx48zdOhQk302btxIREQE4eHhfPXVVyxfvpwRI0Y89np1796dHTt2sGTJEg4cOMAbb7xBvXr1OHbsGA4ODixatIiwsDC+++47EhMTeeedd6hduzbt27dPVXtktJiYWwC4ubmZOZK0u5uQQMThQ1QJqGpcZ2NjQ5UqVTmwf68ZI3s6qo9kFLWN5bK2trG2+jwsMTGRtWtWExcXS1n/8uYO5z/Pmu81ef40Djkd+Pj4MGXKFAwGA35+fhw8eJApU6bw3nvvcezYMb7//nu2b99O1ar3/5MuWrQIHx8fVq5cyRtvvEFQUBBz5swBYMuWLZQvXx4vLy/Cw8MpXrw44eHh1KhRA4ANGzZw5MgR1q1bR548eQAYM2YM9evXN8azdOlSkpKSmDt3rnFyhdDQUNzd3QkPD6dOnToAODk5MXfuXOzs7Iz71q1bl9DQUCpVqmTcr0aNGhQuXDhV18LDw4Pp06djY2ODn58f48ePJzY2lkGDBgEwcOBAxo4dy7Zt22jZsuUTjzdt2jTq1atHv379AChWrBi//PKLSQZ7xIgRDBgwgDZt2gBQuHBhRo4cSb9+/Rg2bBjVq1fn1q1b7N27l4oVK7Jlyxb69u1rnKQvPDycvHnz4uvr+8gYZs6ciZubG0uWLCFr1qzGOB6YOHEi/fv3N9Zn3Lhx/Pzzz0ydOpWZM2cay/Xp04e6desC0LNnT9566y02btxItWrVAOjQoQPz5s0zObednR1ffvkljo6OlCpViuDgYPr27cvIkSOxsTH9vi0yMpLQ0FAiIyON90afPn1Yu3YtoaGhjBkzBn9/f0aNGkXHjh1p2bIlp0+fZtWqVY+9/vHx8cTHx5usS7Kxx97e/rH7pJekpCQmjB2Df/kK+BYt9uQdLMy169dITEzE09PTZL2npycnM+Fz+aqPZBS1jeWytraxtvoAHPvzKK1btSQhIZ5sjo5MnjaTIkUe/flGMo413mvPIrNO/mYuyrCngypVqpjceAEBARw7dozExEQiIiLIkiULL774onG7p6cnfn5+REREAPczwIcPH+by5cts3ryZoKAggoKCCA8P5+7du/zyyy/G7G9ERAQ+Pj7GDtmD8z1s//79HD9+HBcXF5ydnXF2dsbDw4M7d+4Yh3EDlClTxqSzDvDee+/x1VdfcefOHRISEli8eHGasq+lSpUy6Ujmzp2bMmXKGF/b2tri6enJpUuXUnW8iIgIk2v3uPoGBwcb6+rs7Mx7771HVFQUsbGxuLu7U65cOcLDwzl48CB2dnZ06tSJvXv3EhMTw+bNm41fiDzKvn37qF69urGz/rCbN29y/vx5Y6f7gWrVqhnb94GyZcsa/507d24Ak2uTO3fuFNelXLlyODo6mtQ9JiaGM2fOpIjl4MGDJCYmUqxYMZNrsXnzZpN27927N8WKFWPGjBl8+eWXKf54PCwkJAQ3NzeTZcK4kMeWT08ho0Zw/Pgxxk2YkiHnExERyewKFirE0m9XsmDxMlq0eIuhH/fnxInj5g5LRJ6BMuwWoEyZMnh4eLB582Y2b97M6NGj8fLyYty4cezatYu7d+8as/OpERMTQ8WKFVm0aFGKbTlz5jT+28nJKcX2Ro0aYW9vz4oVK7Czs+Pu3bs0b9481ef+Z6fWYDA8cl1SUlKqj/kkMTExjBgxgmbNmqXY5uDgAGD8AsTe3p4aNWrg4eFBiRIl2LZtG5s3b6Z3796PPX62bNnSJc6Hr8ODL3j+ue5ZrktMTAy2trbs3r0bW1tbk23Ozs7Gf1+6dIk///wTW1tbjh07Rr169R57zIEDB9KrVy+TdUk2zz+7HjI6mC2bw/kybCG5vbye+/meh+zu2bG1tU0x50J0dDQ5cuQwU1RPT/WRjKK2sVzW1jbWVh+ArFntyJ+/AAAlS5Xm0KGDLF44nyHDgs0c2X+bNd5rknGUYU8HO3fuNHn966+/UrRoUWxtbSlRogT37t0zKRMdHc3Ro0cpWbIkcL+jVr16db777jsOHTrESy+9RNmyZYmPj2fOnDm88MILxs51iRIlOHPmDFFRUSbne1iFChU4duwYuXLlwtfX12R50rPAWbJkoU2bNoSGhhIaGkrLli3TrcP6NEqUKPHI6/uwChUqcPTo0RR19fX1NWb7HzzHvnHjRuNohaCgIL766iv+/PPPxz6/Dvcz41u3buXu3bsptrm6upInTx62b99usn779u3G9n0W+/fvJy4uzvj6119/xdnZGR8fnxRly5cvT2JiIpcuXUpxHbwe6vS2b9+eMmXKEBYWRv/+/VOMBHiYvb09rq6uJsvzHA6fnJxMyOhgNm1cz2dfhpE3X8p6ZhZZ7ewoUbIUO3/dYVyXlJTEzp07KFsu8z1PqPpIRlHbWC5raxtrq8+jJCUlme2XgORv/4V7LS1sDOZbMiNl2NNBZGQkvXr1onPnzuzZs4dPPvmESZMmAVC0aFEaN27Me++9x5w5c3BxcWHAgAHkzZuXxo0bG48RFBRE7969jTOGAwQGBrJo0SL69u1rLFerVi2KFStGmzZtmDBhAjdv3uTjjz82iadVq1ZMmDCBxo0bG2cvP336NMuXL6dfv37ky5fvX+vTsWNHSpQoAZCiI5rRevToQbVq1Zg4cSKNGzdm3bp1Js+vAwwdOpSGDRuSP39+mjdvjo2NDfv37+ePP/4wTlAXGBjIrVu3WLVqFWPHjgXuX/PmzZvj7e1t8kz6P3Xv3p1PPvmEli1bMnDgQNzc3Pj111+pXLkyfn5+9O3bl2HDhlGkSBH8/f0JDQ1l3759jxzhkFYJCQl06NCBwYMHc+rUKYYNG0b37t1TPL8O95+rb9WqFa1bt2bSpEmUL1+ey5cvs3HjRsqWLUuDBg2YOXMmO3bs4MCBA/j4+LB69WpatWrFr7/+muLxCHMYM2oEP65ZxdTps3BycuLKlfuz5js7uxhHS2Qm77Zpx5BB/SlVqjSly5Rl4YIw4uLiaNI05WiQzED1sVyxt28TGRlpfH3u7FmORETg5ubG/9i787ia8v8P4K9b2ldtshZKSJQ1S7aiMnZj/5J97FuIGVu2ZKzZGZI1Y2uMGUyWLCH7MkloEIqIZEnbvb8/+rnjTpZucs+9x+vpcR4P96zvz/2c7r2f8/6czyn53i1UmoJ1o77EVDeAuMoTsmgBGno0hm3Jknjz+jX2/7EP58+dxYrV64QOrVD4t0OUhw32ItC7d29kZGSgbt260NbWxqhRoxQenRUaGopRo0ahdevWyMrKQuPGjfHnn38qdIdu0qQJcnNzFTK9TZs2xW+//aYwT0tLC3v27EH//v1Rt25d2NvbIyQkRKFbs6GhIY4fP46AgAB07NgRL1++ROnSpeHp6QlTU9PPlsfR0RENGjTAs2fP8t0/rmru7u5Yu3Ytpk2bhqlTp8LLywuTJ0/GzJkz5et4e3tj3759mDFjBoKDg6Gjo4PKlStjwIAB8nWKFy8OFxcXPH78GJUrVwaQ14iXSqWfvH8dyBtz4MiRIxg/fjyaNGkCbW1tuLq6yu9bHzlyJF68eAF/f3+kpKSgatWq2Lt3LxwdHb+4/J6ennB0dETjxo2RmZmJ7t27Y/r06R9dPzQ0FLNmzYK/vz8ePnwIKysruLu7o3Xr1rhx4wbGjx+PdevWyTP0K1asQPXq1TFlyhQEBwd/cbxfasf2bQCAAX17KcwPnBWEdu017wvNx7cVnj97hhXLQvD06RM4Va6CFat/gaWGdn9jedRXbOzfGNC3t/z1/Hl5Y020bdcBM+fMFSqsQmPdqC8x1Q0grvI8e5aKyT8G4OmTFBibmKBSJSesWL0O9Rs0/PzGaoh/O+LFQeeUI5G9/8BwUlrTpk3h6uqKxYsXCx1KkZHJZHB0dMTQoUPz3b9MqtOnTx+kpaXJR7NXFxn57wzQaPzOICIiVRHbr25+h6ovfTVOy/YNvybYsUO7uXx+JTWjxlVJQnjy5AnCw8Px6NGjAj97nYiIiIiIqCB4nUc5BWqw7927t8A7bNu2baGDIeHZ2NjAysoKa9asQfHixRWWvT/S+H/t378fHh4eXzs8IiIiIiKib0aBusR/aICrD+5MIkFubu4XB0Xq6fbtjz/Hs3Tp0oKOJk+qwy7xREREhcMu8aQq6twlvp+AXeLXi7VLfFE+M5s0l4ODg9AhEBERERGRBtPilR6l8DnsRERERERERGqoUJ0lXr9+jWPHjiExMRFZWVkKy0aOHFkkgREREREREZG4MMGuHKUb7JcuXUKrVq3w5s0bvH79GhYWFnj69CkMDQ1hY2PDBjsRERERERFREVC6S/yYMWPQpk0bPH/+HAYGBjhz5gzu3buHWrVqYf78+V8jRiIiIiIiIqJvjtIN9suXL8Pf3x9aWlrQ1tZGZmYmypYti3nz5uHHH3/8GjESERERERGRCEgkEsEmZQQFBaFOnTowMTGBjY0N2rdvj/j4eIV13r59i2HDhsHS0hLGxsbo1KkTHj9+rLBOYmIivvvuO3mP9PHjxyMnJ6fAcSjdYNfR0ZE/5s3GxgaJiYkAADMzM9y/f1/Z3RERERERERGplWPHjmHYsGE4c+YMIiMjkZ2djZYtW+L169fydcaMGYPff/8dO3bswLFjx5CUlISOHTvKl+fm5uK7775DVlYWTp06hbCwMGzYsAFTp04tcBwFeg77+1q2bIk+ffqgR48eGDhwIK5evYqRI0di06ZNeP78OWJiYpTZHRFpGD6HnYiIqHD4HHZSFXV+DvsPO2MFO/bq750Lve2TJ09gY2ODY8eOoXHjxnjx4gWsra2xdetWfP/99wCAGzduoEqVKjh9+jTc3d2xf/9+tG7dGklJSShRogQAYNWqVQgICMCTJ0+gq6v72eMqnWGfM2cOSpYsCQCYPXs2ihcvjiFDhuDJkydYs2aNsrsjIiIiIiIi+uoyMzORnp6uMGVmZhZo2xcvXgAALCwsAAAXLlxAdnY2vLy85OtUrlwZ5cqVw+nTpwEAp0+fhouLi7yxDgDe3t5IT09HbGzBLlwo3WCvXbs2mjVrBiCvS/yBAweQnp6OCxcuoEaNGsrujoiIiIiIiOirCwoKgpmZmcIUFBT02e2kUilGjx6Nhg0bolq1agCAR48eQVdXF+bm5grrlihRAo8ePZKv835j/d3yd8sKQo07SxAREREREZGYaAl4L8WkSZMwduxYhXl6enqf3W7YsGH4+++/cfLkya8V2kcp3WAvX778J0fY++eff74oICIiIiIiIqKipqenV6AG+vuGDx+Offv24fjx4yhTpox8vq2tLbKyspCWlqaQZX/8+DFsbW3l65w9e1Zhf+9GkX+3zuco3WAfPXq0wuvs7GxcunQJBw4cwPjx45XdHREREREREX0jNGWwQplMhhEjRmDPnj2IiopC+fLlFZbXqlULOjo6OHz4MDp16gQAiI+PR2JiIurXrw8AqF+/PmbPno2UlBTY2NgAACIjI2FqaoqqVasWKA6lG+yjRo364Pzly5fj/Pnzyu6OiIiIiIiISK0MGzYMW7duxW+//QYTExP5PedmZmYwMDCAmZkZ+vfvj7Fjx8LCwgKmpqYYMWIE6tevD3d3dwB5T1irWrUqevXqhXnz5uHRo0eYPHkyhg0bVuBMv9KPdfuYf/75B66urkhPTy+K3RGRmuJj3YiIiAqHj3UjVVHnx7oN2xMn2LGXd6hS4HU/dht4aGgo+vTpAwB4+/Yt/P39sW3bNmRmZsLb2xsrVqxQ6O5+7949DBkyBFFRUTAyMoKfnx/mzp2LYsUKVklF1mCfN28eVqxYgbt37xbF7ohITbHBTkREVDhssJOqsMH+Yco02NWF0lXp5uamcLVBJpPh0aNHePLkCVasWFGkwRERERERERF9q5RusLdr106hwa6lpQVra2s0bdoUlStXLtLgiEj9iO1qekZWrtAhFCkDXW2hQygyUqm4UlFaWiL74xGRdTF3hQ6hSPWvZy90CPQRUpGl2LXF9qOAVEJL6AA0jNIN9unTp3+FMIiIiIiIiIjofUpf4NDW1kZKSkq++ampqdDWFk9mh4iIiIiIiIqWRCIRbNJESjfYPzZGXWZmJnR1db84ICIiIiIiIiJSokt8SEgIgLwrIr/88guMjY3ly3Jzc3H8+HHew05ERERERERURArcYF+0aBGAvAz7qlWrFLq/6+rqwt7eHqtWrSr6CImIiIiIiEgUOAarcgrcYL9z5w4AoFmzZti9ezeKFy/+1YIiIiIiIiIi+tYpPUr80aNHv0YcREREREREJHLMsCtH6UHnOnXqhODg4Hzz582bh86dOxdJUERERERERETfOqUb7MePH0erVq3yzff19cXx48eLJCgiIiIiIiISHz7WTTlKN9hfvXr1wce36ejoID09vUiCIiIiIiIiIvrWKd1gd3Fxwfbt2/PNDw8PR9WqVYskKCIiIiIiIqJvndKDzk2ZMgUdO3ZEQkICmjdvDgA4fPgwtm7dip07dxZ5gERERERERCQOHHROOUo32Nu0aYOIiAjMmTMHO3fuhIGBAWrUqIEjR47AwsLia8RIRERERERE9M1RusEOAN999x2+++47AEB6ejq2bduGcePG4cKFC8jNzS3SAImIiIiIiEgcNHTsN8EofQ/7O8ePH4efnx9KlSqFBQsWoHnz5jhz5kxRxkZERERERET0zVIqw/7o0SNs2LAB69atQ3p6Orp06YLMzExERERwwDkiIiIiIiKiIlTgDHubNm3g5OSEq1evYvHixUhKSsLSpUu/ZmxEREREREQkIloSiWCTJipwhn3//v0YOXIkhgwZAkdHx68ZExEREREREdE3r8AZ9pMnT+Lly5eoVasW6tWrh2XLluHp06dfMzYiIiIiIiISES0BJ01U4Ljd3d2xdu1aJCcn44cffkB4eDhKlSoFqVSKyMhIvHz58mvGSURF6O7du5BIJLh8+bLQoXxQ+NYt8G3RHHXcXNCzW2dcu3pV6JAK5NKF8/AfNRStWzSBu1tVHDt6SGG5u1vVD06bw9YJFLHyNLVu/mvViqVwc6msMHVo4yt0WIV24fw5jBg6GF5NG6GGsxOOHD70+Y3UnCacaw/jr2HvkqlYN6Y7Qvp5I+HiKYXlkevmI6Sft8IUsfDHfPu5cyUG22eOxPIf2mD18E7Yt3S6ikpQOJpQN8oQS3m+826Omi6V801Bs2YIHVqhiaVu3hFbeUg1lL7QYGRkhH79+uHkyZO4du0a/P39MXfuXNjY2KBt27ZfI0Yi+o+srCyhQ/hqDuz/E/PnBeGHocMQvmMPnJwqY8gP/ZGamip0aJ+VkfEGjpWcMG7SlA8u/yPymMI0efosSCQSNPNsqeJIC0eT6+ZDKjo4IvLoCfm0fuNWoUMqtIyMN3BycsKkydOEDqVIaMq5lp35FtZlK6Dp/4Z/dB27arXRf9E2+eTzwySF5bfPn8Bfv8xD1UYt0SNwJb6ftBCV6jX72qEXmqbUTUGJqTybt+3EX0dPyKeVa9YDAFp4ewscWeGIqW4A8ZXnS0gkwk2a6It6Bjg5OWHevHl48OABtm3bVlQxEdF/NG3aFMOHD8fo0aNhZWUFb2/vfBnytLQ0SCQSREVFAQCeP3+Onj17wtraGgYGBnB0dERoaCgAoHz58gAANzc3SCQSNG3aVMUl+rhNYaHo+H0XtO/QCRUdHDB5WiD09fURsXuX0KF9VoNGjTF42Cg0be71weWWVtYK0/GoI6hVpy5Klymr4kgLR5Pr5kO0tbVhZWUtn4oXLy50SIXWyKMJho8aA0+vFkKHUiQ05Vyzr14H9Tv2QcVaDT+6jraODozMLOSTvpGJfJk0NxfHtq1Co84D4dKsNYrbloFlaTtUqttEFeEXiqbUTUGJqTzFLSwUPtOOH49CmbLlUKt2XaFDKxQx1Q0gvvKQ6hRJV35tbW20b98ee/fuLYrdEdEHhIWFQVdXF9HR0Vi1atVn158yZQquX7+O/fv3Iy4uDitXroSVlRUA4OzZswCAQ4cOITk5Gbt37/6qsRdUdlYW4q7Hwr1+A/k8LS0tuLs3wNUrlwSMrOilpj5F9MnjaNO+k9ChFIgY6yYx8R5aNPdAax8v/BgwDsnJSUKHRBDfufbgxlWsHdUFGyf1x9GNIch4lS5flnLvFl4/fwqJRIKt04filzHd8dvCn5D64K5wAX+C2OpGbOV5X3Z2Fvbv24t2HTpCooFpRbHVjdjKQ6ql1HPYiUg4jo6OmDdvHoC8e9A/JzExEW5ubqhduzYAwN7eXr7M2toaAGBpaQlbW9uP7iMzMxOZmZkK82TaetDT01My+oJ5nvYcubm5sLS0VJhvaWmJO3f++SrHFMqfv/8GI0NDNG2uGRlRsdVNNZcamDEzCHb25fH0aQpWr1yOfn7/w849e2FkZCx0eN80MZ1rdtVqo2LNhjC1tsWLlGSc2hWKvYt+QuefFkNLSxvpTx4BAGL2boZH10EwtbLFxYM7sWveePSesw76xqYCl0CRmOoGEF953nf08GG8fPkSbdt1EDqUQhFb3YitPF9KUx+vJhRNHSyP6JtTq1YtpdYfMmQIwsPD4erqigkTJuDUqVOf3+g/goKCYGZmpjD9HByk9H4ov32/7UZL39Zf7eIHfVojj8Zo4e2DSk5OaNDQA8tWrMGrl+n46+ABoUMjEalUrykquNWHVZnyqFizAdqOmoHHd27i4Y28gaZkMikAoM533eFQ2wM29o7w6ucPQIJb508IGDlpuog9O9GgkQesbUoIHQoRfSE22Ik0hJGRkfz/Wlp5f7oymUw+Lzs7W2F9X19f3Lt3D2PGjEFSUhI8PT0xbtw4pY45adIkvHjxQmEaHzDp8xsWUnHz4tDW1s43AEtqaqq8O78YXL54Hvfu3kG7Dt8LHUqBib1uTExNUc7OHvcT7wkdyjdPzOeamU1J6BubIS0l7/YLQzMLAIBFqXLydYrp6MLM2hYvU1MEifFTxFY3YivPO0lJD3H2zGl06NhZ6FAKTWx1I7byfCkOOqccNtiJNNC7Lu3JycnyeR96RJu1tTX8/PywefNmLF68GGvWrAEA6OrqAgByc3M/eRw9PT2YmpoqTF8zI6yjq4sqVZ0Rc+a0fJ5UKkVMzGlUr+H21Y6ransjdqNyFWc4OlUWOpQCE3vdvHnzGg/u34fV//9tkXDEfK69fPYEb1+nw+j/G+o29o7QLqaD548eyNfJzclBeupjmFqqX2ZUbHUjtvK8szdiNywsLNGosfoOXvg5YqsbsZWHVIv3sBNpIAMDA7i7u2Pu3LkoX748UlJSMHnyZIV1pk6dilq1asHZ2RmZmZnYt28fqlSpAgCwsbGBgYEBDhw4gDJlykBfXx9mZmZCFCWfXn59MeXHADg7V0M1l+rYvCkMGRkZaN+ho9ChfVZeoy9R/jrp4UPcjI+DqakZbEuWAgC8fvUKRyIPYuTY8UKFWWiaXDf/tXB+MBo3aYZSpUoh5UkKVi1fBi1tLfj4thY6tEJ58/o1EhP/PfcePniAG3FxMDMzQ8lSpQSMrHA05VzLepuBFyn/DlaY/vQRniQmQN/IBHpGJji7dzMq1moEI7PieJGSjJM7foG5TSmUq5Z3i5OegRFcmn6HM79tgrGFNUwtbXDhwE4AgEMdD0HK9DmaUjcFJbbySKVS7I3Yg9Zt26NYMc3+mS+2uhFbeUh1NPsvmegbtn79evTv3x+1atWSP2KxZct/n+etq6uLSZMm4e7duzAwMICHhwfCw8MBAMWKFUNISAhmzJiBqVOnwsPDQ/44OKH5+LbC82fPsGJZCJ4+fQKnylWwYvUvsNSALmNx12MxbGAf+eslC4IBAK3atMfUGXMAAJEH/4QMMrT0+U6IEL+IJtfNfz1+/BiTAvzxIi0NxYtbwLVmLWzcsh0WFhZCh1YosbF/Y0Df3vLX8+fljTXRtl0HzJwzV6iwCk1TzrWUuzexe94E+esT4asBAFUatkCzXiPw9P4dxEVHIvPNaxiZW6Kcc03U7+CHYjq68m0adhkIibY2/vplHnKysmBbwQkdxwcrPP5NnWhK3RSU2MoTc+YUHiUnoZ0IGoFiqxuxledLaGlo13ShSGTv3wRLRPQZb3OEjqBoZWR9+rYATWOgqy10CEVGKhXX15MWf6GorXUxd4UOoUj1r2cvdAj0Ebki+1zT5uea2tJX47Ts9L9uCXfslo6CHbuw1LgqiYiIiIiISEz4WDflcNA5IiIiIiIiIjXEDDsRERERERGpBBPsymGGnYiIiIiIiEgNscFOREREREREpIbYJZ6IiIiIiIhUgg8XUA4z7ERERERERERqiBl2IiIiIiIiUgkJmGJXBjPsRERERERERGqIDXYiIiIiIiIiNcQu8URERERERKQSHHROOcywExEREREREakhZtiJiIiIiIhIJZhhVw4z7ERERERERERqiBl2IiIiIiIiUgmJhCl2ZTDDTkRERERERKSG2GAnIiIiIiIiUkPsEk9EREREREQqwUHnlMMMOxEREREREZEaYoadiIiIiIiIVIJjzimHDXYi+qYZ6GoLHQJ9hBb7zJGK9KljJ3QI9I3Q5ucaESmJXeKJiIiIiIiI1BAz7ERERERERKQSWuwTrxRm2ImIiIiIiIjUEDPsREREREREpBIcykE5zLATERERERERqSFm2ImIiIiIiEgleAu7cphhJyIiIiIiIlJDbLATERERERERqSF2iSciIiIiIiKV0AL7xCuDGXYiIiIiIiIiNcQMOxEREREREakEB51TDjPsRERERERERGqIDXYiIiIiIiIiNcQu8URERERERKQSWuwSrxRm2ImIiIiIiIjUEBvsREREREREpBJaEolgkzKOHz+ONm3aoFSpUpBIJIiIiFBY3qdPH0gkEoXJx8dHYZ1nz56hZ8+eMDU1hbm5Ofr3749Xr14p934