{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dkv8XgIRo5MB",
        "outputId": "5f9d6d75-ce36-47ca-96e2-8f2cadcc7aed"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/gdrive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive', force_remount=True)\n",
        "\n",
        "import sys\n",
        "sys.path.append('/content/gdrive/My Drive')\n",
        "\n",
        "import os\n",
        "os.chdir('/content/gdrive/My Drive') "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9tDnbB-hHAIY"
      },
      "source": [
        "Source code berikut berfungsi untuk menghubungkan antara google colab dengan gdrive akun milik Anda. Diharapkan di gdrive anda sudah terdapat folder Dataset. Source code berikut juga mengubah working path anda ke path \"/content/gdrive/My Drive\", karena google colab ini menggunakan linux sebagai os-nya maka command-command linux dapat digunakan disini."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "lPPa701nGvo_"
      },
      "outputs": [],
      "source": [
        "def list_files(startpath):\n",
        "    for root, dirs, files in os.walk(startpath):\n",
        "        level = root.replace(startpath, '').count(os.sep)\n",
        "        indent = ' ' * 4 * (level)\n",
        "        print('{}{}/'.format(indent, os.path.basename(root)))\n",
        "        subindent = ' ' * 4 * (level + 1)\n",
        "        for f in files:\n",
        "            print('{}{}'.format(subindent, f))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xGvBC2CWJQmR"
      },
      "source": [
        "function yang akan digunakan untuk mengecek path tree dari sebuah folder.\n",
        "Source: "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0Rfi9yMiGySO",
        "outputId": "eba64daa-7be5-40f3-ca60-b1ae25059390"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset/\n",
            "    Zophobas/\n",
            "        Zophobas1.jpg\n",
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            "    Tenebrio/\n",
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          ]
        }
      ],
      "source": [
        "from imutils import paths\n",
        "\n",
        "imgpths = paths.list_images('Dataset')\n",
        "list_files('Dataset')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LBwdJESJJv6D"
      },
      "source": [
        "Simpan nama folder dari satu dir yang sama dengan working path. Contoh pada source code di atas, daataset disimpan pada folder Dataset. *imgpths* menyimpan nama folder, sedangkan untuk code berikutnya berfungsi menggunakan function *list_files* dari code sebelumnya dengan input nama folder letak disimpannya dataset."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "GoXTCLPyzZ06",
        "outputId": "660ab362-95b0-4662-f311-0eca5fbbb9e5"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset\n",
            "Zophobas\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=200x200 at 0x7F587E886090>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
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\n",
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=200x200 at 0x7F587EB86090>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=200x200 at 0x7F587BEA7AD0>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Tenebrio\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=200x200 at 0x7F587EC5EB10>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
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EoapAHpixT5fRmLUYTQGqutGj6JSq9gR2lLgCppiDToPkBhziT8Y9Rxot1L8iEKkgqGAkpm1gYhpJQx6uSlQPjxFCM4BD9VACBlJABURIZJzPEt/jOFRVfIgRWHh4qhVkoLxBfsovV4p8JSyiWYerqhSYFPSUGU0XA7SJaQovBbbFFe683fqLukUv4+AoLe8Kup3H0QUi2FJQCXDTKBkt+chjlIebWgOoyfo7AqQzPdeuRxTpGVudBiNBcUyShIPcboxarOTkpkdugY0DBBhgNNJS2kCaat016WvkMAts3fGywOeriUsPLVwPgJJYsqYlKghZ0/zFA5wDmQhuqBw+HpfwFg/lwsjt1ml65GeXjwyppNKd+YO3Fryv9C8y7GnZioq5ZM6mf5HITuuR7ih8qaVQ6qHqmDddh890akt1J3IcAYHSX7aRzK4R/PM/M8RJ0YzFsQSOYoC5gwABnIrpR7r0hKmgqxRqUbDy6V3I5vzDM8qg2e327OWLEla2nBDSL3ieyfnCC0GzF79mU5Do4Bf+uA+9ctmVNmRLZCeoypWrxv6uMJ1qx3F0LBjray1w25wagMrTr2SZ2XMX54BHFIjnS9U4RORQhfmaSfqdmJTIUYk0BTDGXGecAE5x4KDnL2XIFgek7zpUB0lAc4mUbQo2hiCS9+hcNuvsYYu3evsqnvHiCQgtYj1RKW86WTvXcDVTxjiOA5gamTYvQnHzUPk4SKR7jQbLofjVQq5on2qt1od8/BYLX6C05FtaK0y5FNVJ0xIp53vJXLF/E6kSxCsq7/aspLaLUVjaKbRTGhqqyxypAivcVFHDkFgBjFUHVY/XW3LBYVY0a+4w2IbBnnbOEdGtRE7BUcJBDjO0ha+K+xwZm5lJrKR6664Vmuu2k20EwDGGY+uzrENB4D6ByVVRRlpLuiBHHsYXMXIFJsCDe0ZfLxV09jQhiACw24YiSkqYy1/kqySE72BGO6FhLezgks1j4MiMmIoBxWnmBy1g7FazBl9moE0Be5uM9BW6s1vvcZH39WAAchxIi5qLjJJjFdAEUM21B0COw2MQQKjpDSoNq4IByZjAeyNNQMmVpRIOb3BWNJBlnotcjuqmiXI2uaaWUqnY8GQWAXhFw1z5YhPebsl9os7IIJk3Oxd5pmsT4MgWXf/SXOVYHYE2Nvc0cglzjkHcgxzHgcCBMLg1IyIbssvHyvvOWh/JkrkogfY/NyBVArfJUzdC/c4C/dVtDek4WjZnzXBK5KyXBv2nhRqr1kvmKmsk9T0Fz0XOsc2RCeSZVikCFdQujhf3JYdUA3O2+qKI8zprFGI4p7sIouQaJa3VUxlzTfFBwC1n+bJyNCnqBTaHSGaPipeWNG0TCL66YKhqJSBFxEsJChnFohe8oKXLTU5bpKmHqiLzAnKeQlZhCK/3dznY7LesuKrY0O9HOP5Qqmqkm+HKd1S/x3F46NrNBgGZUhWuvFaLRRVjNMov3qaJZpY8qHCEZaCQHCxX4oJIlg3rvoWx0F4Jjsje+fUyop5+Ltd4SgIUtxmeTcQiv2EYBGF8koFTgLeUBkSyZkoyTHAGhPbIRckuSyVlYxUS6zbV0RxE3LhY1voFgEhQoaZJpmNtc3p4eHi63bq17g12YapoYLqJ5jVKzsJwbeCxobQujv3x3nLUetCyICVcXuS2I5MyXMOtofUeZxA6xEQzj59zDxq79LvQZzK+M6VSXLUkVSO0TIblXDyMCCZ5dYMXoMCyZnLlMSHqkVeFeKqu9ItwlBxgqkH9vlN4sy4inhH1uEF9oQMUVY0IqiwlHckqU8m2lZ9OAv9TVY9DfXmarLK+0BlPMjb81gad9C2CakJa9eBO5ixqDPHnGlVtn4oT919F6GqQuT1RpUUM7016BtKBpeNvAgo1GAaz6KhQxwxugFw3dCCRlq/kqStSXRljkOYRpMy1dkCiSqoZ7LAzjEI/75JQUf8XsjhvN6aS6GFaaMDDe6280UwjRfKt3IH7JEnprsejh8o/iIiKGWWm/nz6ygZ+HVd5QFq+BmuKITkhEgXHC3YRX+504eOMpTejhWYIy92kMYC0++9Y4hbwu9Xsct8d6BRcEegsQ0Cr70m6IgrmLB2cSVUtI8qWWHANUbwt4okWEiYO6FHic5nvNkiXsSqw9sEcIqNS9pJlwNEUz8hdB5lU3elUuluEuarZzE5Z+hQ8CI7NDRHtfzU6OjhAeSK6jQwvTh+MI7PwJdFcuIEFEvU/iyjMJFxY7OnIlpXj4qUILyZ2MTOrxEh7cNqzTaC3T3d/W+8uAYuH9RZsT8L5Qi2TuR6OVwpzivsYokIjzdMLbYUqzImHPOajj6LfZmtLdHrOpZF/0p++rpVjFsQiI0TOmuQRiuIg0dekTeVw64XE8owwEJ2XEDACXZ0NHlIV3aIznkl6rSEMBJFSTxuLsgj5RxOgEpHVSITmdMfUMzoNOG7gfZGkbHauCietIxpo91Q955QwrFhK+tplG/YUGosyff/uiIcS6fJs04mjRFm+kXjRs1pUUcLoO0pcWSLJr8Myr+GuiOLLjwTVCyK6jwtXXm6UhRn6xJlgv4oxWaT0eoISSdIrVjXqelQJwP2RavIbSXQgSm+NZC5QTNr5nUeGtUeLMYu7EatKhLsizQMTjoJ4kSppy1udHC6IVfxZ8uHLRaqxwBX7TASqWu0kybrdDSD8+PjUBaW0uSyWf5+1lM0vbza1m6upmZ7dABXwgrLDB0tXBoEXcEI6lWa4wybrNapWhinT7kdSwC1eq60D2oyyqQRhVR3VdKNfCcxa+SoAIidbLlHmOEo/iVQWC/UtbUPOSiBZquWVCJNqrGZLKCeeUC1c1dgJgShm5SDbfErXtxn2qXa1K0ayoActV3UcqI7kyrYWBgBm9vrN47OH8yoQXdSKhtuVqn1ouoTrsyTlUBpAyiEYUTTsQGjEZiaF0WrDDykeC0oYFzIyNSKQQ81MOKejAlJsYT2r2kEyn95HKDJL6JKYu13PP9O0u2lN+50LqE0JmEsuAcZT9buX9XFBFb4e3uzExukCjl19U5otbeeiHCICFa6ZuXqWrdK3C9NmV5ifDrMQhQwnQ3oKeM2FfI8ifZAvnj87zxNcklWboJSebIxppJ/ocHtwaaTZ5lwomxlRUdFmPGIMVSIa05sOm6B5xYoKVJkZTGTVcoNeC4U3zSzp6SxAW4GeT3X+9tluT0aeY859Dn6OJpmHhh8nsVSBO6UXaORjRs4IaC+zkJkzeO4E7dh8a7OGUTeTLCsKQCJjLKUxqlX4P5+VrFHRLAqSZns6M5hQyValv1uqtf3bPyH9K5CoyuzS6cz4IF1COBiBIjcLMdFQhNI5HQb21bIOyLau9GyGShIQT2TMTP+6PnSr40bwLFZFcykHXEggspKDLS8vmIsqaK0TkJVMaGybXG8haOVZJH1/OkTOK7UuGfVUAYaKLmWoOu+TgO4ETb14PO6Pf0UqciVJgYa4OBzGTJNudCjZmjqmirSpdZGZAFunL70dl4gyJqoauDi2MQqPSERyDFWpnF3oJ2YIWUIvZV9djQUqsZ0rrq/FjVL5dP8iuXs2NpUGvHF5itVoZJY1xXIGOGVdSBbOanS/BlaJYYFDOu7L8W2mfq7YTFVIgZbsJ4AmEeu4+biIiMohOGKvjYhKFYC1wWxJ8IbuM6dVlDTMvHGtUkdLjD3svlLGUvEuEyUZMYscRhYSSr9nne/ykXR8qnqo1zxEJI4q9tJQPsfuCCfuwxNwbnBIFd3R0t1+mwIvoW7jZkAEp2FNrXgtUZsefdWv51S+NN2S/lLSfFVpwBpAtUFM6zvtSh+oce5TdSmj0I0zYwXpCLOH2qzucWFrJ1w6AdZiaunlIk/N37srRHPhOcKIt3NeLgFRb1l7p1DaOXdlQUVrX950jilbOXzp3GQD+EhHWf92fYPEqQoBFMzKks8ZpJFmpZdEOCiiZgPgccwVSdL3sjMdEij01MZg7O3w7khG3h+oQbKZ3pqV23I3dLJmHPzOM6YNak/PyARljWgO/rUTqGhRGjldUnniDJLL8s+NOAA8nM4Msa9AWQKtNDAAMgktyEpSTwE2r9++SCZHvKCgG48s5CFSAJCAxIOWDjaKN95UbppVXVFUfdIHwVkbF1sjxZ5JjS3aSKGPNJIXkfjkfQq1TKMSSRlC6Ac90MsGbUUCvkJ8HMftNoMezl/TOuRo6qu19GkT5eC7RdjfVnVSmn2fZyzXOKG9kC6UIMs5prFphsSbZ5rLTrUaB1I6NjpK2Gf2BoPxrTZkRuwwgfo2tYBHnvJYCNIqXiohLgIn0IwqZPIPcqygJ3tcUpputVhIaMXp0kBJjxtmKNMWVpnrxF1Sq5HYho/YH5YGXcJLZymvQJxovoroOuQnlPh2+hphyhZIy2MdfBhIpxlSNXzM96Kiiv5c862MJyDAuNwPL5txPng3udgZ+8bSZc5FDEmJdlzprL1KlX96mU1N0melnk1gR+7QLUfXY11mqJy5uDR+Wf2UNV4udpWPiIuI1c+y1WnhQW76oBBHn7lRDFEfvHvbHGdXPHf6ri2+T9BWV+KSN41fc+X9NmvIJAPGilXmYDTDfgCHqKfw3fXYYn4jvVpbMZD1tElMBYek9BQXVHXcbl2wWKYX0xpJOvQas4pk9A4CfoyESQbbxWBvJPojRNVLYns8uH3ZsgzNBUAOpUjk+dtt3aStV9JKlYdtgH362XgG0+K5pMj8ZC0KIxOPJi6Zk+yTFVVm8U/g6EPdfXtGDOo709LmIaMmeIO+3bMuos/3Kqk1zq1AXCRqh3wkfeKyYvPCMNLwJWIBWaC+o2w6ZcTE6XFYILhVklwkpbWMwjlpGNicL4CodoppTgwzOdEMYyolYGnoEFVBPUs3Z7URS4rQ9Xj+jAaEmwGo7LFXOoQcdLJim1VuVQifiAw3k5F+LEXtOUMWopVLdQfNOG/HM0m+HiohHBkmE2mtfbW0YFxEoJ79mskw56ELX9efrkhFrvM8G1qfDIs5xXZv0P+Dl+1Np2MpFppRagYoGfw0smtWjiDzXkxGl1nSzAAghazX67WNnIgzsEQz9qbU5qkS/UbrlN9Gl0Yylhot+rf+mY8ClErM+NM9h5k5ScV0pB7AzT1MkxkNvcH1utcQryxhitfkqIivuE9YGn4h3SIg0HJDJAjamqPylWPvy0VWxeXKhyKS55p4Je09TIJtqCJiZmPcSieCXAmnDByZf3IzRk1jyzm1yQsfXtvoWJ2WL/ZSYxe4DcOUozhcq3sRVOeao14Xuyq9mDq3GucM0GJEWeW82HBXTPbEaQvZuyi45Y1Fa8hRe8u2uCnoGHFcSFfKvc/Hkz3ElPQYfG4rVVU/haG8Rg1D1c8oRI3KD+Fw13moqughqvBSswPlabN0vUMrAHqoHCVIDRKoZmV2GVoULtwY39tUPY4j80FS5EfzJ+j/h1uatA0a9QMdzPiGlEOOk1CuNbfRgtmE9+nYXYa6RNYEWaWkxWpCIKcbKtaisj+jfn4QSsVr2jgy6G/duPGUaLZZOJKYm6TLYDmUBuIQi951JSys6nCK1pJoYrrubG1ao3miQadCZ148m6LPqLzwsUbCJ0kEwKtS/MDPtuIZGbc9xwGAsPrT5fs4Dj+Bz5VELc6Xy8F4c7iqNNonPTCCigKB+nGgIoXokyKcXiyplWBDskevbE7RieI+EaY+O+0GIwpGejFpSPfIzUPN3ofwLGthqCEtQEtCfAWJcFPOLmi0QgY3KqqxURsQCe2XvObFYksYgtyNOSUgxUePI894mjxAGeHmnRNSzENgunkoTfdtP4n9Q0clUVc2FYU9HRiV/e/qO7Pq+eT8lVNFMY++mqYu5WbBo5u8yvYNEpi6PAah4nu+UXeyorzUPckskqRBKlGu4dd4igVhawECYyWpD1RLmQEBTsJiiUAR65Qzm7XXFTmE5mqxmUcJLurVj24LsOK2QCAaxlAWxlQvDw8PKCPU1zE5UlecZBHDzfMSfRsZFLkQtiVme9KIk6bRgKgcOGph0O/JfUeBvkn64T4CETmcUHGK8HIIEcziJCZXHjPTQ2nmR9tm0NPOEmIkKjsaKQgrM0kZnD5Vb+MGMvIthPnhnrlRyomqZV0AUR1mEskjc2hPnUk4qR22mTjt3Jl2JB2UCygFCjGzPOkTEv2SAc5gbiFn6j3VL767hq2iLW3fY16UWuV1CBSfOFsBBPzUiKXxa31cqnubHhBVH74yunQdvHdON1zVuyi5r3/LxtVyeBPUVqmRNtxxjg+Q9Ycsg9iihE2U0QSoHixd9c/FGyRx0rMZSPju1gr7RUTOh/M8DiePbF17cbMTtuUvy8gt+D3pX6icCUmPsinRfoi+5enj5gE8xNO1k9yVs5m0EI+NQIcbbfJT9Rvn/JhtlK1KljTy39mjV5JaTSa5Jn2BPMoDCfCB7nq6AKF754pFVB8eHqqvzksSNlhwZjboanBInt/r07KKC3v7+YzvhinQ74zxnlD2Jw4MSePUzVWjTG74akI9b9M4Y8fXFkiMMHGx8FlWP7Gc+0eJZKooFsV08N+qE8LuBjZrvhVpPVHaWOjb18nzlBZfI8+SvSlnsTCSp0WWwIbOLfMsOfM9JvnfPLhso9rW4GyBIo4YQkUDnIWkqSRHFrxybZ/kyI2d/YYuUj1rHPmCiZCid3MbAZI2bLTNb4shZO8pH6+OgCg0rIv7wPK2DiT8R7T6/dRSpHeO3Gl2lkYULWBauSPih8JxGsFGMXpmNcxSynqOxk1PGGxVYxZZ5YjF9xXWCOTIqKupvqR6dmON/6iUNNejiV15PWXr+vhsHOLnFDl4E8jUkl5QsMoTW4DZb5hHc+UnNgYuCS23q9oX+xj5QzGzrLNQ31eN1UrlAIgmKZvcAH5WDxDbtqL9KpoAvbxpLpb2M+LQIru1n2kLiw4RHftCcJb4FZY69DAaLCRDAFoY1r6pEMj4Mw9LVpUxbDFdSF+4LiWdacS8bm4Ofed9lF3EgSWIRbRodNUkYJ4WYQ6DVGeVS7+/qN/ETWlR5h/H3DNUnLCe8bqKpswCDXTzMcaoQxM2xQhCH0dB+MxhEh6vkRDqIZ5FEM8RHgvE7mUOhQeuEyywWVPoE4nrElnzjZ6qcc5A0clXrLXtAUQiIXrQJ8GJ3qlksYNIlHzFMETSl7awJogqbCsr6mETU1T8aJrM9fvYSJZ307L6/TND6ECZi8Uq1tbGfHSy5tpWiwRWZ3fRaZIARcO6HUedwz0/q+2RnIn/4fZSsOJ3z5F6g/1YjnUw0i42tDQhMHJD5F5znPDI9W4qz6acAqhWTC41pLqtmHkxyUt3UwdjVBuyTFOQhoQA23H5nXR9bAgO5xSCNXRzmLIZ6z/Igr05kpUrCtBrDFS14q/VHdTdsfSF1tyUhmy8QujUC7R7gWbeN1uVhJ37/905QQRCyeMg6tn1U0T3jTcSwG4J62Zh9Dr4xa0gslTBJJVD5IiK8kgISB//5FKbZv9jSgNKAXwNOwF1UukykuVzHXauGk8R8tncfdydelmvzXAKcMRm0jSrGQOWl3Dh437l/p6GczpKwFj7N8o+o4E2N2rhcYFMB6D9WOoLgFBUl3s9FpvVld35IoKvXAMuTnfOzcTmLGIunCp3g6yUeGo7JqoPwAnlF5MUCdMn92flZz2bY5PeS2/fG57vKGEsRuY5hQKNsq1wftlQSUUhENccEmZdzbzOhyW7m4xKCrG2fR9Z+Snw8yDaehETsUpouyMxLwtaPebuc6LlKJVnZUgWl9xI78ToiYnW0KajIqICxa7Tk8qd4quZhMvTIaJZenC1UNla38ZYNK2OamG/24PqqP+UD85Zk4Q6Uejr1JPi7fFtRrg4wa5Ihx7bYLAuCi2eX+LY86qWA+Au/gsCPZ08bZ88ynd6yjnCaTacZXdK8gdz1/RlpohSF3DlUAB5KHPPcej3cQTWLo0J91BDWN0lupEvJqnkKTE7ua9DlDJaelTF+2R39Ksih4gvzR6td/Q2ZVPWHK2qQmI7QHfBa55WBGkgJfbGSGK4DQX7l829sm1j3Bjv453kV0FWTiMKYcg0WYl3cA07APDSxTrrdTdUSuXMfCZz51gOTy5Mfaj2PQWV/kmPNcFZXAw4FiEqYpUthDKHHvUY08IjjzERYHZcGlBh4ORmdMZO2DJv25+hOvGg2yEvH/DbkFkA+tHLm0AU/i1jsNiMnDa8tLkr1labpmke5P6A/c6+u7+YWkK2mcBKWxdCSEOFniCobJ/IXGnwX2fh/O675/ekYf3OmlqtmeIiDd6Bz5aWCL2ODVsNQSgeA5HX9SlV2bNbwbOxs0V23pYIYttKrQS0gbeswVS0dk466PZQfCDaTg7eh9sGxDDpZdhReCOJCIC+V639JGUMitbdwPgaInPtrwaziUWulKmImPnO9znmDp4kj1VuFFhMlD/SC0EXDXNz2O1f7mqsB7F+JC1KjnnTWGaywNDSUTGYuWkx5MAbpI1LLyAnX3ofMQubWHkxxkUBxxvBQvqBL95rRGbIZfArq5xUJWgygXMjgX+tQvXGg6slQJpaT/fk0P3+BVxnI8hAJ5bVrxFfl7NDjk2mN35LQ8dlumSui97xuVsXWBe5O7fY3h8mFaUXOhQpUJyYcrp1aZBIolrsjreqG7YV0m0kNVNxRyvKhh3lUiXGdNLIAz69xkHbwGJ1ZdItftIwWKIhSVia7vUT6fIiIi/8tY17kqVMWo8XcgTXteHWkV93JyJAvOSn31jYeUMGRabeYpXadQnocuYTGWNqsEgUXtef188mPRvLN1lc5LhmWe+ViHTRLqxTEEN7L9hzdVtdT7rwBcVmyx5xa5Qvia8ZTs1vfnPOd3oAP9YMUVTghkQlz8mBKBmnJ8CI1SokbycVtoHW907TnH8Y1fJe6w3zqflrWjVHhxpHKgRm3DxdRzkp4Tvv607/axOR5tE0g695qrEHJFEhs95/39yudN9u2CngZtiNEyfiQSntRS6r1bre5Wa7c/HO+YyX42IdlQA+STL2ALbUY4xG6q2Aqygzcl1ZC8x5DoCkqVe0s2O3McqUMalFN3JuLeqqAyB2kXpnK6U2qXVhSlx1QV3Y+XdZl11Jvsp653dluYg4Dd/9iceJopDD71RPzavWCx9m3VwfxiajV9O7yTeaVM25uDHoBAzsA0iIXTqNZZ24Wu7QolO1nGDJVoUG/XFkwIgp2wcQuw3msCuzD9RuiypHZtrUHHnIxSmJtmLnDCDzmGuHxP5kRA3O8nlDLYTNAuL4oWp/iuMV56MihQpCWpvZsuOJiAp990exsG+7K1Jux97X8PKK5EKyHHEep2QcAo8vZW62Gc7bYaNetddh4ibfxa3rbsF+vzSwMQxIf6B5kgfDBng1AVP1xE+K60CTa4Knc6ELmeT7cgviAfM4heKDzKXrLKjJHZeiYrfEji3688JXP1t15GJosVRZDTEFKJdyCVoJY6NsScZG2WlRCGTuPMezPFu/yNSkBZ5PlZpG8ahCPCTA6vlPaetuXSk3mzGBeSxnpdnuZ65k2cmw4fn3fkTRNDCrtEnzkn3w+0/51NZCU4D28qmgxmxha7bTfwNVsTKRBqa+LONZjdM0LN6ln9lhy1CBdDO7+6XkDkp/Jw0JxGbIVJd5uyyPOkumvNxb7Cvzqu22Tb9XooTR8ffzyPRc8en7a2LYa4+dtZtIRdMZK/SgYZXy+DbP54hLS8udYdt0Oh2aN5/TK1ETXYx9u81pcoG5eXOPudrI93a6Wma79Qo4cVGrPfI9Vu1dZcMaSudzd3ZIrNQVL3KOKMVhVjdYVh0GJprzybHmoO+wsyHK6BqIIrJVh/SLsIi3kRW2h/8HBJT03ur27SSd7bNJlYdBqr5vYid9CIHEgVPuehCv6lMS5QR7GvYqx1gNxnYYab8HGVBvdJh195eF7Y3aU4ZazUi2ry3o6vY+Lh5HRjxrU7KPhwlCSBKa9kVCVghH7eG48siZeCAoFpsKI8cw5TrGvjNsPjlH5oKxBm5F+MlzjnF7KtlvLnXWeK0KKe2/hdZXPyJrXyU28O1+2qccN5R0CioYjOM1jkMRbyOfPXov/hJDWe1Wl5suspMam0wUwWcorwGndFkr2+bVnp4ZimB5s3Z9mvnvsuYmiXC2RGgsRDZ7UfI7RRyo2nR/gxyixmvxjZnEYtR/TRLkxtpqNAMUbjpXYj5bl4bY4x69Pb6x21M5/il/OcONMf57ozsz5XKffP1PL+RSL46H+OsBjksGr3FkEQ7GgulxtDOV/fPZZ5+hicjmsK5+cyVRjlDnAZ5OT99ZXEczLAG/7BNEPit+YEnapJLUzpriTnfrNeiLmQgY2o2yN8ZqcEocsJZk9Y8KFFRPYrvKph2aC8h+xfpLTjpHM+dDifMz2pbPiUEfXrx6ePEyy3DvaaHMBcd2Ln6REcAOX1Bp0qn63ZuU5kn/7OxXQO6UKnSXV9P58pffk1Vn6ksPI/qCzOZxkjeltZCKvypjyGmuWjA+BRfRVA37PjKYCromvVJkp/RjYdb8XlWEpQaVQjJS/Dz3Wbk1/9XeVkNjrsd1gCnopVplJXchZRTfyDxGuzVblC3vE3rTaFRbb75Q7wFu8KXsXKv3SFIiuNVvQ9izuVlvMyp9Xo24HdIJsiShm4RrO1cm1Q1ulvp+kMwEx/RjY3B+ru1HWDVzNQtUUM822eAaWk2L5bLVGr867jgJIGP7BnDyLOtGAiQrg6FbOqrTDpiWop6t3/qAmhRdWlgJ2knMRvH1C+udLfW5kmZj/JWLoT2yDDWMfMwKegQByioUI6vlCiSfnp6YJTGb6CNp0rDA7o/KIsazjUS2Bu7FobsivvW72dS6KLnBesrcSiKydjnMwc+5p42pfY+10Odt9V4tCV3tSC5CdyogRd5zdP5r+em4r8xpfKkjoFZqLtPomZgaIKQcVcnQlTFF1s4n1proYvMWVpY5bO1E0WmNo+vezp4mzed59pu34eXNoS8bfXrbPjKzUeuSUgFevClEJEFsH1PvWluIjfWG9t2bmBU7ywRdWtZ9TUU6SBa7Nuvv0oGqc+kiS6K5IPq+wqZ/TnfXaqlmmy+bI+ha6wK4LXR0USj2JDedvkf/qcSrM2BjeddUWXvsXcxP00IaJV6tJf52I6YrYZOe3ldvsLB8XzDZTBeDVrNapgtGEdB318RRy7EvzrFWHtsJNOsvfTD9306QVf28v/i/ca/AcTakMC+LsJ1NDofmUGJ9Uy1jwxSxADazhg9QwURebJ2Wfs+h1GGm62jCJUtsH+xGtVvXYmF+r7Iy7R650+h6ZTMDiQbuZA7n8wlKoB5gVD1BRBrOiWq5Y3BJF6bz/SWcx6NfPFE95SBsBWdsgwoOLSy+YHysqiKXiHjVQ7T7Q7JcOGp1NJtt6iczEYwdn7idSx8SZxekFauQrsdWbWxaMRPT8VNAEQMs6iEKIS5Dwo5IoiSw/9pHz5UNIvD3nXSiX03O1VzJJQfNLBpru1b8Sy0BCfvom8qUzStTtLYwP7mHTM3YX+bWRSd5FGua7aVf7Z0r+W9/tieZ/GNe07laaGmOYqNSOZZpcvrBRkt36+KBRC5qjqMLOfKwuxAEX+ucHdfw5jWnJ9o2qejbD0hsB9ouT1wIShLQyk1s6uvPlRteiVLR2W6i+vdu/6695z2TiEF6FYip+z6diQwJHy3hetYTaTbEVr7P0+61LfF2G50yeedRJdQ5qcLylRPfXZjzGXno4zb9/mdh0FWf89eVQQBcbyXH0ASuvA19fQaVn01UULyN+ot7zqfEtHdcDlFJI0ZPx+t279SnxWHNZfx6q+tijYuFS+C5ppWj2W4hrgRtVgNo/mWTtsvHHPMgMqs6AWHYJxFdIoYieglQdhFruKS5Q3z27FlZxz7ORrGZy8hf4/+5qywxsUQCPaxCYVOIV5Vu1Nj5mskLpEVZbhbbFsWCnoxX2HU+N10NjxnvR1HtLfsXnd+d88tJd0Yo6pUCtQUcqOMvxEu/ExJ1f+wdOExC+ropXx0lXNxKjcmnnCSd9uMeNeH24K5OdzMjArObr73MO9uAK4PQe+k3jzHivPVYo5X8d3aBNTSRXJS9K2QFcyXDewRKF2TSsY7VnkPyu4J7YUu8TGUGEGbtbvROIxsWtKuRQPLYqewri4dyoISnPOdcNsTM1sucy9y5KgQVPNx95nGu2J4UaRBhNQ85eGZdxrbwlCPDbLOf69LpL30Ro5nrxiGZkgpAlvRVteUSIHocR2QHMtimytxcr+saGVrKqiQPi/TXWOM1iz1MafapC9mcWk4QSYlGH5Hyg5OwCFWgdGsU07njlSphUXBbKOK1Kn6S0hwR/Vy1kirfAN0pWfLopVNZkbHawqANa8s0o9pH/JQ5sGLGaI6N3J30WMWlDwHRwb6KV2575U19Z2dD/7fboTaLvdMwy5dih0zziMg8rcTvrR5ru05Ns7fWjNYcZPcqTfigGr/e3Qqxtd9JUVdINslALRqGzodWicg8U34jaelh8RDthMocZ9sbksapGvF6hiXfneV7TpiNvynd+xX6u5