{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/w-okada/voice-changer/blob/dev/SOFT_VC_FLASK.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "id": "5m_Xf_2NY6mI"
      },
      "outputs": [],
      "source": [
        "import torch, torchaudio\n",
        "import requests\n",
        "import IPython.display as display"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "id": "GGiC0rT2hoik",
        "outputId": "6c8bd028-f83c-4a37-e7ad-344deb01dc2a",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: flask in /usr/local/lib/python3.7/dist-packages (1.1.4)\n",
            "Requirement already satisfied: Werkzeug<2.0,>=0.15 in /usr/local/lib/python3.7/dist-packages (from flask) (1.0.1)\n",
            "Requirement already satisfied: Jinja2<3.0,>=2.10.1 in /usr/local/lib/python3.7/dist-packages (from flask) (2.11.3)\n",
            "Requirement already satisfied: itsdangerous<2.0,>=0.24 in /usr/local/lib/python3.7/dist-packages (from flask) (1.1.0)\n",
            "Requirement already satisfied: click<8.0,>=5.1 in /usr/local/lib/python3.7/dist-packages (from flask) (7.1.2)\n",
            "Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from Jinja2<3.0,>=2.10.1->flask) (2.0.1)\n",
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: flask_cors in /usr/local/lib/python3.7/dist-packages (3.0.10)\n",
            "Requirement already satisfied: Flask>=0.9 in /usr/local/lib/python3.7/dist-packages (from flask_cors) (1.1.4)\n",
            "Requirement already satisfied: Six in /usr/local/lib/python3.7/dist-packages (from flask_cors) (1.15.0)\n",
            "Requirement already satisfied: click<8.0,>=5.1 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.9->flask_cors) (7.1.2)\n",
            "Requirement already satisfied: Jinja2<3.0,>=2.10.1 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.9->flask_cors) (2.11.3)\n",
            "Requirement already satisfied: Werkzeug<2.0,>=0.15 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.9->flask_cors) (1.0.1)\n",
            "Requirement already satisfied: itsdangerous<2.0,>=0.24 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.9->flask_cors) (1.1.0)\n",
            "Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from Jinja2<3.0,>=2.10.1->Flask>=0.9->flask_cors) (2.0.1)\n"
          ]
        }
      ],
      "source": [
        "#!apt-get install -y espeak libsndfile1-dev\n",
        "!pip install flask\n",
        "# !pip install python-socketio\n",
        "# !pip install eventlet\n",
        "# !pip install unidecode\n",
        "# !pip install phonemizer\n",
        "# !pip install retry\n",
        "!pip install flask_cors"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "id": "WO8XzrFMZGoj"
      },
      "outputs": [],
      "source": [
        "# hubert = torch.hub.load(\"bshall/hubert:main\", \"hubert_soft\").cuda()\n",
        "# acoustic = torch.hub.load(\"bshall/acoustic-model:main\", \"hubert_soft\").cuda()\n",
        "# hifigan = torch.hub.load(\"bshall/hifigan:main\", \"hifigan_hubert_soft\").cuda()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "id": "v7xM7CnEZMTL"
      },
      "outputs": [],
      "source": [
        "# with open(\"example.wav\", \"wb\") as file:\n",
        "#   response = requests.get(\"https://drive.google.com/uc?export=preview&id=1Y3KuPAhB5VcsmIaokBVKu3LUEZOfhSu8\")\n",
        "#   file.write(response.content)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "id": "UZox3YDVZOya"
      },
      "outputs": [],
      "source": [
        "# source, sr = torchaudio.load(\"emotion059.wav\")\n",
        "# source = torchaudio.functional.resample(source, sr, 16000)\n",
        "# source = source.unsqueeze(0).cuda()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dEZ9_zCKnXpZ"
      },
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "id": "DSAA2CMfZY7C"
      },
      "outputs": [],
      "source": [
        "# with torch.inference_mode():\n",
        "#     # Extract speech units\n",
        "#     units = hubert.units(source)\n",
        "#     # Generate target spectrogram\n",
        "#     mel = acoustic.generate(units).transpose(1, 2)\n",
        "#     # Generate audio waveform\n",
        "#     target = hifigan(mel)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "id": "VCwjKdIUZZoi"
      },
      "outputs": [],
      "source": [
        "# display.Audio(target.squeeze().cpu(), rate=16000)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "id": "vjJs35ifZbSK"
      },
      "outputs": [],
      "source": [
        "# data = target.squeeze().cpu()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "id": "0SuFlButeKXG"
      },
      "outputs": [],
      "source": [
        "# display.Audio(data, rate=16000)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {
        "id": "vFwF5Uh0eMLV"
      },
      "outputs": [],
      "source": [
        "# dest = torchaudio.functional.resample(target, 16000,24000)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {
        "id": "eIWedhF6ebuV"
      },
      "outputs": [],
      "source": [
        "# display.Audio(dest.squeeze().cpu(), rate=24000)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {
        "id": "XkCO-j9teccu"
      },
      "outputs": [],
      "source": [
        "# dest"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lzo_ZWmAjaby",
        "outputId": "85fb1cbe-0a09-437a-fe97-056e4360161b"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "fatal: destination path 'voice-changer' already exists and is not an empty directory.\n",
            "\u001b[0m\u001b[01;34massets\u001b[0m/      \u001b[01;32mfavicon.ico\u001b[0m*  \u001b[01;32mindex.js\u001b[0m*\n",
            "\u001b[01;32mcoffee.png\u001b[0m*  \u001b[01;32mindex.html\u001b[0m*   \u001b[01;32mindex.js.LICENSE.txt\u001b[0m*\n"
          ]
        }
      ],
      "source": [
        "# (3) リポジトリのクローン\n",
        "!git clone https://github.com/w-okada/voice-changer.git\n",
        "%ls voice-changer/frontend/dist\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "metadata": {
        "id": "8-z9j4e_j-Wb"
      },
      "outputs": [],
      "source": [
        "# (4-1) 設定ファイルの配置\n",
        "!cp voice-changer/template/setting_colab.json voice-changer/frontend/dist/assets/setting.json\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "metadata": {
        "id": "-iPiSzvAepCl"
      },
      "outputs": [],
      "source": [
        "# (6-1) サーバの起動\n",
        "PORT=8087\n",
        "get_ipython().system_raw(f'python3 serverFlask.py {PORT} >foo 2>&1 &')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IiWSwDjQidc7",
        "outputId": "d8b15e64-efbf-411a-bd76-f51e5557e077"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Using cache found in /root/.cache/torch/hub/bshall_hubert_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_acoustic-model_main\n",
            "Using cache found in /root/.cache/torch/hub/bshall_hifigan_main\n",
            "[2022-09-15 08:22:01,380] INFO in serverFlask: INITIALIZE MODEL\n",
            "[2022-09-15 08:22:01,380] INFO in serverFlask: START APP\n",
            "Removing weight norm...\n",
            " * Serving Flask app \"serverFlask\" (lazy loading)\n",
            " * Environment: production\n",
            "   WARNING: This is a development server. Do not use it in a production deployment.\n",
            "   Use a production WSGI server instead.\n",
            " * Debug mode: on\n",
            "Traceback (most recent call last):\n",
            "  File \"serverFlask.py\", line 108, in <module>\n",
            "    app.run(debug=True, host='0.0.0.0',port=PORT)\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/flask/app.py\", line 990, in run\n",
            "    run_simple(host, port, self, **options)\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/werkzeug/serving.py\", line 1030, in run_simple\n",
            "    s.bind(server_address)\n",
            "OSError: [Errno 98] Address already in use\n"
          ]
        }
      ],
      "source": [
        "# (6-2) サーバの起動確認 (Ctrl+Retで実行)\n",
        "!cat foo"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "id": "WWn3HJlpin4R",
        "outputId": "00f58001-04bf-44dc-aa8e-a2c42074e00d"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "(async (port, path, text, element) => {\n",
              "    if (!google.colab.kernel.accessAllowed) {\n",
              "      return;\n",
              "    }\n",
              "    element.appendChild(document.createTextNode(''));\n",
              "    const url = await google.colab.kernel.proxyPort(port);\n",
              "    const anchor = document.createElement('a');\n",
              "    anchor.href = new URL(path, url).toString();\n",
              "    anchor.target = '_blank';\n",
              "    anchor.setAttribute('data-href', url + path);\n",
              "    anchor.textContent = text;\n",
              "    element.appendChild(anchor);\n",
              "  })(8087, \"/\", \"https://localhost:8087/\", window.element)"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "# (7) プロキシを起動\n",
        "from google.colab import output\n",
        "\n",
        "output.serve_kernel_port_as_window(PORT)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "metadata": {
        "id": "k9OqZ-hLjKIx"
      },
      "outputs": [],
      "source": [
        "import librosa\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import torch, torchaudio\n",
