cnn_model_simple.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YJOZf-CtoISE"
      },
      "source": [
        "## *UF Audio Engineering Society\n",
        "\n",
        "Jackson Cornell, Justin Broce, Eric Barkuloo\n",
        "\n",
        "\n",
        "# **Creating an instrument classifier**\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "txpAodUzoLH1",
        "cellView": "form"
      },
      "outputs": [],
      "source": [
        "#@title Loading libraries\n",
        "import librosa\n",
        "import os\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import librosa.display\n",
        "import IPython\n",
        "import soundfile as sf\n",
        "import tensorflow as tf\n",
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras import layers, Input\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zoUmsqwJeKP_",
        "outputId": "ca4daffe-296a-4dd0-d6e4-6d886d66a507",
        "cellView": "form"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'orchestral_samples'...\n",
            "remote: Enumerating objects: 11633, done.\u001b[K\n",
            "remote: Counting objects: 100% (2/2), done.\u001b[K\n",
            "remote: Total 11633 (delta 1), reused 1 (delta 1), pack-reused 11631\u001b[K\n",
            "Receiving objects: 100% (11633/11633), 1.28 GiB | 31.32 MiB/s, done.\n",
            "Resolving deltas: 100% (31/31), done.\n",
            "Checking out files: 100% (11319/11319), done.\n",
            "Cloning into 'x_data'...\n",
            "remote: Enumerating objects: 6, done.\u001b[K\n",
            "remote: Counting objects: 100% (6/6), done.\u001b[K\n",
            "remote: Compressing objects: 100% (4/4), done.\u001b[K\n",
            "remote: Total 6 (delta 1), reused 6 (delta 1), pack-reused 0\u001b[K\n",
            "Unpacking objects: 100% (6/6), done.\n"
          ]
        }
      ],
      "source": [
        "#@title Loading Data\n",
        "!git clone https://github.com/aesuf/orchestral_samples;\n",
        "!git clone https://github.com/justinbroce/x_data;"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "SbDyAj8ceTOB",
        "cellView": "form"
      },
      "outputs": [],
      "source": [
        "#@title helper functions\n",
        "\n",
        "#We take the first n seconds of the audio. If the audio is too short, we append zeros.\n",
        "\n",
        "def trim_sample(y,sr,seconds):\n",
        "  return librosa.util.fix_length(y,size=int((sr*seconds)))\n",
        "\n",
        "\n",
        "def get_filenames():\n",
        "  #files is a list of the names of all of our downloaded files\n",
        "  files = os.listdir('orchestral_samples/data')\n",
        "  \"\"\"\n",
        "  files[0] might look like 'bass-clarinet_Fs3_15_pianissimo_normal.wav'\n",
        "  so we append 'orchestral_samples/data' to the start of every file\n",
        "  so we can load it easier\n",
        "  \"\"\"\n",
        "  return list(\n",
        "      map(\n",
        "      lambda file: 'orchestral_samples/data/' + file , files)\n",
        "  )\n",
        "  #scaling spectrograms as normalized images:\n",
        "  #hopefully this will fix things, idk\n",
        "def scale_minmax(X, min=0.0, max=1.0):\n",
        "    X_std = (X - X.min()) / (X.max() - X.min())\n",
        "    X_scaled = X_std * (max - min) + min\n",
        "    return X_scaled"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XUNbDQO7pb5U"
      },
      "source": [
        "##loading the names of all of our files from our downloaded data\n",
        "Our dataset contains 11318 samples, of 16 different instrument types.\n",
        "Each sample will have a note name and a technique of playing, in the filename."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4jPbnzfM3-Fg",
        "outputId": "debc903a-d095-4a17-d716-8af89c3c04bd"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "number of samples:  11318\n"
          ]
        }
      ],
      "source": [
        "files = get_filenames()\n",
        "print('number of samples: ', len(files))\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UmsAD3cIJeX9"
      },
      "source": [
        "We can visualize our samples and take a listen to a couple different sounds."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "id": "PzBYZ1-qJ3tY",
        "outputId": "accbaa4b-e163-439c-e2be-7e7e00feb21d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "example file name:  orchestral_samples/data/clarinet_B4_05_fortissimo_normal.wav\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "i = np.random.randint(0,len(files)-1)\n",
        "librosa.display.waveshow(*librosa.load(files[i]))\n",
        "\n",
        "print('example file name: ', files[i])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "id": "Ms8cm_RjKTpe",
        "outputId": "59025bbc-8aef-4459-9da7-4b8203b68408"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source 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\" type=\"audio/x-wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ],
      "source": [
        "\n",
        "IPython.display.Audio(files[i]) "
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        ""
      ],
      "metadata": {
        "id": "PJpm20Qx8b8u"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ckHiFgsdLA0F"
      },
      "source": [
        "# Mel Spectrograms.\n",
        "* Our plot was a time domain representation of our audio. Basically loudness over time. This might be useful for finding features such as how loud a sound is, or when a note starts, but it doesn't really give us much information about the frequency domain. We are trying to see if we can predict what instruments are which based on recordings; something that we will need a different respresentation to find valuable information.\n",
        "\n",
        "\n",
        "* Mel spectrograms are common tranformations used in speech and audio processing, that allow more meaning than just the time domain representation that we have seen. Basically a mel spectrogram is a Short Time Fourier transform, that has been log scaled so that the difference between frequencies are more in tune with the way that humans percieve sound. An a4 is 440hz and an a5 is 880 hz and an a6 is 1760.00, but we percieve the difference between a4 and a5, to be the same as the different between a5 and a6, despite the deltas being 440, vs 880. That is why we want a mel scale version. \n",
        "\n",
        "* They explain it better here: https://towardsdatascience.com/getting-to-know-the-mel-spectrogram-31bca3e2d9d0"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Y6bFca0syvYv"
      },
      "source": [
        "Function to extract mel melspectrogram from a sample"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "mSqN1psYy4Jv",
        "cellView": "form"
      },
      "outputs": [],
      "source": [
        "#@title extract mel\n",
        "def extract_mel(y,sr):\n",
        "  y = trim_sample(y,sr,1.5) #we are looking at the first 15 seconds of each sample\n",
        "  hop_length = 512\n",
        "  n_fft = 2048\n",
        "  n_mfcc=128\n",
        "  #we normalize value between 0 and 1\n",
        "  return scale_minmax(librosa.feature.melspectrogram(y, n_fft=n_fft,hop_length=hop_length));\n",
        "    "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZUGhBTghNtCF"
      },
      "source": [
        "# The setup\n",
        "What we will be doing for this project is taking the first 1.5 seconds of audio, and converting it to the mel spectrogram. We will do this for every sample, and these spectrograms will be our x data. Here is an example of us extracting a mel spectrogram"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "zqR6QT--wgoq"
      },
      "outputs": [],
      "source": [
        "#code to load an audio file\n",
        "# y is a numpy array of the amplitudes, and sr is the sample rate\n",
        "y,sr = librosa.load(files[310])"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(files[310])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HOB8DQFFebWD",
        "outputId": "2ebc16fa-9b22-4f91-f2e1-16ff5fa39ad8"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "orchestral_samples/data/double-bass_Ds3_1_fortissimo_arco-normal.wav\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        },
        "id": "IzbCLRTVxX6S",
        "outputId": "1798d8cb-8660-4ddf-8e3c-126539b4f4cc"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f0a0c3c6190>"
            ]
          },
          "metadata": {},
          "execution_count": 10
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "#plotting the spectrogram as an image: \n",
        "plt.imshow(extract_mel(y,sr),cmap='gray')"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**We can also convert mel spectrograms back into audio**\n",
        "which is implemented by converting the mel spectrogram back to the STFT, and then to audio using a fancy algorithm [Griffin-Lim\n",
        "](]https://paperswithcode.com/method/griffin-lim-algorithm)\n",
        "\n",
        "*I think that it would be interesting to try to generate mel spectrograms using a GAN, and then to convert the generated spectrogram to audio using these functions.*"
      ],
      "metadata": {
        "id": "U4eyG5nsx9FA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Original Audio\n",
        "original = trim_sample(y,sr,1.5)\n",
        "librosa.display.waveshow(original)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "id": "hBoXYEO9uqlX",
        "outputId": "a15de534-1251-4a5c-e284-e1a9f12c37fe"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<librosa.display.AdaptiveWaveplot at 0x7f0a06f05650>"
            ]
          },
          "metadata": {},
          "execution_count": 11
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Reconstructed Audio\n",
        "reconstructed = librosa.feature.inverse.mel_to_audio(extract_mel(y,sr),22050,n_fft = 2048,hop_length = 512)\n",
        "librosa.display.waveshow(reconstructed)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "n7HgPE9ZuxjE",
        "outputId": "a4648197-b782-4e5e-9ecb-958d08018fb4"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<librosa.display.AdaptiveWaveplot at 0x7f0a06a71dd0>"
            ]
          },
          "metadata": {},
          "execution_count": 12
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Original\n",
        "sf.write('orig.wav', original,22050)\n",
        "IPython.display.Audio('orig.wav')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "cellView": "form",
        "id": "Q7ST_tpav-Bx",
        "outputId": "d2ba50e7-5399-45ad-ae3c-5e9a574e088d"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ],
            "text/html": [
              "\n",
              "                <audio controls=\"controls\" >\n",
              "                    <source 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Wm9N7zOPQw9KXzX/Qk8/zy0PJA8h7zEvLe8YjxhPDi8AjxGPLu8rnydvJU8tnxFPGY8a7yJfRY9cz2M/ku+m/6+vlf+KT21vTG85DyC/FP8A7wTvDE8EPxQ/Li84z1kvYP91L33fat9ZX09fOb8yXzHfPI8rfxGfEe8PbvrvC68DDyk/Pd84z0d/T49Fj1HPTd9Gv21/aP+Kv58/n7+kL83f7NALABFgOWA8wDVwR1Bb4G9wdeCuoLQQ1UDx8QzRBhEbIRyRKSEy8UxxSVFFsUDhTfEooRhhBOD/wOKA8SDvIMtwwmDI0MtQ16DkMPDxA+Ef4Q+w4IDaAKTgcJBTwDxALfAjkDVQViBuMGEQcEB+4GYgVsBZkG1QbSCKkIbwdJCBYJAgn9CFkI7Ab0B6gHmgkYC88L9g4EEEQRHxERETgQFg5YDPEIPQdtBuMDCwTaBCoFKQbuB6IL3wtNCqwIhgUjArr/U/wK+Zj3d/V09Pz0bPZx+CD79vyE/9kBWQI6Ak8Bxf+H/kz8ovlv+JP2//UM9hn2dPeZ+Ln5GPsS+8P65/kH+gr6afk8+hb44/b897v4WfmV+MD38fXS9HX1VvaK9x34uviV+bT6ff3t/gYAVQH7/t39cvzB+WL3ovUG97P4r/lC/UcBmQLPBNgDQgJmALP83fyl/NP81f3S/vj/8/6Q/yr/Vf+MAisDRQQgBeIDeAMiAkACSgEBAG3/VPzA+2H7h/k5+HX3MvZc9F7zkPTU9FH2a/hJ+av6FPv2+5f9JP9d/3//2f/nAFUCLgT2BKkExQXaB/gIUguKDVMN4QxhDJELfwmqCIkGbwTFBHcEagROBeYGpgd1CBYJsQhvB2IFIASeBEYF9QUkB/QHYQkJCQAJCwgBB1wGdgWvBt4GRgbFBUIHdwfrB54IGwgQCUUIgwXoAqH/wP0a/Tr8+v1l/0L/nwB2AYcBigH//vr/uf9g/Ub/ogBLAi4CcQNvBIICgQMkApwDoAYdBUIFiwPYAtwBvv83AJH9nfsB+7v53/mX+eP4Vfyb/ob/ogAn/m//JgHiAtYE3QTKBHYDogUrBwAHzQhTBrECpv9Z/CX78vcK9zn5VPuf/0ECXQRPBsoElQRLBbEBwf+r/V36Xfzw+1X9eQGrApwFWgZRBsMFdwMCACr73/gZ95b1oPUk99H4Hfpi+yD8+Px+/Qn8e/we/xj/rf/UAYYA7f5z/nH9pPyH+Xz3W/XZ89P0i/b0+pEAXgMCBtIJrAoxDVAPSA6TC78GmAPv/qr7hPn49A/yt+/F73Dv7+/T8yL0tPXf9pT1zPVg8Qvuru107truMO4y7/3xWvXO+OH8Rf0C/aD7JvtW+xD2nPFM8XTzBvkc/lcEWAXQBTgKTQlwCp0JewXhBHEEowCJ/R78p/ug++b/cQLWAr0E3wTsCYsNIAw/CjsHHwWWBLoCmwT0BaIGPwirCZYK8weJBSQG5ghvCcsIJAiKCK4HigcrCJUGPgWnBcgGxQeNCA4KaQw3D0wT5hOyFOQUAxXIGBMaehk6F2IT/hA6D4sKEQdiBZgFjAlNCywQMxQ0E/AT5hLPD4YIrwLJALn/PgJzAxsDsAOdBBEHmApYDIELpwpSC3IKlwmWCRsJCwrYDQQRwBIkEqkOVQwCDJ0L5gYrAnz/Wv7c/xQCuwR2BXYFjgVQBVoDTfy39YLvlemQ5RfiDOHy4bPkVeh07THx+fFr8xT0MPQ98r7uR+v85k7j59zP15zXc9u24U/oIu9+8ozz6fWV9W/0k/Wj9MPzvvSZ9f/2kfeR+fX8wACbBgEJPAvUCjMKCwtUCQQJwAkgCr4IdQi4CVELqAoRCiAJMgVZAH78QPtL+YX3yvd49wf65f4sAVMBdwCi/g782PgS94b2Gvfy91L3vPcF+Dr3o/f0+P/4d/m1+Kf4NvnW+iT9+f5wApEDAQQWA47/U/1P/Bj7n/z//Tz+GQAoASoEuQj9CvsMfQ5IEG0SExOKEw4SXw41CrUIwQeXBIkFBAibCbwJUglQC8MKNwkACqIGwwK9/836Sfk6+PD1Kfeh+i389/zW/oz9zfgz+T/4Tfql/ST8EvxR+6D9swBdAXkCnwIWAiwDggH+/ib86vgl+tn8OvwJ/On8Cv3V/QH9Kf6t/Wj6ZvlZ9Pnx4vON8UjyTPXS9aH2aPb99Ub1fvfW+qz8AwKIBDwGxgbrArf+avk4+Gb6uftI/psChAacCEcIiQY6AwAA8gB6AwEFXgVYA4gCLgR/B0INBRB8ErATyhHuEJsOdArOBr0C+f50/EH7Zfvw+Nj4jPnK+OT5EPq3+GP1IPLL79vtGe4U75rvYvI49of4Jvqr+9r7E/qu+j/7ZPvR/XX/4wBBAzIFxAajB9AFZwUFBpwEbAKJAcgAigCGAb3/fP0l/2MBTgInA/cBx/9C/KH6i/e/8qHx7u797kjxlvIP+AP9ygG0CC8IAQYqBOr9WPoi9hTyXfDx7Drt8++39KH2pvQ29rD2Afri+0b7V/05/XX9Zv1p/U781vwDAcsBjAPoBZEDAgIgBrgGhAdbC28L8QzWEI4TOhTdE4sSdxNqEmEQ3QvsBaUDQwPNBakI2gqbC2YNmxG5E7ASzBMQExsTnxGDDpYOVAwmDe4NLQ/nES4TGRWmFdMWexdbEzUPwQzJCusIUwXHAmsA+QDlA2gEEAQyBOYERwU/BxAHYwSmA3MEjwUvCNQLSw3oDiQPog38C+oJHQiSB9MGQgVDBBwDaASUBy0KugwJDcwL5Ak6B2sFbwKe//L8Avxl/Qb+vf7y/ZH7fPju8qzrV+fC493g7OJ85U7n6uiw6P3p/umx6UfrLOmd6Lfmz+JX4NveS9/a4EvknOP14ZfjuuYY5+rqQu+R8Dz0u/Kc76XrJOoR6THmDues5wvruu8p8XH04fbG9YH1Xfdv9hL2n/ha+E73OPc7+LH4wPxTAr8GuQqYDPEKdgf/BH4CCQLjAakCpANRBOYGyAh1CvkM+w8CE4oQhQ3+DCAMUg5FDxAPOw8wD4EQZw80D5MQwxBnDxwMhQiRBIIB1P9vAdICIQKRAHD/AP7Y+4D6+Pdc9YX0DvWp9dX2T/mf/Ob9/v7z/0D/ef4c/gL+cP14+zT4XveT+ef9JQNSCE8MVA7xD7UP6wy8CbsH/AXSA0gBn/8IAAQCMwYnCnELaglQBiIDov90/P74Tvdm9+T1k/S88wjy0vCX7zXvEO7t62zqeOfc5mvoTOem5YvknOZY6IXr6O4k7nvu8+7U7RDrg+cT5c3my+l867XtN/Ea9eP5I/38/fz9I/1U/AT8IvvI+iD8Ff1J/k//GwLuBq4LDBBxFV0ZyBrlGZsXAhU+E6QSBxOtE2ETshUHGEYZBRlUGLkXOhceGAMZvRmCGmccIR41H2IfPh68HascLBwUG1gYqRe6Fl4VXhVIFfUTuhKlEbkQJRATDogMvgwRDMsJWAjsCfIKDQ3pED4S5xBdDjYMkwhVBgoFkwMZA60BagEzAzwEagTmBDAF1gMRA+0C2/9j/mX/tf64/R3+fv1o+zf71v3r/sf/bwGg/j76RfUV8Bfu2OsM6iTqxOij6VHrDO0/7jvt5u2b7VHsx+tU6gzrYetl5vDk/eIC3xXfTOA24KbdCN8D4hHh8eVe7Irriu2R7vfrZuhv5kDmZeSZ47njDuKJ5GDomuRZ5pfmx+ej7vHygfS/9gL88QGTA/ADagZrBHwGiAeaBQADMQDYASwGDQbSBzIIRQntDEUPvRNJFoAYyxq1HQIeCSBWHR4cwxmvF5EXwxPfDywKPA1OEKgPphBfETwR5BDzDooP1g4yD7URlw3vDc0PUg3VCtYFCQjyCCIDngUJAUMFiAh3BMEF+wkuDVAL+hFbErIPlg2GEOcMqgTWB7AG/gkVCj8HAQ4qDC0NHg+BCsIF7/44+3jzAPH+8HburPBk8RLuF/CJ9nn4RPf985f0wPTS8irwFu/z7YHsTexY6yDp2OY859bkKOBV3t3ejOIb4WLh6+Nf3qPhWuKa36/hXOPX5pXjheUV5dziVuiP5H7j3eQZ5nLkDuYh7M7wLvnT+nH7RP+yAM0AjgI9BXUDdQLSAysGugeMCNQLkg70D6QNPg0YCzIKkQxBDzgSqxVjGuEdvB9oIfMlzic+JsojtR1VG7wXCRBKDkEOhQ2fDQUPnRBNDWgJoQWC/8UB4f55+lf5xPo8CLoOQgshAuj7fALyBDADqQfCCjkE/QWJDLwNdhI4GRof1BemFzwZBBcXF68FsQJPDIMLyBCBFxscsR3OGwsaJRWoDnIQvhFTDJcBmPiC/Gn4cvNg8aXvW/lv/Ff6cP3r/Iz2CPJE7RnruO3J7gbuS+do46PgOeOl5pjfUeD45IvnEOMf34jgO+G+4UHhK+XL4zzm3+q569nq3uiE7mrvbe7k6Rzpdev56DTqW+wj8Rj1SgF+CdYKsA3BC8cM4grfCjgNLA5zDIsKVQz6DckO/w7bEYARhBOsEyEWMxuCGP8cNyAcIX4i5SK7JFMl3CdOKNEnuyRZHvYZnxnoFx4W9xfqF4UYfxkaGBQV/Q43CSQHKwQzBGMC3wLMBocFVweMA1wHgAo7CTMNcQiYCmkJTAdoBgAIJg0LDQoTBxGAD+ENjAtgB2oDUgheBiINpA1ADI4S3xD6ELsOaw9GDa8JvAgxA0D90/e79Db0EfS88MPwdfID9fz2W/RR81/vren157znf+Vj5Z3iud5Q3sDe1uG74SjiKd2W2nzdB9fn0azPHtFy1MbU6tG90PXTI9X61GXUodUe1pTYyNkB1wbXGtdn1RLTL9Ua26DjZunq7dr05PgF/BX8pf1//wsAYQNrBtQFrQE8AVQDsgY2BrUD9QQICFQQIBbTGdceKyHXI0AkOCL9IhEjayCYHtIcwRkxFZ4P7Q0JDGIKbQxTDoQRyA+bDEkLVAgBBuMFoAXfBb8FmwJnA94CJQZyD7YPqQ4hDv0OwBIIEB8QXxB5EPMRKxN2GbIbnBqGHZUftxpCGacYMxtKHpMX0RjKG6sbhhoxF0kWChIWEOkPBwvdBiADsQHn/6v7UfmH+2r+FP2E/5oCHARB/gD3R/dV9YjzZPQp8wDxuPAl71nv1utR5Ezh/eN45tvimOER4rPeY96v4ALf6N7g4EXg+uFg4Fvg4OMY48/jYONN5QTmBeYq5LfopO1v7vf1EviV+Wj9Sv7b/uf/MwByAngBFwM4A7kAmQKFADwA4wQ6B0QI/AkNDukSZxd7GVwckyDsITIktyN/JA4jaiCOIXUgeBtLGAEYcxbAFSkWGRdbFiIUoBNZEDoLFwexBTkGAwc1BxkF0AVkB5UIawcOCLIKNg3SDr8S1xIeE1QVwxQnF4AaVhtBGUUZYBVPEwERhBGMEDcPyxN8E6IWrhbYE64UPRJOEisPrgrLCE8G5ALf/mH8GPoz+Zj2mPZT9p34f/yP/u39s/1T/uj6i/i99832jvPr75fsletJ6rvqVudA5DLjxOCQ4VDfBN0B2sbZQd0i3LHXENdL13LZzNpm2jfdDt5f3lPb6tg62RHZadkx2JnZCN/R55XtkOuH7SbwjfHJ8kjxU/K/8p3z8vRB9m72J/cc+3oBjAU2CSINqg9oE6MXHxvrG/sd4R9AI/QksSViKuYqwigQJ/YiKB5rGZQTbRFdE2gTyxJJD/cLWwsPBysD/gCa/a78gf+HAFoBlALsBfwJ3As1DV0O+g62DjYQgQ2/C6oN/w4zEMUSARfrGAkbBBxfGfUW5RQBEZwP7Q8GEBoPChD4EfERHhSuFP0QBAzECZEFTgIPAer+EP3p+9/8vPum+sv6S/sa+4L53PdF9b7wye1s7U/tcO0p67np5ua65ZPmCuOL4GXcl9sb2+jXgtdF1uPV4Nic2E3XZtgs2trert8I4TLimd/p3hPbz9ne2I7VY9QW03fXqdti4sDooOnp7FLu9O1J7FzqtetD7NjuovKl8s3yePNm9jv6dfx1/4ADCAikDSwUIhgMGakbZx5hIRQjKyTzJoMmeSWKI7sfgxsnF/cVWRcdGEsZ7hjkFuwVsRQMENEKsQdRBQ4FxQa8B14G5AYBCIsIZQp0C0YMuA7eEf0TqhPPEnITrhIxE+8VIRc7GcMZiRl2GGQXaRY8EyAUmRY+GfEbNh1cHuIdIR7eHT4ZzBW2E0MR6w8fDiMLQAmSCAoJUwn3Cd0MwQ8cE1QTlRHCDl8KcAYXA98A8vt09wX0IfKp8K7trutL6K/mIeU+5Ezk7uHs4izlquNT4Wrf1N2q3aTeUuCj4iTiF98e3WTd/Nt02fPXkdXE1trb0+It5cblsepv677qAepc6QvqsOvP70byGPQW9Jnz1vZ++vf70f1nAAYEfgnSDhsT1hQGF8EY5xp8HS0f3SGTIfkfCB0WGCsSMA4FDM8LkQ3uDsMPGQ21Cu4HjgOB/5j7nfjD90n4G/hc9z/2Rfd3+Jv6l/w7/TH/BwG9A3kDLwLxAQ8CnAVhCLgKiw0RD9gPUw5DDcsLVAn8CXcLJA0/D08RMhO/E70TOxBoDBUK8AZEBv8FgQUaBO0CpQNUBPQF0wd0CaIMhA7JDZwMWgl1BLkAEv+f/av7AvrG9hL0qPLG79HtJeoi6ELoreVE49fead0f33zdltyG3C3bjNzR3W7eNuE34D/d6tqE2iDbZdlM2RPXftfJ3SDkQue06VfvWfBW8azxaPDu8NXyW/aX9v73pvkY+gz8A/+lAuQFwwhVC7cOkRMVGFQaNR2RHgUgVCI4I3cmUyZCJFwiSx+AG/4W9hPEEkgSzhHzEWEQYQ/pDVoJwAQqAaP+yf3p/WL9yPxY/LH9Xv9e/6kA6QEfA00FFgejB1MHhAYeBhkHxAgWC84Mwg1uDvgNyQxpCyQK+Qo/DHINIA/zEFUSDRMWE/QQrA7DCyoJqAdYBsQFkgTtAm0CGQO6AxgFdQZ6B+4IZwruCkgIMQVPAhf/R/wH+hb4c/Xx82vzafFg76buUeup6YLoSubp5EviFOS640XhcOF34LDhseGX487mfee/5kHiG+AS3k3bMdoP2C7X7NqK4mbn8enC7yD09/Sh9dP1Y/Zw9875z/vY/GT/CQHgAVAELQgQDDgPEhKGFMkYpBxoHhogESGcIbsigSOBJRMo4yZFJYMiDx6SGsYVwhGVEL8PJw9cDmAMKgo+B7wCK/6t+nH5K/r9+Sv6f/rN+ob87P07/zUBwwGjA3oHUQnNCH8I8QjsCMAKfAy0DWUP2xDNEPoPChBqDggN4w3JDgUPfBG6FCEWUBZkFUUUkxEBDoUKxQeABv4FgwXgAzMDTAP9AssCtgI4A+sDsQT2A3wAOv1J+nz33fX48+Dxj/AJ77futOy66a7n2uMH4xzizuA24FXfCuHj36neC+BA4DXi8uLN47Tk6+Tx4kvd2dsL3Lja8NkS2snYG9yP4y7nBOpS76HzEPTW9Xj24PRK9gz51/rj++X9cv49/uIAdAR/B4MK0QyeDgET+Rb9F0IZUxrdGZkaUxyQHd8dfBxdGiwX+ROCEfwN8gquC9gMjwzyC2cKQQhFBkQCmvxB+Sz4Pfj699j35Pf1+DX82/7U/6wBngNIBYAIkQpDCt8JDQqhCT8KkQscDaEOFxDKECgQ/g+UDg0NUQ2QDooPERJeFeUWGReYF8gW4RIED98KQQjqBhQFWgOKAfkBQQMjAzsD2AOKBDgGEwYrA3L/3fsr+Sv3hfX48tDwZu+/7T3u4uy96vrpkeci5u7kZuPd4a/hruKc4XfgD+Jp4pXiD+OK5JrlqOUE5ZjgMuB24UXgReCQ4J/fBuNu6WTrIe5p81b1YvXR9pr3Xvdb+eP9p//j/3MCqQK2Ac4DUAcOCkYNPA9sEMMUAxjkGZQbHhyKG9Qc4x4xIRAjlyFIIGMdPhqdFi0R7A1/DaQOsw4IDioNaAspCU4FAQGA/ob+0v78/cr9w/5dAHcCdQTgBR0HYQiHCt0Mhg4MDsYMRwyqC/kMfw6wD0wRpRL3EgQSaBGiD4QO+A7sD0wQNxFXE64UFxbYFkEVwRFYDvAKbAinBpEEpgLBAa8BPgEuAZoBRwKsA50F+AXzA30AOf0J+y/5Kvfz827x/O9Y7vftxOv36X3pbOeD5WvjbuIl4nXjpeQs43jiLOMN4wbjAuM95E3lgOYU5pfhFeGS4RfguN8H4L/f5ON+6i7tAvET9xD6tfg7+Vv57/hX/KL/tQBlAXIE4ARkA2EFEwlUDNAPkxEHElgWFhp6G8cbixyVHJ0cwR7BIDQinCF9IKYd0RqYFkkRBA67DLQOmg5PDUQMGgrJBt8C4/91/af98P3S/H787v0lAE0CTQRjBeMFqwb9CDgKkQuoC1sKoQmXCFIJigo2DIQNeQ53DngNcgwZCukIPwkOClcKnAq5DK4O6w8zEBwOgQpSB0MEugGK/x/91PoE+ZT4i/df99T3q/cj+Tz7Qftc+YP2V/Rs863yZ/G57vPsverM6Cbp0uf55YzlmuPF4ETg0t9W3+TgquEP4cXgvuFf4o3iluL247LkmORA5EjgSd/C4DngJOCZ4e3hHeZX7FfvX/T7+IX7ivuH+xb8Sv1CALYCrwStBVwHmwdbB8sIQQycEHQT+RQmFhgaWh0nIHIh8CGrIlYjAyZcKBMqPCkMKIAl2iHXHa4YBBVcFIsWjxdfFmsUrxGVDTMKSQfyBN4EUgXBBHgERwWBBSQH3AgZCX4JOApEDJ0Nkw77DvoNyQy4C2oMsA43EWATUhQ0FFITmhGFD5MNLw2UDWMNag5GETsUbxXpFHITYhCODe8K0QdnBaMCu/+O/ZT8+ftY/K38bPxB/WL/DgD5/ZT6E/er9WT0YPJG8KzuY+xd69zq4ufw5dHk2+G03uHd8NwO3Rneqd2/3NHcF94H3rLdRN5N4EPgQd9z3UfZD9po2z7aONo/2+LcMuJ350Xq9+5281j1aPXN9Yz2Fvlg/BL/zgBkAkUEeQRVAwsEyAgEDugQPxGyEhQWphk/HO0bOhxlHTUfFiGXIlwjzSKeIrIfxBvxF3QTSRBtD14RvRITEhcQHA0eCm4GBwPsAEgAZwDt/5v/EwCQAB8CRwOOA6QEAQaLCCoK4Au+DBAMPQvVCQ8LAQ4mEbASeBOqE88S8BFbEIwP5Q6DD0cPbQ96EpcVJBczFyIWphKuDxQN8QlTB0MEeAGc/63+nf00/fj97f7GAHkC6AJeAYX9Qvr093f1mPOh8ZLv6ux/6/nqhui65t7lxeJi3wneBtwA2/fbytsM2mXaG9yU3AXdK95/4F/gHOAj3tDYLtmO2h7audqq3Hze8OLC6Brr2u/28wH2Cfab9cj2UPiM+5T+7QC2Ap4EfwRnA2AEjwiaDcIQohLnE64X6xreHFYdUB71Ho4f6yJXJNckjCQNJNghvh5iGgYU8A9jD98RSxOgEuAQyQ48DCgIPAS9AYcBRgJpAdb/KQCgAbwCtgPUA2EDVwQoB3kJ6gu4DZINTAxWC4kLlgyXDmQQRxFZEQMRtg/6DRAN1wxADS8NOw3ADnAQ+hGmE8kTOxGdDg8MFwkvBkwCVf97/bb8MPzV+jn6/vrD/Ez+y/7h/AL5Z/YV9X3zK/IF8O/taOus6RbpkuYV5JjjyOFj3fLb19l32ELZfNlN2SnZONuZ20Tc0dwS32HgOt+L3jTbgtt73dzdNN6m3xHhbORF6PfqlfCP9Y75iPr/+fD5N/zL/5sCLgQFBXUGlQaPBsgGbQoGEJEUABcDGB4bLh+OIRYifiKBIhYityN3JZImsCeoJwkmdiLkHeAYfhQTE84UnRbDFYISHQ8TDKkIOQWiA1EDlQMsA2gCGgPbBMAGnQcCCB0JAwpIC4sNKw8wEFcP3w3XC1YLxg0hEJASNhT7FGUUnhLJD+ANsg0gDrsOnw5REHcSCRR2FK4UAxMfEAsN8AhtBRwBbv7j+mX4Y/dI9tj2C/gC+sz7xfx7+rP1//E/8UfwEO+/7Kjq4Ogh5yrmBeNe4PfeGt3l163W6tQ71BnWINXW1NDUdtd/17nYitpl3TXf0tzL25LYyNdg2b7Y9tiJ2y7dSeDP43vlterb78DzdPUx9Ub1P/et+g39A/4+/zwBwAGOAgcCoASmCV8MYA5ND5ERgxWzGJYZsBnUGdYaoRwWHwoh6yEWIssfqhvtFhsTjQ70C3cNLg8gEO4O5wwZCoYGkgOPAf3/6v5C/38A/wJ1BPQEYgWvBWcHuwiVCtIN0A/ZEYIRnw/tDaUNcRBQE3wVoBaQF9UXRheTFNQROBCKD6YPEhBoEnkV0xf9F8YXyhVLE+cQBQ3mCZsGZQSKAR7+6fs7++D70/wk/h3/IgAK/lv6WPdf9a30DvS48o7xt+9l7vzuJu0n6gTnk+WC4VvfCN/K3rzhgOD134rfcuBa4RLhjOEw4pfkkuLm4FXftt323uTe6N8f4fLj6+ZZ6t7st/Fl9p73uvnE+Sv4ffjT+6H8Yv4lALYBcwJtAw8E2gQJCosNnw8wEeASyhVoGQwanBm0GIoYxRpWHTkhgCPsI6oiASD0G6YW7xAfDkYONA8cD44MBwqpByUFVAICAZoAaQDuAOAB6wK7A5ID8wLOAnYDQQVyBsMJQg2wD9UP0A1NDB0KHQyFD1QSkxOUE/US7w+0DeAL9Ar1ChUMFg2ND+wSeBR1FF4U8hIOEIgNqwn6Bt4EgALQ/3j8u/mu+Cb5DfrW+zr98v2s/Z36NvbC88XymfJ+8fXviu4f7U/tPOth6NvlUuRm37rcDdwU3I3ga98f3sDcON3U3bTcot2W3zri4OD53XrcW9wh3hPec9444FPhlePG5YTopOyF8M3zkvYm90v3Lvhj+0r/WQHtAsADKwOhAxMDmwNhCO8MgxALE0QUzBYbG/IcfB0YHKwbJh0PH2IiWyShJHAjnyAyHYYYERM8EDAPjRC8EZQPHwxVCq4HxwW9BFwD0APjAzcE9wOxA2sDyAOyAx8D3AO4BH8HfAqWDHgNOAx0ChwJRAvcDWEQmhEjEYERjA90DO0JqgjpCDsJcgkLDHcPBRKHE5MTXRKCENsNfQncBPgAi/3U+kD4zfVr9Zj20vd++F35pfrU+4b6IPdP9azzMfI38OHtfOtS6UbpEueZ5Hfj6uEr3Urb59tD28/dbt3L3BDcv9tY2wPZI9pl3LDehd3D2sPZydi42mjaFtlu2oHd/t/y4uTlFeqy7gnyxvSr88nzvPaz+l/98P4cALIAtgCeAUYBkwIJCKUNqhLoFRIY7hoIH4ohoCGTIKogDCK7Iy8nMylyKZ4o3SbrIykg6BuSF+sVthXsFZcUDhIeEVgPFwxoC8MJPAgLB6wEmAOfA3MFSAZ5BkAHMQieCQIMzg46EXQStBG0D/ANdg/aEcoTmRSJE2oTFRJgEHoOEQ15DZsNuA2QEGMUKhcEGWoZhhklGI4VURAMC20HDwRXAf/9ufuw++38C/+AAJ0BRgN+A84Bov0t+jv4cfZh9Onx2u8B7hruGeyc6FHmPuVK4qbeiNzy2jnd1dxQ25Xb/tvN3KPca96R4GXjAOTv36LcrdmL2SPZ1Ngf257ew+Jm5P3mIur07ZbxufMr9A70jvaw+kv9Dv7R/vj+o/4p/zMAUwKgBs4LAxGRFH0WLRkBHHEeGyD6H10fMiABIZIi6iNTI1kiSyBeHiEbqBcoFIYRmxG4EP4OuQy7CvgIygXoA2YDqQKcAQ4AiP6q/uL/5wD2AKAB+gNCBWIHBArXDNkORw4UDAgKqwrbDBIP8BCjERIRuA+9DYwLygqzCuQKGwuGDGAQpxMFFmMWrxbLFVATyQ/lCQwFyQHL/nX7Wfn0+Gr65/zW/wICEANZAwcBf/zJ+PX1VPOU8BXuyOw56//qSuo46ADmqeS94ubdy9ql2e/azdyN3OHbCtxv3fTcO91J30zgN+Ht3mTbGdpM2S7bh9uD297d3d8w4ebj8OYA6sftAfCD8hXzD/RP9+H5gvv6+4b8ePyf/OL+ygBzA0sIPA3oEMUTBRa2GNoadBzpHA4c9RzeHh4hLyNOJI4kRiPPIHYdvxgYFdERPQ8jDYMKWwlFCVYJ7gc4Bd4E6ARcA64Bt/8P/4f/IwAgAYcB1AMcBlUHkwnMC/4NOw5NDFoKXwmLChUNlg6uEEoR6hAMD7kMcwtkCpUKngoUC1kNnxAxE7AUjhUAFwYX+RRdEGoKbQUjArL+2vvJ+hT7if35/2QChgQQBuME/AAS/ZX5XPd89Ozwxe5Y7TTs5utu6r7nFuao5BHiEN8g3evcP95a3rvdRt3z3urfqd7n38jg2eAS4UTeMNwy3CXdNN8O39vfKOKh5MTmO+oe7f/v0PMH9vP3yfhD+2L++//KAEEB3gKKA+8EegfoCWgOShItFtYZVRwgH5QhpiLzItoh3yCJISgjvSUuKFUplCmSKEsmDyJ+Hb8anResFI0RMg7HDO0LEQsPCjgI5Ad/B2oG0wQABGEEWAX2BUsFowWTB3IJoguvDTQPRhBUDwQNaAvUC9gOIhGyEfAR1BDKD/0N2wyWCyoLvwsBC/kKhQzzDjESJxQwFOYUeBMwEDULvAVSAtj+oPuk+CT3FvgS+hn9Vv/IAJoAXf38+cv3NvYs9SHzS/Di7UjrROrU6Rro1eaH5RTjjN/Q3Bncrtwl3KraHdqj2szbINt83P/d2t0T3obb/Ngj2HDXctj/11HYxtp33BjfheGU5OTnvutv7rrw+fFd80T2avf8+Lb5Y/rr+lT78fyV/wUEDAiCDGsRTxXYGFccUR7JH+0fnB5+HlgfRyEfI6Ak8yWTJfIj4iCWHBMZNRZDFJcRag46DPcKzgl8CEAHPAYTBn4F8ANZAqsA4ABWAucCwAOdBWwH6whQC+INvg9yDx8NjwsnC8YMew//EIsS0BKnEsMR7w9gDmANUg3JDPYLdwzADp4RVRQ0Fn8XVBe2FEoQZwp0BYcBef2B+pD4j/hu+uj8eP+0AYAC3QCi/eT5Fvf39PTy2PB67rnshuve6xjqPOiV5zrlPOIo3snc4dxG3Mna+9nf2ozc3Nyw3XnfnuCY4WvgMd5u3Pbay9o+2wTao9yR35bi5+Rq5uLocOv57tzwBvNK9a35i/tt/Bf+Ev/g/xH/vP/yAD0EpAceC/kP0BMBGH0blh17H9MfUh/sHhgeKB8pIZIiEyM/I8wi2iFhH+QbtBkyF6UUwhGbDSAL1wqkCRcI5gacBr0GSQU3A8kBbAHsASACMwJCA/wE9AUlCFcLlQ3gDkcOtgwTDN8MCA9qECcRAxKBER4RKxDiDoQNUwzDDEUM+gyjD3wSKhYQGPMYQhmSF0IUMQ6DCGoEwwD3/cj7X/vT/KP/UwIbBKYFcwbaBM8Bj/5n/AT7cfg89vDzR/JZ8TvvtezC60TqjOcR46bfoeAB4OHfMN693RbgYeBl4L7goOJ/4zzjSOA/3a3cA9zW3ObbvNxL37jg+uIo5T/oN+vY7tDxtvQ/9o34Vfp5+pj7nvxB/TP9u/2G/goCOQaxCV8OthIlFpcZcRw2H2AhmSEWITEhECKoIxMluSXpJQEmJCXlIdcduRqtGH4WhRPlDwgNRgsiCicJJwdOBh4GNQQ5Aer+nP1D/c78NPwF/Zj+JAA9AXADiwUXB/MGpwVZBdwFiweFCKkJrQq4CmkKAAluBx8GmQTiA+YDrwTdBjUJAwzEDngRVhM3Eq4P9grOBGD/lPoy97z0QfT49aL4y/t6/nAARAHc/yb91PqV+dr42/VR8n/vde2J6y3pM+aU5mHnxOTK4DncId1N3KfZbtdK1i/Y2diM2dPact1u3+nd3tny1t/VKNWw1c3VH9gf3J/dqt7S4EXkFuhl6+vtbfH38lX27/hT+KH5Uvog+0L7RPtc/Jz/fASVCIQMGhAmE/oWJhpxHLceDR8WID4gbyAmIpIjxyUVJuwlfSVZI3ogaR7JG/8YLBZLEkYPhQ2FDfQMrwoSClEKdgnUBywFFAMGAvABOQL5AiUE5QQZBjEIpwpZDFgMBgurCqsKcgvdDHoOcxBjEZIRWRADD2MNOAoECHoHjQdYCfgKlA6zEgsVPhaNFGgSBw82Cq4E9f9d/I754feX9xX5Avws/6wA6AGgASoAmP6C/Kf64/hp9gnzF/Eb78Ltyeyx7QPuFOwg5/Tih+Ol4SXgFd7s3PHdk93b3RXgOeOA5SvlfuIj4CrgVd6d3NDbt9zd4HXh3OEo4xfmduq37D7wZvNU9U/6Zfu5+6P8CvsX/PL7Xvug+9T95gESBywM0A8zEzIVvBjLHDAfcCE5I3Qj9CPmI0UlFycRJ20mWiQ1IqsfRh2/GfsXpxVAE4kR0w7yDWEMGAqCCd8IKQc8BigD5gBl/zD/qgBWAjgE/gM2BfMGdgkkDAkNVgznC6ELQwt3C0AM8w04Dz0O7QtNCuwIhAdYBmcGSwaWCLsL4Q/8E5IVQhbuFDASjQ4uCogFJQEI/Kj4E/fR90776v0xAKEBoAJ2AhIB6P6E/Vb9ofyE+pj2evI/727tluu47PvqgemK5ujk3OUW4Rnfp9xb3Pfcqdwa31/j+ecb6qPnDePL30TeGdo42DrZHtx24Ung/uA+4n/lGOoz6yrwjvQB+OL73fq7+Rn6jvmQ+ev3j/aE92T7VAAWBgwLIQ1bEBMScxTSGVMdsCDpIuYhyyIeIksi4yN9I7QjSyMDIncekBvJF6IV7RS8Er4PiQ1gDYYLgwjGBjsERgMiA8cAPwCk/tH+jQCjAaACYAKAAh8FjAisCUMKRgqFCZAJegkACukLSA3qDZILJAniB6sHgQb4BGIEkwRuB5MK2w0rEWkUtBQbEmwNywduA6v/R/ya+Jj1ZvTJ9gv6s/sV/ST+EgBFAFn/o/6R/ln+kvyc+MT0DfH47cTrZOqa6ovpMuqA6K7pUucc5PfiVt9134veXOBB4/nmHuqc6bTmAOMc4UfebNp22o3c4OGH47jiJOMn42boe+o87l30aPjJ/Xz/AP2X+7L7F/tT+hH4FPhA+y//gwSQCFYM1xApE0wUfBf6Gp4fSyOLJF0maSfoJsEm8yVuJZ8lIiWfI+8hdiCZHgkesxz3GsAXVBWSE44PwAzjCswJEQriCCcH0AZFB/EIcQoVCgUKYgkdCicNvQ4FD9QOWA5oDVcNpQw8DgEPfBALEYoOGw5gDC0LWwlaB5cGlAcFCooOEhOJFqcYhxXhECkLuAVtAZX9s/ry92z2GPee+f76Efu0+5H9UP5+/kn9hP1Z/zb+efoa9TfwseyQ6DfnkulZ6kPslOrM6nfpDuWq4h/fpt4e32jhmuSk5yzpbuhS5pTjOuFY3h7b0tu63vLiHuSN4l7g8N+K5HTm0+p676fzCvo3/Qz8EfpB+o76aPo5+fr5J/sk/bwClAZnCToMrA1oD/wRwxXoGg8fGCH6IXciFiOkJA0lryO1ItMh9SDEHy0eMBxlGwsb8RhrFf0T+BIiD1EL+QeSBdUFgQV3A+IC/QK9BKwG4wZzBy4GoQbbCVwL2wumC8UJ8AgXCQgJtApUCvcLZA0yDnMOlAx2C8gJZwiKBrcHZAhiC5UOlhEfFLkRZQ5JCJ8D5P9