zy0vz33ifkYwLA/DdsXyvY2B9LNzTv/wL69k8n+maZ/Pyuuar/hd1SZz/17DwURK9auPrWjX+a24nTPqFhc5E1rXV3dl3EkcJK8tBD2JY1JB13+bD+uUR/1+nXDq14wnfu30lQIyzdrP6tc+XC+rBq0GUpiI3ZieReaKClo+diVQ0jINNqzEvkNnLnDxVUzrxlKeLCqhWfdbqXT+m9rH/esWSbLoiIbzWKNkupkiMe7pbLMzO2TKasQGS22ZaDanZmBojqgfUYgev4+/Da4kVn/J3QWxBbGLrjS21q1bmrmLbW3VSThI3luPXqi7747YfV+itxUmOs4Bb8dO0ucCjOoqOavB6ewq/2IV1zKsvHxyuwckmJLar5zeyTCx2u7W289GBl4fZG8no2CoIy1+FF4ooNNrhsOFhUnbtMi47eS1VvtDculSa7ZLO/jMlfvHA5RegOQJxapCIifsJgxBBwoCNV2tCUZveeM5ctk9b95ny46CkqcpwPRYolVze5Vq8hcoXMKCJfDRmAclsAauwTmdXPDPHqfMJSbl1GpOM+hCWQwmpAgQ/p6lu0rrF2qdpsj/dUtgQthdiOo5ibVSQtyTQDzW9spkJV/fxQB6qTuG0wkseAryOsTB77qLz9wvvbjPo0764KVKZxIb3PL7nK8FELF+vFaJJvXej0iRPgU1Bj/Fi82OzQWdsEUUO7LBip2sVIccheC8Ptu//rWQZ/M2wGkcsJaUi5WVg1X8wzpx23LUb78men/vU78yVsPk3nRh96WB1EirkoV9V/WOKqbJ9QOZhzJM3f27vJhM/eBa79MmU9DVWh+KkVm7tHnKl0BzaUeC2bPg4t4Zi3FTt1jdDhytXwmKQtncdnpClYBQmyvl2xlSvIfHJWTTmHK02ZY/DUm1wY603OOeZ6UOKP/dZrcZUVcK8y1rtOc7UZMmnRRjk9YEfoqw2Q4h8aBMS0DYF1d2PmjkAPlYOMM7pJeJLTbzvPsw6fqX5rPC5h53nUSO5NE6gIMXDbaK6zUL9UDlw4BRS15WTbhMPUcz+MtaGoIk7okqfNi+a++hlNHjmS/DGLrRFUm0HbXZNW/0gcZGSVx++fqeRdJdKzA8g0XWqeSBfrfCCANpDnaadvjSZyfIn4snOmaFyZtNmAuuxrxmhTEZm2oJvf5KMLaHNxWq/HKxLMbJakXewmh7EOHfLU3qvLZagNoMRsAVU5jzPfXZBKH6Yu5ca3KjhmIEfVmhZsypFNtoQVmTay7uJKHk+IRaahLWgWT8OOr/mdblxzOp3e7hOZyZqF49rfSVNgKNIWsdvZ35EYndUHl0/MErpfQ4NjmA6WjRYVPdQc+pck6VQyt/zaL87n65k01y39La7IpL9Aq7fYwwW3W5l6wCZA3TTuoi/+osKUH/BQPQ/VQ1QVNmwMh/bneeS7myh5ao+Lbxjacj4zU8ruEmO0CAzUrvuu9lCPAsgJ8lew21hU0+lmUhLfSDq1Rt+oO4cUukMj+MxguQ5B5IzXCBBWdmQN8nuGJUdwFJpP2Om95MueVqO9KsF/8mcathXWdLETZ7AUbJ30olDo2078u7S8qDflWdDmDV2b/XWHsc0XgIpS4ryQ4DEhsV+ZIiq0x8enD3/5/vs//dPXn31ye3p8/elnj69fP3v58t2vfv3FW+986Z1333n3y3qoGY+KwRsRIU0lxVcP+7JK2E5015Z2bQTcrnUbm16oukg3UnDn9vga6gVLNs9jVoF1e+YqkJgnxuTMZPtfFu3nb4hz3mN6jErVjkzRcxWN6dEY6k7/aL5+rPfRxWCdJ64to6zFVNnFUTZtiZH4MCtpVSqRFCiJmb92S5xld3XalopEjjG/TK73uR2qj4+vf/yHv/+nf/gHj29ef/j+nz9+9pHjmzHGePNGj+MnDw/68OLh1dvvfu2bb733ta9+69e/8tWvApJ5xSk7q+pKOI+cHBrGKozoubSyvh6aJLGvrsapF/JyHAqIudDUFkK7y5c0kDGc9jKwVhjczSPMTlDZbBtai07m0oVUAfHtVMAsAW1P6ASu27SaYd+gejdIIRatVr0mgCadGXYDAE1V1y1TNR4Cce7DLGRgJguqcbPh4MyXeOG7EQHeMn9DHqo0E1HHMON2++M/+OEf/rvfef/P/vjNpx8dx3mo2u0R7lUB4RhPN7ObPL25vfnss1/97GY4X737G3/1P/vLf/NvpfMlYm07KRZnRhOqsFkN72fsCsR7xzQQJX1M3bpL/mCgKDFMFIecNsyTRtaiXZrpsstIVDPDxxSARMyyZrZ94p7QipeNM1keTIvTfGWJX3z2AY7DXBbvRQK3Ocy7a4pKkrqQuXvStu397rNhqFF91Q8QJNCoZtHkDtPxdO8sGf2RJqJm9nA+nOc5xrBhc25xNJ2AfHg4b7fbJx9+8PEHH/z+v/5/fvqjf097hA2xMWz4qR0QP6ZTTTBuQwCNWJS3x0eOpz/83d/5xc///G/+vd9+5733xu0GaIsQwjpNj5URyRgUwPxoEGOXqgAC3ajek6uwdkilTXdjtDKKdSeiGi/+SmMPzjBpHynSiPqYzrIAIbCgQNmZl1gvuE5gNUkdTvGe39zw1lSO/Pg+hbv3Iy2cz3PdQ8uEXG3ngiryrWjbMLrxU9WPP/il6vHJRx+J8PHN69ttnIeKKoG33nnvxcsXY9zOh2fn+fDm9eePb15/+vFHP/vTH//8Z3/64c9/8skvf/n0+BocKlA9jvPhdnuEHM/fehfjjSqO47g9vn4mz+U8breb759QAcaTff7BL370yb/45OPf/m//+7fefstfIpm4uUieY54nz6C/ti7Nub+7dZ0pSzgmsydhI26zuakhTnKkZl0dSRHN823i0WonShn8SlZpN1gWn9P/nOiFTc9XCZmWibEJgbSevLgrVcuU0xl1x7f5weprwWGJl6qduF99M4hMVHsvHdxHVd72D//9D//VP/k/Xn/+6cuXz58e3zw9PZ3neZ6HnA/Pv/TW8xcvVOXh4RnJpzefv/n8488+/sieXut5gHZ78yacpsp5PhyqT4+vv/Xd7/7W3/tv/u3//Y/H5x8/PDw8fqbf+62/8dEv//xXv3wfImYwP+P06TUNn/3ip7/zf/3T3/6H/+jZs2dSh8C0L2GDBJmYuE9SQblGSaztnPPSmCWVQ4ZECZQYTMDVT9nJAslFTrqjbP2m0O3ZNQA441UDcXe3axdBISXen+Pt4gvA9/0AcPNxZTmwoq6yK/1Pj/e60LjjLXte/h+MdMvVYlVrIvL+z3/+O//0n/zyx//h5asXn31mt9vNC5nfgHqeH/7sz54/fxCRYQbay1fPb7fb0+PTcYjwhIiKCsf54qUKjoeH8+HZ8eb1px9+8KPf+zdvPvkI9gQzDvvlT/+Y4MPDw3EcT0+P4xGEjJsNs1M+/fCnP/rX//yf/d3/8h8chThFFOGbGPG7U2M/9wulOQm7guuxNGya5gS7jLjBc/IB8JybMIwRCc0v0nPuyTWISORJPbFu04KytMJPTXZNbx6QoL82XBJLTRxWUiOhH1hlL9Iz0zLlHZtcb/i9xK5rWBcsJg6LP12aOJfe2fIzi66vnHBp/tEPf/irn/7o+fMTMPKmClUxMxu3p9uTmT08iNkYRlV5uqmNIQI91GjH8XCIkPaX/sbf+eCDX/3qpz++vf5cVT7+8P3PPvsY4KHKY9xuTx9/+Mvz2TNATGjj9vLlC3n2/OMPP+YNt6dHxSc/+YN/97svXv7t3/77kJsAQgNUKcNf8Bo+YcmCMuvAk5ADIsJpPxIbIQzYbut6FOlOWG1u3EpAOoOGJcAUVXK0G2RvPbWhlueEq8RMU3Fxn25AAKl3KE4wKcI1iVVyd9cT95/uBpKZBFkutlyWSw9szNev0c9djr795GPVOBdJSJjZT378IxlPz58d4FCR49DjkPNBj4djcCLpUUkvDzv14fmrt8+HZ+fz5wJ+9vEHn33wi9vT43h6Q9Ju4/b0yDFActxuTzcbZuNGGzZu4+nxfPb81ctXh8rxcB7HMZ7ejDcf/eHv/qtfvP++J/rVD/kIH5LeKTgiNfeYZoLsMNZ+ty/RzRK/SbTG3CCTiuY5TeVMEnet3Eg4v7AaGeC4ZncGklRSQoIxJaDYvwOU4PF0nb1zeDL+ng+6fjoIrWv37sNcvZ+bqGYERBKMxIcsP/oiW9ScNYXG09PT608/MbOXr15qLvCBfPXeV975xq+Z0eR4++u//uq9r43B51/6yltf+fbDs5fHeT57/vLVu98Yvg4j/LM/+uFnH/1SLI4WEz1UH0QeVE85np0v33p4/kqgEKUNe3p6ev35m08+fPbsPATHqapitye7ff5Hf/DDZq1JuKsR41RLM8viiy0udjBeksQ6YHJL2WxAEwl5kXorCbQD+2bMWS6ngozWjguxVFAa9k3krPy1ZKybXiym0J0dU5mKwSKK7bOixev3mtvmEHu44AkoaUQhaTSBnQ/PvJZ7Yke5G4oGSkyh8oV6AaDH8fDwQPKzTz71l/SRdiMfHx8ppnocz15849vfe/+nf3qe5/NXbz9/9fbjp7+imYCfffC+3W5wvPv0qHqA1PPUhxcPz975td/4wTtffu/hfHj+/PmzFy/G0+P7P/nTX/38zz76+U9VDxu3GyjAs1Nvw/woiJPjR7//7777m9//+je+7qIjIubrIATEqibY31eQwmSY+jZ1hlmJL+2He8Rp3hDM09REcvNWRn4sV5h43p873MektjNKdhJ+kMwd5Zz1tj5yIkVtWtGwsmXZrgBriw6+CFTVzT1IRDiwSCK0cU1spJJOfE151AAxs725aRFLCR3J4zi+8xf/4h/9m395u92OQ+P1LuCbjz804DjUnt780e/+y2E8z/PDn//J06fPaYO0x9efmQ09/AxcP3RZcZ7y8p33vvUXvv9X/vqvf+c7Dw+nY2eBmNm3v/+X3rz+/Fe/eP/f/4t/+uFP/9j59HCcpHkCVd58DsP/9+9/7+vf/Mb0MZLgtZ1v0KgKxppiecHkPac1QtmennpYbigPphUZlsIGnvAiPvO0RURHgIu7b64sny05GCCXdAhZ8u81K0+KZa4rEWN8F7nIVgjcKkDX5OdmxjJo8Ht0JpM1xup64MlqhvVNSUrB8ZehE3Hu+BZWbFjtvS9/5W//g3/4kz/8Ie32yfs/pT36uw5U5FABzW5PJFWO29Pj7Sl2A97GjeN2nKp6PJzP5Nmrr3zn+6/e+8rXv/Xt73zvN56/eH67PZEkhHLYuLnBeXjx6pvf/Y3nL1/863/8v376q58RsHEbj08vX33p86ePP3/9+FKOP//xjz779NMXL16M2M7l82cUqtQsMhovfUtslSIoyZ7kcfq7xo95xffw1DP5urw0YtJaZ5yf4GI9/YVMEZyiD+CMwCo7ikxzTgPGqvapfUhftATUpbKClqsTzOeaJrWnwv0Rle/IUkmP9Sgw+iujUq6YBneOvKEBX5TtxB3j9s3vfOd7P/jBz//sxx/+4hc//v3f+9XP/vTTD385nh7N7Hx2PD0+Hoeq2XGq3eLo/eNQUR3k+ezl+fKtZ6/e+eq3f/Nv/r3ffv7i+RhDABtWpZu+nGa3G1QhMOO7X/vm3/iv/4d/+3/+bx+9/5PPP/3s2z/4a19676v/6p//s9fjNobx0w///Cc/+Y0f/MCrlps1jlqy8P02cXTD0EmGTuPVoBdivhchVU32RNXhDUV8KSyvFxnF0xSSr0gUkTRvcf9Zqr9x3mgqR0ddLq2WaYaFkWWiL7KFe7DxC/+8nwJz+8hsGnXORE3jujlp0hQAl+JJIV6+ektEvvZr3/3qN3/tt/7W3/nk4w9/8bOf/PLP/uTTTz95ev35z//kj25m4zZevf3WW7dh42bjSY5n737919/72teOZy/e/fo3vvaNX3v+4gVAmrG9W8tXh8IqNE9kw776rV//6//FP/oX//v/om9urz/64Pnz51/60gvK6zFuOh5//KP/8L3vf1+21zNJFPWnXZj7ngnzc3hbtLSuBCXpNnFqVyJhllcEqx2aN+dEajudy2M/3NsxFpMKJwGFRyJHWDQRZAEXVohNILYptBexNo7OrFWXmyuEryv9p5hQzaxJRtonAr7d2yCzNkgEmbIlIELtfjDuCKkMz6sxrwN6qOrb737lrXfe/d4Pfovkf/h/f/ev/N3//PmX3h6323Ecz188//ijj3/0B7//F77/gy+9++WH58/N7FA1M7NRPC8FG/mCe8DfWZ/qDtDsG9/9ze/9tb/1w9/5Z59++tGLd95+9uLZ8eZxjBvG05//yY8/+eTTly9fdFFYjJfLWfl7TsYn8FTOU9yiX6zeMGRg7nqnKO4cczSjqKtERt7VS2YFYn5sZOCzKJE5q5DJIiMqa+sz7pPJ4NnzFZV3qbi6wqtI1fxFmwdsxkvcfPqh9Enzso4S9LbUCGmjbLcEZebA3Keov7uWHGaqoMj3/vJff3h4eLo9edWEGZ69euvt976ixyG5wcaAYctBfBO5sIKpmR/x8N0j769/+3t//Hu/8/jm9Ufv/+zhOM5TbZx2exqffPDzn/35977/G8j3a0QgttL2Ts4lznDJyUq9D3UmCBdhhb+WBsxqIxcHo00AA6klIckst/j7tmcf054p/YU8JiI0E4oD3tinVmAwvc5MQKz8+OLPPWe0CVBd6U0Vlsq/5yiCQC36cfYh6T49QfxiIgaxOAFLZm2xiOS/geiGRUiocoCqoufxcLvdaOHinMoPz555Iw6h5hG94juFlG2eMSRRkdhqxqSs0d772jff/vLXVdTGeO/d9x4OBYxmNm4ffPBBhxYAErr4AcQaC4JZdlyEnQqT3XcuLaFX+TrCX60c8ygqptejFxtlI2b+11H1LTsHvc6dJgRgfoJO9R5NzEHlMd1m/ko9UGI3Y1OAplVc/7x0P8eximDJdKOQlEAs40v5tnoJYOdDPt01IKPRZgaaqEmVCEPM8DRGHmMx3/DL1m9rWcqE5raUfUoZmZCAmZnZw8tXX//Obx6HgvbRr37O8aSCh/M4FF5FvRJNHKk3iVDUu5bzklMvDbUWRuL1g1CPCuS6vJW6s70lBflIpKxcsIOoOuuoJmtjEDGPOR9/S68LUVLUGGU76eRrqhlBJAsvpLknQ6vl24w+kWVJIrus3JPRfsO8cyVr9bxGEur1If6U5bmb/qYiMt65MKLGrhjZza2ge+g+wUJDWY/kpxIR+Op3fkP1uL158/jZ5w/qZ1Ph2akf/fIXI/enZGYm8dCaO5BmNkKZrc72jFGmUCy0cs9A90VSlrTA/CRjzrSELwRrCqOvEiDMTTq3eDT0jI0ciCNOlhU5n3wxLfIAjbVzNEXye0J29xOerklWujkXWUuLXZY/xjahQ+u9d/pFvVZqbdNq5N+V+mDYToBKVPQkJZQJekT6fqCl3fhZVH3J5t2vfuOtL39djuOdr33zG9/+C+fxAOIAPvnwg3EbNdPkOrzHOfe41GbqCDXQsx8vswPMvFWmyN6VPHhETxHflOxyGFmFNE5E7APkNDWYQQwAHWOwFAIsawFWJXT07AkZNPTNe+zsZN1vy5+ufzqwbUxdJutOpOyyGduurIjFHFZ3SYmbm3eWTRy/2HyWIvuGi1BxCCLeFh9VOTvP8fSXhGEqgGxdiOqLV1+C6LMXL1996R0zu93G0+MbG7exlpO3NeMW7viOg9X5FFT2pNQsAEzbz1lcmbNDiVj04e7B31aiGfrnz9VdIDinB30RINJBc0h+dEBOxuI9q72lRQ7SJnItHVyYhClnG0i/itTVWizxY5gKmS8Gcgy7rlrcHUkb8qwGD4Nvto1k3kn2PbpcjyDMu3a98q+VZtzeE17sDQOUSi6043x4/tbboKmKpvxdM0+BZ2ZOB14808cgrgz5WsM+o8mL2h82BUoioIHF8t9KjfzeylhYm+HDK0pB1GZWNSrZQ6Tg4WJsF16LkplIKPPaMav99R4rxbH6xP529avjqC8+lPr1OA6JAo9plTbK3i0VDLFrXW/3pO41BUjP5SPsR/ttatBbq/H0V7okG9iHNGgk5VA9js8/+eiTjz6QOAIUPeRc+FrgQCSO4/MIkT3d7uax79f1HmfXveYTE8ykwFEAqVfOe810zaXuS+0swgnSTHayaIExmuW5mot4RpNdO1djs3GRTZI2cblyAo3lu5pujyApJr6nQLAFsG1UE0dsna62qo9za6ReTWtmox115O8BKTOZzmWmiOlpHTZ2ujFLraTvwT9OALc3rz/94FfREpaXgTcThSocAlDLgcHWRDhZzJ7XJ1P6TJmyop6IQfqxfErKTyZNWE4PIVt3bAdkEkEA4fAkddJ9YWzAg2ToHVc1feqFiyyE37T5rpB1Brdnr76GdOiQa5XSzuPrz5anW6xLNuVp4ipkE5Fe1Da1IsUrpx8RRt1agttf7+NnVDqI2bSFxWk9RI/z4YHGMW63pzcFOY7jqLrqPv0xRhqHJbGeX1QgFCMs8l6GJR8BAGIDXDYlMxOi0y7prKjTOg44hUqnPKdpYCMjAr34n3kM0CITIGFRPbZGFSGSsyJ7Ovjia9GlpK1/uiHZpX7tBb3NEo7/5EgzJKzLMcMxxOBddCxzDcH2UEy/Xlv7XaYz5yLIHVsQf0ccMx1gV+sblCJCrwGKnM9e2BivP/v8ow8+hJndBonj4UGPSJ51AqrnsW0yrqxLFRhJc1MZ9FFEHt+8eXz9xt2k7NRb1I9wWav4vxA1ILlZKH1fpM0kQVsr4XO0t2q8tz+5Lk1yunNslnmC7ovfuUD1Tcyvpiunt9i2NGAFERax27jYPYgvd5bhKaEUkUj2VjWCFAANDkIwxogYjQDCOdYZR42dnsmrTMTsZxnkNJqAyMu33jmfPSdkDIPI+XBSH95658vaj3MuVcxXSaVjQ2aY2L4gIBDNOPwKyfPh2cOzBzMjNii8oh2/nifWMXY5zMCFtAgaIyAVKSFJgWZ7UUW4ws1ISEiGxdajzn6ZQtb5yipoWP08Lp9NvHojAPr27eIIAInKoYgTce/xbRbVXcy5MhSBZKNa0nMZsrYWnTh7MovmIhWmi0TkVGOfe02hDOW6oQ+FNWj2+Prz89Wr48Ur6Cmq58MDRV6+9VamGVkWK0kqjThB6CR3d4vOz75RBXXmcXcUshR63eEECdAsySUCz2aZsZRwUmtbi3RjH0deLaTNdcoZw3WHtDiyEpR5pbFnG3NJQOHfPts+tVKORCdZaYYp3NuD108fm7QkENKqF6iyOHZyaou2t8Az0dhwqQE9hkibh1LOjNfd4zXyA769gKQZn56enoa9+srX3/r6rz+NMQg9jteff4rJ+DAJc4JTfspyeylgJDGbhDXg31uQJF78Ne+RAlgNUzoHWMfXJlMwcytp2FYPwzjGSEhkcNl6ktUyzf1fi0xw4x/8QMucwZXxNdV+Tv9GgrCTxkCYMoEhUkf6TPz7ljXdup4Wpck3QqeDbN2/91FtHaWMFovE4m1iwBekURLSgYSo6vnw+aefPz3ebNjr10+ffvr569dvyvosHVETGc7pWBwpIyKx0g6IypH4xTavIlFOx13fBZKlSH1CPvYKY3IwCETu26CRnqoSYi2kPR2vmUwz04VdUlmBC5KfMMviNLMKDda8XOdiv8GPbKgeO1Pr5lpIEmm1ou3wtGqtJnY1fgu1QumQwumEuqCNhgi95S2r3sc5Xd4EG1unM0QnCcjD8xcY42c/+uPHp2Fe4ip4+ertIvHUsciFrpSPF4qEGMq8HtaK6WsaL8IP5LzguhBLjC6RNgdfhNJ88xnzMf9dfD8Qa4ExkwBm4nmsire7XiJs3gw24vodGJPKXbnni2HcrIj/60dxLtS/fIh4VTqNNtOUe/qqt3O3zTaOLHRkulnj8KK9BYJMpN+T70xj1nvZ0mmYEhaPjDFaUkNIe/XWu4eq7+oK8ur59rvvoo0hBzAbRc/5MTEJEpiLuYOuMH9Tg4IyrT3IjP/DB9aPJVtzSG0ZqIcoiz0CEG9YjcGb54g71Fg4JJlnWByNiyram4y+EPR067XdtslciE85ozhvRyquAGD5JktyyYz3Bq9wPrJYJWVJu3qB4HWELhkrs6fNX89aDiXYaqzXg3RJ8sVb7+jDg3EwaXo8f/nOe+/ZOoVglCBX4ucZaB7I1kwqKk/pWEp9quu+Y8bdeRG52ZdpuPJxqX7TTuZ8S1AlJdFrdGuy7mcE8wBTFojOPiwptyo3isrR0TKZNopLxmH7teRpipdRdiPJ9ZGZoamnNrDVG8cF0pG1862BmGghpMp/6YPvTWWSKW5C0qC8p6wCbuTzV69evHorKgDMTOTF2+++8847kze76fLxBXFB8nKwQhJF/Jx7aWVTTceSDs0kIwWLAUCnULbAtFxzDqlpSv1QE51b7OveKgFODVica+rHNZ8ePOc9BnSJqZlcJYwNKvmczSsMY+ZeaMYUXZYNuwolmoTdXXXOQZrRaKDBiya28WQvwc/5uNdcDINR0gF5XSREPee1hGaLDbDjfPaVb/z6qy+9evHi4fmLZy9evPjqN7/18Ozc5cnLyi0tKxWRYTKm5e2MJ2NbsswsOm09tjS+X91cKVbWyiDzoIuRSlIsz8hi4VgbVjm9Z2wug8DfkFPLlSTF2hFVyR703dKMqLALyvZ9kx6H8P1KyW6AG4YtzfA7EHORyUmw6uWO2Dbn20+sSyJOGi20Dl1JWpe6C5y9CwbNu0Wa+9lcG+A0fe8b33zva199fHq6Pd2exjjPJTskvkE0x2UVlAHuaqc2ryxH+DJJNU+0MNCtVKfG1UCS1CxO4Godiu1sC89SjjA/6hKNVPdO8SxwmGO0NYDqCr1Nj0s8gk1oeA/HbJ85aNHqkwnjbrfH9iDIvamN1vswIrG59Rh5pi4oHE4ZklEAQiJqv+iHUJEJJJzXXheQgwh5a/4dTuObmR7y1ttvec71ow8/nsRvRoXII/c4pxMVRBfaNiRkxtGhocjcxL7Rp/jlf8/+fQCr9PY/HZd1D1M/r0cnrC0kC2JCYdAiER08vvOMZ9vu5nK6R1991lWqsm8as7CdhZxYJcVOhYKu/5Ee5yhFXn/26etPP855MPuKXF6vJgiHVuMQoL2fbaYq1hN4GUVXxZWsephDlLe//LWnzz7/6M9//vnHn3z28afn+TDT7rO0MJ39TJFUrQBRIdqqijOfcvncvYiGXqwBGx+2rssckmCv8sFsjhH57vhln6fInEoSOE3EfO3qjAQ8LivoUQu68R+JS1XdVrx1xUCdRsxihCCWVyCZLxXM0hRmTv6OaK6fxNp89vzFs+cvsDxlftxdmW0J18RhI3OQaxdpVmq9piHV6t1li4ErcmzDxrtf/7WvfOf7bz77XIGb4Z0vf0VrO2g+PsboXEuRSWIOK+dcQuNz8fHXO/RoHCMA7tbFRnZRzfC+GsT2WcBTxx6tpiIOSUM3eSUaGVwS8HJgkr5Lx0mWvURkUwPcxrrJ1sLjRg4051jbbyprUgIUWZdkceuInXNogtt79O96HHqewSJB7f/sj1vuDJtWqedCs3piEaP+TMtK5DCtBkqCqj/4u3//2btffXq8PVK//NWvGudCiYu6413BBW34bNV9t06Y2BzTlIOwsjPEmWKUMeNsNojrUhj2SdrKR+yZvQcwQhpIhCuslwRvwrnGk2WN0wHHusE2E2lSkvfvi4mTNOufW82Jl7L2BEvFJ00M3MTYImOrLtb8N5lOCpp7lVCX1bnERNilhNnjrjmxC5iBEmrBKm+HI1cmUV++895f+6/+uy9957e+9Zf+6ntfeY8Jdt35i8h5nlcqhZNwLmRyA7Hct6tW1745nbXBBaW1Mo3S2IwrRdIX7Y30/kQAnDTz95S78nZkFDtzcm2/t1RNm9HfpwXAyEPqOLo9HjQzP+Gpwrcuc31tJ66H8GTA4bqFlHLzY++t7d6ea5dkKOiVjjEkI2Inq5WPw7psLLHvedINqzL0WaDCMAEIIXokxBYIt1yMjNv41ne/97Vf/65lOXiqRcRcFm7W0ZVDg8AnVneGxgEcm+hUa6jxbXS4TKdyE5wgKFZ1yrt0KWp6smwNCraQmdHn7J7gGJYnNwftcujelnkMHN3LEgOXpvT0Vb++zbCUK6zCsG6X2B6L2zxl03xdEoK9l0Vnt2Y8kTBRwBJwpFhMO7q5b6Q1YmbD4no2szma7HpmKp1a53Gcx3EeeSZ5bpfNmzhoBmPsc+yGJ1DLVXe63Qq1ofWfii9XXmT02MSIDYvMFM8qYkl6kgM4ZxkDIHFAEMPo0ccEgDCIihkpzLcqaDWYkxSaSZbXsYHHYkPRuiku2DbDWD/EtlkFABwj9H7fQFJzlBwJzC7menUQx3EIcmUtN+JJnp20DcAbnD6Fd5QfaWVVdNjonfaAUUT81KsCKlYbMJI5De4GNz2SoE0IhIBu5Z4C3fmRaHcmLp6E2HdqdK0DYsls2EBqXZqKxeJFC0T/qSOMc5BH+aBAappIKla+Z1alGQxgrCjKHdM8WXoTixpN51wZ3nKUTNu7WpclAFmmBwZPsfi+roV3E2aVvQty6TbL+bEoU47NvQJhHKmwcM6He/W7fTyp6JJBdrWQG0DNWZBOiOUpUhvNORJC7D6XEX2o2dMYoyg5KR9W+aIOSRynrrO93iFd1EhjNSdbbTVx84Mb4q8z7siaGi41GL6a6LCJiPgyk1XBaQPUzE+q6coxReoKh9HEJWcllYLvItVBzMbvnEv6Akner4DmLh1DAVwhwsI2OtYg+xqU1E13aqyRQbjRIIp+wsrF6Yd8upXMlEcS1b/neUVdxOiGCrA4nVAxc/US56f5+88Xak/AmgPoUg4yXzbk1rT2diNdbTRiZtUdsyasNZU5LUDqiCIzi8VuhCYKAIuEcrwgiJWsS1lpg+w+rnSxAGxXIHJBLfVTt39Fgn3BuMGa/Du0Sai0iRt6XFO7masjpuWVfHGmV7iPYXMdwt8pV7aTkyvVy7La7aSrVK5VhLXwshyfAcOQia6YcmzTy4z5bJq+ZZGCPEGT0Y+rF8Koq8pR5JnMTQ+6aELGHFM2SfZ3KDerPENpFWvCXo7CfVS9c/ms0W9VOfmYP5L1JJVKzSAcuYCVK4zSt0whXu2UrF6xS5vRBLlX17l8aY9PIxxHT7HEfYz5cvniQfWe9gaYJWTRThHIcU0JREEKiZTCDuQnEqkNPBfb0LjFqTON5fPErUJUiekkxqAXl1vbKIQckjtJi2KpmUAZ2szYsC2EhZ4R8Eq9wDZSNqG4nGIEjLgDWRfg7fjJUK1OiMy1RI4x4r2PaKAqqNPG4SqaehC6XhsT/Ld8lla1uzuVNzm7/lRmZrmiYolY9ywW9pCHLflk7VN/oj0b7VyG5JLVpWpKah5NQDLWfCZdWQPrUwt1SknJrURZzbCJJhLeAZm9lBRAxGjD4lg5EDRlnl4tmYP1iszrXuLGeqhre3G2zMHUvWyQVTbTZzgnX1KcF7PUuq6oxF7qol6ionvQiuuf9et1SWfjXJeP+jNPAQmWGzhoVZlf91RtybWvIqikCTRLWW2D6QPohmpKjNOtTN7FA2682YiALgER6U9vFfLRcFglQpurdKsmaatmHdikZLGTcwwEDBjJOZvDA1mB4cICdwpXAiJ/ldztushqlzPUb3PRcPYhkZGYFdnpiea4RSRe/dAIuZO18ayTvszJ9kilizL27pG861LcHgDILdPl4IZJ3Gx8Vg9T+gBKIm1dtmI5x2BVHMUTQr8CHQBPT7dOmep6gaEuK9IhiRsqRpVHY/YuWTGprE9Pp0nGjNisVh8Ac3nfzIb562OsxGLONE3sndA3P25LCZz+9qaI+sw882SejkICCol97T3GYtpvz3HP6luyYIqt16dwtGRVR/1F9E2/16hQun2mmR+oQO/Xk1IayjafBYrr1zync0ECpyPbnwpTj9jq6Mlpn7zHvnxTg9xEefvSf6qL4V6DW2lK8lheaylv5DgYuj/PDrIZQOyR9RxVEXxuCXHTF/kwSac7JgclAtq8n0nh4LvZSdBaqd2kyAxUpis95IARmngttJ9btTiSzdGgZP4Udz5dbmoAa2DCuicyriuNJNNtxQkvHCtzufVYUtJFedIFRQCgZxZC+xOIuda18xwK4KMd7NZncZ5HN06997uuv4UsMm0TIxRutwZJXGWyNV7Uc1Wk+rdREiRteD29b8QVwZRgy+xdmcd1wMiISjM83PSpcTTxByYIiEBAmvlimyfTlLEaZFK/3bYtpd1R30nKWYNruR0oUw7RuB9Fi8TsNh3iwlr/frS3QVez/t3iADfzRqfnCK2MlTkUjradwMTSHVdnSl/8ubyseyPgJfkWOS2SxkGayNxYGfnSOAgECbPm0ULJ8f1T9ruURSTyxOlV4dRO2ZW0zLEdvGBP8CURlAEnmmlJWQnjN325mcR73gHAhgkkj3r3B9KoxJ7GzPSl0YALaEucbpbZe/XXlh7HYSvFRQRNFPJxl/t8gSzhVXmeSczB7RlnkiPJXHyVwisuZ8PPkXd75KvBCYdDui6rZk1Ar1PrUk4bstqzKV5Gqf0ola0N9orRQl99/3bmSprmWD4e8J0mUQLbTdSK/Cprk6InEkIsseUgtcW1CiVcK++YhHZrqiP1qSxQSlX1SmkJ8bBwaQtWWQS4JjBbxxt9O/X9yu12szrlzJYVj/7pYU6efBJWbXAY4oXrZFIDcyybFelisequ+wR6ZjHNkqTBqtWUxSVNj3EJPEunx+3x01/9SQ9mSBb8h0aDm6eJYrgQboCIokSQeUIao24cxZeoYZUZWibPFlKwVefJlBky1TIlu7S0mL1MsD0FkBEYzgxy/NacbjOLRaDKOfSMNrqDS1Y5Ce0iJT0b7n+igZ4NAvOSPfeiC8slPyBWpuc9rTbxyu9un5wPnUZJyNwcI2CeSEZC4lAhy4x2wc0pQ5PE/QoAkfP5l6rflOzZYQdbm6yrxJlTyKAKApvrzRTtk8rhYiY2Q7y2zUiVaWogDBGysAFjKT3urnwG6W0ljZ5598fS4koW9JmIRqAVMcKULVXFoAlUo8TK0i5L5rxLD2K28SbgeiX9YjC6SvUVw17pYG0xEcykPlCBrRPU0zGSkaLPqVBzie9mrsgI8nMwIpPhNEtME4bCCmYmAlxUtkeRfXYq54svfdlrbMoLd/QWR2FlI0EH5PHRYZySaBB/v4snE2yMx8fHh2fPgBS/zZ+u3/sn6QN4yj9uW0wM7hyv2pRzoaTMV6LOhhY3xBzgHjPHTrq2euBy7qKHardlIItenc3bp/Smbq4HrwYY6ZhotGG+QjdusU+QkY+ZI2Ev/mxp9+A9UUriW+7R5KbQqkg5CKaJZw1y4xZ3sOjmVSYvAR8sAWmQtM+3ra25yUGBEGkbr0T14eGZj0ji3xb2Xoa3j7xWCUOnQsqKMiT97UCV4ROkQl+4ma+B9JK95AEzebN9JsmkwlnzFnIJaKY0gpSXeUgn64UfleTszyU7m4sMqOELukF+gdDszeefB8o0+OaL29h9U29fMnbpVJ4SM8i2qo8oW9WWjJ3oaht2U7eW0mz9dhVy/TMsRAuKLcybEDiIgVjji0b8jNqYyRyEZOb2SgS57KoCUIWTQW0VJtekV4gksWpIzuKz8gYsrY13/kwamR8tQhMqEHKtsXTg4YNvxjqk8akEKHVrj3itVcGWe06ekS252jQ+KkA89Rev14oyEpoNCJ49f06ny4wt2Ov+ZkiYw7gnE4nM3BEJYiVu7iqewYeP/QqtapolQBubq0ep9QnS1pfg1Q1uIVz1jTN/FgIUvQSK8h8t96RE48uW6EWfpzlIzxzoSBQwjsBJ5V6v43cqexWxkWdJgLeu7b75WOQQAuSNMZQK1dhyJgBMdWYZHGmVxHA1xV2MZFWU/i5WrPLk7FfVOUrESQOIRDsgFCghZpbZeKKhw+oxhJ5ujaR3wfRQc7SBWb2LqLKDFPWrBGhUdoNpXHum1OyOxHQi7MxuFjQZUaXuM19mZBVv+qL/RvCqN5