Experimentation_Diffusers_HuggingFace.ipynb

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  "cells": [
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      "metadata": {
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      "source": [
        "<a href=\"https://colab.research.google.com/github/chakshu-dhannawat/ML-Experimentation/blob/main/Experimentation_Diffusers_HuggingFace.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Reference: https://www.youtube.com/watch?v=P-rzgaIfZCo"
      ],
      "metadata": {
        "id": "gpxGXTw7Of6f"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Similar to Dall-E/Dall-E 2."
      ],
      "metadata": {
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      }
    },
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        },
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        "outputId": "85b0f371-892f-41dc-ab14-3260e7994e44"
      },
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          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting transformers\n",
            "  Downloading transformers-4.21.0-py3-none-any.whl (4.7 MB)\n",
            "\u001b[K     |████████████████████████████████| 4.7 MB 30.6 MB/s \n",
            "\u001b[?25hCollecting diffusers\n",
            "  Downloading diffusers-0.1.3-py3-none-any.whl (95 kB)\n",
            "\u001b[K     |████████████████████████████████| 95 kB 5.5 MB/s \n",
            "\u001b[?25hRequirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.7/dist-packages (from transformers) (21.3)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.7/dist-packages (from transformers) (2022.6.2)\n",
            "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.7/dist-packages (from transformers) (4.64.0)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from transformers) (2.23.0)\n",
            "Collecting tokenizers!=0.11.3,<0.13,>=0.11.1\n",
            "  Downloading tokenizers-0.12.1-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (6.6 MB)\n",
            "\u001b[K     |████████████████████████████████| 6.6 MB 57.2 MB/s \n",
            "\u001b[?25hRequirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from transformers) (4.12.0)\n",
            "Collecting pyyaml>=5.1\n",
            "  Downloading PyYAML-6.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (596 kB)\n",
            "\u001b[K     |████████████████████████████████| 596 kB 53.1 MB/s \n",
            "\u001b[?25hRequirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from transformers) (3.7.1)\n",
            "Collecting huggingface-hub<1.0,>=0.1.0\n",
            "  Downloading huggingface_hub-0.8.1-py3-none-any.whl (101 kB)\n",
            "\u001b[K     |████████████████████████████████| 101 kB 13.1 MB/s \n",
            "\u001b[?25hRequirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.7/dist-packages (from transformers) (1.21.6)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub<1.0,>=0.1.0->transformers) (4.1.1)\n",
            "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging>=20.0->transformers) (3.0.9)\n",
            "Requirement already satisfied: torch>=1.4 in /usr/local/lib/python3.7/dist-packages (from diffusers) (1.12.0+cu113)\n",
            "Requirement already satisfied: Pillow in /usr/local/lib/python3.7/dist-packages (from diffusers) (7.1.2)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->transformers) (3.8.1)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (2022.6.15)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (2.10)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (3.0.4)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->transformers) (1.24.3)\n",
            "Installing collected packages: pyyaml, tokenizers, huggingface-hub, transformers, diffusers\n",
            "  Attempting uninstall: pyyaml\n",
            "    Found existing installation: PyYAML 3.13\n",
            "    Uninstalling PyYAML-3.13:\n",
            "      Successfully uninstalled PyYAML-3.13\n",
            "Successfully installed diffusers-0.1.3 huggingface-hub-0.8.1 pyyaml-6.0 tokenizers-0.12.1 transformers-4.21.0\n"
          ]
        }
      ],
      "source": [
        "!pip install transformers diffusers"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from diffusers import DiffusionPipeline\n",
        "import matplotlib.pyplot as plt"
      ],
      "metadata": {
        "id": "egBp8B8xOe2S"
      },
      "execution_count": null,
      "outputs": []
    },
    {
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      "source": [
        "model_id = 'CompVis/ldm-text2im-large-256'"
      ],
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        "id": "rP7n3c9OO2OH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ldm = DiffusionPipeline.from_pretrained(model_id)"
      ],
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        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 561,
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        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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bb5nuBMUYNHIz7tntdsg083E6UqonkJmCJkGztvspDkINLJaUAvOCNl8iiP+CgOG5t/aU9tdk3Z8CNH5mXeW5t/ZDxflLOiugemGph1WtvNbvXrvN5wVgbJ3qJnBuYVYMa6trxTw+QD0UupohGgnFU5k/fjqRdeJm2PE2RYYU3RhpRrGCWfWYg6biQ22Z1RXrVZzbv6Wmq7FERooqVby2xJSNYBBEyWlgHHccUqRqIFRj2M1YnZhFsKBos23kLEjtqeGeJYrRAryKPw79xRsfP0dPxb/PWRC/ZHn7WvTca/zcRo8r139wSteMxB0ILju11fSa2HFvfLv4uOrya7TQdqiu6DeQkF71qUdHGs7J4lGJQFAPfirBRXmbK8c8YaKMGmGImFVfpZtUYChVChIi0Ko/mDZ7hhAkYHg6tCCIePBRVZ+PilJFPT8jCrVArYUoRjbPsQgiHIbEpJCnjFglScAUD7KiUqQgGIW8SETSIjdFu8rydHp5wPAo3z+Bof6iawlPoe3C/7W8GLCsxgs9aAe4oC7+P4jlG1VjU8HI217o0GfSyIIca83DRaewFiBoXnq9CBEhxUAaBxiFPGWmk5BUGFIg18xUYSozJyuUoBSgFo9obG4DMG0qg9sSQCgtulHF1Y0igClVKkpAQoAQFnXAQuSUK3fHmX2KHNKAYJzmQKoe1h3DgCncNcNpkcpkXqbOxRYQaovc/MXbGB57U59zc59r+7nzP1QJf2isn3v1v6Bng8KVVf+xdosNQc4ZdrEF6Hl7dFUZzhJ/Okd3g0G3IfgxaQy4CBO9JHwHjqpuUbDawpwrKhBFUVMOw8C7w8hhiKRhIFc4pcyUIjH4GB+niTlnMBwQ2txFAljxFdpjoRERLwzTjhlKDW3eKr4VRvEwabWmhYgiwSMuEWU+Vk51Yh8CKQZqTOzjiIaEBGGMAzUXNEMOgaLVq1n14EytUFptimfuOffygOGehfmZ9NUkha/JwC8IDL66JHXFRbCoDcK5P/8zACnbD5djCvf6LEl30nOjAK+s5IlS0K33VGkFZXtp+cowBA5DZJTIu92e/eC5CSZCKZUoQgqRUgufTjO3x0yZPSDKNFCDUE3Q6jkWapUUHFiSBq8dMXlNSlHFVNqUlZ6qJbU9Ii8HRVBlCBEpDnrBlFETN/sdBwbGITFVIwRl0MB0ykQCM5mTzdQj1FKY5+xxVtLSyJ/+gwIvChhWsW+hr230eqWfljrTrpZAFqDoVvzuQTAu7OfXbBXNeIcsVd97O+u5Bi03IGhkFxIAc8mAocUlFAWGlLgZR379/sD7/cjNkJjnzHcfZz7eHb0GinrG42mu3N0W8hGsGiE4W9dmt4gi1CqoOZC8f3vDYRyZ55kPHz7x4fbWrQ/qtRcUbRvBVEQC2jfDqcWLvbTAJxUYYmJMI+9u9kQVDvPMVAohCGOIHE+VGCJ3+QQTpOB7TFRz9cH3lVif91PphQDDC1pRf9fp2qN+EuZeA+fL71s93zafL8Gh9V1OyVI85Szq8XIc9VTknlS5bCDT3ZLgFZ4tMmjkV+OeEJTjNHmdA/Nox3EMvLsZ+fbNnt//9g2HIXCaC//4OPHb24lPtzMmEZHi2d3ZqBmketiyakZqRWozIAaliIAGduPA+8OBb9/ccDtN5GLc5YlSPAeDalgtTX1QUlCCev0FkQQ1IjNEDeyGyBgHduPIQGBUJQ2BapVxp6goHykcTzPHfCIXI5tQi3kBG0rLFqWVrno6vRBgeIxepYWfjB591E/8DRYvQetSYS0xdml3WK9pl4P0kOZtXELLTsxnGZSy5iZUgOSSAZUywJv9gW8ObwlNp5+miZSEX7+/4Zs3IzcpkkvmeHvH7V2mzsbNsHM3onlBFg2wDxE97NiPQooG2Q2Wc65MVjh5eWaGEEmiiyRk4obJ0MKca/UqrSkOHNKON/s9N031qAVOU2XOmRQDbw8jbw8jvzoEdlRsMhK+89RNCsy58t2UqXNhups53h45zSdqNZCAqs/JBJT5ab9foxcKDM81HL4Cxw+iM+ldNgDxuef6GdDuDLxsptKzD7e/3+X1Onj0Pn2PyiY9nAkdG8OjtGSi0jIJS6XMlaTKH7y7YQiujx+nSEpwGBI1G9+djtze3jHbiTcxsf/mDWMcEDNup5lPJ09WGkfl7S5wMwbGKAwRqMKHTzP/9Hjiu9OJY5kIqkx55vuPd9yWwpyrb4BTveajAEMa+dWbd/z6zQ2/9+7GPQ7ZON3NfHc3M80nbm72fPP2wPubgfe7iGXj7lPGqjAgRFOKgIgRU0CCUg3q7A8oCL7zFl3Neh69UGC4Rl9DcngFlC+nJz7/M49l8zp0hl4ifLaGydahey06QNi2bfu8LcDS/nnlAlD1cGarlaTCu5sDb8cDh5i4GQb2KXAnwpCE5FHELUlp4u524u0+8utv3qJEtAi1Gp9i5Df1lmmu7IfIrw87dkm5OUTeHBJm8I/HO25/W/ntdMtUKzYX5nwiqUsRp9mIcYRa3IMgws1u5P3NG37/3Tt+tR+gGFM+oRRukrAfBt7ejPz6zY5v347sk3I6ZvJkiCkpevxF1MjNYccnM/Q2+CPTtv8ELFtgWPfWPINeNjBs38VFB/0hA74CwaMkcL4k8wTpYQu2th5aXIobN2VPaNr26W+vrF2327BZP+rhgqta0uZUzVBc94+aMIW9Rn715sC3h7e8Gwf2URijQlUOY6KIMc8ZSUrQkTGOfPsm8kff3FBOxvF29k2qo8JuZIq+y9M8ZciBISY+UplL4cMpc1sqp1r5NGXybOxTYj+2cOUm6KQQiAGiDLzdJ94Ne3Su3B4/MN2dEJR379/w7u1AtcouKDdBGCukAlX8HkQCGqTZExruKlgACYap52l0s47v1fmcl8DpZQODPfD5lX4cugTh7bFrdE+I2BzYMLrjgRsKbSsYNDVgqeXajXN9udM+hdWe4P9pG8u3k6sCEpQUAmNU3h8OvN8feJMS7/eRaBUpmaSVKl6taZ4KuyFxeJMwAm+TchMj81xAIewjbzRxkwayGR+Ome9u77ithVMxrGRupxMf5tJAIlCLevhyGkkpUTFSFnLxVO0hRHZp4NdvR94GJeVCqEaIkf1+5Pe/eUNMA6dpwkpBs3F3O5OjsBsiN/vEbMpxLnx/mynVOElhKpWpZjIVieKxCwseKxqU8BJ2u/5x6Imi7CPermeP9TtDj93v5QN7wrORy8/denhhH2gsHTT4qJsy5pGIlbnH+zQXYyAGgyqYKUUqxQrZaLUbtQFBRWn7L6iLypMZsRR2Y2TY7bh5c+BtjCSlGSeFwy5RamE+Fu5OoBr49WHnNZbnwu3dTMiwC4H9boAgDAGyBGZu+e40cyoZO52oeaaax09INiKJd4dITAPf7Hfs1LibKgOVUgpqRlLh/T7xq93At2Pg3ZAYWxrXOCrDGLib4NgMniKQa0GKxz2MuwCz8NtPmQ+3dxSEuzLz/fGOu7uJObsNI7Q6lyLSvBFKsl+8V+Ji1XkW/36u7703+rkXeCF0RXz/bLsnGHRl87mP/dTfwDm/fe5AYc326Ku6NfBQIJC9eKr5prVjCgwa2QcPQpqbm+9utmW/RlGluhMOabaFQvDo5lKYg3GcK5/uIu/2CdknL+F+qoRq7ELAhkApwjS3+orFUFG+u5vJNvMmBN6kyGGMxKQcbpSPd4WPUTgMng8xaODwduTNzY65Gv/0wx3fTTO1FIopN1FIJgwqvN9Has6cpgmh8lYrv7cf+Uvf7HmXlBFQjLlUPhwzv/k4UUvlzZvEEIO7NFXY7QIo3J6M6VQoTXL5OE+cpolaCqqCmoIEsIrhpeEED4Z6Dr1AYHiAtrrpowz/YOfPnLOLY3Zx/pJ+akB5aB4PGVQ/90weI3seppz16b9R90Z46fXacxN6MlPNBG3VmjVySDvejqMzbzU+nYqvyCZoNXJLLa4SUPOEIavd6OgGt4pwd5qR8j1jCCSDfYrYXMkxkHJgkEBKkTcHz0i8mysqwiDKm5Q4BCEBWirjLjAolAjvbiKmI6eSGKNykwJvDgOI8H4X+TAVPp0yv/n+ljzPiMEYIkNqe2KmPTEobw47vt0nbtQYrDIkX8mnuXJ7N3E8ntiNgwNljEQTDoNw2Au3k5HnQi4zIQg1F07HieNpplYYUvCYSmsVqa0iFMwCwzNZ/QUCw2MM99BL/8DxL9IY5OLv59pdzuFr0pcw9w8BhM+N+Zl77EbExe0pTRCR5YRVW0qspRB4d9gx6kCogWRCLJXjnMlz8RTo5nrz/SkNqRCquY9e1eshgOcpBCAmJuA3Hz9BNm7GHWOMzNXI3x8ZQ2QMLbAoVKapoBgHDby/2fEmCZLNS64ZpAAMgtXIzRgAYxBhDMJhFzCUt2nPd6fCn3/y7e6+u70DhcNh4M1u4EYD+yESxTM4gxjldqYMisVEaTta7XeJ349KSsouKskqoQqHEBgD5ABRjf0uoFU5tazQWjKByi4kikSCmEtktQCZUmEfn/d+vkBg+Mr6/1bEfZII/hTr+2PtfhfoEgg+A9bb52sXv18DhvVoxUzRGBhS4s3hwDf7A5Ir820miPL+ZoA0c/r0kWnKHnrcIvfEjCSBMSkxBaZqnObKnGesChojYsZ0nPlQj+RsHA57JoNPpwktLhl8s99xGBWpkMQ3jAsm7JISE6gZMcAuQhJBijPiGJWbUdgll1Km4h4HE+EuV97vE9U8QevNYeD33u35g8PA2+QqVM7GcQLMiEncZpILKvD+kHgvyS0zZkQToiiDgs0+v7djwGTHx6lyN2WGpERx24JqJIbIoCA2Y7VSyRQqQ3regvHCgOFzoPCFq+E1PHhsqKtTuFQ1fmySp1/mR8Oop4D0BkSW0OdNabFqXt4MQCuSHShC9U1iowr7IbK/Ue7iTDIlpgTTxIfpjnw3Uw2iJsSs5Tkob/Yj4+geg4/Hwm0By5AEhugr7mGXUBHmPDGVSsTQU8FiYgCCDexiJI7qhU7M96lMEVJb2S0barBr4JZEGFWI1befn+bKXCtSjAEYQuCQBkotRIR9FN4dhN97I6QAuQinyetKztm4O2amaSbGxGEnSBDfoDcLoyo7hajCqQLZiAL7AU7FCGqkIOyHBHj5uUEimnEPjkIYDEuVlH5C46OI/D3gA56Fms3sXxaRb4H/Gvjngb8H/DUz+80Puc79C7e/v4uL9qWf/8l9LuirPZvPPewN0jajo69esm46XSpiGTHPChw1ElWJiBcdSa5rp3eJiPDpdub29hOlTsTk9RmlFU8JGFFhiMK7faQYBAOdPNtxvxs4jIl9VG52IzlX7qbC3WkGg6EqM5XjXEhaGGPEd4qCQmUulcOo7EagwukEtUBKgiShAB+PhmQotXI3zZzMmATKXKmTMd8apWRICjWTwsBhB6PbBDlG43SHl0xopeP2O0jRn5m2Z7hL8Hb055+PMGc4ngqfauHTMXM8zSjG22EgqjDGiFYlT5VcHCQPg6C6buT7VPoaEsO/bmZ/vvn+14H/2cz+hoj89fb9P/kK13mEHvM2PLTqPaJWbEN2Hxzmc0bJa/P4XNuvSNfspz8GkN4bs4IIGsKiZWhxa3kQYz/u2KeB/ZBIEqAYv/1wy3EYePtmJI0DViqzulsyptj2fHRjWg/vNYRiRkTZhUBNCRmEt7uBt4eRm52Dz3EqrtuXynTyyEOvuGxMZpxKIU7uMiyzkoeKmRAHz5qUtrG1CZwKfJqN02TUOXs5uKQkE6iVWAvJKju8gnM0o85GznB3B7m5ZkvLH0nBA672+0QchdPsYdFmxhgDQ1TSwFKDslTjNBe+uz3x3e2Ru7uZmo0hRA6DGyvNhKyZPBWSuCcmBt/B6jn0Y6gSfxX419rnvwn8LzwJGK4xx2cY5tEX/gGz+tUhH7nOs3n2ssMzB/iaWPHYVL4WSJztpGzL/0vbJxKcaQQhirFX4f1+ZDeM1Grcnk58+Ce3pCHxbjqQ4olpmrirGVPD1/NABnJpZdFMOM0z9rEwaEJx1UERxhgYQ6/ZWAhWGYMgu+CMXgO1GHP1UuxTrpCP5FIZ1NhFIR+8bFpMoMmLMtUKx48wTx4gFdSISbEK86l6/6R8+6sdb97sqGakYOxioJXXHiwAACAASURBVEyFT5+8IMsQhGEQYhB0gJAUDTAVuLurlGzEIAxBSSJQXGKZK8xUaoBCqwmdIkNQoghDMGKLCA1R2evIGGCXlBBASc/6WX8oMBjwP4rLKf+5mf0J8Idm9g/b+f8X+MNrHUXkj4E/BuDwB9daXHx+AXrDVxfZfwpbxROn8BRTwmWbM8MubEIVW41DFxmWXduKuwZjjEiITHnmOGVu745wmvg0FaiVWmbfzVkqEgKxBUgVbSu4KfNcyXNmlswQE/sQiRIQEebTiWkqVCmE4EbO3RAIokyztZDhtjdDhtz2hrg9CsdDZCqJU8ZDmKPHCM0T5ArznH1F30V2o/L9h4nb2xMlG8PNyO4mQbMLuEpgaDWmk+87UYIyNzerAGkEItTsxsxxcGbfDy1Oo7S9LtQljmIVCUYaAhIjoe1nIcV3zFKDMSXe7hP7MXIYhDJnTvV5L+oPBYZ/1cz+TET+APifROT/2J40M5MHlJsGIn8CIN/+i5ey/MXnFwAKD9FTNIrPOUXOxniOKvID6Iskoe2k7eJU81UuxRI8zkBapWRptpNSCp9u70BOzFPhrpyY8fP5eMRKpeZMTImUfGNXay91NPNdo1W9ylL2yEjVQB2EkCIShVwLhAoEqsMTQYQQBC2VEPtO8UbGvB5CUEwCx9n4dKrED8rpFnYHIYTGnAIpKmMS3t54DYVPKEGE/S4xDokChODZmL7htTnT4urIVOCYK1ZhSMJOFApMJ8gt2CoFIUUhNGml9EeavTaEijCGwBjcYxER6lSxKaMo7w6R3/tmx80+cjNAmTMf8uXOWI/TDwIGM/uz9vcficjfAv4K8P+JyB+Z2T8UkT8C/tEXjLzR8x8AhReMFcAXBAj9zHRWRBXuTfpaJk6PV+i/11LUVZbIR0+BNmp02XwmUI8zJU9MU6UqFLyv4Hs0EhNWvXx7tcJcZiT0+oqedeFODw92ytXI1bDgdodiXjyFbL4VXS0eC4FSC+s+kFj7J0sx1lM2fvMxUzLskrCblRB9dS8ZN54OntWZZw9z/vbdyC4kKnCXK2aVfHIGDtFFewzyDNNkTMUlqbkIuXqNhmn2zNFdimgUCK2okzVpZXKj5D4lTIRohQCMSUmiWKzUoAQJvH8T+fZN5N2NchjASmKXfyJVQkRuADWzD+3zvw38p8B/B/wHwN9of//bpw+6+Xwvb/8XTJ+zfT564id8Bk8K1XhQp2CpwSi4u6w6MMTkr1muxqlmpPjGrFUiEoKrDVahul6trdBryRkEQnAVoZq52A8Ec4NhiBGTyCmD3BXUJkr2XaSCKFhBixEtYBaIQUgxUdrms8dcCTFSQmQWCFY5HmckG/JuoJ4q1tQAFWUYvRz7PBulQEyBNARibDvEFeU4GfPssQmqClEoJ+P2U+aUjYrXiawF5tPsHozmVaDVUJgnVx2qwTEbeXZguEnquRNWUOCQAocUoYCNlVjdRboTPJ6haXex/nTuyj8E/pZX5yUC/6WZ/fci8qfAfyMi/yHw94G/9uQR24IDfB4Ufpddlj8LfQ6AelyFbSSF9v3y/OaHDCoE9ZW8VvNEH4NK9JDnYnh5Jf/JfdcGpVIJ+Io8xEhKgYmCTZWa2zVroErAJIAG5rl6zsSUnYmHRBQlGsRB2Q1Dm7JfrxQDq1Rtc5sKQV1CyFI5HQt31QhRSElRgVqMfFcI4nUR4tjCsRVmM07FOE6FnDP7cSAOEQxOp8LxVKhtQ1xEFiEsJk/JTsGrR+dTdfBQXHUq7qZNgtecrDAAaRBuxsAhBdQciIO58VKjB1/dfTKO2Y2tz6EvBgYz+7vAv3Tl+D8B/s0vHXczEuvy89K4/5lz+lkFnx/w/O6B7+fUOmnl1eqCD6JtEPHaCVbNoxh7DcJ+WrSFRvU0bJ+3aiCIi/IRpWr17eCqUpren9VzG0y8anNBKAVkainUMRC0JSWpi/VW3G0o5oVZqQKzl0ELMbJLkXryuIHd3mtITnPh02kixsouRXa76FWS1JiB42Tc3s6cbk9QK6qBXfG61EEDh53HQZSqiEBQiFEZIsRWaqKYSxtBhZRcn4gq3AxwQplyYVBIu8Bur6TgRscowm5wAMOz1/l0Mm5Phdtj5ZR/qaXd7r2/vyNqxC+e7P5PcfZbyQZArB3ppdvFU62b4RHVpY3ZOq4sfRwUFEC92CmmzLmSc/VELGngIQJaUWnW/rltCaeuimjyqs0doKwWyhSo4rq/4KXaA20fB/OVP4ZAikoIvjvUUCMxQM6ZuRQsVBiUHODTXJhPldkqBWOejdNppk4zKcA8ReZTQGMkqLZy8x4uLWJe6Xn0iMjQjLU1t2rywY2ebhPx7yT3yIRRGEYhJiPnwnQ8oRqIY2K38yCpj3fGh2Pl01Q4FrdvPIdeDjA8pEY8M2Lrx6GXrrf8EJ/jV7j0hYdFrDFuy6ospXpRFelFVjpwNLsErUqD4LsmiW8nH0TAlFx6liDuQdCABkVVGFICBJuLhwgn91iIKZFARAjmac1WTihCxIOBkipRPO1ZakFViWoMwT0KMSiMcLLCNE1UjKDNS5A9YOp49HLuZpUyu/9gPwRSHFANlGJMNVNnOE1tAzkVQjCXOkavGWGzV2USq17UJQopuYqSZ49jUDw6UtSBIUR8y7tqBDE0eJi0NO9QrsZxNj7OHr79HHo5wAArOGxB4kXQ5UN9aQDx2HwecDH+4HE31H1xXXhYwKJJB80joO2k0OoSdocG0pyK/s8IGH6++j5yaJMgumaiaqQQGQaBoph6rxi1VYBTkgSSKiXXpaqRly1xqaNLHqq+PV1Qd63mUigWmIuHUn+cZ26njImXePM7E0ou2FxJ0VWDWmA3Rt7e7HizS9zsE0mEMnswlSotzMhtAUl63QaQAU4VxAIhwm7n21Dk6HYXnUEChPZcNICJMYzB3ZsmjIO6UFZaFqpVEkY5Fk5zedYv/3KA4UsXs5dogvidoYckEbkK3NvWwmoRB3wjGDp4tC3aEN/S3bbODN/jUZra0GMgpANL81goHkkZDI9LiF7HoasqQSopuI9fVUE86tAlCGVQITVVIqlv8FJzYWoXPWWjGNzmibt54rb4BrOouu5fClSv9rTbRQeHvXGziw4KYySpYNnBbkhNVZJ1M5kkAtlvXIPHNcQAcfB7qgZlNubiG9zE4FGSRTwK1IonUY3RYx/G5I9nmsFyZgjwdpeYJrj9xe4rcaZKbE+8cv7z6TFx65nPchEBHu8umy0nO/+6k0IWM4Ugixfa3X9NftgAALj9oW/+2iwKzWBpvgu19aCpvnq3/qF7Ghw6ajGqGtJcl1Egto1mg4iv2OLBwouCI0bOnvE4VeNUK7Macy1MVhACOWevTI1g6tIKAsOgxOiBVJXKPFesQArqoj+CVL+fVjqC5sllNkOCh2CbukfhdDJXVWYP4grBVSmrxpQrtVSIShwUE6MUt1uE4Htf7BQGEywHhvnnz5X4Mtry/3NViW3bVwxp9NQHccVI8NhYsvlgLFl7ncF70zNg6CqErMeFbgRcpYV12MZE7bu23aeU830YK5WpFHRSqioa24YuCJiRxbd+cxXEkUakqxEgreCLBm8T1MdnuSdbwzOi20cq7hXpdWFmKp+OEyeEI8I0JubZXYvRzHMj3gzE6MVhqNLCn0FHD9Y6TZWpVLT7bFXIs3A8ZqbTjIgxDP5cFini1La1U5+X5cqcKxZdFbm5CYSMB1HN4nEbz6CXAwyX9OLsDL9w+kHP8r7UthUkhL5bM6uqcNbG9XndtPdNZzft2hnBV3jt36UxUavm1IEliHhpN4HuCqWr0a1mu0mlWMVEicFXYp+LNWAyglQHDnX3oeKSSAh4bAQFqksw2tPK1TejDepb3n08ZYK5ajLNxnHKJGAMys0Y3A6wU88SreYsGtyqMk1eCXp1Jyq1CnmGPGdEXQ1pSEbNFbLHNYQQGUJYJJ72hAgKEgJB4DZX7opxLL9UG8N5XMzzXuRNjM2DavFfCJIHPsP5Q7rW73Ekls2DPf+JVm7vUoMa7pmg7UlpDgrLSt0NiHR1oqkFsikOfyFNqK4qR3c3ejMlmHsR+sbW4K5K5yVXHcSg7Q3fvCNNXcGLvwQDrQ0wkObZsBZX0Ta1McHafprSdsjyqE1XJVIQslXsVKjR95isVgmj14oIBjRxf7+PMMOnu5njMVNr8TgMhFKMkl36GQePvYjRS9wJ0typXt0pteuG6B4UEY/AvD1Wvj9lfvMx89uPhbn8rkgMz6anIME1nUO4zjSPMdILos9Nbxtv8AUD3YeaC/G/44Ks0NFtDLppJw0wViBYJQ25BIH21xojSF+t+ww2oRUCm52uWewXoY2j6pZ87ZJHcNdeEPHUaRUX+2WTESme2qwYIobqCkbb9UtU2/0Ev7cQnaGalGICRZWPp8zdVNBaiKKMSZlzIUZtNoRMqdUNqKbkXLHsBskYIIgRcS9M9Ml4AFf1mpS91kyu/u90gu9vZ37zKfPhNnPbY0CeQS8QGO6LrZ/vsmn/OX6/1m77nYvjT6WvhiOX9/8DwepSAnvgvq9GoMv5o+2ssQLEuS7ejYErGPiKSweDS/vDMs65+qFtr4Xm7FxW/57VvagXm+sszN+ORfVIa9/CrhkZxXMxonoNg6ieGemgABFbcsE8cMrjCrqUE8XBai4FUVsqXqtAKOBpWav0g4JEZfJKK8hcGaLPqJRMDB4RmWJAc3u6IkAANWIwhoDXZ0jB563idhNtSVoDzNWYTsbtqTJlOM6Fj8eZ26lSTAghkGR44gvj9AKB4YI+xwtP4pWHxOennv+h9JBY/9T2nzv+Zc1gAwgbQ+IZ256db7y5eB8aOEiPWzyXBrYSAOKr98L8XZ2wNbZgVRAuPgsLE/bvizESWZhfzZqhUrx2ZDM6KsogQsRVhoT/i00aEHGbhbbrVFoNiS4t1MaE6sZHU3d3hm5A7SoHeMl28Q1iDCilUEttwUmKBWl5Cy3MO3ilKNQDwKisadfBpZhxTIzJbQaSDarvWSFByGbcnoyPHzOfTpVTNqacORU3koYYSAoi+ekvBS8OGDar5XONj4/FIF3jw8uxl7TjzXL2nAX60TbXxJjLzl/BKPLgHNbxZUmPvvIItu1gIwXYRhroUkOLM2iiPuaMCivzdztB6D03K3pnahHX35fR1RZw6cgii1nNFsli2cy2NYsNIBRXHaI4MATprkolmpBU1uO43u6eCSM28d8MtOJG0GoEFap4TkQ3PjrAtExQMS+8GoQgYZGlci4ttkLQ6FmZhlHMpaAhBoK6jcIr4flLrwhjcINpiErEg5bq4vY1SnWV467Ah2Ph07Ewz8acC3MtZDNiigxRiEkp9XkL3QsCBtv8YyMCf4ZhujK6jLEc3Hz+OeiaCvBYm83XLxUoHmy+PtONqn62Iq9/dTm3Xb3PjnWJYDOONJeiNDDpfTuz0lbWRYpYpI/ubdjGJvTVmy4uNJWkAUMDkw4o3XbRYwtcSjDUfCu7IEZUL30WWqRjUHX1YVE5muHRHH6q+FyjCsU8ynCrRgW8WpL2NPCmagT1RCmrXp9SciUEBavUVh03RW2JYeKVrqqHWmvTWaK2YCdVgoKVynQ0JCratrwvBe5m49NcOc6VqeJqQ4z+jMzDw2NodhV93kvzgoDhBzCw3PvwBePJ/S5PHuIRELiHUeuKfT6+XP34ZLqirciVU9KQYXtuYfazR9DWPVvbXIr50j4vakDv342Jve+G6fvxRbrongihrb4sx3W5qC2AsagRHSSsqQGsKknAGdWlgcaw4tJBWMDAWs2GNpa6sdEAWoCVmjU1wdBWoi7i/aTncuA1J7TFPyy/fjd64oFJi1TV5pBiqxdZiksfEU/oUhgHZeiJXCIen1CNnP2alVYg1rbLqUslPg7U0NyjVqjF/KLPoBcEDJ0uxOqH7HA/hJ64gF9vsOHyqxrAxSBdPdk2/FLGvxCCVnH/evurwMD948vq38cyWRjar9tde6vlv9sNeoq04iu3A98GDNoqu41XEJFlZXfgWQ2HfkvdPejjyWaSizrSVvlFQrDV0BiaZCCs3okIiwEy0sKhGyj47lC9QEzzPFgLejIjVKNQoIFQFdfvFTxdu92TWVMTWu6Fhnad4KMqRkKW3Iql/B0OIh7WHBijSw0xCupJEeTqO3NlvHT9caqcZq9AZaW2bfsgkAiDomaU6oBSikdcPodeIDA0umS6h1bXz1rwHzr+pSjzmX6XDNxFd5MrjdrJ5dTGvrJdu+W811YdeAgA4PrxxSbAVhJYma+DxLmUIQvTrm7GTR87dzt2Zl7ApX1eXJWs+RFsx5P1mEsFcn5/tg2AkjZmy5AUIdgGGNrf2CUFM2I1krhKEWV1UbrrskkoG2Noj7Nw6YGltkQPwJL+QKyrIuv9LVILvmGNqrtIo6rv89B+aG0STIzCEJUheE7HblA0CLUase0SXs2/51KZcvF4ByqY76Tl3prqBW5LWUAqqPiWfs+gFwMMKz9tmYP7b/ej99cZzR5v91xMeKz9A6v1Qj3oRu43OTu8vd9LxrzSRy7Bh860rXXT3c8Mh1fGPfcEXP6Te8dgtcCv0spGndjMz4FiNWbqcr67+TbejDZH3RhJu51BNrOUMw9IszW0Yy6693+6qg/No+GM2lQMW6WJ1cbQ57CCGNXPBVFKB1Tp71gDJ1Z7RwfA0MGteh1LVTd8Bj0HyBgcEHZDYBfVK0S3grNBfbeqLIYEaaHY5ntYqCARqJ4nAYYGpVY41dmTrAQi7pXQn2HDma9HD8nEl2Bx9kUuT6xfL70MS/tn0hOFjHvMDu3l2cx/Wa3XVrKRJu73X1f5S4xc2jUuXdmFFhykK6N1kLg6Rn/BV8aQxUK+BYXWp0sQdv59ZfrNMVmv0r/3sVY35WYe7WR3HfY5r8y0ejP6nM9Wdzqzr6CwGCbVcyOCGip1sWN4KLS0Z+U6vKq1YCdbvCBej7F7Y5ptwvq1WvSluAEzdruHiTNx+6wFN8Kql2Dz0nXB/6l4yTY88zJEv/9hFKy4UjZXf05z7fYZqME6EnuFrOKb/YTQwbVvv/d0ejHA4I/Azhf8J/HwleX4icz/eKst4MjZkb5yXo7ysPAgZ+evSQPLt8Vgd97A9fC+R8O5OrD07pKBNZiQ9kLbOsa9OUl7UbvlHwcFaf06o61dLvIguvGwf21Nt7EJ/dou6sqZu/Q8ErIZRmUrbayrMtKNkltJw/sHbS5LWwGi2xq6mrDkQ7SIx26IFNo5AavNCCktH0GhmqseBbwWo1SwuhST6SC0umCbwROPmxAMqU0NEp9zwDfTiU3dieZ2ibSxjwhGimAmrZo2ULyqdrbqz0jdE1IBq9IMmIriQSNmmVK80tVz6OUAg7DE1y9KxSXPX+O8KxKS3Pvw8BDXweE+Cz/U7iEwuHqdC2ZuC72PcsnoF46LM6Pgpt8ybjtnG2DZSiKr6WlltvVZy2ongE2sQ4sxuObJaJPo83GGWL0YW3F5+d4WtiUqcDPW1jTW9fouMSxgsQGJRdRv0ZUebNQDnJphUsQzJ3u5N5WzzzHoqk4grQjK6lmozVZR28Rt+V2a6tIiLgP+d2t/6ZGU/XkgLGCE4QVqaYFW5kAyxLazVHBJpGS3pyQXIcgVKMJcvdR+NaWaGz3peR6ivmWmKJlMLpWaAfkFSwxrCu+GloV5u4Lfa7V+XX4IaXr2w+aKhxh7PW4PfF9HuY9b96WD9chq+1gyDTcSwbYZl/2XF9LO3H4IV42RcnFvCyNtj24/Xqz83eV435uw7bv2aVc58xp0JvG+/sP0mIYzxpdeTakNbOvKqpsxt/em4DUgmmThtRtXaUKRJVsySHNRNkNc1GaUZBXzZRl7KVpNqL6iG9au1V2E1gydnsDVYxgWEKSukZRtbBXf4zaqLO7aQYUxCmNyO0MKeEUq8WraVipxCC0OooWJF2s2BXXsbptPiNWWVCpIbN9b9SsUkgaeQy8CGJYX33zVeYhdr4sAF6x/tvJuVtgrf9m0uXqVZnFeLvMgGNzvv6zGG4lALvpfjuPPYb2fbaDQqmJsVm7p7e8D0Za5l+NnoGNNLfWle2UMORunhzudfd+A2sYsuALJ+jNspBC98IacP5MFuHQDDGyZdl2Rw8JwshSIiXR7grQ2zQ1JE+mR1d6gfqx7Jha7Bj32cGv7qG43EJbIR5pdIeJh1iquMvRVezGsLkFRtomtkMU9OgZhl9TrOwYjBEO0grb07NqMj8XTx7PBNFfmVhVKaXUhVNqSYVRzL0W1QmjVcETEE62eQS8CGIB1VWi32Fck4IxZLhc8w1xk3jBJ63RPDz8z+K3N1u99AUNYinVcjHFv3lfGXBlQllTglVm315NFqjm/1vmovd81gFv69PNbdaM/S9Zn623vi+fLeFwe61KKnR/fMu7m+JnNwOx8pe9A1b0ZbbVfrruchIZXy/27jeUcfJZ8i8akHtfQXJcteMkBw4hiLdCp2Q6kqR70cTZqWfv5VLyOZF3eR+jp2sFa7IGuqku/kQ4+BmhzJQYgWiU0w+QgsSV04aAgFauVOSshBlTFd7jOlTm7pFLMyMXoGdRqa0ZoaS9CrZWeiRFwCcJjMq7o3I/QywEGNq647RvfsfCeKrF5cTbMsY61EbfP2l8wudB0cbtoJ/f6XAOH5ZisTHg5FzYr4+UYW8v7lh1180Du9z33mfszuM/g6/gbhtfLNucFVLYr8yqlKIvhrI2rm3ldShVbRu8MLBdzZHOs/1rSOna1Zr0vv0LoQNDmLLqqMovnoTN/tyXQv3dGb/ENi1rhNgjr9o/tg7aeZu2qRBHQVq05ihsPk665Hr1affcEiHnswtBsGV1iiNKlBJ8DCtbUB0olNuNxyb7bVc60rfe8fJtVlwRUPNzb8D0ykObSxAjihlIzN6ierZlPoBcDDNuVBeRCz+5M5w22EcXb+5Urx+8x4mWfTcd1xVjVmZWx74/z0Pe+OvrnfiOrpX/LYBhLubJ7ICZ9vt5pfXG3xsM1uKadugC+JtJ2n/sGKKCvxH6NLTAvf3t9xYs5ntsevL/QbAqb+amsIEa7/jLHBgJLe1keSQMxWX77Pk8W4+I6xyVmQHrMgSxBTyqr+O62hRZQpEZq+RPSbqhjcf/JCg421iYs4gc8YMpLt0XaprjgRsouDTVJMKkyaGgSjDUpwfeviNFdkq49eT6miPgeGtmLwPrU1uQu2epqzY5g0jfldYNplYq0/Twf5oTH6cUAA2xv4Ry6ZXtPPXBnQXX/36Kz3jPcnRsM74HClb9Lu0cA4epxWV/izezP+3RmOJsjZ/e5Mr0tI8jZebnf1vpKezHHzoiyGediTmf92okt421BqH8/lzJsGUdZQXxrPFwSqDb3fwZA2xvs4+n6e4rYpv1WrbCWK7EWY3FjoIvnIXgxlS0oJKG5Cs1TkjfPqu8sXWHj+nRxol87tTL2bmNo8Q/me1+4CrTujbFEWXZgagZIDasxdPmlRRFTVyFKYQlF164e0dRlabtutc18DQxP0nIDZLNBaLuRs7fiafRigGG5h83qtzLmuupuTq0ftpLCcsLOKv2c9ZPz7+c6/fn4cuXgPebroNQ+68W5e2DUAUxWplzvW5aowaXPhqnZrtidwdpYq+fBX6SlInMX12071rk60qP5ujtxDU46d2Nu+9A9JNvnIqzSCbKqHHIxxmau6zNdJrzcwwIOsvZZEqyWa2wMi6wJVP1zXICiMWlwcOhqwDJHZVErTZwH/dF5mXvDYxw8Cat5PsxBz5q6G5Z79N8xqTYAoO3KZ555qZVqvgWdiCyl75XiCVrqqddeHLvLc+rb86mrDHMRyJW5QG67dVHFES2Yg6IKYufL41PoRQBDZ86tOlH7i9OZCPqvdL//5sVc/rYXfAssZ+fbUF203s7l/tzOD6zjXJEGNky9vNCwWflaB13735Mwlntfj58xx4V0sIYTb+a88JecGRuX7d2MM8ZfrttVj/Z9tTM0pjy7X1nH20gNIlvQkQXE+vXPJKF2c+fggVvTN/eySD59vOY+7KXYPCGq7RshzXYAywrt5eJ9k9yk7jrseROhTakDgdliO3amFVqtx8Zz6ozTIyPXJY2m93dg9LTnpQBOK6hQ8YKuZt0Ooa1aFEjbmi6o70a1AkOgml8pA3N192Rt3gsv++DxGYAHVDW7itqS6/VkehHAAM1LtbxKGy7oLw+wmicvGXhlr4VRZdtONi3Pj1wy/hYnzph++/8NWJ0Z1DYr6DqPDQNcjNvvews09+fUGbbSNe6tp2N73yJyVvNgGV/X0XrFJLvw3/eRtszYr7V4NmTTRjZ9ZJ1zn9O5cXJzrcu2IlyqFmtPX2WXbxsVYgEa7cDQU7BdGgjNWxC1uuqgwiAOBkk85Dhpdze2km7i755V/y3b5LENOgaDXiSmp6WDM7Boi3205qJsAVe0mg3dRhCaG1NrqyBF9TwPhdSKtwTxeo4eFu2XKQWmatRcybMxz5CLD2/VfINeVb8fBXDEsAr2S4x8bAvEEu7L5qXamk+6Dn/GpFu//wIq67jbv/3z574/1H8Bhc3fLQCcuwqbwZDNC28XY9BX4I1dooHOPeOlbBhsM5nFmNgsstoCaFadeBMQtTyj+4zN0pZFFViCqS5UiC1wcPZ987ndx7Kfg23GvzqX83nRxtCLY2tgVDsvPu6SPs25xLAUem32hEG71OABRmEbNyO+JNcm8tMAwkEDRHQBn9AAoG5UOy+GIlgpYAVd/nOpoBeeXbwmSQjqzsWAV3oO0Zoq5ElR1q5RKpRq5ApzqZ4kVaXHaS8Lglr3aLXS+bW2PTp+gcCAtOISG6ZbdkhuDfpLCnAW1LN0WFveZ/xVjl8Yq+vlm8v0c00L2YjRcnZ+O/bZcdmeOweF7fl7jLmM4Re9lDp6K92I7CsjNeOXdH/1/QInWyYE23gGrklZK/Ou0Znn7UL7tI3eXMaXvgS9MgAAIABJREFU8/iCJaJxCyTL+Ovvuv3dDFqJt4000tBmq/qtEsPGvsAa7OQ7TbEaHRc1wta066b6WH9LtAUTIo2haatvd4u23Iv2zi31Ift9WfNnViNIIVglBmEMwa/f074HvBBLu19Vl86iSLNFVCqV0oKcSq0Ug7lAKW5oFJQYFSmgTVfQls9eqFAr0iSFEJ5nZXgRwLC84N3DYFz4Xbfi8fb/sOH5dSwuP18Bi81qvj1+1k+vj7WOQQOPlYvPEoF6X9ta8deJrvr6RjxGVs8LNDXAx+z6vLSt5T3adRPIJTRG08bkdZnr6uXa3rct0smaeyBLwJhePPd+nTOVYvnen8P/T92bxFyWZPd9vxNx73vvm3OszKzKmnpiN9kiKYmkTAKGaNheWBBAeCNIG3kQTC8keOOFZW9kQBCghQcYECCAhgWZC0vWwoAJUzbdFkANbnZzaHaLxR6qa8qqrMqsnPMb33v3RhwvIk5E3JfZXVkyRWQ/4Mt87w5x494b53/+Z4gTWvrI5v4GMKbvQxv/RzppEsZszy0Prc0uNIG1fAEp8xBmjuJ07FFmkrbNJCaQIAlkzEyhJILldzZKXmMiPa4cKp1Cdqr5qGlV27wEXtd39BLpRJkhzLtU8XmWwanrE8sxRyIGjgpR0wI6ISoaxSyR1HZMy/Sl9XCS76Ez0zKmZzmSEre6TogxPVPlR7QYrDGG9KgT6tVS+G0+vm2pX4pgNCBhL3IysCwmTwrn/GCbvp2e3Go50yuNBnWbbdRBPxXYjX1McwqkNlVO3Jxh2LaT7jsNLtFGiAyE7H5de//tNWv40BhHAY4iyJKfU7ucnFRAlIbqq/XHmMNTgGPyDuq7a++tnFvAJwNf7rdzDaDmxp3WqdQel9aLIFeFJrOG7GyciTATZebzMnKSgDQ5GCUvZpVYgAGBlued/A2CJts9p0u3ztwULk2LzKa8BWXulC2vzDqYd0LfpRwIK98UnSNKzp/ME6JCKSuXTBAVKcwFcbgYCaRnLmpplpL6lLMtRzVGJET5I54rISJ/D/jzwB1V/XLedgH4X4HXgPeAv6CqDyWNpP8B+HPAKfAfquo3nqUjNhe+2HTQrCzUaF/70njVp9qnOXbjbxqy+8HnPs12nh6TBUkNZBpn2caxBnRTgUvbzZR92nWcSbkkhEwCn5mDo1zVBLg9vyQfObu2tSk5aUiLuSTasAU719ibm4JgC7ITgRa7F619bEDxiWQoacBrA/Sm/QBpPK0VaAw467yEnECY5kFIdkBCYzIkU6LzbU5DAhCRrJTyxW1dylgYk5YokuUIIJGJ5qE6JXvvcpqz0HvPPINDn9OfZz4dR0xAEwmEPFvSSYd4sjA7UCGII0iaXZlmhio+pFUsNOZC9eLKqlgiZKeEZTymlPZP83kWxvD3gb8D/Gqz7a8D/0RV/7aI/PX8+78A/j3g8/nvzwB/N///Qz+mVdrf2v7ABDAPI9kAiObYJ0J2VAGqDjmmOQ4TjTb9PQWaakc/eY30sQVWJvuzXWS2fbsP5Elms9E2IhObu300ZgbUNjaciw1td1LvsZhSbvMeKVmERqFrzkC9JkJZT9J8BThHO6fC2npa7sKUTW2YXu07ylqyhlCbWYsYyKT2bTZlylXIsydFcvpytu3bcKWzSVSapi/nSVJRlT7fW8yj0dgCkGx3lwECUqm33IeUJp2qUjuXIgszl6/v8loWOJxExAOi2bemxAAiARFHEIf6xCKGKAyqGagSc3CJWBDLrMq00neIkSCp1qPmtTITwP4ROx9V9Z+JyGsbm38J+MX8/X8GfpMEDL8E/KomWP2aiJwTkWuqeuuTrlOn5+brOrAMnUYW6uDR+sKeEFw24u0YEEzt5LK/ob3SjM4nBnPpozbUsfKL0kZppzVdqpbMID49tumD3deEfTTPwYTJ2mo99QYSE6BthNA19+tyR6YAN50CncwILRGXSXhVaiJUaUOqrWwTjiYgsAEOkl9OeTdi+QEVhKtZYX3Ucs/GPkQsNTqmCABanI4+f7e0ZEuJtpLyCRhSgpICXZplkCHBHE15+nUGK4cDjem6rjp8nSqOAasR0Ukq9tK7vNycj3khmcSSNQMDOcSZHnWe65BBSqMQIowxTaCKClqSF7Im04CGmBb69dn0kGjLdX7KmMS/uo/hSiPst4Er+ftLwAfNcTfztk8Ghpx1Z0yhZMHxFMHM/7SaDhrK2pgLiUHVAWTn18w/E3ZrqQpK6le9dkvdCxU34SCTDW2FxwZ7tZUnQiG1TbtKBQ8t99IuF28Hm5Bpue8mqchNjy+CZaG1RkA3BRoobGoCfPn4VJBEmudtazzaOS7//+SkKzb71IBGMZ9F8vyM9ERbM6kCbM2TMAZhLCfZ+FpqMNiMSiucYlmRnc/MgohzLkcizLeQC7hqjpQZgNq4sudoAKUpfTlpdEfKOSFPoDK/gktRid7ReZcTjxLFjxLxURgl3U+IpKnWURmisA7CqEIMKWSpIbEVY2MpFVqQXJE6AYGBAzgfGf64q0SrqsqnNWAAEfll4JcB/M4LuAaj04CvGQtpMFXnVzUfZPKiqgYyzddoq/LXDLjJ9nrUZLACiE6Fk3ohO8aZMJcBX/tp3035PO3PmjWNbrUpXD5n8lqlZom291YYQH4mE02bD6oClY810GyeMVnbVYBMrdg05QooUq5T7t/atJYcZSJW9Ts0IUqh2MXS3Jddt5hJBhrS+h/ytfPVbPFZn6+V/ApaSq/ZXAXvm+nOmmz27DFIQJcXhy35IELN7Sh5DybYFTjML5aup/ReWcw0LTzrha5zdN4UieBz2nK05xgdoh4JKbsxKIwIMRd5jVFTp1ws70sRXAQN6a1Ectn4EJAuPxdNJeI+zedfFRg+NhNBRK4Bd/L2D4GXm+Ou521PfFT1V4BfAZhf/ILagqHkQZ3mfgjFM984IYvdaQBRBhyNlq0C1zocyzY+YZsYiFRgcjVMMtHKaYibo67R3NYHZ32w9mqI0UWtZcmlhg9tMs40VDvtm5j3kqoxS//EZjY2Nr8JU67xWIBAzF9gzxyc1nNK3kPLJOyZluegBcAKaGSabmZca0qJVBCurECrj8f+rH/SgpmxniqYVgvSuTrV2swJb6tQeSvhrjmvwdVJTJpEO52b6H+n+fmqxSaShrf7SAVWYzUrvUuTozIgzWYwn2lajLZLxVJcvpjGZIbg0jP0IkiQHKiQkiJdED2PP3Wg6nM4WDNTyStnqc25iDhJU7SRFIoN8Y+ntNuvAf8B8Lfz//97s/2vicg/JDkdHz+Lf0FIL0O1DpYaKzavemsLSzlxIjTNQLLBClMqvhn+s+tPBKbsbzMSqzCnNlthbXIJbLDT/NngL/2Uoo2cn97HFJiafSaYUgWR5r4QqYwh728ToopAb7Zp/XZNQdeN/jsqkLimnUmZOapvopxDNgks18BVALGQdPu8WqCqz9+2m2kiZXthKlJ9Dk5stmU7earWT0gmRC7k4usSdRqSxh+1TquuLCJ/iYpKLCAWiSmhKWqZl9C5lNA0mztmC6GfebpZjZwIiqQiS4U5hChoSpZM5kOAMWgyESJorIxINFVtkux8xN5pjk50XnDOMapC0FJp2lshjmf8PEu48h+QHI2XROQm8DdIgPCPROSvADeAv5AP/8ekUOVbpHDlf/QsnRCpRTjIAqBNqNKOmVDUevhEwG1QVT/D00wGykScwkSExkPfgId5nmWqkVszxa49yTikqZ/Yam27Vv5SNG0WCktcMq2MVHsaG1gtIEBD0RuBstRY2bju5jPIG6qvRCulp+1fFdT23ioQNP/btgKeUu55AjhS+1HefQtW1renPrcGGOx7BsMuv0vLbHSNz6F3Qu/TknC9j2X5upQDkAAhIKlaUjv+lFRuzXIXULpcgl7EpwVtsw+hn3tmWx6/BX4Orkttu8wGiCAjyCjE0aEBxlx/IURYxVTwdcyJTojDi8eJEkMGPpf2xZDo8TiAOpfv26c1M/vsxBZNBSw/xedZohJ/6Qfs+refcqwCf/VT9YD0Yjua5JGs6aoqMU2RNa02g4cnBbTQ9ELdjepXe9SOLXZ/GYAZFIqA2iBMfSqDOjdQGUUFJvs9Ce+VKEQjJI155BpGshlKtKsUe9uZMFWhxX63Wr0VMDaZUyNoutFfAzYByyMokQ/Vupx984omZdeadqoZIpPirZJrDZCfcc3NMDagTJRcfl7FHGn/oPTJQa4YXSs32dTrZOtD3wmzLkUKrDakZI9sJHn/x6B5OjWQg5bGcpxP9+Ocp+s8vvP4uafvPb53uBn4mSBzYGaDJcKgMIAOaZ6DuORLWKuw1shILrTikmvReeg155+KEIMS8nPCg1eBkZTxmF9gUEGHmAu6JP8NImVOx7N+npvMx4nXOkOE/S6CnJPSS9x8cs70f8lSOhF6qdrJhNiEtdBd0qCktNEI86Q/myFFKawDpAjuxCHYXHszp6Gl6FbJp7Ij0/7GPLRhIxUAC9VvWYW0x9Xz0z43iVDYe0j9aZyP0mrm6khsn8fECZv32QxEY2fGeoqjMwN9NQmsF63ZaAk8yX8wAbQCDlruzSZRJRZqJdxqNMJrmjfQdYk1OAHfUWZpjqMkr58DiSmcmN5rBsrO4XtbINfhZx2+93Rzj5t5pFckFYQEp6hXJNpK15E4RsIqpDpxQVIJeFL0Q0XApYlaHa5Op45r8Km4S9c5cIJkp5xqAgyNib2MMRLWMJAWpQkhIgq++3TI8FwAg5AQvUQhRMpciTqQK+dvs/lKcmCr+QoVTp+6GlMjBC1IyBQckmA3MxcpEIMlimxmC7btK62gJJArcXc1wa62stWybdspQgCYKWLXLSBErZiMboBNeR7mszHAsGfaABTZ0eXyIrFlX7XxWxOB0p49b1czH92U3ZRQot2L1FWiq1OWOk+mFXi7D7JGb+7bHpS4mivRFm1JzzPPshTLglS8rTPhFddLLq9GXrXJ0UUYg0ODS8JK0r7iSAvZzhxulq/hBBGXQMNYwZickToqYRjRMZCXl0zOQY3EQdMMzCBphiQOJw5cKgnvNBV1FYHgleAF6R2qwqjK2TCwXK85HQZWZ0vG9YBG2JrPEQ991yPdDKRLMzhRgg58ms9zAQxQfQym6SyVE6Y26Ka9bgyCrF1o9klzmp1jDjmYshQpbdCYEUxByPonFWxS35vJ4M3AbYXS7qNGVLQM5tSwToSvavWMNFnzYjS+gEkGjGZ7vnh9DqVPkoFEJ88o9Ss9oVqjsZZKw56fNOc0jkQTfrQBEKkswKo3F1YmFUBN41dgzEyisLZamMWYlCkH8vZyvczQHAasiq1LaZWaXM5YVMl+rNxh58F14L3HRynFWlI9RTtOEVv4kpRPEEfSgi4xZxmiSJdGaUxZSYnquzTJy/k0BqNrUphjrhupfeqpOmSWVYITztYjp6s19x8c8f7dj7l55yPuHN3j/uExh8cPWS+XePVc2r/E9qJje2eX8+cvsL97nhfOXeDa1Qv08x/RdSVskQ8TOHPCQUPvGw1e7Gpt6TxFm1Ub3Ab01GEnYiDUgoRs7G89+jU+32rOKsTSVGBOMFHbrL9L4dbi26htUtoycJrmRRSgaJ5BBS1LNLK2pk5Na99R77vV5AZgLUva9FWY0LVgY+9m4r8Q097Wt9aJaX2sz719P9WfQWGNLdtRMaaVB4eXavZQ/R+W02Bjw3IbhJQuHEMgBEfnuxz1c0gPMvd0eeVZjVn75/BiDJEwBMb1QIwxdTCkas4WuTTfSHK3efpc0QkiKgE6j+uTCUKnhEEJozIs06pRwyiI7wjqWIXI8WrJ3YcPeefWO7z59lt8661vcuPOW5wODzg9O2M9rIjjiMOzu9il73p2tvbY3d3n/P6LfOG1n+Rn/uTP8NnPf4ZP83k+gEGMMVTtbF+qlmo0uu1uBqwdXAYrtT3TWqVt6uCcamcQMb2lRcDaxV7NliUPXhpmgQmwaXgnzYCvmrb1q5qwsAkOzeB3WZOXW26offuMTEhbs6Pctz2bAgpS7t3ab1lVm6k5yZTU+ruaHdnp2QBVSoaqjlbX9Enyl3Juefbp2dSp1ekf1wJBk7tgNK3mbOTriiLiGqCUAhIJIEKmA4pIxHUONxdkRlrFySlBI1FDAoP1SBhSafcYAuMqAYPDJzs/UIoMOefQMaT8FALS9fi+S0VXYoR1RMfszOyErncpySpGZDkyrCNjv+ZwPfDh/ft87503+d6N7/HGO9/kg1s3uP3wJsfDcWqbCuKCcra+T8jvz7mOrdkBH338ASePHyDu3+XTfJ4LYIBkAyJ1kFk650TL0wCEaZl8jDbHPvEnVNOg1U4tJS3ZeNOBWgGmgk5xJsr0uAlgSbXR2/ZqBCEXWDF63LIDnsYGqpBt5ibYwJ9u11JBaQpCUzaQvmsxaYRakKTMScjtWR/qXIaGuksVQqCk+xrTmZhJT/m/zS41U8/MmRKdyS/SrkueLo2mMmrlWQClQIkBQ2YSXT7OuVQ2zXlHN+/wM5/MBJRxPTCuBob1gKgwjkockvRrSJOWJObajTHlQKR34FNEhDxJStt0bZdHeYAY8jh34Dtke8Zs7vFHpzw6esiNm3d49+HHfO/Gm/zOt77O9268we2jjxjCkFaays/GpohXrpaiKFEVwoCuH3Pr4ff5vT8cOF4f/lD52/w8F8AgNIuJ5IGf7M+pv6AMonJe4+1vQaSc1w7Kyh5MwxfBE/v/SYFr22mBqw5s3ejf1AFY922ACek+LewJ0E5e2vT617ayh74BDjcRqlbr13NLklLurxee2O9M6O38ApRa/A32PMqq01rnSpQ5E2LmUcM6Wsdn+xzF7ukpgDF5v5uMKr2v4jAWGoetnReTY1RaByUY63AScS4iveIXafs4rBnORsbliIZE82OeaSmako7S/WVDTCRFLnL9xi7ayteARnRcM4xrqxJH59L58WRgHSPjMKIDrNbKvYf3+P57H/DP3/g6b7z/Ju/eepfbjz9mGc6oS+2mTyxerWJ8Y+BgIzbGyOnqER/c/Tbr8RGf5vNcAAMkJLfQgtjDprV5tQ42mggGjQC3A4cqKBMhk3YfDTWWCi4bOfAFHMwv0IADVGF3gMRYBj9SgQ60hOyE1hknU0GY9NmEnAJK1p7buL4TqgkjMjmupC9n2rTpW0jXyD4HbftkAKAbcyKqqVDMjOJATCsuV+HP/hWa4wwIRSe/pThg23vLzz87O9OLN0esLcaW23aWN1H9F45Qnb6ZOYikfAYninMRh6KafQ/rEdYDPgBRiTiCjmU2oy++DnsfOXyolIpaHWlatko2PUJIE6xUiZ1yfLrm+x/e5M2b73Hv0UPOVpFHZ2fcvX+fO/dv8+69m7x/7wNWrJ9Jdp72USJRhdUwMDCi925+qvOfC2AQyYxBqlbD6DVTrQtV69i5tr/93VLmvKcJv5nNOx2IdUYfjQbbyEmQKagUr3jug+XKWz+tT3aA9anMO2s1cUk00hQlsKIbrUlQfjdAaZo9t1WofhFOSrXlkrzEVNBNyyfvffWNiFQm0z5T8w9M2ikAGSeMhSZluQK4gVw9rwUYuzdKH8prrAleBr75/SDmi2n9DZQcBCSxCufA+VS0RTyggbiOafLREJGgeew5xHmIEdWAYoVoUrp0yo/QVAJAIUaBGBhVkc5lIBuRsGLmBDfrcb1ndRL47bf+gP/tK7/G+w9uMYpjtR5YLles45DvxipB/LCPNkeUEYhkfpEWuVUQzyp8OpB5PoCBlMdA1nhVdbeCZIOMZnCljw2SYodvhhqbfelntglJ10uD0eZ3ZgptNNVmOTbXbCMDyeGU24E8K1ELgBRt1jIS62dxqknRim1iUWt2VJoOLXsyATUmUIDFAMBVv0lxxjWMo00ptmHlmmeXbPOp+VVoeQYgL9NnNDXdGuBpQ7IT8N08Pve/IEfj68i/ac/L90TTbhOJTEVucscs09F5yeFJASI6aspBiAk8FIE8R0ELqDobpPmtBazymBVFGQNoXnFaxzV9HJhrJCwDxycD98MZb979iO9+/G2+f+cGH58cN1JQFV8dUfb5pASlyjYNFtKjcIj4HCV59s9zAwzetEOm6zZXog7+dGSl942gNYNmEv9uhYg40ViusUVab361fVu/ArWtAi5Ca2a4RuAMbMpEIut3C0zGNPRpQtQCRPWTQBXKVrgnAiVVuIu5koHSaPAUVKgTqBrh93Yc4JrqUc764AwYrCZBdbbWfIFpXkMFjQYYqOahrTpV3rEJdOvHaWLT9by8TL09L5m245KNVJhpmgWZHI/lvQTNE6LyOg0lw07TnINIXuY+HR4jaIilFkLUyBgD46hAYFye4HRJdI6zpfLR3Ud88503+f0bb/LW3Q956+MPOFousaecXNGZlRS3tAnz04VaNvYYINTfaVsqHiN8ms9zAQyQfQyYRsgb84+qrRvHn2kIqraoA30qxNNU4AwxYsJp0YENAMAGcHO8XRdJs9UaQJoM+Mm2RhgbrY8dX4S1Cij5Oq22r32bAoET0+hVv9gMw7SeoqQagmRht7RyVwGnCl0TeaCCcmlfzG7XCg5UsNpkGnWdiifBodx/46A01mORh5RZqA2gUiMUBsytWVGe76YPqHnGHpzPZdW8It7hSHUMbDqlIxVdUVKpOu8l1VA0/1aUXNw9HWUmr3fgFwoxEsaBftsh3vH23ff5yr/8Hb7y9a/ynY9u8ni1YowRr44ej1o9iDzPKUzmdVZBt/t5EibsiVSzQpqtQSO5yuQzf54LYLBBi1Dj9Tb6i9ZtBpKd1QxEpE10YcIOklBZrkA1D0ByLcUsZFRnp13XBv0EBKRS+zJAmYKDXbuYKy4JZelbo80mwNUwlTp12dpqAMw88Fr7YkVdzEx6oj/WdzGhT1vt+aRisfUZemnNECl9MGH0rr4/114fLT6N1veQ+jYFwhbAKcfaGIjlGZd3kM0XE9K6UlYeD00EIjXSgAypo+LSfSIhOR1VcOrQNDsqCXvMjk6XmJ86iOQqzlJHSHBp6rXEgQD0veCGkVnnCZ1y/9HH/Ivvfp3f+J1/yjfevsGJVuElMwSi5IKVkudSP50pVOg3BSckNKucI6L0dATGYqQunGfuO46HZ/czPB/AINTa+FlgTBBTIkwdrDaQ2+SlduDnU6bmRdmuVSjFNG4W7AZkNrWfaXwTVnOcFboqU61dnYJTn0FrZkxDennw2lTpPJAnplBD09Mza5OUWmHPwCC5PFmJ75OcZJKXTivCVq9Tnk9uz5LOXAbdWuYtCYt3UwCuYVOtQm/7zCwQbfrc+gUMrLW+HzGhNzPTzITsw6mhGGylpRLGbfZrMd2kFHEtbTlFouREGi0lFH2e35BMsVQXIZpajz6NS0mOyWG1BrfCdT1+BuPqiIe3b/Pt977DH374Pb76/Td58/2bDHls5GB8CTkqiguxQbOJdGTVAz0zvPTMujmLxRyNIyerFRI9O7NdVFccrw8RjXg8gcjMezyOmT6t7R/8eS6AARofQ/4nzfZtTYAqcNAOyIqqk5WNmgHYavCk/Srqt9olFT21kFdtvy1U66gDuMwXaMwbi3ZUSlvpdEl4koaJaHN91zKPRrM2oNAC1eS3GJNJQ64uC18Zh5lc3mnOP5AKgrbf2dwGLdWNRGJhU0bt63671wzgxjhcAwpQzIJiSmkFAAMFAzegLDDbmmYWdxUoJlF1UMKT7CMxDs1AUB0v+bIZHBLaZsE0X0I6MTkRi6IKkLWyiM9TxxV1gX7hwSmrszMePLrN17/ze/za//2bfPfxbe6cLXm4Cjjf4UMyP1Rh5tNak6shpNGtWriAGRI+K5BRU6H5vdmCl194hcsXLzKsDnl8dMh6CVcvvs5yOOTDB+9yuj4jhJH97TlXL51nvT5jfXbGrTsnzyiNzwkwCNpMosovJb9Ahxbh2RTCJ/IXipnRCBVStGa6VlsURqowSy3ZVRkD9VpUgc6nNoJZHXzVAQglS8/V60yYCWRKOxXOBA6SB+O0L609n4MhqV+u3rPL91jAiQ0noPkG8r1N6L45TYUmm9BmXZrmtfMqRZ/kM2SgsH5WoLR7NhDK+rB1vgppZenSnpld1NJ/6dHmYxrWkfvXal4neW0FizI56vVqEDSd41O9RYIWZ2PMi8KIVzwjMQjeJ2ENYQRd4X2k72Y8Wq342je/x0cf/yHfevNbfOPDG9xepuSmDpAQ0szJBFVc3F4wn3fcfrhkFaz0Ws3NAHKmY/odGFnqGaonXD13nav71xjXSx4dnzDbOsf7d47Y2nsJ77c4OT7k+pXzvPraFU5O7/L2Wzf41p17P0wMJ5/nAhigobzkQZMfTaGb1EFi/qhWk2oR8OonkNJudVCa4JSBmA+cmAITbV3pulH1Mmhp2nM62VaFovoA2sHfHmPgVfpsTATbR8lrMGEu4CCN1i7a3thJNZ2qidG0ZcBlgCdTc6D4EMr21J8CBg4SO4E0/bg+uwKwE0dwAxD5JQiUZLaiwYG2ik2NRGj5UXIXmj5O5nDnMeJ8VvxOJ20XRRGNzieWWMyWDEpq2/IEKZcnbcVhifNL/CwioSOcHfPOW9/n1/+v/5MbH73Nw7Mj4uj58tU9Pn6wZFRBFC7t7zCqcvfRCQddD3gWktKxVSLDGDMvETrx9F1PGEeCjkSUk/Up37v9Dj1nnPvCn+LHP/8qy7jkrfdvwPoBr199hcsvvsLDwzu8cuUyV6/t4dwBs/GEX//W93+4EDaf5wIYknaqoJCEVdmcxgvUAWznYvuyXW3Hl32VwpLb3wyhpUSUTUdZ61/I12yuu8kcNhQVltBTbF6mx5XsPEywW6ZhOf61HxYFkFJB6SnmhRgTyCE60ek1Szs2qSgW8CwJSPmatuIRzX2UTEUMGBpHnwQke/EnZoMBgLG58mK0EVwD7Q3zIL+v9mULscyjKWZYAYXGPGnOLf2rPsmRAAAgAElEQVQg9cOqGgHYAg7p10hxMjifchpsfoT5wOKYuxPQuMRf2oMQeecrb/DVf/ov+OYbv8eNw0ds73jizDPGji2d88LBFue351y/dp6Tk4Fvn32Il56bh0uIyvnZjNMwFKfhzM24vLvL3nxOJ55Hx0ccLk85jgOn48AffPgBunLsb2/TuUNOHr/FZ67s8qUvXuZsdcrgIp977TLnL3QoSvjii7Uy6zN8ng9ggKZcedZy5mMog7XRPNoIPNWp55oBURaApXEwQnGKFYrLFBCg0fRSHXNgwtUcnztfIxpkelxZQBmnWTgqW7F22m2N01PadhpAaDUveVJQHtbWphfKDMVkpslEc08SkHJUpHU0tgyhmHTWV2HiPyimiT3jEiVI30s/fNbIRYjTPYnL0foGyIpkZ9Rr8Da15RJzEFFLXqjavtp0mJOxRBocpaBPlvIECjbn39aTtDfqQWJIYJKXgGMcgJgyKGdbMKw5vf8x3/ju7/LrX/kKj9Zr9nrH2enIcRzp45ovv3zAz33hCl/+3Ms8eHjE1974EBT2vHJh1rHXeaIGvO/Y7WacrUY677k02+P6+UvszzxbL8Odo4e8ffsu7x8fsoyB79y7AV9f88WLF/mx117nF37+p3nhUsdvfPUN4tmSyzvbvHplj6OV4NZXP0kMJ5/nAhggRWtMo5kBaeXRJ5WU2nCUacEsuIVWw0R4J4LWaK+WytdjNoCIqk3TNfK1HA0QUe1vqtOyKLNG65acC+ufWr83tH5JKqoOSdeeJ1SzodGoZkYYkzCB9lC1Z/6d0/wbp+j0GuRjCljbcb6GKkEmOQsZxQogmw+laP5CoepzLL4DM6dcFfiS9ZQ/TrJXX0JF3AxGdkouB5W7l/MPGsAoezVUihZdCjt0JIWkAdTnBxLyO1PURRgDjB0qytn9+/zBm2/wzTe/jcrIL/yJa2zve7717Y85Wq35t376gD/7k1e4uL/Pux895Kt/+CHfuPGAZRC2R3h9/xzbc/jg7gO2fceVgwNu3L/PRydnnCyXzBbbrOIRfVjymUsLzs8ucOHWjMNxxePVKbcf3aeLjosXXuT48Zw+PuTKjmd5vE04cyziDnGhHG7/CK52LYCXWLRsoQW0wksFgiK4aWOhwdi7NwrdatOpPV5yD6RlF62foSo35zbBol6nAs6TE4We8E9MAKD6K6qj0IAt9981jkMyg3H1/gogiWTzoIKiy6jlyrW1TCCSsj0DXGE51LBiPq9ofZHyvMTX6E+Jzrj8xjIYWNsIeQ3MLJzFtMhpAimmWoXVsKCMAS0FW+o188fSVzMyijEGR3nHaYeSnAQ0ZohY8+ngmPwIhHxOdj6mfIYAEpAZOK+wTuVhH976mDfffIO3b3ybw/snfPbzl/iZf/MVDj++x+mtwOs/do4/+3NXubq14LvfvMtXfvMWv3f7lNMQub69ywXXc7lbcK5THoVA3zu+sAOPHkfuMDAOJ9x+8BEn42NODx/y0u6Cq9tbfPbiNruLCyCBd++fcPP+KV9941vcf3SHP/dvvMrnr++yvyN4fcRHN48Z3Zr7j38EZ1cmYABzZNnGorWkAnv1sFeNWh2HGQay8FgxUhP6OvGotlsYCCZwdqxdr3HkATYjcpIfQGM2bHjYHe2AziG+hsa3bKB1fhbN3dy/b67ZmgPe0o/teGcJYzlVO2tMXzz4rgCnc9LMGs3XNgpvfbIcgPJb6rNojgGKI8UYVO1wNS/sYnYupb38MJRkAli+gkiKVLRmg2SprhqCakrYdmMJWdg11usYMJAHjJcEBi5XYPU+ZTuOCRjKqtu+g62OcLbmow9u8tXf+i3eefO7rA/XfP6nLrPLiHQr/p2ff4Gf/NnrOIl8+2vv843fPuSj2ysOvOOVxZyf/ewB8wFOju8zHgeGYcUoIzfujSyXI5e6Oa9f2GdrAW/cX3LrdODwbOBsseRz5wNXthznt7e45C5wzi14+/4D3vz+d7jmB37i2i/w+oUtVpwSju8xLO+hzx6pBJ4TYEDSPPX0nqtgQaNFJxq1YQ5iY0krXW+0onnuobHPqeM1eeiNfjfe+qI1oZoapp210eIN+DQAU9qXSu8rI6lRhWn1odpG6U/DNNL058YP4CqIILaupDZgJ8X+F4nFgWmzN10GY+wYNllC1cLSAAhmOpQogpkRVEZgRVTzQ1InYJmMJp0ZJE2bl4cCYKsz54dYEp3aCRUFLLQea+e2ANFqGY1UpwZkakBe4gl8KJum56ap2XiPiDCePebew4+4efNdPvzgQ1576SIvXRg53z/gtS9uc/Xli+wf9PzuP3+Hr/6/d7n3UPjcC3OuXt7iYNbDamD16JSt1cjxWeSCeu6uIreHY5CeC/MFl+ceETjXzVj3c5Zh4O5yoLt/CGdnXOtgf/8cn9/a4sLFOd+7c8ibN97jd37/Ap/5zGtcfvGAvh9ZhYFH6wefSiSfC2BI2t1ouWnm1u5vhL2EqxQjoBbSbEt5FQZA8r5TtGwGiWJvpwFWhLdcT5qx2jo6G0ebnYdU7dm2TQWoko1YgMt8Da0/oNHwaAETAyorWzbxn7QsomUarrXzKcxCgVSgpIJIqVUw0eLGEjT7CbSAQmHvhaI0EQgSOxCJhdJrBqiUipm3WQaT0woCE6+u1m1II+z5pRhNyNbEhIJpPtY1+43+EZolpvK1Ne+PmmdHATGQUhVdYgnqMvBF9GzJ0Z33uHX/Pfz8lC/91B6ffemA69c9165vsZj1LHrhozfvcPM79zg6VT7z+i5f/txVdBY5PFzy21+7xflTx584f8DZ3OEfDKxWZ4j27Mw9Ma65f/8ujo6Ls47Le1scx57lycA8RLoQGRhYHz3g8sEeP/nCjOuLPb5255iv//6/5PDxI35+64u8+FLH3oVdjk+ePYcBnhNgAPC2qIe9P4z2mnY2QY1F2ErIy+zpPKCKOZC1jM8n1NBg055qTfgpnvx63ZZxWHryk6ykZQhSwaA4VBuHKFNtX4CHFtiqgKfaBo32R3ASa40BtMwutHswuSmA4y28aM+HmhJswND4UchCbsJuTmBjBeV3iYWSBVypNxqbECFVUPNLFnthRas3+0u4chphqBVnoNTyMx+BAoSGPWz8aX4peUm5ujD8mHem9Oa8kENJeyaQnI0h5WnQQzy6zagfsD59FxeO+ek/8yJ/8suXOH10i+F4xYdvHXN0fMa5y+c4f2mLKxdHfu5PX+f1Fw/41u/f4uObS24+UK690PFTP36Fw6PAzZPbzNbCucUC6TveXh7z9tEp55nxY3tbvHowZ+xm3HPHbHnPn3p1jx0ZePv2MXDGiwew0/XcPF5w5+SEj25+wPG9BQc//hr9Jc/lT+dieD6AwbRZG2kSG0A2dop3furBN/Co9nwjtFKFuZ6vOJeLaBQhf9I8qee3rMGEd7rfnHfGOn3pRzUZXNsfMSdiLCZI9Sm0DsT0u5SGdzWBSZxmR2HrBMxJSZt99RRAsz46n+33YvdbaK8Fi/x+XAUKQz2Z2PIk2zy3UybylRfSHCdZhZd52xkQir9A842bZ7B9EU20oYwcGmDIA8iR/RPN/9ZfsuCrddKAoWEKaU51AoUuv1DmJHZxhiwesX91xcWtJdfPz/ji5y/x6he2+ei7M97/xkfc+fCE7RcWvPA52Nqf08kWr7+6x8dv3+HdN29z424kaM9sq2d713NyHIiMbHu4sH0e3804XQ6sWONQ/HDGhd6xvS9cnEV2tjx/+lWHjx3Hg2NcLzkehd2+52cve97b8Wg8JRzdxfUH9LPA7s7q2YQxf54fYCiC2wzA/F9xjkkSJhOSiS1Pkz1Y6LhN/mkElUSl0zmOqb0/BZeW9rd5B3a9kpQlTweUtk1jHhYhqL6TmnlY2UMFj3Y2I82xLg/0Er0QEJfvyz0FGBrTqLCAjLola7N0Ogl3MSsy5S8ORqGYBTX5KJbVl6aAkfcXbW/A4ClUvnFIpmMtFKl1W9EY+Xyj/9Y/pIIAdhwVMDCTpWEICNWuyCnJmoEhutSPOKa+OgEf0PUDwoObHD24x8WDjks/8wKvvNyxOrrHcHzE4f1jLlz3/PgvHrB/ec7RpY7dxYKzG3d44xu3ePfmigcrx0x7hJHT5WNWq4EwBnY6z/WtHbb7yMPDQMRxbgavnlN2ds949aUZwyoynwuXzg8wwrUD5fAocPfklBf6np+41vOZxYy79wfOzU/p5w/xfmT//B/Patd/xB+dJjhhISUw8Z3Y1NrkK2BjqqXrtZKuefJbc6Bo3XZVKQEnrgp6vlYbyiua3VUNLJIdliXvoBZJEan5GalvDVAVGz/3yfa5BtRc66+I5T6KGQIlQSlp9LzgqqsspABFEfSsYLNQpzZyKNEeaBH67PQTstDnmzJnoaeCgNMGFGJz00wfYPk/C6Q0JoK9DJp2249RnhQ+oGj6yYFa/0oIJDZ/IwkEHJXaGDjk787qwQfQNbgOugiyhHCP5dENHtz6PjsHS3Y6x+mDQ7bPB7rZkmufd1z63Dkuv77H8t6K44+OObxxyKP3lsQodM7TB8d+J+x1keXxEY8OB5ZjYN45QnzMcHbK1njKKx28esnzwkXYvbTmhZcENDKcjiwZ2VvMeeUKnOw6Hh4Feh+58hJ0Bz0Xz3l2rgn9zjHSLen75Q+Rvyc/zwUwtNqt9R2QBc9SnW1QtQ671i6uKdFSBTZrvVp+XZOQOanCam3ljLY2Q7CMU0lCWxzvhRVMbfwKIJWJ+HKszVWgRBik/KYKvvXZ+itkP0oOOxoDKIIec2ZhnPg7XL6w+TSULCs+gVGJ95tT0AS0UHzTyHbTzTYXm/3SAEN2/OVpzMV3gCFV89KNAUizHeukCappCKk/y287rtlfPpHkPWyPoTmu9TOE/JeZg6zT9y6DSR+AM9BjiLfQ7j6XXx1Y3gmE0zXnX95lfj4ibotLX9ph6+o5uuWaD996wM1vHXPre8r+fJsvvXIBPT3l427Nhf0ZX7rmmceR9fGanSgElLC8zzKsOBDl4Lxw/Uqg34pceh2ufT7CCA8/iBw9juxegs98qef4RNm9o2zNlIuvKX5rZHtX8NcCbusIZEmnP4IJTmAJTjaGXFEgNfSWtCimSaEwiwIQT/E1lExFaZyCJrg0gCTgtKmgZAJlxxd7v82jaLRyA0w2z6EFh0legpsCnq19WADJ1UpGJTGpOAcV59tQIbhs3ztfQ6FIUnS4JgxZGIEJt4GDptVeW8ZgQlsQL04ZALGy8QIaMbVDPs+Er9p76QRT/E98TMCzmfHE9oYNFMoCxQyY2C4m7KXDzf+ByiS0OdYYxYrir2ivIQH2e3Z/4jLb99acdmu6y3ssznuWN28zO4jM9hb49cD6gyOW99acPYj0CHvzjpfPOY4u9sRh4IVduLgTGO4t6Rxc3O05iZF9P7Kzo5zb6zh3SXnx9cjBNcf5H+s5uAbjoBDhcYT+4sDOi7AYldku9Nsd3WcUicLWTkD9KQwDLEb4US0GW+m9gUD2FyATQQctacSW2WialQZA2noENUXXhFYnpodTA44MTs5NxrJrAUelYRm5hJoBVQaDlMlYw4slV8H63FL9/LuuPak5ipDNA2e5ExaFyGshZLAoVZE7AxwDhuwnMKEVUjkzs/MNGDqa31QzwraZCdFGBSZ+gzgFDpOjksps+QjtG1dqI7ZT6rHTOGPz3QTZQKNjqvmfxhrsOnaOIwm/fbd2DRgaE4dAAokO6FB2U7LT/iHe7bO7A/HhMcdv36LbF7Y+ey4RiwdrVlGRmePqVYcu5shq5PjomC4q1w4CL70kHFxV1gEunzgermGOcLDX8/JVz+EysLgQeelzjstfmtNdE9xixJ9Gzr0Mu1sw3we2Fe8DB3seWUtabXtrjewqDJIBf4AfzUVtNTGG4rNqIxQNMGRtUxx5eVuryNK4jWVfCVEa8NBUhDKgaH6ntq38uZkbjRAXoacsLDKdEGWRAVPOSbAt7bkkDlmEodj5UtmBaHUY5nyE6pPI/ozMEtL2WPMKjEk4o/vp+SYqo9PfLmt9D4UBlOgCVOeg1m3QmAYNMJSogjGDViA3BdeAoTUJWqBo2YJs/Nn+FjjaeoabjMKYRru/bc+Qb7OfA7AmgUgH7OZ9Heq2kXMvwdaMeHyIuAG3O4PdHeTCLnLujO7sDvMPPP1px/75OQ8/XHHro2Ok93zmKlx6cWT3onD/tjLrhb0e5qqc3+s5dzHSL0dmL8DORU93bsSdB9EBWSnzc7BzSZCFoKegUfDziC6zb2QhsCOwHNOtLSJyPq+C9Yyf5wIY0uuJzeuSBhS0+a11fyvMDXi09r9kAW/NhQIsdq7Uts3bnzS724hoUH+LZLrfJBQVUFGcr+1ZOHEyScxMBzFnY2Ub1ZmYmYLPbbQFXXxEchRAnAMJFQyKY6PV5qb5NdUsg4xqoRH6WMHD2ENhEmYOaH1hJbQRG0XdFjFthd0chE8Tcvu0PoBWYNtRYv9be62QWxsjU6bQXp+nnGNtGkOwezD24IG+XDfKFk4uAI/Bdbj9jsV8B3dxG2bbRHFIL8zOeXb2HMs+cOGKEE/gxjsj/Sywf9Fx8XMLujnce2NAXeDiXuRkJezud8x3A7Pzws7rwvbVkdgpbsuha63k5pyHKx7WHjkKoAOyk/dfUNgChpjqSW65fA9nPOvnuQCGFJWIRRu3gkhhB0KZTj0pBZ+3S7u/FjRpneIuN+zz+RPmUUwARUhrDzrAZ+9jCwKlQEnW6NWHYOFHmloFG6HHzBZM4B0k0yGDQ81PiCUNGRcRb2wl2/ENY4DsI6jry1UQKMBgPoAcCvSSwaDxFQgU56HdqNnfJVaZtX1xWGw6CaGCgm0zoWu320XtXBN4fcr2Ok6m2t8+rV/haUChTG9y0yG5ySg8STSG3OYIDJl/GmAdId0avz8Dt4DFjOTWHvGziN9TdvaV0EVkL7B1AXa2wfeK2wr0Vzy4gN+JbB3A3gU4fAyLgxH6kZ3LPQevBGYvrdFzHrYEDQEVGFfggyDeIxckCf+RwMLBVoQ9oFOYS3pvswirpz23H/z5RGAQkb8H/Hngjqp+OW/7r4H/BLibD/uvVPUf533/JfBX8hP9z1T1Nz7xGlT6b4uYgA0hqYwgv++JsCPVQ48J9pRBFCdfaS9Wc9qAwWRBAAJOJDNvV7V7BhqnNCnFlCnYJT/CJdOoLWSS/Ahp0NtsRHH5nn3OZsy2SUpIitlkIINAAoQCDMYCzP7q7AY1Cb3P51i0wOcwnIGFkykIeBNMo5tZiKXVnDT77M3Zp6Xk7Rtq6XkrjC6fU+ltXShFmGp+u05o2nBN256q5VvG0vosWrOiBTGfr2WgZW23pdaGck4KhT8CfQjhDrg1zHZR9kAcXk9gWMHZkn4L/DbE2UjYGbj+pVTOYesc6FbE7yrnPutZ7kQWCHI7sJQTVitlZ6eju+CQazO47GEYYQDZAjmFOA7ImUecQ8cRVrkk/nkSMJDHjflL+k2G9sM/z8IY/j7wd4Bf3dj+36vqf9NuEJEfB/4i8BPAi8D/IyJfUNVPNG7MlHAooinxyOUMuHaYFfrfbrPqyka1U1/ycmtViZr54e06xi7sGMwnkY71uXS47fdixVK0CK0YO2i/A86HbD6YE1EmYGLAYLkKWC6BAYMJdEGigHRZ8xazwGi+NjFRnZoJXje+G1i0WjUXIZVWsIREP5/mH2j/hypUadEUSKs5P2kKaPNn1zKNbsJo+zaZxaaJIM3xBgzSnNf6Gay/AxUE2r5b27HZ317Pjh8RzoA8VdHPkuRzDgQiK+AQtz4mPj4lDpH96x0SoD+Aq5dmDCcDKg6/53AusnM9JVeGo5H9VxxuqaxCRPuRlAq5gIsOTiOCw/sIfcbrXuB0Dasx3aZVu541t98lOGNh7/HZPp8IDKr6z0TktWds75eAf6iqK+BdEXkL+Dngt37YSWKmBJU9gOLytNvEFkyQW2dkM+VaoKynIHWIVJOimRGJAYwWtmHA4TT7A7IZ4Bsg8uWcLPTOfAJZu3uXwSBQZynmtOUMDKXkmtdUh9BJBoFsLhQ/QUxA4AEJhTEUU8AAo5gIWTs7TVlVXkHGhjHYQzMt0gpQ2pbGkm1rBaI1GWBqf2+aC9beQAKWrjknNL/XzXYFOmRi45uWhwoMdv4m4Gz24WlJT3GyT/OxUvpgbZj3ft30pfV3KDAD2aP6HhYYWEiObsUQCcPA/CJIp8wOOmZecEfATHEvRfSBotuKvxCYveA5eMExe1+5/x64LUV2BbY8SIduD+B6ZGek2xX0xKfLDyNyPncvKMxdKiZTXll+Dp9uvZn/Xz6GvyYifxn4XeA/V9WHwEvA15pjbuZtT3xE5JeBXwa4eHABj2UhVl9BCk02yUNSh0Gd6qw1LG9ORlO0DVuAPNSkOR9jCW37iWkUkwADBBq2EPC+0fwS8Fk4O0kUXZzlG9T8AfM9iAPJPgHpErAUICj5BSG9HYsUiP1u/AYu1EiDAYhoqiXgBM2/JTswkmi3msPo8YgwAvNm+6ZgbWpQ3fjLJdCL9h6o9o0RxhICado0wBmY+gimoFVDjE9jE5t9lY3v+pTt7Z+1a+DRJjxZH+z++3z9Ze6z3XuHsoWjg05wW0q/E/Gv97C/RX97jR4ukXnEXemRFztYgD9b018Auexhx7PjldUa5hfAnRNYpFAproMtRbc62PGw8sh6aTQVNKbuLFIX1QPqEJVU9Xr8I2YMP+Dzd4G/mZ/K3wT+W+A//jQNqOqvAL8C8PqLr6rLFZxaB6JlMPrGmcjElKj+AQuvu7KEvRVqkcbBWJm2HVPAwfwNG0lSPrdj5kfKXIx0TZYhPuB9yO/IFbYgLuJKElDOafBmKmQfQJeYwtQsiOmvM9pvv6nswEVwY9puD2EyT2HqiUmfTQHapNSbNPxpZoO1EZt9m36D1qY3oSo51UwFztpsk5TaPrbgYNdtk3VaoNr0I7R9bzV+zZOZMhxjFO31WwZiwLUGjkg5DjNgG1hkxrMF6nALxb20BS/tIrMeZsfonRUOD5cc7Di4khcE7hyc62HwuEcji0fQnRPYk/x+E6cWyQDUdYgD7RMICRkYopmKoOJw0lGKXM48/9qjEqr6sX0Xkf8R+D/yzw+Bl5tDr+dtn/hx+eG7/O+mEzFfq4YWDTxohB4awW6yDqlAYFObjYmXMKRr2IedJ9mPRwaZkrCUgEFKolFI7CDvE5EUsnSxlC4rqyB5pkDgQ/Igt07GztiARSA0gYSFIIvzsQ6E4kSsb6l5etVIaPdrFgItmvKUVtArJPvmbBO+6ToIUzBxzfZW84/Nea3pYcdsZjK2gABToLE22+hG8cDm7S3wWNvm8LTz7W9NFfzWkTps/I4ktpA1OT0pNqgIy/TMR02CeqlHZnPUzWFvRPsVaETmPeod7IBeEWSxBf0WrEfYA7cLsiUwcw1OdtkgTvfnXIDZDIh5W1Yo+fkUb5oJxqzjXzswiMg1Vb2Vf/77wBv5+68B/4uI/Hck5+Pngd/+xPYA0cYutEzFIvZ5j2Z/AE14j9jQ/xqqLBGEje+l/iEGMC7pEo01ZElKfLIQpM8AIU4RH3EuID40ZkGsTEAj4lyepxCz/yBlLhban4VcCgCQ9lkWonlNSxZV4zfwsTIDp2mATZ4kTB14VTOb4dBq5TwLBWFEOUMmGrL6GbQI44xKp9MzVDqSYw5gna8RkWIL+XKddJOtOZDLrRVeZlECE+rWDIEnnZAmDNocS+6nfWyY2723rMBAcdho18KULSOx5zIHDvJ92bXOEE5BH4MOaCfIzgyVDs1JUWyl6ykLEEW9IHtCxGfmKegWxG3QLr0tLYLfo0Qk36+WZ2LP2J7NmAEEQJEQ0ajo+o94roSI/APgF4FLInIT+BvAL4rIT+en9R7wnwKo6h+KyD8Cvp17+VefJSJBuRXTVNWuB3MOGhhMoCIda/Y7TaYiFAaQ5KuZXCRVPCx0aRmFtEAg4FysTkeviBvxfsTliAJecD4gXvOMRctCBFxAfUhavnMFWNRnwOgD+DV0gRI5IIcpOtDCCGIFBKckp2L+bRpV0rnVjzBSNXsrPEKrWaVJ4JEJvfdY9p+yBs4ycDhgB2Geb3KW/1YkrbuVz11SNfouSZjMsSf5HItEuHyMOfPWVGBqTRZ7ax2TSU8o1SnZ+g5aj5uxAWMB5lw0AGhNJGMQnmS0rynzJ+ibfiZfROKtEeEBcBsWJ3DewVY2+PPTRRZFyB0DQbrc0yXCClEPF2F2LQ2HVMreQMCU4CoDRGIEKc2uZVWan1p+l25ITsnQKpBP/jxLVOIvPWXz//RDjv9bwN/6VL2gYm+q3dhkGJK8+V4oKxahIM4V52At4WY+Ceq8ATV6b044LU7M6nuI2aGYzAMzH1KkIeB9fgVuRGTA+5gKy3SK6xwiI+oD0oVk98uQhXgENyI+pCn9nUAXkD4W4EDXlUkIJI93FlwXUBlQVhDXoGNa/ETMhOnBuQQgjeZNT+k0a2wTLKOX5O223tEM2CcNhTlSIglzUqRgREpqsPkKpPm/y2DRkYRongftnCqMs6zp7PwezfMQEuOYkxjHcdNfo+oGHDOqhtwEMNOoQkpEgik72AyJtiaNAVBPZSub1zSzKzlqWzMk9d8mXp2morWzDtfPUXZQmaE5OUoLsMzymRFhjeQ8Ce17uCDMxojez7iglOtYuNWety1tLwUcwdSjL6Aa0nCaXQKM5H/y57nIfEyvMFGeVJcwFtAXJzitYcp0fPY/qFISoyCnP+dUZfPBZa0imp2FWutLehydCN5HnBtwrHES6Vyk6yLiAkhiB973eT7HiOtSSJPOIz1IF1A3JAbQJVoqneTqP+YnkGoidD7HwLMH32m2Qxxon7Z7j/QB8dnJyFjKqJv92MRTqAZTNQ6m9Nc+poWSAOQqkHnAm5fdnHtpIGum5akVy1UwUCC31+VjTGs7tAxcyUlq+H0AACAASURBVNebIUUFjPntGBBFFKsZMMtntXkKFqDvqezB2I7R6aHpn93HULTrNPLQPhd7ju0zqKbOlKW0QmgQtAKWpMXl5oBHZYGyXd5JZMgav8v30SF0CANSgNKjbo1eVIhnRBeo4eMV1VyrwG0+D7Ep5pqfk8xARxgFlko8uciPHDAoisQhv578IGKg5h5oZgtK54Xe58pLqjgNqOaVgXymbBrysMymRYx4CXSqdC4gOuIlJNx1js5ZCHKFk4G+D3SdEv2YqFgccX6OaI9ITYGSfp6STDpNbKHL4UMzB/BZNjW9sOjz+LPfefCFAMOSuD4mRsXNXAKHHuizk9HsINJ3dc2qGcV2AnRFDBHcDPEOjQGkQ2SBdIsESF1E1KE6IHEF5HDo6pTx3gPGo1NcL3T7W8ilA9jbxihxFabWJDFhgyp8pnFN8xstN01upkTfnCcb57nmWBMoIQmwOf128/+OJNRnG39tu5sf67syvXZszmt9HJHWaZvyIFbAgHKcx3JiX4LPGr099qxhTkBhY2YKZdOn65ALHRI1p7yPpGoN1ldziGYGNfZwcgZHA6p7MMzRYQaDsD7pWK7WPP7o9Cn3/4M/zwUwoIrqiPdC5xPlcnnKrgf6DqIGRJWZFzoZ02N3qVAqGtE8eQkHTgMisTgSOwe9j3SMKfWYiPcjXgO+y3LlwfsBZEXfjfm3JoGJIxpgPIM4dqzO1mjv6PcCrkvTpNOTjGgIxKAkh0OHhkAIq7RNgBiJYSCuFUKHxsjp8TEnyyMenTxiHQKud4h6eq943+UJWz2pTkVeY6FLGlUwJ2YaNDGsURXEzcBDXA847ZkxZ97NknnUKb4LOB8TiHYz+r5nODzh9M4xJ3dP6bvI+evb7HzuPP0VR3fg6XYdSEAWHcwdbAnMPfh5HvBGX5P2qn4IM1G2MU1JMT+MrptWt1AnVHpvGrJv9i1IJtABBgzCgHICHCE8pnjri8PSzKFW67cRCgMtE74axqxUfmjaO4Vi/pyRohLGsDos/J5YV1ZaRJL2DwhLDCQsApQictsw30JsXQ3NrEkGGAfkLE2a0n4bGXp43LN+T/n47TUPj+Hh4xWnR5HHD0YOh8CjADdv3v40Evl8AINqdrC5DlTpnOCd4JxHVRnCmlEjnYceD75L/jnxid5Lh5U4T4Di0YY19J3DM+JzGNQ7kvkg2TGoyhjhaKVEIlsdbM88nXh0WHF6LDw+HBjWgbNV5N7Dx5wOS/ptR+fTmoNOBIIQBiUMgRizgRRGlsOS9bgGGQnrgfVyzdkqEsOcs/XA4ekJD5ZLHp6dEaPgVWBUZuryPApw4nOCVJpY5TtJfg4SW0juEwVVxHt85xDWaBiZiWMhjgUOVIkxgeGsT2sk9F2f4unrCKsAZyu2XOT8uRPmB/dZnIPtc46tXcd8IXT7Dr8n9AfK4sUF3aUZ7Dq44GEWkonlJCviEZU5Ig7EnJB99qPMKRk55sSUBQlALFGqzY0gmydzhH3QA9B9iItkhrl1MiRFMzU/IWn4RMOTrW+CXnMWktCa78D+zK8yoMUkCaBjPneF+RUARG2iVUdyvJpJla4gmh2YIYECQ4DVKrFGD+zMUhjbmMMa9P4IJ8nfoas5nHniyRw9jDB2iAoaO44fCDfe7XnjnYE3757wvTvw4LTj8GTkmMjRGAinP4L1GIYQuPXgAfOtBRIinfNsz3ukg2EceHT4mEcnxzgHu4sF5/Z36V3yMUgM6cXmCsmqShxHVCPeCb3r6LykvIOQFgv13hHDgLq02OkQRtYhcOvhQ46WR1zc7nlpb5e5elbLJQ8en3Ln4RnrwXO8HPn44WNO45qRFV5gZ76gV8WNQgiRUSMxRmIILMeBsxgYJRLCwGo1sl6NhKigHevVyJhnzc17T+/TdG8fPT5TnigQiSBp0ZOoaW6DRs3ha2UcwGta6UpFCBoZNRA04r3gnaPTBCpzL/QuOahcdOzJim2NdIOy6GDLKTtEbj4YSrBs3jt2ZsK8h8Weo9uCnQPPhevK3vmRxV5gduCY7XjmBx1uSyAOMK7BCW7LITuPYOaRRZ9i9IsZbM+T2TTroevALUB2EnLJTvW9cI4EIjvAHhYmFJlj08FVR5AT4JTIMcIR8JiajHRGZQJtiDIms4ox2eWaNHIqbhJBV+leVFPxkwDENTqENE9hLehK4CwSRwF/RoyBEAKEEV2lAkoaI3FcEUUJ60g8zc7IEfzeyGx+ghePyJzVKZzeipzcDajvGVaB45M194+VIQgMwvJszcmw5MGJcuP+ivceLvn4dOSjx7BkTSQyiLDSmtP6rJ/nAhhOlku+8c77zGZzZFzjfcfBzhZBlNNhzd0Hd7j/+DEhjuxv77K9tU2MIUfrUmBGJI0hYkRDhBjpO8+sn+N8l/Ikwsi87wkaGCKEGBiCpve9XnP78X3O1mfs9MLl7W1meMYx8Pj4jOPlQAjCchg4Wa1Y68DZODDzwnbX5yRFJRAZVImqjGFk1ID6pMVi0GT/K0ByYGoM2Q8iyZ3gAlHTLD7JacxBzF2YbczkWMjKTXO+U3a8RgFNcZogpPoAmsZ7HCEQ86xsZe4ccxx73rETIlsKi5BI7VyVucs6XRJB7lXpO+juBma9sD0PnHs7srstzOcwn8P23LO71zFbOMQlzTzrhO19Tzdb03WCm3vcjkd2HG6nRxYO2fKw7WCnh71ZqiGws0gTiXoP3R74DnELkD2UhyCPUM4jfk6K969RjknRjVOU+yj3cRz+f+y9Qc8sWZPf9Ys452RW1fPc290zYw8jM8IL+ABISCzYILGCjXfeIYyQvIEFEgssPoFXSF4hjcQCS0aABBIs2CBLLFjAwhYSkr1hYTQYjwe/3ffe56mqzDznRLCIk1V1b3e/b/dMv+N+8T1XdauerKysrMwTcSL+8Y8I4Ir4GeiIjYthG9iGmIcCaz1IRtcOW4el49Xh2vGrYVfHV8E2wZaOL2EAtAptFdoC62JswKV21s2p1862Gr0KVaI0WzehNwv1lKGZo8WgVqYyc5iV69L58L7y/tzp4pzbyi8ulW8WpyahNThfjdcmvNucS3eW3gfKIgMZcZo77Wa5/PAh7j/+Qz/1mNLkv/87/yJ5yqh3pnKgJMEFLtvC6/UD13Whd2OaBtDkjpvhHlmYOwHHPTAEdyGnTNKMSIrtY99mHXOhW9+xPHqvLNuGqGNWycOfx6D1HrEPh+57XLnRh6uyA6Z++//+fAe24MbSvG19jNPv+8ZnfXzi8e/7ke7v3Slgu4d8D9Yx8Mo0ANNbuQbC6tgJkwkZXrEzI8xyN/JPwElg8jD4Z4VZnGMZRGAlcB+FOcMpCYcsTFnI6kxj29NRmHPIeJmU6QTTAfJRmQ5CeRL0WUnPirzNUYHoywm+VHij8OUh/n5zhPIE+hUuX7HTkcHoI/tR2XA6wgX4gNgZ+gL1HAJ/XWOlXyqcG1wcLj2ez4afjX6BfnH66rSLUxeoi1OvwroJ2zW27Ydaq3Ctzrk6rx1emrM04bI4i8FqsXL3Rsw9d0yhpnByTIVtIyxayWy9s3anmlFRzr1xMWPz4eBYqMId8diHEQHmfSbZmDuD7/l33P1f+SEy+bNQDCLqSgnGoIBKQdxwjVXdrGE+Jr0o7o9c910s7AEt5uG9B0F5EN2PxWkPa+7Bt09DUiFOj4K3h8TuANc+ftn1fAwb7t/367/+j1mpiVEn0veYRii3PH6d4sz4zes/DKVR8JuyOOAcBA7uTDJiBhrewVHhoBIKZDyeFZ4yHFJglfMUj+OBYWkIh6NQJphOSn4CfVL4IsGXAm8dfqfA7xX48wXeHuD4DIdjROckIhuhvDe0B24krRHL+EhNfr3CS4MPNZTAi8GLh6fx4vir085Qz856heUaCU3XxblusFTnusJShWUNvbJUWAwuDZYehzw7XEy4unAx5+oMmFFocWrYmEFNdvQjeEg7XLkjHhGLCFi1cSevP9K+diRmvwa3aNVQC/v79iMUw8/ClQjNtoHtwaERz+6f7sVNjn61OO0I8Hfv/+2/BSHj31IK++i3m/DxET5VIN81nG8rhe86i1/P8PHvxof0/WxDKcQEjBEBtoDrCntWgFNuCsKYCQtiAubhv5YOcw/lMLlz1CggdBJ4Hc/HFI+nKRTE0wTHGY6T0+ag/rfZOD4JeTb0vSHvHN44vFvhvcA3Cn8uw5fv4fkQuSYaOQGaNEK/DaT7cAcavA6L4KXDNzVKLL8SjxfwV+gvTr06yxWuwxI4L3CtzmVzLg0uTThXuHbnOjyOpQurwWLO0oUzcBXh4sLiAX/uvMn2INw3upTHzApoMAS6fzIv9uyHPXZyD7Du6eM7vc1vR7lbnfsc+HHjZ6IY4C44P5Ww/Njj+O32fPsYP+RYH6uNP/35/PrGt92SfULtCsQHKyAsiEgV8hEsDLxhZydMyOA7DgVhYVUce1gWC3CWCCieJGCESw0FcV3haQlL4jTtWKTji3OYhOnc0ReQLwjw/0oI89cNvtrg+YzMfYCWBGDZDZqOKvAWy/nZ4QNwNvjg8A54kWgN/wr1CsvZWRbnssJ1g/MmXKpwbnDuEp5Gj9fX7lyM8RBWC7J4EMeF1cOJWdjjIXuMw2927R4AfeRl7jNkZ0XCXRHwkaDvEZpP72p8wr9j3v4GK4afj+D8szJ2U9XZk8/uq1I4T2FR7PvuKUV7TmFCbkG76eExE4z+E6NcyzClF2CzwPfWERldLZRFbdECoY+IXj04pxXmDVIDWSOMz5Ww1782eG7Dt2l3LtTOeF4lvvDqcJFYuqP/K/7i8Ap2EbYrLAtcrnBZwyK4NDhX4dx3peABQ1goiivhIpxduLrfYh0r99+54reAZwQ7d0vh7g7sK/vulA4mykdi7bdXn9454WMV/6exD749fkaK4fP4pzXsYfo9Ojw60O3HSgq7YthTjPJQDoFJ3F2ODdgG/DcjsXp6CNDS4WrOk8DmUHUEBCrUEq9rjRBf22CqMF0i30x2F+A4HgGEfMxg7sDijCU8lMM1lIMvYFdoFwJHGG7DyyZcGrxWf7AO4OJhLZw9HosJZx9Kgf3hjIyW8bvvlsLuJuzpViHKg+MyrvinLsLH41NL+hG+/hTg/ukW18+K4fO4jUfodo+z7Im++3QMDCIm672Azd2t2LMXdipRGa7GvpBXHwLkwc/oHZoFS3wLXhfNg//TGmxNODaYVjh0SK+gryAnkDkqYH2ULnGzGLgv16vgV6FfwDdYV2FZ4vm8DPhhBCjOPayBi4XFcPXAFi6ES7S4RPAChlJgkKJ3cnQohkd+ZOMesboL/8fxq09h8/td+HT82eBTnxXD5/Gd426k+o3svHP5QlHIWJz9ln7U8JEWdF+4J0JoAsGR24raGXyhFpyhtkMDFo/a472twVad+Spsq5Anp3wAPUKaB+44iJS6pyY0oAvWPLhJQVeIkOMGaw0r4drgvAX08DJIhpeBH1wZEUxCOZwRLu4sOFeCeL27URULS2j89obTcXaO5CNGcI8mfLeT8O278EO2fx/o/ScfnxXD5/FLxx3Suhus+0Tfk972MizGxybxPdNgT7L26IPCXXFsQPVwH5oLddDTtw6bwpZDORxKCHTJQp6dcpFoQp0jR0ZzcDYeT6B3wZrQK/QK2+rUKqydwBI6nLtz9lAMF4tIw9niXK92xzz351AM8Xob4OpuHWzcow5hLdzxhP1a/hB18Ce/Sz/d+KwYPo8fNB492kcvd5/8dxffb5kInT0D4S4g+3s8CND+qDZASQ2IYBVhbcJFI2oxb0JOMC1Q5ghGJB2KqYx10/bzFVp3Bis5cIsGWxeWEWo89wEoGoEb2HAdPL5/BxIXgke5uw0X9rI0/pBRcVeAu5Ww/+bfRFj9s2L4PH70+FRJPGIQRvAe9tIi+367u78nD9v4e+FeNWFPQ9rMQ0EILBJ8iKtBUWdSYVIoK5QSxKogbcHelMsBF6cb9O40E6rD2uUWEbmOcOPVhdc+BN8frQO5hRsjyvCxlbADjcFN+Lhe9KPV9JuoFOCzYvg8/pRjn/x35h238Nsdgb9bFj7Q+D2FqY+/d6thhVuYc/OgER+JDmuTOlkItmV3psbo4zGqS2poBYORSOa0Bs0D31gMahsUZd+xg7AQ7m6CDFfBWQeIeAcZ77Wa7ryEj5XB/x+UAnxWDJ/HTzQ+DZ4pd76+fyJAuzuxV0bYu1rsFSM3olJBRCQjHHhwyCZMOwPTYPZ7hfDi3Ipk3xWD0M2pBpvEMev4e3UfLsJORgrw8M5D4BZluHEwBjV5r8rQHwDYR7fhxyuF7yP3fQoq/tmpms+K4fP4ScYjSKlDYO7v7VSe4PHfCT13a6GyRzBCIA83JuHI2/DBsnSYRChdiDaykeyWMdTjW2yUTO8O3QLQXIjsxmqwuLMhNzdhxw7iMRQIfosy3C2ERzzhU0XnP0ApfBct/vsiCvLJPn+29sdnxfB5/ORjT1PbhSRARhmKYCdey0fWQmMvhxJKYQf37kXdJFLBUYqPbX2UvpVR3AYHEdzDYjAipXkvt9rE2TyEf2cm7gphG4ro0VLYuCuEvevEo1Lw2+tfxkX4+MrE+DSv5ruE/qdlMv7Y8VkxfB4/6bi7E/Fqz10dReg+wiN2xdE/eQSgF4K6F2ufcI5DYQSXyZncmZAgROxoxjgB9zufYBfy5txcgd0a2N/blcHjY8cR9nDkzmTcLQXnV+EJ37XS//Scg1/H+KwYPo+ffDxSq+8r6T21p92iFrtl4TcFEQIogxx1r6kcAu1M2I1dGYTHXQHd+zQZe+lUH1wKua34uyvwsQLYw453ZdE+2fe7og3fJfKP6pBvvf6uK/XrGH961+OzYvg8fm3jzpL8Npc/PQg0PMb95SPMYVcMhb3MarAr915Ye1+Re9WMT3kTO5Eq+BV14B+Pwt8eFMe+fWcwtk+O85gy/W168+Mvfxz/9EDEP+n4rBg+j1/D2DMt7uOxCtXeLWGvPxDuxf39KA4fq34ZAn0XVkYvUfkosUv59lp9Z15+7Absx9vZiXdAUYb78XHU5OPw637sHwI23n/9n+34flvmh47PiuHz+InHt0vNCR/DbTFN78XUH5VEf/jMY6G6R4sikrfk5jro2Et3uIE9AuI0kVsyUx8cB5MRseAhtYL9b/nIKrgDqPKJcvj5r/ox9rvwqVXzy8dnxfB5/CTjLsifdCGHW3ewXTF8bP5/3IX7cRXehXanTzt7Nqfc8jRuXc530PFB/RhC9yiftiuEj559uASy4yAS1a0kjr13v0h+L66yRyHgrtQ+tSa+68r8OLH8vvGrwcxHNRDXPnq1ZaJU7g8dnxXD5/EnGHfh20vEKY/WwT0tezf1eRS0MWkfe03tn9WHffbXRe4K5iM1Ig+KRO7vmO9nFfuIDL6Dx2vl3r/UHo5pw+LYoyZJQnnsRCbYFdrHPac/zpj8WFD9ozOO/fcs1TsG83E0R/hYAeyffyw6fN9+J5IpOsDYUA3RjFmjEpcb24+o7/pZMfwzOX4Zqebb2/apd7cAdDz7rcDsXj8ynmO/LEM5+Og8qfeScKNPF0WJ0vejaY6Kk5VoaOwxubN69CX1IZjCTbAZMcrbmbuM6KWDD4BQI1zafQjj7lIYmOvAFcK9aLt1MGR8rxVh7mFZ+CBoicax/QFr8FF0xZ07FTxO8g7CxvOern5XreP0hwOzK5vdZYK9E+hdrQiCig76hnNMypwkWja6ME+C5MRiwQD9e+dfzbTYx89IMXwfQPJddNFfFQv+ZayyPylC/H201R9jIv5pY9ifEmN+1fd89zX9qMT8w4p2X5nGN8n9tRIraBK/rehFQ/iL+PD7jayxPTHaej68nlM8F41ev0WhpMGHTEpKoQQia3IcU6MzWdb72q57N3QlGv3eOnHFz3UHsdjbbORmmGADf7Ah6N2g9UiVbjbKRdrgPwwlUi0qO98wCY+krO5228dhHH8kbnkoDHOofZSK93CIfJSO7+5MuuMi0aW9m4eCfLhTu5uUieug6qQ0CFxtXNOUmAo8z8oxQdYU1b4nAUm8VuPqwt87/4CpM8bPRDF8Ck89tvfa3/8uxfDp8z6cbwvH4zEejbn9vcf3P/V6P32f73n9y9Dfx/P49Hd81zH39z/d//FcPj3/sdeQGLmtpg+rrOwr/eiUqHJb+XWs2DeBlIc+01ko6mR1ZnUyzqFATs5BnUmcQwpFcMh3RTLl2JYFphS9J25KI0USFAKaLBRCGg+NRx49RPXmEoz9h1AhoRx2gbq9P9r1YcN4MPB+767pgPWo09A8FELvo0CMjRoKDlv3qBVhw63wSN9udg9X7sfaanxPQ27l6ZbVqX3gJcbtWG6O6gBSxekuXJuhQ+EehmT6sLa+PDpzcaZJSUVoJmxb57kob54yh1k4FvjqOXEq0SzAvVOr8bJ1XlH+y3/wPVPzO8bPRzHI6WFu68Nb485jj7Yjt9nx4KV+a+xO5r6M3IRIQw3Lo0A/Kgt9+PxAo27j0Rx7OBffZ+k4rt+j3LGLf3IsvX8+nGQe6rqPj8h9dxmAnox1U/rNXw4wTm+XSzXyB1Qi2q4YJYW5rnSSjOZOercCitxX/yyhAEqK15MQkzJ1inaO+d5hbk7hIhxSCH7SuzJQIZoGE7dqGmnS4pBLCL31WPk1j4fGpRMJBaGJe5e6UfhB9UERDMtB9H5HREF3rMDut/FWjnncJu9go1tL60PwR0m5sCpCCfQ+buuYStbDckCGddCjMlQdFWi6eSiPLbbvTc/7qAlhfTS+2i0E72yrsFTHbVzXEvdGgeMEX/0WPJ+U+ZBIREeruirHg3M6OCV1Dgd4+9vK22fFls71w8ZWO2syLp7gb39bRL5v/DwUgySYf2sI1BDMkUJ7kxT32IYM2dX7jBAF04/0CUOXxPHGHZVd6oYSUH9Ydrj5q9GperdT/WM7lSH4IogPheBh8kUTlziG+0OunYTXKDpWPQlBFo/vUFEwQ8Ti2EOoxMLHHr34hiDHKg8dJAQ+OWDD8xdD1cmjGzZt5VgKx1kj0UgaxylRFFQddWPOyiRQxJjUKCmUwJSd5I25wHEWkjhTMp4OkDFOR2dSZx6KYJrjmpdd6MetTONS5nncIod0GJe+x+UWBS2hHOCuKKSMx65H04Mi0KjD8Khjd0Wht6V8zAEHGeQF56589tvaagisO9HOb8Qs+3h9+xqPMnG+F4Tx+A3Worq1t2E11NhmHgVl3Bn9K8Eq1DXAzjiu0rboe+o45RBuljqoRQm7w0k5nSCphZXVwl1KCXKpiBnpAHLopINDNd58YWDQilDtOxbOXzJ+pWIQkd8H/ibwu+NS/4G7/w0R+S3gvwb+IvAPgL/s7t+IiAB/A/i3iJoXf8Xd/+4v/ZKU4e3vcosmP0LDyJhhQyAN7sKaxnOO/XTsL2E63xbtXfgVxJXkKeoDqiJptKJzuNXr7QDR8cplD4mN1Vv6aPsmKClM1iHU4o6IopJwq7GUEMJuD9aAOhRNZE+x2kuKHpbSQB1Ri9XCfCgCx6UHCzBnVIU9+XdKyoSET73PajFKjnMu3nl7yBznTKYx5RIreoqlbkqJYxaO2ZlEwh1InWkSSnKSO6UY0wyqnWkaikCcw2n0o51GNaUMaRq39AGc8FGXMY3bZAl0itvV7S7MUkAOgk6KFh0ghCJTHl8gN8XgOu6/ji969LJkhB29xxdYx23Y8LUho1MVKrcCEj5Wa8HxZlDtPu1G3NQthNEbMSdHD9zHyjO+evTDHZ/VnKAb3oW+WQCtdgdIvYEguIQPJTiqhnQfHcN3C7aj2uIcVNCphEZ1j+uCxMm08eVF4U0og5Kj7+iPGT/EYmjAf+Tuf1dE3gB/R0T+J+CvAH/b3f+6iPw14K8B/zHwbwL/0nj8q8B/Np6/f2hCDydEbaC8Nu61jBTe6FMJNjR0j9VCM6JRdXBX5/v9VglBEQfS4NWNVT55Gh5KXPw0Ql3iY7UZXaTtZj/uJnecbpjwMpRDzGoRw60h7mG2k1FRlI64YeJIDlxZHCZJTICg5JQQV0RTLBE0sgrJws9XsZtrMJWEuNPMkNEKblIo7kw5ou/unSmHn1ooPBXhmCGPCZazcZwFrDNnYRLneRaeDp1ZK+KNUoz5CCqRQSDZSAejzEPoHaanEPBUhgugkJ7HJYufiifQ432meQGJH44rlDkUrneQOcGphOmQEqQJl2h1I6Nx3o7Rhy0XWROB5EcFiJj+aSAre+5mZE04FeWC3XImh1Vnw1/oEXkQN1h76BzzKEppglSPBrgGXoluVyujbJXC5tFsu3KPu2Lxeff4OmWUxH54bXZTehEO2fcdCs89jjkUa3ym3d3XrJAHAHId5yQeySS2K4S98uQPG79SMbj7PwL+0Xj9IiJ/H/gLwF8C/vWx238B/M+EYvhLwN/0aIr5v4rIlyLye+M43zlUhfl4CAXuRrVIgUkIWTPuRu8tFIQ7ZCenRMmFpDEDffjTu6pO3Ju4inq48LuPbkJr0RNTLHxusRC+rImUdPjscUPdokN0SjGD3eJ7Qlhl+PSDgOvGzIEpK2WY6jKUUi6CiOPdyWIkEeiNedq/zXAx3DuHnJmBTEc1gDlxI+WGeKf1huagDqe+MZfEcUpMyrAEhOejMGmi0OMh4O6k4sw5urvMSZlUORV4OxtFegCP2cmzkyfDrEOBdPpYCegEcgo53meTH0Fn8GE+SyZKMu0QzhwWgxgwKX6QCPO5IiVBDsIzEv2u5A5/EqVbIih68yvG0mE3YnSojccKEMBYXjY6EzYqMcjeOE4d15hX4j0sjTRoS93D/dvjl4Qy9wzaHM8gHRC7Ga7UeA5ozO9u0I5o7qXuGT+reXTV4WE7hGnZh2CX288d/G27o6jpAZ86jO8yD4R3p3SuPzxUOW7lDx8i8heBfxn434DffRD2PyJcDQil8YcPH/u/x7bvVQwg5JTGbR2C9uWccAAAIABJREFUhpFVkdHEtqsMumwI5JQyKeXoSjaQJNXdnBayKEV1dMSOfD5NSskpfMAG1mLlFwsuW1IoWUe4Z+AG1nFXUlJSTrResbY7oRKCRqdozAQR5ZCFkmSE40oo/T46cYujWcmpkHXQbAWsNaS3APty4ZQLmUrGmUpQalrr0DslO6JKSQk1o4hGd2nbOCVhzsrTXDjMAU7SPFrbZ4nYfW1kjEMpHIuSUKbeYTEkC3lOaBurD0IpJSR5bwt/gDzFqsmZmNx6h34G1IEM5cCVB3xAbtWcvYbAkiSsCPcoD5065J1PGKVS7oXiZqJ7ZkFuCdidO21qr6wQy/bdgN4zHnSc8J5JsQ8fyn2gleoDbAwXVpzxLGEBBpkBzWN1X8YhdxLHntjh3IkbPHzldJv6YT3s7KrCnfJZ/a4TnbuRI/drHsUm/QbMMnE/n+oDp9u1zQ+3Gn6wYhCRZ+C/Bf5Dd/8gD0i9u7uI+Pd++LuP91eBvwog5YD1aNaVUvjvKSWyDHKNg5HpHsFmlUQWveOT1nGriIeFkZIypUKWWIVbDxdEUwi4a6DdmhJqHbEwG3NKTElJqnjvWDdQvVkn3YywW4YbsdvA6sM3lJtSSUkoqhxLoiSl1s6yXeOe5kLJE0kFF2Ntla0u2LYxT4XDNNFbRTHSlClZwTaaGbVu6KycpkJyOJTCUymYrVAbhcQxZY4poUas9maoDivIOt7yiAxk1MMENxeWS8OnhLmRPADSXpVyErQm2upIdsoxY3lUSzIjZSfNgiSwi6DFojvMQRAd4YSJCHscBKboZC4Sx+MQvjaE5WYl4QfQErZ31IF2XCpw+sRi2J8z93Kye3+oXZl8WgnCeLQY8J3buMc2BfqwAh9yr6WDbKEItBHCzIB1dsWgt8MPS4K7C/AY34Q7+rgD5DbAbuee2DE23RI8GNuaBMIrwxVxh643zCSUwziApqETfmLFICKFUAp/y93/u7H5H+8ugoj8HvDHY/s/BH7/4eP//Nj20XD3PwD+ACAd33rvlaRgFqswzgAGDfEQbCFYXYzQkkvHzWk0RDrNBC3CJOFNuxtGWBImGq6aWZixZrh1WmtMouQ8UXIIcRKNAqK1gkCRRLPOuq2Ac8gzKaVwL9TRXTGYk5LS10rtFVXFNCG5kFJDvQdwVObg8VvHvbHVFiuQJJa14X5hcuOQHHTG84x32DYBCr0JTWA6ZObDTBa7JQ9pFjqJyxYmcG+Od+FQMr2HdbBVo25BKupZw9oxR/oMGWxpSIWcbPRkMPLktGsmqaI108TBnL4ampz5WUkHx94b3Tr6RkhfDHCsKXIEnh0Ww2dHDoQcBuwxAEECsJsN8qjA4BHW0CSYKy4XAtOeCB/lMAz8RDjXL8io2aTosCb2VjgJpWEjwToqOA6lsZMdICwD6yMt028Ao3h8hSwDV3ZH9sXYuYOQe6HIXTHMYxHtxIYdGa8Pwj4sO9oOOI6xEvuJhAWwL8hd75/rw2/RoVwuOy7ysM/2E4OPI8rwnwN/393/04e3/gfg3wH++nj+7x+2/wci8l8RoOP7X4Yv7OetbgPQC3MTHOt3yNe73dwp74NgsrtlZSC1O+goFgy13pAESQNs7DaO0zveakQCzEllolnHq9FbhI/MjWYd6z3SdVujd+MwTbdeCd4r2p0pC4cyUXKm987aFy7LhclmNGWat2DCoUyaEE1c15XL5YrZBmYUgUPO5EkpRbG6cm6VbYGeEmqCpJlZIgxZW8c9U7tg5qgJmZlqwtaNWmtgI+5kV1pVrGTyYOFt1cIUfs50gbp2pjyT15gWakpyZ1sv9MWRo0KTQQLKgbOYYNVI2WguAeCZYc1JXcJSEZBVYdbwc7/Y72/sG/73mPRKmNJjeZVseCbQ1QpJFErDdcVlIuo4K3v+wl6pcSwhhLURPaF260JoKGOxYS9yb2H4NUIRqSA9RQde00F5NNiGFTDc+VidBelyz+8W4nNN74pC5BbFwAZ5pGswqRqB0GYZ3zEEXSQwBhsunRJCr0PY915+uwVyO65Hpx4fykeGBXT5iRUD8K8B/zbwf4jI/z62/SeEQvhvROTfA/4v4C+P9/5HIlT5fxKq/d/9VV/gHsIafcYCIPOhNW+c+AgTkAbHtu+TioSiAVGlDGZs2wruNHekCTnHxOm9RqhRw0JQAmVuvbKel8CFVCmpBOiIDcTcMVdUE80SbengK90b9I2pJJ6PcCzQ2sbrunJdK2tzkESWzFZXkgjPpyPdO5dl43VZ2daFosqXTyeOpyOnqaAqvJ7PvDuvsFZWW5hVApMvGXVh7Y4k57pttPWCmHGaCoe50Jpzua5Y78y58GaakT5BA7U6GI0Fa8q2KbVW1hpYyTba0s+a6dmQlpgLyJRQNXrt1HeddWmknJnnRJ6EeRby1GM1zoJOPrCDcQN7j0YRKxF5EQsscQfKBJgJ8Gy1aFxbQJ4YYUYAg4Mhh46XhmkdM2MIuO/5j/m22Lh4hDaHn73jTcFgGqAdAQh79eio7YyqLTL8fb8RnDyFwEpUf4k69JvfcYEgnox+ew/4Q7WwBvrADSrDPYifRdH4u9oAI2UAto8MLRl4hYTyuA7FsgO7PsDKtCuloQxcsetPrBjc/X9hl81vj3/jO/Z34N//UWfhTq+xcvYRehaElBTxFvxwhZQTOeWITrROt0CQVYSSCyLQeqe3WNP7MLF6jpvfLboozqWgpSCqGJ1aO+u6YN0pqXCaM7033CvTNJFUaa3Stga+jpBqJyUFa6xbpTdhzRV3Z6sAhdqE89LJbmxjBe8Ncq4s68Z1bThKSROSZlI+giaqNVZLbD1TW2dtjaeSOOXMJAnvRtuM67KAN7xvuHVO2TjN0Hrj9VLx3nk6Kn4MAV36SqHx5fOEi7I1p7921m3Adxa9Hn1KNDoLzjFn5qKhHLujSbHesGqoG/lNYjpEWBPr6HNCTnDz95pErfdi0Weue/SGK8RkjkBDjB2531fanSN2HX9PxKpqBgeHueF7njQd8RF9sgbrWGAmIpzsFiAv8XlpflvNXYDud9rJaB7h/S7wsuMHnRGSkQgRLvZxNZjMA4awn7/Fb2iENeHjGCLRyfcxYCAaNMwicY263BVn8/jOTFhYi8Xny7AWavwO8lAiOw7iQl++T4S/e/w8mI84ViveA3btFlGFwBgcT4YnZUopgEHvmBmtbUEWKmM1ILgHNsxctYDI29rovSEayPO1N7q1iH640y0g9JQElUKtnW6NWhe6RWJM7Y11XWhbxdyYpsKUMjaUTW3ORXMoNBVEC25OX4bJ7Ia3TmvXICgZdEuYh487V0dfNxRY6sZWV7YOZopIBpkRTVy2Tl0WvG8RprPov5YENiqXayeh1KqohkVwpuP1SuorpwRvnp7Ik3BeFtpm1O5MKTFrootwuRhZnCKGHoStCdsGSVJwioogOa6zKEgOwk7bHM5h8msS2Hq47UdHDilM2tUDNDvaMHf1PvFrHzF4Qmh2wYzabtyCFImIXHj8bi96WyWldxgrvxNyRo7rT9eBHwwMy4HmNwLTzmKVFq6F7JPKZbAmPawE4FYHbpU7NmB5WA89EMkucV4t3S2GPdrAwF/qcDE8EqwojkiKfVcfCgRIwzI57xpzjFED33WAoK7IIDyZJWwFl8RWf3pX4tc+AggOJYCDtFiRe22kEkQhF8e70dMoHGoRvksGLTVUFOvGVjds2xCEogfchW270PpGzkrKJcJarQU5yRzvnaSJeZ7BnG1dqXUJ8HJd2dZK37PvUyJLQlOh1kqtK2adqRRqnjmkid5DYM2cZp1E4jjPlFQw2xBNlKmQUF7Pr9TLirnzAafVxnXZIHWOpTCXoAyWciTnxLq8Y1kX3Izn48xxOsQi1Y3r+cpmztvTxGE6oARh0LxzrY1TTug081qd1aFW5cOH+A2nKfPnv3jL2jfen69MYnx1yhw1s2zBppuKkDrD/010M9Z1uAjVqIvh6uTTSIJyRQWmN4K+EeTkIUzzMLMBXggTEYcn4KBwklASTrgWgyC1Y4M7D0AHG1GbhXuyguzFG8dpeh+rvUTEQ3bEfo8ebIT7sHMMICIKG8OCkeiTF3Xn49GHktHhv9tY+Rux367wxm90H9ttZ9kKXiPCJmj8HrObgvGS4TogAh1+QiKslCXA9yh6KdHNO9I5IzixQTqmAGrp1CXoXdf6G2gxiChTmQJF7xuuRl/rwBpAdAqra20BDrlj1ZGR0rrWjksNwLE1+lZx76y6oWR6q1jfwIbZ6JneNryHua2SmMuBPlomV2t0OjmFBRCregCikjNzmRCXwDB6AJtoCjp0zqjBtV7YWgVRcpkQLaSswbxMUXLEekQpOsLrsmLbQu+hJNRKREpUqdY5L1fImd6MasKcDpR84s1hJiVYLwtbapQkHOcjKStene6dbpCScnw6gijfXK6s2xWzCr3Tt+ABbM2p3jhfN5JHhOX4NuNbY90CHPO2MWV4OkbkZ1mEDcOqYdVpvXM8QUnRgLYUoMHkCU0W3WRfCOE7CeigwO+xfiWwhiJ3cG2L1fBWGtofIwPceBOjz9z9GB32IIZPBOlqAx1Wh+wNI3bXpTHAu3EcC9CTiwRm4MSO3UOQ96iC5lAErz0UQEnxewbvhKb4YEhKysMN8LAQDhpWjfdIturBmWhXZ10GPd6cMgmSBOthbSYrw7CS4ItsHvegD0UlEu7tsH6Xy6+R4PRrG6Mgh6a46y4bXRyvLcpoaVgLoiFMqjli8nnC3Uiab0kvyQuiUNtK2/qwEnIw32z4vWL02vAWFGZXZ7MLvW1M0wGnI6KUaSJpGgrKwkVhhKaVANfmeazM00jVcCQJeVJSmSnTgazjd41EqmobrXUc4fh0DO5Kq1QBbUopE2WaOEwzh6mgZlzWK+vlgvhGyYk8zXQRXrc1sii9czgd8N641A02C+5EXRFxvno6cWkAxlYb61qZBJ6mmaf5gPeV63ahSJQQcYlaBNcFLE1UN9qyYZtyTB3tjeNRQTLbZWM7Gyqh8Ch5EMUg51E96OtKvlooB0B1cLlnHmjFxMr7Lu45xwGyrcMvn0btiCbDxLcQjsTHHXIlj/xm2PNrBgyB7FbFTg7aCUdGWAZngavjC4Et9BA6evgeMkmgzOZwtdhvgNQsQ4GojCCIgkT+g1fHm+NewSOSZBYMDVGPvJ1K5GhcO3UVri8gGtmT3kJpbNcIP6fJmaY8akqEQjCPudpbIxe9MXbX1rmsPzEl+s9qbEtFU6e3hV4jlIhExKLVDa8NSZk0J/CYuKI6Eoo8rAQLP1g1kfKEpk7JBRS6OEIh5RwVdlIapB9w6/RWI7tNhJSVPBVyKZH52I3Iu+m01mlbJYuScpCiVHNwFlplWxdEPFyTaSblRO+dWhfEOqUkzDtr3RAUzYl5OkaxDdW4qZrIU8bMWZYNt4a3jb6uFJwv3z6x4VyuF2iNKSlvj1OYysREqHVj3TZerxfmnCilsPYX3J05J54OT3z5NPNmEpI3zu+jwHqZJwQNolc2Xla4ilIwpDoFI00akZXV2GzDmtFX4e0pMz+FUpBRSahXw3oPynoC5j3RSiLysBDCdErRe74PHzpLhPHUbgJ64/8PgC8wAIF5oP9dIlTXFOrwFQ4+mJSDhHQhlM8edejDxHbZaRDh2+9FFBIjnLqDhiksidZhDbA2LMYH8HLbzfZ0dy/M8GYjPyexbZ1+dUrTuB6yn5PRVqVtivWRYVkkXNlxefoKvRnt2qhdqH0U6C/D4qidwymRNdydrcFlC4v3h46fhWIIBh30vmD9HNltKGmaSblgvUV40sN0670Go08gaSQN1fUalkfO5JRwVVJWNAeTMem9TKm1StJyi/y49fD7AJVwCVyU2htiYK3RW8O933gwJs5BM5oLKZfxOzqtGa2vpJTDDWp1HKcH/VqDcSkSYcJ3L+84zleejk9MU0KT4D3YkN3qcHdakKdU0VwwLazmrM3w7nQ3tg9nJocvTifmKTNNEyWvuBklZcyV92vFu/B8CCJXIwoeZE0cysRpEt4+HdnyRrPOta5czgvalS/mwlNRppIpB8WssS6V9lpJKHmQuVKZuC4bl3NnUqGUTj4Y0/MQgCBfBpW6O25CmhK6ETiSdOSkyCyhNN4HdnBDEsXDzbiNgcrvcf66A5oABs8SSubq8IFhVQylVIf/Pg0l4nJnDRrDotGbGxkA4wgTbsCqiI1CFDtdeRN8AROLMHxztDEycRNSFDZDt0xdnesSIK5qsEdzUuqi1DUWBk3Qk9K3Rt86bRV6FWwJfKe5sDEAx+TkJDzNBb9CmTJLFVoS/JSA9z9YJn8WigG4ERZSOmATiAmlTGRJtAZSO+6dvl6xbvQ+uAo7G7IFnG0lY2VGc0H0wF7ExMUwc7qFkKsbrjpA8Y6LkdJEyhGqXLdrEKxapfeOmlOmmfnwRJpKTBaBZhbHk4xrIs8n1KIbwnVb2epGb5V5PnCaT/RRPKCUI0JmXa68vq705rx9ekJzplKptdOsklQ4HE7MmiPFu1eW1hCNKj5ZCqt1Lq8rR82YVJrBm6eZp8NMPuSY8yjnF+Oybizd6RwoxVi3jWKdGecpz1AOINDrynU13p1XVJQ5Z54PmWmGZguKMh0nZiuj9oGxmbFcKh/eLdSt8Txn3r4Na4ouaAqroVvHr07fBFuFfHDKSvjIDuUrHTkDgxqZ0mD1eZgO0x7a9yAjDaFgFWxLyCEjxwDkKB1ehkVxIa7Fe8c+xByTWZGu8XkjSBwHEMsjnOhBDroOS2QQjPzq+GK4JThFLWYs4ZuzvjitK90a0jvqOvJiNMhd1egWGE3dOpczlIOCK0WE5QO0ljAVcoH64tSrsSxOa3CaJ0ydD+tGJSNzhLXfL0G3/x19Ii0rvAPTTC8pghm/aYpBRHAP7CDnEiYoDR+5Cb1Wet1GONOj1oFFxQ0fyUuRpO9gHmChgJlTe6f2Ru2V3lpYH1slEytp0LB7VOKZFEZOxrZV+raO5S1M9CQTmoO52FpETfo4p6SZlKPoyjwdUBWqrPTuLH2hLzWSn3IkhSlCmmaOmmjbRrcQ2tQjpXobinBKGU+KlhnFuSwXXq8vqCaej89M84FaNzYRNCUubvR6gQq/NT9zPL2h9c71Wtm68P7aEO2YR4LaxIr2jdkqmhNt6ogWau8wnTidnLZtlKmQZ2WrC5fXladZ+fKLI4cScbL1cmE5X8kUsna62qi8FEBYvXbyRchPQdKSbrQL+BLAo9dOu4YV2N418hcDfNxSpG/uUYM3ihwsSiFVYLKwIDyiB33LJI4wKeJn/CpQOlKGG/ISloikjBzDLfCLx/zJgmQFjVRu3hv+daNfFbsKvin5eAyXcgmgotdK/wVMU2bOzvXivL7AZQtqeBHj+JRIPcK521Ip2ZASrmwn0bLCVHh5bYgkqmWuV8eSMpeJvi7YpVDdcBOuZcYcLnkCnWia+OPrhT88b5wm5ctueIsks9aElGFrv4EYg5vR1wuWwS0jOK2uw6WwYbsPJFgiT59hvksKcx4HaxbksJLJOSMpYRb5EpFlGQw5xfBeqW1h6z1YljLRe6OWsFvFoeQ5InMiaM6UEmDPVhfWdaW3KMbio9NAEqWUA3ikkvdeqa2T0wHVidoNWxtGxXqLZDEKeVSmWnvH18qydba+oDQO0yHqRaiSRXGdEJmom9EmRdOMdaPKMD1d6F2QpaFsJHwQnq5883KmNjgdTyxd+aMPF95k55hgMee0Ch++DiZOX68cFI4p073hKdMcPrxeeXdp/IW3R3SGrTee5sjb8K6cjgk5KXWtTFk5nBTRyKl4/dopi0SkghFpEEWyo9mZjxKJWm2E53IAfPZ+i/j8G4XZ4DRA5CuRLjF3/AWwjPXgeQSDNWjuALwN39/Pji8ZppgfbIa9VHpV9BjFd3g1/NK4/KLTXgFTtlejbjAdDd/W4MRMhnRju8JZKlM2NGc8C+sVfvFiHBL8znFimjqXZvTnJ5jDOWkdXi1TD4oclD98f2ExZWPishomgnqhNqN4QUVovVOvzrI4lQxF+dA631yF91uiWyPlxNqCso8orTvrev1RMvmzUAzg0De8NZpKrBAKjIItmkuAe0S8fq+qhIJqppQJlYR1w80jwSlFKLP24TAasTrUmCze2t3ywCE5tgnUBVElSRnfoWieAsvosPWNZVmo25kb2mQR82paBrlqb6caBUSmcgBX6rZFliyN3teRLJaY8zRSzRWzGixJb4Eo24K4sCwVUSEj5HKilFCK1y2Yi2sLq8tceMpKq5Xz9R2pN8wjJJg08/Y4Mx+eOa8X3r284zolfufNM4d84p+s0F6u1HrBtpU3ufC7b458dfqCngov24VfnCEz4Xrgw2qcr41rgjcHpciMkpiyMlHIU3BT1kujVkhdcBN6MiQNIph45KcURb0H2/AQro+q4ckDgHSBU4tszMWQQnAcdjDSgvV6XaNE2lQV/RJIDXmNcKY72AehvhqpGGyKdKc1YX01pgp5ZEzVbzaWbyJxK6xQkKLUtiB1JR8KbglJmfmrCetBnktTIS+Z+RkOciSnxFIK7+rKNxXk+JYnmbjWlV+8dP74FboL/YPw/7xvXC2zeObd+4Vta2zSaGbR2Ld3ttq4bp3ehC7COryd3o21d8zgYgsugVWZaKSh/CZaDCBImUdcunEr6jdM0TxN5JxxcVrttFpBPIRJo5R3KoWcCgzl0HunWaNLkEiSZFJyrNsgf+RbOCkg7nSLU3trNB+l2UTx+RgMw5H+23sbpX4He8Z3Fp/Qe2Pxa1gQqiNdu2Ots7ULblsk9QhxPK9RMMYDGI1qXhHVSKr01jn3K0iY5kWUORdyLlz7xvv+Ql2XkTIUiusiRjJjLjAJZBGOeebt8xuO8xMmxmWtweWYniE901X5Zl3ZVqcw82Y60VvlZRG+eD6xdXh3Mb5ZJ54089pmpK/0TcnW+eoQ0cXzZrw9RYZqqgHc+uLULuhFef7iwOFJUN/Q1BFttEvHLoE1yAxyJJiKr45fiLoPc0eeievdb9Mm7tkAJ/XgTL0HN4UgV0k2fAN7D2iA3KoOy0bfGlqicM3hGPkPfg0OQirK85eZuoTwS8qoFGiCrAdMZyqZtTlrFzqR0r9uwvtFeK3CVqCnzNKU//flwh9+s9FEEO+8Wxr/+MPKh9Uwg6U13p1Xjs9PbCZ8/eGVtTY2s2AAe+BZrYXbG509IkUs7M0dPFdcEioJlbCGt1uRmd+wqAQIaT7Re+TUq0QmnNv4sZpJKfy+piPkI4JoDqCsN7bVyZqhC71ttLbh+KC1JywFe0ZTZnp6GlmWhtWKeUeTREQAw3rF2qjcOUhT5vF+zhNlLrSUIkeBEabAo9RcSuEajUpP3gbNu4O3De8LeEXSRM5TgFm5jPAI6F6Rygc531IA7MmBRlKnj2Ky1gN/2baNnCbKNNO8ce1R9IWcORyPKEIz50rlOEd0Jk3wxdMXfPX2Cw6nL1j7wvm6srkyjUrRkwrX65X+i85TmXi9NmpTJjpf11cOqaNb5W1R3BLajPMvKl8+T1FGRZ2+bhwFng4TS+08neHNl4nTQSlT482XSpJA74UoEusd/HVwCRjlVnbXoRHchwluLapHsdhU4PDbjq+OLXarviAn8Cux0BzCSBRz5DhCqDajmpDF8DlH5MoUyRlPiS6Jbpm2COsFrq+FMzPva+KPrhvvNuOyGU2cD4vzzbXyuhhdhJbg3BLv1oVzBffKct14qRvXrdHwwWkwujn5ZcMk09p2E3rqnnQRsiIDUL9VqZKwTfdGN+4aD+l7yYh7ZOUHjp+FYhCNwiYBMunAEsIicCQIHB5VfEycXA4kzahERKKZUbeFjsaCUlfo7WYRuFZMHU8ZLTMlT+ikw7IIf19TcNIdx3qNidAijLnXMJcUtRVUBSmCWIruRN1IKZNTFHPpfcNbjzRwHTUKxYaVMkNLiEyITug0BcMypZjco2JVrSu1a5RSu6WSC6So55DKgSKC5Y76hDukPFMSiD5F+fcs5JKjCsG68ot1ZXn5mt8+fcGbN1+x6QXVA6/nC79YPrD2yDz0vvKeytuS6dvKH314F2QlnUPxeWP9+pVThi9Q/rmnA12U1OHrc6W867yZE5MYfev81mnm1IxWG3p1Dq/w575wfu93Z9rSkBrFa9kc+xAraLuOMoh7VwEHvgbfMzBfiDd+B5gjwuBbQVbFNqN1IQtBsZ4ggvkOi7JdMuIH8uFEW531BXgFTxM+JS7Xxvv3K99cO+9W58WMD7Xz4Sp8+AC/+NA4J+XDtvJ1hTUpy/rKS61cm7HWxtp7tIfzfitFHwn9GbNGHxmh9omwbn0vGhO+ctgFCQu2FjFDZaBag/r5eIjQJAGX/8gCsI/jZ6EYYAhQq/S6jPToEuFKTdS+stUVUibnmSQ5TG/vo1zaMD1HdWlJCl7AOt4X3Gv4/KrYfKRPT6QpkXMO3gMZkQGyYSTJTBzp3ahbuAk6eBEpR+gsERENHyt30kj/XuqCuaFTjvqRo/daNjB7wnrFayNRSNF6KfROTkzTPBKgVi7bSqsLc37DoUT405pTrWN1i4kHweZLPvIIGnMulGlGU4Rh360bbev0bcNsw1R4e5pAYNONy3Lm9fKB98sFlyhd1+rCl8eZIpmjzogb9VpJRyFpIqcENE4kDiWTy4GpZHIpvLWwmKZ54pQT01vhoEZdLszzkflY2NYL76/Cm8vMhNJWR8WYDkqZOtoqdYl8i8MK5RTK1c4GzxPaM612tu6k94k0K5om1kX4+qXxD/9J5aJH/oXfO/5/7Z1LjCTZVYa/c2/cyKyq7h7P2MayjQU2MothY0YjyxKWl4BnY9iZBXiBZBZGAgkWBm+8BfGQkBCSEZYMQlhIgJgNEjZCYoVhbNnjl4zHMMiYedDjftQjM+I+DotzIys6K6u7uru6K9sTv1TKqMgbmaei4px773n8h0vBSHevm3zPAAASOklEQVRefm3J9Rv2f1oceQqXCfMZ15cLbt6IHB0K2TVkr7y8H/nfmx1XD3uuxUIvcJQcyx66PpOK0c4puiqsLCTSqkxyyLPYtK+3VEtfSWyPEyeEY8UfuCPsc8pJ6qczaNS9GwXYEsOgqvTLDnJH6RdQCi44gnerUmpbXzo0J3Ix3kUtgxWt6c44aKzoCgc5RsiVEbgqqLkCLB25OKOJQ2t3QJvaacOcEBo0K52Llk3mPHihSCFrqr1uzEA57ysFfF3suIbgg9VEOPtgVcGroKVFQkLUUVSJ2R4tJx5NQnAN+Bm7O3Nim6yiFKHvF8SUKGmBOFlNBl7FvOu1GrGJHrRyPWIFYiXVrFBnuQTcfA1KxOfEXhvwsxltpbELGcKs4c2PXeJNe3vsec+V4Cl9h/cwDw2PX9lDcmHHO+JiwcwLb3tijpNIjIWuW9I44VIIXLm0y2K5Tzq4zhOX97i0N+fqtat03REH2XN0UDg6tES1NzBj7pSQLGWcqAR1iDakPluFYLdD8sK1RWQ/Kt0ikvAUbbi+EF5ZKt+91rMg85bHO1rxLJPw0oFyeJgJbSEliOUGWT2HfaTrMyU7uhiJCIcpctCZond19jblr+nc9sQBYKzVx8t8ViPGirx60qm13vb8rTKphveGyq5Sz4x9A8Px+HtYe3/93L1jKwwDpVCW+7b/zh2Iw9GiJZoia7Z9lSrESI4dGvuq9Lr6Ud+gzHB+brTy3qPaYqV4AiHQhBkhzI6dlQgpJmKM5Jzw3jFrjGewiJGhDFqYcybmnlSWiBfasFv9IQ7nnUUz/Nz6OobGVgIUUu5JXaSUuo8W6wpVUiLFIyvdlkJsWrpmzmx2mcbvWcZiyeRc6FOkH1obOQ+uwYcATajFY1b+nVIk97aVwVuPixDmNK35Y673HUfpkABcama8YW+PK3tzHrsUSTHjRdnd8Ty2E7iyO2On8ey1Du+tXmR3FrhyeZdZCBweHbK4fo0UPC/vBG7c7Dk4sGK2rIlZUGalQIrETnjjTJlLYVF2ANgrO7x29TqvXofgHD906GnbQuka5qUxZ64rdCiHC2fNWb2yXzKvpsRhLCyOMglP6jsWUbkZE0fZnM7+v5dQHLnAIhmLljSVP6Xu6QeMW9mPd/P1yWKsaOP5Wm/57XjW36yYunotLDcpwmicjo7Xrx9/37pRGh8/8lsJRbsjoLPQnwRSXDD0lyjFuh3r4BSMixpmHLmnK4e51EiFc+ZEUufraiMjlfdPVSot/zCukHMmJ2tMspQFKScLI6VCIwGlkFKiTx1aIs57ovaVAMihoRCcEbRqJZ7JMYNGcor0faJU6jPnvaVMl0yJS6OZ00jxPdIWnJvbdUCKlqlZorGAyOwyzlnKt2tnhNkO3lt6deo7RDPa2N/hmoDzgSa07MyCFX7ljPRLWlVCG1iIsWLPZ3NmarkXWRIHxZOj5/tdZvnaNfZ2d2iaQLm+j//+EaJw8/AGB0dHhGANfK5eu8bN/Q7nhWWMOC/MZy0ihdR3NE6YeVP4oJk3X/FcvdHzykHGa2b+ckSC0CflknPkZGXrfbFwrHWJ6Fmo0pdiVcrZVoyicTXDWsDRUtBLTU6zo2IRjvrMbVam42Plbmfh8cx+L0q5yRicZfxZz58d22EYVHGhqRyP3sqjSyEl+y9a+rGYA2bFzImNbYamhwHvA77dBWqHYWDFZ55Bi5B6S3EGpfemWAAi3libS2LZLfE5I+LJqZAr0V/OSyjRCltUyamrWxihdB2paRGEXIz9STRRSkfJyUpsB05E70k+GFthqTkWaum2Wrsyq7flZq6l0ziP+B3aMMPX0K14j293aH2LSEfqIilHmnbOfL5rYTaBEBr2duY0zrYr/f4+pTvioI8c9UtuLI0QN2WllEzKHU0TmPkZqSw5XF5jd/Y4jW85WtygSCKlJU4cnpaUI4fxBiknupgZStedeIJP5ioTJea0SlEXlOZqTymWzZdR8qGR7xaM+1MrCbDWZfZxA8D62KDYI9zYSqwqZK6snAW/pqrDkXCrEg5L+AGOzcq1ft2pD/Rt3ns0sB2GQRzqa8iuMfovCbO6nLewIgjOz9CmRcOMStSAhEDjG3P+Gb1QDd1UUr6coQgiVnpdSqqVm84KsXzGe5tZS7FMsZIz6q3tuKo5zgZfhbga+FGLXiANiCe5npJ6ShGLiLgMpbPrxIOfgbTmam8ai27UDliak/05IVi0YXcP18zIpeBaM0pFHSE07LQzsmbjkHQWq4/9kuXhAf3iCJFC2HmMNuwQU89Rf0ibW0ruLD8jLulvHlJyMXXKPa6mnUciToc+m0Yqkoo5btumM4LctMDYmwsi1vxFFDKJRhqcn5NzqaxTzliotHJBDv/uYeFeeqRydubBwVa99xZ6s9GDh95+G1R8cMgZkYJi7exZccKBkcDC4Mkfjk/6ANadecM+f9NeHn4QFP9O2BLDYErvmxm59JXo1ZiKNdclonM07cxCimozsIjFmpsmGOUbUqnYFIczX0Jr3adytNJqo/cSpGlxjfkFjIzWOi6VnGxBkuv+UROUCKnyK1qCtcmtGYuVeZvpmmQzP7DqkOoC+BmumSNNMHnb1rY5am3PTckE7wPSzPCupWg20pYSbeviHE3Ns4h9R7c8JMQWfCL1C2J3hHdCaGdQEouDmyy6Q3J/RCfCvtauqzkiPrDbPIZmR+xvknSJrjqkgHlub91tL/qxP6f++UMziDomqlRWIlMih/XNKHo8Z8N4zy4oNU9jZTgG196t38/qykH5h/fGpArrOC3b7zQfwKZxm45/8LEdhkGxKrmmwas3/0GxGoTBPwAW3x+KoyRbjTolGeNRLbvNyeLg0gi+CTjfVPJWrT5Ey21ofIuTYkVVKaF9R0k1LizOdqQxW+FWqWygAxvMsISVoR2zVQBKO7f6jKGXOkYfr4j5M2a7tPMdZvMd+tizXOyjmOEKYUbjZyRVlp05JGNfnY0pQuOJubVuCClC6klxieLR0qGxQ31LkWI5EDFS+oEBJa/SthGHZqHPh5bHsTIK45l0mKVrktUtDrXTltnOvmcVVjcfzfE/eLgWbp2h05oDb32PPv597Jy7H7y+lPxesB2GgULJPTkrZDtWtTThofcgKZG1Lhjz0NDTHrTi3DFtd1V+VYeUTHLJWJVjDW+qgnhyibZ3L4mSIuTBS2zVdRlvq4WUMQ+jM1+GCLgGJ01t826RAdcGQtuCE+OB7CopKs4KwrA+GSUn0vKIGHtyt7TSXFVkViiu0GdTeCi2DYo95AgJ4qpfgDGVKD2ppJXhLDnTx0WNogwaOjhpa2hMA9AT04KTS+mxURh+xti0nB4r/3h5vwmbwnd3c25S6IeF7TAMqmi3IMVFrcGv7E3iV7vDVe8JUq3LH5qdqhFoOLcK4yFAhhwX5olW6tK+PrBFLSatw7m6n7T4oi0GXFVA52unbWrtv8c76zCqBfAtEjw+eJz3lsos1X6AbYViB5qNuak/pKf6J7IZKtVC3y8QZ6zTJAvZornKnY1paEgB1KqgQ53Gag9ejv9GExhG+2z7OyO3V164/cy8SWnHr2dJvrlbnMUg3H/sfsIxtsMwiNr+N1XFx0MTjI+xKs7KISQO68VeqYJFql5Xuvm61C3FtgBKrPv8oQ97AakrgaFTj29MwV2D4nDeDMzK0ZWTZTM2vna29pRUyTxLrpWaStJsRVw5QilktRAruau6uER7sb253qpAmlzV9/F2ZTwLu+OVwMrHsWnWHiuH46QRWI+7D9cxOj5NwdY9+g8ak7JfFLbDMBSty/VSZ+1gzsfGuoGWlGptOZbYM5tXZ2VAcasGNU4sZddox/ZRsSV2E+Y0YY6KheNyipSuRg9EcaGlCS2KUaJrrcEYyOCKNc60ybooRSMlmhEwIpe6T9b+mAqdQQWHNnvCcVehYcxagsoJRS+jMYMjbX3M8TedxGkz/kDHPPy+ycBcJNa3MOc1dsJZsR2GQera28+Nqci3xo3o7J+exFmr+xxXE6fzvsbzofSxKrTDSUHLsC8v0M7wobXMRClGMFxKrTozBXDOWV+KktHYr3wRgw/cDJfUZsSVJKQMijqktR6nsh5jk1NtXaHHBuK04/FnbDreeFM3XD/+3vH741Tb8fh1eR/WPv92Mm0aO+G8sR2GAUF8sKV6E2zGloKuYtdQp2vIRiGfYk9JlQcym0OyOEGdWNPaUiMMKZG6IyIKanRxWpJFDUotrIp9bRJb0DTQxg0z/fghrXLc4p0f57sP0q7vu+HYwz/+jE3jNh3fz6x4muKsrxQ2fcf4/XES0Hkq42mKf7ffMf4bJkfl/WJLDAOIt7yEkrMlIWmPSPXClyFkWH/vlpZyDHUGP/aGZylY5w4x5c4dOR2xYlta7dPrQ56dNaO5xXm2Hhq7nXKx9v4Q5tuEe3XM3ctDPt5+nGXsnQzIg3AqDp+/jZ/1+sZ2GAYtVgHoFK0OPIh1y11nAQEIpuwaRy3F1ivUhtl8FPteNwarseuzzPgVTs6SZ3nwpofzYjDd9/PEdhgGjJlDV7PtumdeQD3HRmAcchvv7ddTWMeJMXezJx8biemBm/D6w5YYBmBVhrppVofaJng0Zn25vz5+0wrgdthkBCajMOH1iS0xDMOWYKzssva6ac98Hk6rCRMmrGNLDAOcNAh3O+NPmDDhvODuPORhYdrXT5iwLbijYRCRd4jIP4vIN0Tk6yLya/X8J0XkeyLy5frzzOia3xKRF0TkWyLyM2cXZzIIEyZsA86ylUjAb6jql0TkMvBFEflcfe8PVfX3xoNF5Engw8BPAG8DPi8iP66qd9cKZ8KECReGO64YVPUlVf1SPd4Hvgm8/TaXfAj4rKp2qvpfwAvAe89D2AkTJjwc3JWPQUR+FPhJ4Av11K+KyPMi8mkRebyeezvw3dFl/8MGQyIiHxWR50TkubuWesKECQ8UZzYMInIJ+Bvg11X1JvAnwI8B7wFeAn7/br5YVT+lqk+r6tN3c92ECRMePM5kGEQkYEbhL1X1bwFU9RVVzWpkCX/K8Xbhe8A7Rpf/cD03YcKERwRniUoI8GfAN1X1D0bn3zoa9vPA1+rxs8CHRWQmIu8E3g38251FmerqJ0zYFpwlKvFTwC8CXxWRL9dzvw38goi8B4sxvgj8CoCqfl1E/hr4BhbR+NjZIhITW8+ECQ8KDcckf2eB6H10xD0viMj/AYfA1YuW5Qx4E4+GnPDoyDrJef7YJOuPqOqbz3LxVhgGABF57lFwRD4qcsKjI+sk5/njfmXdopToCRMmbAsmwzBhwoQT2CbD8KmLFuCMeFTkhEdH1knO88d9ybo1PoYJEyZsD7ZpxTBhwoQtwYUbBhH52Vqe/YKIfPyi5VmHiLwoIl+tpeXP1XNPiMjnROTb9fXxO33OA5Dr0yLyqoh8bXRuo1xi+KN6j58Xkae2QNYHULZ/33KeRjGwVff1oVAh6KoN3MP/wZpPfgd4F9ACXwGevEiZNsj4IvCmtXO/C3y8Hn8c+J0LkOsDwFPA1+4kF/AM8A9YFtn7gC9sgayfBH5zw9gn63MwA95Znw//kOR8K/BUPb4M/EeVZ6vu623kPLd7etErhvcCL6jqf6pqD3wWK9vednwI+Ew9/gzwcw9bAFX9F+D7a6dPk+tDwJ+r4V+BN6yltD9QnCLrabiwsn09nWJgq+7rbeQ8DXd9Ty/aMJypRPuCocA/isgXReSj9dxbVPWlevwy8JaLEe0ETpNrW+/zPZftP2isUQxs7X09TyqEMS7aMDwKeL+qPgV8EPiYiHxg/KbaWm3rQjvbKtcI91W2/yCxgWJghW26r+dNhTDGRRuGrS/RVtXv1ddXgb/DlmCvDEvG+vrqxUl4C06Ta+vus25p2f4migG28L4+aCqEizYM/w68W0TeKSItxhX57AXLtIKI7FWeS0RkD/hprLz8WeAjddhHgL+/GAlP4DS5ngV+qXrR3wfcGC2NLwTnX7Z/LjJtpBhgy+7raXKe6z19GF7UO3hYn8G8qt8BPnHR8qzJ9i7Mm/sV4OuDfMAbgX8Cvg18HnjiAmT7K2y5GLE94y+fJhfmNf/jeo+/Cjy9BbL+RZXl+frgvnU0/hNV1m8BH3yIcr4f2yY8D3y5/jyzbff1NnKe2z2dMh8nTJhwAhe9lZgwYcIWYjIMEyZMOIHJMEyYMOEEJsMwYcKEE5gMw4QJE05gMgwTJkw4gckwTJgw4QQmwzBhwoQT+H/rt2fF7y7+kQAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "prompt = \" formula one race\"\n",
        "images = ldm([prompt], num_inference_steps=300, eta=0.5, guidance_scale = 6)[\"sample\"] \n",
        "plt.imshow(images[0])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 318,
          "referenced_widgets": [
            "05ac6fe929604685ab8f4b0b230ae829",
            "a503c9ed579447cdb51766f8f7478a6d",
            "3ff4c612e78445f88944b227101711c5",
            "154730ef8f2b4c91b043da0e5879a258",
            "9d7e43b20e4d465b9d1c03d127c3a0ae",
            "d4b9148f2a014690b0939fb5dca1f069",
            "08e6d697461b4087b18dc9c98c68635d",
            "b641d0b4e11a4f30b9db2fca993bbee5",
            "fd55f57ecf6248c383e7899fbe25154a",
            "9ff0819afdd243a6a76f544189fbad07",
            "eac2e9e6d1974592821037e9f6cc1dc5"
          ]
        },
        "id": "48V-qSVZPn5y",
        "outputId": "7bdbe04d-d962-4dff-e296-cea0fee40976"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/334 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "05ac6fe929604685ab8f4b0b230ae829"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7efc03b5a7d0>"
            ]
          },
          "metadata": {},
          "execution_count": 34
        },
        {
          "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": [
        ""
      ],
      "metadata": {
        "id": "o46AFl6cTX6a"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}