l/b364feI9pr2/fg2+uT57fnY+4f8pPzl/NX9K//K/hv8dvdT8tDuaOq16L7pS+nc6tjoCOmc55TjaeF43Sndz93h30HjdOYa6JLnfOZQ5MTiLN+v2nna99yf4YTiPOBc3azda+Gr4iroie3t8uz4pfps+Sv2j/Vp9df0ofXI9kj4j/qM/lYCTAanCCsJpgoKDaURnhegHJIeRx9tH+QfYCFFIpYiiyG8IHgfMBx7GdkWcxXkFPwR8Q8mD4gOwwyICUAGegNcAaf/QP6M/Q/+pAB9A+IEFwZDBRQFQgdpCZYLjguSCB8JqQmaCywNdAs+C1gJ1wjyCfEK3QpBC34JeAjvCPEIjgvgDv0SMhTQE6EQewrQBEcBNf8L/Ej5TvYV97z5rPtK/V396v1I/oL96f3N/0MAff80/Uf5APWc8JPruupt6gvqyuo26ujsdeuP6QnnuOIQ4rDhwONk5ijp6ugz51TnreTV47bhIt7K3/vixuWt5R/kNeFf4+HmnuhW7uPxzve1/KH+pv62+9f6q/iK9jT3L/m9+x/+NAKNBuIKhw2TDj0RYhReGLochB86IbsiLCMeJCQkfiJ7IX4gqB+0Hhkd4hs3GtMY8BfmFRATBxLpEVgPbgxHCD4EZQLgANj+sv0+/nsA5QOjBbcFSAZ8B3oJlQsVDoENqQssDI0MiRCeEK4PLw5fC54KiQoEDCgLKwsdCnQKIAs3CwEOoBEyFXkW1hU9EYIJcQIY/4H9mfrX+N32XPfl+b/74Psn+s75Yfp7+uv64fv9+ln5jfcc9Z/x1uui5W3ka+TF5Hblp+Qe5hLlE+T04H3deNwS3GLfk+F55Nfkd+Nk42/hQOH/3uvcTd4Y4XHihuHO39zcA+D34SPl2+s98KD2Y/rh++L6L/i69jT0L/PH83r1DfgJ+Y39KAOPBsAIsAnqDewSFhcSHBoe3R+nIU4h/yHvIUchRSFaIGAfCR7XG84ZqxcjF3AW7hR+EwYSwREmEPcLZAcOAwkArv68/OX7a/0HAUkE9wVZBjgHTQltCnELrw5vDtcMewx3DPgPwQ+dELAPOA0ODEoL6wzbDDcMwQpaC3QLBQztD94TUxaZFqwV0hADCmUEAwEO/jz7Xfql+ND58ftj/oj+SP0t/aT8EfwB/dr+Tf3F+l334fTP8K/qKOa15E3l4OYn6Cnobegz5kjknuAh3aPc8dyG4FviOeR95IrjjuJV4Gfgj94i3gLg2uHN4hDiM95S3IvdW97T43bpgfAe99f6cv1z+9X58Pco9Hb0vfVy91363vvoALkFrggrCxwMhhGQF34bZx/yICIiZiLFIVciiyKiIvwhqyANIAwfaB6tG2MZmhm4F/8VZRPwEKsQKg4pCskFKwJiAaL/zfyh+xL97QELBkgHSwd5CAQLcQz0DdQQqhBZD/INHg5aEXQR1hJlEpwPrQ0hDKkMhw6+DtINWA+WDykRZxSmF7wZQRgFFiwRcgrABSsDCgCW/az8xfth/ar+qgCbAXYBIQJtATP/6v6GADP/vfyL+Sb2CfKa7KroVOjO6FzqbusS60HquOfk5XLiM+CW36ngA+S95arnMOco52jmp+Nq44Ph2uBu4oTi9OFz4aHdHdyJ3rnff+Us7B3zHfnp+wb+IPyf+Un3Z/P88vX0BPdU+Xf7BgAgBZcIXAr2DAASzha+Gj8eniAZIqoi/iHLITshjCC3H6Ie8R11HBcbMxhuFiYWdBRxEmgPtg1ZDdILQAgFBGEAB/7l+7z4IPhd+RL9pgFYA4oD+QPZBR0IoQkODQYORgw8DDoMPQ7KDYUNTQ1bC6cJUQlCChMLbQtgCq4L3guEDQkReBPcFawVTRSdD4sI5QLK/iz8+fnl+PT4JPpN+1X8Yfw2/cD+J/4R/N76N/w+/G36BfgT9ELvjukB5nrme+ZO6LLoIecc5gDjveCy3fncOd0R3yziuOMC5bPkUuUD5CPiIuK53zTe8eAW4njhPuCU3DnbEtx63I/i/Onb8Eb4mvpM+8L50/e/9rTyY/Jv9Gj12fd4+o//EQWBCMULjQ/IE2kY3BxgIFQi4SIWIyUigiGHIYggZSB2IGEfph6PHF4Z3Ra4FVEU6RFpEI8OpAzKCRAGcgIs/3b9Avw6+rj5xPsK/zgBcQI+AnADowXHB0UK5w0PEFwOKg7MDeUP6Q+0DqIOgg0QDroN/QxFC2oKeQlECloLsw3REhQWVxgQGFsWDRGTCiwEOv/0/Gn6mfnv+L36LPwd/Yf+tv/qAJwACAAuAK8BYgBQ/c35Ufb58JvqtOeF57noSeqr6rXoQ+fV5PjgIt4W3ePdGOGQ4pjkFOZ15BvmJuUV5JnkzeE24TfiYeId4Q3eW9vt2tHbD9455MTrbPMN+k/9OP37+nX4JPZe85PznfUI9wz5hfsLAKUF7An2Df4RfxZFHLogZiSKJlMmxCV9JAgkuyMQI1IjOCOMIjohfh5hGw0aZhr5GccYiBeOFKgRyQ2oCR8F5AE1AMj9lvsb+nz8EACmAoIEXgQ5BXkHlAglCtoNiw/WDlwNnwwvD6sOrw06DNUKgAqNCuEKBQrWCRoJ1ArTC3sNHxILFQIX1hWCEm0NSAdJAhL+y/ve+Zz40vfL+Iz5qvqc+xT9Pv9Y/2j/ZgCTASgAqPzJ+NL1/fAj6wDnfOYU5zbom+gp5gLlVeNI4SneJ90x3tHgt+MW5Jfkh+P64t3hy99t4CPfS9404MPeBt1/2lHXSde82X7duOPS6/vy/vex+s36W/hN9mr0jPGx8PvyTvVl99f5MP7YBG0Jcg1yEkQXzRw9ILsiYiSsI8cjmSO5I9Mk/SS0JAIjLyCuHj8cYRhcFqsVjBSBEl0RbxBoDiUMmAiuA4IA0P5Q/Rv7ZflD+tn84v8XAncC1gOrBhsHQggrDBYNmwxrCkYJmwuWCkcLaQqICT4KGwu3CyALfApyCUYKUgrTDLkRqBaGGScYTxU0EMwJ+wOn/7/9xPv++WX5o/kz+vL7P/tR/Jf/EwDmAEwBmQHr/1X8gvgk9ePvpekH5XrjD+R35VHmHOS/4tDgs9072qnZkNrh3cLh8uE34uLg3uBu4MPeW+Cb3ujcD98i38/eWd1W2orYhdrt3BHimeqa8ez3Pfvd+3L62vh++IH2fvU0+LX58fm0+zUABwfACmMPAhSDF6AdMCI1JTMnHScuKPooiCmUKqoppiicJuwkBiMgIFAcHRr1GY8YSBYSFQ4UdxFhDgoKjAWbAswAUv7N+yT6zvq//S8AUwIxA3YFkwiACccLnA8PENQObgw/DcEPTw8kERAQkQ9hEE8SIxMnEPwM5wqnCQoK1Q3/EhcYdxthHHEY7xJzDbgHCwXFAhoAEP5X/N/72/xa/iz+KP/ZACACVgO9BB0GQAPx/mb7kfdm88bt1+kb6Qvo8Of65uXiA+J+4Dze0Nsv2wDccd6q4pDjeeM34SPhHN/k3CDfA94b3Mbdxd3A3W7dbtpl2KvZRN1o42fr/PCL9Vz4+fnd+M32s/XD83zzCfY9+P753PxnAaYHUwsrECIVphj4HsgjiiadKbIpPykFKYEoqyhjJ3kmbCUsJAkjWCESHo8bXhu8GlgZUBeWFGcR9A0yCskFyQFs/xf9Tfvs+TP6zP0pAEYCKQQ2BYsHmwl3C3gO9A93D0wPQw4+EakR7xBBEWQPhA84EAoTdxJAD4YMkwwGDCcNVRLNFcEZDRuPGcwUHQ4eCawFPQLB/o77uflx+m77Ef1s/lb/iwHpAWcBYAHiAFH/5Ptp9/7yse5j6VLlzeOS5ETku+Xx4uXf0d903BXaQthI14DY+d1X4UzhNd5w3T7dLdra3OPdRtyK3P7c09zf2yXaU9hB2QrbDt9N59TuK/Q5+OL5ZPkC9x72DvV480T08vam+WT7i/87BrQLSQ8PFLYYOx2eIagkLyeNKEUodSgIKFon+CbwJqUnVyYGI08fehv9FjIVvhTCFKQT+BHgEMwNughtAygAU/3p+3b6+PhH+ML62P1T/8cBOwQiB24JsguZD0IStREYEOQOChG7EUgR3xBVD7wO1w8EEvwR1g92DVoMdwt+DGAPuBTDGW0btxqxFnoQJwoeBTAD2ADR/Yj8+/sG/Ff8Nf2k/Z0A8wKEAsYCtwGn/7j7z/br86TxYe196Unnb+aa5WXmh+Vm4f3h5+Az3vPc1ttL3GPeiuAY4FXeUN6033XePd49337eHd4Q4KnfKN7/3I3ZBto03CPgsOfq7gbzk/aE+Bz5evd99d/2J/as99r6bvzy/akBjgfUDWMS1BZbHH4gKSUzJ9wmpycgKIIn+ShoKi4pnyk5Kb0nSia0I0ggvxuuGIEXrxZnFUoS3A9vDtgKsgdvBKABBABi/hX9w/uE/SEA4gA+AiQEwgaDCXkL5A5pEBkP6gwYCoAL6Q0SDlAPHQ9eDuYNkA7GEIYQzQ16DDQMcQszDjsSrhWeGCoZbha/EYUMFgjWBBUCMv+8+1f6Vfvx/HP98P2B/7ABEgKQAMj/Tv9I/TL5ffMH8FTskucn5GbiDONU4tbild8E3kvf6N2i3CPck9se3Dbg999Z3uvbqdpg2krZItvt3GHdLN2x3LrahtkF2O7Xedo03cLiEupJ8LzzI/VZ9a71z/T58x72RPcy+db6ufpO/K3/twW/DIARzBbNG6weCiF+I7wl/ybJJ3YnAihrKOIocSjjJoYlByNYIKod8hmyFg8W9hUbFeUS1xH8D1MKGQZHAy4Axf6d/a/7JvsL/a//RgLqBD4GUAmTCz4N+xDGEQ0PTw25Cm4JcwqMCAYLvA1KDnUO6w35DSAOWAzwC38M2AybD6cRdBUOF8MWpRRuD/wIXQNqAT4AlP3z+tv4a/mD+y788vzy/kgA3P+O/jf9p/zY+mL4CvQn8Fzrmubo46riTOEi4sPj4t+R35TdL9rw10vXANpT3TTh1OAu34Tct9r/2mvZCduu3B3c89sF3JnacNe/1V7W0tjT3Tvlp+v28Nf0O/Zq9H30fvSw9PH2G/lQ+z37QPsm/tIC4wnOEbIWeBsYH2MhSCPuJIcmvCaZJ3QnzSfzKCApFCpSKSUnASSJINEcDhkOFzIW3xTXEogQVA44DBEHtAIwANn98Py8+lf5Sfm1+j79qgBEA7IEGgqXDVEPqxEsEo4Ocw1cDH8MBw5zDE4OVA7lDi0PoBDaET4StQ8kDvkObA6YED4UwhiQGYsYAxUuD3wIngTEArH/0v5M/gr+q/4g//z+3/5TAfUCOwO9ARz/W/zW+GH1RPG17kDqleaC5Znl6eSU5eHiLN/T3snabddQ13jYnNlM3Dfe1dur2XvauNvi2qra8t3v3Hfc29y53K3akdeV1m/XD9uS4R/pR+0P8iz0vfOU83H0n/QF9z/6/vrg+7L8qPyE/3wGOg5VFM8Ysh1fIOYi2SN2JZEmtCanJ5QnQikHKjoq5ylgJ9AlFyTcIPYekBs5GFwWlxQSE2gRtRDIDCsGigLP/rv73fpC+jr7Rfw2/uf/wgCkAnoEqgdRC1QPbhLkEGUNywozCeUIHwp+CqwMrA/UD2sQwxBaEHMPNQ5LDUENEQ8ZEtIUdhZsFsgUthKuDJ4GHgM4AHn+Vv0H/Cj7cP1b/nr+jADcA3QF7QNPABX9BfsP+Qz07e6b6qfmu+Md4ljj8+Od5IjgiN4k3LvXZteT1rnVyNZy2R7aE9mZ2GnYG9mn1x/XkNjl1+jXj9j+2N/WGNYN18/Y+dsq46LphOzD8ebzt/JQ9Pr0uPSj9/n5RPtr+3H8W/5CAiYJ7hDBFVsahR4FIMMgTCHoIqEioCN4JIIlLCcAKUkrcivFKvsp8CbfI1wgvxtnGJoVixP0EF0PNw4yCzsHoQRsAcn/V//z/0kBLQHsAqMDiwIXA9AFzgjhDSgSHRP3ENINbAuJCioLywzQDWkOTxHXEi4UOBQdExERLg0MC0sMzg/EE58XixjNFsUTyw8uC2wHxgVLA5kAFv3X+uj6yvvv/UABpQMdBRwGmgQuAXj+dfsv9+jysO7r68Hpy+h456vmbeU55E3hWN+/31Hd39rN2VLZKtr/25Lc69oB2ejYqtkr2C/X1dlf2hTa3Nmj2ajXK9d717XYAtwI44jqcezc8NjyoPHB8pn0NvZB+T39H//m/Bz9vv7jALEHDBA9FuEZEB+CIWoh1SFDI0gjcSPkJdYmNigJKkYr4SpdKW0oASbEIqEfMxsKF/USEBHJD2ANewwBCswF8ANMAl0AFgD0//D/Zv7P/Zn/LACpASkFQAmUDdoQBhM7ERUOdQxwCxEJWwlsC9MM2BBVEjQSAxC9DSYMigq6C+cNJQ82EZMTJhQYFRUUKBGbDKMIhwY1BKQDdAIyAOf+J/58/nz+v/2y/gz/NP46/Jn6dvmC9gfzYe+o7Ezqkegu5yjnyeca6GjkNd9b3WPZpdTo1DvXpdhl2x3dm9uH2cXaxdoS2mvZrNr03JLcD94b3ona3tgS2i/aU9yR4qvoauwA8S30RfMt85T0UfUY91f7iv9i/yv+c/9wAEMEEgyaEvEWMRyRIBciIyKfItoiMiKDJLAnAyqKLD0uNC6xK+Qo3SR8IAkd1xi1FZcTvRHcELUO4AtXCmcGqAMfBFsENgQSAsAB6ABM/yYCQgO7AxAFIAgqDAEOPRB7EZwOzQpUCZsIWAx9DsYQMhP/EukSLRDMDccLZAiIB3IJjAkxDjoTjRRCFbETHxF5DYwKAAgFBXgDXAFP/sb8AvxG+x37jPoY/Pv9Uv1i/H75Uvha94Xz/O/b7Tzrs+lz6Rjpnemt53Hjat0N22DZBtWG05fVNNfG2Ijcd97U3Cbc392M3AbbFNsz3XHbptiz2fHWjtUl2I7a5Nzu4mHqi+7k8KP0xvS08g71CvbE9mf5wfvW/IL7cP0mAA4DDwvlESUXXhwkIRckEiW2JcEllCUIJ/InPCdcKWIr6ysPKzcpRCaJItgfNRx7GaAYsBaZFJURxAzGCaYFMALWAaUBUgPgA3EC2wHKAfoCwQSkBeAGeAjODMMQHRLxES4QYA0dCigJRwrUDsYSrBSRFLISZhDxDHIKWwnkCFoKqwylDkQRAhPBFOYU4BKnEA0NEAkJBRwDhgDG/OP5lvdS+G769/yp/5EDmwQGAi3+gvvA+AD1SfGW7sDsPep46Grm4OUj5dbiKd9a3SzbYta51UHXBdgy2w3eFd3z2tjaC9vV2UPYTNX71UXWitaD2pjaw9s73V7duN7l4lHopOot7c/vhfBl8NjzSPdh+Fj70P1h/jD93P4FAfIBUQltEEMUVBkVHuogriE0I/0kiSWYJhkn6yWWJlwoFyn4KVYqGilZJp8jnB+SGjIXphPVDi4L3we9BscEUgL5Al8CZgFhAfgA7P+t/8D/YQH3AsoFmAjwCpgOgRC/ECkPJwwoCnoKzgkKDWwQnBKbFOYS1BAPDqUMkgvNCsgLCw2PDdIP1BKcFdoXxRaeFFwQaAqmBDcAg/6+/Jb7w/sR/KD8Kf5pAP0CDwU2BVsCrf6O/Gv5xfQu8W7uIutD6cfncOde6D3nIeSs4F/dJtjv1svZAtqa28zdndwg2TbYptjJ2Nfa59oM3PDbONtt3K3ZGtlX2ejYZdpG36/lFepP7iTyCfM18rzzvPT59dn5zP01/zv+jf61/9IA2AYLDSERtRbSG/4dPiAxI6AkfyS2JFQmICamJswpiCtOKxwrpCl+JcIiCSAIHOYZIhe8E8IP3gv6CE8FmgH/ARsCSwGjAe8AygDGAN4A3QF1AusETAfUCvQOnQ+OEBwQ9gtyCX0J3Qh1C2INCBAEEYIPhA+1DlkNxgzrCvoJawvmDGUSBxb7FysZ9BZzE8EO4QpdB00EoQMjATz9uPtI+zX7VPx8/ngBvAPZBN8DzP+O/MH5j/SX7+ftwOxF7NLrsusf6zrmuuCF3Q3ci9fa1ZHYPdkX2qPcn90+2grZNdnp2azasNyO3r3dFdu12L/XJtcT2tja2NpM3y7lselm7f/xjPRk9Ff2jvcJ+JH6O/3Q/UD94/w4/Uj/MgTICr0PqRY8HZ8gIyQ8JvwmqidNKAsnWCQ4JBcnMCi6J7QnSCZHIxAgyh5aHNgaZhqAFjUR6A0nCtcGLAOzAOIAGAF2AkICTgFFAWgATAAtAlsD0wVUCJ8Mkg+SD4YOegyjCU0IRAjmCXcO4hAZEzgSFhFpD+8MpguLCkwKtQsoDmcQoxRqF6sYYxeJE20PcgoEBiADlQLKAPP8tPkq+Dr5Ffwq/94D5wekB4ME0f95/Pf3WPJL7unr/ekW6Sjo2+fz5/rkUOKg3pbbmNiE2cTba9vL3H7dt9xQ2e7YSdgS2MPYytfX2OHYstlP2n/aGdxg3Jbcx91Q4o/ng+sV7/HvGvFN8trzh/Uc+ML8Nf5O/s/+jf7K/an/vgW0C+wQSxYUG/4dmSHHI1sk/iS9JRYlxSNJJmsoNilTKuoqEyruJlAkviALG2sYRRcCE60O5AzBCZgGZgMJApABKwKdBIgDJwMEBKsCjAHmAS4DRQVWB4ELDQ7xDbkNRAv1B6oI4gm+C/IOwxA2EnEQnA+oDmQMeQv0CooKRQsmDfgPgRORFS8XOxYWEykQwAtBCKsFhQOrALP8v/q3+aL5pvs0/jkBxAPmAmQAlv4T/HH4R/Qj8YvvQe0967TpXOkY6WrmauS94QjeMNsA26Dbdtpq3GLd0dp712fWYtbR1jbZMNuU3NPdHd5m3Ujcctsq3JfbZd3p4MjkMukU7RnvPvDG8uv0U/bQ+Db8Avxd+6f7e/uK+1r+BgSKCXIOhBNAFyIaxh2BH5IgkyFOIsQi3yKWJRYotCgQKo0pSCbNIp0gmx0vGRcWrRRxEgEP+ww3CnYHuwQNAzoDxQMsBA4DxgLCAfH/cf+K/xsAmAJCBiQK9AxfDCcLGgoKB7cGdgdVCJsKbQv5DAQN7wzODEwLCAq2CIwHiQdwCXMNsxGSE7cTcxKkDxkMHwi4BGMCPwAW/lr7L/kn+JP4N/qk+8r9BgBFAeD/VP6S/Cz47fNi8Ifudu1E7Qbthe1i7Evo1uWi4nvezdqc2tTaSNoa3HTdF9tb2JrZS9md2rbdj98B4QLhwN/b3Afb2doF20XcDN/x4vfluOgl7ATulPDE87z1c/fh+RL88/t1+/D7EPwA/Eb+LgIfBrALARGrFYAZTR2KH7wgfyKTI4QkHyVHKNEpMypTKiEo2iUMInIfGR3CGU0YsRevFTkSZA/ZC9wHywREAwoDJwMrA2oB/P+M/7v/YQDzAaMDRgYNCcYLvQ6FDo0NawuzCI8H0QaMB9cKLA21DdoNhQ1zDOoKvAmZCI8IgwmwCzkPBxJiExUUvhLSDnoKigZSBKICRADH/c/6EPhX99H3TfmP/Dj/dwAj/9z8G/ur+HL1p/Fs7+DtKOwC6zrq++qn6JPlg+It3h/cBNwP3g3dwN1j36fdTdtC2UTazttf3fzevd3P3FHboNpr2g7aF9xo23jd/uBX4onmEOv57FTvBvKX9Bb2/ffY+6P8mPsW+8j5t/in+bP+cgMcCXIP/xIBF5EaVB7LIMQijyQzJR4l8CUtKP8p4CpeLH8rVCicJjkkRSCmHAMabBcxFI8Q4Q2/CoQHfgOsAYoCfQN3BKEEDgWMA58CtgOoBMcFZggyDNoO0Q7SDNsKbwhWB0gJbQodC1AN6A7DDzEPbg44DRgMrQo5CUQJjwmjC2MOgA+tD5IPZA45DPQIIAaMBJ0C6P+2/bT71fkC+oj7k/wi/kIACQFQ/4P8pPo1+O70svKu8NPt4ewg7E7ruemp5jHlheKN36/db90p3tXcGN4G3jTb29hY1+DYvdnf3Bje1t323frbf9rA2b7aEdoq2k3chN5Q4Djjw+Yq6Vjs8u9F8oHzsfUm+aL6Xvph+rT5Vvho+Gv8ugB/BmkN6xEXFpkZiRwYH8wgxSPcJYUl3SY0KdEqbStTK+YoSCVuIxYg6xvPGbEXzhVxEjMOTAvmB50EGgOmAwsFMgbtBfkEWATKAl8BFQLIA/QFmwktDYEPrQ/ZDJIL0AjdBkkIeAnMCgUL2Aw2Dn4NMA2IDKwK/Ah0CCEIBAkHDVsRURSnFRwU9hDPDCEJ4gYqBSAE1AIVAZv+Lf2J/HD8wv0R//L/TgCS/zj9PPsl+cf1n/Jj8VDw6u8C73fvJ+3w6HPnteF33Yvc/t2a3uzdsN8x303b1toS3d/dBeFf5FnkhuIp4Yved9t92vPZodnT2hfe6OAE4/Xmkun07BXxjfRt96T48fqc/GD8wPuC+6z79fqf/MIBLQW0Cs4Q5RRgGaAdLCFBIvoi2yRvJacl8Cc8KvkrNytaKZwmJyIWH+UcvhurGvIZIxkJFpYS1w5zCcoFLgMwAfcBzQLHAioCwgCJADYBgAOZBYgH6goHDsUQfQ/7DDUMFgtKCZIIiAnWCgoMiw3KDSoN1w14DRILZgeiBk0JxAzYEMQT8RQUFWESdg74CbkGIwc1BowDxQD4/VL7RfmH96z3v/mb/WUBdQEp/4T9e/zC+l34dvUR85fxmvCm7bnso+na5vblt+Am3vDdH+Cm37zdT+AF4q3gjeHg4l7iZeRB5bLiEOC63OPYntbn1TPYS9rP2/TfvuR25lLpROtL7s7x8PPE9vH2avnd+mf5UviQ+CL5Yvmk/TUDVQhBD+UUgxmwHWogjyJAIwskQyZCJjcmqSffKGwpSygJJ74l7yKzIA4e+RxPHH8aOxmeFHsQEQ0wCFoD2f91/wQBjQH0AT4Btf8wALQAUAL6BBQIYww9EBIRwQ0kCjYIIAZrBZAFCghQCwkMhQ0sDj4OTg0YCm8HygW+BlwJ8wxHEXQUEBawFOQQCgxRB6IEzwQfBEQBfP0t+l/5kfgS+T/70f2CAPABeQH4AA8AI//x/SP6n/Vb8rHwZ+yj6nzoP+ZQ5jjhI98U36XgH+JB4k3k0uMc4effXN9+3jjhY+Iu4R/fAtxR2UzZY9oe2mfaV9sV3tvifebb6CPsL+/F8Xrye/MO9WH1gvYJ+Fj4Vvn1+dP4kPq7/+0G2gxEEt4XPRuQHbgeoR+UH5sgJiJCIy8mqyjtKssrTynAJmAjxB8cHSUbrxoDGaMYjBZUEXsOYQn5Anz+xfvS/e3/yABiAZYARwEpASYCVQThBcsJAw6vD8QOhgynCksJRghPCDQJVwtRDMIMCw6bDn8NTAtHCLsF3gQNB50L8A9EFFwXBhh9FGUPfwqkBlUGJwUpAU/+Ifxa+3X7OPuw/K3+ugHcAyMDqQItA9MCagAv/cT5cPRx8ZDuRexy7HbqsetX6P/iyeN25BjmwuQK5azo7uXI45TjNuK74vXkZuW34oDgmd523V/ccNuR2y7eGt8l4u/mi+nA6xvunvJs9MX17/d0+B35hvlo+AD5Avq/+Hf5t/1iAwoJvw27EhUXgBzYHiUfMiAPIOQhQiI7JKwmMyiVKloplSacI20gqh1NGrcY1xfiFfoUSxH7Da4LsAVKAUf9j/wn/l79SP5r/UX93/5f/0ABPwMZB0kMKA8NEL8NKgtkCbkGNwZ+BhcIkQkSCV4KuQsjC9cJkAeTBQ8FNgbnCZ8NKRG5FEcWqBQ0EAQLuQU7At4AVf78+ov4X/fh+Hn5u/o6/twBDAVOBbgD5AKkAjgAIPy++MH1OfI177Lrierd6H3odujr4sbiYeTh5S7lbuL647rj/uHy4efgdeA54+7jJuNm3xjdydvk2rjbWduV3knfUuDL4+Pmeuql7Gfw0POw9An2Kfgr+PH3LvfP90j6rfoU/HL+6QJkCDkM8hEDF1gbDCCLIU0i6iJ1Ixkk4yPPJQEo0CmjKtknmiSkIPMd+RubGmAbxBndGKQWdRFwDmUJAgRSAL/8Xv1G/cL8E/3U+2P8Nf0y/1YBugMKCfMMtA4XD70M2AqRCX4H8QanB3cIwgiwCDQJeAlhCcoIqgd+BkUGvgg1DIIQ3xN3FS4VmhHVCysFQgBl/hf+Zvzr+q75+Pk6+3f7dPwa/gwBQAMGA+QAhP/E/lv8rPjj9ALx4e5c7BHrVOqm6A3qouXg4rPjzONp5cTituJn5GniDuIU4r/ggOJP4//hu99U3cfbutrc29nci9683x3fEOIY5m3pL+zB7oHztfV59s/4wfhj+K/4MfhX+R/6tPtY/gMCtQfWC+AQJxaFGbkeFCLMI2gl9iQGJfYjoSTaJ10oGymZJ1ckySFMH9UdExzKHK8c3hqaGS4VhxBhDeQH7gPLALD/GQDz/Sz+//1X/Sn+2/9rAngEVQinDCkPkRBXD58MeAomCDkH0wdDCKUHngYFByQI7AgNCVAJlAdWBwIJOwoTDjwRzxMPFeQSYw7LCFED9f8Q/q784vvR+kf6QPrH+mj7/Pwv/ycAcAB3/yr/4P8F/4P80fia9IrwSe2x6n/qf+n46aHoTuOU48nj3OO24nfgUeMI4zXiB+MP4y3lYeaD5Zzixt9s3t/c2NvS283cEt+33wzhieQ36G3rEe568pz1O/eY+d/6tvqq+mP5sfhf+Xf50PpS/oMD+ghhDtYTBRhgHIggFiLkIkcjJiQUJLskeSd/KAcp1CieJrIj+iDLHk4cRRrEGpMZWBeuFWcRmA5RCugDagDQ/bn8dvsh+hz7h/t4/Ab+eP+IAWcECAmNDIwOcQ+oDYAKIAh+BisG+waDByMHlgbmB10J/AhPCC4GQASMBJcF1AiyDFYQSBNqE/oPgwr0BAkBDP8u/Kv5Pfl3+L33n/dp+Mz6k/2f/2EAgADg/+X/h/+o/MT4G/UU8fftV+tz6szpgOif6X7kGOJV5M/jnONX4Hfg/OEP4UziKePJ40zm3ebp5HnhB9/c3Q/dhNz025re3eBG4fvjPedL6lHt4PDv9Aj3X/lR+0P6vfni+Hv4jflR+hv7f/34AiwIgw13EmEX/htHIHMjOSSGJM4lgSYTJTsmSSiiKBApvCfzJGoiECALHkIbFRoRGucXrhWnElwPbgyrBgUCOf9K/Df71vmc+WL6Q/tL/Z3/LAHkAn0G0gr9DY8PZQ9aDA4KowcfBp4GhwabBhoGcQanCM4JEQlhCE8G1wRaBYEHgQvkDrMRQBM9EiwOCwi2Akb/f/xp+e33z/ej95H4IPl3+sb8gv7z/84A1v8z/n/+k/3Z+uD2d/JE763sUeqI6SLoN+nL5/LiJuSO5Lrk6+IZ4UrjduOz4zDkTuSs5fnnJOdE42ngoN4w3dPcCN0g3vrhb+I64zDl4+ZN6iDuGvNn9oj