mwhotwWFuwahPPfxlFxS0hsZROIC1B59pZI/awKt0/qxLOaS1yCFR2BCA0o0axvSqAo0ejnZclMdYKlDtlS+D8+t0X/harQAwO/6Hqv8RJkAG5ROBhIkL4O+Hj5Khae3cxWGBQG2pThrailXuoERaiy22on5uK7VDnjSxX/XExiTcJGDMrESoiWVm1SZuKDIvcmlOmT4dtdk4QW45pnJ+SBFcSsyFylH0yM9rACtWRa1xlQUuIzz7DDRElI2Zdo+v35uyySD7KHDwo7MrqejBRSrpIXdfRVpC7bBexPKItBxeYHaFhuQiYhzYxHd/kXJkcOF72I4fRSVw3Lw+aufw5TPDnLVGX9L1fMs1VV4wK7ra51Hw9Y1LIzpoQlMOdvG9Gzd1Wpr68MLiKTu/43JL9kiEBRjEl72NeEUFfgp8500v1ZbqM+eX0eZqDM/E9VRTBGKzdWjHulMq5wdxJFmOVkkAnZQI9twhxoJPvNqs2sZq0zW/272Xnrg5lKpAl+BehGH21QwNlFzPqwIVrC0UsTVO9tN/o7wFXHpfYAeVss5uNzgn/WGWDU2LYxDouCjiq/rMSUTkql3sCOCIMxqwb6n0VeS0rzworVQjPbDktsePmpf69ttRO9RPxTS7EQtOzzol3wjHFvfF4CjGaTodNEqRWBZAHfAvh2dxEymI+GULW4G3sTEwgtXnPmnjI6AU8dhEp7C8iZoy3M+ZbN2Iy9H45RbSMZetX1uXhBJAAZI0ExcGWZC1U5+Vib1bDHFSdIwK8BQtMkgFpRGHmBTl5flp2nakTUiCGAvK7KNcAiqklYS6mqupeXOKk+wx6ZhtS/qHoNiP57M2IM+lV1gbFcreEqrn/P9/t29hmCpWj7E3GvLNjKeeIJuZu39g9TqN78VK2sDZNWw2gi12TxeIQSPpGLAV8a00fCdx7rtizbphGrlmRQjLtzrp/sUx38FPjsbQK5hQ1g+M36y2W8YSZGSiHguRoziiTahW39ln08RTWZsSYXh4jtRKa2sWUipnlkQQP23Tmn/GfzwWn/1SBOBv693aHDT3UUYbbg4mXAld3PITk/bQOW8bB/KxmnWc493v80x/pMlQ06jDlCiMSBUJiGFFJEiSrtYFeEtOAfM/WJKGlkankmFm/K541lJDmAEtoiZ9VFleWNPFSSJ5JmmbMsww+8TQtfZBZrZV1M62XctC9x0XW0/2JCM3yHOtuj8IAcIX87de4I07VcAcuqKMBQh7dsDrVkKeH26C/Pch8cfFoBQus1QlMBkBE2CWjaOfDcdkq33Y3euq08Ht6OFn48Spbk1u59oLSBforzROlFqFbbME7olACtWh/63HZlNHpXnPZIHx1sWS5vHA+aJ+pHEpv0wNDycowmsU2rFyOLXzdCVWDCbCBeSa5/yYJpiRzAwXDfPguwWxBYudXx6s+s9MN+KFJvtRLxtmecNa45dTjiBWDhoHMprdKDOf2dZLSv49MoPm74xuhASyMKQEqBnhFDcIjx5asJVSsZwE5FJl6iNH4LivJzjjl3mdeKVRG7ncxKvX9qvT1Kxdnyu3ZLqlXCfOi4JAiTjWojtMy+PJCSNVmolyZyuGU9C9CSQow2sYWVhy6YJhldu4lYUnBxtN8xEMlpi3K7V9eFhorgilY/mSEzTnQzTaoqpCx3zFTEW6SNvt/JXAJ0MY8rAaji1epXV/JrnustqDV3uAgknO9lqsjfy+6pLB3F3XHW61MzNMy0iCF45C5sTIQfR88U0bSrYE0kLH7lK3P5G+tw1SqtiRmcwghcx02qNhtzQ74rwi5DEXKFe6aX+Tv84KRCb6dvwnKp3An3DMzsxMFrgnM4ganjsVajUxQsokHmQfpTASqImrG9dyGC68W/bhTPSz56RzPY09w5Va/2JVJJGvn4md3+MEi370Xs6FTbztxZY42J7DUh3B1c0Fgso67qRnVlN2y2BTjNKkpvg7dwpBcxL5315FASZtfCXFcTE+IiKuTtPFk406FEee7RI23K4CYH+jQ+u1qN/8C4Hms8ziy1kYI+usRG2UjFUUH3Wv+LTiX6Z3u1CqJUKPvLqwLFr/AU2zqWMSVloIvNteQNpkoIQvvjky/Md4X5F6SsKZU0kfiDmDDxbsBuEwhc1pyeRAOtNEMQjsAeRqKOSOVcocLuAT95eQ1zRpGBoB+6t9id3MEMNLBSZdIQFS0jkCJJQtfeI0LCxgo01VS5fJ6KoR+8oJbrExUbEQM5kVOQW09E6a7iJmfhvjZW70ptM8Yowd3m0ih8bJkpfd7sRMk2c+32X6SiEhmxp4CzN3GsXnaVvca/bZ1zI1Jd1cAGa55SYYV53oFaWGd4FfA8Kkt9AWWFMI+ZbPCjUtWuROwaLjEht4smR5wiV7NekEH04HlSQ2rUtUsnLh1/RQNx5ws1HAPiqYBTRfTj3RRcJUKzEtQ/b0/mkwRyQRBTJJzOWW23LJW3bD1775JtVc9zDHciyUXrQKiip2x9JciRY8Wi15flPuYcrY6o+Z/0xItElZijSleGhbDIwhgLuEJIKJRmRkF93daiJH3nfhrv9aqwbp4ISVIclUNdURF5FkNgrmZAIGwufXh4ASZxenXgZMRysV7DNQtjcdUQbiZ4ykqy5ogiOOa4HGBuD0X8+GWn6wZTVn5ovWZ+t7vr8f7bbKGFFfsJflZxM7H2hohJ3SdfRFV4VjPxosq2iJ9jTBTWQumZh4A0Kfo4Sm7JFZaXyBgnE9kVNXSSVbdW6TgM22/euclhYEpDFanRRC9arv692JvzROpM4ZeYEA3mfAAc8Vq3vcJYBDipQuxRW8BGdWzqDJlRMyYfmcSN0g2S5+KoCIyzMpo42Jduj3buFVOYVf6vmq5Auq7Mtqlrd9fg0Uu8my025rachz+vWdDkhOljEGKLmFmlvFDsJqEQkzg3jALGyQPq55yUxZIVhrekaoQd+tWJ0IZADCBjrnymIWTRUBbiLZRMjqSKFIyLHv+TovzpdRiiuqmuBpJJ+Ij8Q1KM/cNIMzmGFC3ZLWSVRwium5VmsZzEjqrcarNzv76czNLRbj+526xkmnd8vGe3ySh7ew13POAm6jVr25FyvVk48sjBbP2ltMwhlswSjsSMi3AlKrrSCCBiuqe3lf2MB93oQAQh7FXTy1N1fvqYnqlRtJ5/uC8OHPpdAMrBIQWNc5xQ9bBiQgakvUqqDLLmnuGfJHATStKeqQl6WWehOu9l973WVUIWSO0tYBusz2rQKS1B1Uqi7v707q1PGSnZrffmzGQSw46GWdcTWyXbBGZnWfwD88VRZUOBf1kvTufIAVNKB04X8e5PwigWSARoY3gBCauuD64Ueyu/ImI15GexYmp917ZAvbV/8njDrBKO5GTiyWDAyTESBlPT/rseR9TCVNJSXUdfrY5vsX8tGl0EVwSuY2gecWPSp+aeaWRiDzdHlXdDC907Cq30VFauLexE4HI77hjyfDeSwk8midiP5mkQxi+RCh7Cz7xIIgZWuFe6VXJ/dY1GWFa/m5kVcIwaxB2Eu3GaaXJJEc0aS4FZ2Wx+9llLinrQR+xyi6rjclm/VdfjVfUsih4Ppz5QqFUEXe9DR6FH2pecqMIMjdRctDvuUKrzXQVLdZFSQJF55lVv6upPb155VbnYuXqLiZqstz3kEabCn9pIcSPF5zIWlWMNmyAS1KwhlSQTZq8zpGIEBgtcWpZ0ZDjb+rNqFDdzDnJCWIaKToVY06J3fzBU6dJCGjFJHnQBaAtVba1ciKqbmAKM5FQGLxOKzYl+uahmb6LY5U7nyQqhgHU9LpaFGOKsh2NfZFrw2rM+j2Z0iPpib8l4YRVdkumNw1urS2w3b+Uaak7N4GrlZCw+QBp8AUxoyR0U9EtMt0+umbPG8tZe3bjTlU/hHJbmZ46v46tpGomcvPAUhUZgfcZtZTBvSDRWWvOXgmOwno5vPJT3St1k8gNhThxoPCCzvylc4Vpyae0JY0WulyIWM3195qKiBe7Xom+tTS/eE4rzpFjH1tNbY7tXu6x83Lz2teRhL2UuSvfhlkuyaMdJe9Lr7JWT7g9M7Mee9pqFJFGK65k6V+nm+UWvWqhT8psSASkXhnGMkHWV5bqXzdGQHXCRNoicoKG2L0c6ySFrLokbYxmgk23zk22SFDkcA/XWE8SnUnoUpX+1gp5hHfOvpqvqke6Ubnakv5TtzfxHEHA6FsuIVDzc0QEG5N6s7Lahqu5qjvLp2y8TxgJGzd/UyZ9n37cDVbSM9ALgNx5s2lmdrQZxS40VT7vRsjWQZaLa5P1E96EXj3kK4oUZoq/ujPHUk3YtsKhM8Gjx0zLikpxxS6lw1MgJMpgSraC+mhyBc/ZaFZH6eZYZ48iN7f/W7ooIW0fejcnV3BwtTRJAkmeWXBueTB8+9WGofmIbqHvrli3gaBqAAV5HOF6zkDNB4DZKEA8Wb/2WzlSrj6XGU+wObiJIrJcQGSufy9GLtwx6auooc9utKJuoXfBFHdGIcwi5aevZiCgF0ONViXIyhkGbipap5xXaYhbfK5+M2fInhFziqjkQcv+6p40a7ikka7CtPmsuq2MWZtFrPGq+hL9BGrRLEwk1nqr2evhadV+Da8vCWM1VGSqNMtuAaij2rwXSOyEmSwRWc5Q2YxKN0uSi2DduF5VYjNRnWIW9aIpy5YWch5kQfrpSHanwT6SOpTHbzgpGEYID4lDIpfV5QX0VOI0edZYexxHWIComre5ZxViNNX5+IwsXEpW8UHajW0C5QGv1zt3r9Ig4mFTrApDUgPjFc539oGxIdwuwVfm7TNaPgJ3uN2HNmb0oGVarozyhg1kUbIvJ3e92qa5rSX3QV4zbfmG2Clbvqcm6yI1F7gUHA4cZK7fF6OmJjCycUDu4D1v7t2yYKFTsIZi5rtcSEq9TmNbhCmSxeAAWL7rR31PjlyMS9RtohErtFBiW9K2KIk1idCJuNXkoAlc8QMp6H7DGAN+YgAE7UBoNI3afEonaGfz1kU9eM0qdQ9YmaSwJXnkiwhGpLXULpXsfQyL9H9BblPSKvb7mX7fpT+Okcqftl7Iqre781PMFxnYBsbK7VZdqzoRzUxFYV5nyDFuEx8Ai0youiUQUfGNMRN0V4NAe8ttVJypIsOcqmII39qis0mPjt/Te25z3kT4nmMNsq/rg822bwb7IlVXs7GJWh/A9D7ld1p3818AgttIqTLfjKW5EWFapjtLli5AHUXXTykZC1lEGQ69M11KOMxu1aNPpy9EzqlBhg33hvXTud90wUaa22mqEM4HieYWi+tIC78wxChKSCTouhy4k0KFgUuACUjtUiBEJ0zL+EBRr7lfLMqOLZrp6lY5s1nVBjL3smvXwqRt1hcU7M12fiyK6hv0jSAMPEQkK5jzERTQJq2iP6wZPrZs0xwV0jM1uRfEmek3B7Wcn5pR7CisveT3op9NVQopSrzYawEDdfDanbRyZ78basm1ZxLHsa4+dha2nfjVnMQ+VS3Bj1/zhA0J9D+TDGuzcRvK3RCItEYkKVgGsgUBd6UkW/cZeAUMC31iVbC7lO3GrJOOZALz3TlOUbDADAqhhBdmVt10+geFW2qGGQJb1tr7/T0Y5K4usVhySERpbdjW7JNnF1wOnZY6xm0TQWkn/flkQT++AbMv5PavUpdNvDqH3VagybI3WwSuoKByE0XZSa+5kALSzxpBo1qwz9fscmzRpxOjD+/p6UmAnh1lRhVy0bCyRj0y9Q6lljUY6+594p0+RaLibhcF/5RR9En1dEAOJOMFP53ZcS8XyyppWozWauOmXdy63gxkdWd1MH0bZH9KPAWVWypCwnI26ZzjDTnpK1DcAeoFpEtx6dlGCWCqRSci4iUWAuN8HWl06dsn1M+SdEkqBNAXBIPhKFlnjzFVJfduJDlK2iA+sSOQW0zJQ5vjOGLOl1WXbjJ94lEBxdrWK7TYORseyut/1mexmq6uwXevzzXBNUcwpbMazo1DPiB/S2uQ3Y/BZuQ6iy8lNFUmaQHzl7ccLMMmSQ5LFzxHa/Aj2kDf5Wdm6ZRReRkfh2fCLfyfs38a+KmBzmSzk/3lEYkKO01dqgS5E3CYHBWpkbFFfUWgq1qIykB5OqRqujQzZQX16C7ZCRRINlCEvihrJOr9qzHbJbHkw/BNJ5oLhe2ePCWlXjhF8/xLyWiJzmJXMG1DjnPa8BQLFrMFyIrtsEchUomuGEdgxKljTgIXvso4S0tRbqQugjAJ6mbDvxSLl6fMotNmk8Sxr1cCixJZpBm2gSMX5UImL7J1Yv0UUzs4SJ3h6Z6LpPNDpd49yTULECrlpsp804+K1Am3ziGaiZ9yY6YtcpyyFSSQqNVJy+pj1W3YNJN4ZUusSkW2KrC+t5LvH5R8450wD/OZ3hztIGfZ3gGZPBPPpLfMIdqVSeZKJJMWsNDbGEVbWeyc35oFRVWnnwS53W5d8WrAHQBM6rVs+CUzVyUSggCosd7HAAy+uMSCXdGsb6gzpKdUgPQQkr4mpWeNoEYZgR/95Mdgj59C5KjchqkeurLBn2RaIycxRCFKAAbCjuNoCVimHXKb5X5w4vRJGvjW5BG2DYGKFinMGPt2uxUEVFXmi7hzZyQ59YtpIRbUBbY3IcYTdLOBCA6KUym5nii5hDLFy7DQjCthElpQWmG8j3w065tJeWdqnHIzMW6hjEToxQ7L9UHJn4pckW5tQgbkcAKijDa6xQ2lN+eIOkS/PIfi/6wHr5lvBBMn0xgG/8M9dZOwOBgoMtczFEPYcI8NKf6+pHqVQoTiua9X4lVSGVE7yI1EuWuQT81fbBnVGbmqtFjWkNBkhl+I4Ln0zxP6ES828yC9MqTcZIzQ9xyogLQRL7GKaSaInQKbzqdkcg6S0srU4Fl1mZIZMJ8tRddMTwwms+R76ZUX9woj3eNqFinplM2O6Dl9AnPKkQATET/OD/OlHtlRZq0T86X9aquEmrw4nRPKeVxOrCKkzgnJ2zB3YyoW4g9hnZ+3Zt4tWogEWIKHkKC8C96hiIrKxUpDLNk/GFWEa7A2Q7zufD25J36uI7P63sOcXsJVjPe3AaSvNzDTxQ0HERAj8hVRJG2MSmeA0NVXVuOpxBSKusknM/yTKmpxjSB5u43jaOEOycyfFKaqhBYrNjLLLLT/lfssEhVxDfanVJFeVi5A5a+MFnt3Y0V8FvJJNtvM6/S8kgEj4OdjmUHdW80wzckSwLmSK+QwHsdhRnGolD9VP5IZeWk7lrx/HGl/gm8w43moe5pqoe6vKA4kRLPIEZ6PFlmKAW2uZgS69JIYSBjgrqy1+K0ifnxW06MlqT1JJlN/wpR2a+Sulqjua+MkEHUjbjNcs1zR2JcTUmIqz9INEln/resQwBhxMnpf9il71iPH1mB055Fi4vTMRDNqUJguNXVueuUYFVBBWw9uXFHPKHzJGfvNABxLq6hoZmtIQHKxRVqjk0adQ1Oq0vpDAZ05J1Gplw7X4w22Q/PY3PxJGwX9VUvLqTWBSwScWDR0Mezgkn1gxs9WJwxISV4/3NeNra6biWu0jgi7RmKeVzOZ4MVynMeQuNNhAq8xxnEcb968qcMQS0payyA5RcDiLrNheYNVCXKKYC1gt8ETNORBusGOSLlB8sytZHpCtIoE/RU9YemFPSx0lAbJl41neh3JnxA2M2TJncVLUEL7QtQTxNQ00oqaitRxRfOcBV/zMiLPwK3j2kto2r77SFaZmchhdktbUj1PI5+3+TK8h1+gkHJTObDKfYAHsdRXYNWKZjFi6dM9yuOb13ocR9kVhOQWvGQCsmrNYluEeBTZIDHLOIlIvIKUPOIsRpngZsI1P8uvMduGM8gLEka5yFzeCPBeQWtseMzoAfNEU5JxOoyfklurSmk9kMLemtpNid8nwOnvOzzKlDkgOI5pgSj5GgYgcbjvOgKgFMzXo+cB7OLrgrX+M81JOohEaCp9oOVM17H6OrGXkmXc6CNDnkLpUVCc4KR5ulrIX+aSEG8fDSVKr+2JoraGyL1mxpG2GKnnKdIOIDUGOg0jW2FEw3+EiTmoMjMvPi6adFEG8OzhGWu7c1tOZlqLwn+e2JTDt1N5iJERfXit0GFOxMacY5rNMr2Ah0al22aWOw3hMZX7zvInyaYZusZPwDA74e/ejRiNQjninOE8rrodiBgmUqGXFWjL88pihoGToA7gmngl5PQnte+97iIYqiPKyPIMZ0k06HIScWo6Sue0GugV9xpAfvp5iABiAhkcqdwOKSJ4xsr1KR9+boqRwsJtQOyU82UaP/SnoPSkNdnSXaUtVm6xr/T1xH3iBJ/ghG4ti+FpnQQDANYTs0tj+yMplqk/zb52WffGBbHL2Wsgih4iBzC6EqUikbQzSRB80lyZ8UKII062ZU7MpVuN4zjOUNTm3UW1vRKile2ub7PdRo9Eu02kOmtzUgF/57PldiUTrzlY94kGhZdEG0zgZzwXOFhmrs7ylnfgynIxWIWczQVEMrYDqszId9M1w1hik54pVa3ZBgfj3niiiJN9ZT16vmgDMwwsu1IdJTdi0bj0f0oH+/QZcXx+ShgYHI7fNevZCLh1PyvaikUEGiWCfRbhAYhaHEISp2fFTgQJhBc6Yca0KBUplIPzL6U67mUkzgIECMa2sSkxub40LURp9iJ/jeKa1dV+3WieiGPO00qAqlqCnkpmwBfJqKIVKpHUtYBWKi6ZUjrPcSVNRYcNVP0+SdLywGOzsDSpTUtojAliImDrHGdFnXSxCvOjubTnrVW0UeML59rXeBhWVhpt69ORiUgUdofMTVWhR9mdKafne9wk9bwUMvHju+480s/jDMt3qBswbHuCA9ZkENEi5G6uIrCfFgL+OihfYOh4qzOym3QPUd2duYl1h26jVv7psJBGP59CAgMxRMiDP+/e5azMAJttXHuPiaj0wrMCOjXgYYNmcmi4vJ5HEBEVs57l90Vo89Ab6yetWglZruIZfakxBZqb4WniB6+aapZMADBLC2rxp4tj2N3UiorGZnajhX0kb3n99KS2JkAJ3ZGwYCLiTNI4sSmO/YhtJwJ43cGhIuJReqWUjFQstcXdgBW9UoAA+nK1aZYwhFlpBq9PuDcyL3r6Lk88kzJH8b+cGMVsqCrjffeS8uX9OryTEhMk+pGsegWqjGpxnd5L8dhP/Udtrsq9Xn6rT6AO/UqZiPR6CU0alC4uJeUM/FthZHNYrkSRRYrNq5ZdSKIicSYmSl9KVaOh+h5i1+JBiVA07Fj66NNoYmoyi3vcQ/X9XlWYQYGC9Kxapq+SAexWZOYJ75VnbeJVgp9l8uZVzhFzJcVLj7daamvbnW9jVOU0mlsRqXq6YHA86MkUl7x5ut980ylJzYR7WptQuUWeUtC1XoWcMuc9qaqv3YWMr6cw5DiDQeHcaWxTYKbqbR6kSxHArCMBETFPR4WhiWh6BvaYC7stfpBhBMx1ohaXygXV4AQSqrnG7xahJUgKeTJdErDYhu5rfb1Cj1NEhhkhqrGi7TU1PVMg6XsTw5dI5WyKjhIZ386kEEoLM0mJTYnFwvX8hanEuTgqixAkdY6seogFKUDayyyRZxuXn+2OxPdc1LJEDaZJ2h05mwI3FX2Ohy0tXncij0NT9di+Tshlsj8L9xgU9ra2IbnsugA7hQOalHFFECHVhGFuSEAsRZiNifDAN1OjZRXLNsxwFyBwlt2owN2504VRRETVyNyDD+S0RSboySVSLSbVl8DgdCCXpDR2iNFlxacV6xvlDluGqYtX3+isbYmwM7ggoKM6xjmDc4JoVocFEKsFbS9YwPLypu6RS25iQanJPbFIW0eKJWqIGrVaTZa8OTqKZY8A7/GMNMTjJSfxkjn3vJnYrM5rtD71JvHImBJV6l1lX34+m7V4NmZXdMxcZrhChr9NWOCeIUcg7YC1JhgI8ao0QZXzItHcKpepIR7zO6e91EQL/m58EhHLFxL3j3jZRXtFT3+cNEGcotEbDFlxw4ymh21fZpfXnA6zKRRRFsOw4J4pIv3XbqhKqnJUlkIDmdY8bHsCu3RwS6a76N02cSAXANyxBCJ0M1jDK0KV4lgG1iGQdhk/PCBb58tmfVmClXLXXt0L+Hk5nrre1ng4jcvkFyO6FhumiJUP0V37UzRrUT0ckBNVm9vV9l4TM4MfQy07Ppvmb4WZTjjL8HCKVJe+tvrk02Zl9lpxn9+aeDH32TZJ7cpTFGlsmGLEi6bNp8gEy1LcDEGxmfYscew2x0XF2jlhw+hzBwI/oW2qJjGGJTuQ8QNik1nitrZYnuOMoow5uwXXF/RbVe5sMpDMycCQ9Hw64tyh5i9mfTqRJowwZFFm9HEcR3ExRkBTHNMQJuW6O4g8q0NsBWZl41ToztGrhPU9q9v9/c9d7PKGeCsz4fneMawMaSlAdd2f7WK0jS0ImuekVfqgycHCniXUbUnUKXludJe+5qpfZOnCsajZ6FjWhzOGZaktt4kAebwgkCDM2iuT5zjRXs+BAqDAOQZF4n1xkja5Z/w8EjOXm9jTTEG8lwzpMpEe1233cRySOXH3QWFk5pk2c01KtIX7NW4EZgLayxgb275AYqReCXEHOd2TgEbraTsLpOXulKOgVYlFZ8P2paPy/hMUGF3ja/y2teAIPfeSJ+5JgWMcf8sUsEUsoneAYxQ7uSaoncSSxVWFqjeVsEz7D1LQKjQT0drae0iC2RmJHi+xSlmvSYdRbMWRSNWto48jYxYzN0fvBSMwS248yRptSssMITBoTX46l0hPG9Fm3hW3ez0EapH5rHPTT8prRxZuFq6zv0kh55V1Wbrfdkd6Vg/Yr9d7IoLOgXc9obPkhJ1HLs2s7sx8/4L5qyLWOrttLj5Kxq62Zf3DxWU9nmQ20rQr9+Ok1dpo1SfbtURETtCLclxY5GZD4eXbgTSQWMRTJl6eeMih4lk1UZW2whb8X40BM/VTEUTcO21ewjdfCHf5E3iiuF48Fs135eN6LEyHVpuOykU0O7nrz7UdR8dMfDVdYqXZF33tbWL5WO4vnWqQIHUm7Buf6HEf5gJiLGaQnq8XQaQkQn+tzKRIvpD3DsKkmdH8YL5Yj/JdzD5mbdpSa5TlwiqvWaK26Fs9OMbphVcqwhHv/Mg1wlmJFfIY0ixGo+eQA+TG6p7D7dnN/NcrUjxJCPMj6msR1I9p1FjH0DwAAiIjhyuq6SxyJbFjRi9pzZXLrr4lK/79euBlkUYz5igfncRt6HjNvl6bbSbQdQnVBTOMX0clVYgimVWTeMmq86JeTuGHdgjEz1R3ycQhajSPASuHFCf30TSydmlOCNpwGxFZTvgrpRNyZL7B5gTDLXUhlUTMU8JSDiyhYu2ERheIoK9Bj6PSPQKlK6L4oas4DvVdIInZKayaloWvYSsttuLYCPtfr76prHoLxWM9hIvDoughaep9ndJI0TDtXbbKy7BhlD6wLv0JRKKMbrOF/sx2DkeXrX4l/6z/lT+Z92wLJpmviYidpLStueJYXMDMJ6U6L8x2MrproI1EtCQoRj9QyFFN+B4BDb6QQp+ylVQJJ2JOc161Tmn5gmXlB2W65/8fxQcy5zs+Vf0AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=200x200 at 0x7F587EB64A10>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
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\n",
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=200x200 at 0x7F587E9C06D0>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "from PIL import Image\n",
        "import os\n",
        "from IPython.display import display \n",
        "from imutils import paths\n",
        "\n",
        "imgpths = paths.list_images('Dataset')\n",
        "print('Dataset')\n",
        "count=0\n",
        "kelas_seb = None\n",
        "for dirimg in imgpths:\n",
        "  kelas = dirimg.split(os.path.sep) [1]\n",
        "  if kelas_seb is None:\n",
        "    print(kelas)\n",
        "    kelas_seb = kelas\n",
        "  if kelas_seb != kelas:\n",
        "    print(kelas)\n",
        "    count=0\n",
        "    kelas_seb = kelas\n",
        "  a = Image.open(dirimg)\n",
        " \n",
        "  count=count+1\n",
        "  if count <= 3:\n",
        "    im =a.resize((200,200))\n",
        "    display(im)\n",
        "  else:\n",
        "    continue\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nJ623PhvM8-P"
      },
      "source": [
        "Source code berikut berfungsi untuk mengambil nama folder yang ada pada folder Dataset dan mengambil setiap nama file gambar, kemudian untuk setiap folder atau kelas yang ada di Dataset akan ditampilkan gambar yang ada di subfolder berikut masing-masing 3 gambar."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "d6b4Z3UYAf90"
      },
      "outputs": [],
      "source": [
        "imgpths = paths.list_images('Dataset')\n",
        "count=1\n",
        "kelas_seb = None\n",
        "for dirimg in imgpths:\n",
        "  dir = dirimg.split(os.path.sep)[0]\n",
        "  kelas = dirimg.split(os.path.sep)[1]\n",
        "  nama = dirimg.split(os.path.sep)[2]\n",
        "  if kelas_seb is None:\n",
        "    kelas_seb = kelas\n",
        "  if kelas_seb != kelas:\n",
        "    count=1\n",
        "    kelas_seb = kelas\n",
        "  pat = os.path.join(dir,kelas,nama)\n",
        "  nama_baru = kelas+str(count)+'.jpg'\n",
        "  os.rename(pat,os.path.join(dir,kelas,nama_baru))\n",
        "  count=count+1\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CPiPQpsNQNRi"
      },
      "source": [
        "Source code berikut berfungssi untuk mengubah nama file dari setiap gambar yang berada dalam folder kelas menjadi berformat \"(nama kelas)1.jpg\", \"(nama kelas)2.jpg\", dst."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Il7vqTg5hCnl"
      },
      "outputs": [],
      "source": [
        "def unique(list1):\n",
        " \n",
        "    unique_list = []\n",
        "     \n",
        "    for x in list1:\n",
        "        if x not in unique_list:\n",
        "            unique_list.append(x)\n",
        "    return unique_list"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HNuCoYweUPpq"
      },
      "source": [
        "Sebuah function untuk mendapatkan nilai-nilai unik dari sebuah list, menjadi list baru yang berisi nilai-nilai yang tidak berulang."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QEws_NMZDel4",
        "outputId": "656c3282-07d1-4175-8e7d-a273352b8aa9"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Zophobas', 'Tenebrio']"
            ]
          },
          "metadata": {},
          "execution_count": 51
        }
      ],
      "source": [
        "import numpy as np\n",
        "\n",
        "kumpl_gmbr = []\n",
        "kumpl_lbl = []\n",
        "imgpths = paths.list_images('Dataset')\n",
        "\n",
        "for dirimg in imgpths:\n",
        "  gmbr = Image.open(dirimg)\n",
        "  gmbrz = np.array(gmbr.resize((224,224))) / 255.0\n",
        "  kumpl_gmbr.append(gmbrz)\n",
        "\n",
        "  lbl_kls = dirimg.split(os.path.sep) [-2]\n",
        "  kumpl_lbl.append(lbl_kls)\n",
        "kelas_asli = unique(kumpl_lbl)\n",
        "kelas_asli"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PTEcxC5LY1BJ"
      },
      "source": [
        "Source code berikut berfungsi untuk mengumpulkan semua gambar dataset dalam satu variabel dan melakukan rescale serta normalisasi dengan membagi nilai warna dengan 255. Kemudian menyimpan label dari setiap gambar sesuai dengan posisi gambar berada di subfolder kelas mana. Lalu, mendapatkan nilai unique dari label ini sehingga dapat mengetahui ada berapa kelas dalam dataset tersebut."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "OoJ86g7frOuW"
