{
  "cells": [
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# Illustration of audio transforms\n",
        "\n",
        "[![View Source On Gitee](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/r2.5.0/resource/_static/logo_source_en.svg)](https://gitee.com/mindspore/mindspore/blob/master/docs/api/api_python_en/samples/dataset/audio_gallery.ipynb)\n",
        "\n",
        "This example illustrates the various transforms available in the [mindspore.dataset.audio](https://www.mindspore.cn/docs/en/r2.5.0/api_python/mindspore.dataset.transforms.html#module-mindspore.dataset.audio) module.\n"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Preparation\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Downloading data from https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/datasets/84-121123-0000.wav (65 kB)\n",
            "\n",
            "file_sizes: 100%|██████████████████████████| 67.0k/67.0k [00:01<00:00, 47.6kB/s]\n",
            "Successfully downloaded file to ./84-121123-0000.wav\n"
          ]
        }
      ],
      "source": [
        "import librosa\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import scipy.io.wavfile as wavfile\n",
        "import scipy.signal as signal\n",
        "from IPython.display import Audio\n",
        "from download import download\n",
        "\n",
        "import mindspore.dataset as ds\n",
        "import mindspore.dataset.audio as audio\n",
        "\n",
        "ds.config.set_seed(5)\n",
        "\n",
        "# cication: LibriSpeech http://www.openslr.org/12\n",
        "url = \"https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/datasets/84-121123-0000.wav\"\n",
        "download(url, './84-121123-0000.wav', replace=True)\n",
        "wav_file = \"84-121123-0000.wav\"\n",
        "\n",
        "def plot_waveform(waveform, sr, title=\"Waveform\"):\n",
        "    if waveform.ndim == 1:\n",
        "        waveform = waveform[np.newaxis, :]\n",
        "    num_channels, num_frames = waveform.shape\n",
        "    time_axis = np.arange(0, num_frames) / sr\n",
        "\n",
        "    figure, axes = plt.subplots(num_channels, 1)\n",
        "    axes.plot(time_axis, waveform[0], linewidth=1)\n",
        "    axes.grid(True)\n",
        "    figure.suptitle(title)\n",
        "    plt.show(block=False)\n",
        "\n",
        "\n",
        "def plot_spectrogram(specgram, title=None, ylabel=\"freq_bin\"):\n",
        "    fig, axs = plt.subplots(1, 1)\n",
        "    axs.set_title(title or \"Spectrogram (db)\")\n",
        "    axs.set_ylabel(ylabel)\n",
        "    axs.set_xlabel(\"frame\")\n",
        "    im = axs.imshow(librosa.power_to_db(specgram), origin=\"lower\", aspect=\"auto\")\n",
        "    fig.colorbar(im, ax=axs)\n",
        "    plt.show(block=False)\n",
        "\n",
        "\n",
        "def plot_fbank(fbank, title=None):\n",
        "    _, axs = plt.subplots(1, 1)\n",
        "    axs.set_title(title or \"Filter bank\")\n",
        "    axs.imshow(fbank, aspect=\"auto\")\n",
        "    axs.set_ylabel(\"frequency bin\")\n",
        "    axs.set_xlabel(\"mel bin\")\n",
        "    plt.show(block=False)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Original Waveform\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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              "\n",
              "                <audio  controls=\"controls\" >\n",
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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 2,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "sample_rate, waveform = wavfile.read(wav_file)\n",
        "plot_waveform(waveform, sample_rate, title=\"Original Waveform\")\n",
        "Audio(waveform, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## AmplitudeToDB\n",
        "\n",
        "[mindspore.dataset.audio.AmplitudeToDB](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.AmplitudeToDB.html#mindspore.dataset.audio.AmplitudeToDB) converts audio data from amplitude units to decibel units.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "waveform = waveform.astype(np.float32)\n",
        "n_fft = 1024\n",
        "hop_length = 512\n",
        "spectrogram = audio.Spectrogram(n_fft=n_fft, hop_length=hop_length)\n",
        "specgram = spectrogram(waveform)\n",
        "amplitude_to_db = audio.AmplitudeToDB(stype=audio.ScaleType.POWER)\n",
        "db_specgram = amplitude_to_db(specgram)\n",
        "plot_spectrogram(db_specgram, title=\"AmplitudeToDB - audio (dB)\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## DBToAmplitude\n",
        "\n",
        "[mindspore.dataset.audio.DBToAmplitude](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.DBToAmplitude.html#mindspore.dataset.audio.DBToAmplitude) converts audio data from decibel units to amplitude units.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "db_to_amplitude = audio.DBToAmplitude(0.5, 0.5)\n",
        "spec_recovered = db_to_amplitude(db_specgram)\n",
        "plot_spectrogram(spec_recovered, title=\"DBToAmplitude - audio (Amplitude)\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## AllpassBiquad\n",
        "\n",
        "[mindspore.dataset.audio.AllpassBiquad](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.AllpassBiquad.html#mindspore.dataset.audio.AllpassBiquad) applies a two-pole all-pass filter to an audio waveform for audio signal transformation.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "waveform = waveform.astype(np.float32)\n",
        "waveform /= np.iinfo(np.int16).max\n",
        "allpass_biquad = audio.AllpassBiquad(sample_rate=sample_rate, central_freq=200.0)\n",
        "waveform_allpass = allpass_biquad(waveform)\n",
        "plot_waveform(waveform_allpass, sample_rate, title=\"AllpassBiquad Waveform\")\n",
        "Audio(waveform_allpass, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Angle\n",
        "\n",
        "[mindspore.dataset.audio.Angle](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.Angle.html#mindspore.dataset.audio.Angle) computes the angle of a complex tensor input.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "(33440, 2)\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Apply the Hilbert transform to get the analytic signal (complex)\n",
        "analytic_signal = signal.hilbert(waveform)\n",
        "\n",
        "# Create a complex waveform by stacking real and imaginary parts\n",
        "complex_waveform = np.stack((analytic_signal.real, analytic_signal.imag), axis=-1)\n",
        "print(complex_waveform.shape)\n",
        "\n",
        "angle = audio.Angle()\n",
        "transformed_waveform = angle(complex_waveform)\n",
        "plot_waveform(transformed_waveform, sample_rate, title=\"Angle Waveform\")\n",
        "Audio(transformed_waveform, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## BandBiquad\n",
        "\n",
        "[mindspore.dataset.audio.BandBiquad](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.BandBiquad.html#mindspore.dataset.audio.BandBiquad) performs a biquad filter operation on the input audio signal. The frequency response rolls off logarithmically around the center frequency, and the bandwidth parameter controls the slope of this roll-off. This operation is similar to the [SoX](https://sourceforge.net/projects/sox/) implementation.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 7,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "band_biquad = audio.BandBiquad(sample_rate=sample_rate, central_freq=200.0)\n",
        "transformed_waveform = band_biquad(waveform)\n",
        "plot_waveform(transformed_waveform, sample_rate, title=\"BandBiquad Waveform\")\n",
        "Audio(transformed_waveform, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## BandpassBiqaud\n",
        "\n",
        "[mindspore.dataset.audio.BandpassBiquad](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.BandpassBiquad.html#mindspore.dataset.audio.BandpassBiquad) performs a two-pole Butterworth Band-Pass Filter on the input audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "band_pass_biquad = audio.BandpassBiquad(sample_rate, 200.0)\n",
        "transformed_waveform = band_pass_biquad(waveform)\n",
        "plot_waveform(transformed_waveform, sample_rate, title=\"BandpassBiquad Waveform\")\n",
        "Audio(transformed_waveform, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## BassBiquad\n",
        "\n",
        "[mindspore.dataset.audio.BassBiquad](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.BassBiquad.html#mindspore.dataset.audio.BassBiquad) performs a two-pole low-shelf filter on the input audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 9,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "transforms = [\n",
        "    audio.BassBiquad(sample_rate, 10.0),\n",
        "]\n",
        "\n",
        "for transform in transforms:\n",
        "    transformed_waveform = transform(waveform)\n",
        "    plot_waveform(transformed_waveform, sample_rate, title=transform.__class__.__name__ + \" Waveform\")\n",
        "Audio(transformed_waveform, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Biquad\n",
        "\n",
        "[mindspore.dataset.audio.Biquad](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.Biquad.html#mindspore.dataset.audio.Biquad) performs a biquad filter operation on the input audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
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zejNvNnZ48rmaO7D+wAI+w9lFUMbBRzeEU8M1w2OBp743fYw+IfwwuNB4tPj6+DN3eTiyu1V8nD3owWvEnYYTiVsN/hDdkdERCs+ODokMBIesAxKART1lOrE4dTZG9T0zWPL5Mlbx+PHAtPG4OjrKvdhCRUcnilxMHg0sjZTM4cjaAxJA734DeHH0Y3Wt9SNyLzDPMuD09TS99Wm5L/zdvuvCowjszUGQqtVaGYJYvpYO1YhUE1ANCbnCXXvb91Uz//D2L4Ot/mwb7Nitfu2dr6wzHzfa/RjDOMhlTawSDpTqVb2USlEMzvJL4wMd+tR217FFasvoSikSaYSqdWxaMFZ0e3bAO2KBSYVPCHAOsZUDWT+bLNpj2TzX8pb0VaqSyAu1vnFynOvxqPVnaWecaKUqNusfLBqt6bCdNbU6/8EHSj5SIpfnW1EabpliGLiWoBR8zYZCFfYtLWco6aY1Z2vpJijF6NFppGtVcHm498DfRi8KRM9KE+oZLhyDGuqZjNnBWRYXDlX0U4NOxIHdL7Ijy+MR52hos2jfaa0qhKxIb+40XnbHu2tB6IoFEw9aipxnGbpYk1h0VvnTik35grD0JqcHozOmd6icqF/oFygv6KmqGm6/N1b/7cYbDYkTo5Y82Xab+Vqp2fOY3Bd81kJVWtKXDhVDMvNrJlLhcyUJZsdncqii6dzsd/IW+LQ8DT9nA6IJqpEFmAtbsVojF9RWxlXSEunK4MDI9v8p5KGHJRUoC2e9J04oAejhaejui7hDwksHpYueEt5XIBZemBqas5kG13eVjpUc1FSSnw9Ohm/3QyjAYCEkSGbeZsLoQanRbGLzxXxg/pZB1cVYhqfLEBRzGRfY0pfwVlAVGZMGy+p/xnSSqLjhlSVOJzWmi+cLKDuobKmQL3f6/EQKyEwLItAbk+wTA1RYWWAadZd+VUoUqlPCkjdNToMZtWlpJaFKpJNnAicWqFeq0a5Qdu8+TgB7AY6FbkfbicVRI5duGQ4YSla/FZySj4kC/HgxZ2iNY81mI6dHZ9PnSKe0qNLrd/DtO/fEBImxziBRi5Oh06LS7ZRqWBgYodYZFMtTgJDITjjG/3mv73zlXuKK5zUoiel56o2tkzYrfaFBwgQWBYYHEAeSC6PRONQ3VbRYs1e00P6JsMB4tnXtpOZG5Lhm6ee0aD3n1yh06wkyu/1eRA9IlIvdjYVP8dEFD8SQTdWImKsXv9bHFH/RC4/ESrt+IDS7KdGiOmWG6CTpICqObBwzU74/g2LD1EV0x3ZHzUm9jMOQJ5KOlf+VnU8jR+cBWLp28c6nS6NOZsdoV2id6SRqOGxjdES//cSix1hKx81qjd8Otw7e0JzVI5ewFsnW9pWnEtXQ84nh/et2WC4kY5sk9Clj6rjr2y1Xc1g+aoUqhutH6AmsySUJuA1Uj6rPVBDkEGjMQYgDAQg3JO/PKDljlea3qHbo9ulF6tzvuLofBDxHUguXDwsM4ovpDwYPUc7l06xVxNRYFjmV5hH4jRCFJToq9I+tquRK5Mlp62xBrRLvczYxALGIn8lih4QIcQj7Sf9L/gxoitVMFY5dC8KGdz6+9fxvd2fb44Pm8igRqP7p4q2ItJ6/GkhYy3oLykt4SXyJ3Av4y4BMzxGplNOUwNWeFcAT9M7FxUF7lTWKb4Oo3KXeKUIsz+71suu5v//5RJTH0MYJBRaIaor9C2TMCMvly+aNAQx0xge8xfRtbD5mn+YC6Ldpfqn466Sw1/hqv5XGGQuuyvDHtEmjzUdPEVBCkNCQpxG60xjSyJDPzyeLQgVbgJl6rXIVbC1o4ChPq4+t6fEBuWlBOkVWCErJjwqyTFBLlIgPh2lIMofUh/aHSgR7/sv4XXByqVFlzycjKMsp66tPr+t4L0Irik/Oc4xczFkOnMzIzBKMU4tYjTxQitI7kW5Qyc98C5MDtXi/8PdsrKqyKTJq0rCxeanBHQV7B/IJ0Is6SHHE64NeQ9UEdYXIRwsGB4WQRWJBtnpIcsOrMqTJpr8psSnu6wPwwjmJwkhGf8ZSCqoMK4fnRqlJp0u3TlMQmQ6jTaYPUk+HDwqOpgnFQ8RCa3/X+IZwTOsrrMhxBO8OL2S2Bn4Jgx8DiQO/yCjMO8phia5Jm0c5h7ZJegWwwYq+Tnh0sges6qb4pqWpL6nH60uvzDYyO+9Ez008jJFLok7nUHaOp8ywyk9K6s3YjlXNvhGoVJGQBwkeBBL9LzPk64YlmqdrrCIuELK8vHMD+EbZCOCIgwhRCDsF84RKRV0GLobryKoJLEUJQF37rDLV6BckG6cdqHBooGsWb/m5YIHOhPLLDI9PSwOJwgyHi5HJ/ArMi6UL5o3gjavNA9Etjs8FFQI4QUq6erQKsCnsxHBJNGOyMPWgfisBBkKQhUjE2YTBh/PHLcXCxuKG40dVCKRF4MDDPS83yTCKar8mY2aN6QOq1KxncLB4VD+8RpxLRQxRDBrNCo6TThDK6ckbislLeQt6i8vMok7+Tw0Jq0M4AFA8+nad8JQsbG2C8xz0WDZnfi1EF8XrBwzGiUTPRX1FoAR6w8TECkW3B9IGPED4/GZ3jzJhLBhmaCa/6ekqtyzqMuN51ICzx65ME4w3zIiO6E6BDVBLTYnOSdXKrgsMit8KcgxXTcALXQdrwku85HnytHGsc+1TMsYzHrbWflQBk4VXiWLGs4TkRu0DrkG0xI5D6IJ3Rs/HOYIEf7k7WDOX6milKOce6Rrpf+sfcOV7pgUhSBMMZFBzzhKKl0sCCu3JrMq7CkMI4EmUSy4JkMmESRTEwgQGg+Q8D3iuPDi5djVY9724cPlPvE47kv1JQyGDMv93AccFTcOgA2CEpQLfAy2Ec8Iav146iHXtMxHvcKmTpxXp5ezJr/xzxjqTgRDGeMigSbrLjs2UjU+MkwvUSkPJ+EoJCiuI5gh+iT7J1siSBugFxYPkAPQ9GDiV9AfzojU4dTD3GbrPPtzDBES3gvkEfAUiAuZCmMLWAh2DOsS1w6GBuf7BOpUzpayI59HnAOoEa1etWLNGfRDDtAfATMSORIysDCiLa8ocipjKQckwygtK2wmrSHnF34QbRSDFgcIhgBaBY0LPApY/jbt8uqU8mbo9NzJ32rqOvZ2/hH7JP+2DNcQURCJDtkHYQNoCMYF1fYH7BnnV92fyVKw7KIjqnSvK7ZVyjflPADGF9woJTTZNQQzvDcgOG4viylRKMgkJyMCHwcU+hL1GGQbqiBDH1cTIRTJF/0HYPO14cDc0eVM30rT4N4A8xT9yf9C/LMCjQ43Dm8HigRFBHQFEAr4CF3+WvUf8sLox9TCuZinjKYDqVyt4L3X1rz07hLAJlcxBDWoMmMz4zF6Kd4hDyOJJtclzSChF2QR9hQ/F0URURS3G+wdTR3vF9oRaQlX9BvglNxP2P7N7c8y3m/wjv1X/nMFhRVeFMcG5QSJBHn/yf+1/9/+sQFq/sr32PGy3eC/aazNqP6q2qyQuE7Vxfw+GoMpGDA5PRRBETTdJzolTiOcI2MlQx7zGFkcRR9GHg4bLRGPFw4jcReiCPwJtQk//CvoidkB3hTg7Nab2lbq/fTc+f3+MAjRCzsIOAkjDbkKqgZFB9IHNAgLBdv7cPUH8LLepMkct7+pQatQs8u5bc5f7jYKzx/IJzMuPjciNjUszSeAJpUm7igxJ18ltiMCHckT8g9lCeMEPAsRDyEQaBJME+sSQwp+8KviVeKe1ZHKwNAp3UPt//nE/G8LShzqF70QfRF4C6sE9wWDA+j8Uf15ABT+Bvb45sLVMc0bwNusmKr7ucLFotiO9CgP2yOiLwQzfjcsNRcpjCOMJGcgCBryGQ8cHBljFQ8OOQgZCEQFRwbpELIU2Rb7HlsdgBGa/trqVeIh2U7JFMZT1APoMfVH+xwIJxr0HiUW7w2bClUIUwd6BRACjgPrBMMD0QAt8o3ehtUayxG8wK9eqby21c4+3abuuApEI0UwyzJ3K7ImpiI6GKQPxw7RDycTLxynHAIZghmoFXALxgBF+aH6wQfqEhQegyU9KkQolhpH//bmrtaxyCnEWcQt0dnoBv+HDFkaGiThIbAcmhIqBan8VPuh+v3+GwSvBL4D5wFM9jnkpNXcyO26Kq96sPG+ldEV5ND42A2vIeYmJh9qHPgXXwl+AdsE6gcHEi4eUyMNKmEwrigcHkkVuQSZ+Wn5oPyRBkceUzBvOgc+rjITGSL8eOBaxI6x3q6ouInNNejE/uwU4ikeMGom1BxdE6QFyP1A+1j7DwKqDN4PwQusAo/1XuQazwW7E7AYrxey1bRlwPzc4PWhAaQQUR40JOIjjBzBEdoURheTEL8U5R4MIXQlkStOIyMZkRLcB4P/xPYu6vjwAgmWE6YbsDC6QMM+kS2pD/L0N+OaywG3gLjAw5/UWO5qBPYQhB6GJQQfHRM9Ayf2O/QT9IfyEPvgCeUSphP+C/f8welp1BfDHbfHsNe4Ss0i41Xzv//GDwUgkR+bEV0MOg1SB9wBVAFGB0ITaRquHCshRyHLGHgUCQ+GAVD6pfxF/zoDcAd/C1Aa6ij0Kl8tEDTiLTYc5wY/74Ld6s9+w5DBCM5m2IjjzPX1AmoHUwu1C+8IqAhtBjsFfgthEaAUdRt2HxEaKBDeA6nzmuHW0UTHrMJMx1fRYt2z68P1l/ybBuoKwwGA/Nr+2P0b+lf4oPslBiUN4gnCCqIRHRJwEK0PzAwRDFgPDBCNEV8PcgpGDTIRQw0pCNYLfhNXG+4dTxxwFz0MegAo9BTkSNXE0nPbYePY5BjsSwBQEP0Q+g57Et4UDhPIDVsJkQlNDLINVg+0DEADrP38+R7tftw10xzRsNKz1CnVKdtQ6DvyN/bE+jn/6gDPAYL/u/lr9xX5Yvr5+2z7m/wIBL4KtQqKC7gQzxadGj8aTRnkGjoc9hobGE8U4xDsDdoMcwvTCwYObxMbHecjRh87EVgIYgGO8jjeGNEf08jaJN+44Dzuy/8qCdgMKg+kCwwJHglxBFv/kv10/+oGHQxSBTwA8wAR+/XtFOB01TDSTdQK1H3X9eK/8Mj9HwodD00MzAXI/xn6DPHH5Ybm2fTSAB0E1glMGd0mLiYMHsMaIhn+E5cNswdkBJwHPA5bE/8TRBGgESUU4w6hAsj7I/xr/u0AIAIQCt8YWx2lEekH1QO293/l/NQP0HXR5c+j0KbgefJ0+n0EaBGeFXQUSBStERsOewi/BLMINQ0FCWsHTAsPCPr9FvTb6ofku99I2nLa6eAL593vSvwKA3IGRAzBD/MLKgaLAs0C8QJL/4D+NQTICDgKSQw7DiQOzgyQCc8F3gJJ/+X+1wI/BGEC7QQ2C0MN0gmdBhgGPAYgA6//2ABYBV0KhRCDEqcJcAHkAAT86eqf3a/d+OOb5OTgZel8/LkISgkVDvoUyhZ3FEgR5wwpCaUHNwmADCkJ9gN1Bc0G1f0P8l3rpeim5qnh/d5y5EPumfag//kGuQq8C4sI9gBB+HHurOe+5z7rGuwR76v4NgXsDNgNuw+mE9kStwzrBtADEgRsBFAF4giWDbMQxhQ3FbsONAlCBTj+1/Ym8gfxbvZo/ugD1gz7GN0g5yNKIP4UdgqEApX0OuUX3tXfveUO6uLtcvnABzcMnAqDClwKYQePA3r/zv1l/xIEDQtdD7IPZxCeEQENVQL19ZbsDuef4TzcJd0N5M/sYfUr/Dv/of4O/bD55PLw6PHk6ek075XwnfUxBJURChb+FGEX7xguFSEOqgg2BDwBowG8A8sE1wOeBusLOQycBTUBggB1/sj6Q/im+Wr+egPaB8kMfxDdEqsWXBgkFFwOYgt8CFID3/uQ9vP1qfZ29EHzb/Wd90n5/vqG++T7K/1O/0YB0gLaArcE8Ai7CgkJDgjCCJMH5wIi/QD5Cfbg8bPtaus96gjqouq/6lLpleme7OfuOO8W8OH0wfgS+sH6Of9eA3YFoQdcCycOLBDhEnsUtxNRETYQWA+HDIMGVQIYAcf/Wf0M/Nf8bf50AHcBrgKMBMsGtQhfCi4LOAyMDgMRsxI/FDMVbRMuD2QK8AUH//L2UPAx7VjqQecY56rrzvCW8xb4gP7rAwcHJQlDCuQKhwrVCe0JjwmuB60GqgbVAxr/Bfu790/zJ+7g6ZznleeS6AHrhO/G9O/5jP9QA9oBm/++AOYA6/s5+Dr6m/2X/FL6xfwfArgDjAK0AzgFqQV1BXEGnAZlBp0HxwqsCz4JKAimCaEJPwY0AmcA5wC9/5v82foY/Cj+tv+8AJ0C5QWiCFwKywqcCZsIywjTBwgF+QJxArIC5wHh/9j+l/+X/2v+W/04/en9Xv+0APABVwNQBYEHcQi7B1sGsAR1AsL/Uvze+Az3SPaI9MXxFPDA8PXxzPHH8eTzqvZe+KD5fvsS/ST+B/8TAGkAw/+u/zsAtP95/n3+j//ZAO4BdQJpA2AFRwYLBj4GygaUBq4FwwQYBBwE0QN8A44D8ANLBKQEFwXmBdAGygd6CeQKGwpwCM0HhgZGAmn96/r8+Qr3BfPC8Q7zwPMF9Bv2SPkp/LX+ugEyBHEFmAasCOsJ0QhFBw4HQAdEBfMBBwAi/wb9tPlF91/1k/P/8TnxCPFj8Xny1fTY91/6oPwPAFUDVAQvA0MDCQTDAmv/b/3//fz8B/pW+Pn5lPpT+cD4Pvrx+rX6JPsI/Tb+F/5Q/+4BKwMpAioDkAWDBtcElwRhBokH8gYCB1IIRwlKCU0J3wnKCU8JLQm+CYAIpwa9BY0FBgSoAbkAEwEMAVMAmAAHAkgDDwTUBBsGGgcPB9wG8Qa0BdsDawLxAOX+h/xj+tb4z/cE9qP0YfQh9LDzaPPG82n0ZvVg9p73HflI+qL7NP2A/gT/rP9gAMAAogBPAHsAEAG5AS0CnQN5BS4H0AgzCroKrwqMCsUJDggWBj0EHwN6AuYBrgGJAj4E2gV+BxgJ5gqaDA8OqQ3nCs4HFgY9A139jPdc9cvzqe8m7KDsee4/7+DvifJz9sX5dvy+/xQDjATxBfwHUQjSBo0FOAWVBDwCWf/X/uH+tfx1+qT5t/hH98v1/vS89MD05/Tj9hv5gPrR/IoAKQOcBAQG+AcnCW8InwbCBfsE5AIlACj+8vxi+7f5Efm8+AH4uvek+B756fgV+QX6AvuC+8j7v/xn/rP/jQDNATkDzAPCBLwFHQb9BfoF9wVOBQQEWQJDAUwAz/5t/bX82vwW/V395/0//7gA0AGlAqEDpQRNBbsFLgbUBkQHZgdtB3sHPAfnBqkGGAZZBbEEMwRzA4ACigEGAd7/Af90/tz9Mf3R/GX8M/wN/A38RPyj/AL9Nf3s/cv+Lv9E/3n/ov+D/2T/LP/4/q3+A/6D/Ub9n/y0+7T79vsV/HT8KP33/b3+9P5v/1gAMAGIATECgAPPBFkF8gXRBhgHwgYlBoUFlgSLA4YC8AGuAQ0BVQC8/wb/Lv6d/R39u/xZ/JL8fP2V/hj/sf/kAMkBxwGlAfsBPgIlAgYCNQJpAoUCVAIfArEBKwCo/oX91vun+f/3lvd19+L23vbp9yz55/nP+vj70fw1/bn9PP6L/sr+9f5H/7j/4P8BAK8AYAHqAYECnAMXBS4GzQatB/8Ijgk7CQUJ/giZCNYH7gZBBroFZwUHBbYEqwRZBFoDjwK8AUUA8f32+3H6Pfhe9Yvz9fKX8gXyd/KT9Db3U/mv+5f+ogETBNsFSQcUCHIIdgjPB2MGnATHAkIBhf9X/a/7yvoF+lr57Pjo+Dn5cPmT+bX5BPod+kX6fvr1+rL7xfxz/lgAPwIoBOQFmgf+CG8JHwm4CDYI5QbyBL8CrwAC/3j9A/u/+IP3Tffl9eT0afVU9yr47vjv+ob9Uv9bALABxgIuA0QD/QP8A00DcANmBA0FYgQFBJ4EPQVIBLIC4QGNAUcAxf7J/U/9uPxp/GH8oPyr/CH9Ff4u/5b/RAAdAgsEvAQKBeAFFAdJB1cGYgXiBP8DqQJnAXoAqv8b/8r+q/5T/hX+Uv63/q7+YP6h/k//j/95/97/ZwCtAK0AwgDeANkAsQCkAMAAygCdANsAJgH0AJQAYwBxABEAmP8m/xb/Bf/0/lH/sf/z/1wACAGvAdABwQHoAdYBIAFxADQA2v9p/9v+9v5G/1r/df+u/97/5v8ZADoAIQAzALIATgGhAbYBzQExAlkCEwLNAcEBgAFGARkBCAERAQkBugC8AMUANQCK/z7/0f4l/mL97PzW/K38WfxM/Lz8Kv2B/QT+hP4c/7n/IAB7AKsAhgB9AF4AAwCn/5//lf9+/2D/o//Z/+f/7/8VAE8AawBkAEUAWwB6AHQAjACbAIMAogC9ALUAawA7AGoAjQCgAMwACgFoAX0BSgEnAQABhwARAKL/SP/V/qL+bf5F/hn+5v3Y/fT99/3v/ff9/f0O/jf+Pv5h/sz+O/+4/yUAhQDmACABFgHfAHoAJgANAND/lf/x/3EAvAApAZ0B9QE3AjACAALUAaEBcAFvAYABhQHPAQ0CGwLVAYsBBgFfAKn/5v5i/jP+Mv4s/pb+5/4e/4r/pv95/1H/Iv8R/zj/Tv96/wMAigDkAPMA2gC0AGQA+v+L/yb/Df8Y/wn/4P7Z/tP+7P6+/lb+Pv6R/gX/Mf+E/1gADwF3AeIBIAIgAt8BlQEyAdsAfQBOAGEAYgBvAK0AFwFBATMBDQHjALAAUgD7/7n/tP+1/9v/DwBwALsAEgEWARMBEwESASMBawHIASkCXAKeAr4CjQIdAn0BhwCc/8P+8v1e/QT9ovxy/HP8SvwO/N/7pvt3+1H7TfuG+/b7ZPz5/LL9bP4d/7L/OwCkAOEACAEVARIB3wDFAK8AZgA1AB8AHAD3//v/LAC1ADMBrQF9AnUDXAQ4BfQFhgbMBuEGsgZrBuQFRAW2BDUEtgN0AzkDFwM4A2kDZQM+A/kCvQIpAhMB3f/i/o39zPsq+hn5JfgK9x728/Vs9u32o/ca+dj6kfxB/goAiQGjAosDOgRIBOMDVwPPAgoC6gDa/x7/uv4D/lD9Ff0j/QL95/zy/Br9RP1o/Z39wv3I/QH+Sf5z/k7+e/70/k//nv/y/34AOgHwAXUC7wKcA/YDEwQ1BDUE0gMxA4wCnwGUAI3/oP7w/VD9sPxp/Hz8ofzj/ET92P1f/vL+jf8xAKQAHwHJAVoCvALkAigDOgMwA/ACugJ6AjQC+gHbAd8B+QH+ASsCNwIaAvcBrwE1AcgAUgDC/yr/uP53/l3+YP4//kH+fv6t/s/+1v4M/1P/pv/P//z/VgCXALAArgCDACcA0/+D/y7/1v6j/m/+o/7e/gD/OP+j/wAALgBGAIIApQC6AK8AigCAAI4AiwBoAGMAUgAPAAMA6//a/8H/of+b/6D/nf/B/9b/3P/V/wMAEwALAPb/6f+n/2T/Jf/v/pr+ZP5s/oL+uP78/jv/uP85AHUAlACtALgAowCxAIcAbwB8AI4AigCPAIAAnADRAMwAjgCfAKYAigBaABQAAAAPAAMA/f8SAAsA3f/o/7n/bf8O/8b+d/5K/hr+D/4j/mH+s/4W/1D/bv/D/0MAZQBvAJMAwgDqAN4A2wDUANkA0ADMAKwAoQCOAHoAWAAQAMj/s//6/wAA+f9OALIABQEaAQsBIwFmAUQBHgEUAQkBAAHwAPEA1wC9AJYAXAAFALr/fv9G/wf/vf67/sb+yf66/tT+5/4S/wT/+P7n/sj+u/6n/pv+kP6Y/rD+9f49/17/lP/a/+D/9P/2/+b/9f/u/wEALABEAFAAcQCRAHoATwA7AEIAKwATAPX/zf/s/xEA+v/s/xYAGgAlABIA+//m/9H/r/+j/6P/gP9k/3L/ZP9e/3H/i/+S/8T/1P/w/wIAAgAZADsANQAtADcANwAhACAAGgD3/9L/mf99/zz/KP8c/yb/NP9+/6P/xP8AACIAQgBuAJYAjACSAIMAlgCiAI4AZwBuAF0ALwAVABQAAAC9/7X/of+Y/63/zf/h/woAGwBBACkAGwAYABAA9v/d/6z/p/+h/4r/YP9j/4T/jf+E/5P/qP/S/9z/4P/f//r/GQANAPz/BQDv/+n/6v+l/4H/hP91/2f/Yv+A/63/5f8nAD8ALgBJAEEARABSAE8AQwBdAFoANwAdABsAAQDl//D/+f8mAGoArgDvACsBZQF2AWsBVQEdAckApwBhABQA+v8UAA0AAwAAAAAA+/+//3v/Rv8o/wH/7/72/h//YP+Z/83/8f8FAAMA9P/H/4f/Zv9Y/yv/Mf9M/2X/ff+L/5j/uf/S/9//+/8QACUATgBzAKsAyADrAPMAAAEXASUBIgHsANEAwACZAG4AQgAyACQAJgAQAAcAAgAoAC0AFAACANj/t/+V/3z/Zf9S/2f/hP+p/+P/DABIAHkAZwBxAHMAXwAuABsA7P+//5j/aP9g/0f/K/9C/zv/AP8L/xb/Rv9N/4v/7v86AGYAeADEAPEA4ADlAPMA2wC5ALYA0wDWAM4ArgCeAIsAfwB2AGQAYgBiAGYAYwBfAGQAdQBuAEsAQwBmAHYAWgBRAGgAjQCXAJ0AnwB1AFAAKwAMAOf/0/+2/43/k/+1/8X/9P8mAC8AUABSAEgAVQBfAF8AWwBkAGUAZQBiAD8AHQAWAOD/o/+M/6z/qv+L/6r/3P/v/wEACwAPABQA/P/X/7D/lP96/3P/l/+t/7f/4P/8/wMAJAA7ADEAEQDw//7/1//U/7n/wv+5/6H/oP+i/6b/iP9z/2H/Zf+F/6f/tv/D//L/FQD//wAACgAYAPT/4//b/7v/sv+b/6T/ov+h/5T/s//F/9j/1//c/9f/sP+b/5X/hP9w/3n/f/+a/7L/3/8aACgASQBsAJoAywD4ACABTQFGAVABWgFQAS8BDgHnALYASAADAOn/5//N/7n/3f/f/9//6f/u/9D/uf+H/7D/pv+X/5r/uf/a/9z/5P/Y/wQA6P/V/8H/nf+L/5b/hv9v/4f/pf+c/6f/rv+r/8//+f/6/9r/+f8ZAAgAAABSAI4AkQB3AI4ApQCDAGAAVQBKACMABQA9AF4AIAAQACMAFgDw/97/9v/q/+H/6f/P/9X/EAAZAAQAAAAFAPr/0P+f/4z/bf83/yn/Ef/4/uX+Gv9c/2H/df+q/9z/9f/X/+X/DgAFAAcATwCFAIYAkgCJAHUAdwBrAGUAWwBDAFEAbwB4AIkAoADGAH4ATwA7AAMAtv+b/6v/o/+e/77/5f8kAHoAoQC0ALEAwAC4AKsAkQB3AFgAPgBAAD0AOQA8AAsAAwAPAAQA2f/e/wQAGAAmADQAVgBbAGEAWgBdAEYAKwArADkAAADX/+b/BwD3/+v/AgAZAA0ABAAmAEcAPwBZAHUAfwB3AHwAiwB5AEsAMAANAOr/rf9r/y//OP9B/yr/Cf88/3n/fv9h/5T/wf/S/8T/2P/w//D/9v8KAB8ANAAqAEgAZgB0AGkASABtAFsAUwBPAFgASQA9ACkAAgDl/9X/zv+o/37/jv+0/63/pv/E/wAABQAEAPT/CQAMANT/of+o/7H/vP/a/73/xP8AAPn/xv/T/9X/3P/4/wAA/v8PAEcAZQBFAAsA9f///+v/vP+o/83/8P/x/+//MABaAGEALgApADAAMAAZAPv/6P/q/xkAUQBcAFEARQBcAHkAQgAIABAADQD7/9f/yP+q/5z/pv+b/4r/sv+3/6//p/+1/9j/5P/q/9f/2P8FABMAGAALAPv/9//L/8H/wf/U/9T/3v/l/9v/6/8AACQACwDu//P/6f/Y/83/z//R/9P/z/+8/8D/zf/y/wwA9P8QACMAEwAVAOv/zv/d/+z/3//s/+z/+//m//P/AAASACMAQwBGAD4AXgCBAIYAdQBaAFwARgAmAOX/0//Q/9b/0f/Y/8P/4/8CACIASABrAI8ArwDRAM4A6gDoAP0A9QDNALkApACNAHkAdgBLACQALABBACcAEgArAEwAWAA4ADIAVwBeAEoATgBQAEcAQwAzACsARwBeAH4AjgCjALkA3QDGAKoAeQBoAD8AGgD2/8H/w//j/87/zP/4//r/HwAuADAARABoAHgAaQCBAIkAfQBbADQADQD+/8j/q/+U/5b/hP+J/5L/l/+f/8f/BQAWAPz/7f/u/9D/r/+9/6r/mP+F/6T/wP/U//j/9/8SAB8AJgAbAP//3f/E/5//bv9e/07/If8q/yr/L/8v/0T/Yv9j/2z/lf+2/8j/u//D/6v/hf9Y/zr/Nf9I/z7/TP9Z/3T/oP/D/8//xP/L/+L/4v/Q/7P/vP+2/5z/nf+W/4j/mP+o/7j/u/+0/7n/hv9s/3z/bP9X/07/LP8Q/wf/+v4T//D++v78/kj/Uf93/4r/mf+l/9r/wf/E/8j/3v/P/7T/rP+m/8z/0f/P/87/3f/F/9T/3P/F/9P/xf+7/7z/zf+7/97/+v/t/+X/7P/T/7j/rf+L/5P/rP+s/7T/1f/f/wIAGwA9AFgAXgB2AHYAdwB2AJAAdwBtAHIAYgBSAD0AOQAdAD4APQBDAG0AeQBeAGcAdwCBAFoAYwBCAFYAVgBIAGQAVQBDAFMAUABIAFMAbQBaAGkAXQBRAEcAKQAqAAwA+v/c/9T/1v/m//v/GAAxADgARQBiADgAPABSAHAAaQBbAFkAZQB8AG0AWwBXAEUAMwANAAcA5v////T/7P8SACwARQBMAGkAegBMAF0AYABCADsATgBhAF8ARQBHADsAKAA1ADIAKAAkABIABwAPABcAEQD7/+3/8P/y/wAADAAgABkAJgAgAAcAEAAVAO//6//a/8X/pv+l/5//mf+t/8j/2P/s/wAAEQAuAEYAZQBUAGEAVABBACUAEAAQAP3/6P/l//7/EwALABEABADv/9z/2//9//3/2f/0/wAA3P/Y/+X/8//u/9j/1v/m/8T/+P8AAPH/2//U/8//qv+p/67/pf+M/4T/mP+J/3r/kv+R/5j/kf+c/5v/pf+o/5v/lf/B/8H/zv/T//7/FQAWACEABADu/7//z/+8/+P/8//5/+f//P8IAPr/3v/d/+3/+P/P/7X/tP+t/53/lv+h/7//0v/i/8r/yv/G/7T/s/+o/6T/m/+n/7f/of+W/4r/s/+9/7T/sv+q/4D/ff+P/4r/pf+1/8//7//3/xUAFgAVAA4AJgAvAB8ABgAAAOv/6v///xMADwAsAB8AOgBsAGgAcwBrAFkAaABFAFUAQwAxAC0AOQA9ACkALQAuAB4AAAAcAEIAMAAxADgAMQAwACAAIAAiACgANQAuADYARABSAEsAYABaAEwAXQCFAIMAkQCrAKsAjAB/AG4AYABTAEMAMQBBAFMAXgByAH8AbAB6AHoAhABmAGUAcgBxAF0AWwCQAHUAZQByAHkAZwBLAGMAYQBzAHcAiQCzAJoAcgBrAGAAVgA2ADMAQQBVAE4ASABFAEEAOwAiACEA9P/6/wsAGQAlADIAQABCACQABAD9//P/5f/E/6z/nf+h/6T/o/+4/7L/vf++/6z/mf+l/5//kP+e/77/sf/C/83/8f/o/9T/6P/Q/8b/xv/W/9r/zf/f/+H/6P/s/9r/zP/R/9n/4P/G/9D/4/+8/6L/s//A/5P/mP+z/5b/hv+W/6L/lP+Z/5b/mv+0/8b/w/+t/8r/1v/g/+P/AQAJAA8ABAAOAPj/9//v/+//6f/9/xUAAwDk//7/EgAFAAAACwAaABIADAAZACgANgAjACIAHAAiABcAQwBOAEoATABBAEkAOgBAAEcAMwA1AC0ARQAnABAABwAQAAEA5P+j/6j/x//Y/9T/2P/3/9//1f/s/+T/0v/G/67/p//B/8v/x//k//D/6v/8/wAAx//W/wIA/v/y/wIADwD0/8H/vv/S/7j/vv/i/+z/5P/X/wAA/f8OABUAEwAwAFMAVgBoAHUAWwBXAGwAWQBYAFkAcQCAAJEAiQCQAJMAoAC0AMAA6QDmAOkA3ADbAMsAsAChAH4AhgCGAIsAgwBzAJUArQCyAJwAlwC3AJsAoACbAIgAiACAAHkAawBxAG8AXAB3AGIAQwBXAE0ASQBQAHMAVABRAFoAWwCBAIIARQA/ABsADwAQAPf//v8PAAMACwAPABAAAwAYACAAGwAVACkABADk/+7/AwDu/8z/xf/J/9L/w/+h/5L/k/+F/4D/fv9m/2X/of+Y/47/jP+i/7L/t//C/6r/p/+O/5H/cv9y/4f/pf+j/6L/sv/A/7X/rf+t/5//hf+N/4T/ZP9i/2//Vf9M/2T/cv90/3j/k/+Q/43/lv+Q/5X/kP+2/6r/of+W/4n/hv9x/27/av9+/4P/j/+u/77/1v/r/wkAEwDu/8///f/2//b/9v8BAAEAAAAgACoALQAeACQAAADe//r/+v8bADQAJgAYABkADwAGABUAMgA9AGUAgwCVAHsAegB+AIYAVQBWAEAARQBIAFkAbABuAG8AjgB9AGEAQQAyACsAIwAzAEkATwBsAGsAXQBXADUAHQAGAAgAAQAAAAUAEgAdAC8ARQAXAAsAFwATAAgA6f/R/6f/mP+q/6b/u//a/93/9P/+//D/2P/P/6z/mf+c/6//y//J/9f/8P/f/87/q/+c/5n/fP9r/4L/lv+q/6j/sv+s/5X/ff+L/4//hv96/4r/o/+8/+z//P/0/+b/CQADABwAEQASAA4ACAAKABUAIQAmABEA9v8DAAQA7v8HABkABgD0/wMAEgAuADAAMwAuACcAFQARAAAAGQAFAAUAFgA5AEkAOwAGACgAKwA3ABcAFQAqACoAKgBDAEAAMAAMAAAA4f/p/8b/zf+5/8r/2//x//X/+v8MABcACwAXABMAEQARABwACgADADwAKQAPAPD/7//0/9T/yf+m/6n/q/+t/6v/qv+0/7j/sf+m/6H/jv99/2r/XP95/4P/gv+Y/7j/r/+t/6n/gv+P/4//eP9s/3v/c/+I/4D/nP/A/7n/tf/O/9b/5v8NABQAJgAPABgAHAAVAA8A9//N/8H/uf/C/8j/u//H/9v/z//b/93/x/+t/8H/yv+6/9L/1//u//P/8/8IAAwACQDj/////v8MADEAPgBIAEUATwBKACQAFAAOAAAA3v/f/+7/+f8CAAgALgAnACYAOgAfABEADQAtAFcAdQCPAKkAzgDJAKAAjwCaAHwAXQBRAGAAcQCPAJIAdgBhAD0APAD2/9r/yv/d/8n/7v8OACYASQApAEcAQAA/AEsAOgBDAEoAKAAzADMAJAAIANL/uf+9/5P/ff+D/4//m/+G/6f/qf+o/6n/pv+P/7f/qv+h/5//mf+A/3n/hf9v/3j/mf+W/67/zf/d/+3/5P/q/+r/3f/P/8//1f/N/7r/uP+2/7z/6v8RAAYA8v/h/9n/3//P/9n/6f8GAB0AGwASAA0AAgDK/7X/nv+U/7X/+P8SAB4AEQAmAAMA///s/+v//v8RABQAOgBeAEgAPQA7AB4A8/8EAAQACAArAEAAWQBtAGsAaQBHAB8AIwALAAAA+/8GAAMAJAAoADQAKQAoACkACgDl/93/8f8LAPv/EwAZAB4ACgD6/wAA7v/e/9///f8MACEAIgAfAAsA1v/O/8b/uv+f/7L/yv/W/8j/rv+0/6T/qf+///v/HABAAEsAWQBbAEwAOwANAOD/wv/q//T/5f/l//f/9//G/6T/iv+H/5X/wv/U//X//f8XAA4AKQAcAPn/CAAgAA8AEAApAEEAVgBtAIAAiwBzAGUAWgBCAFkALgBPAFYAdABwAHcAkgB/ADEACAD7/8v/1P8TAEkAfACSAJ8AgABXACQA+P/y//v/BgAzAGAAjwCbAHwATQA2AAsA9v8VADMARACFAKkAlABxAHYAcQBeAHAAhABnAHIAdQBrAHgAgwB5AFIAUgAlAPT/CgA4AD8AUQBhAFUASAAkAOn/3f/6/x4AJwBGAHIAowCMAEkAFAAWAPz/u//A/+b/OQBpAIIAqQCIAEwAKwDQ/43/dP9//5n/zf8IADMATgAzACYAzf+O/4f/iv/B//n/EwBNAGMAKAD8/8L/pP92/4D/sP/E//H/EwApABEA3P+e/2T/Yf9d/4n/pv/4/ysANwAtABUACgDQ/5r/dv+G/6n//P8hAFUAjwBzACEAy/+U/2X/Uf9W/5v/1P8VAEIALAABAMf/nv9x/2H/f//V//H/BAAcAAIA2P+4/67/nP+B/27/bf93/4//yf/F/9j/6P/2/9L/r/+q/6T/q//Q//f/CQAOACIAAADm/9r/4f/z//z/NAC1AAoBJAE0AR0BwABOACgAJQAgAEEAXwBmAEUAEwDf/7f/jf9Z/37/p//0/zQAUwCFAJwAhQBbADMAEAD7/w0ALABcAH4ApQCFAFUAKwARAPX/8//1//3/DQAvAGAAjwCiAI0AigBvAEoAHAAGACUAYQCjAMoAyQC4ALQAcQAZAO3/5P/a//f/DwAVADYAOgAsACYAHwAPABoARwBxAGwAagCFAIYAcgBnAIoArQCcAG0AZgBqAFkAVwBBACUAHAAsACIAGQAtACoADADf/8P/xv+q/6L/lf+f/7r/tf+u/9D/AwALAOX/8v8gADAANAAmACEABQADAAQABwD+/8//v/+A/4L/cP9l/1v/af+K/6b/5v/5/xIADQATABYAEAAJACIAHQAJAOv/8f/u/+f/5P/M/77/k/+h/5T/rf+8/+r/AQAYAB8AHgAJAOj/zv+u/4X/g/+Z/6T/jv+E/2X/V/9x/1P/Pv9Y/3T/kP+K/4L/gf+i/8v/2f/2/wsA/v/H/7H/qP+f/6b/sP/L/8v/2f+//9j/6//S//7/HwBDAGQAXwBZABgA9v/k/6//qv+g/6z/uv+z/8v/AwAJAPT/0v+q/7j/y//F/9//BwANAPf/5/8BAPv/8v/5/wAA/P/p/+j/+f/9//7/GAA1ADoALgAYAPX/1f/t/wAAEQA7AC0AIAAaAC0ACQDr/9//3//3/wMAGwAaAC8ANwAfABUA/P/M/8L/z//K/7b/yf/1//P/7f/Y/6n/gv9v/2D/Uf+J/7P/1/8MAA8A6f/P/6j/gv+H/7r/7P8EAB4AKQD1/8b/pP+h/7D/wP/t/ysASgBnAGYAawBpAFwALAAAAPT/BAD4/+//QABkAF8AeABxAGkAZABrAEIAKwBeAFsAjwC0AKcAngCKAHgARQAzAEcAVQBqAHkArQDgAPcA7gDgAL8AcQBnAGgAawCHAJgAswCrAHwAGgDz//H/5v/i/wQAKwA/AD4AMAApABEA/f/h/8D/rv/V/wcAUABVAEwAYQBGACgAGwANABIAKgBBAF8AjABtADoA7/+c/1H/GP8S/yr/VP9w/3v/iv9b/zD///7h/qv+lv7I/u/+Mf9s/2X/d/9m/z7/C//0/gD/GP8//1//nv+1/4z/LP/p/rf+r/7f/hn/ZP+l/+D/7//U/7f/qv+d/57/n/+H/5z/uv+k/6z/p/+E/1X/Ov8W/w3/FP9K/3n/nv/H//D/KQAIAOj/0f+r/63/vP/b/w0AJAAjABkAJQD+/9n/3v/Y/8v/1P/l/wIAAQDr/9L/xP/U/8v/9P8KABwAOwBPAF0AfQCKAHcAYABNAB0ACQAsAF8AdQBnAHMAYABFADIAEQAXAC8AZQCMAKsAuACVAMIA1wDTAOQA5ADVAN8A2wDZAMcAxwDsALwAiwB4AF4AQQArACkAKQA2ADAAIAAKACgAPgBdAHcAkgB+AF0AVwBlAFEAWACEAIQAegBlACkAJQAWAA8ABQD1////+f/j//3/CwAVACcAMwAjAA4A6v8EABkASgBEAIcAqQCVAFkATAAwAAEA4//R/8r/5f/7//T/7P/v//7/HAAXACAAEgAdAC4AKwAzADsAOABRAFUANwA2AB4AIgAOAOz/4P/V/8z/r/+y/9L/5v/L/8P/zP+3/63/u//i/+f/1//b/9P/w//N/9P/wf/c/+v/7P/E/6H/gP9e/2n/Yv9r/6n/qP+j/8D/vv+1/5T/iv+p/5v/r/+7/+f/7//t/+//BgDx/7//0P+u/7H/mP/O/9D/3f/d/9n/2f/G/8D/1P/9/wEA1v+0/4T/UP9F/1r/d/97/4j/qf+h/4H/Uv9U/1P/Tf9o/5P/y//x/+r/w/+q/47/g/+E/4//v//v/woA8P/l/8r/u/+m/5H/Xv9x/+3/KAAPACAAMwDv/7D/1v/c/wMAEQAPADcAOgAoAD0ANwAGABgAQAA6ADgAHgAEAAoAEAAKACAAagB6AHAAYwByAGMANwBBAFIAUQBDAEcAWQBUAD4ALgA+ADIAIQAgADAALAA8AFEAUwBnAEYALQAYABcADgAoAEwAWQCOAIsAiQCCAI0ApgCmAMsA7QD+AAcB7gDKAMQAsQDFALgAoQCYAKYAqQCkAKoAtwC1AKAAmgCDAIMAkACuAK8AlAC1ALsAtACYAHMAOQBIAF8ARABcAGEAWQBRAD4ARgBQAEgAIwA/AG8AaAB5AJMArgCtAH0AgACKAG0AUQBWAEYAVABVAA4AAQDz//z/JQA4AD8AUQBnAHIAQQBPAE8AXABUAGgAfACHAHkAeACGAGkAQwAqADQAOgAhAA4A/f8BAOn/4v/t/9v/xP/I/8n/s//K/5f/j/+9/8T/vP+h/5j/fv+J/3P/j/+c/5r/u/+0/5T/av9V/0j/Hf8P/y7/Yv98/4r/ff97/23/Rv9N/1X/Yf+D/6f/w//b/+n/7f/h/8P/o/+C/6P/pP+M/5z/iv+V/5T/if+J/4b/nv+0/7j/vv+7/7n/vP/P/7//zP+4/5r/gP+K/3//jf+r/53/if9b/0P/Hf8t/0f/c/+c/6n/tf+m/5X/lv+e/7j/4P8RABgAOgBWACsACAAEACQALwApACoAPABHADEAEwANAD8AogDx/2D/bQB8AJ7/3/8eAZkBwABDAO4A7wC0/9z/AgH8AEUAogDzAHMA2f+g//r/EgCo/7D/XgBtAAAA8/8jABsA///+/wkAQQBBACIASQBLAEYAWQByAGMAQwAuADAAYwBcAG4AewCCAHoAUgASAPn/HAArABcAIABWAF0ATAA8ADsAaACBAIgAaQBiAGsAZwBTAEkAQwA9ABYAwv+h/5f/af9p/5f/uP/I//T/CwD9/wAA6//X//D//P/f//3/9v/P/77/yP/M/8z/zv+//9L/uf+P/2v/ZP9o/4T/l/+b/7f/uf+Z/2D/Sf9Q/2D/l/+v/8r/9v/7//z/3P+2/6X/nP+T/5f/2P8AAOz/t/+3/5T/Xv9e/4//xf/t/y0AaQB1AHAAWgAyAAsA/P8aAEEAcAB1AEUASAAqAAQA6//i/+n/CAAvAFQAZABsAH0AaQAtAPf/AAD8//D/6v/m/xAAEwD+/wYABgDX/+T/uv+v/63/x//L/9P//f8YAAkABwAOAAQA+v/z//H/GgAcABcABgD+//r/AAD3//r/BgD0/83/wf+R/4H/bv+T/5v/rv+o/7L/2P/G/8//1f/x//3/+v8HABIACQAMAP//9v/2/+L/uv/R/+T/8v8SAAQA8f/n/+z/8P/z/xYALwBQAFwAOgApACsANgAuACEA/P/y/+7/6f/8/wMACwAWABkAHgAyACkAPQBTAIoAlACKAFsAQgBAADsAOQBMAGEAeACDAHgAYQA9ACoAQQBHAFEAUQBHACUA3P/f/wAABAA5AFoAcgBgACIA9v/s/xQASwCBAKAArABoAA8A2v+r/8P/3v/4//3/FQD0/6v/qf+i/4j/p//T/yEAKQAyADYACwDr/9b/9f8VACIACwAWABgA3/+w/6P/qv+Q/3f/gP99/3L/fv+c/7D/uf/N/+X/z//A/7T/z//L/+X/7v/z//j/9v/z/+3/7P/o//T/8//U/8r/1f/T/7P/oP+i/63/1v/v/+H/+//r/7z/mP+e/5j/lf+x/8r/3f/G/7D/sP+r/6T/yf+8/7D/qv/B/87/xf/S/8z/w//A/7r/wf/o/wwAMAA5ACoA+f/9/9n/wv/H/8r/CwAqAEAAMQA+AB0AEADm/8n/pP+p/6D/vP/S/7D/q/+8/9v/4P/L/77/uv+5/6r/qf/J/9//2f/g/wsAGwAxAEYAUQBLAD8AEgAtAA4ACwA/ADoAWQBJACUAAgDR/8//xv/I/8f///8CAPT/9v/7/wAA0v+8/9r/9P8MAAYAFAAAAOL/1v/Z/+j/CAAYABAA7f/t/9z/3f/m//b/AgDm/8r/1f/m/9r/8/8vAPz/4f/3/9//yv+2/7P/tf+s/8z/zf+4/63/pv+v/8T/w//Q/+D/3//8/wgAJABAADoAQwBhAG4ASwBIAFYAXABlAHcAlgCIAEIA/v/r/9r//v88AGcAhQCcAH8AbgBCAPT/9P8gAEkAbAB/AHsAbgBdADcATgBIAF4AjgCkAJMApAC8AKoAqQCEAIUAjABrAGQAhQCOAIoAnACtAHEAPAD1/8n/vP/F//H/FgAQAAAA9f/d/7P/sf+X/6r/r/+x/9n/1//X/87/1f/Y/7v/mf+J/53/0//k/+X/7f/c/9r/y/+8/8j/1//V/9z/yf+t/4L/Zv9T/1v/cv9U/2P/Yf9D/0f/J/8v/1T/jf96/4//sv+h/63/lv+F/6X/sf/i//7//P/p/87/uv+T/3n/r/8cAEQATABMAD4AIQD8/wMAKAAYAB0AkABLALv//P9WABkA6v8yAJoAlgBvAIQApADIALkAgwBpAJIAogB3AHsAfgA7AEcARwAuAEIAeQBrAGgAoQB9AEwAUwCGAGwARgBiAGwAOAAbADgASwBdAF4AOwA+ADkAFgApAFgAcwCCAKMAlwCSAKUAswCqAKQAjABzAHgAVgA0ACwARABRACIAyv+0//T/KwAhABIAHgACANf/+//t/93/zv8GABEACwAgADwADgDx/wcAJwAfAO3/y/++/9v/7v/t/wYACADM/37/bf92/2//r//h//X/8f/3/9//wP+3/8X/wv/q/wcA4//m/8T/lf+K/53/vP/q/zYASwBDAFEASQAdAOn/rf/O/+n/2v8DADwAOQD6/9n/6f/j/+b/HgBfAG0AYQCAAJYAcABUAFAAWgBQAE0AOAAxAB8AEgAGAAkAHQAJAAcADAD8/+P/4//J/7f/rv/O/+D/7//c/7z/sP+u/8H/rv/d/83/+v8nAAgA+//5/wAAEQDs/8z/t/+h/4n/f/+h/5b/iP+F/6n/uP+j/6f/s//S/+n/AwAmAEUAQAAfAO7/yf/W/xcAWwBvAHYAbgAtAMv/uf/N//r/AQDU/5//sP+m/4v/qf/Z/wUA3f+9/7b/kf9W/1j/gf+t/5z/ov+5/8//pv92/3D/kP+y/6P/yf/c/+n/6//l/9//8P/9/xcAFgA6AEYANAAYAPz/8P/E/5r/xP/9/wEAAgAcAAAAw/+w/8//CABdAIcAjgCFAE0A9//j/+7/AAAhAEsASAA8ADwAHwAUAC0AQgBOAGIAcAB2AFgAQgBRAGkAagBXAGkAWABhAHIAdQCNAJkAlACkAKEAbQBmAIsAtADIAM0A8gAUAfkAzwCHAEcAKwASAE0AhgCwALsAngBmAEwAYQCXAJAAowCSAFUA//+5/8v/wv+s/9//6//E/6r/zf/k/73/w//q/xMAHgAYABMA//8SACUARgAoABwAEADz/8r/ov+3/7f/s//I/+P/7f/Z/8L/z/+j/6X/y//b/+X/7f/3/+j/8/8CACMAQQBZAEsAOgAyAAsA1f/v/wcAFwAdAEcAMwACAML/vv/H/5T/cv+w/+n/AgDw/9//AAANAOz/AgADABsANgA6AB0AJAAuACYAHwDy/+D/1//R/8z/zf/P/97/+v8IAOf/t/+F/5b/m/+N/8D/DAARAOL/w/+o/6f/v////2wAjwB8AHkAQgAGAMT/2v8TAE0AcgCuAKcAOADM/9n/7v/1/ysAkQCWAJEAXABLAEIAIgAKACsASwAeAOr/3//n/6X/Zf93/5v/jP9z/3L/fP98/4T/m/+X/3v/i/+c/8P/9P8dADQASgAvAA8A7P/j/8H/2/80ADwADwD2/9L/r/+g/5H/z//F/67/rP+f/3X/hP++//f/8v/+/xoACAAPABcALwBZAG4AeQBWAC4AHgA0AFQAaABdAF0AQgD4/7//z//4/wQA6f/6/yUAGgDq/+T/EgBCAGEAewByAIkAZgBLAD8AQQAaAA0ALAAuAPz/zf/r/+z/+v/0/9r/DAApAPf/pf+E/7X/wv/F/6P/sP/K/+L/ov91/47/pv+q/6T/oP+Q/4T/eP92/3D/bv+N/5T/iP99/4H/jv+H/5b/O/9D/1z/d/9v/3X/e/9w/2L/SP8q/yP/Kf8Z/+3++/42/1b/Lf8e/x//Jv8z/2j/hP+G/5f/sP98/27/mv/B/7X/0f8BAPz/2P/D/7D/lf+U/7//v//f/8//sP++/+L/+P/n/+D/7f/Y/8v/0//q/wMAFgAiABUA7v+n/6H/m/+z/7//2v8UAAEA6//j//T/HwD4//L/AgAxAEgAeACUAIAAaABwAG4AaABzAE0AIgAOACMACwDo/93/7v/n/+T/8P/9/yMANwAoAP//7v/+/xAA//8jAGwAYQBYACUA+v8EADsARgD//9r/BwAPAPX/+v8JABIACwAXACgASABkAGcAWAAlAP//EwAhAA8A5f/S/+3/FgAlAAQADwA+AHEAXwBfAHEAhABnACQA7v/t/wAAFADx//j/8//m/+f/BAAYACoARgBzAGYATQBNAJUAsgCGAHoAlACMAGMAXACIAIMAjQB/AG4AcQBBACsAPABMAGQAoAC7AMIAhgCFAJIAgACJAKsA3QD/AAMBIAEVAdkAqwChAMUArgCvANwA5gDIAI0ASgAwAE8ATQBPAGYAawApAAYACAAYACMAMAAtADEAKAALAA8AIwAtAB4APQCQAHwAYABWAGsAXgAVAAsALQA/ACkAFwAGAA0AHwAMAPP/6P/K/7j/sP/Q/9n/0f/H/6//hf9d/z//N/86/3L/e/9E/xv/1/7f/tP+uf7K/vX+Ff/5/gv//P7a/vz+J/83/0P/WP8y/w7/Ff9F/2j/bv9C/y3/9P7+/gX/Hv9H/2D/Lv/S/rv+v/77/jf/N/9I/1H/Vv9j/33/qP/m/wwAFgAdACoAAAD6//f/3v+6/9j/+/8DANP/nP+A/5P/uP8RAHMAhgBhAE4AQwAmACsAewDFALYAYABDADAAHADr/wcAFAARACMANwAXAOT/7f/o/9T/8P84AJUAmgBYADQANwBWAGsAaQA2AE0AgABWAFcAggCUAKwAmwCMAF0AawByAEcANAB1AKIAwwC6AKAAhwCBAGEAQQA+AEAAcwCPAGkAUgA8ACsAPQBXAFoAbwC6AO0AwQCbAKkAtQCuAMEA2wDEAIIAagBZAFsAgQCJAEgALQBIAEgAYgCRAJwAjQCHAJcAkwCIAK8A0QCpAHEARABAAEwAWwBIAC8AOAAxAPv/0f8DADUAUQBVAIoApgChAFUANQBOAHEAbQByAHwAYgBYAFYAMQA7ABwAOgBxAFcAHQARABkAHwAeACsAKQAQAAEABQD2//P//v85AGwAXgBoAGQAUAA7AFgAhACMAG8ASgAlABgABAAAAP//6f/e/93/1f/H/8L/xP+t/8v/8f8CAAcAEAACAOv/uf+J/53/s/+s/7L/pv98/0//Qv9W/3L/f/+L/5//e/9c/1D/QP9D/0n/X/9V/2P/RP9Q/zv/D/8E/zL/Q/8x/yf/KP9G/3b/ZP9a/23/fP9y/17/Xv9U/0z/Wf9u/0T/Uf+L/5f/j/9m/2j/ff/M//X/0f/f/9P/pP+M/7v/1f/+/wUA9P/o/7b/Zv9o/4z/mf+l//f/HAAGANH/1f/3/xcAPwByAJIAegBWADcAFQA9AIQAlQCrALsAhABZADEAQwBLAE8AWwBpAEQABAABACAAJwBGAGIAbQAzAAcAAQAFABwARgCJAHwAWgBdAHAAcgCEAKsAuACKAGIAVAAtAP7/FwA7ADwARwAxABsA/f8BAC4AVQByAGgAbAB8AEsAKQBJAH4AbAB1AIQAdwBdACwANQA4ADcAAwAEABUAEgAJAPr/6f/k/9L/q/+5/9v/8v/P/9P/xv+L/3P/bP95/63/5v/z/wgAMgDv/8T/1P/b//r/IQA+AEsANwASAOD/3P/g/+f/GgA6ADwAIwAtABYA8//p/87/DgA/AD0ARABGABUA9//x//r/HgBGAEkALwAPAND/y/8GABYAAAA0AD0AIgD9/8f/3//u/9T/y/8SACIADgAjABkA5//D/8z/8f8VABsADQAfADAACQDh/8//5f/u/wAANABcAEUAHQApADQAAAD3/wMA7v/0/xoAMwANAOv/4P/f/+v/8v/3/xcAEQDs/9b/5v/s/wEAFwALAOX/yf+3/6j/t//a/+n/5f/L/67/lv+g/7j/w//h/9X/sf9w/1z/N/89/0r/SP9L/1D/Qv8+/x//LP9L/1b/aP+E/5L/mf+c/5P/lf+b/67/rP+j/7P/tf+q/6v/mv9x/z//U/9m/53/w//l/+X/6f/H/6r/zP/p/+P/AwBLAEYADAD6/xMAAgDl/wAADwAUABYARwAsAAUA8v8JAAIA5v/q//j/0v+r/6P/uv/O//3/FQAgAAEA/f8BAAcAFgAXABEABgD+/wMACQD3/+7/+P8JABoAIQAtADEATQBSAEAAUAB1AJMAlACxALUAoACGAHsAhAByAH0AeAByAHEAXgBMAD0ANwAxAFMAZQBcAEQAPgA4AD4AKAAsADIAPQA5ABQADwABAAoAFwAbACEAHgAVAPL/8P/1/+v/+f8KAA0A/f/S/7P/x//g/9//4f/z/wQAOABIAFUAdwB9AGkASQAnADAAOAAfAO//6P/7//n/8/8FAA4AEwAkADsAYwCIAHgAcABuAEcAKwBAAF8AWgBqAG0ALQAdABcA/P8IAEoASwAbABYADgADAAsAIgAiABEABgDu//H/+//T/77/+f+2/3L/r//A/2T/Tv+k/6z/kP+J/7v/vv+V/3r/kv+w/4b/nP/V/9P/0//T/73/zf/l/9X/wv+9/6z/pv+3/8r/yP/K/+j/9P/S/8P/wv+4/77/5P/z/9j/2f/T/7D/sv+w/77/8v/o/wAA4P/X/+L/7v/V/8//sv+1/6P/nf+j/8L/pf+p/6T/i/98/4X/pP+Z/5H/vv/a/7P/s//U/+T/5//b/+b/6v/L/8D/lv+A/4H/o/+n/6L/4P/x/wYA9P/2//z/CAALACAAEQAJAA4ADAD5/wwAHgAnABAA7v8BABUAAAAAAOX/1//R/9v/3//z/wUA9P/i//n//f8FABYAGABLAFgAUgBOAIIAeABmAHUAjACXAH8AcABQADsAMQAiAC0AOQBJAHIAdwBgAF8AbABjAGMAZQBeAGYAZQBZAEgAMQAgACMAFAD///P////9//v/8f/1/xYAJAABAPj/7v/t/+7/6P/h/7v/wv+//8n/u//L/7n/1f/e/+v/9P/u//P/+v/u//r/6P/G/8z/yP/B/6j/p/+q/7j/nf+W/7P/5//P/9P/6P/u/+z/7f/8/wIADwAjAPn/5P/Y/+P/6P/6/xwADgAsAEoAPgBTAGUAawBdAFcAagBJAEUARQBSAEUATABOAGIAVQA2AD8AIwAtADoARgBZAEcAPwBHAEUAJAA7AFAAVQA3AD4AWgBLAEQAQABSAFUAgACVAKAAaQB1AHIAaQA6ADUARgBEACgALABEAFAAPgBIAE0ARwBCADgALAATAB4AGwAOAAUA9f/4//n/9v/X/9L/uv+v/6D/u//x/+b/AQASABAAEAD9/+j/0f/W/93/+f8DAAYA//8WABMA+f/q/wcAGAD3/xcANQBMAFYAVwBwAHYAWQBMAEMAWABQAFAAbwBXAEsATgBpAFEAPwAyACIAHgARAAsAFQAUAPn/2f/a/+b//v8DAAYAEgAYABQAFAAiAEAAPABPAEwASQBCADgASgBYAFMAXABjAHAAZgBrAGQAeAB5AIMAawBvAE4APQA1ADAAFwADAAEAFgAYAAkAFwAUAP//5f/p//b/8P/f/87/0v/t/9f/2v/N/73/u/+s/6//uP+x/67/vf+u/6T/qv+T/5L/nf+p/83/vf+Z/6n/0P/R/8r/yv/P/8X/vv/c//7/9P/1//P/7f/s/8v/sf+s/7T/ov+j/6f/nv+Z/5H/p/+m/67/ov+o/5P/jP95/4H/lP+H/47/oP+o/6L/o/+w/7T/tP+c/63/oP+d/8P/0P/K/9f/2//o/+L/6//s//z/BAAKACEAMgAwACoARABUAEMAZwByAFwAQgBPAEQAOAAwAE0AXABhAEwAZQBTAFsAfwB4AGYAYQBcAGkAVwB3AFsATwBJAFQAPAAPABgAKAAhABsAGwAjACsAMQAmADkAYgBwAGkAcACAAHQAbQB8AHcAfAB1AF4AVABEADIAFgASACAAAwDw//T/CgD8/93/9v/k/8//zf/X/9j/wP/O/9f/wv/c/93/5P/j/+j/4P/7//n/3f/k//b/AQDq/9b/+//M/9X/v//b/6L/h/90/3b/bf9w/3b/ZP9q/2v/cf+L/4T/fv9//4f/ev9o/3T/cP9P/0H/Tf9Z/13/W/9b/2r/hv+R/5j/rP+u/6//xf/H/9L/1P/g/+z/zP/C/77/y/+5/8b/t/+i/7r/sP+1/8b/8//t/9X/4//g/+//8f/n/9T/3v/l/8P/3P/a/8v/zv/Z/8T/uP/T/wMA8f/0/+j/+P/p/+j/AAD7/w4A+v/4//v/4f/q/wIADwAJAB8ARABFAGMAWABYAFwATABhAGcASQA/AHUAbwBbAGYAVgBrAFQAQwBLAGsASABIAC4ALQAyACoADgD//w4ABQARAB8AFQAsAEQAKQAUACcALgAYAA4AGgAMAAcAAAD5/xAAGwATADAAJgAWABwAIwA5ADQAHAA7ADYAPAA7AEQAXABZAF0APAAtAC0AMQAoADgAOgBBAEAAOABLAFUAUwA6AEYAZABLAF0AWgBmAG0ATQAzACgAUwBeAGQAcgB3AHEAbgBnAGYAggB/AHsAigCaAHAAYQBqAHoAWQBTAFoATgAvADEAOgA5ABoAJAAvABkABgD//wMABwAxACYAEgDz/7n/wf+8/7//pf+V/6f/of99/4r/hv+V/5H/dv+T/4L/kP+h/5v/lf+P/6H/pf+j/7D/iP+R/5T/fP+J/6f/1f+//6n/wP/G/7z/nv+U/43/mf+T/4H/hv+h/5r/lv+5/8z/zf+z/7j/vf+r/7D/rf+Z/4P/jv+H/4z/jv9e/1//Tv9C/1j/Zf93/2T/eP+A/3v/qP+Q/4n/cP9Z/6D/jf+T/2n/VP+B/5X/tf/E/7z/0f/V/9r/zP/C/8D/5P/l/+X/1//d//n/+/8AAAAA/f/2/xgAIAAiAEcATABLAFMAbQB9AIkAlACFAHQAYwBXAF4AVgBRAFoAQQAjAAoA9f/u/xsAHgAOABQADgAiACkAGwAWACoAKwAPAA0A9v/l/+v/v/+o/8T/3P/P/8H/vP+4/6v/of+w/77/3//Z/83/9//3/+X/uv/H/+D/6P/u/+n/4v/r/wkA+f/w/+3/1v/1/w8ADwAMAAQAEgAQABYADwAQAAMA6v/Q/+L/5//c/8f/yf/J/9b/4P/0/9D/t//B/8//wf++/6v/p/+z/77/tv/C/7n/wf/5//D/0//M/8r/xP/T/wIAAwAHACsANgAqADYARABbAGUASgBfAHEAZQB2AIUAqwCkAKEApgCYAKUApwCEAIkAkwCPAJQAsgCpAMUAwwC/AL8AwACrAMMA0AC7ALIA0ADSAMkAwwDJAMMAqACnAJwAkQCMAH4AdQB8AG4AkQCOAIAAjACPAH0AeAB2AGQAcACVAJAAnACXAI8AhABuAGsAdABnAFUAPAA9ADQAKAAuADAANQAuAB0ACAARABwAKQAiAAwAGgAEAA4AAwATAPz/2//A/9X/3f+4/5r/p/+n/6X/vP+3/7H/nv+g/6X/tf+2/6H/iv+Q/5T/bv+C/4b/if9//4L/h/+B/3D/eP9//5L/iP+Z/63/sP+1/7X/vv+s/6P/vf+0/8P/u//U/9P/7//+/wIA8f/6/wcAIAAkAC4ATAA1ADcAMgAXABYAKgADAOH/3P+z/87/0P/V/77/u//F/7f/uf+f/6f/0P/w/+T/yf/N/7H/n//E/8j/r//H/9L/yf/H/8X/1v/C/8X/5f/Q/7T/vv/a/+j/9P/p/+r/+f/l/9r/x//m/9b/y/+//7j/s//a/+L/2//V/83/yv/d/+f/8/8cADAAGgAjACEAJQAeAAoAGAAXAA4ADAAAAOv/5//9//v//f8GAAIAAAD9/////v8GAPr/CwAWADcAFgAGAAwADwAxAA8ANwAzACYARABSAF8AcgB8AGYAagCEAJkAjwCjAJYAhgChAJcAhABzAHMAcwBhAFYAPwBEAEYAPgBQAFYAagBgAFIAaABzAGAAWwBYAE0ARwBhAEwARgBuAGgAXQBKAEgASQBCAFEAWwBXAEEAUQBcAHIAfABmAHQAWQBPADsAPgBUAEoATwBPAFAAQwBGAEQASwA9ACIADQABABUAJwA1ADMADQAFAAMABwAAAA0AAAAZABUAOgAeAP7/BQD9/wQA9P/y/+T/xv+g/5P/lf+V/2n/ZP+A/4n/mv+N/7v/xv++/9H/1v/j/93/wP/P/8n/sf+h/6b/r/+a/5r/pP+X/5X/rf+z/7P/uf/C/8r/0v+4/8D/x//P/67/yv/T/83/x//L/77/mv+x/7T/sP+S/6D/uP/R/7r/uf+8/8P/zv+x/7b/2f/o/+H/5P/I/8j/w//Y/+L/5//w//j/8//4//b/+v/k//T//v/Z/9H/5v/i/+r/6//o//j/DQD7//T/5f/2//3/9v/1/9n/5v/o/+f/+/8KAAIA+v8JAAwAGAAUACQAIgAlACUAMwAlAC8APQA/ADMARQA1AEcAUAA8AEkAEgAMACcAHgA8AEUAWQBoAF0AQQA/AFcASQAhADEAPQBAAEAASwBNAFMARQA1ADYAOwAxAEEAMQA5AEwAdwBeAEYAVwBaAF4AaABkAGwASAA9ADgANAAsACUAFAAAAAAAAAD3//L/9f8DACMAKgAyADYAQQA4ADUAHgAyADkAIAATACUAKQAdABAAEgARAAAAAgACAPT/AAD4//r/9P8CABkACQAIAAAACwAeABAA/P/r/+r/7v/b/8b/wP/I/9f/8f/s/+X/xP/A/7b/nf+K/3T/aP90/2L/Z/9k/1H/SP9m/2z/Yv9n/3L/nv+u/6z/sv++/8b/t//E/7j/qP+w/8H/zv/H/9//6v8CAAYAEgAaAAgA+//w//b/CAD8/+7//v/r/+j/v//H/5f/q/+l/6P/r/+y/8P/1//S/8P/xf/R/8P/qf+q/5T/mv+Y/5z/oP+h/5f/l/+4/6b/nP+e/6D/nf+X/57/pP+m/6j/v//P/6j/of+f/7v/wv+6/8r/3P/W/9n/1v/a/+X/2f/m/+f/+P8WAB4ABAAFAAEAFgAtAC0AGAD7//P/6f/f/9P/zf/Y/9X/6f/y/+b/zv/k//L/6f/7//////8NACsALgA7AEoAPwBGAEQARwA3AEUALwAtADMANQBCAFEAgQCFAIIAegB7AGEAVABOAE8ARwBKAFEAPAAiAAUAFwAmAC4ACwAYAC4AQQBYAGIAYQBkAGQAVgBWAFEATwBBADcAIQAYAO//5P/p/+///f/j/+j/6//x//T/5f/x//b/AADy/wAA9//+/+r/0//L/7b/r/+b/6b/oP+c/7P/yf/G/7D/s/+o/6b/sv+7/9D/vv/E/8j/zP/Z/+j/BQAOAPz/7v/3/wQA9//2//v/9P/n//H/FAAdAAsABAAGAAkAGAAjADIANAA+AEsAUgBWAEkAOwA2ACIAOQA+AC0AIgAeAAoAAgAAABYAMgBBAEgANQAyADEAJAApACgAIwAtABcAEwANABIABwARACgAKQACAPf/CAAFAPn/AAAHAP7/+/8QAAAA8v/k//f//v/l/9D/x/+z/87/9v/g/9//vf+5/6D/l/+c/5v/pf+X/3b/iv+f/6H/mP+r/7f/q/+j/7r/v//K/+L/8//y//v/4v/R/7b/rv+//8z/yv+x/7v/1f/d/8D/vf/E/8b/t/+2/7j/u/+3/8T/zP/X/8//0f8BAAIA5//k//X/8//U/+T/6P/W/+3/9f/4/+v/6f/2/wQA/P/+/xUA/f8UABcAGQANABAAEQAZACAAEQD//wQACgD0////FgAfAB0AOQAsACkAMQBJAFMAUABPAEMAXABPACsAPAAzADgANwAfAB4AIQAnADYALgAtACQALQAnACUACwALAA0A/P/f/93/4v/I/8//6//l//7/LAAcAA0ACQAEACIANAAgADYAPQBDAD0ANgBMADsAEQD0/wAA9f8LABQAHQANACYA/f/y//L/8v/g//D/3f/B/9z/5f/Q/+L/8f/7/8T/z//i/97/y//E/8z/1//O/8j/w/+6/8L/1v/n//n/5P/y/w8AFgBDAEQAQABMAEcAYwBRAEYAOQA9ACcAGQAfACwAMgAmACgANgA7ADUAPQA3ADIAYQBlAE4AXwBlAF4AXgBeAFoAVQBAAEcASABEADoANQAfABkAPAAwABsADQAmAA4ADwAkABcA+v8jABoALQA2ACoAGgAwACUAFQANABYAMAArAEMASgBKAFEASgA6ACMALQAqACAAEgAzADgANQArAC8ANQA9AEYAOABUAHgAcABPAGIAlQCEAGEASQBdAFAAUQA0ACoAKgA9AEUAMwAgAB8AFgAQAPn/8P8BACAAMwA7AC0AGAAaABMADQAXAA0AFAAqADQAEgAPABIAGwDw/+j/8/8EAAUADAAsACgALgAkACUANgBJAE8ASgBdAGQAbgBxAGQAcQBvAGQAbABHAD8ASgAgABMAFAANABMA8v/Y/9X//P/o/9b/zf/E//7/CADt//L///8EABkADAANAOT/8v8MAPv/2f/Z/8X/v//M/7D/if+z/8f/vv+3/8D/6//5/wQACwD0/9f/7f8BAOD/zv/A/9H/v/+q/9L/3P/A/8v/1//Q/9//9f/p/+T/9//n/73/uP+x/6D/qv+3/7z/xf+5/6b/gf+G/7f/p/+U/4j/rP/E/8D/sf/E/8n/zv+//77/vv+9/8P/3v/X/93/9f8UABcA4f8RAC4AGAD2//z/AQDy//f/yv+y/9z/7//+/wkAJABMAE0AXABrAEwATQBnAGkAUAA6ADEADgAJABUAFwAeAB8AFgAMAP//FAArAD8ANgAzADYAKQAvACsAAwAkADoAIQASABwAIAAFAAcA/f/2/x4ALgAoACwAIQArABUA+v/0//f/+f8CABIACwAFAC8AJAAEAAMAHADz/+j/4f8UAA0A9/8MAAAA/f/M/7r/x//m/+n/5P/1/9z/8/8tAAgA0v8KAC0AHgDn/+r/yP+i/xMA4P+h/9v/8/8IANT/4f+R/7X/mP/K/7//cP+//4j/7P/5/+X/YP/P/2X/wP/I/4n/o/+7/9//y/9LAAcAvP///iz9O/W86FECvh9pABHkHvllEmcF8OlF9NQRew8i+MHvXf2nB3f7FOqY+tcXYweX5/L96Bf7BqXrfPBpAPIPyQXx7MLybge6GpsK6OtQ8boNbg/E8UfttgbBAE703gcIAkT9LfPhAqETuP8/AcADEQXwCVIGYwPTAkUHfxXUErzyV/InEZoVXP219AkMGBAe8lb0+hDuDW721/0hCwQBZvtOA3sJWQPdAGYJ6f3F7/cOBw/5877+rg7d/fzrkwbEErL2IPblBTYDbv8y9YkAhQgG+VAAr/1S907+rwGPAkz2OfuVBm/5G/XOAaIGPf6F9ZYGiwAY9OkKZ/7V9NsJ9wMs+zUBMgGVAP0E//scBTEGyvT9CNQGaPYbC2MIQ/k6ClQDRvpOCPQD3AVZBBf5sgVgC5T44fjlA+oN0P9k8JoCyALj/AD9Pv/TAGv4CgBL/MrvQ/1OCPb3Ue5J/ej6JvHf9xf/3PUz7m/3kgF586rrPPayALr7J/LT9gv4IfHI/OgJ8PcP7VT43gdPA0r04/xlBfMAJQScAIn6CAvKDp4AQQbyCKsI4BGdCjAOUhMLB8cGVBQ9IO4LQv8ZFMEb3Qs8AYcQ4BmYCkcD5gr5CiwE4AinClT7Pv4wAhz3h/Z4/dX2pu9S72jxm+x75CDsWfC75eHhWOiL6K/h4uUE7aDn+OeO7EDre+pI8Tv3gfOh9Dn6iPs0+IcC1g52A5r7LAmnEEwVURAIBi8SEhrXFnUY4hG9EnsbPR9UGGsRaRZ4IJ8f/BjQFXkOzhZ3IdYcZxJTCyoMZxGzCUcB4gdvB0kA1vlC8d7tYfDt8jfxfuby3zTkyOLm30DiMuRJ4PDbqdyZ4ATgT+UF6PLjceLM59zscezQ7nn1WvWL8nv3DfpH/bsCdQVcAaX/HAT4CwQSfgp/B/YRwBlnElcNWRqhHNURqRmaHzUXiR3zJBwgZRxuHk8jLB5lGgUkAyPdF2YVlxUwDscJeg/7Ey0FufR79p/71/ct8CDtyuh15KHk++CZ21Dg4eSc3JDWeNrP3QLca99a4xThB92c4Wjq1e0t7Z3tM/Bu88z4Kvq9+xUABQOdAoQBQQSKCvkLbwmmC1wPbwwjDYoVkBlzFVIPDhHKGxsinh3yHJoePCAYI8wiWyMyJ6QnmyT7HxQZVRm7G+gZ5xdDERgFwv55/1ADiv6w8APrVevQ6eXjk97O4Pzk09w20b/QetvM3wzaQNeo1wnWfNi04DfnKOcX4xjlJehD7kj1ofem9+n6LftZ+3gAOQo5DLoGkQbXCosNTQ+uE18WtBPKFGwZFRa1GGgiGyTGHkEcpiEGKOEnzCcdKYQoGiiQJ74gWBsJHdwcrhzVGmsO6P+hAPEFgwMP+Hrvj+zA58XiAuEj4ZffVtyr0zzOxtFH2d7YDtYk09/PiNFF2vjhhODC3WnfieOk54jwQ/Xb8/70g/nV/HcA6gVcCUUI4gcBCo8OJxNPFtAWLhWpGCAczRtyG9YhjyUHJAYiEiMbKCQsfSrpJ1kr3C7TLJMjAByhGK4cVCd7IlsN3/0iAqsIzQSK+mH0pe1G5x3iDeGG46TjlttS0N3NptJN1WnVb9cu0avHfcqW2HzgM9sg16zZ+d3q5Dvrm+2w8Fzy2vL19ZP+hwXDBO8DJwh3CsAMyhGlFykXshNcFl4deSCgHi8gMCJoI+EkGycfKgYt7SnvJYIp4TCEMgUqkR2KGAUctCfhKD8VcQLeAeoJUwj//tD3yfGS6c3iUeCC5ADms9ziz4nLOdH81dDUIdY50BzGA8c11ETg09sP07rTT9rb4oTpZOsp7pjt1u9G9Kz9FAfvBCsAIAWaDCAQcRJbFtcX9hSeFgsfliR9IsEf4CHHJOknqSrIKtwr7yoEKhks5y+nMycxzSM5FXMWqy3nM0Ib8QAdAeYMzQ1xBrL93fIF6ffl1uNk54vqDOCvzanKgdVf2CXTCtae0/vDtcHX02Lhidmvz4nRfNb93kfoxOk45xzoYe258uf6nAO3AJn6dgGuDJgPRhGNFkQWchFaF9ci0iZ/IjIfHyLJJZIqjipJKlot4yoEJ98rji9FLuEubSjhGloRyh75Ms4m0Qgd/MoEpQ6CDP4Ar/S/6UXpBulU507qiebF1jvKB9Mh3jrYt9IT1bPMscO0zvHf3txLz5PQYtUv2vbk1uq05RLi4OiX8Wb2mv6kAOj3rvvdCXkROw7ZELUVbBIFFJIhiCeDI5MdTiAXJvopxCqHK4wrLSmiJOonLi5VLh0uuCo4Iu4WVRL+JmQywBtsAYD+EgubEAsI0fwd8Wjq7upz6JDpCOrp4KHQScvl2SjfRtTL0PLQAsnkx3TWiuBl1J3MztEL143fsue55V3gmOFU7Rb0jfmk/lr6gvZ2AlgPtBC+DtkSHRJ5EkUduyWSJG0ePxxyIQImsCxQK4Uj7STRKM0n9yY6LMIupydUI+Ah4BZIGM4tYSk6DvL9Bgl/EvQMPQIt+nzw5+zF7lnsE+kD5m3dGNDH0jng8N770fzOkNAkzarOC92T35vPnchp1kbhXuRR5Trgqd5R58bzxvUa+F76Qfhn+bsHLhMTEKUM6A+eFDkYYh8pJD0jYxwTGlsjEy5SKo8l7yI2I0gmCiqoKfEnkyK3ImQkmiUPHJERKRwdJfYZdAjMAiwKZA1KBg/6mfSJ8/Pwuuo/5sHlW+M73VTVQNjJ2rrUL9J51iHS9svq0ebbQdYH0PjW1dro3BXjoeX84jzlSe8k9Gz02frD/JT7dQKLDQoOTAzMEQwVzBIBGb0fFCDxGywcvCEHJ2YnzyK+ImEo/ynMJoskyicdLFktgycfInUcrxfSHB4nLyD3DHD/XARCC/kHfvy19Inu/Oks6P/nj+ZK4ezYgdGQ1DLaZdnP0dbPc8/wznnSI9qh1v/OUdTL3LXg4+Mw5erk2Ohl8Fn3L/li/k8A9v6fBOsOUxOREOwPFhW8FgEbXiFfIBceShxBH8QlqCkWJ2Qi/SMdKewqoCemJqstXSw6JRIg7hoTGcgfoSXBF/wDUQDVCIkJgQAo+Nrveeky52LooeY64nTZgNEN0YrY3NmE0unNFs2+zIrPy9XL1yTTltNy1aDb/OFI52jot+UQ6vT0//q5/eX/3f8+AqAJtBHwFBYUqxF0FFMaNSHgIOAh1B+pH9oiviguK6UnYCUHKcon1ycDKvAq9CqpKcAizBh2FnUdZCVgHcwKTv57AhQI+gX5/1H06udz4tToJOw253Xe39IMzZ/UNtwj2KTQ5cyoyT7N/tQw2pvajdLG0JnYKeNR6t/rAOjp5xDwIf12AWYCvwHSAdMIqRC0F/YZGBWeFMwZGCDGJBQmTiT9H3ojDipwK+MoGiZAJ+gnRSdVKroshis2JoEeSRoKG74bIh+RHNIQMQIF/KADyQfDAQr0guer5N/k5uew5VTe+9FXzDnQjthd2MDQuMqJxlfK6tM+1yLWI9Wj0sDVxt6J56frsur66dLvOvj7/q0DkQUVBFcJmhAnFH4WFRLeDmIXViHiIckjDCTKHNYYWyUnLJUoBSeiJ0wmXSVfJ64spTHtLHkhLhjLGgQg/CIIIfYSIACb/XgEpQYdAKX2fuk53hPdtuN45Sve2NCuyFnK/NFB1TDQ6snIxALGl9Ha2F/WEdFz0MzWueDn6FzqLeoB7ibyYvfV/w8HzQeRBK4I/BGHFpUaeB2+GmwYvh5NKGgpcCVOJj0q8CjIKc4uvy+MLZIrPC4DLoAwCDPSKmgbHBn1IJQlOSC0FQIFZPtG/tECBQHs9h7octxK2GrcNuI03rjPtMS7xjbNYtCC0DDMIsLNvrjLY9lP1yDRsNDv1RLe++a46+Xs5u1Z8+X4+P83BoMImAkSDmYUJReSGNQcrSCLIJAhXCWtI5cfSScRL+kxey+6LEAq7CwSM6I0RjSUNTczziO9GqsgOisgKl4coQ3GANT8DABCAtn8bOyn3YzWQtWh22DfxdQCxcG+s8JqyXjPxNB2xju7aMIU0n3UhNOa1SnWjNfg3iTqlu+v8n30pfaD+qACiAkUDcMO1RI+FWcWIBr4HRUg/SOMKLYpIyWzJcoqNTH0My0zyS/ELq8xIzbxOfw6UjQwKC8cCx7/KdcugSFuDskBlPkz/CkBGP4E8MLfotMGzsvUQ90z1p/IdsAewNrBP8k5zpXGNry/wYTPj9FW0PfRNdVa2v7hOOiJ6o3uGvZT+0T8QwLiCHgKaAqmFNkZYRfkF8wcbh98IOomhC5sK7UlcCnFMHs0gDSRNmI3HDTQMbI5ZUBaOr0rTSK4IZIncymbHxoQ8AUW/X732fXE9o3wvuG4053Mx9EC1HfMgMZwxYbDP78/wkLHlMJLv87M7tK5zULL5dCa2K/hr+i96f/psvBw97j4Gf73B1sKTwfiDXcVWhRaFMgZDB6uIIUjgSl4KIYmNSntMeo3TjmXOCg3+DdGO8hB60OSPvE0AijRIZAp1jAKJ/8VNwl1/jX2+PTM9ozwAOSF1mzMZ8qwzR3L6MWKxfTF08B9vZHBG8I2vmnEZNUu1b3LLctp027dZuZI7THv/O8q8tD2Avv9AowIlgtbC1MO+hDyEKUSpBnNH1cihSK3Jtkn0SXdKmM1bDw8O9Y6ez3mPw5AGkIYQ08+hTIHKswq3i1cJzIawQ+RBB35ZfNl8LbrNeVX3KLO2sUiyH7I5sLlww3Iu8PEvezAUMPMvuvDvtBM1oDSU9E41rfc9eLH6Qrw4vO69434LPpC/X4DrgYGClcODBFkEJwPlREaGJ4cuR8nJQsp/Sh4KogwhzY9OsM9FEOtRl5Hr0aYQq07dTNnL2gyiDLDKcMbxg/yAiz4bvRA8YPqQ+TX2g/PCMcgxcfDd7/PwbnITMYowUTASL/GvZrDatBd2GPWlNWm1/Dbd+FF6I7vxvXS+v376PoQ+5/9QQHDBeQLPBGiEMYM/AqXDtwTuRpAJFIqnyncKOUsdDHKNpI+b0e2S25MI0zfRWw7OzJpMVo1rDUPL18iqhKTAl/3+vAA7k3qs+by3onTMstbxXS/07tXwb/JlcuiyP3GVcTGvhu+Jsee1vjbx9zg3ijh1uBS4fzmP++n+OP+ewGB/x3+Lv0Z/l0BMQrGEJAQhQ+kEdoSjxMXGvIk5irpLLMwMjYvOxM+OkLJSEZOaE8US/pCBzpAM50ySDHpKt8h/xYOCRz6fPEK7FLjvN0Z253UYczFxvnCyL04vObAD8Uox3bI9MYbxP/Ds8iwzw/V39oB3wTjh+WW5xHr8u7y8uf4yf1ZAEEACgHQAq8CLwTFB7wKWgz4D0IU0xckHJshCiUrKCMuYzZaPLFB/kd/TKNNY03eSRdCKDn5NYo3pzOQKsQg0RWRB6j5nPCj6ajiSd4P2kXUTc8Cym3C/rzzvcXCYsU8yLrMrM3zyCvFTsmM0nnWXdmi3z3oVuuT6ffpGe3W8Fr1DPtc/hUBBgJ8AXEAeAJmBNEErAeMDvUTgBaZG64isyUuJ2Es7jNeO7FB50b5TJFQ9085S4JEEDycNYAzfDGcKxckaRrzDCf/ifQc66vhxtzm2njXrdLazzDKY8Kivvi/DsKWxTnKisxIzYPMgcxazsLSUdbD2p7hlud36w7uGfGd8qHzzvWf+AH80v+WAmoC5ALPBcwGHgYqCJwMhRGqF9IfcCaJKHMrijCKNcA69kEtSeZNOE8WTyFLW0LVOIwz7TBLLIAlRB6YFdUJsv3m8gToNd+l2VPW4tI50ZrO5MgLxO/CPcN5wfzCvsiwzGrL2swO0WvUxtS9183dcePU5yHruu8/8x72E/fC+PH6Pf6h/1sAqAERBDAF/ARoB3EL1g0FEc0YfiD3JBYnwCv9MeI3RT1TQ7hInkvQTSFOXkrlQYI4jDLKLnEqiiO4GlgR2Qi8/QLy1ucZ4AzZYNO70PjPL80lyGbEMcNOwhrCa8SRx5bJ/Mk0zDfQQtTE1XTZqd5q5MTnqutV8H/0CPeo+OH63fwG/5D/qwDLAmYEDgXLBdEHDwrmC1QQvxfJHiki8SRFKsEwvjVsOjlAbEWASG1LIk0HSxZEDDvpM3Av0iqpJLkcNBMGCoMBwvgb7jPk/NzU1q7R985ZzW3JFMXcwwbEKMNLwyLF8cd/ynzLFcuXz+bVH9t13UXihOg07bjvm/KJ9iL50voO/N/+4gH9AnsCFAQ/BnIGSwZjCHIL0g3bEcMYEh8vI0ImBCtMMIA1qjimPBNCuEb6SFRK30k4RKM8FjWFL3opDCOgHOoVUQ4xBdr6iPEa6dPepNb70U7PectVxxXF5cO6wovBhcFdwujD7cWdx9nKPs/M1PLYP95Z47Ln3Oo570j0hPcW+kn8z/45ARAE1QVUBhEGJQZ9BhMHjAglCggNcRESF2AcAiCHI80mtCoCLkgyjTfSPIFAhEMARbNE3EF8PXU5pTRkLVkmhCGYHEkVkwz5BGL8C/P06ebhE9oh1ITPzcujyHzGVcRswl7CY8Pyw+fD08U2yC7LVdDX1qvbY9/J5K7qIe+V8YT00/e/+2j/GwLJBPAGCgj9B4MHwgaHBqUHEQr4DOMPyhGtFDkZ3Rz0HZAgsiVTKjEt+TDXNTQ5JzsrPDI9VD4fPdQ4kzP6L28s/SXcHacXUBIsC+0Befjk7xnoKeAI2bzTdM4DyXbEocJ8wS/Air4Hv1DAfsIDxR/I4MzV0bnWpNuJ4ffm4Oqm7pbz1fgU/U0ALgOBBnEIMQm6CQ4KEAqJCtQL7gwWDb4NSA++EP4S2RUrGGoaBB0/IK4jVifiKq4taTDlMnc0HTVANhw39TUAM5kvCiy4JrkgrxqbFJMNqQZnAOP4SPD65y7gBdk10zXOlMnoxZDD68EXwHG/fr+Kv/TA1sQ9yVfNwdH+1srcMeJ456vse/Kq+Ir9JQFGBbIHqAmADL0PIxE4ElASwBFEEbkQnw9uDuAO9BGDFdoYBRtGGx4b8RubHT0fACFXJRErby6kL3owljFyMP4txSo+J2ojwSDLHncbwRYNEDgIvf+S+GjyIesQ5NTebtqU1WHR6c3CyfPFrMM6w93D48RSxpPJAc2K0MPTRdhw3YLi5+dW7SLzffim/QMCKwYsCY4LXg7ZEK8R4xE3EvUSjBO4EmsS+xKcErURthJmFWIWVRXKFYsYaRsxHLsduR+BIC0gaiE8JP0luSapJl0mnyWSI68eEhkuFucTqxBRDgwMrAWr/FD1Xe8b6Vnj6d6f2yLZg9YS09PPMcysyGrHDcniy7nOf9IY15jaXd2b39jiCejr7ZP0bvsIAUkEWgY4CGwKcQxjDyoSfhP5E/sT9RK5EXIR8RA2D20Ozg+zEDwRwBHED6MO9w5TEG8S4BOtE74U2hXRFpIWJxYoFfIVBhiZGBkYABesFCoQRA0PDBELQQk+B3cEMgDp+mL1UPDr64XoauZO5L3hG99W3SzbINl813DWZdb12cnen+LT5LLmoej56aLs2vI/+hv+cQEYBqwIfgdLB1YJigtPDkQSdRWpFUYTeg6ICQ8Irwk3CiMKBQzGDdIKrAVHAmoASQCpAqAGWAmLCpAMGgwvCF8FkgdgCxMN+BBNFrsXHhMmD70NnAvjCt0MBw+gD4EOxAlWAm796ftg+gv4DfiJ+B/0aO5k67jpqOaj5eDnG+nv533pdutE63fqh+sz7Vvwr/e6/ff+fP7i/lD94fwtA0kKdwxkDBALLwd0BOYDEQQHBQ4GOgU8Ao7/IP2k+jv55vhD/KT9gfzA/F39lfp49iT41P1HA3EHRgvqC0AJvwY0BRsHZgx0EqYWihd9FY4QDQ3CCpALow8iEk4QDg2hCK4BEP1O/Jv9dP/J/1j8yPY+8pzue+277znz1vX89Xb0SfOg8UXwlPHN9cf57ft2/SD+jv2D+2P7f/yi/Wb+AQFcA/oBf/5S+kv4uPXS9kf6A/z7+0/5bvYh82Hx2vHl81T3gfpR/YD9LP0//dH94QC/BqkL9g1CD2YQyxCVEO8R9hOIFboXyRo3GgkWmhK4EZQRXBFhEAoQag/XC5cEngDFArgCaQCB/zD9Cfnc9eb0KvQl9Wj0YfJW8WjybfIn8O/uGvDg8Yvx0vF78tnwVO868Ujz+/Gk8UvyEvHe73HzW/eX9KvxaPOh9GnzTvZ8+mf5Kvh2+3j+0P3Z/iEC0wKOAkcEfAVpBxsMLhB0DvENeBKwFJYVyxgOHGUYhRY5GgEb0RcHGE8c6BoYFpMT5BI0EOoMGAt1CdIHWwZdBBYAVP78/JT5s/YR95P29fIG8afwuO7Q6+3tze856zDnCekZ7gbu1OoX6srqlOpd7M/wFfQ185Twgu7R7w3zZPau+HP5gfpG+ef3Cvqk/TEAKQIgBH8CHAInBrwIJQmAC24NEw6DDyQSEhMvEa8RkBW0FwwY/xh0GHUVtRQiGIAWGxRkFrIWSxNUEV4Qqgr1Bu4Kig2wCX0HoQRe/LT4SPsu/GD5ePn+99bw2uy07jnviOtj7O3vgux05BHk+etU7ajpJerK7ZTr++iA7IfxQfOv8/Ty//Cd8zH4fPnv+Kj8Jv+J/P/6rf0aA90FgAUtB8II+gUrBeEKoA5aDXELWgt2Cr8MKRGlESgQUxD6Dn0L2g6kEckSVhPrENgMewwpDTUL2A1FEOcLlARYA9gIDwmrBGoDLQRL/6D6BP2c/2P93vgL99L0pvMv8z7ynvS39Vfzdeuf6ITsv+8z7jjvCvQ68VbrQ+5480jz/PRP+Rf6mfjC9m74Kvx/AIQA6v7n/oP/Lv+/ACcFxweiA0IA0gMxBwcG0ARTBxcIkAVPBHkH/gkFCY4GqwVQCbYLzAiVBSsJLw6IDJUJDArzClYJRQt2Dj0MmQn7CBMLWwpyCBUIhQfABdoCVgMoBFYA+Pmq+Fr9jv1O+ZP2VPUX8nzv8fIb9lr12O9Z7LnuVvIN9IrzH/YV99fzBPOo97T85P2X/Nv6w/yD/mP8//w3AjMCufyk/FwBqQLn/sP9CwGiAZ39d/13AmUEnwN2AycEWQQrA38EZAhgDGoLkQd7CT8Onw5oCmoLwRCJEC8OIQ+xD2sNDguBCmYMSA3oCggK0QkVBwMBDf71//gChAGN/Db8xvl98bLw1fha+1Xz3PA/77Hpi+yE9ej2s+6C6/Dsmu5M8rD2f/eK9KLzbfTA9BL5hP0h+tr0p/kL/rb78/wfAgP/u/lx/AAAtP+cAOQEsQMw/8j/iQPkBp8IEQpNB08CFAbUEP8S0AylCwoMoQwsE5sXaBP6Dv0QORI9EEYUSRZLDYAGDAuYDF8HIwhMC3UBKvas+PIAFP7i9AXy0vWo9ADvA+2D8bTzdO996zjtmfLL7y7rsO8B9VDyjO/D83f2VfTg8jr2Ufps+Lz0CfaB/B3+MvrF94z6Af4N/0ABBAR2ARr9iAA4CRcMnQiaB80Kmgw+Dt4PoBMPFSgT0hFyFLAZehmiFIIS+BSmGfEV5BBAE6YUSw7NCmQMzwjEBTsE9ALV/235rPTH9nf3Oe+A7KLvBOxN5tXmleq56t/kzt+351XvNeu95iTs4O9k7pvwpPQq9vD1Hfb+97b7Df3D+i/82P8cAIj9qf0EA2oGlgDW/X8FpgpwB6MH8QptCpsKfA6dEH0SIhMEEjAS2hY7G+Yakhc6GPkashjXFmMcwRwQFcYPQxBBES8O1gluBgoCPfwm+I/4YPhj9LzqKeTy5kXpTOVz4/zkROGE2tnd7uj97XLlpd855YrrsO3G8Gr1dfMn8Ljzx/rz/+v+H/sX+3QBeASqAoAErAdxBSAEqAcdCrUKVwu5DI0OlQ7/DaURLRcnFxoU9RQXGXobVh3yIIQe9xn3GCUe6CAwHD0XsxZ9FVwNygotDbcIw/1A9pj06vT98czp5uOq4BTd79o+3GncRdkF187Xg9ru263cueCq5Kjl8Oak63rvF/SJ96P3RPm2/XwAdwHrA4IEMATdBhgJQwpcC8cKCgrTCycO7g+CEcYRsRHaE0kXjBkSGyEdoh7iH7wgPSGvIwomYiQDILoedx7pG/UYAhcAFd4OdQbuAIn/PfnP8rvvveuk5P/eR9sg1zTVt9Zz1VHR9M7z0VDVN9dW2X3c0t524MPkJ+s88BLzevSj9e35XgCLA+MDTAN/A3IGUgsgDrwOtAxDC24NbhPzFVAU/BPaFQIYcByRIFAi8iGjIc0hhSWqKistPSw5KPAh6x3zH0giHCBrF7kLCQZ5BtACYflm84DuueQ24K3gsttN05zQDs2uy0XOa81lzHrQj9DSzdTUDt1W3urg6+TZ5/ftHfRg9XP5mv7Z/c7+tgTRBmYG1ggjCWEJzwwWDrUMFw8JEwMU2hYYGU8ZYhxtIjckCCb3KtstQi2HL9UzmTV2MskqnCYtKy8t8yPvGWQUbwzkBPIBp/7W9OflOdyt21DcuNT0yo7HQMYHxSPFucegyQjIw8eIzdbVQ9r23JTg8+SF66vxFfYj+l39gf6EAFwGUAlOBwIHzgiTCeUJpgwiD00Q0gzLClESmRuhG7oYbRulII8mpy1aMIUxbjPVMwA1YDjYN7Qyoi6KKQsm8iU9HuANNgSTAXX8mfar7vTfFNRP0hrSadBsyHO9VL6jxmHHpMKkxcDIGMt70brXy90j443lX+ch7yf3jPo4/gQACgCTAoUGswhlCPkF1QM9BjYKSAqsC64Ppw7aCbkN5xhaILQgeyC+I30qcTCIN5o/ekBQN1IxhTcpQMU/0TQDKIwhYRrfEUYPfA7c/7XqTOAt3jvdttjVz5THfMJ5u3e29sMe0SfLy72BvebJSdiC4DfguOJh5bPlq/E6AkIDQ/sB/UQBpgT0ChoMPgeiA7wAOAAYB5QLZQh/CBoLMwndC7YV2ByRH+Mh3yPaKv42Wzs+PG9BREBqNv41hj9BQw46qymfGD4R4hRwFncLkvTz4VTbFt6J3h3WL8suwne9l74axzfMiMVavoDBSdCa3BLewNnI2/DjZOt784f7/f1l+TP4CQDBCKAJLAWDADb/fAESBK0DEwB4/NT74P6yBNIKlA04DCsOChbhH1gnkS2HMTQ21DqUQGxHmkgYQKU4BT4bQl86sinDGWoSaxPMDrn9Y+/i5UjaitOk1ezTp8kAvpu3O71wyuPNfMcyxaPIec2x0l7cmum876/nfOH+7Dj9RwMYAT4AlgAx/mn9ZQU9DWkHh/rc9PL3pgANBusAU/ej9Bb9+wziGMkSQwmgEbMlpzICN403Dzf6PHJGOUnyRqtBvT1wO9k1qCd6IG4g+hHU/HD3JfZ/6fXasdNQz47OMcm+vUu9YsQ+xffE0MrhyvvKrNSm2ljch+ju75XrYeu494b9SgCLAygDowQ0BTMATQDaCkoJxPlm9Jb3tPqL/W/73/IW8F/3qAC8DZgU6gvYBvsW6SxRN385Vjk6PB5FNUxyTHtLP0kpRNM8nzADJ1QpuyUOD+/5o/T77mLnReCw1VXLcsUVv8a7Z8PWxqjBd8B2woTFdM8q2zLdv99M5azmUu0Y/YYDYf8F//UC+wbDDcwNmAhPCM4HEQHE/lIAfP36+Tr2mO9x70n2T/kL+j/+cgLoCC0RzhWlG/cniTJXN+8+cUW7Ri1JtkqRSJVFPUIyNAopPywsKekTJ/0i9bfxve0V5WnUfsikxJfBUb2zwcnCfbsRuwLBT8Sryu7UGdZq1jfi6Omy6/b0+v59/+YBawgNCQ4LWw/+DpcMsgzhBuoA2QEaAtD+Svpk80/uwPLw+L75dPpy/c0D9g3JE9QVQR1QKhA01zpdQNhCDEiDTGxLZ0cGQxk7ezC+Ll0woiVHCtv1Z/WC9V3ttuH90vzDMsCzwX3A7cLzwNq25LbvwRPJws0y1T3W49SG2zXpG/mG/9T7xflMASkK6xHKE00PNQ3VDIEIBwgxDfoIwvze9mv1PfX493r5F/Nj7pHyoPs/B2sRRBMHD3MUNCSSMg87iEGXROpDKEfMTJ9L4EOEPr04xS24KUQplxnd/1v08vC86NXjgNunyJm7JrxAu727l8DZucKuQ7VXyIbPhM1yz6LUBtkg5tj5qwBu/GP8UwHhCQsYeh29EuQLMQ9UELEQnxQDDlL8G/Zw/AH+wfqD9o3uueqb9DH9zv7/BOwMyw0wD/kagymJNEw7qz7fP6VCPkrmUCNOn0MYOMoubSsVMS0uwhSU95Dsveuc6ZDow9rswOSxl7TMumXC3sNxtfeqOLPOwQfRP9sz12LO79WG6wgA1QnKA2n/JwVmDRAXVSP0IigTOQtoDlcTVBg9E90C1PeY97n3fPrN/D/yj+mM7cr0WPqNBH8MqQ4vD0MR3BvcL8Y8YTysO6w+oUJkSRBOtUaYOG8vcSnYKOMqzx7pAMzra+ni5rjhfNzPy5m1D68ktoO7Cr9UvCuyRbGdvinKJM9W2eLgn90p4Ob1cQgqCOAGogzaD6wTsB24IAAcAxngErYMlhK4FsUJpP2E/EH4bvNm91X4c/BS7InvpvSD/k0IwAz6DVwRyRcQJLczfDyKPus+nUC0RVFLmUouQeQ1DSqvJDcoCyWODkD0weXV4APg+N630SG9T65BrEm0E7/xv+m0Ya+0tsfGgtLz173e7+Md41/sDQbiEcgK2wv2EtAVcBztIz8fFRy/Gs8OhwoFFhQUjgB1+I/4xvIE8q/1UfK7627pV+y79qgDVgiNCzEPARJcG9ErpTdoPaJAiz7LP2dJw0z6Rao9NjSVJr0efh9nHNkJF+6l3S/bVti30t/KeLuyqxurfbHCthy+n70xtXe5v8yh1kLaXua17o/sWPX2C8IVjREBFKUZjxp5IFYnpyGYGoIZiRLTC9cPEw4d/tT0GfXX8Zrske568OHr/ueG7F725f+hCBwQoxHKEz0eyS1lOchBh0SHQTdC9UnjTRJJMz9wM2EnpB3eGE4XfQop7pLZ+dRS0PvKO8iUutSny6WerIawxrnYvwy5bLjbyVjY1N+G6zH0xvIT+uIPtR0JG3YavR58H8EhDSrRKQMfphYQEfYLygwADIb9XO+47nXvseoH633soubu4zjtr/f8/+gIaw9OEIsW7SKfL7M5WkKzRLVDLEV2ScVKDUdOO8ksICFCG1oYcxJY/nni9dKZz47Lqcimwo6wqJ/JoeqrTLW4vVy8qbWhvGXRUOAv6mX00fp+/LsC1BDWIDsppCg2I5EgVSAGJNonwSaxHRkQ7QJr/sAChwOh97rpEOOU45vnQe6y72bpx+b88WEDmg8lF/oZABnKH+cylEIBR6lHZUZ4QiRF2UszR4U4qC2YJN8TBgclBlj/huUQz1XIe8IvuVG4jrT/qGSlDattq5mzGsWWyZnFCNOW5Xjrg/SfBqwPbRGkGiEkOCX3J+cuYi74KHIoTSU3GXYSxBQBD4AAPPfh8V/qE+kG7FvnVd+N3wPlGOts89r74gC2CEoVtR4KIo4oNzWiP/ZDsEdJSnRHKkMERPxCjzdlKO0eXRXIAwT1Ru+95ADR08RbvrOxlakCrVusHKn+rRSvvKzXvFDTJtg929zrJfXY9pIHYx/9JMwh8yWYKkYqNC8JNJUu/CSTHxAWrgz6DJ4MUf347EnpXecP4jPjgecC4m3bUeEV7T31u/7SCZcRwxeaH6olcy0IOzZGZUh0SFZJ7EWNQAVAvD3aMTohDBfUDj7/A+oJ3THWjcuev766l7Ecolqct6ZVsYu3KLlDtri6UtHc56DxCPmuADIBEQwbJ+82ny1+JhwqCiyuLHYyMi5/HRwQ2wonBkAD/P3J7wzjk+Jg48HeX91g4KnfQeH66mz2OPzhAgIPyB1VJ0MqqSx6NdRBKktvT/5OlkcaP9k64zkfNfQpjxg/CDj7aum111nRG85JvvOx+K5kpmWZDaDTr2K4SL29wULCJNCE61/75QADDYMUThMnIss5hDoGLvAsNy4PKXEqgisPHa8KsAJZ/dT3VfW07JjcsdYS3Djd2dtH4NHiBuIB6/z6VQUvDGAXZSJ1Kn4xLzctPRZG5E1lUHlPsUmBPgQ2YDMqLiUhpRCJAKvxNd/CzNDEmMRVuRysRaoCp2SaYJ+Qs0HA2sZn0JjSH9v19RALLg/FGJ4jJSGYJiI7hj7GLhYpMivfI7Udnhz5EFf9WPOZ8IbsIOi+4CzVp9Cd1pHcEOB75Lfnaep79OsD7RH0GrMiriqpM/k4jjw3QrtJlExXTO5JZUOKN78u2Ce7HgwSSQWN9iHpk9nGw3S0NrcduWSw7a74r4iiI58yuP/Q9Np05d3qsug/+cgV2CC6IvItiS7rJZotXjrfLpsdnxxzGtMMUQYbA0LyM+GH4a/jPN3U2XLZKdQc1Q/iGOt37Sj1+v4HBJENdx6KK1cyeTeaOWY6CD+5RQdKl0xQSfw9ozCNKJghChmND6wC1PGQ4+jYH8aXtHqzD7mystayUrqesjGm1ri71S3je+/a/m379vvRE3ImuCQjLBQ2aCs3IVkqISh4EyQMehAdBHf0BfIx6rnXN9bt33LbhdQa25PebduH57b4Sft//BEKLhRvGTgncDYgOpk6SD0KPak8OkJKSJZHG0EBNrsoDx0kFLoMUAQI+KHnNduxzRy78a+stje6/rVZu5LB37UrtC7OBuYQ8GcByQzABQgKxh/XJxkmpDGuM68h1xmOHygTtgBgAm4DDvBN4mjiuNrYztHUoNys2SnaOuMT5fLopfk1BnUHog5xHHkh3yVuNCVA7j9JPWM9qztLOoo9xkGcP7I0KiV/FuUJpwD9+/P2C+pe24jNW7q/rAS1pMDUvUPC48zswyO80tSI76H31AaIF5gR7Q1pH28m5B9CKAcwDh7tDUEQkwbP8VPxMffL5tDW7diL1oLNsNOv3ind/95n6x3yRPWkAr0OlxA7FoAj5inOLCc3+EFEQXk7oDggOGk3mzmxPYo6/iuDG7gNoQBS+b35j/KU4xvY1MheslWv5r9UxXDGm9Io0vnCKc336QH5CwZZGTYXYQrPExgjECIEJF0qWB11CK4EOQTC99Tv7u/l5bbUetAM1lLXW9dC3LHgIOL/59/z+P52BksOBRbHGvwf5SlqMqE1sDoXQno/QzaJNUY4+zM8MwQ4qDAiHTgNMQCD9E7yrvK26W/bdcySueSwP7vdyCnPLtYh2LbQGNQA6Kj5dgZ2E2IVHhDdFt8hUh93GVkY7BDEA1kBXQNA+TPozN462GrQONLe3G7gy9y03OneX+Hr7Gf/mwpDDjkT1BfiGLce5iq8NB06ez5kPr435DHRMMsypDZbOQ807iVWE8oBWPcG9ob0Su8O5wrWor6ftdy9SsUfzgneHuLp1QzXj+iV9PH/fxRZG0YRsBLWHh4bYhOfFu4R/v4H+rv/S/fd5g/gFdjVzFrPjdwD4cHgaOQ+5ALhouu0//QLQBIlGjYbmxdEHg4tUTb7OwpA6zsUM6YwRTKvM0o38DYmK8AZcwtm/tb2XvVp8zPrPeC8z/nAgL4kxjHOKNrM5NLjlN+45bfuzfe8CMAYpBk6Fs4XPBUQDQILkQqMA2X7O/jF8ZXlxtlI0ibO6M9019reU+Kn42zkbOaU7mD8fQrbFDsbEx0mHu4h+imQNME8BDx5Nekw1y4ULQQvcTKsLskf7Q71AdP5D/O98Nvv+ui62BvM4sefxxzM9NoK5yLnFubk7JHyPPkBCc4YiRtLGUwZkxVNDq4MogwVBvf7wfP06GXd0te31mjSdM+C0nrWG9i23p/pevFO94IB8AtwExEceiYcLSMzmzpqPXQ5HjcuNsQyvzDZMs8vwyN1FcAHAvr179Ls0et96I/gwNRzypzGHMqx1FjkLO978Qnzcvip/jYIQxdAIsQjdiKCIZcb8RKaDVQJEgFL90DtPOKI1+vQxsvbxwjHEMrzzQnUuNwr5rXuwPcrAVYLHRflI1AvtzncQFxBJz4zPUY81TkkOgY6gTCSH8kOmv2G7rXnueZy4lzau8/VxDW+H8AhyTzYWeeA71HzOvrbATgKIBiBJ3AubS+HLiYpLiBLGt8V6g3dAwT5e+uF3oHWRNDcySvHEchqyHbLZNS13Zjl5u8O+k0AxAnwGLkmMDFqO9Y/AjykOGA59zmcOmk8VDawJH4Pe/5K8Ijmc+TC45Xaysurwa+8hbscxGXW8uOI6SHwivl4ACALxRvLKAQtGy/MLvUpuCR+IXYbBhIDB7T5Q+ye42PewtiB1EDTrtBmziXTbt3a5TbuBPm3AIQEmgw8Gesjhy2/NmM5CDXtMJQuTywILdktDyVdE4sB1PL+5MzeoOCr33TTdsj9w4vBC8NY0mHkfew08cT6xgEoB2UUJSQCKp8q0SthKPgfkxtgGZcRXgZO+0HvPORi3mLb+9lz2vXZJth82+TjGeyb9sEEDg6OEZIY1CM+LO0zgjwvP8s4DzK6LrorCimGJTUZHQVH8+Lk1tc201fWutHsxGW+Yr1Zu5zCE9e35yPvEfnuAzMIfg82H7YrKy+3MaIxUSo4IXwcbBX1CYb/LfZ16nfgBNxU2U3WhtQO1pPZqd/t6P/0swAhCv8RWhtOJt4xNzxmQ0pFJ0L7PGc5RTj5NE8rgBvICObzm+EX2HTWCdIdyIG+0rb0rmqvm74q0UPd5eiT9Nv5iv5SDKAboSTmK9UwgCxcJMYf9xmvD+oG7v9s9fvpMuQs4RDcMtiF2bvbt90b5Szx+/pqA/gNnhdiH6cpDTQPOwo/mEC9PVU6OzlANbspcRxMD7P9FOuz4ifgLteky5zGr8CIt7G4Gsbf0RTcG+qV9En39f1ZCngTOBp2I9YmFCEOG1QWwwx6A4b/T/np7e7mp+O13ZvZsd1G4sviIue78Dn4bP+uDCgayyJ8K6M0BDjPN6w5YDtwOlk5YzX0KKoXcAh1+oTtB+ad4oTbZdAuyH3DSsHLxE3Plts85iDvr/aA/VsFiw38FYsdnSE2IPobvxX6DUUGiAAe+t/xhOl44mvcU9l+2ovdV+BZ5Anq9vCo+XkFmBKBHkwoVS81M9Q0yjUMN3g5GTplMxomQheTCBT5Bu8T64Xm39x705/LrMXOxT/N0NaM4cPsZPTq+OcA5gkiESIZFSGuIakcehjRE/kLggUgAR35Ue5i503jXd+W3ibi3OQu5ozqxPGm+QMEBBG7HBcljSuYLoAuMC9TMtI0zTSoL8oinBFiAnf00+mp5Zrkjd1r1GTO38pjyAnNbNlw5+Pxd/olAioI9wtEEnMariAVIdcenRodFLkKygIG/M70eOxI5rHi3+Dl3yzhdeRT6FnsjPNF/twJMhWhIK8oBCy7LYUwWTP/NVo39zL+JpEY0wq8/CTwReq15nTewtOazQrKkMbXyPnTsN/Z5rjuGPkiAPcEgA3bFuQajBsGHMAZvBPRDCAGyf749lHwdOuA6DHmnOQe5Z3nd+on74b43AO6Dd0WIh/GI68lQCksLiIydDTBMkgpGRswDs4BKPao8FzvrejZ3b7XO9S4zqPPztpI5a7qovJR+4r+LwH1CS8SGBVOF+8YFxUhDncI8AIx/M727PLq7uDqM+jG5tvniurg7XvyM/oOA9gKhBHnF6QbmB20II0m8SpZK3gmjB1NEj8HBf2+9yf3ePQr7I3lbuGY2sLVKd3h6NfuTvNt+8r+LP0sAbgKmQ/NEfkUwRORC2kErwBX/PT3oPdF91Xzge+R7ovuXPAD9sf8/QLDCdgO8hC0EvsU3xYAGkof6CEcHl8VQgtvAMH26fAo8BvwMOzK5efhXt/k3BPf3eiS8kL4Sv0nAyIFrgUMCjYQhxI1EkQRlA1rB5UCXv9h/O/5Ivjd9eDzsfMW9Zv4FP62A+gHiAwdEFwRrBLUFjsbMR7dIIggIhiaCtr/iPi18PHtjfEe8V3nC+Bm3u/aCdkD44rwRPaU+dX/gAFP/xkC7AgRDMsNWQ/BC9YC6vv896T02/Ok9pn4gvc69gz3zvkj/6YG5A69FTwa7RvUGyMd2B9tInokCyUdHosQOwN2+dXveuoS7TLvw+fw3vPbCdnY1fLcoOuZ9af6GwDUAiEBUQKlB9QL6w1LD5gMoAVR/wz7LPcE9Sr05/Ll8ULzp/VF+UD/bgVVCLEJ/At8Dq8RDBjWHwkljCXfIH4VYAf6/Mf3KvXa9gL78/i17hXl4eD93gniUe1D+isBLgOCA44Bnv80AUAFpAhGC98KlQapACj7rPWr8bDxGPQC9xH8pAI0BngG/wZJB0AGAAgTD/AWHR3CIcghWRlZC7P9WfP87YvuKvPY9jD1/Oy24qrcDd0B42Pvrv52CZgL/wlZCLsGJgaVCZwOlBAbDp4JqgNh/D725PLt8Z/yOvUx+gEAUwVjCT8MsQwiCwYLmQ+CFnsdaiOZJTgfcxBl/2vxPOgl5WHobO3E7YDn893Y1RnTIdhv5Kb0fQN6DK8Ong2qC0EKHAxWEssXmBj3FcwPbAQX+fbyEPGS8Ub2eP0JAjYDSwMTApD/hf9xBGAMhBVeHgUkQSOaG9QO7wAR9v3wF/EM9JD22PTs7DDi5dpW2VndW+fw9Lz/7wNdBJMDeAHMAHMFyQxmEdAS6hG7DOoDiP1L+4z7sv6OBREMig61Df0K7gZVA10DlQd2DioVrBmhGakT6Ahs/CHxDOo26UHsJO9f8KnuH+h+4JDePeKF6M7yTf9FBk0G+gRdA6EAHQHPBmoMLg5ADdcJRAMc/Y37Vv7vA34LiRKoFa8UyxFyDs8LmQykEDUVLBhDGVMVUQwtAU32iuuH5AHjO+TD5IHlYuXL4sPfPeFI5mXt7falAR4IbQqkCoYJOQf7BmsILQlTCBwGeQEY+xT2GfRk9YL6bwLrCDgMKQ2+Cz8JcAkqDtcUSBtUIH8hVxxEE6sJUgD790DzUPEA73rr3eix5Vnij+Fb5NPntez+8vL49vzSAGEEqwYACAkJFgm5B/cFNQS+AbX/DP9S/8EAPgTPB0kKdgtUC0kJ3gdsCasMKBCTFHgXwxT8DXsG3v349AXwPe807iXsiOoa6I7lpeUG6WXtB/Mo+Zf9KAG4BacJ+AsqDmQPhQ0QCs4HcAVSAsIA8gChAJoA9QJdBVUGgAfICFQIGgiOCpkNbxDpE9AV7xIhDXEGsf1m9DHv1+wH6gnopOdV5QXi0uE85Pfmwewv9RP86QCbBhcLiwzWDf0Pxg96DhMO/AyBCYAGDAWlA2UDxQUlCPAIxwgGCE0F5QPLBTsJVQzpD6sRlA7uCNgC3vsi9VryzPFs8HHuJ+2e6gnnGubB6IzsRfHr9qv7Fv89AmAE1AVoB5YISgiyBxoHhAVBA3MCkQLaApAEKgjjCikMRQ19Dd8LhwoiC4YM5Q0XEMoQHA4HCaICpfpZ8zHvLe3C61frOuvo6ZjoYekc65/t2/GP9w38CwBWBJUHaQixCBIJcggkB10GgwUfBJgC4wHYAfwCGgVvB4AJEAu+CxwLgQrsCr4L0AyaDj8Pgw2xCZ4EJP7W93rzufCb7p3tAO376/rqgOtO7b7vbvM6+P/7l/4FAWgDzwTXBeMGYQdpBooEPQIZAJX+Rf46/24B8wMeBs8HHwnjCd0JIgpJC6sM0Q3kDmsP7Q3JCrkG2QFJ/I73bPQn8m3wI+8P7i7tBu1P7vrw8fSX+Ur93v/WAboDLwW6BocIuAlSCa4HcgXHAlIA4/7p/pj/2wBrAsgDsARoBd8FngWZBXkGgQeYCBMK2ArnCcsHfwTa/wz7uvfQ9ar0ivT09Obz9PEE8WTx1/I09iH7eP/aAQUDuAOhA3IDfQTsBWcGBAY1BVQD5AAd/+n+h//BAHAC8gPMBM0EtARwBEEETQS4BCwFSQUBBb8EqANjAZL+v/vK+IT2iPWZ9Yz18fWb9gP3+faw9y/5J/uK/XUA8QJFBLAEkgTBA+QChwKaAoYCfQLhAasAl/9o/5X/KAADAUIC4wL4Av8CJgPuAucCKwOmA3YD3QILAhoBf//V/Rz8WPp4+ML3/Pd++PT4kfnq+en5RPqo+8H9NgCkAsoEiAVeBdsEkwSlBGQFWgYMB80G7QX1BMQDkwK1AS8BpQDR/1D/PP8x/5D+QP76/Rj9B/zw+2z8Cf2m/XD+af7B/cD8Cfxq+7P7t/xF/r//gQAdAHn/1P7i/r//dAFUA1IEUgT2AyQDXQK4AgIEGQWGBVcFbATHAggBQQAvAHEABQEsAXMAI/+2/X/8y/sV/Kz8Qf2F/YX9G/3h/HX8O/wg/AT8s/sr/PH8G/6+/kf/yP8EABIAJwGmAg8EHgUaBjkGiAXGBK8EuQSyBIgESARHAx4C4wBcAPv/zP9G/8T+Hv4f/UL8Tfzr/Dn9ZP1i/b781vvG+6L8rv1k/tr+yf7V/dn8Kv0z/tn/6AGjA1EEIASgA2QDuwOZBNUFkgZRBmkFrQPfAasAWQBoAHsAXwDN/3n+7PzG+3r70/uN/Ev9m/1P/aX8IfzZ++37o/yv/Z3+Kv9h/0H/iv78/Rn+o/59/8IAPwIqA1YDWQMJA40CZQLlAocDAAQiBL8D7AK/AaEAq/8r/xX/7P7M/s3+lv64/QD92vyX/BL8P/yY/Kf8+fyp/XT+5P4v/2z/Rv/j/iP/w/91ACEBtwH8Ab4BVAEyAT8BuQGHAmYDwQOYAwsD9AEPAakAuwCNAIwATQBI/x3+G/15/Fn8Av24/Sb+AP6g/Rr9k/xo/Cz9Tf6e/8AAWwG9AfUB2wGtAaQBtgHJAdEB9gEFArQBPAG/ADIA7P9TAKMAAwFbAXoBJQG0AEQAGQAvAKAAAgENAe4AfQBm/4v+av6D/rX+B/+//gj+8vz5+4D7lftU/MD9yf6h//f/9f+r/7T/EwDpAL4BbwLxAvMCqgJlAk4CawJ1Al4CNQLNAX4BWwHKAEAAuf8z/2f+0f2L/YP9aP2c/c/9uP2F/cb98/0+/sj+Rv+d/7r/9v9QANgAmAFBArUCrQJ7AvEBPgGpAFgAHgALAOP/2P/b/3b/If/c/sz+FP9b/7v/EABCABYA8//9/xAAZwClANUAtQBeAPf/nf+D/4//w//F/17//P5p/h3+Cf5E/sX+Uv/r/3wA0AAAATcBjQHsATwClwLDAt8CugKPAmsCSQIOAusBbgHoAFoAt/9H/xj/2f52/i3+9f2//bH9BP6X/gj/Sv+C/5z/tf/6/18AyADEAKoAbgANAMH/xv/f/wAAQgBrAFAACQDV/7H/y/8AAEwAiwDDALMAwwD0AEABgwGxAb4BiwE7AdUAaQDo/17/5/6E/in+7f2n/Yv9Tf0d/Sb9Tf2R/QH+M/5Y/ub+Nv9d//r/iACrAM4AEAFKAYgBrQHEAYYB+ACqALUAoQCgANgAAAG9AIEAPAAXAAsAYAC+AOYApwA4ALz/WP8+/4D/qP/J/5X/Nf/O/vn+UP/L/zAAhgBxACMAEgAlAFAA3QBgAaMBWgH0AKsAiQCoABwBrwH3AdYBYQHlAKAAgQDZAHABnwGRAYUBXAEFAbMAqwCRAGIATABYAAIArf9w/0j/EP8A/y3/cv94/2j/hP9d/z//Xv+l/73/FAB4AKoAzADaAMQAxwASAU4BgwGnAb4BsgF/ATIBzACQAHcAgwDIAPAA8gC2AGUAEwDF/8L/3//d/8T/lf9U/xv/5/4o/3L/fv9h/23/AP/G/ub+Mf96/+v/NgALAMr/xv/O/9H/JQCrALEAkABsACYA5/8KAIMAxADOAN8AzwBHAAAAOgCSAPwAGwEeAW0A2f9q/x7/0v4//7f/2/+z/5L/C/+E/qD+/f4w/6n/JgA4AMT/lP+d/5z/v/+CAP0A+ADfALoAEABo/3n/2P8KADQAYQD5/zH/3f7n/gv/bv/g/zQA3P98/zX/DP8B/0r/t//j/9z/u/98/yr/T/9d/5f/sv+f/6P/gf9x/4X/qf/H/+r/tP93/37/kf+G/8v/HgAtACgAOQBxAKIAzQDZALgAfACHAKIAhABpAIcAaAABAJ3/df9l/1z/KP8h/+3+xP66/sX+0/4b/3L/hf/D/wMABgAuAEUAQQA0ADEASQBhAGUAUgBxACoAof82/x7/Af/e/iD/Ov9h/yn/EP///jD/eP8NAJkAAAE8AR4B5QByABEAGwBBAFAAZQBOAPf/af/3/qb+rf7Z/hf/W/8p/wj/Ev8o/x7/bf8BAGEAhABwAE8AUgBaAGsAngDKAN8AvgBlAAAAuP+i/8//7v/4//H/2P++/8z/BwDT/7//lv93/3L/tv/w/0EAdwBqAEEAMgBOAGMAkADCAMAA5wDmAM4AywDGAKkAigB6AIQAkwBiAC8ALAAiAOT/3f8LAAgANQBuAIwAUgAkAOL/0P/i/wAASABjAC0AFQDh/7T/vP8NAEcALwAhAPj/5f/K/83/9P8eABMA/f/z////w//+/2QAoQDAAOYA5QDuAM0AwwDqAAIBBgEPAecAiwA6ABgABAAGAA4AGQAFAMz/iP+S/27/b/+a/7H/wf/k/97/xf/Z/9//7v8IABkAJAA1AEwAWgCGAKMAwAC4AGcARgBFACYAPwBqAHQAYQAwAAgA7v/+/xkARQB1AHEAWwA3AFYAhAC3AJ4ApwCXAEoADADW/7j/rf+I/4n/Q//R/qD+jP52/pf+zf7x/v/+Hf8N/xv/Mf9Z/6L/1/8CABEA+//z//z/IAA6AGYAbgBWADMA/P+y/7n/tf/d/9n/4v/Y/4v/dP9h/1r/d/+s/+b/5v/c/4f/Rv81/0j/bP+w/9D/7P/I/8D/g/9u/43/sv/g/xoAMAAFAOP/qP+E/6D/v//9/y8AJQD9/63/X/9d/7T/8v9FAK8AxgB6AEYAIwBIAIcA4AAnAREBywBiABgAyf+j/6b/xf+2/3T/KP/2/ub+Af8z/1j/jP/M/xsAPQBdAKMA1ADqAOMA+wAFARgB9ADSANUAyQCXAG4ATABFACIAHADu/8r/oP+v/9X/9P8BAPP/7v/X/8P/sP+u/8f/1/+6/4v/cP8f/+n+3/4I/wT/CP8M/wD/2f7J/u3+If9n/7D/2P/p/9L/2P8NAD0AgACdAJ4AbgBSADQAJgAwACgAEwALAAEA1P+3//L/8f/m/+X/y//F/9D/7P/6/wsADwDx/8X/jv97/4//r//H//X/DgD9/+3/AwA1AFIAPQBJAFUAPAAYAC4AVABnAFkAXAA+ADUAKAAVACAAXQBTAEYAPQA7ABsAKAA2ADoAKwD+/97/xv+7/+n/+f/y/+b/z/+j/5b/oP/C/9D/3P/i//z/7v/L/9v/CwAqAFAAZgBSADsAJAAyAHEAsgC5AJ0AfwBZAAkABQDn//z/3P/0/wYA7//E/9//v/+q/6b/u//f/////v8aACIA4P+A/z//KP8q/yv/af+5/9H/of+I/4L/h/+e/9L/GQBAAEoARQAbAPT/AgAlAFEAbwCKAIcAhABnADQANwBaAFgAYwB7AJgAdQAnAPz/6v8AABsATgB2AJcAlwCmAIwAagBIAEwAXQBSAGIAPwBEAP7/4P+m/4f/cv9y/4P/p/+x/8T/sf+z/9z/JwB0AK4AvQC6AK8AgQBhADoAFQAZABIAIwAhAAQA5v/Z/9D/uP+4/8b/7P8AABYAJwAhABsAGQA6AEoAWABfAGMAQAAxAB0ASQBXAFsAVABDABgA7f/C/83/z/+g/4P/af9W/zD/PP9S/4P/nf+t/77/vv/G/8H/9/8AAAEAAAADAM//n/+j/7r/tf/L/9D/vv+q/5j/mv+d/83/7f/8/xQACADx//j/+v8IABUAOwAxACUAEAAkACwAQAAVABQA8P/s/+//BwAHAAUA7f/h/+X/5P/H/67/rv/P/+j/2v/M/8z/xP/S/+b/BQAlAEoATgBRAEgATAAyAEIAWABqAFAASAAiAPz/AADY/8r/4//d/8r/x//d/8T/vP+t/6r/vP+u/7X/yv/m//z/LABIAG8AjgC0AKQArQCxALkAqwCuALAAnQB6AGYAawBuAFwARAA2AEsARABYAGkAewByAIwAtACsAIoAYABXAE8ATQA0ADUALQDz/8n/rf+I/2T/aP+V/73/tf+o/43/j/+K/4v/v//u/w8AJgBBAD4AMwAhAPr/9/8kADYAagCJAIAAcwA2AOv/yf/k//L/+f/0/+r/2f+6/6b/vP/V/+P/+//3/wgAJgAqABkAIwBhAHsAagBiAHMAbgBQACsAFAARABYAKAA0ACwADADu/83/xP/I/9j//P8TAC8AFwADAAcAHAAJAB0ANQBgAHQAbgA6ABgABwDd/9n/3//v/8f/tP+X/3H/X/99/7L/8P88AGQAfwCHAGgATABUAFEAbQCSAJ0AggBvAHMARwAIAOP/+f/w//T/+/8JAA4AEAD3//T/4f/2/ycAIAAaAOj/s/+l/4H/kP+U/57/gv9e/yz/NP9U/1n/av+T/6r/yv/P/+r/2//G/9f/9/8LAAUAKAAiAAkAGQAIANf/wf+p/8X/4f8JABgAAADg/7T/n/+8/9f/9v8zAD4ADwDc/7n/l/+8/9L/5P/F/6n/k/+N/8f/BgATABwALwAeACMASABdAIkApgCWAHQAhAB3AGcAbABwAHAAOgAZAPf/+f8MAAoADAAWABgAKgAqACgAPwBuAH0AmQB0AEkAQwAPAC8AYwB1AGUANgA9ADgASQBwAJUAlACMAIAAYwBbAIEAnQCXAJoAfABtAGoAgACHAIMARQAfACkAHAAOADQAKAAHAMT/vv/M/8D/sf+2/7f/m/9k/2b/Yv93/3f/m/+q/6X/zv/y/yAAPAAuABUADwD///P/HwBYAE0APAAfAP///v8YADMARQBFAC0AFwABANf/3v/+/w0AJgAMAPP/8//f/9b/xv+y/7D/w//w//n/+f/O/6X/mf+z/6v/kP+i/4T/gv9b/1D/Zf9u/6D/lP+1/9H/0//w/xUANwBIAGIARAAuABcA8v/S/+z/EgAmABYACwDF/4z/p/+Y/3H/b/92/1b/QP9C/0n/c/+A/4D/if+A/4b/pv/N/+T/5/8wAFsAZABVACwADQDg/93/4P/t//H/CQASANP/vv+s/6n/t//l/9X/+P8FAPb/2f+0/6T/mP+Q/7X/mv9o/0v/RP9b/2X/Y/9T/1P/Tf81/xn/Df/8/h3/QP9//5n/wP/e//T/FwAtAG0AkwCfAJ0AqQCkALIAigBIAAIABgD5//f/8//X//L//v/i/wIAGAAIABgAIgAhAB0AKwApAC0AFwDw/+7/CwAgACUAHQBNAHAASABkAHQAdwC2ALwAyQDoAPAAywC3AIQATwBqAHIAhgCDAJEAmABmAHEAgQCVAKEAsADFAMEA5wDOAIYAbwB+AHMAXgBAAB0AFQAqADwAQwA/AG4AhACEAJwAsACtAFkAQwBtAHUAbQBgAGkAOQAdADQAIwAWAOT/3//9//P/wv+i/7L/l/+w/73/t/+h/5f/mf9r/z3/LP8t/yX/Iv8e/xr/KP8y/xH/Av8M//r++P4J/yP/PP9P/1j/Rv80/yn/Yv9//5T/xP/V/8n/z/+v/6D/f/+C/2v/b/96/2z/bP+O/4j/pP+Q/5n/n/+W/5P/g/+J/4P/m/+q/6//ef98/3j/Yv9P/3j/lP+Y/5D/ef9l/5f/pf+3/+r/9P/6//z/zP+w/6n/r/+R/4r/mf+o/7v/vf/L/7//x//Q/7v/9/8hAAoAIwA9AEIAOwAkADEAKwAqAD8AYwBcAGAAfwCVAIkAlACtALsAuADAAKoAywDRALEA0gAUAQYB0AC8ALEApABJAO3/HAAtABgAFgAcABwAFwAdAB0AEQAbABsAGgAXABMAEgAUABIAFQASABIAGQAXAA8ADgASAAwAEgASABcAGQAYABIAFQAWABEAEQAUABIAFAAUABYAFAAPAA0AEAARAA8ADwAKABQAFAATABEAEQAQAA8ADwALAAwADQAPAA4ADgAQAA8ACQAKABAACwAOAA8ADAAMAA0ADwAPABAAEQAKAAsADQAKAAwACgALAA4AEgAJAAsADwAMAAkADAAMAA4AFgASAA0ACwAMAAwACwANABIAEQARAA0ADQAOAAsACQAKAAsACgAIAAgACQAJAA0ACQAPABEADAAIAAYADAAJAAoACQAOAA8ACwAJAA0ADQALAAgACgALAAgACQAMAA0ACwAHAAoACwAGAAgABwAJAAcACQALAAgACAAHAAkACAAEAAUACgAJAAMABQALAAoACgAIAAoACAAHAAUAAgAFAAYACAAKAAsACAAHAAYABAAFAAYABwAFAAcACQAGAAYABwAIAAQAAgAGAAgABAAFAAgACQAGAAgABgAFAAAAAwAGAAUAAwAGAAgACQAGAAQABQAFAAMABQAGAAUABQAGAAkABAACAAUABgADAAUABQACAP//AgAFAAUAAgADAAYABQACAAUAAwAAAAEAAgAEAAYABQADAAUABAAFAAUAAgAAAAIABQAGAAUAAwAFAAUAAwAFAAUAAAABAAMABgAFAAQAAQAGAAYABAAEAAIAAQACAAUABgAEAAIAAQAGAAMAAgADAAEAAQACAAQABgAFAAQAAgADAAMAAQABAAIAAgACAAYABgAEAAUABQACAAAAAQACAAEAAgAEAAYABQAFAAQABAD/////AAAAAAIAAgAEAAYABQAEAAMA/v/7/wAAAgACAAEAAgAEAAYABAACAAAA///+//////8AAAAAAgAEAAEAAQABAAAA/v//////////////AAAAAAIAAQABAP///v//////////////AAAAAAIAAQAAAP3//v////////8AAAMAAgABAAEAAQAAAP3//v////////8BAAIAAQABAAEAAAD9//7//////wAAAAAAAAIAAgABAAEAAAAAAP7//////wAAAAACAAEAAAAAAAAAAAAAAP7//v////////8AAAAAAAAAAAAAAAAAAAAAAAD+////AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 10,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "transform = audio.Biquad(0.01, 0.02, 0.13, 1, 0.12, 0.3)\n",
        "transformed_waveform = transform(waveform)\n",
        "plot_waveform(transformed_waveform, sample_rate, title=\"Biquad Waveform\")\n",
        "Audio(transformed_waveform, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Contrast\n",
        "\n",
        "[mindspore.dataset.audio.Contrast](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.Contrast.html#mindspore.dataset.audio.Contrast) is an audio transformation operation that applies a contrast effect to an audio waveform. Similar to compression, it makes the audio sound louder and more impactful by enhancing the contrast of the audio.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 11,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "contrast_transform = audio.Contrast(enhancement_amount=85.0)\n",
        "transformed_waveform = contrast_transform(waveform)\n",
        "plot_waveform(transformed_waveform, sample_rate, title=\"Contrast Waveform\")\n",
        "Audio(transformed_waveform, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## ComplexNorm\n",
        "\n",
        "[mindspore.dataset.audio.ComplexNorm](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.ComplexNorm.html#mindspore.dataset.audio.ComplexNorm) computes the norm of a complex tensor input.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 12,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import scipy.signal as signal\n",
        "\n",
        "# Apply the Hilbert transform to get the analytic signal (complex)\n",
        "analytic_signal = signal.hilbert(waveform)\n",
        "\n",
        "# Create a complex waveform by stacking real and imaginary parts\n",
        "complex_waveform = np.stack((analytic_signal.real, analytic_signal.imag), axis=-1)\n",
        "\n",
        "complex_norm = audio.ComplexNorm(power=2.0)\n",
        "complex_norm_transformed = complex_norm(complex_waveform)\n",
        "plot_waveform(complex_norm_transformed, sample_rate, title=\"ComplexNorm Waveform\")\n",
        "Audio(complex_norm_transformed, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## ComputeDeltas\n",
        "\n",
        "[mindspore.dataset.audio.ComputeDeltas](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.ComputeDeltas.html#mindspore.dataset.audio.ComputeDeltas) computes delta coefficients of an audio tensor.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Convert waveform to spectrogram\n",
        "spectrogram = audio.Spectrogram()\n",
        "spec = spectrogram(waveform)\n",
        "\n",
        "# Apply ComputeDeltas transform\n",
        "compute_deltas_transform = audio.ComputeDeltas(win_length=7, pad_mode=audio.BorderType.EDGE)\n",
        "transformed_spectrogram = compute_deltas_transform(spec)\n",
        "transformed_spectrogram = np.squeeze(transformed_spectrogram)\n",
        "plot_spectrogram(transformed_spectrogram, title=\"ComputeDeltas - audio\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## DCShift\n",
        "\n",
        "[mindspore.dataset.audio.DCShift](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.DCShift.html#mindspore.dataset.audio.DCShift) applies a DC shift to the input audio waveform. It is possible to remove DC offset from the audio.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source src=\"data:audio/wav;base64,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\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 14,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "dc_shift = audio.DCShift(0.5, 0.02)\n",
        "waveform_dc_shift = dc_shift(waveform)\n",
        "plot_waveform(waveform_dc_shift, sample_rate, title=\"DCShift Waveform\")\n",
        "Audio(waveform_dc_shift, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## DeemphBiquad\n",
        "\n",
        "[mindspore.dataset.audio.DeemphBiquad](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.DeemphBiquad.html#mindspore.dataset.audio.DeemphBiquad) applies a Compact Disc (IEC 60908) de-emphasis (a high-frequency reduction shelving filter) effect to the audio waveform.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 15,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "deemph_biquad = audio.DeemphBiquad(44100)\n",
        "waveform_deemph_biquad = deemph_biquad(waveform)\n",
        "plot_waveform(waveform_deemph_biquad, sample_rate, title=\"DeemphBiquad Waveform\")\n",
        "Audio(waveform_deemph_biquad, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## DetectPitchFrequency\n",
        "\n",
        "[mindspore.dataset.audio.DetectPitchFrequency](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.DetectPitchFrequency.html#mindspore.dataset.audio.DetectPitchFrequency) detects the pitch frequency of an audio waveform.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sample_rate, waveform = wavfile.read(wav_file)\n",
        "waveform = waveform.astype(np.float32)\n",
        "waveform /= np.iinfo(np.int16).max\n",
        "detect = audio.DetectPitchFrequency(sample_rate=sample_rate, win_length=400)\n",
        "pitch_freq = detect(waveform)\n",
        "plot_waveform(pitch_freq, sample_rate, title=\"DetectPitchFrequency\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Dither\n",
        "\n",
        "[mindspore.dataset.audio.Dither](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.Dither.html#mindspore.dataset.audio.Dither) is used to enhance the perceived dynamic range of audio at a specific bit depth, with the goal of eliminating nonlinear truncation distortion. By introducing quantization noise into the audio signal, the quality of the audio can be improved.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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              "\n",
              "                <audio  controls=\"controls\" >\n",
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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 17,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "dither = audio.Dither()\n",
        "waveform_dither = dither(waveform)\n",
        "plot_waveform(waveform_dither, sample_rate, title=\"Dither Waveform\")\n",
        "Audio(waveform_dither, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## EqualizerBiquad\n",
        "\n",
        "[mindspore.dataset.audio.EqualizerBiquad](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.EqualizerBiquad.html#mindspore.dataset.audio.EqualizerBiquad) performs a two-pole equalizer filter on the input audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 18,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "equalizer = audio.EqualizerBiquad(\n",
        "    sample_rate=sample_rate,\n",
        "    center_freq=1500,\n",
        "    gain=5.5,\n",
        "    Q=0.7\n",
        ")\n",
        "\n",
        "equalized_waveform = equalizer(waveform)\n",
        "plot_waveform(equalized_waveform, sample_rate, title='Equalized Waveform')\n",
        "Audio(equalized_waveform, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Fade\n",
        "\n",
        "[mindspore.dataset.audio.Fade](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.Fade.html#mindspore.dataset.audio.Fade) applies a fade in and fade out effect to the input audio.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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tEF6AasjNL1ROfqHZZQBAUAu4p0oDvrJ0xyHd/OZ3kqTd04aaXA0ABC96XoAq+s+inWaXAAAQ4QWokiM5+dqRlm12GQAAEV6AKtl7NM/jtWEYJlUCACC8ADVw4NgJs0sAgKBFeAFqgJ4XADAP4QWoAofD4fE66zi3SwOAWQgvQA2Me3+j2SUAQNAivAA1sCsj1+wSACBoEV6AGih0GdpNgAEAUxBegBrac8rt0wAA/yC8ADXEHUcAYA7CC1AFjspXAQD4CeEFqCH6XQDAHIQXoIZGz/pWP6fnmF0GAAQdwgtQBac+26jYws0H/VwJAIDwAlTBXe+VPSmds8jl50oAAH4JLzNnzlRKSoqioqLUo0cPrVu3rkrbvf/++3I4HBo2bJhvCwRq6LmlP5tdAgAEHZ+Hl7lz52rChAmaPHmyNmzYoE6dOmnw4MFKT0+vcLvdu3fr3nvvVd++fX1dIgAAsBGfh5ennnpKt956q0aPHq327dvrpZdeUkxMjN54441ytykqKtL111+vKVOmqHnz5r4uEQAA2EiYL3deUFCg9evXa9KkSe5lISEhGjBggFavXl3udg8//LDq16+vMWPG6JtvvqnwGPn5+crPz3e/zsrKkiQ5nU45nc7T/A48Fe/P2/uFb/irvfh58A7OL/ugrezFLu1Vnfp8Gl4yMjJUVFSkBg0aeCxv0KCBduzYUeY2K1as0Ouvv65NmzZV6RhTp07VlClTSi1fvHixYmJiql1zVaSmpvpkv/AN77RX+afKrI8WqkG0Fw4BSZxfdkJb2YvV2ysvr+qPXPFpeKmu7Oxs3XjjjXr11VdVt27dKm0zadIkTZgwwf06KytLycnJGjRokOLi4rxan9PpVGpqqgYOHKjw8HCv7hve5832Grd6cbnvbXY11ughZ5/W/sH5ZSe0lb3Ypb2Kr5xUhU/DS926dRUaGqpDhw55LD906JCSkpJKrf/LL79o9+7duuyyy9zLXK6Tt6KGhYVp586datGihcc2kZGRioyMLLWv8PBwnzWSL/cN7/N1e4WEhPDz4EWcX/ZBW9mL1durOrX5dMBuRESEunbtqiVLlriXuVwuLVmyRD179iy1ftu2bbV582Zt2rTJ/e8vf/mLLrzwQm3atEnJycm+LBcAANiAzy8bTZgwQSNHjlS3bt3UvXt3zZgxQ7m5uRo9erQk6aabbtKZZ56pqVOnKioqSh06dPDYPiEhQZJKLQesgodLA4B/+Ty8DB8+XIcPH9aDDz6otLQ0de7cWYsWLXIP4t27d69CQpjoFwAAVI1fBuyOHTtWY8eOLfO95cuXV7jtm2++6f2CAC/KyMmvfCUAgNfQ5QGcplW/HNGx49aePwEAAgnhBfCCn9NzzC4BAIIG4QXwgqteXGV2CQAQNAgvAADAVggvAADAVggvAADAVggvAADAVggvAADAVggvAADAVggvAADAVggvAADAVggvAADAVggvAADAVggvAAC3T78/oN9+zzO7jErlFRSq97Sl+vFQttmlwASEFwCA293vbVSf6cv0c7p5oaDIZSjrRMVPap/++Q7tzzyuOWv2+KkqWAnhBQBQykOfbjPt2A9+skVnP7S43PezTjj11mpCSzALM7sAIJDsO5qnyLAQ1Y+LMrsUoFpGvLJakWGh7tcrfs5Qbn6hakX6/2Piy+2HKnzfcJX42se1wJroeQG8qO9/lqn740vMLgOoFpfL0Jpfj+qrHw97LH9x+S8mVQRUjPACAEFuxCtrylzudLnKXO5rBt0pqAThBQCC3LrdR8tc/vJXv2r7wSy/1LDgh4MqLPIMS59s2l/pdt/t/l0GaSfoEF4AL7HD7aVAdW094Pvwsmlfpu58d4PeWLlL763bq/TsfEnSuPc3SZJ+Ts/Rz+k5f27g+PPLbQez1GzSQh3NLfB5nbAOBuwCXlJe1ztgZ7/7IRTkFRRKkt5Zs1d7j3r+ETB7zR49MH+LJGn3tKHl7mPrgWPq26qe74qEpdDzAnhJ1vGK56UA7Oixhdu1P/O4X451anCR5A4uknTCWcQlIkii5wXwGofDUflKgA1lZOfrzIRos8tQ2wcWqW+ruqofy1QEwY7wAgCokJVy+Tc/ZZhdAiyAy0YAANMcy3OqyMWlIFQPPS+Al1jpr1OgqswODp0eLv8xAEB56HkBgCB234ffm12CV9z4+jqdcBaZXQb8hPACAEHss+8Pml2C1xwvILwEC8IL4CWZedwqjcDkENdEYS2EF6AS76/ba3YJgM8YVXgu88Fj/pnnBagqwgtQiYn/22x2CYDPVGXOt9tmr1dBoTkPaQTKQngBAFTKZYOZbatyx1/WCS7vBgLCCwAEqWPHnSqs4q3SNsgulfpia5rOfmix9h7hIap2R3gBgCDkchka8sw3ZpfhV5v2ZUqS357VBN8hvAA+kF/ILZuwtjlr9wTdhzj3TAUOwgvgA1MX7jC7BKBCv1UzuFTlrqTq2nrgmFf3t2V/VpXW88X3Av8ivAA+sOdIrtklABWzwOf30GdXeHV/N7y+tsL3eYRH4CC8AAAq5e0Bu4ez8727wz9s2X9MO9Oy3a+zTzj146Fsz5UsENxweggvABCMTO6F6Dl1iU/2e+lzKzR4xtfu17e89Z0GPX3ydfFMwde9VnEPDayP8AL4wfGCIj362TYG8sI6TO59qOot2jVVfK5tPfDnOBguGwUOwgtQiZr8wlu287By8wvdrz9cv0+vrdilzzenuZd1ezRV1726xhslAj636pcjZpdQLW3uX6QDmccJLAGK8AJUoqbX+ndl/Dlot6xdZOQU2O4DAYHBMAz9v+8PVGubW9/+zkfV+M4dczYopER62XeUyekCBeEF8CNu0YQVrP71iA4cO2F2GT6X7yxy97x8+v0Bzd9UvcAG6yK8AJWoabdzye1O3cWrX/9a43qA05WbHzxjr4rPvbvf22hqHfAuwgvgR8WXoB5buN3cQhDUjEB4UFEVZB136rgzeIJaMCG8AD7iKNnfwqhBWMj8TfvNLsEvDhw7oRNOV5nv5ZQYUA/7IbwAPkJegRUdyjqhhSXuegtWHSZ/oQ++3Wd2GaghwgvgI5c8843W/Op5N1GQ9NbDwgoKy+6JCEbPL/vZ7BJQQ4QXwIeeWvyj2SUAQMAhvAA+tvbXI9q493ezywAk0fuHwBBmdgFAIDNkaPgrzKIL67DCXEMT5m4yuwTYHD0vgA+d+lfu0dwCZvmEbXnr2Vz/22iNu532Hs3T55sPml0GaoDwAlTidLrZT930sYXb1fc/y06rHuB0vHwaEyS2uX+RFyuxhjvmbDC7BNQA4QXwoWCZDAz28e7avWaXAJw2wgvgQ0QXAPA+wgtQgU9OcybS8mb3BILVzrRss0sopeQT4GEPhBegAuPe33Ra228/mOWdQoBKFLns0c835q1vzS6hlAufWG52CagmwgsA2Nz6PUfV4t8L9XN6xb0as9fs8VNF5WOGX3gD4QUw2e+5BWaXAJtbv+fkJIg/HcqpcL0H5m/xRzmAzxFeAJP9ZeYKs0uAzaVn5Uuyx8NA7XFxC1ZHeAFMtu/ocbNLgI398FumXluxy2/HW/Vzht+OBZTHL+Fl5syZSklJUVRUlHr06KF169aVu+6rr76qvn376owzztAZZ5yhAQMGVLg+AASz3Uf8O2Pzda+tPa3tmfoI3uDz8DJ37lxNmDBBkydP1oYNG9SpUycNHjxY6enpZa6/fPlyXXvttVq2bJlWr16t5ORkDRo0SPv3W2M6aQCwkpITIf7tnQ3KOuE0sZqqIL3g9Pk8vDz11FO69dZbNXr0aLVv314vvfSSYmJi9MYbb5S5/pw5c/T3v/9dnTt3Vtu2bfXaa6/J5XJpyZIlvi4VAGzvt3IuQw5/ebWfKwF8x6dPlS4oKND69es1adIk97KQkBANGDBAq1dX7UTKy8uT0+lUYmJime/n5+crPz/f/Tor6+S8Gk6nU06nd/8CKd6ft/cL37BTe9mhRl+zU3tZSeEpD0t8a9UuPXp5+1Lrrd111GvHPJ22suplo0D+ubPLuVWd+nwaXjIyMlRUVKQGDRp4LG/QoIF27NhRpX3861//UqNGjTRgwIAy3586daqmTJlSavnixYsVExNT/aKrIDU11Sf7hW+cXnv59BRxW7hwoV+OYwecX1VX6JLuWev5Mzr3u9/UzrVbZ0Seurb3fpaL26gmbZVfECrJerdFBcM5aPVzKy+v6uO3/PObuYamTZum999/X8uXL1dUVFSZ60yaNEkTJkxwv87KynKPk4mLi/NqPU6nU6mpqRo4cKDCw8O9um94nzfaa9zqxV6uqmxDhgzxy3GsjPOr+jbvPyatLT2A9qENYfrpkUEey7z5szxw4MAat9WUH5ZJFuwBCORz0C7nVvGVk6rwaXipW7euQkNDdejQIY/lhw4dUlJSUoXbPvHEE5o2bZq+/PJLnX322eWuFxkZqcjIUn9iKDw83GeN5Mt9w/vs0F5Wr8+f7NBeVhEWVv6v8J8OH9fOQ1m64pzGXj9ucftUt62cRS4dzbVecJGC4xy0+rlVndp8Gl4iIiLUtWtXLVmyRMOGDZMk9+DbsWPHlrvdf/7zHz322GP64osv1K1bN1+WCAC2VdH4kSHPfiNJig4P0zaLPGPrycU/ml0CAoTPLxtNmDBBI0eOVLdu3dS9e3fNmDFDubm5Gj16tCTppptu0plnnqmpU6dKkqZPn64HH3xQ7777rlJSUpSWliZJql27tmrXru3rcgEgoPztnfVml+D2y+GKH18AVJXPw8vw4cN1+PBhPfjgg0pLS1Pnzp21aNEi9yDevXv3KiTkzzu2X3zxRRUUFOivf/2rx34mT56shx56yNflAgCCUGZegRJiIswuA1XklwG7Y8eOLfcy0fLlyz1e79692/cFAQBQwvNLf9b9l5a+xRzWxLONAMCmLDplSrmsOscL7IfwAgA2VFjk0rCZK80uAzAF4QUAbCgnv9DsEmqArhd4B+EFAGyISzAIZoQXALChjzb8ZnYJ1UbggrcQXgDAhh5dsN20Yw9/dZ1pxwYkwgsAoJo27M2s0XZW73hZ9UuGilxWrxIS4QUAbMew4fWXwiKXlu5IN7uMcv2akavrXl2rxxea16OFqiO8ABbxy+EcW34owf/s+GPy3rq9ZpdQoZwTJ+/een3FLj362TadcBaZXBEqQngBLGDL/mPq/+RXWrD5oNmlwAZcNkwv2Ra/tdsocVHrtRW7bDkgOpgQXgALSM8+IUnadTjX5EpgB/aLLtZ3ah78v4+3mFMIqoTwAljM7DV7NH3RDrPLgIX99aXVZpdQbTbsLIKFEV4AC3DIIenkX9QPzN+iF5f/Ym5BsLTv92WaXULAcTjMrgDVQXgBLGD0m9+aXQJswlnkMruEgPTt7t/NLgHVQHgBABux42BdyZ63d7+w/Ge99s2vZpeBMoSZXQBgVdsOZPn9mDb8/Q5Uyfa0bLNLqLb/LNopSbqlb3OTK8Gp6HkByjHk2W/MLgEoxY4Bd9XPGVrwA9MAwHsIL4CFGNwEiwB06I+pAABvIbwAFmLHv6rhX20fWGR2CdUWFsJHDbyLnygAgE+Fh3IfMryL8AIANjFr5S6zS6iR7QftN1gX1kZ4QdDLLyzShr3M8QDrm/L/tpldQrUdy3PqmSU/mV0GAgzhBUHv8QXbdeULq5RXYP6D4xjyArsq7ynM+YU8nRneR3hB0Ps14+TDEI/mFphciRixC1t66atf1PaBRcrIyS/1noN59+EDhBcEvY17MyVJM5f9bG4hkn7J4KnSsJdvdx/VtM9PPkj09zL+ACgr0ACni/CCoGelacuZyAt28+Tine6vy+pl2WnDmXVhfYQXBD3rRBfA3l5Y/rPHHwPHC4o0fu4m8wpCwCK8AH94b90+s0vw8FSJv2gBq1mfUbqX5X8b9nuMHdt5iF4X+AbhBbCoZ5eaPwYHKM/bP4VKkhzyDDFFJXpeGKoLXyG8AABqJPuEU4eyPJ9bVHIIWQh3GsFHwswuAABgT10eW1ZqWcm48sXWNP8Vg6BCzwtQBpeLYbywhmU70vWvD39Q2jH7PZn5eQtMP+ANn35/wOwScAp6XhD0yrpTev6m/f4vpAwZOfmqWzvS7DJgotFvfivJfoNfs044zS7BaxZtOai/dGpkdhkogZ4XBD2jjJulj+RYYLZdSd0e/VK5+eY/tgDmO15gj2n2i8+mvUfyTK3DmxZu5vKX1RBeAIsr75kxCC52Gfta3JPpstDkjwg8hBegDGX1xgCo3HlTl+hYnlNFjBuDDzHmBSiDlf5o5MF2kKz1M1mZn9KzbdNTBHui5wVB74TTVWqZjT4nECSO5NrrAYd0vMCXCC9AGZifAjg9XDaCLxFegFPc/d5GbdybaXYZbvS+Q5IyLHIHXFXkFhSVmnnX7v754fdml4ASCC/AKZiQCjg9hUUuHbThpHoV+eC73/SjzebaCWSEFwCAV32xNU3TPt9hdhleN++7fbaZbyfQEV4Ai2PkAOzmu92/m12CT7z6zS5N+3y72WVAhBfA8owS98j+eChbvx7OMbEaoHKFATxYN/N44Dz2wM6Y5wWwuJIfA4Oe/lqStHvaUHOKAapg79HAeTQArImeFwAAqshOkwUGMsILYHH8sgSsI4S5CyyB8AIAQBWF8NwDSyC8ABbXe/pSs0sAUIzsYgmEF8DiCgpduvS5b/QLdxkBpvvfhv1mlwARXgBb2LI/S/2f/MpjmWEYKiwq/VBJAAh03CoN2FBhkUtvrNylxxeenMWUW6cBBBPCC1DCzGU/m11Clfz3i536bk9gzmIKAJXhshFQwvvf7jW7hCp5+etfGTcIIGgRXgCbKtnz8tySnzze23YgS7n5hf4uCQgK2w9m6eCx42aXEdQIL0AJufn2fGLsk6k/erwe8uw3GvvuBpOqAQLbJc98o55Tl+qJL3ZqH49CMAXhBSjhaG6B2SV4zdYDWWaXAAS055f9rHHvbzS7jKBEeAECVAA/2BdAkCO8AAEqIydfmXmB05MEWBGPCzAH4QUIMEaJJzkOm7nSxEqAwPfdnt/12++Me/E3wgsQYIpKXC/afYRfqoCv9Zm+TDn5hcovtOeAfzsivAABIiMnX4VFLj1vk4n2gEDSYfIXanP/IrPLCBp+CS8zZ85USkqKoqKi1KNHD61bt67C9efNm6e2bdsqKipKHTt21MKFC/1RJmBr3R79Ui3/73PN+NJzzpeSl5EA+NaIV1Zr3Psb6YXxMZ+Hl7lz52rChAmaPHmyNmzYoE6dOmnw4MFKT08vc/1Vq1bp2muv1ZgxY7Rx40YNGzZMw4YN05YtW3xdKmzCMAy5SlwaKXIZcvKAwnIdzS3Q6FnrlJ51Qm+t2q2UiQu0dMchFbkM3Tfve32xNc1j/byCQh3Ozq/Svn+vxq3lO9Oy9en3BzyWZZ9wqqDQpSKXoZwSk+r9eChbJ5xFOl5QpHvnfa+sE84qH0eSfjmcU+YkfSecRVq0Ja2MLQDvWPPrUX2y6YDa3L9IB48d17Id6dp7JE/p2Sd0IPO4vt191OwSA4LD8PGfZT169NC5556r559/XpLkcrmUnJysu+66SxMnTiy1/vDhw5Wbm6vPPvvMvey8885T586d9dJLL1V6vKysLMXHx+vYsWOKi4vz3jciyel0auHChRoyZIjCw8O9um9UXcrEBZKkL8afrzZJse7XL93QRX9758+J2R75S3s98Ok2rbjvfDWuE6vfcwsUGR6inPxCdX9sie7u30pfbjukbQeZD6XYhW3qadnOw5KkRy4/S+GhIZr4v826qWdTTbqkna5/bY027M3Usnsv0KCnv5KzyNCwzo2092ie+raqp9G9U7QrI1dXvLBKb9/cXbuP5OrBT7aWOs5X910gSer33+Uey4c1LdLYK/ppwIwVkqQB7Rroy+2HJEmN4qN0Qdv6enftXq2edJF2Hc7Vda+t9dh+YPsGqls7Qu+t2+ex/OnhnZR1vFCTPz1Zy939W+nZP2Yl7tr0DK3/Y7bij+7opXYNY/XSV7/qw+/2afpfz1bd2pEaPetbORxS9olCtWsYqwkD2+jaV9fou/sH6O9zNmjdrqN68fouyi0oUqP4KHddW6YMVs+pS5R9olC7pg7R6yt2qVZkmK7t3kQrfsrQul1HNKB9A3U8M16b9mVq79E8fb/vmCLDQzS6d4p++/24rnxhVU2bExZ1TbfG+uC73yRJH/+9l656cZV6NKuj3i3raNbK3TqSW6DvHxyk11fu0rNLftJHd/TUp5sO6KqujXV244RqH88un13V+fz2aXgpKChQTEyMPvzwQw0bNsy9fOTIkcrMzNQnn3xSapsmTZpowoQJGj9+vHvZ5MmTNX/+fH3//fel1s/Pz1d+/p9/JWZlZSk5OVkZGRleDy9/e2eD9h5MV2JiokJC7DlcyO6XEDbsO6aCQnpZAASntkmxighzKCI0ROGhIarKndqGy9CRo0dUJ7GOHCElNjiNj4Nb+qaob8u6Nd9BGbKyslS3bt0qhRefPlU6IyNDRUVFatCggcfyBg0aaMeOHWVuk5aWVub6aWlld/VOnTpVU6ZMKbV88eLFiomJqWHlZcv9PUSx4ZIzO7i7/cyc1iBMDhXwSEIAQahnfZdCjWMqLJCKXNKJaoSPWmHSiawjXqtl47fpyv6x8vWqIy+v6ndH+jS8+MOkSZM0YcIE9+vinpdBgwZ5vedloNOp1NRUDRw40NJdb8EgJ79Q5zy6VJL0zDVn67u9mZq9Zq/WTbpA0eGh6vjwEknSUz0KNXjQAN3+3maN6NZYvVokatNvx3Ru0zM0+q31+m5PponfhfWM7NlEt/Vtps2/HdPf3t0kSdp0/0XalZGnd7/dpzNiwnXjeU301uq9GtGtsRJrhavLY8vUsl4tuQxD13ZP1gvLf9VzIzpp1qo9urrrmUqKi9LVr6yVs8jQZWcnKTo8VB+s36/Lzk7ST4dytONQjiRp24MXqv9/l+rgcYc+u7Onnln6i1K3pyvE8edswf83pI1iwkP14Yb9+tfg1kqpW0vnTVuu9g1jNaRDkgpdhmYs+Vlvj+6qo7lOLdicpr1H87Tzj2P89Mgg/eODH/TZ5pN/DP348EC1fjBVkvT6TV10Rky4rnxprTo1jtebo7rqnEeXqn5spD69s6fyCgoV4nDIWeTSwBkrtfCuXhry3Cp9dHsPNatbS10eO/nzuHhcb9WLjdSHG/YrLMShq7ucqR/TczR7zV49NuwsPZn6k15fuUcf3t5DMeGhCg1x6Msd6bq1T4oMQwoJcSjruFNTPtuhCQNb6oInv/HjTwB8YWC7+krdXnqcZ79WddW8Xi3ddF4THc7O15c70tWpcbxio8I0f9NB/W/jAb13y7m65e0NmjWqq85JTqjR8Z02+ezKyqr6JXzbXzY6FWNegkeRy1BoSPm9MFVpr99zC3TOI6m+KtFSBrSrr9dGnqttB7LUODFacVEn/08OHjsuZ6GhBvGRigwLda+fV1CoXRm5OqtRvM9qKnIZavHvhbp3UGvd3jfFZ+fXoawTio4IVVxUuA5lndDQZ7/Rh3/rpZS6tXTCWaQQh0MRYda8FFw8pgv28fKNXfWvj35QxzPjlZ6VrwV399HYdzeqS9ME9W1VT43ioxUf47/PELt8dlXn89unPS8RERHq2rWrlixZ4g4vLpdLS5Ys0dixY8vcpmfPnlqyZIlHeElNTVXPnj19WSpsqKLgUlVhoYF/Ceqtm7srL79Ql3RsKElq38jzl0LD+Ogyt4uJCPNpcJFOtuHuaUMlnfwF6ysN4qI8vv7u/oHu11HhoWVtAtTY4LOSNPisJI9lL93Y1aRqApPP/9SYMGGCXn31Vb311lvavn277rjjDuXm5mr06NGSpJtuukmTJk1yrz9u3DgtWrRITz75pHbs2KGHHnpI3333XblhBzgdYTYdeF2e127qphb1anks69e6nju4APCdsxv7NuzjTz4f8zJ8+HAdPnxYDz74oNLS0tS5c2ctWrTIPSh37969Hnfu9OrVS++++67uv/9+/fvf/1arVq00f/58dejQwdelIggFWHZRXHS4HCVGVCeV6HEA4DsRYSH6dGwfs8sIGn4ZsDt27Nhye06WL19eatnVV1+tq6++2sdVAYHzRNjHr+ioJokx6t4s0eNerFUTLzKtJiCYRHP50a9sf7cRAKlWZKj6tDo558KtfZvrnx/9IOnknSsAfOPtm7srpU4trdl1RF2anGF2OUElwDrNAVxzbrLZJQABr3/b+jq/dT01qROja7olq2X92maXFFQILwhqp/ZLdG+WaEodp8sRIJe/AKAqCC9ACR3PtOfdAkQXwL+CYZoFKyO8IKid2mNh119IdLwA/hUWysenmfjfR1A7dYLpsRe2NKmS0+Og7wXwq/5t65tdQlAjvAAlxEZZd+rskm4/v7nHa3peAP+6sktjs0sIaoQXBDW7DnRNrBWh5nX/nEnXnt8FANQM4QWwIUPSB3/783lfp2awG89rqvqxkf4tCgD8hPCCoOaNhzua4dRnwZd8GrQkPTKsg9b93wA/VgQA/kN4AU7RrG6tylcyWfgpd0X1a13PpEqA4PPuLT3MLiHoEV4AG7rhvKbur/u3rc9jAAAEFcILcIpTb5+2oqjwUAbpAghahBfgFNaPLgAQ3AgvwCls0PEiSYoIO3n62mGMDgB4U5jZBQComdiocH1yZ2+1axhndikA4Ff0vACnMCx64ahPy7qllnVKTnD3wADwjx7N65hdQtDjtx5wCiteNlp27wV6h9szg9pZjehhswq7zg8VSAgvwClGnJtsdgmlMK4F/7q4rdklAJZBeAFOMfaiVmaXAJRyfut6al7PmiF2XH/OGfgX4QUow7dMrQ9UWY9miWaXgCBDeAHKkFgrwuwSgFKsONLiXxe3Va8yBpMDvkR4AcpgxQ8JSTqnSYLZJcBEFhxLrujw4PoYuaxTI7NLgJjnBSiTw6LpZe5tPeUscpldBhC0nr6mk9klQIQXoEwOi6aXiLAQ5nUJYtb8qQwuYaGcf1ZAKwAAvK51g9rqyWRu8BF6XhD0akWEKregyOwygEpZccxLWT4d21tnN06QJKVMXGBuMV40smdTs0vAH+h5AcrRtE6M2SUAtlQcXAKNVS8nByN6XhD07PLXLILTRW3rq/0fD9/ko9Nc7RrGml0C/kB4AQALe2PUue6vrRi0Q4LoOT/XdLPeo0OCFZeNAAA1Vnwp5cdHLzG5Et/jspF1EF4Ai2pVv7Yk6ZFhHUyuBFZhxY/O0D8+0LmFH/7EZSMEveIPhNhIa50Of+nUSE3qxOgvzOgJCwuWq0aXdEgyuwSUQFRG0KsXGylJWnbfBeYWcoqQEIcu73wmXdWwrKjwEA0750yzy/CLewa1NrsElEB4Af5Qt3ak2SUAtnLfoNaKCg81uwwEIWv1kwMWUttil5EAq2ubFKvrezQxuwwEAX47A+WIjw43uwTAg9UvIS4af77ZJfiQtf/vgw2XjYByGFacVANBjY9P8wTLwGS7ILwg6LWsz6yZsIe/dm1sdglBK8TivV7BhvCCoPfMiM76dGzvUssNS85nimB2e78WZpcQlOrHRiopPsrsMlAC4QVBr1ZkWJkPkru1b3P/FwPAUsZe2FLr/m8Ad1VZDOEFKEf/dg3MLgGwvRX/utDsEk5LQgwD962I8AIA8JnGZ8SYXUKNJcVFaWSvFLPLQBkIL4DFML8MKsJdL/6z9N5+Cg/lY9KKaBXAYh64tJ3ZJcDCXIwjBwgvAADAXggvgMU4mIoMACpEeAEsJjnx5ADH9g3jTK4EVnRR2/pmlwCYjvACWEzbpFhteGCgLuRDCmV46YauZpdQbbFR9hmEXiuC+VzsgPACWFBirQizS4BFRYTZ79f2D5MHmV0CAoz9zgIAgK1Y/WnYJdmp1mBGeAEsJi6aGT0BK4gM4xKSVRFeAIsJZRYyVGJQex5d4SvFZ1/n5ATORQsjvACAzbxyUzezSwBMRXgBAOAPDHmxB8ILAKBGDCNwnlXQqn5ts0tANRBeAAA1ElKNbopZo871YSWn7+0x3T1e0wNjbYQXAECNVOcD3uqTLjaMj5YkhTBI1xYILwCAGunQKLAeYTG8W7JeuK6L2WWgCuwzZzMAwDKuSilS5+QEs8vwqul/Pds9jof+F2sjvAAAqi1Qr644HA7dM7C1hp1zptmloAKEFwAASrirfyuzS0AlfDbm5ejRo7r++usVFxenhIQEjRkzRjk5ORWuf9ddd6lNmzaKjo5WkyZNdPfdd+vYsWO+KhEAANiQz8LL9ddfr61btyo1NVWfffaZvv76a912223lrn/gwAEdOHBATzzxhLZs2aI333xTixYt0pgxY3xVIgAAsCGfXDbavn27Fi1apG+//Vbdup2cxvq5557TkCFD9MQTT6hRo0altunQoYM++ugj9+sWLVroscce0w033KDCwkKFhXGFC4Fr0iVtNfXzHWaXAQC24JNEsHr1aiUkJLiDiyQNGDBAISEhWrt2ra644ooq7efYsWOKi4urMLjk5+crPz/f/TorK0uS5HQ65XQ6a/gdlK14f97eL3zDTu016rxkd3ixQ72+YKf2soLF43pr0DMrTa0hkNoqkL6XU9nl3KpOfT4JL2lpaapf33NCorCwMCUmJiotLa1K+8jIyNAjjzxS4aUmSZo6daqmTJlSavnixYsVExNT9aKrITU11Sf7hW+cXnv5p8dv4eefu4+1cOFCvxzTqji/qsPcHunqt5V1e9CD4byz+rmVl5dX5XWr9ZM0ceJETZ8+vcJ1tm/fXp1dlikrK0tDhw5V+/bt9dBDD1W47qRJkzRhwgSPbZOTkzVo0CDFxXl3AiWn06nU1FQNHDhQ4eHhXt03vM8b7TVu9WIvV1W2oUMu0T/WnPzFMmTIEL8c02o4v6rv3nWpchaZ93yh6raVv86nmgjk884u51bxlZOqqFZ4ueeeezRq1KgK12nevLmSkpKUnp7usbywsFBHjx5VUlJShdtnZ2fr4osvVmxsrD7++ONK/6MjIyMVGRlZanl4eLjPGsmX+4b32aG9StZn9Vp9zQ7tZRU/TB6sdg8uMu341W2rrVMG66zJX/iwopoLhp85q59b1amtWuGlXr16qlevXqXr9ezZU5mZmVq/fr26du0qSVq6dKlcLpd69OhR7nZZWVkaPHiwIiMj9emnnyoqKqo65QFeFxEWooJCl9llAGWKjgg1u4RqiQzjiTTwDp/8JLVr104XX3yxbr31Vq1bt04rV67U2LFjNWLECPedRvv371fbtm21bt06SSeDy6BBg5Sbm6vXX39dWVlZSktLU1pamoqKinxRJlCp7+4fYHYJgCUF0lOXX7mxq9kloJp8Nnpqzpw5Gjt2rPr376+QkBBdddVVevbZZ93vO51O7dy50z1AZ8OGDVq7dq0kqWXLlh772rVrl1JSUnxVKlCuuCj/dbHe3LuZilz08sB7BrSrry+3p1e+op84LJp42gfYAyaDgc/CS2Jiot59991y309JSXE/AEuSLrjgAo/XgFVc36OJ5qzd69NjOBwOPXhZe58eA8GlX+t66tuqnqXCC+AtXIAEKhEeymkC+7mgTT31aJ5odhkerNnvAjvitzIABJiUOjEa1StFbZPiNKpXik+OUZMgEhLi0MRL2nq9FgQfwgsABJiIsBD3+JImib6ZrLOmzk05w+wSEAAILwAQwEb1SlHDeOtMO8HQRngD4QUAAlhIiEOdGieYXYYb2QXeQHgBABubeV0Xs0sA/I7wAgA2NvTshqWWnXpppm/rul4/box1n7GIIEB4AYAAd133JqofW/oZcDV1XrMz1CmRC0AwD+EFAALM1Cs7erx2OByqFem9rpJ+revV+PEA/h6we3u/5pWuE2LRmX9RPsILUIlakfZ6+B2Cz43nNXV/fV7zRHVLKT05nVU+n4tc/k0vDWIrvtPq0WEd1Cgh2k/VwFsIL0Al7rqoldklABV6ZFgH99evjTy3zHVCLZJeXBa6V7p7SqJuKBH8YB+EF6ASUeH0vMA+apdzecgql0YK/dzzUpG5t59ndgmoIcILAASBcQO814MYcho5qGtT68ywa9WnXKNyhBcACAJDOjZUtJd6EUNOI73UjgzT7edXPogWqAjhBQCChLfGm1x8VgOv7AeoKaYZAkw29zauu+P0/fevZ6ttUpzPj3Nr32ZKiju9ZyVZZ9QL7IrwApis/ml+EACSdHW35ErXqW5ocDh8My+LywKDdlvVr212CTgNXDYCTMaQQfhNNTJDmwaxWjXxInVpkqBJl7T1XU0+9OnY3uW+9/DlHcp9D9ZHeAGAIGFUI7188Y/z1TA+Wv/7e29d0Ka+l+vwj7Mt9DRteBfhBTCZ+R3oCBbJZ8SYXYIk/z8iAIGHMS8AECTev/08Ld95WGnHTuip1B/LXW/TgwM9XpfssTmd26SLpdT1X4g6p0lCmcuZ4sXe6HkBgCBRPzZK13RL1t39W2lMn2blrpcQE+HxuvEfPTbnNU/UnRe2PO06bvTjlPznNDlDbZNi/XY8+AfhBQCC0AOXtq/yurUjw7R72lC9f1tPxUWFn/axHQ6Hzmrk+9u6K8KlK3sjvABAkBr+Ry9MSadeMvIVwgNOB2NeAJNx6R1mmf7Xs2UYhiLDQpSRk6/D2fmlLhn5i6/mlKnoeLAvwgtgMv4AhZkcDodXxrFU/7ier3dNHaqUiQv8XgfsictGAAC/K6uXZdboc722/x8fvcT9dcN4ZrEONIQXAIAl9GlZ12v7igj78+Ntxohz9PbN3b22b5iP8AIAMM1bN3fXzOu6+PQY8dHhOr91Pf33r2f79DjwH8a8AAD8rnjMS7/W9fx2zAHtGvjtWPAtel4AAH5nxq3S3GEUOAgvAICgUDIwxUZx4cHOCC8AAEvwV8dITESozmoU76ejwRcILwAAv7uqa+NSy8JCQzSyp++ee1R82ei85nV8dgz4B+EFAOB3Y/o00+5pQ0stv+bcZBOqgd0QXgAAAWXrlMEVvm/wYCXbI7wAACzDwdO+UAWEFwBAQKnslmgH90zbHuEFMFmjBJ67AgDVQXgBquCitvV9st/pV3VUZFioT/YNBKvQkIp7VhjzYn/M0gNUga96R/gdCniKjwmv8bYbHhgowzDK/YOA8TSBg54XAIBlnJkQrQkDW1d7u87JCUqsFaE6tSPLXccQfy0ECsILAMBSWtWv7dP9M2DX/ggvQBX46vJOt5QzfLNjwMZq+/i5Q4x5sT/CC2CSHx4apJb1Y80uA7CcPi3r6qUbuujCNvW8ul/GvAQOwgtggtqRYYqLqvnARCCQORwOXdyhYaV3DSF4EV4AE/ArGajc41d0NLsEWBThBagCrpAD/lc/LkrTrvRegImLDtOYPs308OUdvLZPmIPwAgCwrBHdm6huBbc/F6vKHxgOh0MPXNpeyYkxp18YTEV4AaqAyzwAYB2EF8CPlt17gSQpMpxTD/Am/sAILjweAKgCb455mX5VR52bkujFPQJAcCG8AH42/NwmZpcA2Ezlfz4wqD640HcNALC0hJgIs0uAxRBeAD+KDi/7abcAyjd7THezS4DFEF4AP+nSJEFJ8VFmlwHYTsP4aLNLgMUQXgA/6dKEhzACvvK385ubXQL8iPAC+EnDBP56BE7XuP6tSi2LjQzTJR0bmlANzEJ4Afzgg9t7anSvFLPLAGzvHwNbl1rGnUbBh1ulgSowTvO3Y/dmzOsCAN5CzwsAALAVn4WXo0eP6vrrr1dcXJwSEhI0ZswY5eTkVGlbwzB0ySWXyOFwaP78+b4qEQAA2JDPwsv111+vrVu3KjU1VZ999pm+/vpr3XbbbVXadsaMGXI4eFIFrCMmgvlZAKsyTve6LmzHJ+Fl+/btWrRokV577TX16NFDffr00XPPPaf3339fBw4cqHDbTZs26cknn9Qbb7zhi9KAGrlnUOlBggD8J4qHmaIEn/w0rF69WgkJCerWrZt72YABAxQSEqK1a9eWu11eXp6uu+46zZw5U0lJSb4oDaiRmAjGtgNmWjTufL0xqluZ79FTH3x88hs5LS1N9evX9zxQWJgSExOVlpZW7nb/+Mc/1KtXL11++eVVPlZ+fr7y8/Pdr7OysiRJTqdTTqezmpVXrHh/3t4vfMNK7WWFGqzOSu2FipnRVmfGR+jM+MQyj2nI4OemAnY5t6pTX7XCy8SJEzV9+vQK19m+fXt1dun26aefaunSpdq4cWO1tps6daqmTJlSavnixYsVExNTo1oqk5qa6pP9wje81141z/oLFy70Ug2Bj/PLPsxrK89zsdBZyDlWBVY/t/Ly8qq8rsOoxkinw4cP68iRIxWu07x5c73zzju655579Pvvv7uXFxYWKioqSvPmzdMVV1xRarvx48fr2WefVUjIn1eyioqKFBISor59+2r58uVlHq+snpfk5GRlZGQoLi6uqt9alTidTqWmpmrgwIEKDw/36r7hfd5ur1YPLK7xtj89Mui0jx/oOL/sw+y2OvVcrBURqk0P9Pd7HXZhdntVVVZWlurWratjx45V+vldrT8l69Wrp3r16lW6Xs+ePZWZman169era9eukqSlS5fK5XKpR48eZW4zceJE3XLLLR7LOnbsqKefflqXXXZZuceKjIxUZGRkqeXh4eE+ayRf7hveZ4X2Mvv4dmKF9kLVWKmtrFKHlVmpvcpSndp8MmC3Xbt2uvjii3Xrrbdq3bp1WrlypcaOHasRI0aoUaNGkqT9+/erbdu2WrdunSQpKSlJHTp08PgnSU2aNFGzZs18USbgF1ecc6bZJQAB5d9D2ppdAkzms3vP5syZo7Zt26p///4aMmSI+vTpo1deecX9vtPp1M6dO6t1jQuwm7suaqmnh3c2uwwgoNx2fguP19xtFHx8dv9nYmKi3n333XLfT0lJqXRiISYeAgBUZt7feppdAvyMWX8AHzq7cYLZJQAB6e6LWrq/btfQuzdnwPoIL0AV9WpRp1rrr5p4kQa2b+CjaoDgNmFQG0lSt6ZnmFwJzMC0oUAVdUtJ1KpfKp4qoKRGCdE+rAbA9w8OUiSPDQhKtDrgJdHhfz688ZM7e5tYCRAc4mPCFRXOQ1ODET0vQFVVMoB8+yMXK+3YCT239Cd1ODPeT0UBQPAhvABelBQfpceu6Gh2GQAQ0LhsBFQRN+4DgDUQXgAviI2kExMA/IXwAlRRRUNepv/1bP8VAgBBjvACnKa+rerq/NaVP7AUAOAd9HUDVWSUMerlx0cvUUQYfwMAgD/xWxc4DeGhPBAOAPyN8AJUUd9WXBoCACsgvABVdF7z0s824sHnAOB/hBfgNDi4agQAfkd4AWro+evOkYP0AgB+R3gBquHOC1u4v7707EYmVgIAwYvwAlTDfYPbSpI6JSeYWwgABDHmeQGqafvDFys0hMtFAGAWwgtQTdERoWaXAABBjctGAADAVggvAADAVggvAADAVggvAADAVggvAADAVggvAADAVggvAADAVggvAADAVggvAADAVggvAADAVggvAADAVggvAADAVggvAADAVgLuqdKGYUiSsrKyvL5vp9OpvLw8ZWVlKTw83Ov7h3fRXvZCe9kHbWUvdmmv4s/t4s/xigRceMnOzpYkJScnm1wJAACoruzsbMXHx1e4jsOoSsSxEZfLpQMHDig2NlYOh8Or+87KylJycrL27dunuLg4r+4b3kd72QvtZR+0lb3Ypb0Mw1B2drYaNWqkkJCKR7UEXM9LSEiIGjdu7NNjxMXFWfoHAJ5oL3uhveyDtrIXO7RXZT0uxRiwCwAAbIXwAgAAbIXwUg2RkZGaPHmyIiMjzS4FVUB72QvtZR+0lb0EYnsF3IBdAAAQ2Oh5AQAAtkJ4AQAAtkJ4AQAAtkJ4AQAAtkJ4OcXMmTOVkpKiqKgo9ejRQ+vWratw/Xnz5qlt27aKiopSx44dtXDhQj9VCql67fXmm2/K4XB4/IuKivJjtcHr66+/1mWXXaZGjRrJ4XBo/vz5lW6zfPlydenSRZGRkWrZsqXefPNNn9eJk6rbXsuXLy91bjkcDqWlpfmn4CA2depUnXvuuYqNjVX9+vU1bNgw7dy5s9Lt7P7ZRXgpYe7cuZowYYImT56sDRs2qFOnTho8eLDS09PLXH/VqlW69tprNWbMGG3cuFHDhg3TsGHDtGXLFj9XHpyq217SyRkmDx486P63Z88eP1YcvHJzc9WpUyfNnDmzSuvv2rVLQ4cO1YUXXqhNmzZp/PjxuuWWW/TFF1/4uFJI1W+vYjt37vQ4v+rXr++jClHsq6++0p133qk1a9YoNTVVTqdTgwYNUm5ubrnbBMRnlwG37t27G3feeaf7dVFRkdGoUSNj6tSpZa5/zTXXGEOHDvVY1qNHD+P222/3aZ04qbrtNWvWLCM+Pt5P1aE8koyPP/64wnX++c9/GmeddZbHsuHDhxuDBw/2YWUoS1Xaa9myZYYk4/fff/dLTShfenq6Icn46quvyl0nED676Hn5Q0FBgdavX68BAwa4l4WEhGjAgAFavXp1mdusXr3aY31JGjx4cLnrw3tq0l6SlJOTo6ZNmyo5OVmXX365tm7d6o9yUU2cW/bUuXNnNWzYUAMHDtTKlSvNLicoHTt2TJKUmJhY7jqBcH4RXv6QkZGhoqIiNWjQwGN5gwYNyr1um5aWVq314T01aa82bdrojTfe0CeffKJ33nlHLpdLvXr10m+//eaPklEN5Z1bWVlZOn78uElVoTwNGzbUSy+9pI8++kgfffSRkpOTdcEFF2jDhg1mlxZUXC6Xxo8fr969e6tDhw7lrhcIn10B91RpoDw9e/ZUz5493a979eqldu3a6eWXX9YjjzxiYmWAvbVp00Zt2rRxv+7Vq5d++eUXPf3005o9e7aJlQWXO++8U1u2bNGKFSvMLsXn6Hn5Q926dRUaGqpDhw55LD906JCSkpLK3CYpKala68N7atJepwoPD9c555yjn3/+2Rcl4jSUd27FxcUpOjrapKpQHd27d+fc8qOxY8fqs88+07Jly9S4ceMK1w2Ezy7Cyx8iIiLUtWtXLVmyxL3M5XJpyZIlHn+tl9SzZ0+P9SUpNTW13PXhPTVpr1MVFRVp8+bNatiwoa/KRA1xbtnfpk2bOLf8wDAMjR07Vh9//LGWLl2qZs2aVbpNQJxfZo8YtpL333/fiIyMNN58801j27Ztxm233WYkJCQYaWlphmEYxo033mhMnDjRvf7KlSuNsLAw44knnjC2b99uTJ482QgPDzc2b95s1rcQVKrbXlOmTDG++OIL45dffjHWr19vjBgxwoiKijK2bt1q1rcQNLKzs42NGzcaGzduNCQZTz31lLFx40Zjz549hmEYxsSJE40bb7zRvf6vv/5qxMTEGPfdd5+xfft2Y+bMmUZoaKixaNEis76FoFLd9nr66aeN+fPnGz/99JOxefNmY9y4cUZISIjx5ZdfmvUtBI077rjDiI+PN5YvX24cPHjQ/S8vL8+9TiB+dhFeTvHcc88ZTZo0MSIiIozu3bsba9ascb/Xr18/Y+TIkR7rf/DBB0br1q2NiIgI46yzzjIWLFjg54qDW3Xaa/z48e51GzRoYAwZMsTYsGGDCVUHn+JbaU/9V9w+I0eONPr161dqm86dOxsRERFG8+bNjVmzZvm97mBV3faaPn260aJFCyMqKspITEw0LrjgAmPp0qXmFB9kymonSR7nSyB+djkMwzD83dsDAABQU4x5AQAAtkJ4AQAAtkJ4AQAAtkJ4AQAAtkJ4AQAAtkJ4AQAAtkJ4AQAAtkJ4AQAAtkJ4AQAAtkJ4AQAAtkJ4AQAAtkJ4AQAAtvL/AQ4iyXGfV9haAAAAAElFTkSuQmCC",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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              "\n",
              "                <audio  controls=\"controls\" >\n",
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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 19,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "fade = audio.Fade(fade_in_len=4000, fade_out_len=4000, fade_shape=audio.FadeShape.LINEAR)\n",
        "faded_waveform = fade(waveform)\n",
        "plot_waveform(faded_waveform, sample_rate, title='Faded Waveform')\n",
        "Audio(faded_waveform, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Filtfilt\n",
        "\n",
        "[mindspore.dataset.audio.Filtfilt](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.Filtfilt.html#mindspore.dataset.audio.Filtfilt) applies forward and reverse IIR filtering to an audio waveform.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 20,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "filtfilt = audio.Filtfilt(a_coeffs=[1.0, 0.1, 0.3], b_coeffs=[1.0, 0.1, 0.5])\n",
        "filtfilt_waveform = filtfilt(waveform)\n",
        "plot_waveform(filtfilt_waveform, sample_rate, title='Filtfilt Waveform')\n",
        "Audio(filtfilt_waveform, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Flanger\n",
        "\n",
        "[mindspore.dataset.audio.Flanger](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.Flanger.html#mindspore.dataset.audio.Flanger) applies a Flanger effect to an audio waveform.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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              "\n",
              "                <audio  controls=\"controls\" >\n",
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7xf9YgSrBwUPSxmuHv4eCyHEID0Xsg0FCTgBIPNy6lXnY+J412/Sr9NF1q/WXttu5gHwM/n0BeMSuhpjIQ4qFTSvOKM0jC6JKxckyBRoBUf68O4M5bjdU9ph2JvV4ddM3HbeTeKq7mv+WwxsFi0htyy+NYU3ajRFMBsqsxxsCFr75e6V273LX8htxMC8hbmcvxPKlNB+2fvpiPyRCdQXcyqcObpBK0jOTqtLb0ArNMwr0CLZEBP6W+Ru1rrKIsEgv5a+tr4PxCbNHNgO5Fr00AmTHZ0uCT1jS5pWyVnhVLZHUTOHIzUV5vot4F/MaLiqpN+YTJYgmcKgkK0+wfbXb+sFAusb5y67O0ZKkVd6YqtleViSSag6QCrVG8ARbALT4xrDZ6tJoaKeqqKhrOO6OMa90YrhCPNfCFQbJCwfQvdXzWo1edF2+WksUf01hSGNCtXqn8gjq5GYrItxjBCSBJg7ofyr07qB1CT5Eh7xORlLjFlUZC1yQXwnccBc7UQOL/YcWRHKDIQH2O3yvyKWVYRojWaf77IawhnP4Ntk7REFjBR6IE0vQkPoWmRyo31FesdxO1owNzMWh/+b6CHGYZ5phsSEiYrfkhycL6Fpquu2eM3N8/kbFzmFUDNjAm1qd258KnSSYkhFECTWEKEL0AhtA4LtyMYDnU+BMIUVlOyn+LqrzcrfG/USD5ci/y1AOZdFfVZgap54n3ikcMZctT6GHNb39t6IxO2gSYOkgNeF3JDVngCpKbLLuqjM7O9GGz47kE0EYbdtGW+ZchduCV3MRxkopA33Br0E8wEh8tDQcabvgPmCCJHTp167Esly2673ERIOIlI06T7XQHpHxluga/tw+m+tYQhIDyiJ/gzeS7+rmiyAAYBTgsKOAaDWqx62d77KytrrChZtNmhJeFqBZQdlY2ZYah9f9UeiKX0OJwaWAsv8fOh3yECj9IHPgoSTHamIvMbKtdqe+HcSLiAmLyE+CkXlRgZV02SCbi5uGF/ISGoqsf6K1ry10pY9goqCQIaKlMujv65xt/jA79AN76gQNjJ7TdFenGfgaS5mq14PVZtCOSnpEzIIlwCl/U3wR9E0teSSQYVllb+pSL7Gzrrcm/eTEIoiFi6COftC3kOuSvZVt1wVYDxkHFbeNS0PJOPowfmnfY9ohH6GWo8WoZOuYLjZwTDU8fFPC4cmZTwjSmZYWWMmXmZUUFHKRzA3wSWAEDcDNgBl9+3cAsTlobOIPJXZpka7yMsG1Pvn/Ae1HgYnCzHmPWlER0olUR9UF1gmX9xYTzvVFvXrGcoTsyOU3YNKhWOKXZsgr5O8p8Qi2Zr5rA4WIZUyqUCiS+9Vn1ZnUBNP9kmuPe4tgxdAB4AEbvdH3EvISq4ykMyWmKypvc/NuNbo5o0EbB2LK1U2yUMcSFJKlFOKVwdW3lceTOcxhxlg9GjGnK3elCGFSIgpjNOZWK4svjTOc+uNC3IbKy4wQR5D0EOpTTxNbUf8S7dFETPFKQgYDwbQ/ZDrXdDbv9WpmJN6nBC0M8el1w/kgu/1CC4o9zPoNR8/IEM6RSlPLVJtSjpGuj1QJ4MR++5aw+ap5pN3hkaKG447m9+vwchq3v757xfuKGA06jlTN+M0+DmlPc09QUKmP1kyZSh7GD0JVwJ+7AfUzsCnsGSk7afgvRPQcN3H6L71NwefGvEo+SkbL8w7nUTJSzJRbE+lSj8/sS3AFCzxOMqdpP2O84iVjpiX3aTMs+7JwuU2+7AOTicBMQ0vITRkOhpAhEhLTHNGCjvfLmQdagoq/4D22Oge3kTPlL4PtnK0CbuFzlvYYt3f8HAKyx+pMTk6uT6WRtBJ40PGPgs8CjYcLW4k7xMY+lHbw7lDnA6MIYs1kS+fV7EaxlziFwLqIOY4kjzCOmg8pDdyNh42WDKJMjQ0ci8yI68TrAO5+I3nes0RthmnOaZjru/AmNkV9SANdSH5LBs0WTpHNaEtZivBLUwvFDTBNsQycylWGXgAE+KKxO2l0YvpiieafKspvCTQ2upnCuoc1B7dJtQq8SJVIAom6Cl/Mug6jTb1LF4jARTBA7P7DvLr42jez9ux1kTROstyz9/dj+GU4W3pAvxcEbEdJCU1MhM8sTylPow+hDeaNQ0x8yFiFV8EgucjyJat2ZkKleaU85mCp1a+7dZI6QgGsShKNXI3Bz8CQbo9+TssNMIsMC25JtEZ4xf0FI0FLPWQ6IjWq8I4sVqiYqpMwxzWd+TD/pAZXiuaNW40+DCbMQ0w0ysLLW00IDoaOqM0aCOjCpzud8f7mtmFGYjfjCeZDa4/xOHlkgTcEhkp/zfPL2IrXC+aLbEs2THhMtQuai1/I3cRkgi7/KDmNN3Z2PvKG8S2xC/FBdOW6n3uYfOJBXUSJhqcIl8jgiQdLSEwWy4zMMo1pTStKy4hUhFN+xfjYsT0qLaaq5n2mYSkyLQbxaXd8/YVDmQhny7lMLQyoTeaOEozRDBcLiUnliGwGGEL8AQT/pLw1eJH25LSR8qaxZ7Bc82+453t9vQVCQodsSjILHYpfCb7JpQotCYKJqYodC41L5wjTRPJ/yvneMxNruCWQZe6ncOi+LSMzSvmhv/LFuslryseMKMzLzTUMeMuvS5qLAMnCiHrFusK9gKe+aPxHO1l4YvUFNSd0L3FUtBb5CnpxPZGDMwXryVZMdoq/SY8K+YjuB4II0ciRSL9K+gpUhqmCVT4YtyWsu6WoJalmGGgM6+TwI/jTwrUGRQpszlQNaQqMyztJ8Iiqyr/LCYlTyLOHrEQEgFT8Prfn91l3n3NHMdU2nrmCuvB+DECFggNDV8JiQv8F6EcnBbxGGMfQR8VIKsiCB5uGfcYuxRUB3zxBONn13/GrLWoqYer/7SyvT3JGOHa+D4JTBUhH24mcSyvLyku6CsrKdwlJiOFHOYQGgfIADb5t+0f57Dm2+Xr5anmmeax5Hnodu7d8Zb6eAQHD2ccCSKnHnEiTyTOHt8cchv4GesbEx5tG6kV9wuj/ELkucaWrEGh7KM8p82v1sE84lf+HBK8JMkvuC5yLQgqASVNJVMmESRHJZUjCR1dEvD+oOrI4PLfRtrR1mDbc+pk/IkFQAbTCggR4gueBD4A8QGXCSkQGA/kEpUaqh0FHucZFROzD6cQZgtmAXD6Hfcg8YHhn8nsuUW4S7QOtHm+gtFE6vgAMBGEIAgqfixAMYIxvSqQJSckCB8vGVESJAdv/4/36uyw6v/q4uRD6NTyv/eA+m34JvqfBK8Dl/yKAeQKihF3FXwSwxM6GiUaIRTRELAPqhDPFlkXsA7UCJYFA/uG6EHNhLjcshStvKm0tOHIheKw/L8OjR7PKZUrvSsCKngk+x5gH0wgax0zGCgQNgZX/vLy7+S14XPjCOfq7qb20QGmDY0NbAdGBTEAVfnf9mP41f+GCn8OGBTfHcAcxxMbEhcQYApTC5IMlQ3SEK4NuwizAy7weNPbvcOwvKiHphauDsTf5Hj/xhRKJW0yszRNL3Imch+NG2EakBtGGYIUqBJQEs0LKf5q6tnlA+tD5jrhHulO+dgEhwXE/goFDwn+AHX8MAD6BFgK1Q8FFG4V1xROFh8ZExgYEYsR3xWfFIsOpQeVAqj7+ekK1I7DpLUiroqv9LUexg3dvPRDDcMaVyKaKhYu3ilZJeEhgCBvIkQhlR35GekT7gcW/FDsAd4Q3CLeTuHh6fL2+Qb9EmIM8QZNCBAByPaf81L15f4OCjAN3xbfIk4iKB2RGm0SfQqhCsgJ6QZyB0QJLQrIBvf1YOH/1ZTGGLKaqcGvHrt3zpjjefwMFz8n/yyJMiUxricbIq4fRRrkFOETaRTvETIMz/8U9W/tEuHs2SfgKOac77oAJQ/XGNUYXxAMDNIFavdY7eHuKPioAGYF9Q05Gs8gkh0YFk4QeQsxCR8KQQpmDAoQjhLiETIFuu/o3y7R/b/wr+qlR67MwiHTTuU+/58YPSkXL8YqJSblIVoabhKfDiYNTQ6KFKITCgypBdz9EvIQ5LHVU9BA2/TpMvvTDIkfqC1FMW0kIRJaAYPwFeUO3YvfG+wl/k4NUBruIxcmpyMZGggMaQD//G/+twWmDpEUZRiRGOsMLfcf4ZXMK7o3qzamMrBexDfbqfIYCvUfBSoHKAsjaBrmDLsDaAFIAuYJuRLyFxkdSB7LFOwICvzO6FvZP9Qg13LiofkqEdIn4DldPLsvFB2vBXnprNNqyeTJQdj87SYCJBjkLEE1TzFTKOsZUgrPAOj7u/3PCVkZGyWvKfIiAxKC+q/d977Ep2edO54upmK2ZNJ08CYI6xrJJPAonCeKHlASVQ9yDpsMtxI+GhYcZB1bHZoSvwMy9J/k3dvz1DbK781P5eb4IAnsHxc04D7sPNspJxItA2nwXNzt1wDcuOVm+TANJhd8IP4k9B+PF0YIEvax8SH3Dvo0Ay4V2iVILpspaBaE/a3jnsjlsPKjsKQbtBbOLedb+gwPVCKoJ0gf/BOrCmADBf6x+Wz9MAqPFWMcCiCUHGQQkAMO9u3kGdgb1oDcP+ls9X7+nA+hI7UrAizALp8siiKME5kA1vIm62rjIuBg58Ptz/Kn/cYFQgbRBs8GwQWcB4MHAAeODwYaEyDyJ+svES87JpwWeACA6QrUO8GTtQ23n777yrDdrO3d+PgE/At/CFwF0wOMAVsBjQFlA44MeBWVFRkUEhMMDewE9Pss8rbrwetO7v30LPv+/XQDQAtcDkwKYwjLCtMPWhJKEqsQtA2eCkADpviP7jTpSesJ8KTwR/NO/wkMWxLGE9wTNBXWFi8U5g4UDVgPshPLGP0ZdBQ/DawFsvjA5nHVdsrbyGTMFs7J0q7gsPDf+iwB9wU2CZwLIwqcBM4AYgA9AeoDCwSqAYMCHAWnAh396Pgb+Aj6U/te+zH9EgJNB1YKTAt/C8YK1gqoCdAHPQa1B7YN9BQuFmwP5AqICNABa/Vq6ovoOO3t8SHztfocBiMPphQ/F1kURxHID/QLMAidBbQFvwz9FWUWsRHfDMMFFPoD6WLWN8ukyTfKusw51cjjQvTxAw4OshBLDeUIFgQ2/ELxY+zp8vb9kAP3Bf0NdhdIGKIQtQcuALD6K/Zi8YfvKvRq/ZgIDRFiE0cT9hKaDqkEvPky8jTyXfga/dkDvREIH3cheR09GFoPvgJQ8/XonuOR3+feH+mT9uH+GQc3EewWihbxEicONguwB5IEXQYsDZ0RMhOAEkEOXgY2+prq/txv1OHNqsrgzQTXruPZ8Sv+LwgFENsUrxTsEPwLNghABvoExgQeBuUIvAt1DJUKmwacASv8l/Zm8aXt5+0h8sT3rfylAS0I4Q1UD/IM0AmtB2gFiwKDAJwBFQbYDOIR0Q+sC3QKsQfg/Abxv+o66qLqZenu7Pf2AAJSCFkOVhLSE4cTExLxDWUJ7wYGCIoMxg6kDRgL3AjOA636ru314jDettsn2QrZeuBm7SD7HQSwC2kR2RJzD1AJBAB693nzVvQX9n72QflhARAJPgm/BlwFcQOP/1n57PO886b20PqZAb4IHg6jEzUVBhAyCfsAsvfX8NLs8ulq7B30eP1yCLMSKhtrIswjphxIEwoL7wCQ9YDt2uvN7zL08PjkAO0IkQxVDM4JKAaAATX9/vq/+9n9xQPXDaIW/xv3Hewb5xWWDC3+ru4v4/DbJdhs2Drcf+V78uv8igJzBH0ERwJg/Wj03O3P7Yfxs/Xg+kkEww4OFjUXHxYjEpsL1QNr/Ob0MPBT8DP0Z/kd/WoBAQbvB4UEbP9g+fHzT/GF8A3xivSM/GwGMA8pFMEX8xvgHY0ashRDD3sKaQbDAb/9fvvB+2v89fx3/Hf7ePvK+/n6u/mr+c77Ov/5AsYFCglLDS0R2RJCErAQdg6XCgIFlP6e+JDz3e/U7GjqzOma6rrr6OtR7BDuFvCD8ePykvay+fT7Ff4vAkgFHAfwCGELYAz4C64LSQugCVQGqAOyAaz/+fvV+JT21/S084HzAPTq9I33VPrN/Lv+hAHfBPoHIgpsDGMPXhIwFe4X0xlBGZMWHBN0DyoJQwEB+mv1ffG77dnrrO1r8Xb0Qvgh/T4CeQbiCQMMdQ1KDgMPIRD/ENcQbxCXD3EMvAc2Ahn8JvVz7rfoJuSd4Y7hN+SY6Mzt+vNN+8IBSQSxBOoFpQYLBBkB2AAeApYBFQA+AMQBpAHo/7n+Jf00+xL5Y/gM+CT4s/mq/VQBVAN3BbAH8QdUBhUEfwFG/1f9+fsZ+6n6Jftk/QAA+QFKBNwGJwl1Cl8KGgofCrYJ4QiFCOQHMQeaBrgFiwRaA6wBLQAl//X9y/y8/L/9Wv8LAfsCnAUxCMQJYQrZCSwIMgbNA50Arf2z+wr6H/gW9vz0/vQS9ef0fvWs9t/3Nvkj+/f8nP4dAPcBjAP9A+8DzQPbAh4Bi/8g/iH91/yZ/Ej8VfxA/GX86PxF/Wz93P1l/r3+cf8bAK8ARwH8AcUCSANrA+kDnwQBBbIF1gYqB/YGHQffBhwFvgLSAML/Cv6G+9L5d/k9+QT59fmP+279Xf++Ae4DagWcBnEIGAp+CocK6gr/CpwJYAc2BYgC+P5C+374YfUG8pXvqe5L7mPuiu8N8mT1rPjw+7L/LQN0BWoGWQfAB+EGyAQdAz0CRgCA/TL7kfpo+a/3APaM9Qj1f/RQ9E/1ffaF94r5c/zc/k0ApAIJBRMGmQWpBRwGpwVxBFoEiAQMBDUDjgMkBOUDWQOWA1IE1APtAsoCJANpAl4BbgEPAtoBwQGZAgAEfwQABQoGgAdgCLEIKwnYCXoJjgjGB7wGRAWMAyMCbgDX/uf8ivtv+gv5+Pdw92f3XPfk9+X4S/rX+yT9u/5zAMYBcgIsA10DGQN8Ao4BoQDF///+O/5c/pP+/v7X/8QAPwFTAXABTQHKAP3/HP+8/qP+u/4a/xMAbwHoAoYEAAZsB6EIBwqrCs8JEAg2B0AGnQNMAKf+kf0j+3n4d/de9xz3jfYX98/4y/qj/B7/MAJoBJcGCwmyCjcLbQuCC7MKPQgpBSkDxQC7/DL57fZc9HvxYu+Y7n/unu4u75zxo/RE9236of4FApEE2gYICT0K+Am6CNAHjAYhBIEBjP+//ZP7h/kt+BL3wfW69K70x/Sr9CL1bvbj91P5CPsb/Vf/PwHzAssEPgZ5Br4GCAfXBuQFxwTfA8YCPQF3/y7+A/2p+6j6FPrz+fn5Tfrs+hD8R/13/r//LAGJArsD3AS/Ba8GmAc9CIwItQikCGQI7Qf2BswFuASxA3YCLwEbAJ3/0v5T/iP+Qf5q/qn+zP4j/2//uv8PAI0AGwFvAfsBoAIIAyQDOQMyA+cCigIVAqgBHQE6AHb/1P7j/dL8Q/zh+537kPu5+x78pvzl/FP9B/7L/k7/EgAzAV8CFAPAA3QE0QTPBHME/QM1AzsCNwFvAMX/AP90/gP+kf0m/fz88Pz1/Mb8//zJ/d7+lv9uAM0BHAPIAz4EzwQqBSUF4QSgBEkE5gNTA/ACkQJqASQA9v50/ZP71PnQ+Dj4jfdn9yX4V/lD+lv7t/zZ/XH+8f5y/9T/EQAwAHIA1gAMARkBbwGiAXEBKQEmAUEBGwHUAAIBrQEEAhQCYwLaAhoDOgMwAxkD6gLqAtgCxQLeAtMCbgIgAq4B9wDK/6f+wP2S/Bf7IvrG+av5l/ke+mf7B/2P/jkABwLtA4QFxwbNB3IIxAjeCKgI0AdXBqoEGQMzAaD+Rfxu+pH4n/YV9UH09vO98+fztvQJ9jz3m/gf+un7sP1q/1YBKAPlBHwGqAd/CPMIvAgNCAoHugUbBFYCVQBd/rL8cfva+Tz4CPep9sr1BfXo9O31tfac9y/5j/vv/fn/FQLtA2kFegaEB7sHVAcVBwMHygaSBTwEcwMfA60BpP8F/lD9z/tE+kL5XPk++V75AfpC+0n8Qf2L/vb/uABIAbcCKgTGBDIFAwZBB5wHNgfKBrMG7gWIBB8DCgLEAJH/l/4H/mL97PzS/Bn9KP0i/Yr9b/73/kv/OgB6AV4C1AJKA/MDVAQgBLUDcQMQA18C3AF6AfEAYADw/9D/bv8C/6T+pv6V/mT+lf4E/2T/sP8+APcAZwGRAcUB3gGMARABvwB3ADUAsP+r/+H/9v/1//r/FgAEAP7/3P+0/5z/wf83AK4A/AA7AcEBRgJrAloCYAI8AucBcAEfAekAtgA4ABgAKwDy/53/cP83/9v+aP4N/tv9sv2W/bL9F/54/sv+TP/C/ywAigDVABEBMAEQAQIB7gC8AF8AOgAqAPr/mv+A/2b/OP/o/qb+m/6a/n/+UP5l/pr+x/4W/13/l//5/04AmQCjAIcAkwCZAI8AfQCDALkA0AC1AK4ArgB7ADsA8v/A/3z/WP8e//7+5f6//rH+wv7A/sX+1P7e/tn+2P7V/u/+Mf+D//T/bgDdADIBZgFwAUIB0wBaAAUAmP8x/yn/TP9u/6b/4f8nAG4AhAB6AGIAQAAjACAAJwA9AJIA9gBWAXkBkwF0ASsBsgAEAF//+P69/n3+rv79/lX/2/86AHEAkwCLAHYAdQBkAFsAkwDnADwBdAGaAakBggEwAbsAJACq/z//1v57/k3+Kv5K/l7+Qv5H/ob+1v71/hT/ef/z/14AygArAYQBsAG6AYoBSwHsAJIAWAAVAOn/7/8qAEwAUwA+ACgADgC8/1n/EP8T/yn/Vv+n/zoAwgBVAacB2gHkAc0BqwGfAaUBvQHSAQcCKwIxAiIC9wF2AdkAJABq/8n+Q/6+/Wj9Sv0q/Rf9D/0M/RP9Fv0O/SX9Xv2f/Qn+nv5N/wEAnQA2AaUB2gHfAaoBRwG4ADEAsv8v/8r+d/5T/in+DP78/S3+Xv6X/gL/mf9VAC0B/QHNAnoDCgRiBJ0EnQRzBDQE6AOOA04DAQPMAr4CuQKsApQCZQI4AuwBYAHKAE0ArP/l/h3+n/1F/dr8ZPww/Fj8hfzL/Gb9Mv4i/xgALgE2AgoDyAN7BNYEzwR8BA4EewOFAkYBDQAk//L9mPxw+676/flV+cr4nPjE+An5gvlA+hD7Evwm/UT+Cv/N/5oASQG2Ad8B/gE1Al8CSwIgAi8COQIMAtsBuwGFAR4BrwASAG7/vf4S/pb9I/2l/Gn8bvyM/Kb87Pxz/fv9lP4s/+b/mABSARQCywKDA+8DUASEBJ4EZAQIBJED8QJCApQBAgGgAEAAAwDY/8L/uv+t/4r/g/9x/1r/Ov8v/yj/Qv+M/8D//P84AIAAswDFAM8A4AD8AP0A/gAgAUoBdAGHAZMBagEwAewAkQAcALj/Q/8K/9b+qf6Y/rz++/4a/zH/bv+e/9L/3v/h//D/HAA3AD0AZQB+AG4AcgBQACMA6/+o/3L/P/8V/wD/Fv8y/z//dP+s/+T/AAASAAoA9v/b/7n/b/81/yX/Iv8y/1n/dv+q//z/KQBNAF0AWwBLAFcANwAzADsASgBJAGIAXgBvAIwAlQBeAEgAIwAAAML/bP9B/zv/Qf9Z/4H/s//Z/xIAFwAJANf/nf9k/y3/8v7b/tn+9f4o/2j/ov/U/xEAVwCAAJsArgC+AMIAsACwAKIAoQCjAKYAgwB9AF8AOwADALH/Tv8H/wX/9v7u/ib/e//x/z4AWQCGAOoABgERARUBGwEtASkBLgEbAQ8B9gDVAJMAVAAXAOT/rP9Y/yD/+/4G/wP/D/8s/3L/oP/E/8P/tf/D/7b/pf+Q/4X/g/+h/9D/5v8FACsAJQAdAPv/z/+4/4//cf9z/37/iv+d/7z/wf++/7L/sf+d/4j/aP86/zr/Rv88/zb/Xf9+/6r/vP/T/9j/2f/I/7r/uv+j/5D/oP+i/6j/vP/c/+b////8/w4AFwASABUAFgATAB4AJgAjAB0AJAAnABcA/f/N/67/bf9M/zL/Jv8W/z7/Uv9q/5X/uP/Y/wcANwBJAGQAXABuAIUAiAByAHUAawBNADQAKwAYAOL/w/+V/3D/Xf9f/2X/gf+f/9v/5v/9/w4AHAAkAC4AFgATAAgA/v/n/+D/4v/j/9//2P/Q/+L/6P/g/8v/zv/Y/9b/2P/o/+X/9P8IAOr/zf+//6z/nv+J/4P/hv+j/8//3//S/+n/6P/w//v/AAADACIALAAgABIAGgAQAPv/+f/x/wAAJgBKAGMAhACtAL8AwAC8AKkAhgCIAHIARwApADEAKQAsACsAKAAtABcA6/+1/47/Zf9D/zD/Pf9l/6L/6/8uAGgAlACxAKkAgQBbAC4A6//N/6z/mf+d/6j/rv/C/9H/3v/t/+T/1f/U/9T/6P/1/xQALgBVAIEAqwDLALwArwCYAGwANgAAAN7/uv+5/7D/tf+1/9P/4//s//H/3//W/8X/vf+6/7r/2P/1/xwASgBwAKgA3ADcANkAzgC7AI0AbAAzAAoA4v+4/6X/iP9v/4b/hv9g/1f/PP9L/zj/Tv94/6v/3f/6/0AAfQCaAMMA5ADeANIAxwDKAL0AtQCLAGwAQwAiABEA9P/l/+b/4v/O/8r/yv/o/+//+P8UAEsAdQB+AJoAtADOAN8A7wDvAM4AtQCfAIoAbABQADIABgD6//7//f8YADkASABmAGoAagB4AHwAcgBrAHoAgQB9AHwAbgBnAGkAUAAqAP3/9v/h/77/tv/D/8T/xf/L/9n/6P/1//n/6f/m/9D/wf/U/+T/7/8JACAAKgBEAFgATwA0ABYAAQDK/7j/o/+m/5T/kP+c/6b/uv+y/6v/nf+P/47/kf+P/4f/nP/E/8j/1f/q/wQA+f8BAAUA8//j/73/wf+q/6v/jv+i/6T/rf+t/7T/uP+Y/4H/av9Y/1P/Yv9q/4H/of/S//n/DAAqAEcAWQB1AJAAoQDEALgAyADMAM0AtQCsAJoAjQBJABgA8f/W/7f/nv+l/5n/nv+j/7X/sf+6/63/zv/V/+H/8v8WAEQAZACLAIQArQCiAKEAiABgAD4ALQDz/7v/pf+s/5z/nP+p/6X/u//c/+3/1f/c/9P/2v/K//D/FAAzADoATgBkAFIAVAA+ADQAEQDj/+7/BQDm/9L/2P/d/8n/v//K/77/yf/h/9f/y//0/wwACQABABoANAAyAA8ABAD3/8z/sf+S/3j/UP9P/4L/of+n/7z/4P/8/+T/4P/6//L/8f8YADEAPgBkAGwAYgBgAFYAUwBAABcADAAJAPr/+f/5/w8A3f/P/9T/vf+V/4f/mv+o/6L/sv/R//j/MgBvAKcAuwDVANQAygC6AKQAigBvAF4AVgBdAGoAUwBVAGwAXAAvABsAEQD9//H/8/8EAAcAGAAhAD0AWABkAHUAiABxAFYATQBVAEQAMAApADEAKwAiADYAOwAxAEIAUQBQAEgAUQBlAGsAXABYAEUANgARAOj/rP+W/47/if9g/17/eP+Q/4X/m/+3/9f/2P/h//X/BQAPACMAPQBaAFgAbACCAJUAiwBnAGsASwA2ABEA8//Z/9L/wv+b/4f/iv+V/33/Zv91/5f/nf+g/7T/3f/u/wAA/v8WAB8ADQD3//r/+f/2/xIAAAD//x8AJAAMAAwA/v/0//X/7//p/+P/7/8CAAgA8P/X/9j/4P/V/8f/z//m//T/6P/3/wYAGAACAAkAAwACAAgAAgDp/9j/6f8MACkANgAwADwAYwBiAEkANAAYAAkA7//W/6v/mv+m/6j/m/+//9n/8P/n/+H/8P/7/wUA8f/g/+3/+/8eAC0ALgArAA4AEAAFAPv/7f/w//D/4P/b/9j/6P/d/83/xP++/7z/tf+y/6//uf/E/8H/wf+8/9n//P/7/xIAFwARAA8A5//K/8n/0f/P/97/2//p/+L/9/8CAAcADAAhACEAFwAjADcARQBFADAAKgAcABYA+//s/97/6f/p//L/2//a/9//9/8RACwASgBnAIQAhQCgAKIAvwDLAMQAuACpAKUAoQClAIQAYQBWAFUANgARAAkAFAAkABgADwAcAC4ANQBJAFsAaQB8AIMAhgCZAK0AygDgAOsA7gABAfAA3QC0AJ4AawBGACsAAADu//X/8P/9/xUADAAtAEEASQBSAGoAeABzAIAAfQB9AHYAaQBZAFYAOwA0ACcAHwADAPP/6P/W/8b/wv/V/+z/7P/f/+P/2v/K/9//1//V/8v/5v/5/woALwAzAEcAQwA8ACsADgDj/8H/mv9x/1n/Sv8s/y7/Kv9B/1j/bv+A/4D/gv+J/5b/qv+g/6L/j/+G/3D/Yv9h/27/c/+E/43/mf+p/7f/vP+m/5X/lv+M/3j/Yv9h/1z/Tv9X/1r/U/9g/3b/lP+k/6b/s/+K/2j/VP82/yb/I/8J//3+8/7x/hX/EP8h/xT/SP9V/3z/hP+I/4//sP+d/6X/m/+m/6b/oP+f/5T/q/+w/6H/l/+g/4j/jf+J/23/a/9X/0v/Tv9M/z//Vf+C/4r/of+v/6r/pf+w/4//kv+c/6b/qf+z/7H/xv/i/wAAGAAjADsANgBBAD4ASwBDADkANQAsACcAEgAcAA4AIQAaACEAMAA0ACIAFQAaACwAGgAoABYAKgA1ADoAYABkAGQAeAB2AHQAeACSAIAAjgCDAHoAbQBPAEkAJgAoAAwABwARAB4AIwA7AFMAYQBiAHwAVABfAF0AcAB+AHUAawByAH8AeQB2AHsAagBpAEoAQQAcAB4AEAD9/wcABAAUABcAMgBMAEIAXABfAFkAYABVAGMAawBuAHEAZABTAFsAYQBbAFUARgA0AC0AHwAbAPz/+v/u/+j//v8NAC0AMABOAFYANwBDAEMAIwAdABEADQD7/+3/5P/W/9X/5//w////CwAPABsALQBLAEYATAA9ADMAHwATABQAEQABAAEACAANAA8AGwAFAPr/3//N/9D/0P+2/8D/zP/G/8r/1v/q//X/9/8AABkA/f8nACUAIwAJAPf/8P/O/8D/tv+6/7b/rP+9/67/n/+e/5X/q/+p/6T/q/+3/7D/pv+e/73/v//G/8L/4v/i/wAAEgAHAPb/zf/O/6X/uv/A/8v/tv+8/8r/wv+s/63/r//C/6z/of+X/5T/jv+B/3z/mv+q/8f/vP/R/9j/1P/d/8z/wv+g/6b/of+o/6n/ov+x/8D/yP/L/73/nf+Y/6P/kv+Y/5n/pv+2/7j/0v/f/+//9f/9/wUAAADs/+X/zP/E/8T/1f/c/+7/3v/l/w4AGAAsACoAHwAXAPj/BgD1//b/8/8DABcAEwAmACsAKAAMAB8AOQA0ADMALwAgAB0AFQAdABwALAAxADYATwBcAHIAbgB4AHoAZABvAH4AeACAAJMAnACKAIMAdABlAEwARABBAEUATwBZAGgAdABmAG0AaQB2AGkAZwBsAHMAbgBnAJEAhAB8AIAAkwCQAIUAmwCaAKMAnQCeALUAqACOAHoAbQBtAFwAXwBoAHMAdwB3AHsAbwBpAFsAXwA2ADAAQgBJAE8AWQBoAG0AVQBDADYAMwAuACAAIQASAAQA/P/y//v/6v/t/+//7v/j/+f/4P/U/9b/4f/a/9X/0P/t//H/8f8DAPz//v/y/+3/6P/a/9//0v/N/8b/uf+u/6v/tP+9/7L/uv/D/6f/lf+W/5j/f/+L/5j/j/+K/5z/p/+e/6j/nf+Y/6H/s/+8/6v/v//E/9P/2P/q/+r/8v/t//v/5P/l/+P/3P/H/87/5v/W/7//z//T/8v/yP/Q/9j/2P/U/9f/5v/9//v/9//1//3/9/8UACUAMwA+ADYAQAAuAC8ALwAiAB8AFwA1ACcAEwAFAA8ACwD//9P/z//W/+L/5v/t/woA/v/5/wAA/P/y//X/7P/m//T/9//4/wYADQAQABoAIQD6/wIAEgALAAEABwAQAAIAzP+x/7f/rf+0/8b/2//e/87/6v/m//X/9f/p//D/BwATACYAOgA3ADYARgBDADcAKQA+AE4AXwBgAG4AbABkAGIAaACAAH8AkQCSAJgAiwCDAH0AZwBuAGgAdQB/AHoAlACsALgAqQCnALcAowCqAKcApACsAKoAqACfAKQAqAChAMIAvwC0ALsArwCqAKEAsACRAIwAhwCEAKAAoQCHAI8AdwBtAGQAVgBWAFwAVgBXAFQAVABHAE0ATwBQAEYAWQBGACcAIQAqAB8ADQAMAAgACwAHAPP/7//1/+L/1f/F/6X/mf+x/6r/sv+t/7f/w//N/9b/zP/S/8D/w/+w/6n/n/+r/7L/tf+1/7X/rf+r/6z/m/9+/3v/bv9W/1D/Tv81/zj/S/9U/1n/Xf91/3z/hv+L/4P/gP9y/4X/df94/3n/eP94/23/b/9q/3P/c/94/4L/iP+Z/57/rf+//6v/jP+g/57/q/+r/7r/wf+//9X/3f/n/9//7f/d/8T/yv+7/87/2//U/8z/zP/I/8P/0f/q//v/IQBEAGoAYQBTAFAAXwBCAEUAMAA1ADAAPgBWAGAAYwB4AG8AVgA4ACkAIwAnADUAPwBCAFYAUwBQAFUASQBEAEAASwBJAEQARABNAE0AUABfAD8AOAA4AD0AQgAzACwAEwD+//b/4P/k/+//8f8LABoAIgAgABsAAgDs/9f/z//Y/9X/3v/v/+3/7v/c/9v/1/+3/6X/qv+w/7z/s/+v/5z/i/93/3r/hf+N/4v/nP+p/7T/z//Y/8//vP/P/9D/7//s//z//v/4/+7/5P/l/+b/0f+5/8L/yP/B/9P/4v/b/8f/wv/H/9v/3f/j/+b/7P/x/wAA+v8JAP3/BAAKACcAOAA8ABcAJAAeADMAJgAmACQAHQAfACoAKAAwAB4AEADy//j/5P/0/+T/8P/0/wAAAAAAAAgAFQALABYAGAAmAC4AMAAYABUAOAA1ACkAEAAMAAwAAAADAOj/3//O/8X/uP+y/6z/rv+l/6X/qf+m/6H/lv+O/5//o/+p/7T/yf/L/9P/yv+0/8j/wP+u/5f/mP+L/5L/gP+E/5j/mf+b/6j/q/+5/9X/2//t/9z/3P/S/8X/wf+8/6T/mv+W/6P/qf+k/6T/o/+g/6b/ov+U/4L/iP+R/4j/pP+v/8P/y//V/+b/9v8JAPn/DwAAAA8AJAAvADoALgAnAB8ABAD7//L/5//U/9P/1P/h/+j/4v/1//b//P8HAAEA/v/8/woAJQBGAF8AbwCFAJIAfgB6AIkAgQB2AGgAbQBvAHkAegBsAFgALwAuAAEA8//e/+v/5v/7/w4AKAA/ACkAPQA/AFMAbABvAIcAnACJAIQAeQB0AFsAKgALAAgA9P/x/+7/6v/q/8//3f+//7X/q/+q/5L/uf+7/87/2P/R/8z/wf/J/7v/uv/P/8z/1P/p//X/AgDz/+P/1v/J/67/oP+f/6D/mf+S/5f/lP+w/8//0v/J/8f/uP+6/6z/rP+m/7b/yP/H/8v/0v/R/7z/uf+q/6P/q//V/+3//v/2/wUA8f/v/9b/zv/R/9//8/8bADoAMQAoACIAEADs//P/7////x0ALABBAFEAUABCACQA+f/v/+P/9v/+/wwACAAkABsAKAAXABYAHwAXAAMABAAWACUAHQAsACAAGgARAAIABwAIAAcADwAnADQASQBAADYAKwD9/+3/2v/V/7//0f/f//X/8f/j/+T/yf+5/7T/2//9/xsANABGAFEARgA6ACAA+P/P/9r/6P/u//j/BQAOAO//xv+j/47/hv+U/6X/yP/Z/+3/3//3/+j/1f/g/wEADQAjADcATgBhAHAAegB2AFUAPQA7ACoAOAAXADMALwA4ACgAHQAqACwAFAABAAAA3//l//3/KgBQAF4AeAB1AF8APgAfABkAHwAtAFEAcwCUAKcAmQB3AGoANQAqADEATQBXAIkAtgC1AIkAdABbADUAOwBaAGMAiQCYAKAAnwCZAIAAUQBKACcABgAWAD4AYACAAIgAdgBoAD0ABwD4/wIAIgBJAHEAjACsAK8AjQBdAFkASwAZABQAEwBCAGwAkAC1AKAAhQBbAAYA1v+9/7n/y//w/xUAOQBKACsAJQDy/9P/wf++/+3/KABAAFoAXABCAB0A1/+2/5D/rP/Y//r/MgBFAE4APQD8/7L/af9R/0X/cP+V/+f/IgA8AEIAEQDx/7z/kP9+/43/pv/6/yQAQwBlAEwAGQDG/5L/cf9f/2j/m//L//7/GAACANf/pP98/2P/VP96/8b/8P8PACAAFwDq/7j/kf9+/3T/h/+T/7L/3P8DAO//2//D/7X/lP94/4T/kP+z/+L///8GAPj/9v/K/6z/n/++/9f/6v8QAFcAiwClALoAswB8ACUA8//Z/9P//P8RAC8ALgAfAPH/xP+a/2T/a/+A/8T/AAAnAF4AbQBkAEgALAATAPv/DgBOAJoA0QANAQgB1ACBAEkAHQAMABIAIgAzAD4ASQBUAFcAPAAiABcADAANABMAKwBkAKMAygDMALcAqAB0AD4AGwAYABgAPwBIAEEARQA6ACYAHgAVAAoADgAxAGUAhQCaAKkArwCcAIIAeAB+AIMAgACXAKwAqwCsAKEAdABCACkAEgAAABUAHwAbABAA/v/3/9//1/++/7//3//0//X/BQAyAEYAMAAsAEoAaQB4AGQAXQBFADoANQAvACAAAAD7/8X/wP+x/6v/l/+G/4T/j/+t/7v/zv/R/+T/5v/h/+X/CgAWAAUA8/8AAAMACQAGAPn/5f/B/8L/s//A/7H/yf+5/87/yv/M/7v/q/+k/5j/l/+X/7H/vP+6/7v/oP+P/6b/k/+D/3r/hf+Y/5r/mv+K/5P/lv+l/7L/0f/X/9H/zP/L/8j/zf/J/83/xP/D/5r/ov+v/6f/vP/I/9T/6P/5//X/x/+0/6n/kv+N/3r/e/+O/5n/rv/i//7/AgDd/7D/pP+i/57/r//V/+T/6v/R/+j/6f/e//H///8VAB4AHwAsABQABAAEAP3/AQD2//L/4P/A/8z/6f///yAAEgD7//L/AgDt/+j/6v/q//D/7/8LAAcAGAAhABoAGQACAN//1f/X/9X/0v/l/wMACgAMAPT/xv+s/5v/kv+U/67/wv/a/w0AEAD7/+P/wP+o/6D/wv/h/wUAJQAxABsA9v++/6b/pv+o/7f/4/8QADMAPwBBAC8AGgDz/8b/pP+7/7//yP8SADUAOgBIADEAGQAMACIAHgAdAEYASABgAGcAVQBOAEIAPQArADUASQBjAHYAgwCjAMUAzgC9ALEApABpAFEAYABvAIYAoAC2ALwArAB1AD0AGwAbAAwANwBgAHkAhAB4AG8ARwAuABsABgD6/wcANQCFAKgAtADGAKwAewBiAEYAQQBVAGgAjgC4AKkAbwAnAOL/nP9g/1L/Yf+I/6T/sf/D/6X/hv9U/yz/8f7c/vz+MP9r/5//tf/D/7T/mv9s/1D/UP9f/4X/sv/d//D/zv92/xv/wP6V/qD+zf4O/0r/jf+b/4v/Yv9E/xb/Av8N/wX/MP9j/2D/fP92/1v/Jv/+/tr+0P7X/v/+PP9x/43/iP+Y/2z/U/9J/z7/Wv96/6//5P/6//v/7v/w/9j/wf+v/6z/sf+r/7n/zP/I/6//j/9q/2T/Uf9+/57/xP/x/xQAQwBVAF8ATwAwACAA/f/x/w0AOgBZAFgAbgBTADcAJQAEAPr//f8fAEkAbwB+AF4AbgB5AHYAlwChAKYAvADCAM4A0ADXAO8A0QCyAIYAXwBOAE4AVgBSAGQAXABNADAAKQAsAEUAbgCcALAArgCWAK0ApACpAMwA0QDTAM8ApQCeAIEAegCEAGYAWwBHACgAJgAdACEAKgA8ADkALQABABEAGgBNAFUAmACxAK0AiQCBAF4AQQA6ACcAHQAiABUAEgADAP7//v8HAA0AFQAAAA8AGwAiADMAQAA7AEcAOAAwADMAOAA4AEwASwBEACMAFgDw/9b/0v/U/8D/xf/S/8f/vv+8/9f/7v/t//n/6//l/+//8v/r//3/AgAZAAwA8f/W/6r/rf+W/4n/pv+h/6P/pf+j/7D/p/+U/6D/l/+c/5j/t//R/97/3P/y/+X/wf/L/7D/rP+b/8H/xv/N/8H/rf+b/4//ff+C/7f/x/+8/7j/mP9y/03/RP9e/1z/cf+J/6P/oP+F/37/gv91/2z/hf+X/77/t//B/6//pP+X/5D/kf+h/7v/3f/s//X/1v/A/5n/cf84/y//ev+u/77/4//3/87/jv+O/33/l/+q/7v/8v8PABIAFwAKANz/1//i/+T///8GAAkABAADAO//7v8PABoABgD7/zAASwA2AEUAUwA/ABsAHwAhADgANwArAEYAQQA1ADoAPwAmADQATABSAG0AUgA6ACQAHgAMAB0AUABmAJUAlQClAJkAigCYAJgAtADDANYA7QDmAMsAuACoAK8AoQCSAIwAjQCWAJ4AowC5ALEAnwCPAHgAagBzAJUAowCwAMYAzgDPAMcAvACNAJ0AsQCvAMwAxgC5ALAAkwCdAJwAlQBzAIAAmQCZAKwAvgDWANoAvwCwAK8AoACeAKAAhACcAKMAfwBuAEUAIwA3AEoASwBjAHMAhABnAGUAXABrAGQAXgBwAI8AigCWAKgArACfAHUAcQB0AF8ASQA2ACwAIQAeAAcA9//Y/9X/4v/f//n/3//i////8////+v/7P/S/+D/0v/t/+3/7/8MAAUA7v/C/63/o/99/2T/Xf96/4P/lv+V/5P/gf9n/2P/Vv9n/2L/dP+X/7L/xf/F/77/ov+Q/2L/fP98/3T/kP+A/4L/bf9b/1H/Nf82/0f/Y/97/4r/h/+J/4//dP+B/3P/af9h/3H/dP+K/6f/rP+o/4L/YP8p/zL/NP9J/27/df+N/4f/e/92/3D/hP+k/87/3f/7/xMABAD6/+T/+f/5//H/4//s/+7/7v/p/9P/4/8oAMH/PP/B/9f/hf+W/zgAyACIAC0AbwCBANr/1f9xAJsAaQCjAL0AiQArAOb/AwAaAOX/3f8+AFgAKgANACkAXQAUAMz/HwBLAA8ABwCIANoArwCEAMQAxwBEACkAdwCmAHYApwDDAK8AeAA1ABwACQDt//H/JgA6AEEAQQBLAD4ALwBAAFEAewBxAGUAdABxAGgAaABsAGsAUQAQAO7/7f/H/8r/3//6/woAHQAVAAIAEQAHAPP/AAAbABIAKAAdAAYABwAQABsAFAAUAAkAFgADAOr/yv+6/6T/j/+G/33/e/9+/4H/bv9h/23/e/+d/7L/wP/X/+n/+v/i/9j/w/+r/5b/jP+w/9L/2v+6/8H/nv9r/0n/TP9n/47/xP/5/x0ALgAfAPP/xf+n/6//2P8JACwALQA5ACoACQDj/8j/uv/A/9X/CgAxAD4APwA5AAkAyP+5/7f/yf/Y/+//KAA8AD0APQAtAP3/+v/d/+X/8v8IAP7/AwALABIAAwD9//3/AQAOABoAHgA+AE0AUAAwAA4AAgD+//T/8f/3/wAA7//j/8T/tP+K/5//i/+a/4//n/+4/7b/0v/d//D//P8AAAQACQABAAMACQAHAAoA+v/Z/9z/3//m/wIABAD6/+L/2P/B/7X/u//U//P/EAACAP7/BQAFAAoABwD9//n/8f/x////AQALAA0ADAAPABMA//8OABgARwBmAG4AUAA3ACsAIwAgADYATABwAIcAgABxAFUAQwBHAEMAPgA6ADQAIwD3//D/+////yMAPABiAGQATgA1ADMARwBnAHwAkAClAIYAVAArAAAACwAaAC4ALQA3ACAA+v/y/+j/1v/e/+D/+P8CABoAKAArACcAHQAkACAAGwADABYAMAAuACYAHQAHANX/o/+F/3//f/+P/6X/wv+//7T/wf+u/57/l/+1/9H/8f8DAA4ABQD3/+j/6//2//r//v8FAPT/1v/D/7j/pf+M/3r/eP+M/53/nv/A/8T/tv+l/6r/m/+R/5f/rf/B/8f/wP/C/73/tP/L/8P/wP+1/8X/zP/A/8b/wv++/7D/of+b/7H/1/8AABMAIgD///D/wv+u/6H/l//G/+f/DQAFAA0A9//u/9D/yP+l/57/i/+i/7j/qv+t/6r/u//D/7r/tP+7/8v/1P/Z/+T/5P/h/9P/4v/o//3/JABBAFQAUgA4AD0AGgAEAA4A+P8SAAYABgD4/8j/vv+y/73/uf/Y/9n/1//U/8//2P/J/7//xv/X//3/BwAlACYAHQARAAMA+v8QABEAGgAUABYAFAANAAMA+//z/9//xv/C/8v/1f/n/xIA/P/1//r/2f/I/7z/v//I/8P/3v/Y/8j/uf+r/7L/zP/V/9//3v/a/+T/6P8AABwAIwAgACgAOAAqACYANwBLAEIASABgAFwANQD+/9//vf/I//P/EwAuAEMANAA4ACQA8P/m//P/DQA2AFMAaQBzAGwAVgBsAGIAZwCCAJkAmQCpAMEAyQDLAJcAeQBnAEYASwBvAIsAogC5AMYApgB1ACAA8//j/+z/FAA9AEgAQwAzABkA///2/+f/AwAKAA0AMAA2AD4ANAArAC4AHgD//+r/8f8QACQAOgBGACoAEwDn/8L/tv++/9D/6f/k/9b/s/+P/2n/Xf9h/1T/YP9j/2H/Z/9O/0v/Wv+B/3H/d/+C/4P/pf+f/5v/qf+l/8X/1P/b/9r/z//G/6v/h/+G/7H/yP/a/+X/5P/R/7j/rf+7/6n/m//v/+j/qP+3/+7/5P/M/+P/FAAnACUANABSAH8AiABpAEQARQA7AB4AOgBgAE8AYwBdAEYAPgBQAE8AVwB3AH4AggBYAFQAWwBVAFEAUgBUAF4AaQBtAIUAmgCVAJMAegBaAGcAegCIAJoAqgCYAJcAlgCaAKcAtAClAJ8ArACJAGcAWgBqAG8AXQAtAAYABQAhAC4ANQBJADYAEgAhAAsA///0/yEANABIAGAAdgBkAFcAWwBtAHAATwAwABMADQAIAAcAIgAvAAAAr/+M/5P/lf+8/97/+P/w//T/6v/S/77/wv/I/+X/AQABAA4A6v/F/7n/wP/H/9D/9f8IABkAKwAyACwACQC7/6X/oP+P/67/6v8OAAEA7//s/9b/yP/f/wcAJAA3AE8AXwBOACwADwAKAAcAFgAkAD0APAA6ADMAKgAlAP7/7v/0/+z/4//3//f/6P/H/8r/z//d/+H/6v/0//X/BQADACUACQAgADwAMwAxACMAHgAmAA0A9v/e/9D/vP+p/7z/tP+p/5r/pv+n/5j/mv+j/77/0v/e/+v///8IAP//6P/L/8X/9v8rAEMAVABZAEMAAADW/7z/yf/N/7L/kP+V/4X/b/97/53/x/+8/7H/r/+k/4f/iP+l/9H/z//J/7z/wv+6/7r/wP/Y//j/6f/i/8v/zP/Z/+b/4P/U/8//3//S/+v/AQAYABMA9//o/77/gv95/5f/s//G/97/2//G/67/nf+m/9z/DwAsAEAANAAFAPH/5f/m//r/HgAvADUAQwA7ADMANAAzADQANAAoAC4AMAAuADUATQBVADwANAAeAC8AVQB4AJ8AtACsAJoAgwBXAEkAWwCGAKYAsADJANwAzwDDAJ0AdgBfAEQAYwB9AJkArQCwAJcAeAB3AJEAkQCuAK0AnQBwADYANQApAAwAGwAnACgAIwA3AFMAVABbAGEAZQBVAEEAKAAZADMAUwCEAH0AbABOADUAKAAMABwAGgAMAPf/3v/b/8z/sv/E/7D/qf+q/7b/zv/R/9f/1f/r//3/FgAtAD4APQA9AEoAMwAHAAUAAAD+/+3/BwACAPD/xf/B/8v/rv+J/57/rf/H/87/zP/l//X/7P/4//H/BAAhADsAPgBGAEQAQAA3AAEA7v/i/+T/5P/0//j/9P/q/+v/4P+4/3n/fv+M/5f/tf/g//z/+v/h/8v/v//G/+//QABkAG8AewBcADwA9P/g/+f/BgAfAFIAZgA5APn/8f/n/9j/2f8TACUANAAfADIAOQAhAAAA+f8FAPX/6P8CACcAEADs/9X/zP+l/47/kf+q/7//5f8HAPT/tP+i/5z/sP/e/ycAVQB+AGkAUQAtABUA5P/q/ysAOQAgAAUA6f+7/4r/aP+T/5D/iP+C/3r/W/9b/3z/qf+p/7v/z//U//H/BQAkAE8AYgBtAE8AMAAFAAQAMwBXAFUAVQA6AP7/wf+l/8b/2P/K/9D/5f/W/7r/uv/j/wcALgBWAFMAbgBbAFUAVwBlAFoARwBEADsAJAAMAB8AGQAuACcA+f/z//7//P/Z/6z/uv/Q/+P/wf+5/8r/9//t/+P/5P/5//n/8P/l/9v/w/+t/7H/sP+d/5f/n/+a/53/nP+V/6P/yP+J/2r/Sv9i/2f/ef9x/23/b/9x/0r/Kf8n/yX/Dv8L/yb/Pv8t/yD/Fv8Q/w//Ov9V/1//af9//2j/W/92/2n/ZP91/6H/qv+l/5r/h/9u/1n/Xv9U/3P/af9F/0H/Yv+L/4L/ff9+/3H/a/9+/5f/rv/J/+j/2f/A/5n/m/+H/6D/uP/P//P/6P/a/7z/uP/l/9H/5//h/+///P8sAFUAUwBIAEwAPgA2AD8AMwAkABkAKgAfAAAA0f/K/7f/v//F/9P/CwAdAB8AAADx/wYAAwD3/wcARgBVAH8AdABSAD4AWQBqAEkAMgAyACMACwARAAsABgD6/wIABAAYADEAQABUAEUAJwAXABEAEAAAAOP/9P8oAEAAPAAoACQAQgBVAGgAWABWAFoAOQAJAPj/+/8RAP7/CQAGAAwAFwAtADkAMgAvAFIAWABMADAASABmAGoAcABxAHEAagB3AIoAjAChAKQAlgCBAEUAJwAnADQANABfAHMAhABiAGkAcQBuAH8AoQDBANcA3QASASUBAgHcAMsA2QC6ALUA2ADkAOwAygCUAHIAYwBSAFYAaAB/AHgAcgBuAFsAYABqAGMAbQB1AHgAhwCXALEApQCdALsAsQC2AJ8ArQC7AJgAhAByAF8ASABEAC8AMgBHAEMAIQAJAOz/3//V/+v/8//5//T/3P/D/6z/lf+A/4T/xP/T/7//pf90/2n/Pf8j/yr/Rf9d/03/Vv9M/zr/QP9M/1X/Vf9g/0r/Pv83/0z/Y/9r/0n/Lf/t/uH+1/74/hj/Kf8J/7b+lP5v/oH+rf7J/uz+7/79/vr+/P4d/1T/gv+g/7X/t/+S/43/lf+Y/4P/gf+E/3//bP9J/zX/Q/9X/3j/oP+x/6n/t//D/7X/t//f/xgAMQAXABQAFwAdAAIAFgAYAA0AFgAiAAoA3//m/+f/3v/U/97/EAAtACgANwBSAG0AfQCBAFYAUABuAHgAmgCrAJ8AqACVAIQAUABZAFsASAA9AF0AaAB+AIMAcgBbAGAAagB7AHkAXgBsAH8AfgCBAGoASgBZAG0AaAB2AK0A5QDpANYAyQC8ALoAvwDEAL8ArwCwAKgAoACtALMAjABoAF4ATgBhAJMAqwCkAJcAkQCIAIQAnwC8AMQAygC1AJsAkQCcAJUAhwCUAJsAcgA5ADcAQABfAHMAkwCXAKIAeQBeAGoAjACWAJ4ApwCcAJQAkgCKAJgAbgBlAHMAagBTAEUANwAzADQAMwAfAAkACwAbABwAJgA3AGYAhgByAHYAeQB3AGgAdgCNAJcAkABzAFAAOQAeACkAMwAcAAUA+f/y/+n/6P/t/9b/3P/q//f//P8DAAkAGwALAOz/8P/y/+f/7f/2//D/1f+3/6b/pv+k/6j/uf+j/4z/ef9m/17/WP9l/1r/aP9e/3f/c/9h/1D/X/9d/0T/M/8s/zr/YP9f/1b/Sv9B/zr/N/8+/z3/Qf9G/0v/J/8g/zX/Q/9T/z//Pf81/2L/hf9v/3L/bP9d/0j/Vf9a/4D/n/+m/6f/j/9d/1D/U/9W/1f/g/+l/7f/lP+G/5r/uf/d//v/EgAPABYAHAAAAA8ANgA6AEUAWQBKAEYALgAxAC4AJgAOAAkA/P/Z/87/7P8JACsANQA/ACcAFgAVACMAQwBgAI0AhgBmAF4AeACJAKQAzgDbALoAiwB1AFcAMgA6AFEAVQBPADYALAAUABcANwBeAHQAYgBbAGEASQA7AF0AiQCBAIsAlQCUAJAAfACIAH4AdgBKADQAHQAXAB4AGwAYABIAAQDW/8z/4f8GAAsAGQAVAP3/4P+6/7T/3v8HAB4APABiAD0AEQADAPr/DQAVACYAOgA5ACkAAADs/97/1f/h//T/CQAOABEABADv/9D/oP+z/8r/5P8MACIAFwAcAAAA6f/z/woAIAAuADIAEQAAAA8ABADz/wwAEAAhACAAAQABAAkA9v/d//v/8/8BACgALwAhAAsA8v/v//7/BgAMACoAQgAzABQA4P/T/+D/9P8PAEYATwA7ADEAGgD8//j/8f/Y/+//DAAkACQAEgD0/9b/0//c//H/EQAUAAoAAgD7/+j/5//5//z/8f/z//j/6v/e/+//AQD3/+f/1f+0/7D/xf/c/+//5f/O/5//j/9r/2r/e/9//3j/cP9o/2j/Wf9o/3f/c/91/3r/ev+F/5f/nf+j/53/nv+P/4n/mP+e/6z/sP+i/3D/PP8g/xv/Pv9Z/3z/iP+R/3//V/9k/3v/f/+c/9j/7//h/9P/1//M/7r/z//V/9n/4P8DAPj/6v/Q/8j/qv+a/5f/t/+5/7n/r/+7/7T/xP/h/wAA8v/8/xgAIgAdABQAGgALAPn/AAAIAAQA//8VABYAGAASACAAHgApAC8AKwAkACYAMgA6AFgAdACAAHwAZwBmAFYAYABiAGIAYgBTAEMAOAAyACAALQA8AEYAQwBCAEAARwBFAEoARABTAGIAXQBeAFwAYwBkAF0AXQBeAFUAQgA5ADYALQAsAC0ALQAmAAkA+/8CAA4ACwAKAA4AFgAwAD4ATQBsAHYAaABTAC0ALAAzAC4AFAAHAAYA+P/x//r/+v8EABQAIwA4AEYANgA7AEEALQAaACEAOABOAGoAfgBqAGUAVAAuAB0AQgBNADMAHQAIAAAAAAANABcAFgAVAAgAEQArACMAEgA5ABAA1v/h/+//y/+2/+T/6f/U/8L/0P/L/8T/xP/L/9X/t/+7/9L/2v/u//H/3v/d/+D/3f/V/7//sf+0/53/mv+p/6b/nP+l/6v/pv+d/5P/oP+3/7r/p/+x/7D/kf+c/6D/qv/Q/8r/4f/T/9T/0P/U/8P/u/+i/6n/nv+a/5z/vf+w/7D/pf+S/3//gf+i/6L/mf+y/7//p/+j/6r/wf/Y/9n/5//h/9D/0P+y/5v/iP+Q/4//hP+l/7X/1v/J/8//yP/G/8H/1//X/9H/1//n/97/4P/r/wAAAQDr//H//f/y//L/0/+4/6L/pf+s/7n/1P/g/+P/9f/y//z/BwAJADEAQgBEAD4AXgBWAFAAWgBsAH0AagBeAEwAPAAvABwAFAAQABUAMgBBAEQARwBFAD8ARQBIAEkAUQBdAGkAZwBXAFIAWwBPAEIAOwBGAEUARAAyACEAKgAvAB4AHAASAB0AKQApACQADAAMAAIACwAAAAwA//8PAAwAEAAOAAcABwADAPT//P/y/97/2v/Q/9b/0f/M/8L/yP+0/6r/sf/U/8D/w//H/87/zv/R/9b/3P/t/wUA+f/w/9//5P/g/+7/BADy/wIAEAALABMAFwAfAB4AFgAbAAgAGQAXACIAIAApACkAOgA6AC0ANwAqACoAIgAfAC0AJQAnADgAOQAtAEQATwBiAFoAYwBwAGgAbQBfAGIAWwB5AIcAngB+AI0AhQB9AF4ASQBJAEwAQgBKAFMAWwBVAFwAUgBSAFYAWQBMADYAQgA8ADcALgAkACIALwA+ADsAKwAWAAoA9//x/wYAAwAeACAAIQAsACoAGwALAAkABgAWAB0AIAAPAB8AHgAOAP3/AAAJAPb/CQAKABsAHAAYAB0AKAAxACwALQBBAD4ARABTAD4ALgAkADMAMgA1AC4AHwAkABsADgAHABAADADt/+//9v8SACMAKwA+AEoARAA9ADkAUQBOAGAAawBoAGEAUwBmAGkAZQBjAFwAZABYAFkAUwBhAFkAVwBDAEgAOgA1AC4AMAAlABYADAAZACgAIgA4ADYAMAAaABAAGQAfABgADwANACUAFgAiABIAEAAOAAkAAAAIAPb/7P/u/+P/1P/N/7b/u/+9/7z/3//b/8P/t//F/8//0v/N/8b/vv/B/8b/4f/b/9v/1v/K/83/vf+o/53/pf+T/5H/k/+D/4D/dv+G/5j/n/+M/5T/kv+U/4X/hv+R/4f/h/+Z/7D/sf+1/7r/vf/B/6X/pP+R/43/mf+k/6b/rf+s/7H/tv+9/8H/yP/R/8z/2P/a/+D/4f/s//v/9/8UABwAGAANABQADAD///r///8HAB8AGQAtACMAKgBFAEUARQBAAEEASwBCAGQAWwBbAE8AYQBcAD0ASQBQAEsAQAA/ADsAPAA+AD8ATgBqAHQAfwB8AIwAkwCQAJQAjACQAI8AfwCDAGwAXwBEAD8AOwAbAA4ACAAVAA4A/P8LAAIA/P/y//3/DgAHABIAGQASAB8AHAAoACcALgAjAC4AKQATAAoAAgANAAIA6//5/9n/6v/N/9//wP+r/4z/hf9+/37/fP92/3j/cv98/47/kv+S/5H/l/+b/43/i/+L/3//d/9u/3L/ev9v/23/bv+C/3j/df93/3b/df+E/4T/i/+M/5T/pv+e/5f/jv+V/4r/kf+C/3b/ff9p/2f/bP+P/5b/jv+V/5X/q/+0/7r/tP+6/8P/s//H/8f/xP/L/9L/v/+v/7b/1P/P/9v/xv/R/8f/xP/T/9r/+//s/+7/7v/d/+T/8P/2//D///8PABAALwAmACkALQAgACUAKQAoACYARQBDAEAARgAzAEgAPAA4ADgASAA3ADgAGwAdACQAJgAaABkAJgAoADgAQQA8AEcAWQBXAEcAQgBNAE0ARABKADwAPgA2ACUALgA7ADgASwA+ADEAMAAuADkALgAeAC0AJwA3ADQAPABXAFkAXABIAEEANwAxACoAMQAuADMALQArADsAQgBQAEMARABSAEQAXABZAF0AagBeAFAAPgBUAGEAcACAAIAAdgBwAGgAYQB0AHYAegCEAJAAfgB6AHoAfgBrAHEAbgBtAFoAWQBhAF8AQQA4AEIAQAA9ADoAPAA7AFcAUgBPAEUAHgAaABEAIQAIAPT/9//5/97/3v/T/97/0f+7/83/vv/B/8j/zP/G/7n/u/+5/7r/1f+//8b/uf+R/4r/jf+y/6b/lP+e/6H/lv+G/3f/cf95/23/av9i/3X/ef95/4r/lP+j/5j/nP+k/4v/kP+N/3r/av9z/4D/iP+H/2//cv9h/0z/Tf9K/17/U/9b/1r/YP9//3L/g/95/2r/iv9+/5T/cf9g/27/b/+A/5D/iv+c/6H/mP+Q/37/bf+G/43/of+R/5r/q/+s/8r/xf/H/7L/tv/T/9H/9//q/+L/7/8CACAANwBEAEoARQA9AC0AKgAdACgAMQArABUAAgD4/+v/CQAOAAwACgAPACAAKAA1ADQAQgBHAEUATQBDAD8AQAAfAAMAAAAOAAkAAwACAPf/5P/N/8L/vP/m/+n/4//+//v/BADr/+j/7P/7/wUA/v/3/+z/+P/z/+D/0P/A/9j/5f/q/+r/4f/j/9r/5P/k//f/8v/h/9v/4f/h/83/wf/D/8T/0P/V/+b/1//V/87/1P/K/8L/vf/B/8n/0f/L/9v/0f/W//f/+f/t/9v/yP/C/8f/4//f/+X/+P8HAAsAGwATABwAJwAbACQALAAeACcALQBNAE0AVwBVAFAAbQBwAFcAUwBOAEgAUQB0AHIAkQCdAKYApgCsAKEAugDGALgAuQDKAM0A0wDWAOgA6ADbANkAygDJAMIArQCnAKgAmgC2ALwAugDMAM0AxwDEAL8AqwC2AMwAxwDVANoA2gDTAMIAvgC8AK4AowCJAIMAdQBmAGQAYABlAG4AZABUAFcAVwBfAF0ATABOAEMAVABMAGEAUwBBACAAHQAhABAA+P/w/+H/3P/l/+D/4//W/9f/0f/U/9P/y/+//8T/wv+n/7D/p/+t/6f/q/+k/5T/gf+G/4P/hf92/4H/if+S/5//n/+l/5X/jP+b/5r/p/+X/6L/nv+r/7D/vv+1/7r/u//O/9P/2P/q/+D/7P/r/9v/3//x/+H/0v/M/6j/r/+s/7n/rv+t/7P/r/+7/7L/uP/J/+L/6P/l/+//3v/a/+7/8P/l/+v/6P/r/+f/1f/Y/7r/tv/L/8X/tf+u/7n/wf/Q/8X/wP/Q/9f/3P/F/9X/wv+1/67/rP+f/7f/xP/J/8f/v/++/8T/xf/V//H//P/y//7/AAAPAA4AAAALAAYAAAD3//T/5P/Z/97/1//U/+P/6v/u/+v/6P/i/+z/5//1/wUAMQAjACEAGgAZADEAEwAzACwAJgA2ADgAOwBDAFIASABKAFkAaQBnAHcAbwBlAHcAbQBsAGEAbQBoAFkAUAA7AEgAPABEAE8ATQBnAGoAaQB+AI4AgwCAAIIAhAB/AJkAiQB+AJsAmQCYAIIAeQB1AGkAbQBoAGgAWQBcAGEAdQCKAIEAiAB7AH0AZwBjAGsAYABiAGoAZgBaAGgAZQBuAGAATwA9ACgAMgA/AFAATgA+ADcAOQBDADgASQAyAD8ALABIAEIAMAAzACYAMAAfACAAFgALAO7/1P/D/7v/o/+g/7H/vP++/67/x//O/83/4P/a//P/7v/y//H/4f/V/7//wv+//7T/rv+n/4z/fv+G/4z/ff97/4T/j/+k/47/qP+s/7j/q/+8/8f/yf+6/8T/uf+Z/5n/lf+d/4H/hP+O/57/lf+g/5//pv+0/6X/qv++/8H/yP/P/8L/tP+0/8H/yP/N/9b/1v/G/9D/zv/V/7j/xP/S/8v/wP/H/8D/zf/S/8X/z//p/+r/7f/g/97/3//a/+T/1P/f/+D/5P/v//3//f/6//j///8KAPz/BAAGAAkADQAXAA0AGwAqACoAIgAoAB8ALgAzACkALgALAAMACgAKACYAKAA5AEoATQBCADwATwBLADYAOwA/AEEARwBSAFQAXABZAEsAUABQAEkAVAA0ADcAPQBeAGEAXQBtAHEAcwBxAG8AfwBiAFEASQBHAEQARAA8ADAALgAmABsAFgASABcALgAxAD8ATQBjAFoAWABHAFIAWgBSAEsATwBGAD4AMQAsACgAGAARAAcA/P8AAPb/9//w/wAAGQAaACMAHAAlADAAKAAcABMACwAFAPv/8v/p/+T/5f/3//b/9v/g/9j/zv+//7H/nf+R/53/k/+Y/5P/hv+B/5T/lP+M/4b/hf+d/6T/o/+k/63/vv+9/8r/u/+p/6T/ov+k/5b/mv+b/6z/rf+6/73/r/+q/6X/pf+x/6z/sP/H/8L/yv+y/77/lv+l/5j/k/+W/5n/qv+7/8P/wv/L/9n/2v/T/9H/uv+1/6z/tP+3/7X/sP+q/73/qf+k/5H/jf+J/4L/iP+M/5T/nP+v/7z/qP+n/5r/ov+k/5n/n/+o/6j/sP+u/67/sf+0/77/uP+//9P/3//T/9X/zP/Y/+f/9//8/+P/1P/C/8H/vv+3/8D/wv/S/93/2v/K/9j/2//c/+n/7//9/w0AHAAgACcANwA9AEoARQA+ACsALgAZABIADAANABIAHgBFAE0ATABLAFIAQQBBADoAOQA3AEQATgBPAEkALgA0ADkARwAtADgANAA/AFEAXABkAGwAggCCAIgAgACCAG8AZABOAEkAJgAcABkAFQAYAPn//f/9/wkAAQD7/wQADQAjACMAMQAsADcAJQAZAA0A/f/y/93/2P/O/7b/uP/C/8j/x/+//7b/sf+5/8D/y//G/83/0v/P/93/3v/7//7/8f/i/9f/2//I/83/yv/E/8P/zf/l/+n/5//b/9f/2f/k//b//P8DAAoAFAAgACwANQA2AC4AFgAjACoAIQAcABkACQD9//X/CwAiAC8AOAAuAC0AMAAsADYANgA5AEcAPgBAADQAMgAkAB4ANAA9ACYAFwAYAAwAAQAAAAsAEQAZACwAHwAaAAkADAASAAcA/P/2/9j/4f/1//D/9f/h/+j/1P/A/7j/t/++/7b/o/+p/67/tv+3/73/wf+3/7f/w/++/77/xP/I/9f/7v/g/9n/t/+m/53/of+k/5b/m/+g/6H/mf+c/53/oP+f/6H/nf+e/6H/qv+2/8v/zv/Q//H/7//f/8z/zv/U/8f/zv/G/7//1f/Z/9v/0//Q/9T/2v/V/9j/5//X/+3/8P/6//H/+v8FAAsADAAHAP//+v/4/+z/7P/3/wQACQAfABQAFgAbACsANAA+AEAANABMAEcANQA5AC0ANAA4ACwAIwAaAB4AJQAeACYAJAAtADEAOAAlACQAJwAoABkAFgASAAQACQANAAMAEQAvADAAKwAeABMAIgA1AC8APgA9AEYARAA+AEcAPAAmAAoAAADp//b/8//5//b/DAD3/wQABAADAPT/+//z/+r/9//+//n/BgAOABsAAAAFAP//8f/i/9T/1//j/+f/5P/n/9j/0f/U/97/6f/h/+f/6P/u/xIAEwAaACcAKwA0ACUAJgAcABsABwD9//7/AwAIAAAA/P8BAAoAEAAiABsAFgA7AEUAUQBjAGgAawBrAHQAcQBuAFgAWgBQAEgAQABBADUAKgA8ADsAOAAqADsAKAAmAEAAQgAsAEcAPQBPAFcAUwBIAFMAQwA9ADMAMgA+ADoAQwBAAE4AVABPAD8ANAAtACkALAAcACIAMQAxADYAPAA8ADsASQA7AEYAVwBcAFMAVwB/AIMAewBqAG8AYABbAEkAPgAzADMARgBEADwANQAtACwAIAAbABYAMABQAGIAVABKAFwAVQBJAEAAOwA2AEcARgAwACcAKgA5ABwADQAGAAsADAAFABIAFAArAC8ANwA8AEAARwBAAEkATwBVAFsAXQBtAF8AWQBfAEwANQA0ABgAFwAQAA4AJAARAAYA9f8KAAUACwAFAPb/HwAsAC0AMQAvADgARgBAAEsAHQAeACoAFQAAAPj/4v/f/9r/v/+d/7v/vf++/7P/rP/Z/+r/9v8CAPv/6v/5/wMA9//e/9D/4P/P/7f/x//C/7X/v/+1/6P/uP/M/8r/x//W/+D/0f/V/8//uP+w/7r/xP/F/7r/rP+S/4P/mP+g/5//iv+f/67/tf+2/8b/xf/P/8z/xP+0/6z/pf+x/7D/uf/H/+P/7f/B/8z/3P/n/9P/y//G/8n/2/+//6r/vP/H/9n/3f/t/wYACwAgADUAJQAoAD4AUQBFADIAOAAkABcADwAOABEAEwAMAPX/4//z/wUAIQAqADoASQBHAFcAVgAyAEUAVgBPAEAAOgAxABYAFQAJAAIAGwAmACgAJwAdAC0AKwAiABkAFgASABYAIwAWAAwAMQAwAB0AFQAkAAkAAADr/wEABQAKABsAFgAbAP7/7P/c/+T/5f/m//X/5//1/xgAFQD+/wwAFwAkAAIA/P/T/7j/BQDl/8//4f/n//n/0P/Z/6L/vv+d/8z/wf+U/9b/ov/a/+X/AgCz/+v/hf/B/6P/o/+x/6D/vf+y/x8A///n/4n/3f9z+xfvmPrhD0oFuPQK+KkFrQW39jf2fQRHCfUASfj3+mcCmP9c89T3ZAp1ByP1Ffx0B9X9XPQe/jj/pQHEANv6lvrm+AQHIA1rAPL3k/6wBfT8DfbF+bX3Bv7gCez6tv2V/GUEVAev+i3/1wRDBwADk/5GAfAJCwt4CmYJfP4m/s4DxwVEAwr6ugBgDK77yvnmAOAG/wMnAcMHhgJjAEcFlwixBfkCHgn5CLsAgAYGA8n+VgiwCg/+IfguCKMGTPhJANEGnP/QAen8EAAKA8X8awUnAML76wLV/zb7bP9mAg0AWPw6/2f/4/ooAXoAwAHh/Gn5jAdo/2b1hATOA1X8hQI0/rX8EQKh/FgFbwDa9uUHiABx9nwGDwYa/cgDAgTq/KwAUgWrA80AWv/EA28Gi/5X/Jj/Ewo4AVj7qgJ1+w4D+P9V/HoFbP22/9kCZ/Yp+1sGyf0o+v/+A/lb+Vv99/sL+GL15/yb/8n0PvTk9Q78DvzM97f5/fah9C34Dv5b+573avQf+7z/V/aB98H8gf3o/sX5T/d/A6ECUvouAG8CHgLTBtwCNAUaB0gFDQdHB8kOnAh5BKALzQ0yC6AEbwo/EhkKQwVTDA8MZgbECsoLfwQSCHEHiQPKAiACcv8DAdsBTPzK9/L2hvv/+Q/zVPTB92r0O++q8Wj0SvHp8x/09+878Ebyn/Mv85b0K/WM9G7xm/br/G73CPWS+R/6cwCqAGz47vyHAhQEigadAqwCNgYEC/0LjwjoCKsP1BL4EBUQBQ4dE1oW6hb2FW4TbhOoE0wPOQ0xEdERxQ5uCf4DrgK8AtkBSwG5/cr6PvtR+InzX/Mp+PD42fRe8CPv+e5C8kzxU+9s7j/vS/AK7Rbr9+1D7xDvfe9n7IXtzvDS8p3xFfGg8Wf0Svn29pv0d/pZAkQA1/sTA/gG2gJaCH4NmQphDksTPhMIEzwVyRplGL4UExqsHJgbchlxFk0TKRMWFSQXhxNyCzQGKAh+CT8EEAPuAbD+Wv1N+rj3sPjh+a34/PWy8+ryNfG+8HbwifCV8BTv6OwU7Vnuh+5q7S7tde5k7T/ub+8a71Lwu/EA8SPyxPPV89f0ZvjB+PX4vvvU/6YCmgF7ARIHAA26DaYQzhGYE6kXhhm4GsUcLx4yIIMfCRqGGWkb7BnoGYcZmBTFDswJvgreDA0J9AO6AXAAuf3l+sD66v1f/A/2HfK69OX0zfLa8ZPwrO4E7fDrqOz07NXsv+zf57nn+erz7NrrSOtP60jtLu1+7jbvnvDI8lrzHPQB9dP2wPnG+w4AVQQjAdkCtAj9DUwQCRB6Eu4XUBlxGgQd/yBFI6QijR6TGyscLRz8HhAhJBqXEP0OuQ43EJMOOwp6Bf3/k/3E/cv9xP1H/cP35/JD8mDzC/K08XDvzeyU673qCuqq6cXpdukQ5xrlbujM6TDo0Odz6eDqL+xT7Kjsgu3t7xfxMfPu9DX22vcz+m//PgJ+AoACLAcWDM4QcRKvEgsW0RqwHGodWSFkJWAmRyLTHZYahhyDJQAnKB1MEqkQwBI3EwURSQ7HCGoDAf9s/qUAmgH+/ej3+PS39LXyCvBc8EbvWOyr6HTn9ude56PmLuUp4xnkCuVY5KzkWuVm5ifnoujU6avpieqK7erv5/Hu8Ujz0fX9+Gb8lP/PAToCSwVVCRENNhAxE/4VahmmGrQb1B5tI4InZSYfILkbeBxMJcMpiSFmFtISoxWCFrwT8A/LC6sGOQLx/8UBcAJa/jX46fSJ9V/0L/AR8GHvo+wo6MzlgOih6NHlz+JT4QvjpuRx4znjaeLW5HPluOaS6W3pougj6/3vtfKh8cHxIvUs+Ur8T/8aAhoDwgT/CLUMGhEyFHsV1hdcGpUeliHPIn8mwikmJisd9hkZJ2MvZSfSGMcUcxgpGgIZVRUlD+kIdAVWAq8DkgYaA9j48/Qw+WT4FfAR7q/y1u8+6NjkBuhG6Kfl4uOA4YvhEOO34u7fLOBe5HDlBeRe5unnQ+b35zfvoPLd7+nvH/Tr91/7K/+EAmoCfQORCKUM0hC5EYMToxcUGp4c2B+0Hwoh1SYKJz8hKBpPHuYpdipZIPgWRxWcGOQa+Rf7EjEKgAfJBp4EVAUaBh3/0fT+9jD7xvQj7EfvBPPs60rlVubz5oLkN+VY4jPfz99S4x7hwN2Z4Z/le+MX4zDnveaV5h3sb/My8MDt9vJO+Az6jv0uAvwCfwGnBsMMZw+gD4MSLxYPGIcZaRyVHGAepiT5J5gkVh5sGO4gvysqKl8e0hX8FaQaDBs6GI8QlArgCPYEkwOMBSUEnfrb81z4RPkP8PHqwPBf8LTnTeR157PlNOS24pXfQN/b4bnhxt0r3fDiwONV4jTksuZS5TnoDO9R8ZDu5PAG9Zz4rfuQ/xwCagE9A2wIvAoXD5MQYBB/E5wY/ho+GYYbJSL0IxckByS1HOMZSSdYLWglexjgFgAaYhuaGTEXqA5cCAMIuQYcBV4ErQEl+DH0ZPl/+Jzu7e3w8qrtQeSL5iHsZ+c24PLg8+FJ4rbjfOAM3Srf6+Q74y3iaeVw59XlQ+o98XfxdO+K8kj5S/up+6n+7gN6BFwERAi0DVYONxGDEqwT5RboGRMaghyhHn0h/iFeJJcg1hnfH84okyjDHgIVxRXTGwYdKBasD2oLawn6BqAEmwPYABb8uvXS9qD23O7o61fxru/55svi9eao5sHjE+MM4GHfQ+K04k3fUd654pnkp+Lr5fXnbuZK6M7vePFX70DyhPdu91X54v1BAR0BBwNrB14Liw1LDn4QqRQRGVAaxhgYG7ghoSY6JVUknCFZHMUedigFKscgvRSkE3YY0BorFRMPVAo+B7EE0AJZAoEBJf7q9nb0IPS48dXtFPA379ToceIG5arlLuLF4J3g/t9X4PrfE99d4CDjB+Xp4j3mgenr6aTqTe+98h3ykvJw+Ef5zvnI/uoBVgQYBQQHnwpoD3YSaxP5FE8aAR6rHB8dIiW0KM8mmCNiIHEdLCLtKuYmMxsaE8EURBj9F+kToguABZQDtAQqA+EAdv5L+F/zTvTp8t7t1uyi7r7pUuJH4cLk/uMT4m3e99zZ3DvfYuF23+zfEuJV4gvk6+hy6ozpU+tU70XyXvTM9Rn4q/nM/tf/VwTvBcEIKQsCDjoSbxVXF6kbTRz0HNUeRyLGJsgpZCf8H04c7x8/KUApSSGlFUoTsRXGGC8ZFRJdCDUCnwLrBBcF9wFM+jjzAvId8ubvt+7w7gDppuLe31XjO+d242HfYNwD3KfeW+NO41fh8eBc46Pkp+l77GTrjOx97lvyDvc/+Gf6ufy+/eoApgUlCigLzQ1fEJgSsRUBGToc8x1yHY0fzyP3J8YpaSZpIfkfwyAgJvIoPiXuGvURZhQgGc4ZtRKqCIoDnwB3Ao0D3QHB+WnxA+1L72Lwd+7+67blweBn38/fneLc43bfcdpQ2XLctuCd4krhN+Cu3wfiwOfj7ELs5+zQ7UnvkvTR9bD0qPjS/Uf/LwQ1CRMJDgf2DBsSOBXQGCoc1x3CHb4e3iPwKkUtYygYH7YdLyLxJ9ErNidpGXMQqxEvF3EXlRPsCvEAuPtU/boAzwGk+9bxNOpK6qPth+5S7VjmCd1w3KPgReMq4QLdvNmt2Mjaht0U4B/iXeAr3nngIucq7Gzrbes+7ZruB/VW/Nb9T/sl/FICIwjTCxEPLBLNEu8UyBl/HmkiqCO0JGgkCSm5Ltgu8yeGI8MjCihlKwkqJB/hFYgU6BUiFxwVoQ0uBML8o/wRAF8BWPyQ8gvqm+dc6rPuU+6/5cXZgte/3c3gPOCO3AHYg9Xg1qPaQ9/i4LLfutwj3+nknemU7OHu/O7b7ebxsvrz////2v8hA3QFAAfuDQYUuRg2G1EcLx0kIbImfykLLJUw9TKhK98lCCcNLWIwkS3SJN0XthO8FS0aARrzEP0E4/xb+uj9VAIsAIH3Pur/4rrkfe0x87XrL92y1fjYA9x1347gmNqt01TRD9W622Di2+H93PPZwd2d5N/rT/A98IvsUe4C9gv7WP4pAqcFQAjuCHANfhJUGewdSSBRIHgihyZQK/gvnDQaNLMuoCYSJUkrATPIMeMoGx1HE+sS3hd9Gg0VHArb/kD3wvlrAZUBaflo7c/jK+EA6ZvwCusK3a3VodYb2TDceNy42EzUJtLV0t/Whdyo3zjfXtxJ3triMOhx6kXuxe6h8En1nPl2/Pz99gImC+gOIg+qEXIXEB6+IWMlgimtKj4pRC40Nwk5ZzJ6K6AoXCtgL3QvoCkaIasXAxNLEnAUQxPUDNwC5vjn+AX9JvyN9kzvuujn41Hmrum44/HaCdxZ2+LXdtVI1m7WmtYl1mLVgNa52c7bXduJ3TLiXOT75B/p8+sO7t/yH/c7+an7gv+PB3MM/g54EJcWAB4II9glxSj1K8EtFjMBOSc6fTa7Li8pXiwDMzgzqyxCI4kZXxM4EyEW6hTKDmwFivz4+dn8GfxU91rxhOsK5+vm1ejq5NPb/9Y0237aGNcw1NXSi9Lj0uHUFdcr2NHXRtlU20HfoOFk5ZLmdueU6Xrv5vPv9rb5a/1/ATYJAQ/EEC4U3BprIrclrCkqLmQy3DPINpw5DzkCMx8uny5FMg0xRixzJk8dKhXDEjgTpBGqDmUKBwJd+uP5MPp59qry9u/V667oWOgc5UPdNdmx2ajaJdg41SfU/tMS0j3RbdRn1/nY9Nmm3DjdzN5w4f/kaeYJ6jTv5PLd8xz3GPsIAAsH7A1dEusVsBuXIM0kuyg7Lxo04zf5Olc7PzghMq0tRjATM8kxAS0oJ8kdORWXEt8R7g9lDg8LHwUt/zv8F/nl8gXvve+s7yruuurH49bbe9Y+177a7dmP10HVzdJB0MDPctLj1UbY/Nrj3ZndRd1U3uXf1+If6cbvDfNS8o7zHPai+6wElw3tEp8Wlhs+H7kivyf4Ls00UTnYPV4+UDnlMHIs1i22MCcylzBjKoAfyRXlD7ENEQ3bDs0OeAqWBaMAIvlF8MXspe8a83jzHPGC6kjfmtS80InVjdjw2UbaZdiU0yvPw82PzhPTTdo74QDjl+L24BHfXd3a4XnqRvIy9on5fftd/If/qgYRDtcUPhxTIwAplSsDLp8xJDacOrs9sDyRN98xUTAsL+osOSvkKNIi4BkcFP4QjAzjCZEJWgi5BSICKP1L9WruluyB7Urugu1h6TTi69mQ1H3TA9Ob01/Uc9VV1InS5tGC0Z/RONVW2uveS+HH4kjjOeI54yPn++tv8Lj16vqE//4DXAngDQ0SCRgrICQn4CxOMv42fzkPOyc7kjhlM8EwQjJDMukvjyyhJ8kfmBe4EogP0gxPDOAL2wmHB8IDYfx/81nu1O6F71bv9+4l7DXk8NkK1LrTodJL0obTtdbV197V0tJf0GXQzNMJ2Wfdc+Km5Yvl6OJw4wHn9elw7eXznfsrAcEF6gqTDpQRdRZ9HQQlICypMeo2NjojPHE7TDhLMy0wBjAeMDcvXC7pKqwjxxsEFrEReg2MCyoMQgx/Cv4HGwL4+BLxj+1C7B7seOzJ6nrmmd8g2ebTtdAEz8rPWtKe1NjW/tb01XvUfNTb1cfYJN2k4WXlIeaA5pDoEOuI7H7vvfTG+lMB1wgiEAEUVRdoG80f5iS3K+Iy4DexOlw97DxLOGMyzS62LUQtKy1tLNAo9yK+HM8WxBDEDP8KgQoOCZQIEAZL//f2bPGZ7rLq9uec567mceF/3LvYLNW80KrOZc8Z0cfTS9U81nLW2teS2OjYhNr53lfij+M85WjoF+vH63TuNPOf9xb8swJfCq0Q3BTbGJ0d0yJ0KO0t6zKPNis6LDyLO0s4lDN0L00tfC38LDsqjCXQIeAckhd3EvoOxQu1CCYHdwadAzT97/Wd8KHsfekp59vkGOIc3sjZMNah02zQx86czt/QvdJj1ILV8NY72BbZn9rl3P7fquEm45flm+ge6+7sB/Df84z3//ukAi4KzA/qE3QY0x3JInMnLyz0MMY0TzjqOrY7nTn2NGcwXi4ILlItkCo7JjIioh4AG0IWtRH5DYMKrAeyBTcDs/2d9lHxwu0/6vHmjuN34NLdhdpN1SfSxNCu0F/PEdCD0t3UdNUe1gnYsNkb20Tc2t5R4t/kQuX25mDqn+3k7/HyS/eS+y0AJQaPDBUSNBZfGu4eYyRTKL0r0i9NNGI3hznnOpM5ejZ0Mmgw3C4vLcIqJChvJRQiGh0uGCsUHg97ChYHCAU4Aaf73vXt8IbsNeiA5DbhaN6M26/XktR10gfRHM8vz2fQ39FW0rvTHdYN2MTZLdsC3SXfIeKS5L/mqOg665ntffD+82L3/Pqf/8AF1wvTEC4V9BgNHd4gCSVUKXktwjC0M7E1CDeiNjo1QzSZM64x8i75LA0rWShIJM0g/BwfGbUUehCXCzUHdgKK/en4y/S672fqveZJ5F7hSd1h2inXJNRg0izSg9H00KzRadMy1U3WX9dU2I/add393zrizOTz5p/oxOpV7aXvHvLw9bP6l//hAncG/QrXDysTixYoG8EfLiNWJrUpMiwaLoMvSDG6M1M1fTSRMtIxRjFXLk4qoiekJawitx5oGsYVKhHhC+IGHAPI/i759fKv7kXrUecx4prewNt32afWzNMh0hrRWtD0z/vQH9KL0urSxNR81ynaLNx33l/hGeRd5pHoH+uT7U/wovNx95b6X/1gAKcDsgf1C6cPHROiFvcZDB0lIA8jZCXYJ2wqcix9LdYuUDDqMK8w+y/tLsMsJypoJ8YkpiFyHmkbsBceE/kNhgh0AwT/dfqK9dbwo+xy6PHjD+Bw3I3YedX608TSetFM0KHP1M+P0LHR8NIL1SbY+No/3TXgHuLc45LmiOr87YTxUvTr9o/5G/w+/g4AxAIaB7wLsBDmFDcXwRijGuUc6R5/IBEjsiaRKRsrpStDLF8skSxTLKkr4ykHKI0m6CTvIo8frRvIF5gUaxEZDZQIbwQ7AG/7pvb78RHts+j85BTidN+G3CjZ4dZV1TnUstJK0tfSydM/1Q3XL9kR20Hdld+e4ljl0ef96n/uYfGt8+f1ufjR+zL+0QAEBMcGBAnWC8oP5xJSFOcVoRiOGw0doh5WIJ8hmyEGIqkjBSXBJRUm6CaNJ+8mRyQkIaofQx6vHPAbXRsWGOkSVw5UCkAGIwJc/i/7h/j59B3wyutz59zip9+c3rXd09tl2uvZN9l22GjXJNeL2NDax90+4R/kd+VO5rPnCeqS7EzwlvQW+NH6lPyV/eX+JQH8A3IGAwnoC/8N2g+/Eb0RZhJ6E/EU8RaIGIEYwBgYGboZKxmVGPoXYBjnGRobtRrqGYoY+xWPFNUTABNhEqMRnhA8DuMKaAaWArT/IP0/+1H5vvbO8rLv2uya6mPoX+ZU5PDjQuSF5P3jNeOk4hriIuJE5N/nUuo97LzuX/DR72rvSPFP9Cf4YvxYAMkCOgPNAbMA3gFLBKUGHgnmC6YN+gzzChIJEQjQCD0LUQ4NEIwPEQ9DDnAMJwpkCvIM5Q6yEJwSMhNXEI4NiwwHDF8M/Q1lEHURfRAxDfoI8wWcBOwEggU+BpIFBAJj/VP57vbq9F70q/VF9ujzsvE38Pzuee3Y7DLtVe748FDzA/Ry853y9vBg8Hbz2fd4+7795/2v++v5M/lM+tv9eAHsAiUChgDR/Q/89PyN/v0BzwMtA/sBVQFm/2b8bfwC/xgCiATjBjUHXgX/AiYBIgLnBOIICA0jD+gNGAoUCFIHAAlvDYURJRJzEN8MfwdGBEMEqgbsCc4L3QkLBdr/I/t7+SD7tP2i/3P/oPwB+Zb1V/OH8z/21Ph4+fX4j/fW9RX0bfQP9sv3Zvi7+f/6R/p++I32YvZf9YL28vjU+m/79vlj+C/2p/TH9J72KPnd+tn7L/vX+QT5gPnN+wIAgAMvBV4FEwXXBNoEkgYwCfALcw5IERYSWhCSDvsOyBCsEnYTNhSwFFQTMQ8mDLUMNQ3bDVoONAwjCGwEPQLHAOoAYgBJ/3v9Gvt1+KL2T/XO9Gr1mvRx80TyOvAm7uPuAvAH72Huvu4g7lDsJ+3R78rvgu4m7+vvtO5+72zyXPPW8lz0cPYy9jr2Afmh+9X7+PuO/MX9LQB4BEEGbQZmCKwKCA2BD+ISwRI7EgQUZxVgFLkU/hhLG3AZZxfIF/QWohWTFQQW2RMKEucRig8eDZEL6wqhCNEGAgUuAn3/Tf3Q+mn3M/fP9wn1T/DK7mfws+8m7S7spuu16WfpWusY7V/sD+wa637p8Oj76szuffAk8T3wFO9k78PxbfUi+aL7XvrO+Lb6Uv3F//QCGQWeBjkHdAgyCrQKAAw4D+8ReBKVExIVYhQTFBMXHRd7FlMYwxnbGFAX7BaDFD4S+xMtFrUUBRMMEYgMWgixB4sILQeZBlAFOQBR+l74N/mn9/f2gvjL9Zrti+nV7EHuy+z37MjtFerL5rfn4enB6r3ssO2y6sro+Opw7h3vC/F484zzwvG+8dX1A/r7+y3+Mv9N/U79dgHMBB4GPAeiB8kFVwYDChENSg5pD5cPMw2rDQQPWBL1FEYUcBEUEJAPFQ/9EVEULBO+DgkLdgz6DT0NTg3KDdMJOgXmBG8F+gQBBMgCpP4T+xf67/nQ+vf6rfos9d/vOu+B8XHxQ/E08xnxnex77BDuiO7r8O3zZvPR8Lfuv+/I8TH10PdX+Kj28vWS9ur3QvuL/4X/rP0b/pj/ewDZAYIEbgVXBDMDMwTvBacHdQhAB3AHMwmJCd4HuggeDPIMnguoChIL7QqNDDMOwwwNDDIMLg2sC+UKLQx2DBULpgh3CHIINQd3BDwCPgMFA8sBKwBw/rD76vhj+e/5ePox+JP0/vGV8cbzgvS49Zn1KPOK8HPwvPMB9zj4w/WA9BX12vQM9mX5evvN+TT4OvmJ+zX8yPyS/q3+CP0K/aj+CwB1AoEDXwLVARYCcgOWBPoGcQgJByUG8QeHCrAJHArnDKINPA0oDYUNzg2DDggObw1ODukObQ/6DbQM0gpRCIAHdgm3CYYGRQXtAuL9G/zT/iIB6/0P/GX3ufCK8Hb2S/l19Avy3O/464LsJfKy9anyUfGL79rrh+5w9Zn2P/Fs8eXyUvLr9H36pvo391L3hPiL+CX7XgDf/7f7c/zx/rYAcQObB/sFlgBeAR4IlAvHCgcMrwqaCDAM2hCVEY4Q/BE1Ea4NNBFPF+MUEw9kD/8OdwyNDwQUnQ7cBUgExgeEBz8FuQJiAGP9Jfur+MH4HPtq+gT0O+8M8kXzB/DU7knwOfAn7gbuu+6M70HvTe+Y8A/xnvA374Dx+fSE9Unze/Nh9iP4nPnb+3f87/r3+nf+RAIABCsEXwSSBKwGsAg7DFcPDhD6DWUNBhIiFrUVXhN3E1sX/hYhFdIWMRmnFvQTsxNsEo8S5RCMDkAMRQkJBr0EVAQ6AFn9JPw5+Sv1lvLK8gzzoe9I6T/pZuw87L3oVuic6S3p3+h46Sbrv+xi7JHqY+y08FfxDPH/8lP16fTF9MX4Q/24+6/5FP2bAZgCagPoBKIF6wbcCJEJZwyQDykPFA3hD1UVaRcjFvAWvRimFzcXbBu6HZQb/xc2FhkXzRfxFkwU5RB5DZYJngdoCHsIqgF0+Uv3u/dm9QPzGfI77uLmzOPf5+7s1ekL4+HfLeGs48PlrOi86CvmMuR05qHt7PIg8YvtTPBE9OT1J/mv/Xr9yftY/a4AwQT6BikHqQeDCbkKtAwREa8TgBLiEVwU3RZlGRwdPx3hG1IaJxxyH3Ug4R5PHVYcSxj1FqYY5xhAE+cL7gYrB7EHmgKR/DD4P/S07s/sD+186gvlTuDH3vvett4k3tPdsNxg21rcjN5H4mrkFuTP5CXo8eqs7Gjw9vLz8z32Y/lF/BUAQQJoAusD5AbECT0MSQ66DrUPvxJzFdEXUxp4G0wckx2pHh4hJySRJFUi0CF4IjkidSEJIcggVB56GfYUExQKEb0MUwhvBE//F/pc9ZDwYe0v69XmfeGj3SHbytlc2cXYv9em1lbVQNXF19zba96w3hXe2OAN5k/qQu387u7vEvLa9ir8nAAhAgkC8AIgCF4NpA+mEEIRFxLnFewayB5lIPYfzh4XIXYmhCq+K48qFCceJLUl0yhzKigngx/BGY4ZahmwFeURdwybAlj8R/vY+EXzPe1K5EHf+d7829bXa9cT1NHN8c540gfS3dEl0pLRF9Xh2RDbsN6l45LjeOSl6hnvj/Fh9Qb3HflK/tMB+AK3BpEK2AuRDzATcRQEF54baR3sH2YkIyezJ0cq6S0/MacyJC+bK5sudjIBMDIsjClKJA0fJR2HHFQYfA3LAQP9l/1C+Qzwhujp4QjcM9hy12PWxtCwybPHLcuNzSPNWMykzHDPJdM719DbFt/43+bhSOgc7o/wq/Iz9Sn4hfv0/0QEcAhMCPAGzQvgE9MWfxa6Fx4aAR4mJEsonisrLRYsiy1YM3k21TTrMv0vCi9sMpUxtSkdIwsf8xr+GHwVQgtHAEL5lfSg8/ftmuAy2GTXk9VP0ebPCsvAxXfFTsdzy/3NvMtDyv7Pm9aK2dvddeDR4aLlveoO8F/0o/Xl9CL47v0kAQcFjwlsCmcIkAqIEVQYrBpRGq8bmyDSJJoqDjMUN9Mx9ywVMfk5ET8dPDg1wzEXLsQqNCy+LqwlchVmC6gIwQh4BD/6OPCO59LcENQs2WPdn9UFyBTAycHwyKvNQcwszIjJLcS2zfTeiORn3jjcDd/65rDx8/XJ9gz2bvKo9M7/fAaZBIEFNQcIB2MLFBI9FqMYKhmXGIQeuSixLKAv/TTDNBwwnTHpOHA/rj90OKUuBiuWLL4vki+KI68RqQY3B+gJCgUc+T/peN0+2ubesOBQ1h7IMsB9xVLOhNCBy+fGhsbLybzSNtzy3uLaF9kE4YPsZPKP8Vbvr+8n8xT5UP43/977rvmN/BUDOwnYCw0KfAlgDVcUgxoEHwsh6SOuJ9otUTZ6O2M4yzO3N2k+F0GrPMEzmy37LdQuRykMIdAVRwlqA3wDKAAZ9QrmyNnG19fb79ld0orKdMT0wh/FLcmAzqfQPcv5x+PPstrS4EbieONB5TvmdulK80j8HPq48tXwuPRd/JUCwQJm/eP3ZvlPBaISlBESCEUGLxB8HdYmWSi3JAAm5C5cOSg/aDvHNpA44jwxOv83CjizMDkm3yIoIXgZjw6mBVf+HPnD8IHmu+BJ263UqdG00eTLKsYWx13Ij8jpzGrPCc+4z1vW0Nsx4Xzk2Oa765PuKO/o8uT6/Psq99r19/ZE+lD+gP+w+0f3Tfdz/UcJgA4jCKYBFwfdFFEggCRAIxUkICvBNR0+PkDZPM47MD8HPxw8zT2WPYs0/SluJIIeTBlkE9MJj/1U8hHq++Q44hPbi9LfzI3IncWHxlPJX8ibx+3HMMl9zg3Y/9183gnfBeMw6r7yzPZ790H4oPlu+6z+DwCl/tb9vfzY+rD6iPwl/kD/i//u/7YDdQgOC3oN6BHBF/od0iUPLBUwXzSmOPw70z3HP188FjlWPIc/ETkaLDQkAx/jG/wWHwxX/XvxVOxy5+7iktl3zqHIKMiHxtLDYsQ6wg3A/sMmylbNQNFZ16rabN555WPrMO/V8gf4Gvui/Yn+YP82AKEBVgP7AcL+5/va/HT/eQFOAIz+BQE+B2ULaQxeDZwRURkOInAoyyueMI82NzyZPmk+1TyAOmI8n0G4QWQ0GicwI+EgVRwQFd8HofaO7pPslecE3wPUh8lOxavGk8YcxFLCYsCnvj3AV8jl0snWCtfb2K7eruZN8Tr2TvWO9ir7gv88A98GcgV4ASAA5AA3AeIBFwNW/8/5nPmq/nkE5wjyCTkGEwe+DwMaEiAaJYwpGC17NLk91UAhPUw8+z25PG0+eULyPOgt0yRDIDUZJhQWDaH9M+5g6ETjF9zx1WHMFcAWvA7D9MRIv0a7AbvfuuHCTNFp1lrUKNc53tDlUvHZ+TL4nvbS/DIExQhiDRMMbwMYAXkHIwqSBz8ERf5L+TH+GwTgAnIBNQQoBj0HmwzoEjAYfx7bJVMqOS48Nn4+2EAaPxQ9HjtnO+lBVkXoOiIqqSCWHHkYsRVSCv31M+eS4/zf5trx04fGC7tYuhS+GMFywdS8WLZTuX7G29Oy2hrZa9ma4GTrmPVc/jUBmP4zAVUIlA38EfARRwszBk8IcAp9Cu0IJgED+6v8QgD6/xUBSwPPBIYGfAhiC2MTkxyiIWkluCr0MMw4jD+hPps5MTlMOlk8J0A9PaotoB88G2gWnQ/dCMH61OgX4LTdmtYuz3vIN75nuAu8871Kuce5Mr6lvm7Bxs3y1wjaTN4I5jvr9vLM/kcD1AJQCPkMOAw3EJ4VVhHGC9gMMwuMB6oI4QZd/6D8ZP7z/PP9RQIcBK4DQgauCVgOqBZkHssjOynqLlo1qjsxP789+jvXOWc5cz0LP0Y1mSZyGykU8A7qCpf+ue3U4NHZ6tOCz03Jc77itgq3Kru7u+6497nZvubCh8kt1tHdmd7s5dHupPQq/qAHSAaICMUSsxKlDlgV9herDwkN6A3yB68GCAgAAVv6Svu++u34IP3D/3kAtQIJBcQIUxCPFx0eeCYELMgvQDjiPag9rj2+Pmw7zjgBOuA4BjG+IzEX4A6/BzwAx/Vx5wHaDtSdzUrExMDSvQC2w7NCupC6i7eOvY7EtsYtzyTdfuNO5pjvF/d6+80FQA9NDmYPNBefF8MTFxdaGNAQJQ1FDbYIHwP5ASf/Yvo3+FX3D/b59+H8QgHpAacD4Qh2EPkXoyHSKfktyTLGOgVAoUHZQRtBnD50O0U46DYYMnMkNRaeDF8C8PjO8cDk+NS9zVLH4rz2uR+6ibPHr4O1jLdmt3u+R8YCySHRkd9e6b3tWfU8/RADugrxEw0Xthc5G54bLxgWGXgabRPvCycL+wiQAgD/8vsx9lHznvQL9En1ivq//jT/JwMXCUMPehebIqkqaDD9NTo78j6dQnpCeD++O1Y5pzcJNg8tyRwaD3MF6vql8ovqktyjzQnF87xZt5u3ArXDrquuRbRJtgy6dcKAy/XSwNlx4K3qCPgbA7oITQ3HEP0U2BlRH9giOCIrHAIWyhTKFOgPGglKAwf/T/sy+U32D/KC707xrvX2+Qv/+QL6BMYJsxMXHQolNi6KNfQ4sj0aQ9ZDZkI8Q21CSDrkMHMshCibHKoN3AB/9EXolN/+1NnJcMOXvC6weqwDsi+yRq+gtP66RL12xNHPpNkk5J/vuvbM/KcGexCEFjgccSI/JEUhWiBsIkghmxwlF2sQWgkEBroCXfyp9g/zNO9D7abuMvD58X33iP4GA2sFVArzE3Yf8ShfMAU3Azz5PkBCfEVeRclBOj45OtcwmSXhHVMWxwng/NfvkuA41MXLIMJ9uz653bAgp9mp6bALsuW1bL/KxPzI99Km4M7txfm+AXAH6w5cFxsdlyLvKD4r6yWYIIwgpSBeG5gTJw32Bfn+r/nd9jrzy+476hPooukS7gbzRfluAKsE7gWvC0YYKCXILrI2sTwQP+c/H0LuRH9FXUEPPOk2Oi7nHnoRUAkvAC/zteeD2+zLar2CtRGz97PdsaOqfKfSrVm1brvhxajQR9Vj3JHrKvtRBC0McRMtGesdeyMMKEQrniozJGodJhuMGCURQgp6BSr+B/VM7+nsZeoI6KHm6efV6qTuD/SU/bgGBQtADrYW/iI4Ltc3JkA6RG1EBENGQ8ZE4ER6P3s3Zi4GH54NfANO/gzyoeTd2HLKpLhbr36to6/LsXmvuqmVrEO3Vb/gyPPX2eKS5qTwVwHwDYAVcxyJISsk+CeKK4ksECroI3wbzBXAErAMGwNe+2f1RO6o6CvnIuZZ447iReVv6tLwq/gXAZIJMBDAFXQepSoBNto+WUbLSfZHQEX3RDNFrUJEPOEyLygrGPAEIfgq82Howdn8zrrD3rGNpw+otqzssNCzPrHhsrq9vck81N/jD/KB9wP+rAyyGWofqiOVKMkp1CgtKdooSSMPGnARzAsLB9v/b/Yq7gPoXuN54evhNuIY4Zzh8OXu7pH4jQEVChYTMBk7H3IowjR3PoFFAUrYS6pIBUXWQRE/2znmMqso6R11D0v7AOmP4Y7btNDuyJfCp7Ieo/6i+qzattK/PcTqwsPGINPd4UzxXQN7DUsODxI2HkElZCWFJ2sqESWkHuIcvhdNCx4Cu/3q9yfxWuzG5YLeW9xC3lfgyuOO6Hzr8e4F+DsFFRG5GR4gfCUUKwozeT07SElOe01NRzxBlDwwOc81TDCPJdAXAwrN90Xlddv11yXOk8a4w0i6MaivpOGuY7o4xFPRv9Qi04DZqOnO9psGGxeBHKYXsxs6I50hTx5gI30hDhaYDucKMv7P8lrxB++n5vrisOFE29LYD+Bh5prnKe1j9d76dgKFEXYewCQdKb4u0TLMOF9Dy0w8T7dL1kTaO74zdi+pLEcmLxr8DPr89+gx2LLTSNC4yIPE5cJvtSuo8Ks1usHEidLI3yrh4d7X6MT3vQMzFDcioCALGr0dnx6rF78XRB2DFJAF+v4M+QHrs+S55uDkVd5d3cDbM9m73dLnNe1Z8gn8iwMgCI0TUSOkLPwvaTSaOEU6xT4TSJpOfkwORIA59S2fJKgg4x5HF7wK5vpK5dPQAMvqzD7Jq8cByay9Tq2SsITALcwM2iHreu7b6Ybx0/7HBtMTviMHIykZFhnyF+YM0AneD/cIP/k08pHsBeCe2vHePN6p2U3bB97O3b3jg+6p9KD5WwTpDQcUJh47LMkzMjU6N9k6qzydQMhIlE0CSBU9KTHIJI0cLBx4Ga8PJgOS8cTY/smay8zMZss2z0zLGLkMsje+D8x72qruXPax7jXvAPwtBvIRuyH7I0oXnhBmEfEMIQkzC9kF+vSW6GblxOGE3e3dSd6c2bDWKNvW4pHpR/Fl+ez+MQQiDqIZMyL9Knk1wDkIOCw6JT/DP+ZB2EjfSKk9CzFaJYgZCBQsFAAQNQSM8zXdxsqexlfL9c4L0p/P4sL0uVrANs6r3ZXu9PaQ9JX2BQEHCXYPhxeJGFsQrw2FEdoOwwSU/I7zBudp4XflvOYD4WDbiNZb0UzUjeH07XT0k/lx/Xz+RgT8EVUg6CqjM444LjcPNbA2PzuUQUZIsEmKQt00YSXbGVQW1RWQE+MMofxH4y/QOMsIy8zOUNgn2ffJNsBLxQfN99iX74n9U/mC+LgCxgaRCWQVWRoCD5AJMA5rCtf/Gfvn8uHiUtzt4WLj8d8H31raHdHx0ijhzu0H9/IACwSnAE4FLxQ7IjYu4TjoOms16zPkN+08XkT6SZ5F9jhSLBAgBRhbFuoVCw8FA+3w8NzI0MXOutAu1mTblNa1zGjKZM6z1VXmRfkrACYAPQOZBGUDDwnsEKUQPAx3Cl0F7vo08VrpEuH02xHd996+3T7aGNad0inVFd9X7CL4zQDEBJwG9QqDFEUiDzCzN/83EDbBNE41fTobQvRDtTspL5oi1Bg9ErMQgg+4BxP3IeYb2tLRwM8l1/Hdz9ox1YbU6NQ32Z3oXvpHAvEEdQh6CPgG9AsYE4gTKg8mCsYAA/Xb7YnqbOTL3Traa9Zh0TvR0tVG2ZXcFuRx7Gjz7vwSCZgSfRt/Jisv2DK8Ns86JTwaPh9DcURnPmE1kioIHvETdw/wC94F2/uD7frdfNL/zZfQydjE3jXebttT23De2OeM+I0H8Q5sEhoVyBRBFNoW7BhOFh8RzAk3/1fzVepU4oTa+NNqz0jLVMmGypPNjdFt18neb+dz8pP/1AwhGhUm7C21MkA4nz3uQb9HjEzuSaJAODVBJ6oZwBHFDaYGpfvM7HrbtszcxRzGHcyC05jW+tWF1/PbkuQZ9CwGkhIuGk8fnyABIGsidSWnJKcghRmWDSoAx/Wl7BvjM9uT1ADNx8esx1bJ7cvn0evYEd5a5pTzfAEMD4wdzyf7KxswfDavPHZD6kqcS7BC2jRDJ5YaoRGLDcYImPyW6kLZ9MrhwSrCK8qqz3zQWdEY1DjYqOOx9QQGrxA9GWQeeSDNI+sozCruKOcjXRpNDnUEmPw49AfsieRY253SKM+n0DLTvNc33uzig+Zd7u35xwXbEuEfrSepKpotwTDDM1M5tD56PE8yAyV/F60KpAP3AJ/7wO1R3nnQxMVQwQDIUNCk0y/V9tj+2+ziOvKIA9wOKxeRHXkfph9kI84mgCUOIY8Z8g1fAnb6ivMe7c7nVeFx2YjVTdYp2Y3fOelW8Pr0ZPywBloRRB5vK3UzfTWjNtg3OTlBPIM+VDhoKnEbDw2b/wz4aPSq6uPa48wywSO4Hbm5whnKM85O1OLZjN5F6iv8vws9F2UhVyaqJqAnjirFKb4l+B8XF8UK2P8599juBucF4NbZN9Vt1CLX5twC5JTrx/KH+4YGKhR6IhUvrTePPCQ/BUJ8RvxJcUgSQJoytiGlEe4FfP7/9CjnbNaPxYa2zq8usx+6gb8zxZDJY8ww1AXkBfU8BIASFRyQHosgXyTpJZkkciLcHOoSOwh2/xX3qO5a55zhKty82MfZBN674ibpNPHo+L4BMQ7QGgUmNjAhOOg7VT/mQ4xGv0OlPWA0HSdbGLUN6gQj+SLr6N0pz8PBEbzpvKi+K8O/ycvNuNB+2fnlYvKL/+QMVBQRF6EZIhsvGY8XThbfEH0HRf/s9qrt1eYF5CjhFN673dffm+Jh6DryU/z2BScRJhxvJCosLzSqOt8/2URTRlxBLTjeLaAirheHDngFVvmH6ivc089lx0bEUsUCyNfL789P1IfaJ+Ri71H7sAa3D+YU0BeeGAEYdhZ4FCMQTAmRADD3/O3r5m7iZ9/W3GbbYNue3cjiKet99aUApwunFXMemiZELmA1qDyFQiFD3j1VNZUrsiCFF5EPUQaB+WHr/dxr0XLLgMo3y/bN+9Fl1UTZTeF162b2GwL1DEoTThZOGEQZoBiIF+MUoA6qBfb87PT47RLp6eXA4hfgg99Y4cPlV+0A9xkB2wpUFC8c0CKzKTcxAzgZPdo9SjioLtYkgRrMEKcIvQDq9Frnt9pL0RbLZ8m8y/HQQdYw273gY+gI8Xz7pQYbEa4XBRvwG+AbuRmUFv4RCQzwAzH7FPOt7ELnIeOg4MDf/d+74qjo+fCs+lMFIA9zFwAf2SbpLsk27DyNPnc6JzPVKpghWBcsDvQEEfmd6qDdz9NzzEHIw8jly7vOJtI62B7gDOmL87T+NQgOD90THxfEGEQYsBWkEQEMFwXj/ZH3lvHb63nnCeXp43HkU+ju7qj26v5fB1IPmxZtHsgm6y6hNe047jYBMT0qnSLmGegRkApNAOHy3Ob13YnWMNKx0lvVWtc02u/ezeSL66L0mP7CBq0MwBAEE3wTchJnECgNlQjvAvv84/b88OrrG+nT52bnIOhH67/wQ/fy/RMFzgsBEj4Y1x9LJ1Ms/CwZKowlMSBhGRkTMA6/B3/9BvMU6+jjfN0j3ALfbuEn4qPk1+jo7Ijy/PoqA+MIegyUDmMOpgw4C8AJ0gZDA3T/r/p19VfxV+8l74Lwx/Ie9pb6Jf+sA24IRQ0qEigXoRwHIRQiDx87GvwURg8RCc4D2f6B9yvuq+Yi4tjeD90G3xDjW+b86IHtKvOR+LP+5QXgC8QO1Q/sDwsPPQ0IC5EIRQUpAdz8BflQ9uP0VvVK9w363Py1AAQF8wjCDJARBRepG5EfBSKiIPIawBTqD6UJKAOO/oP5CfBa5i3hKt4i28LbZOD+47XlPemV7nfziPg4/xwFywjKCh0L7wjPBWUDEgFc/uf71/kR9yb0FfOY9BT4hvzdAXwH3QySEZwVdhq3H2Ak4CdNKr4opyLaGhIUTwztA//9Gvkq8GTlrd4w27vXM9ei2+vgPuTc51jtuvJg+P7+NQVACXYL2As+CukHuQU0AyMAUvw4+IL0fPL58f3y2fXk+Ub9AAB1A7wHYQz5EXgYdR5LIoQj7SB7G70VzxAwC+wFIwIK/YH0AeyF5yTl2+N65bzpae2e75byf/af+tn+/wIHBg0Idgh1B5QFdgOSANL8y/mo9wj2CPZz+Ff7W/3G/7QCzATvBj4LmxCLFQkaoh3LHc4ZvxNNDf0GMAG1/Oz4QvSN7YnmHeLO4DfhIOTI6SvwUvQN+Dr93gL/BpUK+g3KD+8OFA0FCwEIBQTJ/+n7Ufil9TT14Pb2+Zv90gF9Bc0H3wnpDR4TQxgHHUohUyJRHvwW6Q6MBiX+OvcT8qjssuVx3uHY4tW61YnYPt6+5WPtPPRA+zAC8AetDNkRABZ5F0YXHRYaEiYMqAYDAgL9cfm4+Dz5yfk5+1H9kP6t/3ICugbkC9ERExjCHFUeLBwmF4QQ2gmhAzL+iPna9Lruuude4kHfrd1S3jTim+cs7NXwfvZw+/P+MANFCMQLgQ0QD3cPIA0vCugHmgVWA2UDSwUDBy8IbAkpCs8JogmeCu8MtQ/WElYV5hWeE88O+QdYANv5xfQ58HnstukV5rnhst8s4AXhoeOy6fvvIPR6+Hj9hgBuAsIFKQltCqYK0wp+CdcG9ARWBH4EAgYrCXYMAg8sEdgSVxPVExIVjhaTFwMZEBmiFtQRwQsRA675uPGZ65flRuHQ3srccNqP2qXcvN8+5IzrqfLi+JD+6AP7BkYJDQvTCwMLzgmWB/MD9/+r/DH6X/kl+/798wBGBHkHfAloC8QOnxJJFkgaKx6HHz4eUhtzFvoOFAcGAAX5tPFE7NPnoeNi4LDfi9+a4IzjWejo7EjyFPho/XAB+wSSB7II3giSCDoHSgWjA14CgQEzAtYDuwWPB5UJWAq4CvwL4A1KD60R1hTrFYMUZxKdDtAHswBE+5n1c+/l6pfng+Ss4gnjBOQ15v7pde4a8yP5Uv8jBHMIdQxQDicOCg43DZ0KzAclBkEEVAJlAoYDKQQkBRgHGwibCHoKzgy4DloRcBRAFSIUKRLNDX4GiP97+ZbyDewM6F3kQ+Ah3ijeDd68323kA+ov70L20/1vAwQI9gzbD94QzRFfEpQQSQ6XDIUKUAjWBzMIQQhsCCkJgwjNB1EIrQmMCqIMOA/oD+AOFg1iCVsDDv6g+dP0CPAd7XDqCeem5Grk1+Qh5j3pd+3x8f72s/un/yMDHwaoB5QIRAkLCaUHpgbwBfoErAQuBvAHaQluC4sNPQ5LDvAOmA/VD/UQHhLlEUQQmQ2pCDUCCvxW9q/wQuxj6eHm2+Ry5LzkX+VJ5xjrA+9t8834Rf4YAkAFDAidCdEJxAlUCTUIqQZ1BXAEEgRzBHsF7wbOCKoKxAuMDHwNMg6sDswPyxDRELUPpQ28CXoEC/+7+Wb0GPDi7ETqH+hK523nFujb6S3txfBU9EL4aPyv/1cCtgSYBk8HLgdSBu8EKgOTAYAAcwA1AZICYQSKBpQI8QkXC2wMqg2rDtsPJRFuEaUQ6w74C3UHXQJz/a74TvSy8NztnusY6p3pKer26wnviPIw9vb5vv3ZAIsDHQZJCHsJ2AmICUoISgYiBHECGwGDAMQAmwGuAvsDQAXpBWoGOwfwB6EI2wkRC4ILYQtTCrgH8gMNADf8efiu9RX0ZfKl8KPvI+/e7srvXPKu9e/4Q/yA/7gBAANXBJMFMAaDBtMGWQYGBW0DMQIeAY0A1AC7AdsC0AO/BFIFkQWjBcgF+wUYBhoGSAb9BdcEGwPtAAb+8PpP+Fb2k/Sn84XzpPOu8z70OvV09iH4kvpG/bf/3AGXA2sElwSABEUE0QOOAyYDZQKUAQ4BfgAnADcA5QCSAScCzwJvA5gDrwPaAycEIwT5A7UDPwMmAsoAMv9I/QT7RPkM+CT3q/bO9if3Z/fR97T48vmd+8H9UgBwAhYEPgXhBR0GZAbPBlYHpAe0B50HAAf5BdsEzAPAApgBvAA0AMH/CP+o/mj+rf3C/Er8/vvK++n7h/zu/BL98PyZ/OT7a/tb+8z7wvzV/ZD+If9G/zz/VP/l/wABIAImAx0EcAQrBCIEagS7BC0FvAX4BYAFcgRrA18CcgEjAQsBzABcAJ//h/5M/X389fvH++77M/xO/G38Ovzu+7f7aPv7+gj7R/vd+3r8OP0x/tf+OP8UABkBIgJkA+cECQaHBrgGzwaaBkEGCAblBVwFpASoA7wCyAHxAC0Ajv8F/x/+L/2h/Fr8CfwV/Fz8PfzP+5v7qPvT+zP86PyT/Zn9Rf1J/UH9of3g/nsACwJSAykEkQTFBAMFoQVZBtkGMge+BqgFWgQNA/IBJwHBAGwAvv+//pb9gfyt+0r7bfvG+xH8IvwJ/Lf7VvtV+7H7TfwQ/dz9ev6E/lj+QP4g/kD+6v4SAEABQAI5A7UDswOaA6YDxQMIBGsEoASKBAEEKAMKAvgAKABo/+7+xP6X/g3+if03/Z384/u1+6D7bvuf+w/8pfwx/c39cv69/rv+7v4o/3L//v+wAFwBvQHiAfABzwHXASsCwQJYA9gDHwTDAykDfgLnAUEB/wDVADkAi/+i/pT9rvxT/Ez8j/zX/Az9Av2j/Df8Nfx4/Df9V/5s/4UAaQHhARsCNQI4AjUCMQJNAmoCVQIsAuIBWAHTAKwAfgCdAPgASgFpAWIBIwHUAI4AiwCtAM8ACQERAYUA4P9W/73+aP53/mL+Nf6v/eD8C/xM+wX7fvsr/EH9R/4J/2n/ov/J/ygAsgBpAUIC2wI0A1IDRAM3Ax4DDQMEA8YCiwJaAtQBXwHXADwAb/+w/gr+h/0T/fr8A/35/O/8G/0f/UX9p/0T/o/+8/5e/7z/JQDBAGsBJAKlAgYDAAOlAiACjgH8AJcAOgANAP3/tP+A/zH/5v7U/s7+Bv9d/7n/4/8BABAABQAtAFIAlgC8ALwAkgA/APP/sf+j/57/eP9Z/+j+gf4X/tz97f0x/rX+Xf/1/3sA7QBUAbcBFgKIAuECOgNcA2gDWgM3A/8C3AJ7AhkClgHlAEMAu/85/8H+Yv4H/qr9Y/1W/Yj92v1E/rj+C/9K/4v/2f8/AHsAuwDGAJYATwAZAOr/2//+/ygARABDACwA+f/e/9T/9P8qAHgAnQDPAPQAJwFjAakB6AH9AfEBtgFbAd0ASQCz/xz/jP4Y/qT9X/0G/cP8mvyB/JH83PwV/V794v00/of+Hf+g/wsAfQDaACMBcgGxAfcBBgLRAZEBVAEFAeMA7QAFAfsA+gDDAIwATABOAG4AqwDIAL8AdgAGAJ//cf9X/3v/f/9q/xv/+/7e/hL/aP/o/zAATABVAD8ANQB4ANQAUAGIAZkBbAElAfEA/QBMAbIBBQITAuEBigEdAQEBLAFiAawB4AHlAbwBdgFDAf4AyAChAJQAVAAkANn/kf89/wT/7v4B/xH/Kv9R/z7/Nv8y/0b/U/+g/+//QACXANMA6gD4ABoBOQF6AbQB8AEQAhQC9AGlAVUB/wDJAMwA3QAHAQkB8QCvAFAAEADk/9D/yv+1/4v/Uv8A//X+9f4R/yn/Uv8R//L+wf66/tb+Nv+a/9T/7P/r/9H/u//c/ywAYACkALIAkABQACsAPgBnAKcA6QAJAdIAngBrAF8AoQDhAEABDAHUAD8Atv8b/wf/Cf9N/33/pv9e//r+sP6D/ob+5f5W/8L/2f/h/7j/j/+B/+T/PwCwAAIBIQHOAFEA7P+r/6r/4f8uACsA4/9+/wj/x/7Z/h//mP+7/9L/jf9D//j+7v4X/1b/mf+5/6f/Zv9T/xr/Rf9U/3H/jf93/3H/Y/9o/3//r/+q/6H/iv9y/13/gf+t/+H/EAAqAE4AcgCuANwA8gDdANUAwgCyAKkArwCaAHUAKQDX/4n/Xv8o/x7/4f7C/pT+fP5s/pD+yP76/lT/kv/B/wMAHgA/AEcARQBMAFgAZwBpAIwAaQA0AMr/bf8N/83+z/7D/gT/9P4H/9r+4f7p/k3/wv9eAOsAOQFfASABxgB7AEkARQBfAGkAVgACAJH/Av+p/nX+iP7I/tf+8P7i/uL+0P73/kX/sP8kAGUAewB9AG8AcgCMALEA4wD5AOMAngA9AOb/w/+6/9P/5P/l/9D/xf/d/8j/3v+v/5L/aP9y/4b/1/8hAFoAbABiAF0AWgB7AKYAwgD7AAUBEwERAQkB+ADgAMEAsgC0AJ4AhABoAEsAGwACAPr/7v8TADcAcQB5AHkANwANAOP/3f8JADQARQBPAB4A8P/D/9H/+f8aADkAIQASAOb/0v/R/+7/AAALAAQABwDW/+v/BQBNAJUA2wD9ACMBFQEQARIBHQEyAUsBSAEdAdQAhwBDACAADwAWABUA///H/6v/bf9f/17/bf+I/6//wP/E/8z/xv/V/+b//f8RACcAPQBPAHQAkQDDAN0AxQCpAIAAUwBPAFcAcACAAHEAUAAgAAkAAQAcAEsAbQCBAGoAaQBwAKIArwDTANAArwB8ADAA8//F/5b/jv9d/xL/wf5z/jj+K/47/mP+if62/r/+1P7Z/vT+KP9k/67/4//5//3/9/8EABcARgBlAHcAbwBJAAMA2/+s/7v/t//R/9b/sv+V/2L/Rv89/1T/iv+y/9j/tf+B/0H/Hv8a/0f/df+y/7z/zP+e/33/aP9t/5D/zP8CABQAEQDf/6n/jf+E/6//6P8RACEA+f+q/2f/ZP+C/9P/QwChALwAqgBuAFgAXwCiAP4AOQFDAQQBsABBAOr/r/+n/6f/kv9a/xL/0f63/sX+5v4a/1j/rv/y/y4AcgCyAO4ACgEmATMBUAFJATcBJgEVAfcA0ACeAH8AVQBGAB0A/P/D/6n/pv/A/+D/7f/0/+b/1P+5/6X/pv+2/7f/ov+I/0X/AP/B/rf+sf6+/sX+yP6y/pb+j/6i/tr+KP90/7P/w//J/97/AABEAIAAsQCuAJwAcwBSAEQAOgAuACIAGQD5/8//1f/W/+L/5f/V/8f/vv/K/9r/9P8GAAYA8P+7/4r/cf92/4r/tv/j//f/9f/1/w4ANgBFAFUAYQBeAEQAOQBEAF8AbAB5AGgAXQBKADIAJABDAFMAYABbAFgAPgA4ADYAQQBEAC0ADADj/7//xf/W/+f/6//h/77/nf+I/5L/pP+7/8j/4v/r/9r/0P/g//7/KwBYAGoAZwBNADsAUACLAL4A0gDLAK0AaAA7AAYAAADk/+n/9f/3/93/3P/F/7L/nP+Y/6z/z//k/wIAHgASANT/fP8y/wf/7f4C/0L/h/+Z/47/d/9o/2n/hf/D/wQANwBVAEoAJAALAAwALQBWAIMAmwCrAKMAegBbAFwAYQBsAH4AoQCrAIQASgAQAPv///8jAFQAiQCnAMMAxACxAIoAcQBtAGgAdQBnAGkAPwAYANr/pP91/1n/U/9o/37/nf+h/53/p//W/yMAewC8AN8A6wDUALIAhQBRADQAHwAiACkAIAAGAOz/2P/A/6//qf++/9r/+v8WACUAJwAgAC4AQQBXAGkAeQBuAFsAOwBBAFIAZQBuAGsAUQAmAOz/z//I/7D/kP9s/07/I/8N/wv/Kv9S/3T/kv+i/63/qf/H/+P/9v///wkA8//C/5//mv+Z/6j/uP+5/6z/lv+G/3v/kf+2/9f//P8KAAAA+v/2//v/BAAlADcAOwAqACUAKgBAADYALgARAPj/6//0/wAACAD//+z/4//i/9T/uP+h/6f/wv/P/8z/x/+7/7r/xf/e/wAALABMAF4AYQBkAFMATABYAHAAcgBvAFcAKwAWAPX/0//S/9T/yv+//8f/wv+5/6r/mv+g/53/mv+l/7v/1P///ykAVgCDALUAygDTANsA4wDhAN4A4QDbAMIAoQCQAI0AhgByAFkAVgBUAFwAbwCGAIwAlwC7ANQAzwCsAIoAdQBrAFgATQBLACkA+P/L/5z/af9H/1D/ef+V/5z/iv97/3H/Zf97/6r/3P8HADAARgBLAEMAIQABAAsAHgBLAIAAmQClAIgAPwD2/9r/3P/p//L/8P/m/8v/qP+f/63/wf/e/+r/9v8RACcAJwAhAEMAcgCEAIMAiQCPAIMAZAA+ACUAGQAhADIAPAAwABMA6//L/7v/u//T//P/GwAnABgADgAXABEAFgAlAEkAcgCMAHgAUAAwAAAA4v/W/+H/1P+//6T/ef9P/0X/YP+Y/+3/NwBzAJsAmgCAAHIAZQBuAJEAsgC0AKMAoACIAFEAEQD8/+//7f/y//3/CAASAAgA///o/+P/BQAbACsAEwDd/7b/hP9z/3H/fP94/1//KP8J/w//Gf8p/0z/bP+U/6z/zP/V/8b/w//V//L//P8ZACgAGwAgABwA+//Y/67/pv+2/97/BQAOAP//0v+k/5z/qv/F/wIANAA0AA8A3f+i/5n/qf/I/8j/tP+V/3T/hv/C//D/DwAsACoAKAA8AFEAfQCuAMAArQCrAKEAkQCLAIwAlAB3AFIAHgACAAMABgALABQAFwAmAC8ALgA5AF0AfACpAKkAigB1ADsALwBOAHUAhwBqAFwASgBKAGYAkgCsALYAtACZAH8AiQCmALYAxQC2AKAAjgCTAKAArwCMAFgAQwAuABoALgA2AC0A8//K/7//tf+o/6T/p/+c/2z/Uv89/0T/Rf9i/3z/gf+d/77/8/8mADoAMAAlABAA9v8EADoAVABcAEkAIQAHAAoAIQA+AFMATAA6ACMA8//c/+X/9/8aABsACAD+/+j/2//K/7L/of+g/8P/3//3/+X/uv+U/5b/lv+D/4r/df9x/0//M/8y/zP/YP9n/4X/pv+0/87/8v8bAD0AZwBkAFYAPgAXAOf/3f/0/xQAHwAnAPT/qv+a/4j/aP9Y/1X/P/8m/xb/Df8s/0X/VP9k/1//Xv9w/5b/u//G/wAAOgBmAHYAXgA9AAUA5//Y/93/4P/4/xIA8f/T/6//mP+W/7z/vf/d//X/+//s/8b/qP+N/3b/kP+N/23/Qv8h/yL/Lv83/y//LP8n/xX/+f7i/sP+yv7h/h7/TP+B/63/z//4/xIATwCHAK8AvwDOAM0A4ADSAJ8ASwAlAAQA/P/4/9v/5v/z/+D/9P8JAAgAFgAhACYAJQAvADEAOwAxAAwA9f/7/xEAIwAeAEEAbgBhAHYAgACDALsA0gDqAAwBJQEYAQsB2wCWAIkAgwCYAJ0ArwDAAJwAlgCWAKgAuQDNAOYA6AASARUB4gC0AKUAmQCNAHMASAAqACoAOgBJAEYAawCJAJgAsADMAOQAqQB5AHwAhACLAIMAjgBpAEMAQwA0ADIAAQDm//H/9f/W/63/pv+E/5D/nv+l/5j/if+K/2j/OP8R//7+8P7s/ub+3f7m/vb+4/7Q/s/+vf61/rn+zf7q/gj/IP8f/w//8/4U/zL/U/+K/67/uP/G/6//n/94/2//Uf9M/1L/SP9D/1v/W/9+/3P/fP+B/37/ff9s/2z/X/9v/4P/mf9y/2r/Xf9J/yv/Pf9Y/2//ef9o/0f/Y/9w/4j/vP/W/+7/AADf/7z/ov+f/4X/dv91/3//lv+g/7X/rf+2/7//pf/R/wEAAwAeADYASQBQADsAQAA3ADMAPgBjAGoAcQCKAKgAqQC0AMcA3ADlAPIA3AD1AAEB5wD1ADEBRgEtAQ4B9ADwAKcANAApACgAIwAiACIAIgAeACMAJAAbACEAIAAiACAAHAAZABkAFwAaABcAFwAcAB4AGAAVABYAEQAWABUAGgAdAB8AGgAbABsAFwAXABkAFwAZABkAGwAbABcAEwAUABQAFAAUAA4AFQAXABkAFwAXABUAFAAUABAAEAAQABIAEgASABQAFAAOAA0AEQAOABEAEgAQABAAEAASABIAFAAWABEAEAAQAA4ADwAOAA0ADwAWAA8ADwASABAADgAPAA4ADwAYABcAFQAQABAAEAAOAA8AFAAUABYAEwASABIAEAAOAA0ADQANAAsACwALAAsADwAMABEAFAASAA4ACQANAAsADQALAA8AEgAQAA4ADwAQABAADAANAA0ACwALAA0ADwAQAAwADQANAAkACwAJAAsACQALAA0ACwALAAkACwALAAcABgAKAAsABwAGAAoACwANAAsADQALAAsACQAFAAYABgAIAAsADQALAAsACQAHAAYABgAIAAcACAALAAkACQAJAAsABwAEAAYACAAHAAYACAALAAkACwAJAAkAAwAEAAYABgAEAAYACAALAAkABwAGAAYABAAGAAYABgAGAAYACwAHAAQABgAGAAQABgAGAAQAAAACAAQABgAEAAQABgAGAAQABgAEAAIAAgACAAQABgAGAAQABgAEAAYABgAEAAIAAgAEAAYABgAEAAYABgAEAAYABgACAAIAAgAGAAYABgACAAYABgAGAAYABAACAAIABAAGAAYABAACAAYABAAEAAQAAgACAAIABAAGAAYABgAEAAQABAACAAIAAgACAAIABgAGAAYABgAGAAQAAgACAAIAAgACAAQABgAGAAYABgAGAAAAAAAAAAAAAgACAAQABgAGAAYABgAAAPz//v8AAAIAAgACAAQABgAGAAQAAgAAAP7//v/+/wAAAAACAAQAAgACAAIAAAD+//7//v/+//7//v8AAAAAAgACAAIAAAD+//7//v/+//7//v8AAAAAAgACAAIA///+//7//v/+//7/AQACAAIAAgACAAIA///+//7//v/+/wAAAgACAAIAAgACAP///v/+//7/AAAAAAAAAgACAAIAAgAAAAAA/v/+//7/AAAAAAIAAgAAAAAAAAAAAAAA/v/+//7//v/+/wAAAAAAAAAAAAAAAAAAAAAAAP7//v8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 21,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "reshape_waveform = waveform[np.newaxis, :]\n",
        "flanger = audio.Flanger(sample_rate=sample_rate)\n",
        "flanger_waveform = flanger(reshape_waveform)\n",
        "plot_waveform(flanger_waveform, sample_rate, 'Flanger Waveform')\n",
        "Audio(flanger_waveform, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Gain\n",
        "\n",
        "[mindspore.dataset.audio.Gain](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.Gain.html#mindspore.dataset.audio.Gain) can adjust the gain of the audio waveform.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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              "\n",
              "                <audio  controls=\"controls\" >\n",
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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 22,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "gain_transform = audio.Gain(1.2)\n",
        "gain_waveform = gain_transform(waveform)\n",
        "plot_waveform(gain_waveform, sample_rate, title=\"Gain Waveform\")\n",
        "Audio(gain_waveform, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## HighpassBiquad\n",
        "\n",
        "[mindspore.dataset.audio.HighpassBiquad](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.HighpassBiquad.html#mindspore.dataset.audio.HighpassBiquad) performs a two-pole Butterworth High-Pass Filter on the input audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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              "\n",
              "                <audio  controls=\"controls\" >\n",
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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 23,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "highpass_transform = audio.HighpassBiquad(sample_rate, 1500, 0.7)\n",
        "highpass_waveform = highpass_transform(waveform)\n",
        "plot_waveform(highpass_waveform, sample_rate, title=\"HighpassBiquad Waveform\")\n",
        "Audio(highpass_waveform, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## LowpassBiquad\n",
        "\n",
        "[mindspore.dataset.audio.LowpassBiquad](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.LowpassBiquad.html#mindspore.dataset.audio.LowpassBiquad) performs a two-pole Butterworth Low-Pass Filter on the input audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 24,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "lowpass_biquad = audio.LowpassBiquad(sample_rate, 1500, 0.7)\n",
        "lowpass_waveform = lowpass_biquad(waveform)\n",
        "plot_waveform(lowpass_waveform, sample_rate, title=\"LowpassBiquad Waveform\")\n",
        "Audio(lowpass_waveform, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## LFilter\n",
        "\n",
        "[mindspore.dataset.audio.LFilter](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.LFilter.html#mindspore.dataset.audio.LFilter) applies a IIR filtering to an audio waveform.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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gAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgP9/AYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgP9//3//f/9//3//f/9/AYABgP9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9/cFgBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAgsUBgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38++gGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgEzY/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgP9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgP9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/moAYABgNpB/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f7e+AYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYDdIf9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/SQIBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/ZlQBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3/kVwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f8Q//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/J0oBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAhSn/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3/8EwGAAYABgP9//383A3ipAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3+qIf9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA0uT/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/euEBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAt7fw7/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/ZnQBgP9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/RzAYCwT/9/9U4BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgA9f/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/fkMBgIXWMrLiwv9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//39EBwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYAB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gAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 25,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "sample_rate, waveform = wavfile.read(wav_file)\n",
        "waveform_f = waveform.astype(np.float32)\n",
        "lfilter = audio.LFilter(a_coeffs=[1.0, -0.95], b_coeffs=[0.3, -0.2])\n",
        "lfilter_transform = lfilter(waveform_f)\n",
        "\n",
        "# Normalize or clip values to int16 range if needed\n",
        "lfilter_transform = np.clip(lfilter_transform, -1.0, 1.0)\n",
        "lfilter_transform = (lfilter_transform * 32767).astype(np.int16)\n",
        "\n",
        "sample_rate = 16000\n",
        "plot_waveform(lfilter_transform, sample_rate, title=\"LFilter\")\n",
        "lfilter_transform_audio = lfilter_transform.astype(np.float32) / 32767\n",
        "Audio(lfilter_transform_audio, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Magphase\n",
        "\n",
        "[mindspore.dataset.audio.Magphase](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.Magphase.html#mindspore.dataset.audio.Magphase) separates a complex-valued tensor into its magnitude and phase.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Apply the Hilbert transform to get the analytic signal (complex)\n",
        "analytic_signal = signal.hilbert(waveform)\n",
        "\n",
        "# Create a complex waveform by stacking real and imaginary parts\n",
        "complex_waveform = np.stack((analytic_signal.real, analytic_signal.imag), axis=-1)\n",
        "\n",
        "magphase = audio.Magphase()\n",
        "magnitude, phase = magphase(complex_waveform)\n",
        "plot_waveform(magnitude, sample_rate, title=\"Magnitude\")\n",
        "plot_waveform(phase, sample_rate, title=\"Phase\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## MuLawEncoding\n",
        "\n",
        "[mindspore.dataset.audio.MuLawEncoding](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.MuLawEncoding.html#mindspore.dataset.audio.MuLawEncoding) can encode audio waveforms into mu-law format.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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ImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayKRRJFEkUSRRGsiayJrImsiayIAAGsiayKRRJFEayKRRGsiAABrImsiayJrImsikUSRRGsiayJrImsiayJrImsiayJrIpFEkUSRRJFEkURrIgAAayJrIgAAayJrIpFEkURrIpFEayJrImsiayJrImsiayKRRJFEkUSRRJFEkURrImsiayJrImsiayKRRJFEkUSRRJFEayJrImsikUQAAGsiayJrImsiayKRRJFEkURrIgAAayJrImsi30iRRJFEkUTfSJFEayJrIgAAayKRRJFEkUTfSJFEkURbU99I30jaVuVTXfNM61L2jPlo8F3zUvZ5UT/1kUTfSN9I+Pv87RDv/O3e79Py+PsDUt9IPVWpV9pWMlhbU1tTAVkfV29UmE/fSEpLb1QDUm9UW1MAAB9XRlm8WFlabVsKXYBcHV7rXuteul9EYM1gRGD/X6de616nXrpfp16nXthd2F1iXv9fV2GcYZxhEmFXYSViV2HhYc1gRGB1X+te/19iXmJeMF91XzBfnGHNYHVfHV4KXQpdbVttW55anlrjWihbbVs7XItZZFdZWqlXnlrlU9JSDFZ3WJ5aWVoMVh9XRlkyWD1Vq/f4+/j7Uvbp7GrpOer06d7v6ezL7l3zhu4F8gXyLPSYT8vue/FS9tJS+FRKS4ROmE+M+QAAayJrInvx/O196jnqOeqc6Ffo4Ohq6a/pQ+eI53Xm2ORi5ZPk2OTr5WLlHeUd5evlMOZ15kPndeaT5JPkCeRO5Ankk+ST5IDjO+M747HibOJs4rHiseL24rHi9uI744DjxOPY5GLlMObr5XXmpuX/5uDo/+ZX6BLoEujg6CXpOepq6Tnqaul96iXp9Oka7C7tkeve7yz00/JrIt9Iy+6R65Hrr+lX6P/m6+W65uvlpuXr5f/miOfN583nQ+eI50Pn/+Yw5nXmnOhX6Jzo4OgS6M3nnOhq6WrpV+hM6/LwpOwQ73Pt6ezL7vLwX+yR68vuc+0a7KTs/O2Z71/sLu2R65zor+k56sLqX+xo8Cz0+Pu37UzrEO8/9XlRe/HL7l3z0/K37Xvxkesa7PTp9Ong6PTp4Ogl6a/pV+iI5//miOec6ODoOeoa7JHr6eyG7nPtLu1S9phPLPQF8t7vaPDy8NPyhu5o8D/1LPRrIsdV+FQMVihbxVzjWllaRlmLWe5XnlqxW7FbYl7rXqde2F2nXjBfzWBEYM1gV2GcYVdhnGFXYZxhJWJqYiVi4WGcYVdh4WHNYIhgMF+nXutedV+TXTtcsVvjWuNagFzFXLFbTl2xW7FbO1z2W7FbbVsUWp5axVwKXZ5a+FRvVN9ISktS9oz5BfIs9JFEq1CYT5FE5VOrUJhP0lJ78Wjw8vBz7RrspOx78dbrnOjN57rmdeZ15qblYuVi5brmdeZ15ojn/+aI50PnMOb/5v/muubr5XXmMOa65lfoaumc6EPniOcS6K/pOepf7FfonOj/5hLonOjg6Ffo4OiI51fonOjC6mrpwuol6WrpB+uk7BDv3u+G7hDvEO8a7DnqOerg6FfoQ+e65v/muuZ15pzoaunT8pnv+Pv4+4z5UvZrInlR+FRGWfZbgFyTXR1ep14dXthdYl5OXU5dCl0dXjBfMF9EYP9fdV//X6deHV5OXTBf617rXjBfp16TXW1bKFuxW55abVsUWgpd2F32W55aKFsBWcdVhE6ETqtQDFb4+wAAUVZkVz1V5VNvVGRXH1cfV8dVRlk7XMVcgFzFXJ5aH1cUWllabVtkV8dV0lJS9t7vjPk/9RDvjPl5UYROSkvlU5hPBfJz7ZHr1utq6a/pJeng6JHrme/T8vLwSktvVOVTeVEAAHvx/O1o8Gjwt+3T8qv33u9o8C7tc+2G7svut+2RROVT7lc7XNhdTl1OXcVcCl3YXdhd2F3FXGJep15iXoBcgFyeWhRabVv2W05dp15OXZNdHV4wX6deMF8wX2Jeul+IYBJhiGDNYIhgRGC6X+teul8wXzBfMF/rXkRgul//X7pfp14dXuteMF8wXx1eul9EYHVfdV8wX+teCl2TXcVcWVofV9pWAVlGWRRaRlmpV+VT+FT4VOVTUvaETqv3c+2k7JHrOeqv6UzrfepD583nQ+f/5nXm/+ZX6Dnqr+lq6Yjn4OgS6Ijn6+V15rrmQ+cw5ojniOfN5zDmMOZ15uvldebr5ablMOYw5uvluubr5ablpuWm5WLlHeVi5evlHeVi5evl6+Wm5XXmiOcS6HXmuubN583naunW60zr1utf7Dnqr+mv6SXpaukl6a/pTOvp7JHr/O2k7JHr6eyR633qpOxz7fztEO/L7svut+0a7JHrJeng6BLozef06cLqB+vL7l3zayLfSOVTSkuETh9Xx1WpV5hPb1Q9VQxWH1cBWWRXi1lZWjtcKFuxW7FbgFyAXJNdgFzFXJNd615iXjBfMF8wX/9ful91X3Vful8wX+te2F2AXG1bWVooW1labVsUWihbsVtZWhRaRll3WDJYRlmpVyhbKFtGWVlaRlnaVqtQq/dbU1L2LPSM+fLwy+4F8vj7hE4DUvhUZFdZWihbO1wKXW1bFFr2W7Fbz1mpV0ZZRlkUWp5aH1dGWTJY5VPaVlL2AADfSANSA1IfVx9Xz1nPWdpW+FQ9VWRXDFYfV89ZZFdGWc9ZFFpkV1FWi1nuV0pLP/VS9pFE0/Is9Iz530gAAANSeVFvVD1VZFe8WLxY7lcMVsdVPVWrUHlRAACM+Sz0me+r9yz0e/E/9Wsi30j4+4ROb1SrUNpWb1SYT5hPSktKSz/1aPBo8NPyLPTT8mjwP/Us9F/sB+t96tbrOep96kzrketM61/sGuwa7Dnq9Ok56q/pferC6pHrkevW69brr+kH65Hrr+kS6JzoOeoH65zonOgl6WrpkevC6pHr6eyR65Hraukl6RLonOhD53XmpuUd5U7k2OTr5WLlYuWm5UPnJemc6DnqwurW6xrswuqv6Wrp9Omv6eDoV+gS6ODoV+ic6ODor+lM6+nsEO/e7z/10/J78ZnvaPCr92siqVcDUkpLSkvfSNJSW1PSUvhUW1P4VFtT0lKYT1L2P/V78bftLu3y8Gjwt+2M+YRO30jSUnlRb1RbU5hPSkuYT5FEjPk/9Yz5aPCZ79PyP/W37a/paukH64bu30jlUwxWqVdZWvZbbVtZWp5anlq8WNpW2lbuV0ZZPVUDUphPAACYTyxNb1RKSwNSDFa8WNpWPVXlUz1VhE74+z/1eVGRRKtQSksDUnlRLPRo8Iz5+Pur9/j7q/dd8xrsLu387V/sfeo56pHrkeve7yz0kUQ/9ZhP2lZvVANS30iYT6v33u978Yz5EO/p7Hvx+PsF8hDvy+7T8j/10/Kr9yxNP/XT8pHrOepq6VfoV+ic6JzozeeI5yXpiOec6IjniOdX6ODor+nW69brketz7aTsTOs56vTpr+ng6CXpr+l96sLqB+tz7enspOwH65Hrwuol6c3nnOhq6Tnq8vAAAAAALE34+5hP5VNvVG9Ud1gDUgAA0/Le713zq/fL7rftTOvW6+nsAADfSO5X41rjWuNasVuxWwFZ2lZkVzJY2laYT/hU5VMsTUpLayKYT6tQhE6r93vxayKRRG9Ud1hRVkZZFFqpV9pWFFr2W4tZbVttW05dk13FXApdxVyAXLFbO1xOXQpdxVwKXcVcxVwoW+Na9lvFXG1bxVwdXjBfdV9EYBJhEmFXYZxhEmHNYP9fdV8wX6deTl07XJ5anloBWVlabVvPWe5XH1cBWR9X+FRkV89Z7lfaVmRXd1jaVtJSkUSr93vx3u/L7tbraukl6ZzoV+ic6Grpzefg6Jzor+mv6a/pnOiR6+nsEO/e7y7tpOw56s3nEuiI53Xm6+V15uvlMOam5XXmpuUd5f/miOfN55zoV+g56ojnwuo56mrpQ+ec6M3niOe65rrmiOeI55zonOiv6ZHrme/87XPty+5S9l3zjPlo8Iz5q/ek7BDvkURKS3lRZFfHVe5XAVm8WFlaO1zYXZNd2F11X7pfHV5OXcVck13FXJNd9lsdXh1ep16nXmJep16AXG1bKFueWhRaFFp3WEZZmE8AAEpLayIF8oz5LE2r9z1V7lcMVgxWMlhkV7xYRlmpVzJYRlnHVVL2aPAa7Ezrr+nC6pHrGuxf7HPtaulX6BLo4Oj/5rrmnOhD53Xm6+V15jDmiOfY5GLlYuVO5Njkk+Q74zvj6+Xr5TvjgOMw5pPk2ORi5evldeZD53Xm4OjN56/p4OhX6M3nt+0w5mLlt+1kV8vuwuqRRG9UQ+em5ZzozefC6gnk0dld0/DXyW4YbHFtA3KrcKDa+tRm1/rUwNFZ4eVzGGynXiNpSNm21PDXSNmE1XnYA3KXbx/emmjJbhJh+tTn08nV+tT42+Fh1Gu+cbN0+HTwcA5vOepVz+nMcdT9Zg5vgnWpd1tzttTA0a3QEM8F0iFwoHOEbmBlk+Si08DRbts0cY1yx3Vkd4J1nGGE1cDRuM0Qz13TI2l5cfh02nZbcxBo8Nfn00rSttQq2wPZ59MO1mbXRGC2beVzx3U9db5xbOIj0P3NuM1Vzz/V3G+zdFB2lXblc6ble9E30aLTs9uXb7N0PXWzdOVzZnDHVXnYld133zDmy2feaK1pGGwFay5mUN0q2/jb9uIW2nffOeouZiNpe2rCYwzd+tQ/1VPWP9VT1jtchG6ibPpt1Gv/X9HZs9s02AzdjdklYtRrGGzAaudsEGhO5LPbd9/a3aDa4OjAaullV2FiXoDjd9/R2W7bgtzw1/jbDN0U4brmEmGkZcJjG2X2Wznq2OTy8ERgxVzuVztc6eyx4s1gme+V3Z7hld2V3fjb+Nsq24LcDN342+PhW1PNYM3n6WWGZ+vl+Num5f/mqd5q6RBofmP0YnNmUvae4TLfz+AB4GTeH96x4pXds9va3Ubgs9v424Lc5dra3RThWeEy33ffld2V3T3cgtxu2zLfTuQJ5IDjxOP/X5Ndgtw93FtTxOPWZBhsDm/cb2ZwyW5dbNRrYGVMZGBlEGhoaRhsy2fPWVDds9s02JfW3NYD2YLcPdxG4Kneqd742/jbPdyz23nY0dn426DaNNig2jTYU9b61OfTGdOi07bUl9Yq2+3eYGVoaUpr1GuEbslul2++cRZz5XNudCp0W3MWcxZzA3I0catwIXDJbgVr3u8f3r7Y3NY/1SzUBdJK0krSe9Fo0PLQwNEF0hnTXdMs1LbUl9Zm1wPZSNmK4FnhB2T9Zkpre2pKazdquGYBWYz5iGDCY/JpP26Xb2ZwA3KNcgNyeXEDco1yFnMWc250s3Tlc75xIXAYbIrgSNkh1/rULNTn0xnTBdJ70fLQaNAj0GjQN9HU0j/V8NcW2s/gV2FbU8/g6eyT5KnePdyx4jvjseJi5VfoZN5Z4fLwdV+aaOds3G++cdFy0XLRcqBzbnQqdPh0x3ULdvh05XOgcwNye2qp3gzdNNii013TcdQZ08DRrdCt0JrPy84QzyPQrdA30aLT3Nbc1mbXq9er1/DX8Ndb2jLfuubCY9Rr+m2Ebtxv8HA0cUhy5XMqdIJ12nZkd6l3d3gyeB93PXUWcw5vfmM02ITV+tRK0mjQVc/9zenMpMykzKTMuM2azwXSl9bY5OdsNHGNcnlx8HB5cdxvLG0Fa9ZkoNpx1PLQVc+GznPNLs1BzhDPaNAs1FvaJWLJbhZzgnXtd89543pse7F7sXsne895qXfHddFywGoO1ufT8tD9zWDMTMs5yvTJr8k5ygfLG8y4zY/SJ+KibBZzgnXHdaBz0XIqdOVz3G+ibMluI2lx1CPQms+Gzi7Nc83LzprPwNHw1/ptoHPHdXd443pse+N643one556AXmpdwt2SHL/Xz/VN9G4zZHLB8vDyvTJasl+ytbLpMxBzgXSgOPwcG502napdwt2bnRudL5xseKr11PW1NKGznPNLs2kzBvMYMxBzprPe9GC3DRxs3Ttd556O3xOfU59CX3EfPZ7FHofd0hyx9zA0UHOYMwHy/TJasklyeHInMhqycPK6cyaz27b5XN3eFl6J3uxe/Z7nnofd6BzrWnez5HLB8vDymrJnMjhyK/Jr8k5ypHLhs570R3lx3XPebF7k30wf3V/MH/rfqZ+2H32ezJ43mhVz0zLasmcyIjH/8b/xv/G/8ZEx1fI9MkuzXnYs3TPeYB82H1hfqZ+2H1OfYB8vHjLZ5rPfsqIxzDG68XrxevFMMZEx5zI9MlgzOfTl2/HdVl6CX2mfrp//3+6f3V/MH/rfqZ+Tn1kd1XPnMi6xqfFYsVixevFMMZ1xrrGiMfhyJHL8tBudCd7HX51f7p//3+6fzB/637Yfc95l9b0yf/GYsVixafFp8WnxafF68W6xmrJms/Jbql343rEfKZ+/3//f/9//3+6f3V/MH+mfh1+WXoQz7rG2MQdxWLFp8XrxevFMMb/xpzI9MlgzNTSbnRse6Z+/3//f7p/dX91f+t+2H0UevrUzcdixR3FYsVixafFp8WnxafFdcbhyLjN3mgBeYB82H0wf/9//3//f7p/dX8wf+t+YX6TfVl659PNx9jE2MTYxB3FYsWnxTDGiMf0yenMe9GkZQt2J3sdfnV/un+6fzB/MH+mfsR8d3hI2eHIYsXYxB3FHcVixWLFp8WnxXXG4cgj0DRxMng7fB1+pn4wf7p/un91f+t+pn5hfh1+2H1seyxtJckdxdjE2MQdxWLFp8Xrxc3HkctVz7zf0XKzdHd4gHymfjB/dX8wf+t+pn4JfTJ4XdMSyB3F2MTYxB3FHcVixWLFp8V1xvTJotNudLx4sXtOfZN92H0wf7p/dX8wf6Z+YX4dfk59z3mr1+HIHcXYxNjEHcVixafFdcbhyHPNXdNEYFtzlXbtd7F72H0wf3V/MH8wf6Z+gHw9df3NiMdixR3FHcVixWLFYsWnxevFusZ+yizUgnVZeoB8k33Yfdh9HX7rfjB/MH/rfmF+k31OfSd7Dm9gzHXG2MQdxR3Fp8XrxTDGnMikzITV3G+zdNp2H3dGefZ7Tn0dfjB/dX9hfoB8qXfn0/TJdcYdxR3FHcVixWLFYsWnxf/GkcsO1oJ1innjejt8CX3EfMR82H3rfjB/dX+mfth9k307fAt2StJXyB3FHcUdxWLF68XrxYjHG8x52CFw+HQfd6l3vHieevZ7CX1hfut+2H2xe2R3uuakzP/GHcUdxR3FYsWnxevF68XNxy7NRuA9dQF543pse/Z7O3yAfNh9pn7rfjB/635hfh1+O3yCdefT9MmnxR3FYsWnxXXGdcbNx2DMgOOzdKl3RnkBeUZ543r2ezt8CX0JfTt843radhnTB8v/xh3FHcVixafFp8XrxXXGr8mi041yRnmxe2x7J3s7fDt89nuTfWF+HX7rfut+HX5OfVl6rWnLziXJp8UdxWLFMMZ1xv/GnMhBzhZz7Xd3eLx4vHhGeZ56J3ueeuN69nuxexR6bnRo0H7KusYdxR3FHcVixafFMMbNx6TMZnB3eJ5643oUes95nnqeeuN6gHzYfR1+pn6mfqZ+2H2eeqtwVc/0yf/GYsWnxTDGusYSyH7Kms8YbNp2lXYLdu13RnlZeuN643rjemx7sXvPeUhyEM/hyDDGYsVixafF68Uwxv/GaslBzqJsvHgUegF5inmeerF7gHwJfQl9Tn3Yfdh9k30JffZ7RnmCdaDa1stXyHXGp8UwxnXGRMf0ySPQhG7adrx4innjeid7inm8eLx4d3h3eLx4H3e+cdTSw8pEx6fFYsVixafF68W6xiXJms/4dJ56J3tse/Z7bHtse2x7nnone4B8CX1OfU59CX07fEZ5AeCRyxLIusbrxevFusavySPQhG5QdgF5WXrPeal3PXUqdOVzx3Ufd9p22nbadm500dmkzFfIp8VixafFp8Xrxf/Gr8l70XlxPXVGeZ56RnkyeAF5z3lse8R8O3z2e4B8gHyAfMR8bHvtdz118HCP0sPKiMf/xs3HiMeIxyXJ6cyz2yFweXHads95FHoUehR6Mnh3eIp57Xc9dT9u8tBMy1fIMMZixafFp8Xrxf/GnMhMy1vavHhZeuN69nuAfIB89nvjell6bHuxe2x7xHwdfpN9sXsBeatwQc6cyOvFYsXrxXXGiMeRy1PW5XMyeLx4AXkBeal3C3YLdlB22nZ3eIp57Xflc/hU6cyIx2LFHcVixWLF68W6xq/JrdD9Znd4sXvjell6J3ueehR6nnpZep56sXuxe2x7CX0JfUZ5lXblcyzU6cxqyUTHzcclyVfIr8n9zefTwGpudG50+HSpd6l3H3epdx93qXcBee135XNBZ2jQfsqIx+vFYsVixevFMMb/xmrJ/c1Tb3d4WXrjemx79ns7fCd7FHpZell6nnrjeuN69nvEfCd77Xegcyfiy845yojH/8ZXyOHIr8lBzjDmW3Mfd2R3C3ZQdlB2gnX4dOVzPXXtd6l3KnT2W5rPTMsSyOvFYsWnxevFdcbNxznKms9IckZ5WXone/Z7O3z2e2x7WXoUehR6WXpZehR643qxeyd7FHqVdqRlXdOkzBLIiMdXyFfI9MmGznHUvnEyeGR3lXbtd/h0vnH4dFtzq3CVdmR3bnTwcL7Y6cwSyKfFYsVixafF68W6xn7Kq9cqdIp5O3w7fCd7J3tZes95WXpZekZ5inlZes95FHrPeR93UHZQdtHZVc970f3NkcsbzNbLpMyaz8vOaNDAaqtwxVzJbuVz0XLlc/h0jXIWc7N0jXIOb+fTLs0Hy+HI/8anxevFMMb/xlfIB8s30XlxH3e8eFl6J3uxe2x7bHueehR6FHoUeop5AXlGec95Rnl3eKl3x3WNcpFEaNBMyznKOcr0ycPKpMxo0Mtn0XIDcrN0gnVbcxZzSHIhcL5xbnQqdI1yomxx1GDMnMh1xqfFp8XrxXXGzcfWyz/VKnTPeWx7bHtse+N6WXpZell6inkUehR6FHqKee13x3ULdpV2FnP6baJsZnBIcrZtXdMj0MDREM/pzGDMLs0j0A7WydXR2clujXIqdG50A3K2bWZw3G/a3Y/Sms9zzcPKEsh1xjDGMMZ1xs3HOcpVzz9uqXeeemx7bHv2e/Z7bHvjell6z3mKeQF52nYLdlB22nYyeLx4lXZQdh93KnTWZJrPpMxzzWDMw8pMy/3Nj9Kg2jTYMObwcNFyeXFTb+dsGGxmcHlxwGp52CzUrdDpzCXJ/8YwxuvFMMb/xpzIG8xQ3VB2FHone2x7sXtse+N6inlGeYp5inlGee13C3YLdlB2+HSCddp2qXcyeGR3lXb4dIhgVc8uzZHL9MmvyX7KLs2P0snV7lflcz11SHLwcD9uB2TCY1foAeAuZpzovtjJ1cvO9MmIx3XGMMYwxnXGV8jpzNRrqXfPefZ7xHw7fON6FHpGeUZ5inm8eKl3qXftdzJ4MniCdVB2d3hkdyp0FnONcl1sj9LpzGDMYMwHywfL6cxVz4/SIdfAaqtwIXDwcI1yA3JmcNxvl29mcJdvul+r1+fThs4Hy5zIusZ1xnXGusYSyEzLGdNudDJ4FHpse7F7J3uees95z3kUes95z3mKebx4H3fHdRZzDm80cY1yoHOzdPh0x3X4dCrb3s9BzpHL9MmvyX7K6czy0F3Te2qCdVB2x3XHdaBzIXDcbyxtMOap3mrppuVI2fLQYMzDyiXJRMd1xv/GiMclyaTMvtjHdYp543qxe/Z743oUes95AXntd6l3qXdkd9p2+HSNcnlx+m3nbNFybnSCdal3MngfdwNycdRVz6TM9MnhyGrJkcvLzgXS9uJudGR3H3eCdaBzeXFmcA5vwGpKa9RrGGznbKvXy84bzDnKnMhEx3XGusYSyK/JYMyE1fh0inkne+N6WXrPeTJ4C3azdOVzbnTadmR3H3dkd9p2+HQhcJXdl9YHZDRxUHZ3eM95WXpGeSp0hNUuzTnK4chXyOHITMto0IbubnQyeLx4vHgfdxZzN2qV3SHXoNqRZDdqGGznbILcaNCkzDnKnMhEx7rGRMdXyH7Khs4f3gt2vHi8eLx47XdudJdvcW3Ua41yUHbtd4p543pZeop5Mnigc+llA9lT1qnes3QBeSd7gHw7fBR6s3Rd0wfLEsi6xrrGEsjDylXPGGztd1l6FHpGeal3W3NdbNrdZteV3Q5v0XJbc6tw9uLy0NbL4chEx7rGusa6xkTHaskuzdTShG4LdjJ4Rnm8eFB2UHaVdrN0gnVkd+13AXlZeop5d3gfd6BzDm9Q3SPQ3s8M3SFwPXWKebF7xHw7fAF5ZnCP0pHLV8iIx83H4cjWy4/SomwLdrx4vHipd1tziuA/1dTSN9Gi05FkjXI9dbN0U29x1OnM9MkSyP/G/8YSyDnKuM2P0l1slXYyeJV2+HTlc3lxcW1zZsBq0XLHdR93d3i8eKl3H3fHdWZwB+tu2yrbEmEYbIRu+HR3eIp5WXpseyd7z3lQdqblEM9MyyXJV8jhyK/JTMvLzsnV/WarcANyNHE0cVNvLG2rcBZzbnSVdu137XeVdhZzxOPez9bLr8mcyJzIJcl+yqTMms9d035jZnBdbDJY4Ohk3gPZydXJ1SViZnCrcHlx5XNudLN0s3Rbc9FyoHOgc7N0bnSNchZzKnSgc3lxvnGgc1B2qXftd6l3PXXwcNrdI9AbzH7KB8sbzGDMc80Z0/pt0XLlc7N0gnWCdW50jXJ5cQNyjXLlc+Vz3G8jaZ7hGdO4zUzLOco5yjnKOcrDymDMy8430XHUjdnj4ellOWMW2g7WhNUO1jTYq9er11layW6rcHlxW3M9ddp2H3cfd2R3qXepd2R3lXaCdSp0oHONckhyjXLlc5V2d3i8eNp2KnRmcKDay85My37Kw8qRy5HLuM3U0iViq3Bbc9FyvnG+cQ5v3mgn4gzde2o0cQ5vwGo3amziotOGztbLfsp+yjnKfsqRy7jNStL9Zr5xFnM0cV1sgONx1BDPuM3ez4TVz+AYbG50MnhGebx4Mnipd5V2+HRIcoRuhG55cSp0PXX4dPh0x3X4dKtwwmOz227bk+Tr5V1ss3Rkdwt25XM0cWsiN9FgzH7KOcqvyWrJB8v9zTfR5do0cbN0gnULdoJ1s3RIcslu3G9IcvBwIXADcjRxSmt52DfRhs4uzdbLTMvWy6TMhs7U0uXa3mircFtzFnM0cSxtSmsFa6deAeC4ZrZtIXADchZzW3Nbc0hyZnC2bUxkgOOkZTdqhmfAaiFwSHIDcmZwU28Ob6JsG2X/XyNphG4Wc/h0FnOEbhhsJWJK0rjNYMykzOnMYMwuzXvR4OgsbQNys3THdQt2gnUqdEhyZnBmcEhyeXE/bj9ul2+aaA7W8tAQz0HOLs1gzKTMQc5o0A7W6WWXbwNyvnH6bYrg1NJVz0HOhs7LzlXPwNH42w5vA3Kgc/h0gnUqdANyhG7nbNRrGGzJbr5xW3M9dQt2+HQWc/BwaGkD2V3TN9FK0g7W7d6EbrN0ZHe8eAF5qXf4dHlxDN0j0C7NYMzpzLjNhs570WLlU280cQNyA3KrcIRuy2ex4u3eamIOb41yoHMqdPh0KnTwcGTeStJVz3PNG8zWy2DMuM0j0HHUFtpk3mTe0dm21CPQ/c1BzlXP3s/y0APZq3CzdIJ1UHbadpV2+HQWc5dve2r9Zq1p1Gt7aixt8HCNciFwXWwQaIz55dpT1snVvtga7Bhs8HBbc250x3WVdlB2+HSgcwNyU2/rXtzWcdQs1BnTStLU0qLTttSX1qvXNNiN2Qzdt+24ZoZne2oOb/Bw8HBmcKtwZnD6bWpi0dmE1dTSrdCazxDPy87LzsvOhs6GzhDPms/ezyPQe9Gi0z/VDtag2jBfe2r6batwjXKgc7N0gnWCdT11s3RudKBzNHG2ba1p9GIB4OXaFtqz2zvjTl1zZntqcW1Tb/BweXEDchZz5XOzdD11x3XHdfh0W3M0cY9r0dnU0q3QVc9BzrjNhs6az63Q1NLc1j/1GGyXb/BwvnG+cXlxeXF5cWZwl2+Xb7Zthmfa3WbX59M30ZrPhs79zf3NQc5Vz/LQXdO+2PRic2YdXjljpGXa3dzWl9aN2dHZZte+2HXmQWdVaMBqXWwsbXFtP26Ebj9uyW7wcANyNHGrcPBwNHEhcKJsQWdgZXVfH95I2b7YoNoy31foB2SPa8luq3C+cXlx8HDwcGZwyW5dbDdqrWmaaGpi/+bN54jnnuGV3bPb+Nsy3+Dor2IQaI9rP27cb9xvU28/btRr/WZG4PDXhNVx1F3TBdLy0PLQN9E30TfRwNHU0izUP9Xc1gPZbttk3qblZFeG7gfrAVld857hvN+e4Yz5B2S4ZiNpGGy2bfptP27JbsluhG5xbV1sGGyPawVrBWtKa9RrGGyibHFtP24Ob2ZweXF5cfBwZnDcb+dsYl4q23nYhNUZ08DRwNEF0gXS1NIs1JfWFtqc6Jpo1Gu2bZdv8HCrcCFwl2+Xb4Ruj2suZvZbMt++2MnVLNTU0gXSe9Hy0PLQN9EF0l3TP9Vm18fckWR7antqwGrUawVrwmPP4Hffgtx52A7WU9bc1lPWydVT1iHXIddm10jZs9s93DLf/18QaEFnI2ldbPptLG3nbPptDm8Obw5v3G9mcKtw8HA0cTRx8HDwcDRxq3Dcb8luP24sbfJp6WVMZMJj614dXpFkmmh7atRrcW3Jbg5vDm9Tb4RuLG0Fa8tnxVwf3gPZ3NaE1SzUXdPU0o/SStIF0krSStLU0hnT59P61A7WZtdI2T3cqd724vLwp15EYJNdk10SYZFk6WVoaRhs+m2Xb/BweXG+cb5xeXHwcJdvtm3UazdqVWhzZoZnN2qibIRu3G80cQNyFnNbc9FyNHHcb/pt9GI02LbUXdN70d7Pms+az97PI9Dy0ErSLNTc1vjbamKtaaJsDm/cb5dvhG76bXFtBWuvYsLq2OTH3APZZtcO1vrU59Nd09TS1NKP0l3TttTJ1fDXZN7CYzdq52wOb2ZwZnCXb8lu+m0YbP1mr+na3dHZZtdT1snVP9W21D/VhNWE1YTVDtYh1/DXNNhI2bPbAeBq6a9iVWjyadRrLG36bT9uP24/bvpt52zAahBoB2RM66nebtvl2uXaKtv42+3eaumvYkFnrWmPa6JscW36bYRuDm9Tb5dvl29Tb1NvDm/JbvptLG2ibI9rN2oQaC5mMF/g6J7hZN6C3G7bW9rR2UjZSNlI2dHZW9qg2vjbZN6K4Gzik+R15nXm6+UJ5LHiWeGp3gzdPdzl2kjZA9kD2QPZjdlb2rPbH9533yfiTOtEYH5jLmYjaY9romy2bYRuDm8Ob8luP25xbRhsN2qaaIZnYGXhYVlauuZG4Nrd+Nsq2xba0dnl2gzdMt+x4kZZTGTpZS5m/WbLZ8tnhmfLZ1VommiaaFVoy2c5Y/Tpd98q2/DXydX61LbULNTn03HUP9XJ1dzW8NeN2Vvas9sM3WTevN+K4CfipuXg6JHr9ltqYmBlQWetadRrcW0/bg5vIXCrcPBw8HCrcKtwIXCXbw5vP276bXFt52znbKJsj2s3appoG2XY5PjbA9mX1izU1NJK0sDRe9F70QXSGdNx1JfWFtqm5RBoXWyEbpdvIXBmcCFwU2/6bdRr3mglYorg5dq+2GbXl9bJ1cnVydUO1g7WU9aX1pfW3Nbc1mbX8NcD2bPbnuHhYWhpXWyEbiFwq3DwcKtwZnDcb4RuGGwQaMVcz+AW2tzWP9W21OfTGdMZ06LTcdT61FPWA9kM3Qnk4WGGZ2hp8mlKa49rwGrAao9romxdbBhsXWwsbaJsBWsjactnOWM56nffx9wq21va0dkW2hbaoNr42zLf4+GI5zljrWmPa6JscW2EblNvDm8/brZtomwFa1VokWTjWnXmJ+LP4DLfH94f3nffvN/t3jLfnuEJ5JPknOjlUx1e/18SYeFhJWJXYc1gEmGcYf9fnGE5YzljnGEwXzBf41ry8B3lgOMn4lnhseId5SXphE7/X5FkLmZzZv1mQWekZWpiMF/HVfTpbOLj4bHiO+OT5Lrm9OmR65FEqVfHVcdVk12vYhtl6WVzZoZnEGjLZ0Fn/WYuZmBlTGTCY8JjwmPhYeFhJWKnXiz0Q+ex4rzfDN1u2+XaoNoW2o3ZFtqg2m7bgtza3QHgxOPC6hRaMF8wX3Vfp17PWfztr+nN53Xm2OR15iXpX+zL7vj7d1g7XE5dsVuAXNhdk10wX7pf617/X81gV2F1XztcTl0dXjBfzWAlYkxkG2UbZZFkB2ThYZNdP/X/5mziz+B33+3eH96V3QzdUN1Q3VDdUN1Q3VDd2t3a3WTed98U4ZPkGuzPWURg9GJ+YzljEmEKXc9ZLPRX6JHr2lbYXSVi1mRzZoZny2fLZ0FnuGbpZaRlpGVgZS5m/WaGZ0FnuGYbZSViAVkd5Yrg7d4f3trd7d683xThTuR15nXmYuWA42zi9uI74wnkJekyWERgJWJqYuFh/18oW7ft2OT24mziJ+JZ4RThz+BZ4c/gMt9k3u3eRuBZ4Tvjhu4wX35j6WVBZ8tnhme4ZmBlwmMSYR1ek13FXApd614lYsJjTGQHZDljJWJ1XxRa3u/C6uDowuqZ70ZZp15qYjljfmN+Y35jfmORZKRl/WbLZ5poI2kjaZpoQWcHZLFbHeUy3wzds9ug2hbaFtrR2Y3ZSNm+2HnYNNg02DTYvthI2RbabtsM3bzfO+Pp7DtciGBqYjljwmP0YmpinGF1X8VcRlnuV99Iq/ffSJNd4WGRZEFnaGkFa6JscW0/bsluDm8Ob8luhG76bSxtomzUa0prwGo3ajdqe2rAantqN2ryaSNpuGYSYTnqd9/l2jTYl9aE1bbU59Oi06LT59Ms1PrUU9Y02OXaiuBOXXNmrWlKa9Rr1GtKa3tqI2kuZv9fJen24u3ex9yz227bKtvl2uXa5doq227b+NuC3ILcDN3a3aneZN6p3gHg4+GT5Ffo+FQSYWBlhmfeaDdqBWuPa9RrGGzUawVr8mkQaNZk9lsJ5DLfx9wq21vaFtoW2lva5dr421DdMt9s4jnqWVoSYdZkQWeaaCNp8mk3antq8mmtaSNpmmjLZ0Fn/WZBZ0Fny2fLZ8tny2f9ZqRlwmPNYO5X/+Yn4gHg7d7t3mTeH96p3nffRuBG4FnhbOJi5RLoX+zaVk5d/1/NYERgCl1bU33qHeUn4s/gMt9330bgz+Dj4ZPkOeqRRKlXTl0wX81gEmH/XzBfdV91X2JeHV5OXTJYx1Wr9/LwX+wl6RLozedD5yXpwuqk7JHrLPTfSKtQkUQAAJHr/+ZO5GziiuB33+3e7d5334rgnuHY5JnvFFpiXv9fzWCIYBJhul/rXqdeMF8wX7pfp151XxJhnGFEYIhgRGD/X6deFFrlU9JS30gAAANSeVF78av3X+zN5wnk4+EB4O3eH97a3ZXdH97t3s/gbOLE43XmAACLWcVcp15EYOFhJWJqYiViJWLhYeFhEmHNYP9fdV9iXllaLPQ56mjwe/Hy8NpW2F3hYTljOWN+Y9ZkkWRMZAdkfmM5Y/Ri9GJqYuFhEmEwX1laLPTg6GLlO+MU4YrgRuCK4EbgiuDP4J7hnuHj4Vnhz+CK4AHgvN9333ffvN+K4CfiO+Md5SXpB+t78V3zaPA/9WjwP/XlU7xYnloKXete615OXbFbbVtGWalXmE+37d7vkUSr99PymE+rUB9X+FSYT1L2EO856uDonOi65mLlpuXY5JPk2OSm5evl4Oj06YbuP/Wr96tQMli8WLxYi1nPWalXqVfaVphP0/Kv6c3nk+SA47HiseJs4pPk6+US6PztkURkV/Zb614wX7pf6166X0Rg/19iXqdek10oW+5XUVbSUnPtkeuc6IjnEuiv6ZHrLPRKS0ZZ7ldkVwxWb1RKSyz0fepq6VfoiOdi5djkpuUw5jDmdeZD5/Tpkeu37S7te/GYT5hP30iYTyz0XfNS9jnqiOe65qblYuWT5GLldeav6WsiqVfuVyhbFFrjWrFbsVvjWoBcxVwoW7xYqVd5USz0XfPy8IROFFqnXldh9GKRZBtlYGVgZZFk9GLhYXVf41rSUltTmE+ETt9IkUQsTYbuV+gd5cTjbOKe4Vnh4+E74x3lV+ik7D/1kUSRRJnvnOgw5h3lO+M744DjCeQd5evldeZX6Dnq1uvy8AAA0lJGWTtcMF+IYCViamL0YjljwmMHZDljr2LhYc1gdV8KXShbd1h3WPhUA1JrIsdVZFcMVuVT0/Jf7Jzo/+am5U7kk+Qd5XXmOeqZ79pWxVwKXR1eYl7YXShbi1ksTcvuaukw5mLlTuQ748TjgOMn4ifi4+H24vbi2OTg6JFEnlqAXERg4WElYmpir2JqYpxhEmGcYeFh4WFXYc1g/18wX+te2F2TXU5dTl1OXQpdCl0dXh1egFxtW8Vc2F0KXYBcxVynXjBf/19EYDBf2F0oW2RXAABo8JHrzedD5xLo4Ogu7SxN+FTjWm1bbVv2W4BcxVzFXE5dTl1OXZNd9ltGWTJYAAAH64jnV+hX6Lrmzec56i7tP/WRRJhP5VOETtPykeuc6HXmpuV15ojnV+iR697vLPRbU3dYRlnaVpFELE3L7hDvOeoH6/TpnOgS6M3nV+j/5jDmHeWT5GLl/+YS6CXpc+2RRPj730hKS29UAAAs9N7vTOs56hLoV+jN5xLo/+ZX6CXpkesa7Lft/O056pzozee65qblpuWm5XXmiOc56qv3eVFGWfZbp16IYOFhOWNMZExk1mTWZNZkkWQHZDljamIwXxRa30gs9C7tOerp7KTst+2Z7wXy/O3W60PnJenN54jnQ+dX6MLqX+zL7l/sAABo8N7vX+zg6EPniOd15qbl6+VD5//mEuhX6BLo9OkQ7yz0/O1d85hPSkur97xYTl0wX6deMF9EYHVfYl5OXYBci1l5UbxY9lt3WNpWH1fHVZFE8vA/9Wjw3u8F8l/s1uuM+ZhPhE5KSyxN30ho8PTpEugw5gnkgOOx4uPhFOHj4TvjxOPY5HXmr+mZ7+nsy+5rIvj7+Pu8WApdYl51X3Vfp16nXthd2F1OXW1bsVsKXdhdp151X1dhul9iXoBcqVfL7mrp4OjN54jn4OjC6lL2KFunXkRgiGBXYRJhEmFEYHVf2F2xWyhbWVoUWihbPVUDUgNSq1Bo8MvuLPRKS/hUZFcoW/ZbCl3FXE5d9lvPWQFZnlrlU9Py3u/4+z/1BfKM+XlRq1DfSPhURllGWbFbTl1iXmJep14wX+teTl1tW2RXhE7p7IjnCeSA44DjO+Mn4rHiTuRi5ZPkMOYS6H3qOeoa7BDvaPDT8gAAA1LuV9pWFFr2W9hd2F32W9hdgFzFXPZbgFyxW21bFFr4VIz5EO+37fTp/+a65hLoV+gS6CXpEO8/9UpLP/UsTQNSBfI56iXpV+gl6V/sr+k56gXyLPTp7Lft1uuk7HvxUvar92siMlg7XPZb7leETkpLUvZf7CXpOeq37d7vEO9bUxRaxVxZWotZvFhGWWRXeVE/9ZnvayIBWbFbO1woWztcYl47XKlXx1UDUixN8vC37a/pV+hX6IjndeZX6JzoJelX6Jzowurp7Gjwc+2k7Cz0kUTlUwNSSkvfSLft1us56pHrketz7cvuc+0Q79Pyb1R5Ufj7jPkF8svupOwa7NbrX+xf7H3qOeo56obuAADT8phPb1RbU1FW+PuG7vztme/87fLw3u+r997vXfM/9UpLW1NGWVlaFFr2W9hd616nXpNdTl07XJ5aSkvy8KTspOwa7HPtfeou7fLwhE53WPZbYl7/X1dhV2FqYiVi9GL0Ympi4WESYf9fMF8wXwpdFFoBWVlad1g9VdpWFFr2W55ai1mxWztcsVv2W/ZbbVttWxRad1gUWm1b2F2nXrpfiGDhYZxhV2G6X+tegFzPWVtTc+2R67ftkeuR62jw3u8DUgxWqVeLWTtc2F1OXade614wXx1e9lupV+VTEO/C6hLoiOd15nXmuub/5v/mnOiZ70pLkUSr91L2/O056sLq4OgS6HXmiOec6Dnq3u9o8CxN0lLaVtpWA1Is9Lftr+l15mLlk+T24vbiseL24rHiO+MJ5E7kk+Tr5Yjnr+mv6QfraunN56blCeQ748TjO+PE48Tjk+Qw5pzowup96gfrLu2G7nPtOep96q/pEugS6Ijndeb/5ojn4Ohq6WrpfepD5+vl6+Vi5djkk+SA47HiJ+Ke4SfiWeGe4Vnh9uI749jkpuV15v/mTOuv6Qfrfeou7V/sfepq6RLoOerC6pHrkeu37cLqpOwu7Qfr6ewH6znq9OlM62rpX+zy8PLw8vDT8vztTOv06UPn/+bN5xLonOjC6pHr0/LfSKlXKFv2W9hdHV5iXh1edV+nXmJeYl6TXQpdbVvjWtpWFFpGWRRaxVzYXU5dk13YXeteTl3YXShbgFz2W21bTl07XG1bO1yxW21bsVtOXYBc2F0KXcVc9luLWYtZ+FSrUHvx/O2k7Lft8vBKS1FWMlgUWsVcWVqeWihbTl1OXU5dxVwKXWJe2F1OXQpd9lvjWlFWb1QF8pFEXfPy8N9I5VNGWVlaxVxiXjtcTl0KXbFbnlooW4BcCl2xW/Zbnlq8WItZAVl3WDJYPVV5UXlRW1PlU0pLUvZd8wXyq/eRRG9UW1NkV9pWeVFbU29UjPmr95nvpOxq6eDozedD5xLoaukH6/ztXfORRD1VRlmAXPZbTl2AXPZbi1kMVvhULE0s9N7vLPQsTSxNW1OYT/j73u9z7Sz0q/eG7iz0jPmZ74buhu578dPyhu637ZnvfeoF8iz0Uvbe7/ztLu1q6SXp4Oic6EPndeZD53Xm6+W65nXmQ+e65ojnQ+fN51foiOf/5iXpJekH68Lq8vCRRHlR2lYDUt9IX+wu7WrpLu0Q7z/13u9S9pFEayLy8Mvu3u9S9vztB+v06SXpEuiI54jn4Oh96rftkesa7Ezrr+mv6ZzoV+iI5xLoJelX6M3ndeZX6ODoJelq6SXpuuYw5nXmMOaI5xLo9Om37d7vhE55UeVTq1AMVu5XZFdbU6tQLPR78T/1LE0sTWRX5VN3WDtcxVwdXthdCl3YXW1bxVxtWxRaAVmLWRRad1gBWQFZqVcsTeVTAVkyWEZZi1lGWUZZZFcfV1FWH1cBWTJYRlkUWm1bKFvFXIBcsVs7XGJeYl4wX0RgiGD/X3Vfp17YXQpdsVvPWVlaKFv2W5NdYl7YXadeYl4wX9hd2F3YXR1eTl2AXDBfHV7YXR1eYl7YXTtcTl2AXNhd2F2nXohgRGAwX6dek11OXeNaFFoUWrFbsVuxW21bKFueWndYvFiRRGsikUR5UT1VqVfPWeNaRllvVIROjPld8+nsOepX6BLozefN5yXpnOiv6TnqJenN51fozef/5kPnJemc6PTpOeqZ7xDvc+3y8KTs1uvC6hrs6eyR67ftc+2Z73vxy+6k7BrspOyG7kzrGuzL7gfr4Ogl6TnqiOeI5+DoiOe65v/miOf/5ojn/+b/5lfor+l96uDowupM6y7tc+0/9QAAq1BKS9JS+PsAAF3zXfPe7yz0q1AsTQXyjPksTUpLkUQsTVtT0lJ5UVtTDFYBWWRXqVcMVtpW0lKLWZ5abVuxW+NasVsUWp5aKFvPWRRaMlgoW7xYUVZ5UdJSmE/4+znqJemv6ZHr1utf7NPyhu5z7WjwEO+37V/sr+mc6K/pOeo56nPtme+Z76v330ik7C7tXfM/9Sz0AACrUJFELu1M6xrsr+n06V/sy+6Z7+nsUvbT8oROeVGrUNpWnlptWwpdHV4KXcVck13FXMVcO1xOXR1eMF8wX3VfdV//X4hgzWAlYiVir2JqYmpi4WFXYc1gdV91X+tedV8wX2JeMF//X81gRGD/X81g/1+IYERgdV91XzBf614dXmJeHV4KXWJeTl32W8VcsVttW21b2F07XIBcgFz2W2Je617FXIBc7lfHVW9U+PtrIoROkUSYT6tQA1LfSFtT+FQ9VeVTMlgDUj/10/IAAD/1/O3W6wfrGuyR6yXpzedD53XmMOYw5h3lk+S65rrm/+Z15kPnEujg6Dnq4Ogl6UPniOem5ablpuVD54jnzeec6K/paukl6SXpV+i65v/mdeZi5djkYuVO5Ankk+TY5B3lYuV15nXmuub/5rrm/+Z15pzoEuhX6Ijn/+a65qblYuXY5KblpuUw5ojnnOjC6i7tq/cDUoz5t+1S9nvxUvYs9AAAAACM+VtTDFYyWNpWd1h5UQXyq/d78atQZFdkV1FWDFZbU4ROeVHaVjJY9lvYXXVf617rXqdeMF9OXU5dKFttW+Na9ltOXZNdk10wX+teYl47XJ5aRlkfV3dYFFrjWk5dTl1OXU5dKFsBWVtTeVHfSJFEkUSYT9JSH1eeWtpW+FRvVFtT0lKM+Wjw9OkS6FfoiOfg6Ezr1uvy8FL2P/WZ7/zt9OlX6IjnEuj06Tnq1uve78vu/O306ZzoEuh15mLlpuUw5ojnzefg6ODozed15nXmdeZ15uvlMOb/5hLoX+x78Sz03u+RRKv3b1R5UeVTA1KYT4ROeVH4VGRXPVWRRCxN30jT8pFEA1KYT/j7ayJKS1FWqVdGWQFZd1gMVvhU30j4VEpLLE2YT2RXnlrjWuVT7ldRVs9ZDFY9VR9XH1dkVxRaWVoUWgxW0lIF8iz01uvp7K/pwuqR65nve/Es9N9IA1KYT29U0lLSUgNSx1WrUJFEvFhkV9pWayJS9lL2hu5z7SXp4OhX6JzonOhX6ODoaukl6ZzoV+hD53XmpuWT5GLlpuWm5XXmV+hX6CXp4Oi65v/muubr5WLlpuUd5TDmpuW65uDoJekl6cLqTOsu7Yz5SkvaVgNSPVX4VG9Ub1QsTRDvGuz06Tnqwuqv6cLqX+yR63Pt/O0a7GrpOerC6q/pkeuR65nv8vAF8msiLE15UXvxayIs9JFEDFa8WJ5anlqxW/ZbRlkfV29Uq1B78Znv3u/T8oz5AADaVgxWZFfPWWRXx1WrUMdVFFrFXKdeul9XYZxhzWBEYERgMF8dXsVcxVxOXetedV/rXmJe9lv2W9JSUvak7PztwurL7j/10lIUWmRXKFsUWp5abVsUWihbbVu8WM9ZRlm8WAxWBfLW60zrEui65jDmdeZD5zDmzefN51fonOhX6P/mJekS6FfoEujN53Xm6+Uw5mLlpuV15nXmzeev6ZHrme/L7vLw8vAQ7+nsGuyk7Brsfeo56mrpJelf7Iz530gAAHvxhu7L7hrs6ey37T/1eVFvVOVTW1MDUhDv1uuc6EPnzeek7FL2W1MDUqlXmE+rUCz0e/E/9UpLLE2pV7FbKFsoWyhbvFhKS5hPAACRRD1VMlhtWwpdk10dXoBcRlkBWVtTmE8AAN9I+Pv4VMdVAVnuVzJYvFg9VYz5me9o8GsiP/V5UQNSDFbSUt9ISks/9d7v/O3T8vj75VPHVR9XPVUF8obukevC6lfo4Oiv6dbrkeuv6a/pV+hX6Jzot+34++5XFFr2W4BcO1yxW+5XAAAa7BDvaPDe75nvXfOM+bftOeqI53Xmdeac6PTpEO8F8qtQSktkVwxW30iETm9UeVEDUsdVvFgoW8VcHV4wX6deHV5OXW1bCl0BWbFbKFuTXZNdHV51X3VfO1x3WNJSt+1f7Cz0DFaAXKde/191X2JeKFtbUwAAUvar9/hUWVodXrpfMF+TXfZb2laRRKtQx1UyWE5dul//X+te615iXk5d2F2nXpNdYl4dXthdYl7rXuteTl1OXRRamE+ETtpWd1goW4BcgFyAXFlaLE3y8AXyhE7lUwFZO1x1X7pf2F2LWe5XeVHp7AfrTOurUFlak13/X7pf2F07XJFEOep15uvlMOac6Ibu0lJZWs9ZnlpS9q/pQ+fr5RLoX+xd8wFZgFxZWtpW3u/C6nXm6+WI51fo6eyr98dVx1UAAEzrdeZi5U7kpuUw5pHr30ipVwFZ2lYMVtPyOeq65jDmdeYa7D/1AVliXqde9ltKS8LqMOaT5AnkpuUS6PLwZFe8WAxWe/F96rrmHeUd5Zzokess9FtTq1Bd89br9OlX6P/mpuVi5R3lpuXg6CXp1uu37Sz0hu7C6mrpEugS6K/p/O1S9kpLUVaYT6v3EO+G7vLwaPCETthdnGE5YwdkTGT0YrpfO1wBWcdVRlmxW05dgFxGWd9Ic+2c6B3lpuUw5sLqSku8WJNddV91X2Je9lvuVyxNLE3lU1laCl26X3VfYl5tW+5XSkuM+Sz0UvZrIm9UnlodXrpfdV+6X+teTl3PWVtT5VMUWmJezWBXYVdhnGH/X7FbW1Ms9HPte/EAACxN7ldGWQFZd1hkV1tT0lK8WIBcTl2TXade616nXpNdp17/X0Rg615iXthdCl0KXbFbRlkfVzJY2lY9Ve5XMlgMVqv3Lu0a7CXp4OhD54jn4Ojg6Jzo9Ony8JFEe/HT8phPDFYBWTJYMlgDUphP30iETixNme9z7UPn/+am5R3lk+ST5KbldebC6vztSkssTdJS5VPSUoROx1XHVeVTq/dS9gXy8vDy8C7t1usS6Ffo/+YS6FfoX+zy8IROb1RRVuVT+PuZ78LqiOd15v/miOf/5v/mYuWT5GLlTuTE4wnkk+Tr5TDmMObr5f/mJenC6pnvayJKS4buB+sl6RLoEuhX6Dnqfeou7TnqpOzL7pHr0/KRRO5X9lvFXJNdRlnlU4z5wuqv6c3nV+gl6Zzor+ny8Pj7ayJo8PTpr+l96vTpGuws9EpLAAAF8gAAUvY/9VL2+PsAANPy8vAs9FL2UvaYTx9XRllGWe5XmE+Z7/Lw0/JrIjJY7lepV8dVvFjlU2si8vD87XvxP/UDUgNSqVdGWWRXH1d5URDv1uvW65Hrr+k56svuaPAs9GjwwuqI5zDmHeUJ5GLluuZq6V3zLE2r92jwfepD5zDmzedM6/LweVGpV5hPaPCv6VfoV+jg6NbrSksyWDtcCl2TXdhdk10oWz1VayJKS1L23u/aVuNaO1wdXthd2F2TXR1e9luLWTtcKFunXv9fRGCIYP9fdV/FXONa41ptW8VcTl11X1dhamKvYq9iJWK6X+tek11OXadeMF+IYM1gRGCxW/hUAADy8IbuLPTSUrxYFFqLWUZZDFZ5UT/1pOxq6X3qy+4yWJ5abVtOXbFbFFruV1tTA1LHVXdYbVunXmJeCl3aVi7tdeaA42zibOI7407kHeV15h3lCeRs4p7hiuC830bgiuDj4cTjTuSm5R3lTuSx4uPhnuHj4bHigOPr5RLoEuiT5Gziz+BG4IrgWeH24mLlr+mG7vztTOtq6RLozefN53XmQ+fg6M3n4Oic6EPnYuVO5PbibOLj4fbiTuTr5Vfo1uvSUoROayLe7/TpJeng6MLqXfMDUgxWPVUyWKtQBfLe73Pt1usa7C7tP/UAAFL2y+6R61/sfeqZ7z/1mE/uV1lasVvYXetep14dXk5dRlnlU8dV41pOXU5dYl6TXYBcKFtRVvhUx1UoW9hd/1/NYLpfEmGcYZxhamJqYiViamIlYiVinGGcYWpinGGIYHVfHV47XBRavFipV0ZZRlnuVwNSUVbuV21bTl0wX+te2F0KXU5d9ls7XGJep17rXmJe41rPWcdVb1SrUIz5kUSM+d7vUvYAAJhPx1V3WO5XDFZS9msiSktGWXdY2F26X/9fYl5OXShbx1X4+4buketz7QXyXfPT8nvxLPR5UQNSUVbSUj1VZFdkVwFZi1lGWW1b9lueWp5aZFcyWPhUAAAF8vzt6eyv6SXpwuq37dbrkevW6/TpJekl6Rrs/O1z7Ybu6ewH65HrGuw56qTshu4F8uns9OlD52LlYuWT5JPk/+ZD583naumv6Tnqzef/5hLo/+ZX6JzopOzL7vLw8vDfSKv3X+y37Wrpr+lD533qOeou7XPtc+387ZHrfeoH6/Lw+Pto8F/sEugd5QnkCeTY5B3l6+WI583n/+bY5JPkCeTE407kYuVX6C7taPDp7Dnqzee65jDmMOYS6Nbrq/cs9Cz0Lu1M62rpV+gd5ZPkaumr999IDFaLWYROGuwu7UzrLPSRREpLMlgBWe5XWVoUWltT+FS8WEZZnloyWNJSeVF5UUpLeVFtW05dHV6TXWJe2F0oWyhbbVv2WyhbKFs7XDtcbVuLWZ5aRlnuV9pWMlhkV0ZZKFttW05d9lueWmRXDFarUMdVi1njWqde6151X+teMF//X/9fEmHhYa9iOWP0YiVi4WESYZxhEmHNYERgRGCIYERgiGDNYBJhiGCIYHVfMF8wX0RgiGD/X81gzWASYYhgdV/2W/ZbgFzjWsVcxVzFXIBcKFsoW7FbsVsyWM9ZgFzFXB1e615EYM1gdV8wX3VfYl5OXQpdKFs7XMVcqVc9Vav3P/XSUmRXRlkoW8VcHV6xW4BcbVuAXPZbCl3YXetep16nXjBfYl7FXBRai1kUWjJYx1UsTYRO0/Jo8AXyy+7W65HrTOtq6RrszedD5+Doauk56uDoEuh15rrmYuV15rrm/+Yl6SXpV+gw5tjkTuT24mzibOLE49jk6+Xr5TDmpuVO5AnkCeRO5B3luuac6Ezr/O3y8Gjw6eyv6brmzeeI5//mzed15kPn/+a65nXmMOb/5hLo4Oiv6a/pr+mv6Uzr9OnW6znqnOi65rrm6+Uw5s3niOeI52Llk+T24vbi9uJO5OvlQ+fg6JzoiOdD50PnEujC6j/1kUTuV7Fbz1kMVoRO+FQfV6lXqVdGWeNaFFofV4RO2lb/X1FWuuaeWoBcGuxM67pfkWT0YuteamL0YphPBfJEYOFh2F2IYCViRGBGWUzr8vAsTTnqnOgfV7FbUVaYT/hU5VOYT5FE+Pt3WItZZFcoW55a41r2W5Ndk107XBRad1g7XLFbk10dXqde617YXUZZmE/lU1FWb1T4VJ5a9ls7XChbz1k7XNhdMF8dXthd2F2TXcVc9lttW21bRll78cLqnOim5R3lMOaI5yXp/O2M+Yz5LE0s9Pzte/E/9Ybu+PtS9obukesH6wfrkevW6znqpOzC6lfoMOYd5djkpuV15rrmnOhq6Zzo6+WT5AnkCeTr5f/mJemG7gXyayJ78ZHraukS6EPndeav6d7v0/KR65HrV+im5djkpuXN58Lq30jjWk5dHV6TXbFbH1dKS6tQH1eAXNhdO1yAXBRax1UAAPLwEO8/9VtTFFo7XE5dp15iXrFb5VOrUPj7UvYF8svu30iYT5FEmE+YT5nvLPTC6vTpnOg56jnqB+to8CxNLE2YT3lRLE2RRFL2e/GrUNJSPVV5UUpL+PtrIlL2q/dKS/j7y+7p7Ffo/+Zi5XXmdeZX6M3nnOiR6znq1uuR65nvXfM/9ZFEq1CETgNS30j4+/j7BfIH6xrspOwQ7yxN30j4+wXye/F78fLwSktvVFlaO1woW4tZd1hGWQFZd1irUGsiXfNo8D/1jPlKSwNSW1P4VDJYH1dGWVlaHV4wX7pfHV6AXG1bWVrPWeNa9luTXadep14dXvZbi1lZWllasVv2W/ZbnlqM+XvxLPRd81FWWVpOXdhd41rlUyz0ayJkV8VcMF/NYDBfbVuETsLqfeqR697v0/JbU99Ikes56lfouuaI5+DojPkDUndYFFoMVt9Ihu7y8JFE+FSrUPhUDFar99brJeng6IjnMOYw5uvlYuWm5XXmzeec6Dnqt+1f7JHraulM6znqt+0Q7wXyP/U/9T/10/IF8t7vXfM/9YbuX+yk7OnsOerg6BLozed96vztc+2r913zpOzg6FfoQ+f/5hLoaumk7JHr9Olq6Zzozec56q/paumc6K/pwup96hrskesH68Lqr+mv6V/s0/L4VAFZRlmrUHlR3u9f7Ezr9OnT8qtQRlm8WONaqVcfV/j7EO9q6SXpiOcl6Uzraukl6SXpketz7V/sB+s56vTp4OhX6K/pGuxf7C7tq/csTdpWz1ltW7FbbVtRVotZA1KrULxY7lc7XLFbFFoMVvLw/O1M6wfr9Ol78T/1UvZS9qv3SksQ70zrGuyG7gAAayLlU4ROLPTL7i7tt+1S9qtQW1OM+av3y+6G7obue/FrItPyLu3p7IbuX+yZ7wxWayIs9Iz5me9z7X3qr+lq6VfowuoH6znqaulX6Jzor+mv6Uzr6ezp7NPyUvZbUwFZRlkUWjtck107XPZb9ls7XMVck10wX7pfk13uV0pL/O178W9U41rYXbpfMF8wX05db1RrIphP7lc7XB1ep15iXthdKFv2W55a9ltiXrpfdV9EYM1giGASYXVfdV91X2Jek12nXuteMF+6X81gMF+TXVFWe/FM6/Tpc+1rIphPhE6RRAXyB+s56ojnnOhX6FfokeuR6y7t1uuk7HPtTOvg6P/m/+av6dbrhu578Ybuy+5f7H3qwurW6xrs/O1f7H3qiOfr5ZPkTuQd5U7k2OST5AnkCeT24vbigONi5R3ldeYS6IjnJemI53XmiOeI50zraPCr9yz0hu7W61fo6+X/5pnv+FSeWrFbbVtGWatQSksMVnlRq1CnXsVcBfIAAEZZx1WM+eVTk13rXqde6151XxJhV2H/X2JeMF//X+teMF8wX7FbO1xtWwFZFFpOXQpdTl3/X+teTl07XKde2F07XE5d2F1tW3dYRlkUWjtcCl0oW21bnloMVh9XnlrFXB1e/1+6X7pfRGCIYIhgzWD/X+te615OXW1bRlkUWvZbWVo/9cLqt+2YT29Ub1QfV3lR3u/4+3vx3u+R61L2ayJKS29Ui1k9VZFEkUT4VNpWSkuZ78LqX+yG7hDvAACrUHvxV+gw5qbl2OT/5vTpy+578Yz58vAa7Dnqfepq6XPtq/fe7z/16ezg6EPn/+YS6MLqeVEBWVla9lv2W89ZeVEH69brc+3W69PyUVaLWVtTXfMF8obut+1rIhRagFzFXGJedV+nXpNdgFyAXPZbO1yeWhRa7lfHVatQhE74VJhPq1B5Ud9I0/IF8qTswurg6H3q1uto8BDvkeuv6eDo9OlX6KTs9Olo8NJShE4sTYz5+PsDUqv3EO9M6yXpQ+cw5ojn/+a65jDmiOec6BLoV+hX6DnqpOwF8nlRRlmeWkZZq1CG7tbrLPQBWTtcHV6nXjtcAACk7H3qme/4+2jwr+mv6Vfo/+aI56/pXfMQ71/sB+tX6GLlk+Qd5UPn/+bN55zoTOtq6f/mpuUw5s3nQ+f06Uzrhu5o8N7vhu5o8NPymE+ETndYFFoUWu5XeVHfSLftnOhq6Ybu0/L4+/hUq1DL7jnqOeqG7jJYTl3rXrpfHV4fVwAAe/Fd85hPi1meWp5aKFvuVz1VH1dGWZ5aO1xOXWJeTl2xW7FbCl1OXcVc2F2AXApdk13YXetedV91X0RgiGDrXthdp17/XxJhV2FqYjljOWOvYhJhYl5tW29Ui1nFXLpfzWDNYDBfCl2AXOte615EYERgp15GWRDvc+196pzoX+zL7hrsaunC6nPtferC6qTsjPkDUvhU+FTfSKtQ5VMUWjJY7lfHVSxNme9q6a/pJeng6PTpX+ze74bukesu7ZzoV+iv6Uzrt+3e7yz0aPDT8j/1eVEyWLFbsVsoW55a2lZ78dPyUvaETgNSFFrPWdpWEO/W69brV+jr5YjnferT8l3zEO+r90pL0/LfSKv3eVGpV4tZH1epV+5XqVcyWEpLLPSG7uns1uuR65HrX+zy8JFEUvbp7IjniOdD5zDmEuje799IP/X87a/pnOic6BrsRlmTXadeMF8KXUZZme9z7V3zH1exW7pfzWDYXYROBfIQ78vuLE0KXade/18dXgpd9ltGWVtT2laeWndYLE3T8iz0feow5qbluuZ15uvlpuWm5abl6+X/5kPnMOZ15nXmV+hf7AAADFaeWs9ZZFeRRD/1B+uR6wNS7ldRVgNS8vAH6+DouuY56q/paulq6ZzoMObr5Yjn6ezL7lL2A1JKSwNSeVEMVp5axVxiXk5dKFvuVzJYnlrFXMVcTl2AXFFWy+4a7JnvjPny8Cz05VM9Vfj78vD4+1FWKFvYXdhdMF8dXgpdbVttW6lX5VNkV7xY0lKZ73vxy+5S9j/1c+0AAMdVeVEa7IjnnOgl6cLqnOjg6K/phu5q6brmuuZD5xLoEugS6EPnuubr5ablYuUd5TDmdeZ15jDm6+V15jDmzecJ5AnkCeTY5NjkYuWm5WLlHeVO5Dvj9uL24rHinuGe4WzigOM74/biseJs4rHiCeQd5abluuac6HXmpuV15pzoV+h96nvxUvZo8OnsOerN5//m4Ojg6C7tGuyv6a/p1uvy8N7vme8F8vztX+zW67ftXfMsTT1VDFaETkzraumI55zo4OjC6gAA+Pur997v8vBbU4z5jPlS9vhUMlgKXete615iXmJe2F2TXWJeCl0UWsdVZFdbU4z53u978Znvme/y8AXyA1LuV7xY0lKM+Yz5hE5S9gNSsVs7XJNdnlrSUpFEZFeeWm9U0/KRREpLjPn4+5FEq1CETtJS+FRGWfZbTl1OXZ5aW1NbUz1V+FSM+fzty+5rIj1VhE6YTx9XgFyAXApdk13rXmJebVsDUlL2UvZ5UT/1ayI/9fLwme9S9ixN+FQBWQpdTl2AXChbp15EYHVfMF+6X3VfHV5OXadeYl51X+teYl6nXjtcFFoUWllasVvrXkRgV2H/X7pful/rXjBful9XYWpi9GLCY8Jj9GKcYYhgV2GIYM1gnGElYiViEmEdXihbsVsoW21bCl3YXeNa2lZ5UQNS+FTuV+5XRlm8WOVT0lI9ValX+FTuVx1eHV7YXcVc2F2TXQFZPVXaVkZZvFhkV3lRq1A9VdJSkURS9nPtwuol6cLq1utf7BrsOerN56blTuSA4/bik+Ri5ZPkgOOe4Vnhz+BG4EbgFOHj4Z7hJ+Ke4RThWeEn4rHiO+NO5IDjseIn4vbiCeTY5AnkxOPj4ePhnuHj4fbiTuTE457hz+BG4M/gJ+Kx4oDjxOMJ5E7k2OR15jnqBfIsTW9UMliYTyxNAAB78cLqGuze72si8vA56v/muuZD53PtFFrYXdhdCl32WwFZ2lY7XP9fEmEwX05d41q8WIz5hE6ETphPPVVGWR9XjPmr9/Lw6ez87YROTl11Xx1e9lsUWihbCl3YXZ5asVsdXjtcxVwdXuteRGBEYP9f2F0dXmJeO1wUWsVcp17NYBJhzWD/X3VfHV47XChbi1kKXeteHV6TXbFbRlnPWW1bsVuAXLpf4WGcYc1gzWDNYIhgEmHhYeFhRGAwX05dgFxiXjBfCl3jWihbFFr2W6dedV91XzBful+6XzBfRGBXYRJhul9OXW1bKFuAXLFbFFpZWhRaW1MQ7z/1W1MUWuNaHV66X4hgYl6xW21bCl1OXR1ep16TXU5dCl1ZWihbx1W8WMVcxVzPWdpW+FQ9VT1VqVcyWD1Vq1CYT4z5P/XT8j1VsVs7XJNdk13FXJ5asVvYXetep15OXVla7ld5USxN30hd897vy+5z7ZHrB+sH6+DoOepz7V3zayJ5UYROayLp7M3nzedX6FfoJeng6P/mHeUJ5Ankk+Ri5evliOcw5mLlk+TE48TjgONO5Ank2OTE407kxOOx4uPhseI74zvj9uKx4jvjk+ST5JPk2ORi5WLl2OTY5E7kCeRO5B3lxOMJ5GLlMOb/5qblHeXY5FfoLu3W697vt+2v6UPnnOiv6WjwjPmr94z56ex15qbl6+V15rrmX+xrIqtQ3u+37Znv+PtRVvZb617rXthd9ltRVndYCl1iXkRgEmH/X6deKFsoW+NabVs7XJNdgFzaVnlR5VNvVEZZ9lvYXW1bZFd5UZFEmE+pV9hdYl6TXU5dk12TXWJe/1/NYP9fp17YXShb0lLlU6lXAVkoWxRad1iYT2sib1TPWQpdTl3YXetexVwUWp5ak11OXWJe616nXh1enlpZWotZnlpbU3lRA1IDUgNS30gs9AXyhu6v6WrpTOve71/s/O1f7BLodeZi5R3luubC6nPtq/cyWGsiy+4u7dbr3u8sTalX41qeWjJYjPny8Pztc+2RRNpWi1nuV0ZZUVYsTav3keur9wxWvFjjWrFb7ld5Uav3XfOETrxYnlpZWjJYe/Ff7Cz030iM+alXAVkBWW9U/O0Q72jwLu0H6/j7q1CrUB9XUVZrInPtkeu37Wsi0lKrUD1Vd1j4VIz5t+3L7svuBfJvVChbbVt3WLxYi1l5UUpLSkvT8tPyhE6pV/hUkUR78Ybu3u/y8AXyq1DSUvj7me+Z78vuP/WrUANSq/eG7sLq4Ojg6Afrt+3e73PtfeoS6M3nnOgl6ensLu1M6//mpuXE44DjxOPE48TjCeTE48TjseL24jvjxONO5GLlMOb/5ojn/+b/5v/mV+hX6BLo4Ogl6Zzo4OhX6HXmTuRO5Ank6+US6Nbrt+0F8qTsaunC6i7t6ewF8ndYnlraVphPW1NKSwXy+PvfSKtQq1AUWrxYPVUAAIRO30jT8gXyq/fL7n3qnOjg6K/pEO9rIj1VhE5KS2sikUQDUltT5VOrUJFE30iETvj7LPQs9AAAeVH4VGRXqVfjWrFbnlptWwpd614wX4hgzWCIYLpfMF8wX2Je615iXmJeYl6TXYBcbVtZWrxYKFuAXApd9lsoWxRanlp3WLxYd1gUWlla2lbHVUpLhE4DUuVTDFZRVgxWayKr9z/18vAs9GsimE+ETmjwwurC6l/sLu387WjwXfNRVkZZKFuTXWJeYl4KXc9ZRlnPWXdYSkss9FL2P/Vd82siSkurUPhUqVdtW2JeYl5iXmJegFwUWhRa9lv2W5NdHV7jWkZZ2laRRGsiRlmeWjJYZFdbUyxNLE34VAxW+FTSUlL2P/UAAPztwuqr98Lquuac6K/p6+WT5LrmQ+dD53XmnOhq6RLodea65lfoMOZD5/Tpwuqk7OnsOepM67ft6eyR68LqJelX6ODoOep96sLqt+0F8rftGuwH66/paumk7Gjwt+3L7nPt9Omv6ZzoJen87XPtayKZ74buhu7y8Lftt+306TnqV+jN54jnr+kS6ODoV+hD5zDm6+WI5//muubg6JHraulq6cLq6ewQ77ftme/y8OnsX+yc6P/m6+VD54jnQ+dM6y7tAAAs9Kv3UvaRRN9IPVXSUnlRA1J5Ufj7LE3SUh9XPVWM+ZFEq1CRRJhP0/IQ76TsLu3p7GjwAABS9mjwP/Us9Gsiq1CYT89ZbVv2W21bYl4dXthdHV7rXrpfMF/rXk5dsVsUWqlXMli8WBRaCl3YXU5dTl2TXU5dTl1OXQpdTl1OXQpdO1yeWjJY7lfHVZhPjPkAAIz5AAAs9NPyhE7HVZhPSkss9NPyBfJ78fLwB+tM6/TpB+uv6ZHraunW6xrsEO8F8nvxXfNS9gXy+PvT8qTsX+xM6wfrJemc6FfoaukS6EPnEuhf7AfrpOyG7t7v8vDy8D/1q/csTVFWSktS9obuy+6G7gXyeVHfSNpWFFqLWbFbgFyTXQpdxVzYXfZbsVsoW/ZbKFuxW21bCl2AXONabVupV7xYAVkUWjtcbVsoW21bbVsyWM9Z41o7XFlanlr2W21bbVueWrFbbVvYXeteRGBiXuteHV5iXrFbnlrjWihbAVl3WBRabVueWm1bbVttWyhbnlqLWcdV2lY9VeVTeVH4+4z5q/eM+RDvhu7C6q/pzefg6HPt6eyr90pLq1BbUyxNUvb87S7tpOx78av330j4+9JSW1PfSNPyayIDUlL2A1IMVhRasVv2W5NdHV5OXYBcKFs7XLFbsVuTXYBcO1yxW05dO1yxW1laMlhkV29UeVFbU29ULE3y8Ibu/O1d84z5kUSrUFtTW1PSUvhURllGWW1bbVuxWyhbFFooW/Zb9luAXMVc2F1OXdhdTl0dXh1e614dXqdexVyxW1laz1kfVwNS30gDUltTmE9vVOVTmE9d83vxXfNd82jw6ewa7N7v6ezL7l/swup96uDo4Ohq6eDo4Oiv6eDonOjg6EPnQ+dD54jnfeo56hLoV+g56gfrkeuR69brB+v06dbre/EF8lL2LPTT8iz0c+196iXpaukS6FfoV+jN54jn/+bN583nnOgS6JzoiOdD5+vl6+W65jDmdeZD583nzefN55zo4Ohq6c3n4OjN54jnaul96sLqX+yk7BDvhu5o8N7vP/X4+5FE5VOpV3dYqVcUWm1bWVoKXZNdTl2xWztcKFueWgFZ41r2WwpdsVtOXfZbgFwdXmJe2F2TXQpdk107XGJeCl3FXLFbgFxtW9pWDFbaVlFWDFY9VQxWZFe8WB9XvFixW05dTl3YXadeYl4dXqdeYl6nXqdek10KXfZbnlofV/hU2larUPj7LPRKSwAA3u+r997vc+0a7KTsLu3C6tbrX+x96i7tpOzL7svu3u+37T/1UvaZ75nve/EAANPy/O2M+Rrshu456svuJenN5+vlpuUd5WLlpuXY5B3l2OQd5TDm6+Xr5evlMObr5R3lpuVi5ZPkxOPE4wnkTuRO5E7kk+Sm5TDmuuYS6FfonOj06TnqkeuR63Pt8vCk7JHrOepM66/pTOuv6Vfor+mc6CXpaunL7t7vt+2Z73Pt8vAF8nvxc+2G7pnvB+v87ens1uvW6y7tTOuv6cLq0/Ly8Kv3aPCr92jwaPCr9yz0q1CM+QAAAADe72jwUvZKS99IW1MBWYtZxVw7XMVcxVyxWwpdTl32W55ak11OXU5dk107XNhdgFyxW21bTl2xWztci1lGWUZZAVk9VYROeVGRRHlR+FQDUh9XFFq8WAxWZFcyWAxW5VM9VXlReVHfSKv3hE7SUnlRMlgfV8dVx1U9VUZZRllRVs9ZvFgUWs9ZWVr2WztcTl1tWxRaAVkBWalXRllGWZ5anlrPWShbsVs7XJ5aKFvFXG1bCl07XE5d2F3FXChbMlgoW7FbxVzYXR1eHV4dXpNdTl2nXqdep14wX/9fp17YXZNdYl4KXcVcxVw7XBRai1nPWRRa2lapV3dYUVZbU0pLkUQAAB9X2lbaVphPX+yR66/pwurg6IjnV+gS6HXmuubr5f/m/+am5f/m6+W65kPniOdD57rmiOeI583nJem65kPn/+br5TDm/+Z96vTpJen06Tnqfeqc6M3nuuZD5//mMOYw5kPn/+b/5pzo9OmR66/p9On06eDoJeng6BLouub/5jDmuub/5h3lHeVO5MTjCeRO5GLlk+Sm5ablYuWI57rmQ+em5ZPk/+br5YjnpuWT5GLl6+US6GrpaumR65Hrc+0a7Afr9Oku7bft3u9z7XPtBfJd8wAAayIAACz0eVFbU/hUFFqeWm1bsVsKXdhd6151XzBf617YXQpdCl2AXDtcxVyxW89ZDFaRRAXyeVFbU9JSb1SYT8dVH1cMVm9UZFfuV/hU+FRrItPyP/XW62rp9OnW69brTOt96vTpJekS6Jzo4Ohf7F/sket78dPyXfNM60zrX+z87fLw8vAQ75nvayJS9qv3LPQu7XvxAACETnlRSksDUqtQ5VMDUltTq1Cr97fty+4Q78vuGuyR68Lq1uvp7F3zc+3C6n3qTOt96sLqJemc6ODoaukl6X3qaulq6d7vaPCG7unsket96gfr0/I/9Wsix1UyWO5XRlnPWfZbCl2xW8Vck11OXR1eYl7/X/9fRGCIYP9fiGCIYHVfdV91X3VfdV+IYERgV2FXYVdhV2FXYc1gV2GcYVdhEmGcYZxhnGGcYZxhnGHNYM1gRGD/X7pfMF+nXqde2F0wXzBf6151X3Vf617rXqdek13YXTBfMF//X/9ful91X2JeHV5iXthdTl1tWyhbz1l3WLxYd1hGWUZZqVfSUtJSW1MfVx9XW1MMVixN0lKRROVTSkvT8pHrpOy37cLqnOic6BLozedq6SXpaukS6BLozefg6GrpnOj/5v/mQ+em5TDm6+V15uvlMOYw5jDmpuWm5abldeYw5v/mzedX6CXpJek56uDoV+hq6eDoOepq6ZHrB+sQ713zayIs9Kv3+PtbU/hUZFfjWkZZWVrPWVFWPVUyWANSq/d78fTp1usH6+nswuo56sLqr+k56hLoEuiv6fztEO+k7C7tr+kS6PTpOeol6cLqTOtM60zrwuqk7H3qwur87V/sOer06ZHrc+0F8mjw8vBS9vLwme+R6xDvpOyk7Afr9Ong6JHr6ey37XPtGuxM6+nst+2Z74RO2lY9VWRXDFZkV9pWA1L4VOVT0lLSUoROP/Xy8FL2P/WM+d9IkUSRRAAAAAD4+0pLq/dKS4ROvFg9VVtTq1CETu5XmE9GWTJYZFcUWuNaO1yTXWJek12TXWJedV8wX0Rg/18wX0Rg/191X6deYl5iXpNdTl1tW21bKFtZWm1bsVtOXQpdO1xOXdhdTl1OXcVc9lttWwpdsVsoW05dTl1OXTtcsVttW55asVs7XIBcKFv2W/Zbk11iXpNdp14KXcVc41qeWrFbKFv2W7Fb9lsoW21b41qxWyhbRlnHVSxNeVH4VHdYi1k9VdJSSkssTWsiq1AAAFtTmE9GWdpWeVGrUPj7LE1S9qv3BfJz7WrpzedD54jnpuUd5abl6+X/5jDm4Ohq6a/pkeuR64buhu4H61/skev06ZzoV+jg6IjniOcS6EPn/+YS6Jzo4Ohq6a/pwuoa7PTpfep96tbrJekH60zrketM69brwuoS6CXp4Ohq6YjniOdX6MLqr+k56q/pOeqR62rpaulM63Pthu5o8Brs1us56hrsLu3L7vLwLPRd81L2P/X4+97vLPT4+xDvc+3L7rftaPBo8Jnv0/JKS/j7+Pto8Cz0UvZS9oz5hu5o8BDvEO9d85FEkUT4+0pLSktbUwNSUVYMVh9X2lYBWR9Xd1iLWRRaRlkoW0ZZKFttW55aO1xRVvhUUVblU0ZZi1mxWwpdTl2xW+NaO1yxW7xYRllGWRRaWVooW21bO1xtW1laFFoUWgFZnloBWYtZWVqTXQpd9luAXDtcxVxOXU5dHV47XG1bWVrPWQFZd1gMVphPSkuRRIz5P/Vd86v3W1MMVndYAVlZWhRaFFraVgFZi1mpVz1V2lZkV9pWb1TlU1tTSkssTd9IUvaRRFL2+Ptd8/j7A1KETnlRayIsTW9UW1OETj/1BfLT8hDvX+zC6sLqkeuZ72jwBfIa7JHrOeqc6Ijn6+Vi5abl2OQd5djkTuTE45Pk2OTY5Njk2OR15ojnV+jg6Grpfepq6cLqr+ng6ODoaunC6n3q6ey37VL2+PurUG9UeVFKSz/1LPTfSPj7LPQAAAXyLPSR6+nszecl6c3nEuic6Jzor+mR6xrsB+vC6tbrB+tq6SXpiOeI50PniOeI583nQ+f/5uDoEugS6M3nzeeI50PniOfN5xLozedq6UzrJemc6IjnJemv6Wrpwupf7F/sc+2k7C7ty+4u7Znvhu578SxNb1SYT6tQAACrUFFWMlgfV5hPAADT8t7vc+0a7Ons1uvL7nvx8vCk7MvuaPCZ71L2q/eM+d9Ix1XaVkZZ41pZWihb41ptWxRabVtGWUZZAVkBWRRanlrYXWJe616nXute2F0KXTtc9lttW21b9lsoW0ZZ0lLlU8dVd1jSUvhUUVYBWW1bgFwKXU5dTl3FXMVcO1w7XG1bnlp3WKlXayJd82jw8vCM+d7ve/He7wXyLPTe79Py0/L4+13zayI/9ZFEXfPL7unsOeqv6c3nV+jN54jnV+j06cLqaumv6ZzoV+ic6CXpTOv06cLqwuoH6xrsc+1S9ixNkUQ/9T/1ayJS9qv3jPlS9vLw8vBKS1tTA1KYTyxNSksDUvhU7ld3WM9Z41qxWztcsVsoW1laZFeLWRRaRlkyWGRXW1OYTwAAmE9RVkZZKFsUWs9ZRlmpVzJYqVcfV7xYx1U9VQNSW1MsTatQDFbuVwNSkUQsTd9I+PtrIkpLAACM+atQkUT4+2jwLPSM+QXyhu5f7GrpwuqZ7/zt8vBM6wfrnOjN54jnQ+cS6Ijn6+V15v/miOdD5xLo4Oic6BLoJelq6TnqpOze73vx+Pvy8Mvuwuol6a/pwuqR62rpr+lM6y7tB+vC6n3qwuqv6a/paumv6WrpOerC6l/sketM613zjPnT8mjwXfMs9Lft3u+Z7+nsaPB78VL2BfLy8NPyAACr9/j7A1KM+dJSA1L4VANS0lJ5UeVTDFZvVCxNLE2YT1L2+PuYT+VTb1RGWe5XMlgyWFlabVv2W/Zb41rFXPZbz1meWgFZFFoUWqlXH1cMVtpWAVl3WAFZZFd3WKlXMlhbU9JSA1JKS3vxme+Z75Hr1uvL7nPt0/L4VG9Ub1R5UZFEb1TuVwxWRllGWZ5aWVqLWW1b41qpVyxNSktd80pLmE/4VKtQ7ldKS2siP/Us9BDvLPQQ70zrc+387Rrs/O3e7/j7Guzp7HPt/O1f7EzrTOtf7NbrkesH6/TpOepM63PtXfMQ7wXyayJKS0ZZz1meWm1bnloKXfZb9lueWuNavFjaVgxWZFe8WKlXqVcBWYtZRllZWotZd1g7XMVc9lsKXQpdCl0KXQpdxVzFXChbbVsoWyhbnlpZWqlXPVVGWbxYZFdbU2RXeVHSUlFW+FRrIgxWeVGpVwFZd1gMVrxYZFcMVtJS0lJkV9pWFFqeWihb9luxWyhbd1gBWTJYZFdbUzJYvFiLWbxYvFgBWc9Z41pGWW1bk13YXYBcxVzrXuteYl6AXApd9luAXJ5aRlnuV4tZnloUWjJYZFc9VfhU30g/9av3eVEfV4tZRlnaVlFW5VMDUm9Uq1ADUlFWAVk9VW9U0lIMVvj7LPQF8vj7AABKS1FWUVa8WGRXH1d3WFlabVsoW4BcxVyTXdhdTl0dXthdk10dXvZbbVv2W3dY2lZvVHlR+FRrImjw6ews9N7vEO+k7Dnqe/GM+V3zP/VS9vj70lKrUG9UBfIs9N9IAABo8JnvkevC6tbrr+n/5pzoaun06a/pauku7d7v+PuYTwAAy+7y8Iz5aPD87cLqX+x96uDoTOtf7MLqkesa7JHrLu178d7vme8/9QXy1uvC6mrpEuhX6ODoaul96jnqaum65jDmV+gS6M3ndebN5yXp9Okl6TnqfeqR633qfeo56q/p9Omk7BrsLu2Z70pL5VNo8JhPx1XHVUpLkURrIj/1kURz7TnqGuy37V3z+PvSUs9Znlo7XJNd9lv2WwpdTl3FXG1bnlrHVdJS0lLSUj1VDFY9VVtTkUSrUD1VRllGWYtZz1kyWEZZAVmYT1FWvFhkVz1Vx1VRVqtQA1JrIiz0A1IMVmRXd1jaVrxYDFaETvj7UvY/9fj7q1CETpFEZFfaVgNShE49Vfj7P/X87SxNSkv4+6tQayKETobuTOt96i7thu4Q7z/1c+1o8MdVq1AQ72sib1TaVvj7ayKk7BLo30i37a/pX+xz7ZFEhu4/9RLoOeq65sLqOeow5jnqYuXp7BDvq/cw5rftTuQ56mrpQ+cS6Ffokesl6UZZq1Dy8Lrm30jc1obOhNULdpdv8tAZ09xv3G9K0sDRhG7RcqRlXdMO1sBqzecj0NTSW3N5cTfRZtcWc3lx+tTA0XHUq3DwcOfTBdJI2T11bnQ/1XvRBWvRcqvXe9GRZPjb59O2balXuGaP0mTeFnOkZbZty2d7amZwDm+2bSNpN2qzdAt2KtsZ01NvbnTnbA7WDm9bc1PW59MhcANyKtv/5g5vLmZk3tZkyW5Ka0FneXElYjfR8HADctzWc+15cell8tAbZdFyjdnw15FkfmNoaSzUiuBxbWbXI2k93ITVoNon4sBqhNU02NRr8Ndx1NrdBWvrXrbULG0746LT8HCz27bUDm8uZnffLmZi5ete52wD2Sxttm3n0yFwGGyE1TRx+m2N2Xlxy2eg2slukWRTb/ptZtfUa/Bw5do02EbgvnFKa13TJWKe4QHgUN283+FhDtavYrPbe9Fm111sedgF0r7YDtYF0izUoNr61PLQ1NJ33+fTaNAF0r7YSNld0/rUcdSt0MnVP25I2cDR1NJMZPJphNWg2vRiEuhxbaRlIddTb0hye2rcb4RuDm9udDRxoHM9dTRxU2+gc+13s3TnbCp0lXZudPptFnMLdltzIXC+cTRxcW3wcANyJ+KvYoZnDtY/1RbaP9VK0vLQe9Ej0LjNEM8j0EHOLs39zf3N6cxzzcvO/c1BzhDPy86Gzt7Pj9LA0Y/S+tTc1ufTH96+cedsiuBxbTRxPXX4dGZwKnTHdQt2H3eCdT112nbtd2R3x3XHdal3Mnipdx93KnTHde137Xfadip0FnOzdI1y52whcFNvj2vE46LT8tCt0HvRBdIQzy7Nc83pzGDMpMwuzaTM1svWyxvM1svpzLjNLs3pzHPNhs7LzprPwNFK0sDRotNx1CHXfeqPaxBoHV7pZZdvKnRIcmZwoHNQdoJ1oHOVdmR3gnUfd+13lXbtdwF5vHgyeDJ4AXkyeKl3AXkBeal3H3eVdrN0SHKgc4J1SHL42w7W3NbJ1Y/S8tAQz7jNuM3pzNbLG8wuzRvMTMtMy5HLTMvWy6TMpMzWyxvMc83LzlXPms8j0PLQotP61NzWx9x+YxBoG2XeaJdveXHwcANyoHONco1y+HSVdpV2+HRudJV2MnjtdzJ4MngyeAF5AXkBeYp5z3mKeUZ57Xdkd6l3ZHdkd1B2SHJKazJYrWmkZXHUrdCazxDPuM2kzGDMLs1gzMPK9MnDypHLTMtMywfLfsrDypHL6cy4zS7Nc81zzcvO8tDU0ufTl9bc1tzW5dq2bXlx3G9Tb6twA3IWc7N0x3WCdcd12nYLdpV2MngBebx47Xd3eEZ5innPeRR6FHoUehR6RnkyeDJ47XftdzJ4C3aXbzdqomznbMfcXdPy0MvOc83pzKTMYMwbzAfL9Mn0yX7Kw8rDyn7K9MmvyX7K1ssbzBvMG8xgzOnMEM830cDRj9Is1JfW+NsjaQ5v3G/cb2ZwSHIqdMd1UHYLdpV2ZHdkd2R3d3gBeUZ5AXkBeYp5WXpZehR6WXqeeuN6FHq8eGR3ZHdGeYp52naXb0prhG4/bl3z3NbA0VXPc82kzOnMLs1gzMPK9Mn0yTnKfsoHy37KJcnhyPTJkcuRywfLB8tMy2DMuM3LziPQ8tA30QXSl9aRZHtqSmvJbiFwvnGgc8d1UHbHdQt2ZHcyeDJ4d3i8eAF5RnmKec95nnpZes95z3meeid743pGee13H3cBeRR6MngWc7Zt3G8hcAVrgtws1CPQ/c2kzOnMuM2kzMPKr8mvyTnKOcrDyjnKJcmcyGrJTMuRy8PKfsrDytbLLs1BzprPVc8j0K3QttTLZ49r1mTAaiFw0XIqdMd1lXYLdgt2ZHe8eAF5vHi8eAF5inkUehR6WXpZell6WXqeemx7bHtZeu13C3aKeSd7inkqdPptq3BIcnlxXWzc1mjQhs4uzbjNy85zzcPKr8k5yn7KOcrDysPKJclXyGrJTMtMy37KOco5ygfL6cz9zf3N/c3Lzt7PGdPY5ApdA9me4Q5vA3Llc8d1C3b4dMd17XdGeUZ5vHi8eAF5FHoUehR6nnpZes95WXqeep56J3ueegF5C3Yfd1l6WXqVdoRuBWs0cdFyl2/4263QVc+Gzv3Ny86GzhvM9Mn0yQfLB8t+ysPK9MmcyCXJB8uRyznKOco5yn7KG8z9zbjN6cy4zVXP8tBm19jkDtbc1jdqSHLRcm50x3X4dPh0qXcBeUZ5d3h3eAF5z3kUell6nnpZeop5z3lZep5643qeehR67Xc9dXd4nnpGeSp0j2sObxZzSHKibITVaNCaz0HOhs4Qz7jNB8uvyX7KkcvDyn7KOcolyeHI9MmRy8PK9Mn0yTnKTMvpzHPNpMxgzP3N3s8Z0xbaq9fn0/jb3G8Wc6Bz+HSzdG502na8eEZ5vHgyeHd4AXkUell6inmKec95z3nPeVl643oUes95inkfd5V2z3lZemR3IXAhcFtzW3NmcJFkotOt0GjQms8Qz4bO6cx+yjnKkcvWy8PKOcr0yWrJaskHy9bLfspqyfTJB8tgzHPNpMwbzOnMms830efTU9a21CzU9GKNcqBzW3Plc7N0x3Wpd7x4Rnl3eGR3d3gUehR6FHqKeQF5RnnPeRR6FHpGeUZ5RnnPebx4C3Zkd7x4Mnj4dNxvZnBIcjRxV2FT1l3TBdLez4bO/c1zzWDMB8sHy0zLw8o5ysPKOcpqya/JB8vDyjnKfsrDykzLYMwuzenM6czLzmjQe9E/1WbXl9YB4CFwA3JIcm50PXWzdFB2qXd3eO13qXd3eEZ5z3lGeQF5inkUes95innPeRR6nnpZes95vHgfd2R3RnlGeZV23G8sbWZw8HCaaDTYBdKaz4bOQc79zXPN1st+yn7KB8sHy37KOcqvya/Jr8nDysPK9Mk5ygfLkcukzC7NLs24zRDPwNFd00jZd9/H3NZk8HAqdG50KnSCdYJ12nYyeHd4d3jtd+13AXnPec95RnlGec95FHoUes95nnqeehR6RnkyeB937XdGeTJ4oHMsbQ5vZnCibAHgXdPez4bOQc79zXPNG8zDyvTJw8oHy37K9MmvyWrJask5ysPKOcp+yjnKB8vWyy7N/c1zzf3NaNBd06vXd9/P4FFWcW3Rcvh0gnX4dD11UHbtd3d4AXl3eHd4vHiKeRR6FHrPeRR6z3nPeRR6WXpZell6z3kyeNp2ZHcBebx4x3WEbsBqtm2EbqJsA9lo0LjN/c3LzobOLs1My/TJOcoHywfLfsr0ySXJJcn0ycPKTMt+yvTJfsqRy3PNy85Bzv3NEM+i0xbaB2QuZldhLG0Dcj112nZQdgt2lXapd7x4inmKebx4AXnPeRR6FHrPec95z3nPeRR6WXqeehR6AXntd6l3ZHcyeDJ42na+cZNdhme2bSxtSNlo0EHOc839zbjN6cwHy/TJr8l+ysPKfsqvyeHI4civyTnKfsrDyjnKOcoHy6TMQc6GzobOVc/A0VPWi1mPazdqDm+Ncm50C3aCdSp0gnWpdzJ4AXmKeXd4H3e8eM95FHoUes95z3mKeYp5FHrjeuN6z3kyeKl37Xe8eEZ5qXd5cYZnI2lxbXtqx9x70XPNG8ykzC7N6cwHy6/JJcmvyTnK9MmvyeHInMhqyTnKw8o5yvTJOcpMy+nM/c2GzlXPI9AF0iHX3miEbqJsyW4Wc/h0lXapd6l32napd0Z5z3mKec95FHrPeRR6nnrjeuN6nnrjep5643pse+N6AXntdzJ4AXkBee13oHMQaOPhr2IQaG7bN9EuzZHLTMtgzGDMw8olyeHIJclqyfTJr8mcyBLInMj0yX7KOcr0yTnKB8ukzP3Ny85Vz63Qj9Lw14ZnP27cbwNybnTHdVB2ZHcyeHd4vHhGeUZ5d3hGeVl643one+N6WXpZeid7bHtse7F79ntZerx4d3jPeVl6RnnadvBw4WH/5rhmr2Jd0/3N1svDygfLG8xMy2rJV8gSyJzIJcn0ySXJEsgSyCXJr8k5yn7Kfsp+ykzL6czLzq3QwNHU0nHUx9yibDRx0XJudIJ1x3Xadql3Mni8eIp5FHqKeYp5z3meeid7bHsne+N6J3tse/Z7O3z2eyd7AXkyeIp5nnrPeWR3jXJZ4Rba6+WxW/rUy86Ry/TJOcpMywfLr8mcyBLIEsicyGrJ4cgSyBLI4chqya/J9Mk5ysPK1ssuzf3NEM830XHUDtZZ4SxtIXAhcG50UHZQdpV2ZHftdzJ4RnlZell6z3kUep56J3tse7F79nuxeyd79nuAfIB8bHsUekZ5inkUeop5H3flcwVrvti21PrU1NLLztbL9Mn0yTnKr8klyeHInMgSyBLInMhXyM3H4civya/JasmvyTnKkcsuzf3NQc6azwXSGdPc1jdql2+EbgNy+HQ9dYJ1lXZkdzJ4vHjPec95z3nPeZ56bHv2e/Z79nv2e/Z7xHwJfQl9gHzjeop5z3njell6d3iCdcluvtgs1LbUj9JVz2DMOcpqyWrJasnhyJzInMhXyM3HEsgSyM3HEsivyTnKr8lqya/Jw8pgzEHOVc8j0K3QStIs1KneGGzwcHlxFnPlcyp0s3RQdql3d3i8eIp5z3mKec9543r2ezt8O3yAfMR8xHwJfQl9CX07fON6nnrjell6AXnadtFyiGCE1UrSI9DLzunMw8olySXJ4chXyFfI4cicyBLIEshXyM3HEsglyfTJOcr0yTnKB8vWy3PNEM+t0BnTLNSE1WbX2lbAalNvSHLlcyp0KnQqdMd1H3ftdwF5z3nPeRR6nnpse/Z7O3zEfE59Tn2TfU59xHz2e2x7bHtse+N6Rnkfd41yQ+fJ1Y/SI9CGzqTMw8pqyeHInMgSyBLInMicyFfIV8gSyM3HEsjhyDnKfsp+ysPKB8vWy+nMy87y0HHUIder16vXSNm83xBo3G9bc250oHONchZzKnQLdjJ4inkUehR6WXrjemx7O3wJfZN92H0dfth9CX32e2x7sXuxe2x7WXoyeFtzWVrn0/LQms/Lzi7NTMv0ySXJV8jNx83HnMjhyOHI4cicyBLIzccSyK/JfspMy9bLYMxgzGDM6cyGznvRl9aT5K/pgOPH3LPb7d5xbdFy5XMqdLN0+HT4dFB2MniKeVl643pse/Z7O3zEfE592H0dfh1+k33EfPZ7sXtse+N6FHp3eD11j2vJ1TfRQc6kzBvMB8v0ySXJnMgSyM3HzcdXyJzI4cjhyJzIV8icyCXJ9MnDypHLYMzpzHPNQc5Vz2jQ1NLc1mTeYuV1X4ZnQWc3avptZnB5cVtzs3THdR93MngBeYp5WXone/Z7gHxOfZN92H0dfth9k33EfDt89nuxeyd7FHoyeLN0wGo/1WjQ/c2kzNbLB8s5yq/J4cgSyM3HEshXyJzIJclqySXJnMjhyGrJOcrDypHL6cxBzobOhs4Qz97Pe9Fx1DTY9uIHZOllMF+4ZjdqBWtxbb5xKnSCddp2MngBeYp5FHrjerF7gHwJfZN9HX4dfh1+k30JfTt8sXtse+N6FHoBeVB2q3Bu28DR/c2kzNbLTMt+yjnKr8mcyBLIEsgSyFfI4cglyWrJaslqyWrJ9Mk5ysPK1svpzP3NEM9o0PLQwNGP0ufTDtZu21dhLmYQaKJs+m36bQ5vNHFbcz11ZHcBeYp5FHqeeid79nuAfE592H0dfh1+HX6TfcR89ntse+N6WXpGee13+HTJbnnYaNBzzRvMB8t+yjnK9MlqyeHIV8hXyBLIEsicyCXJJclqya/J9Mk5yn7KTMsbzC7N/c1Vz63QStJd03HUydXR2R/e6+VEYGhpGGwYbD9u8HBIcltzx3Wpd7x4RnkUeuN6bHs7fMR8Tn2Tfdh9HX7YfZN9xHz2e2x743oUerx42nYqdLZtIddo0LjNG8zDyjnK9MmvySXJnMicyFfIEshXyJzI4cjhyCXJasn0yTnKw8pMy2DMLs1BzprPN9HU0izUDtY02ILcvN+R6+lle2oYbCxtyW5mcDRxFnM9dWR3MngBec95nnone/Z7gHwJfU59k33Yfdh9k30JfTt8bHvjehR6AXkfd7N0IXDg6BnTEM/pzJHLfsr0ya/JJcnhyJzIV8hXyFfIV8icyOHIJcklyWrJ9MnDykzLG8wuzYbOms+t0ErSLNQO1mbXKtuETkFnhmd7aixt+m36bVNv8HBIcqBzx3Vkd3d4RnnPeZ56bHuxezt8xHwJfZN9k33YfZN9CX07fLF743rPebx4ZHfHdY1yy2eE1a3Qc82Ry37K9MlqySXJnMicyFfIV8gSyBLIV8hXyJzI4chqyfTJfspMyxvMLs39zVXP8tDU0vrUIdfl2sTjEGhdbPptP24/boRuyW6Xb2ZwA3Kgc4J12nbtd7x4RnnPeVl643psezt8gHwJfU59Tn0JfcR8gHz2e2x7WXqKebx4ZHc9dQNyaGmX1vLQQc5gzAfLOcqvySXJ4cicyFfIV8hXyFfIV8icyJzI4chqyTnKw8qRy2DMuM0QzyPQe9EZ08nVW9rW661pcW1Tb9xv3G9Tb8luDm9mcANyW3MqdD11UHZkd6l3MngBec95WXrjemx79ns7fDt8gHyAfMR8gHz2e2x743pZegF57XeVdm50ZnDY5OfT3s9zzRvMB8s5ymrJ4chXyFfIEsgSyM3HEsgSyFfInMglya/JOcrDytbL6cz9zRDPrdAZ01PWgtzhYRhsDm8hcPBwNHE0cXlxA3KNctFyFnOgcyp0s3SCdVB22nZkdzJ4vHhGeRR6WXrjeid7bHuxe7F79nv2e7F7bHvjell6inl3eB93PXVIcrZt7d7n097PuM0bzMPK9MlqyeHInMhXyBLIEsgSyM3HEshXyJzIJcmvyTnKB8vWy+nMQc7ez4/SU9aV3SNptm3cb75xW3MqdLN0+HT4dPh0s3RudOVzoHNudD11UHYfd2R3ZHepd+13Mnh3eAF5z3lZeuN643oneyd743qeehR6inkBebx4Mnhkd8d1W3P6bR/ecdSt0EHO6czWywfLfsr0yWrJ4cicyFfIV8hXyJzI4cglyWrJ9Ml+ykzLG8wuzUHOI9CP0lPWd983aslu8HDRcuVzbnSzdPh0PXWCdT11PXU9dT11+HT4dMd1C3YLdgt2lXYfd2R37XcyeHd4d3i8eAF5RnmKec95z3mKeYp5AXntdx93UHY9dW50oHM0cd5o8NeP0t7P/c3pzNbLkcsHy37KOcqvySXJ4cjhyCXJasmvyTnKw8pMy9bLYMwuzYbOaNDn06DaYGVdbMluq3C+cRZzbnT4dIJ1x3WCdT11+HSzdCp05XPlcyp0bnT4dG50KnTlc+Vzs3Q9dYJ1x3ULdlB2UHZQdgt2C3aVdtp22nbadlB2PXUqdBZzjXK+catwyW57agHgDtaP0mjQEM9BznPN6cxgzBvMkctMywfLw8p+ygfLkctgzOnMc839zUHOy84j0F3T3NYy33tqDm9Tb1NvIXA0cY1yKnSCdQt2x3WzdNFy8HDwcDRxNHEDchZzjXJmcCxtQWfFXExkGGxTb6twSHLRcnlxDm8Ob/BwvnGgc4J1UHbHdfh0KnTRcgNyjXJbc+VzKnTRcg5vTGRQ3b7YydU/1cnVotN70d7PEM9BzrjN/c1Bzv3NQc7LzsvOy84QzxDPms8F0lPW5dpk3oDjx9yN2atQP240cY1yjXLwcIRuomyPa11stm36bY9rLmbj4dHZ3NaE1fDXFtrR2aDagtxI2frUttRm18Tjj2urcANyeXFmcD9uP26rcKBzgnVQdlB2gnUqdI1yA3Jbc250bnTlc41y+m2nXvjb5doy36Tsqd7c1l3T8tDezyPQ8tBK0hnTGdOP0sDR8tDy0AXSLNSX1o3ZgtwM3Y3ZvthI2aDas9v/5stnmmiIYOXaIdfn0+fTP9Vm1wPZZtc/1RnTwNE30cDR1NL61HnYW9pu227b5doB4DdqIXBIcltzKnRudG50s3Q9dcd1UHYfd2R32nYLdj11+HT4dG50bnRudKBzZnDAajdq3mjWZOFhFOF52PrUotOP0hnT1NIF0nvRe9HA0fLQaNBo0PLQ8tA30cDRN9Fo0PLQe9F70XvRe9E30WjQe9Fd09TSwNEF0krSwNHU0j/VhNX61NzWW9rl2trdEmG4ZhBoBWsYbLZt8HBbc1tzW3NudD11x3WVdmR3H3eVdh93ZHfadtp2qXdkd9p2C3bHdfh05XPRcr5xq3CXbz9uEGgoWzLfedg/1bbUcdSP0sDRN9Fo0FXP3s9o0JrPhs5BzlXPms8Qz8vOy86GzsvO3s970QXSe9Fo0GjQ8tBK0izUP9Xc1lPW+tTJ1XnYld26X3tq3mhBZ11sDm/cb3lxjXIWc6Bzs3Q9dbN0s3SCdVB2lXbadh93UHYLdpV2UHbHdVB2UHbHdT11+HQWc6tweXGNcr5xNHGXb/Zbedg02L7Yl9Yh11PWj9Jo0CPQaNBVz1XPaNDez/3Nc82GzhDPy87LzprPEM+GzhDPI9A30QXSBdI30cDRXdO21PrU8NcM3eXavtiN2VlaBWtdbMluIXDJbixtZnCNchZz0XKNcnlxSHLlc250bnSzdCp0jXKgcyp0+HSCdfh05XNbcxZzA3IWcyp0W3MhcKJsl28hcD9u52xxbWBl5drl2rzf2t002MnVotPU0krSe9FK0hnTGdMj0MvOEM/ez5rPI9DA0TfRms/ez/LQN9FK0nHUydXJ1XHUttRT1trdV+jY5IDj2OSK4KblrWnJbudsc2byabZt+m0sbQ5vl2+EbudshG5mcPBw3G/6bdxvvnE0ccluIXCNco1yvnG+cb5x8HC+cRZz0XIDcvBwvnF5cfBwq3AhcA5v1GtKa11s3mgq25fWjdnl2vDXhNUs1ErSrdB70Y/SXdN70SPQ3s+t0MDRwNEZ0+fT1NIF0hnTU9bR2eXaNNjR2Qzd0dnR2eteuGbt3m7br+lzZhDvMt9tW9ZkAeCC3P9fI2nAagVrj2sYbHtqBWs/bnlxA3JmcKtwjXJbcwNyA3Llcyp05XPlcyp0oHPRcgNySHLRckhyA3K+catw1Gt3WP/m/WZBZzLfH95I2dTSN9Gi01PWXdOP0jfREM8QzzfRGdM30SPQms+az2jQj9Ln0xnTj9KP0gXSLNS+2KvX59OE1b7Yq9eN2eFhMOa+2NHZH95331foBWtKa+Fhb1QuZl1sDm80cWZwSmsYbI1ybnSgc1tzjXIDcm50C3bHdbN0s3SzdCp0gnVQdm50eXEDckhyIXCrcI1y+m2+2A7WZN4y34TV1NJd09TSN9Hez63QwNHy0JrPVc/y0K3QVc8j0MDRe9Gt0MDR1NKP0gXS1NI/1T/VotMZ05fWW9o02MnVU9YD2bPb1us3alVo7d7j4Sxt8HCrcCFwNHEDctFyoHP4dIJ1gnX4dD11lXYfd1B2gnWCddp2UHY9dYJ1x3VudBZzFnN5cdxv+m0YbJpo5dpx1HHU+tR70SPQrdCaz0HO/c2GzsvO/c2kzHPNEM8Qz0HOy86az5rPaNDA0dTSXdNd0+fTl9ZI2avXvthk3v/mH95u2+FhLG1BZ4rg8mmXbw5v3G80cTRxeXHRcqBzs3Q9dfh0s3THddp2ZHfadtp2ZHcfd5V2qXftd9p2gnWzdLN0KnTRcvBwcW3y8KvXDtbJ1XHUrdBBzv3NQc64zS7Nc83pzNbLkcsuzcvO/c3pzC7N/c3LziPQBdIF0vLQe9Hn01vavN8W2qvXnuHLZ4Znj2vJbrZtXWyEbiFwNHG+cUhyW3OgcxZzKnTHdVB2x3XHdZV2H3epd3d4d3ipdx93qXd3eDJ4ZHfadpV2bnQWc1tzSHJKa77YLNRd04/S3s9Bzi7NG8yRy5HLkctMywfLw8oHy0zLkcsbzKTMLs1zzUHOVc/y0BnTotO21DTYH96RRGhpSmsFa/ptl2+rcL5xvnF5cQNy0XKgc250s3SzdD11C3aVdh93qXftd3d4d3i8eAF5inmKeQF5vHh3eO13ZHfadpV2PXVIcnFt3mhb2izUBdIj0EHO6cwbzEzLw8rDysPKOcr0yfTJOcp+ysPKTMvWyxvMpMy4zVXP8tAF0krSLNQW2pxh8mnAavJpomxmcI1yoHMWc0hyjXJudIJ1x3XHdQt2UHYfdzJ4vHi8eAF5vHhGec95WXqeell6inm8eHd4vHgBee13PXW+cWZwtm1k3oTVBdKGzi7N6cwbzMPKfsqvyWrJaslqyWrJr8mvyWrJ9MkHy5HLG8zpzC7Ny86t0MDRLNRI2dHZgtwQaKJstm0hcCFwZnBIchZzjXJbc7N0+HQLdpV22nZkd3d4vHhGeRR6WXqeeuN6J3uxe7F743oUell6nnrPebx4ZHf4dDRxcW1VaHnYI9DpzBvM1ssHy/TJJcnhyJzInMicyOHI4cjhyCXJ9MnDykzL1sukzP3Nms970SzU8Neg2jLfBWtTb1NvU28hcKtwq3ADchZzKnRbcwNy5XNQdh93H3dkd+13AXkUep56J3tse2x7bHv2e/Z7sXtse556FHoUekZ5UHaNcvptr+k02BnTQc6Ry37KOco5ymrJV8gSyFfInMhXyJzInMjhyGrJOcoHyxvM6cwuzcvOe9Hn0wPZMt9s4n5jGGwOb2ZwU2+ibHFtIXCrcL5xoHPlc75xSHI9dWR3Mnh3eLx4z3lZemx7O3zEfDt8sXuxe4B8xHw7fCd7FHp3eFB2PXX4dGZwLNSGzqTMG8yRy37KasnhyBLIRMfNxyXJaslXyM3HV8ivyUzL1sukzC7N6czLzpfWe/Fu2wzdRuDWZNxvA3LwcMlu3mi37V1sq3AhcKtwvnFmcDRxbnSVdu13d3i8eIp5J3v2ezt8xHwJfTt89nuAfAl9xHyxe0Z5lXYLdpV2PXWGZyPQpMwbzBvMTMs5yuHIEsjNx1fIJcnhyBLIEsjhyH7KTMtMy0zLG8xzzZrP59MD2SHX+tSN2Upr3G9Tb8Bqk11EYGhpSmtBZwHg0dnl2q9iDm9Ickhy0XKzdB93vHgUeuN6bHv2e4B8CX2TfU59gHyAfAl9xHxse0Z52nZQdj11Dm/c1iPQpMwHy8PKfsqvyZzIiMeIx1fIJcnhyJzI4cglyWrJfsqkzBDPhs7pzP3NStL427FbfmORZFnhW9pzZjRx8HBMZA7W59NI2fJprWmN2aLT+tRKa/h0gnWNcltzZHcUemx7sXuxezt8CX1OfZN9Tn3EfMR8O3zjes95inlkdyFwnuHc1q3QLs1MyznK9MlqyVfIzcdXyFfIV8jhyOHI4cj0yX7KB8vpzBDPy87LzsDRttSz27hmy2cYbLZtG2VX6NxvNHEsTVPWcdQ/1Y3Z5drn03vRStIO1j9ubnRbc9xv5XN3eON6sXv2ezt8xHyTfdh92H3YfZN9CX32e556nnpZemR3l2+g2gXSVc+4zZHLOcolyVfIzccSyFfIV8gSyBLIV8jhyH7KB8vWy+nM6cz9zRnTld0n4kPnr2LAar5x0XJ5cXlx8HAFazljamJ33xbaDtbA0a3QStKi0z/VA9mK4BhsjXKzdFB2vHhZeid7O3wJfU59k33YfZN9k32TfTt843rjep56d3hIch/eGdM30RDP1sv0ySXJV8jNxxLIV8jNx4jHzccSyJzIr8k5yjnK1ssuzf3NrdAO1kjZLPS2bclu8HBbc6BzFnOgczRx1GvyaVVoRGBQ3XHU8tA30V3TttQO1vDX9uIhcOVz+HTadgF5nnqxe4B8xHxOfdh92H2TfZN9xHyxeyd7bHueeh93BWur1yzUe9HLztbLasmcyFfIEshXyFfIiMdEx83HV8jhyPTJOco5ysPKYMxo0JfWediX1sfcj2vRcvh0bnTlc6BzNHFmcNFyA3JoaY3ZcdTU0izUDtYZ0/LQ8tAZ007kA3JudOVzs3SpdxR6bHuAfAl9CX1Ofdh92H2TfQl9gHxse+N6nnoBeVtz6+Wi05rPQc7pzDnKnMgSyIjHiMcSyM3Husa6xhLI4cglya/J9Mk5ytbLI9CX1kjZW9qV3TdqbnRkd1B2bnQqdOVzKnTHdfh0omx52L7Y0dmN2dzWwNFVz/LQcdSr15FkZnADco1yx3V3eJ56sXuAfMR8xHxOfR1+HX7YfcR8sXueeid7bHsBefBwttQj0MvOVc8uza/JzcdEx0THzcdXyIjHusa6xkTHnMh+ysPK9Mn0yRvMe9HeaI9rG2XyaVNvKnTtdwF5H3ezdKBzKnRQdlB2A3I56iHXLNQO1rPb59Pez5rPrdDU0u3eDm+NcqBzoHPHdUZ5bHs7fIB8gHzEfE592H3YfcR89nueell6nnrPebN0Ztet0EHOc83pzMPKV8j/xv/GRMfNx83H/8a6xkTHEsjhyDnKkcuRy5HLEM/l2gVrhG6+cdFyKnQfdzJ47Xftd1B25XP4dFB25XMsba9iZtcZ03HUP9UF0mjQI9Ct0PrU/WZmcI1y5XM9dal3WXqxe4B8gHzEfAl9k33YfU59xHwnexR6FHoUeql3LG170bjNpMykzEzLJclEx3XGusaIx83HRMe6xrrGzcfhyPTJTMtgzGDMc81T1mZwNHGNcip0+HTadrx4d3gyeDJ4gnXRcsd1C3ZmcG1bvtiP0gXSGdNK0mjQEM+Gzq3QA9mtaatw0XKgc8d1AXnjevZ7xHyAfMR8Tn3YfZN9Tn2AfON6RnkBebx4C3Z338vOYMxMy8PK9MmcyP/GdcZ1xrrGiMfNx0THRMdXyGrJfspgzIbOhs4j0K9iFnMqdIJ1lXaVdu13RnkBeTJ47XdQduVzs3RudCxtA9n61ErSI9Aj0K3Qms+GzsvOrdCE1ctnA3Llc250lXZGeSd7gHwJfQl9CX1Ofdh92H1OfYB8J3tGee13qXfHdZXdQc6RyznKr8lqyVfIusYwxjDGMMb/xs3HiMdEx1fIasnDyi7NI9Bo0I/SomzHddp2ZHftd+13d3jPeRR6Rnntd1B2oHOgc6Bzomy21MDRrdAQz1XPms9Bzi7NQc6t0MnVrWm+cRZz+HRkd895J3uAfAl9CX1OfZN92H3YfQl99nsUerx4qXfadgNyBdJgzH7KasklyeHIiMcwxqfF68V1xkTHiMdEx0THnMh+yqTMms9d08nVgtzcb1B2AXnPeYp5AXm8eAF5innPeUZ5H3dIcppo3mgYbILce9FBzi7Nc83LziPQEM/9zVXPhNX6bbN0lXaVdmR3FHr2ewl9k32TfQl9Tn3YfZN9xHz2e556MngqdANyhG4F0tbL9MnhyM3HiMdEx3XGMMYwxuvFdcbNx1fIV8hqyUzL6cyaz+Xal2/Rcgt2MngBeYp5nnqeell6WXoUejJ4lXaVdj11IXAn4nHU3s/LzlXPhs7pzGDMpMy4zd7PotN52CNpW3Padu13RnmeevZ7xHxOfZN9k31OfU59Tn3EfCd7z3kyeKBzxOMs1JrPkcuvyZzIRMd1xnXGdcYwxnXGdcYwxv/G4civyX7KLs2az/LQgtw9de13vHhGec95FHqeemx7J3tZeop5qXf4dCp0KnQsbefTaNCGzi7N6cy4zS7N1ssbzLjN3s+21JpoA3I9dWR3d3jPeWx7xHxOfZN9k32TfQl9CX0JfTt8WXp3eJV2eXEs1P3N1ss5ypzIEshExzDGp8WnxTDGusZEx//G/8acyAfL/c3A0dHZoNrAah93nnqeell6WXpZell6J3sne4p5H3dudPBwhG7yabbUy85zzS7NYMwbzGDMG8wbzHPNaNCi0+XaDm/HdXd4inkUeid7O3xOfdh9HX7YfU59xHyAfDt8J3tGecd1Dm8Z0+nMB8s5ypzIiMf/xnXGYsVixevFusZEx83HzcecyJHL3s+E1clu5XOgcx9343qxe2x7J3vjell6WXqeekZ5C3YDckFnNNgO1sDRc82Ry5HLkctMyxvMYMxgzHPNN9EW2nFtKnRkd0Z5nnpse/Z7xHyTfR1+HX4dfk59gHz2e2x7FHqpd9Fyld1VzwfLasnhyM3H/8Z1xjDGYsVixTDG/8YSyCXJask5yv3NFtqEbj11MngyeAF5bHs7fGx743qees95AXm8eNp2IXCN2dTSaNBVz7jNkcs5yn7KB8uRy6TMc824zd7Pl9bcbz117XdGeeN6sXs7fMR8Tn2Tfdh92H2TfcR8sXvjeop5ZHflcyVij9K4zfTJzceIx0THusa6xrrG68VixXXGEsivyRvMuM0uzWjQyW4Ldu13WXqees95WXr2e2x7inkBeTJ4PXXRcqtwNNjLznPNLs0bzNbLkct+yjnKkcsuzUHOrdDJ1ZXdhG7Hdbx4nnpse/Z79nuAfAl9Tn3Yfdh9Tn07fCd7z3l3eJV2jXLl2iPQ6cz0yc3HRMdEx7rG/8aIx//GMMa6xpzIfspzzXHU+tT61KtwZHcyeBR6bHueeop5WXpZeql3gnWCdfBw5do/1a3QG8xMy9bLkcvDykzLkcsHy6TMaNAZ08nVSmvRcj11MnieerF7O3yAfIB8gHzEfE59k31OfYB8bHuKeal3PXUDcvRie9FzzQfLnMhEx0THRMf/xojHEshEx//GV8h+yunMcdQ/bo9ryW5Qdnd4AXnjemx7z3l3eAF52nbwcA5vP2761BDP/c0bzDnKfsoHywfLB8tgzKTMLs030T3cVWg0cQt2qXe8eJ569nuAfMR8xHyAfDt8gHzEfAl9gHzjerx4gnWXbyViSNl70XPNB8ucyP/G/8aIx4jHEsglyZzIzcclyRvMy85u2yp05XMWcx93vHgyeIp543pGeZV2C3bRcmbXotM/1ZrPYMzWywfLr8k5ykzLTMuRy3PNVc+t0HnYU29Icvh07XdGeRR6J3uAfMR8gHw7fDt89nv2e4B8gHyxe8952nbwcJ7hoNpx1FXP6cx+ys3H/8aIx83HV8ivyfTJnMjhyJHLhs5m1250C3YWc/h0qXcyeAF5WXpGeT11SHKXb+XaXdNK0lXP1st+yn7KfsrDykzL1ssbzOnMVc8s1DnqZnBudFB2qXdGeZ56J3v2e8R8xHw7fPZ79nuxe2x79nuxe895H3e+cQPZotPU0iPQc80Hy5zIRMdExxLI4cj0ycPK9Mn0ydbLVc952Ehy+HQqdMd17XcyeKl3qXdQdnlxcW1xbRThe9H9zdbLOcr0yQfL1svWy9bL1svWy3PNj9KkZfBwKnQLdlB2ZHdGeZ56sXuAfMR8O3yxe2x7J3uxe/Z79nvjend4W3Om5Q7WotPA0d7PpMxqyc3HzcfNx5zIw8obzAfLw8pgzIbOGdN5cQt2+HQ9dal3ZHdQdtp2UHYOb4jnamI02GjQ/c0bzPTJr8nDypHLG8zpzC7NYMxzzY/S6WVIclB2H3eVdmR3innjevZ7xHyAfPZ7bHtse2x7sXv2e2x7inmVdpdvoNr61F3TrdBBzkzLJckSyFfI4cg5yhvMpMxgzOnMQc5o0B/e5XMLdlB22naVdm50W3PRclNvxVwW2ufTms+kzAfL9MmvyTnKTMsbzKTM6cwuzUHOBdLrXtFyUHZkd+13d3hGeZ569ns7fPZ7sXsne+N643oneyd7FHpkd41y9GK21AXSe9Hez6TMfspqyeHI4cg5yhvMLs1zzYbO3s/A0TDm5XOVdh93ZHfadvh05XOgczRxVWir1/LQLs3WywfLfsr0yfTJOcp+ykzL6czLzjfRq9eibNFyC3Z3eM9543qxezt8O3w7fPZ7sXsne2x7bHtZend4PXVKa3HU8tCazxDPuM2Ry/TJJcnhyGrJTMv9zZrP8tAZ0w7W4WFbc2R3vHgBeUZ5d3jadj11W3PJbqne1NLLzhvMw8qvySXJ4cjhyCXJr8nDyhvM/c3y0JfWBWugc2R3z3lse4B8xHzEfMR8gHw7fDt8gHz2e1l6qXd5cYTV3s+GznPNYMzDymrJV8gSyFfIr8nWy0HOI9Bd00jZ8mnlczJ4z3meeuN6nnqKeXd4ZHeCdQNy6WXU0v3N1st+ymrJJcnhyOHI4civycPKG8xBzgXSl9aaaOVz7XcUerF7gHyAfDt8O3w7fDt8gHw7fON6MniNcqvXms/9zbjNYMx+yiXJEsiIx83HaslMy+nMy85K0pfWrWmzdHd4z3meeuN6nnoUeop5d3jaduVzN2oZ08vO6cyRy8PKfsr0ya/J9MnDyhvM/c170WbXkesOb7N0qXeKeSd79nv2e2x7J3ueep5643pZejJ4oHMB4N7PLs2kzKTMB8uvyeHIV8gSyCXJB8suzRDPGdNI2cJjjXJkd0Z5FHqeell6Rnl3eO13UHZbc49rttQQzy7N1stMy0zLTMsHywfLG8xzzSPQA9kOb9FygnXtd4p5nnr2e4B8O3z2e2x743pZehR6vHj4dGpirdBgzMPKw8p+yiXJV8gSyIjHzcclyZHLuM170W7bI2nwcFB2AXlZeid7bHvjes95vHhkd7N0l2+V3XvR/c1gzJHLB8t+yn7Kw8pMy6TMVc/61