4BPv2+/j6k/vS+qz71vwo/XH+GwLUB4sMjBECFwUcjx+FI4MlAycwKKYp/SiaJ+8paitOLHwrvSisJggkJSHeHiwc1xu4GrcX0BROEV8OjgoTBscCdQCp/ln9yftM/Fz8ovxv/h4AeQILBSQI0wvzDvgP7A6hDMEKzwgJCCQIAAcwBgsGXwbhB78I7AgnCOUF8ATtBAEHVgsHDjkQZhFYD9gKZgTP/t769/dk9tL1KvZs9w34ivjl+Wj7ev0i/mD+6f0o/ev8aftJ+Gr0pu/26+roD+ez5vjmUOjM4v3gkuIh4XbgkN3Q3m3hPeBc4DPgzeCG5MfkJeLJ30He3tyj23PaItq03Evg2uAC4tXktecm7IXwlPPQ9V/4kvos+rD4T/ka+WD5svqd++P9nQL8BuYKRhDIFfgZPB6nIZkjdSVZJmUnyiaAJ2IqPys4KwEqLSdCJF0iCiA0HT8b2BkGFxUUshF5DqULiAgqBJwBxwBW/1D+Iv5m/x7/Qf+zAMcBKATrBscJ+QyqDuMOXg2gC84KiAlzCb0JzQlsCe8IDQnZCTgKNQngBvYEQgXsBjYKyg0TEHURhBFPDhEJ7wLn/hf9S/r2+ND3RPce+Jj4Mfmm+pr80/38/R/+zvzz+iX6qvjz9bLxUO1o6uXnlObx5aLm++Sb4CPiNOHg3g3dy9uG35jgit9T4JLhTuRE53HkxOBU3/fd+9xy2nzZ29tU3oXfn9+M4djkUeiI7Mfvu/In9lv58Ppx+Rz4BPnz+D35T/o6+57/gAUkCyIQcRTiGD8dAyLJJOQl5ybFJwIoHycMKJMppim0KQsoWyRnIUEg2h5NHe4apxhTFoMTABF0Dc8JjQUaAiEAZP6v/K/73/wn/qL+mv/1AJ4C1gRaB9MJ/gsNDTINJgx5CvgJGQq9CXUJbgihB3EITArTC88KBAkzBx0GSAYHB8QJuQ3dEA8SeBG3DZUI/wNVAPf8VPl39/f2TfcF95H26/cP+mj73fvU++z7gfu++hn5SvY184HviOwj6eflgeVH5oHmueIM4fDiJOE734Ldft4C4lbi6+KJ40jkeucE58bk6+F539Pet9yX24Pbvty03kbgpuFa40bnV+sU71zyOfTr97/6gvqS+W35Zvpu+0382Pyt/jMDiglADn8RHhaIGoQe0SHRIkskKiZ8JncmHia0JyIq+yqNKnkoZSXUIrsggx7yG0oZWRdLFMMR7g4/C/0HwQN3ACL+p/yv/FP8SPyS/Jb8IP7w/uP/YgKTBegIlgoJCwcLawrdCI8IvQhgCDgI+QYVB7kI5AlMCuAI+AaSBUcEmgR8B/EKVA7YEBoREw8lC9wFSQGZ/cL56PYT9dD1xPba9hj3Yfhd+r/6/Pnb+QT6R/rK+Vv3mPTw8FftxOkW5uDjkOQP5vDkCOEb4b3hUt9+3PrZ9NvD3lnf2N6v38PhS+Sc4w/hgd6f3RrdptsX24Hattx53hTgJOGo4kbnZOtZ7u/wefPK91f68fkr+Un54fqu+4b8A/4ZAYcGYAx3EEEUHhn5HHAgfCOrJCsmuicVKMEn4yftKSYstSxrLO8qpihvJ0wmwyMEIJYcIRq1FnUTwRDzDBAJ1ARtAQ//v/0Z/TH9Xv7a/tf/VQG8AvwErwcoCgAMFA0vDQoMHwqlCMUIrwheCEwIYQjuCc4LYw3zDdUMLQsHCsAJEAsQDj4R7RNtFZUVQROADjsJEgXWAWD+sPvR+qz73Psa+5f6ifuC/CH8gPtg+/37dPxU+3T4nPXX8kTv/ep65+LloOa659nl1uJV4wbjZOBv3SjcGd+o4TLiq+Ea4irk1OWw45Dgfd193AzdQttn2mvaUt1g30XgGeEj42rnZuvp7vvwffOU94b6aPqW+mr78vz8/Yb+bf+hAYcGHgy+EM4UfBlgHRMhRCTOJYInaCnDKaApwSoSLKQt+C1YLC0qsSchJtsj3x9PHAcalRdRFHkRqg5iCw0I1wQDAkkAZf/u/q/+uf7V/kX/cQAxAmQE9gavCYEL9QznDNELmgqsCaYJegnqCPgIpAluCl0LwAtZC9UJhAicB/MHvQn4DCYQpBGfEncSxhDeDQ4K3QYIBFUAnv3q+zv7ofrf+Xn6bPsW/PH8N/2I/ar9i/y3+gP4u/Uc8wLwVO0y60vqs+rz6k3oPOU+5Tfj4d8r3Z3bmN3d3lzfZN+a4O/iiOIV4Qjfvd193b7c+dtV26Lcbd5c4OzhSOOr5c7oHOwM75XxrPP39rD5Ifvy+/n82/0a/xUBywLTBaoK0xAnFV8YOxy9H00jvSVtJ7oo4Sl8KsYqXSw3LQUt2izkKwoq2CcZJgQkcSHKHsEb8Be5EyMQpAwBCWAFpgKeAMn+Uv1l/Ar9Of1A/Vz+Xv8sATUDdQWkB2AJcwpwCp4JywdqBvoF9QW3Bo0HUAjGCboLEw38DI8LAQpXCVkJGgpEDEgPahGWEk8SVRA/DU4JawXqAZz+B/yg+mX6lPrt+n37PPxy/Y7+Z/6I/YT8Mvv5+cH37fTI8TnuBuvI6IbnA+eN5pXky+Ja4kbg493k2z3b6Nx73inf095T4OLge98O3pvb4trk2nraQNtD3HreSuD34XXj+ORk55boXesL7v7vivN49p74+vqD/AT+tv/hAFYC3wQyCAMNjRFxFTEZrRvpHpQifyWkJ8coxClYKxYs9yyOLX8t0C3GLDAr0SnCJ2AlZyKfHz0cmxh3FUoSaA/WC3AIigU2AxwBcv+//v/+j//Z/9AAQAKMA1cFNAdVCe4KvguoCygKUwhiBk0FgwW3BpkHWQg4CYQJXAmiCDwHOwb9BYgG5Qf7CakMEg8eEAsQRw/YDOUJBAfSAzIARf2R+2T6T/rU+o77Cv1h/g//7P4Y/tz8+voR+fX2PfQh8fztO+sv6Tfofegl6BrmXeTn4izg/NxR2hbZE9ot26PbBN2h3jbfEN/D3cHbitrC2WPZ3NlB2hrbEN1c3tbfm+IH5TPnwekU7D3vwPLn9Mn2WviD+Z76dvsl/F39jP9VA08IqQxDEbwVtRlGHWAg/SLvJOEmTijcKPwoHirTKnIqICpUKdknVCYsJQcjGCBwHeAaXxeVEzgQDQ3iCYoGtQO2AUwANP+O/iL+nv4P/0L/BwDoAD4CYgRmBqkHlAisCBYIDQfoBWEFwwXLBgQIdghYCE4IgQg3CB0HXQZXBiwHcgj+CagLeg2bDpkOjQ2rC9gJrgc6BX0Cz/8X/qX8X/s++xH8Dv0d/pT+F/63/Ov6P/ml9/X1BfTA8fHuSOyv6QTonufw5pPltOQE5O3h7N4B3Dnamtnb2WvZMdrr2izbn9us2trZuti22JXYyNiD2HzZo9vh3JHeCuD/4U7k8uZI6e/r5+788aH0kfaF+Hf65vsS/e79rP/PAuQGMgugDiASuBVMGY0cZx+gIbYjISasJz4ocSgxKAEoyCdmJ8km1SXRJPEi7B9eHOQY0BWTEpkPzwy3CcQGKwQuAo4AYf9Q/rX9uv39/Z3+jP99AJEBBAPBBHgGogcLCKQHrwaJBdsE0ASoBfgGGAiXCPwIWgkzCU0IwQbOBQ8GhQc5Cf4KsgwXDpsOFA7tDBwLAAmeBgQEPgGq/o/8RPsR+6775fxD/hb/I/95/j/9ivuR+Xb3WfXs8jbwmO1M68bp0Oge6ATn++Ug5TnjiuD63a3cvdwb3TXdbd033kne2t2H3ODaqtlD2dDZTNrV2uzbx9073wXho+Jk5CHmX+hx6mnsKu8h8in1vPfU+cb6Qvyx/bb+PwDqAr8G7grMDoASAxaCGfccoB+TIZwjnSUOJ0koyiinKEUoBSi5J/wmGSZeJQ8ktyEJHz8cORn5FdgStQ+yDN4JAQeXBJMCRgFAAFX/lf5Y/vP+6P8RASECvQOkBRYH9wdUCBkIagcCB54GZwYBByUIKAloCUQJKAkHCYkI1QeXB+wHzAjYCQwLTgyMDW4OUA50DSIMcwqHCDsGtANTAYv/G/4h/eD8JP3q/Y3+sf4H/gL9ufs2+o74gvZx9BLyne9R7WLrEOr/6OPniOZF5aHjteEK4NTed9773ZfdUd1F3Yvdr91h3Wzczdsv24vb5ttL3E7dpt4l4Hrh+eIe5BDmCuhV6qnsQe/d8X70CvcJ+aH6wfvg/Nf9W/9/AXkElwcFC5YO/RFPFXYYGBtXHa0fkiFFI7oksCUmJh4myiVAJX4kniPqIvQhbCBjHuUbShlnFl0TYxCvDRcLpgiPBtoEdgNSApEBCAHfAC0B0AF7AkQDaAT8BYUHiggxCXIJDgloCBgIMgjjCCUKTQu9C6ULbwtXC98KQAofCpcKWAs8DEINNg4eD1wPMA+FDmMN9Qs3Cj8ICwYIBCAClwBH/7v+sf7y/mL/gf9e/6T+mv0A/E36lfjy9iv15PLZ8DTvF+7o7Gvr6emz6FLnd+WM40TiCeLJ4SPhUOAD4PffzN9D31/ea90j3bDd1t1q3l3feOD34VHjV+Ss5bDnYekp6znta++r8Qz0RPbp94P5tPqe+3/8vf1D/24B7QO4BggKYw3LEP8T0xYQGWQbiB1AH44gnyH+IeIhmSEQIXgg3B9wH7Ae0B2KHM4aiRgaFm8TiBDkDXMLbgmKB9YFTgQkA3IC9QEPApQCTgMTBLwEcwVLBnYHRgj5CGwJRAnkCGMIRQicCL8JEQvICyAMDgy5C1sL/wrlCkoLIAwPDfUNfw7gDhQP/A6pDvoN5QxMC5AJ0QfhBe0DagIqAW4AKgA5AHAAbAAlAGv/cf52/R38mPoL+aP3I/YK9C/y2PDM727uKe0m7DHrBOpY6NvmIebO5RDlKeSK40njA+O54ijikOFv4ajhFeJ+4tjiaeNg5D3lSOaR5wjpsOpv7G7uifDC8u709vah+O75/vrX+5j8S/0q/qb/2gFoBEMHSgpoDZ4QMxNUFW8XWRkXG2cccB00Hl8eQB7gHT4d0hyDHCgcqBvwGroZ+hfzFZcTGxGvDm4MeQq3CAQHbgUhBBwDTwIKAlgCtwJmAyUEsARvBT4GIQfUBxcIBgjBBxsHmQZoBpwGUQcbCLgI4wjZCMsIvgimCMYINgm2CToKowrmCggLDAvHClsKugnBCKMHJAZjBKcCEgHQ/+v+V/4W/hT+HP4F/sT9Jv1y/NP7vfp5+Rv4xfZT9ZfzSPIx8ebvm+5m7V7sPesR6uvo3udo58zmBuY45dfkiuRB5Afkl+N741XjluOy4/DjN+TX5Lnliuaj583oHupo6yTtCu8L8f3yCfWo9t/3Evnj+a36gftg/Jv9Yv+NAd8DcAYdCe8LuA4dEWoTUBXtFiAY9BjRGWsaoBqSGpoakRp5GkUa6hmEGcwYtRfyFc4TYxHmDtAM4QpICe8HpAZdBT4EVgO0AnICiwL2AncDIgS5BEYFBAaiBgEHJwftBmYG3AWIBZcF3QVXBrMG2gYEB/UG9wb5BhUHhwcCCGsIqQjUCPYI/gj9CPYItwgmCCkH0wU7BIUC3gCB/4P+4/2R/Wn9c/15/X79Zv1J/R79nfzF+676T/m79xv2kPRj80PyLvEh8AvvCu4X7VPss+s968HqHepD6Yro7udt5wPnnuY65ubl2eXz5UHmlOYY58HnlOiN6ajq6Os57dHuevAX8qrzOPW49tf3qvhI+cP5Yfo7+1f8tv2A/3IBmgPlBS4IdAqtDM8OpBAYEjwTQxQWFc8VXxawFukWCBf8FvIW5xa1Fi0WTBXxExwSKBAVDhgMZAr2CMYHzAbmBQAFNgSyA3ADYwOoA/cDOQRtBJwE/ARYBbcF9wX1Ba8FSwUSBegE7AQmBYkF8QUpBkEGNgYuBlEGkgYDB2gHqgfDB7gHmgdvBxsHnQb8BS4FMATYAn4BKwAQ/2L+0f2e/ZT9kf3C/fD9Lv44/gz+rv36/Bb81/p0+TX4Dfce9k71c/Sv89ry9vEl8VPwqO8J71Lum+3k7Crsf+v76nnqAOqN6SnpA+kO6TjpkOkN6qrqXOs87Gbtnu74727x5PI89HL1mvaP92T4DvmX+Rv6tfp8+2n8fP3R/mQAHQIFBP8F+QfkCb8LdA3lDhcQCxHzEbQSThPGEw0UUhSQFLcUuRR7FPgTKRMGEpkQ/A5NDYkL5wmDCGsHfQa5BQwFeQQaBNoDugOxA+YDGARDBG8EoATWBAoFMwUlBfkErwRcBBsEAAQaBFEEgASnBKIEhwR3BG0EjQTaBDcFmgXuBRQGDwbMBV8F1wQlBFUDagJWAU4AQf9W/rL9UP0u/S/9Yf2e/d79CP4R/uX9fP3T/Pr77/q0+ZH4mvfN9h32dPW89AX0PfOC8uzxYPHW8ETwpO/z7kXunO0D7YXsIOze67Lro+vD6wzsg+wQ7aHtSe4f7xbwIvFX8qTz2vQR9k33a/he+RL6pfoU+3z74ftj/Br99v0e/2UA2QF9A0AFGAcGCegKpwwsDn0PpxCTEWoSExOSE94TEBQsFD0URBQaFMsTOhNcEjYR+Q+pDk4NBgzXCtYJ7wghCG8H0gZpBhoG6gXcBdwF6AX9BQ4GIQZEBmsGjwaLBnUGPAb1BbQFewVVBTUFHAUCBeQEzQTRBNsE/QQsBWQFjgWZBYkFSAXuBGkEtQPiAgQCGgEyAFz/kf7k/Wz9Lv0X/Sr9Vv2A/aT9rv2S/U394PxI/I77rvq8+dr4D/hf98f2RPa89Sj1ivTi80Xzt/Ig8pHxAfFU8LPvJe+Y7iLuvO147VXtVO2A7dHtNe6R7gfvju838BfxDvIf8z70YfWA9o33j/hl+Rr6rPoY+3v74PtQ/OL8qP2Z/rb/6wBUAtADWwX/BqMIQAq3Cw0NOA5DDyAQ2xBqEcURBBIuEkoSSxIrEt4RehHmEA8QJA8fDhwNGgwkC1wKqQkYCY0IHwi9B2gHPAcRB/sG9Ab1BvMG9AYABwgHGAcXB/8GzAaCBiQGvgVeBQMFvQSFBFMEQQRHBGYEmATGBO8ECwUCBdwElQQTBIEDywIBAjoBcgC8/wb/av7k/YD9Rf0x/UH9V/14/YP9bv1K/QT9nPwa/IP73Pod+mD5t/gg+KX3PffV9mH24vVW9cf0NPSU8/PyUvKz8R/xivAQ8KvvVe8k7wrvEu89733v0O8o8Ibw+PB58Sfy9fLG87X0ovWS9nj3RvgH+ab5L/qP+un6S/vF+1f8Af3c/dD+4P8IAV4CxgMyBbMGFQhgCZsKuAu4DJINTw7ZDkIPjA/CD+oP7Q/fD60PRQ+0DgcOLg1IDGsLjwrMCSIJmggwCNcHmgdmBzQHEwf3BtgG0AbFBrYGpwaZBpMGjwaJBmoGQgYMBscFewU1BQMFyQScBHgEVgREBE8EVgRcBHYEeARdBCsE2QNqA+wCYQLIASQBgQDv/2f/6f54/iz++v3j/er98P38/fj95P28/W/9//x6/Oz7Rvue+vv5b/n6+In4Lvjc93z3Hvew9j72yPU79az0DvR08+fyUPLa8YHxM/ED8ejw5vAF8ULxjPHh8UPyqPIj87rzWvQT9ef1uvaW91z4Efm1+Tv6s/oU+3j77Ptq/AP9sf2C/nn/gACsAewCQwSgBfEGOAhoCXcKdwtYDBQNwQ1GDr4ODg9SD4IPhQ+LD2APAw+CDt0NKA1yDLwLEQt5Cu8JfwkgCcYIgwhKCA8I3QevB4sHcAdRBywHDQfrBssGqgaGBmIGMQb+BccFkwVaBSMF8gTBBJgEdgRdBFIEWQRYBFEEQAQVBM4DbgMHA44CEwKFAfcAfAAOAKf/Tv8F/8D+lP5m/kv+Sv5A/jL+EP7Y/Yz9JP2s/Bz8hPvz+l361PlX+eT4f/gq+NX3dPcK96j2PPa19Sv1m/QD9Gnz4PJj8vLxn/FY8SnxFPEQ8S7xYvGm8fbxUfLD8kfz4vOP9FT1Jfb49sT3hPg1+dD5VvrL+jn7svs+/Nn8i/1X/kL/QgBPAW4CqQP2BEEGkQfKCOYJ6grMC50MVA34DYUO8w5ND4YPmg+dD3sPLQ+6DhwOdA3NDB0MewvgClQK1wlcCfsIrghuCD4IFwjxB8sHpweEB1oHMQcQB/QG2ga3BpAGaAYxBv0FyAWUBWUFNAUYBf0E6gTXBMkEwwS3BKYEhgRZBBEEsgNPA90CZALuAXoBFAHCAHgANgD//77/hP9K/w3/4f6z/n/+NP7m/Yj9Ff2S/AH8ePvk+lr60/lX+eX4ffgb+Lv3Vvfm9nz2BfaE9f70b/To82Hz2vJi8vLxk/FF8Qrx6vDe8PDwG/FQ8Zrx8vFT8svyWPP286P0V/US9sj2dfcU+KL4J/mb+Qr6i/oj+8/7jvxm/VD+Qv9DAFMBYQKKA78E8wUgBzsIPwkmCgELwAtlDPMMZA20DeYN9w3jDcENhw0nDbIMOgy3CzMLvQpGCtgJbwkPCboIbggwCOoHsAeBB2IHPwcXB/wG1QatBpQGewZeBkMGGgbzBcwFmwVyBVQFMwUeBQkF7QTUBLkEmAR7BF0ENQT9A8IDfAMoA9sChgI6AuwBoAFkASQB8ADBAIsAVAAYAN7/nP9Y/xH/wP5u/g7+qv03/cL8R/y/+zr7vPpF+tD5Yfn1+IT4B/iV9xz3nPYd9pn1F/WO9BH0kvMW86PyRfL48bHxg/Fi8VjxafGD8a/x7PE28pPyDvOe8zL04PSS9UX28PaV9yr4tfg8+b75RfrR+m77D/zK/JX9b/5Y/04AVQFkAoEDmQSrBa8GoQd7CDgJ2QloCt4KQAuLC7QLxwvNC7wLmgtfCxALugpVCuUJdwkQCasITgj5B6wHZQcpB+8GuAaJBmAGNQYTBvcF2gXFBbIFoQWRBYYFdgVfBUgFMgUWBfoE1wS8BJ4EdwRXBDsEIQQFBOsDzQOlA3oDQgMBA7oCZgIYAs0BhwFCAQIBxACJAE0ABwDL/5H/Sf/+/rz+cv4Z/sH9av0E/Zr8N/zH+1P74vpw+gD6kfkp+bv4RvjX91/35PZk9t71V/XO9E/0xvNG89fyaPII8rvxgvFY8UfxRvFa8YLxtvH38ULyrfIi86HzMPTP9G71Efau9jz3yvdM+Mr4U/nk+Xz6HPvN+5H8Xv09/ir/JgAlATYCQwNGBEMFKwYEB8YHdggMCYkJ8wlICokKtgrRCtoKyAqrCnsKNwrxCZ0JSQnyCKEIWAgGCLEHYwckB+oGrAZ8Bk0GIwb9BeIF0wW/BbgFrgWnBZwFlAWIBXYFYQVHBSwFBgXmBLcEiARgBDUEFATxA88DrwOHA14DKQPsAq4CZQIjAuYBqAFpATAB+wDEAIoATAANAMX/eP8w/+b+mP5P/gH+tP1k/Qr9t/xi/AP8nvsy+776R/ra+Wr59vh/+AD4fPf19mH21fVP9bv0PPS+8zzz0/Jv8hzy1PGc8XbxZPFn8XLxk/HG8RHyavLQ8kvz0PNZ9O30g/UO9p/2Lvey9zH4rPg2+cL5X/oR+837nfx2/WD+Tv9OAFEBVAJUA0wELwUABskGdAcSCJkIEwl1CcIJ/QkjCjoKOwo2ChwK/AnHCYgJTgkICcAIewg5CPQHqwdpBzAHAgfSBqcGjwZ0Bl8GWgZRBk8GWAZfBmUGYwZcBlQGRwYyBhcG9AXWBbcFjQViBToFGAX5BNgEvQSZBHUETQQQBNcDmANjAzAD/QLOApcCZAIzAvYBtAF2ATsB8QClAGQAGgDT/4n/Sf8H/7z+dP4m/tH9ev0d/bv8U/zp+3/7CfuN+hL6i/n6+Gr40vc996X2FPaD9fv0gPQL9KrzT/ME88vyovKH8oDylfKz8uPyJvN089XzPfSw9CX1lvUI9nb28PZd98r3Ofiw+Df5wflg+gv7x/uN/GH9Rv4z/yAAGAEPAvgC2wOuBHUFHwa2Bj4HtwcSCF4ImQjFCN8I7Qj1COoI2Ai4CJYIZggwCPcHvAeAB0IHAgfCBoAGUAYrBvkF1gW7BasFoAWhBacFqgWyBbkFugW3Ba4FoQWKBXMFVAUrBQcF2ASuBIYEYAQ8BBoE+gPXA7YDlgNtA0EDFgPoAsQCnAJoAkACEALdAaUBZQEpAeYApwBmACQA5P+p/3H/O/8E/8z+mf5c/h/+0f19/Sr9xfxh/Pr7jfsP+5H6Dfp3+eX4UPi69yL3k/YH9nz1//SN9CH0wvNz8zbzB/Pp8t/y6vIJ8zXzbvOx8wr0avTJ9C31jPXz9VX2s/YR93n32vdL+Mz4T/no+Yr6SPsT/Or8zv2x/qr/ogCQAYECWwMqBO4EoQVGBscGPwehB+4HLAhWCHoIjAiRCJEIgAhpCFIINQgUCPEHxweUB2QHLgf6BscGlwZsBkUGJQYIBvcF5gXbBdcF0gXUBdUFzwXGBbsFqgWZBYUFXwU3BRgF7QTCBJsEdARRBCgE/wPXA68DhgNlAz4DFAPoArkCigJVAiIC7QG0AXoBOAHzALMAaAAoAOH/pP90/0D/Cv/g/rv+g/5U/hn+2P2M/Tr94Px1/An8j/sP+5T6Dvp/+ff4ZPjX90/3xvZC9sP1T/XZ9HH0EvS683rzR/MZ8wDz+PL/8hzzP/N787zzCfRh9LP0EvVn9cf1LPaM9vP2Yvfd91f44Ph2+Rn6zfqI+1r8MP0G/uf+x/+vAIwBXAIlA98DiQQmBbkFMAaYBvkGPQd5B6sHxAfkB/sHBwgECPcH6wfTB70Hngd/B1YHLwcBB8oGpAZ2BlIGNAYcBhMGFwYOBggGEgYXBhgGGQYcBhcGCQb2BeAFwwWfBXMFSwUoBQEF1QS5BJMEbgRXBDIEDgToA8QDqAOBA1MDIgPyArkCdwI7AuwBpAFcARUB0ACMAEwACwDS/5r/bf9E/xf/6P6+/ob+Qf7v/ZT9Ov3U/F/88/t9+/z6fvr2+Wn54Phd+NL3SPfK9kj2yPVN9dr0cPQG9LLzbfM38w3z+PLq8uvy+PIT80XzcfOv8+zzMvSE9ND0H/V39df1Nfah9hj3lfcj+MP4afkg+tz6pft3/EH9Hf73/sn/kQBbARoCugJQA+ADVgTCBCQFbwWxBeEFCgYwBkYGVQZbBlsGWgZSBkYGNwYbBgQG5wXPBbAFkAV2BWMFUwVKBVEFXwVuBXoFmQWwBcAFzwXdBeQF6gXjBdgFxgWtBZEFdwVfBTgFHAUEBeUEwgSqBIwEdQRWBDoEFATqA8cDkANhAyYD7wK0AmkCLwLzAawBbwEzAfQAxgCXAGkAQgAiAAEA2/+v/3//Qf/5/qn+SP7s/YL9Hv2l/Cv8uvs8+8j6RPrL+U/51PhY+N33bPf89pD2LvbU9YL1O/X89Mn0qvSh9Jn0ovS19M/09fQh9Vb1j/XH9QT2UPaW9uT2QPee9wn4f/gJ+ZX5LfrV+oX7Ovz4/MH9iv5U/xYA2ACTAUEC4QJ3AwYEgwTrBFEFpQXrBSYGWQZ/Bp4GwAbLBtYG4wbqBvUG+AbvBucG1Qa3BqAGigZ3BnQGcgZqBngGhQabBq8G0wbuBgAHIQcvB0YHTAdKB0IHMwceBw0H7wbNBq8GiQZkBkYGMAYIBugFyQWqBYYFZwU7BRMF7ASqBHQELwTuA6QDVgMYA9UClwJVAiIC8wHGAaUBiAFnAUUBJAH4AMMAhQBEAPv/rP9O/+7+if4e/rf9Qf3W/Gj87Pt9+wP7hfoQ+pL5HPmt+Dn40Pdq9xf3yfaO9ln2MPYb9v31/PX79Qv2I/ZA9mL2kfbA9vP2Ofd698j3G/h8+OP4UPnQ+Ur62Pp3+xv80fx9/Tn+//69/4sAQwH4AbACVwPvA3kE/gRsBdQFLAZ2BroG8QYgB1IHeAeYB7IHxwfXB9sH3wfYB80HvwewB6EHkQeBB3cHfAd+B4UHmQeuB8UH4Af3BxUILghECFkIZAhfCFsIUAhACDIIFAj/B+UHxwefB3UHUQcmBwgH6wbGBqYGgwZaBiIG4gWuBWIFCgW7BG0EGQTLA3oDPgP5ArcChQJFAiYC/wHNAaMBdwFAAQoB0wCNADsA6/+a/0P/5v6L/if+tv1J/dj8bPz7+4v7FfuY+ib6svk4+cv4afgM+LT3bPck9+H2qfaJ9m72WPZn9mv2cvaC9p/2wfbh9hH3Sfd998T3Fvhm+Mf4KvmP+QD6ivoT+6f7V/z+/LH9av4i/9L/hAAyAdYBdwIQA6EDGwSZBP0EYQW8Bf8FRwZ+BqkGzgb6BhQHLwdMB2QHawduB30HdAdwB2oHWQdTB1EHVQdlB3QHlQeuB8wH7QcFCCQIMwhNCG4IgwiNCJMIkQiOCIMIbQhfCE4IMwgSCPgH3we2B5oHggdpB0cHKQf/Bs4GnQZXBhMGzgWLBTwF7wSgBGEEJwTdA5gDYgMmA/kCzQKiAoECVQIgAtsBpQFgARMBygB3ACQA0/9w/wr/rf5K/ub9bv37/I78E/yc+yn7rfo++sr5XPkA+Z/4WfgC+Mn3mfdh90H3HPcG9/D24vbg9u32/fYQ9zD3VfeC97n3+fdI+J/45fhN+bn5Jvqf+hz7pPtA/OT8gf0w/tD+d/8bALAASQHaAVsC0QI5A5cD9QNQBJ8E3wQNBTcFYgWIBbIFzgXlBfcFCAYOBhAGFgYKBv8F+wXxBfgFAAYRBjAGSAZtBoEGpQbIBuQGBwcmB0IHVgdpB3gHeAd8B3wHdAdwB18HVwdGBzoHIQcMB/cG4QbYBrkGlwZ4BlQGJgbqBaoFYAUYBdMEhQQ6BOwDngNUAxMD0QKMAlUCKwL+AcQBjAFPARABzACRAFAAAwC//2j/FP+y/kj+7v2O/Sr9wvxT/Nn7Z/vz+nr6Evqp+Tz50/h3+Bf4yPeB9zz3CPfO9p/2bvZE9hz2EvYL9gX2EvYb9i32SfZo9ov2wvYE90v3l/fm9zn4lPjv+GD51flc+u/6hvsq/Lz8XP3q/XH+/v58//b/bADUADEBiwHdASUCYQKiAtMCCAMzA1kDhQOiA8AD1APnA+wD7QPxA/QD8wP6AwsEJQQ/BE4EbASUBL8E4QQQBS4FTgV5BYoFnwW3BcIF0AXXBeAF4AXbBdMFzQXJBb4FuwWoBZQFkgV+BWoFUQUsBQcF0QSWBFYEDwTDA34DLAPkApYCSgIDArgBegE6Af0AwACOAFgAIgDn/7H/af8r//D+rv50/iD+2P2G/Sr92fx2/BX8q/tH++f6ifos+rb5VPnj+H34KPjQ94T3Offn9qf2a/Yv9vz10vWb9Xz1aPVR9Vf1T/Vm9Wz1ffWj9bz14fUR9kj2gPbQ9iT3dPfI9yj4kfgC+Zb5Jvq/+k77zftb/Nz8Zf3g/V3+xf4x/4//8P9PAJAA5wA8AYEBwgH4ASYCYQKIArUC5QL+AhQDJgMqA0IDWANvA5sDswPSA/MDDwQ4BGEEjgSyBNcEAgUfBUgFZAV8BZoFqgWzBcIF0QXZBeMF6wXwBfEF8wXuBdsFywW6BasFlgVzBVYFKgX8BMcEiwRFBP8DvwNjAxADyQJzAjIC7wGsAXcBPQELAdQAoQBdACIA9/+2/3T/Of8B/7v+aP4d/tL9hP0y/d38hPwm/M/7ZvsG+676Qfrn+ZT5Nvnm+J34Tfj997j3dfcx9//21vam9oz2dPZX9lj2T/ZK9lf2VPZl9nn2g/as9uT2Dvc593b3uvcB+FD4qPgQ+ZD5E/p5+vL6bPvo+2H8z/xD/aH9Ef5q/tf+Q/+E/8n/DABjAKcA9gA6AXoBrQHXAQ4CMAJgAnQCmALCAs0C7gIEAxwDQQNcA4ADqQPSAwUEKQRUBG8EjAS9BOcEDgUjBUcFWgVtBX4FjAWhBa0FsgW+BcEFvAW/BbAFqwWbBYgFgAVvBVYFNwUJBdMEmgRYBB8E4gOPA0kDCgO3AngCQgIFAs4BlwFoATgBCgHWAKYAgwBQABYA5v+r/2f/Mf/z/rj+cv4c/tz9k/1F/fn8pfxW/P37pvtT+/n6qfpf+hf6y/l2+TP59vi7+JH4Wfgc+Pb3z/eu95L3gPd592/3bvdy93f3ffeC9573wPfY9wT4Nfhx+Kv46/gz+YL58/lc+sf6O/uq+xr8jvz1/Er9sP0a/n3+1f4n/4X/1/8nAHsAwwAZAXABsAHnAR4CTQJ6AqMCxwLrAgEDGgM9A18DcwOaA7sD0gPzA/sDFwQxBEgEeASbBLwE3gTzBP8EEAUhBSgFMgVDBVcFYAV1BXIFdQWCBXcFdQVoBWMFXwVTBUMFKAUNBeYEtAR+BDcEAQTWA4sDVAMfA+cCuAKAAlsCLQL+AdgBtgGFAV0BPgEKAdAAnABfACcA7v+t/3H/Of8O/9X+nf5b/hb+2P2T/VT99vyb/E/8C/zP+4f7P/v2+rH6Zvo++h768vnP+ar5ePlI+Sj5Cfn1+Oj44Pja+Mj4xvjZ+OD4/fgS+Sj5TPl5+aT50PkI+lD6q/r5+mD7t/sX/Ij88vxS/av9Gf5y/sv+JP98/9D/MgCSAPYATgGYAfABPAKBArkCAQM5A3MDugPoAxAEOARjBJAEwATvBBIFKQVNBXcFjwWuBcsF7QUDBhMGHwYwBkYGQAZOBmAGdwZ7BncGewZ/BocGiwaABmsGWAZKBkgGOAYiBg4G8wXMBZQFaAU6Bf8ExgSDBE4ECQTBA3cDSAMRA9YCqAJvAkYCFwLuAcgBnwF4AUgBCwHgAKIAbAAyAP3/u/9z/zj/5f6m/mf+Kv7u/aX9Vv0N/bv8Y/wV/M/7l/tZ+wX70vqX+mX6M/oA+s35pfmQ+WX5QPki+f/47Pjy+Nj40fjQ+Mb4zfjP+Ob4A/kS+TT5WfmH+cT57/k8+pH6zfoe+3n70vsb/Hr81fwl/Y798v1O/qb+Cv9q/83/MwCQAPIASQGOAdQBGAJdApYCzAL7AiYDSQNyA6oD1wMABCAERgRdBIQErQTCBNwE7gT4BAsFIwUwBUIFUwVdBWcFdAV7BXwFiQWSBZEFnAWZBZIFnQWdBZEFlAWDBXkFbgVJBTAFGQUDBc8EpQR7BEEEEgTXA6YDeANRAxwD5wK1ApACbAJCAhkC2QG1AYsBTQEfAfEAvACLAEkAAADB/4z/Uv8S/97+oP5h/hj+2v2K/T39A/25/Hj8Nfz4+6v7a/s5+w/73Pqi+nr6T/oZ+u/53Pmz+Yz5c/ld+UH5HvkN+QH5/fgK+Qz5EvkY+SX5O/lW+X/5qPni+Rv6T/qK+sL6Dftb+7D7CfxX/Jn85vxJ/aH9+P1U/sX+Iv9+/9X/KwCJAM4AGgFfAZoBzgEDAjQCYAKIAq8C4wILAzMDVANwA5IDrQPKA/EDBgQPBCYEMwRJBFEEZQR5BIcEkgSUBK0EtAS8BMgEyQTQBMsEvgS2BLgEsASkBJUEgARtBFAENQQrBBAE6QPCA5IDdwNXAysDCQPnArcClAJwAkMCLgIHAtYBsQGGAV8BLwELAecAvACOAFwALwD2/8P/m/9u/y3/8P6//pD+W/4g/uv9uP1w/TX9Af2//I38Wfwn/Or7ufuP+2v7R/sp+w778vrN+pn6c/pL+i/6EPr2+eT5y/m6+bL5uvnA+cj50Pnj+QH6IPpU+oL6svrg+iX7cPut+/L7OPyJ/Nn8Jf14/cf9HP5//s/+Kf95/8b/JwB6AMcADAFPAZUB0wEOAj8CeAKzAu0CFAM+A2gDfAOmA8sD7gMDBBYELwRHBFMEWQRzBIQEkwSjBK4EtgS+BMkE1QTdBNoE0ATTBNcE0ATHBMcEtwSwBKsEmASSBG0EVwRBBBoE+QPXA7UDlANmAz0DHAPoArsCjwJ7AlMCJgIKAtwBpQFzAUcBIQHyAMEAjwBgAC8A7P/D/5L/UP8X/9/+rP53/jn+B/7W/ZT9Wf0p/e/8svx9/Er8Gvzi+7r7lPts+1L7NfsL+9r6svqO+oP6ZPo3+iD6BPro+dP50PnC+b35vvnA+b/5vPnK+eT5Cfod+kD6bvqU+rz66/ou+2r7svv8+0T8pfzw/Db9jv3g/Tb+kv7l/j3/mv/g/ysAhADOAA8BVwGeAd8BIQJkAo8CwwL6AiwDWQN2A5YDuwPaA/YDFAQyBFYEaQR8BI0EnAS0BMkE2gTuBAQFBwUfBSYFJwUuBTMFMQUwBUAFMgUnBRgFDAUFBfQE7wTfBNIEvQSQBHcEaARLBCUEBATmA70DmAN2A00DJwMGA+ACvwKbAnACQAIMAtgBswGHAUwBFAHkALMAaQAxAAkAzf+U/1D/F//h/qD+b/45/gD+w/2P/Vj9JP39/Mj8lfxp/D/8Efzk+7n7lvtv+037LPsZ+/760/q/+qL6lfqB+nH6a/pi+mv6afpt+oH6lPqk+rj60frz+ib7W/uE+7f78fsi/Gb8s/z9/Eb9iv3U/SD+cf63/gD/U/+b/+X/MwB7AMUAFAFMAYYBuwHyATYCZgKaAsMC9QItA0MDYgOMA7ED4AP4AxcEMgRBBGUEegSPBKUEuATJBNYE4wT0BAgFBgURBR4FIQUlBRgFIwUoBScFKwUnBSYFJQUeBQkFCAXrBMsEwgS2BKIEjwR7BFwEQAQlBBEE9gPXA8cDqwN4A10DQAMVA+kCuwKJAkkCFQLpAbYBhAFGAfwAwgCNAFcAGgDp/7X/d/8//wj/1f6f/mn+OP4E/tj9qP19/VL9K/0P/eH8vPyT/Hz8XPw+/Dn8E/zt+9z7yfux+537g/t8+4T7e/to+2n7avt2+5X7pPuz+8T74vsI/Cn8S/x4/K/87/wh/VT9hP24/fT9NP51/rH+9P4o/2f/qv/a/xQAUgCHALIA8gAzAV0BiQGpAdQBAQI4Am4CkgKzAsUC4gIIAywDVQN1A30DlgOoA70D2QPvA/0DAwQdBCkEQwRPBFUEUgReBHAEcASGBIUEfwR5BHgEfwR0BGQEWgRRBEIEPQQoBBgEDwT4A/ADygO5A6UDhQN0A1oDSQMhA/cC0wKoAn4CVQIYAugBuAF/AU8BIwHvALgAfgA5AAYAzP+N/1n/MP/z/rP+hf5S/iD+6/3H/Zr9bf1N/Rb96/zN/J78evxj/DX8E/z+++H7zfuo+4/7gPtu+177XftQ+zL7OPs8+0T7Rvs++0D7Sftf+3v7mPu5+9379vsS/DD8WvyV/MH89Pwi/Ub9ff2v/e/9Iv5U/pf+yP79/jn/aP+S/8v/9f8rAFwAhwC+AN8ADgE5AWIBjgGsAcwB5gEZAj0CVwJ5AoACrgLLAtwC9wIHAyMDQgNdA24DdwN9A48DoQOzA74DzQPcA+UD9APtA+kD7QPvA/YD8gP0A+kD9gMEBPMD4wPbA9wD0gO3A6ADnAOXA4QDXQNAAx0DBQP1As8CoQJuAj0CDQLqAbYBeQFJARoB5ACbAF0AMAD3/8j/k/9f/x7/5f65/nX+Tv4l/u79uf2H/V/9LP0P/eT8tPyY/HP8WPw7/Bz8Avzn+8z7vvui+4j7g/t4+277Zvtf+2D7VftK+1L7Yfto+3H7gfuL+577tvvU++/7Cfwf/Dr8WfyJ/LH80Pz5/CT9Vv15/aH9zv3u/Rb+Xf6M/rL+0v77/ir/XP+R/6z/yv/u/yEAUQB+AKUAuwDXAAUBIAE6AWEBiQGtAbkB0wHjAQkCLAJBAl4CYQJ1ApcCowKvAr8CzgLgAvMC/ALzAgcDEwMPAyoDLgMrAyoDJQMqAyoDPQM5AysDJAMcAw0DAgP8AuQC2wLaAtICrQKIAm0CTAJBAicC+gHVAbcBlgFeASwBAwHZALEAgQBHAB4A6v+4/5j/Uv8h//j+uf6Q/nH+R/4g/vT9w/2e/X79Vv01/SL9B/3p/MT8rfyY/G38Vfw8/DX8K/wZ/BD8Bvz8+9373/vU+8771vvM+9P72/vs++379Pv3++77Cfwl/D38VPx0/IT8jvyl/Mz88/z1/BT9OP1X/XX9mv3G/eD9Av4t/lH+Yv6M/sL+3v73/iT/SP9f/4X/q//N/+b/DgAtAE4AdAB+AIsAsADdAPoACwEmAU8BYAF1AXwBlQG1AccB2wHxAQcCEwIrAi0CPQJZAmcCbgJ9ApkCoAKcArECuQK1ArUCxALRAsYCyALOAtECxQK5Aq4CnwKMAnwCagJQAkMCNAIaAv4B2wG0AZUBbAFMASoBBQHfAK8AgwBXAC4A///b/7L/hv9r/1H/K//8/sf+of6L/mr+UP45/hT+Av7r/dL9x/2j/Xr9b/1m/V79VP1C/Tr9L/0o/Rj9F/0d/RL9/fwI/RH9B/0H/fL8+/wA/Qr9Fv0n/S79HP02/VD9Yv1u/XT9hv2h/bn92/3v/fX9B/4b/jn+XP57/pn+uf7H/un+Cf8m/0b/Y/+M/7H/x//T//X/GwAzAE4AeACOAJ0ApwC2AOIA/QAVASUBLwFfAW0BdgGFAZcBtAHCAdIB5gH6AQ8CEwIVAisCIwIvAkgCUAJZAmwCeQJ4AogChAKFAp0CmgKXAqACmAKOAooCjAKLAoMCeQJmAlECQQIoAg0C+wHjAcQBqgGIAWABTwEqAf4A4gC5AJMAXQAuABEA+f/f/67/hv9e/zD/Df/j/sH+oP6L/nL+RP4p/gP+5f3P/bb9nf2O/Yj9df1d/Ub9Sf1B/S79JP0Y/RD9DP0I/Qv9Cf0C/RP9Fv0N/QP9//wD/RL9Kv02/UD9Rf1W/W/9ev1+/YT9mP23/dL95f34/f/9HP4t/kL+Zf58/pH+sP7E/tT++/4M/x7/QP9W/2b/f/+V/7P/y//p//j/CgAlAD4AVgBmAIoAmQCoAL4AzQDaAPMADwEdAS8BQQFOAWIBcAGFAY0BlQGvAb8B1AHsAfsB9AH6AQ0CHQIvAkACRgJSAlcCVwJXAmICZAJVAk8CSAJKAkECNAIvAiYCFAIFAu8BywG2AaoBlwF3AVsBPgEbAQcB4QC9AKsAhABfAEgAIwD+/9v/u/+d/3n/Zf9L/x7/+f7h/tH+r/6S/ob+bP5P/jf+Jf4P/vT97P3W/cb9xP26/a79nf2N/YD9f/12/Wv9Zf1m/Wj9X/1Z/V39YP1e/WP9af1q/Wv9e/2K/Zb9j/2G/ZH9nv2z/dD93f3f/e79BP4a/ir+Q/5b/mH+ef6U/qT+tf7S/uj+9v4Y/y7/Sf9T/2z/if+Z/7X/yv/g/+z//P8VADQASgBjAG8AiQCeALAAxADRAO0A+wAQASUBMQE9AVYBbQGEAaoBqQGrAbwByQHcAfEBBwIPAiICMQI5AlACWgJRAlgCdgJ/Ao4CjgKFAogChAKNAocCiAKKAnkCaQJmAl0CRwI1AiICDwL6AeYByQG2AaoBlAF8AV4BRwEiAQAB5wDMALsAogCCAHMAVgAvABwAEAD0/87/yv+5/5//h/9z/1r/SP88/y7/J/8L/wP///7y/t/+zf7D/qz+pf6Z/pn+lf6S/pP+f/53/m3+av5z/nH+c/50/nL+cf5z/nD+cP58/nz+gv6I/o7+kf6Y/q/+t/69/sP+yP7Z/uX+7v7x/gH/EP8h/zD/P/9O/1H/Zv91/4f/lP+o/77/wv/P/9r/5v8AAA4AEgApADQARwBnAHIAggCUAJ4AsQC5AL4A0wDiAPIADAEdAS0BNQFBAVgBXgFtAYgBjwGRAaQBsQG3AcEBwwHQAeMB4wHlAeMB4gHoAeUB4wHoAekB2wHKAcABvwG9AbABngGOAXoBbQFfAVMBQQEwASEBCAH1AOoAzwC9AK8AlQCHAHcAZQBJADkAJgAdAA0A+P/u/9f/w/+1/6v/lv+I/3v/Yf9f/0z/QP9A/y7/Hf8X/w///P72/u/+5/7Z/tb+2/7T/sv+yv7F/sj+yf7P/tX+yf7E/sv+z/7X/uP+6v7v/vP+/v4K/wX/Df8m/yP/Mf9A/0L/Vf9h/3T/d/+L/6b/r/++/8P/2P/s//n/AwAUAB0AIwA/AEkATQBcAGsAegCGAIUAkACZAKEArQC2AL8AvwDIANwA6wDrAPAA/wAHARoBIgEpAUABRgFGAVQBXgFiAXUBfAF9AYkBmAGgAaQBqwGvAbQBuQG+Ab8BugG9AcQBwwG2AbABsgGpAaEBmQGQAYIBdQFvAWgBWgFQAUEBJQEbARAB+wDlANEAwgCzAJsAjgB6AGAAVQBDADIAIAAPAAEA9P/j/87/xf+3/6H/mf+Q/4z/g/91/27/Y/9X/1b/T/9K/0j/Pv86/zr/NP8y/zr/Mv8q/zT/O/86/0P/Sf9I/0f/Tv9R/1X/Yf9x/3X/d/+B/4f/jf+c/6n/rP+8/8T/zf/V/+P/7//6/wQACAAVACUAMgA+AEoAUwBdAGAAawB5AIsAmACcAJ8ApgCqALIAsgC6AMYAzwDZAOIA5QDoAPQA9AADAQwBFgEiAScBKwExAT8BTAFaAV8BawFvAXwBigGOAZkBoQGsAbUBwAG5Ab0BxwHJAdAB0wHUAdcBzQHMAcMBwQG+AbIBugGsAZ0BjAGBAXoBdQFmAU4BRAE1AR0BEAECAewA3QDJALQAnwCNAHsAaQBbAEgAMQAdAAQA8//i/9T/xv+w/6H/kv+M/3r/bf9i/1z/UP8u/yb/Hv8b/w//Av///vH+7/7j/tf+2P7a/tT+z/7M/sf+vP66/rv+uP6//r/+x/7J/sD+w/7G/s7+1P7b/t/+4/7o/u/+7/74/hD/E/8a/xj/JP8n/yz/Of9C/0z/T/9b/1L/W/9l/2n/bf93/33/hv+O/4v/lv+f/6T/o/+o/6z/u//D/8H/zP/X/9z/4v/t//z/CQAXABwAHwAzADcASABYAF8AcQByAIIAmgCfAKoAswC+AMgAywDbAOkA7QD2AP4A+gD/AAUBAQH9AP8AAAH+APYA9ADvAOIA3ADUAMEAuwCvAJoAngCPAIMAcgBjAFMAQwA7AC0AGAAEAAIA7P/g/9P/yf+1/6X/nP+P/4j/dv9u/1//X/9Q/0T/Q/87/zf/Mv8r/yn/Kf8k/yL/G/8d/xH/Ev8W/xL/Ef8M/wv/C/8G/wv/EP8H/xD/C/8D/xT/F/8R/xj/Iv8l/yD/LP8x/yz/NP87/zz/Qf9P/1H/VP9b/2D/Z/9t/3D/cf96/3//gv+E/4z/j/+Q/5f/mf+Y/6H/qf+k/7L/sP+7/73/tf/C/8D/xf/G/9T/3v/e/+f/7//y//X/BQAJAA0AFgAgADAANgA8AEkAVQBfAGIAbQB3AHsAhwCOAJYAmQCZAJ0ApwCpALEArgCoALEAqQCqAKUAqAClAJkAkwCRAJIAiQCBAHUAagBkAFwASwBHAEEANQAvACYAHAANAAAA/f/z/+X/3//X/8z/v/+9/7n/rf+m/6X/p/+b/5X/jv+K/4f/hf9+/3L/c/9x/3H/af9h/2j/a/9i/1//X/9f/1z/Yf9h/17/ZP9l/2n/av9s/3H/eP9+/4T/jP+Z/53/nv+l/7D/tP+2/8T/y//S/9P/3//l/+b/8v/7//7/+/8FAAkACQAMABAADwALAAkADQAOAAYAEgAPAAcABgAHAAgAAgD9//7/AAD8//r//P8EAAAABQAEAAgADAAHABIADgATABkAIAAnACoAMAAyADQAOwBBAEUAUQBbAF0AYwBlAGMAawBkAGwAdQBvAHIAbwBsAGoAaABbAGEAZABbAFMATwBLAD4APAA0ADAAIgAYABAACgADAO7/7f/t/+T/2v/U/8b/wf+6/6v/q/+m/6D/nf+S/4T/fv97/3X/fv93/3D/av9k/2X/Yv9d/1X/Wf9P/03/Uv9N/0v/Sf9K/1H/T/9S/1f/Vv9Z/1f/XP9e/2X/b/98/37/ff+J/5P/nf+m/6z/r/+0/73/yP/K/8//4P/n/+//9v/4//v//f8LAAwAFQAXABgAJQAdAB0AHQAiACEAIQAiACUAKgAmACYAHwAdAB8AHgAWABUAGQAZABgAGwAhACMAKAAtAC0ALwA4ADoAPQBEAEcATgBXAGAAZgBsAHkAeACBAJIAlgCUAJEAlQCgAKoAqwCzALQAuQC0ALQAvAC/AMEAuQC5ALUAtwC4ALUArgCsAKgAoACoAJ8AkgCPAJAAkgCPAIgAgAB6AHQAcABvAGcAZABkAFsAWQBXAFQAVABVAFUAUwBSAEgATQBMAEQASABDAEkARgBGAE0ASABMAEoARQBEAEMASgBHAEcATwBSAFUAVgBcAF0AWQBfAGkAbQBuAHAAdwB4AH0AhQB/AIMAigCIAIkAiACLAIoAkgCWAJUAkwCPAJMAkQCLAIUAhQB+AH4AeQByAHQAdABtAGMAYQBeAFQASwBJAD4AQgBEADgAMgArADIAMQAtADAALAAsACwAKgArACoALgA4ADsAOABBAEMAQwBLAEoARwBPAFcAWgBdAFwAYgBfAGQAbQBsAGkAbABqAF0AZQBiAFkAYgBgAF0AWABMAEUARwA/AEMAQQA6ADsAMwAsACoAKwAqACUAHAAcAB8AIwAkACMAHgAkACQAIgApAC4AJgAlAC4ALgAvAC8APQA5ADoAQQBCAEUATgBSAFMAWQBOAFkAXQBfAGIAbwBrAGwAcgBqAHEAdgCDAHsAfAB/AIAAhgCMAI0AjwCVAJIAlACPAIwAkACUAJcAmgCTAJQAkACGAJEAjACBAIYAfwByAHIAZwBiAF4ATABEADoAMgAuACYAGgARABEA+//r/+P/1v/T/8f/xP+//7H/qv+j/6X/ov+V/47/iv+D/3//fv+A/3b/bf9m/2n/Zv9Y/17/YP9d/1f/VP9U/1P/Uv9S/07/Tf9M/0T/Pf88/zf/Nf8v/yf/Lf8m/x7/GP8W/xH/Dv8Q/w3/Dv8Q/wn/A/8F/wD/AP8G/wv/Cf8L/xL/Ef8W/xL/F/8Y/x7/Jv8s/zT/Nv9D/z7/Rv9P/0//WP9g/2H/ZP9q/3X/fP9+/4n/kP+O/5X/oP+l/6X/rv+4/7j/wP/F/83/zf/W/+P/4P/u//H/8P///wIABAABAAkAEAASABYAGAAeAB4AHAAfACUAKAArACQAKQAqAB8AIgAgAB4AHwARAA4ADwAHAAIA+f/u/+T/4f/T/8v/yf+6/7f/sv+n/5v/kv+K/3r/ef9w/2r/av9f/1T/UP9I/0D/Ov81/zX/Lf8q/yH/Hf8a/xH/C/8F/wX/A//6/vH+6/7m/un+3/7b/tD+yf7J/r7+w/7A/rz+uf62/rP+pf6m/qr+ov6j/qT+n/6d/p3+oP6j/p/+pP6s/rH+r/6u/rH+uf7C/r3+0/7Y/t3+5/7o/vP+9v4C/wr/Df8U/yT/KP8u/zD/NP8+/0D/RP9M/1H/Vf9g/2D/aP9w/23/bP9v/3f/fP97/4P/hf+C/4f/kP+W/5L/lv+V/53/mv+Y/6H/ov+q/6f/qv+y/7L/tP+2/7r/tP+2/7f/tf+z/7D/u/+u/6//sf+o/6j/pf+e/5H/j/+J/4n/jf9//3T/bf9p/2n/W/9X/07/Sf89/yz/Lf8q/x3/Fv8b/xL/Dv8D//7++/71/vD+5/7h/tz+1P7T/s/+yP7L/sX+xP7B/rb+tv67/q/+s/62/rD+t/6v/rD+p/6j/qn+pf6l/qv+qv6r/qv+r/6x/q3+sv67/r/+wv7K/sv+0f7Y/uD+4/7s/vT+//4M/w//Gf8e/yL/Kv8y/zj/Rf9S/1X/XP9j/2j/b/97/4X/if+Y/5z/nv+j/6f/tf+2/77/xv/P/9X/0v/b/9z/4//l/+f/8//x//X/+P8BAAIABQAJAAYAEwATABMAHAAlABoAIQAlACMAKQAjACkAKwAvAC8AKwArACsAKQAmACcAKAAgABsAFQAJAAcAAQD/////9//x/+n/4v/Z/83/zv/F/8D/vP+z/6b/m/+V/43/jf+K/4T/ef91/2v/Zf9k/2D/W/9R/07/Sv9G/0L/P/8//0T/P/85/zX/Ov88/zb/NP89/0D/Of8+/0H/RP9F/0z/Vf9U/1r/Y/9k/2n/bP9w/3n/gP+N/5n/nv+k/7T/uv+7/8n/3v/e/+v//f8HABUAHAApAC8AOQBPAFcAXAB0AHsAgQCRAJsAoQCnALMAvQDAAMwA2ADcANwA6QDyAPAA+gD8AAQBCwEJAQYBDQESARwBFwEfAS8BJwEsASwBLwEtASwBLQEoATABOAE6ATwBOAE7AT0BNwE4AToBMwEvATMBMAEqASQBIgEdAR0BFQEPAQkBBQH6AOkA7QDcANQA0ADAALcAsACiAJkAlACIAHwAbwBqAFsATgBHADMALAAjABsADAD8//X/7f/j/93/0//I/8T/vf+y/6v/qP+b/5f/l/+U/4//iP+H/4v/gv93/3j/fP98/3f/d/91/3n/ef93/3z/gf+I/4f/k/+f/6P/pf+u/7L/u//E/8n/1f/h//D//v8HAAsAGQAfADEAPQBDAFQAXQBjAHMAfQCPAKAApACsALMAwwDLANUA2QDaAOIA7gD4APcACgEOAQsBFAEZASABIgEoASwBMAE3ATwBOQE4AToBPwFDAUoBTgFNAVEBTwFQAVYBVQFZAVgBUwFYAVoBXQFjAV8BWgFcAVoBWAFMAUkBTwFMAUgBRAFEATgBMQEtASMBIgEbARYBCgH9APwA8ADhANwA1wDLAL0AsQCnAJcAjwCLAH4AeABqAGgAYQBPAE0AQQA8ADkALAAiACQAHwAWABIACwAGAAQAAgD8//z/9f/1//H/7v/l/+X/6P/i/+H/4P/p/+j/5f/g/+v/7v/s/+v/6f/t/+z/8P/8//////8DAAEACQANABgAJQAiACgANAA1ADgAQgBLAFMAVQBYAGEAcAB0AHkAhACKAJQAnAChAKEAqQCtALUAvAC9AMYAxQDRANwA2gDaAOYA5wDlAPEA8QDuAPkA+wD1AAIBBQEFAQYBBAEEAQcBDQEIAQsBCwEDAQYBDAEPARMBEwEQAQwBDQEQAQQBCAELAfwA+QD+APcA8QDqAOYA4wDcANsA0ADPAMgAuwCzALAApAChAJgAiQCDAHsAfwBrAGQAYgBWAFIATgBDADgANwAvACwAKwAmACMAHQAYABEABQAIABEABQD//wIAAwAEAAMAAQADAAgA/v8EAAMAAgAFAAQABwAHABUADwALABYADAANAA4ADQAWABcAGwAcAB8AKAAvADAALQA1ADgAOQBEAEwARQBTAFoAWQBgAF8AZABrAHUAcgB+AIkAhwCOAIsAigCVAKEAnQCgAKcApwCuALsAswC5ALsAuAC7AMIAygDHANAAxwDKAMkAyADNAMYAyADIAMgAyQDKAMYAxgDFAMQAwwDFAMcAvwC5ALIAsgC1ALQArQClAKMAngCeAJoAkQCNAIoAgQB1AHMAcABlAFcATwBFAEEAOwA3ADAAJwAjABoAEAAEAP//7//s/+3/3P/Y/9b/1f/K/73/tv+u/6v/nP+Z/5X/kv+V/4z/jf+R/5D/jf+N/4//jP+M/4v/iv+M/4n/hf+D/4T/if+N/4P/h/+O/4z/j/+R/57/n/+d/5//rP+1/6//vP+7/8L/y//K/9T/2//i/97/7f/1//T/AgADAAoAGAAfACIAIAAsADQANQBCAEkATwBRAFYAXgBhAGgAbQBuAHYAhACGAJMAkwCUAJcAlgCjAKEAowCpAK8AqgCpAKkArAC3ALgAvgC5AMUAxQC+AMUAwAC7AMcAzADDAMAAugC+ALoAuACwALQAtQCtAKoAqwCsAKEApACVAJYAlQCMAI4AiwCLAIYAfwB2AHUAbwBuAGYAXgBjAFUARQBIAEYAQQA7ADYAMwAqACUAHwAdAB0AHQAZABkAFwASABAABgALAA0ABgACAAoAAwD6/wQABAACAP///f/6//z/8//r//H/9f/x/+//7f/w//T/6v/o/+3/8//k/+j/7P/n/+j/6//r/+b/7v/v//j/9//3//f/9f/3//3/CQAKAAoADAAVABkAGQAbACcALwAxADoAPABAAEMASABJAEsAUQBWAFkAXQBgAGAAZgBmAGcAZABmAGsAbwBsAGkAdABwAGkAbQBvAGwAagBlAGsAawBoAGcAZgBpAGYAZgBmAGsAaQBbAF8AZQBiAGQAZgBuAG0AZwBpAGsAagBmAGgAawBlAGMAYgBlAGgAYQBoAGMAYwBjAF0AWQBWAFQAUABQAE0ASABMAFIARQBHAEUAOwA9AD0ANgAuADIAMwAxADUANAAuAC0AMAAwADMAKQApACwALAArACYAKAAiACIAIgAgACEAIAAeAB0AHwAdABkAHAAcABQAEwATABIAEwAWABIAFAAbABQADgASABAAEQATAA4AFAAYABkAGAAXABYAFAAbABoAIAAhACgALAAqAC8AKQApACYAJAAtAC0AJwAuADcALAAoACcAJwAoACQAJwAgABoAHQAcABIAEgAVAA0ACwADAAIAAwAAAPz/+v/9//r/8v/z/+7/7v/q/+b/4f/d/9X/0f/T/9P/1P/L/8n/w//E/73/t/+2/7D/sP+o/6P/pv+m/6X/mv+Z/5b/jf+U/5L/jP+D/3z/fP93/27/cP9z/3D/b/9s/2n/bf9o/2j/af9p/2r/Zf9o/2f/aP9n/2b/aP9o/2X/ZP9n/2n/aP9o/2D/X/9n/2T/Zv9m/1//Xv9i/2D/Xv9e/2H/Zf9f/2L/X/9f/2j/ZP9j/2//cP9q/2//aP9j/27/dv92/3z/ff99/4H/gv+H/4r/kP+c/6L/p/+u/63/s