ptTYRERERERGRyL1+/Ro1atTA8uXLP7qOj48PkpOT5dO2bdsUlvfs2ROxsbGIjIzEvn37cPz4cQwaNEipOHgPOxEREREREdF7fH194evr+8l19PT0YGtr+8FlcXFxOHDgAM6dO4fatWsDAJYuXYpWrVph/vz5KFWqVIHiYIadSIM1bdoUo0ePFjoMIiIiIqICkUiEmzIzM5Genq4wZWZmFrosUVFRsLGxgZOTE4YMGYLU1FT5stOnT8Pc3FzeWAcALy8vaGlpISYmpsDHYIOdvll3796FRCLB5cuXhQ6F/iN86xb4tmiOOm4u6NmtM65dvSp0SIUmprIA4inPhfPnMGLoYHg1bYQazk44cviQ0CF9MbHUzTtiKc933s1R06Vyvilo1gyhQys0sdTNOyyPeuLnNH0NQUFBMDMzU5iCgoIKtS8fHx9s3LgRhw8fRnBwMI4dOwZfX1/k5uYCAB49egQbGxuFbYoVKwYLCws8evSowMdhg500UlZWltAh0FdyYP+fmD8vCD8MHYbwHXvg5FQZQ37or3DFUlOIqSyAuMqTkfEGTk5OmDR5mtChFAkx1Q0grvJs3rYTfx09IZ9WrlkPAGjh7S1wZIUjproBWB51xs9p8RJy0LlJkybhxYsXCtOkSZMKVY5u3bqhbdu2cHFxQfv27bFv3z6cO3cOUVFRRft+FeneiL6Spk2bYvjw4Rg9ejSsrKzg7e39wQx5WloaJBKJ/A/l+fPn6NmzJ6ytrWFgYABHR0eEhoYCAMqXLw8AcHNzg0QiQdOmTT96/NjYWLRu3RqmpqYwMTGBh4cHEhISAABSqRQzZsxAmTJloKenB1dXVxw4cEC+7bs4f/31V3h4eMDAwAB16tTBzZs35fe0GBsbw9fXF0+ePJFv16dPH7Rv3x6BgYGwtraGqakpBg8e/MmLFZmZmRg3bhxKly4NIyMj1KtXT/5evH37Fs7OzgoDXSQkJMDExATr168vUD2owqawUHT8vgvad+iEig4OmDwtEPr6+ojYvUvo0JQmprIA4ipPI48mGD5qDDy9WggdSpEQU90A4ipPcQsLWFlZy6fjx6NQpmw51KpdV+jQCkVMdQOwPOqMn9P0Nejp6cHU1FRh0tPTK5J9V6hQAVZWVrh9+zYAwNbWFikpKQrr5OTk4NmzZx+97/1D2GAnjREWFgZdXV1ER0dj1apVBdpmypQpuH79Ovbv34+4uDisXLkSVlZWAICzZ88CAA4dOoTk5GTs3r37g/t4+PAhGjduDD09PRw5cgQXLlxAv379kJOTAwBYsmQJFixYgPnz5+Pq1avw9vZG27ZtcevWLYX9TJs2DZMnT8bFixdRrFgx9OjRAxMmTMCSJUtw4sQJ3L59G1OnTlXY5vDhw4iLi0NUVBS2bduG3bt3IzAw8KPlHT58OE6fPo3w8HBcvXoVnTt3ho+PD27dugV9fX1s2bIFYWFh+O2335Cbm4v//e9/aNGiBfr161eg9/Nry87KQtz1WLjXbyCfp6WlBXf3Brh65ZKAkSlPTGUBxFceMRFb3YitPO/Lzs7C/n170a5DR0iUfLyQOhBb3bA8pCqsG0VC3sP+NT148ACpqakoWbIkAKB+/fpIS0vDhQsX5OscOXIEUqkU9erVK/B+OUo8aQxHR0fMmzdP/vru3buf3SYxMRFubm7ywR7s7e3ly6ytrQEAlpaWn7zKtXz5cpiZmSE8PBw6OjoAgEqVKsmXz58/HwEBAejWrRsAIDg4GEePHsXixYsVHgMxbtw4eP9/F8hRo0ahe/fuOHz4MBo2bAgA6N+/PzZs2KBwbF1dXaxfvx6GhoZwdnbGjBkzMH78eMycORNaWorX2xITExEaGorExET5qJPjxo3DgQMHEBoaijlz5sDV1RWzZs3CgAED0K1bN9y7dw/79u377PuoKs/TniM3NxeWlpYK8y0tLXHnzj8CRVU4YioLIL7yiInY6kZs5Xnf0cOH8fLlS7Rt10HoUApFbHXD8pCqsG4006tXr+TZcgC4c+cOLl++DAsLC1hYWCAwMBCdOnWCra0tEhISMGHCBDg4OMh/71epUgU+Pj4YOHAgVq1ahezsbAwfPhzdunUr8AjxABvspEFq1aql9DZDhgxBp06dcPHiRbRs2RLt27dHgwYNPr/hey5fvgwPDw95Y/196enpSEpKkje632nYsCGuXLmiMK969ery/5coUQIA4OLiojDvv91matSoAUNDQ/nr+vXr49WrV7h//z7s7OwU1r127Rpyc3MVLiYAed3k3/+C8Pf3R0REBJYtW4b9+/fn+/L477b/HTlTpq1XZF2HiIi+JRF7dqJBIw9Y25QQOhQiIvqM8+fPo1mzZvLXY8eOBQD4+flh5cqVuHr1KsLCwpCWloZSpUqhZcuWmDlzpsLv5C1btmD48OHw9PSElpYWOnXqhJCQEKXiYIOdNIaRkZHC63cZZplMJp+XnZ2tsI6vry/u3buHP//8E5GRkfD09MSwYcMwf/78Ah/XwMDgC6L+1/sN/nddIf87TyqVFnr/r169gra2Ni5cuABtbW2FZcbGxvL/p6Sk4ObNm9DW1satW7fg4+Pz0X0GBQXl64L/05RpmDx1eqHj/JTi5sWhra2dbwCW1NRU+a0MmkJMZQHEVx4xEVvdiK087yQlPcTZM6cxf9FSoUMpNLHVDctDqsK6UaQp92Q3bdpUoZ3xXwcPHvzsPiwsLLB169YvikNT3i+ifN51aU9OTpbP+9Aj2qytreHn54fNmzdj8eLFWLNmDYC87uYA5I9e+Jjq1avjxIkT+S4GAICpqSlKlSqF6OhohfnR0dGoWrWqUuX5kCtXriAjI0P++syZMzA2NkbZsmXzrevm5obc3FykpKTAwcFBYXq/y3+/fv3g4uKCsLAwBAQEIC4u7qPH/9BImuMDCjeSZkHo6OqiSlVnxJw5LZ8nlUoRE3Ma1Wu4fbXjfg1iKgsgvvKIidjqRmzleWdvxG5YWFiiUeMmQodSaGKrG5aHVIV1Q1+CGXbSWAYGBnB3d8fcuXNRvnx5pKSkYPLkyQrrTJ06FbVq1YKzszMyMzOxb98+VKlSBQBgY2MDAwMDHDhwAGXKlIG+vj7MzMzyHWf48OFYunQpunXrhkmTJsHMzAxnzpxB3bp14eTkhPHjx2PatGmoWLEiXF1dERoaisuXL2PLli1fXMasrCz0798fkydPxt27dzFt2jQMHz483/3rQN599T179kTv3r2xYMECuLm54cmTJzh8+DCqV6+O7777DsuXL8fp06dx9epVlC1bFn/88Qd69uyJM2fOyC9gvE9PL3/397c5X1ysT+rl1xdTfgyAs3M1VHOpjs2bwpCRkYH2HTp+3QN/BWIqCyCu8rx5/RqJiYny1w8fPMCNuDiYmZmhpBL3lakLMdUNIL7ySKVS7I3Yg9Zt26NYMc3+6SW2umF51Bc/p8VLEwfdFJJmf2vQN2/9+vXo378/atWqBScnJ8ybNw8tW7aUL9fV1cWkSZNw9+5dGBgYwMPDA+Hh4QCAYsWKISQkBDNmzMDUqVPh4eHxwecmWlpa4siRIxg/fjyaNGkCbW1tuLq6yu9bHzlyJF68eAF/f3+kpKSgatWq2Lt3LxwdHb+4fJ6ennB0dETjxo2RmZmJ7t27Y/r06R9dPzQ0FLNmzYK/vz8ePnwIKysruLu7o3Xr1rhx4wbGjx+PdevWyTP0K1asQPXq1TFlyhQEBwd/cbxFwce3FZ4/e4YVy0Lw9OkTOFWughWrf4GlBnYZE1NZAHGVJzb2bwzo21v+ev68IABA23YdMHPOXKHCKjQx1Q0gvvLEnDmFR8lJaCeCH+ZiqxuWR33xc5ooj0T2qY75RCSYPn36IC0tDREREUKHouBrZ9iJiFQtVyqun0LaWsxeEX3r9NU4LRt2/r5gx/arnf+2UnWnxlVJREREREREYsJLisrhoHNEREREREREaogZdiI1tWHDBqFDICIiIiIqUlocdE4pzLATERERERERqSFm2ImIiIiIiEglmF9XDjPsRERERERERGqIDXYiIiIiIiIiNcQu8URERERERKQSHHNOOcywExEREREREakhZtiJiIiIiIhIJSRMsSuFGXYiIiIiIiIiNcQGOxEREREREZEaYpd4IiIiIiIiUglmjJXD94uIiIiIiIhIDTHDTkRERERERCrBQeeUwww7ERERERERkRpihp2IiIiIiIhUgvl15TDDTkRERERERKSG2GAnIiIiIiIiUkPsEk9EREREREQqwUHnlMMGOxF902QyoSMoWvwOJCJSX/zOISJlscFOREREREREKsF7spXD94uIiIiIiIhIDbHBTkRERERERKSG2CWeiIiIiIiIVIKDzimHGXYiIiIiIiIiNcQMOxEREREREakE8+vKYYadiIiIiIiISA0xw05EREREREQqwVvYlcMMOxEREREREZEaYoOdiIiIiIiISA2xSzwRERERERGphBaHnVMKM+xEREREREREaogZdiIiIiIiIlIJDjqnHGbYiYiIiIiIiNQQG+xEREREREREaohd4omIiIiIiEglJBx0TinMsBMRERERERGpIWbYiYiIiIiISCU46JxymGEnIiIiIiIiUkNssJNcdHQ0XFxcoKOjg/bt2wsdjmDu3r0LiUSCy5cvF+l+b9y4AXd3d+jr68PV1bVI901EREREpAm0IBFs0kRssIucMo3PsWPHwtXVFXfu3MGGDRu+emzfmmnTpsHIyAjx8fE4fPiw0OGgT58+anthJnzrFvi2aI46bi7o2a0zrl29KnRISlu3djV6dO2EBnXd0KxxfYweORR37/wjdFhfTAx1AwAXzp/DiKGD4dW0EWo4O+HI4UNCh/TFxFI374ilPN95N0dNl8r5pqBZM4QOrdDEUjfviKU8v4ZvRecObdCwXk00rFcTvXt2xckTx4QO64uIpW7eEVt5SDXYYFdjWVlZKj1eQkICmjdvjjJlysDc3DzfcplMhpycHJXGJCYJCQlo1KgR7OzsYGlpKXQ4auvA/j8xf14Qfhg6DOE79sDJqTKG/NAfqampQoemlAvnz6Jr957YuPVXrFoTipzsHAwZ1B8Zb94IHVqhiaVuACAj4w2cnJwwafI0oUMpEmKqG0Bc5dm8bSf+OnpCPq1csx4A0MLbW+DICkdMdQOIqzwlbG0xcsw4bP11N7Zu34U6dd0xesQw3L59S+jQCkVMdQOIrzykOmywq5GmTZti+PDhGD16NKysrODt7f3BDHlaWhokEgmioqIAAM+fP0fPnj1hbW0NAwMDODo6IjQ0FABQvnx5AICbmxskEgmaNm2a77jvjpGamop+/fpBIpFgw4YNiIqKgkQiwf79+1GrVi3o6enh5MmTyMzMxMiRI2FjYwN9fX00atQI586dU9jn3r174ejoCH19fTRr1gxhYWGQSCRIS0sr0Htx8uRJeHh4wMDAAGXLlsXIkSPx+vVrAMCMGTNQrVq1fNu4urpiypQp8te//PILqlSpAn19fVSuXBkrVqwo0LE/5O+//4avry+MjY1RokQJ9OrVC0+fPpUvP3DgABo1agRzc3NYWlqidevWSEhIkC+XSCS4cOECZsyYAYlEgunTp3/yeFlZWRg+fDhKliwJfX192NnZISgoSGF/K1euhK+vLwwMDFChQgXs3LlTYR/Xrl1D8+bNYWBgAEtLSwwaNAivXr0CAEyfPh1hYWH47bffIJFIFM4noW0KC0XH77ugfYdOqOjggMnTAqGvr4+I3buEDk0pK1avQ7v2HeHg4AinypUxY/ZcJCcn4fr1WKFDKzSx1A0ANPJoguGjxsDTq4XQoRQJMdUNIK7yFLewgJWVtXw6fjwKZcqWQ63adYUOrVDEVDeAuMrTpGlzeDRuAjs7e9jZl8eIUWNgaGiIa1cuCx1aoYipbgDxledLSCTCTZqIDXY1ExYWBl1dXURHR2PVqlUF2mbKlCm4fv069u/fj7i4OKxcuRJWVlYAgLNnzwIADh06hOTkZOzevTvf9mXLlkVycjJMTU2xePFiJCcno2vXrvLlEydOxNy5cxEXF4fq1atjwoQJ2LVrF8LCwnDx4kU4ODjA29sbz549AwDcuXMH33//Pdq3b48rV67ghx9+wE8//VTg9yAhIQE+Pj7o1KkTrl69iu3bt+PkyZMYPnw4AKBfv36Ii4tTuEhw6dIlXL16FX379gUAbNmyBVOnTsXs2bMRFxeHOXPmYMqUKQgLCytwHO+kpaWhefPmcHNzw/nz53HgwAE8fvwYXbp0ka/z+vVrjB07FufPn8fhw4ehpaWFDh06QCqVAgCSk5Ph7OwMf39/JCcnY9y4cZ88ZkhICPbu3Ytff/0V8fHx2LJlC+zt7RXWmTJlCjp16oQrV66gZ8+e6NatG+Li4uTxeHt7o3jx4jh37hx27NiBQ4cOyd/DcePGoUuXLvDx8UFycjKSk5PRoEEDpd+bopadlYW467Fwr/9vLFpaWnB3b4CrVy4JGNmXe/XqJQDAzMxM4EgKR8x1o+nEVjdiK8/7srOzsH/fXrTr0BESDfzlKLa6EVt53pebm4sDf/6BjIw3qO7qJnQ4ShNb3YitPKRafKybmnF0dMS8efPkr+/evfvZbRITE+Hm5obatWsDgELDztraGgBgaWkJW1vbD26vra0NW1tbSCQSmJmZ5VtvxowZaNEiLwv1+vVrrFy5Ehs2bICvry8AYO3atYiMjMS6deswfvx4rF69Gk5OTvj5558BAE5OTvj7778xe/bsAr0HQUFB6NmzJ0aPHg0g7z0JCQlBkyZNsHLlSpQpUwbe3t4IDQ1FnTp1AAChoaFo0qQJKlSoACDvfvEFCxagY8eOAPJ6Gly/fh2rV6+Gn59fgeJ4Z9myZXBzc8OcOXPk89avX4+yZcvi5s2bqFSpEjp16qSwzfr162FtbY3r16+jWrVqsLW1RbFixWBsbPzRenhfYmIiHB0d0ahRI0gkEtjZ2eVbp3PnzhgwYAAAYObMmYiMjMTSpUuxYsUKbN26FW/fvsXGjRthZGQkL0ebNm0QHByMEiVKwMDAAJmZmZ+MJzMzE5mZmQrzZNp60NPT+2wZCuN52nPk5ubmu2XA0tISdzT4/m+pVIqf586Bq1tNODhWEjqcQhFr3YiB2OpGbOV539HDh/Hy5Uu0bddB6FAKRWx1I7byAMCtm/Ho3bMbsrIyYWBoiIVLlqNiRQehw1Ka2OpGbOX5Uhp4vVJQzLCrmVq1aim9zZAhQxAeHg5XV1dMmDABp06dKtKY3l0IAPKy39nZ2WjYsKF8no6ODurWrSvP7sbHx8sb0u/UrVvwrn9XrlzBhg0bYGxsLJ+8vb0hlUpx584dAMDAgQOxbds2vH37FllZWdi6dSv69esHIO+iQkJCAvr376+wj1mzZil0U1cmnqNHjyrsq3LlyvL3AwBu3bqF7t27o0KFCjA1NZVfNElMTFT6eEDegHCXL1+Gk5MTRo4cib/++ivfOvXr18/3+l0dxMXFoUaNGvLGOgA0bNgQUqkU8fHxBY4jKCgIZmZmCtPPwUGf35AUBM0KxO3btxD88yKhQyEiAUXs2YkGjTxgbVNC6FBIpOzLl8f2XRHYtPVXdOnSHVN/CkBCwm2hwyKiL8AMu5p5v4EF5HWXAfIGfHsnOztbYR1fX1/cu3cPf/75JyIjI+Hp6Ylhw4Zh/vz5XyWmr+3Vq1f44YcfMHLkyHzLypUrBwBo06YN9PT0sGfPHujq6iI7Oxvff/+9fHsgL/Nfr149he21tbULFc+7zPR/lSxZUh6PnZ0d1q5di1KlSkEqlaJatWqFHjiwZs2auHPnDvbv349Dhw6hS5cu8PLyynef+tc2adIkjB07VmGeTPvrZNcBoLh5cWhra+cbgCU1NVV+m4emCZo9A8ePRWF92GaUKEDvCnUlxroRC7HVjdjK805S0kOcPXMa8xctFTqUQhNb3YitPACgo6OLcuXyeuVVda6G2Nhr2Lp5I6ZM06ynEoitbsRWHlItZtjV3Lsu7cnJyfJ5H3pEm7W1Nfz8/LB582YsXrwYa9asAQDo6uoCyLuXqShUrFhRfo/9O9nZ2Th37hyqVq0KIK8L/Pnz5xW2+++gdJ9Ss2ZNXL9+HQ4ODvmmd+UpVqwY/Pz8EBoaitDQUHTr1g0GBgYAgBIlSqBUqVL4559/8m3/bhA+ZdSsWROxsbGwt7fPtz8jIyOkpqYiPj4ekydPhqenJ6pUqYLnz58rfZz/MjU1RdeuXbF27Vps374du3btko8TAABnzpxRWP/MmTOoUqUKAKBKlSq4cuWKfKA+AIiOjoaWlhacnJwA5J0bnzsv9PT0YGpqqjB9re7wAKCjq4sqVZ0Rc+a0fJ5UKkVMzGlUr6FZ9+DJZDIEzZ6BI4cjsWZ9GEqXKSt0SF9ETHUjNmKrG7GV5529EbthYWGJRo2bCB1KoYmtbsRWng+RSqUqf+pQURBb3YitPF9KIuA/TcQMu5ozMDCAu7s75s6di/LlyyMlJQWTJ09WWGfq1KmoVasWnJ2dkZmZiX379skbbjY2NjAwMMCBAwdQpkwZ6Ovrf9GgV0ZGRhgyZAjGjx8PCwsLlCtXDvPmzcObN2/Qv39/AMAPP/yAhQsXIiAgAP3798fly5flz3UvyCA7AQEBcHd3x/DhwzFgwAAYGRnh+vXriIyMxLJly+TrDRgwQF7O9y8gAEBgYCBGjhwJMzMz+Pj4IDMzE+fPn8fz58/zZYw/Z9iwYVi7di26d++OCRMmwMLCArdv30Z4eDh++eUXFC9eHJaWllizZg1KliyJxMRETJw4Ualj/NfChQtRsmRJuLm5QUtLCzt27ICtra3C4/Z27NiB2rVro1GjRtiyZQvOnj2LdevWAQB69uyJadOmwc/PD9OnT8eTJ08wYsQI9OrVCyVK5HXFtLe3x8GDBxEfHw9LS0uYmZlBR0fni+IuCr38+mLKjwFwdq6Gai7VsXlTGDIyMtC+Q0ehQ1PKnFmB2P/nPiwOWQEjIyM8ffoEAGBsbAJ9fX2BoyscsdQNALx5/VrhlpWHDx7gRlwczMzMULJUKQEjKxwx1Q0gvvJIpVLsjdiD1m3bo1gxzf7pJba6EVN5QhYtQEOPxrAtWRJvXr/G/j/24fy5s1ixep3QoRWKmOoGEF95SHU0+1vjG7F+/Xr0798ftWrVgpOTE+bNm4eWLVvKl+vq6mLSpEm4e/cuDAwM4OHhgfDwcAB5meiQkBDMmDEDU6dOhYeHxxc/vmvu3LmQSqXo1asXXr58idq1a+PgwYMoXrw4gLwB3nbu3Al/f38sWbIE9evXx08//YQhQ4YUKDtbvXp1HDt2DD/99BM8PDwgk8lQsWJFhZHrgbzB6Bo0aIBnz57l6/o+YMAAGBoa4ueff8b48eNhZGQEFxcX+UB2yihVqhSio6MREBCAli1bIjMzE3Z2dvDx8YGWlhYkEgnCw8MxcuRIVKtWDU5OTggJCfngI/QKysTEBPPmzcOtW7egra2NOnXq4M8//5TfIgHkXZQIDw/H0KFDUbJkSWzbtk3ey8HQ0BAHDx7EqFGjUKdOHRgaGqJTp05YuHChfPuBAwciKioKtWvXxqtXr3D06NEvirmo+Pi2wvNnz7BiWQiePn0Cp8pVsGL1L7DUsC5jO7ZvAwAM6NtLYX7grCC0a6+ZX85iqRsAiI39GwP69pa/nj8vb2yGtu06YOacuUKFVWhiqhtAfOWJOXMKj5KT0E4EP8zFVjdiKs+zZ6mY/GMAnj5JgbGJCSpVcsKK1etQv0HDz2+shsRUN4D4yvMltDQz0S0Yiez9m6OJvpLZs2dj1apVuH//fpHtUyaTwdHREUOHDlU6a67pJBIJ9uzZg/bt26v82G9zVH7Ir0psn4AceZVIeblScX0QaPPXsNridw6pir4ap2UP33gq2LE9K2veBRI1rkrSZCtWrECdOnVgaWmJ6Oho/Pzzz/JngBeFJ0+eIDw8HI8ePZI/e52IiIiIiNSbpt5LLhQOOkdfxa1bt9CuXTtUrVoVM2fOhL+/P6ZPnw4gb1T79x+R9v70/rPOP8XGxgYzZszAmjVr5F3xC2rOnDkfPf67Z8t/beoQAxERERERqTd2iSeVe/jwITIyMj64zMLCAhYWFl/1+M+ePVMYbf19BgYGKF269Fc9vrrEUFjsEq/e2D2RSHnsEk+qwu8cUhV17hJ/5Ebq51f6SppXthTs2IXFBjsRKYUNdvXGH09EymODnVSF3zmkKurcYD8aL1yDvZmT5jXY2SWeiIiIiIiISA2p8bUXIiIiIiIiEhMOOqccZtiJiIiIiIiI1BAb7ERERERERERqiF3iiYiIiIiISCU4LqZymGEnIiIiIiIiUkPMsBMREREREZFKcNA55TDDTkRERERERKSG2GAnIiIiIiIies/x48fRpk0blCpVChKJBBEREQrLZTIZpk6dipIlS8LAwABeXl64deuWwjrPnj1Dz549YWpqCnNzc/Tv3x+vXr1SKg422ImIiIiIiEglJBLhJmW8fv0aNWrUwPLlyz+4fN68eQgJCcGqVasQExMDIyMjeHt74+3bt/J1evbsidjYWERGRmLfvn04fvw4Bg0apNz7JZPJZMqFTkTfsrc5QkdQtMT2CajslxERAblScX0QaHMIZrXF7xxSFX01Hqns5K3ngh27kWPxQm0nkUiwZ88etG/fHkBedr1UqVLw9/fHuHHjAAAvXrxAiRIlsGHDBnTr1g1xcXGoWrUqzp07h9q1awMADhw4gFatWuHBgwcoVapUgY7NDDsRERERERGphETAKTMzE+np6QpTZmam0mW4c+cOHj16BC8vL/k8MzMz1KtXD6dPnwYAnD59Gubm5vLGOgB4eXlBS0sLMTExBT4WG+xEREREREQkekFBQTAzM