        "import IPython.display as display"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "wave, sr = librosa.load(\"received_data.wav\", sr=24000)\n",
        "rms = librosa.feature.rms(y=wave)\n",
        "times = librosa.times_like(rms, sr=sr)\n",
        "plt.plot(times, rms[0]*2**(1/2))\n",
        "volume_db = 20 * np.log10(wave) \n"
      ],
      "metadata": {
        "id": "fQL4SEwaCidb",
        "outputId": "6c91ef39-d020-4922-a735-5d4f7e3bef29",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 334
        }
      },
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:5: RuntimeWarning: divide by zero encountered in log10\n",
            "  \"\"\"\n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:5: RuntimeWarning: invalid value encountered in log10\n",
            "  \"\"\"\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(times, rms[0])"
      ],
      "metadata": {
        "id": "ofxeYX7IPySW",
        "outputId": "5520f5a9-b38f-4b05-90af-eb9934570295",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        }
      },
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7fde01475910>]"
            ]
          },
          "metadata": {},
          "execution_count": 54
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "wave, sr = librosa.load(\"converted_data.wav\", sr=24000)\n",
        "rms = librosa.feature.rms(y=wave)\n",
        "times = librosa.times_like(rms, sr=sr)\n",
        "plt.plot(times, rms[0]*2**(1/2))\n",
        "volume_db = 20 * np.log10(wave) \n"
      ],
      "metadata": {
        "id": "gOnUNqLKDB28",
        "outputId": "257dbc72-48b8-4cbf-a19f-928398c0cc74",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 334
        }
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:5: RuntimeWarning: divide by zero encountered in log10\n",
            "  \"\"\"\n",
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:5: RuntimeWarning: invalid value encountered in log10\n",
            "  \"\"\"\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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c1lnVHy9Y2QDAyZHcG3csBSPTQVrS+PNAYt/odJCmDD8Ic8nNo5fJWKHykJWxJcL+wSk2ddVjSWqw0VBtp9nl4GSO5QOS0Vrzyqlx7n3yKB/5zit5dX2ay9h0IG3GDZCI9kc92eXSu/0hrBaVyI03w4x1IxG9UDmYD4WEZSMa1RwYdPM7l83Pal3dXFMQUf7m8yf57MMzrtrF3Q380RvmJUjlxJgnmDaHHmLWDZB15o0nXrkynfefCpmMFSoRiehLgNPjXjyBMBesmL8StrelJueCYMm83DfOioYqXv6b6+mod3LorDvvc0IsW2g6GMns0SdZN9mQbZ0bAIfNgs2imJYG4UIFIUJfAuwfmAJgc1fDvH09LS4GJn34Q/lFqAcGp7hgZQMttU42dNRxuEBCb4h3JuumqSa2L9uI3p1l5UqDaocVX57/vwShlBChLwH2D05htSjWd9TO29fbWoPW0D+ee1TvD0U4MTKdqJ2zsaOOI2c9OTcDScbw3TNZNw6bhboqW04efTa16A2q7Fb8IanWIVQOIvQlwL6BKc5rq6UqxaRjT0uszO/JkdyF/tCQm6iGzV11AGzorCMQjubV4s/AiOgzWTcArbXOrK2bbPvFGlTZLQQkohcqCBH6EmD/wBSbU/jzAL1xoc+nwfb+wZg1lBzRQ+wHIF8WqnNjkEsZhFw8eoAqmxV/WIReqBxE6IucUU+AoSn/rIVSyTTV2KmrsuWVeXNgcIpapy3RGGR9Ry1KURCffjRRubLwQu/Jsl+sgVg3QqUhQl/kHDnnAWIlD1KhlKK3xZVXLv2BwSnO76xL5OjXOGysbq4pSObN6HQQh9WyoCC3uByMZFnBMhbR5+LRW/KevBaEUkKEvsgZmIjVnO9umt9v1aCnJfdceq01Bwfd85qYbOio43CBrJtMdW4MWmqzq3cTCEcIRqLUOs0vljKIRfQi9ELlIEJf5Bgt9roa0gt9b4uL/nEfoUj2dkT/uA93IDxP6Dd21HFiZJpAnl726ALlDwya4/Vupvzm6t0YZYZzieidNrFuhMpChL7IGZr001hjp9qRPnLtaakhEtWcGc++49TMROxsa2hDZx3hqOZEnnV0RhcoaGZgTNaazbzx5FC50qDKbpHJWKGiEKEvcgYnfXTWz2+qnUxvazzFMgf7Zv/AFErNnwMoVObNqCdAa4YceoOZejfmhN5oI+jKQeidNisBieiFCkJq3RQ5g5N+uhoyC31PSyxbJpdSCAcGp1jT4krUgDFY0+rCZlF5Z94sVKLYwLB3zDYJ9+TQRtCgUJOx4UiU7+08TWd9FVu6G2hf4AdZEJYLEfoiZ3DSz5ZVjRmPaat1UuOw5hTRHz3nYUPH/Iweh83CmlYXh896sj6ngS8YwbtAnRsDo7CZWetmOpiPdVOYydhnj47wtz9+LfH8Ezds4GPXrc/7vIJQaMS6KWL8oQhj00G6FogUlVJ0N1Vn7dFrrTkz4WNVc+qJ3u6magYns/f9DYwc+lYTk7FNrtikqtkm4YnuUrlG9OH8rZu9pydRCr5z13bWtLrY1Tee9zkFYTEQoS9izk7FMm46F7BuYsdUMxQ/3iyj00EC4SgrG1MLfWdDFUOT2Z0zmURTcNfCHr3TZqXOaTM/GRvII6K3WYlEdU5ZSsns7Z/gvLZarj6vlU1ddXnVGxKExUSEvogZmIiJ7Io0QpxMV332omzcAaxsqkm5v7O+mhFPkGCO0a/ZOjcG2TQJzy/rJpbBlI99o7VmT/8kF3XHKop2N9VwZtyH1vkXghOEQiNCX8QMTcWE2ExE39FQxbAnkFWUaizGWtGY+vydDbFI/GyWdwoGRgaNGesGjDII5iZjpwNhlJrpGJUNVfbYP/t8cukHJ/2MeAJs6Y7Nn3Q3VRMIRxnOsgKnICwFIvRFzMxiqYWFvquhCq1h2G1eaM4Yq24b00T08UVauQr9hDcm9I01ZoXemUV6ZfbdpQycBYjo9/ZPALFOXEDC/splLYMgLDYi9EXM4ISfhmr7vNTHVBi59oNZ2Df94z5cDiv11anPb/zAZHPOZCZ9IZSCOpP2SlONnUmfuZWxuRY0gxnrJp9Vv3v6J7FZVGJFcXfc/uoXoReKEBH6IsZMDr2BYe9k49MPTPhY2VSdNiruqM/+nMlM+WKNQZIbmmeiscbOuNf8ZGzOQm/L37rZ2z/B+V11iR+NlfFaRCL0QjEiQl/EDE76TPnzMBN9Z5N5c2bClzbjBqC+ykaNw5p1No/BpC9EQ7X5WjSNNQ78oagpSyXXpiOQ/2Ss1pq9/ZNc3D2zvqHWaaOxxs6ZCcm8EYoPEfoiZmjSn7GYWTIN1XacNgtDWeS9D0z4Mmb0KKXozCGbx2DSF0prC6XC6B074V3Yvskrok8IfW4R/clRL25/mC3ds3v4djdVS0QvFCUi9EWKPxRhdDpo2rpRStHVUMXQlLnJWG8wzLg3lLAc0tHZULWEEX3sWDP2jSfH7lIwk3WTq0c/MxE7e8Vyd2ONCL1QlIjQFynZLJYy6KivMh3RJ3LoF8jRzyein/KHF0/oA2FcJiapU5FvRP/amUmcNgvr22c3azdWJ0suvVBsiNAXKUamywqT1g3EfHqzGTJGauWCQt9Qxdkpv+mGIMlkG9Eb1s2kWesm14jelp9Hf2JkOlb0zTr767OyqRpfvGyFIBQTIvRFihFFZxPRdzZUc24qYEqUE0JvwroJRzUjJhcyJTMZz7oxy0xEn1notdZ4AmHTaZtzSSyYytG66Rv1JiqGJiMplkKxIkJfpAzELRizHj1AZ72TYCTKmAnrY2DCh82iaK/LfP7OHFMs/aEIwXCU+hwi+oWsG28wgta5FTSD5AVT2Vs30aimb8xLT4tr3r5uSbEUihRTQq+UukkpdUgpdVQp9akU+69VSr2ilAorpd4zZ98dSqkj8b87CjXwcmdwwk99lS2rxhrGSlYzonxmPJa6aV0gxz2X/HwgsfApG+umym6lym5ZcNGUUdAsl6Yjsfcx8uizj+jPuv0Ew9GUEb1xdyQplkKxsaDQK6WswL3AW4HNwPuVUpvnHHYK+APgu3Ne2wx8BtgObAM+o5Rqyn/Y5c+pMS+rmlOXJkhHNqI8MOFf0J+fdc4sM2+mchB6gMZqB+MLeNzuPAqaATisFpSCQA5Cf3IkJuI9zfMj+voqO/VVNonohaLDTES/DTiqtT6utQ4CDwK3Jh+gtT6ptd4LzL0XfgvwuNZ6TGs9DjwO3FSAcZc9p8ZS+8CZSJQsMCHKCy2WMmh1ObFZ1JJE9GCsjs0c0U8Hcu8uBbFUVKctt5r0ffHmLuk+m+4mSbEUig8zQr8SOJ30vD++zQymXquUulsptUsptWt4eNjkqcuXSFTTP+5ldYqoMROttU6sFsXZBUQ5HIkyNOVfcCIWwGJR8bTN3IQ+G48eYj79xAIe/Uwt+uzOnUyuXab6xrzYrSrtQrNcGsAIwmJTFJOxWuv7tdZbtdZb29ralns4y87gpI9QRLM6S+vGalG01zkXTLE86w4QiWpTET1AR70za+smn4h+YgGP3rBuXM7sSxQbVNlyFPrRabqbatLObaxsqqZ/3Cu59EJRYUbozwCrkp53x7eZIZ/XViyn4k2+s7VuwFjJmjmiNBZVma+jU72E1o35iL4ur4jeklPWTbrUSoPuphqmgxFTZRwEYakwI/Q7gfVKqTVKKQdwG7DD5PkfA25USjXFJ2FvjG8TMnBqLCb02Ub0YG4l69BkLCferNB31McWYmUTpU75YmJcn6WP3lRjZ8Ibyvhehkefa3ol5GbdaK1jQp/hc5EUS6EYWVDotdZh4KPEBPoA8AOt9T6l1D1KqVsAlFJXKKX6gd8F7lNK7Yu/dgz4HLEfi53APfFtQgb6xrzYLOl94EyY6fNq2DCdCzQdnzmnE18owlTcMjHDpC9ErdM2b/XoQjTW2AlHdSJqT8VMemXu1o3Tbs16MnZsOognEE6ZQ2/QLSmWQhFiKiTSWj8KPDpn26eTHu8kZsukeu0DwAN5jLHiODXqpbupesEc91R01lcxHYxkrO54bsqPw2Yxbau01sZaCo54AqZfE1sVm33E3ZhUwbIuzapatz+Mw2rBacvHo7dkHdGfNGGpGd26JKIXiomimIwVZnNqzMvqDFFjJsw0Cxma8tNZX2W6DV9C6LNoUxgrUZy9h25mdawnEMrLtoGYdZNtHv1MamX6z6a+2kadU3LpheJChL4I6RudzugDZ6K9PibK5zJkyQxN+k3bNgBtdUZEb75Y11SWBc0MjHo3mSYzpwORnBdLGeQyGds36kUpWNWcuYb/SqlLXzFM+UM8tm8oo9VYDOT3bREKzoQ3yJQ/nNNELMz47mfd6YX+nDvABSvqTZ8z2boxy5Q/lNM1NJkoVezOo1+sQZXdmnVRs77RaVY0VC9oGXXHUyyF8udzD+/nhy/3U223ctOFnfztOzbT7HIs97DmIRF9kZHIuMkhtRJmrJuzaRqQaK2zjuibXQ4sKjuhz7ZEsUGjiS5TnkAof6HPIY++b8xr6seru6lG6tJXAMeHPfzolX5u3rKCd122kof3DPCVJ48u97BSIkJfZPTlkUMPsUJfdU5bWo9+yh/GF4pkVf7YalE0uxxZC30uHr3x45BZ6HOvRW+Qi3XTP+7LaNsYdDdV4w6EEymmQnnyL786gtNm5TM3b+Z/v+sirt/UwY93nyEUyb3p/GIhQl9k5JNDb9Be7+RcGuvG6FzVnkVEDzH7ZthtzqMPRaJ4g5GcInq71UKd05bRuimMR59dRK+1ZsIbpNnlXPDYRC69pFiWLYeG3OzYM8AfXN2bsDbfc3k3I54gTx0qvjIuIvRFxqlRL621TmpybJMHMfsmnXVzNssceoPWWqfpiD7XypUGjS57xtWxbn/+Eb3TbiUQjpq2V7zBCKGINnVNKyXFsuz50hNHcDls3H3N2sS2N2xso7XWyQ93nc7wyuVBhL7I6Bubztm2Mci0OjbRuSproXcwbDK9MtfyBwaN1Y6M9W4K4tEnGoSbu802rsnICsqErI4tbya9IX6xb4j3bl1FU9LEq91q4V2XruCJg+eysjmXAhH6IuP0mC8v2wZitsw5d+qSBTPWzcIWRDJtdbGI3kwEnLfQZyhVHIpE8YeiBZmMBQiY9OmzuabGGjsuh1WqWJYpj+0fIhTR3HLJinn7fnfrKsJRzU92DyzDyNIjQl9ERKOas1P+rNoHpqKj3kkoolOK5dmpAI01dqrs2a0qba11EghHTeULz5Qozk2MM5UqTtS5KYBHD+b7xhqTw40mhF4pFa9LLx59OfLI3kFWNVezpbth3r4NHXVcuLKeR18dXIaRpUfy6IuISV+IcFQnFijlSnKf17k5vcaq2GyZyaUPpi1NYFCIiD5d1o2nAAXNIPt2gtnW16/0RVM/e3WQ3xwf5dCQG4tSXL+5g7dc0JFooJ4PY9NBXjoxypQvTCAcYfOKei5a2YjDtvhx66gnwHNHR7j72rVpV5Zfva6Vbzx3En8oknVAtViI0BcRw3FfzxDVXGlPWjS1mdkLo85O+bPOuAForZtZNLWmNXN5BqP4WS7plRDLpZ/yh4hE9bx6PzMligsU0Zu2boLxsZm7pu6manadrLz6fVpr/v6xQ3z1qWPUOm2s76jFG4jwuUf287lH9nPN+lY+uL2H6ze1Z13wTmvNj3ef4bMP758XCDhtFu54XS9/edP5OdWIMsvP9w0RiWpuvni+bWOwtbeZ+545zqtnJrmit3nRxpINIvRFhDHZmW9E35GhDMLZKT/nd9Zlfc7W2tidgZl6N/lm3TTV2NE6FkXPvSPx+PNrDG7gtOUW0Zu9pu6maqb8Yab8IeoXuAMqF6JRzWcf3se3ftPH+7et5vPvvDAhuidGptmxe4AHd57iw//5MmtaXfzZ9et5x8UrTAmzJxDmzx7czS8PnOWy1Y381ds20RVvbr/n9CQ/f22Q+585zukxL1983yWLFkk/vGeAtW0uNnWl/w5d3hNri73z5JgIvTAfY6Y+X6FvrzOsm9miHI5EGXYHcrJu2rIogzDpC1Flz726ZHJhs7lC7y6YdWNE9OaF3mpRpucGjBTLM+M+6rsqQ+j/8fFDfOs3ffzhNWv467dtmnibRs0AACAASURBVGVtrGl18fHr1/ORN63j8f1n+ZdfHeHjD+7m/meO86X3X8q6ttq05z035efOb+7k4JCbv3n7Ju68es2sH4euhmpuurCTC1c28PmfHmDKv5P//NB200X7zDLsDvDiiTH+9M3rM5672eVgbZuLl0+OF/T980EmY4sII6LP17px2Cy0uBzz6t2MeIJENXTkMNnb7HKgFAybKGw26c0vijXEfWx6/ntNF8y6iUf0JtMrJ7yxkg5mxSNRl75CfPqH9wxw75PHuO2KVfNEPhmb1cJbL+ri0Y9dw5fefymDk35u/tdf84Ndp/EFZ350g+Eoe05PcO+TR3nXV57nxMg0X79jK3ddszbtHcBd16zlMzdv5rmjozx/bLTg1/jskWG0hhs3dyx47BU9zezqGycaLY4yGBLRFxHD7gAOmyWnOu5zaa+vmmfdGA1HOuqyF3qb1UJTjblc+lzr3BgYQj+a4kfFsG7yXjBlyz6iz+aajBITmYrLlQu7T0/wyYf2sLWniXtuvdDUj6HForhlywq29TbzsQd/y188tJdP/WgvvS0uAuEog5M+DI28cGU9X7v9ci5KkeUyl/dvW829Tx7lgV+f4OrzWvO9tFk8e2SEFpeDzV0LFwS8vLeJ7+86zbFhD+s7srdKC40IfREx7AnQVussyC1nZ71z3urYxKrYHNM320yujp3y5yf0LbXpI/qZ7lJLb91kc00t8UJw6VYolwPD7gD//MvDPLjzNB11Tr56++VZZ750NlTx3bu288TBc7w2MMWhoSmq7FZ6mleyvqOOq9a1ZHWHW2W38sHtPfzLr45wYmR6wcQBs0SjmmePjPD69a1YTMwpGN78zpPjIvTCbIbdgUR2S7501Ffx2sDUrG2G0Hfk4NEDtNaZK2w25Q8l5glyYSain/9ebmMyNo8SEZC0MjaLBVPG3IEZbFYLLbXOjH0BSpm+0Wneee9zuP1hPrh9NR+/bj0tOVqONquFGy/o5MYLOgsytg9euZqvPnWMbz53gs/eemFBznlwyM2IJ8A169tMHd/bUkOLy8GuvjE+sH11QcaQD+LRFxHD7kBi0jNf2uurGPEECCdV0usf9+Gwxvz7XDBb78btD1OXh7XitFmpc9oYTePRuxzWvFPoclkwZTa10qCj3pn4cS0nvMEwf/Ttl4lq+OnHruGeWy/MWeQXg/a6Km7esoIfvtyfyJbKl2eOxAqVXbPenB2klOLyniZe7iuOCVkR+iJixBPMO+PGoLO+Cq1nd