CNpSHLHdTJ4FHqxe8R8CX0JfcR8gHw7fPZ7bHuKeVB2aGkj0GDMTMt+ymrJnMjNx//GdcZEx5zIOcpgzJrPj9LJ1dRrs3Ttd4p543rjehR6RnkyeFB2W3OEbhbaN9GGzi7NG8xMy0zLTMtMy2DMhs4F0o3ZDm9udNp2AXmeerF7gHzEfMR8gHw7fDt8J3uKeWR3eXEs1MvOLs2RyznKasmcyIjHRMcSyOHIOcqkzJrPe9GE1TdqjXKCdTJ4RnkBeXd4qXc9dTRxXWyp3o/SVc/9zaTMkcuRyxvMYMwuzRDPe9GE1Rhss3Rkd4p543qxe/Z7O3w7fDt8O3w7fCd7AXnHdSxt59NVz7jNYMzDyq/J4chXyFfI4cg5ytbLQc7y0LbUiOdTbyp02nYyeLx4Mnhkd4J1SHK2bbHittRo0P3NYMyRy0zLkcvWy6TMc80Qz8DRKtvwcAt2vHgUeid7bHuxe7F79ns7fPZ743oBeYJ1BWss1GjQy87pzEzL9MnhyJzI4civyUzLc83ez0rSedgFawNygnXtd3d4Mnipd5V2bnR5cfptRuDU0prP/c2kzBvMYMzpzC7N/c2azwXSjdkhcMd1MnjPeZ56nnrjeid7bHuxe2x7WXrtd6BzRuA30YbO/c2kzEzLOcpqyeHIJcn0ydbLhs5K0tHZBWshcFtzC3btd3d4d3gyeB93bnSrcOllIdd70cvOc83pzGDMYMzpzHPNQc7ezyzU1mTRctp2AXkUep5643one7F79nuxe+N6AXkLdg5vhNWt0MvOLs1MyznKasnhyJzIasnDymDMQc7A0dzWkUTcb7N0lXZkd6l3qXeVdvh0SHIYbBbaGdNo0BDP/c1zzXPNuM39zRDPe9FI2T9uKnQfd3d4AXnPeVl643pse7F743pGedp2A3JQ3V3TwNGazy7N1ssHy/TJr8l+ytbLLs2az13TZtcM3Sxt0XKzdAt22naVdvh0FnOXbxJhq9ei03vR3s/Lzv3N/c1BzhDPI9DU0qDa52yNcoJ12napdzJ4AXnPeVl6FHpGeWR3KnTUa0jZDtYs1PLQy85zzRvMw8pMy6TMQc4j0CzUA9kD2QHg+m0DcuVzgnXHdSp08HCibB3lIdfJ1frUGdN70a3QI9Aj0MDR+tSV3SxtA3Kgc7N0gnULdpV2qXe8eHd4ZHc9dSFwgtwZ03vR8tAj0IbOc82kzNbL1svpzBDPwNHJ1eDorWnUa5dv0XJudPh0+HQqdANyhG4QaHffA9lT1nHUGdNK0krSotMh16/pGGzwcFtzKnSzdMd12napd3d4vHjtdz11IXBs4hnTrdA30XvREM9zzaTMkcsHy9bLQc6t0F3TW9qv6Z7h/1+2batwjXLlc1tz3G8HZL7Y59OP0l3TcdRx1OfT59O21DTYG2WrcG50UHZkd6l3qXcyeLx4AXmKeQF5H3fRcv1motPez5rPaNDLzi7NYMyRy8PKB8vpzJrPGdNb2iViEmFgZedsZnCNcuVzoHM0cY9rRuCX1izUGdNK0nvRwNFK0qLTNNgbZbZtIXC+cdFy5XOCdWR3vHiKeUZ57XdudOdsFtos1KLTU9Yh14/SEM9zzWDMG8y4zXvR8NfNYHtqmmgdXuterWk/bjRxA3KrcKJspuVT1o/Se9HA0Y/SP9W833tqcW0Ob1NvP26EbgNys3TadjJ4AXkyeMd1l2/w13vRI9Dy0NTSotN70YbOpMzWyxvMuM3U0i5mIXB5cTRx3G8/btxvSHLlc+Vz0XIhcNZkZtdd08DRe9EF0izUA9kbZYRueXGNckhyvnHRcvh02nZ3eEZ5RnkfdwNyA9lo0P3N/c3LzprPEM8uzZHLfsp+ypHLhs6E1XFtSHJbc9FyvnG+ceVzx3WVdpV2x3VIcldh+tQF0vLQBdLJ1TLfLmY3aq1pzWAJ5KRlDm/lc9p2d3hGebx4lXa+cZXdGdM30cDRGdOi0zfRQc5gzEzLTMtgzFXP+tTg6Htq1GuaaM1grWlmcFtzs3Q9dW508HBVaILcedjR2Rtl3G+Ncltz0XI0cbZtBWssbTRxbnRQdh93lXZudHFtydVo0MvOy86az2jQrdBVz3PNYMxgzOnMEM9x1Jxhomz6baJsuGZEYI9rq3CNcltzjXJTb35jbtug2phPhG5bcz11x3WCdW50FnONcqBz+HQLdtp22nb4dKtwvN/A0YbOc80uzS7Nc81zzS7NpMxgzOnM/c2t0GbXrWncb3lxeXEhcJdv3G9mcKtw3G+ibIDjU9Zd04/SLNT429Rr8HCNctFyeXHwcEhybnRQdu13vHh3eB93bnRTbwzdcdQF0vLQ3s8Qz/3NLs2kzOnMc81BziPQ1NIO1gzd/WaibA5vIXCrcGZwU2/6bXtqwmN96rHiiOfLZ3FtIXC+cUhyeXFmcGZwvnEWc/h0UHZQdvh0jXLUa6vXStLy0CPQms9Vz4bOuM1zzf3Nhs4j0NTSl9aV3SNpDm80cdFy5XOgc41yNHFTbxhshmcbZYhg41q4ZkprLG3JbiFwIXDcb/BwSHJbc/h0x3XHdbN0SHKPayHXStJo0BDPhs5BzrjNLs2kzOnMLs1BzmjQ59MW2mhp3G++cdFy5XMqdOVz5XNbc0hyZnDJbl1swGqibMluIXCrcKtwyW6ibOdsU280cVtzbnQqdNFyl28lYlPW1NLA0TfRaNAj0FXPQc64zf3Nhs7ezwXS+tSN2av3I2ldbIRu3G8hcCFw3G/Jbl1se2ojaZpoe2o/bqtwvnHRchZz0XIDcgNySHLRcuVzbnQqdNFyl29kVz/VwNEj0FXPEM8Qz8vOhs5BzobOEM8j0ErSP9Wg2htlcW1TbyFwq3CrcNxvU2+EbixtBWveaP1mEGhKa/pt3G80cQNyA3K+cb5xA3KNcltz5XOgc41yZnAjaY3ZLNQF0q3QI9Caz1XPEM8Qz1XP3s/y0NTSydXR2bHiuGYFa+dshG5Tbw5v+m2Pay5m4Oh337zfLE0QaF1syW4hcPBwNHE0cb5xSHLRcqBz5XPlc9FyNHG2be5X8Ncs1ErSN9Gt0CPQ3s+az5rPI9B70aLTIdeC3EZZVWiPa7ZtU2+rcPBwZnBTb6Jshmf4+7HiseIAABtlaGmPa+dstm22bbZtP27Jbtxv8HB5cXlx8HAOb/Jpqd4h13HUGdPU0tTSj9LA0TfRN9E30UrSttTR2Tnq/WZ7asBqe2qPayxtP24/bvptomyaaMVcTuSx4t7v1mStadRromznbKJsXWwYbF1s52wsbSxtLG1dbK1pul8M3avX+tSi013TGdNd06LT59Pn0yzU+tRT1r7Y7d4HZDdqGGyibBhswGqtaSNp3mgjaVVoG2VtW2rppuXC6gpdpGVVaGhprWk3avJprWnyacBqwGp7aiNp/WZ1Xyfi+Nu+2FPWP9X61PrUP9XJ1VPWU9aX1mbXjdnt3iVie2rnbHFtLG3nbKJs52z6bcluDm+EbvptomzAappoc2bCY7FbJenY5E7kz+B332TegtwW2kjZjdkW2irbld2p3trds9sW2r7YedhI2W7bRuBd8+5Xme/24hThseKAXMtnwGrUaxhsBWtoad5oe2oYbCxttm0sbY9ry2f0YsVcKFtXYcJjamJrIkbgs9uN2UjZjdmg2m7b+Ntu2yrbW9rR2Y3ZSNm+2APZ0dn429rdz+Bi5ZHrkeswXy5m8mkYbLZtP276bXFt52yibKJsomyibI9r8mlzZmpiKFuYT//m9uK838fcW9rR2Vva5dpu2/jbKtuN2QPZjdnl2sfcd98U4WTes9sq2/jbAeDrXppoSmvUa49rBWsFa9RrLG0/boRuP27nbDdq6WVXYWJeYl6nXp5aCeRQ3Rbavti+2EjZoNqz2/jb5doW2kjZA9mN2eXaUN0B4Pbik+QU4ane2t1k3s/g/O2RZJpo8ml7antqaGneaCNpN2oFa9Rrj2vAat5oYGWAXEPnxOPj4RThFOGK4Nrd+Nsq26DajdmN2dHZ0dlb2m7bUN0y31nhCeQJ5J7h4+GT5Cz0RGDWZLhmuGbpZdZkB2RgZUFnrWnAagVrwGojaXNmOWMlYrpfiGB1X8vuWeEM3eXa0dlb2m7bDN1Q3Qzd+Nug2tHZW9r42wHg0/KcYWBluGb9Zrhmc2ZzZnNmuGb9ZoZn/WbpZcJjMF/lU4tZxVxXYcJjYGXWZDljdV+eWgxWTl1XYfRifmMlYpFEbOIB4DLfd99Z4RThMt+C3FvaA9l52APZoNpQ3ePhEuh78X3qJemR605dwmP9ZiNprWload5ommiaaJpommhVaIZnc2bpZcJjiGBRVhLoFOFk3sfcPdyz2z3cgtyC3D3cgtzH3JXd7d5Z4U7kuuaR65hPHV7CY7hmmmgjaSNpVWhzZsJjRGBtW6lXP/Xe7wXyEujY5OPhz+BZ4WzipuWk7B9Xx1WETgAAq/cUWh1eEmFXYbpfWVpz7c3ndebg6Afr/+YJ5Ebgqd7a3drd7d4U4ablb1QwX+FhOWPWZC5mQWdVaCNpaGloaSNp3miaaBBoy2dzZtZknGHaVojnCeTj4QHg7d7a3QzdgtzH3B/eAeAn4k7k6+WI50zrPVV1X81gV2H/X21bXfOk7NbrEO/HVfZbxVwBWQAAwup96rft+FTFXERgiGASYeFhfmPWZOllc2YuZmBlwmNXYShbOeqA48/g7d7a3cfcgtz4227bKttu27Pbx9xQ3drdvN9Z4WziEugyWGJezWBqYsJjG2XpZXNmc2aRZGpinGFEYP9fV2GvYuFhzWCTXYtZhE6LWetenGGcYete0lKI507k2OQw5vTp4Ohi5Z7hnuEn4qbly+47XNhdKFvuVz1VH1d1XzljpGVgZUxkamJEYLpf4WHWZHNm/WYuZkxkJWJ1X4hgwmNgZell6WWkZUxkamKcYURgp14KXZNd7ldo8M3nHeX24uPhbOIJ5Njk2OQw5tjkxOMJ5Ovl/+bL7s9Zp17NYOFhnGFXYa9iwmMbZellc2ZzZi5mYGV+Y1dhdV+nXohg4WGvYiViRGD2Wyz0X+zp7HPtpOxq6evlxOOe4SfixOPY5NjkMOax4lnhFOHj4TvjV+iETgNS8vAu7ZHr9Oks9JNdul9EYHVf9ltKS4z5bVt1XxJhJWJqYuteAVnuVztcEmH0YkxkV2FtW8Lqk+QU4WziHeVq6fTpOepO5IrgAeCK4Fnhk+T87WRXe/E56lfo/+b/5mRXRGAlYq9ir2LYXcLquuac6C7t0lLFXAFZiOf24lnhWeH24v/mmE8s9DnqHeX24p7hseKm5a/pLu2k7BLoCeRO5MTj6+WI54jnnOi65qbl6+X/5uDoy+7C6kPndeZ15qblV+jT8ltT2lYyWPZbp17NYOFhnGG6X3Vf/18wX2JeMF+nXhRahu6I56blHeWA4zvj4+EU4YrgRuBG4FnhgOOT5M3n/O0F8sdVRlmeWhRaAVlZWjtcCl32W6de9ltd8+vlxOMn4hThJ+Js4k7kO+Ox4uPhbOI74yXpRlnNYH5jB2R+YxJhsVsyWLxYWVoKXQpdAVl96gnkz+BG4EbgWeGA4/bibOIn4mzi4+E745zo5VNOXR1eCl2AXDtcxVzrXohg4WHhYf9fKFt78SXpOerp7AXyP/Xe7wfrwuqr9y7tc+3g6HXmYuVD5/TpeVE7XJNdO1xZWihbsVtiXohgzWAlYmpiJWLhYeFhEmFEYDBf6166X2JesVtZWgFZjPlo8AAAP/XHVbFbp15OXbFbSkuZ73Ptme9kV/ZbFFpGWWsiketq6Wjw2lYyWEZZq1CM+enskeuG7oROA1IsTfj7LE0H62jw7lfYXURg4WElYq9iJWKcYSVir2L0Yn5jOWNXYR1eFFpbU4ROhE5vVFtTBfKc6FfopuVi5XXmiOfg6Onsc+2R6y7tpOwQ76v3mE/4VO5XWVptW9hdMF/NYFdhMF+TXTtcMljPWTtck13YXbFbZFcAAIz530ipV8Vc2F2TXeNasVtOXURg/1/NYIhgHV5ZWvj7X+z06UPnzecd5Sfiz+C83zLfd98B4M/gWeEn4uPhbOJs4jvjpuWc6JnvSktrIqv3P/WrUFFW9ltOXU5d9lvaVi7tTOvg6BrskesQ75nvnOj/5h3lk+TY5HXmwupz7QXy4Ohi5cTjgOMJ5HXm4OiG7tbr6eyI5+vlMOb/5vTpq/dRVltT30hM64jniOfN5y7tA1LaVj1Vhu515tjkuuZq6SxNYl7NYP9fHV6LWRRagFyIYPRifmP0YkRggFz4+33qV+j06TnqiOdO5GziWeFZ4SfiO+PY5Ijne/FvVFlap17NYCViJWKvYvRiwmM5Y2piamLhYc1gdV9OXTtcAVm8WEpLaPAl6eDoOer87VL2P/VS9hDvX+yv6eDo9Oka7MLqV+j/5sTjJ+IU4Z7hnuHj4ePh4+FZ4c/gz+Ce4Tvj6+Vq6fztX+xf7F3zW1OAXOteRGDrXthdKFsBWUZZMljHVeVTA1Jo8H3q3u8Q7/Lwe/Gk7JHrTOv87fLwkUR5UZFEme/g6HXmdeaI5+Dot+0AAAAAXfNS9j1VnloUWm1bO1woW2RX7leeWoBcgFxOXW1b41pGWT1Vb1RtW21bsVsoW+NaH1fuV3dYz1mLWeVTq/fp7PTpc+1o8F3z0/LL7q/pEuiI5yXpOepf7C7tP/Vd8+ns6exd86tQz1mAXIBcsVu8WKlXsVt1X4hgiGD/X6devFgMVtPykUS37V3zayJS9qTs3u/C6q/pV+jg6Ezr8vDT8gNSH1ffSK/pYuWA4/bibOLE43Xm9Ong6IjndeYw5nXm4OgF8gxWWVqxWwFZhE6RRHlRRlk7XKde6151X6debVtZWrFbsVvFXNhddV8wX/ZbUVZS9qv330i8WIBc6151X4hg/1/rXsVc9luAXPZbTl0oW4Bc+FRKS8LqEujr5WLlpuX/5s3nOeol6eDoOepS9llaMF+IYBJhEmH/X+teO1wyWNpWA1JRVtpWW1Or997vc+196q/pr+ku7XvxLE3HVVFWDFblU3dYFFqxW4BcTl2xW55aUVZZWihbgFyAXPZbRlmrUC7tpOxf7CXpiOfr5djkgOOA44Dj2OQw5ojnJemv6X3qaumZ79PyAABrIqtQ3u+v6ZzoJemc6MLqkevC6mrpEuiI5//maulf7PLwmE+EToz5jPk/9WsiLE13WHdYvFhvVFFW2lZZWgxWZFf4+z/18vAAAJFEmE9S9vLw3u9o8KTs9Ong6Dnqc+1z7aTsGuzC6pHr6ezT8qtQRlnjWvZbbVv2W4tZnlptW05dO1yAXItZ0lIDUpnvpOyG7rftGuxM63PtB+sH6yXpnOiv6ZzoJen06V/sme/SUjJYO1xiXkRgRGDNYM1gEmHNYM1gzWCIYHVfYl7YXdhdTl32W1labVtZWvZbxVwdXthd615EYIhgRGBiXk5dO1w7XBRaWVoUWnlR8vAH683npuXY5OvlEujg6CXpQ+dD53XmMOYS6JHrLPTSUkZZFFoUWgFZmE+M+dJSPVX2Wx1ep14wX8Vcb1QQ78vume8s9D/1XfPe75Hr4Ohq6cLqpOzT8gXyAABvVB9XPVX4VChbTl2TXU5dHV4dXk5d41pkV29U0lIMVndYAVkMVkpLy+7W68Lqkeve7wAAH1c9VXlRhE5vVCxNb1RRVm1bTl1iXvZbRlnHVdPyEO+37QXyX+xM65zodebY5B3luuY56qtQWVrYXeteYl7FXIBcbVsKXadeul8wX6de614KXXdY+Pv4+3vxLPQ/9ZFEhE7SUmsiAAAQ73vx0lJvVKlXkUSk7PTpuub/5rrmiOe65qblgOM748TjxOOT5Ovl/+Zq6TnqEO+37ZHrGuyZ7/j7+PtRVgxWA1IMVtJS0/Iu7SXp9OlM6yz0q1CYT6v3keuc6CXpOepz7eVTRlkfV2si6ewS6CXpOer87dbrOerN53XmnOjL7vj7W1PuV8dVUVaLWShbHV66X/9f614wX6de2F3YXdhdYl72W89ZhE4AAEpLSkuYT9JS0lIfV2RXH1cBWTtck126X+teTl2AXD1V7lcoW05d2F1tW21bRllZWoBc6151X7pfdV8dXgpdHV4wX7pfRGAwX6de2F1iXutedV8KXRRaRlkMVgNSd1juV1FWEO/W65Hrfepq6Wrpr+mc6OvlYuWT5GLlHeW65ojniOev6V/s30juV7xY2lY9VSxNXfOYTxRaKFttW0ZZA1KRRJhPUVbPWShbz1nuV+VTaPDL7gXy+PsMVtJSkUT4+97vy+4a7PTpJelq6XPt8vAAABDvOeoS6ODonOhD51fodeb/5tjkTuST5JPkuuYw5lfoOerC6obu+PsMVotZxVxtW55aMliETsvume/4+29U+FRRVt7vnOjg6Ijn6+Wm5ablk+QJ5MTjgOOT5GLlpuV15uvl6+X/5mrpGuxf7ANSz1mAXApd41ruV1L2aPD87d7v3u9rIltTaPAu7WrpnOic6KTsB+sF8oz5+Pt78UzraunN57rm4OjN5zDmk+TE4wnkk+TY5E7kTuQJ5IDj9uJs4p7hJ+Kx4pPkpuVX6MLqhu6RRNJSsVtiXrpf/1+IYERgEmFEYB1e7lf4VPj7+Pur97ft0/JS9svu+PuYT0pL5VM9VQxWx1WpV2RXAVkfV5FELPQAANJSDFblUxRaCl0oW05dTl2TXURgiGBXYSVir2IlYuFhRGCTXdhdTl2nXqdedV//Xx1eYl5iXjBful+IYBJhEmFqYiViiGAwX+teYl7YXTtcAVnHVdpWAVkUWotZxVwdXqdedV+IYBJhYl6AXE5dk13YXU5dHV5tW7xYi1lkV6lXUvZo8FL2UvYu7Wrpr+lD55zoJemv6ZzozecS6OvlTuSA4/biseKx4mzibOKx4vbibOIn4ifinuGe4Z7hJ+Kx4oDjCeQJ5IDjseIJ5JPk6+Wc6MLqB+uk7K/pJem65rrmYuVi5ablHeUd5TDm6+XN57rmiOeI50PnQ+d15nXm6+X/5s3nJel15nXm6+Ud5QnkHeXr5f/mQ+cw5tjkdea65hLoX+zL7j/1kUSG7sLqJekl6Yjn/+b/5ojn4Ohq6Qfr9OkH65HrJekQ7yxNkUTHVXdYFFqeWjJYRlnuV6lXRlk7XDtcxVwdXjBfMF91X0RgzWASYVdhiGCcYZxhzWCcYfRiOWNqYuFhV2FXYWJe+FTaVgxWPVU9VT1VPVVvVMdVx1VbUz1V+FQ9VfhU5VNbU1tT0lLlU9JS0lJvVG9U0lIDUtJSq1DSUgNS5VNvVPhUW1PlU+VT0lLSUltT0lJbU1tT5VPlU9JSeVEDUgNSA1IDUphP0lLSUltT0lLSUgNSA1IDUqtQq1CrUHlReVF5UQNSA1KYT5hPeVGYT3lReVGrUKtQq1B5UXlRA1LSUqtQq1CrUJhPq1CYT5hPq1DSUphPq1B5UatQmE+rUJhPq1BbU9JSA1KrUKtQq1CYT6tQA1IDUtJSeVF5UXlRq1CYT5hPmE+YT4ROhE6EToROq1CETnlRA1J5UZhPLE2YT4ROmE+ETqtQeVGrUJhPq1CrUKtQhE6YT5hPhE6ETphPq1CrUIROmE+YTyxNhE4sTYROLE2ETphPhE6ETixNhE6ETkpLSkuEToROSktKS4ROhE6YT4ROmE+EToROLE3fSEpLSkssTYROmE+EToROLE1KS0pLSkssTUpLLE2ETixNLE0sTYROSkvfSEpLLE1KS0pLLE2ETixNhE4sTSxNkUTfSEpLSkvfSEpLLE2ETixNSktKS0pL30hKS0pLSktKS0pLhE5KS99ISktKS99ISktKS99IayKRRN9ISkvfSN9ISktKS99ISkvfSJFEkUSRRN9ISktKS99ISkvfSEpLSkvfSJFEkUTfSEpLSkvfSEpLSkvfSEpLSkuRRJFEkURKS0pLSkuRREpLSktKS0pL30iRRJFE30hKS0pL30iRREpL30jfSN9IkUSRRJFE30hKS0pLSkvfSN9I30iRRJFEkUSRRJFESktKS0pLSktKS99IkUSRRJFEkUSRRN9ISktKS0pLSktKS2siayJrImsikUSRRN9ISktKS0pLSktrIvj7AABrIpFEkUSRRN9ISktKS99IkURrIgAAAAAAAGsiayKRRN9IkUSRRJFEayIAAAAAAAAAAAAAAABrImsikUSRRJFEayIAAAAAAAAAAAAAAABrImsikUSRRJFEAAAAAAAAAAAAAAAAkUSRRJFEkUSRRJFEAAAAAAAAAAAAAGsikUSRRJFEkUSRRAAAAAAAAAAAayJrImsikUSRRJFEkURrImsiAAAAAAAAayJrIpFEkURrImsiayJrImsiAAAAAAAAAAAAAGsiayJrImsiayJrImsiayJrIgAAAABrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsiayJrImsi\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 27,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "mulaw_encoding = audio.MuLawEncoding(quantization_channels=256)\n",
        "encoded = mulaw_encoding(waveform)\n",
        "plot_waveform(encoded, sample_rate, title=\"MuLaw Encoded Waveform\")\n",
        "Audio(encoded, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## MuLawDecoding\n",
        "\n",
        "[mindspore.dataset.audio.MuLawDecoding](https://www.mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.MuLawDecoding.html#mindspore.dataset.audio.MuLawDecoding) can decode mu-law encoded waveforms to raw audio waveforms. Refer to [mu-law algorithm](https://en.wikipedia.org/wiki/%CE%9C-law_algorithm).\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
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znLYSd1C5XTxJP80C7kTLB09IZsZuRO5E8QMBf8q+r/4PPNl5ojhLeBJ3SHavttC5XzqIvBW/bQLmRS3IqI1n0XaUtpSU0/zS6lCKjF4Hu0Nc/3P8ELlvtvv0l7Kf8Xlwi3AV71/xe7Qw9586tT8FBLfJVkzgTrTP6lCojV4Hk8RdgNn67DW79Lu0H/FV70twPzH/MenzLDWZeYi8Ff/hBgSL9M/iVZWcFV1VnCOa/tmYlqpQkIkCgOH6drUf8VXva2wd6l3qXepd6kmrWG6Xsot4OH6mRQSL7hIYlqZYvtmYlraUrhIjieNAnzq1s6tsGedBZkFmQWZZ50mrVe9Xsq+20b1BAmEGFkzU0/7Zox6/3+MelV1VnCOa/tm2lLTH4fpV72epXKUqo+qjwWZZ52aoZ6lrbAtwLDWse65E4E6Zl5VdYx6/3+MelZwjmtiWhIvD/leynepqo+qj3KUcpRylHKUBZmepX/FfOrpBz0hBDjzS/tm/3//f/9//3+MelV1VnD7ZmZeWTOI6J6ldIWriqqPcpQFmQWZZ513qVe9Xsq+2zzzuRMbPftm/3//f4x6VXVVdY5rYloqMfz2DbSqj6uKqo+qj3KUcpRylHKUmqEtwNTiCgNQKbhIYlpWcP9//3//f4x6VXVWcI5rmWKJVlkzRvUNtHSFdIV0hauKqo9ylGedrbBeysPeIvDNAZsZgTpmXlV1jHqMelZwVnD7ZvNL3yWC+y3Aqo90hauKq4qqj6qPcpRylJqhLcBH7LQLQiSfRWZe+2ZWcIx6jHpVdY5r+2aZYmZeYlobPRgG5cKrinSFdIWriqqPcpQFmQ20sNaH6Wv+MQ+ZFN8luEj7ZlZwVXVWcI5r+2ZTT0IkTPRIt6uKdIV0hauKq4qqj6qPcpSaoV7KzPS5E44n0z/aUolWYlpWcIx6VXVWcPtmmWJmXtpSEi8q+i3Aq4p0hXSFq4qqj3KUmqEtwIjhTPTBAJMQ7hu3ItM/YlpWcFV1VnBWcPtmuEh5FhLkrbCqj6uKq4qqj6qPqo9ylAWZnqXWzrv1eBdZM7hIiVZiWmJaZl6Oa1ZwVnCOa5liiVbaUoE6Qwi+25qhdIWriquKcpQFmWedV71J3b33agmZFCwdeB4mK6lC2lJmXlZwVXWZYrhIPSFG9V7KmqGriquKq4qqj6qPqo9ylHepsNZt+HgXES0EOJ9FU0/zS/NLYlqOa1ZwVXX7ZmJaiVafRZsZE/JhuquKq4qriqqPBZkFma2wIdrh+tUJhBV4Hj0hjieiNalCU0+ZYo5rYlrTP9Mffv9J3Xepq4qriquKqo9ylAWZBZkNtC3gjf55FlApBDgbPalCn0W4SGJa+2aOa1ZwjmuZYmZen0V4F0b1XspylKuKqo9ylJqhmqENtL7bJP+ZFD0hJitQKSYrBDipQp9FU09TT59FBDgsHcfz79J3qauKq4qqj3KUcpQFmZqh/MfM9IwOJivTPxs9gTqfRZ9FqUKJVpliZl6Oa45rZl7aUlkzdgN85+XCcpSriqqPZ52aoXepV71C5d4PtyLfJY4njicmK6I1gTqiNQQ4qULTPyoxuRMe7dbOnqWriquKq4qqj3KUZ50NtEndRQrfJaI1BDgqMRIvojWiNQQ4uEhiWmZe+2b7ZvtmYlqiNboKh+leynepqo9ylGednqVIt9bOfOofBSwd7hubGbciJitZMwQ4BDgEOBs90z8SL+0NiOgtwGedqo+qj3KUBZlnnXepf8VC5ZYFjicqMVApES2iNdM/uEhTT1NP2lJiWmJaiVZTT6lCJit4F2P8cthhupqhcpRnnZqhJq1eykfskwcsHY4nES0EOIE6ES2OJ44n3yXfJY4neB7EDDzz7tAmrXKUqo+qj3KUBZmepeXCfOqEFaI1gTobPalCGz0bPRs9ojWBOrhIU0/aUtpSU0+fRSYrfP6w1ki3nqUFmQWZnqX8x0fskwe+GlApWTMSLz0heRbiEhQShBh4HiwdLB0sHbkT4ftJ3WG6cpSqj3KUcpQFmXep/Mci8DkMeRYmK6I1JitCJFApEi8bPfNLn0WpQrhIuEi4SPNLGz23InkWNAur8u7QrbB3qQ20rbCtsOXCw972/NUJOQwsHRIvKjEqMSoxQiTfJREttyJ5FkEHse7a1GG6Z52qj3KUcpQFmXepV73a1Dn8jidZMwQ4qUK4SLhIqUIEOFkzGz3TPxs980tmXolW0z9QKboKQuVXvQWZqo8FmZqhrbCw1r/4FBJCJI4nUClQKT0hmxmbGb4aLB3fJREttyIUEh8Aw96tsKqPq4qqj6qPBZmepfzH7O09At8l0z8EOFkzgTqiNSoxojVZM6I10z/TPxs9U09TTyYr7hsUErv1w95/xSatDbTlwmG6/McS5Eb1HwS5E7kThBU9IT0heB49IXgePSFQKbciFBJXAh7t1s6tsAWZqo+qjwWZZ513qX/FEuShCN8lWTMEOBs9qUKfRYE6KjFZM1kzojUEOAQ4qULzS4E6tyJPEe/+fOenzK2wd6lhui3A/MdC5XL/kxB4HtMfmxm+Gr4aeBeEFRQSeRa3Ij0h4hJgAHzq2tRItwWZqo9ylAWZmqENtKfMfOrtDSYrWTOBOqlCn0WpQhs9WTMqMSoxWTNZMyoxBDjTP4E6KjHuG80BTPRJ3Ui3rbBhumG6Xspl5iv2xAxCJNMf7hu3IoQVxAyEFZMQugruG9MfuRM0Cxn7w95It3KUqo+qj3KUBZmepdbOKvriEhEtn0WfRYE6gTpZMxIvWTNZMyYrES1ZMxIvKjESL3gevhq+GuH7h+ki8BLksNYh2nLYSd186nznHu0fBLoKbQDpBxQSMQ8UEoQVjA7eD5kUjA5DCEb1LeDv0i3Ad6lylAWZZ513qWG679Jt7zkMeB6OJ1kzgTrTPxs9Gz2iNSoxKjEqMREtUCkmKxIvJivfJT0hhBiMDgIAHu3a1KfMp8xeyu7QSd0e7Y0CMQ9VDZkUeBeTEN4P7Q3VCcQMuRPiEowOlgUr9r7bV72aoXKUcpQFmZqhDbRy2F/34hISLxs9Gz0bPQQ4WTNZM1kzES0qMSoxKjERLbcihBibGe4b3g/xBpYFRQrtDaYGTPRH7M/wiOjD3r7bLeBH7G34F/jh++kHjA7iErkTVQ2mBkUKagnb/avyfOqI4e7QSLeaoWedZ52aoQ20p8yH6UEHPSGiNRs9Gz2pQqlCGz0EOFkzEi8RLVApLB2bGb4aLB1CJI4n7hu+Gnge4hKVAXzqSd2I4b7b7tDa1BLkq/Jj/Kf6cv80CzEPOQyhCNYFHwVFCjkMHwTh+rv17O3D3uXCd6lnnQWZZ513qVe9Idqp/b4aKjGBOhs90z8bPQQ4ES0mKxEtES0mK7cimxmbGb4ahBV4FywdPSFCJNMf7huEFcoAh+kt4LDWXsr8x9bOLeCr8hf4MgAUEnkW7Q00C0EHYwFUAZz/fP73AaD/GfsX+HznXsqtsJqhZ51nnZqhYbrD3ucEPSESL6lC80ufRQQ4KjEmKyYrES2OJz0hPSG3IkIkQiR4F74a3yXTH+IS3g+MDlkFq/LD3r7bvtvv0u/Sw96H6avyo/kfBLoK1Qk0C4wOVQ1FCmoJBAlFCgQJsQAq+kb1Zebv0le9nqWaoZqhnqVIt9rUx/O5E0IkKjEbPdM/gTqiNRIvEi8qMRIvEi8RLY4neB6EGN4PQwi0C4wOTxGZFIQVhBiEFbD8Z+tC5bDWXsr8x9bOw96x7kz08gN4F74ahBiEGE8R1QlqCRgGcv8e/qz/Zf+C+7Huvtvu0OXCJq2aoXeprbDlwkndGfuEGBEtBDjTP6lCBDgqMRIvUCm3Ij0hPSHTHywdhBWMDjkM8QbWBTEPuRN4Fz0hQiR4HlUNK/aH6UndXsotwH/FsNZ853TxEP+5E9MfeB54F08ROQxFCkMIHwR+BOcEHwXWBSr6fOch2qfMV70mrZqhnqVIt/zHvtu994QVES2BOgQ4WTMSL0IkmxmZFBQSuRMsHdMfeB7THywdhBXVCcP9D/ljAbQLvhrfJRIvWTMmK+ISvfct4KfMLcBhui3A2tQe7dv/uRNCJI4njid4Ht4PxwPD/aP5Y/yEAccDHwXWBVb9Hu1J3afMV70mrZ6lJq1hutbOZeby/ZsZjieOJ44ntyK5EwQJXQbnBIwOvhq3IhEtBDhZMxEtQiRPEeIBTvu/+B7+mRRQKYE6uEifRSoxmRRM9O/SSLeepZ6lSLfu0IfpHwW3IlkzKjEmKz0hkxBZBdv96PnD/UMIMQ+TELoKEP+x7nLYLcAmrZ6lnqWepSatf8Ut4DzzkwebGUIkJiuOJ74avhruG5kUeBfTH7ciUClZMxEt3yV4Hk8RQwip/UfsZ+uO/dUJeRYRLdM/80ufRVApRQqr8rDWYbqtsA20LcBy2KvylgWbGY4njic9IZMQnf5f9zzzbe/M9IQBjA55FpkUoQgr9sPeXspIt3epd6lIt6fM1OKr8lkF7htCJO4bhBUUEjkMXQYOAh8EMQ+EGHge3yWOJz0heB6EGEUKv//U/LD83AAfBZMHhBXfJREtWTMbPYE6Ei++GmX/iOja1OXCYbotwPzH2tR85xf4PQK6ClUNtAu0C6EIGAa6Ct4PuRPuG7cityLuG94PLf9n63LY/MdXvVe95cLWzkndfOpM9EYBRQpZBTQApP8J/k77F/gX+AYBRQq6CjkMFBK5E5kUmRSTEDEPTxFPEZkUuROMDt4P4hJPETkMxAxPEb4aPSG3Ij0heRY0C9v9R+wh2tbO79Ih2r7biOHH8/EGMQ8UEpkUeBd4F7kTjA45DFUNjA4UEhQSagksA9b+x/PU4trUp8ynzKfMp8zu0L7bfOdt7yv2s/vi/uIBOAEO/G34vfdt+Kf6Kvoq+koA6Qe6CjkMkxB5FiwdeB54HtMfPSE9IdMf7ht4F+ISTxGMDu0NjA4UEu4b3yWOJywd4hJFCmP8fOfa1NbO7tCw1rDW1OI88wYBugqTEDEPxAzEDEMICgPv/o798gO0C0MIHwTHA/r+zPRl5nLY1s7WzqfM1s6w1tTiE/I9AsQM3g+0C1kFJP8r9ojo1OJn6733rP4fBbkTQiQmK44nQiQ9Ie4bhBXtDZMHkwc5DOISeRaEFYQVhBiEFboKVAH2/NT8R/9r/1kFmRTTH5sZFBK0CwAAbe++29bOp8z8x3/F79IS5G3vivy0C5kUeBebGXgXmRTtDekHagntDTQL1QlVDbQLfgTh+m3vZeYt4HLY2tRy2EndZeY884r8CgO6CpMQ3g+0CxgGfgRNBJUAfP4lAqYG1QlVDd4PkxCTEO0NRQqmBnMBJP/NAccDcgIfBNUJ7Q1VDUUKoQhDCJYFpwG5ACwDkwfeD4QV3g+TBx8FBgET8tTivttJ3cPevtst4CLwpP8YBlUNmRSEGJsZeBfiEu0NRQpFCu0NOQxBB0EHBAnpAm34se6I6ELlLeC+20ndQuUe7W344gEECVUNxAzxBp3+PPOH6ULlZeZ854fpz/AX/UMIVQ1PEYQVeBfiElUNkwfWBecEHwXpB8QMkxB5FpsZhBXeDzQLUANO+0z0be8T8m34M/6TB5kU0x+OJ1ApPSGEFTkMjv1H7C3gvtvD3tTiZeYi8F7/oQi0C1UNVQ26CpMHjQIF/zP+EQFDCIwOTxHiEoQV4hI0Cwn+E/KH6YjhIdpy2L7b1OJH7Cv2DvwJ/gn+4fuW9kfsEuRC5YfpZ+ux7k77ugqZFHgXvhosHe4bhBXeDwQJ8gM9AnYD5wTyAxgGNAuMDtUJWQWqAvr/ivy/+Bf4GfvK/x8FNAuTELkThBjuG74ahBVPEVUNoQibAFr5K/a79cfzE/I888z0lvYP+Sr6p/qz+4791v8lAnIC8gNDCDQLNAtFCroKRQrxBhEB4fu99zzz7O186ojofOd853znZeZl5ojofOpn60fsIvDM9F/3bfhj/KIA8gPxBroKjA5PEZkUeBd4F3kWmRS5E08RtAumBnYDKgF8/or8Dvz2/Br/dwAOAvIDXQahCDQLOQxVDd4PFBKZFHkWhBiEGIQVkxC0C7IE4fs88+zth+lC5dTiZeZ86uztPPNa+fT/HwUECTQLxAzEDDkMOQw5DEUKBAkECaYGcgLb/ej5RvVt73zqZeYS5BLkQuWH6bHuTPQZ+yoBDgKIADgBzQHb/Vr5D/mz++H76PkZ+3j/VwLJAh8EWQUYBl0GQQeTB0EH6Qc0C1UNtAu6CjQLtAvVCZYFVwK6AakA8v2C+xn7Y/xG/pz/YwGyBOkHugrEDDkMNAs0C0UK6QdZBccDdgPpAhEBg/+T/47/1v7D/fb8F/1G/qT/HgGqArIEQQdqCWoJoQhBB+cEPQKN/mr6vfcr9kz0dPGx7rHube9t723vz/A887v1X/da+U771PwJ/mX/LgDb/7//OwDw/9b+a/7W/vr/YwElAiwDHwWmBvEGQQfpB+kHkwddBlkFHwWyBE0ETQR+BOcEHwWWBV0GQQdDCEUKOQw5DDQLRQpqCdYFjgCw/OH6vffH88/wz/B08XTxPPO79Q/5Dvyg/+kC5wSmBgQJNAu6CtUJBAkECZMHsgT3AWAARv4Z+xf4u/U883TxIvCx7rHube908Uz0X/fo+XP9hAHyA/IDHwTnBE0EVAGs/ln+Vv3h+m34v/ha+b/4F/i/+KP5o/no+YL79vw3/Ub+uQCqAlcCLANZBfEGGAbWBfEGQwhDCEMIaglFCroKNAu0C7QLNAs0C7QLugpqCekHQQcYBp0D4gFzAVQBmwCIAIQB6QLyA+cEXQbpB0MIQwihCJMHGAZNBI0CbQDy/U77Wvm997v1TPQ886vyE/J08RPyE/I888fzRvX89m346PmC+zf9Hv4Q/+f/lQDBAH0AfQDcAIQB4gFQAx8F8QYECTQLOQzEDMQMOQw0CwQJpgbnBMcDyQIOAnICxwOWBZMHagm0C1UN3g+TEDEPtAtqCfEGKgGn+pb2TPQi8GfrfOp86mfrR+yx7hPyu/Va+Rf9EQF2A5YFQwhqCQQJkwfxBl0GTQQeAbz/T/9z/U776Plt+Pz2RvVM9DzzPPOr8kz0lvYX+Gr6Cf5UAccD1gVDCEUKRQoECekH8QYfBT0Cr//b/eH76Pm/+Bf4X/eW9l/3vfe99733bfij+Wr6p/qC+/b8fP6s/x4ByQKdA+cEGAbxBkEHQQdBB/EG1gUfBKoCYwHC/x7+1PyK/Ir8sPwX/TP+rP8eAVcCdgOyBJYFXQbxBpMHQwihCAQJBAmhCKEIQwjpB/EGGAaWBbIExwOqAvcBogCk/9b+Cf5W/dT8Ofzh+4L7gvuC++H7Ofxj/Bf9Cf6d/vr+R/94/3j/a/82/wX/yP4e/o79N/2K/IL7TvtO+077s/s5/Pb88v1Z/u/+wv/BAEYB9wEsA7IElgWmBpMHQwhDCOkHQQddBh8FxwPpAnICugH7AEoAfv+N/tv9F/2w/A784fuK/I79Rv4F/z4AcwHiAfcBPQKNAo0CcgKNAskC6QLpAskCjQI4AbP/Wf6w/Gr6F/j89pb2u/VG9Sv2X/cX+Fr5avqz+zn89vyO/Qn+a/6d/u/+Zf+k/8X/YAARAboBVwJ2A+cEXQZBB0MI1Qm6CjQLNAu6CroK1QkECUMIQQfxBl0G1gXWBZYFsgTHA+kCpwFP/xf9TvsP+bv1PPMT8s/wIvAi8HTxx/Mr9g/5Dvxl/6oCWQWTBwQJ1QlFCtUJoQjxBucECgMGAZ3+ivwZ++j5D/kX+Bf4F/ht+G34v/gP+Q/5Wvla+ej5avpO+/b81v77AFADWQWTB9UJugo0C7oKRQpqCZMHHwWqAm0ArP4O/Fr5X/eW9kb1x/PH88z0K/b89r/4TvuO/Tb/+wByAlADnQN+BLIEHwQfBLIElgVZBR8FWQUYBpYFTQQsA40COAG2/1n+c/2w/Dn84fsO/A78Y/wX/Ub+4v6O/zgBdgOyBJYFXQaTB6EIQwhBB6YGlgVNBMkChAFRAHj/7/6s/kb+8v3y/Vn+a/4z/kb+1v42/0f/oP8aAIgAuQDcAPsABgHmANMA3ADwALkA8AA4ATgB8ACiAKIAUQDn/1f/JP/v/sj+Bf9X/6j/CgC5AIQB9wEOAj0CVwLNAREBogAjALP/+v7i/gX/Gv9H/37/s//F/wIAMAAjACMAfQAeAacB4gEOAnICqgKNAlcCPQL3AboBcwFUAVQBVAH7APsABgGVAPL/if8F/2v+jv3U/Ir8Y/wO/LP7Dvxj/NT8Vv3b/Xz+Lf+8/0cAogCiAKkAlQBEANj/r/+T/3j/T/94/6j/zP/d//z/NgBkAHcAXABpAIIAfQCiALEAmwC5ANMA5gCpAGQAdwCIAKIA0wAGAXMBpwGnAYQBYwH7AH0A9P+D//r+rP5Z/jP+8v3D/Y79qf2p/an9qf2p/an92/3b/Qn+Wf66/kf/yv9EAMEAKgFGATgB3AByAEQA8v+c/8X/KgCCAAYBlQEOAnICjQKNAlcCJQLiAc0BzQG6AfcBPQJyAlcCJQKnAQYBOwBX/53+M/7y/dv9M/5r/rr+P/94/3j/Xv8k//r+EP8a/zb/qP80AMEABgERAfsAuQBUANb/T/8Q//r+7/7I/rr+rP7I/qz+Rv4J/jP+jf7I/hr/2/+iAEYB4gFXAo0CcgIlAroBVAHcAIgAfQBtAHIAmwAGAVQBcwFjATgBBgGpAEcA4/+8/6T/vP/h/z4AlQARATgBRgFGAUYBRgGEAc0BPQKNAukCLAMsA+kCVwJjAVwAV/9G/o799vxj/A78Dvzh+7P7gvsZ++H6p/qn+qf6GfuC+w781PyO/Wv+Gv/Q/2QAygARATgBVAEqAREB8ACpAG0APgAyAAQA+P8EAH0A+wCEAVcCUANNBJYFXQZBB+kHQwhDCOkHkwfxBhgGlgXnBH4EHwTHA8cD8gMfBPIDxwOdAywDJQLcALb/Wf6K/Kf6D/m995b2RvXM9Mz0RvW79fz2v/in+or8nf53AA4CdgN+BOcE5wR+BPIDLAP3AbkAqP8Q/zP+c/32/NT8sPyK/Ir8ivyw/NT8F/1W/Vb9jv3b/R7+Cf4e/nz+4v5H/5z/HwDcALoBcgIKA8cDTQSyBOcEHwXnBE0EnQOqApUBYAA2/0b+c/2w/Dn8DvwO/Dn8ivwX/an9Rv76/rb/SgDcAJUBVwLpAiwDnQPHA/IDnQN2AywD6QKNAlcCPQJXAlcCjQKNAo0CjQI9As0BVAHTADIAg//v/nz+M/4z/gn+8v0e/ln+jf6N/sj++v5e/5f/zP8qAHcAuQDTAMEAcgAXALn/V//v/qz+Rv5Z/o3+rP7i/kf/tv8CADAAdwCiANMA3AC5AKIAqQCpAI4AiAB3ADQAIwD4/+f/zP+o/5f/k/+J/6j/vP/O/8X/8v8EAA8AAgD+/8X/g/8///r+nf5Z/jP+M/5Z/p3+1v5P/+H/RwCOALkA0wDKANwAsQCbAJUAogCiALEAlQCpANwA8ADBAMoAwQC5AJUARwAaABUABAD+/xMAEQDq//j/zP+T/zb/4v58/jP+8v3b/cP98v0z/qz++v4t/3j//v9BAG0AlQDBAPsABgERAQYBBgH7APsA3ADTALkAqQCOAEoA8v+2/+X/6v/n/yoAggD7ADgBOAFGAZUBhAFzAWMBRgE4ASoBKgERAfsA3ACiAEoA8v+k/17/Gv+6/p3+jf6d/o3+nf6s/tb+1v7i/sj+rP6d/nz+a/5Z/ln+a/6d/u/+Gv9X/6j/v//q//D/5f/0/+X/9P8aADkATQByAJsAmwB3AFwAWAA+ADAADQDW/+P/AgD4/+7/DQAPACwAHwANAPb/3/+2/6T/oP9+/17/Zf9P/0f/T/9l/2v/pP+z/9v/9P/4/w8ANAA5ADkAQQBEADAAMAAqAA0A7v+v/5P/R/8k/wX/Bf/6/kf/a/+X/9j/AgAuAGAAmwCiALEAmwCxAMEAuQCOAJUAfQBUADIAJgAVANT/xf+g/47/l/+v/8X/8v8GAD4AMgAuACUAHAAGAPL/uf+s/5z/jv9e/0//Zf9y/3L/eP+J/7P/xf/W/9L/6v8NAA0ABAANAPL/8P/2/7b/jv9+/2X/Xv9H/17/eP+v/wAAMAAyAFQARwBRAFwAXABRAGkAbQBUADkAMAARAPL/8P/n/woARwCVAOYAKgGEAacBugG6AYQBKgH7AKkAUQAVABcADQAKAAQAAgAIANv/nP9X/y3/+v7W/sj+4v4a/1f/nP/O//T/AgACAOH/oP9y/1f/Gv8a/yT/Nv9X/2v/eP+c/7b/x//n//7/FQA+AGQAogDKAAYBEQEqATgBVAFjATgBHgH7ANMAqQByAFQANgA2AB8AEwAAACMALgAlABoA7v/M/6D/g/9l/z//R/9X/3j/tv/h/yoAbQByAIgAjgCCAFQAQQAIAN3/rP9y/17/P/8a/y3/JP/v/u/+4v4Q/xD/T/+k/wIATQBpAMEA+wAGAREBHgERAfAA3ADwAPsA+wDmANMAuQCiAJsAggB9AHcAdwB3AHIAcgCIAIgAaQBYAG0AggByAGkAbQCVAKIAuQDBAKIAggBUAC4A/v/l/8X/k/+J/5f/pP/S/wgAHwBRAFgAWABgAGkAbQBtAHcAdwB3AH0AYAA+ADQA/v+//47/nP+c/37/k/+2/9L/9P8CAA0AGgAKAO7/xf+g/3j/Zf94/47/nP/F/+P/8v8XADYAPgAqAAIACADd/9//tv+//7P/oP+X/5P/nP+D/3L/V/9H/17/g/+X/6j/1P8CAPz/BAAGABwA/v/y/+P/wv+2/5f/nP+T/5f/g/+c/6j/xf/K/9b/2P+2/6D/k/9+/2X/Zf9l/3j/jv+2//j/EQA+AGAAlQDKAPsAOAFzAXMBlQGVAZUBhAFjATgBEQGiAEcABADy/9L/tv/Q/87/1v/h/+v/2P/H/4n/qP+T/47/if+c/7z/zP/d/8z//v/l/+P/zP+k/4n/jv94/2X/a/+J/4P/l/+c/5f/s//f//L/2P/w/w0ABgD4/zkAdwCiAJUAogDBAKkAjgB3AGkAQQARADkAYAA2ACoALAAjAAIA5//0/+X/4//r/8z/x//6/w0ACgAGAAgABADl/7P/l/9y/zb/JP8F/+L+uv7i/hr/Lf9P/3j/r//h/9D/3f8AAPz//P85AHIAjgCpAKkAlQCVAIIAggB3AFgAXAByAIIAlQCpAOYAsQCOAGkAMADd/6z/pP+T/47/pP+8//b/VACVAMEAygDmANwA3ADBAKkAggBcAFQASgBHAFQAIAATABMADwDl/93/8v8GAB8ALgBUAGAAcgBtAHcAYABEADsATQAaAO7/4//8//T/6//6/xEADwAEAB8APgA+AFwAdwCOAI4AlQCiAJsAdwBYAC4ACgDQ/47/Nv8k/yT/Gv/v/gX/P/9e/0f/cv+X/7n/tv/K/9//5f/u//7/EwAyACoARwBgAIIAggBgAIIAaQBtAGAAaQBcAFgARwAfAPr/3//W/7P/g/9+/5f/nP+X/6j/3//0/wYA9P8IABMA6/+2/6j/nP+o/8z/r/+2/+v/8v/Q/9b/x//O/+r/9v/4/wAANABkAGAAMgAKAAYA9v/M/6j/tv/W/+P/3/8XAEcAbQBKAEEAOQA+AC4AEQD0/+H/AAA7AFwAZABUAGQAjgBkADAAIwATAAgA5//W/6//nP+c/47/eP+c/6D/qP+c/6D/vP/Q/+X/1P/O//L/AgAaABMABgAEANb/x/+2/8X/xf/U/93/1P/f/+7/HAARAPz/+v/r/93/zv/K/8f/zP/M/7n/tv+2/9v//v/u/w0AHAAXACYA/P/b/9j/4f/Y/+f/4//4/+P/8P/0/wYAFwA+AEoARwBgAIIAmwCVAH0AdwBkAE0ABgDn/87/zv/K/9T/uf/S/+f/CgA2AGAAjgC5AOYA5gARAQYBKgEqAREB+wDcALkAogCiAHIARwA7AEoANgAgACoARwBgAE0AQQBcAGQAXABgAGAAWABYAEcANgBHAFgAggCVALEAygD7APAA5gCxAJsAaQBEABcA1P/F/9b/xf/F/+X/4/8TACUAMABBAGQAggB3AJUAmwCiAIgAYAAwABoA3/+8/5f/jv94/3j/fv+D/4P/oP/h/wYAAgD4//b/2P+2/7z/pP+X/3j/jv+g/7b/4//l/wgAFQAqACoAEwDy/9b/r/94/17/R/8Q/xD/Bf8Q/wX/Gv82/z//R/9r/47/r/+v/7//rP+T/2X/Nv8a/y3/Gv8t/y3/R/9y/6D/vP+5/7//0v/b/9T/tv+5/6//l/+X/47/eP+D/47/pP+s/6z/uf+J/2v/a/9e/0//R/8k/wX/7/7W/u/+yP7W/sj+EP8a/0//Zf94/4P/wv+v/7//uf/S/8z/uf+s/5f/tv+8/8X/xf/W/7z/zv/S/7//0P+//7b/s//C/6z/zP/n/+f/5//u/9j/wv+z/4n/g/+T/5f/oP+8/8X/7v8EADAAVABgAIIAiACOAIgAqQCVAI4AjgB9AHIAWABRACoARwA+AEcAbQCCAHcAfQCCAJsAdwCCAFQAaQBgAFgAdwBkAFgAZABcAFgAXAB3AGkAggByAG0AYABBAEEAHwAPAOr/2P/O/9b/5/8GACYANABHAG0ASgBNAFQAdwB3AHcAbQByAI4AggB3AHIAYABRACYAHADr/wIA8P/n/wQAGgA+AEoAbQCOAGQAdwByAFwATQBUAGkAcgBcAGAATQA5AEEAOwA2ADQAIAARABEAFwAaAAYA9v/w/+v/+P8CABwAFwAuACoAEQAXABwA+v/4/+H/zv+s/6T/k/+J/5f/rP+//9j/8P8CACAAPgBpAGAAdwBpAGAAQQAlAB8ACADy/+P/8v8IAAgAFwANAPz/4//U//L/+P/b//L/+v/h/9v/2//q/+7/2//W/+H/uf/r//L/9v/j/9j/0v+s/6j/pP+g/4n/eP+J/3j/a/9+/3j/if9+/47/if+T/5z/jv+D/6j/qP+//7z/5/8CABEAKgATAAQAzP/S/6z/0v/f//T/4//2/wIAAADn/93/4//2/9j/v/+z/6j/l/+O/47/pP+5/9b/xf/K/8L/r/+v/6D/nP+O/5f/qP+c/5P/eP+c/6T/qP+s/6j/fv9y/3j/cv+O/5f/s//W/+P/CgARABoADwAlADIALgAXAA8A8v/q//T/CAAIAC4AGgA2AGQAbQCIAIIAcgCCAFgAbQBYAEcAOwBBAEcANgA7ADsAMAAIABoAOwA0AD4AQQA+AD4ALgAsACYALAA7ADQAPgBHAFgAVABtAGkAXABkAI4AjgCiAMEAygC5AKkAlQCCAHIAXABEAEoAVABgAH0AjgCCAJUAjgCiAIIAggCCAIgAdwBpAKIAiACCAIgAjgCCAGQAdwBpAIIAggCVAMoAwQCiAJUAfQB3AFEARwBHAFwAXABcAFgAVABNADYAOQACAAAAAgARACAAMABEAFEAPgAcAAoA+v/w/9D/tv+c/5f/k/+T/6j/oP+v/7b/qP+T/5z/k/+D/4n/qP+g/7P/tv/h/9//1P/n/87/x/+8/8r/0P/F/9b/1P/h/+r/3f/O/8r/zv/b/8L/yv/d/7//pP+o/7b/jv+O/6T/jv9+/4P/jv+D/47/g/+D/5z/r/+5/6T/vP/C/9L/1P/0//7/DwAGABUA/P/+//D/8P/j//L/DwAIAOv/+v8IAAYAAgAIABcAFQARABcAJQA7AC4AMAAlACoAFQBBAE0AWABcAFEAXABHAE0AVABEAEcANABUADkAJgARABUADQD8/7b/qP+v/8X/x//M/+7/2//U/+X/3//W/8z/r/+g/6//tv+2/9T/4f/h//j/BADO/9L/8P/0//L//v8PAAIA0v/C/8r/r/+z/8z/3f/h/9D/9v/u/woAEQAPACoATQBYAHIAiAByAG0AfQBtAG0AZAB3AIgAogCiAKkAqQC5AMoA0wAGAQYBHgERAREB+wDmANMAqQCpAJsAqQCiAI4AogC5ANMAwQC5ANMAuQDKAMEAqQCpAKIAmwCIAI4AiAByAI4AdwBgAG0AXABYAFgAggBkAGkAaQBgAI4AmwBtAGkAMgAjABwA/P8AAAoAAgANAA8AEwAEABcAHwAgABoANAATAPT/7v/+//T/2P/H/7//yv/F/6j/k/+J/3j/cv9y/1f/R/9+/37/g/94/4n/l/+k/7b/pP+o/4n/jv9l/2X/Zf+J/47/k/+g/6//rP+o/6j/nP9+/4P/eP9e/0//Xv8//zb/R/9P/1f/Xv94/3j/fv+D/37/g/94/6D/l/+c/47/g/9+/2X/Xv9P/2X/Zf9y/47/oP+8/9L/+P8TAPr/1v/2/+r/9v/y//7//v/6/xcAJQA0ACoANgARAOv/+P/q/w8ALgAuACYAJQAXAAoAEQAqADQAYACCAKkAmwCbAJUAogB3AHcAVABYAFEAYAB3AH0AfQCiAJsAjgBkAE0APgAsADYARwBRAHcAdwB3AHcAVAA7ABcAEQAEAAIAAgANABUALABNACoAHwAcABcAFQD6/+X/s/+X/5z/jv+k/8L/x//n//b/9P/h/9j/s/+c/47/l/+z/7b/x//j/93/2P+z/6D/l/94/17/Zf9y/47/k/+k/6T/k/94/3j/eP94/2v/cv+D/5f/zP/q//L/4/8CAPj/HAARABoAEwANAAoAEQAfAC4AIAACAAgABADu/wIAEwANAPz/AAAGACYAMAA+ADsANgAlAB8ABAAfAAYACAANAC4ATQBRABoAMgAmAEQAJQAgACwALAAuAEcASgBHACUAFQDr//L/x//Q/6//vP/F/+H/6v/y/wQAEwANABwAFQAVABMAIwAPAAIAOQAuACoAAAD2//b/2//U/6j/pP+c/6D/oP+c/6T/rP+o/6D/nP+J/3j/Zf9H/17/Zf9l/3j/nP+c/6j/pP9+/4P/fv9r/17/Zf9X/3L/Zf9+/6T/qP+o/7z/wv/S//r/BgAqABMAIAAfABwAHAAIAN//yv+z/7b/vP+v/7z/zP/F/9T/2P/K/6z/tv+8/6//xf/F/+H/5//r/wAACAARAOr/AADy/wIAJQA5AE0ATQBcAGAAPgAsABwADwDq/+H/4//u//r//v8qACUALgBEAC4AIwAPACMARwBtAJUAsQDmAPAA0wDBAMEAogCIAG0AbQB3AJsAqQCbAI4AYABgABUA9v/O/9j/vP/d//T/FQBHAC4AVABHAE0AWABHAFQAWAA5AEQAPgA5ACUA6//H/8L/l/9+/3L/eP+J/3L/k/+T/5z/oP+c/4P/qP+X/5z/l/+T/3j/a/9y/17/Zf94/3j/k/+v/8X/4f/d/+f/5//f/9D/yv/O/8r/uf+2/6z/qP/M//r/BAD+/+r/2//d/8r/0P/W//T/EQAcABoAFwATAN//x/+g/4n/k//O//b/FwATADAADQAPAPL/6v/0/wYACAAwAFwAVABUAFQAOQAGAA0A/v8CACAANABYAHIAfQCIAGkAPgA7ABcADQD+/wQA/P8fACMAOwAyADQAOQAgAPr/4f/l/wAA9P8RABMAJQAVAAQABgD0/+P/2P/u//z/GgAjACwAIADr/9v/xf+8/5z/pP+v/8f/xf+v/6//nP+c/6D/1v/8/zIARwBgAGkAZABcADIA/v/K/9//5f/j/+H/8P/6/9b/tv+O/3j/eP+g/7P/3//r/w8ABgAuACUABAAKABwAEQATACMAOQBUAG0AiACiAJUAiAB3AFgAcgA7AFwAVAB9AH0AiACpAKkAZAA2ABUA1v/M//L/JQBpAJUAuQCpAI4AVAAXAP7/9v/4/x8ASgCIALEAogB9AGAAKgACAA8AIwA0AHcAsQC5AJsAmwCOAHcAggCVAH0AjgCIAIIAjgCbAJsAdwB3AEcADQAKACoANgBUAGkAaQBpAEoACADn/+v/CgAaADsAZACpALEAggBBADIAEQDQ/7//wv8PAEoAfQC5ALEAggBkAAIAtv94/2v/cv+g/9v/FQBKAEQATQD2/6//if9r/5f/zP/w/zsAaQBKACoA4/+8/3j/a/+O/5z/0P/4/yMAIwD+/8L/eP9e/z//Zf9y/8X/BAAwADsAKgAlAO7/tv9+/3L/eP/K//T/OwCOAJUAYAAGALz/cv9H/zb/Zf+X/+f/LgA5ACUA6v+5/37/V/9X/6D/xf/y/xcADwDw/8f/s/+c/4P/Zf9e/1f/Zf+k/6j/x//W//L/2/+8/6z/l/+X/6//2P/2/wYAJgANAPj/3//b/+f/5f8KAIIA8AA4AWMBcwEqAbEAZAA7ACMAPgBcAHcAaQA+AAQA1P+g/1f/Zf9y/7z/BgA5AH0AqQCpAI4AYAAyAAgACAAaAEoAcgCxAKkAjgBYADIABgD6//L/9v8AABwATQCIALEAqQCxAJsAdwBEABcAGgBHAI4A0wDmAOYA8AC5AFwAFwDy/9T/6v/+/wgAMgA+ADsANgAuABcAFQA5AGkAdwB9AJUAmwCVAH0AlQC5AMEAmwCOAIIAcgByAFwAPgAsADQAKgAgADIANAAlAPj/0v/K/6j/pP+J/47/pP+k/6D/s//n/wIA6v/u/w0AJQA7ADQANAATAA0ABAAKAAgA4f/U/4n/g/9l/1f/R/9H/2X/eP+8/9j/BgAIABUAGgAVAAoAIwAjABoA+P/2/+v/5//n/9L/x/+X/5z/g/+X/5z/zP/n/woAHAAmABoA/P/h/7z/jv94/4P/jv+D/4P/Xv9H/17/P/8t/zb/R/9r/3L/cv9r/4P/qP+8/+H/AAAGANv/v/+o/5f/l/+c/7b/uf/S/7b/zv/d/8X/7v8CADIAYABtAH0APgAaAPr/vP+v/5P/nP+o/6D/r//n//z/AADl/7P/r/+5/7P/yv/y/wYA/v/r//7/9v/0//b//P/+/+7/5//y//b/9v8NACwAPgA+ADIADQDh/+f/7v8AADQAMgAwACMAOQAaAAAA5//Y/+r/9P8TABMAMAA+AC4ALAARAN//x//H/8X/r/+2/93/5f/y/+X/vP+O/3L/V/82/17/fv+s//D/CAD4/+X/uf+J/3L/k//C/+f/EQAwAA0A5f+v/5z/nP+k/8f/BgA0AGQAcgB9AIIAfQBUACAAAAAGAPb/4/8qAFEAZACIAIIAggB9AIgAYABBAGQAVACVALkAwQDKALkAqQBtAFEAUQBYAG0AdwCpAOYAEQEeAR4BBgGxAJsAfQB3AJUAogDKANMAwQBcAB8A/v/n/9v/8v8VADkARwBBAD4AJQARAPT/zv+s/7n/3f80AE0AWAB3AFwARwAyABcAEwAjADYAWACVAI4AcgAqANL/eP8k//r++v4a/z//V/94/1f/Nv/6/tb+nf5r/o3+nf7i/i3/P/9l/1f/P/8F/+L+1v7i/gX/JP9r/5f/l/9H//r+rP6N/p3+yP4Q/17/r//b/9j/wv+s/5f/k/+T/3j/if+k/5P/pP+g/4n/Xv8//xD/+v7i/hD/P/9r/5z/x/8VAAoAAADj/7P/qP+k/7z/8P8TACUAIAA0AA8A6//j/9T/x//K/9L/9P/+//b/3f/F/8z/uf/h//T/DQAyAEoAXACCAJsAlQCIAHcAPgAaACMAUQB3AHcAjgB9AGkAVAAmAB8AIwBUAIIAuQDTALEA3ADwAPAAEQERAQYBEQEGAQYB8ADwABEB8ADKAKkAiABkAEcAOQAwAD4APgAyABMAJgAyAFgAdwCiAJsAggByAHcAYABkAI4AlQCbAI4AUQBEACMAHAAPAPr/AgD6/+P/9v/+/w0AIwA2ADIAJQD2/wAABgA+ADYAggCxALkAjgB3AFQAIwD8/9v/xf/U/+v/8P/u/+r/8v8RABMAJgAVACAALgAuADsAQQA+AFgAYABNAE0ALgA0AB8A/v/r/9j/0P+v/6j/vP/W/8f/xf/H/7P/qP+o/8r/2P/U/9v/0P+//8X/yv+2/87/2//r/9D/s/+J/17/Xv9H/0f/g/+J/5P/rP+v/7b/k/+D/5f/g/+c/6D/zv/d/+f/5/8EAPj/zP/W/6z/r/+J/7n/tv/S/9T/1P/Y/8X/uf+//+f//P/l/8z/l/9X/zb/Nv9P/1f/a/+O/5P/g/9P/0f/Nv8t/z//Xv+c/9L/5f/Q/7b/k/9+/3L/cv+X/8f/+P/y//L/0v/C/6z/nP9X/0f/rP/4/wQAJQBBAAoAyv/S/8L/8v8CAAYANAA7ADIASgBHABcAHwA5AD4ATQA0ABUAEQARAAYAEQBYAHcAiAB9AI4AggBUAFQAWABgAFQAVABkAGQAWABBAE0APgAyACoANAAuAD4AVABYAHcAYABNAC4AJQAPACMAQQBRAJUAmwCpAJsAogC5ALkA3AD7AB4BOAEqAQYB+wDcAPAA3ADTAMEAwQDKAMEAygDTANwAygDKAKkAogCiAMEAygC5ANMA0wDcAMoAqQBgAGAAaQBRAG0AbQBtAGkAVABUAFwAXAA0AEQAaQBtAIgAmwDBANMAqQCiAKkAjgB3AHIAVABkAG0AMAAgAPj/9P8VAC4APgBUAG0AiABcAGkAWABpAGAAcgCCAJsAlQCVAKIAjgBtAEcAQQBHADQAIwAIAAoA7v/l/+v/3f/H/8X/wv+s/8r/k/+J/6T/rP+2/6T/l/94/37/Xv94/37/g/+o/6j/nP9y/0//P/8Q//r++v4t/0//a/9r/3L/Zf8//zb/Nv8//1f/fv+g/8L/2P/n/+X/0P+v/37/k/+O/4P/k/94/4n/g/9+/3j/cv+D/5f/pP+v/6//r/+v/8L/s//H/7b/oP9+/37/a/9y/5P/jv+O/17/R/8Q/xD/EP8//2v/if+k/6D/jv+J/4n/l/+8//T/AgAyAFwARAAlAAoAHwAsADAAMAA+AFEARwAsAAoAKgC5ACYAfv9NAGkAyv/C/7EAhAEqAZsAEQEqAQ0A6//BAPsAggDKAAYBwQA+AML/5/8IALb/oP8sAFwAJgANAB8AGgANAAIA/P82AEEALgBUAE0AUQBgAH0AfQBkAEcANgBkAFwAfQCIAJUAmwCCAD4ADQAaACYAHAAfAE0AYABkAFQARABkAIIAogCIAIIAggB9AG0AYABYAFgAPgDq/7z/oP9l/1f/cv+O/6j/2P/6//r/CADy/9j/6v/0/9v//P/2/9v/xf+//7//xf/H/7b/zv+8/5z/cv9X/0//Zf94/37/oP+s/6D/a/9H/zb/Nv9r/4P/qP/b/+v/AADq/8X/rP+X/4n/eP+v/+P/7v/F/8X/nP9l/0//Zf+T/7z/BABRAHcAiAB9AFwALAAGAA8ALABpAIIAZABpAEcAIwD+/+f/3//0/xcARwBkAHcAlQCOAFwAGgAPAPz/9v/r/93/BAANAAIADQANAOH/8v+8/7P/oP+2/7b/v//l/wgACAANABEACAACAPb/6v8PABUAIAARAAYA/P8AAPb/+P8GAPz/3f/Q/5z/g/9e/3j/eP+c/5P/oP/F/7b/x//F/+H/8P/0/wIADwAKABMABAD8//z/6/+//8r/zv/f/wgABAD8/+v/6v/q/+f/BgAcAEoAZABUAEEANgA+ADsANgAPAAAA8P/l//T/+v8GABMAFwAfADQALAA+AEoAiACiALEAiABpAFgASgBEAFEAYAB9AJUAlQCIAGAAQQBKAEoAXABgAGAATQD6/+r/8v/w/yYASgB3AIIAUQAaAPL/AAAuAG0AogDTAKIAWAAKALz/uf/F/+P/7v8XAAQAxf+2/5z/fv+O/6T/+v8TADYARwAlAAQA2//n/wIAHwAPAB8AJQD4/8f/qP+k/47/cv9y/2v/Xv9l/3j/k/+g/7b/1v/M/8X/rP/C/7b/1v/f/+v/9P/0//T/7v/r/+P/8P/0/9v/zP/O/9D/tv+k/5f/k/+5/9j/1P/4//D/zv+k/5z/if+D/5f/rP/O/8X/s/+s/6D/k/+2/6//rP+g/6//vP+5/8r/xf+//7z/r/+v/8z/7v8fADsAPgAPABEA4//M/8L/s//u/w8APgA5AFEAMAAsAPz/3/+s/6j/jv+o/8L/rP+o/6j/xf/U/8z/v/+2/7P/pP+c/6//yv/M/9L/+P8IACoARABYAFwAWAAmAEEAEwAPADkAMgBkAFwARwAlAOf/2P/C/7//s//q//T/9v/2//j/BgDf/8L/yv/b//7/AAAaAAoA8v/d/9L/1v/2/w8AFwD6//j/3f/b/9v/6v8AAO7/0v/Q/9v/zP/h/yUAAADy//r/4f/U/7n/r/+s/5z/vP+//7b/rP+c/6D/r/+v/8L/0P/Q/+7/9v8XADsAPgBHAGQAfQBkAGAAYABkAG0AfQCiALEAfQAyAAYA2P/q/xwAUQCCALEAogCiAHcAHAAAAA0AMgBkAIgAlQCOAIIAVABgAE0AYACOALEAqQDBANMAygDcAKkAqQCpAI4AfQCVAJsAogCxANMAogB9ACYA6v/C/7P/1P8AAA0ACgACAOv/v/+2/47/oP+c/5z/xf/F/9L/x//O/9T/wv+k/4P/g/+v/8f/2//q/9v/3f/M/7n/vP/H/8r/2P/M/7n/jv9r/0f/P/9X/z//T/9H/zb/Nv8Q/xD/JP9e/1f/eP+X/47/qP+O/3j/jv+O/8L/5f/4//L/2//H/5z/a/+D/+H/HwBNAFwAWAA+AA8ABgAlABEADwCVAG0A6//+/z4AIwD6/xoAfQCbAJUAmwCpANwA5gC5AI4AogC5AJsAogCiAFwAZABYADsARwB3AHIAdwC5AJsAdwBkAJUAggBkAHcAggBYADYAPgBHAGQAcgBUAFgATQAlACwATQBtAIgAuQCxALEAwQDKAMoA0wC5AJsAmwB3AFgAPgBHAGAASgD0/7z/1v8NABwAHAAsABEA4//8/+r/4//F//b/AAAGABwAQQAgAAIAAgAfACoABgDh/7z/zP/b/9///v8PAOr/nP9y/2X/T/+D/7P/3f/q//r/5//K/7b/uf+s/9T/+P/j//T/0P+k/4n/g/+X/7z/EQA7AEoAYABgAEQAEQC//8f/1P/H/+7/JgBBABcA8P/r/9v/1v8AAEcAaQBtAI4AqQCVAH0AaQBpAGAAZABNAEcAMgAjAA8ACgAfAA0ADwARAAQA7v/r/87/vP+k/7n/x//l/9//xf+v/6T/s/+c/87/s//l/xUACgAIAPr//P8TAPj/3//C/6j/if9y/47/g/9+/3L/jv+g/5f/nP+c/7b/zv/r/xEAPgBNAD4ADwDb/8f/8v87AGQAiACVAGQA/v/O/7n/4f/8/+X/r/+v/5z/g/+O/6//8P/f/8z/v/+c/17/R/9X/4n/g/+T/6D/wv+s/4P/Zf9y/5P/if+z/8L/2//l/+P/2//l/+7/DQAKADYARwBHADIAEQAEANb/oP+s/9v/7v/8/x8ADwDd/7b/tv/b/zQAdwCbALEAiAAsAP7/6v/w/w0AQQBNAE0AVAAyACAALAA+AE0AZAB3AI4AdwBcAFwAcgB3AG0AggBpAHIAfQCCAJsAqQCpAMEAygCbAIIAlQC5ANwA5gARATgBOAEeAdwAjgBYABwAQQBtALEA0wDTAKIAcgBpAJsAmwDBAMEAlQA+AN//1P+5/6D/zP/d/8r/rP+8/9T/uf+8/87/+v8TAB8AHwAEAA8AGgBHADQAMgAjAAgA4f+s/6//qP+k/7P/zP/j/9v/xf/S/6D/nP+v/8L/1v/j//L/5f/u//T/EQA0AFwAXABUAE0AKgDq/+7/9v8KABMARwBEACoA3//H/8f/nP9r/47/uf/u//D/3//4/wYA7v8EAPj/EQAwAEEALAAwADIAMAA0AAYA8v/b/9D/x//F/8X/zP/n/wIA9v/Q/47/jv+J/3L/l//j/wQA9P/Y/6//oP+g/8r/PgB9AJUAogByAD4A4f/U//D/LABcALEA0wCCAAoA6//f/93/CAByAJUAuQCIAHIAYAA+ABcAKgBNADYACADu//L/uf9y/2X/fv94/2v/Zf9l/2X/a/+D/4n/cv94/3j/nP/M//7/JQBNAEQALgACAPT/v//F/xMAMgAmABMA5/+//6T/fv+2/6//rP+s/6D/cv9r/47/0P/d//b/EwAGABMAEQAlAE0AbQCOAHcAVAAyADQATQBtAG0AdwBpACYA3f/K/+H/+v/n//L/GgAgAPz/5//8/yYAVACCAIIAogCIAHIAWABYADAAGgAuADkAFQDh/+r/3f/2//T/1P/+/yMAEQDK/47/oP+o/7z/oP+k/6//2/+s/37/fv+J/5f/l/+X/4n/fv9r/2X/Xv9X/3L/eP94/3L/a/94/3L/k/82/zb/Nv9P/0//Xv9l/17/V/8//xr/EP8Q/wX/1v7W/vr+JP8a/xD/Bf/6/gX/Nv9X/2X/fv+g/3j/Zf94/6D/nP+5/+r/9v/l/9D/tv+T/4P/pP+k/9L/yv+v/6//x//n/+P/4f/r/9j/zP/H/9b/8P8IACAAJQAKAML/rP+O/6D/pP+8//7//P/4/+P/5/8XAPr/+v/2/x8ANAByAJsAmwCOAI4AggB9AI4AcgBHACMALgAXAPr/4//q/+H/4f/n/+v/EwAyADkAFQD6//r/CgD2/xMAXABkAH0ATQAVAAIALgBNABwA7v8CAAYA+v/8/wIADwAKABUAHwA+AGAAdwB3AE0AFwAXACAAHwD6/9j/3f8AACAACgANACwAaQBpAHIAfQCbAI4AWAATAPb/9v8RAPT/AAD0/+f/4f/2/wgAHwA7AHIAdwBpAFQAlQDBAKkAogCxAKkAiAB3AJUAjgCpAJsAjgCVAGQARwBHAEoAXACbAMEA5gC5ALEAsQCbAKIAsQDmABEBKgFUAVQBKgHwAMoA5gDKANMA8AAGAQYB3ACIAFQAXABUAFgAcgCCAFEAKgARABMAHwAyADIAPgA5ABoAFQAgADAAHwAyAIgAiACCAG0AggB9ADsAIAAqAD4AOQAuABEADwAgABUAAgD2/9T/vP+o/7z/x//M/8r/tv+T/2X/P/8k/xD/R/9e/0f/JP/W/sj+rP6N/o3+uv7i/tb+7/7W/rr+yP7v/gX/Gv8//yT/Bf/v/hD/Nv9P/zb/Lf/i/uL+1v7i/hD/P/8t/9b+rP6N/qz+7/4F/yT/Lf82/z//T/94/7b/6/8IABwANAANAAgA/v/q/7z/yv/j/wAA5/+2/4P/fv+J/9T/RwCCAIIAcgBgADsAKgBkALkA3ACiAHcAUQA5APr/CgAKAA0AIAA+ACwA+v/4/+f/0P/Y/woAdwCpAIgAYABHAFQAcgCCAE0AXACIAGQAbQCIAJsAwQDBALkAggCIAI4AZABHAG0AlQDTANwA0wC5AKkAiABkAFQAQQByAJsAiAB9AFwAPgBEAFgAXABpALEA+wDwANMA0wDTAMoA3AD7APsAwQCiAHcAaQCOAKIAcgBRAFQARwBgAJUAqQCpAKIAsQCxAKIAwQDmANwAsQB3AFgAVABpAFwARwBKAEcAFwDf//T/FwBHAFEAiACxAMoAjgBcAFgAcgB3AIgAlQB9AHcAcgBKAFQAIwA5AG0AbQBEACoAHwAgACAAMAA0ACAADwANAPr/9P/u/yAAXABkAH0AfQBtAE0AXACCAJsAlQB3AEoAMgARAAgABADw/+P/3f/U/8X/v/+//6T/tv/U//D/AAARAAoAAADQ/5P/k/+c/5z/qP+k/4P/V/82/zb/R/9e/2v/jv9y/17/R/8t/y3/JP8//zb/T/8t/z//Lf8F/+L+Bf8a/xr/EP8F/xr/R/9H/0f/T/9e/17/T/9P/z//Nv8//1f/Lf82/17/cv+D/2X/V/9P/5z/0v/H/+P/1v+v/4n/oP+v/+X/+v/4//r/0P94/2X/a/94/37/zP8AAA8A4//W/+H//P8mAGAAmwCbAIIAYAAmADYAcgCOAMEA3AC5AJUAVABUAFEAWABkAH0AaQAqABEAGgAcAD4AYACCAFgALgARAAIADQAwAIIAjgB9AHcAfQB9AI4AuQDTALkAlQCCAFQAFQAaADAAOwBUAEcANgANAAAAHABEAHIAdwCCAJsAbQBHAE0AfQB3AI4AmwCVAIgATQBKAEEATQAXABEAEwATABMABADy/+v/2/+v/6z/wv/j/8z/2P/M/5f/eP9e/1f/fv+8/9T/+P80AAAA3f/S/8f/4/8IADAAUQBNADQA+v/n/9j/1P8CACoAQQAyAD4AJgAIAPj/xf/4/yUAOQBRAFwAMgARAPj/8P8KADkATQBKADQA6v/M//L/BAD6/zAAOwA7ABwA2P/f/+X/0v+///z/DwAPACwAJgAAANT/xf/W/wAAFQAPACAANgAfAPr/1v/d/93/6/8cAFQAWAA2ADkAQQARAAYABgDu/+7/CgAwAB8AAgDq/9v/4//n/+v/DwAVAPz/4f/h/93/9P8PABMA+P/b/7z/pP+k/7//1v/j/9T/uf+X/5P/oP+o/9D/0v/C/4P/Zf8t/yT/Lf8t/y3/Nv8t/y3/Bf8Q/xr/Lf8//17/cv+D/47/g/+D/4P/nP+c/5f/pP+o/6D/pP+c/3j/P/8//zb/a/+X/8f/1v/r/87/rP+8/9L/0P/r/zYATQAqAA0AFwAGAOv//P8EAA8ADwBHADkAIAD+/woABADu/+v/+P/d/7n/oP+k/6//3/8AACAACgAGAAAAAgATABcAGgAPAAIABAAKAPz/8v/y//7/EQAfAC4AMABRAFwATQBYAHIAmwCiAMoA0wDKALEAogCiAI4AmwCOAI4AjgB9AGkAWABKADkAVABpAHIAYABUAEcATQA2ADkANgBHAEoAKgAjAAYACgATABoAJQAmACUAAAD4//T/5//y/wAADQAKAOX/vP+8/8z/0v/Y/+X/8P8mAD4AVAB9AI4AjgByAEQAPgBEADYABgDy//b/9P/w/wAABgAPAB8AMABYAI4AjgCOAI4AaQBHAEcAYABgAH0AiABRAD4AKgACAAAAPgBNADQALgAXAAgACAAfACUAHwAVAPb/9P/+/9j/vP/4/7z/fv+g/6//a/9H/37/if+J/3j/oP+s/5f/eP9+/5z/cv+J/7P/vP/O/9D/tv/C/9b/0P/F/7z/qP+c/6T/tv+5/7z/1v/r/9b/yv+//6//rP/O/+X/1v/d/9T/s/+v/6D/qP/Y/9T/AADh/9v/2//n/9b/1v+z/7b/nP+T/47/r/+X/6T/nP+J/3L/a/+O/4P/fv+k/8X/rP+s/7z/0P/f/9b/4f/n/9D/zP+g/4P/a/+J/47/if/C/9L//v/y//j/9v8CAAQAIAAVABEAEwARAPz/CAAVACwAIAD6/wIADwACAA0A7v/f/87/0v/Q/+X//v/2/+X/9P/y/wAADwANAEQAWABgAFgAjgCIAIIAiACbALEAogCbAHcAXABHADAANAA5AEcAcgCCAHcAdwB9AHcAdwB3AHIAdwB3AHIAZABNADQAMgAjAA0A+v/+//r//v/y/+7/CgAjAA0ABgDy/+7/6//q/+f/v//C/7P/v/+v/8X/rP/H/8r/3//r/+r/8P/2/+v//P/u/87/zP/C/7//qP+g/5z/rP+X/4n/l//M/7//zv/b/+P/5//n//T/+P8IACYABgD2/9v/3f/b/+v/EQAEACoARwBBAFwAaQB9AHIAbQCCAGAAXABUAGAAVABcAFgAcgBpAFEAWAAwADkAOwBHAGQAWABUAFgAWAA0AEQAUQBkAEoATQBgAFgAWABNAFwAWACCAJsAwQCOAJsAiACOAFwATQBRAFQAOwA2AEcAWABNAFgAWABYAFQATQBBACMAKgAgABoAEQD8//r/+P/6/9//2/+8/6//k/+k/9T/0P/4/wYADwAXAAgA9v/Y/9L/zv/q//j/BAD8/xUAFwAEAO7/AAATAPb/EwAlAEcAXABgAH0AiAB3AGkAVABkAFwAXAB9AGkAZABcAHcAZABcAEoANAAuABwAEQAXABwACADn/9v/2P/w//r/AgAPABcAFwAVAB8APgA+AFgAWABcAFQARwBUAGAAYABpAG0AggB3AIIAdwCIAIgAmwCIAJUAbQBcAEoARAAsABMABAATABcADQAcABoADQDw/+r/8P/w/+X/0P/K/+P/0P/d/8z/vP+5/6T/pP+s/6T/pP+v/6T/oP+k/4n/if+J/47/uf+2/5f/nP+2/7//xf/F/8f/v/+z/8f/6v/r//b/8v/u//L/1P+5/6j/rP+X/5z/nP+T/47/g/+T/5P/oP+X/6D/jv+J/2v/a/9+/3L/eP+J/5P/k/+T/6D/pP+s/5P/pP+T/47/rP+5/7z/zP/O/9//2//l/+P/9P/8/wIAGgAwADYAMABHAFgASgByAH0AdwBcAGQAVABNADsAUQBgAHIAXAB3AGAAaQCIAI4AggB9AHIAfQBkAI4AcgBtAFwAaQBYACoAJQAqACYAJQAgACUALgA5ACwAOQBcAHcAdwCCAJUAjgCIAJUAjgCVAJUAfQByAGAATQAsAB8AKgAPAPz/8v8GAP7/4//4/+P/1P/K/87/0v+8/8f/zP+5/9L/zv/d/93/4//W//T/9v/h/+H/6v/+/+7/2P/6/8r/2/+2/93/qP+T/2v/Zf9X/17/Zf9P/1f/T/9X/3L/a/9r/2v/cv9r/1f/Zf9e/0f/Lf8t/zb/P/8//z//R/9l/3L/fv+X/5z/oP+z/7b/xf/F/9T/5//O/8X/tv/C/6//wv+v/5z/r/+g/6j/rP/d/+P/1v/h/9T/5//r/+r/1P/b/+H/v//Y/9D/x//H/9L/wv+v/7z/7v/n//j/5f/4/+X/5f/4//L/DwD6//7//v/j/+X/9v8GAAQAFwA7AEEAbQBkAG0AbQBcAHIAdwBgAE0AfQB3AHcAfQBkAIIAaQBcAFgAdwBcAGQAQQA+AD4AOwAgAAoAEQACABEAHwATACwARwA5ACUALgA0ACUAGgAgABEAEQAEAPj/CgAVABEANAAsACMAIwAgAD4APgAmAEQAOQBHAEQASgBgAGQAdwBYAEcAOwA7ADAAPgA+AE0ATQBEAFQAXABkAE0AVABtAFgAcgBkAHcAggBtAFQANABUAFwAbQCCAIgAiACIAH0AdwCVAJUAlQCiALkAlQCCAH0AjgByAG0AbQBkAEcAQQBEAEcAKgAwADYAJgAXAAYAAgD+/ywAKgAqAA0AzP/F/6//vP+k/47/nP+X/3j/fv9r/4P/g/9l/4P/a/9+/4n/jv+J/37/jv+O/5P/qP9+/4n/g/9r/3L/g/+5/7P/qP+z/7b/uf+g/5P/fv+J/4P/cv9y/4n/g/+D/6D/s//F/6//s/+z/6T/qP+k/5f/fv+D/3L/fv+D/1f/V/8//y3/Nv8//17/R/9l/2X/Xv+O/37/if9l/0f/g/9r/47/Zf9H/17/a/+X/6z/rP/F/8X/1P/K/7//s//S/9b/4//U/9T/6//w//7/AAD+//L/EQAXAB8ARwBNAFgAXAByAIIAmwCpAKIAmwCCAHIAcgBpAGQAbQBcAEQAJQACAOv/EQAXABUAHAANACMALAAlABwALgAyAB8AHwAAAO7/9P/H/6z/s//H/8f/wv+5/7P/qP+X/6D/pP/M/8z/xf/q/+7/8P/C/8L/zP/Y/+f/5//f/+H/AAD2//j/8v/S/+r//v8KABEABgATAA8AGgATABcADwD4/9b/3f/f/93/yv/F/7z/x//Q//D/1P+8/7n/wv+5/7z/qP+g/6T/rP+o/7n/rP+s/+P/5f/b/9D/xf+5/7//7v/0/wAAIwA0ADIAPgBEAGAAcgBcAG0AfQB3AIgAjgC5ALkAwQDKALkAygDKAKkAqQCpAKkAqQDKAMEA5gDmAOYA5gDmANMA5gDwAOYA3ADwAPAA8ADwAPAA8ADTANMAwQC5ALEAogCVAJUAggCiAKIAmwCpAKkAmwCbAJUAfQCCAKIAogC5ALkAsQCpAI4AiACOAIIAdwBYAFQARAA2ADkANgA+AD4AMAAVABUAFwAsACwAFwAlAAgAFQACABoABgDu/8X/zv/W/7z/oP+g/5f/k/+s/6j/rP+X/5f/k/+k/6z/oP+D/4P/if9l/3L/a/94/2v/cv9y/3L/Zf9l/2X/eP9y/4P/k/+c/6j/qP+2/6T/nP+s/6T/tv+s/8X/v//f//D/AADy//j//P8XAB8ALgBRAD4ASgBEACYAIAA0ABMA+P/q/7P/x/+//9D/vP+2/7z/r/+2/5f/l/+v/9j/3//O/9L/r/+X/7P/tv+o/7z/wv/C/8L/vP/O/7n/vP/Y/8z/tv+z/8X/1P/r/+X/5//2/+f/4f/F/9//zv/O/7//s/+k/8X/0P/W/9T/yv/C/9D/1v/h/woAKgAgAC4AJQAuACoAEwAfABoAFQAVAAoA9P/n//b/9P/6/wQAAgACAP7//v/8/wYA+P8GAAoAOQAgABcADwAKADIADQA+ADQALgBHAFEAZAB9AI4AfQB9AI4AqQCiAMEAuQCiAMEAuQCpAJUAjgCOAH0AdwBYAFgAVABKAFgAXAB3AHIAZAB3AIIAdwB3AG0AYABYAHIAXABUAHcAdwB3AGQAXABYAE0AXABkAGkAVABgAGAAfQCOAH0AlQByAG0AUQBNAFwAVABgAFwAYABUAFgAUQBcAFQAPgAjAAgAEQAfADYAQQAgABUABgAIAAAADwD+/xcADQA+ACoAEQAPAPz/CAD2//j/6//U/6z/k/+J/47/Zf9X/2X/a/+D/3L/pP+s/6//xf/F/9v/2/+//8z/xf+z/6D/nP+k/47/jv+X/4n/g/+X/6D/pP+s/6//vP/K/7P/uf+5/8f/qP+//8L/xf/C/8f/vP+X/6j/pP+s/47/jv+c/7z/r/+2/6//tv/F/6z/rP/C/9T/2//l/8r/x/+2/8r/0v/d/+f/8v/w//b/9P/8/+P/8v/8/9//1P/d/9b/5f/l/+H/7v8GAPz//P/l//L/9v/2//r/2//l/9//3//w/wIAAgD8/wYABgAXABMAJgAlACwAKgA7ACwANgBBAEcAPgBUAD4AVABYAE0AZAAmAB8AJgAaAD4AQQBcAHIAdwBcAFEAZABcADkAPgA+AEcASgBUAFgAZABYAEoARwBHADsATQA7AEEASgB9AHIAYABpAGQAbQB3AHcAiABkAFgASgBEADsANgAlAA0ABgACAPr/9P/w//j/FwAlADYAOwBKAEcARwAqADsAQQAwACAAKgAuACoAHAAaABcABgAIAAQA9v8CAPb//P/w//z/EwAKABEAAAAIABwAFwAKAPT/6//u/9//zP+8/7z/xf/h/+X/6//K/8X/tv+g/47/a/9e/2X/T/9X/0//P/8t/0f/T/9P/0//T/94/47/nP+k/6z/uf+s/7z/r/+k/6T/rP+8/7n/0P/W//b//P8PABwAEQAGAPT/8v8EAPz/8v/+/+v/8v/F/9D/k/+o/5P/l/+g/6D/r//F/8r/v/+8/8f/v/+s/6j/jv+O/4n/jv+O/5P/if+D/6T/l/+X/5P/k/+O/4n/jv+T/5f/k/+s/8L/qP+g/47/qP+v/6z/vP/M/8z/1P/O/9L/3f/S/+H/2//q/wgAHAANAA8A/v8PACYANAAsAA0A/v/u/+P/1P/K/9D/x//d/+r/5//O/93/5f/h//b/+P/6/wQAIwAqAD4AUQBKAFQAUQBYAEcAWAA+AD4AOwA7AEcATQCCAI4AmwCVAJsAggByAGQAYABYAFgAYABUAD4AFQAaACMANgAVAB8AJgA7AFgAaQByAHcAdwBtAG0AZABkAFgATQA2ADAAAADw/+X/5//6/+P/6v/j/+v/8v/j/+7/7v/8//D/AAD0/wIA8P/d/9D/tv+v/5P/nP+T/47/nP+z/7z/rP+v/6D/nP+g/6j/wv+z/7z/vP+//8r/1P/2/wgAAgD0//T/AAD2//j/+v/2/+f/5/8GABcAEwANAAgABgATAB8AMgA2AEQAUQBcAGQAXABUAEoALgBBAEcAPgA0AC4AFwANAP7/DQAmAD4AVABHAEQAPgAwADQAMAAsADkAIwAgABMAFwAIAA8AJQAyABMAAgAIAAQA/P8AAAYA/v/6/w8AAgD8/+X/8v/6/+v/2//M/6z/vP/h/9j/5//C/7//oP+T/47/if+X/47/a/94/4P/jv+J/5f/pP+g/5f/qP+s/7b/zv/j/+r//P/n/93/vP+o/6//vP/F/6z/r//C/9L/v/+8/7n/vP+v/6//rP+v/6z/tv+8/8z/xf/C//D/+v/u/+X/8P/y/9b/4//h/9D/5f/q//b/6//n/+7//v/4//z/EwD6/xUAEwAfABMAFQARABoAJQAcAAgACAANAPb//P8NABoAHAA+ADIANAA0AEoAWABgAGAAUQBtAGAARABNADsARwBHADAALAAlACoAOwA2ADsALgA2ADAANAAXABUAEwAGAOr/4f/h/8X/x//d/9T/7v8fABwAHAARAAIAHAAyACUAPgA+AE0ASgBBAFgAUQAwAAgABgDw/wYADQAfAA8AMgAGAAAA9P/y/9//8v/f/8L/1P/Y/8r/2P/j//z/yv/Q/9T/2P/M/8L/wv/M/8f/xf+//7P/tv/C/9T/8P/f/+v/AAAGAD4ARABNAFgATQByAGAAYABNAFEAOQAqACUALgA5ADAAMAA7AEEAPgBKAEEANgBkAG0AYAByAHIAcgByAHIAbQBtAFQAWABUAFQATQBKADAAIAA+ADkALgAXAC4AEQAVACYAHwAAACUAEQAwADsANgAlADkALgAlABUAFQAuACoARwBNAFQAYABcAFQANgA7ADQALgAXADQAOQBBADkAOQA7AEQAUQA+AFgAfQCCAGkAbQCbAJsAjgBpAHIAYABpAE0APgAyAEEATQBHADQALgAgAB8ABAD0//j/EQAsAEEAPgAqACYAGgATABwADwATACYAOwAgABwAFQAlAPz/8v/r//z//v8GACYAJgA5AC4ALAA2AEoAWABUAGkAbQB9AIIAdwCIAIIAfQCIAGAAWABgADYAKgAcABEAHwAAAOX/0P/y/+P/3//O/7b/6v/6//D/9P/2//z/FQAPABwA6//y/wQA/v/l/+H/xf+8/8f/r/+D/6D/rP+z/6//rP/S/+P//P8NAP7/3f/n//r/5f/Y/7z/zP+5/6T/wv/M/7z/xf/K/8X/0v/q/+P/4f/0/+v/x/+8/6z/l/+c/6T/rP+5/7b/rP9+/3L/nP+X/5P/eP+T/6j/s/+o/7b/uf/F/7n/uf+2/6//s//O/8r/0v/h/wYAGgDl/w0AIwAjAAYAAgAAAPT/AgDU/7b/yv/W//D//P8VAEQATQBkAH0AYABgAHIAdwBtAFgATQAjABUAFQAVACAAJQAgABcAAgAPACAAPgA+AEEARAA0AD4AOwANACYAOQAuACAAIwAmAA8AEwAAAPL/EwAlAC4ANgAqADkAJQAKAPz/9v/0//z/DwAKAAIALgAqABMACgAgAPz/9P/Y/wgABgD8/w8AAAAKANv/wv+5/9L/2//f//T/1P/l/yMADwDf/wAAHAAqAPz/AADO/5f/BADW/6//zP/U/wIA2//0/5f/tv9+/7z/tv9y/7b/Xv/Q/9//+P9y/9b/P/+2/6z/if+X/5z/xf+o/z4ADwDn/37/BABa+WXmvfebGQQJse7H82oJagkT8s/wkwcxD80BTPRt+B8Ek/9H7DzzkxA5DG3v6PneDzkM/PbP8Cv2ugo0C0b1dPGC+3kWuRNf9yLwTQQxDyr6IvCEARf9RvWmBjAAJQKr8gn+3g/NAaYGjQLyA0UKQwimBiwDxwOZFJsZsPzH86EIuRPWBW34QwiTEL/4RvXVCVUNsPyD/0MI9wEJ/pUB6Qd+BFcCOQwGAW3vNAtVDVr51P85DOIBse6nATEPs/tq+oQBRgFQA7v1nf5dBuj5LAM3/b33Y/zv/h8Evfen+ucEavor9tv9TQSbAJb2GAYa/8z0NAv2/Jb2Qwj3AVn+9wFe/5sA1gVO+xgGpgZG9dUJHwW997QL8Qaz+zkMjQJj/OkHhAGhCPEG6PnnBDQLivyn+o3+xAx+BEz