/+y/7n/v//E/8r/u//C/87/y//Q/9P/1//Z/9P/1//T/9D/1v/V/9n/4P/X/9r/1v/R/9b/0P/S/9P/zP/L/8b/x//L/8j/wP+7/7j/tv+5/7b/t/+1/67/rf+r/63/qP+l/6P/pf+f/5n/mP+M/4r/hv9//4n/g/96/3b/cP9s/2f/Yv9b/1f/Wv9d/1f/Tf9P/07/RP9H/0T/Pv85/zX/Nf83/zL/Kf8i/yT/Jf8l/yX/I/8k/yD/If8f/yH/Kf8j/yL/Hf8Y/xj/Gv8W/xH/Fv8R/xH/D/8L/wH//v4B//7+/P4C/wP//P79/v7+//77/vn+8f72/vT+8f73/vH+8/71/vv+/P75/vn+/f76/vz++/76/vv+/P4G/wj/Cv8Q/xv/IP8c/yL/K/8r/y7/M/8w/zn/Pf85/z7/Pf9C/0b/RP9M/1b/Vf9a/13/Xf9l/27/cP9t/3f/b/9x/3//gP+D/33/hP+M/4r/kf+S/4//j/+Q/5P/lP+U/5T/kv+U/57/nf+h/6P/nP+X/4//kf+U/5n/kv+U/5b/lP+W/5f/mP+T/5L/k/+S/43/kP+R/43/k/+V/5T/kf+V/5j/lP+Z/53/mv+V/57/ov+i/6T/pf+p/6v/qv+q/6//sv+z/7b/uP+x/7T/tP+r/67/rf+w/7D/rP+p/6v/sf+q/6X/pv+j/57/oP+d/5b/mf+a/5j/mP+S/5T/mP+W/5v/kv+U/5X/iP+T/5L/kv+W/4//lv+Z/53/ov+j/6b/q/+n/6v/sP+w/7L/uP+6/7X/uP+9/77/vf/E/8b/yv/P/9H/0v/R/9j/3P/g/+H/3//d/+P/4f/c/+v/6//p//T/9//6//3/AAADAAMACQAMAAoAEQAQABIAFQASABkAGgAlACcAIAAnACkAKQAqADQAPAA8ADcAMwA+ADsANgA+AEgASgBKAFIAUgBQAFcAXgBaAF8AYwBpAGYAaQBwAGwAbgBxAHcAeQCAAIcAhQCDAIwAjQCQAJUAkgCVAJQAmwCdAJoAnwCcAJcAmACXAJsAnQCaAJsAlwCRAJAAlgCbAJkAlQCUAJQAkwCNAIwAiACMAJMAiwCQAIsAiACMAI4AjACSAJQAjACLAI8AmACUAJ4AowCcAKAAmwCXAKAAoQCdAKAApgCjAKkApgChAKgAowCmAKgApQCoAKMApACiAJkAnQCdAJoAoQCdAJsAnwCZAJIAkgCVAJMAlACQAI8AiQCHAIoAiACKAIsAiQCHAIQAfwB/AIIAfgB6AH4AfABzAHcAeAB3AHoAeABwAG0AbQBqAHMAcgBpAGgAYABnAHAAaQBnAGcAZQBiAFsAXABlAGkAZABeAGIAYgBiAGQAaABkAGcAZgBmAGUAZABsAG0AbQBqAHAAZwBfAGYAZQBqAGYAYQBhAFwAWwBWAFkAWgBZAFwAWQBcAFgAVQBOAFQAUgBJAFAATQBLAFAASABHAE4ATgBVAFMAUgBZAFkAVgBZAFgAWwBcAF0AYgBlAGwAagBuAG8AcABxAHIAcwB3AHwAegCAAH0AewCCAIAAegCDAIMAfQB+AH0AeQB7AH4AfgB9AHkAeQB1AHEAcABtAGwAawBrAGgAZABiAGAAXwBeAGEAXgBaAFQATQBNAFEASQBJAEgAQwBKAEkATQBCADkAPAA6ADkANgA1ADcANQAuACwAKwAnACUAIwAlACoAHwAZABsAFwAUABcAFAAPAA0ACwAFAAMA///8//z//P////r/+P/4//P/8//z/+//5v/p/+f/5P/r/+z/6P/m/+P/3f/g/+r/5//f/+H/4//d/9f/1v/P/9L/1//d/9j/1f/W/9j/1P/V/+H/3v/k/+b/4f/f/+H/4//j/+b/7v/u/+j/5//m/+b/6P/o/+z/7v/t//H/8//w/+7/7P/q/+3/7v/t/+//8//1//T/9//w/+//7v/t//D/7//1//P/8f/w/+z/8v/1//b/9P/3//z/+f/7//z//f///wEA/v///wEABAAKAAQAAQADAAkABwAMAA4ABwANABAADgANAAkABwAJAAMABwALAAUAAwAAAP3/+//3//H/8P/r/+v/6//m/+X/3//h/+H/2P/Y/9b/1f/Y/9b/1v/R/87/0f/Q/87/zv/J/87/yf/J/83/w//B/8T/xP/A/8T/xf/F/8D/wv/E/8f/yf/H/8b/v//B/8P/x//N/8n/x//E/8T/w//J/8b/x//L/8T/w//C/83/y//H/8n/0f/M/8b/zP/N/9b/0v/O/9X/1P/V/8//0f/R/8r/0P/J/9H/0f/O/9P/0f/U/9D/0P/O/9b/1v/O/9b/1v/O/8r/zf/L/8n/yP/J/8b/xf/F/77/xv/H/8T/zf/P/87/zP/H/8X/x//N/9H/0P/K/83/1P/U/9b/zv/I/8j/yf/H/8T/x//G/8X/wv/B/8X/wv+9/77/wf+//7v/sf+q/6v/qv+r/6L/m/+e/6L/nv+Y/5b/kv+N/4X/if+F/4r/kv+H/4b/hP+C/4L/gv+B/3n/hP+A/4P/ff99/4v/if+L/33/iP+O/4r/iv+W/53/l/+W/5X/lP+a/5z/m/+g/6L/o/+Z/5//oP+f/6L/of+j/6P/pP+l/6r/qf+k/6f/r/+v/6//rv+o/6X/qP+u/6//rP+v/7T/tP+0/6//sv+w/7P/sf+z/7n/s/+4/7L/tv+6/7X/uP+6/7b/tP+2/7T/tP+0/7P/rv+y/7j/u//C/73/u/+7/7j/uf+3/7n/uP+9/7v/uP+6/7z/uv++/8L/uv++/73/uP+9/7X/tf+1/7H/s/+x/63/pv+l/5//pP+f/5f/nv+V/5T/lf+U/5L/if+H/4b/hP+E/3//f/+E/4H/fv9+/33/e/99/37/fv9+/4L/gP9+/4b/hv+I/4n/kP+V/5j/l/+a/5r/m/+e/5//p/+p/67/sP+2/7z/v/+4/7r/vv/E/8v/zP/Q/8//0//T/9b/1f/V/93/3v/e/+P/7v/0//D/8v/+//////8FAAgACgAMABIAFwAgACUAIQAmACsALgAxADgAQABCAEUAQQBEAEwASQBNAFQAUwBYAF4AXQBcAGAAYABeAF4AXQBaAF0AZABmAGgAZgBlAGYAYwBkAGMAWgBXAFQAUgBTAFkAYQBmAGQAZQBlAGMAYgBiAF4AWwBdAFcAVgBQAFEATwBJAEsASgBJAEkATQBNAEoARgBBAEcARwA+ADwAOwA6ADUANAAzADAAMwA0ADMALwA3ADYALwAuAC8AMAAqAC8AMAAyADgAMQAuADEANwA2ADIANQA9ADwAPQBCAD8APwBDAEcARQBDAEQATQBUAFMAVQBTAFoAWQBcAGMAZABpAGQAaABrAGYAbgByAG4AcABxAHQAdgB0AHUAdgB7AIEAfAB/AIcAhACHAIYAgwCNAJIAlwCPAJAAlACTAJcAkQCRAJUAlgCUAJYAlACRAJAAkACTAI8AlACRAJAAlACNAIcAfQCBAIAAfAB5AHoAcwByAHsAdABwAGoAbQBqAGMAagBrAGIAYABdAF4AYgBbAFgAUwBQAEsASwBOAEwASwBJAEIAQwBAADkAOAA1ADoAOgAxACoAJwAqACoAHgAdAB8AGwAYABIAFQAUABAADQARAAgABwAHAAEABQAFAAgA/////wEA+v/7//7//f/3//n/AAD////////+/wQAAQD+/wQABAAAAAQAAwABAAIA/v/7/wAABAADAAgABgABAAEABwAJAAwADwASABYAFAAbAB0AIQAkABsAIAAgACIAJwAqACwAJwArADAAMgBAAD8APgA8ADwAQgBEAEQAQQBBAD8ARABIAEQAQgBAAD4APwA7AD0ANwA1ADkAMgAzADEALwAnACMAJQAnACQAHwAdABsAGQAWABYAEwAUABAADwALAAkACgAEAAQABAAFAPv/8//y//L/8P/p/+f/5P/i/+L/2//X/9f/1//a/8r/x//I/8P/w/+9/7n/uv+1/7H/s/+s/6r/p/+l/6b/pv+m/6L/n/+g/53/m/+b/53/n/+f/6P/qP+n/6P/q/+t/67/sf+z/7n/u/+5/7j/vP+9/7//yf/I/8P/yv/N/9P/3P/V/9X/0//U/9v/2//l/+b/5//n/+//8P/t//T/8P/1//n/+/8CAAQAAgAEAAwAEgAUAB0AIAAfACIAIgAnACkAKwAuAC4AMgA2ADUAOQA5ADsAOgA/AEMAOgA9ADwAOAA6ADwAOQBAAD8APQA6ADYAOwA0ADUAMAArACsAKgArACYAJQAkACMAIwAcABgAFwAVABYAEwAPAA4AEAALAAgABAAEAP7/+P/3//b/8P/n/+T/4v/c/9f/0v/I/8f/w/++/7v/t/+u/6b/oP+d/5r/kf+U/4//jP+E/3z/e/93/3T/bv9v/2j/Y/9i/2P/Xv9b/1v/Wv9Y/1f/Wv9V/1L/V/9Z/1v/YP9e/2H/X/9f/2L/Yf9j/2D/ZP9i/2D/Xf9k/2b/Y/9q/2j/Zv9m/2b/af9n/2z/df9u/3P/dP9z/3P/dP94/4D/f/+D/4T/f/+F/4X/iP+H/4r/jv+P/5H/mv+b/5j/nf+e/53/of+h/6f/pv+k/6r/q/+s/67/t/+x/6z/rv+0/7b/t/+2/7P/uP+6/7//vv+8/77/uv++/8H/v/+9/8D/xf/C/8P/xv/B/73/xP/A/8H/wv++/7j/tv+9/7n/uf+6/7n/uv+6/73/uP+x/63/sP+u/6b/p/+k/5//nv+a/5T/lP+Q/4n/hv+E/4H/gP94/3n/ff96/3r/ev94/3L/dv90/3H/cf90/3b/dP9z/3H/cf9y/3T/d/93/3f/df91/3b/e/93/3D/dP93/3f/ff96/3n/f/+A/4j/e/9//4D/f/+E/4H/h/+I/4r/h/+I/4f/hf+F/4f/if+H/4n/jP+P/5j/lv+c/6H/nv+g/6X/p/+o/6n/qP+t/7D/tv+8/77/vf/A/8D/wP/E/8f/xf/H/8P/xf/K/8r/0P/Q/9L/0v/M/9L/1v/V/9T/1v/c/9b/1//X/9T/2f/a/9z/2P/Z/9v/2f/a/9f/4P/c/9n/3v/b/97/3//f/+X/5P/m/+T/4//n/+n/6//m/+n/6P/q/+j/5//s/+X/5v/l/+H/4f/n/+n/6P/p/+z/6//l/+f/6f/q/+r/6v/p/+r/8P/y//D/8f/0//T/9P/0//b/+f/1//b/9f/7/wAA/v/+//r//P/7/////v///wcABwACAAUACgAIAAwACgARAA0ACQAOAAsADAAPAA4AFAAYABgAHQAhAB0AHwAnACQALQAqACkALgA2ADsAOAA7AD8ARABEAEQARwBOAFIAUgBQAFEAUQBXAF0AXABcAFwAXQBgAGEAXgBfAGAAYgBgAFsAWQBZAFQAVgBVAFQAWABPAFAATgBLAEoASABLAEgAQwA+AD4APgBBAEUAQgA7ADoAOAA6AD4AOQAzADUAMgAzADAAKAAnACUAKQAlACAAHAAaABsAGAATABMAEwAOAA4ADgAIAAgACwAHAAUABQAFAAEAAQADAAAA///+//v//f////v/+f/7//z/+f/5//v//v///wIABgADAAQABAABAAMABgAJAAsADAAHAAYACAAIAAYAAQAFAAkABgAHAAUACgAIAAkADAAKAAsAEAAQAA8AFwAbABwAHgAiACMAKwAuADIANAA7ADwAPwBDAEMATgBMAFEAUgBRAFoAWwBdAGgAaABmAG4AcABxAG4AcgBwAG8AcgBvAHMAdgByAHAAcABvAGoAaABwAGwAawBnAGMAXgBbAF8AYABfAF0AXgBcAGAAVQBWAFoAUABUAFIATwBSAFEAUQBQAFEAUQBNAEcARgBIAEQAQABDAEYAPgA7AD0ANAAyADEAMQAtACgALAApACgAIwAhACAAHAAcABgAGQAWAA8AEAALAAgABwADAAQAAAD//wEA///5//v//P/9//7//v/8//f/9v/z//D/8v/2//D/9f/3/+r/8P/w/+//7v/s/+//6v/s/+7/7f/v/+z/6v/t//D/8f/y//P/9f/4//r//f8AAP3/BAAJAAsAEwASABEAEQATABsAHgAjACgAKwAxAC4AMgAyADgAPQA+AEIARABKAEYASwBPAFAAUQBRAFEAUgBSAFYAVwBXAFsAWwBcAFkAYgBgAGEAYQBhAGgAYgBjAGkAagBkAGUAaABoAGsAaQBqAGsAbgBuAG0AcQBuAGsAbwBxAG4AcQBuAG0AcgBsAGkAZgBnAGQAYQBfAFwAWQBXAFcATQBRAEwARQBJAEQAQgBEAEMAPwA9ADoAOwA6ADcANQAwAC4ALwAwADAAMQAsACwALAAnACYAIwAmACgAKQAqACUAKQApACYAJgAjACMAJAAhACUAJAAkACUAIgAeAB4AHgAZAB8AIwAfABkAHwAeAB4AHwAfACcAKAAjACIAJAAoACkALAAuAC4AMAAvADAANAAzADAALwA3AD0APQBAAD4APQA+AD8APgA/AEEAPwA/AD4AQQA6ADkAOwA4ADkANgA6ADgANwA1ADQAOAAwADAANAAwACsALAAtAC0AJwAoACsAJwArAC0AKgAqACoAJQAoACgAJwAoACoAJwAnACsAIwAjAB8AHgAhABkAFgAYABMAEAAPAAwADAAKAAcABQAEAP///P/1/+7/8P/t/+j/4v/d/9//3f/d/9n/1f/W/9H/1P/V/9H/zP/N/87/z//S/9D/0f/M/9D/z//L/9H/z//R/9P/1//U/9b/1//T/9n/1v/Z/9n/1//a/9r/3f/e/+P/3v/g/+b/4f/o/+3/6//s/+n/7//w/+3/8P/v//D/+P/5//v//////wIABQAIAAgADAAOAAsAEAAWABMAFQAUABMAFQAVAB0AHgAgAB8AHQAYABkAHQAbABoAHAAeABwAHQAaABwAGQAYABoAGwAcABkAHAAbABoAFwAaABcAGAAbABgAGAAbABYAFQAbABkAHQAXABQAEwASABgAFAAOABAAEQAMAAsACgAEAAYACAACAAAA/P/5//j/+f/2//b/+P/2/+//7v/2/+//6//p/+r/7v/r/+n/5//n/+n/6P/q/+n/5//p/+f/6//k/+X/5v/l/+j/5v/n/+f/5f/g/+X/4//k/+P/4v/m/+j/4v/j/+T/3v/m/+f/5f/m/+f/6P/r/+v/6f/q/+v/6//q/+7/8f/z//b/+//+/wAA/v8CAAkACwALAAkADgATABcAGgAYABwAHAAeACEAHgAlACkAKgAnACcALgAuAC8ALAArAC8AMwAwAC4AMAAvADAALQAxAC0ALQA1ADAAMQAyAC8AMQAwADEAMgAuAC0AMQAzADYAOgA2ADIAOAA6ADgAOAA2ADgANwA6ADYANAA3ADYAOQA4ADoAOgA6ADYAMQA1ADcANQA2ADMAMgAvAC4AMQAwAC4AKgAtACwALwAvACsAKgAsAC8ALwAtACoALgAuADAAMgAwADIANAAyADUAOAA0ADgAPgA/AD4APgA7AD4AQABGAEgAQgBEAEQARwBFAEUAQQBCAEMAQQBCAEIARABCAEQARgBGAEUASABKAEkARwBKAE0AUgBRAE0AVQBWAF0AXQBXAFgAXQBkAGQAaQBsAGYAaABrAG8AcwBwAHMAcgBzAHQAcAByAHIAawBwAHcAcwBvAHEAcABtAG0AagBoAGoAYQBgAGMAYwBmAGYAYgBgAGAAYgBhAFcAVgBWAFcAWQBXAFkAVgBRAFUAVQBWAFQAUQBRAE8AVABUAE8ATwBUAE4ATgBPAEkASABJAEYARABHAEcAQAA+AEQAQwBFAEQAQwBFAEcASQBIAEUASQBFAEQATgBPAEwATgBSAFYAWgBcAF4AYQBkAGcAagBoAGcAbABtAG0AcQB0AHQAdQB6AH8AewB9AHsAfwCAAIIAiQCEAIMAgACGAIkAgwCEAIQAhQCFAIkAiwCGAIUAiwCLAI0AjQCOAJYAlgCPAJIAkgCRAJYAlwCVAJMAlgCYAJkAmgCgAJ8AmwCcAJgAmQCVAJIAmACXAIkAjgCMAIsAjACIAIgAggB9AHsAgAB0AG4AbQBoAGgAZABfAF8AWQBTAFMATABLAEgAQwBBAEAAQAA5ADwANwA0ADcAMAAwAC4AKQApACkAJAAhAB0AHgAeACAAHAAXABgAEQARABIACwAHAAgAAgD+//3/BQADAPn//P/6//D/7f/y//L/8v/w/+//8v/u/+v/7v/x//P/8//w//L/8//y//X/+v/3//T/9//5/wEA/f/8//3/AQAEAAMABwAFAAcABgAIAAgACAALAAwACgAFAAgABgAGAAcABgALAAgADAALABAACgACAAgACgATABIAEAAQAA8AEQAVABQAEwAWABgAGAAZAB4AHAAZABoAGQAdAB4AGAAVABUAGgAXABIAFQARABEAFwAQAA4ADgAFAAMABAAFAAIA+//4//X/8f/y//L/8//1//D/6v/t/+r/5f/j/+L/3f/Z/9j/2P/b/9f/2f/W/9b/1P/W/9b/zv/N/8v/y//H/8P/w/+5/7r/uf+0/7P/rv+v/6r/p/+o/6n/pv+k/6L/m/+d/5n/l/+Y/5T/k/+S/4z/i/+L/4v/jv+P/5D/i/+J/4n/iP+M/4r/if+O/5D/kf+P/5L/kP+S/5X/kv+R/43/lv+N/4//kv+M/47/j/+R/5D/lP+T/43/jP+M/4v/jf+J/4j/hv+H/43/i/+I/4b/iP+K/4j/iP+K/4v/jv+J/4f/iv+I/4f/iv+J/4v/jf+L/4b/hv+L/4v/iP+D/4b/g/+G/4b/gf+A/3v/e/95/3f/df91/3T/cP9v/23/af9m/2f/Zf9k/2b/X/9d/2H/Yf9g/2T/Yv9e/2D/Xv9d/2D/ZP9f/2T/Zf9l/2P/Xv9l/2f/Z/9k/2n/af9k/2n/aP9o/2n/Z/9l/2T/Z/9m/2P/Zv9j/1//Xv9e/1z/Wf9Y/17/W/9X/1r/VP9W/1f/Uv9U/1P/UP9U/1T/Uf9Q/1H/Uf9U/1b/Vv9Z/17/Wf9Z/1r/XP9e/1r/Xv9b/1n/Wf9b/13/XP9Y/1b/VP9U/1f/Vf9X/1r/VP9Q/1P/UP9P/1P/Tv9N/0n/Sv9O/0z/Sf9E/0j/R/9E/0b/Q/8//0H/QP9A/0X/Qf8+/0H/Qf9B/z//Pv9A/z//QP88/z3/Pv89/zn/Of84/zb/M/81/zT/Mf8y/yz/K/8q/yv/Kf8l/yL/IP8e/x7/Iv8h/yD/If8f/yH/IP8a/x3/Hv8f/yL/H/8h/x3/IP8e/yD/Kf8o/yf/K/8t/yz/MP8u/zH/Nf80/zj/Pf85/zr/O/85/zr/Of8//0D/Qv8//0P/RP9G/0v/Q/9J/0z/Tv9R/07/T/9W/1f/Vv9X/1v/Xf9b/17/Yf9m/2f/af9w/3P/cP9z/3j/df91/3v/ff9+/4H/hP+E/4X/hv+E/4b/i/+M/4r/i/+K/4v/jP+P/5D/jP+K/4b/h/+H/4z/jf+L/5H/jP+M/4r/iP+I/4v/jP+P/5L/kP+R/5D/lP+T/5T/mf+d/5r/k/+T/5T/mP+V/5P/kP+N/5T/lv+V/5L/lf+R/4j/h/+H/4b/hP+A/4X/h/+F/4T/g/+B/4L/hv+D/4T/hv+I/4n/iP+F/4f/jv+S/4z/iP+G/4P/i/+J/43/kP+T/5P/kf+R/5L/lP+Y/53/mv+Y/5j/nP+f/6L/ov+l/6T/pP+m/6H/o/+o/6f/pP+o/67/rf+s/6z/sP+y/7D/uv+5/7z/vf/D/8b/xf/N/83/1f/Z/97/5P/p/+n/6v/z//P/7v/y//T/+f/5/wAACQAEAAsACAAMABAADgAVABkAFQAUAB0AFwAXABgAFwAZABcAFQAWAB0AGwAaAB8AIwAiACQAJQAnACsALAAwACsAKwAtACwAMQA5ADkANwBDAD8APABFAEcASgBPAE8ATwBRAEoAUQBZAFYAVgBZAFgAVgBYAFQAVQBYAFYAWwBcAFYAVgBZAFUAVABXAFgAVgBYAFkAVABWAFQAVgBZAFYAWQBaAFsAWABXAFoAVgBXAFcAWwBaAFoAXQBZAFYAVgBYAFgAWQBZAFoAWABWAFEAUABUAFMAUgBNAEwASgBIAEkARABFAEQAQQBDAEUARgBIAEMAQQBHAEQAQABAAD0AQABFAD8APwBAAEAAPQA9AEAAPwBBAEIAQwBCAEUARQBFAEUARQBDAEQARgBDAEQARQA/ADoAPgBBAD0AOwA+ADgANgA5ADgANgA3ADcAOQA8ADsAPAA9ADkANQA7AEAAPwBBAD8AQwBAAEIAQwBDAEoASwBNAEoATABRAE8ATQBNAFEAUgBTAFgAWQBcAFwAWABXAFsAWwBcAGAAYABhAF8AYQBfAF8AYABhAGUAZwBrAGkAagBqAGgAbABxAHEAegB8AH0AfQB6AHoAeQB7AH4AgACEAIgAhACHAIkAiwCKAIwAiwCHAIsAigCKAIgAiQCHAIQAiACFAIEAgQCDAIIAggB+AIMAgwB9AIAAfgCBAIMAgwCAAH8AgACDAIUAhgCJAIkAiACFAIUAhgCJAI0AkgCRAI8AkACKAI8AkQCXAJgAlACZAJMAlACXAJkAmACVAJcAmACXAJUAlgCbAJkAmACdAJ8AngCYAJgAmQCWAJwAnACbAJ0AnACdAJsAmwCcAJ8AnQCdAKIAnQCfAKUApQCqAKcApQCmAKoApwCnAK0AqgCvALEAqgCrAKsArQCtAK0ArwCtAK8ArgCsAKwArQCrAKkArACsAK8AsACyALgAuAC4ALsAtgC8AMAAuQC+AMIAwgDCAMIAwwDBAL0AxADIAMUAywDLAMoAyQDFAMcAyADEAMQAxAC/AL8AwAC/AL4AvQC4ALgAugCyALIAsQC0ALUAsACtAKsAsACrAKgAqQCoAKkAqgCmAKoApACkAKcAogCjAKUApwClAKoApgClAKQAowCmAKUAowClAKkApAClAKYApAClAKcAqACmAKgAqQCnAKgApQCiAKYAqQCoAKYApgCoAKkApgCkAKQAqQCrAK0AqgCuALIAsACzALEAsACxALYAuAC1ALkAtwC4ALkAtwC6ALkAuAC4ALkAugDAALcAugC5ALkAugCxALEAsQCxAKoArQCvAKwAsACuAKkAqACkAKUAnwCdAJwAngCZAJgAnACRAJIAkwCWAJoAjwCOAJMAigCLAIgAjgCQAIwAjgCJAIwAhQB8AH8AfQB4AHcAdgBxAG4AawBnAGUAYABcAF0AWwBTAFMAUgBRAEsARwBEADoAPgBBADkANQAzADAALQAjACMAKQAjACIAIAAfACAAHQAcABcAGQAYABUAGQAbABgAFQARABAAFgAOAA4ADwALAAsACgAHAAkABwABAAYAAAD9/wIAAgABAP7/+v/9//z/+/8AAAAA/v/9//3//f/7//n//P/8/wAAAAD//wEAAwAFAAgABgAIAAgAAwANAA0ACwAOAA4ADgASABMAEQASABEAFwARAA4AEgAOABEAEAAPABIAEgANABAAEwAPAA8ADgANAA0ADAANAA4ACwANAAsACQAIAAgABgACAAUABQAGAAMAAQD+//r/+//5//X/9P/2//X/9P/x//D/7//p/+b/5P/k/+T/4v/g/93/2//Z/9T/1P/S/8z/y//L/8n/x//G/8T/wP/A/7v/uf+2/7j/uP+4/7j/tP+w/6//t/+3/7L/s/+x/7H/tv+z/7T/sP+v/6//rv+t/6n/qv+q/6n/ov+o/6X/oP+j/57/nf+d/5//m/+e/53/m/+d/5j/lP+T/5X/lf+U/5b/lf+T/5X/kv+S/5X/lP+X/5f/mP+U/5X/mf+a/5z/of+h/5//nf+b/53/nf+h/6P/o/+i/57/nv+e/5r/m/+c/6D/n/+a/5r/mf+Y/5j/m/+Y/5L/jv+O/4//jf+H/4f/hv+F/4X/f/+B/4L/gv9+/33/f/+C/4D/e/96/3n/d/92/3X/c/9z/3H/b/9u/2z/af9p/2r/a/9n/2T/Yf9e/1//Xf9c/1z/Wf9b/1f/V/9W/1b/Wf9V/1f/V/9Y/1X/WP9X/1X/W/9Z/13/Xv9d/17/Xv9j/2X/Zf9k/2H/ZP9i/2H/ZP9k/2X/aP9q/2X/Z/9o/2z/bv9r/2r/af9v/2z/bf9r/23/bf9t/3P/cv9w/3D/bf9u/3T/dP90/3H/d/90/3H/fP94/3r/fP9//4H/ff+E/4P/h/+G/4b/if+I/4v/iv+K/4v/jv+I/4j/jP+L/4f/if+L/4j/i/+F/4X/gf96/37/fv98/3f/fP9+/3H/cv9w/2//cP9p/2P/YP9g/1r/Wv9a/1n/Vv9W/1H/T/9N/0v/Sv9H/0T/R/9C/z3/O/83/zr/N/83/zb/Mf8q/yn/Lf8t/yv/Jv8m/yX/If8h/yL/If8b/xf/F/8T/xb/F/8V/xP/Ev8U/xP/GP8X/xL/F/8X/xj/Ff8X/xf/Ff8W/xf/GP8e/yH/Hv8d/x3/H/8m/yv/Kf8p/yn/K/8x/zL/N/8x/zP/Of83/zr/O/88/zr/Qf8//0P/Q/9D/0n/Sv9M/03/Uf9R/1n/Wf9f/2H/Yf9m/2j/bf9v/3H/cP9y/3b/ef96/3n/ff9//4P/h/+F/4f/h/+K/4r/iP+L/47/j/+R/4//kP+R/5D/kv+Q/5D/jv+L/43/iv+J/4z/if+L/4n/hv+G/4f/h/+G/4b/hP+D/4H/gP+D/4P/gP+A/3j/dv93/3b/dP9z/3H/bf9r/2v/Zv9k/2b/Y/9i/2H/Yf9e/13/Vv9Z/1j/UP9S/1H/T/9I/0b/TP9F/0D/Q/9A/z//RP9E/0H/P/88/0D/P/8//0X/Rf9D/0H/Q/9F/0j/SP9N/1H/Tf9K/1D/Vf9S/1f/V/9T/1j/V/9Y/1v/Xv9g/2D/af9o/2n/a/9q/3P/cv9z/3j/ef96/33/hf+H/4j/i/+N/47/i/+P/5L/lv+X/5X/m/+f/6P/pf+m/6n/rP+s/7D/uP+4/7v/wP/A/7z/v//C/8D/vP+//8b/v//C/8H/wf/A/8L/w//D/8P/wP/B/8H/wf/A/77/vv/B/8D/v/+9/8D/v/++/8D/wf/A/7r/vv+8/7//wf+//8H/vv/B/8L/wv/E/8P/wv/H/8f/xf/G/8f/x//F/8f/w//H/8v/y//O/8r/zP/K/8n/xv/J/8v/zf/O/8v/z//R/