1OYgoKClN7Po0ePAAAlSpRQmF+iRAn5skePHsHGxkZhebFixWBhYSFfpyDUuLMEERERERERiYmWgPdSTJo0CWPHjlWYp6enJ1A0BcMGOxEREREREYmenp5ekTTQbW1tAQCPHz9GyZIl5fMfP34MV1dX+TopKSkK2+Xk5ODZs2fy7QuCXeKJiIiIiIiICqh8+fKwtbXF4cOH5fPS09MRExOD+vXrAwDq16+PtLQ0XLhwQb7OkSNHIJVKUa9evQIfixl2IlJKdo5U6BCKVLrIhr23NNYVOoQi8+jF28+vpEFsTNS7y52ytEQ0ErmQ3TPp22JRd7jQIRSppzFLhQ6hSPEJC6qhKe/yq1evcPv2bfnrO3fu4PLly7CwsEC5cuUwevRozJo1C46OjihfvjymTJmCUqVKyUeSr1KlCnx8fDBw4ECsWrUK2dnZGD58OLp161bgEeIBNtiJiIiIiIiIFJw/fx7NmjWTv35377ufnx82bNiACRMm4PXr1xg0aBDS0tLQqFEjHDhwAPr6+vJttmzZguHDh8PT0xNaWlro1KkTQkJClIqDz2EnIqW8fMsMuzpjhl19McOuvsT2S4gdBtRX8TrMsKszMWXY1fk57GcS0gQ7tntFc8GOXVi8h52IiIiIiIhIDbHBTkRERERERKSG1LizBBEREREREYmJRGOGnVMPzLATERERERERqSFm2ImIiIiIiEglODCmcphhJyIiIiIiIlJDzLATERERERGRSjDBrhxm2ImIiIiIiIjUEBvsRERERERERGqIXeKJiIiIiIhINdgnXinMsBMRERERERGpIWbYiYiIiIiISCUkTLErhRl2IiIiIiIiIjXEBjsRERERERGRGmKXeCIiIiIiIlIJCXvEK4UZdiIiIiIiIiI1xAY70Tdiw4YNMDc3FzoMIiIiIvqGSQScNBG7xBORYC5eOIdNG9YjLi4WT588wfxFS9G0uRcAICc7GyuWLUH0yeN4+OABjE2MUbdefYwY5Q9rGxuBI8/vt13b8fvu7XiUlAQAsK9QEb36D0a9Bh54lPQQPTr4fHC7qXPmo6mntypD/SLhW7cgLHQdnj59gkpOlTHxxylwqV5d6LCUsn3jOqxfFYL2XXpiyOgJeJT8EH6dWn1w3Z9m/YzGzVuqOELlrFqxFKtXLleYZ29fHnt+3y9QREVDDOcaAKxbuxqHD/2Fu3f+gZ6+Pmq4umH0mHGwL19B6NAKTSx1844mlGdg50YY+L0H7EpZAADi/nmEOWv246/o6wCA8mWsMHdMB9R3qwA9nWKIPBWHscE7kPLspXwfxU0NsTCgM1o1rgapTIaIw5cxbt5OvM7IEqRMn/Odd3Mk//936vs6d+2BSZOnChDRl9OEc43UDzPsRCSYjIwMODo5IWDSlHzL3r59ixs3rmPAoCHYvH0Xfl4Ygnt372LsqKECRPp51jYlMGDoaKwK246VYeFwq10PU8aPxJ1/bsO6hC12/nlUYeozcCgMDA1Rr76H0KEX2IH9f2L+vCD8MHQYwnfsgZNTZQz5oT9SU1OFDq3A4q//jT9+24nyDpXk86xtbLHt98MKU68BQ2BgaIg67o0EjLbgKjo4IvLoCfm0fuNWoUP6ImI41965cP4sunbviY1bf8WqNaHIyc7BkEH9kfHmjdChFYqY6gbQnPI8fJyGKUt/Q4Oe89Cw58+IOnsTOxYNQpUKtjDU18W+FcMgk8ngO2gpmvddBF0dbexa8gMk790sHDrHD1UqlkTrIcvQaeQqNKrpgOVTeghYqk/bvG0n/jp6Qj6tXLMeANDCW3Mucr9PU841lWCKXSlssBOpmZ07d8LFxQUGBgawtLSEl5cXXr9+DQBYv349nJ2doaenh5IlS2L48OHy7RYuXAgXFxcYGRmhbNmyGDp0KF69epVv/xEREXB0dIS+vj68vb1x//59lZXtvxo2aoyhw0ejmWeLfMuMTUywYvV6tPD2hb19ebhUd8WESZMRdz0Wj5LzX3EXWgOPpnBv2BhlytmhbDl79B8yEgaGhoj7+yq0tbVhYWmlMJ08dgRNPb1hYGgodOgFtiksFB2/74L2HTqhooMDJk8LhL6+PiJ27xI6tALJePMGwYGTMHriNJiYmMrnf6h+Th07gsbNW2pM/Whra8PKylo+FS9eXOiQvoimn2vvW7F6Hdq17wgHB0c4Va6MGbPnIjk5CdevxwodWqGIqW4AzSnPn8f/xsGT15GQ+AS3E1MwffnvePUmE3Wrl0d91wqwK2WJgdM2I/Z2EmJvJ2HA1E2oWbUcmtbNuzjpVL4EvBs6Y+iMrTj39z2cuvwPxgbvQGfvmihpbSZw6T6suIWFwufa8eNRKFO2HGrVrit0aIWiKecaqR822InUSHJyMrp3745+/fohLi4OUVFR6NixI2QyGVauXIlhw4Zh0KBBuHbtGvbu3QsHBwf5tlpaWggJCUFsbCzCwsJw5MgRTJgwQWH/b968wezZs7Fx40ZER0cjLS0N3bp1U3UxC+3Vq5eQSCQwfq+xpY5yc3Nx5K/9eJuRgarVauRbfjMuFrdv3oBv244CRFc42VlZiLseC/f6DeTztLS04O7eAFevXBIwsoJbtmAO6jZojJp13D+53q0b15FwKx7ebTqoKLIvl5h4Dy2ae6C1jxd+DBiHZDW8qFVQYjjXPuXVq7wuymZm6tlI+hSx1Y2mlkdLS4LO3rVgZKCLmKt3oKdbDDKZDJlZOfJ13mbmQCqVoYFrRQBAverl8Tz9DS5eT5SvcyQmHlKpDHWq2am8DMrKzs7C/n170a5DR4VeA5pCU881Ug+8h51IjSQnJyMnJwcdO3aEnV3eF6iLiwsAYNasWfD398eoUaPk69epU0f+/9GjR8v/b29vj1mzZmHw4MFYsWKFfH52djaWLVuGevXqAQDCwsJQpUoVnD17FnXr5r9inZmZiczMTIV5WTId6OnpfXlhlZSZmYmlixfA2/c7GBsbq/z4BfHP7ZsYPuB/yMrKgoGBIQKDF8O+QsV86/35+x7Y2VdAtequqg+ykJ6nPUdubi4sLS0V5ltaWuLOnX8EiqrgoiL343Z8HJau+3xX8QO/70E5+wpwdnH9+oEVgWouNTBjZhDs7Mvj6dMUrF65HP38/oede/bCyEg9/1Y+RdPPtU+RSqX4ee4cuLrVhINjpc9voGbEVjeaVh5nh1KICvOHvm4xvMrIRFf/tbjxzyM8ff4KrzOyMHtUO0xdthcSSDBrVDsUK6YNW6u8C9wlLE3x5L372QEgN1eKZ+lvUMJKvS+CA8DRw4fx8uVLtG2nORdS36dp59rXJtHUvukCYYadSI3UqFEDnp6ecHFxQefOnbF27Vo8f/4cKSkpSEpKgqen50e3PXToEDw9PVG6dGmYmJigV69eSE1NxZv37pMsVqyYQiO/cuXKMDc3R1xc3Af3GRQUBDMzM4Vpwc9zi67ABZSTnY2J48dAJpNh4k/TVH78giprVx5rN+3EinVb0LZjFwTPmIy7/yQorJP59i0OH/xTo7Lrmi7l8SOsXDwPAdODoPuZi02ZmW9xNHI/vFu3V01wRaCRR2O08PZBJScnNGjogWUr1uDVy3T8dfCA0KHRfwTNCsTt27cQ/PMioUMhDXTz7mPU6xaExr3nY+2Ok1g7oxcqV7DF0+ev0HPCOrRqXA1Poxfg8YmfYWZsgIvXEyGVyYQOu0hE7NmJBo08YG1TQuhQiFSOGXYiNaKtrY3IyEicOnUKf/31F5YuXYqffvoJhw8f/uR2d+/eRevWrTFkyBDMnj0bFhYWOHnyJPr374+srCwYFvI+3EmTJmHs2LEK87JkOoXaV2G9a6w/Sk7CyrWhaptdBwAdHR2ULlsOAFCpijPi4/7G7u2bMXbSvxcZjh2JRObbDLRs1UaoMAuluHlxaGtr5xscJzU1FVZWVgJFVTC3b1xH2vNnGNb339s/pLm5uHb5AvbuCse+qHPQ1tYGAJz4//rx8tWs+nmfiakpytnZ437iPaFDKRRNPtc+JWj2DBw/FoX1YZtRwtZW6HAKRWx1o2nlyc7JxT/3nwIALsXdRy3nchjWvSlGzA7H4TM34Nw2EJbmRsjJkeLFqwzciZyDuwcvAAAep6bD2sJEYX/a2lqwMDXE46fpKi+LMpKSHuLsmdOYv2ip0KEUmqada1+bBt7VIChm2InUjEQiQcOGDREYGIhLly5BV1cXkZGRsLe3/2jD/cKFC5BKpViwYAHc3d1RqVIlJH3gUSg5OTk4f/68/HV8fDzS0tJQpUqVD+5XT08PpqamCpMqu8O/a6wnJt7DitXrYW6uWQNpSaUyZGcrPi5n/++70cCjGcyLWwgUVeHo6OqiSlVnxJw5LZ8nlUoRE3Ma1Wu4CRjZ57nWrofVm3Zi5Ybt8qlSZWc0b9kKKzdslzfWAeDgvgi4N2qqcfXzvjdvXuPB/fuwsrYWOpRC0eRz7UNkMhmCZs/AkcORWLM+DKXLlBU6pEITW91oenm0JBLo6Srm3lLTXuPFqww0qVMJNhbG2HfsGgAg5uodFDc1hFuVf8+/pnUqQUtLgnN/q/fFvb0Ru2FhYYlGjZsIHUqhafq5RsJihp1IjcTExODw4cNo2bIlbGxsEBMTgydPnqBKlSqYPn06Bg8eDBsbG/j6+uLly5eIjo7GiBEj4ODggOzsbCxduhRt2rRBdHQ0Vq1alW//Ojo6GDFiBEJCQlCsWDEMHz4c7u7uH7x/XRXevHmN+4n/DoDz8OEDxN+Ig5mZGaysrDFh3GjEx13HoqUrkSvNxdOnTwDkDdako6MrSMwfs3b5YtRt0AglSpTEmzevcfjgn7hy8RyCl/xbDw/vJ+LqpQsIWrTiE3tSX738+mLKjwFwdq6Gai7VsXlTGDIyMtC+g3p37zc0MoJ9RUeFefoGBjAxM1eY//BBIq5dvoCZC5b/dxdqbeH8YDRu0gylSpVCypMUrFq+DFraWvDxbS10aIWmqefah8yZFYj9f+7D4pAVMDIykn+OGRubQF9fX+DolCemugE0pzwzRrTFwehY3E9+DhMjfXT1rY3GtR3RZmje90mvtu6Iv/MIT56/Qr3q5TF//PdYuuUobt1LAQDE33mMg9GxWD6lB0bODodOMW0smtgFOw5eRPKTF0IW7ZOkUin2RuxB67btUayYZjdbNOVcI/Wj2Wc+kciYmpri+PHjWLx4MdLT02FnZ4cFCxbA19cXQN6zyRctWoRx48bBysoK33//PYC8e98XLlyI4OBgTJo0CY0bN0ZQUBB69+6tsH9DQ0MEBASgR48eePjwITw8PLBu3TqVl/Od67GxGDzAT/560fxgAEDrtu0xaPBwHI86AgDo0UVxkJlVv4Shdh31eqxL2vNnmBv4E549fQIjYxNUcHBE8JJVqF3v3xFh9/++B9Y2JRTmaRIf31Z4/uwZViwLwdOnT+BUuQpWrP4FliLpzndwXwSsbEqgVt36QoeilMePH2NSgD9epKWheHELuNashY1btsPCQnN7CYjpXNuxfRsAYEDfXgrzA2cFoV17zfuhLqa6ATSnPNYWxlg3szdsrUzx4tVb/H3rIdoMXYEjMTcAAJXsbTBjRFtYmBniXtIzzFt3ECGbjyjso++PYVg0sQv+XD0CUqkMEYcvw3/eDiGKU2AxZ07hUXIS2omgUasp55oqsEe8ciQymUhGoyAilXj5Vip0CEUq/W3O51fSIJbG6tXz4Es8evFW6BCKlI2J6p+u8DVpaYnnJ5fYfgnx/lD1VbzOcKFDKFJPYzT3vvIP0RbR55q+GqdlryS+/PxKX0mNciafX0nNqHFVEhERERERkaiI57qISnDQOSIiIiIiIiI1xAw7ERERERERqYSEKXalMMNOREREREREpIbYYCciIiIiIiJSQ+wST0RERERERCrBJ1kohxl2IiIiIiIiIjXEDDsRERERERGpBBPsymGGnYiIiIiIiEgNscFOREREREREpIbYJZ6IiIiIiIhUg33ilcIMOxEREREREZEaYoadiIiIiIiIVELCFLtSmGEnIiIiIiIiUkPMsBMREREREZFKSJhgVwoz7ERERERERERqiA12IiIiIiIiIjXELvFERERERESkEuwRrxxm2ImIiIiIiIjUEDPsREREREREpBpMsSuFDXYi+qYV0+K3hroqYaovdAhFiqPiqi+pTCZ0CEVKmyeb2kqKXiJ0CEWKZxrR18cu8URERERERERqiBl2IiIiIiIiUgkJ+2YohRl2IiIiIiIiIjXEDDsRERERERGpBIfZUA4z7ERERERERERqiBl2IiIiIiIiUgkm2JXDDDsRERERERGRGmKDnYiIiIiIiEgNsUs8ERERERERqQb7xCuFGXYiIiIiIiIiNcQMOxEREREREamEhCl2pTDDTkRERERERKSG2GAnIiIiIiIiUkPsEk9EREREREQqIWGPeKUww05ERERERESkhphhJyIiIiIiIpVggl05zLATERERERERqSE22ImIiIiIiIjUEBvsIrRhwwaYm5srvd2NGzfg7u4OfX19uLq6FnlcmkQikSAiIqJI9/no0SO0aNECRkZGhaofIiIiIiKNJxFw0kBssJPctGnTYGRkhPj4eBw+fFjocERn0aJFSE5OxuXLl3Hz5k2hw8H06dMFvzBz8cI5jBkxBD5ejVG7RhVEHTkkX5aTnY2QRfPRtVNbNKpXEz5ejTH1pwA8SUkRMOKP2xy6FoN6d4V3k7po27Ixfhw3Eol37yis8/BBIn4aPxJtWnjAp2k9TJvkj2epTwWKuHDCt26Bb4vmqOPmgp7dOuPa1atCh1Qo69auRo+undCgrhuaNa6P0SOH4u6df4QOq9AunD+HEUMHw6tpI9RwdsKRw4c+v5GaE8u59p13c9R0qZxvCpo1Q+jQCk0sdfOOppbn0oXz8B81FK1bNIG7W1UcO6r4d+/uVvWD0+awdQJFXHCrViyFm0tlhalDG1+hw/pimnqufaumT58OiUSiMFWuXFm+/O3btxg2bBgsLS1hbGyMTp064fHjx0UeBxvsJJeQkIBGjRrBzs4OlpaWH1wnOztbxVGJR0JCAmrVqgVHR0fY2NgIHY5ayMjIgKOTEwImTcm37O3bt7hx4zoGDBqCzdt34eeFIbh39y7GjhoqQKSfd/nieXTo3B2r1m/FwmVrkJOTDf8Rg5CR8QYAkJHxBv7DBwGQYPHKdVj+yyZkZ2dj4tjhkEqlwgZfQAf2/4n584Lww9BhCN+xB05OlTHkh/5ITU0VOjSlXTh/Fl2798TGrb9i1ZpQ5GTnYMig/sh480bo0AolI+MNnJycMGnyNKFDKRJiOtc2b9uJv46ekE8r16wHALTw9hY4ssIRU90Aml2ejIw3cKzkhHEf+A4FgD8ijylMk6fPgkQiQTPPliqOtHAqOjgi8ugJ+bR+41ahQ/oimnyuFTWJgP+U5ezsjOTkZPl08uRJ+bIxY8bg999/x44dO3Ds2DEkJSWhY8eORflWAWCDXTA7d+6Ei4sLDAwMYGlpCS8vL7x+/Vq+fP369XB2doaenh5KliyJ4cOHy5ctXLgQLi4uMDIyQtmyZTF06FC8evUq3zEiIiLg6OgIfX19eHt74/79+x+NRyKR4MKFC5gxYwYkEgmmT5+Ou3fvQiKRYPv27WjSpAn09fWxZcsWSKVSzJgxA2XKlIGenh5cXV1x4MABhf2dOnUKrq6u0NfXR+3atREREQGJRILLly8X6P35+++/4evrC2NjY5QoUQK9evXC06d5mciNGzfC0tISmZmZCtu0b98evXr1kr/+7bffULNmTejr66NChQoIDAxETk5OgY7/X/fv30eXLl1gbm4OCwsLtGvXDnfv3pUvP3fuHFq0aAErKyuYmZmhSZMmuHjxony5vb09du3ahY0bN0IikaBPnz6fPJ5MJsP06dNRrlw56OnpoVSpUhg5cqTC/mbOnInu3bvDyMgIpUuXxvLlyxX2kZiYiHbt2sHY2Bimpqbo0qWL/Krfhg0bEBgYiCtXrsivGG7YsKFQ782XaNioMYYOH41mni3yLTM2McGK1evRwtsX9vbl4VLdFRMmTUbc9Vg8Sk5SeayfM3/pavi2aY/yFR3gUKkyfpw2G48fJSM+7joA4NqVS3iUnIQfp81GRYdKqOhQCT9On434uFhcPBcjcPQFsyksFB2/74L2HTqhooMDJk8LhL6+PiJ27xI6NKWtWL0O7dp3hIODI5wqV8aM2XORnJyE69djhQ6tUBp5NMHwUWPg6ZX/b0kTielcK25hASsra/l0/HgUypQth1q16wodWqGIqW4AzS5Pg0aNMXjYKDRt7vXB5ZZW1grT8agjqFWnLkqXKaviSAtHW1tb4W+nePHiQof0RTT5XPuWFStWDLa2tvLJysoKAPDixQusW7cOCxcuRPPmzVGrVi2Ehobi1KlTOHPmTJHGwAa7AJKTk9G9e3f069cPcXFxiIqKQseOHSGTyQAAK1euxLBhwzBo0CBcu3YNe/fuhYODg3x7LS0thISEIDY2FmFhYThy5AgmTJigcIw3b95g9uzZ2LhxI6Kjo5GWloZu3bp9MiZnZ2f4+/sjOTkZ48aNky+bOHEiRo0ahbi4OHh7e2PJkiVYsGAB5s+fj6tXr8Lb2xtt27bFrVu3AADp6elo06YNXFxccPHiRcycORMBAQEFfn/S0tLQvHlzuLm54fz58zhw4AAeP36MLl26AAA6d+6M3Nxc7N27V75NSkoK/vjjD/Tr1w8AcOLECfTu3RujRo3C9evXsXr1amzYsAGzZ88ucBzvZGdnw9vbGyYmJjhx4gSio6NhbGwMHx8fZGVlAQBevnwJPz8/nDx5EmfOnIGjoyNatWqFly9fAshr0Pv4+KBLly5ITk7GkiVLPnnMXbt2YdGiRVi9ejVu3bqFiIgIuLi4KKzz888/o0aNGrh06ZK8jiIjIwEAUqkU7dq1w7Nnz3Ds2DFERkbin3/+QdeuXQEAXbt2hb+/v8JVw3fL1NmrVy8hkUhgbGIqdCif9e4imqmpGQAgOysbEokEOrq68nV0dfWgpaWFq1cufnAf6iQ7Kwtx12PhXr+BfJ6Wlhbc3Rvg6pVLAkZWNF69yvtbNTMzEzgSEvO5lp2dhf379qJdh46QSDTvZkqx1Y3YyvMpqalPEX3yONq07yR0KAWWmHgPLZp7oLWPF34MGIdkNbxYX1Df0rlWEBKJcFNmZibS09MVpv8mAd9369YtlCpVChUqVEDPnj2RmJgIALhw4QKys7Ph5fXvBbPKlSujXLlyOH36dJG+X3wOuwCSk5ORk5ODjh07ws7ODgAUGmOzZs2Cv78/Ro0aJZ9Xp04d+f9Hjx4t/7+9vT1mzZqFwYMHY8WKFfL52dnZWLZsGerVqwcACAsLQ5UqVXD27FnUrZv/qr6trS2KFSsGY2Nj2NraAoA8oz169GiF7h3z589HQECA/AJAcHAwjh49isWLF2P58uXYunUrJBIJ1q5dC319fVStWhUPHz7EwIEDC/T+LFu2DG5ubpgzZ4583vr161G2bFncvHkTlSpVQo8ePRAaGorOnTsDADZv3oxy5cqhadOmAIDAwEBMnDgRfn5+AIAKFSpg5syZmDBhAqZNU67L6Pbt2yGVSvHLL7/If2CFhobC3NwcUVFRaNmyJZo3b66wzZo1a2Bubo5jx46hdevWsLa2hp6eHgwMDOTv76ckJibC1tYWXl5e0NHRQbly5fLVW8OGDTFx4kQAQKVKlRAdHY1FixahRYsWOHz4MK5du4Y7d+6gbNm8K+kbN26Es7Mzzp07hzp16sDY2Fh+1VATZGZmYuniBfD2/Q7GxsZCh/NJUqkUSxfOhUsNN1RwcAQAOLtUh76+AVYtXYhBw0ZBJpNh9bLFyM3NRepT9b+P/Xnac+Tm5ua7XcbS0hJ3NPjebyCvvn6eOweubjXh4FhJ6HC+eWI+144ePoyXL1+ibbsOQodSKGKrG7GV51P+/P03GBkaomlzzeiFU82lBmbMDIKdfXk8fZqC1SuXo5/f/7Bzz14YGan3b4AP+ZbONXUXFBSEwMBAhXnTpk3D9OnT861br149bNiwAU5OTkhOTkZgYCA8PDzw999/49GjR9DV1c03kHSJEiXw6NGjIo2ZDXYB1KhRA56ennBxcYG3tzdatmyJ77//HsWLF0dKSgqSkpLg6en50e0PHTqEoKAg3LhxA+np6cjJycHbt2/x5s0bGBoaAsjrvvF+I79y5cowNzdHXFzcBxvsn1K7dm35/9PT05GUlISGDRsqrNOwYUNcuXIFABAfH4/q1atDX19fvlyZY165cgVHjx79YKMsISEBlSpVwsCBA1GnTh08fPgQpUuXxoYNG9CnTx95g/rKlSuIjo5WyKjn5ubme58KGs/t27dhYmKiMP/t27dISEgAADx+/BiTJ09GVFQUUlJSkJubizdv3sivwimrc+fOWLx4MSpUqAAfHx+0atUKbdq0QbFi//7J1q9fX2Gb+vXrY/HixQCAuLg4lC1bVt5YB4CqVavKz4H3z41PyczMzHfVMUumAz09vUKVq7BysrMxcfwYyGQyTPxJ/e/RXTRvFu4k3MaytRvl88yLWyBw7gIsnDsTu7ZvgZaWFjxb+qJS5arQ0tK8TJuYBM0KxO3bt7BBw++PJPUXsWcnGjTygLVNCaFDoW/Mvt92o6Vva5V/fxdWI4/G8v9XcnKCi0sNtPJujr8OHkCHjt8LGBlpukmTJmHs2LEK8z72d+Hr++9Ah9WrV0e9evVgZ2eHX3/9FQYGBl81zvexwS4AbW1tREZG4tSpU/jrr7+wdOlS/PTTT4iJiZHfF/Exd+/eRevWrTFkyBDMnj0bFhYWOHnyJPr374+srCylGqIFZWRkVOT7/JRXr16hTZs2CA4OzresZMmSAAA3NzfUqFEDGzduRMuWLREbG4s//vhDYR+BgYEfHPjh/QsJBY2nVq1a2LJlS75l1tbWAAA/Pz+kpqZiyZIlsLOzg56eHurXry/vMq+ssmXLIj4+HocOHUJkZCSGDh2Kn3/+GceOHYOOjk6h9lkYH7oKOfGnqfhRhQNbvWusP0pOwsq1oWqfXV80bzZOnTiGpWvCYFNCsfdCXfeGCI84gLS059DW1oaJiSnaezdBqZY+AkVbcMXNi0NbWzvf4Dipqamf/dxSZ0GzZ+D4sSisD9uMEhrS20TsxHquJSU9xNkzpzF/0VKhQyk0sdWN2MrzMZcvnse9u3cwa+4CoUMpNBNTU5Szs8f9xHtCh1Io38q5VlBCpin09PQKfeHK3NwclSpVwu3bt9GiRQtkZWUhLS1NIcv++PHjIu+9ynvYBSKRSNCwYUMEBgbi0qVL0NXVxZ49e2BiYgJ7e/uPPlbtwoULkEqlWLBgAdzd3VGpUiUkJeW/pycnJwfnz5+Xv46Pj0daWhqqVKnyRXGbmpqiVKlSiI6OVpgfHR2NqlWrAgCcnJxw7do1hczsuXPnCnyMmjVrIjY2Fvb29nBwcFCY3r94MGDAAGzYsAGhoaHw8vJSyCbXrFkT8fHx+bZ3cHCAlpZyp33NmjVx69Yt2NjY5NvXu/tdo6OjMXLkSLRq1Uo+WODTL+zmbGBggDZt2iAkJARRUVE4ffo0rl27Jl/+3wEtzpw5I6/fKlWq4P79+woDDV6/fh1paWnyetLV1UVubu4nY5g0aRJevHihMPmPn/hF5VLGu8Z6YuI9rFi9Hubm6jvgjEwmw6J5s3Ei6jAWr1yPUqXLfHRdc/PiMDExxYVzMXj+/BkaejRTYaSFo6OriypVnRFz5t/7sqRSKWJiTqN6DTcBIyscmUyGoNkzcORwJNasD9OYQZi+BWI7197ZG7EbFhaWaNS4idChFJrY6kZs5fmYvRG7UbmKMxydKn9+ZTX15s1rPLh/H1b/nyjRNN/KuSZ2r169QkJCAkqWLIlatWpBR0dHoc0WHx+PxMTEfL1gvxQz7AKIiYnB4cOH0bJlS9jY2CAmJgZPnjyRN7amT5+OwYMHw8bGBr6+vnj58iWio6MxYsQIODg4IDs7G0uXLkWbNm0QHR2NVatW5TuGjo4ORowYgZCQEBQrVgzDhw+Hu7u70t3hP2T8+PGYNm0aKlasCFdXV4SGhuLy5cvyDHSPHj3w008/YdCgQZg4cSISExMxf/58ACjQIDvDhg3D2rVr0b17d0yYMAEWFha4ffs2wsPD8csvv0BbW1t+nHHjxmHt2rXYuHGjwj6mTp2K1q1bo1y5cvj++++hpaWFK1eu4O+//8asWbOUKm/Pnj3x888/o127dvLR8e/du4fdu3djwoQJKFOmDBwdHbFp0ybUrl0b6enpGD9+/Bd1ldmwYQNyc3NRr149GBoaYvPmzTAwMJCPeQDkXSSYN28e2rdvj8jISOzYsUPey8DLywsuLi7o2bMnFi9ejJycHAwdOhRNmjSR3+Jgb2+PO3fu4PLlyyhTpgxMTEzyXXH80FXIl2+L7hFkb968xv33bht4+PAB4m/EwczMDFZW1pgwbjTi465j0dKVyJXm4unTJwDyBgbT0dH92G4FsSh4Fg4d/BNz5ofA0NBIfl+6sbEx9P6/V8efe/fArnwFmBcvjtirVxCycC46d++NcvblhQy9wHr59cWUHwPg7FwN1VyqY/OmMGRkZKB9h6J/hMnXNmdWIPb/uQ+LQ1bAyMhIfm4ZG5so3QtHHbx5/VrhFpyHDx7gRlze31LJUqUEjKxwxHSuAXk/zPdG7EHrtu0Vbm3SRGKrG00uT14j9t+/+6SHD3EzPg6mpmawLZn3d//61SsciTyIkWPHCxVmoSycH4zGTZqhVKlSSHmSglXLl0FLWws+vq2FDq3QNPlcK3IacifguHHj0KZNG9jZ2SEpKQnTpk2DtrY2unfvDjMzM/Tv3x9jx46FhYUFTE1NMWLECNSvXx/u7u5FGodmf2toKFNTUxw/fhyLFy9Geno67OzssGDBAvl9En5+fnj79i0WLVqEcePGwcrKCt9/n3e/To0aNbBw4UIEBwdj0qRJaNy4MYKCgtC7d2+FYxgaGiIgIAA9evTAw4cP4eHhgXXr1hVJ/CNHjszLtPr7IyUlBVWrVsXevXvh6OgoL9/vv/+OIUOGwNXVFS4uLpg6dSp69OhRoB/C7zL4AQEBaNmyJTIzM2FnZwcfHx+F7LiZmRk6deqEP/74A+3bt1fYh7e3N/bt24cZM2YgODgYOjo6qFy5MgYMGKB0eQ0NDXH8+HEEBASgY8eOePnyJUqXLg1PT0+YmuaNVr5u3ToMGjQINWvWRNmyZTFnzhyFkfaVZW5ujrlz52Ls2LHIzc2Fi4sLfv/9d4XBSvz9/XH+/HkEBgbC1NQUCxcuhPf/P9dXIpHgt99+w4gRI9C4cWNoaWnBx8cHS5f+2xWzU6dO2L17N5o1a4a0tDSEhoZ+9nFzRe16bCwGD/CTv140P+82iNZt22PQ4OE4HnUEANCji+IATat+CUPtOur1SKSIXdsBACMH91WYP2nqLPi2aQ8ASLx3F2uWL0Z6+gvYliqNXn0HoUuP3v/dldry8W2F58+eYcWyEDx9+gROlatgxepfYKmB3fl2bN8GABjQt5fC/MBZQWjXXvN+PMXG/o0Bff89l+bPCwIAtG3XATPnzBUqrEIT07kGADFnTuFRchLaieCHudjqRpPLE3c9FsMG9pG/XrIg7zu0VZv2mDojb+DeyIN/QgYZWvp8J0SIhfb48WNMCvDHi7Q0FC9uAdeatbBxy3ZYWFgIHVqhafK59q168OABunfvjtTUVFhbW6NRo0Y4c+aM/JbYRYsWQUtLC506dUJmZia8vb0VBgEvKhLZu2eJEX1FW7ZsQd++ffHixYsiHaTB09MTzs7OCAkJKbJ9agJ7e3uMHj1a4YkBqlKUGXZ18Cbr07cFaBozQ9WNcfC1ie3bSQOf4vXNyJWK62TT5kCWaitDZN85esXEdXetmAaB1VfjtOzd1LeCHdveUvN60alxVZIm27hxIypUqIDSpUvjypUrCAgIQJcuXYqssf78+XNERUUhKirqq1zJIiIiIiKioifRlD7xakJcl8VIbTx69Aj/+9//UKVKFYwZMwadO3fGmjVrAACDBw+GsbHxB6fBgwcXaP9ubm7o06cPgoOD4eTkpFRsW7Zs+ejxnZ2dlS5rYahDDEREREREpN7YJZ5ULiUlBenp6R9cZmpqChsbm696/JcvX+Lx48cfXKajo6MwsJuYYygsdolXb+wSr77YJV59sUs8qQq7xKs3dolXjcRnmZ9f6SspZ1G4R7oJiQ12IlIKG+zqjQ129cUGu/pig51UhQ129cYGu2qwwa4cNa5KIiIiIiIiEhPxXBZRDXFdFiMiIiIiIiISCTbYiYiIiIiIiNQQu8QTERERERGRSnBMF+Uww05ERERERESkhphhJyIiIiIiIhVhil0ZzLATERERERERqSE22ImIiIiIiIjUELvEExERERERkUpw0DnlMMNOREREREREpIaYYSciIiIiIiKVYIJdOcywExEREREREakhZtiJiIiIiIhIJXgPu3KYYSciIiIiIiJSQ2ywExEREREREakhdoknIiIiIiIilZBw2DmlsMFOREqRiOzGIzNDHaFDoI8Q2alGakyLJxupiJ6OuDq38m+H6Otjg52IiIiIiIhUg9d5lCKuy3xEREREREREIsEGOxEREREREZEaYpd4IiIiIiIiUgn2iFcOM+xEREREREREaogZdiIiIiIiIlIJPlxAOcywExEREREREakhZtiJiIiIiIhIJSS8i10pzLATERERERERqSE22ImIiIiIiIjUELvEExERERERkWqwR7xSmGEnIiIiIiIiUkPMsBMREREREZFKMMGuHGbYiYiIiIiIiNQQG+xEREREREREaohd4omIiIiIiEglJOwTrxRm2ImIiIiIiIjUEDPsREREREREpBISDjunFGbYiYiIiIiIiNSQaBvsGzZsgLm5udLb3bhxA+7u7tDX14erq2uRx6VJJBIJIiIiinSfjx49QosWLWBkZFSo+iFFd+/ehUQiweXLl4UOhYiIiIjosyQS4SZNJNoGe2FNmzYNRkZGiI+Px+HDh4UOR3QWLVqE5ORkXL58GTdv3hQ6HEyfPv2bvzCjTnJzc7Fi2RK08fFEgzo10LZVC6xdvQIymUzo0ArlwvlzGDF0MLyaNkINZyccOXxI6JC+WPjWLfBt0Rx13FzQs1tnXLt6VeiQvohYysNzTX39Gr4VnTu0QcN6NdGwXk307tkVJ08cEzqsLyKWunlHbOUBgPW/rIFbtcr4ee4coUP5ImKrG7GVh1SDDfb/SEhIQKNGjWBnZwdLS8sPrpOdna3iqMQjISEBtWrVgqOjI2xsbIQOh9RM2Pq12PnrNkz4cQp2RvyBkaP9sTH0F4Rv3SR0aIWSkfEGTk5OmDR5mtChFIkD+//E/HlB+GHoMITv2AMnp8oY8kN/pKamCh1aoYipPDzX1FcJW1uMHDMOW3/dja3bd6FOXXeMHjEMt2/fEjq0QhFT3QDiKw8AxF67hl07tsOxkpPQoXwRsdWN2MpDqiNog33nzp1wcXGBgYEBLC0t4eXlhdevX8uXr1+/Hs7OztDT00PJkiUxfPhw+bKFCxfCxcUFRkZGKFu2LIYOHYpXr17lO0ZERAQcHR2hr68Pb29v3L9//6PxSCQSXLhwATNmzIBEIsH06dPlXY63b9+OJk2aQF9fH1u2bIFUKsWMGTNQpkwZ6OnpwdXVFQcOHFDY36lTp+Dq6gp9fX3Url0bERERSnVf/vvvv+Hr6wtjY2OUKFECvXr1wtOnTwEAGzduhKWlJTIzMxW2ad++PXr16iV//dtvv6FmzZrQ19dHhQoVEBgYiJycnAId/7/u37+PLl26wNzcHBYWFmjXrh3u3r0rX37u3Dm0aNECVlZWMDMzQ5MmTXDx4kX5cnt7e+zatQsbN26ERCJBnz59Pnk8mUyG6dOno1y5ctDT00OpUqUwcuRIhf3NnDkT3bt3h5GREUqXLo3ly5cr7CMxMRHt2rWDsbExTE1N0aVLFzx+/BhA3m0TgYGBuHLlCiQSCSQSCTZs2PDReD51Pn7qOMC/mfz169ejXLlyMDY2xtChQ5Gbm4t58+bB1tYWNjY2mD17tsIxJRIJVq5cCV9fXxgYGKBChQrYuXPnJ9+3T503UVFR0NXVxYkTJ+Trz5s3DzY2NgrxCuXKlUto2swTHo2bolTpMvBq6QP3+g0R+/c1oUMrlEYeTTB81Bh4erUQOpQisSksFB2/74L2HTqhooMDJk8LhL6+PiJ27xI6tEIRU3l4rqmvJk2bw6NxE9jZ2cPOvjxGjBoDQ0NDXLtyWejQCkVMdQOIrzxv3rzGjxPHYcr0mTA1NRU6nC8itroRW3lIdQRrsCcnJ6N79+7o168f4uLiEBUVhY4dO8q7vq5cuRLDhg3DoEGDcO3aNezduxcODg7/Bq6lhZCQEMTGxiIsLAxHjhzBhAkTFI7x5s0bzJ49Gxs3bkR0dDTS0tLQrVu3T8bk7OwMf39/JCcnY9y4cfJlEydOxKhRoxAXFwdvb28sWbIECxYswPz583H16lV4e3ujbdu2uHUr74p5eno62rRpAxcXF1y8eBEzZ85EQEBAgd+ftLQ0NG/eHG5ubjh//jwOHDiAx48fo0uXLgCAzp07Izc3F3v37pVvk5KSgj/++AP9+vUDAJw4cQK9e/fGqFGjcP36daxevRobNmzI1ygsiOzsbHh7e8PExAQnTpxAdHQ0jI2N4ePjg6ysLADAy5cv4efnh5MnT+LMmTNwdHREq1at8PLlSwB5DXofHx906dIFycnJWLJkySePuWvXLixatAirV6/GrVu3EBERARcXF4V1fv75Z9SoUQOXLl2S11FkZCQAQCqVol27dnj27BmOHTuGyMhI/PPPP+jatSsAoGvXrvD394ezszOSk5ORnJwsX/ZfnzofP3ecdxISErB//34cOHAA27Ztw7p16/Ddd9/hwYMHOHbsGIKDgzF58mTExMQobDdlyhR06tQJV65cQc+ePdGtWzfExcV9MM7PnTdNmzbF6NGj0atXL7x48QKXLl3ClClT8Msvv6BEiRKfrA9VqFHDDWdjTuPe3TsAgJvxN3D50kU0aNRY4MgoOysLcddj4V6/gXyelpYW3N0b4OqVSwJGVjhiK4+YiLlucnNzceDPP5CR8QbVXd2EDkdpYqsbsZUHAIJmzYBH46YKZdJEYqsbsZWHVEuwx7olJycjJycHHTt2hJ2dHQAoNMZmzZoFf39/jBo1Sj6vTp068v+PHj1a/n97e3vMmjULgwcPxooVK+Tzs7OzsWzZMtSrVw8AEBYWhipVquDs2bOoW7duvphsbW1RrFgxGBsbw9bWFgDkmcnRo0ejY8eO8nXnz5+PgIAA+QWA4OBgHD16FIsXL8by5cuxdetWSCQSrF27Fvr6+qhatSoePnyIgQMHFuj9WbZsGdzc3DBnzr/3Hq1fvx5ly5bFzZs3UalSJfTo0QOhoaHo3LkzAGDz5s0oV64cmjZtCgAIDAzExIkT4efnBwCoUKECZs6ciQkTJmDaNOW6TW7fvh1SqRS//PILJP8/YkNoaCjMzc0RFRWFli1bonnz5grbrFmzBubm5jh27Bhat24Na2tr6OnpwcDAQP7+fkpiYiJsbW3h5eUFHR0dlCtXLl+9NWzYEBMnTgQAVKpUCdHR0Vi0aBFatGiBw4cP49q1a7hz5w7Kli0LIK9ngrOzM86dO4c6derA2NgYxYoV+2w8nzofC3IcIK9hv379epiYmKBq1apo1qwZ4uPj8eeff0JLSwtOTk7y8+jdOQvkXZwZMGAAAGDmzJmIjIzE0qVLFc71dwpy3syaNQuRkZEYNGgQ/v77b/j5+aFt27YfLHdmZma+XhzZ0IWent4n36/C6tN/EF69fo1O7VpBS1sb0txcDB0xGq2+a/NVjkcF9zztOXJzc/PdKmRpaYk7d/4RKKrCE1t5xESMdXPrZjx69+yGrKxMGBgaYuGS5ahY0eHzG6oZsdWN2Mpz4M8/cCPuOjaHf7onniYQW92IrTxfSlMHfxOKYBn2GjVqwNPTEy4uLujcuTPWrl2L58+fA8jLFCclJcHT0/Oj2x86dAienp4oXbo0TExM0KtXL6SmpuLNmzfydYoVK6bQyK9cuTLMzc0/mp38lNq1a8v/n56ejqSkJDRs2FBhnYYNG8r3HR8fj+rVq0NfX1++/EMXCT7mypUrOHr0KIyNjeVT5cqVAeRlagFg4MCB+Ouvv/Dw4UMAeV28+/TpI29QX7lyBTNmzFDYx8CBA5GcnKzwPhU0ntu3b8PExES+LwsLC7x9+1Yez+PHjzFw4EA4OjrCzMwMpqamePXqFRITE5U61judO3dGRkYGKlSogIEDB2LPnj35uvPXr18/3+t3dRAXF4eyZcvKG9EAULVqVaXPgc+djwU9jr29PUxMTOSvS5QogapVq0JLS0thXkpKSoHL+F8FOW90dXWxZcsW7Nq1C2/fvsWiRYs+WvagoCCYmZkpTAvmBX10/S8VeXA/DvzxO2bPnY8t4bsQOGsuNoetx++/7flqxyQi+trsy5fH9l0R2LT1V3Tp0h1TfwpAQsJtocMiEXmUnIyf587B7Lnzv9pFdSIShmAZdm1tbURGRuLUqVP466+/sHTpUvz000+IiYmBlZXVJ7e9e/cuWrdujSFDhmD27NmwsLDAyZMn0b9/f2RlZcHQ0LDI4zUyMiryfX7Kq1ev0KZNGwQHB+dbVrJkSQCAm5sbatSogY0bN6Jly5aIjY3FH3/8obCPwMBAhZ4B77x/IaGg8dSqVQtbtmzJt8za2hoA4Ofnh9TUVCxZsgR2dnbQ09ND/fr15V3mlVW2bFnEx8fj0KFDiIyMxNChQ/Hzzz/j2LFj0NHRKdQ+C8PAwKBI9vPfmCUSyQfnSaXSQh+jIOcNkDe+AgA8e/YMz549++j5PWnSJIwdO1ZhXjZ0Cx3f5yxZ+DP69B8Ib9/vAACOlZyQnJyE0HVr0KZdh692XPq84ubFoa2tnW9wnNTU1M9+ZqsjsZVHTMRYNzo6uihXLq83YVXnaoiNvYatmzdiyrQZAkemHLHVjZjKE3c9Fs+epaJHl39/8+Xm5uLihfPYvm0LYi5ehba2toARKkdMdQOIrzykWoIOOieRSNCwYUMEBgbi0qVL0NXVxZ49e2BiYgJ7e/uPPlbtwoULkEqlWLBgAdzd3VGpUiUkJSXlWy8nJwfnz5+Xv46Pj0daWhqqVKnyRXGbmpqiVKlSiI6OVpgfHR2NqlWrAgCcnJxw7do1he7E586dK/AxatasidjYWNjb28PBwUFher9xNWDAAGzYsAGhoaHw8vJSyPLWrFkT8fHx+bZ3cHBQyOoWNJ5bt27BxsYm377MzMzk5R85ciRatWolH5zt3S0FhWVgYIA2bdogJCQEUVFROH36NK5d+3cAsjNnziisf+bMGXn9VqlSBffv31cYaPD69etIS0uT15Ouri5yc3M/GcPnzseCHOdLfKqM/1WQ8yYhIQFjxozB2rVrUa9ePfj5+X30IoGenh5MTU0Vpq955f7t2wxIJIrnppaWFmSywl/EoKKho6uLKlWdEXPmtHyeVCpFTMxpVK+heffiiq08YvIt1I1UKi30xWwhia1uxFSeuu7u2LFnL8J37pFPVZ2rodV3bRC+c49GNdYBcdUNIL7yfCmJgP80kWAN9piYGMyZMwfnz59HYmIidu/ejSdPnsgbItOnT8eCBQsQEhKCW7du4eLFi1i6dCkAwMHBAdnZ2Vi6dCn++ecfbNq0CatWrcp3DB0dHYwYMQIxMTG4cOEC+vTpA3d3d6W6pn/M+PHjERwcjO3btyM+Ph4TJ07E5cuX5fc49+jRA1KpFIMGDUJcXBwOHjyI+fPnA4C8y/qnDBs2DM+ePUP37t1x7tw5JCQk4ODBg+jbt69CA7NHjx548OAB1q5dKx9s7p2pU6di48aNCAwMRGxsLOLi4hAeHo7JkycrXd6ePXvCysoK7dq1w4kTJ3Dnzh1ERUVh5MiRePDgAQDA0dERmzZtQlxcHGJiYtCzZ88vyk5v2LAB69atw99//41//vkHmzdvhoGBgXzMAyDvIsG8efNw8+ZNLF++HDt27JDXgZeXF1xcXNCzZ09cvHgRZ8+eRe/evdGkSRP5LQ729va4c+cOLl++jKdPn+a7X/udT52PBTnOl9ixYwfWr1+PmzdvYtq0aTh79qzCCPXv+9x5k5ubi//973/w9vZG3759ERoaiqtXr2LBggVfHGdR8GjSDOvXrsKJ41FIevgARw5HYsumDWjWXDNHvn7z+jVuxMXhxv/fwvDwwQPciItD8gcuMGqCXn59sXvnr9gbsQf/JCRg1ozpyMjIQPsO+XvxaAIxlYfnmvoKWbQAF86fw8OHD3DrZjxCFi3A+XNnNXZsDjHVDSCe8hgZGcPBsZLCZGBgADNzczg4VhI6vEIRS928I7bykOoI1iXe1NQUx48fx+LFi5Geng47OzssWLAAvr6+APK6V7+7v3bcuHGwsrLC999/DyDv/veFCxciODgYkyZNQuPGjREUFITevXsrHMPQ0BABAQHo0aMHHj58CA8PD6xbt65I4h85ciRevHgBf39/pKSkoGrVqti7dy8cHR3l5fv9998xZMgQuLq6wsXFBVOnTkWPHj0K1B39XQY/ICAALVu2RGZmJuzs7ODj46OQHTczM0OnTp3wxx9/oH379gr78Pb2xr59+zBjxgwEBwdDR0cHlStXlg9gpgxDQ0McP34cAQEB6NixI16+fInSpUvD09NT/tiQdevWYdCgQahZsybKli2LOXPmKIy0ryxzc3PMnTsXY8eORW5uLlxcXPD7778rDNjh7++P8+fPIzAwEKampli4cCG8vb0B5F0Y+e233zBixAg0btwYWlpa8PHxkTe0AaBTp07YvXs3mjVrhrS0NISGhn7wcXOfOh8LcpwvERgYiPDwcAwdOhQlS5bEtm3bPpq5/9x5M3PmTNy7dw/79u0DkNdNfs2aNejevTtatmyJGjVqFEnMhTVh0mSsXBaCubNn4PmzVFhZ26DT910xcPBQQeMqrNjYvzGg77+fS/P///7/tu06YOacuUKFVWg+vq3w/NkzrFgWgqdPn8CpchWsWP0LLDW0O5+YysNzTX09e5aKyT8G4OmTFBibmKBSJSesWL0O9Rs0/PzGakhMdQOIrzxiIra6EVt5vgQHnVOORPbuOWr01W3ZsgV9+/bFixcviuy+aADw9PSEs7MzQkJCimyfmsDe3h6jR49WeGKA2EgkEuzZsyffxRghvcoU10dGMW1+axB968T2S4g/htWXVGQnmxZPNrWlL1ha9vPS3wp3q6OpvqB3hBeKGlel5tu4cSMqVKiA0qVL48qVKwgICECXLl2KrLH+/PlzREVFISoq6oOP+CIiIiIiIlInvMyjHM27xKBBHj16hP/973+oUqUKxowZg86dO2PNmjUAgMGDBys8euv9afDgwQXav5ubG/r06YPg4GA4OTkpFduWLVs+enxnZ2ely1oY6hADERERERGRumKXeIGkpKQgPT39g8tMTU1hY2PzVY//8uVLPH78+IPLdHR0FAZ2E3MMpDx2iScisRHbLyH2UlZf7BJPqqLOXeJfCtgl3kQDu8SzwU5ESmGDnYjERmy/hNiGUl9ssJOqqHWDPVPABrue5jXYNS9iIiIiIiIiom+AGl97ISIiIiIiIjGRcNg5pTDDTkRERERERKSG2GAnIiIiIiIiUkPsEk9EREREREQqwbEKlcMMOxEREREREZEaYoadiIiIiIiIVIIJduUww05ERERERESkhthgJyIiIiIiIlJD7BJPREREREREqsE+8Uphhp2IiIiIiIhIDTHDTkRERERERCohYYpdKcywExEREREREf3H8uXLYW9vD319fdSrVw9nz55VeQxssBMREREREZFKSCTCTcrYvn07xo4di2nTpuHixYuoUaMGvL29kZKS8nXemI+QyGQymUqPSEQa7VWmuD4yimmzWxbRt05sv4SU/VFKqiMV2cmmxZNNbemr8Y3Pb3OEO7Yy70u9evVQp04dLFu2DAAglUpRtmxZjBgxAhMnTvxKEebHDDsRERERERGJXmZmJtLT0xWmzMzMfOtlZWXhwoUL8PLyks/T0tKCl5cXTp8+rcqQARkRkZp5+/atbNq0abK3b98KHUqREFN5xFQWmYzlUWdiKotMxvKoMzGVRSZjedSZmMqiqaZNmyYDoDBNmzYt33oPHz6UAZCdOnVKYf748eNldevWVVG0edglnojUTnp6OszMzPDixQuYmpoKHc4XE1N5xFQWgOVRZ2IqC8DyqDMxlQVgedSZmMqiqTIzM/Nl1PX09KCnp6cwLykpCaVLl8apU6dQv359+fwJEybg2LFjiImJUUm8AB/rRkRERERERN+ADzXOP8TKygra2tp4/PixwvzHjx/D1tb2a4X3QbyHnYiIiIiIiOj/6erqolatWjh8+LB8nlQqxeHDhxUy7qrADDsRERERERHRe8aOHQs/Pz/Url0bdevWxeLFi/H69Wv07dtXpXGwwU5EakdPTw/Tpk0rUJclTSCm8oipLADLo87EVBaA5VFnYioLwPKoMzGV5VvQtWtXPHnyBFOnTsWjR4/g6uqKAwcOoESJEiqNg4POEREREREREakh3sNOREREREREpIbYYCciIiIiIiJSQ2ywExEREREREakhNtiJiIiIiIiI1BAb7ERE9EkbNmz44PycnBxMmjRJtcGQqPFcU19iq5vjx48jJycn3/ycnBwcP35cgIjonY0bNyIzMzPf/KysLGzcuFGAiL7MkydPPrrs2rVrKoyENBUb7ESkFt6+ffvRZcnJySqM5Ms1b94caWlp+eanp6ejefPmqg/oC40cORKdO3fG8+fP5fPi4+NRr149bNu2TcDISGx4rqkvsdVNs2bN8OzZs3zzX7x4gWbNmgkQUdE4f/48Nm3ahE2bNuH8+fNCh1Moffv2xYsXL/LNf/nypcqff10UXFxc8Mcff+SbP3/+fNStW1eAiEjTsMFORGqhZs2auHz5cr75u3btQvXq1VUf0BeIiopCVlZWvvlv377FiRMnBIjoy1y6dAkPHjyAi4sLIiMjsXz5ctSsWROVK1fGlStXhA5PaX5+fqLKoK1fvx537twROowiIbZzTUwX78RWNzKZDBKJJN/81NRUGBkZCRDRl3nw4AE8PDxQt25djBo1CqNGjULdunXRqFEjPHjwQOjwlPKxunnw4AHMzMwEiOjLjB07Fp06dcKQIUOQkZGBhw8fwtPTE/PmzcPWrVuFDo80QDGhAyAiAoCmTZvC3d0dgYGBCAgIwOvXrzFs2DD8+uuvmD17ttDhFcjVq1fl/79+/ToePXokf52bm4sDBw6gdOnSQoT2RSpWrIjo6GiMHj0aPj4+0NbWRlhYGLp37y50aIXy4sULeHl5wc7ODn379oWfn59G1ss7QUFBGDhwIEqXLo0mTZqgSZMmaNq0KRwcHIQOTWliO9fEdPFOLHXTsWNHAIBEIkGfPn2gp6cnX5abm4urV6+iQYMGQoVXaAMGDEB2djbi4uLg5OQEIK8HRN++fTFgwAAcOHBA4Ag/z83NDRKJBBKJBJ6enihW7N9mSm5uLu7cuQMfHx8BIyycCRMmoEWLFujVqxeqV6+OZ8+eoV69erh69SpsbW2FDo80ABvsRKQWVqxYge+++w4DBgzAvn37kJycDGNjY5w9exbVqlUTOrwCcXV1lf/Y+FD2zMDAAEuXLhUgsi/3xx9/IDw8HPXr18fNmzexbt06NGnSBKVKlRI6NKVFRETgyZMn2LRpE8LCwjBt2jR4eXmhf//+aNeuHXR0dIQOUSm3bt3Cw4cPERUVhePHj2P+/Pn44YcfULJkSTRt2hSbN28WOkSliOFcE+vFOzHUzbsMrUwmg4mJCQwMDOTLdHV14e7ujoEDBwoVXqEdO3YMp06dkjfWAcDJyQlLly6Fh4eHgJEVXPv27QEAly9fhre3N4yNjeXLdHV1YW9vj06dOgkU3ZdxcHBAtWrVsGvXLgBA165d2VingtrGuzwAAHGQSURBVJMREamJ3Nxc2dChQ2USiUSmo6MjO3DggNAhKeXu3buyO3fuyCQSiezcuXOyu3fvyqekpCRZTk6O0CEWyqBBg2R6enqy+fPny6RSqSw5OVnm6+srs7CwkG3fvl3o8L7YhQsXZMOHD5fp6+vLrKysZKNHj5bdvHlT6LAK5fXr17IDBw7I/Pz8ZMWKFZNpa2sLHZJSxHKuSSQSmZaWlkxLS0smkUjyTYaGhrJ169YJHaZSxFI370yfPl326tUrocMoMo6OjrKYmJh882NiYmQVK1YUIKLC27BhgywjI0PoMIrMyZMnZfb29rKaNWvKrl+/Llu7dq3MxMRE1qVLF9mzZ8+EDo80ABvsRKQWbt++Latbt66sXLlysr/++kv2008/yXR1dWXjx4+XZWVlCR3eN83Z2Vl2+fLlfPOXLVsmMzIyEiCiopOUlCSbO3euzMnJSWZkZCTr3bu3zNPTU1asWDHZwoULhQ6vQA4ePCibNGmSrH79+jJ9fX2Zm5ubbPTo0bKIiAiN+zEolnNNjBfvxFI3/5WSkiI7ceKE7MSJE7KUlBShwym0iIgIWd26dWXnzp2Tzzt37pzM3d1dtmfPHuEC+wLnz5+Xbdq0SbZp0ybZxYsXhQ6n0HR1dWUBAQEKv2Vu374tc3d3l5UuXVrAyEhTSGQymUzoLD8RkYmJCb777jusWrUK5ubmAIBTp06hd+/eMDExwaVLl4QNUEkJCQlYvHgx4uLiAABVq1bFqFGjULFiRYEjU15mZqbCfZ7vi4+PV+iCqQmys7Oxd+9ehIaG4q+//kL16tUxYMAA9OjRA6ampgCAPXv2oF+/fgojYqsrLS0tWFtbw9/fH4MGDZL//WgisZ1rYiK2unnz5g2GDx+OjRs3QiqVAgC0tbXRu3dvLF26FIaGhgJH+HnFixdXGJzt9evXyMnJkd/7/e7/RkZGHxwRX12lpKSgW7duiIqKkn+epaWloVmzZggPD4e1tbWwASrp2LFjaNKkSb75UqkUs2fPxpQpUwSIijQJG+xEpBY2bdqEXr165Zv/8uVLjB49GuvWrRMgqsI5ePAg2rZtC1dXVzRs2BAAEB0djStXruD3339HixYtBI5QeQkJCQgNDUVCQgKWLFkCGxsb7N+/H+XKlYOzs7PQ4SnFysoKUqkU3bt3x8CBA+Hq6ppvnbS0NLi5uWnE6OuLFy/G8ePHcfz4cejp6ckHnWvatCkqVaokdHhKE9O5FhYWBisrK3z33XcA8gafWrNmDapWrYpt27bBzs5O4AiVI6a6+eGHH3Do0CEsW7ZM/jl98uRJjBw5Ei1atMDKlSsFjvDzwsLCCryun5/fV4ykaHXt2hX//PMPNm7ciCpVqgDIGwvCz88PDg4OGvkYQQC4ffs2EhIS0LhxYxgYGHx0NHyifATN7xMR/UdmZqbsxo0bsuzsbKFDKTRXV1dZQEBAvvkBAQEyNzc3ASL6MlFRUTIDAwOZl5eXTFdXV5aQkCCTyWSyoKAgWadOnQSOTnkbN24U1f2R77t69aps6dKlsg4dOsh0dHQ0rrul2M61SpUqyQ4fPiyTyWSyU6dOyQwMDGSrV6+WtWnTRtahQweBo1OO2OrG0tJSdvTo0Xzzjxw5IrOyslJ9QCRnamoqO3v2bL75MTExMjMzM9UH9IWePn0qa968uXxsi3d/O3379pX5+/sLHB1pAj6HnYjUQkZGBvr37w9DQ0M4OzsjMTERADBixAgEBwcLHJ1y4uLi0L9//3zz+/Xrh+vXrwsQ0ZeZOHEiZs2ahcjISOjq6srnN2/eHGfOnBEwssLp1asX9PX1hQ6jSMlkMly8eBGRkZE4ePAgjh49CqlUqnFdR8V2rt2/f1/+eL2IiAh8//33GDRoEIKCgjTusW5iq5s3b96gRIkS+ebb2NjgzZs3AkRUdN6+fYv09HSFSZNIpdIPPq1DR0dHfvuCJhkzZgx0dHSQmJiocKtF165dsX//fgEjI03BBjsRqYWJEyfiypUriIqKUmhMeXl5ITw8XMDIlGdtbY3Lly/nm3/58mXY2NioPqAvdO3aNXTo0CHffBsbGzx9+lSAiL7M69evMWXKFDRo0AAODg6oUKGCwqRp2rRpA0tLS9StWxdbtmxBpUqVEBYWhqdPn2rc2A9iO9eMjY2RmpoKAPjrr7/kt8Po6+sjIyNDyNCUJra6qV+/PqZNm4a3b9/K52VkZCAwMBD169cXMLLCef36NYYPHw4bGxsYGRmhePHiCpMmad68OUaNGoWkpCT5vIcPH2LMmDHw9PQUMLLC+euvvxAcHIwyZcoozHd0dMS9e/cEioo0CZ/DTkRqISIiAtu3b4e7u7vCPV3Ozs5ISEgQMDLlDRw4EIMGDcI///yDBg0aAMi7hz04OBhjx44VODrlmZubIzk5GeXLl1eYf+nSJY18lvSAAQNw7Ngx9OrVCyVLltT4ewgrV66MH374AR4eHvJnTGsqsZ1rLVq0wIABA+Dm5oabN2+iVatWAIDY2FjY29sLG5ySxFY3S5Ysgbe3N8qUKYMaNWoAAK5cuQJ9fX0cPHhQ4OiUN2HCBBw9ehQrV65Er169sHz5cjx8+H/t3XlYzen/P/DnKam0WspYUlKjUikaY5c1Y0a2GTuRGINKlsFnRvZ1hCEjBpExjKGxDUr2smtjSItky9rEZGs7vz/6Od9pSirVfd6n5+O6XFfd5208zfvonNe57/t138O6deuwePFi0fFKxN/fH66urjAzM4OJiQmAvNUqtra2+OWXXwSnK7kXL14U2sQwLS3tnY0cif6NBTsRKYXHjx8XOvv84sULyRVUM2fOhJ6eHvz8/DBjxgwAQN26dTF79mx4eXkJTldyAwcOxLRp0/D7779DJpMhNzcXERERmDJlCoYPHy46XokdOnQIf/75p6LRlNT98MMPiq9fv34t6eX+qvZcW7NmDb7//nvcuXMHu3fvRs2aNQEAly9fxqBBgwSnKxlVuze2trZISEjAtm3bEBcXBwAYNGgQhgwZAm1tbcHpSm7//v0ICgqCs7MzRo4ciXbt2sHCwgKmpqbYtm0bhgwZIjpisZmYmCAyMhJhYWGKe2NtbY0uXboITlY67dq1Q1BQEObNmwcAin8/S5cuRceOHQWnI0kQvYmeiEgul8vbtWsnX7VqlVwul8t1dXXlN2/elMvlcvmECRPkLi4uIqN9kOfPn8ufP38uOsYHefPmjdzDw0NepUoVuUwmk2toaMjV1NTkQ4cOleR50mZmZvJr166JjlFmcnJy5HPnzpXXrVtXrq6urmho9P3338s3bNggOF3JqNpzTZXw3ig3HR0deUpKilwul8vr1asnP3/+vFwul8tv3rwp19HRERmt0rty5Yrc2NhY3r17d3nVqlXlX375pdza2lpeu3ZteWJiouh4JAE81o2IlEJ4eDg+++wzDB06FJs3b8bXX3+Na9eu4cyZMzh58iSaN28uOmKJPXr0CDdu3ACQt2xZag3A/uv27du4evUqMjIy4OjoCEtLS9GRSuWXX37B3r17sWXLFkmctfw+c+fOxZYtWzB37lyMHj0aV69ehbm5OX777TesXLkSZ8+eFR2xxFTluXbq1KkiH2/fvn0FJSk7qnJvgLzz41evXo3r168DyJvFnTBhAqysrAQnKzl7e3usXr0aHTp0QJcuXeDg4IBly5Zh1apVWLp0Ke7evSs6YokcPXoUK1asyHdvJk6cKNlZ9mfPnsHf3x8xMTHIyMhAs2bNMH78eNSpU0d0NJIAFuxEpDSSkpKwePHifC9o06ZNg52dnehoJfLPP/9g3Lhx2L59u6Kjrbq6OgYMGIA1a9ZIfp+xFDk6OubbWpGYmAi5XA4zM7MC3YgjIyMrOt4HsbCwwLp169C5c2fo6ekhJiYG5ubmiIuLQ6tWrfD333+LjlhpqakV7O377+dhTk5ORcahf9m9ezcGDhwIJycnRZO5c+fO4eLFi9ixYwf69esnOGHJrFixAurq6vDy8kJYWBh69uwJuVyOrKwsLF++HN7e3qIjFttPP/0Eb29vfPnll/nuza5du7BixQqMHz9ecEKiisWCnYiojA0YMABRUVFYvXq14s3G2bNn4e3tDQcHB0l0vS9Jc7zly5eXY5KyMWfOnGJfO2vWrHJMUva0tbURFxcHU1PTfAX7tWvX0KJFC2RkZIiOWCRVe67927Nnz/J9n5WVhaioKMycORMLFixQ+o7XqnxvGjVqhCFDhmDu3Ln5xmfNmoVffvlFcs1O/yslJQWXL1+GhYUF7O3tRccpkfr162P69OmYMGFCvvE1a9Zg4cKFuHfvnqBkxRcbG1vsa6V2f6jisWAnImFKcjasvr5+OSYpWzo6OggJCUHbtm3zjZ8+fRrdu3fHixcvBCUrvuI2wpHJZDh27Fg5p6GiNG/eHD4+Phg6dGi+gn3u3Lk4cuSI0p/3XRmfaydPnsSkSZNw+fJl0VGKpMr3plq1aoiNjYWFhUW+8YSEBDRt2lTyZ7FLma6uLqKjowu9N46Ojkr/ISSQt7pGJpPhfWWWTCbjSht6L3aJJyJhDA0N39sBXi6XS+4FrWbNmoUuezcwMJDMebjHjx8XHaHcmJub4+LFi4qO3W+lp6ejWbNmuHnzpqBkpePr6ws3Nzfcu3cPubm5CA4Oxo0bNxAUFIQDBw6Ijvdeqvxce5fatWsr+lsoM1W+N87Ozjh9+nSBojA8PBzt2rUTlKr0vLy8YGFhUeAkEn9/fyQmJmLlypVigpWCq6sr/vjjD0ydOjXf+N69e/HFF18ISlUyycnJoiOQCuEMOxEJc/LkyWJf26FDh3JMUrbWr1+P33//HVu3bsVHH30EAHjw4AHc3NzQt29ffP3114ITlt6dO3cAQHE2rhSpqanhwYMHBY4RfPjwIUxMTJCZmSkoWemdPn0ac+fOzdf/wdfXF926dRMdrdRU4bn232WxcrkcqampWLx4MbKzsxEeHi4o2YdRhXsTEBAAX19f9O/fHy1btgSQt0/6999/x5w5c1C3bl3Fta6urqJiFlu9evWwb9++Ag1aIyMj4erqKqmmc/Pnz8eyZcvQpk2bfHvYIyIiMHny5Hwr7qR4VCpRSbFgJyIqY46OjkhMTMSbN2/QoEEDAHmdlTU1NQt0VJZCg7Ps7GzMmTMHq1atUixF1NXVhaenJ2bNmlWgaZuy2rdvHwCgd+/e2LJlS75VEDk5OTh69CiOHDkiiZlPVaUqz7W33rUstmXLlti0aZOkupGr4r0pDqms8NLS0sLVq1cLrBhITEyEra0tXr9+LShZyTVs2LBY18lkMsmsiCrsRAJPT080btxYcDKSAi6JJyKl8ffff2Pjxo2KFzQbGxuMHDkSNWrUEJysZHr37i06Qpny9PREcHAwli5dmq+J3uzZs/H06VOsXbtWcMLieXtfZDIZ3Nzc8j2moaEBMzMz+Pn5CUhGb6nKcw3IazDn7OyMgIAAaGpqAsgrEo2MjKClpSU4Xcmp0r0BoDjBQ1VYWFjg8OHDBRq1HTp0CObm5oJSlY6qLSd/14kEtra2kjyRgCoeZ9iJSCmcOnUKPXv2hIGBAZycnAAAly9fRnp6Ovbv3y/J84pVhYGBAXbs2IHPPvss3/jBgwcxaNCgAp2wlV3Dhg1x8eJF1KpVS3SUUqtevfp7+z+8lZaWVs5pyo6qPdeMjIxw9uzZArOeUqRq96Yw6enpMDQ0FB2jVDZt2oQJEyZg6tSp6NSpE4C8s8yXLVuGH3/8EaNHjxacsPRycnJw5coVmJqaSqYPzL+p+okEVP44w05ESmH8+PEYMGAA1q5dC3V1dQB5L9Ljxo3D+PHjceXKFcEJi+/OnTuQyWSoX78+AODChQv49ddfYWNjgzFjxghOV3KampowMzMrMN6wYUNUrVq14gN9IFWYvfl3A6mnT59i/vz5cHFxyTfzGRISgpkzZwpKWDqq9lwbOnQoNmzYgMWLF4uO8sFU7d4sWbIEZmZmGDBgAADgq6++wu7du1GnTh0cPHgQTZs2FZywZNzd3fHmzRssWLAA8+bNA5B3bwICAjB8+HDB6Upm4sSJsLOzw6hRo5CTk4P27dvj7NmzqFatGg4cOABnZ2fREUskNTW10HswdOhQ/PDDDwISkdRwhp2IlIK2tjaio6ML7Oe6ceMGHBwc8OrVK0HJSq5du3YYM2YMhg0bhgcPHuDjjz+Gra0tEhIS4OnpCV9fX9ERS2Tu3LmIi4tDYGCgYmnvmzdvMGrUKFhaWkri3PJVq1YV+1qpNTHq168fOnbsWGAprL+/P8LCwrBnzx4xwUpBFZ5r/+bp6YmgoCBYWlqiefPm0NHRyfe4lM4uV7V707BhQ2zbtg2tW7fGkSNH0L9/f/z222/YuXMnbt++jdDQUNERS+TVq1eQy+WoVq0aHj9+jIcPH+LIkSOwsbGBi4uL6HglUr9+fezZswdOTk7Ys2cPxo8fj+PHj2Pr1q04duwYIiIiREcskR49euCrr77CyJEj840HBgZix44dCAkJEZSMpIIFOxEphTZt2mDq1KkF9n/v2bMHixcvxrlz58QEK4Xq1avj3LlzaNy4MVatWoXffvsNERERCA0NxdixYyXTJOetPn364OjRo9DU1FTMOsXExCAzMxOdO3fOd21wcLCIiO+lik2M3nrXmcWJiYlwcHCQxJnFb6nCc+3fijrHXGpnl6vavdHW1kZ8fDxMTEzg7e2N169fY926dYiPj8enn36Kv//+W3TEEunWrRv69u2LsWPHIj09HVZWVtDQ0MCTJ0+wfPlyfPPNN6IjFpuWlhYSExNRv359jBkzBtWqVcPKlSuRnJyMpk2b4vnz56IjloiqnUhAFY9L4olIKXh5ecHb2xuJiYn5XtDWrFmDxYsX5zseyd7eXlTMYsnKylLMQIWFhSlegK2srJCamioyWqkYGhoWaIojteOcVGEZ/LvUrFkTe/fuxeTJk/ON7927t8BZ88pOFZ5r/6ZK55ir2r2pXr067ty5AxMTExw+fBjz588HkHf0nhS6wv9XZGQkVqxYAQDYtWsXateujaioKOzevRu+vr6SKthr166Na9euoU6dOjh8+LCioeHLly8VW+akZNy4cQCAn376CT/99FOhjwHSOZGAKh4LdiJSCoMGDQIAfPvtt4U+9vZoJCm8oDVp0gQBAQH4/PPPceTIEcV+wvv370uugALylu2R8pozZw48PDxw4sQJfPrppwCA8+fP4/Dhw/j5558FpysZPteUl6rdm759+2Lw4MGwtLTE06dPFc30oqKiJNkk8OXLl9DT0wMAhIaGom/fvlBTU0PLli2RkpIiOF3JjBw5Ev3790edOnUgk8nQpUsXAHk/16R0FOJbqnYiAVU8FuxEpBRUaQZ0yZIl6NOnD3744Qe4ubkplo/u27cPLVq0EJyOAODu3bvYt28fbt++jczMzHyPSWlfMQCMGDEC1tbWWLVqlWIpsrW1NcLDwxUFPBHlt2LFCpiZmeHOnTtYunQpdHV1AeQ1CPv3rKdUWFhYYM+ePejTpw9CQkLg4+MDAHj06BH09fUFpyuZ2bNnw9bWFnfu3MFXX32lWLGmrq6O6dOnC05HVPG4h52IqBzk5OTg+fPn+Y6guXXrFqpVqwZjY2MAQEREBJycnBRvRpTV06dP4evri+PHj+PRo0cFZgukdGwYkHfUkaurK8zNzREXFwdbW1vcunULcrkczZo1k9S+YlWjas81VVJZ783nn3+ODRs2oE6dOqKjFGnXrl0YPHgwcnJy0LlzZ0XTvEWLFuHUqVM4dOiQ4IRlz87ODgcPHpTE1oyLFy++89+O1D4kporHGXYiUhr3799HeHh4oS9oUuvcra6uXuC82P8eifTZZ58hOjoa5ubmFZis5IYNG4bExESMGjUKtWvXLvb538pqxowZmDJlCubMmQM9PT3s3r0bxsbGGDJkCLp37y46XrGUpOmSlGbXVO25pkoq6705deqUJE4p+fLLL9G2bVukpqbmO5Kuc+fO6NOnj8Bk5efWrVvIysoSHeO9Fi5ciO+//x6NGzcu8G+nsvw7og/DGXYiUgqbN2/G119/japVq6JmzZoFXtCk1rm7OPT09BATE6P0Bbuenh7Cw8Mldy7xu+jp6SE6OhqNGjVC9erVER4ejiZNmiAmJga9evXCrVu3REd8LzU1tfe+0ZNKz4d/U7XnmiqprPdGKj+nKyOp3JvatWtjyZIlGDFihOgoJFGcYScipTBz5kz4+vpixowZUFNTEx2H/sXKykoSM0zFpaOjo9i3XqdOHSQlJaFJkyYAgCdPnoiMVmyq1H3831TtuaZKeG+ISkdNTQ1t2rQRHYMkjAU7ESmFly9fYuDAgSzWldBPP/2E6dOnw9fXF7a2ttDQ0Mj3uJSWXANAy5YtER4eDmtra/To0QOTJ0/GlStXEBwcrDhSUNl16NBBdIRyoWrPNVXCe0NUOj4+PlizZg1WrlwpOgpJFAt2IlIKo0aNwu+//84OsErI0NAQz58/R6dOnfKNS3HJNZDX4CcjIwNA3pFoGRkZ+O2332BpaSmZ5j+xsbGwtbWFmpoaYmNji7zW3t6+glJ9OFV7rqkS3hui