4U6MDjF+o5aU7eeqWitdTJiooLllC//lMLmWkda6yZffx4W37qB2FzIuSzaL5YCWms+9aNXOXTWzb/cdgkbc0jVXQruvLoXbzDCjj2FKUXw7JFhzu+sy+pueGtvE32j3qKoeyNCXyREopqx6QBttYXpTmPk0g8lRZQHh9xsMjGRlI7WWie+UCSR+ZIKrXXeET3E7JtUQu8OhPP25yHWHBzMLZiKRjVT/pCp8gfJtGeoIlpqaK359ZER3nf/C+zYM8Cf37iRN25sX+5hpeWCFfWc117LIwUQel8wws4T46ajeQPju3Z4yJ33GPJFhL5IGJ0OENX559AbGBOup+P17Uc8AYbdgZwWSxkkFk1liFB8oQjhqM55VaxBi8uR0rrx+MN5p1ZCzBe2WZSpiN7tD6N19it92+ucjE4HirIRhVn8oQgPvdzPLV9+jtv//UVOjXr57C0X8MdvWLfcQ8uIUoqbL17BSyfH0lZyNcuLJ0YJRqKm/XkD427n0FkReiGOYYkUSujXt9dRbbcmPMIDg7GJWTOpYelILoOQDmOytBARfarJ2OkCWTdgNB9ZWIRnShRnd7fVkbDPSjOq9wTC3PDFp/nzH+7BF4rwv991EU//xRu543W9Odt/S8k7tnShNTyyN7+o/pnDIzhtFratyW6Va1utk6YaO4eLQOgl66ZIKFSdGwOHzcJlPY28dCJWb+XgYOwf2/l5CL0xUZyp05RR/iBfj76l1sm4N4jWela6qScQpqU2/8JYEG8naGIydiJe5yZrjz5un52dCtDVsHALwmLj27/p4/SYj69+8DJuurCz4CtNF5t1bbVcsKKeh/cOcldSg5BsefbIMNvWNGddVkEpxYaOOg6JdSMYFKrOTTLbels4MDTFpC/EgcEpOuqdeXWoN8Y2nCFCnSpQRN/ichCK6MT5DNz+wnj0EMvuMWPd5FqN05i4K8UUS28wzNefPc61G9p460VdJSfyBrdsWcGe0xOcGs2tZPTgpI8j5zxcm6VtY7Cxs47DZz3L3ihehL5IGClwRA+wbU0zWsPLfWPsH5zKayIWZvLbMxU2m/JnV853ofeaOyHrCRTGo4dYRG8mjz6b7lLJGM1dzpZg5s33XjrN6HSQj735vOUeSl68/eIuAB7O0b559sgIANdsyG2V7YaOOjyBMAN5zhPkiwh9kTDsDlDjsBYsWgW4dHUjdqvi10dGOTbsyVvo7VYLTTV2Ux59vmUcZoR+5r201ovg0Zuwbry5RfQtLicWVXoRvT8U4b6nj3HV2ha2Fkn1xVzpbqrh0tWN/Py1oZxe/+yREdrqnGzMcXWrMSG73Jk3IvRFwrA7UFDbBmJCdnF3I//1235CEZ1Xxo3BQoumCubRu2YanRgEwlHCUU2tszDVIKvsVlMefa7WjdWiaKsrvUVT//3bM5xzB/jTEo/mDW7Y3MGrZyYZnMyuwFwkqvn1kWGuWd+as3W1ob04Mm9E6IuEEU/hVsUms21NcyIizSfjxiAm9OknY2eybvKdjJ1v3RjnrnUWptZ4ld1iOuvGabPkVOO8o8Ry6bXWfPO5k1ywop6r1rUs93AKglFt8pf7z2b1un0Dk4x7Q7xhQ27+PEBDjZ3O+qrSiOiVUjcppQ4ppY4qpT6VYr9TKfX9+P4XlVK98e29SimfUmp3/O9rhR1++TDsDhTUnzcwUsIcNktBCjy11i0Q0ftD2K0qUUsmV1J59IVqI2hQZXYyNofyBwbtJbY69sUTYxw66+aOq3pLdgJ2Luvaalnb6uIXWQq94c/nWwVzQ2dd8Uf0SikrcC/wVmAz8H6l1OY5h30IGNdanwd8Efi/SfuOaa0vif99uEDjLjuGPYW3biDW7caiYENHbdat21LRWuvIOBnr9oeoqzJftz0dVXYrLod1VqniRIniQlo3JrNucq3G2V5fWoXNvvX8SRpr7NxySfpWeaWGUoobNnfwwvHRRLKAGZ4+NMwFK+rzDsDO76zjyDkPkWWsTW/mm78NOKq1Pq61DgIPArfOOeZW4Fvxxw8B16lyCQeWgGA4yoQ3tChCX19l520XdXFTgSoDttY6mQ5G8AZTl0GY8oULUk8fjHo3Mz8qiYi+YOmVFgImGo9M+II0VueWltpRV8XodJCgyQYny8nAhI9f7D/L+65YVTRNrQvFDZs7CEU0Tx8aNnX8uSk/O/vGuG7Twk1GFmJDRx3BcJS+0em8z5UrZoR+JXA66Xl/fFvKY7TWYWASMAy+NUqp3yqlnlZKXZPqDZRSdyuldimldg0Pm/sgyonR6cKnVibz5Q9cxkffvL4g5zJ+jNIVNzMi+kLQ7HLOKoNQaKFvqLEzNh1cMMd50hfOOV3UWDSVae1BsfCdF/vQWnP79p7lHkrBuXR1Ey0uh2n75qevDqI13LKlK+/3NjJ2lnPh1GJPxg4Cq7XWlwKfAL6rlJo3I6i1vl9rvVVrvbWtLfeJj1JlMRZLLRaJ1bFphGvKH6a+ujBC3OpyzLZuArHb7kJ59Csbq/EGI4nJ6nRMeoM5WzfGoqliz7zRWvPj3w5w7YY2VjUXZuVxMWG1KK7b1M5TB8+Zqj308J4BNnXVc157/plq57XXYlGxooLLhRmhPwOsSnreHd+W8hillA1oAEa11gGt9SiA1vpl4BiwId9BlxuFagq+FLQu0CTc7Q9RVyAPfW4FyxmPvjBCn+jrOpE57W7Sl8dkbDyiP1fkmTf7B6c4M+HjrRcWxuIrRt58fjvuQJjfnprIeNzpMS+vnJrg5gJE8wDVDiu9ra5EvanlwIzQ7wTWK6XWKKUcwG3AjjnH7ADuiD9+D/CE1lorpdrik7kopdYC64HjhRl6+TDTFLwwJYoXk9a6zBUsp3yFi+iNmvSGteIJxCZO8y2vYLCyMRa59mdo4B2KRJkORnKfjI132jpX5L1jf7HvLEpREE+6WHndea1YLYqnD5/LeNxPXx0E4OaLCzchvamrngNDRSz0cc/9o8BjwAHgB1rrfUqpe5RSt8QP+3egRSl1lJhFY6RgXgvsVUrtJjZJ+2Gt9VihL6LUmRH64o/oEwuZlsCjb3E5CEaiCW/eEwhhtSicWfYlTYeZiD7X8gcGLS4HVosqeuvmsX1DbO1pKol/g7lSX2Xn8tVNPH048zzgjt0DXLKqsaAW1uauek6P+XBnkfVTSEx9Y7TWj2qtN2it12mt/y6+7dNa6x3xx36t9e9qrc/TWm/TWh+Pb/+R1vqCeGrlZVrrhxfvUkqXEU+Q+ipbSWQ6OGwWGqpTl0EIx6PffFfFGjTHf1QMn97jD1PrtBUsv7uxxk6Nw8qZDBF9rqtiDSwWRXudk6HJ4rVuTo16OTjk5i0FyswqZt6wsY3Xzkwlgqu5HByaYv/gFDdvKWx66aauuvj5l8enl5WxRUAhm4IvBa21qZuEG5F3oawVY3WskXnjDoQL5s9DLL96ZWM1ZybSVzY0JmrzKdK2qqkm0QCmGPnF/lgdmBs2l69tY2Cscn32SOqo/v5njlNtt/Luy+YmFuaHUWdquXx6EfoioJBNwZeCtjSrY6d88YJmeVauNGiZszp2OpB/i8K5rGyqzujRG4ud2vP4Ie5treH4yPLlUC/EL/af5fzOOnpa8l85Xexs7ootgEpl3wxM+Nixe4Dbtq3KusnMQnTWV9FQbRehr2RGFmlV7GKRrt6NseqwUGI8t4Klp8ARPRCP6NMLvVFedmVj7o1DeltdjHgCy+bPZmLCG2TXybGKiOYhZqVdu6GVZw4Pz1up+o3nTqCBD71+TcHfVynFpq46DgyKdVOxLFadm8WitdaZ0uNM1KIv2GTs7AqWngI2HTFY2VTNhDeUtuH5wISPGoc1Z48eYG28xlBfjs0vFpMXjo8S1XBtHoW7So03bGhj3Bti18mZvJBJX4jvvniKd1zcRXfT4qwj2NRVz6Eh97KUQhChX2b8oQjuQLikIvq2OieeQHhenZhC9Ys1qHZYaa11JLoDuQtYi97A+FKni+oHJnysaKzOawK4Ny70xWjfPHd0lBqHlS3djcs9lCXjjRvbaa9z8smH9jLhDRKJaj7/yH6mgxHuvjb3loMLsamrHl8osiylEETol5lSWhVrYOT7z43qp/LMUElFb4uLk/EvxnQBu0sZGJZMusybgQkfXQ1Veb1HT3NM6E8Wo9AfG2HbmmYcBUpZLQUaqu189fbLGZz08bEHd/OJH+zmhy/385E3reOCFQ2L9r6bExOyS2/fVM6nW6QYpQRKaTI23erYQkf0AD0troTlYaRXFhIjl74/TUR/ZsKflz8PsTuTFQ1VRSf0Q5N+jg9P87oyqTufDZf3NHHPrRfyzOFhfrJ7gL+4aSOffMv5i/qe57XXYrWoZZmQLey3poTRWvPFxw/z6GtD+IIRap02/vUDl7IhxxZiZinNiH5+9yeY8egLKca9LTX86BU/nkCY6WCk4B59W60Th9VC//h8/9wfijDiCbAiT6GHmH1TbNbN88di9dZfty6/euulyvu3rWY6EKal1sG7Lu1e9PersltZ1+Zi/zIIvUT0xET+c48c4EtPHKWt1smVa1sYnQ5y5zd2LvqKxlKqc2Ng5PyniuhdDmtB6t4bGP62EQUVOr3SYlF0NValtG6G4hk3hRL6k8tYpjYVzx8bpbHGXpDOY6XKXdesXRKRN7i4u5HdpycWrJhaaETogS/87CAPPHeCO6/u5bt/uJ1/fO8WvnnnFYx7Y2LvSZORUQiMiN5IJSwFDI9+bgOSKV/hyh8Y9MZzu187MwkU9m7BIF2K5UC8x+iKxvw8eohl3kx4Q4xPp2/DuJRorXn+6AhXrW3BYpHWEUvF1p4mxqaDS353V/FC//CeAe575ji/d2UPn37H5kR2xYUrG/jKBy/j0Fk3b//Ss4nb3EIz7A7Q7HJgL2AUvNg4bVbqq2wpI/pCFTQz6GmNZcW8diYW0Rc66wZiPn2qiH5gIh7RNxQgoo//YJ0okqi+b9TLwKSf1+XZJk/Ijq29sdaeyamdS0HpqMsiMDTp529+/BqXrGrkMzdvnpdC98aN7Xznru0AfODfXuQvHtqTsV9qLixWU/DFJtY7dr5HX+iIvr7KTovLwb6BWERfaI8eYlUsz7kDBMKz00UH4lF+Z55ZNzBjQRXLhOxzCX++8iZil5N1bS6aauzsOjm+pO9bsUIfjWo++dAeguEo//TeLWl95SvXtvDzj1/LH127lv965Qxv+oenuO/pYwW7BY/VuSkd28ZgdXMNB+eUXXX7C9dGMJmelhqOnPMAFDy9EmKLpgAGJ2bPxwxM+GitdRak2Nzq5hosqniE/vmjo3TWVyUWcwlLg1KKrb3N7OoToV8SfvrqIM8eGeGv376JtW21GY+tdlj5q7dt4ud/di1be5v4Pz87yNa/+yW//8BLvNyX3y3YcIlG9Nesb+PY8PSsYl2LEdFDLBo2VhMuhnWzJm4Pzc2GODPhY2UB/HmIVf3sbiqOmjfRqOY3x0d53XktBasEKphna08TJ0am01bQXAwqVuh37Bmgs76KD25bbfo157XX8o07t/HIn76eu69dy+EhN++77wW+/UJfTrPoWmtG3MGSyrgxeNPG2JL5p5KKQy2GRw8z/jYszmTslu5GGqrt/PLA7H6iscVS+fvzBsWSeXNwyM3YdLBi0yqXG8OnzzdIzIaKFPrpQJhnDg9z04WdOWUcXLiygb+86Xwe+x/Xcs36Vv72x6/x1//9qqlelLPGEYzgC0VKqs6NwZpWF6uba3jqYKxbj9Z6UbJuYMbfhsURepvVwpvPb+fJg+cSdw5aawYn/QVJrTRY01LDieFpostQ6ySZ58WfX1YuXFmP02ZZUp++IoX+yUPnCISj3JRnf8yGajtfv+MKPvKmdXzvpdPc9a1daYtjpaIUF0sZKKV408Y2nj82ij8UwR+KEo7qghU0S6a3ZabI1GJMxgJct6mdcW+IV07FvnyTvhDeYKQgqZUGF3U3Mh2McPjc8jWJhlj+/JpWV0F/xATzOG1WtqxqZOcS+vQVKfQ/e3WI1loHV8RvofLBalF88i3n84XfuYhfHx3htvtfYNJrrhxtKS6WSuaNG9vxhSK8dGKMH++O9YsvpDAaGHXSq+yWRUtDvXZDG3ar4pf7Y/aNkVefb/mDZLavif17e/H48nXTDEWivHh8VKL5ZWZrTxP7zkxmFRjmQ8UJvT8U4clD57jxgk6sBVwoctu21fzb71/OwaEpPvLdVwibsHFKqVdsKq5c24LTZuH+Z47zmZ/s45r1rbyjgA2VDRqq7TS7HNQ6C3+3YFBfZefKtS08HvfpEzn0BRT6Vc01rGys5oXjowU7Z7bs7Z9kOhjhasmfX1au3dBGOKp54mDmRuWFouKE/unDw3iDEd6ap22Tijef38HfvTMW2X/+pwcWPL6UrRuIZSNdubaFXx8doa3OyZduu7SgP57J9LTUUOtc3J6612/q4PjwNMeHPYkc+q4C36FsX9vMiyfGlnwJvMHzR2P+/JVrJaJfTq7obaaj3snDewaW5P0qTugf2TtIQ7V90f6hv/eKVdz1+jV88/mT/GDn6YzHjngCWC2KpgK3LVtK3n5RF9V2K1+7/XKaFrGMw+9cunJR7haSuW5TOwB3f/tl7nv6GA6rhVZXYX+Er1zbwth0MLEuYKn51cFzbO6qL6mSG+WI1aJ420VdPHV4OFEMcDGpKKHvG53m0VcH+Z3LVi5qyYG/etsmXn9eK5/e8RpH00y8PX9shAd3nmZ1c82iRcFLwe9u7eaVv72Bi7oXr443wO9d1cufv2Xjor5Hd1MNd1zVQ7PLwbr2Wv74jesKXgfmyjWxAOPFZbBvXjszye7TE7z78qUr4iWk5+YtKwiGozy+7+zCB+dJRQn9V548htWi+PAb1i3q+1gtin967xZcDhsf/e5vZ3ViikY1//zLw3zw6y9SX2Xjq7dftqhjWWyUUlQ7FtdSWUo+e+uF/OCPruLbH9rO/7hhQ8HPv6q5mhUNVbywDBOy3/5NH9V2K+8RoS8KLl3VyMrGah7eu/j2TcUI/ekxLz96pZ/3X7GKjvrCZ4bMpb2+iv/vvVs4OOTmL3+0l3NuP75ghI989xX++ZdHeNclK9nx0ddzfmflloitRJRSbF/bwosnRpfUp5/wBvnJnjO889IVBe0AJuSOUop3bOni10dGFr2qacUI/VeeOopFKT78xsWN5pN508Z2Pvbm8/jJ7gGu/sIT3PDFp/n5viH+5u2b+Mf3blm0nHChuNm+ppkRz9L69D/c1Y8/FOX3ruxdsvcUFubmi1cQjmp+Ek9PXiwqQuh//Nsz/HBXP++7YlVBl7Sb4RM3buSJ//kGPrBtNXarha///lbuumat1BipYK7d0IbDZuHD3355SRpFB8NR/vPFPq7obWLzCrmDLCYuWFHPtt5m7n3qGN7g4uXUl5XQz11aHolqvvzEEf7s+7vZ2tvEJ29a3Mm8dKxtq+Wzt17Ik3/+Rq7b1LEsYxCKhxWN1Xznru2MeYO86yvPL+rEbDSq+YuH9tA36l30uSkhe5RS/OVbz2fYHeCBX59YtPcpG+9gyh/i8s89TmdDFSsaqvGHoxwecuMLRXjXpSv5wrsvwmkrn0lDobS5oreZ//6Tq7nzGy9x27+9wB1X9fLJt2zM284LhCPsG5giEIqyts3FN547yY93D/DJt2yUIKNIubyniRs3d/C1p4/zge09i5L6qsxMCCmlbgL+BbACX9daf2HOfifwH8DlwCjwPq31yfi+vwI+BESAj2mtH8v0Xlu3btW7du3K+kImvSG+9swxBiZ8nBn34bBZOL+znktXN/KOi7vEKhGKEk8gzD/8/CDf+k0fKxqq+Nh163n35d0Lpv++eHyUXX3jjE8HmfCFmPAGGfYEOTA4RTA8e1X2B7ev5vPvvFC+A0XM0XNubvziM9x59Rr+9h2bczqHUuplrfXWlPsWEnqllBU4DNwA9AM7gfdrrfcnHfMnwMVa6w8rpW4D3qW1fp9SajPwPWAbsAL4JbBBax2Z+z4GuQq9IJQyO0+O8fmfHmDP6Qm6m6p53boW1rXVcl57LevaalkVX28xHQjzd48e4LsvngKgxmGlsdpOQ42Dpnij7629TbictliTE6X4wLbVJb1Wo1L4y4f2MukL8dXbL8vpRzlfob8K+H+11m+JP/8rAK31/0k65rH4Mb9RStmAIaAN+FTyscnHpXs/EXqhUtFa89ShYR547gQHBt2z2lZaVKzmT1THbMo/vGYtH79uvWRulRGhSDSvhZyZhN7Mv5KVQPJa/n5ge7pjtNZhpdQk0BLf/sKc165MMcC7gbsBVq823whEEMoJpRRvOr+dN50fK8Uw6Q1xdNjDsWEPp8e8jHuDeIMRbrtiNdvW5F95VSguFnO1flGEA1rr+4H7IRbRL/NwBKEoaKixc3lPE5f3NC33UIQSx8xPyBlgVdLz7vi2lMfErZsGYpOyZl4rCIIgLCJmhH4nsF4ptUYp5QBuA3bMOWYHcEf88XuAJ3TM/N8B3KaUciql1gDrgZcKM3RBEATBDAtaN3HP/aPAY8TSKx/QWu9TSt0D7NJa7wD+Hfi2UuooMEbsx4D4cT8A9gNh4COZMm4EQRCEwmMqj34pkawbQRCE7MmUdVNWJRAEQRCE+YjQC4IglDki9IIgCGWOCL0gCEKZU3STsUqpYaAvj1O0AiMFGk6xUa7XVq7XBXJtpUopXluP1rot1Y6iE/p8UUrtSjfzXOqU67WV63WBXFupUm7XJtaNIAhCmSNCLwiCUOaUo9Dfv9wDWETK9drK9bpArq1UKatrKzuPXhAEQZhNOUb0giAIQhIi9IIgCGVOSQq9UuompdQhpdRRpdSnUux3KqW+H9//olKqd+lHmRsmru0PlFLDSqnd8b+7lmOcuaCUekApdU4p9Vqa/Uop9aX4te9VSl221GPMBRPX9Ual1GTSZ/bppR5jriilVimlnlRK7VdK7VNKfTzFMaX6uZm5tpL97GahtS6pP2Klko8BawEHsAfYPOeYPwG+Fn98G/D95R53Aa/tD4AvL/dYc7y+a4HLgNfS7H8b8DNAAVcCLy73mAt0XW8EHlnuceZ4bV3AZfHHdcDhFP8mS/VzM3NtJfvZJf+VYkS/DTiqtT6utQ4CDwK3zjnmVuBb8ccPAdepXNqqLz1mrq1k0Vo/Q6xfQTpuBf5Dx3gBaFRKdS3N6HLHxHWVLFrrQa31K/HHbuAA8/s+l+rnZubayoJSFPpUzcrnfjizmpUDRrPyYsfMtQG8O36L/JBSalWK/aWK2esvRa5SSu1RSv1MKXXBcg8mF+IW6KXAi3N2lfznluHaoAw+u1IU+krnYaBXa30x8Dgzdy5C8fIKsTokW4B/BX68zOPJGqVULfAj4M+01lPLPZ5CssC1lfxnB6Up9Pk0Ky92Frw2rfWo1joQf/p14PIlGttSUJbN5LXWU1prT/zxo4BdKdW6zMMyjVLKTkwIv6O1/q8Uh5Ts57bQtZX6Z2dQikKfT7PyYmfBa5vjfd5CzFcsF3YAvx/P4rgSmNRaDy73oPJFKdVpzBEppbYR+96VQuBBfNz/DhzQWv9TmsNK8nMzc22l/Nkls2Bz8GJD59GsvNgxeW0fU0rdQqzZ+hixLJySQCn1PWJZDK1KqX7gM4AdQGv9NeBRYhkcRwEvcOfyjDQ7TFzXe4A/VkqFAR9wrPDnqwAAAFxJREFUW4kEHgBXA78HvKqU2h3f9tfAaijtzw1z11bKn10CKYEgCIJQ5pSidSMIgiBkgQi9IAhCmSNCLwiCUOaI0AuCIJQ5IvSCIAhljgi9IAhCmSNCLwiCUOb8/+TrKY2F1e5KAAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "times"