0BgHW/nz+qf1r/vsAbfgeAfb8IvDo+VkF4fp08Rn7bfh08bv1Y/z89rHuPPNZ/kb1Hu108Rn7gvtM9Pz2K/bs7Rf4QQeC+8/wPPNzAZ0Dvfdj/CoBl/9dBs0Bo/mhCO0N8gNqCZMHQwi5E7QLTxF5FrQLoQhPEbcimRTWBeIS7hu5E/EG3g+bGZMQ1QnEDLQLXQY0C1UN7/4eAXICbfhf9w78X/cT8rHuIvBH7NTiiOhH7ELlLeAS5BLkw96I4XznEuRC5YjofOdl5mfrq/LP8Kvy/PZa+Ub18v3EDNYFnf5dBrQLeRaEFUUK4hKEGJsZeB54F3kWLB23ItMfhBiEGD0hQiQ9IXge4hKEGLcityIsHeIS3g+ZFIwO1gXVCaEIsgQt/8z0se7s7SLwdPGI6C3giOHD3r7bSd0t4Endcthy2CHactjD3tTiLeDD3ojhZeZ853zqz/AT8s/wzPQr9qP5uf+yBKoCiADiAQQJ4hLtDUUKTxG+GngXTxHuG9MfeBd4Hrci7hu3IlApjidCJEIkUClCJD0hUClQKT0heB7uG5kU7Q1PEXgX7Q0X/W34WvkX+Kvyse6I6NTi1OLD3nLYIdot4CHa2tTa1LDW2tRy2EndSd1y2CHaiOF854fpfOpH7LHuzPT89lr5c/1GAaoCpwEKAwQJOQw0C1UNTxGMDowOhBXuG+4bhBW5E+4bQiS3IkIkQiRCJFApUClQKREtEi8RLSYrtyLTHz0h0x/TH74a7Q1+BDQAdgPNASv27O186ojo1OJJ3b7bLeC+2+7QXsru0LDW2tTa1O/S1s7u0LDWw97U4i3giOGI4Xznse4880b1D/la+Vr5ivymBjkMagmhCLoKVQ3eD5kUhBh4F4QYLB2bGe4bQiRQKY4ntyLfJSYrES0SLyoxKjEqMSoxJitCJEIktyK3IkIkmxkECccDlgXWBXP9TPSx7nzniOHD3kndvtsh2u/SXspeytbO7tDu0NbOXsr8x9bOctgh2iHaIdq+28PeiOht78/wq/K79Q/5F/0sA0MIaglqCUUK7Q3iEoQYvhqbGe4b0x/TH9Mf3yVQKSYrUClQKREtWTNZMyoxWTOiNQQ4KjGOJ9Mf0x8mKxEtLB0ECX4EkwdBB/D/WvnP8IfpiOFJ3cPeLeC+2+7QXspeyqfM1s7v0tbO5cItwF7KsNaw1u/S79La1L7b1OJ850fsse5t73TxD/mEAfIDfgTpB9UJxAxPEYQYvhqEGJsZ0x9CJEIk3yWOJ1ApJisRLRIvojVZMxIvEi+iNYE6BDgmK7cieB5QKSoxQiTeD6YGagnVCU0EVv279UfsEuRJ3cPe1OJJ3e7Q/Mf8x6fMp8zu0KfM5cJXvX/F2tSw1u7Q1s7u0HLYLeBC5Xzqh+lH7OztlvaNArIElQEfBNUJMQ/iEoQY7hubGZsZ0x+OJ1ApjieOJ1ApES0qMSoxWTNZM1kzWTOiNRs9Gz1ZM7cimxkRLYE6ES3iEvEGugrtDTkMWQVa+R7tZeYt4NTifOeI4e7Q/MenzNbOp8zu0O7Q5cJhun/F2tTa1NbOp8ynzO/Sw94S5BLkEuR852frx/NP/3IATvvW/kMIVQ0UEoQYmxmEFYQYtyImKyYrjieOJ1ApKjEqMSoxojVZMxIvWTOiNaI1gTqiNVApmxl4HlkzWTPuG5MHTQS0CzEPBAkX/ezth+ll5hLkfOdl5iHaXspeyu/S79LWzu7QXspXveXC79Kw1qfMp8ynzNbOIdoS5NTiw97U4ofpse7o+U//bfha+ccD7Q0xD7kThBiEFYQVPSFQKSYr3yXfJVApEi8qMVkzojVZMxEtEi9ZM6I1BDiiNSoxtyJ5Ft8lojUmK+ISsgRDCN4P7Q2WBb33Hu186kLlZeaI6NTi79L8x9bOsNbu0NbOp8zlwi3AXsqw1u7QXspeyqfM2tTD3ojhSd2+2xLkZ+vH8w78KvpG9Rf9agneD08RhBWZFLkTLB2OJyYrjidCJN8lUCkqMVkzES0RLRIvEi8SL1kzBDgqMRIvES14Hu4bEi9ZM9Mf1QnVCZMQkxBFCoQBzPTs7R7tfOqI6GXmw97WzqfMsNZy2O7Qp8xeyn/Ff8Xv0nLY1s5/xV7K79K+24jhSd0h2sPefOpt70b1v/iW9rv1KgGMDk8RkxAUEpkUhBg9IY4nJivfJdMf3yUqMSoxKjERLVApJisSLyoxKjEmKyYrJisSL44nmxnTH44nQiSEFWoJRQrtDbQL5gC/+Ez0dPFn62XmEuSI4b7b79Lv0trU7tCnzO7Qp8x/xfzH79Lu0KfM1s7u0NrUvtst4MPew9585x7tIvBf9+j5D/l8/tUJVQ3tDbkTeRaZFL4aPSHfJbciPSHfJSYrEi8mK1ApES0qMRIvES0SLyoxojVZMxIvjid4HtMfJismK+4bagkYBkUKNAvpAqf6dPF86mXmQuUS5IjhctjWztbO79Lv0tbOp8z8x/zH/Mfu0O7QXsqnzO/SsNZJ3S3gLeDU4ojoz/BM9IL7Wf5z/ZUBNAviErkT4hJ4F3gXLB1CJN8l3yW3IrciUCkSLxIvJismKxIvKjEqMRIvojWiNSoxJitCJHgetyImK0IkTxEYBkMIRQqWBXz+TPRn62XmQuUS5IjhIdru0F7K7tDv0tbOXsr8x3/Ff8WnzO7Qp8zWzqfM79Jy2C3gEuSI4RLkHu1M9Cr6Wf6s/iYAXQYxD4QVeBeEFXkWvhq3It8lUCnfJd8ljicRLSoxKjESLyoxEi8SLyoxWTNZM1kzEi9CJCwd0x9QKY4nhBiTBx8EpgaTB5YFTvse7dTiEuR852XmLeDa1F7Kp8zv0u/S1s5eyuXC5cJeyu7Q2tTWzl7K1s6w1ojhfOdC5RLkiOjM9A78YwH3AeYAGAZVDXkWLB2+GpsZ7hs9IY4nES0RLY4nUCkSLyoxKjESLxIvEi8SLyoxWTOiNSoxUCm3Ij0h0x9CJEIkLB3EDH0AcgKmBhgGgvse7ULliOES5NTiw97v0l7K/MfWzu7Q1s78xy3ALcD8x6fM1s7u0KfMp8zv0kndQuVl5mXmh+nP8L/4QQCyBMcDQwiMDrkTmxl4F+ISeBc9IUIkUCkRLd8leB6OJxIvKjEqMRIvEi8RLREtKjEEOAQ4Ei9CJD0htyKOJyYrPSE5DHICLANdBvIDc/0i8IjhIdpJ3S3gw97v0vzH5cL8x6fMXsr8xy3AV71/xafM7tCnzF7Kp8za1MPeEuRl5ofpR+x08aP5CgOTB5YF6QfeD4QV7hs9IT0hLB09ISYrEi8RLRIvKjESLyoxojUEOAQ4ojUEOKI1BDgbPQQ4UCm3IkIkUClQKbciTxGqAuL+HgGqAtT8be8t4LDW2tS+277b7tDlwi3A5cJ/xV7K/MdXvUi3V71eytbOp8xeyqfM79JJ3RLkfOeH6eztq/Jq+nICQQdqCVUNuROEGL4a0x9CJN8ljicmKyYr3yUmK1kzBDiBOgQ4WTNZM4E6Gz0bPdM/qUJZM44n3yUSL1kzJissHTQL+wCD/yUCHgFM9BLkctju0O/SIdra1H/FYbpIt1e95cJeyuXCSLdIt+XC/MenzNbO1s7WztrUw9585+ztz/A88yv2c/2WBbQLMQ+5E3gXhBgsHT0hQiSOJxEtKjERLREtEi+iNYE6Gz2BOgQ4gTobPalCn0WpQoE6UClCJBEtojUSL9MfjA7I/g78a/9cAPz2fOew1l7Kp8za1O/S/MdXvUi3SLdXvX/FLcBIt0i3LcB/xfzHXsqnzO7Qctgt4BLkiOht7yv2bfjI/hgG1QnVCbkTvhq+Gu4b0x+3IkIkJitZM1kzEi8qMaI1gTobPdM/qULTP4E6qUK4SLhIGz0qMSYrES0qMREteB4UEk0EGfuW9vz2PPN853LYXspeyqfM/Mflwi3AV71It0i3V71hug20LcD8x/zHf8X8x6fMsNYt4BLkQuV86nTxx/Na+ccDBAmTB1UNhBV5FngX7hvTH0IkjicSLxIvEi8SL6I1Gz2pQqlCqUKpQqlC80tTT1NPuEgEOBEtEi8EOFkz3yV4F+kHGfu79Zb2q/KH6b7bp8x/xX/Ff8UtwFe9V71hug20SLdItw20SLf8x6fM/Md/xfzH7tC+20Llh+lH7OztE/K79R7+HwU0CzkM3g8UEuISmRS+Gj0h3yWOJxEtEi8RLRIvBDipQp9Fn0W4SPNL80tTT1NPU0+fRQQ4ojUEOFkzUCksHTEPygC99xPyR+x858Pe7tDlwuXCLcBhumG6LcBXvUi3SLdhug20SLflwl7Kp8xeyqfM79Jy2IjhiOjs7cfzu/W99+j5KgAfBKEI7Q0UEuIS4hLiEoQYeB63IlApEi8SLyoxojUbPalCn0XzS9pS2lKJVtpS80upQhs9Gz0bPQQ4Jit4HowOif8X+KvyR+xl5knd7tB/xS3AV71It0i3V71XvWG6YbpItw20SLctwKfM1s7Wzu7Q79Jy2MPefOex7iv2o/kq+ir6gvtr/qoCagmTELkTTxGMDt4P4hKbGUIkES0qMSoxWTMEOBs9n0VTT4lWYlpmXmJaU0+pQhs90z/TPxs9WTNCJJMQSgBG9bHufOp85y3g2tReyuXCYboNtA20V70twC3ALcBXvUi3DbRIt/zH1s7a1HLYvtu+277bw95l5iLwD/lH/6//JP9z/fb8M/5dBjEPFBLiEpkUhBWEFb4aQiQRLVkzBDgbPalCn0XzS9pSYlpmXmZeiVbzS6lC0z8bPQQ4KjHfJXkWsgQX+G3vQuVJ3SHa79JeyuXCV71Itw20DbRhule9LcAtwFe9YbpXveXCXsru0LDWvtvD3ojhQuWH6R7tPPNa+Qn+Xv+pAHICVwLHA/EGRQo5DJMQmRSEGHgeQiRQKREtWTOBOqlCuEjaUolWYlpmXmJaiVbzS59FqULTP4E6KjFCJJkUHwRf9x7tEuRJ3XLY79KnzPzHLcBItw20SLdhule95cJ/xeXCV70twH/Fp8zu0LDWw95C5WXmZeaI6GfrIvAr9qf6EP9jAeIBogAlAscDTQRdBsQM4hJ4FywdQiRQKREtKjEEONM/uEhTT4lWZl5mXmZeiVZTT59F0z8bPQQ4KjFQKb4augrU/M/wEuRJ3XLY2tTWzqfM/MdXvUi3SLdIt2G6LcDlwn/Ff8V/xX/FXsqnzO7QctjD3hLkiOge7bHuz/Cr8kb1bfjU/OYA9wGqApYF8QbxBkMItAuTEHkW0x9QKREtKjGiNYE6qUK4SNpSYlpmXmZeZl6JVvNLqUIbPQQ4WTMmK7cihBXpB+H6Hu2I4SHa79LWzqfMXsp/xS3AYbphuki3SLdXveXC5cJ/xfzHXsqnzNbO2tQh2i3gEuSH6eztE/JM9Cv2F/jh+/L9a//BAFADHwUfBUEHNAvtDZMQhBg9IY4nJisqMQQ4Gz2fRfNL2lKJVmJaZl5iWolW80upQhs9BDgqMY4nLB3iEqYGo/ke7dTiIdru0KfMXsr8x+XCV71XvWG6SLdhule9LcAtwOXCf8VeyqfM7tDa1L7bLeBC5Xzqbe8887v1bfin+lb9a/7F/+IB8gMfBRgG6QdFCrQL3g95FtMfQiRQKRIvojWBOqlCuEhTT9pSiVZiWmJaiVZTT59FGz0EOCoxUCl4HpkU1Qmk/8fziOjD3rDW1s5eyvzH5cItwFe9YbphumG6YbpXvS3A5cLlwn/FXsru0NrUIdot4GXmfOrs7RPyu/Vt+Oj5sPwKAFcCcgLyAxgG8QbxBqEINAvtDU8RhBjTH98lJisSL6I1Gz3TP59F80tTT4lWiVZiWolWU0+fRdM/BDgSL44n0x+EGIwOjQK99+ztiOGw1tbOXsp/xeXCV71XvWG6YbpIt0i3Ybphule9LcB/xV7K1s7a1CHaLeAS5Ifpse488/z2o/mK/C3/qgJZBfEGQQdBB5MH6QcECUUKVQ1PEXgXLB23Io4nJisSL1kzBDgbPZ9FuEhTT9pS2lJTT/NLuEipQhs9WTMRLY4n0x95FlUNUAMP+bHuQuW+2+/Sp8z8x+XCLcBXvWG6YbphumG6YbpXvVe9LcB/xafM7tCw1r7b1OKI6EfsIvDH8xf4OfzH/3YDXQahCGoJagmhCOkHQwhFClUNkxDiEnkWvhrTHz0hQiRQKRIvWTMEOBs9qUKfRZ9FuEi4SPNLuEipQhs9BDhZM1AptyLuG7kTRQpP/0b1Z+uI4SHa79KnzH/FLcBhumG6SLdItw20SLdIt2G6V73lwvzHp8zu0HLYw94S5Ijo7O3H87/4Vv37AB8FQwjVCTQLtAu0CzkMVQ2MDjEP3g9PEeISmRR4F74aLB3TH0IkjicmKyoxWTMEOIE6Gz3TP9M/qUKpQtM/Gz0EOFkzES3fJXgeeRbtDaYGM/5G9Wfr1OIh2u7QXsp/xS3AV71huki3SLdItw20SLdhule95cL8x6fM79Jy2MPeQuVn66vyv/jD/SwDpgZqCcQMkxDiEpkUhBWEFYQVmRS5ExQSTxG5E3kWvhp4HtMf0x89IbciQiTfJVApEi9ZMwQ4BDiBOoE6BDiiNSoxES1QKY4nQiTTH4QYkxDxBvL9K/bs7ULlw95y2O/S1s5eyn/FLcBXvWG6Ybphule9LcDlwn/FXsrWztrUIdot4ELlR+yr8r/4Wf7HA+kHNAsxDxQSuROZFIQVeRZ4F3kWeRZ5FnkWhBWEFYQYmxmbGZsZ7ht4HtMftyJCJN8l3yWOJ1ApJisRLRIvEi8RLREtUCm3Ingevhp5FrkTTxG0CwoDavqr8mfrEuTD3nLYsNbv0tbOp8z8x+XCLcAtwOXCf8X8x6fM7tDa1HLYvtst4GXmHu1G9WP8ugFZBekHugrEDN4PuROEFXgXhBh4F3kWhBWZFOISFBIUEuISuROEFbkT4hIUEhQSmRR5FngXhBibGb4avhq+GpsZmxnuGywdLB0sHb4aeRbiEt4PjA7EDLoK6QfyA3z+bfir8h7tiOhC5Yjhw96+2yHasNba1O/S7tDWzu/SsNa+28PeiOES5ELlfOdH7Ez0WvlG/vIDQwihCKEI1Qm0C4wO4hJ4F5sZhBiZFDEPNAs0C7QLtAtVDd4PjA5FChgGVwJtAHMBHwWhCLoK7Q0xDzkMQwhDCDQLxAxPEXgXvhqEGIQV4hIxD1UNjA6TEBQS4hIxD0MIcwGp/Rn7F/hf9xf4zPQi8GfriOhC5dTiEuRC5RLkQuV853znfOeI6IjofOp08b/4ivwJ/iT/c/2z+w8AQQe0C4wOjA40C5MHlgWyBFkFpgbxBrIE9wHi/uH7Wvm992r6Dvzh+2P8Vv2C+/z2lvbo+S3/sgS6ClUNOQxFCkEHQQe6Ck8ReBe+Gr4aeBfiEowOVQ2TELkTuRMUEowO8QaVABf9ivxG/s7/Hv5a+Uz0se5n60fsse4T8sfzx/Or8s/wse6x7nTxu/UP+bP7Vv2O/bP7GfuC+2P89vyD/40C6QLKAIr8o/lG9Ub1X/fo+U776Plf98fzz/Bt78/wPPP89uH6OfzU/NT8ivx8/scD1QntDZMQ4hK5E7kTmRR5FoQYvhp4HtMfLB2bGXkWhBWEFbkTuRO5E08RRQofBMcDCgOVAfsAuv7h+vz2zPSr8sfzPPN08SLwIvDP8LHuHu0e7bHuse5t78/wbe8e7bHuIvAi8CLwIvBt7x7tIvBM9Dzzz/B08RPyz/A881/3vff89lr5OfyK/Nv93AAlAqoCTQQfBaYGNAuTEJMQkxC5E3kWhBjuG9MfeB7uG3ge0x8sHSwdPSHTHywdmxmEGIQVFBIxD8QMugoECUEHqgJUAEb+4fpf95b2K/ar8s/wbe8e7YfpZ+se7XzqZeZC5YfpfOqI6HznfOdl5nznZ+si8HTxIvAe7R7tse4T8rv1X/da+b/4/PYX+OH6w/2xAPIDCgNXAlkFQwhqCTkMjA7eD08RmRR5FpkUmRR4F74a7hssHXgevhqbGe4bvhqEGL4avhqEGHkWhBXeD7oKOQyMDsQMtAsECWAA4fqn+hn7D/mj+b/4q/Ie7UfsHu2H6YfpHu1n6xLkiOFl5ojofOd853zqiOhl5ojoR+xt73TxdPFt78/wTPSW9vz2avqO/Yr8Gfuz+0oATQRZBekH1QnpBxgGRQqMDt4PMQ+MDjkM7Q0UErkTuROZFOISjA5PEeIShBV4F4QVFBKTEN4PVQ3eD+ISkxDVCZYFBAnVCUEH1gVdBroBivyK/Gv+2/2n+hf4zPQ88xPyIvAT8sfzx/NH7HzniOhn63zqR+zP8G3vfOpn67Hube8T8iv2F/gX+Cv2lva/+Nv9nP9P/yT/T/+d/mX/dgPpB9YFDgKdA6YG8QYYBkMIBAmTB9YFkwdFCjQLagnxBmoJxAy0C+kH1QmMDowOxAzEDMQMNAvEDN4PMQ9VDTQLxAw5DDQLugrVCUMI5wR+BFkFCgOw/A/5s/uK/Gr6vfe79RPy7O0i8KvyTPQi8EfsZ+vs7c/wz/DH80b1PPN08cfzv/jh+4r8p/rh+4794fvh+5sAJQIz/tT8r/8OAt//Rv5YAJUBfP5W/bkALAMfBE0EsgQfBfIDTQRBBzkMVQ1FCroKjA6TEFUNVQ0UEuISFBIUEuISTxExD1UN7Q0xD+0NVQ3EDLoK5wQ2AIP/PQJXAkb+8v2C+zzzbe/M9L/4TPSr8m3viOiI6G3vx/Nt70fsfOp86h7tq/JG9cfzq/Kr8nTxu/UZ+yr6RvW99xn7Kvqz+/sAcv8Z++H78v1Z/pz/TQR+BPsAHAD3AVkFQwi0C0UKfgQfBYwOuRNPEZMQjA5VDbkTmxmEGJkUmRSZFOISeBe+GrkTOQxVDe0N1Qm6CowO8QYZ+234Cf5G/r33PPNM9Dzzbe9n6+ztz/Cx7nzqh+mx7uzth+lH7M/wIvDs7c/wPPOr8nTxPPNf91/3zPTH8w/5Ofyn+hf4v/hO+/b8x//HA8kCM/7i/hgGNAu6CtUJtAtVDTEPTxGEFXgXeBeEFXkW7ht4Hr4aeBd4Fywdvhp5FngXhBi5E94P3g85DGoJ8QYfBekCivwr9iv2/PYi8Efs7O186kLlEuRl5nznEuRJ3YjhiOiI6ELlfOd86nzqHu3P8DzzTPRM9Eb1D/mC+yr6GfsJ/oP/8v3U/PsAGAZXAp3+nQMECUMIagm0C7QLOQwxD08RmRR5FoQVmRSEGCwd0x8sHSwd0x94Hu4bPSG3IiwdeBeZFJkU4hIxDzQLXQbn/yr6bfgX+Cv27O1C5RLkQuXU4i3giOHD3nLYsNYt4HznEuTD3i3gEuR850fsdPF08bHuIvBG9Tn8a/4O/Cr61v6NAnICsgTpB6YGWQWTB9UJtAvEDO0NkxBPEd4P4hKEGL4ahBiEGO4beB49Id8l3yU9IXgePSHfJUIk0x8sHe4buRPeD5MQ7Q1+BBn7u/VM9KvyZ+tC5S3gIdqw1rDWsNba1O/S7tDv0trUsNYh2kndLeCI4ULlh+mx7sfzzPSW9qf68v0CAFADfgRNBPEGBAm6CsQMxAw5DFUNMQ9PEbkTmRSZFHkWmxnuG3gePSG3It8l3yWOJ1ApES0RLVApjiffJbci0x8sHe4beRbtDV0GCgM5/Lv1dPFH7ELlw94h2trU7tDu0O7Qp8xeyl7Kp8zWzu7Q2tRy2CHaSd3U4ofpse508RPyu/UO/PAAnQMfBJ0DlgVFCowOTxHeD+0NjA65E3gXhBiEGJsZvhp4HkIkjieOJ1ApjicmKxIvWTOiNVkzES2OJ98ljidQKbcieRbEDEUKpgYJ/r33dPFl5i3gw94h2u7Q1s78x3/Ff8V/xX/F/Mf8x3/FXsrv0rDWIdrD3i3gfOfs7c/wu/WC++H7Vv2qApYFpgbVCdUJRQrtDd4PjA6TEJkUhBWbGe4bLB3TH98ljicmKyoxWTOiNQQ4gTrTP9M/BDgqMVkzojUSL44n0x+EFbQLXQbJAuH6R+zD3iHactjv0l7K5cItwFe9V71XvS3ALcAtwOXCXsru0NrUcthJ3RLkfOoi8Lv1avpj/Eb+TQShCKEIoQjVCboKugpVDd4P4hKTEFUNFBK+GngeeB7TH7ciUCkqMaI1gTobPRs9Gz2pQqlC0z8bPaI1KjEqMSYrvhqMDvEGr/+n+sfzQuWw1tbOp8ynzH/FYbpIt2G6V71hule9V70twH/Fp8zv0iHaw94t4HznIvBG9U77Rv76/kYBHwVDCEUKoQiWBV0G1Qm6CsQMTxEUEsQM7Q15FtMfQiTfJY4nEi9ZMxs9n0XzS59F0z/TP7hI80ufRYE6KjHfJb4aeRaEFUUKu/Vl5kndIdqw1tbOf8UtwEi3Jq0NtOXCf8Vhug20Ybr8x9rUcthJ3S3gw9585w/56v/U/I79jf6VAWoJVQ00C+kHCgPW/1kFugrVCboKxAxFCrQLuRPuG7ci3yWOJxEtgTqpQp9F80tTT59FqUK4SFNP80vTPyYr7hubGe4beRZyAkfsSd0h2iHa2tSnzC3ASLcNtGG65cItwEi3SLctwNbO2tTa1NrUIdqI4XzqRvVO+6P5/Paz+34EagmhCB8EfQDBAFADfgRXAnz+4fuK/B4BQwjtDe0NMQ+ZFHgejicqMQQ4Gz2pQrhIU0+JVtpSuEi4SFNP80sbPSYrLB2+GnkWQwha+UfsSd3v0u7Q1s78x1e9rbCtsGG65cItwFe9LcDlwn/F1s5J3YjoZebD3hLkE/IX/VwARgGEAcj+OfwOArQLNAtzAW34RvWC+50DdgOz+8z0/PZ+BIQVeBeMDpMQ0x8qMRs90z/TP59FU0/aUolW2lLzS/NLn0UEOBIvES3TH9UJ1v5a+eztLeDa1KfMXsp/xWG6DbRhumG6YbotwC3ALcBeytbO79LD3ojofOd858/wlvb2/CUCjQIfBaYGpwGc/2oJtAsIAL/4K/Zf97P7ivxG9SLwE/Jt+EEHuROTEGoJFBLfJQQ40z+pQp9F80uJVmJaYlpiWolWU0+pQqI1ojVZM9MfBAlj/HTxh+nU4rDWp8zlwmG6DbRIt2G6YbpIt0i3YbotwNbO79Jy2MPew94S5Mfzw/3v/on/HgEfBMQMMQ85DDkMNAtNBDgBEQFZ/g78bfjP8OztE/LM9F/3Tvud/h8FjA6ZFL4ajidZM4E6n0VTT9pSiVZiWolWiVaJVp9FBDgEOKI13yXtDfL9x/Nt74joctheyuXCYboNtEi3YboNtK2wDbRIt1e9/MenzKfMctgt4BLk7O1t+IL78v+mBukHNAuTEE8R3g9PEbQL5wSdA8kCwQCp/Sv2se5t70z0lvZt+Gr6EP/VCRQShBUsHVApojXTP7hI80vaUmJaYlqJVolW80vTP4E6Gz2iNXgeTQQq+rv1IvB853LYf8VXvWG6SLdhumG6rbAmrQ20YbotwF7Kp8ynzO7Qvtse7Q/54foP+XP9sgQxD4QVuRMUEk8RtAtFCjEPVQ1QA7P7K/Y887v1bfjH87Huse7H8z//VQ25ExQSmRQ9ISoxGz24SFNPU0/aUmJaYlqJVlNPuEgbPQQ4ojVQKZMQa//M9HzqQuXD3qfMV71It62wrbBItw20nqWepUi3LcDlwvzHXsqnzHLYR+wP+YL7OfzD/ccDuRPTH74auRPiEhQS4hKEGIQVlgXh+hn74fuz+1r5z/CH6bHuK/Yq+oQBRQpVDYwOhBjfJaI10z+4SPNL80vaUmZeZl5iWvNL0z+iNYE6Gz1QKTQLlvZH7Hznh+kt4PzHDbQmrSatDbRhuq2wnqWepSatV73Wzu7QXspeyiHaIvAKA7IEpwGdA6EI4hK3IlApeB6ZFE8R4hK+Gr4aVQ22/6P5u/Vt+Pb8RvVn63zq7O088zP+QwiMDk8RTxGEGCYrGz2fRbhIuEjzS9pSYlpiWvNLqUKiNVkzojUSL5kU6Pns7ULliOHD3u7QYbp3qXepJq0NtA20d6mepSatSLctwKfMsNaw1rDWiOiK/E0EkwfEDDEP4hJ4HkIktyK3Ir4aFBKEFb4aFBIYBh4B6PnH8yv2X/d08R7tR+zs7fz2PQJFCowOFBJ5Fj0hWTPTP7hIuEjzS1NPiVZiWtpS80uBOioxKjEqMT0hGAYi8NTiSd1J3drU5cImrZqhnqWtsA20Jq2epZ6lDbQtwF7K2tS+277biOG/+EUKtAuMDuIShBUsHY4n3yVCJEIkeBcxD4QYmxlFClgAGfur8nTxx/MT8h7tiOhl5uztTvt2A7oKMQ9PEYQYUCkEOKlC80u4SPNL2lJiWolW2lK4SAQ4JitQKY4nmxlZ/nznvtva1O7QXspXvXepmqGaoZ6lrbANtCatJq1hun/F1s6+22XmZeZH7B4B3g/iEngX7hvuG7ciJitQKUIktyK+GhQSmRS5ExgGTvv89hPyR+xH7OztfOpl5nzn7O29940CVQ0UErkT7hsmK4E6uEhTT1NPU0/aUmJaYlraUrhIgTomK7ciPSGEGMP9QuWw1qfM/Md/xWG6nqVnnWedZ513qQ20rbAmrWG6f8Xu0C3gR+we7avylgWEGCwd0x+3Irci3yUSLyoxJiu3Ir4aTxFPEU8RlgWW9s/w7O2I6IfpfOpC5S3gQuXs7Rf4dgPEDN4PhBXTHxIvgTq4SFNPU0/aUolWYlpiWlNPqUIqMY4nPSEsHVUNdPG+29bOf8Xlwi3ArbBnnXKUBZmaoSatrbAmrSatV73WzkndfOpM9Bf4Vv1qCb4aUCkSLxEtUCmOJ1ApES0SLyYreB7tDekCCgMfBVb9IvBC5S3giOF850fsiOgS5IfpvffxBpkU7hvuG9MfKjGpQlNPiVaJVlNP2lJiWolW80upQqI1QiTiElUNkwd08XLYXsotwA20rbAmrZqhZ51nnQWZmqENtGG6Ybp/xdrUw9586or8BAkxD5sZQiRQKREtojWiNVkzWTMqMUIk7hvuG3kW1Qnv/iv2Z+t854fpZebD3r7bSd3U4mfrzPTh+iwDkxAsHbciJiuiNalC80vaUolWiVbaUtpS2lLzS4E6Ei9CJE8RLf+79XzqsNb8x1e9Jq2aoZqhmqFnnZqhmqFnnXepLcD8x9bOLeB86rHuVv15FrcijicmKxIvKjGiNRs9gTpZMxEtPSGEFeIS4hIYBkb1Hu1l5i3gw97U4i3gctgh2tTiZ+uW9ukCVQ15FtMf3yUSLxs980vaUolWiVaJVlNPU09TT59FWTPfJe4bOQy79RLkctinzFe9SLcmrWedcpRylGednqUmrXepd6lXve/SEuTP8OH7Y/wfBHgeojWiNVkzWTNZM1kzgTqBOhEteB65EzQLkwedA5b2fOeI4S3gvtsh2r7bIdoh2ojhHu3M9Ir8QwiEGN8lES0qMYE6n0XaUmJaZl5iWtpS80u4SJ9FgTomK4QYQwjH88Pe79KnzFe9rbB3qZqhqo+qjwWZnqUmrQ20DbRXvbDWZ+u99+kHFBJPEXgeBDjTPxs9gToEOFkzWTOiNSYrmxlVDVcCp/pt+M/wiOGw1rDWsNba1CHavtu+24jhbe8O/F0G4hLTHyYrojUbPalC80uJVmZeZl5mXtpSuEipQhs9KjE9ITEPw/2H6e/Sf8UtwA20d6maoWedqo+qj2edd6lIt+XCf8WnzBLkDvyTB3kWQiRCJFApGz2fRRs9BDiiNRIvUCmOJywd1Qmz+zzzHu2H6dTisNanzNbO79Kw1kndiOHU4mfrD/lqCXkWtyImKwQ40z+fRfNL2lKJVmJaYlqJVvNL0z8EOBEt0x8UEgYBq/LU4l7KDbStsCatnqWepZ6lBZmqj5qhSLf8xyHa1OIt4B7t6QebGbciWTOiNRIvWTOpQhs9ES1QKUIkeRYxD7oKp/p854jhLeAh2nLYsNbWzqfMsNYt4ELl7O0X+MP9kweEGI4nojUbPalCqUK4SFNP2lJiWmJa2lKfRYE6Ei/fJe4bjA6K/Efsw95eyg20Jq0mrZ6ld6mtsHepZ52epVe91s6I4Sv2/Pb89roK0x9CJCoxGz2iNREtWTNZMz0heBd4FzQLivxf9+ztIdra1HLYsNbu0NrUsNbv0kndHu3H8xf4fgQxD3kWQiSiNdM/n0W4SLhIuEjzS9pSiVbaUrhIGz0RLT0heRZVDSoBIvCI4e/SV70mrSatJq13qa2wSLcmrXepYbrWzsPeK/ZBB7IE6Qe+Gt8lUCkEOBs9Ei/fJVApLB00C0MIQQf89ojoEuQh2qfM1s7v0u/S79K+20ndLeBt7zf9yQK0C5sZPSGOJ6I1qUK4SPNL80u4SJ9FuEjzS1NPuEgEOI4neBcECQYBgvsi8Ijh79JXvXepd6mtsK2wSLflwle9DbTlwiHafOfU/OISFBLeD3gejidCJBEtBDgmK+4bmxkxD+j5zPRf93zqvtty2O/S/MenzNrU2tSw1ojhh+ns7eH6oQjtDYQVtyImKyoxgTq4SPNLuEifRZ9FqUKpQrhIuEjTPxIvLB00C9b+Y/wr9ofpw97Wzg20d6mtsA20Ybr8x17KV70twLDWZebo+bkTmxneD4QVPSFCJFApWTMmK3kW7Q0ECYr8TPQT8ofpctjWztbO1s7u0NrUctgh2sPeh+m79bb/RQq5E74aPSEmK6I1gTqpQvNL80ufRalCqULTPxs9qULTPxIveB7EDE77zPQ880fsiOHv0le9Jq0mrUi3LcBeyu7QXspeynLYh+nh+u0NhBXiEoQYtyJCJD0hPSG+GjkMXQZdBrr+IvAS5HLYp8xeyu/Scthy2HLYcthy2Ijhq/LNATQL4hKbGb4a0x8mK6I10z+4SPNLn0XTPxs9gTrTP6lCqUIEON8lkxBl/234zPTP8GfrSd1/xQ20DbQNtFe97tAh2u/S7tC+22Xmx/M5DJsZhBV5Fj0h0x++GiwdvhpDCI7/EQGn+h7tEuQh2l7K/Mfu0LDWIdrD3i3gvtuI4avy4gHtDb4aeB7uG9MfES0EOKlC80u4SKlCGz0bPRs90z+pQhs9ES3uGwQJY/z89kz07O1C5drU5cJIt2G6LcCnzCHaSd2+28PeQuUe7fL9FBKbGb4aLB3uG7kTkxAxD6EIbQAO/Eb1fOpJ3e/SXsr8x6fM2tQh2kndw94t4ELldPGbADEPvhrTH7ci3yUmK6I1qUKfRalC0z+BOgQ4BDiBOoE6KjHTH4wOKgGW9nTxIvBn60nd1s5/xS3ALcCnzCHaLeCI4WXmZ+vP8HL/FBLuG3ge0x8sHYQVFBJPEbQLyQIq+rHuLeBy2O/S1s5eyl7Kp8zWztrUw958523vKvqWBTEPmxnfJRIvBDjTP59Fn0WfRalC0z+BOhs9Gz1ZM98leRZ+BCv2se586ojo1OKw1l7K5cItwH/F2tQS5Hzqse7H8234+wCTENMfjidQKSYr3yUsHXkWkxDpBx7+PPN85yHa7tD8x+XCLcAtwOXC/Mfu0CHaEuSx7g/5TQRPEdMfEi8bPbhI80vzS/NLuEifRZ9FuEipQlkzPSE5DL33Z+tl5ojhvtvu0H/FYbpIt2G6/Mdy2ELlR+xM9IL7nQMUEkIkEi+iNQQ4ojURLd8l0x94F1UN4gE88xLkctjWzn/F5cItwC3ALcD8x+7QIdpC5XTxD/npAhQStyIqMdM/uEi4SJ9Fn0WfRZ9FuEifRQQ4QiSMDir6fOoS5NTivtvWzuXCSLetsA20f8Xa1MPefOcT8g/5dgOZFN8lEi+iNQQ4ojUqMREt3yUsHRQSxwPH83znw96w1u7Q1s5eyvzHXsru0CHaEuQi8Oj5xf9DCJkUPSERLYE6qUKpQhs9gTqiNaI1BDhZM0IkTxF8/mfrLeBJ3Und79L8xy3AYbpIt+XC79It4Ijox/OC+1QBjA7THyYrKjGiNVkzJivfJbcivhqTELIElvaI6C3gctja1NrU2tTv0u/SIdqI4UfsTvtDCDEPeBe3IhEtojWpQrhIn0WpQhs9BDhZMyoxjieEFREB7O2+2+7Q7tDWzuXCYbpIt62wDbTlwrDW1OIi8NT8LAM0C74aUClZM4E6Gz0EOBIvjifTH5kUBAnD/SLwEuS+27DW79LWztbO7tDa1Endh+n89iwD7Q2EGEIkKjHTP/NLU09TT/NLuEifRalCGz0RLb4aUANH7L7b2tTWzn/FV70NtHepmqEmrVe9p8y+23zqq/IX+OcEmRS3IhEtBDgEOCoxJitCJL4akxCTBw78be9l5i3gIdra1NrU2tTa1L7bZeZ08bP7Qwi5EywdUCmiNdM/uEjzS/NLuEifRZ9FgToRLdMfOQy79XznLeCw1qfMf8VXva2wJq1Ity3Ap8xJ3XzqIvC998cDjA54F0IkJitQKd8lPSF5FrQLWQUe/qvyh+kS5EndsNaw1iHavtst4IjoIvC99x8FmRTTHxEtBDjTP6lCn0WfRZ9Fn0WfRYE6UCmEGBgGRvWH6dTivtvu0PzHLcBhumG6LcCnzHLYQuWx7pb2jv+hCOISLB1CJI4nQiTTH3gX7Q2mBgX/lvYe7RLkvtuw1trUsNZy2EndiOGI6M/wsPw0C5sZjicqMYE6Gz3TP9M/qUKfRalCBDhQKXgXTQS79R7tfOfD3trUXsotwFe9LcD8x9rUiOFn6xPy4fpNBFUNeBe3It8lQiQ9Ie4buRM5DPEGjf4883zqEuRJ3SHavtvD3i3gEuR86nTxs/vVCYQYQiQSL6I1ojUEOIE6Gz3TPxs9WTO3Ik8Rjf5t72XmEuRJ3drUp8x/xS3A5cJeynLYZeYT8uH7TQTVCZMQmxm3It8l3yVCJHgeuRO6CuIBo/ki8HzniOHD3r7bvtvD3ojhQuVn67v1lQExDywdUCkqMaI1BDiBOtM/qULTPwQ4UCmbGUMIvffs7XznLeDa1KfMf8UtwFe9f8Xu0L7bQuXP8Fr5AgBqCZkU7hvTHz0hPSHuG4QV7Q0fBQ78x/Me7YjoEuSI4Yjh1OIS5IjoIvCC+0EH4hJ4Ht8lUCkSL1kzBDgbPdM/BDgmKywdVQ2p/Uz0z/B86i3gctjv0l7K/MfWznLYLeB86kz06PmO/RgGMQ+ZFJsZLB3uG4QV3g8ECdwAKvrM9CLwZ+t85xLkEuRC5YjoR+w882P81gWMDngXLB09IUIkUCkSL1kzKjEmK9Mf4hLnBIL7bfi79bHufOeI4SHa7tDa1EndQuVH7Lv1TvtO+3z+8QZVDRQSeBeEGOISNAuWBVf/o/kX+Pz2x/Mi8OztR+xH7M/w/PbD/RgGVQ1PEZkUeBebGe4bPSGOJ98l0x95FtUJVv3H8yLwse5H7GXmiOFJ3XLYctjD3ojoz/AX+KT/dgPnBAQJMQ+5E4QVhBXiElUNkweqAln+Tvu/+Cv2x/MT8hPyzPSj+a//HwU0C5MQ4hKZFIQYLB09Id8ljie3InkW1Qn6/sfz7O1t7yLwiOiI4UndsNbv0nLYQuXs7Uz0Ofyv/9b+uQCmBroKjA4UEpMQagljARn7RvWr8kz0K/Yr9kb1RvWW9qf6pwG6CrkTvhrTHz0hPSFCJI4nUCkRLVApeB4xDz0CzPRn63zqHu185y3gvtuw1u7Q79LD3nzqx/M5/AYB3AC6AdYFRQqMDhQSTxG0C7IEjf4P+bv1x/MT8iLwz/AT8sz0p/qnAaYG1QnEDDEPFBJ4F9MfjicRLSYrtyK5E9YFDvy79cz0v/ij+avyiOiI4b7bIdrU4iLwavrTAPID6QKIAJsAdgNBB7QLVQ26CpYFZf+/+KvyIvDP8KvyX/dr/vIDXQZDCKEIQQeTB1UNmRQsHUIkUClCJIQYBAlq+iLwR+yx7jzzzPQi8GXmSd1y2CHa1OI88/cB1Qk5DLQLaglBB2oJ7Q0UEhQSMQ/VCZUB6PlM9M/wIvB08bv1TvunAZMHOQyMDu0NxAwxD4QVLB3fJSYrJit4HlUNTvse7RLkEuR853zqiOgt4LDW1s7WzrDWZea9910G7Q2TEDEPxAzEDBQShBjuG+4bhBjtDeYA/PZ08bHudPEX+Eb+9wHHA3YD0wA2/80BQwgUEiwd3yUmK44n7hvEDMP9x/Nt78/wx/PM9G3vQuW+29rU2tS+24fp/Pak//ID5wTpAtMAdgNFCpMQmRR5FrkTNAvJAlb94frh+6cBagmMDpMQMQ+0C6YGTQQYBrQLuRO+Gnge7hu5E10GF/ge7XznfOd86h7t7O2H6Yjhvtu+28PeiOgr9vAAlgXxBpYFJQLBALIEugqMDpMQjA6hCEYB1Pxj/A0AkweTEHkWhBh4F7kT3g+MDk8RhBWbGSwdLB2EFboKa/7P8GXmiOEt4C3giOGI4S3gSd2+28PeEuTs7ej5dgNqCTkMOQzVCQQJaglFCroKagmWBST/v/hM9Kvyu/UX/ecENAuMDjEPOQw0C+0NuRO+GrcijiffJXgeuROhCI79K/Z08bHuZ+uI6BLkLeBJ3cPeiOFC5UfsPPNt+I79PQKWBUMI1Qm6CkUKoQjxBvIDVAG5/wX/jv+NAl0G1QnEDO0NOQxFCkUKxAzeD4QVvhq+GoQVjA7nBCr6E/Kx7kfsfOqH6WXm1OKI4RLkZeZH7DzzD/nD/SwDQwi0CzEPFBJPEYwOtAuhCB8FcgKnAcoAUQAlAn4EGAbpB9UJ1QlqCTQL7Q2TEIQVhBiEGJkU7Q2yBKP5E/Ie7YjoZeZC5dTiLeBJ3cPeLeBC5R7tRvUO/FADagnEDDEPFBLiEhQSFBKTEO0NRQrpB1kFHwSWBekH1Qm6CroK6QeWBdYFoQi0C5MQuRPiEjEPBAkGAb/4PPPP8G3vHu1H7IfpQuXU4hLkZeZn63Tx/Paz+/j/LANZBZMHagnVCdUJagnpB1kF8gMsA+kC8gNBB7oKxAwxD94PMQ9VDVUN7Q0xDxQSuRPiEjEPBAkuAF/3z/BH7IfpiOiI6HznZeZC5WXmiOhH7BPyX/dj/KcBXQahCNUJugq6CmoJoQiTBxgGTQQKAz0CqgJ+BPEGagm0C1UNVQ3EDMQMVQ2MDpMQFBJPEYwORQosA7P7u/V08eztR+x86ofpiOiI6IfpZ+ux7jzzF/jh+wX/JQJNBNYFkwehCEMI8QayBPcBpP9Z/mv+CACqAlkF6QfVCTQLtAu0C8QM7Q0xD08RFBIUEjEPtAumBjIAavq79RPybe/s7UfsZ+t86nzqR+wi8Mz0o/lW/T4AyQKyBKYGoQi6CjQLRQqhCJYFcgL8/wX/Bf/+/6cBUAOyBNYFpgamBqYGQQfpB2oJNAs5DDkMNAtDCJ0DHv6j+Sv2x/M88zzzq/LP8G3vbe9t7xPylvbh+7b/PQLyAx8E8gOyBBgGQQdBB/EGlgXpAm0AP/8F/+P/lQF2A+cElgXWBZYFWQUfBVkF1gUYBhgGGAZZBXYDsQCO/Sr6/PbM9Ez0x/NM9Mz0RvVG9bv1/Pa/+Bn7M/5jAccDHwWWBR8FHwR2AywDCgMsA8kCpwFYAKz/Zf+8/3IAzQHJAlADdgPHA50DdgOdAx8EHwTyAywDPQKpAO/+F/0Z+7/4X/f89vz2X/cX+L/4v/gP+ej5s/sz/gYB8gPWBV0GGAbWBZYF1gXxBukHQwiTB/EGlgUfBOkCDgJUAVwAqP9P/z//rP5Z/gn+Vv0O/IL7s/sO/LD8w/0e/tv99vwO/Bn74fqC+9T8jf7w/zIA4f8Q/7r+Bf9pAI0CHwTnBB8FTQRQAwoD8gMfBRgGpgYYBrIEjQIqAW0AVADmAFQBEQEAAI3+9vyz+4L7s/tj/NT8F/3U/LD8Ofzh+7P7gvsZ+0774fsX/dv9rP5e/8X/xf+iAPcBnQMfBaYGQQfxBl0G1gWWBZYFlgWWBbIEnQMOAhEBVAANAIP/EP9r/nP9Ofzh+zn8ivzU/Bf9sPyz+077s/uK/HP9Wf66/gn+9vyw/Bf9fP6bAOkCfgTnBLIETQRNBOcEGAZBB5MHQQfWBccD4gHmAI4AjgCVAE0ANv+p/Q78GfsZ+4L7Y/z2/Bf9ivwO/IL7Tvuz+4r8qf18/hD/R/+6/h7+2/0J/qz+2P+EAekCnQPyA/IDUAMKAywDxwNNBOcEsgQfBAoDugFpAIn/Lf/i/rr+uv6d/tv9F/2w/GP8s/uz++H74fs5/NT8qf1G/sj+Nv82/9b+4v5H//L/wQCVASUCJQLiAZUBYwG6AVcCdgMfBE0EHwQsAw4COAEGAbEAygCpAN3/yP6O/Yr84fs5/NT8jv2p/Y79F/1j/OH7OfwX/Xz+7v/wALoBJQI9AiUCDgIOAg4CJQI9AnICPQLiAVQBogAaAEEAbQDmAFQBugGVATgBqQBNACUAdwDmACoBRgEGAQIA+v58/kb+Wf7I/rr+Rv5W/Tn8Tvvh+k77Y/yp/eL+l//q/7n/qP/F/3cAVAE9AiwDdgNQAwoD6QLpAukC6QLJAnICDgLiAVQBygAmAJf/uv4J/nP9N/32/Df9Vv1W/Tf9Vv1z/cP9M/7I/j//fv/F/w0AiABUASUC6QIsAywDyQIOAlQBwQBYADAA9P/j/+v/l/9P/+L+rP7I/vr+Zf/O/ywAIwAKAP7/+P9HAIgA3ADmALEASgDU/5P/eP+k/7//g/82/43+Hv7b/dv9M/66/mX/HACiAPsAOAGVAfcBVwLJAiwDUANQAywDCgPpAqoCjQIOApUB8AAqAI7/Nv/i/nz+M/7b/Y79Vv1z/fL9fP7v/j//a/+O/8L/IACpANMA5gC5AFgA8P/O/8f/3/8jAGAAbQA7AP7/vP+5/9b/HwBtAMEAygDcAPsARgGVAeIBDgL3AboBVAHmAFQAtv8k/6z+M/7b/XP9Vv0X/dT8sPzU/Pb8c/2p/dv9a/7I/vr+l/80AI4A0wARAVQBpwHiAQ4CDgKEAREB8ADBALkA5gAeAfsA0wB9AEEACgBBAJsA8ADwAJsAFQCO/z//T/9y/7P/pP9e/9b+1v7v/mX/3f9kAIIAVAAyACAALACpADgBzQG6AXMBEQHBALEA+wCVAQ4CPQL3AXMBBgGpAMoAVAG6AeIB4gHNAXMBEQHwAMEAlQByAH0AMgDl/5P/V/8Q/+L++v42/0//T/9y/0//Lf82/2v/g//d/0QAlQDTAPsA8ADmAB4BVAGnAeIBDgIOAvcBugFGAeYAqQCVAMoA+wAeAQYBwQBgAPL/zP/Q/9T/zv+s/2v/Lf/W/u/+Lf9P/0//cv8F/8j+uv7i/hr/nP8KABMA5//S/8X/s//y/30AsQDBAKkAYAAGAPr/WACpANwABgERAZsAOwAyAGQA3AAqAXMB5gBYALz/R/+6/vr+V/+s/7P/tv8//53+fP6d/sj+R//Y/y4A6v+2/5z/g/+D/y4AwQAGAR4BHgGCALz/fv+g/9L/FQBtADsAjv8Q/8j+yP4Q/4P/DQDy/7b/V/8Q/9b+Bf9l/6//0v/O/5f/Nv8//y3/a/+O/47/oP9+/2X/a/+D/6T/3f+8/4n/eP94/2X/nP/u/xcAKgA0AGAAlQDTAPsA8ACxAKkAuQCiAI4AogCVAEcA2/+O/2X/V/8k/xr/4v66/p3+jf6N/sj+JP9H/5P/2P/r/yMAPgBNAEcAOwBKAGQAcgBgAJUAYADw/2v/Lf/v/rr+7/76/j//Gv8F/+L++v4a/6j/PgDTAEYBYwFGAdwAXAA0ADkASgByAHIAOwC5/zb/rP6N/o3+yP4k/xD/+v7v/vr+4v4a/6D/GgB3AIgAcgBpAGQAbQCbAMoA+wD7ALkAVADq/6j/tv/Q/+v/9P/j/7//vP/4/9L/1P+k/3j/Xv+J/7P/EQBkAH0AZABKAFQAXACOAMoA0wAGAREBBgH7APsA3ADBAKIAmwCxAI4AXABKADsA+v/l//7/9P8jAFwAlQB3AFwABgDh/9T/4f8uAGAARwA+AAAAxf+s/+X/KgA0AD4ADwD6/9D/xf/b/woAEwAIAPz/CAC//+X/MgCCAMEA+wAGAR4BBgHwAAYBHgEqAUYBOAHmAIgARwAXAAoACgAcABcA6/+g/5z/Zf9e/3j/jv+k/9D/1P/F/9L/zv/f//j/DQAfADIASgBYAIIAogDTAOYAogB9AGQANABEAGQAfQCCAFwALgD+//r/BAAwAG0AggB9AFEAXAB3AMEAuQDTAMoAiABKAPz/zP+z/4n/k/9X/+/+rP5r/kb+Wf58/qz+yP7v/uL++v76/hr/Zf+g/+H/BgAAAPj/9P8PACYAYAB3AHcAYAAqANL/wv+k/8r/xf/f/+H/oP+D/1f/R/9P/3j/vP/U/+v/pP9e/y3/JP82/3j/pP/b/8f/0P+O/2v/cv+D/7P/+P8mABcABADC/47/jv+T/9L/EwAqACAA2/94/0//fv+s/wgAjgDTALkAiABBAEcAaQDKACoBRgEqAcEAaQD8/7n/nP+z/7b/jv8///r+yP7I/u/+Gv9P/47/6v8cAEoAlQDTAAYBBgEeASoBVAE4AREBEQH7ANMAqQB3AGQAOwA5AAYA5f+o/6T/tv/Y//b/9P/2/9//zP+v/6T/s//K/7z/nP+D/y3/7/66/tb+1v7i/uL+4v7I/qz+rP7W/hr/a/+s/9j/zP/M//D/FwBpAJsAwQCbAIIAVAA7AD4ANAAjABoAEwDl/7n/4//f/+f/6v/O/8X/wv/Y/+f/AgARAAIA4f+k/3j/eP+O/6T/1v/+//7/8P/2/yAATQBHAFgAZABUAC4AMgBNAGkAaQB3AFgAUQA+ACAAHABYAFgAXABUAFEALAAyADYARABBABoA+P/Q/7P/1P/l//D/7v/d/6//l/+O/6j/tv/M/9L/9P/w/9D/0P/w/w8ARABpAGkAXAA5ADAAXACpAMoAygC5AJUAOQAlAO7/AgDW//D/AAD2/87/4/+8/6//nP+k/8L/5//u/xMALAAEAK//Xv8k/xD/+v4t/3j/s/+k/47/eP9y/3j/pP/r/yUASgBcADsACgACABEAPgBkAJUAmwCpAJUAWABKAFwAXABtAIIAqQCiAGAAJgD2//j/BAA5AGkAmwCpAMoAuQCbAG0AYABpAGAAdwBUAGkAHwAGALz/l/9r/17/Zf+D/5P/tv+o/6T/tv/2/0oAogDKANwA3AC5AJsAZAA0ACoAEwAmACoAFwD4/+P/1P+5/6//r//S/+r/CAAjACYAJQAaADYARwBcAGkAdwBcAE0AJgBKAFQAaQBpAGAAPgAPANL/zv/M/6j/jv9r/0//JP8k/yT/T/9y/47/qP+v/7n/rP/h/+7//v8AAA8A4/+v/6D/qP+g/7z/xf+8/6z/l/+O/4P/rP/M/+f/DQAKAPr/+v/0/wAACAA2ADYAOQAcACYAKgBKACUALgD8//T/5//+/wIADQD2/+f/4//l/87/s/+k/7b/1P/U/87/yv+8/8X/0P/u/w8APgBRAGAAWABgAEEATQBYAHcAZABpAEEAFQATAOH/zv/b/9b/yv/C/9T/v/+//6j/oP+v/6D/qP+z/8z/4f8VADQAZACOAMEAwQDTANMA3ADTANMA0wDKAKkAjgCCAIIAdwBgAEoAWABKAGAAbQCIAIIAmwDBAMoAwQCOAHcAZABkAEcASgBHABEA5/+//5P/Zf9P/2v/l/+k/6j/if+J/3j/cv+X/8X/8v8VAD4ARwBHADsADQD6/xUAIABgAIgAlQCiAG0AHADf/93/4f/y//T/8P/j/8X/pP+s/7z/zv/u/+v//v8cACwAIAAfAFQAdwB9AHcAiACIAHcAUQAuABwAFQAlADYAOwAlAAYA3f/H/7z/xf/j//7/LAAgABEACgAcAAgAHAAmAFgAdwCOAGAAPgAjAO7/3//W/+v/zP/C/6D/eP9P/1f/fv+2/w8ASgCCAJsAjgBtAGkAWAByAJUAsQCiAJUAmwByADYA/P/8/+r/8v/0/wIACgAVAAAA/v/f/+r/FQAcADAAAgDO/7P/fv+D/37/jv9+/2X/JP8a/y3/Lf9H/2v/g/+s/7b/3//W/8X/yv/h//z//P8mACUAEwAlABUA7v/S/6j/s//C//L/DwANAPj/xf+g/6j/tv/U/xoAPgAsAAAA0P+X/6j/tv/Y/8f/tv+T/3j/oP/d//z/FwAyACMAJgBBAFQAiACxALkAmwCiAJUAggCCAIIAjgBgAEQACgD+/wYABgANABUAFQAsAC4ALAA7AGQAfQCxAJsAdwBpACAAMgBUAHcAggBYAFgAPgBKAGkAmwCpALEAqQCIAHIAiACiALEAwQCiAJUAggCOAJsAqQByAEcAPgAlABMANgAyACYA3//H/8X/uf+s/6z/r/+g/2v/Xv9H/17/V/9+/47/jv+v/8z/BAAyADkAKgAgAAgA8P8NAEcAVABYAD4AEwACAA0AJgBEAFQARAAyABoA5f/d/+v//P8lABUAAgD8/+P/3f/K/7P/qP+s/9T/5//+/9//tv+X/6T/oP+J/5z/eP+D/0//P/9H/0f/fv9y/5z/tv+8/9v//P8lAEEAbQBYAE0ANAAKAN3/4f/8/xwAHwAmAOP/oP+k/47/a/9l/2X/R/82/y3/JP9H/17/Zf94/2v/a/+D/6z/yv/M/xMARABpAHIAUQAyAPb/5f/Y/+P/4/8AABcA5f/S/6z/oP+g/87/v//r//r//P/q/8L/rP+T/37/pP+T/3L/R/8t/zb/R/9P/z//P/82/yT/EP/6/tb+7/4F/0f/Zf+c/7z/2/8CABUAXACOALEAuQDKAMEA3ADBAIgAMgAfAPz//P/4/9b/7v/2/93//P8NAAYAGgAgACUAIwAwAC4AOwAsAAIA8v/+/xUAJQAaAEcAcgBUAHcAdwB9AMEAygDmAAYBHgEGAfsAwQB9AIIAdwCVAJUAqQC5AIgAjgCOAKIAsQDKANwA3AARAQYBygCiAJsAjgCCAGQAOwAjACoAOwBHAEEAbQCIAJUAqQDKANwAjgBpAHcAfQCCAHcAiABYADkAQQAuADAA9v/l//b/9v/S/6z/r/+J/6D/qP+v/6D/k/+X/2v/P/8k/xD/Bf8F//r++v4F/xD/+v7v/u/+1v7W/tb+7/4F/yT/Nv82/yT/Bf82/0f/a/+g/7z/v//O/6//qP9+/37/Xv9e/2X/V/9X/3L/a/+T/37/jv+O/4n/if94/3j/a/+D/5P/qP94/3j/a/9X/zb/V/9r/4P/if9y/0//eP9+/5f/zP/d//T/AgDb/7z/qP+o/47/g/+D/47/pP+s/7//s/+//8X/qP/f/wgAAgAjADYARwBNADQAPgAyADAAPgBkAGQAbQCIAKIAogCpAMEA0wDcAOYAygDwAPAA0wDwACoBOAERAfsA5gDmAI4AHwAqACUAIAAgACAAIAAcACMAIwAXACAAHwAgAB8AGgAXABcAFQAaABUAFQAcABwAFQATABUADwAVABMAGgAcAB8AFwAaABoAFQAVABcAFQAXABcAGgAaABUAEQATABMAEwATAA0AFQAVABcAFQAVABMAEwATAA8ADwAPABEAEQARABMAEwANAA0AEQANABEAEQAPAA8ADwARABEAEwAVAA8ADwAPAA0ADwANAA0ADwAVAA0ADwARAA8ADQAPAA0ADwAXABUAEwAPAA8ADwANAA8AEwATABUAEQARABEADwANAA0ADQANAAoACgAKAAoADwAKABEAEwARAA0ACAANAAoADQAKAA8AEQAPAA0ADwAPAA8ACgANAA0ACgAKAA0ADwAPAAoADQANAAgACgAIAAoACAAKAA0ACgAKAAgACgAKAAYABgAKAAoABgAGAAoACgANAAoADQAKAAoACAAEAAYABgAIAAoADQAKAAoACAAGAAYABgAIAAYACAAKAAgACAAIAAoABgAEAAYACAAGAAYACAAKAAgACgAIAAgAAgAEAAYABgAEAAYACAAKAAgABgAGAAYABAAGAAYABgAGAAYACgAGAAQABgAGAAQABgAGAAQAAAACAAQABgAEAAQABgAGAAQABgAEAAIAAgACAAQABgAGAAQABgAEAAYABgAEAAIAAgAEAAYABgAEAAYABgAEAAYABgACAAIAAgAGAAYABgACAAYABgAGAAYABAACAAIABAAGAAYABAACAAYABAAEAAQAAgACAAIABAAGAAYABgAEAAQABAACAAIAAgACAAIABgAGAAYABgAGAAQAAgACAAIAAgACAAQABgAGAAYABgAGAAAAAAAAAAAAAgACAAQABgAGAAYABgAAAPz//v8AAAIAAgACAAQABgAGAAQAAgAAAP7//v/+/wAAAAACAAQAAgACAAIAAAD+//7//v/+//7//v8AAAAAAgACAAIAAAD+//7//v/+//7//v8AAAAAAgACAAIA/v/+//7//v/+//7/AgACAAIAAgACAAIA/v/+//7//v/+/wAAAgACAAIAAgACAP7//v/+//7/AAAAAAAAAgACAAIAAgAAAAAA/v/+//7/AAAAAAIAAgAAAAAAAAAAAAAA/v/+//7//v/+/wAAAAAAAAAAAAAAAAAAAAAAAP7//v8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 28,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "mulaw_decode = audio.MuLawDecoding(quantization_channels=256)\n",
        "decode = mulaw_decode(encoded)\n",
        "plot_waveform(decode, sample_rate, title=\"MuLaw Decoded Waveform\")\n",
        "Audio(decode, rate=sample_rate)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Spectrogram\n",
        "\n",
        "[mindspore.dataset.audio.Spectrogram](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.Spectrogram.html#mindspore.dataset.audio.Spectrogram) creates a spectrogram from an audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sample_rate, waveform = wavfile.read(wav_file)\n",
        "\n",
        "# Perform transform\n",
        "n_fft = 1024\n",
        "win_length = None\n",
        "hop_length = 512\n",
        "\n",
        "# Define transform\n",
        "spectrogram = audio.Spectrogram(\n",
        "    n_fft=n_fft,\n",
        "    win_length=win_length,\n",
        "    hop_length=hop_length,\n",
        "    center=True,\n",
        "    pad_mode=audio.BorderType.REFLECT,\n",
        "    power=2.0,\n",
        ")\n",
        "\n",
        "spec = spectrogram(waveform)\n",
        "plot_spectrogram(spec, title=\"audio\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## InverseSpectrogram\n",
        "\n",
        "[mindspore.dataset.audio.InverseSpectrogram](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.InverseSpectrogram.html#mindspore.dataset.audio.InverseSpectrogram) inverts a spectrogram back to a waveform.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 30,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "wav_file = \"84-121123-0000.wav\"\n",
        "y, sr = librosa.load(wav_file, sr=None)\n",
        "\n",
        "n_fft = 2048\n",
        "hop_length = 512\n",
        "\n",
        "s = librosa.stft(y, n_fft=n_fft, hop_length=hop_length)\n",
        "s_real = np.real(s)\n",
        "s_imag = np.imag(s)\n",
        "s_complex = np.stack((s_real, s_imag), axis=-1)\n",
        "\n",
        "inverse_spectrogram = audio.InverseSpectrogram(n_fft=n_fft, hop_length=hop_length)\n",
        "reconstructed = inverse_spectrogram(s_complex)\n",
        "\n",
        "# Compute magnitude spectrogram of the reconstructed signal\n",
        "reconstructed_s = librosa.stft(reconstructed, n_fft=n_fft, hop_length=hop_length)\n",
        "reconstructed_magnitude = np.abs(reconstructed_s)\n",
        "plot_waveform(reconstructed, sr, title='InverseSpectrogram Waveform')\n",
        "Audio(reconstructed, rate=sr)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## GriffinLim\n",
        "\n",
        "[mindspore.dataset.audio.GriffinLim](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.GriffinLim.html#mindspore.dataset.audio.GriffinLim) recovers a waveform from a spectrogram.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 31,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "n_fft = 1024\n",
        "win_length = None\n",
        "hop_length = 512\n",
        "\n",
        "spec = audio.Spectrogram(\n",
        "    n_fft=n_fft,\n",
        "    win_length=win_length,\n",
        "    hop_length=hop_length,\n",
        ")(waveform)\n",
        "\n",
        "griffin_lim = audio.GriffinLim(\n",
        "    n_fft=n_fft,\n",
        "    win_length=win_length,\n",
        "    hop_length=hop_length,\n",
        ")\n",
        "\n",
        "reconstructed_waveform = griffin_lim(spec)\n",
        "\n",
        "plot_waveform(reconstructed_waveform, sample_rate, title=\"Reconstructed\")\n",
        "Audio(reconstructed_waveform, rate=sample_rate)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Mel Filter Bank\n",
        "\n",
        "[mindspore.dataset.audio.melscale_fbanks](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.melscale_fbanks.html#mindspore.dataset.audio.melscale_fbanks) generates frequency transformation matrix.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "n_fft = 256\n",
        "n_mels = 64\n",
        "sample_rate = 6000\n",
        "\n",
        "mel_filters = audio.melscale_fbanks(\n",
        "    int(n_fft // 2 + 1),\n",
        "    n_mels=n_mels,\n",
        "    f_min=0.0,\n",
        "    f_max=sample_rate / 2.0,\n",
        "    sample_rate=sample_rate,\n",
        "    norm=audio.NormType.SLANEY,\n",
        ")\n",
        "\n",
        "plot_fbank(mel_filters, \"Mel Filter Bank - audio\")"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## MelSpectrogram\n",
        "\n",
        "[mindspore.dataset.audio.MelSpectrogram](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.MelSpectrogram.html#mindspore.dataset.audio.MelSpectrogram) creates a mel-scale spectrogram for a raw audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "n_fft = 1024\n",
        "win_length = None\n",
        "hop_length = 512\n",
        "n_mels = 128\n",
        "\n",
        "mel_spectrogram = audio.MelSpectrogram(\n",
        "    sample_rate=sample_rate,\n",
        "    n_fft=n_fft,\n",
        "    win_length=win_length,\n",
        "    hop_length=hop_length,\n",
        "    center=True,\n",
        "    pad_mode=audio.BorderType.REFLECT,\n",
        "    power=2.0,\n",
        "    norm=audio.NormType.SLANEY,\n",
        "    onesided=True,\n",
        "    n_mels=n_mels,\n",
        "    mel_scale=audio.MelType.HTK,\n",
        ")\n",
        "\n",
        "melspec = mel_spectrogram(waveform)\n",
        "plot_spectrogram(melspec, title=\"MelSpectrogram - audio\", ylabel=\"mel freq\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## MelScale\n",
        "\n",
        "[mindspore.dataset.audio.MelScale](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.MelScale.html#mindspore.dataset.audio.MelScale) converts a spectrogram to a mel spectrogram.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sample_rate, waveform = wavfile.read(wav_file)\n",
        "spectrogram = audio.Spectrogram()\n",
        "spec = spectrogram(waveform)\n",
        "n_stft = spec.shape[-2]\n",
        "n_mels = min(n_stft - 1, 80)\n",
        "\n",
        "mel_scale = audio.MelScale(\n",
        "    n_mels=n_mels,\n",
        "    sample_rate=sample_rate,\n",
        "    f_min=0.0,\n",
        "    f_max=sample_rate / 2.0,\n",
        "    n_stft=n_stft,\n",
        "    norm=audio.NormType.SLANEY,\n",
        "    mel_type=audio.MelType.HTK,\n",
        ")\n",
        "mel_spec = mel_scale(spec)\n",
        "plot_spectrogram(mel_spec, title=\"MelScale - audio\", ylabel=\"mel freq\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## InverseMelScale\n",
        "\n",
        "[mindspore.dataset.audio.InverseMelScale](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.InverseMelScale.html#mindspore.dataset.audio.InverseMelScale) converts the Mel-frequency STFT to a normal-frequency STFT.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "(201, 168)\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "inverse_mel_scale = audio.InverseMelScale(\n",
        "    n_stft=n_stft,\n",
        "    n_mels=n_mels,\n",
        "    sample_rate=sample_rate,\n",
        "    f_min=0.0,\n",
        "    f_max=None,\n",
        "    max_iter=10000,\n",
        "    tolerance_loss=1e-05,\n",
        "    tolerance_change=1e-08,\n",
        "    sgdargs=None,\n",
        "    norm=audio.NormType.SLANEY,\n",
        "    mel_type=audio.MelType.HTK\n",
        ")\n",
        "inverse_mel = inverse_mel_scale(mel_spec)\n",
        "inverse_mel = inverse_mel.squeeze(0)\n",
        "print(inverse_mel.shape)\n",
        "plot_spectrogram(inverse_mel, title=\"InverseMelScale - audio\")"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## MFCC\n",
        "\n",
        "[mindspore.dataset.audio.MFCC](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.MFCC.html#mindspore.dataset.audio.MFCC) calculates Mel Frequency Cepstrum Coefficient for a raw audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "n_fft = 2048\n",
        "win_length = None\n",
        "hop_length = 512\n",
        "n_mels = 256\n",
        "n_mfcc = 256\n",
        "\n",
        "mfcc_transform = audio.MFCC(\n",
        "    sample_rate=sample_rate,\n",
        "    n_mfcc=n_mfcc,\n",
        "    melkwargs={\n",
        "        \"n_fft\": n_fft,\n",
        "        \"win_length\": n_fft,\n",
        "        \"f_min\": 0.0,\n",
        "        \"f_max\": sample_rate // 2,\n",
        "        \"pad\": 0,\n",
        "        \"pad_mode\": audio.BorderType.REFLECT,\n",
        "        \"power\": 2.0,\n",
        "        \"n_mels\": n_mels,\n",
        "        \"normalized\": False,\n",
        "        \"center\": True,\n",
        "        \"onesided\": True,\n",
        "        \"window\": audio.WindowType.HANN,\n",
        "        \"hop_length\": hop_length,\n",
        "        \"norm\": audio.NormType.NONE,\n",
        "        \"mel_scale\": audio.MelType.HTK,\n",
        "    },\n",
        ")\n",
        "\n",
        "mfcc = mfcc_transform(waveform)\n",
        "mfcc = np.squeeze(mfcc)\n",
        "plot_spectrogram(mfcc)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## LFCC\n",
        "\n",
        "[mindspore.dataset.audio.LFCC](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.LFCC.html#mindspore.dataset.audio.LFCC) calculates Linear Frequency Cepstral Coefficient for a raw audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "n_fft = 2048\n",
        "win_length = None\n",
        "hop_length = 512\n",
        "n_lfcc = 256\n",
        "\n",
        "lfcc_transform = audio.LFCC(\n",
        "    sample_rate=sample_rate,\n",
        "    n_lfcc=n_lfcc,\n",
        "    speckwargs={\n",
        "        \"n_fft\": n_fft,\n",
        "        \"win_length\": n_fft,\n",
        "        \"hop_length\": hop_length,\n",
        "        \"pad\": 0,\n",
        "        \"window\": audio.WindowType.HANN,\n",
        "        \"power\": 2.0,\n",
        "        \"normalized\": False,\n",
        "        \"center\": True,\n",
        "        \"pad_mode\": audio.BorderType.REFLECT,\n",
        "        \"onesided\": True\n",
        "    },\n",
        ")\n",
        "\n",
        "lfcc = lfcc_transform(waveform)\n",
        "plot_spectrogram(lfcc)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## SpectralCentroid\n",
        "\n",
        "[mindspore.dataset.audio.SpectralCentroid](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.SpectralCentroid.html#mindspore.dataset.audio.SpectralCentroid) calculates the spectral centroid of a waveform.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "n_fft = 2048\n",
        "win_length = None\n",
        "hop_length = 512\n",
        "n_lfcc = 256\n",
        "sample_rate, waveform = wavfile.read(wav_file)\n",
        "\n",
        "spcetral_centroid = audio.SpectralCentroid(sample_rate=sample_rate, n_fft=n_fft, win_length=win_length, hop_length=hop_length)\n",
        "centroid = spcetral_centroid(waveform)\n",
        "plot_waveform(centroid, sample_rate, title=\"SpectralCentroid\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## TimeMasking\n",
        "\n",
        "[mindspore.dataset.audio.TimeMasking](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.TimeMasking.html#mindspore.dataset.audio.TimeMasking) applies time masking to the audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "if waveform.ndim == 1:\n",
        "    waveform = waveform[np.newaxis, :]\n",
        "time_masking = audio.TimeMasking(time_mask_param=1)\n",
        "time_masked = time_masking(waveform)\n",
        "plot_spectrogram(time_masked, title=\"TimeMasking - audio\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## TimeStretch\n",
        "\n",
        "[mindspore.dataset.audio.TimeStretch](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.TimeStretch.html#mindspore.dataset.audio.TimeStretch) applies time stretch to the audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "wav_file = \"84-121123-0000.wav\"\n",
        "y, sr = librosa.load(wav_file, sr=None)\n",
        "\n",
        "# Parameters for STFT\n",
        "n_fft = 2048\n",
        "hop_length = 512\n",
        "s = librosa.stft(y, n_fft=n_fft, hop_length=hop_length)\n",
        "\n",
        "# Separate real and imaginary parts\n",
        "s_real = np.real(s)\n",
        "s_imag = np.imag(s)\n",
        "\n",
        "# Stack real and imaginary parts\n",
        "s_complex = np.stack((s_real, s_imag), axis=-1)\n",
        "\n",
        "# Apply time stretch\n",
        "time_stretch = audio.TimeStretch()\n",
        "stretched = time_stretch(s_complex)\n",
        "\n",
        "# Convert complex result to magnitude\n",
        "s_stretched_real = stretched[..., 0]\n",
        "s_stretched_imag = stretched[..., 1]\n",
        "s_stretched = s_stretched_real + 1j * s_stretched_imag\n",
        "stretch = np.squeeze(s_stretched)\n",
        "stretch = np.abs(stretch)**2\n",
        "plot_spectrogram(stretch, title='TimeStretch - audio')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Overdrive\n",
        "\n",