0pkyZQo+//xzNGrUCDY2NgU+7Hp7ugfRu7BgJyKlsGjRInzxxRc4fPgw7OzsCrygSaWQKgmpNJsZMmQINDQ08Ouvv6pEs6l/73fU0dFBQECAwDSl4+DggAcPHsDY2BgODg6QyWQorCWN1AopVXuuqRLeG6LS8fLywvHjx9GxY8cCPXqIioMFOxEphUWLFiEkJASNGzcGAMl1Ud23bx8+++yzAh80FEUqPT+vXr2KqKgoxb1RBenp6di1axeSkpIwdepU1KhRA5GRkahduzbq1asnOt57JScnw8jISPG1qlDF55qqUIV706xZMxw9ehTVq1fH3LlzMWXKFFSrVq3I3/O///0PNWrUqKCElVeNGjUQHx+PWrVqwd3dHT/++CP09PSK/D3r1q1D7dq1Kyhh6W3ZsgW7d+/G559/LjoKSRS7xBORUqhevTpWrFgh2S6q6urqePDgAYyMjKCuro7U1FTFeetS1759e/j6+qJLly6io5SJ2NhYdOnSBQYGBrh16xZu3LgBc3NzfP/997h9+zaCgoJER6y0VO25pkpU4d5oa2sjISEB9evXV7mf01Knq6uL2NhYmJub53s9VQWmpqYICQmBlZWV6CgkUZxhJyKloKmpKekuqkZGRjh37hx69uyp2NOpKjw9PeHt7Y2pU6cWul1BSnukAWDSpEkYMWIEli5dmm8Gp0ePHhg8eLDAZKV3//59hIeH49GjR8jNzc33mJeXl6BUJadqzzVVogr3xsHBASNHjkTbtm0hl8uxbNky6OrqFnqtr69vBaer3Fq1aoXevXujefPmkMvl8PLygra2dqHXbtq0qYLTfZjZs2dj1qxZCAwMfO+KDqLCcIadiJTCokWLkJqailWrVomOUiqzZ8/G3Llzi1WoS2lPMYBCO/e/3TMttT3SAGBgYIDIyEg0atQo3zm+KSkpaNy4MV6/fi06Yols3rwZX3/9NapWrVpgf6RMJsPNmzcFpisZVXuuqRJVuDc3btzArFmzkJSUhMjISNjY2KBKlYJzVzKZDJGRkQISVl4PHz7EihUrkJSUhODgYLi4uEBTU7PQa//4448KTvdhHB0dkZSUBLlcDjMzswIfdvG5Ru/DGXYiUgoXLlzAsWPHcODAATRp0kRyXVRnz56NgQMHIjExEa6urggMDIShoaHoWGVClfZIA3mrOZ4/f15gPD4+XpJLMGfOnAlfX1/MmDFD8sciqtpzTZWowr1p3LgxduzYASDvA4ijR49ySbySqF27NhYvXgwAaNiwIbZu3YqaNWsKTlU2evfuLToCSRxn2IlIKYwcObLIxwMDAysoyYebM2cOpk6dyqVvSsrDwwNPnz7Fzp07UaNGDcTGxkJdXR29e/dG+/btJXdWbs2aNXHhwgU0atRIdBQiIiIqYyzYiYjovZKSkrBy5Upcv34dAGBjYwNvb29JFonPnj3Dl19+iUuXLuGff/5B3bp18eDBA7Rs2RKHDh2Cjo6O6Igl8u2336JGjRqYPn266ChlQpWea6pGFe/NtWvXcPv2bWRmZuYbd3V1FZSIAODFixc4efJkofdGSn05/u3y5cuKfztNmjSBo6Oj4EQkFSzYiUipPH78GDdu3ACQt3xRikuUAWDXrl3YuXNnoW82pLZfLSQkBK6urnBwcFA0BoyIiEBMTAz279+Prl27Ck5YOm//DhkZGWjWrJlku1/n5OTgiy++wKtXrwptBrZ8+XJByUpOVZ9rqkDV7s3NmzfRp08fXLlyRbEXH/i/Y0SlsCdfVUVFRaFHjx54+fIlXrx4gRo1auDJkyeoVq0ajI2NJdWXAwAePXqEgQMH4sSJE4qtcunp6ejYsSN27Ngh2fc5VHFYsBORUnjx4gU8PT0RFBSk6HKtrq6O4cOHY/Xq1ZJaXr5q1Sp89913GDFiBNavX4+RI0ciKSkJFy9exPjx47FgwQLREUvE0dERLi4uiv2Fb02fPh2hoaGS+wACAI4ePYqjR48W2lVdah2I58+fD19fXzRu3Bi1a9cu0HTu2LFjAtOVjCo+11SFqt2bnj17Ql1dHRs2bEDDhg1x4cIFPH36FJMnT8ayZcvQrl070RErLWdnZ3z88ccICAiAgYEBYmJioKGhgaFDh8Lb2xt9+/YVHbFEBgwYgJs3byIoKAjW1tYA8lZ2uLm5wcLCAtu3bxeckJQdC3YiUgpff/01wsLC4O/vr5i9CQ8Ph5eXF7p27Yq1a9cKTlh8VlZWmDVrFgYNGpSvC7mvry/S0tLg7+8vOmKJaGlp4cqVK7C0tMw3Hh8fD3t7e8l1VZ8zZw7mzp0LJycn1KlTp0Bnf6l1IK5evTpWrFiBESNGiI7ywVTtuaZKVO3e1KpVC8eOHYO9vT0MDAxw4cIFNG7cGMeOHcPkyZMRFRUlOmKlZWhoiPPnz6Nx48YwNDTE2bNnYW1tjfPnz8PNzQ1xcXGiI5aIgYEBwsLC8Mknn+Qbv3DhArp164b09HQxwUgy2CWeiJTC7t27sWvXLjg7OyvGevToAW1tbfTv319SBfvt27fRunVrAIC2tjb++ecfAMCwYcPQsmVLyRXsRkZGiI6OLvBGPTo6WpIdlgMCArB582YMGzZMdJQyoampqfiQS+pU7bmmSlTt3uTk5EBPTw9AXvF+//59NG7cGKampoptWSSGhoaG4sQLY2Nj3L59G9bW1jAwMMCdO3cEpyu53NzcAluVgLy/539XeBEVhgU7ESmFly9fonbt2gXGjY2N8fLlSwGJSu+jjz5CWloaTE1N0aBBA5w7dw5NmzZFcnIypLioafTo0RgzZgxu3ryp+CAiIiICS5YswaRJkwSnK7nMzEzF30MVeHt7Y/Xq1Vi1apXoKB9M1Z5rqkTV7o2trS1iYmLQsGFDfPrpp1i6dCmqVq2K9evXw9zcXHS8Ss3R0REXL16EpaUlOnToAF9fXzx58gRbt26Fra2t6Hgl1qlTJ3h7e2P79u2oW7cuAODevXvw8fFB586dBacjKeCSeCJSCp07d0bNmjURFBQELS0tAMCrV6/g5uaGtLQ0hIWFCU5YfB4eHjAxMcGsWbOwZs0aTJ06FW3atMGlS5fQt29fbNy4UXTEEpHL5Vi5ciX8/Pxw//59AEDdunUxdepUeHl5FVhSruymTZsGXV1dzJw5U3SUMtGnTx8cO3YMNWvWRJMmTQrM5AQHBwtKVnKq9lxTJap2b0JCQvDixQv07dsXiYmJ+OKLLxAfH4+aNWvit99+Q6dOnURHrLTenuDRsWNHPHr0CMOHD8eZM2dgaWmJTZs2oWnTpqIjlsidO3fg6uqKv/76CyYmJooxW1tb7Nu3D/Xr1xeckJQdC3YiUgpXrlxB9+7d8ebNG8WLcUxMDDQ1NREaGoomTZoITlh8ubm5yM3NRZUqeYuYduzYoXiz8fXXX6Nq1aqCE5be2+X9b5eSSsW/ZwBzc3OxZcsW2Nvbw97eXtJd1QFg5MiRRT4eGBhYQUnKllSfa5WBqt6btLQ0VK9eXXIfPpDyk8vlCAsLU+y/t7a2luzJJFTxWLATkdJ4+fIltm3blu8FbciQIdDW1hacrHJLTk5GdnZ2gb2rCQkJ0NDQgJmZmZhgJdCxY8diXSe1ruolERERAScnJ2hqaoqO8k6q8FxTVap6bxITE5GUlIT27dtDW1sbcrmcBbsSyM7OxokTJ5CUlITBgwdDT08P9+/fh76+PnR1dUXHI6pQ3MNOREph0aJFqF27NkaPHp1vfNOmTXj8+DGmTZsmKFnpnD59GuvWrUNSUhJ27dqFevXqYevWrWjYsCHatm0rOl6JjBgxAu7u7gXeqJ8/fx4bNmzAiRMnxAQrgePHj4uOINxnn32G6Ohopd6fqwrPNVWlavfm6dOn6N+/P44fPw6ZTIaEhASYm5tj1KhRqF69Ovz8/ERHrLRSUlLQvXt33L59G2/evEHXrl2hp6eHJUuW4M2bNwgICBAdsUS8vLxgYWEBLy+vfOP+/v5ITEzEypUrxQQjyVATHYCICADWrVsHKyurAuNNmjSR3Ivz7t274eLiAm1tbURFReHNmzcAgGfPnmHhwoWC05VcVFRUoV3IW7Zsiejo6IoPRKUihQV1fK4pL1W7Nz4+PtDQ0MDt27dRrVo1xfiAAQNw+PBhgcnI29sbTk5O+Pvvv/OtsOvTpw+OHj0qMFnp7N69u9B/O61bt8auXbsEJCKpYcFORErhwYMHqFOnToFxIyMjpKamCkhUevPnz0dAQAB+/vnnfPuj27Rpg8jISIHJSkcmkyn2rP7bs2fPkJOTIyARqSo+15SXqt2b0NBQLFmypEDDL0tLS6SkpAhKRUDeCrXvv/++QL8XMzMz3Lt3T1Cq0nv69CkMDAwKjOvr6+PJkycCEpHUsGAnIqVgYmKCiIiIAuMRERGKY1Ck4saNG2jfvn2BcQMDA6Snp1d8oA/Uvn17LFq0KN+b8pycHCxatEhyy/tJufG5prxU7d68ePEi38z6W2lpaUrd56EyyM3NLfRDoLt370qy0aGFhUWhqzYOHTqk1FuUSHlwDzsRKYXRo0dj4sSJyMrKUhync/ToUXz77beYPHmy4HQl89FHHyExMbFAE6bw8HBJvjgvWbIE7du3R+PGjdGuXTsAeTMgz58/V9kGbSQGn2vKS9XuTbt27RAUFIR58+YByFtBkJubi6VLlxa7SSWVj27dumHlypVYv349gLx7k5GRgVmzZqFHjx6C05XcpEmTMGHCBDx+/Djf+xs/Pz/uX6diYZd4IlIKcrkc06dPx6pVq5CZmQkA0NLSwrRp0+Dr6ys4XcksWrQIv/zyCzZt2oSuXbvi4MGDSElJgY+PD2bOnAlPT0/REUvs/v378Pf3R0xMDLS1tWFvb48JEyagRo0aoqNRMenr6yt90zmAzzVlpkr35urVq+jcuTOaNWuGY8eOKc7JTktLQ0REBBo1aiQ6YqV19+5duLi4QC6XIyEhAU5OTkhISECtWrVw6tQpGBsbi45YYmvXrsWCBQtw//59AHnL+2fPno3hw4cLTkZSwIKdiJRKRkYGrl+/Dm1tbVhaWkpyaaJcLsfChQuxaNEivHz5EgCgqamJKVOmKGZziCqanp4eYmJilL5gJ6ooz549U3wAkZGRgWbNmmH8+PGF9lOhipWdnY0dO3YgNjZWcW9U4ZjXx48fQ1tbm0fTUYmwYCciKieZmZlITExERkYGbGxs+AJN5WLWrFlwd3eHqamp6ChERERUxliwExERSZiDgwOuXr2KDh06YNSoUejXr58kV6YQlbfY2NhiX2tvb1+OSei/9u3bV+xrXV1dyzEJkfJhwU5EVAb69u1b7GuDg4PLMQlVRlFRUQgMDMT27duRnZ2NgQMHwt3dHZ988onoaERKQ01NDTKZDO976yuTySR5VJ2UqakV7+Aq3huqjNglnoioDBR2xipRRXF0dISjoyP8/Pywf/9+BAYGok2bNrCyssKoUaMwYsQIPkep0ktOThYdgd4hNzdXdAQipcUZdiIiQSIiIuDk5KT0y5c7deqE4OBgGBoa5ht//vw5evfuLckjnVRVZmYm/vjjD2zatAnHjh1D69atcf/+fTx8+BA///wzBgwYIDpikTZt2oSOHTuiYcOGoqPQf1TWnwOff/45NmzYwEZ0SsjOzg4HDx6EiYmJ6ChFCgoKwoABAwq81mdmZmLHjh3sFE/vxYKdiEgQqRyzpaamhgcPHhQ4SufRo0eoV68esrKyBCWjty5fvqxYEq+pqYnhw4fDw8MDFhYWAIDVq1dj/vz5ePjwoeCkRbO0tMTNmzdRr149dOjQAR06dICzs7Pi70HiVNafAzxdQXlJ5d6oq6sjNTW1wL+dp0+fwtjYmEv86b24JJ6ISBBl/7z03w2arl27hgcPHii+z8nJweHDh1GvXj0R0ehf7OzsEBcXh27dumHjxo3o2bMn1NXV810zaNAgeHt7C0pYfAkJCbh37x5OnDiBU6dOYdmyZfj6669Rp04dODs745dffhEdsdLhzwGiDyOXyyGTyQqM3717l1uVqFhYsBMRUaEcHBwgk8kgk8nQqVOnAo9ra2tj9erVApLRv/Xv3x/u7u5FFk21atWSzB7RevXqYciQIejTpw9Onz6N7du3Y9u2bdixYwcLdgH4c4CodBwdHRX/djp37owqVf6v7MrJyUFycjK6d+8uMCFJBQt2IiIqVHJyMuRyOczNzXHhwgUYGRkpHqtatSqMjY0LzORSxcrKysLmzZvx5ZdfqsQsZ2hoKE6cOIETJ04gKioK1tbW6NChA3bt2oX27duLjlcp8ecAUen07t0bABAdHQ0XFxfo6uoqHqtatSrMzMzQr18/QelISliwExFRoUxNTQGwe68y09DQwOvXr0XHKDPdu3eHkZERJk+ejIMHDxZocEYVjz8HiEpn1qxZAAAzMzMMGDAAWlpaghORVBXv0EMiIipzhe1pU1ZJSUnw9PREly5d0KVLF3h5eSEpKUl0LAIwfvx4LFmyBNnZ2aKjfLDly5ejTZs2WLp0KZo0aYLBgwdj/fr1iI+PFx2t0tuyZQv+/PNPxffffvstDA0N0bp1a6SkpAhMRqTc3NzcoKWlhcuXL+OXX37BL7/8gqioKNGxSELYJZ6ISBCpdLgNCQmBq6srHBwc0KZNGwB5R9LFxMRg//796Nq1q+CElVufPn1w9OhR6Orqws7ODjo6OvkeDw4OFpTsw1y5cgUnT57EsWPHcODAARgbG+Pu3buiY1VajRs3xtq1a9GpUyecPXsWnTt3xsqVK3HgwAFUqVJFss+z91m0aBG++eYbrvYQ5PXr1++cmf7111/Rq1evAj/zlM2jR48wcOBAnDhxQvE8Sk9PR8eOHbFjx45820yICsOCnYioHGRnZ+PEiRNISkrC4MGDoaenh/v370NfXz/fPjYpcHR0hIuLCxYvXpxvfPr06QgNDUVkZKSgZAQAI0eOLPLxwMDACkpSNuRyOaKionDixAkcP34c4eHh+Oeff2BnZ8dZKYGqVauGuLg4NGjQANOmTUNqaiqCgoLw119/wdnZGY8fPxYdscS2bt2KgIAAJCcn4+zZszA1NcXKlSvRsGFD9OrVS3S8Sis3NxcLFixAQEAAHj58iPj4eJibm2PmzJkwMzPDqFGjREcskQEDBuDmzZsICgqCtbU1gLwTF9zc3GBhYYHt27cLTkjKjnvYiYjKWEpKCrp3747bt2/jzZs36Nq1K/T09LBkyRK8efMGAQEBoiOWyPXr17Fz584C4+7u7li5cmXFB6J8pFaQF6Vnz56IiIjA8+fP0bRpUzg7O2P06NFo3749ZzgF09XVxdOnT9GgQQOEhoZi0qRJAAAtLS28evVKcLqSW7t2LXx9fTFx4kQsWLBAcRa2oaEhVq5cyYJdoPnz52PLli1YunQpRo8erRi3tbXFypUrJVewHz58GGFhYYpiHQBsbGywZs0adOvWTWAykgruYSciKmPe3t5wcnLC33//DW1tbcX426XLUmNkZITo6OgC49HR0TA2Nq74QFRAdnY2wsLCsG7dOvzzzz8AgPv37yMjI0NwspKxsrJCUFAQnj59isuXL8PPzw+urq4s1pVA165d4eHhAQ8PD8THx6NHjx4AgL/++gtmZmZiw5XC6tWr8fPPP+O7777L1+XeyckJV65cEZiMgoKCsH79egwZMiTfvWnatCni4uIEJiud3NxcaGhoFBjX0NBgM0cqFs6wExGVsdOnT+PMmTOoWrVqvnEzMzPcu3dPUKrSGz16NMaMGYObN2+idevWAPL2sC9ZskQxy0biqNKKjh9++EHxdVF7V6nirVmzBt9//z3u3LmD3bt3o2bNmgCAy5cvY9CgQYLTlVxycjIcHR0LjGtqauLFixcCEtFb9+7dg4WFRYHx3NxcZGVlCUj0YTp16gRvb29s374ddevWBZD3d/Tx8UHnzp0FpyMpYMFORFTGcnNzFcsr/+3u3bvQ09MTkOjDzJw5E3p6evDz88OMGTMAAHXr1sXs2bPh5eUlOB29XdERExOjKKKAvBUd/15OKgWqtndVlRgaGsLf37/A+Jw5cwSk+XANGzZEdHS04ti6tw4fPpxv6TJVPBsbG5w+fbrAvdm1a1ehH7IoO39/f7i6usLMzAwmJiYAgDt37sDW1ha//PKL4HQkBSzYiYjKWLdu3bBy5UqsX78eQN7xbRkZGZg1a5ZiGamUyGQy+Pj4wMfHR7HcWoofPKgqVVrRoWp7V1XJqVOniny8ffv2FZSkbEyaNAnjx4/H69evIZfLceHCBWzfvh2LFi3Chg0bRMer1Hx9feHm5oZ79+4hNzcXwcHBuHHjBoKCgnDgwAHR8UrMxMQEkZGRCAsLUyzpt7a2RpcuXQQnI6lgl3giojJ29+5duLi4QC6XIyEhAU5OTkhISECtWrVw6tQpye77fvToEW7cuAEgb68xj6JRDtWrV0dERARsbGzyHRUYHh6Ofv364eHDh6IjFpuFhQXWrVuHzp075/u7xMXFoVWrVvj7779FR6y01NQKtj2SyWSKrwtbVaTstm3bhtmzZyMpKQlA3sqhOXPm8IMhJXD69GnMnTsXMTExyMjIQLNmzeDr68smbVQpsWAnIioH2dnZ2LFjB2JjYxVvNoYMGZKvCZ1U/PPPPxg3bhy2b9+uaJCjrq6OAQMGYM2aNTAwMBCcsHIbMGAADAwMsH79eujp6SE2NhZGRkbo1asXGjRoIKku8tra2oiLi4OpqWm+gv3atWto0aKF5JroqZJnz57l+z4rKwtRUVGYOXMmFixYIOm9uC9fvkRGRoZkP0wl5Xf06FGsWLEC169fB5A3wz5x4kTOslOxsEs8EVEZe/HiBapUqYKhQ4di6dKl+Omnn+Dh4SHJYh0APDw8cP78efz5559IT09Heno6Dhw4gEuXLuHrr78WHa/S8/PzU8ywv379GoMHD1Ysh1+yZInoeCXydu/qf0l176oqMTAwyPerVq1a6Nq1K5YsWYJvv/1WdLwSmzVrFlJSUgDknTHPYl15uLm5vXcLhpT89NNP6N69O/T09ODt7Q1vb2/o6+ujR48eWLNmjeh4JAGcYSciKmO6urro378/3N3d0bZtW9FxPpiOjg5CQkIK/F1Onz6N7t27s6OyElCVFR179+6Fm5sbZsyYgblz52LOnDn59q527dpVdET6j7i4ODg5OUlu9YODgwOuXr2KDh06YNSoUejXrx80NTVFxyIAvXv3xsGDB2FqaoqRI0fCzc0N9erVEx2r1OrXr4/p06djwoQJ+cbXrFmDhQsXSq7XCFU8FuxERGVsz5492Lx5Mw4ePAgzMzO4u7tj+PDhiuNcpKZBgwb4888/YWdnl288NjYWPXr0wN27dwUlI1XEvavKKTY2Nt/3crkcqampWLx4MbKzsxEeHi4oWelFRUUhMDAQ27dvR3Z2NgYOHAh3d3d88sknoqNVeo8fP8bWrVuxZcsWXLt2DV26dMGoUaPQq1evQs80V2a6urqIjo4ucFRdQkICHB0dJfdhF1U8FuxEROXk7RuOzZs34/r163BxcYG7uztcXV1RpYp0DulYv349fv/9d2zduhUfffQRAODBgwdwc3ND3759uSxegH379hX7WldX13JMQpWFmpoaZDIZ/vu2sWXLlti0aROsrKwEJftwWVlZ2L9/PwIDAxESEgIrKyuMGjUKI0aMYI8OJRAZGYnAwEBs2LABurq6GDp0KMaNGwdLS0vR0Ypl8ODBcHR0xNSpU/ONL1u2DJcuXcKOHTsEJSOpYMFORFQBVq9ejalTpyIzMxO1atXC2LFjMX36dFSrVk10tPdydHREYmIi3rx5gwYNGgAAbt++DU1NzQJvmCIjI0VErHT+27G7sELqbQdvKXbvJuXzdr/3W2pqajAyMoKWlpagRGUnMzMTf/zxBzZt2oRjx46hdevWuH//Ph4+fIiff/4ZAwYMEB2x0kpNTUVQUBACAwNx9+5d9OvXD/fu3cPJkyexdOlS+Pj4iI74XvPnz8eyZcvQpk0btGrVCgBw7tw5REREYPLkydDX11dc6+XlJSomKTEW7ERE5eThw4fYsmULNm/ejJSUFPTp0wejRo3C3bt3sWTJEtStWxehoaGiY77XnDlzin3trFmzyjEJFSYsLAzTpk3DwoULFW8Gz549i++//x4LFy5U+n3f1atXz3c8WFHS0tLKOQ0VJisrC927d0dAQIBkZjWL4/Lly4ol8Zqamhg+fDg8PDwUS5dXr16N+fPnS+poRFWQlZWFffv2ITAwEKGhobC3t4eHhwcGDx6sKG7/+OMPuLu7S+Kox4YNGxbrOplMhps3b5ZzGpIiFuxERGUsODhYsbTSxsYGHh4eGDp0KAwNDRXXJCUlwdraGpmZmeKCkkqwtbVFQEBAoU0Bx4wZozhGSFlt2bJF8fXTp08xf/58uLi45PvwISQkBDNnzpTEbJqqMjIywpkzZ1SmYLezs0NcXBy6deuG0aNHo2fPnlBXV893zZMnT2BsbKw4zpIqRq1atZCbm4tBgwZh9OjRcHBwKHBNeno6HB0dkZycXPEBiSoYC3YiojJmYGCAgQMHwsPD453Ni169eoWlS5dKYkb6zp07kMlkqF+/PgDgwoUL+PXXX2FjY4MxY8YITkfa2tq4ePEibG1t843Hxsbi008/xatXrwQlK7l+/fqhY8eOBbop+/v7IywsDHv27BETjODj4wNNTU0sXrxYdJQyMW/ePLi7u0u6+7iq2rp1K7766iuV2G5RmJycHFy5cgWmpqaoXr266DgkASzYiYjK2MuXLyWxN7242rVrhzFjxmDYsGF48OABPv74Y9ja2iIhIQGenp7w9fUVHbFSa9++PbS0tLB161bUrl0bQN52jOHDh+P169c4efKk4ITF965uyomJiXBwcGA3ZYE8PT