      ],
      "metadata": {
        "id": "ZSGa8WXIQd50",
        "outputId": "efd6e6e1-5023-4cc6-e555-0d3c0bad509e",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0.        , 0.02133333, 0.04266667, 0.064     , 0.08533333,\n",
              "       0.10666667, 0.128     , 0.14933333, 0.17066667, 0.192     ,\n",
              "       0.21333333, 0.23466667, 0.256     , 0.27733333, 0.29866667,\n",
              "       0.32      , 0.34133333, 0.36266667, 0.384     , 0.40533333,\n",
              "       0.42666667, 0.448     , 0.46933333, 0.49066667, 0.512     ,\n",
              "       0.53333333, 0.55466667, 0.576     , 0.59733333, 0.61866667,\n",
              "       0.64      , 0.66133333, 0.68266667, 0.704     , 0.72533333,\n",
              "       0.74666667, 0.768     , 0.78933333, 0.81066667, 0.832     ,\n",
              "       0.85333333, 0.87466667, 0.896     , 0.91733333, 0.93866667,\n",
              "       0.96      , 0.98133333, 1.00266667, 1.024     , 1.04533333,\n",
              "       1.06666667, 1.088     , 1.10933333, 1.13066667, 1.152     ,\n",
              "       1.17333333, 1.19466667, 1.216     , 1.23733333, 1.25866667,\n",
              "       1.28      , 1.30133333, 1.32266667, 1.344     , 1.36533333,\n",
              "       1.38666667, 1.408     , 1.42933333, 1.45066667, 1.472     ,\n",
              "       1.49333333, 1.51466667, 1.536     , 1.55733333, 1.57866667,\n",
              "       1.6       , 1.62133333, 1.64266667, 1.664     , 1.68533333,\n",
              "       1.70666667, 1.728     , 1.74933333, 1.77066667, 1.792     ,\n",
              "       1.81333333, 1.83466667, 1.856     , 1.87733333, 1.89866667,\n",
              "       1.92      , 1.94133333, 1.96266667, 1.984     , 2.00533333,\n",
              "       2.02666667, 2.048     , 2.06933333, 2.09066667, 2.112     ,\n",
              "       2.13333333, 2.15466667, 2.176     , 2.19733333, 2.21866667,\n",
              "       2.24      , 2.26133333, 2.28266667, 2.304     , 2.32533333,\n",
              "       2.34666667, 2.368     , 2.38933333, 2.41066667, 2.432     ,\n",
              "       2.45333333, 2.47466667, 2.496     , 2.51733333, 2.53866667,\n",
              "       2.56      , 2.58133333, 2.60266667, 2.624     , 2.64533333,\n",
              "       2.66666667, 2.688     , 2.70933333, 2.73066667, 2.752     ,\n",
              "       2.77333333, 2.79466667])"
            ]
          },
          "metadata": {},
          "execution_count": 55
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "source, sr = torchaudio.load(\"received_data.wav\")\n",
        "specgram = torchaudio.transforms.MelSpectrogram(sample_rate=24000)(source)\n",
        "print(\"Shape of spectrogram: {}\".format(specgram.size()))\n",
        "plt.figure()\n",
        "p = plt.imshow(specgram.log2()[0,:,:].detach().numpy(), cmap='gray')"
      ],
      "metadata": {
        "id": "C2nZWLIqDMUa",
        "outputId": "732a3c6f-e444-416f-897c-02a3c3c4a3b7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 175
        }
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/torchaudio/functional/functional.py:540: UserWarning: At least one mel filterbank has all zero values. The value for `n_mels` (128) may be set too high. Or, the value for `n_freqs` (201) may be set too low.\n",
            "  \"At least one mel filterbank has all zero values. \"\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Shape of spectrogram: torch.Size([1, 128, 835])\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "source, sr = torchaudio.load(\"converted_data.wav\")\n",
        "specgram = torchaudio.transforms.MelSpectrogram(sample_rate=24000)(source)\n",
        "print(\"Shape of spectrogram: {}\".format(specgram.size()))\n",
        "plt.figure()\n",
        "p = plt.imshow(specgram.log2()[0,:,:].detach().numpy(), cmap='gray')"
      ],
      "metadata": {
        "id": "aEmVgMLKIsNE",
        "outputId": "652e6753-f0a2-4c53-d7a0-83473a8a4293",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 120
        }
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Shape of spectrogram: torch.Size([1, 128, 833])\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "source, sr = torchaudio.load(\"received_data.wav\")\n",
        "# window = torch.hann_window(window_length=400).cuda()\n",
        "# pitch = torchaudio.transforms.PitchShift(sample_rate=24000, n_steps=12, window=window)(source.cuda())\n",
        "source = source.cuda()\n",
        "chunks = torch.split(source,24000,1)\n",
        "chunks = [torchaudio.transforms.Vol(i*3)(c) for i, c in enumerate(chunks)]\n",
        "r = torch.cat(chunks,1)\n",
        "# pitch = torchaudio.transforms.Vol(1)(source)\n",
        "#pitch = torchaudio.transforms.Vol(3)(torch.split(source, 36000,1)[0])\n",
        "\n",
        "torchaudio.save(\"pitach.wav\", r.cpu(), 24000)\n"
      ],
      "metadata": {
        "id": "KMznFbWGJBrt"
      },
      "execution_count": 115,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "len(chunks), len(r)"
      ],
      "metadata": {
        "id": "caNhRHlOJNCW",
        "outputId": "9d39193b-7584-4082-87f0-c1498897b049",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 113,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(6, 1)"
            ]
          },
          "metadata": {},
          "execution_count": 113
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "len(t), len(source[0])"
      ],
      "metadata": {
        "id": "k9VYNQK7XG_C",
        "outputId": "54c31a8d-4836-4789-b38e-649169972fb6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 89,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(16768, 67072)"
            ]
          },
          "metadata": {},
          "execution_count": 89
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "display.Audio(\"pitach.wav\", rate=24000)"
      ],
      "metadata": {
        "id": "FHUFYjjAJScV",
        "outputId": "6b196ff9-ed05-4792-fcff-a742fa67b8d2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        }
      },
      "execution_count": 116,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
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wAANU7AAD8OwCAQbwAIB29AACouwCAAj0AgIs8AADkOwAAhLoAAPm8AED1vAAAujsAwPw8AIDfPACAbjwAAFW8AIBfvQDgBb0AwB89AOACPQAA3jsAwP88AAA9vABwpL0AAAe9AKBIPQAwhz0AgBE9AMDAvADQpL0AAI29AECnPADQsD0A8I09AIDKPADAKL0AIOu9AFCjvQBgBz0AEL89AODBPQAAVT0AQG+9AAgUvgBws70AIFM9AODrPQCgpD0AAPA7ABCbvQCw2b0AAMm8ABCePQBwpD0AgFA8AGAQvQDgVr0AgDi9AACoOwDgWT0AQDk9AECePAAA8LsAgEq9APCBvQAAvbwAIC89AMCrPQCgUT0AwPC8AFCgvQCAa70AAKI7AGBePQBAgD0AwI08AABevQBgZ70AACs8AMDSPAAAzDoAwKg8AMDwPADAjbwAoFG9AAABvQAAhDwAwDo9AEAePQAAOjwAAP+8AJCBvQBgEL0AgA49ANCPPQAA7TwAABa9AEAzvQAAWLwAAAo8AADVPAAAvTwAAO27AAAlvAAAirsAQOC8AADPvABA3TwAQIM9AGAcPQBAJL0A4K+9AEAtvQBAGz0AcJg9AABAPQCAGrwAYF69AEB4vQCAILwAoE49AAAxPQAAqzsAAIe7AMC9vAAgOL0AABO8AAAiPQAgAj0AAFi7AAA9vAAAajsAANi7AMAlvQDAurwAgBo9AIBrPQBAvzwAwOq8ABCAvQBAA70AQAY9AAA6PQAA/DoAAH+8AAArPAAAqzsAgAW9AMCivACAazwAgGI8AEDRPADA4TwAgOK8AABYvQBAkrwAAKU8AEA2PQDAGT0AAMC6AAANvQAAcL0AID69AMAEPQDQ3T0A0I89ACB3vQDg+r0AwDq9AABAPQBApz0A4I49AAAZvADguL0AMJC9AAA0OwDAcz0AoIw9AAAcPAAgL70AgCm9AED4vAAA8DsAQIA9AOA1PQAADb0AoIC9AIBuvACgBj0AQBI9AEC2PACACLwAQE69AAD8vACA1jwAwPk8AADeOwAAQDoAANu7AACEuwAAqLsAgLi8AICCvACAcTwAwCs9AKBLPQAAFrwAYLG9ACCCvQAApTwAII49AHCVPQAAjTwAoIm9APCfvQCAOLwAwA09AIDKPACgCT0AAEA9AMDbvAAwtL0AgLW8AKAwPQBAJz0AAKs8AADVvADgO70AADQ8AEAhPQAAnLoAQPi8AABwvADAijwAgAs9AICsPADAz7wAQIO9AEDRvAAAWz0AQIA9AIA+PAAAybwAwDq9AABDvQAAWDoAYIQ9AKCAPQDAorwA4J29AADPvABgHz0AwBk9AMCNPAAAq7wAgGW9AADhuwCgWj0AAL08AMClvABAgLwAACi8AIAUvABAoTwAQB49AACouwBgNL0AQKS8AADAOgAAgTwAgEo9AADnPABAJ70AgF+9AMCcvADAhDwAAEk9AGBYPQAA+bsAEJu9AABevQBABj0A4Ig9AAC3PADA5LwAQB69AICLvABAjDwAwP88AAC6OwAAh7wAgC+8AADwuQAADTwAAFI8AIA4vABA3bwAAJ87AOAgPQCAZTwAwPa8AICyvAAAojsAAMw6AADJOwDAjTwAAIQ7AABwuwAAELoAgKC8AMDbvAAA8DsAYCU9AAD5PACAILwAwBa9AMATvQCAcbwAgP08AGCNPQBAGz0AQDy9ABCwvQBgJb0AoC09ADClPQBAJz0AgMq8AIBZvQDgL70AADS8AIDxPAAgaD0AgOU8AEAqvQDgPr0AgDI8AAA9PAAA0rsAANg8AMDbPABAtrwAYBm9AMCcvAAA3jsAQAY9ACAdPQCAiDwAwPO8AKB7vQBgDb0AQOk8AACWPQAAJT0A4CC9AGBYvQDA4bwAAIS6ANCAPQBAhj0AQBW9APCWvQDAz7wAANU7AEAkPQBgjT0AwJ88ANCAvQAgjr0AABC7ACAIPQDgBT0AoCc9AADMOwBgeb0AIF+9AAB2OwAgTT0AoGw9AABYOgDASb0AwAe9AADbuwAAjTwAAPM8AAD8ugAAVbwAQMg8AIBuPAAAIr0AIBS9AIB6PAAA+TwAAPA5AADwugDA1TwAAAAAACBWvQBgFr0AAPk8ABCDPQCArDwAQBi9AAD5vACAr7wAgM28AOAjPQCglT0AAK67AIAyvQAAhLwAwIG8AIARvAAAtzwAwO08AIA1PAAAcLwAQOa8AIBxvAAAwDwAICM9AIBQvAAALr0AAPA5AAC0OwAAgbsAgBo9AEC/PABAAL0AgLW8AADwugAA27sAAJ87AIBcPAAAWDwAgFw8AAAAAADAxrwAQBW9AAAfvABgED0A4Dg9AECePABA9bwAUIW9AMCuvABAKj0AACg9AICvPAAAHLsAgCm9AOARvQAAWLoAgD48AADnPABgKz0AACI8AMAKvQAAUr0AgAW9AIBcPADgSj0AwGE9AMC6PAAgHb0AwJO9AGA0vQBApzwAYHk9AOAvPQCAXDwAQIa8AICRvQCgZr0AIC89AJCNPQAAujwAAHA6AIAFvQDwmb0AwAS9AIB6PQAgoD0AgJo8AICgvACAJr0AIIi9AADtvADAQD0A0IA9AEAVPQAApTsAoC29AHCJvQDA57wAIAI9AIBfPQDAMT0AAF47ACB3vQAQjL0AALc7AIBrPQAANz0AgJ08AIAvvAAAar0A4IW9AABAuQCAdz0A4GI9AED+PACAR7wAoJW9AGB8vQAATzwAgF89AEBaPQCAXzwAoCe9AGBPvQDAk7wAAI08AKAePQDgIz0AAL07AKBCvQBAOb0AAMM7AIAFPAAAljsAAEY9ACAdPQBAy7wAgEe9AGA3vQDAkLwA4Ck9AECPPQCAFD0AAJ+8AABtvQCglb0AoA+9AFCIPQCA7j0AADE9ACAsvQCQrr0AgMq9AIDWvABguj0AkPw9AIBlPQBAML0AQNe9ABCwvQBAgLwAgGU9AOC7PQBAmz0AAM87AICyvQBg6r0AIC+9AMA9PQBw4D0AsOI9AAAEuwBYAL4AQPK9AIDWvAAAWz0A0Nc9AFDWPQCAaDwA8Ni9AEgHvgAASb0A4FM9AODfPQAwyT0AALQ7AIC+vQCA2b0AQAa9AEBjPQDAtz0AgFY9AICUvACAlL0AQIO9AACEugCARD0AIDg9AIDEPAAAkDoAAOe8AKA2vQCABb0AAIc7AKA2PQBASz0AAAo8ACAUvQAA/7wAADS7AAAAAACAFzwAgMo8AAAQuwAAh7wAgH08AAANPAAAGb0AQLa8AOAaPQAABD0AAHC8AIAFvAAAELoAAAG9AACBuwAAOj0AgD48AEAAvQAAZLwAgAI8AAAfPAAAIjwAAOc7AADnuwAAYbwAALS7AABJvACAJrwAANU8AOARPQAA8DsAgHe8ACAIvQDgBb0AAOc7AMATPQDA3jwAAPk7AIBBvADgCL0AACW9AACKuwCgZj0AgIs9AADMOwDwhL0AcJK9AAB5vABADD0AoFQ9AMBePQCAdDwAAGG9AICUvQAA5LwAgMQ8AIB0PQDwgT0AAEw7AFCjvQCgmL0AAIQ8AMCNPQCgWj0AgBo8AKBRvQAwk70AgE28AAAuPQBgGT0AQKc8AICUPACAF7wAoG+9AMBkvQAAFjwAsII9AIB9PQAAkLkAwIe9ACBKvQAAWDwAABA9AADkPADAkDwAAEC8AEAqvQDACr0AALE7AEAMPQAAGT0AAJw8AACHvAAgRL0AoBK9AADeOwDgDj0A4CY9AMDDPABA0bwAYH+9AMDhvABgCj0AQC09AAAuPAAAOrsAAJy6AICdvACADr0AQIC8AIBTPACAID0AwEY9AAA6OwDgO70AIDW9AIDBvACAWTwA4Fk9AGANPQAA/LsAAFu8AECqvAAAVb0AgPS8AMCEPQAgxD0AAC47ACCavQAAjb0AgMS8AGA6PQAgrz0AQA89AAAZvQBAeL0AwD29AACuuwCgPD0AAIc9AEDmPADA/7wAIGW9AKAtvQCACLwAICA9AJCEPQCADj0AQMW8AMBtvQDAT70AABC8AKAqPQBAeD0A4BE9AIBNvADAZL0AAH+9AACQvACAUz0AwJY9AACuPABA7LwAYBa9AMA0vQAAzLwAwBA9AMBMPQAAtDwAADE8AADnuwAgPr0AQH69AMDGvAAAQz0AYL09AEB4PQDgL70AEOa9AMBYvQDgIz0AoHs9AIBiPQDAljwAQIa9AJCovQAAgbsAgG49AMBkPQAA5DwAAG28AMB/vQAAh70AAFi7AEBdPQDAeT0AIBc9AABPvAAQgL0AAFu9AABAuQBgAT0AgN88AMCiPAAAbTwAAKu7AOACvQDgEb0AADq8AMCrPACAIz0AQOw8AADhuwDA4bwAgOK8AMAHvQCAL7wAQGA9AMCfPQDAqzwAQGy9ALC7vQCAU70AwBY9ABDIPQCAlD0AABC8AHCJvQCAnb0A4DW9AMD/PADQqj0AoGY9AADAuQAgJr0A4G69AAAivQAA2DsAYCs9AIBNPQAADT0AACi8AHCJvQAQg70AAP87AMB2PQCAfT0AwMk8AKA2vQDQs70A4CC9AAA6PQDAmT0AYEA9AADwOQAAc70AkLS9AMCovABAkj0AwIo9AAANPACAsrwAwO28ACALvQDApbwAwKg8AABJPQBAzjwAgKC8ACACvQBAg7wAAAS7AADbOwCA0zwAQPI8AAAQvACALL0AQLC8AABbPACAmjwAgGU8AABJPAAAqLoAQKS8AECYvAAA/LoAAEA6AABkuwBAuTwAQDY9AACZOwAAYb0AAEm9AAAZPADAUj0AwCU9AIAjvADAZL0AIDu9AICyPAAQmz0AgEc9AADtvACgm70AgHG9AACxOwDAdj0AwI09AKAJPQCAFL0AUKC9AKAbvQCAbjwAwOQ8AMAoPQDgOD0AgAu8AACKvQDgNb0AAG08AEC5PABA7DwA4FM9AAAuOwDQkr0AoGO9AAAoOwDgCz0AgFw9AAA6PQCAULwAoIm9AIBivQAA8LoAIBo9AOBiPQAAHz0AwKu8AIBcvQDAAb0AAHy7AIA4PABAGz0AQDw9AACNOwDASb0AoIC9AECtvACgXT0AkLc9AADePADAn70AoLm9AACNOwAAWz0AwO08AGAWPQCArDwAAGq9AMB5vQAAQLkAAFs8AEChPAAgYj0A4AU9AGBYvQCghr0AAEk8AMANPQAAwDkAAC47AAAoOgAAH7wAAFg8AADMOgDAzLwAALc7AADzPAAARjsAAO28ACAFvQAAZLsAwBA9AKBCPQBAgzwAgAi9AEA/vQAAw7wAAEY7AOARPQCAOD0AAPw6AGAHvQCA37wAAOq7AMClPADgET0AgDs8AMDevABgQ70AQM68AGAQPQDQgz0AwL08AOAFvQAgQb0AQJi8AMCNPABA0TwAAIQ7AIBxvACAF7wAgGg8AMDJPAAARjsAAMm8AEDyvACAArwAQLw8AIDuPAAAZDwAgEe8AMAivQDAorwAAPk8AMD2PACACzwAAMA7AIDWvABAeL0AgHq8AGBzPQDAaj0AAKi6AMDYvACAwbwAQPu8AIBfvACArzwAwPw8AID0PAAAdjwAAPO8AKBLvQCA07wAABY8AAArPQCAWT0AwJw8ACAsvQDgi70AoAO9AEDLPACgeD0A4GU9AADAOgAgbr0AYIG9AICvvACgAD0AgII9AKA2PQAAB7wAYEC9AIBTvQCAxLwAQL88ACBlPQAAHz0AAGS8AOAyvQCArLwAAPw7AIACPAAAqzsAACI8AADYOwAAKLsAAI27AIAIvAAApbwAgBG8ACAOPQAAHz0AgDW8AMAEvQAAmbwAgA68AABAPACAyjwAACg8AADAOAAAursAAK68AABhvADAtDwAAOE8AICXvABA+LwAAAo8AAABPAAAWLsAQOk8AAC6PABA77wAABC9AABwuwAAEzwAgC88AMCEPAAAZDwAAF67AMCBvAAAUrwAAD28AAAouwAAqDwAgK88AAA6uwAAf7wAAPm7AABqOwAANDsAAC67AADwOQAAWLsAAMC5AMDJPAAADTwAwC69AADSvAAA2DwAwPA8AECAPAAA5DsAALG8AAAxvQAA1bwAABY8AEADPQDgVj0AID49AED1vAAgsr0A4Du9AAD5OwDgKT0AEJU9AEAePQBgJb0AEIa9AGAZvQAAEDoAQCo9AOB6PQBA9TwAgBq9ALCLvQBgDb0AgD48AAArPQDAYT0AAPM8AEDFvADQgL0AIE29AIAvPAAgUD0AAAc9AAC9OwDAjbwAgO68AAB8uwCAXzwAAAS7AACEOgAA8DsAABm8AACiuwCAnTwAACU8AMCTvAAAkLwAALS6AAC3uwCAYjwAgGg9AICgPABAhr0AwJm9AABJvACAdD0AsLg9AKAJPQAgRL0AYJC9AGBMvQCAVrwAwCU9ANChPQAAZz0AAJO8ALCCvQCAaL0AgPq8AIA4PAAAYT0AkIc9AGAlPQBA4LwAYMC9AGCTvQCASjwAcIw9AJCfPQBgDT0AICy9AGClvQCgWr0AANg7AMBhPQBghD0AAAc9AEC2vADAgb0A4HS9AECkvAAAQD0AMLE9AEAPPQBABr0AoD+9AKBavQAgDr0AgC89AECwPQAAED0AQA+9AEBmvQAALr0AAPy7AMA9PQCAcT0AAK47AIDivACAsrwAwNK8AICOvAAAljwAYBA9AADVPAAA+TsAQMK8AEBRvQAA5LwAAAc9AMBYPQCAUzwAAJy8AMCQvACAdLwAAE+8AACrOwBAqjwAAEw8AAAAAAAArrsAgBS8AACouwCABTwAgBo8AADhuwCAo7wAgE28AADeOwBA2jwAAAo9AIA7PAAA2LwAgDu9AEAPvQAA8DkA4DU9AKBpPQAAgTwAgBG9AMAovQAAdrwAAMw7AAB5PAAAfDwAgFk8AADwOwCAcbwAYCW9AADwvACA5TwAsI49AIAXPQAAqLwA4GW9AGCfvQCADr0AMIE9AHC/PQAgXD0AAM87AEB4vQAQ3b0A4HS9AMArPQAwvT0AoIM9AABqPADALr0AYKi9AOAdvQBA+DwAADc9AEBFPQAAqDwAwHO9AFCOvQAAKLoAABM9AGAfPQDgLD0AwKI8AGAZvQCApr0AQFS9AIC4PABggT0AwGQ9AMC3PABAqrwAgC+9AEASvQAAarsAQJU8AADkugCAKbwAwLE8AIDZPAAAOjwAgEo8AAB2vACgVL0AYBO9AACrOwBAMz0AIF89AACNOwBgQL0A4Au9AADJOwDAsTwAgJc8AECJPAAA8LkAICy9AGAxvQAAIjsAgBE9AKBFPQAgAj0AAIG8AGAuvQBAWr0AYAe9ACBKPQDgoD0AAGo7AAATvQAAQ7wAgGW8AMDPvACAUzwAIC89AACoOwAApbwAAI07AIBBvABgBL0AwLE8AMBGPQAAkLoAYAS9AEDXvACASrwAwJY8AKAnPQAAXjwAwPO8AICmvADAijwAABY8AAClvACAdLwAAOQ6AAA0PABA3TwAwMM8AACTvABgH70AgAK8AABbPAAAwDkAAJk7AMDbPAAAEDwA4A69AADevADApTwAgOg8AACoOgAACrwAAIS7AADhuwCAnbwAgFC8AMDVPADAGT0AAPk7AIARvADAorwAIC+9AEDsvACAxzwAAGc9ACAsPQAALjsAwA29AEBgvQBAPL0AALQ6AKBjPQCAkT0AYAc9ACAavQBgmb0AwDe9AABwOgAAPT0AkJA9AEDRPADgFL0AIGi9AABevQAALrsAkKU9AICjPQAA/7sAgIu9AEBsvQCAuLwAgIU8AAB8PQDgaz0AAKK7AMAEvQCgA70AIDW9AIA7vACgJz0AACU9AMDbPAAAsTsAQC29AGBkvQAAUrwAwBM9ACBQPQBA5jwAAGq8AOBWvQBgN70AABw8AIAaPQCA9zwAQKE8AIA+vAAAB70AgEq8AAC9uwAAAbwAgCw8AICFPACAmjwAgNY8AACruwDgLL0AQAa9AACBuwAAmTsAAKU8AABhPQAAGT0AwB+9AEB7vQCA9LwAAOq7AGAQPQCQhz0AQMg8AEAAvQDgWb0AgBq9AICUPADAZD0AAOc8AMCfvAAA87wAAHm8AIBuvAAApTsAYBw9AECYPAAAw7sAAP87AABkvAAgPr0AgHG8AECePAAAZDwAQLk8AOAmPQAABzwAYE+9AGBbvQCACLwAALo8AIAyPQBAIT0AAGG8AGBGvQBA1LwAgBE8AEDaPACAsjwAAF47AADnuwCAjrwAAOq8AACEvACAnTwAQD89AGAfPQAAnLoAAEm9ANCSvQDAB70AYEw9AOC4PQBAQj0AgOK8AKCPvQCAXL0AACi7AGABPQAgFD0AAPY8AAA0PAAAw7wAgDK9AMDSvACAkTwA4Bo9AMCHPAAA0rsAAFi8AMCovACAX7wAgBE8AABnPAAAnDsAgH08AMDhPACAGrwAoFq9AED4vAAAQDwAQIY8AEDLPAAAIj0AADc8AEAAvQAAFr0AQOC8AMCHvADA4TwAMI09AEDsPAAgLL0AYDS9AAAuvAAAwDgAABA8AADkPAAA8zwAAPA5AEDvvADgCL0AAIG8AIBEPAAA4TwAQOA8AEC2PACAl7wAMIG9AIDcvACgKj0AwCU9AADYOgAAt7sAAMm7AEDmvACAr7wAgI48AEC8PAAA+TsAQI88AAANPABgAb0AAB+9AAAQvACAXDwAgL48AEAJPQBAzjwAgHe8ACA+vQDAFr0AAMC5AMANPQAAHD0AAKs7AEDCvAAAqLwAAMy6AAA0PAAASTwAAMA5AACKvAAAMbwAQJs8AICyPAAAKLwAQPu8AABwvACAhTwAgA49AIDNPAAA27sAoCG9AMA0vQCAI7wAoAY9ACBQPQCgCT0AgCy8AIBHvQBAS70AAPy7AAAZPQBgCj0AgBQ8AABJPAAA2LoAgDW9AOAsvQCACzwAIBc9AAAEPQAAzzwAAOe7AACEvQDgaL0AgNA8AFCIPQDAND0AgCY8AMArvQBwp70AoA+9AGBGPQDwmT0AgAg9AECevADgPr0AIDW9AADSuwCgGD0AABY9AACEOwCAu7wAQK28AIAaPABAgzwAgES8AIA7vACARDwAgBE8AAB8uwAABDsAAC47AAB5vACAoLwAgDI8AOAIPQCAejwAgF+8AEDFvADAmbwAAO27AAC9OwAA5zwAwBk9AACHOwBAEr0AoBK9AIBWvACARDwA4AU9AEDdPAAABLwAoAa9AECevAAAYTwAAO08AABbPAAATLwAQAC9AIDKvAAALjwAoBg9AIDEPAAATLsAQI+8AMCrvACAoLwAABA6AID9PACA4jwAAPy7AMCuvAAAkLwAgHG8AABDPAAgID0AQNc8AACcuwDgLL0AgHS9AABGvACAbj0AsJE9AIDEPADA/LwAsIu9ACCOvQAANDsA4Ls9AACWPQAAJbwAQD+9AABVvQCAGr0AgKw8AMB2PQCgCT0AgEq8AMD8vACAwbwAACi8AADtOwBA5jwAALo8AACZuwBA0bwAAKi8AACfOwAAUjwAAEC5AADYOwAANzwAAGq7AADAOQAAkzsAQKS8AADbvAAAwDgAQKE8AECwPACAsjwAgBc8AMDbvADgIL0AgAi8AAA3PACAlDwAgOU8AABYOwDA5LwAgGW8AADhOwAAkzsAAMw7AIBlPAAAwDkAwK68AABhvAAA2DoAAAAAAIBZPAAA/zwAABk8AIC7vAAA8LwAwJ+8AABAOwAA4TwAQPI8AAC6OwDAirwAgHe8AAAcuwAAlrsAAEC8AAB2uwCAXzwAgO48AADPPAAAn7sAQBu9AGAivQCACLwAgKY8AMDkPABgDT0AgLU8ACAIvQCwgr0AAJ+8AAAHPQCgKj0AgLg8AADhuwCAC70AgPq8AACHOwDAmTwAgDg8AACoPACALzwAQMu8AECtvAAAZLsAAH+8AABAOQCAOz0AwA09AIDEvADA87wAAJA5AAClvAAAn7wAQC09AAAlPQBAg7wAQKe8AAAKvAAASbwAAMk7AMDMPAAAajsAwJa8AAAQOgAAhzsAQKe8AACZOwDA5DwAAJO7AADwOQBAzjwAwLG8AOBxvQAAhLwAABk9AMBMPQDgHT0AAPw6AEBsvQBQl70AAJO7AMBkPQBgIj0AgFk8AAAQOgDA4bwAIC+9AABkvAAABD0AoBg9AACQOQAADbwAAMy6ACALvQDA/7wAQPU8AOAjPQAAIjwAgCA8AAC3uwBgRr0AoEK9AABSOwDAMT0AwFs9AIA7PQCATbwAQLy9AECSvQDAgTwAQGw9AKCMPQDAIj0AgCm9ANCYvQBADL0AAPw7AMANPQDgMj0AAKg8AABnvAAA5LwAQKG8AIB3vAAAtLsAQMg8AKAMPQDAgTwAAI27AEAAvQBAIb0AAOG7AADDPACgDD0AgP08AACouwCgML0AIBG9AADYugAAwzwAwAE9AMClPAAAwLsAQOy8AADVvAAAqLoAAHM8AABnPAAA5DoAAKW7AIAOPAAAajwAADG8AIDlvADAh7wAAPM7AAD8PADABz0AALq7AIBEvQBAD70AwJM8AMBDPQAACj0AAMC5AEAbvQDAf70AwN68AOBWPQAAlj0AgFk8AIAFvQDgC70AAMa8AADAuQCA6DwAAL08AAA6vAAAzLwAAC67AACEPADApTwAgFA8AECMvACA7rwAAJ+7AABAOgAAWDsAwOE8AACKPABAp7wAgJ28AADJOwCARDwAAAAAAADPuwAAgbsAAIq7AADYOgCAFDwAAF67AAATvAAA2DsAgHo8AABJPAAAK7wAAOq8AAC6uwAAujsAANW7AECYPADA8DwAADe8AACTvAAAEzwAAJA5AMCQvAAACrsAAPk7AABhvAAA2DoAQD89AMCBPADgI70AgNa8AAAlvAAAn7sAYBw9AMBJPQAAIrsAgD69AGBJvQCAa7wAwB89ABCAPQBArTwAwCi9AEAtvQAAh7sAAM87AAABPAAAYTwAAAc8AIAvPACACDwAgLK8AAAfvQCAVrwAwMA8ACAdPQAA1TwAAIe7AIAUvQAAH70AgAW8AACWPABA2jwAQPs8AACHPACAmrwAwCu9AID6vAAAKLoAgLs8AADzPACA2TwAgAg8AIDHvACgHr0AALG8AADtOwAABD0AAAc9AABAOQCgAL0AgK+8AAAWPAAA5zsAAHC7AMCxPADAyTwAALe8ACAUvQCALLwAAMw6AMCZPADgKT0AALo8AMDhvACASr0AwMO8AIA7PACAGj0AgCY9AADwugBAD70AwMm8AACrvAAAHLsAQEU9ACA7PQCADrwAYAq9AEDsvAAA1bwAAIS6AEA/PQCgQj0AAIG7AMDhvADA27wAQAm9AAAKuwBgRj0AYBA9AADGuwCAZbwAQIO8AMD/vACAZbwAoBg9AMA6PQAA57sAICC9AIB6vACAXzwAgHo8AABkOwAA3rsAANW7AADMOgAAqDsAAIe7AIAgvAAAwLoAABM8AIBfPACAizwAAGQ7AGAKvQDgO70AAFK7AOAyPQAgTT0AgJQ8AEDvvACgVL0AQOm8AIA+PADgCD0A4AU9AIB6PACAl7wAICm9AICIvAAAnDwAQIM8AACTOwAA5zsAAF47AAANvACAmrwAwIG8AADbOwDAwzwAgIg8AACQOgCAILwAAGe8AABPvAAAIrsAAA08AADzOwAAhDsAACI8AADVOwCABbwAAE+8AIAgvAAA6rsAAEA5AAAZPADAmTwAgJc8AACHuwAAqLwAAJy8AECMvAAAhDoAwAo9AKAMPQAAKDsAwMm8AOAOvQAA0rwAABk8AKA5PQBACT0AgBq8AACuvAAAnLwAQNS8AABYOgDgCD0AwI08AABYuwAAHDsAAJC6AECbvAAArrwAALS7AAAoPAAAvTwAABA9AECDPADAE70AwH+9ACACvQCABT0AAJY9AAA0PQBAhrwAoGO9AMB2vQCAd7wAAFI9AKByPQCAcTwAQLa8AOAUvQCgA70AADq7ACALPQAgIz0AABY8AECevAAgHb0A4BG9AIAyPABgTD0A4As9AAClOwCAlLwAYEy9AMA3vQCAdDwAgGs9AEAVPQAAAAAAgGu8AGAEvQAgSr0AAFK8ACBNPQCgdT0AgHQ8AEDgvADgNb0AgCC9AAD/uwAAOj0AoHg9AADwOwDgNb0AABm9AAC3uwBAjDwAQO88AECJPACAhbwAoAC9AIBrvAAAWDwAANU8AIC4PAAAljsAAOe8AMArvQCAO7wAoAY9AAAxPQAA2DsAgN+8AMCBvAAAvbsAgGi8AAD/OwAgFz0AAJA8AECSvADAwLwAgIW8AIApvACAYjwAABw9AMCWPACAd7wAQIm8AACQvADA/LwAAOG7AOAvPQBAYz0AQIY8ACAUvQBgeb0AgBe9AACoPABQgj0AIDg9AAB8vACANb0A4Ai9AMCZvACAdzwAoGk9AIAvPQCAL7wAADG9AGBSvQBAG70AgIg8AOCdPQBghz0AAFK7AOAvvQCAX70AoGy9AACxuwAAgT0AwIo9AOACPQAAh7wAQIm9ACCFvQAANLsAoFE9AABqPQBgCj0AgA68ADCKvQBwmL0AAF47AJCNPQDAcz0AQIk8AIDcvAAgXL0AACK9AADMugCA3DwAwBw9AIARPQAAMTwAIAi9ACB3vQAABL0AANI8AIBoPQAgKT0AAJ+7AABDvQDAQL0AAJC7AEADPQDgGj0AwM88AACHuwAAN70AoGO9AAAHvAAAZD0AMIE9AABAPACgD70AAFK9AIAjvQAAijsAwGc9AMBzPQAAIjsAIFC9AGBAvQCAlLwAgE08AIBZPQBAVD0AgAK8AIA4vQBAPL0A4Au9AIB9PAAQkj0AwHk9AAAEuwDgaL0A8JO9AEAqvQDgDj0AUME9AGBhPQAAvbwAQFq9AKByvQBACb0AYBA9AGB/PQBA8jwAAMA5AECkvADAN70AwBO9AIB6PADAPT0AAK48AADMuwAAOrwAAKW8AECbvAAAkDsAgKk8AMCoPACAHTwAAC68AEDLvAAAq7wAAEA5AIDKPABAyzwAAGo7AIA4vAAAwLwAgKy8AABAPAAAAT0AgEE8AAANvACATbwAQKS8AACfvADAnzwAgEc9AIALPADgBb0AQKq8AABMvAAAh7sAwP88AKAGPQAAtLsAgK+8AICavAAAw7wAAJO7AIBBPQDAVT0AgF+8AABYvQDgFL0AAAG8AEAGPQDgXD0AgII8AADYvACADr0AQMu8AADwuQBA2jwAQP48AADtOwCAmrwAgMG8AAB/vACAHTwAwBY9AACfPAAAbbwAwNu8AMANvQAATLwAYB89AOAyPQAAhDsAAEO8AIApvADA0rwAANu8AIBNPAAADT0AgBE8AAAiuwAAhLsAwLq8AAAHvABAzjwAwIE8AAD/uwCASrwAgEq8AADbuwCAJjwAAH88AAAuuwCAI7wAgCY8AABVPAAAHLwAAE+8AABSuwAA3rsAANu7AADtOwDA2DwAwOo8AAAEuwDgGr0AYEC9AICsvADgID0A4J09AKAAPQCAMr0AQIy9AEAtvQAANDwA0IM9AECGPQAAmTsA4G69AGB8vQCAuLwAgLg8ADCEPQCAaz0AAAS8AGBbvQAwgb0AACi9AIAOPQAAtD0AAEk9AABVvABgOr0AAHy9AKBFvQAAnzwAkKU9AOB0PQAArjsAYAS9ACCgvQCglb0AAPM8AODKPQDgdD0AAK67AKBFvQDAkL0AoEK9AIDBPACQqD0AQIA9AACWuwBASL0AQG+9ACApvQAA1TsAAG09ANCJPQCAwTwAYA29AIBxvQCAPr0AAB+8AMAiPQCAdD0AAPA8AAArvAAgHb0AAE+9AACxvABA7zwA4Fk9AAAcPQAA/LsA4Fm9ACBQvQAAfLsAYBk9ACApPQBAwjwAAAAAAGAHvQBASL0AgKm8AECwPABgOj0AwB89AAAQuwAgOL0AQCq9AADMugAA/DwAwAQ9AIA+PACAYrwAwOG8AECevAAA2DoAQJU8AEC2PAAAMTwAgBG8AMCfvAAAcLwAABy7AADnOwCAejwAAHM8AADAuQCAPrwAgA68AIAFvACABbwAAKI7AACiPABAjDwAAAQ7AABtvAAA3rwAQJu8AIBlPACAET0AQIY8AABYvACAerwAgDK8AMCHvAAA5DoAYAo9AMDDPACAaLwAQNq8AIBTvAAAKLsAABA8AMDVPACAdzwAAEO8AIAdvACAULwAQOO8AACHOwDAKD0AAI08AIAavAAAAAAAgCO8AKAevQAAUrwAoBI9AAClPAAABLwAAG08AIA1PABA77wAgL68AADVOwAAwLgAAIG7AEDOPAAA2zwAAEm8AADAvAAA3rsAAP+7AADAuACA0zwAQI88AECPvAAAjbwAAPA6AADtuwAAarsAwPM8AMC0PACAcbwAAJy8AACBvABAxbwAADQ7AMBSPQCALD0AQJu8AIAvvQDA3rwAgBG8AEDjPAAgRD0AAGo7AGAWvQAAsbwAABw7AAAEPACAXzwAgJ08AADkOgBA2rwAwKu8AADnOwAATzwAABA7AACZOwAAZzwAgBc8AIB9vAAA6rwAwIG8AABGOwAAwDwAAAE9AADeOwAASbwAAAG8AACivAAA57wAAEY7AMD8PABA0TwAAJw7AAB5vABAtrwAADG8AIAgPAAAljwAABM8AABYOgDAirwA4Ai9AADMugBgDT0AQMg8AABAPAAAw7sAoB69AMDtvAAAJTwAgI48AIA4PADAmTwAgFw8AACHvADA6rwAgBe8AAAouwAATDsAgO48AMDMPACAFLwAAMO8AEDOvACARLwAwNI8AEAePQAAtDsAAMm8AIC7vACAR7wAAMC6AMC0PABAHj0AAAo8AAAcvQBAFb0AAJA5AAC9PABA4zwAgHo8AMCEvACAFL0AgES8AIC4PACAdDwAAAq7AIBZPACACzwAQAm9AID9vAAAhzwAQNo8AADeOwAA7TsAAJ87AADJvAAAFr0AAPA6AKAqPQCgCT0AAKK7AOAgvQBAJL0AAFg6ACAjPQCADj0AAHA7AIB3vABAlbwAwJm8AABnvAAAljsAAMA8AMDAPAAA8DsAgGK8AIDNvAAAHLwAAIQ8AAB8PAAAt7sAgCO8AACoOgAAEDoAALS7AACKOwCATTwAAMw6AIALvAAAAAAAALQ7AADSuwAAZLwAABm8AADAOAAAwDwAoBU9AACWOwDgBb0AQPW8AIBTvAAABLsAQMg8AABMPQAAeTwA4EG9AIA1vQAAwDgAgMc8AKAhPQBAyzwAIAK9AOBNvQAAWLwAAJk8AAD8PAAA8DwAAJM7AEDpvADA/7wAAAS7AAD2OwAAXjsAgGg8AIBEPAAAKDoAACg7AIBTvABAobwAAFg7AACHOwAArrsAACU8AMCBPAAAzDoAALS7AAABvAAA/LsAAL27AADAuQAAEDsAAOo7AAC3PACAGjwAgOW8AECwvAAAKLoAADq7AADJPACALz0AAJ+7AGArvQDA57wAANW7AICIPADgGj0AAN48AIB0vAAAGb0AgJq8AABwOgCAhTwAgAg9AIAsPABA1LwAQLa8AAAovAAAcDsAwOE8AACfPAAAAbwAAGq8AIBivAAAybsAAFI8AABbPAAA/7sAgG68AAC3OwCAXDwAAIS6AAD8OgAAzzsAgEq8AIBEvAAAAAAAANi6AAArPACAkTwAgAi8AAB8vAAABzwAgDg8AIAavACAGrwAAP87AADMOgAAT7wAAPy6AIAIPACANTwAwJY8AABqOwAA57wAgAK9AADVuwDArjwAoAY9AMCNPACALLwAwNK8AICRvAAAIjsAgGI8AIAsPAAAHDsAAPO7AIBZvAAA5LsAAFs8AIDxPACAazwAQNe8AOAyvQDAorwAwK48AMBAPQDA6jwAAHC8AAAEvQDAt7wAANK7AECAPADA5zwAAE88AIBEvAAAh7wAAD28AABDvAAAhDsAAP88AMDGPAAAsbsAgKO8AMDnvAAAurwAAHM8AKAtPQBAvzwAAEO8AIC+vADAq7wAwIS8AADbOwCAFD0AYAQ9AAAKuwAgBb0AYBm9AIBWvACArDwAwBM9AAC3PAAAz7sAgM28AACcvAAAcDoAAPk7AAA6uwAAkLkAgIg8AIBrPACAC7wAAH+8AAAouwAAwDkAAJa7AACQOwAATDwAAI07AABSuwCAC7wAgJG8AADMuwDAvTwAQO88AAAuOwAApbwAwLS8AACZvACALLwAwJM8AEAwPQAACj0AABy7AKAbvQDAT70AAPy8AAAuPAAgYj0AYIQ9AECAPAAgO70A8IG9AMATvQCALzwAoEs9AOBTPQAAajwAAPm8AABJvQBA6bwAAOc7AEDyPAAgCD0AQLM8AACQOQBA47wAYDe9AIDivAAAqDsA4As9AIBfPQBAEj0AgJe8AIBNvQBASL0AIAu9AIBHPAAgjj0AsJQ9AAAxPABgYb0AgIu9AIAUvQCAOzwAIFA9AGBbPQDAwDwAAJy8AGBzvQCASr0AAAc8ACAdPQAAED0AwPA8AADkOgBgK70AoEK9AIBQvAAAcDwAwNU8AAAlPQDA7TwAgKC8AIBHvQCADr0AgCm8AICsPACgQj0AYBA9AABwuwCA8bwAQAy9AADqvAAA6rsAAPM8AEBRPQDgBT0AgAW8AIAyvQCgXb0AwOG8AAC0PAAgaz0AoGA9AMCcPACACL0AAJm9AICCvQAAgTsAYJM9AKCkPQAA8zwA4Bq9ALCgvQBAeL0AALo7AIB9PQAgej0AAKs8AACovABANr0AwEO9AEC5vACAsjwAIF89AABPPQAADTwAQBW9AGBPvQCAEb0AAPO7AMDzPABgbT0AoDM9AAAxvACAUL0AYDq9AACTvAAAYTwAAC49AIAsPQCAKTwAgLi8AOAavQDAB70AAAG8AADYPACAOD0AwOc8AAAQvABAA70AoBK9AIDBvAAAATwAgCw9AOA1PQAA2DsAQPu8ACAIvQCArLwAAO27AICvPADAED0AgIg8AABAuQAAZLwAwAe9AIDQvACACDwAwN48AADAPACAUzwAAMy6AIDEvADA6rwAABC8AABkOwCAjjwAoBg9AACTPAAAlrwAQOm8ACACvQBAnrwAwNI8AKBOPQAA3jwAgA68AEDsvABAIb0AAPO8AAB2PABASz0AQAw9AAA6OwDA2LwAQD+9AECSvADA+TwAAPY8AABAOgCAMrwAAIG7AAAcOwAA8DkAAP+7AIBWvAAAtLoAAJM8AACNPAAAljsAAOS6AACHvABABr0AgF+8AEDgPADgKT0AgKA8AIA7vACAAr0AoAa9AIAIvACAxzwAAOE8AAC0OwAAwLgAAFI7AMCEvABA5rwAAGS7AAClPAAAQzwAAKg7AIBoPAAABLsAAAG9AMCivAAACjsAAN47AADtPADAHz0AAOG7AMBAvQAA4bwAALo7AIAvPAAAcDwAAMk8AAAEOwAAfLwAAKi6AAAovAAAorwAAOo7AABPPAAAEDsAAJw8AIB3PADAybwA4Be9AABMuwDAwDwAQKQ8AMCQPAAAwDgAQBW9AADVvACAMjwAgGI8AICCPADAmTwAAAS8AICdvAAAgbsAAPy6AADzuwAAQLsAAA08AMCQPACAgjwAAIQ7AACivAAgCL0AgHe8AIA+PABA9TwAYAE9AABYugCA97wAQKe8AADAuwAAhzsAAKI8AIBiPAAAq7sAAAG8AAC9uwAAB7wAAPC5AIBxPAAAeTwAALe7AECevACAGrwAALo7AABJPACABTwAABa7AACWuwAAn7sAANi7AAB2OwCACDwAAPy6AADAugAAQDkAAKi7AADhOwCAlzwAAJ+7AMABvQAAfLwAgJo8AMClPAAACjwAgB08AAAouwDAwLwAQLm8AIAgvACACDwAAAc9AMDzPAAA8LsAwPm8AECMvAAAAAAAAI07AIBlPABAjDwAALq7AECzvACAILwAAOc7AECDPABAqjwAAMA7AIDZvABAD70AAI27AMCuPACApjwAAGE8AACcOwAAZLwAQJ68AADYugAAHzwAAI27AIBlvAAAOjsAAKg8AACQPAAAdjsAADG8AACxvAAAk7wAAIE7AIC4PACALDwAgDu8AAAWvAAAcDsAAM87AIARPAAAFjwAAMa7AACuvACAqbwAAPO7AABbPABgDT0A4AU9AAD8ugBAFb0AoBi9AIB3vACAiDwAgCw9AADnPAAAarwAwBa9AADGvAAAATwAQAY9AIDTPAAAsbsAQAC9AMDwvAAARrsAQM48AMAKPQCAlzwAgES8AOAFvQAA9rwAgAK8AMCfPADgCD0AQMI8AADAOgBA2rwA4Bq9AAAQvACAzTwAgMQ8AADPOwAAsbsAgFC8AABhvAAAfLsAgAI8AIBNPAAAfDwAAPw7AECnvABA9bwAAMC7AAA0PAAAijwAAOE8AIB9PADAtLwAQBW9AAB8vAAANDsAAF48AEAMPQBA7DwAgJG8AIAjvQDAlrwAAAo7AICIPABA7zwAAHM8AACovAAA9rwAAJ+7AIBNPAAAKDwAgFY8AIBKPAAABLwAgOi8AIDcvAAAAAAAAAQ9AIAgPQDAjTwAQIO8AGAuvQAgKb0AANK7AAANPQBgQD0AAL08AABPvADAEL0A4AW9AADYuwDAwzwAYAQ9AIBfPAAAXrwAAOe8AMCfvAAAljsAQMI8AMDDPAAAtzsAAGG8AECkvACAcbwAABC7AABDPAAAZDwAAKg6AABGuwCAJjwAgDs8AABwvABA6bwAABO8AABGPAAAbTwAgFY8AIAmPAAAw7sAwKi8AABJvAAACjsAAMk7AIA1PAAAQzwAACi6AIARvACAGrwAAFK8AADeuwAAZzwAQOk8AMCKPAAAOrwAoAO9AADzvAAAQDkAoBU9AOAXPQAAijsAgN+8AGAfvQCAlLwAAKs8AAAQPQDAtzwAAFg7AECtvABgGb0AQL+8AIAgPADA8zwAgO48AAClPAAAn7sAQBW9ACAXvQCATbwAgBc8AMAQPQDgOz0AAEk8AIAIvQAgPr0AwMO8AAAxPACgFT0AgA49AAClOwDA0rwA4Au9AEDCvAAAIjwAwEk9AMAiPQAAWLwAYDq9AKAPvQAApbsAQKc8AMABPQDA7TwAAN47AEDLvACgHr0AAK68AAAoPACA3zwAgKw8AAD8OwCAF7wAQKS8AADtuwAAajsAAHC7AAAQOwBAgDwAgAI8AADJuwCAO7wAgCO8AABAuQCASjwAgGg8AAAcOwCAArwAgCa8AABzvAAAvbsAQIw8AICLPAAApTsAAFg7AAAuvABAvLwAgAi8AAC6OwAA9jsAwIQ8AICpPAAA8LoAAPm8AADJvAAAljsAAKg8AAC0PAAAKDwAQIm8AIDovAAAWLwAABM8AIDcPADAujwAAJm7AIC1vAAAmbwAANu7AIAUPAAAmTwAgFA8AACQOQCAF7wAgFC8AIAvvAAAOrsAABA8AECAPAAAcDwAALc7AABtvABA0bwAAFK8AACNOwCAhTwAwKI8AADnOwAAmbsAAM+7AIBovAAAcLwAAGo7AABkPAAAHDsAAJy6AIBTPAAA7TsAwJm8AMCNvAAAcLoAAGQ7AACKPACAwTwAACi7AIDQvADArrwAgB28AADYOwBAAz0AoBI9AACougBgB70AQOa8AMCWvAAAAAAAQAw9ACAIPQAA5DoAAE+8AECDvADAsbwAgDW8AIB0PACA0zwAQIw8AABwOwCAzbwAYEO9AIApvADgPj0AADQ9AADwOwAAhLwAIAu9AMArvQAAN7wAoB49AOBNPQAAojwAgG68AMATvQDAEL0AANi7AECzPABA7DwAgKM8AAAKOwAAq7wAQN28AADzuwAA2DsAAOE7AECePAAA4TwAACK7AIAgvQBABr0AAKg6AAC6PABA/jwAgM08AADYuwBAGL0AAO28AAAWuwCAaDwAQMg8AIDHPAAAEDoAgNm8AMDAvAAAhLoAgD48AABkPAAALjwAABa7AABnvAAASbwAAPC5AAAZPACALDwAAMA7AABAugAA4bsAgE28AABVvAAAnDsAwMM8AABhPAAADbwAAGq8AIAyvAAAursAgB08AACrPAAA7TsAAFK8AIBTvAAA57sAAJO7AIAgPACAoDwAAHY7AIAavAAAUrsAACi7AIAmvAAAarsAgCA8AAClOwAARrsAAM87AAAxPAAAQLsAgF+8AIA7vAAAELsAAOo7AIAXPAAA2zsAAC47AAB2uwCAGrwAAOS7AAD8OgAAojsAABY7AACiOwAAcDsAgAK8AAAfvAAA8DoAALo7AABwOgAAQDsAAOE7AADkugCAZbwAAPy7AIAjPAAANDwAAMC5AABYuwAANLsAANK7AABSuwAA5DsAAAo8AAAQOgAAWLoAABA6AADwuwAAKLwAABC6AABGOwAAnzsAgGU8AIAmPAAAz7sAAFK8AAAovAAA4bsAAEA6AIA1PACAXzwAAHY7AACiuwAA6rsAANi7AAD8ugAAdjsAAMk7AADPOwAAn7sAAJm8AAC9uwCAiDwAAI08AADYOwAALrsAQIC8AMCuvAAAt7sAgH08AECAPAAApTsAAJA5AADnuwCASrwAAAAAAIA+PAAAyTsAAJ+7AIA4vAAAE7wAABA6AIA4PAAAijwAAAo8AAAivAAAk7wAAAe8AAB2OwAAkzsAAMw6AAC3OwAA5DsAABA6AAAKuwAAfLsAADS8AIAavAAAojsAQIM8AIBZPAAAELsAAIG8AIA+vAAA5DoAAAE8AADbOwAAqDsAAJA5AAAfvAAAIrwAAJk7AABGPAAAnDsAAOe7AABqvAAAw7sAgEQ8AACBPAAAajsAAJ+7AADquwCAQbwAABa8AACuOwAARjwAAK47AACZOwAAqDsAAPC7AABqvAAALrsAAJw7AADwuQAA/DoAAAE8AACQugAACrwAAIo7AABPPAAAHDsAAPO7AAA0vACAgrwAAA28AICgPADgAj0AgAU8AAB/vAAAorwAgHG8AABAOQCAdzwAgFM8AADwOQAArrsAANW7AAABvAAABDsAgII8AAAQPAAA/7sAADS8AAAivAAABLwAANI7AMCiPAAAcDwAAOQ6AADhuwAAkLwAwMC8AADGuwDAnzwAQMU8AABbPAAAzDoAgFO8AIDEvAAAhLwAAJM7AACQPADAhzwAAM87AAAHvAAAZ7wAAIG7AACiOwAAdjsAAMC4AAAWuwAAdrsAAEC6AAC6OwAA4TsAAMA5AABSuwAAIrsAAEC7AAB2uwAAELsAAJA5AABqOwAA2zsAAOQ7AABYOwAAwLsAgGK8AIAmvAAARjsAgFM8AAAuPAAAqDoAAMO7AAD/uwAAgbsAAMC4AAAAAAAAXjsAgBE8AACEOwAAsbsAAOq7AADSuwAApbsAALQ7AACWPAAANDwAgCy8AACcvAAARrwAAPC5AECGPACAzTwAAP87AMCNvADAvbwAgDK8AABeOwCAazwAAJk8AAAHPAAA57sAAEy8AABAvAAA8LsAAEA7AAA0PACARzwAABk8AABAugCATbwAgJS8AAA9vAAA4TsAwLQ8AMCTPAAAkDkAgES8AIBcvAAAWLwAgCO8AAABPADAzDwAQK08AAA0OwAAmbwAwPm8AIB9vAAAPTwAwMk8AICmPAAAzzsAgES8AIDBvABArbwAAIq7AECVPADABD0AwL08AAAlvACgCb0AAOe8AAAcvACAVjwAQAw9AED+PAAAKDoAQMu8AMDkvACAlLwAANi6AMCcPAAA/zwAAJk8AADnuwBAtrwAwMa8AMCEvAAA2DsAwPk8AIDrPAAAzDoAQLa8AADMvABAhrwAAPC5AMDGPADABD0AADc8AIBovAAA5LwAgNm8AAB8uwDAsTwAwNg8AACHPAAAWDoAQJK8AEDmvACAfbwAABY8AACfPABAhjwAgCY8AADYuwCAl7wAAD28AACZuwAAEDsAAHM8AABnPAAAEDsAAHC7AAAlvACAi7wAgCy8AIAgPAAAqzwAgGI8AABqOwCAArwAwK68AICXvAAATLsAADc8AIDfPABAzjwAAL27AEDpvABAv7wAgAu8AADnOwBAvzwAwM88AACcOwCAgrwAQKG8AECMvAAA+bsAgHQ8AMDYPAAAZzwAACK7AABGvADAk7wAgIK8AADMugCAejwAgKk8AABhPAAAkLkAAIq8AADGvAAAQLwAACg8AECzPABAgzwAAJA6AABSvABAgLwAAPy7AAAKOwCACDwAgB08AACWOwAAwLoAAPC6AADkugCAMrwAgGu8AAClOwAAyTwAwIc8AACKuwAAirwAQJ68AIA7vAAAwzsAAK48AECtPACACzwAAPa7AEC5vADAybwAAB+8AAAoPAAA5DwAQP48AACoOwDA2LwAQAC9AIBZvAAAqDsAwJ88AMDPPAAANzwAAF68AMCuvACAa7wAALq7AIA4PAAA1TwAgI48AACiuwBAwrwAgOK8AAAWvACAnTwAQPg8AAB8PAAAnLsAAH+8AICvvAAAcLwAAKI7AABnPACAdDwAwIo8AABwOwAArrwAQNq8AADkuwCASjwAgJE8AIBrPAAAcDoAgHq8AABevAAAwLkAAJ87AADSOwAAyTsAAPy6AADkuwAAtLoAADo7AACQOQAABDsAAKI7AABMuwCAHbwAAMC4AADkOwAA5DoAANi6AAAoOgAAwDkAACi6AABwOgAA8DkAAHC7AAA6uwAAQDkAAPA5AAB8OwAA5DsAAPA6AAB2uwAAarsAAKu7AAATvAAAFrsAgDg8AABzPAAAvTsAAIS7AIA+vAAAbbwAAJO7AIAdPAAAQDwAAI07AAAAAAAAdrsAAAG8AAAuuwAA2DsAALQ7AABSuwAAsbsAAIG7AAB8uwAARjsAAGo8AAAlPAAAOrsAANi7AAAHvAAAWLwAAA28AAC9OwAAljwAQJ48AAAKPACAFLwAALe8AACivAAAlrsAgDU8AACuPACAhTwAADq7AIBuvACAJrwAABa7AABAOgAATDsAALc7AACTOwAA8LoAAM+7AACWuwAAwDkAAKU7AADwOwAA4TsAAKi6AMCEvACAjrwAAMC5AAB2PAAAnDwAgF88AAAiuwAAorwAAKW8AAC0uwAAkDsAABk8AACWPAAAfzwAAKW7AACEvAAANLwAAPa7AABeuwAA2DsAAEk8AAAKPAAAWDsAAPA5AADbuwAAT7wAAAq8AACQOgCADjwAgCw8AAD8OgAAk7sAAHC6AABAuQAAUrsAABC6AADwOgAABLsAAJy7AABYOgAArjsAAHA7AABqOwAATDsAAKi7AAA0vAAAybsAAPw6AAD/OwCAETwAABY7AACiuwAAxrsAABA6AACrOwAA8LkAAAS8AADGuwAAAAAAALE7AIA+PAAATDwAAFg6AIBovACAmrwAgDi8AAC0OgAAjTwAQL88AAAQPAAAE7wAgHG8AMCBvACAArwAABY8AABYPAAAFjsAAJC6AACHOwAABDsAAGq7AAAQuwAAh7sAgC+8AAD8ugCADjwAAGQ7AAAKOwCAMjwAgAI8AADGuwAAYbwAgGu8AAAcvAAA3jsAwLo8AABtPAAAlrsAgAW8AACfuwAA3rsAAHy7AAAQOwAAZDsAABY7AABwOwAA5DoAAAS7AACQOgAAnDsAACK7AIAUvAAAz7sAAJC6AAAQOwAAwzsAAPw7AACcOwAAzDoAAMC6AADtuwCAULwAgBq8AABAOgAAMTwAgII8AIBNPAAAkDkAgFa8AICOvACAGrwAAGo7AABAPACABTwAAMA5AABYugAA8DoAAMA4AACTuwAArrsAABy7AADwuQAAEDsAAJY7AADMOgAAwLkAAEA7AAAuOwAAKLsAAJm7AACruwAApbsAAMC4AIALPAAAQDwAAJw7AACouwCALLwAgAi8AABAOQAAnDsAABA7AAB8OwAA2zsAADo7AAA0uwAA7bsAAEO8AAAEvAAA+TsAgJc8AIAmPAAANLsAAAS8AABPvACASrwAACI7AMCKPACAYjwAAMA4AIAvvAAAfLwAgA68AAAlPAAAujwAAFs8AADnuwDAt7wAQM68AAANvADAmTwAgAg9AICyPAAAzLoAQKq8AIDxvAAAt7wAAPC5AICpPABA7zwAAMA8AABYOwDAsbwAwAe9AMCxvAAAhDsAQNo8AMD2PAAAGTwAQIy8AADJvACAXLwAAAo7AICFPABArTwAAPM7AIBfvABAp7wAAEC8AABYugCASjwAgME8AICIPAAAsbsAALG8AMDGvAAAhLwAALc7AEAAPQCACz0AAAo8AICpvAAABL0AgNC8AABGuwCAtTwAQPs8AECbPAAAzLoAAKW8AEDdvAAAfLwAgAU8AAC9PABAkjwAAJA6AABMvAAAXrwAAJO7AAB8OwAA5DsAAN47AAB8OwAAarsAgBe8AADzuwAAhLsAAAo7AICCPADAsTwAAJw7AECevABA4LwAgJS8AABwOgBA1DwAgBQ9AABkPABAhrwAwNK8AEC5vACAXLwAAAo8AEDjPADAzDwAAMM7AIA7vABAs7wAwKi8AAA0uwAAkDwAQKQ8AAAHPAAAAbwAwJy8AABSvAAAtDsAwIc8AABtPAAAijsAgCm8AMCxvABAibwAABY7AICOPADAsTwAAIQ8AADkugCAu7wAgNC8AAAivAAAyTsAAHM8AECbPAAAZzwAAMC5AABMvACAiLwAAHa8AACfuwAAKzwAQJg8AABkPAAA8DoAAC68AACBvAAA+bsAAMk7AAAQPAAAdjsAAEA5AACuuwCAGrwAAJC6AABAPAAAajwAAKI7AIAOvADAlrwAAI28AADkugAAfzwAAKg8AIBoPAAA2DoAgFO8AICjvAAAebwAAF67AIApPACAmjwAAH88AAAQOwAAIrwAAF68AIAgvAAAQLoAABA8AIAaPAAAQDoAAM+7AADDuwAAkDkAAAc8AABJPAAAgTsAACu8AECGvAAAQ7wAAEy7AIAgPAAAtDwAAKU8AAA0OwAAgbwAwMO8AICmvAAAUrsAwJY8AADPPAAAajwAABC7AECAvACAmrwAgAK8AADnOwCAPjwAANg7AAD8OgAAKLsAgAW8AADPuwAARjsAgBE8AADkOwAAQLkAgAu8AIA+vAAAxrsAAK47AABnPAAAPTwAACg6AAD8uwCAL7wAACW8AACluwAArjsAAGc8AIBQPAAAnDsAAJC7AABqvABAibwAAMy7AAABPADAgTwAAHY8AACQOwAADbwAAHa8AIBTvAAA8LoAgEE8AIB3PAAAfDsAgBe8AIAsvAAAIrsAALE7AAArPAAA3jsAALS7AABPvACAHbwAAAq7AIAFPACAdzwAgCw8AAAAAAAAFrwAAFW8AAA0vAAAh7sAAMA7AABwPAAAhDwAAP87AADzuwAAk7wAAIS8AACuuwAAEDwAwJA8AABGPAAAwLgAAPy7AIAsvACAI7wAAFi6AAA0PAAAVTwAAFI7AAD8uwAAPbwAgAu8AABAOQAAPTwAwIE8AADwOwAA0rsAAIG8AICFvACACLwAAOQ7AECzPAAAqzwAAI07AIBKvACAr7wAgKa8AAB8uwDAjTwAgMQ8AIBcPAAAKLsAQIC8AMClvACAPrwAAL07AICUPACAmjwAAAo8AIApvACAvrwAwIe8AADYOgCAiDwAgKk8AAAxPAAAAbwAAK68AECPvAAAELsAgFk8AICmPACAZTwAAIS7AICjvACAoLwAAJ+7AIBBPADAqDwAAHA8AAAWuwAAbbwAgGu8AAAfvAAAELsAACg8AICdPACATTwAACK7AIA7vABAgLwAgF+8AADwOgAAkzwAAHw8AAAuOwAAwLsAgDu8AIBfvAAAorsAACs8AECPPAAALjwAAPy6AIBuvADAorwAgBS8AIAgPADAqzwAwJM8AABkOwCAWbwAALS8AICLvAAA8LkAgIU8AIC1PABAgDwAAPC5AMClvACA07wAACi8AIA1PACAtTwAgJc8AABkOwAAZ7wAgLK8AIBTvAAATDsAAHY8AACcPAAAHDwAAAS8AECGvACAXLwAANu7AADJOwDAnDwAgIs8AAAoOgAAXrwAwJa8AAB5vAAAcDoAwLQ8AIDEPAAAnzsAgFO8AECevAAAhLwAAPy6AECAPAAAnzwAAO07AACouwCAKbwAAEm8AIACvAAAsTsAAG08AIAgPAAAWLoAANu7AIAFvACACLwAAEa7AAD/OwCAazwAgB08AAA0uwCATbwAAFu8AADMuwAAkDsAAD08AAA0PAAAnDsAACi7AAABvACAILwAAOe7AADAOQAA+TsAgC88AADnOwAAwLoAACi8AIApvAAANLsAAMY7AAAlPAAA7TsAAMC4AAAHvACAQbwAAOS7AACiOwAAWDwAgC88AACoOgAAzLsAACW8AAAfvAAA5LoAgAg8AIAXPAAAojsAANg6AABquwAAIrwAAPO7AAD8OgAA2DsAALQ7AACNOwAA8DkAAOS7AAAHvAAA2LoAAHY7AADMOwAA5DsAAPw6AADhuwAAJbwAAEa7AAC9OwAA8zsAAGQ7AACQugAAhLsAAIS7AADwugAAcDoAAPA6AABwOgAAqDoAADo7AAAKOwAA2LoAAJ+7AACxuwAATLsAAAo7AAD8OwCACDwAACI7AACuuwAADbwAANW7AAC0ugAAnzsAAAQ8AAB8OwAAELsAAHC7AAD8ugAAwLkAAHA6AADkOgAAkDoAAFi6AAA6uwAAdrsAALS6AACQOwAA7TsAAI07AADwOQAAh7sAgCa8AAAZvAAAWLoAAPk7AIBBPAAAMTwAABw7AAAfvACAa7wAAPa7AACEOgAAxjsAAAc8AAC3OwAAwDoAAPC5AABYuwAA5LsAAMC7AAC0ugAALjsAAMM7AADYOwAAEDsAAHC7AABeuwAA2LoAAEC7AABwugAAOjsAAAo7AACcugAAcLoAAAAAAADAOAAAXjsAAM87AABwOgAA57sAAAe8AADDuwAAIrsAAMY7AIBxPAAAVTwAAHA6AABJvADAk7wAAFK8AAAEOwAAfDwAwIc8AAD2OwAAarsAADe8AIA7vAAAqLsAANg6AADSOwCAAjwAAK47AACQuQAAirsAAJC7AACluwAAgbsAAEY7AIAmPAAA3jsAACK7AAD2uwAA+bsAAI27AACZOwCARDwAAPM7AACHuwAAGbwAAAS8AAB2uwAAjTsAAFs8AIBBPAAAKLoAgD68AIBovACAArwAAIQ7AIBWPAAAajwAANU7AADbuwCAfbwAAFW8AAAWuwAADTwAAFs8AAArPAAAQLkAADG8AAA0vAAAdrsAABw7AADVOwAAxjsAACg6AAAiuwAAzLoAAKi6AAC0ugAAELoAAAAAAABAOQAA8DoAAFg7AABAOQAAfLsAAEy7AAAQugAALjsAAJY7AADAOQAApbsAAIG7AAAoOgAATDsAAJA7AABAOwAAXrsAAAG8AAAcuwAAqzsAAJk7AACcOgAAkDkAAOS6AACEuwAAwLoAAPA6AAAoOgAAwDgAACI7AADAOgAA/LoAAKi6AACEOgAAQLkAAMy6AABAuQAAQLkAAJy6AAD8OgAAajsAAJA5AABAOQAAwDkAAIq7AADMuwAAQLoAAIE7AAB2OwAAjTsAAHY7AACEuwCAC7wAABy7AAAiOwAAwDoAADQ7AAAuOwAAtLoAAC67AACcOgAAzDoAABC7AAA6uwAAwDgAAMA6AADkOgAAEDsAAJC5AAAQuwAAQLkAAAQ7AABAOgAA5LoAADq7AAAQuwAAtDoAALc7AACBOwAAcLoAAIS7AACZuwAATLsAANg6AADAOwAAXjsAALS6AAC0ugAAQLkAAAq7AADMugAAQDoAAMA4AAAAAAAAOjsAAEA7AADAugAAirsAADS7AAAAAAAANDsAAJY7AADMOgAAfLsAAIq7AAAAAAAANDsAACI7AADAuAAAWLsAAEy7AABwOgAAkDsAAEY7AABYugAAELsAAKi6AAC0ugAAKLsAAJy6AAAuOwAAtDsAAJA7AAAQOgAAcLsAAM+7AACouwAAKLoAAGQ7AACxOwAAvTsAAF47AABYuwCABbwAAMO7AACQOQAAnzsAAMM7AAAoOwAAZLsAALe7AABwugAAXjsAAC47AACEOgAAwDkAAMC6AABAuwAANLsAAMy6AADMOgAAwzsAANU7AADAOAAAw7sAANi7AACTuwAAkLkAANI7AIAUPAAAcDsAAIS7AAABvAAA9rsAANi6AADzOwAAJTwAABA7AACouwAAursAAF67AABYugAAOjsAAJM7AAD8OgAAkLkAAFi6AAB8uwAAfLsAABw7AADGOwAAzDoAAGS7AACNuwAAOrsAAAAAAACNOwAAvTsAABw7AACQugAAhLsAAPC7AADAuwAAkDoAAOo7AAAHPAAAojsAAJC6AADkuwAA+bsAAGq7AAAoOgAAgTsAAOQ7AADMOwAAAAAAAMC7AADeuwAAcLsAAPA5AACcOwAAzDsAAF47AADYugAApbsAAK67AAA0uwAAKDsAANs7AACfOwAAELoAAJO7AACouwAALrsAAAQ7AACoOwAAcDsAAMA5AAD8ugAAZLsAAIS7AADkugAAKDsAAMk7AADnOwAAEDsAAPC7AABGvAAAxrsAAJk7AIA1PAAAHzwAAC47AADJuwAAK7wAAOS7AABAOQAAyTsAAOc7AAAQOwAARrsAAEy7AADAOQAAKDsAAJA6AAAouwAAw7sAAJa7AADwOgAA7TsAAOQ7AABkOwAAtLoAAPy7AIAavAAAgbsAAIo7AIALPAAA5zsAANg6AAB8uwAAxrsAAHa7AADAuQAACjsAAEw7AAC0OgAAHLsAADS7AADMOgAArjsAAFg7AABAuwAA3rsAAJy7AADAuAAAnDsAAMA7AACoOgAA5LoAAPC5AABAugAAfLsAAGq7AAAAAAAACjsAABY7AABSOwAA/DoAALS6AADMugAAQLoAACi7AABMuwAAhLoAAKg6AACiOwAAzzsAAAo7AABquwAAn7sAAGS7AAAWuwAAAAAAAI07AACoOwAANDsAAAAAAACKuwAAt7sAAEC6AABwOwAAQDsAAEC5AAA6uwAA5LoAACg7AACTOwAAkDoAACK7AAA0uwAAWLsAAIS7AACoOgAAATwAAMk7AADAuAAAUrsAAJm7AADGuwAAKLsAAIo7AADPOwAALjsAAEA5AAAougAAUrsAAJC7AAAQugAAUjsAAAo7AABYugAAnLoAAMC5AADAOAAAkDoAACI7AAAEOwAAkLoAAJm7AACuuwAAIrsAADo7AAD5OwAA8DsAAOQ6AACWuwAA87sAAMm7AAAcuwAANDsAAN47AADeOwAATDsAABC7AADYuwAA5LsAAOS6AACcOwAAwzsAABw7AADwugAAWLsAAOS6AABAOgAAIjsAAMw6AACougAAIrsAABC7AADkugAAkDoAAL07AACxOwAAwDkAAJy7AAD8uwAAybsAALQ6AIAaPACACDwAAJA5AACTuwAAn7sAAJa7AABwugAAajsAAIQ7AAAuOwAAkDkAAFi7AACNuwAAAAAAAIc7AABAOwAAkLoAAEy7AAA0uwAAnLoAALQ6AAA6OwAANDsAABY7AABAOgAALrsAAL27AAC6uwAAkLkAAMY7AADVOwAATDsAAEA5AAA0uwAAqLsAAIq7AABYugAAqDoAAEw7AACoOwAAZDsAABy7AACruwAAWLsAAFi6AADAOgAAhDsAAGo7AADAOAAATLsAAIe7AAAuuwAAWDoAAKI7AAC3OwAAhDoAAIe7AADJuwAAcLsAAIQ6AACiOwAAtzsAAC47AADMugAAnLsAALS7AABkuwAAtDoAAMM7AAC9OwAA8DoAAC67AADAuwAAvbsAAJy6AACWOwAA1TsAAIc7AABAuQAAqLsAAPC7AAB2uwAARjsAAO07AADPOwAAED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type=\"audio/x-wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 116
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "display.Audio(\"received_data.wav\", rate=24000)"
      ],
      "metadata": {
        "id": "gcb7CJupK7-C",
        "outputId": "2c682e7e-2713-4d7a-bdfd-2766b2b050eb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        }
      },
      "execution_count": 111,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