        "[mindspore.dataset.audio.Overdrive](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.Overdrive.html#mindspore.dataset.audio.Overdrive) applies an overdrive effect to the audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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gAGAAYABgAGAAYD/f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fxJwAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//fwGAAYD/fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYD/f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//38BgAGAAYD/f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGA/3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//fwGAAYABgP9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgP9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9/AYABgAGAAYABgP9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9/AYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//38BgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//38BgAGA/3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9/AYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgP9//3//f/9//3//f2D/AYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9/AYD/f/9//3//f/9//3//f/9//3//f/9/AYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//38BgAGA/3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//38BgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/38BgAGA/38BgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgLt9/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9/AYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYBmff9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9/fXwBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgP9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//38BgAGAm34BgAGA/3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgFUU/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/IHz/fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA2H+HfwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgOmD/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//39gC/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYA7d/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/F4/38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYCOfgGA/3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA0oUBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//38BgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgP9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYAYGAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9/AYD/f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgJIR/3//f/9//3//f/9/AYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//38BgAGAUg//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAtocBgP9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgP9/cXkBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgP9/AYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYCbef9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYDte/9//3//f/9//3//f/9//3//f/9//38BgAGAAYD/f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9/AYABgAGAAYABgAGAAYABgP9/2hUBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9/AYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3/nb/b9rG//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgGOF/3//f/9/AYDwhAGAAYABgAGA/3//fwGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/38BgAGAAYABgAGAM4T/f/9/AYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYD1//9/aXH/f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/fwGAAYABgAGAAYABgBGKVooBgP9//3//f/9//3//fwGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f6F6Vnr/f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/fwGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgP9//3//fwGAXhD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f5l5/3//f/9/wAYBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgB8Y/3//fwGAihcBgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGA7Ib/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3+GiAGAAYABgAGAAYABgAGA/3//f/9//3//fwGAAYABgAGAAYABgAGA/3//f/9//3//fwGAAYABgP9//3//f/9//3//f/9//3//f/9/IIb/f/9//3//f/9//3//f/9//3//f/9//39Ogv9/AYD/f/9//3//f/9//3//fwGAAYABgIcPAYD/f/9//3//f/9//38BgAGAAYABgAGA/3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9/a4IBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGA/3//f/9//3//f/9//3//fwGAAYABgP9//3//f/9//3//f/9//39Xev9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGA/3//f/9//3//f/9//3//f/9//38BgAGAAYD/f/9//3//f/9//3//f0hvAYABgAGAAYABgAGA/3//f/9//38BgAGAAYABgAGAAYABgP9//3//f/9/AYABgAGAAYABgAGAAYABgP9//38BgAGAAYABgAGAAYABgAGA/3//f/9//3//fwGAAYABgAGAAYABgAGA/3//f/9//3//fwGAAYABgAGAAYABgAGA/3//f/9/AYABgAGAAYABgAGAAYABgP9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//fwGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYARCf9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgA1zAYABgP9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA5A3/fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAoRIBgAGAAYABgAGAAYABgP9/9oUBgIuGAYABgAGAAYD3hwGAAYABgAGAAYD/f/9//3//f/9//38BgAGAAYCSFv9//3//f/9//3//f1IUAYABgAGAAYD/f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/38BgAGAAYABgAGAAYABgAGA/3//f/9/AYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9/Khf/fwGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYD/f/9//3//f/9//3//fwGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9/WxkBgAGAAYABgAGAAYD/f/9//3//f/9/AYABgAGAAYABgAGAAYB3jAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAWHcBgAGAAYABgP9//3//f/9//38BgMYF/3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9/AYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYD/f/9/AYABgP9//3//f/9//3//f/9/AYD/f/9//3//f/9//3//fwGAAYD/fwGAAYD/f/9//3//f/9//3//f/t9AYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGA/38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAUBABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3+LgQGAAYABgP9//3//f/9//3//f/9//3//fwGAAYABgAGA/3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//fwGAAYD/f/9//3//f/9/AYADDgGAAYD/fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//38BgAGAAYABgAGAAYABgP9//38BgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fx0RAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgP9//3//f/9//3//fwGAtwj/f/9//3//f/9//3//fwGAAYABgAGAAYD/f/9/AYABgAGAAYABgAGAAYD/f/9//3//f/9/AYABgDF7/3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9/AYABgAGAAYABgP9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/38BgAGAAYABgJCOGB3/f/9/AYABgAGAAYABgP9//38BgAGAAYABgAGAAYAWHgGAAYABgAGAAYABgP9/9x4BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgP9//3//f/9//3//f/9//3/9Gf9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYA9EP9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9/AYCqjf9//38BgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYD/f/9//3//f/9/AYABgAGAAYABgAGAwwj/f/9//3//f0N5+nj/f/9//38BgAGAAYABgAGAAYD/fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//38BgAGAAYABgAGA/3//f/9/AYABgAGAAYDgD/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//fwGAAYD/fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//38BgAGAAYD/f/9//3//f/9/voIBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//fwGAAYABgAGAAYABgP9//38BgAGAAYABgP9//3//f/9//3//fyyKAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//38BgAGAAYD/f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgP9/AYD/fwGA/3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgP9/AYABgAGAAYABgAGAAYABgP9/AYABgAGAAYABgAGA/3//f/9//3//f/9/AYABgAGA/3//f/9//3//f/9/AYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgG2E/3//f/9//3//fwGAAYABgP9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGA/3//fwGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYBvgP9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//fwGAAYABgAGAAYABgD6WAYABgAGAAYD/fwGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGA/3//f/9//38BgAGA/38BgP9//3//f/9//3//f/9//3//f/9/AYD/f/9/AYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYBGF/9//3//f/9//3//f/9//3//f/9//3//fwGAAYD/fwGAchMBgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/LG0BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9/x4EBgAGAAYABgJoRAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGA/3//f/9//3//f/9/AYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGA8vX/f/9/mvUBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYBtEf9/AYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fyZ6/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f9oB/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f6ACAYABgAGAAYD/f/9//3//f/9/AYABgAGAAYD9df9//3//f/9//3//fwGAAYABgP9//3//f/9//3//fwGAAYD/f/9//3//f/9/AYABgAGA/38BgP9//3//f/9/AYABgAGAAYABgAGA/3//f/9//3/eAgGAAYABgPsD/3//f/9//3//fwGAAYABgAGAAYD/f/9//3//f/9//3//f/9//38BgAGA/3//f/9/y3MBgAGAAYABgAGA/3//fwGAAYABgAGAAYD/f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//fwGAAYD/f/9//3//f/9//38ohv9//38BgAGAAYABgAGAAYABgAGAAYCZFv9//3//f2gV/3//f/9//3//f/9//3//fwGAAYABgB6F/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/2wQBgAGAAYABgEoG/3//fwGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgJoG/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38pczMB/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAmhIBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAVY8BgAGAAYD/f/9//3//f/9//3//fwGA/3//f/9//38BgP9//3//f/9/AYABgAGAAYABgAGAjIwBgAGAAYABgBsc/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYA2gAGA2YABgAGA/3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//38BgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9/AYABgAGAAYABgAGA/38BgP9//3//fwGAYgn/fwGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAQHX/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYD/fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/38BgECVdpUBgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/jm4BgP9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgHeO/xyRjgGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGA/3//f/9//3//f/9//3//f/9//3//f/9//3+QEAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAkxgBgAGAAYABgAGAgIv/f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgGof/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//39Oc/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAARIBgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgP9//3//fw2MT4wBgP9/AYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fyz+/38BgP9//3//f/9//3//fwGA/38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//38BgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//39CeAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYANdAGAAYABgAGA/3//f/9/zgL/f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//fwGAAYD/fwGAAYAWgwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9/0ZD/f/9//3//f/9/DI8BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/Rw4BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAjBIBgP9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//38BgAGAghkBgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f6OD/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/I33/f/9/AYDcCv9/AYABgP9/lHwBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA+ZEBgAGA/38BgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgP9//3//f/9//3//fzYLAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAhxT/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3+bBP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3/Q8QGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9/AYABgP9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//38BgP9//3//f/9//38sDwGA/38BgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/Tnz/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38fBQGA/3//f/9//3//f/9//3//fwGAAYABgAGA/3//f/J1/3//f/9//3//fwGAAYABgP9//38BgP9/WAP/fwGAAYABgAGAAYABgAGAAYABgP9//38BgC8G/3//fwGA9gUBgAGA/38BgAGAAYABgIB5AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//38BgAGA/38BgAGAAYD/f/9/AYABgP9//38BgAGA/3//f/9/AYABgP9/AYABgAGA/3//fwGAAYD/f/9/AYABgAGA/3//fwGAAYABgP9//38BgAGA/3//fwGAAYD/fwGAAYD/f/9//38BgAGA/3//f/9//3//f/9//3//f/9//3//f/9/AYABgP9//3//fwGA/3//fwGAAYD/f/9/AYABgP9//38BgP9//3//f/9//3//fwGA/3//fwGAAYD/f/9/AYD/f/9/AYABgP9//3//fwGAAYD/fwGA/38BgAGAAYABgP9/AYABgP9/AYABgAGA/3//fwGA/38BgAGA/38BgAGA/3//fwGA/38BgP9//38BgP9//38BgP9//38BgP9//38BgP9//38BgP9//3//f/9/AYD/f/9/AYABgAGA/3//fwGA/38BgAGAAYABgP9/AYD/fwGAAYABgP9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/38BgAGAAYD/f/9/AYABgP9/AYD/f/9/AYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYD/f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9/AYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9/AYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//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gAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//38BgAGAAYD/fwGAAYD/f/9/AYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGA/3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9/AYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9/AYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//fwGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//38BgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//fwGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//fwGAAYD/f/9//3//fwGAAYABgP9//38BgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//38BgP9//3//fwGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//fwGA/38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGA/3//f/9//38BgP9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//38BgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9/AYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9/AYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//39eAgGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f215AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgP9//3//fwGAAYD/f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9/AYABgAGAAYD/f/9//3//fwGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9/AYABgAGAAYABgP9//3//f/9//3//fwGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9/AYABgAGAAYABgP9//3//f/9//3//fwGAAYABgAGA/3//f/9/AYABgAGAAYABgAGA/38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYD/f/9//3//f/9//38BgAGAAYD/f/9//3//f4IMAYABgAGA/3//f/9//38BgAGAAYABgP9//3//fwGA/38BgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3/dCgGAAYD/f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//38BgAGAAYABgAGA/3//f/9/AYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9/AYABgAGAAYABgAGAAYBSiZiJAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGA/38BgAGAeRABgAGAAYABgAGAAYABgAGAAYABgP9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 41,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "overdrive = audio.Overdrive(gain=30.0, color=30.0)\n",
        "waveform_overdrive = overdrive(waveform)\n",
        "plot_waveform(waveform_overdrive, sample_rate, title=\"Overdrive Effect\")\n",
        "Audio(waveform_overdrive, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Phaser\n",
        "\n",
        "[mindspore.dataset.audio.Phaser](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.Phaser.html#mindspore.dataset.audio.Phaser) applies a phaser effect to the audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 42,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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              "                <audio  controls=\"controls\" >\n",
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gAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//fwGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGA/3//fwGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgP9/AYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYD/f/9/AYD/f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYD/fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//fwGAAYABgAGA/3//f/9//3//f/9//3//f/9/AYD/f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//38BgAGAAYD/f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//38BgAGAAYABgP9//3//f/9//3//f/9//3//fwGAAYABgAGA/3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//38BgAGAAYD/f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgP9//3//f/9//38BgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//38BgAGAAYD/f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9/AYABgAGAAYD/f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9/AYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9/AYABgAGA/3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYD/f/9//38BgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgP9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//fwGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGA/3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//38BgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYD/f/9//3//f/9//38BgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgP9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgP9//38BgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9/AYABgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//38BgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//fwGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//fwGA/3//f/9//3//f/9//38BgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgKMj/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//fwGA/38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/SmAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//39W9QGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3/5HQGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9/AYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f9jQ9MgjF/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3++7gGAAYABgAGAAYABgMMR/3//f/9/rOkBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f+ehAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f7tcAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f+GFAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgDtc/3//f/9//3//f/9/AYAvtAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9/oeABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYAxzP9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGA/3//f/9/KRkBgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3+BiAGAAYABgAGAAYABgEBt/3//f/9//3//f/9/FrEBgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9/I6L/f5u5AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYAhxf9//38PLAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAW3P/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAt4X/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGA/38zngGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f53+/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAMyn/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgKub/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYDh+f9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/hZAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAZp8BgAGAAYABgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYBoYSBwjIn/f/9//3//f/9//3//f/9/AYABgAGAAYD/f/9//3//f/9//3//fwGAfz4BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//39kHAGAAYABgAGAAYABgAGAAYABgAGAcBEHXvhM/3+MRAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgLwCAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGA3IX/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/Km4BgAGAAYABgAGAAYABgAGAAYBK7P9//3//f/9//39mo/9/AYABgAGAAYABgAGAmyoBgP9//3//f/9//3//f9M/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYBHE/9//3//f/9//3//f/9//3//f/9//3//fz0V/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/85r/f/wv/3//f/9//39P2v9/DTT/fwGAAYABgAGAnhT/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3+8/v9/bl6UXv9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//380bwGA9XT/f/9//3//f/9/E7wBgIa76jcBgKQe/3+JFw7temH/f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//fyNiAYABgAGAAYABgAGAAYBIlirycJkBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA7sf/f/9//3//f/9//3+o2wXUAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9/Dt8SVP9/DcSFmwGAAYABgAGA/3//f/9//3//fzdnqtoBgNf1/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f6cGAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9/VBT/f/9//3//fwGAAYABgDUx/3/8PP9//3//f/9/AYABgAGAAYCMiAGAYZ7/fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgD/i/3//f/9//kU4oQGAAYABgAGA/3//fwGA9t//fzMPAYByh/9//3/0bf9//3//f/9//3//f8ztAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/qCyemNoZ/39TqAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//38BgAGAAYABgAGAaHD/f/9/AYABgAGAAYABgAGAAYABgAGAoSYBgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f5/x/390MQGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGACOD/f9jcSu4BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9/u0P/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/JzcBgAGAAYA2g/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYBWqwGAgy8BgAGAAafBKmia/3//f/9//38BgAGAAYABgAGA/38gLAGAsbXg6v9//3//f/9//38BgAGAAYC03QGAAYABgP6+/3//fwGAoLYBgP9/AYABgP9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgLubgOWlUv9//3//f/9//3//f/9//3//f/9/86gBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgCzb/3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f2A5NaIBgAGAAYAEZ/9//3//f/9//3//f/9/4q0BgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgKCb/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/quUBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYBbBgGAAYABgAGAAYABgAGAAYABgP9//3//f1DcAYABgAGAAYABgAGAAYABgAGALBCTPAGAAYABgAGAAYABgAGAAYABgP9/AYABgAGAAYABgAGAAYBOBP9//3//f/9//380dMlKAYDBhv9//3//f/9//3//f/9//3//f/9/U84BgAGAAYABgA1b/3//f/9//3//fwGAAYABgAGAAYABgHYa/3//f/9/XMEBgAGAAYABgAGA/3//f/9//3+dPAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//38BgAGAFaABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgM+AAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGA/3//f/9//3//f/9//38BgAGAAYABgJH5/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38UWAGAAYD/f/9//3//f/9//3//f/9/ht0BgAGAAYABgP9//3//f/9//3//f7sgAYABgAGAAYAkFf9//3//f/9//38BgAGAAYABgAGAAYCV1P9//3//f+ZZAYABgAGAAYABgAGAAYD/f/9//3//f/9//38BgAGAAYABgAGA/3//f/9//3//fwGAAYABgAGAAYABgAGA/3//f/9//38BgAGAAYABgAGAAYABgAGAwvsBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9/CQgBgAGAAYABgAGAAYABgAGA/3//f/9//38BgAGAAYABgP9//3//f/9//3//f/9//3//f66DAYD/f/9//3//fw3qAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f5ZvlsdRl/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/02EBgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGA/38BgAGAAYABgAGAAYABgFrM/3//f/9//3//f/9//3//f/9//38ZcwGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA+TT/f/9//3+a5gGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgMTa/3//f/9//3//f+47AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA+ln/fwGAAYABgAGAAYABgP9//3//f/9/AYABgAGAAYABgP9//3//f/9//3//f/kXAYABgAGAAYABgAGAsdX/f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAK+D/f/9/PxsBgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3iqyQGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYD/f/9//3//f/9//3//f/9/AYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9/AYABgAGAAYABgAGA/39XR/M+VS+eF5Phfhb/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAEUr/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//39y0QGAAYABgAGAAYD/f6AKAYABgAGAAYABgIfm/3//f/9//39VjwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYAmOQGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgNLUaFgBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//fwGAAYABgAGAAYABgAGANysBgAGAAYCdkwGAAYABgAGAlwMBgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/pWgBgAGA5En/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/2eUBgNlnfHT/fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYAQsiTzAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//38BgAGAAYABgP9/C7A6Xv9//38BgAGAqdz/fzTUAYD/f/9/AYABgP9//3//f/9//3//fwGAAYD/f/9//3//f/9//38BgAGAAYABgAGAAYABgP9/hZgBgP9//3//f/9/Am//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//fwGA/3//f6/aAYABgDAwAYABgAGA/38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYBJi/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3/K2FJF/3//f/9//3//f2c2AYABgAGAAYABgP9//3//f/9//3//f/9/RaT/f5o6ruUBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9/AYD/f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYDuxbjKjo8BgAGAAYABgAGAAYABgHsA/3//f1JD9+jDwwGA5zD/f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYAeNv9/yR7/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYDYvf9//3//f/9//3//fyR1/3//f/9//3//f/9//38BgAGAAYABgAGAAYD/f/9/AYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/fwGAAYABgAGAAYABgAGAAYDomgGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYAGpwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9/AYABgAGAAYABgAGA/3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3+27f9/Ak3/f/9//3//f/9//3//fwGAAYABgAGAAYABgDV418zX/QGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9/zR6fi/9/0bV2wQGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgP9//3//f/9//3//f/9//39z0f9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYA/d2Y7AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgJkrAYABgAGAAYABgAGAAYD/f/9//3//fzTtA0bKA9or/3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAPWL/f/9//3//f/9//3//f/9//3//f/9/AYABgP9/wSoBgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f6w2/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYD/f/9//3//f/9//3//f/9/AYABgP9//3//f/9//3//f/9//3//f/9//3+QUAGAAYABgDmb/3//f/9/AYABgAGAAYABgP9//3//f/9//3+nmAGAAYABgMwQcJ0BgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//38BgAGAAYABgE+V/3//f/9/AYABgAGAAYCx1/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fxY2sen/f/9/Wab/dQGAAYABgAGAAYABgAGAAYA/AtPnAYABgAGAAYABgAGAAYABgP9//3//fwGAAYDoCgGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//38BgAGAAYD/f/9//3//f/9/BNsBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgNzrhYaevAGARa0BgP9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//38BgAGAAYABgAGA/3//f/9//38BgAGAAYAFVf9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYAk9AGAAYABgJInAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38pdP7AFEWlqAGAAYAMYgGAAYABgAGA6lX/f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYD/f/9//3//f/9/hSkBgAGAAYABgAGAAYD/f/9//3//f/9/AYD/f+Ez/3//f/9//3//f/9//3//f8KjAYABgAGAAYABgAGAAYAlhv9//38BgAGAAYABgAGAAYABgCS1AYABgAGAAYABgAGA/3//f/9//3//f/9/AYABgAGA/3//f/9//3//f/9/dcgBgAGA/3//f/9//3//f/9//3//f7Nr/3//f/9/zWYBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3+Szv9/AYBvXP9//3//f/9/AYABgAGAAYABgCzbAYABgAGAAYABgAGAAYABgAGA/3/OHgGAAYABgP9//3//f/9//38BgAGA/3//f/9//3//f/9/AYABgE+l/39/zSHY/3//fwGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f4s3AYABgAGAAYABgDGFAYCNg/9/Mw4BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//391CgGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9/AYABgAGAAYABgJOP/3//f/9/AYABgAGAqNb/fwGAAYABgAGAAYABgAGAT5FWEf9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgJ5ZAYABgP9//3//f/9//3//f/9//3//fwGAAYD/fwTC/38BgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3+sff9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9/AYD/f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgMbD/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGANun/f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//38BgAGA/3//f/9//3//f/9/sXr/f/9//3//f/9//39tvgGA/o8BgP9//3//f/9//38BgAGAAYDsR/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f9hf/3//f/9//3/fBQGAAYABgAGAWdz/fwnpP9UBgAGAAYABgAGAAYABgAGA/3//f/9/DYn2PX4U/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f8uOAYBb/P9//3//f/9//393kAGAAYD/f/9//3//f/9/AYABgAGAAYABgP9//3//f/9/AYABgAGAAYABgP9//3//f/9//3//fwGAAYABgP9//3//f/9//3//fwGAAYABgAGALFD/f/9//3//f/9//3//f/9//3/0egGAAYDdLuEUAYABgAGAtab/fwGAPdb/fwGAAYABgAGA/3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgGwNAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f5s9/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYB+rP9//3//f/9//3//f/9/tb22ef9//3//f/9/Mt3TW/9/727/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f5Ry7CwBgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYD/fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgKQaAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD9RgGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3/hsgGAAYABgAGAAYABgA1jAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAwaMBgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//39WZ5GbAYABgAGAAYABgAGA4ED/f/9//39Kkv9/x1M8/f9/AYDavwGAAYABgAGAAYABgAGAAYAVI/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9/xkVCmgGAAYABgAGA/3+wnv9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGA28X/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYC5kkTW/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAlM8BgAGAAYDPzgGAAYABgAGAAYABgAGAAYABgCwO2zfttQGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9/y/j/f/9//3//f/9//3//f/9//3//f3j5/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/RuL/fzygAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//38BgDJS/3//f/9//3//f/9//38BgP9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAhXYBgAGAAYABgAGAAYABgAGAAYCGDl4o/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//394QAGAracBgBBx/3//f/9//3//f/9//3//f/9/2H3/f/9//3//f2V6/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/Sq7hmQGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgLRV3wn/f/9//3//f/9//3//f/9//3//f/9//393/QGAAYABgAGAAYABgAGA3IkBgAGA5JiK9AGA/3//fwGAZZwBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYCngwGAAYB1BQGAqEEBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA37D/f/9//3//f/9//38IdjtdQ/8BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgOtf/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgLeqvAABgAGAAYAUmQGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAgLkBgAGAAYD/f/9//3//f/9//3//f/9/AYD/fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgOMoAYDlWv9/AYB+QKWi9fYBgAGAAYABgAGAAYABgH6XpsQBgAGAAYABgAGAAYABgAGA/38BgAGAAYABgP9/AYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fxm0AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgBYukMoBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAsvGJaP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fw0ELhT1xP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f94tAYABgAGAAYABgAGAAYCy5f9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYCdDf9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAgakBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/vYEBgH0p/38BgG5j/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//39I7vmDwqP/f/9//3//f/9//39IUv9/hFX/f5s5/3+idv9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYDrS/9//3+/1ez9/38BgBWfjLA5qQGAAYD/f/9//39huAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/4uQBgAGAUJb/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3/lev9//3//f/9/AGn/f/9//3//f/9//3//f/9//3//fwGAClpwZgGAAYABgAGAAYABgAGA/38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgDWR/38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYCHpAGAAYABgJme/38BgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3+/lAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3+x2f9//3//f/9//3//f/9/zLMkrAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAmy/38BgAGArvD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38YQv9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYD/f8QyyOsBgAGAoJn/f04y/3//f/9//3//f/9//3//f/9//3//f/9/BBABgHS3AYABgAGAAYABgAGAAYABgAGA/3//f/9/AYABgBAUAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYDNZgGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgOPx/38BgP9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgO1H/3/jb4h2PSD/f/9//3//f/9//3//f/9//3+jl+FR/3//f8HqDDD/f6J0/3//fx9B/3//f/9//3//f/9//3//fwGAAYABgAGA/3//f6RS/3//f/9//3//f/9//38BgP9//3//f/9/wCD/fwGAAYABgAGAAYABgAGAAYABgP9//3/55f9//3//f7NfwccBgAGAmPQBgAGAAYABgP9/AYAlnwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//39D5QGADXIBgAGAAYD/f/9/AYABgP9//38BgAGA/3//f/9/AYABgP9/AYABgAGA/3//fwGAAYD/f/9/AYABgAGA/3//fwGAAYABgP9//38BgAGAAYD/f/9/AYABgAGAAYD/fwGAAYABgP9//38BgP9//38BgP9//3//fwGA/3//f/9/AYABgP9//3//fwGA/3//f/9/AYD/f/9/AYD/f/9/AYABgAGA/3//f/9//38BgAGA/3//fwGA/3//f/9/AYD/f/9/AYD/f/9/AYABgAGA/3//fwGA/3//fwGAAYD/f/9/AYABgP9/AYABgAGA/3//fwGA/38BgAGA/3//fwGA/3//fwGAAYD/f/9//38BgP9//38BgP9//38BgP9//38BgP9//38BgP9/AYD/f/9/AYD/f/9/AYABgAGA/3//fwGA/38BgAGA/3//f/9/AYD/fwGAAYABgP9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/38BgAGAAYD/f/9/AYABgP9/AYD/f/9/AYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgP9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9/AYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//38BgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9/AYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGARv//fwGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9/AYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//38BgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f1scAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//38BgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/38BgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//fwGAAYD/f/9//3//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gAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//fwGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9/AYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGA/3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/fwGAAYABgAGA/3//f/9/AYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGA/3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYA+WP9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/fwGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//fwGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//fwGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//fwGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//fwGAAYABgAGAAYD/f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//38BgAGA1uv/f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9/AYD/f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//38BgP9//38BgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYDF2f9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9/AYD/fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/38BgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgOAe/38BgAGA/3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//fwGAAYD/fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAVL/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgNQO/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3/CpwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgP9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGA/38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYD/fwGAAYABgAGAAYD/f/9//3//f/9/AYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgP9//38BgAGAAYABgAGAAYABgP9//3//fwGAAYABgAGA/3//f/9//3//fwGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38B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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 42,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "phaser = audio.Phaser(\n",
        "    sample_rate=sample_rate,\n",
        "    gain_in=0.4,\n",
        "    gain_out=0.74,\n",
        "    delay_ms=3.0,\n",
        "    decay=0.4,\n",
        "    mod_speed=0.5,\n",
        "    sinusoidal=True\n",
        ")\n",
        "\n",
        "waveform_phaser = phaser(waveform)\n",
        "plot_waveform(waveform_phaser, sample_rate, title=\"Phaser Effect\")\n",
        "Audio(waveform_phaser, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## PitchShift\n",
        "\n",
        "[mindspore.dataset.audio.PitchShift](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.PitchShift.html#mindspore.dataset.audio.PitchShift) applies pitch shift to the audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 43,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "pitch_shift = audio.PitchShift(sample_rate=sample_rate, n_steps=4)\n",
        "waveform_pitch_shift = pitch_shift(waveform)\n",
        "plot_waveform(waveform_pitch_shift, sample_rate, title=\"PitchShift Effect\")\n",
        "Audio(waveform_pitch_shift, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Resample\n",
        "\n",
        "[mindspore.dataset.audio.Resample](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.Resample.html#mindspore.dataset.audio.Resample) resamples the audio signal to a different sample rate.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 44,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "resample_transform = audio.Resample(orig_freq=sample_rate, new_freq=16000)\n",
        "resampled_waveform = resample_transform(waveform)\n",
        "plot_waveform(resampled_waveform, sample_rate, title=\"Resampled Waveform\")\n",
        "Audio(resampled_waveform, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## RiaaBiquad\n",
        "\n",
        "[mindspore.dataset.audio.RiaaBiquad](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.RiaaBiquad.html#mindspore.dataset.audio.RiaaBiquad) applies RIAA filtering to the audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 45,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
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gAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//38BgP9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgP9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA1xj/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGADcQBgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYAB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gAGAAYABgIfQ/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9/AYABgAGA/3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f3ebAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//38BgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//38BgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9/AYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9/AYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9/AYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//fwGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38EQwGAAYABgAGAAYABgAGAAYABgAGAAYABgJU//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGA/3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYA9lwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//fwGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f6BcAYABgAGAAYABgAGAAYABgAGA/3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgP9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9/ui8BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9/AYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYD/f/9//3//f/9/AYABgAGA/3//f2UqAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYB3Sv9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgCZ//3//f/9//3//f/9//3//f/9//38BgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYCt5wwjal3/f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f/9//3//f41/lX6ffat8uXvIetp57XgCeBl3MXZMdWh0hnOlcsZx6XAOcDRvXG6FbbFs3WsMazxqbWmgaNVnC2dDZnxlt2TzYzFjcGKxYfNgN2B8X8JeCl5TXZ5c6ls4W4Za1lkoWXpYz1ckV3tW01UsVYZU4lM/U51S/VFdUb9QIlCHT+xOU066TSNNjUz5S2VL00pBSrFJIkmUSAZIe0fwRmZG3UVVRc5ESUTEQ0BDvkI8QrtBPEG9QD9Awj9GP8s+UT7YPWA96TxyPP07iDsVO6I6MDq/OU853zhxOAM4ljcqN782VTbrNYI1GjWzNE005zOCMx4zuzJYMvYxlTE1MdUwdjAYMLsvXi8CL6YuTC7yLZktQC3oLJEsOizkK48rOivmKpMqQCruKZ0pTCn7KKwoXSgOKMAncycnJ9omjyZEJvolsCVnJR4l1iSOJEckASS7I3UjMCPsIqgiZSIiIuAhniFcIRwh2yCbIFwgHSDfH6EfYx8mH+oerh5yHjce/B3CHYgdTx0WHd0cpRxtHDYc/xvJG5MbXRsoG/MavxqLGlgaJBryGb8ZjRlbGSoZ+RjJGJkYaRg5GAoY2xetF38XURckF/cWyxaeFnIWRxYbFvAVxhWbFXEVSBUeFfUUzRSkFHwUVBQtFAYU3xO4E5ITbBNGEyET+xLWErISjhJpEkYSIhL/EdwRuRGXEXURUxExERAR7hDOEK0QjBBsEEwQLRANEO4Pzw+wD5IPdA9WDzgPGg/9DuAOww6mDooObQ5RDjYOGg7/DeMNyA2uDZMNeQ1eDUQNKw0RDfgM3gzFDK0MlAx8DGMMSwwzDBwMBAztC9YLvwuoC5ELewtkC04LOAsiCw0L9wriCs0KuAqjCo4KegplClEKPQopChYKAgruCdsJyAm1CaIJjwl9CWoJWAlGCTQJIgkQCf8I7QjcCMsIuQipCJgIhwh2CGYIVghFCDUIJQgWCAYI9gfnB9cHyAe5B6oHmweMB34HbwdhB1IHRAc2BygHGgcMB/8G8QbjBtYGyQa8Bq8GogaVBogGewZvBmIGVgZJBj0GMQYlBhkGDQYBBvYF6gXfBdMFyAW9BbIFpgWbBZEFhgV7BXAFZgVbBVEFRwU8BTIFKAUeBRQFCgUABfcE7QTjBNoE0ATHBL4EtQSrBKIEmQSQBIgEfwR2BG0EZQRcBFQESwRDBDsEMgQqBCIEGgQSBAoEAgT7A/MD6wPkA9wD1QPNA8YDvgO3A7ADqQOiA5sDlAONA4YDfwN4A3EDawNkA10DVwNQA0oDQwM9AzcDMQMqAyQDHgMYAxIDDAMGAwAD+gL1Au8C6QLkAt4C2ALTAs0CyALCAr0CuAKyAq0CqAKjAp4CmQKUAo8CigKFAoACewJ2AnECbQJoAmMCXwJaAlUCUQJMAkgCQwI/AjsCNgIyAi4CKQIlAiECHQIZAhUCEQINAgkCBQIBAv0B+QH1AfEB7gHqAeYB4gHfAdsB2AHUAdABzQHJAcYBwgG/AbwBuAG1AbIBrgGrAagBpQGhAZ4BmwGYAZUBkgGPAYwBiQGGAYMBgAF9AXoBdwF0AXEBbwFsAWkBZgFkAWEBXgFcAVkBVgFUAVEBTwFMAUkBRwFEAUIBQAE9ATsBOAE2ATQBMQEvAS0BKgEoASYBJAEhAR8BHQEbARkBFwEUARIBEAEOAQwBCgEIAQYBBAECAQAB/gD8APoA+AD3APUA8wDxAO8A7QDrAOoA6ADmAOQA4wDhAN8A3gDcANoA2ADXANUA1ADSANAAzwDNAMwAygDJAMcAxgDEAMMAwQDAAL4AvQC7ALoAuAC3ALYAtACzALEAsACvAK0ArACrAKoAqACnAKYApACjAKIAoQCfAJ4AnQCcAJsAmgCYAJcAlgCVAJQAkwCSAJAAjwCOAI0AjACLAIoAiQCIAIcAhgCFAIQAgwCCAIEAgAB/AH4AfQB8AHsAegB5AHgAdwB2AHUAdQB0AHMAcgBxAHAAbwBuAG4AbQBsAGsAagBqAGkAaABnAGYAZgBlAGQAYwBiAGIAYQBgAGAAXwBeAF0AXQBcAFsAWwBaAFkAWABYAFcAVgBWAFUAVABUAFMAUwBSAFEAUQBQAE8ATwBOAE4ATQBMAEwASwBLAEoASgBJAEgASABHAEcARgBGAEUARQBEAEQAQwBDAEIAQgBBAEEAQABAAD8APwA+AD4APQA9ADwAPAA7ADsAOgA6ADoAOQA5ADgAOAA3ADcANwA2ADYANQA1ADQANAA0ADMAMwAzADIAMgAxADEAMQAwADAALwAvAC8ALgAuAC4ALQAtAC0ALAAsACwAKwArACsAKgAqACoAKQApACkAKAAoACgAJwAnACcAJwAmACYAJgAlACUAJQAlACQAJAAkACMAIwAjACMAIgAiACIAIgAhACEAIQAhACAAIAAgACAAHwAfAB8AHwAeAB4AHgAeAB0AHQAdAB0AHQAcABwAHAAcABsAGwAbABsAGwAaABoAGgAaABoAGQAZABkAGQAZABgAGAAYABgAGAAXABcAFwAXABcAFwAWABYAFgAWABYAFgAVABUAFQAVABUAFQAUABQAFAAUABQAFAATABMAEwATABMAEwATABIAEgASABIAEgASABIAEQARABEAEQARABEAEQARABAAEAAQABAAEAAQABAAEAAPAA8ADwAPAA8ADwAPAA8ADgAOAA4ADgAOAA4ADgAOAA4ADQANAA0ADQANAA0ADQANAA0ADQAMAAwADAAMAAwADAAMAAwADAAMAAsACwALAAsACwALAAsACwALAAsACwALAAoACgAKAAoACgAKAAoACgAKAAoACgAKAAkACQAJAAkACQAJAAkACQAJAAkACQAJAAkACQAIAAgACAAIAAgACAAIAAgACAAIAAgACAAIAAgACAAIAAcABwAHAAcABwAHAAcABwAHAAcABwAHAAcABwAHAAcABwAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABgAGAAYABQAFAAUABQAFAAUABQAFAAUABQAFAAUABQAFAAUABQAFAAUABQAFAAUABQAFAAUABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQAAwADAAMAAwADAAMAAwADAAMAAwADAAMAAwADAAMAAwADAAMAAwADAAMAAwADAAMAAwADAAMAAwADAAMAAwADAAMAAwADAAMAAwACAAIAAgACAAIAAgACAAIAAgACAAIAAgACAAIAAgACAAIAAgACAAIAAgACAAIAAgACAAIAAgACAAIAAgACAAIAAgACAAIAAgACAAIAAgACAAIAAgACAAIAAgACAAIAAgACAAIAAgACAAIAAgABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAEAAQABAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\" type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 45,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "waveform = waveform.astype(np.float32)\n",
        "riaa_transform = audio.RiaaBiquad(sample_rate=44100)\n",
        "riaa_waveform = riaa_transform(waveform)\n",
        "plot_waveform(riaa_waveform, sample_rate, title=\"RIAA Waveform\")\n",
        "Audio(riaa_waveform, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## SlidingWindowCmn\n",
        "\n",
        "[mindspore.dataset.audio.SlidingWindowCmn](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.SlidingWindowCmn.html#mindspore.dataset.audio.SlidingWindowCmn) applies sliding window cepstral mean normalization to the audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 46,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sample_rate, waveform = wavfile.read(wav_file)\n",
        "waveform = waveform.astype(np.float32)\n",
        "spectrogram = audio.Spectrogram()\n",
        "spec = spectrogram(waveform)\n",
        "sliding_window_cmn = audio.SlidingWindowCmn()\n",
        "waveform_cmn = sliding_window_cmn(spec)\n",
        "plot_spectrogram(waveform_cmn, title=\"SlidingWindowCmn - audio\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## FrequencyMasking\n",
        "\n",
        "[mindspore.dataset.audio.FrequencyMasking](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.FrequencyMasking.html#mindspore.dataset.audio.FrequencyMasking) applies frequency masking to the audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 47,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "spectrogram = audio.Spectrogram()\n",
        "spec = spectrogram(waveform)\n",
        "frequency_masking = audio.FrequencyMasking()\n",
        "frequency_masked = frequency_masking(spec)\n",
        "plot_spectrogram(frequency_masked, title=\"FrequencyMasking - audio\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Vad\n",
        "\n",
        "[mindspore.dataset.audio.Vad](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset_audio/mindspore.dataset.audio.Vad.html#mindspore.dataset.audio.Vad) applies voice activity detection to the audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 48,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "\n",
              "                <audio  controls=\"controls\" >\n",
              "                    <source 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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 48,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "vad_transform = audio.Vad(sample_rate=sample_rate)\n",
        "vad_waveform = vad_transform(waveform)\n",
        "plot_waveform(vad_waveform, sample_rate, title='Vad Waveform')\n",
        "Audio(vad_waveform, rate=sample_rate)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Process Wav File In Dataset Pipeline\n",
        "\n",
        "Use the [mindspore.dataset.GeneratorDataset](https://mindspore.cn/docs/en/r2.5.0/api_python/dataset/mindspore.dataset.GeneratorDataset.html#mindspore.dataset.GeneratorDataset) to read wav files into dataset pipeline and then we can do further transforms based on pipeline.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "number of samples in dataset: 3\n",
            ">>>>> after gain\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "import scipy.io.wavfile as wavfile\n",
        "import mindspore.dataset as ds\n",
        "import mindspore.dataset.audio as audio\n",
        "\n",
        "# Define dataloader\n",
        "class DataLoader():\n",
        "    def __init__(self):\n",
        "        self.sample_rate, self.wave = wavfile.read(\"84-121123-0000.wav\")\n",
        "    def __next__(self):\n",
        "        return next(self.data)\n",
        "    def __iter__(self):\n",
        "        self.data = iter([(self.wave, self.sample_rate), (self.wave, self.sample_rate), (self.wave, self.sample_rate)])\n",
        "        return self\n",
        "\n",
        "# Load 3 waveforms into dataset pipeline\n",
        "dataset = ds.GeneratorDataset(DataLoader(), column_names=[\"wav\", \"sample_rate\"], shuffle=False)\n",
        "\n",
        "# check the sample numbers in dataset\n",
        "print(\"number of samples in dataset:\", dataset.get_dataset_size())\n",
        "\n",
        "# apply gain on \"wav\" column\n",
        "dataset = dataset.map(audio.Gain(gain_db=3.0), input_columns=[\"wav\"])\n",
        "\n",
        "# check results, specify the output type to NumPy for drawing\n",
        "print(\">>>>> after gain\")\n",
        "for waveform, sample_rate  in dataset.create_tuple_iterator(output_numpy=True):\n",
        "    # show the wav\n",
        "    plot_waveform(waveform, sample_rate, title=\"Gained waveform\")\n",
        "    # after drawing one wav, break\n",
        "    break"
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "ly37",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.9.19"
    },
    "vscode": {
      "interpreter": {
        "hash": "9f0efe8a0d8ccef1406a56130f5ab5480567fb275f7fbf51bbc40aede97503df"
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}