83/yv/P/9L/zv/U/9j/1P/W/9r/2f/e/97/2//g/+H/4//j/+b/5//q/+3/8v/z//L/9v/3//r/+P/5//n//v8BAAAAAwACAP//BgAHAAMACAAFAAsAEQAPABIAEQAUABMAEgAXABcAGAAbAB8AIwAiACEAJgAqACgAKwAwAC4ALgAwADEAMAAxADIAMQA0ADUAMwA3ADkANwA1ADkANwA1ADoANwA4ADUANwA1ADQANQAzADMALwAvAC8ANAA0ADkAMwAxADAAKwAwAC4AMQAvAC0ALQAuAC8AMQA2ADAAMQA2ADMAOQA4ADgANwA2ADgANwA3ADcAOQA3ADkAOwA8AEEARABEAEYARgBCAEQAQwBDAEgATABMAEUASgBOAE0AUABSAFQAUQBWAFUAVwBcAFsAXgBjAGYAZwBqAGwAZgBrAHAAcQB0AHUAeAB3AHYAeQB6AHwAfgB8AH0AegB8AIAAgACCAIYAiACKAIYAhgCHAIQAiQCFAIUAhACEAIYAhQCHAIkAiACHAIcAiACJAIwAiwCNAIsAiwCJAIgAigCKAIwAiACIAIkAiwCIAIcAgwCDAIQAfgCBAHsAfAB4AHMAdAByAHMAdgB4AHMAbQBsAG4AaQBmAGkAZQBlAGAAXQBWAFUAWgBTAFEAUgBPAE4ATwBPAFAATABJAEgARwBHAEgARgBFAEUAQQBBAEQAQQA+ADwAOwA5ADgAOQA5ADYANQAzADYAOAA1ADcANAAzADgAOwA5ADwAPwBAAEMARQBIAEcASgBMAE4AUgBUAFcAWgBfAGEAYwBmAGYAaABpAG8AbgB1AHsAewCFAIYAhgCHAIsAjgCRAJQAlACRAJMAmwCbAJoAnQCdAJ4AnwChAKMAowCqAKYApACnAKYApQCrAKoAqACsAK0ArACqALAAsQCwALMAtAC0ALcAtQCzALQAtQC6ALsAuQC2ALUAvAC3ALkAuwC4ALsAugC5AMAAvgC7ALwAtgCzALUAtQCuALAArgCwAK8ArgCyAKwArwCuAKsAqgCoAKUApQChAKAAoQCfAKAAngCeAJsAlQCVAJUAkwCWAJQAkwCRAI4AkACNAIwAigCHAIUAhQCBAIAAgQB/AH0AeQB5AHcAdQB3AHUAcwB3AHcAdwB7AHYAdQBzAHMAcAByAHMAdQB2AG4AcABsAG8AbgBxAHYAdgB2AHcAfAB7AHkAfAB9AH0AfwB+AH4AfgCDAH8AfwCAAIEAhACAAH8AfwB+AH4AgACCAIIAgACAAH4AewB/AIAAfAB/AIIAhgCDAH4AhACCAIMAhAB+AIMAgQCBAIQAhwCHAIIAhQCEAIUAhgCJAIgAhQCGAIYAiQCPAIsAjACHAIUAhQCEAIIAfQCCAIIAgACBAIAAfwCBAIEAggCAAIMAhQCBAHwAfAB/AIIAhACGAIgAiACCAIMAhQCCAIQAhgCLAIgAhACGAIoAiQCLAIwAjwCOAIoAiQCLAI4AiwCIAI0AiwCGAI0AigCIAIkAhwCFAIUAhgCOAIsAhgCKAIgAiwCIAIUAiACMAIYAgACEAIUAigCPAIkAhgCIAIkAhwCHAIgAhgCGAIoAiQCJAIcAhwCIAIgAhgCGAIQAgwCGAIMAggCFAIQAgACAAIAAewB6AIAAgwB8AH8AfwB8AHkAegB5AHYAdABxAHEAbQBtAG4AbgBuAG0AbABtAGgAZgBmAGUAZgBiAGAAYQBkAGIAXwBdAFwAWQBXAFkAUwBOAE4AUABLAEwATABLAEwASABEAEIAQQA/AEAAQAA6ADgAOgA2ADgAOgA5ADoAOQA4ADgAOQA2ADgAOwA5ADoAOwBAAEUAQQA/AEEAQwBGAEQARgBKAEcATABMAEoASgBMAE8AUABQAE8AUABQAFMAUABPAFMAUABNAFEAUABOAFAATwBNAE4ATgBQAFEATwBPAE4ATQBKAEsASwBNAE0ATQBOAEwATQBNAEwATABQAE0ASgBNAFEAUABQAFQAVABRAFIAUQBQAFEATABPAFcAVQBSAFEATgBTAFYAVQBTAFIATwBNAFIAUgBSAFEAUgBRAE4ATgBQAE8ATABOAE0ATQBMAEoASQBHAEYARgBFAEQAQAA/AEAAPgA8ADoAOQA2ADMAOAA2ADAAMAAtACoAKQApACYAJAAjABsAHwAfAB4AIQAbABoAGgAYABgAFwAYABgAGgAaABgAFQATABYAFAATABgAFgAUABMAFAATAA4ADQAPAA4ACwAJAAUABwAEAAMAAwAAAP//+v/7//z/9v/v/+3/8v/s/+f/5v/k/+P/3//e/9z/2v/d/9z/3P/a/9X/1v/T/9H/z//R/9L/z//O/8v/0P/N/8v/yv/K/8v/yf/J/8T/xv/D/8T/xv/C/8L/wv/E/8L/wf/B/8H/w//D/8D/wv+9/7r/uv+6/7j/uP+6/7b/uf+4/7v/uv+3/7n/uP+1/7f/uf+5/7f/uP+4/7v/vP+4/7r/vP+8/7n/vv+8/7n/vP+5/7n/uv+7/7v/vf+9/7//vv+7/7z/vP+6/7r/u/+7/7v/uf+8/7r/vP++/7j/tv+2/7z/uv+6/7v/u/+8/73/uf+7/8D/vv+9/73/vf+8/7z/wf+//7r/vv+6/7b/tv+3/7X/s/+0/7H/sf+x/7D/qv+n/6n/qf+m/6D/oP+f/5r/mP+Y/5f/l/+W/5D/jv+L/4n/iv+E/4X/hv+D/4D/gP9//3v/ff94/3b/d/94/3T/c/90/3P/c/9v/23/a/9s/23/av9m/2j/ZP9j/2T/YP9e/1v/Wf9W/1P/Uv9P/0v/Tv9N/0b/Rv9E/0T/Qv89/z7/P/8+/zj/N/80/zT/Nv8x/zX/Mf8w/zP/MP8y/y7/L/8s/y3/Kv8r/yz/LP8s/yr/Lf8r/yv/Kv8v/yz/Kv8n/yj/Kf8r/yz/Kv8t/y7/Mf8w/zT/NP80/zP/Mv80/zb/N/83/zn/PP89/zz/Pv9B/0L/Qv9F/0b/RP9C/0L/Q/9C/0X/Rv9J/0z/Sv9J/0v/Sv9M/0v/Sf9L/0z/Uf9Q/1L/UP9O/1H/UP9S/1L/Uf9U/1T/VP9W/1T/V/9Z/1r/XP9b/1r/Xv9e/1z/YP9h/2P/Z/9o/2j/bf9u/23/b/9y/3L/cf9y/3D/cv9z/3P/c/9y/3X/dv92/3n/d/91/3z/ef94/3v/ef97/3r/df91/3n/eP90/3X/eP92/3n/eP96/3v/fP9+/37/fP97/3z/fv+A/33/g/+D/3//gP+C/4D/gP+E/4L/gv9//4H/gP+A/3//e/9+/37/gf9//33/gf9//3//f/98/3z/ev96/3v/e/99/3z/ev93/3n/ef91/3P/ef94/3X/c/9y/3P/d/94/3n/ef95/3j/dP9z/3L/c/9z/3L/cf9z/3L/cf9x/3D/c/9s/2j/aP9o/2z/af9r/3D/bf9p/2b/Y/9j/2b/Zv9p/2n/Z/9n/2f/Zv9l/2f/av9o/2v/bP9p/27/cf9v/3L/cv92/3T/cv92/3b/ev96/3v/f/+A/4X/hf+I/4v/i/+M/47/jv+R/5L/lv+X/5b/nP+f/5//n/+h/6P/qf+s/7D/sP+0/7L/sf+3/7b/t/+8/7//v//C/8P/x//H/8v/zf/N/9D/0f/U/9j/2v/Z/9z/3P/f/+D/4P/l/+P/4v/i/+X/5P/l/+j/6P/q/+v/7P/r/+//7f/u//D/7v/s/+3/7//s/+z/7P/r/+f/6v/r/+n/6P/m/+v/6v/n/+j/6P/o/+T/5v/m/+P/4v/h/+L/3v/a/9f/2v/X/9f/2P/S/9H/z//O/87/yv/H/8j/xv/B/8D/v/++/7r/uP+4/7P/sv+z/6z/qv+s/6n/p/+l/6X/nv+h/6D/m/+d/53/oP+d/6H/nv+d/6D/nf+e/57/mf+Y/57/nv+f/5//n/+e/5v/nv+f/6L/pf+m/6b/pP+p/6z/rv+v/7L/sv+z/7b/sf+0/7b/u/+6/7v/wv/B/8T/yP/K/8//0f/R/9T/1P/S/9T/2P/Z/+H/4v/h/+P/5v/o/+j/6//u//L/7v/u//P/8v/w//X/9P/3//v//P/9//7/AQD//wMAAwAEAAcACwANAAoACgAPABUAEQASABMAFQAVABUAFgAaAB4AIAAgACEAJQAnACcAKQApACsAKgAqACwALAAvADIAMwAyADQANAA0ADEANAA1ADYANQA1ADkAOgA7ADgAPQA5ADgAPAA7ADgAOgA7ADsAQQA+AD0APQA/AEMAQgA/AEAAQQBBAEQARgBGAEYASgBNAEwATQBQAE8ATgBQAFAAVQBVAFQAVABXAFYAWABZAFgAWgBZAFsAXABdAFsAXwBiAGQAZQBkAGcAaABqAG0AcABsAG4AcABwAHAAcwB1AHUAdgB5AH0AfgB8AHwAgwCFAIMAhQCIAIgAhgCJAI0AkQCTAJMAkgCWAJkAmACaAJwAnQCgAKIApQCmAKYApgCjAKcAqQCpAKsArQCuAK0AsQCxALMAsgCxALQAsQCyALUAtwC5ALkAuQC8ALwAvwDCAMEAwwDEAMUAxwDIAMgAxQDGAMcAxgDJAMsAzgDRANAA0ADPAM4AzwDPANQA1wDXANcA2QDcAN0A4gDjAOAA5QDkAOUA5QDuAPAA7gDuAO4A7wDxAPMA9wD6APkA/QD+AP4AAgEDAQEBBwEIAQYBCgEJAQwBDQENAQ8BDAEOARABEQEQAREBFQEWARgBGgEbARsBGwEbASABGwEeAR4BHgEhAR0BIAEeAR8BIAEeAR8BHgEeAR0BHwEdAR0BHgEeASIBIAEgASEBIwEgASEBIgEfASEBHwEfAR0BHQEaARwBGQEaARkBEAEVARMBEQERAQ8BDQELAQoBCwEHAQQBBgECAf4A/AD+APsA9wD0APQA8wDwAOwA6ADlAOEA4ADhAN0A3ADVANQA1QDPANEAzwDOAM0AyADEAMUAwwC8AL4AvwC9ALsAugC4ALYAtQC0ALUAtQCzALAAsQCyAK8ArgCwALAAsQCyALIAswCxALEAsACzALIAtQC2ALUAuAC3ALgAtwC3ALoAuAC6AL4AwADAAL8AwADBAL8AvgC/AMAAvQDBAMMAvgC8AL4AvQC/AMAAvgDBAL8AwAC/AL0AvAC9AL8AvQC5ALsAuwC8AL8AugC6ALoAuQC3ALcAuQC6ALgAtgC1AK8ArACuAK4AqwCuAK4AqACnAKcApgCkAKMAoQCfAJ0AmQCYAJQAkwCSAI4AjwCJAIcAhAB+AH0AfAB6AHQAcgBxAGwAbABoAGQAYgBdAFsAVwBUAFEASwBJAEoARABCAEAAPAA+ADgAMwAyADIALQAqACgAJQAkACQAHgAdABsAFQAUABQAFQAUABEADwAMAA0ACwAHAAcABQAEAAQAAgAAAP3//P/5//n/9v/2//X/8P/v/+//6f/r/+z/6v/p/+X/5//m/+f/4v/g/+D/3//g/+L/4P/c/9r/2v/Y/9f/2P/V/9P/0f/P/8//zf/N/8//0P/R/83/zP/P/9D/y//M/8//zP/O/83/y//H/8j/yP/E/8X/xP/D/8H/wv++/73/v/+9/77/vf+4/7b/uP+3/7T/tv+3/7X/sv+w/67/q/+q/6n/qP+n/6X/pf+i/53/nP+a/5r/lv+V/5b/k/+S/5D/j/+T/4//jf+M/4v/iP+C/4X/gv9+/3z/f/99/3r/ef93/3X/d/90/3X/cv9v/3H/b/9y/27/a/9r/2j/ZP9j/2b/Zv9j/17/Xv9c/1n/Wv9X/1X/V/9Z/1v/V/9Y/1T/T/9S/07/S/9O/0n/R/9K/0f/Rf9C/0P/Q/9E/0H/Pv8+/z7/O/86/zr/N/84/zb/OP84/zb/OP8z/zH/M/8t/zD/NP8x/y//Mf8u/yv/Lf8s/yv/Lf8u/yr/Kv8r/yj/J/8o/yf/J/8l/yX/Jf8j/yH/Hv8d/xz/Gf8Y/xn/Gf8V/xT/Ff8T/xD/Dv8R/w7/DP8K/wv/DP8I/wX/A/8E/wL/Af/8/gD//f74/vz++v74/vX+9f73/vf+9f7z/vL+9v73/vX+9v71/vX+9P71/vT+9f72/vP+9v71/vT+9f70/vb+9/73/vn++v76/vz+AP/8/v3+/f7+/gL/Af///gH/Bf8G/wb/BP8J/wf/B/8I/wr/Cv8K/w3/Dv8P/wz/EP8Q/xT/Fv8V/xf/Fv8Y/xr/G/8b/xv/G/8g/x7/IP8k/yP/Jv8l/yj/Kv8r/y7/K/8u/zT/NP83/zr/Ov86/zv/Ov9A/0L/Qf9B/0f/Rf9D/0b/Sf9M/0v/UP9R/1D/UP9P/1D/Uf9S/1L/Uf9U/1b/Vv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AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA=\" type=\"audio/x-wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Reconstructed\n",
        "sf.write('recon.wav', reconstructed,22050)\n",
        "IPython.display.Audio('recon.wav')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "cellView": "form",
        "id": "sevC2QV4zxSM",
        "outputId": "c9559c93-d891-4a5d-9fbe-5d04edfb7227"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
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type=\"audio/x-wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SqtlshLBzYlN"
      },
      "source": [
        "Creating a feature array of the right dimension, at with entry populated with zeroes"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "E16fogPbk6YF",
        "outputId": "782f5b1a-79ba-433d-ab4d-9d54eba736f4"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "dimensions of our features array: (11318, 128, 65)\n"
          ]
        }
      ],
      "source": [
        "y,sr= librosa.load(files[1])\n",
        "y = trim_sample(y,sr,1.5)\n",
        "mel_dims = extract_mel(y,sr).shape\n",
        "features = np.zeros((len(files),mel_dims[0],mel_dims[1]))\n",
        "print('\\ndimensions of our features array:', features.shape)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MlMB8iOqTNxr"
      },
      "source": [
        "We populate each ith element of features with a\n",
        "mel spectrogram of each file.\n",
        "\n",
        "*Warning: this is extremly slow and takes around 15 minutes*\n",
        "\n",
        "\n",
        "Maybe take a coffee break in the meanwhile\n",
        "\n",
        "*Also, I suggest using a high ram enviroment(which can selected in google colab), because we are using a tooooooon of memory with huge matrices!*"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VGYICR7JzCZX",
        "outputId": "4ac4314e-79b7-4e6b-de36-6769a819aa02"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "sample:  1000\n",
            "sample:  2000\n",
            "sample:  3000\n",
            "sample:  4000\n",
            "sample:  5000\n",
            "sample:  6000\n",
            "sample:  7000\n",
            "sample:  8000\n",
            "sample:  9000\n",
            "sample:  10000\n",
            "sample:  11000\n"
          ]
        }
      ],
      "source": [
        "\n",
        "i = 0\n",
        "for file in files:\n",
        "  features[i] = extract_mel(*librosa.load(file,duration=1.5))\n",
        "  i = i+1\n",
        "  if i%1000==0:\n",
        "    print(\"sample: \", i)\n",
        "  \n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "k_WSNQlxTyc8"
      },
      "source": [
        "Now we have features array of dim `(11318, 128, 65)`\n",
        "where each `features[i]` corresponds to the mel spectrogram of the file: `files[i]`"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QzATm9xZUxmS"
      },
      "source": [
        "## **Getting the Y values, and labels**\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "cellView": "form",
        "id": "T_PbCIOO_NWX"
      },
      "outputs": [],
      "source": [
        "#@title helper functions\n",
        "def get_instruments():\n",
        "  instruments = {\n",
        "  \"bass-clarinet\": 0,\n",
        "  \"contrabassoon\": 1,\n",
        "  \"cello\": 2,\n",
        "  \"clarinet\": 3,\n",
        "  \"bassoon\": 4,\n",
        "  \"double-bass\": 5,\n",
        "  \"french-horn\": 6,\n",
        "  \"guitar\": 7,\n",
        "  \"mandolin\": 8,\n",
        "  \"oboe\": 9,\n",
        "  \"saxophone\": 10,\n",
        "  \"trombone\": 11,\n",
        "  \"trumpet\": 12,\n",
        "  \"tuba\": 13,\n",
        "  \"viola\": 14,\n",
        "  \"violin\": 15,\n",
        "  \n",
        "   #instruments is a python dictionary\n",
        "  #read more at https://www.w3schools.com/python/python_dictionaries.asp\n",
        "  #similiar to a hashmap, or c++'s ordered_map\n",
        "}\n",
        "  return instruments\n",
        "\n",
        "\n",
        "\"\"\"\n",
        "This function will return the instrument class value given the filename ie\n",
        "get_y_val('cello_Gs2_05_pianissimo_arco-normal.wav')\n",
        "  returns 2\n",
        "\n",
        "And get_y_val(double-bass_D2_1_pianissimo_arco-normal.wav)\n",
        "returns 5\n",
        "\n",
        "\"\"\"\n",
        "def get_y_value(file):\n",
        "  instruments = get_instruments()\n",
        "  for instrument in instruments:\n",
        "    #string.find(foo) returns the first occurence of foo,\n",
        "    # and -1 if foo is not in the string.\n",
        "    if file.find(instrument)!=-1:\n",
        "      return instruments[instrument]\n",
        "  return \"NULL\"\n",
        "\n",
        "def get_y_values():\n",
        "  #loading the names of the files in /data to a list\n",
        "  files = os.listdir('orchestral_samples/data')\n",
        "  \"\"\"\n",
        "  map(f,iterable) will apply functiion f to each element in iterable container.\n",
        "  In this case we are applying the function get_y_value, \n",
        "  to every element in files. List will turn a map object into a list,\n",
        "   and then we can turn the list into a numpy array\n",
        "  \"\"\"\n",
        "  return np.array(\n",
        "      list(\n",
        "          map(get_y_value,files)\n",
        "          )\n",
        "      )\n",
        "  \n",
        "\"\"\"\n",
        " generates numpy array that maps indices to instruments\n",
        " ie get_labels()[3] returns 'clarinet'\n",
        "\"\"\"\n",
        "def get_labels():\n",
        "  inv_map = {v: k for k, v in get_instruments().items()}\n",
        "  return np.array(list(inv_map.items()))[:,[1]]\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_data = get_y_values()\n",
        "labels = get_labels()"
      ],
      "metadata": {
        "id": "cKONG-UtBqMy"
      },
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iQn4neOWvNmd"
      },
      "source": [
        "# **Test Train Split etc:** \n",
        "\n",
        "*finally we will have data in a format that can be fed into models*\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "id": "xJVlqdZMsFoH",
        "cellView": "form"
      },
      "outputs": [],
      "source": [
        "#@title importing more stuff\n",
        "from sklearn.model_selection import train_test_split\n",
        "from tensorflow import keras\n",
        "from tensorflow.keras.utils import to_categorical # it's red but okay"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lr9JfOdHx35m"
      },
      "source": [
        "##Performing test/train split:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "id": "8QfT_i66vkQv"
      },
      "outputs": [],
      "source": [