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AlAaAB8AE5AosCFgPpA6gEAAUYBSgFMQVLBZoF2AWoBRgFXgSHA78CRwIBAogBzQABADD/af7z/cz9mf01/dH8hPxP/Fb8n/zf/Nv8sPyD/F/8XfyY/OP8//zl/K38aPw0/EL8hPyx/K78ovyh/Lb8Af2L/RT+Z/6Y/tr+O//C/2wAFgGSAdwBEQJGAoYC0wIpA2kDeANkA0UDHwP9AvAC6QLAAnQCLgL3Ab4BkQFyAToB3gCNAF8ANgAAAND/nv9P/wH/0v6a/kX+//3a/bn9rP3G/cr9hf0u/Qv9GP1a/d/9Y/6T/on+mv7k/mP/EQDCACgBSwGUAS0C6QKlAzwEagRABCwEdQTzBHsF4gXmBXAF3gSGBFwESgRBBBMEmgP4AnECFQK/AV0B7QBSAJv/Cv+8/ob+Rf7r/WP9p/zv+3P7M/sU+wz7/fq3+kb63fmm+Z35vfkD+j36QPo6+mb6ufog+5b79vsf/Dv8lvwy/eT9lf4o/3P/i/+//y8AxwBrAQ0CiAK/AtMC+wI8A4YD3QMjBC0EDAT7AwoEJQQ6BDAE4gNeA/cC2QLnAvQC4wKUAgICbAETAfAA1gCyAHQACwCT/0P/GP/s/rL+Z/4D/qL9ev2U/b/91v3S/aj9ZP1K/YL95v1B/ov+uP65/rL+0f4H/yz/Rv9l/3r/kP/O/yUAZACPAMIA8wAoAZUBQgL2ApEDIgSSBM4EBwVlBcQFAAYsBjsGBgalBUQFxwQOBD0DbQKQAbUAAwBf/5P+sf3l/CP8d/sV+/f64vrR+uH6/foL+yz7dvvC+wP8W/zC/BX9Xf2r/eD94P3S/cv9vP24/d/9Dv4Z/hP+E/4P/hf+Vf6+/iT/iv8CAH8A+AB/ARECkQL7AmMDywMqBIMEywThBMUEjgRDBO4DmAM4A7YCDQJSAZUA5P9G/7b+HP58/e78g/xH/D38TvxR/ET8Sfx8/O38nP1b/uD+E/8k/1H/wv97AEcBwgG/AXQBQgFhAdcBaQK4ApICNgILAksC4gKNA+8D3wOeA44D4QOFBDkFoQWNBSUFvgSLBIwEnwSCBAYEPwNlAqABAgF/AOb/Ef8P/hn9UPzA+2T7Hfu6+ir6lvko+fb4Dvlf+br56vnq+dX50fkH+oP6Fft7+577nPuk++D7WPzl/ED9R/0p/Tj9mf1D/gf/pP/x/wgANQCoAGEBPAIGA48D2QMOBFYErwQRBWkFmQV+BTQF9wTRBKwEeQQoBJoD2AIZApMBSQEpAQUBrgAcAIb/G//3/hr/YP9//07/9f68/sT+/P48/0//Gf+x/l3+Uf6D/rb+sf5t/hL+2P3c/Rj+bv69/un++f4W/13/xf8zAKYAHAF4AasBzgH6AS0CXAKAAo4CeQJTAi8CEwIDAvoB2wGfAXMBeQGcAb0B6AEPAhICAgIWAlICkQK+As4CswJzAi0C3wGEASABqQAGAE//sv4p/o/95vxE/KH7Cfun+o36lvqo+rf6uvrL+hP7jfsc/Lf8Vv3e/Uz+x/5T/8f/FQBTAIoAtADbAP8ADQH9AN0ArQB3AFAARgBFAEYAWwB1AHwAfgCcANcAIwF1AckBFgJXAo4CugLVAtsCxgKfAngCUQIRAqgBFgFsAL7/Gv+F/gH+h/0L/Y/8JPzd+7X7q/vP+xz8e/zd/Ef9xf1l/jD/DADRAGcBxgECAk8C1wJ9A/QDFQTeA2wD/gLUAuoCAAPmAo4CDwKqAZwB1AEOAiYCHgIFAgcCXwIFA54D5wPgA6wDeAN1A6MDxwOiAyEDWgKAAcoAPgCv//D+A/4J/ST8dPsH+7z6Z/r4+YX5Pfk4+XT54vlq+uv6RvuA+7n7DfyG/B/9uf0p/lj+T/40/jX+Z/6m/sD+pv50/lD+Xv6m/gr/Vv90/3v/nv8JALcAdAEUAoYCzQL+AjsDnAMBBEUEXQRMBBQExwN5AycDyQJfAuIBTwG+AFEA/v+y/23/K//f/pT+d/6X/tn+HP9N/1//ZP94/7D/AQBUAIUAfwBTAC4AJwA1AD0AJwDs/5f/Sv8p/zr/Xv9q/1T/N/8x/1b/rP8bAHgApwC3AMcA9QBPAbcB/AEJAu8BxAGkAbAB2wHuAc0BjQFMASABJgFVAXQBbAFMASwBHgE/AYgBwAHDAaIBcwE7ARgBFAEHAcsAbAD9/37/Cf+v/lr+8f2C/R79ufxk/Db8I/wR/Az8Ifw7/FX8hvzZ/Dz9r/0p/o7+0P4L/1f/sP8NAGMAjgCGAGwAagCAAJsAnwB+AD4AAADp//n/IQBDAEgAOgA3AFYAmADsADoBdwGlAccB4wEFAi4CSAI5AgsCywF6ASEBywByAAAAbP/H/in+rP1Y/Rf90vyL/Fb8PPxR/J78Df15/dz9VP7w/qT/XgAIAZUBCwJ9AvQCbwPWAw0ECQTmA8kDsgOTA2wDNgPpApACSgIhAgYC7QHVAcIBvQHVAQECNwJuApYCowKeAqECsAK1AqUCewIyAr8BMwGdAAgAbv/K/iH+d/3Q/Cn8hfv6+pL6RfoH+uD51vnq+Rf6X/rB+iX7ePvF+yj8rfw//cj9Nv6C/rD+yf7h/gr/Qf9q/3j/eP9x/2D/TP9Z/5L/1P8AACMAUQCYAP0AfgEFAm0CpwLHAv0CZwPjAzEENAQCBLgDbAM2AxoD7QKAAtwBNgG2AFkABgCv/1D/7v6V/lz+XP6I/rD+uP6z/r7+4v4j/37/4f8lADQAIAARACQARgBYAEsAJQDv/7H/iP98/3b/Wv8q/wn/DP8w/2X/o//h/xYAQgB2AMIAIAF7AcsBDAI4AkUCPAIjAgwC9AHSAZgBSQHxAJYAOQDn/6j/cP84/w3//P4C/xb/Of9k/5X/0v8TAFMAkwDbACABTgFnAWwBVwEpAfYAyQCVAEwA6/9y//T+h/4v/ub9p/12/Un9If0S/Sn9XP2f/en9NP6D/tz+R/+9/zMAmQDdAAABGAE3AVYBZwFfATsB/wC4AHAAJQDi/6f/df9E/x3/Av/s/t/+5/4S/0r/fP+k/9X/GwB1AMcAAAEdASkBLQE3AVABXgE+AeoAhAAtAO3/rf9k/w//r/5N/vr9xf2t/ab9p/2t/cH95f0c/mv+0v5J/7f/CwBUAKsAHwGfARECVwJnAlECPQJMAnsCpAKbAlMC5gGGAVcBUwFhAWABPgH/AM4A1gAVAWMBnAG3AboBvwHoAToCmALXAtoCogJZAigCFQIBAtUBhgEDAVwAw/9R//L+iv4a/qD9Iv2z/GX8Ofwm/B78Dvzy++X79vsm/HD8zPwZ/Tn9PP1H/XP9uf0O/lP+Z/5N/iv+If46/mv+l/6l/pv+j/6d/s7+J/+J/9L//v8pAGwAzQBNAdoBUQKWArICxwL0Aj0DhAOlA5sDbwMqA+ECqgKCAkYC5wF3AQ8BtwBpACUA7//E/57/bP88/yT/Mv9W/4L/p/+5/67/m/+o/9//IQA9AB4A4f+1/6//u/+8/6X/b/8o//T+9P4a/zf/Mf8f/yH/Qf93/7f/AABMAJEAxQDzACkBZQGbAcsB+gEUAgYC3QG6AakBkQFgARUBugBdAAgAvv96/zj/8v6t/nT+Vf5G/jn+NP5L/nn+q/7c/hL/Tv+T/+P/NwCAALgA5AAKAS0BUgFpAWUBTAEuAQ8B5wC8AI4AWQAfAOj/tf+E/1j/Of8g/xL/Dv8R/xL/GP8u/0z/Zv99/5f/sf/K/+L/9f/8//b/7P/g/9f/zv+//5z/b/9L/zP/I/8W/wj/8f7Z/tX+5v4B/xz/M/9E/1X/e/+z/+j/DAAmADwAWgB9AJkApgCnAKgApACcAJQAjAB3AFwASAA+ACsABQDb/8X/yv/Y/9b/vv+g/4j/e/+C/5v/tP+y/5j/hv+Q/6r/wP/R/+X/9v/9/wIAIABhAK8A5wD8APgA7gDxABkBbwHNAfMByAFzATYBOAFnAZkBpwF+AScB0wC9APMANQE/AQYBuwCUAK0A/QBbAY0BcwEmAeMA5gAoAW8BhgFhARgBwAB3AE0ANgAPAMX/Yv///qj+Yv4n/vH9uf13/Sz96vzP/N/8B/0r/Tn9Kf0I/QD9Lv2J/ev9LP46/iP+EP4h/lr+n/7Q/tf+v/6p/rT+4/4k/1j/bP9l/2X/iv/W/zUAkwDXAPwAEAEvAWoBuwENAk4CeQKHAngCXAJPAmACewJ5AkoCAAKwAXMBWAFbAVUBFgGkAD0AHAA+AGMAWAAeANL/lf+B/6T/4f/3/8n/f/9b/2j/gP+D/3j/a/9U/zD/Ff8f/0P/Vf9K/zn/Nf8y/zX/XP+w/wAAGAAAAPb/JAB1AMUACQFAAVkBTwFHAW8BuAHoAd4BtAGQAXMBVgFAAToBKQHfAF8A6P+s/5v/jv9w/0L//P6n/mT+Yf6a/tf+7f7j/uP+Bv9A/4X/1P8VADAAKwAxAGIApQDNAMsAqAB0AD4AFQAHAAwAAwDT/4f/Qv8b/wz/D/8e/yz/Jv8W/xr/Qv+C/7v/2f/g/+T/+/8pAGUAlQCbAHQAQAAjACUAMAArAA4A2v+d/2z/U/9P/0//RP8x/yT/JP81/1b/f/+h/7L/vP/R//f/JQBOAGkAcgBtAGQAYwBlAGAATQA3ACsAIAAAANH/rf+h/6H/n/+c/5T/gf91/4v/xf/7/wAA5v/f/wwAWACTAKsAqgCSAHMAbgCbANIA0wCcAGAASgBNAE8AUQBdAF4APAAIAPz/LwB4AJ4AnwCJAGIAOgBCAJMA8wAHAbEAOAD1//z/KABIAEEAAQCa/0X/Sf+Z/97/2/+n/4P/kf/Q/zEAowD7ABcBAQH5AC4BkgHyASwCQAInAuUBoAGBAYQBeAE3AcoAWQD6/6j/X/8d/9f+eP4J/rH9jv2R/Zf9lf2K/XT9Uf09/Vv9rv0L/kX+Tv5B/jn+Q/5o/qX+2v7i/rz+mf6c/r7+3v7o/t/+y/68/sb++/5R/5//yf/a//D/GwBgAMAAMwGcAdoB7gH6ARwCVAKSAsEC0gK4An8CTQJBAk8CQwICApsBNwHwAM4AxgC/AJAAMwDU/6b/sv/N/9H/vv+l/5H/hv+S/7T/zv/J/6z/nf+k/7H/sP+t/7H/qf+H/17/Uv9k/3T/dP9y/3r/gP99/4X/qf/c/wAAEQArAFgAggCaALAA1AD4AAAB9gD0AAUBFAEQAfwA2gCsAHMASgA/AEAAKgDu/6b/cP9R/z7/M/8q/xj//P7j/tz+6f7//hL/IP8s/zr/T/92/6//7P8WACwANgBFAGYAnwDfAAkBDgH5AOkA6wD9AA0BDgH6ANMAqACKAH8AeQBgADUABgDi/8n/uv+2/7X/p/+F/17/Sv9P/13/af9u/2j/V/89/y//N/9M/1f/UP89/yv/Hf8W/x3/Mv9B/zn/IP8T/yb/T/95/5P/nf+b/5n/rv/l/ykAVQBVAEIAQQBYAHYAjgCcAJ8AkAB1AGYAawB0AGkAUQBCAEEAPAAvACsAOgBJAEQAMgArADgATABgAHAAeABqAEoANwBFAGUAbwBWADAAFgANABIAGwAeAA4A8v/g/+r/BwAeACEAGAATABYAIQA0AEkAUABAACQAEAAIAAgACQADAPD/yP+b/4H/hf+c/6r/qP+f/5z/q//S/wcAOgBdAHQAlQDNABYBVwGBAZMBnAGlAbMBxgHWAdMBugGOAVcBGwHcAJ4AZgAxAP3/vP9u/x3/2v6q/on+af5H/iT+CP4A/gn+Gf4j/h/+FP4S/ir+Wf6J/qf+rP6j/pz+ov61/tD+6v75/vj+7P7m/u7+Af8U/yj/Pf9P/1v/bP+S/8v/AAAcAC0ARgByAKgA4QAZAUQBUgFKAUsBbAGdAbgBuQGwAaMBjAFtAV8BaAFvAVgBLAEJAfUA4QDLAMUAzAC+AJMAaQBmAHwAgwBxAFYAQwAvABcAEAAfACMAAQDK/6f/n/+V/33/a/9m/1n/Mf8I/wD/Ev8g/x7/H/8r/zP/Nv9L/4L/u//U/9b/6f8WAEoAbwCOAKoAugC3ALcAzgDtAPUA4QDGALcAqwCYAIcAgAB4AFsAMwAVAAsABwD9/+//4//Y/8X/tP+u/7H/rv+e/4r/ff91/2r/Wf9K/z7/M/8j/xP/Cv8M/xT/Hv8q/zr/Tf9j/4L/r//s/ygAWAB9AKQA1QAJATgBZQGMAaEBngGRAYwBjgGFAWIBKgHwALcAgQBUAC8AAAC2/13/Hv8K/wn//P7f/sD+rf6n/rD+y/7r/v3+/v4H/yn/Uv9p/2v/b/99/4n/iv+G/4r/jv+H/3n/cP9s/2T/Wf9c/3L/jP+a/6D/sv/T//X/EgAyAFwAiQCtAMgA3gDyAAEBCgERARkBFQEAAeMAzwDAAKoAhABWADAAFAABAPH/3//K/7b/qP+m/63/tf+4/7r/xv/b//D//f8AAAAAAgAKABQAHAAaABEABwAAAPn/8f/q/+T/3//a/9f/1//Y/9r/4P/r//P/8//t/+////8UACEAJAAeABYAEAATACQAOABAADkAMgA6AEsAXABqAHwAkQCkALYAzgDvAAoBGwErAUIBVwFeAVsBXQFnAWkBWgE6ARMB7QDGAKYAhgBeACIA2v+b/2//S/8i//P+x/6j/on+eP5u/mb+Xf5a/mD+bP55/of+nf65/tT+5v7v/vb+AP8S/y3/R/9S/0z/Q/9J/1n/aP9t/3H/eP+B/43/n/+3/8z/2f/n//7/GgAyAEYAXwB+AJkApgCrALMAwQDQANsA4gDjANkAyAC7ALcAtgCtAJsAhgB2AGwAZABbAFAARgA5ADAALQAvADAAKQAeABgAGwAgAB4AFAAMAAcABAAAAP3/+f/u/93/z//O/9D/zP/A/7j/uP+4/7X/tf++/8r/0f/V/+D/7v/7/wQAEwAoADcAPgBFAFMAYABoAG8AgACPAJAAhQB/AIUAkACZAKAAoACPAHMAZgB1AI4AiwBtAE0APwA8ADoAPAA3ACAA+v/e/97/6f/h/8T/q/+l/57/iP9w/2n/bf9q/17/Uv9J/zr/L/84/1X/aP9h/07/UP9x/5v/uv/L/9v/7/8IACgATwB4AJUApACxAMMA1ADfAOIA5wDsAOcAzQClAIUAeABuAFMAKgD+/9X/sP+T/4X/e/9m/0X/J/8e/yb/Lv8v/zT/Qf9J/0b/SP9f/4L/l/+Y/5P/lP+Z/57/qf+7/8L/r/+P/4H/j/+g/6D/lv+Q/47/i/+M/5//vf/R/9T/2f/u/woAIQA2AFEAbQB8AH0AhQCYAK0AtgC3ALYAsgCpAKAAoACiAJ4AkQCFAH4AdwBwAGwAbgByAHIAbgBoAF8AVwBbAGsAdQBpAEsAMwAsADAANAAvABoA8//J/7n/xP/R/8D/mv92/2v/b/94/4P/hf97/2v/a/+F/6f/u//A/8b/1f/m//f/DQArAEUATgBOAFMAZAB3AIcAkgCXAI8AgQB8AIcAlQCVAIIAagBbAFgAWgBbAFQARAAvAB8AGAAXABIABwD5/+n/3P/O/8H/tP+m/5f/hv9y/1v/R/88/zj/MP8j/xX/DP8K/xH/Hf8t/zr/Rf9T/2v/if+m/73/1v/1/xYAMABCAFQAZwB7AIsAmQCgAKAAmACTAJkAngCYAIEAawBfAFoAUgBIAD0AMAAgABIADQAQAA0ABgD///3/+//3//b//f8AAPr/6f/c/9n/3P/f/9v/zP+z/53/mf+k/6z/nv+C/23/bP99/5H/nP+W/4X/fv+P/7L/zv/S/8n/yv/b//P/BQASABUAEgATACIAOwBKAEoARgBNAF4AawBzAH0AiwCUAJcAngCsALwAwwDEAMUAxAC/ALkAuwC/ALgAngCAAG0AZwBhAFAANgAZAPv/4//U/8//xf+u/5L/fv92/3L/bP9m/2T/Yv9a/1L/Uv9c/2n/cv94/3r/ev97/4b/n/+4/8T/wv++/8b/2f/y/wYAEwAVABQAGQAsAEUAVwBeAFsAWgBeAGgAdAB6AHsAdgBuAGUAXQBZAFcAUgBGADYAJQAZABIADwAMAAUA+P/o/+D/5//z//j/8//s/+z/7//1//z/BQAMAAkAAQD+/wAAAwADAAIA///w/9j/x//I/9P/0v+9/6L/jv+I/47/mv+i/5v/if9//5D/rv/F/8z/zv/X/+X/9v8MACgAOwA9AD4ASABaAGQAZwBsAHMAcQBjAFkAXQBkAF4AUABEAD0ANAAqACkALAAnABUABQADAAkACAAAAPr/9P/q/9//2f/a/9j/y/+5/63/qf+j/53/l/+U/4r/ff90/3j/gf+J/4z/jv+R/5T/nf+w/8j/3f/k/+X/6//8/xIAJQAxADIALgAqAC8APgBKAEoAPQAuACgALAAxADIALwApACEAGwAcACIAKQAtACwAKQAnACcAKwAxADYAOQA0ACoAHgAbAB8AJAAgABQAAwD3//D/8//8/wAA9//j/9P/2f/t////AgD7//D/6v/z/wgAIgAqABwACgAIABgAKwAyAC0AIwAXAA8AEAAZAB4AGQAKAAAA/f/+////AQAIAA0ACQABAAEADgAfACwALwAxADEAMwA5AEUAUABTAEkAPQA3ADcANQAsACEAFQAGAPX/5f/b/9f/z//C/7P/pv+d/5j/mv+c/5v/k/+K/4n/kv+d/6T/pf+k/6P/p/+x/7//yf/O/87/0P/X/+H/7f/2//r/+f/4//3/BwARABUAEwARABEAEwAXAB0AHgAcABYAFAAWABgAFwAVABMAEQALAAUABQAHAAkAAwD8//X/8f/z//f/+v/4/+//5//p//T/AAADAAAA+//7/wMAEgAhACYAIwAeACAAKwA5AEIARAA+ADYAMwA6AEUASQBCADQALAArAC0ALwAuACoAIAAWABMAGgAjACEAGwAXABsAHQAfACMALAAxACwAJQAmAC8ANQAyAC4AKwAnACAAGwAcAB0AFAAEAPv/+//7//T/6f/i/97/1//P/8v/y//K/8P/vv+8/7r/tf+x/7L/tv+0/63/qf+r/7D/s/+0/7X/tf+0/7f/wP/K/8//0f/U/9z/5P/r//H/+v8AAAMABAAIAA8AEwAWABcAFgAUABIAEwAXABkAFQAOAAoACgALAAkACAAFAAEA/v/6//r/+v/5//f/8v/t/+f/5P/m/+v/7P/m/97/2P/a/+H/6P/r/+j/4P/f/+f/9f///////f/+/wQADwAcACYAKwArACoAMAA6AEIARABFAEgASABDAD8AQQBHAEcAQAA3ADEALwAvADIANQAyACYAGwAaACQAKgAmABwAFgAVABcAGQAbABoAEwALAAgADAAPAAwACAAFAAQAAQD9//3///////r/8v/u/+z/6//r/+r/5P/Y/8z/yv/P/9H/yv+8/7H/rP+t/6//sf+t/6T/m/+a/6T/rv+z/7L/sP+1/73/x//T/97/5P/n/+r/8v/+/wYADAANAA4ADwARABIAFAAUABIADgALAAoACgAJAAYABAAEAAYABwAHAAcACAAMABMAGAAbABwAHAAgACcALwA2ADgANgA1ADkAQQBHAEgARABCAEEARABHAEkARwBBADoANwA3ADcANQAvACkAIwAcABgAFgAUABAACQACAP3/+v/7//3//P/1/+7/7P/w//b/+P/4//b/9f/3//z/AQAEAAIAAAABAAgADAAKAAUABAAFAAQAAAD8//n/9P/v/+r/5//h/9j/0f/O/87/yv/C/7z/v//E/8X/wf++/8H/x//O/9X/2v/a/9n/2//k//D/9P/w/+r/6//w//T/9v/1//L/7P/n/+f/6//u/+z/6f/l/+b/5f/n/+r/7v/t/+n/5v/o/+3/8v/0//T/8//y//L/9f/7/wAAAQD/////AQAGAAwAEAATABQAFQAWABsAIQAmACYAJgAmACgAKwAtADAAMgAxAC8ALgAvADAAMAAvADAAMQAvACsAKAAoACoAKwAqACkAJgAjACIAJgAqACoAJgAjACQAJw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      "metadata": {
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      "execution_count": null,
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