0RFBQES0tLNG/eHDo6OvkeX758uaBkHyYzMxPJyclo1KiRpJqBVgaJiYlISkpC+/btoa2tDblcXuztM8pk4sSJsLOzw6hRo5CTk4P27dvj7NmzqFatGg4cOABnZ2fREUnJqb3/EiIiKolq1aohKSkJ33//PQYNGoRHjx4BAA4dOoS//vpLcLqSu3r1Klq0aAEA2LlzJ+zs7HDmzBls27YNmzdvFhuOsGnTJqSmpqJBgwawsLCAhYUFGjRogHv37mHjxo2i45VIzZo1sXfv3gLje/fuRc2aNQUkoreuXr2KZs2aQU9PD/Hx8YiKilL8io6OFh2vxF69eoVRo0ahWrVqaNKkCW7fvg0g74MJVVlFIFVPnz5F586d8fHHH6NHjx5ITU0FAIwaNQqTJ08WnK7kdu3ahaZNmwIA9u/fj1u3biEuLg4+Pj747rvvBKcjKeBHiUREZezkyZP47LPP0KZNG5w6dQoLFiyAsbExYmJisHHjRuzatUt0xBLJysqCpqYmgLwGZ2+PCbOyslK8kSJxLCwsEBsbiyNHjiAuLg4AYG1tjS5dukhuNmrOnDnw8PDAiRMn8OmnnwIAzp8/j8OHD+Pnn38WnK5yO378uOgIZWr69OmIiYnBiRMn0L17d8V4ly5dMHv2bEyfPl1gusrNx8cHGhoauH37NqytrRXjAwYMwKRJk+Dn5ycwXck9efJEcSTqwYMH8dVXX+Hjjz+Gu7s7fvzxR8HpSApYsBMRlbHp06dj/vz5mDRpEvT09BTjnTp1gr+/v8BkpdOkSRMEBATg888/x5EjRzBv3jwAwP379znrqQRev34NLS0tdOvWDd26dRMd54OMGDEC1tbWWLVqFYKDgwHkffgQHh6uKOCJysKePXvw22+/oWXLlvk+2GrSpAmSkpIEJqPQ0FCEhIQo+qa8ZWlpWeB4QSmoXbs2rl27hjp16uDw4cNYu3YtgLztc/9tdEhUGBbsRERl7MqVK/j1118LjBsbG+PJkycCEn2YJUuWoE+fPvjhhx/g5uamWNq3b98+xVJ5EsfQ0BAtWrRAhw4d0LFjR7Rq1Qra2tqiY5Xap59+im3btomOQSru8ePHMDY2LjD+4sULya1MUTUvXrwotA9MWlqaYrWXlIwcORL9+/dHnTp1IJPJ0KVLFwB5q4esrKwEpyMpYMFORFTGDA0NkZqaWuDs1aioKEl2JHZ2dsaTJ0/w/PnzfB1tx4wZk+9NVUREBJycnCT5hkrKwsLCcOrUKZw4cQIrVqxAdnY2nJyc0KFDBzg7Oyv9OezPnz8v9rVvz2Am+lBOTk74888/4enpCQCKIn3Dhg2KIwVJjHbt2iEoKEixmksmkyE3NxdLly5Fx44dBacrudmzZ8PW1hZ37tzBV199pXiNVFdX59YLKhZ2iSciKmNTpkzB+fPn8fvvv+Pjjz9GZGSkomv38OHDJXGUW2no6+sjOjoa5ubmoqNUWtnZ2bh48SLWrVuHbdu2ITc3Fzk5OaJjFUlNTe29M5pvu0Mr+9+FpCM8PByfffYZhg4dis2bN+Prr7/GtWvXcObMGZw8eRLNmzcXHbHSunr1Kjp37oxmzZrh2LFjcHV1xV9//YW0tDRERESgUaNGoiOWCzs7Oxw8eBAmJiaio5CS4Qw7EVEZW7hwIcaPHw8TExPk5OTAxsYGOTk5GDx4ML7//nvR8coNP/8VJz4+HidOnFD8evPmDb744gtJHBekas3MSBratm2L6OhoLF68GHZ2dggNDUWzZs1w9uxZ2NnZiY5Xqdna2iI+Ph7+/v7Q09NDRkYG+vbti/Hjx6NOnTqi45WbW7duISsrS3QMUkKcYSciKid37tzBlStXkJGRAUdHR1haWoqOVK709PQQExPDGfYKVq9ePbx69QrOzs5wdnZGhw4dYG9vz324RGVg8eLFGDt2LAwNDUVHof8YN24c5s6di1q1aomOUib4Gkrvwhl2IqJyYmJiUuTSNi4hp7JgZGSEuLg4PHjwAA8ePMDDhw/x6tWrQps2KaPY2FjY2tpCTU0NsbGxRV5rb29fQamI8ixcuBD9+/dnwa6EfvnlF0yZMkVlCnaid2HBTkQkCBc4UVmIjo5Geno6Tp06hZMnT+J///sfrl27BgcHB3Ts2BELFiwQHbFIDg4OePDgAYyNjeHg4ACZTFbovw3uYScR+HNaefHeUGXBgp2IiMoEl2CLY2hoCFdXV7Rp0watW7fG3r17sX37dpw/f17pC/bk5GQYGRkpviYiIqL/w4KdiIgK2LdvHz777DNoaGgU+/dwtkOM4OBgRbO5a9euoUaNGmjbti38/PzQoUMH0fHey9TUtNCviYiIiAU7EREVok+fPnjw4AGMjIygrq6O1NRUGBsbF/l7/vnnnwpKR/82duxYtG/fHmPGjEGHDh0k3+H6/v37CA8Px6NHj5Cbm5vvMS8vL0GpiIiKr0aNGoiPj0etWrXg7u6OH3/8EXp6ekX+nnXr1qF27doVlJCkhAU7EZEgyryE3MjICOfOnUPPnj0VZ2CTcnr06JHoCGXm7XnYVatWRc2aNfM972QyGQt2IpKEzMxMPH/+HLVq1cKWLVuwZMmS9xbsgwcPrqB0JDUs2ImIBFHmJeRjx45Fr169IJPJIJPJ8NFHH73zWjYCEy8nJwd79uzB9evXAQA2Njbo1asX1NXVBScrmZkzZ8LX1xczZsyAmpqa6DhEaNeuHbS1tUXHoEIMHToU+vr6omMUqlWrVujduzeaN28OuVwOLy+vdz6PNm3aVMHpSGp4DjsRkSDh4eH45JNPoKmpKTpKoeLi4pCYmAhXV1cEBga+81ijXr16VWwwyicxMRE9evTAvXv30LhxYwDAjRs3YGJigj///BONGjUSnLD4atasiQsXLkgqM0nT8+fPCx2XyWTQ1NRE1apVKzgRvfWu4x1lMhm0tLTQoEEDpX3dfOvhw4dYsWIFkpKSEBwcDBcXl3dm/uOPPyo4HUkNC3YiojI2adKkQsffvtmwsLBAr169UKNGjQpOVjpz5szB1KlTJXOud2XTo0cPyOVybNu2TfGcevr0KYYOHQo1NTX8+eefghMW37fffosaNWpg+vTpoqOQilNTUytyq0/9+vUxYsQIzJo1i6s9Ktj77o2GhgYGDBiAdevWQUtLqwKTlU7Dhg1x6dIl1KxZU3QUkigW7EREZaxjx46IjIxETk6OYsYzPj4e6urqsLKywo0bNyCTyRAeHg4bGxvBaUnqdHR0cO7cuQLN5mJiYtCmTRtkZGQISlZyOTk5+OKLL/Dq1SvY2dkVOKVg+fLlgpKRqgkKCsJ3332HESNGoEWLFgCACxcuYMuWLfj+++/x+PFjLFu2DFOnTsX//vc/wWkrl71792LatGmYOnVqvnvj5+eHWbNmITs7G9OnT8eAAQOwbNkywWmJyh/3sBMRlbG3s+eBgYGK/XXPnj2Dh4cH2rZti9GjR2Pw4MHw8fFBSEiI4LTFs2vXLuzcuRO3b99GZmZmvsciIyMFpSIA0NTULLRDf0ZGhuSW9S5atAghISGKD7r+23SOqKxs2bIFfn5+6N+/v2KsZ8+esLOzw7p163D06FE0aNAACxYsYMFewRYsWIAff/wRLi4uijE7OzvUr18fM2fOxIULF6Cjo4PJkydLpmB/8eIFTp48WehrKJtp0vtwhp2IqIzVq1cPR44cKTB7/tdff6Fbt264d+8eIiMj0a1bNzx58kRQyuJbtWqVYiZq/fr1GDlyJJKSknDx4kWMHz8eCxYsEB2xUhs+fDgiIyOxceNGxWzU+fPnMXr0aDRv3hybN28WG7AEqlevjhUrVmDEiBGio5CK09bWRmxsLCwtLfONJyQkoGnTpnj58iWSk5PRpEkTvHz5UlDKyklbWxtRUVGwsrLKNx4XFwdHR0e8evUKt27dgo2NjSTuTVRUFHr06IGXL1/ixYsXqFGjBp48eYJq1arB2NgYN2/eFB2RlBw35RARlbFnz54VetTW48ePFY2ODA0NC3zKrqx++uknrF+/HqtXr0bVqlXx7bff4siRI/Dy8sKzZ89Ex6v0Vq1ahUaNGqFVq1bQ0tKClpYWWrduDQsLC/z444+i45WIpqYm2rRpIzoGVQImJibYuHFjgfGNGzfCxMQEQF4viOrVq1d0tErPysoKixcvzvcamZWVhcWLFyuK+Hv37knmzHIfHx/07NkTf//9N7S1tXHu3DmkpKSgefPmklkhQGJxSTwRURnr1asX3N3d4efnh08++QQAcPHiRUyZMgW9e/cGkLcf7+OPPxaYsvhu376N1q1bA8ib+Xi7/HrYsGFo2bIl/P39Rcar9AwNDbF3714kJibi2rVrAPKOdbOwsBCcrOS8vb2xevVqrFq1SnQUUnHLli3DV199hUOHDil+Tl+6dAlxcXHYtWsXgLyf2wMGDBAZs1Jas2YNXF1dUb9+fdjb2wMArly5gpycHBw4cAAAcPPmTYwbN05kzGKLjo7GunXroKamBnV1dbx58wbm5uZYunQp3Nzc0LdvX9ERScmxYCciKmPr1q2Dj48PBg4ciOzsbABAlSpV4ObmhhUrVgDIm0HYsGGDyJjF9tFHHyEtLQ2mpqZo0KABzp07h6ZNmyI5OVmpz5KvTDZu3IgVK1YgISEBAGBpaYmJEyfCw8NDcLKSuXDhAo4dO4YDBw6gSZMmBZrOBQcHC0pGqsbV1RVxcXFYt24d4uPjAQCfffYZ9uzZAzMzMwDAN998IzBh5dW6dWskJydj27Ztinvz1VdfYfDgwdDT0wOQ94GxVGhoaChOGjA2Nsbt27dhbW0NAwMD3LlzR3A6kgLuYSciKicZGRmKvWnm5ubQ1dUVnKh0PDw8YGJiglmzZmHNmjWYOnUq2rRpg0uXLqFv376FLiuliuPr64vly5fD09MTrVq1AgCcPXsW/v7+8PHxwdy5cwUnLL6RI0cW+XhgYGAFJSEiKhvdunXDiBEjMHjwYIwePRqxsbHw8vLC1q1b8ffff+P8+fOiI5KSY8FORFSO7t69CyDvTF+pys3NRW5uLqpUyVuUtWPHDpw5cwaWlpb4+uuvJdeJXNUYGRlh1apVGDRoUL7x7du3w9PTUxKNDUsqIiICTk5O0NTUFB2FJCw9PR0bN27E9evXAQBNmjSBu7s7DAwMBCejpKQkrFy5Mt+98fLyQqNGjQQnK7lLly7hn3/+QceOHfHo0SMMHz5c8Rq6adMmNG3aVHREUnIs2ImIylhubi7mz58PPz8/xRnYenp6mDx5Mr777jvF0jiismBoaIiLFy8W6HYdHx+PFi1aID09XUywcqSvr4/o6GiYm5uLjkISdenSJbi4uEBbW1txusLFixfx6tUrhIaGolmzZoITVl4hISFwdXWFg4ODogllREQEYmJisH//fnTt2lVwQqKKxYKdiKiMzZgxAxs3bsScOXMUbzbCw8Mxe/ZsjB49WpLHoJ0+fRrr1q1DUlISdu3ahXr16mHr1q1o2LAh2rZtKzpepebp6QkNDQ0sX7483/iUKVPw6tUrrFmzRlCy8qOnp4eYmBgW7FRq7dq1g4WFBX7++WfF6qHs7Gx4eHjg5s2bOHXqlOCElZejoyNcXFywePHifOPTp09HaGgoIiMjBSUrvezsbJw4cQJJSUmKvfj379+Hvr6+ZLfLUcVhwU5EVMbq1q2LgIAAuLq65hvfu3cvxo0bh3v37glKVjq7d+/GsGHDMGTIEGzduhXXrl2Dubk5/P39cfDgQRw8eFB0xErN09MTQUFBMDExQcuWLQHkncN++/ZtDB8+PF/jtv8W9VLFgp0+1LvO+r527RqcnJwkcb63qtLS0sKVK1cKXTVkb2+P169fC0pWOikpKejevTtu376NN2/eID4+Hubm5vD29sabN28QEBAgOiIpOa7LJCIqY2lpaQXeBAJ5neHT0tIEJPow8+fPR0BAAH7++ed8xV+bNm0kOdOhaq5evYpmzZrByMgISUlJSEpKQq1atdCsWTNcvXoVUVFRiIqKQnR0tOioREpDX18ft2/fLjB+584dRSdyEsPIyKjQn1fR0dEwNjau+EAfyNvbG05OTopz2N/q06cPjh49KjAZSQWPdSMiKmNNmzaFv79/gbOk/f39Jdlc5saNG2jfvn2BcQMDA5XcHy01x48fFx2BSHIGDBiAUaNGYdmyZWjdujWAvH3SU6dOLdDAkSrW6NGjMWbMGNy8eTPfvVmyZAkmTZokOF3JnT59GmfOnCnQoNXMzExyK+5IDBbsRERlbOnSpfj8888RFhaW75itO3fuSHL5+EcffYTExETF2cRvhYeHc0kyCSGTyURHIIlbtmwZZDIZhg8fjuzsbAB552V/8803BfZOU8WaOXMm9PT04OfnhxkzZgDI22o2e/ZseHl5CU5Xcrm5ucjJySkwfvfuXa7moGLhHnYionJw//59rFmzBnFxcQAAa2trjBs3DnXr1hWcrOQWLVqEX375BZs2bULXrl1x8OBBpKSkwMfHBzNnzoSnp6foiFTJcA87fYicnBxERETAzs4OmpqaSEpKAgA0atQI1apVE5yucsvOzsavv/4KFxcX1K5dG//88w8ASLqwHTBgAAwMDLB+/Xro6ekhNjYWRkZG6NWrFxo0aIDAwEDREUnJsWAnIipDWVlZ6N69OwICAgo0zJEquVyOhQsXYtGiRYpGTJqampgyZQrmzZsnOB2pklmzZsHd3R2mpqaio5CK09LSwvXr19GwYUPRUeg/qlWrhuvXr6vMz4G7d+/CxcUFcrkcCQkJcHJyQkJCAmrVqoVTp05Jcl8+VSwW7EREZczIyAhnzpxRmYL9rczMTCQmJiIjIwM2NjY8iobKnIODA65evYoOHTpg1KhR6NevHzQ1NUXHIhXk5OSEJUuWoHPnzqKj0H84Oztj4sSJ6N27t+goZSY7Oxs7duxAbGwsMjIy0KxZMwwZMiRfEzqid2HBTkRUxnx8fKCpqcl9kESlEBUVhcDAQGzfvh3Z2dkYOHAg3N3d8cknn4iORirk8OHDmDFjBubNm4fmzZtDR0cn3+P6+vqCktHOnTsxY8YM+Pj4FHpv7O3tBSUjEoMFOxFRGXt7LralpWWhbzakcBZ23759i31tcHBwOSahyiorKwv79+9HYGAgQkJCYGVlhVGjRmHEiBEwMDAQHY8kTk3t/042/ncTQ7lcDplMVmiTMKoY/743b8lkMkndm3379hX7WldX13JMQqqAXeKJiMpAbGwsbG1toaampjgXGwDi4+PzXSeV7tYsiEg0uVyOrKwsZGZmQi6Xo3r16vD398fMmTPx888/Y8CAAaIjkoTxOETllZycLDrCByvucn6pfABBYnGGnYioDKirqyM1NRXGxsYwNzfHxYsXUbNmTdGxKlRERAScnJy455g+yOXLlxVL4jU1NTF8+HB4eHjAwsICALB69WrMnz8fDx8+FJyUpKZv377YvHkz9PX1ERQUhAEDBvDnlZJo1qwZjh49iurVq2Pu3LmYMmUKO/YT/X8s2ImIykDNmjVx8OBBfPrpp1BTU8PDhw9hZGQkOlaF0tfXR3R0NI/aolKzs7NDXFwcunXrhtGjR6Nnz55QV1fPd82TJ09gbGyM3NxcQSlJqqpWrYqUlBTUqVMn34esJJ62tjYSEhJQv379Sntv7OzscPDgQZiYmIiOQkqGS+KJiMpAv3790KFDB9SpUwcymQxOTk4FCo23bt68WcHpKgY//6UP1b9/f7i7u6NevXrvvKZWrVos1qlUrKysMGPGDHTs2BFyuRw7d+58Z3O54cOHV3C6ys3BwQEjR45E27ZtIZfLsWzZsneeROLr61vB6SrGrVu3kJWVJToGKSHOsBMRlZHDhw8jMTERXl5emDt3LvT09Aq9ztvbu4KTVQw9PT3ExMRwhp1KJSsrC1ZWVjhw4ACsra1FxyEVdObMGUyaNAlJSUlIS0uDnp5eoX1FZDIZ0tLSBCSsvG7cuIFZs2YhKSkJkZGRsLGxQZUqBecVZTIZIiMjBSQsf3wNpXdhwU5EVMZGjhyJVatWvbNgV1V8s0Efql69eggLC2PBTuVOTU0NDx48qHTLrqWgst4bvobSuxQ8N4GIiD5IYGBgpSvWicrC+PHjsWTJEmRnZ4uOQiouOTm50vUZkYrc3NxKV6wTFYV72ImIqExI5cg6Ul4XL17E0aNHERoaCjs7O+jo6OR7PDg4WFAyUjWmpqaiIxARFQsLdiIiKhPcYUUfytDQEP369RMdg4iISGlwDzsREb1XdnY2Tpw4gaSkJAwePBh6enq4f/8+9PX139nJl4iIiP7P69evoaWlVehjv/76K3r16lVgZRER97ATEVGRUlJSYGdnh169emH8+PF4/PgxAGDJkiWYMmWK4HSkarKzsxEWFoZ169bhn3/+AQDcv38fGRkZgpMREZVcbm4u5s2bh3r16kFXV1dxtOvMmTOxceNGxXWDBw9msU6FYsFORERF8vb2hpOTE/7++29oa2srxvv06YOjR48KTEaqhh8OUUXp1KkT0tPTC4w/f/4cnTp1qvhAVMClS5ewdetWbN26FZcuXRIdp9Tmz5+PzZs3Y+nSpahatapi3NbWFhs2bBCYjKSCe9iJiKhIp0+fxpkzZ/K90QAAMzMz3Lt3T1AqUkVvPxyKiYlBzZo1FeN9+vTB6NGjBSYjVXPixAlkZmYWGH/9+jVOnz4tIBG9dffuXQwaNAgREREwNDQEAKSnp6N169bYsWMH6tevLzZgCQUFBWH9+vXo3Lkzxo4dqxhv2rQp4uLiBCYjqWDBTkRERcrNzUVOTk6B8bt37/L4OipT/HCIyltsbKzi62vXruHBgweK73NycnD48GHUq1dPRDT6/zw8PJCVlYXr16+jcePGAIAbN25g5MiR8PDwwOHDhwUnLJl79+7BwsKiwHhubi6ysrIEJCKpYcFORERF6tatG1auXIn169cDyDu+LSMjA7NmzUKPHj0EpyNVwg+HqLw5ODhAJpNBJpMVuvRdW1sbq1evFpCM3jp58iTOnDmjKNYBoHHjxli9ejXatWsnMFnp2NjY4PTp0wWOEty1axccHR0FpSIpYcFORERF8vPzg4uLC2xsbPD69WsMHjwYCQkJqFWrFrZv3y46HqkQfjhE5S05ORlyuRzm5ua4cOECjIyMFI9VrVoVxsbGUFdXF5iQTExMCp15zsnJQd26dQUk+jC+vr5wc3PDvXv3kJubi+DgYNy4cQNBQUE4cOCA6HgkATzWjYiI3is7Oxs7duxAbGwsMjIy0KxZMwwZMiRfEzqiD3X37l24uLhALpcjISEBTk5Oig+HTp06BWNjY9ERiaic7d27FwsXLsSaNWvg5OQEIK8BnaenJ6ZNm4bevXuLDVgKp0+fxty5cxETE6N4DfX19UW3bt1ERyMJYMFORERFevHiBY+aoQrDD4eoImzZsgW1atXC559/DgD49ttvsX79etjY2GD79u0Fli9T+apevTpkMpni+xcvXiA7OxtVquQtBn77tY6ODtLS0kTFJBKCBTsRERVJV1cX/fv3h7u7O9q2bSs6DhHRB2vcuDHWrl2LTp064ezZs+jcuTNWrlyJAwcOoEqVKggODhYdsVLZsmVLsa91c3MrxyRlz83NDaNGjUL79u1FRyGJYsFORERF2rNnDzZv3oyDBw/CzMwM7u7uGD58uCT3EpLy2bdvX7GvdXV1LcckVJlUq1YNcXFxaNCgAaZNm4bU1FQEBQXhr7/+grOzMx4/fiw6IqmI3r174+DBgzA1NcXIkSPh5ubGkwioRFiwExFRsTx+/Bhbt27F5s2bcf36dbi4uMDd3R2urq6KZYtEJaWmppbve5lMhv++NXm7VLawDvJEpWFsbIyQkBA4OjrC0dERkyZNwrBhw5CUlISmTZsiIyNDdEQC8Pr1a2RmZuYb09fXF5Sm9N6+fm7ZsgXXrl1Dly5dMGrUKPTq1QsaGhqi45GSU3v/JURERICRkREmTZqE2NhYLF++HGFhYfjyyy9Rt25d+Pr64uXLl6IjkgTl5uYqfoWGhsLBwQGHDh1Ceno60tPTcejQITRr1kxyZy+TcuvatSs8PDzg4eGB+Ph4xSkEf/31F8zMzMSGq+RevHiBCRMmwNjYGDo6OqhevXq+X1L09vUzJiYG58+fh4WFBYYNG4a6devCx8cHCQkJoiOSEmPBTkRExfLw4UMsXboUNjY2mD59Or788kscPXoUfn5+CA4OlmTnXlIuEydOxI8//ggXFxfo6+tDX18fLi4uWL58Oby8vETHIxWyZs0atGrVCo8fP8bu3btRs2ZNAMDly5cxaNAgwekqt2+//RbHjh3D2rVroampiQ0bNmDOnDmoW7cugoKCRMf7IKmpqThy5AiOHDkCdXV19OjRA1euXIGNjQ1WrFghOh4pKS6JJyKiIgUHByMwMBAhISGwsbGBh4cHhg4dCkNDQ8U1SUlJsLa2LrB0kagktLW1cfHiRdja2uYbj42NxaeffopXr14JSkZEFaVBgwYICgqCs7Mz9PX1ERkZCQsLC2zduhXbt2/HwYMHRUcskaysLOzbtw+BgYEIDQ2Fvb09PDw8MHjwYMXy/j/++APu7u74+++/BaclZcRNh0REVKSRI0di4MCBiIiIwCeffFLoNXXr1sV3331XwclI1XzyySeYNGkStm7ditq1awPIW9kxdepUtGjRQnA6UiWnTp0q8nF29BYnLS0N5ubmAPL2q789xq1t27b45ptvREYrlTp16iA3NxeDBg3ChQsX4ODgUOCajh075vsQnOjfWLATEVGRUlNTUa1atSKv0dbWxqxZsyooEamqTZs2oU+fPmjQoAFMTEwAAHfu3IGlpSX27NkjNhypFGdn5wJj/z4HnA0OxTE3N0dycjIaNGgAKysr7Ny5Ey1atMD+/fslWdSuWLECX331FbS0tN55jaGhIZKTkyswFUkJl8QTEdF7JSUlITAwEElJSfjxxx9hbGyMQ4cOoUGDBmjSpInoeKRC5HI5jhw5gri4OACAtbU1unTpkq+YIvpQz549y/d9VlYWoqKiMHPmTCxYsACdO3cWlIxWrFgBdXV1eHl5ISwsDD179oRcLkdWVhaWL18Ob29v0RFLJTExEUlJSWjfvj20tbUhl8v5c42KhQU7EREV6eTJk/jss8/Qpk0bnDp1CtevX4e5uTkWL16MS5cuYdeuXaIjkop4/fp1kbNQROXt5MmTmDRpEi5fviw6Cv1/KSkpuHz5MiwsLGBvby86Tok9ffoU/fv3x/HjxyGTyZCQkABzc3O4u7ujevXq8PPzEx2RlBy7xBMRUZGmT5+O+fPn48iRI6hatapivFOnTjh37pzAZKRqDA0N0b59e8ycORPHjh1jkzmqcLVr18aNGzdEx6B/MTU1Rd++fSVZrAOAj48PNDQ0cPv27XzbywYMGMDjKqlYuIediIiKdOXKFfz6668Fxo2NjfHkyRMBiUhVhYWF4dSpUzhx4gRWrFiB7OxsODk5oUOHDnB2dkbXrl1FRyQVERsbm+97uVyO1NRULF68uNCmYFRxvLy8YGFhUeAoR39/fyQmJmLlypVigpVSaGgoQkJCUL9+/XzjlpaWSElJEZSKpIQz7EREVCRDQ0OkpqYWGI+KikK9evUEJCJV1bZtW/zvf/9DaGgo0tPTcfz4cVhYWGDp0qXo3r276HikQhwcHODo6AgHBwfF1z169EBmZiY2bNggOl6ltnv3brRp06bAeOvWrSW5BevFixeFNm5NS0uDpqamgEQkNZxhJyKiIg0cOBDTpk3D77//DplMhtzcXERERGDKlCkYPny46HikYuLj43HixAnFrzdv3uCLL74otKs3UWn9tyO3mpoajIyM2ENBCTx9+hQGBgYFxvX19SW5qqtdu3YICgrCvHnzAEDxOrp06VJ07NhRcDqSAjadIyKiImVmZmL8+PHYvHkzcnJyUKVKFeTk5GDw4MHYvHkz1NXVRUckFVGvXj28evUKzs7OcHZ2RocOHWBvb89OylSmsrKy0L17dwQEBMDS0lJ0HPoPW1tbjB07FhMmTMg3vnr1aqxduxbXrl0TlKx0rl69is6dO6NZs2Y4duwYXF1d8ddffyEtLQ0RERFo1KiR6Iik5DjDTkRERapatSp+/vln+Pr64sqVK8jIyICjoyPf6FKZMzIyQlxcHB48eIAHDx7g4cOHePXqVaHLSYlKS0NDo8AedlIekyZNwoQJE/D48WN06tQJAHD06FH4+flJbv86kPcBRHx8PPz9/aGnp4eMjAz07dsX48ePR506dUTHIwngDDsREZUJfX19REdHw9zcXHQUkrD09HScOnUKJ0+exMmTJ3Ht2jU4ODigY8eOWLBggeh4pCJ8fHygqamJxYsXi45ChVi7di0WLFiA+/fvAwDMzMwwe/Zsld6GNW7cOMydOxe1atUSHYWUDAt2IiIqE3p6eoiJiWHBTmXi6dOnOHHiBPbu3Yvt27cjNzcXOTk5omORivD09ERQUBAsLS3RvHlz6Ojo5Ht8+fLlgpLRvz1+/Bja2trQ1dUVHaXc8UNvehcuiSciIiKlEBwcrGg2d+3aNdSoUQNt27aFn58fOnToIDoeqZCrV6+iWbNmAPIaHf4beyaI9erVK8jlclSrVg1GRkZISUnBhg0bYGNjg27duomOV244h0rvwhl2IiIqE5xhpw9lbGyM9u3bKxrO2dnZiY5ERBWsW7du6Nu3L8aOHYv09HQ0btwYVatWxZMnT7B8+XJ88803oiOWC76G0rtwhp2IiIiUwqNHj0RHICLBIiMjsWLFCgDArl278NFHHyEqKgq7d++Gr6+vyhbsRO/Cgp2IiMoEl5FSWcjJycGePXtw/fp1AICNjQ169erF4wOJKomXL19CT08PABAaGoq+fftCTU0NLVu2REpKiuB0RBVPTXQAIiJSDdxhRR8qMTER1tbWGD58OIKDgxEcHIxhw4ahSZMmSEpKEh2PiCqAhYUF9uzZgzt37iAkJESxb/3Ro0fQ19cXnI6o4rFgJyKiMnHo0CHUq1dPdAySMC8vLzRq1Ah37txBZGQkIiMjcfv2bTRs2BBeXl6i4xFRBfD19cWUKVNgZmaGTz/9FK1atQKQN9vu6OgoOF35GTp0KD+QoEKx6RwRERVp0qRJhY7LZDJoaWnBwsICvXr1Qo0aNSo4GakaHR0dnDt3rkCzuZiYGLRp0wYZGRmCkhFRRXrw4AFSU1PRtGlTqKnlzS9euHAB+vr6sLKyEpyuZGJjYwsdf/sa2qBBA2hqalZwKpISFuxERFSkjh07IjIyEjk5OWjcuDGAvGOQ1NXVYWVlhRs3bkAmkyE8PBw2NjaC05KU1ahRAwcOHEDr1q3zjUdERKBnz55IS0sTlIyIqHTU1NSK7PGioaGBAQMGYN26ddDS0qrAZCQVXBJPRERF6tWrF7p06YL79+/j8uXLuHz5Mu7evYuuXbti0KBBuHfvHtq3bw8fHx/RUUnivvjiC4wZMwbnz5+HXC6HXC7HuXPnMHbsWLi6uoqOR0RUYn/88QcsLS2xfv16REdHIzo6GuvXr0fjxo3x66+/YuPGjTh27Bi+//570VFJSXGGnYiIilSvXj0cOXKkwOz5X3/9hW7duuHevXuIjIxEt27d8OTJE0EpSRWkp6fDzc0N+/fvh4aGBgAgOzsbrq6u2Lx5MwwMDAQnJCIqmRYtWmDevHlwcXHJNx4SEoKZM2fiwoUL2LNnDyZPnszmmlQoHutGRERFevbsGR49elSgYH/8+DGeP38OADA0NERmZqaIeKRCDA0NsXfvXiQkJOD69euQyWSwtraGhYWF6GhERKVy5coVmJqaFhg3NTXFlStXAAAODg5ITU2t6GgkESzYiYioSL169YK7uzv8/PzwySefAAAuXryIKVOmoHfv3gDymgF9/PHHAlOSKrG0tFQU6UXt/SQiUnZWVlZYvHgx1q9fj6pVqwIAsrKysHjxYkUDvXv37qF27doiY5IS45J4IiIqUkZGBnx8fBAUFITs7GwAQJUqVeDm5oYVK1ZAR0cH0dHRAPJmCYg+xMaNG7FixQokJCQAyCveJ06cCA8PD8HJiIhK7syZM3B1dYWamhrs7e0B5M265+Tk4MCBA2jZsiW2bt2KBw8eYOrUqYLTkjJiwU5ERMWSkZGBmzdvAgDMzc2hq6srOBGpGl9fXyxfvhyenp6Ks5fPnj0Lf39/+Pj4YO7cuYITEhGV3D///INt27YhPj4eANC4cWMMHjwYenp6gpORFLBgJyKiYrt79y4AoH79+oKTkCoyMjLCqlWrMGjQoHzj27dvh6enJ5saEhFRpcNj3YiIqEi5ubmYO3cuDAwMYGpqClNTUxgaGmLevHnIzc0VHY9USFZWFpycnAqMN2/eXLEdg4hIapKSkuDp6YkuXbqgS5cu8Pb2Zkd4KjYW7EREVKTvvvsO/v7+WLx4MaKiohAVFYWFCxdi9erVmDlzpuh4pEKGDRuGtWvXFhhfv349hgwZIiAREdGHCQkJgY2NDS5cuAB7e3vY29vj3LlzaNKkCY4cOSI6HkkAl8QTEVGR6tati4CAALi6uuYb37t3L8aNG4d79+4JSkaqxtPTE0FBQTAxMUHLli0BAOfPn8ft27cxfPhwxdnsALB8+XJRMYmIis3R0REuLi5YvHhxvvHp06cjNDQUkZGRgpKRVLBgJyKiImlpaSE2NrbAsW03btyAg4MDXr16JSgZqZqOHTsW6zqZTIZjx46Vcxoiog+npaWFK1euwNLSMt94fHw87O3t8fr1a0HJSCp4DjsRERWpadOm8Pf3x6pVq/KN+/v7o2nTpoJSkSo6fvy46AhERGXKyMgI0dHRBQr26OhoGBsbC0pFUsKCnYiIirR06VJ8/vnnCAsLy3fU1p07d3Dw4EHB6YiIiJTX6NGjMWbMGNy8eROtW7cGAERERGDJkiWYNGmS4HQkBVwST0RE73X//n2sWbMGcXFxAABra2uMGzcOdevWFZyMiIhIecnlcqxcuRJ+fn64f/8+gLzeMFOnToWXlxdkMpnghKTsWLATEdE7ZWVloXv37ggICCiwnI+IiIjeLTs7G7/++itcXFxQu3Zt/PPPPwAAPT09wclISnisGxERvZOGhgZiY2NFxyAiIpKcKlWqYOzYsYrGcnp6eizWqcRYsBMRUZGGDh2KjRs3io5BREQkOS1atEBUVJToGCRhbDpHRERFys7OxqZNmxAWFobmzZtDR0cn3+M8D5uIiKhw48aNw+TJk3H37t1CX0Pt7e0FJSOp4B52IiIqUlFnY/M8bCIiondTUyu4oFkmk0Eul0MmkyEnJ0dAKpISFuxERFRAbGwsbG1tC32jQURERMWTkpJS5OOmpqYVlISkiu/EiIioAEdHRzx58gQAYG5ujqdPnwpOREREJA3NmjXD33//DQDYsmULjIyMYGpqWugvovdhwU5ERAUYGhoiOTkZAHDr1i3k5uYKTkRERCQN169fx4sXLwAAc+bMQUZGhuBEJGVsOkdERAX069cPHTp0QJ06dSCTyeDk5AR1dfVCr71582YFpyMiIlJeDg4OGDlyJNq2bQu5XI5ly5ZBV1e30Gt9fX0rOB1JDfewExFRoQ4fPozExER4eXlh7ty57zw71tvbu4KTERERKa8bN25g1qxZSEpKQmRkJGxsbFClSsF5UplMhsjISAEJSUpYsBMRUZFGjhyJVatWvbNgJyIiosKpqanhwYMHMDY2Fh2FJIoFOxEREREREZESYtM5IiIiIiIiIiXEgp2IiIiIiIhICbFgJyIiIiIiIlJCLNiJiIiIiIiIlBDPYSciIiIiIipHly5dwvXr1wEA1tbWcHJyEpyIpIIFOxERERERUTm4e/cuBg0ahIiICBgaGgIA0tPT0bp1a+zYsQP169cXG5CUHpfEExERERERlQMPDw9kZWXh+vXrSEtLQ1paGq5fv47c3Fx4eHiIjkcSwHPYiYiIiIiIyoG2tjbOnDkDR0fHfOOXL19Gu3bt8PLlS0HJSCo4w05ERERERFQOTExMkJWVVWA8JycHdevWFZCIpIYFOxERERERUTn44Ycf4OnpiUuXLinGLl26BG9vbyxbtkxgMpIKLoknIiIiIiIqI9WrV4dMJlN8/+LFC2RnZ6NKlbx+32+/1tHRQVpamqiYJBHsEk9ERERERFRGVq5cKToCqRDOsBMREREREREpIc6wExERERERlbPXr18jMzMz35i+vr6gNCQVbDpHRERERERUDl68eIEJEybA2NgYOjo6qF69er5fRO/Dgp2IiIiIiKgcfPvttzh27BjWrl0LTU1NbNiwAXPmzEHdunURFBQkOh5JAPewExERERERlYMGDRogKCgIzs7O0NfXR2RkJCwsLLB161Zs374dBw8eFB2RlBxn2ImIiIiIiMpBWloazM3NAeTtV397jFvbtm1x6tQpkdFIIliwExERERERlQNzc3MkJycDAKysrLBz504AwP79+2FoaCgwGUkFl8QTERERERGVgxUrVkBdXR1eXl4ICwtDz549IZfLkZWVheXLl8Pb21t0RFJyLNiJiIiIiIgqQEpKCi5fvgwLCwvY29uLjkMSwIKdiIiIiIiISAlxDzsREREREVE58PLywqpVqwqM+/v7Y+LEiRUfiCSHBTsREREREVE52L17N9q0aVNgvHXr1ti1a5eARCQ1LNiJiIiIiIjKwdOnT2FgYFBgXF9fH0+ePBGQiKSGBTsREREREVE5sLCwwOHDhwuMHzp0SHE+O1FRqogOQEREREREpIomTZqECRMm4PHjx+jUqRMA4OjRo/Dz88PKlSvFhiNJYJd4IiIiIiKicrJ27VosWLAA9+/fBwCYmZlh9uzZGD58uOBkJAUs2ImIiIiIiMrZ48ePoa2tDV1dXdFRSEK4h52IiIiIiKgcvHr1Ci9fvgQAGBkZ4enTp1i5ciVCQ0MFJyOpYMFORERERERUDnr16oWgoCAAQHp6Olq0aAE/Pz/06tULa9euFZyOpIAFOxERERERUTmIjIxEu3btAAC7du3CRx99hJSUFAQFBWHVqlWC05EUsGAnIiIiIiIqBy9fvoSenh4AIDQ0FH379oWamhpatmyJlJQUwelICliwExERERERlQMLCwvs2bMHd+7cQUhICLp16wYAePToEfT19QWnIylgwU5ERERERFQOfH19MWXKFJiZmeHTTz9Fq1atAOTNtjs6OgpOR1LAY92IiIiIiIjKyYMHD5CamoqmTZtCTS1vvvTChQvQ19eHlZWV4HSk7FiwExERERERESkhLoknIiIiIiIiUkIs2ImIiIiIiIiUEAt2IiIiIiIiIiXEgp2IiIiIiIhICbFgJyIiokpjxIgR6N27t+J7Z2dnTJw4scJznDhxAjKZDOnp6RX+ZxMRkXSwYCciIiLhRowYAZlMBplMhqpVq8LCwgJz585FdnZ2uf65wcHBmDdvXrGuZZFNREQVrYroAEREREQA0L17dwQGBuLNmzc4ePAgxo8fDw0NDcyYMSPfdZmZmahatWqZ/Jk1atQok/8OERFReeAMOxERESkFTU1NfPTRRzA1NcU333yDLl26YN++fYpl7AsWLEDdunXRuHFjAMCdO3fQv39/GBoaokaNGujVqxdu3bql+O/l5ORg0qRJMDQ0RM2aNfHtt99CLpfn+zP/uyT+zZs3mDZtGkxMTKCpqQkLCwts3LgRt27dQseOHQEA1atXh0wmw4gRIwAAubm5WLRoERo2bAhtbW00bdoUu3btyvfnHDx4EB9//DG0tbXRsWPHfDmJiIjehQU7ERERKSVtbW1kZmYCAI4ePYobN27gyJEjOHDgALKysuDi4gI9PT2cPn0aERER0NXVRffu3RW/x8/PD5s3b8amTZsQHh6OtLQ0/PHHH0X+mcOHD8f27duxatUqXL9+HevWrYOuri5MTEywe/duAMCNGzeQmpqKH3/8EQCwaNEiBAUFISAgAH/99Rd8fHwwdOhQnDx5EkDeBwt9+/ZFz549ER0dDQ8PD0yfPr28/rcREZEK4ZJ4IiIiUipyuRxHjx5FSEgIPD098fjxY+jo6GDDhg2KpfC//PILcnNzsWHDBshkMgBAYGAgDA0NceLECXTr1g0rV67EjBkz0LdvXwBAQEAAQkJC3vnnxsfHY+fOnThy5Ai6dOkCADA3N1c8/nb5vLGxMQwNDQHkzcgvXLgQYWFhaNWqleL3hIeHY926dejQoQPWrl2LRo0awc/PDwDQuHFjXLlyBUuWLCnD/2tERKSKWLATERGRUjhw4AB0dXWRlZWF3NxcDB48GLNnz8b48eNhZ2eXb996TEwMEhMToaenl++/8fr1ayQlJeHZs2dITU3Fp59+qnisSpUqcHJyKrAs/q3o6Gioq6ujQ4cOxc6cmJiIly9fomvXrvnGMzMz4ejoCAC4fv16vhwAFMU9ERFRUViwExERkVLo2LEj1q5di6pVq6Ju3bqoUuX/3qbo6OjkuzYjIwPNmzfHtm3bCvx3jIyMSvXna2trl/j3ZGRkAAD+/PNP1KtXL99jmpqapcpBRET0Fgt2IiIiUgo6OjqwsLAo1rXNmjXDb7/9BmNjY+jr6xd6TZ06dXD+/Hm0b98eAJCdnY3Lly+jWbNmhV5vZ2eH3NxcnDx5UrEk/t/ezvDn5OQoxmxsbKCpqYnbt2+/c2be2toa+/btyzd27ty59/8liYio0mPTOSIiIpKcIUOGoFatWujVqxdOnz6N5ORknDhxAl5eXrh79y4AwNvbG4sXL8aePXsQFxeHcePGFXmGupmZGdzc3ODu7o49e/Yo/ps7d+4EAJiamkImk+HAgQN4/PgxMjIyoKenhylTpsDHxwdbtmxBUlISIiMjsXr1amzZsgUAMHbsWCQkJGDq1Km4ceMGfv31V2zevLm8/xcREZEKYMFOREREklOtWjWcOnUKDRo0QN++fWFtbY1Ro0bh9evXihn3yZMnY9iwYXBzc0OrVq2gp6eHPn36FPnfXbt2Lb788kuMGzcOVlZWGD16NF68eAEAqFevHubMmYPp06ejdu3amDBhAgBg3rx5mDlzJhYtWgRra2t0794df/75Jxo2bAgAaNCgAXbv3o09e/agadOmCAgIwMKFC8vx/w4REakKmfxdnVeIiIiIiIiISBjOsBMREREREREpIRbsREREREREREqIBTsRERERERGREmLBTkRERERERKSEWLATERERERERKSEW7ERERERERERKiAU7ERERERERkRJiwU5ERERERESkhFiwExERERERESkhFuxERERERERESogFOxEREREREZES+n/QqcgI4q8bHgAAAABJRU5ErkJggg==",
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from sklearn.metrics import confusion_matrix\n",
        "import seaborn as sns\n",
        "\n",
        "cm = confusion_matrix(y_true, y_pred)\n",
        "\n",
        "plt.figure(figsize=(10,8))\n",
        "\n",
        "sns.heatmap(\n",
        "    cm,\n",
        "    annot=True,\n",
        "    fmt='d',\n",
        "    cmap='Blues',\n",
        "    xticklabels=class_names,\n",
        "    yticklabels=class_names\n",
        ")\n",
        "\n",
        "plt.xlabel(\"Predicted\")\n",
        "plt.ylabel(\"Actual\")\n",
        "plt.title(\"Confusion Matrix\")\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OIzqYzdFHbwK"
      },
      "source": [
        "Step 22: Saving the Trained Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Y7CvkD2dOoI2",
        "outputId": "8e73174a-7617-4844-b080-c9751757bab9"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Model Saved Successfully to Google Drive!\n"
          ]
        }
      ],
      "source": [
        "model.save(\"/content/drive/My Drive/Plant_Disease_EfficientNetB0.keras\")\n",
        "\n",
        "print(\"Model Saved Successfully to Google Drive!\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "v1IrSdmvHe_5"
      },
      "source": [
        "Step 23: Exporting the Training History"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4k1RtpO_Ouyk",
        "outputId": "a15afd7e-cdf3-437c-d56b-201540c13133"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "   accuracy      loss  val_accuracy  val_loss  learning_rate\n",
            "0  0.520308  1.415722      0.674543  1.046547   1.000000e-05\n",
            "1  0.561961  1.296153      0.690655  1.011353   1.000000e-05\n",
            "2  0.577149  1.255005      0.690118  1.003065   2.000000e-06\n",
            "3  0.589575  1.235788      0.693878  0.994710   2.000000e-06\n",
            "4  0.590266  1.232885      0.692803  0.992245   1.000000e-06\n"
          ]
        }
      ],
      "source": [
        "import pandas as pd\n",
        "\n",
        "history_df = pd.DataFrame(history.history)\n",
        "\n",
        "history_df.to_csv(\"training_history.csv\", index=False)\n",
        "\n",
        "print(history_df.head())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "j9NZ_0rsOx70"
      },
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "gpuType": "T4",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}