      },
      "outputs": [],
      "source": [
        "def image_to_feature_vector(image, size=(224, 224)):\n",
        "\t# resize the image to a fixed size, then flatten the image into\n",
        "\t# a list of raw pixel intensities\n",
        "\treturn cv2.resize(image, size).flatten()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "uxQr7s6VrgOh"
      },
      "outputs": [],
      "source": [
        "def extract_color_histogram(image, bins=(8, 8, 8)):\n",
        "\t# extract a 3D color histogram from the HSV color space using\n",
        "\t# the supplied number of `bins` per channel\n",
        "\thsv = cv2.cvtColor(image, cv2.COLOR_BGR2HSV)\n",
        "\thist = cv2.calcHist([hsv], [0, 1, 2], None, bins,\n",
        "\t\t[0, 180, 0, 256, 0, 256])\n",
        "\t# handle normalizing the histogram if we are using OpenCV 2.4.X\n",
        "\tif imutils.is_cv2():\n",
        "\t\thist = cv2.normalize(hist)\n",
        "\t# otherwise, perform \"in place\" normalization in OpenCV 3 (I\n",
        "\t# personally hate the way this is done\n",
        "\telse:\n",
        "\t\tcv2.normalize(hist, hist)\n",
        "\t# return the flattened histogram as the feature vector\n",
        "\treturn hist.flatten()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "GpcjmlMh_TUn"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "lTWLrEhRBHeY"
      },
      "outputs": [],
      "source": [
        "#import numpy as np\n",
        "\n",
        "def plot_confusion_matrix(cm,\n",
        "                          target_names=kelas_asli,\n",
        "                          title='Confusion matrix',\n",
        "                          cmap=None,\n",
        "                          normalize=True):\n",
        "    \"\"\"\n",
        "    given a sklearn confusion matrix (cm), make a nice plot\n",
        "\n",
        "    Arguments\n",
        "    ---------\n",
        "    cm:           confusion matrix from sklearn.metrics.confusion_matrix\n",
        "\n",
        "    target_names: given classification classes such as [0, 1, 2]\n",
        "                  the class names, for example: ['high', 'medium', 'low']\n",
        "\n",
        "    title:        the text to display at the top of the matrix\n",
        "\n",
        "    cmap:         the gradient of the values displayed from matplotlib.pyplot.cm\n",
        "                  see http://matplotlib.org/examples/color/colormaps_reference.html\n",
        "                  plt.get_cmap('jet') or plt.cm.Blues\n",
        "\n",
        "    normalize:    If False, plot the raw numbers\n",
        "                  If True, plot the proportions\n",
        "\n",
        "    Usage\n",
        "    -----\n",
        "    plot_confusion_matrix(cm           = cm,                  # confusion matrix created by\n",
        "                                                              # sklearn.metrics.confusion_matrix\n",
        "                          normalize    = True,                # show proportions\n",
        "                          target_names = y_labels_vals,       # list of names of the classes\n",
        "                          title        = best_estimator_name) # title of graph\n",
        "\n",
        "    Citiation\n",
        "    ---------\n",
        "    http://scikit-learn.org/stable/auto_examples/model_selection/plot_confusion_matrix.html\n",
        "\n",
        "    \"\"\"\n",
        "    import matplotlib.pyplot as plt\n",
        "    import numpy as np\n",
        "    import itertools\n",
        "\n",
        "    accuracy = np.trace(cm) / float(np.sum(cm))\n",
        "    misclass = 1 - accuracy\n",
        "\n",
        "    if cmap is None:\n",
        "        cmap = plt.get_cmap('Blues')\n",
        "\n",
        "    plt.figure(figsize=(8, 6))\n",
        "    if normalize:\n",
        "      plt.imshow(cm/7, interpolation='nearest', cmap=cmap)\n",
        "    else:\n",
        "      plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
        "    plt.title(title)\n",
        "    plt.colorbar()\n",
        "\n",
        "    if target_names is not None:\n",
        "        tick_marks = np.arange(len(target_names))\n",
        "        plt.xticks(tick_marks, target_names, rotation=45)\n",
        "        plt.yticks(tick_marks, target_names)\n",
        "\n",
        "    if normalize:\n",
        "        cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
        "\n",
        "\n",
        "    thresh = cm.max() / 1.5 if normalize else cm.max() / 2\n",
        "    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n",
        "        if normalize:\n",
        "            plt.text(j, i, \"{:0.3f}\".format(cm[i, j]),\n",
        "                     horizontalalignment=\"center\",\n",
        "                     color=\"white\" if cm[i, j] > thresh else \"black\")\n",
        "        else:\n",
        "            plt.text(j, i, \"{:,}\".format(cm[i, j]),\n",
        "                     horizontalalignment=\"center\",\n",
        "                     color=\"white\" if cm[i, j] > thresh else \"black\")\n",
        "\n",
        "\n",
        "    plt.tight_layout()\n",
        "    plt.ylabel('True label')\n",
        "    plt.xlabel('Predicted label\\naccuracy={:0.4f}; misclass={:0.4f}'.format(accuracy, misclass))\n",
        "    plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "K1T9uFKJqxBJ"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import cv2\n",
        "\n",
        "kumpl_gmbr = []\n",
        "kumpl_lbl = []\n",
        "imgpths = paths.list_images('Dataset')\n",
        "\n",
        "for dirimg in imgpths:\n",
        "  gmbr = Image.open(dirimg)\n",
        "  gmbrz = np.array(gmbr.resize((224,224)))\n",
        "  nil_pix = image_to_feature_vector(gmbrz)\n",
        "\n",
        "  kumpl_gmbr.append(nil_pix)\n",
        "\n",
        "  lbl_kls = dirimg.split(os.path.sep) [-2]\n",
        "  kumpl_lbl.append(lbl_kls)\n",
        "kelas_asli = unique(kumpl_lbl)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DpLzBHFlB_lA",
        "outputId": "e314dd33-62d7-4f90-935d-00f39741d9ab"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[INFO] Inisialisasi Model\n"
          ]
        }
      ],
      "source": [
        "from sklearn.neighbors import KNeighborsClassifier\n",
        "\n",
        "print(\"[INFO] Inisialisasi Model\")\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "80RBYs3lJpKn",
        "outputId": "c2881736-1205-42d4-a9cd-dbcbc1459d22"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\n",
            "Experiment for k= 1  on all folds\n",
            "\n",
            "List of Acc. on all folds: [90.625  84.375  81.25   81.25   82.8125 82.8125 75.     92.1875 89.0625\n",
            " 75.    ]\n",
            "\n",
            "Max Acc: 92.19 %\n",
            "Min Acc: 75.0 %\n",
            "Average : 83.44 %\n",
            "Standard Deviation: 5.9\n",
            "Confusion Matrix and its plot:\n",
            " [[319.   1.]\n",
            " [105. 215.]]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x432 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\n",
            "Experiment for k= 3  on all folds\n",
            "\n",
            "List of Acc. on all folds: [84.375  81.25   81.25   82.8125 76.5625 78.125  73.4375 81.25   82.8125\n",
            " 78.125 ]\n",
            "\n",
            "Max Acc: 84.38 %\n",
            "Min Acc: 73.44 %\n",
            "Average : 80.0 %\n",
            "Standard Deviation: 3.36\n",
            "Confusion Matrix and its plot:\n",
            " [[320.   0.]\n",
            " [128. 192.]]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x432 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\n",
            "Experiment for k= 5  on all folds\n",
            "\n",