        "X_train, X_test, y_train, y_test = train_test_split(\n",
        "    features, y_data, test_size=0.33, random_state=42)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Co4uWAwDw3u_"
      },
      "source": [
        "X train and test are the spectrograms\n",
        "\n",
        "Y train and test are the what instruments the samples are"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BJeNwgzAwDoY",
        "outputId": "53557271-db46-4858-9772-0c5040d8ea10"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "X_train dims: (7583, 128, 65)\n",
            "X_test dims: (3735, 128, 65)\n",
            "Y_train dims: (7583,)\n",
            "Y_test dims: (3735,)\n",
            "\n"
          ]
        }
      ],
      "source": [
        "print(f\"\"\"\n",
        "X_train dims: {X_train.shape}\n",
        "X_test dims: {X_test.shape}\n",
        "Y_train dims: {y_train.shape}\n",
        "Y_test dims: {y_test.shape}\n",
        "\"\"\"\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "id": "PrPq-ePNvzz6"
      },
      "outputs": [],
      "source": [
        "y_train_cat = keras.utils.to_categorical(y_train)\n",
        "y_test_cat = keras.utils.to_categorical(y_test)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0J2O_Y55xygR"
      },
      "source": [
        "If you want to know what instrument a sample is by y_value:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AN6So56Vwmom",
        "outputId": "0d23682e-10a9-4a55-eb72-03b5b7342dde"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(7583, 16)\n",
            "['double-bass']\n",
            "(7583,)\n",
            "['double-bass']\n"
          ]
        }
      ],
      "source": [
        "print(y_train_cat.shape)\n",
        "print(labels[np.argmax(y_train_cat)])\n",
        "print(y_train.shape)\n",
        "print(labels[y_train[0]])"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Creating image with 3 channels\n",
        "### you might want to enable high ram usage, or this might crash. It might crash regardless."
      ],
      "metadata": {
        "id": "Af1qPLxUnaVR"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "iAprUCQkGrmL",
        "cellView": "form"
      },
      "outputs": [],
      "source": [
        "#@title Creating spectrogram images with 3 channels\n",
        "#@markdown if running you might want to enable high ram usage, or this might crash. It might crash regardless tho\n",
        "cnn_x_train = np.zeros((7583,128, 65,3))\n",
        "cnn_x_test  = np.zeros((3735, 128, 65,3))\n",
        "cnn_x_train[:,:,:,0] = X_train\n",
        "cnn_x_train[:,:,:,1] = X_train\n",
        "cnn_x_train[:,:,:,2] = X_train\n",
        "cnn_x_test[:,:,:,0] = X_test\n",
        "cnn_x_test[:,:,:,1] = X_test\n",
        "cnn_x_test[:,:,:,2] = X_test"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LPKcarBDGcRj",
        "outputId": "a5d0126f-566b-4ff7-b008-a5429ce92a89"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(3735, 128, 65, 3) (7583, 128, 65, 3)\n"
          ]
        }
      ],
      "source": [
        "print(cnn_x_test.shape,cnn_x_train.shape)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.imshow(cnn_x_test[200])\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        },
        "id": "ytBB0UOp3Cr9",
        "outputId": "b4984b8f-3f1f-4677-a04b-aae6e37a4e6e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7faba0b9d390>"
            ]
          },
          "metadata": {},
          "execution_count": 37
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#CNN"
      ],
      "metadata": {
        "id": "1G5V-jqQ2trF"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 140,
      "metadata": {
        "id": "tnkreSPdIbLR"
      },
      "outputs": [],
      "source": [
        "model = keras.models.Sequential()\n",
        "\n",
        "model.add(keras.Input(shape=(128, 65))) \n",
        "\n",
        "model.add(keras.layers.Conv1D(filters = 64, kernel_size = (3), \n",
        "                              activation = 'ReLU', use_bias = False, \n",
        "                              padding = 'same',\n",
        "                              strides = 1\n",
        "                              ))\n",
        "model.add(keras.layers.Conv1D(filters = 64, kernel_size = (3), \n",
        "                              activation = 'ReLU', use_bias = False, \n",
        "                              padding = 'same',\n",
        "                              strides = 1\n",
        "                              ))\n",
        "model.add(keras.layers.MaxPool1D(pool_size = (3)))\n",
        "model.add(layers.Dropout(0.25, name=\"top_dropout\"))\n",
        "model.add(keras.layers.Conv1D(filters = 64, kernel_size = (3), \n",
        "                              activation = 'ReLU', use_bias = False, \n",
        "                             padding = 'same'))\n",
        "model.add(keras.layers.Conv1D(filters = 64, kernel_size = (3), \n",
        "                              activation = 'ReLU', use_bias = False, \n",
        "                             padding = 'same'))\n",
        "\n",
        "model.add(keras.layers.MaxPool1D(pool_size = (3)))\n",
        "model.add(layers.Dropout(0.25, name=\"top_dropout2\"))\n",
        "model.add(keras.layers.Conv1D(filters = 64, kernel_size = (3), \n",
        "                              activation = 'ReLU', use_bias = False, \n",
        "                             padding = 'same'))\n",
        "model.add(keras.layers.Conv1D(filters = 64, kernel_size = (3), \n",
        "                              activation = 'ReLU', use_bias = False, \n",
        "                             padding = 'same'))\n",
        "model.add(keras.layers.MaxPool1D(pool_size = (2)))\n",
        "\n",
        "\n",
        "\n",
        "model.add(keras.layers.Flatten())\n",
        "model.add(layers.Dropout(0.25, name=\"top_dropout3\"))\n",
        "model.add(keras.layers.Dense(16, activation='softmax', use_bias=False))\n",
        "\n",
        "model.compile(loss = 'categorical_crossentropy', \n",
        "              optimizer = 'adam', \n",
        "              metrics=['accuracy'])"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KGEWV2FoJmEJ",
        "outputId": "a358628e-a0bd-4b25-a9dd-02deced8bfbb"
      },
      "execution_count": 141,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential_45\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " conv1d_119 (Conv1D)         (None, 128, 64)           12480     \n",
            "                                                                 \n",
            " conv1d_120 (Conv1D)         (None, 128, 64)           12288     \n",
            "                                                                 \n",
            " max_pooling1d_100 (MaxPooli  (None, 42, 64)           0         \n",
            " ng1D)                                                           \n",
            "                                                                 \n",
            " top_dropout (Dropout)       (None, 42, 64)            0         \n",
            "                                                                 \n",
            " conv1d_121 (Conv1D)         (None, 42, 64)            12288     \n",
            "                                                                 \n",
            " conv1d_122 (Conv1D)         (None, 42, 64)            12288     \n",
            "                                                                 \n",
            " max_pooling1d_101 (MaxPooli  (None, 14, 64)           0         \n",
            " ng1D)                                                           \n",
            "                                                                 \n",
            " top_dropout2 (Dropout)      (None, 14, 64)            0         \n",
            "                                                                 \n",
            " conv1d_123 (Conv1D)         (None, 14, 64)            12288     \n",
            "                                                                 \n",
            " conv1d_124 (Conv1D)         (None, 14, 64)            12288     \n",
            "                                                                 \n",
            " max_pooling1d_102 (MaxPooli  (None, 7, 64)            0         \n",
            " ng1D)                                                           \n",
            "                                                                 \n",
            " flatten_34 (Flatten)        (None, 448)               0         \n",
            "                                                                 \n",
            " top_dropout3 (Dropout)      (None, 448)               0         \n",
            "                                                                 \n",
            " dense_57 (Dense)            (None, 16)                7168      \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 81,088\n",
            "Trainable params: 81,088\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "h = model.fit(X_train, y_train_cat, epochs = 16, validation_data = (X_test, y_test_cat))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UXjEq4koJyQ-",
        "outputId": "d2b0b100-6e04-4894-cc90-bd02daf24cea"
      },
      "execution_count": 142,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/16\n",
            "237/237 [==============================] - 4s 13ms/step - loss: 2.0489 - accuracy: 0.3160 - val_loss: 1.5331 - val_accuracy: 0.4988\n",
            "Epoch 2/16\n",
            "237/237 [==============================] - 3s 13ms/step - loss: 1.4174 - accuracy: 0.5299 - val_loss: 1.1600 - val_accuracy: 0.6182\n",
            "Epoch 3/16\n",
            "237/237 [==============================] - 3s 12ms/step - loss: 1.1548 - accuracy: 0.6189 - val_loss: 0.9735 - val_accuracy: 0.6985\n",
            "Epoch 4/16\n",
            "237/237 [==============================] - 3s 12ms/step - loss: 0.9967 - accuracy: 0.6736 - val_loss: 0.8792 - val_accuracy: 0.7256\n",
            "Epoch 5/16\n",
            "237/237 [==============================] - 3s 12ms/step - loss: 0.9066 - accuracy: 0.7013 - val_loss: 0.7662 - val_accuracy: 0.7566\n",
            "Epoch 6/16\n",
            "237/237 [==============================] - 3s 11ms/step - loss: 0.8186 - accuracy: 0.7244 - val_loss: 0.7324 - val_accuracy: 0.7652\n",
            "Epoch 7/16\n",
            "237/237 [==============================] - 3s 12ms/step - loss: 0.7610 - accuracy: 0.7472 - val_loss: 0.6669 - val_accuracy: 0.7842\n",
            "Epoch 8/16\n",
            "237/237 [==============================] - 3s 12ms/step - loss: 0.7025 - accuracy: 0.7657 - val_loss: 0.6369 - val_accuracy: 0.7976\n",
            "Epoch 9/16\n",
            "237/237 [==============================] - 3s 12ms/step - loss: 0.6713 - accuracy: 0.7785 - val_loss: 0.6287 - val_accuracy: 0.7981\n",
            "Epoch 10/16\n",
            "237/237 [==============================] - 3s 12ms/step - loss: 0.6243 - accuracy: 0.7935 - val_loss: 0.5876 - val_accuracy: 0.8153\n",
            "Epoch 11/16\n",
            "237/237 [==============================] - 3s 12ms/step - loss: 0.5770 - accuracy: 0.7992 - val_loss: 0.5797 - val_accuracy: 0.8193\n",
            "Epoch 12/16\n",
            "237/237 [==============================] - 3s 12ms/step - loss: 0.5555 - accuracy: 0.8096 - val_loss: 0.5463 - val_accuracy: 0.8380\n",
            "Epoch 13/16\n",
            "237/237 [==============================] - 3s 13ms/step - loss: 0.5313 - accuracy: 0.8214 - val_loss: 0.5404 - val_accuracy: 0.8345\n",
            "Epoch 14/16\n",
            "237/237 [==============================] - 3s 11ms/step - loss: 0.4912 - accuracy: 0.8361 - val_loss: 0.5448 - val_accuracy: 0.8375\n",
            "Epoch 15/16\n",
            "237/237 [==============================] - 3s 12ms/step - loss: 0.4862 - accuracy: 0.8349 - val_loss: 0.5192 - val_accuracy: 0.8458\n",
            "Epoch 16/16\n",
            "237/237 [==============================] - 3s 12ms/step - loss: 0.4457 - accuracy: 0.8493 - val_loss: 0.4988 - val_accuracy: 0.8554\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(h.history['accuracy'], label = 'acc')\n",
        "plt.plot(h.history['val_accuracy'], label = 'val_acc')\n",
        "plt.legend()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 283
        },
        "id": "m1ZUPoriEyBg",
        "outputId": "88f97f6d-5481-4a86-95d4-9d6af2e9ed44"
      },
      "execution_count": 143,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f096e190250>"
            ]
          },
          "metadata": {},
          "execution_count": 143
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
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          "metadata": {
            "needs_background": "light"
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        }
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "machine_shape": "hm",
      "name": "Copy of feature_engineering (2).ipynb",
      "provenance": [],
      "collapsed_sections": [
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      ]
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}