            "List of Acc. on all folds: [82.8125 79.6875 76.5625 82.8125 71.875  75.     68.75   75.     79.6875\n",
            " 76.5625]\n",
            "\n",
            "Max Acc: 82.81 %\n",
            "Min Acc: 68.75 %\n",
            "Average : 76.88 %\n",
            "Standard Deviation: 4.53\n",
            "Confusion Matrix and its plot:\n",
            " [[320.   0.]\n",
            " [148. 172.]]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x432 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\n",
            "Experiment for k= 7  on all folds\n",
            "\n",
            "List of Acc. on all folds: [84.375  76.5625 76.5625 76.5625 73.4375 75.     67.1875 73.4375 79.6875\n",
            " 75.    ]\n",
            "\n",
            "Max Acc: 84.38 %\n",
            "Min Acc: 67.19 %\n",
            "Average : 75.78 %\n",
            "Standard Deviation: 4.43\n",
            "Confusion Matrix and its plot:\n",
            " [[320.   0.]\n",
            " [155. 165.]]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x432 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\n",
            "Experiment for k= 9  on all folds\n",
            "\n",
            "List of Acc. on all folds: [76.5625 71.875  75.     75.     68.75   71.875  65.625  71.875  76.5625\n",
            " 70.3125]\n",
            "\n",
            "Max Acc: 76.56 %\n",
            "Min Acc: 65.62 %\n",
            "Average : 72.34 %\n",
            "Standard Deviation: 3.54\n",
            "Confusion Matrix and its plot:\n",
            " [[320.   0.]\n",
            " [177. 143.]]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x432 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\n",
            "=============== SUMARY K-NN FOR EACH k ON ALL FOLDS ================\n",
            "[[90.625 84.375 81.25  81.25  82.812 82.812 75.    92.188 89.062 75.   ]\n",
            " [84.375 81.25  81.25  82.812 76.562 78.125 73.438 81.25  82.812 78.125]\n",
            " [82.812 79.688 76.562 82.812 71.875 75.    68.75  75.    79.688 76.562]\n",
            " [84.375 76.562 76.562 76.562 73.438 75.    67.188 73.438 79.688 75.   ]\n",
            " [76.562 71.875 75.    75.    68.75  71.875 65.625 71.875 76.562 70.312]]\n"
          ]
        }
      ],
      "source": [
        "from sklearn.model_selection import StratifiedKFold\n",
        "from statistics import mean, stdev\n",
        "import numpy as np\n",
        "\n",
        "allres = []\n",
        "for k in [1,3,5,7,9]:\n",
        "    print('\\n\\nExperiment for k=',k,' on all folds')\n",
        "    model = KNeighborsClassifier(n_neighbors=k)\n",
        "    SF = StratifiedKFold(n_splits=10, shuffle=True, random_state=1)\n",
        "    lst_acc_SF = []\n",
        "    kumpl_lbl = np.array(kumpl_lbl)\n",
        "    kumpl_gmbr = np.array(kumpl_gmbr)\n",
        "    \n",
        "    num_label=len(kelas_asli)\n",
        "    all_cm=np.zeros((num_label,num_label))\n",
        "    for latih_idx, uji_idx in SF.split(kumpl_gmbr, kumpl_lbl):\n",
        "        xlatih_sf, xuji_sf = kumpl_gmbr[latih_idx], kumpl_gmbr[uji_idx]\n",
        "        ylatih_sf, yuji_sf = kumpl_lbl[latih_idx], kumpl_lbl[uji_idx]\n",
        "        model.fit(xlatih_sf, ylatih_sf)\n",
        "        lst_acc_SF.append(100*model.score(xuji_sf, yuji_sf))\n",
        "\n",
        "        #for cm only\n",
        "        from sklearn.metrics import confusion_matrix\n",
        "        predict = model.predict(xuji_sf)\n",
        "        cm=confusion_matrix(yuji_sf, predict)\n",
        "        all_cm=all_cm+cm\n",
        "      \n",
        "    print('\\nList of Acc. on all folds:', np.around(lst_acc_SF,decimals=4))\n",
        "    print('\\nMax Acc:',\n",
        "          np.around( max(lst_acc_SF),decimals=2), '%')\n",
        "    print('Min Acc:',\n",
        "          np.around(min(lst_acc_SF),decimals=2), '%')\n",
        "    print('Average :',\n",
        "          np.around(mean(lst_acc_SF),decimals=2), '%')\n",
        "    print('Standard Deviation:', \n",
        "          np.around(stdev(lst_acc_SF),decimals=2))\n",
        "    allres.append(lst_acc_SF)\n",
        "    print('Confusion Matrix and its plot:\\n',all_cm)\n",
        "    plot_confusion_matrix(all_cm,normalize=False)\n",
        "\n",
        "\n",
        "print('\\n\\n=============== SUMARY K-NN FOR EACH k ON ALL FOLDS ================')\n",
        "print(np.around(allres,decimals=3))\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7ynp8EopChOS"
      },
      "source": [
        "**SVM**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "e9kzwjN6E8i8"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import cv2\n",
        "from skimage.color import rgb2gray\n",
        "\n",
        "\n",
        "kumpl_gmbr = []\n",
        "kumpl_lbl = []\n",
        "imgpths = paths.list_images('Dataset')\n",
        "\n",
        "for dirimg in imgpths:\n",
        "  gmbr = Image.open(dirimg)\n",
        "  gmbrz = np.array(gmbr.resize((224,224)))\n",
        "  grey_image = rgb2gray(gmbrz)\n",
        "  nil_pix = image_to_feature_vector(grey_image)\n",
        "\n",
        "  kumpl_gmbr.append(nil_pix)\n",
        "\n",
        "  lbl_kls = dirimg.split(os.path.sep) [-2]\n",
        "  kumpl_lbl.append(lbl_kls)\n",
        "kelas_asli = unique(kumpl_lbl)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "IFXJs0_hCjXH"
      },
      "outputs": [],
      "source": [
        "from sklearn import svm\n",
        "from sklearn.svm import SVC\n",
        "\n",
        "svm = SVC(kernel='linear')\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 633
        },
        "id": "XynHiMeCNXQ6",
        "outputId": "3b1bc67b-ed5d-4fa9-e892-52f7bc8987a0"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "List of Acc.: [96.875  95.3125 92.1875 92.1875 90.625  95.3125 93.75   95.3125 87.5\n",
            " 90.625 ]\n",
            "Max Acc.: 96.875 %\n",
            "Min Acc.: 87.5 %\n",
            "Average: 92.96875 %\n",
            "Standard Deviation: 2.8764\n",
            "Confusion Matrix and its plot:\n",
            " [[310.  10.]\n",
            " [ 35. 285.]]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x432 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "from sklearn.model_selection import StratifiedKFold\n",
        "from statistics import mean, stdev\n",
        "import numpy as np\n",
        "\n",
        "SF = StratifiedKFold(n_splits=10, shuffle=True, random_state=1)\n",
        "lst_acc_SF = []\n",
        "kumpl_lbl = np.array(kumpl_lbl)\n",
        "kumpl_gmbr = np.array(kumpl_gmbr)\n",
        "\n",
        "num_label=len(kelas_asli)\n",
        "all_cm=np.zeros((num_label,num_label))\n",
        "\n",
        "for latih_idx, uji_idx in SF.split(kumpl_gmbr, kumpl_lbl):\n",
        "    xlatih_sf, xuji_sf = kumpl_gmbr[latih_idx], kumpl_gmbr[uji_idx]\n",
        "    ylatih_sf, yuji_sf = kumpl_lbl[latih_idx], kumpl_lbl[uji_idx]\n",
        "    svm.fit(xlatih_sf, ylatih_sf)\n",
        "    lst_acc_SF.append(100*svm.score(xuji_sf, yuji_sf))\n",
        "    #for cm only\n",
        "    from sklearn.metrics import confusion_matrix\n",
        "    predict = svm.predict(xuji_sf)\n",
        "    cm=confusion_matrix(yuji_sf, predict)\n",
        "    all_cm=all_cm+cm\n",
        "print('List of Acc.:', np.around(lst_acc_SF,decimals=4))\n",
        "print('Max Acc.:',\n",
        "      max(lst_acc_SF), '%')\n",
        "print('Min Acc.:',\n",
        "      min(lst_acc_SF), '%')\n",
        "print('Average:',\n",
        "      mean(lst_acc_SF), '%')\n",
        "print('Standard Deviation:', np.around(stdev(lst_acc_SF),decimals=4))\n",
        "print('Confusion Matrix and its plot:\\n',all_cm)\n",
        "plot_confusion_matrix(all_cm,normalize=False)\n"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "collapsed_sections": [],
      "name": "LarvaCrosvalKNNSVM.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}