{ "cells": [ { "cell_type": "code", "source": [ "!unzip data.zip" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "collapsed": true, "id": "pK7gQFpldKO3", "outputId": "02cb482c-2063-48cd-e4fb-900d62ff1c46" }, "id": "pK7gQFpldKO3", "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n", " extracting: data/test/surprise/PrivateTest_25271151.jpg \n", " extracting: data/test/surprise/PrivateTest_59347947.jpg \n", " extracting: data/test/surprise/PublicTest_84428313.jpg \n", " extracting: data/test/surprise/PublicTest_46144482.jpg \n", " extracting: data/test/surprise/PrivateTest_66905202.jpg \n", " extracting: data/test/surprise/PublicTest_77274972.jpg \n", " extracting: data/test/surprise/PublicTest_59751984.jpg \n", " extracting: data/test/surprise/PrivateTest_26572350.jpg \n", " extracting: data/test/surprise/PrivateTest_37963456.jpg \n", " 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extracting: data/test/happy/PrivateTest_57687605.jpg \n", " extracting: data/test/happy/PublicTest_13888087.jpg \n", " extracting: data/test/happy/PrivateTest_21515821.jpg \n", " extracting: data/test/happy/PublicTest_64448661.jpg \n", " extracting: data/test/happy/PrivateTest_71684451.jpg \n", " extracting: data/test/happy/PublicTest_14330803.jpg \n", " extracting: data/test/happy/PrivateTest_83826586.jpg \n" ] } ] }, { "cell_type": "code", "source": [ "# !zip -r data.zip data\n", "# from google.colab import files\n", "# files.download('data.zip')" ], "metadata": { "id": "8jye_IOni0zD" }, "id": "8jye_IOni0zD", "execution_count": null, "outputs": [] }, { "cell_type": "code", "execution_count": null, "id": "6afcec5d", "metadata": { "id": "6afcec5d", "colab": { "base_uri": "https://localhost:8080/" }, "collapsed": true, "outputId": "43e20336-bece-419c-91b6-b03365949add" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/719.8 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m719.8/719.8 kB\u001b[0m \u001b[31m42.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25h\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/527.3 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m527.3/527.3 kB\u001b[0m \u001b[31m41.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m116.3/116.3 kB\u001b[0m \u001b[31m12.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m39.9/39.9 MB\u001b[0m \u001b[31m21.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m1.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m194.1/194.1 kB\u001b[0m \u001b[31m20.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25h\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", "cudf-cu12 24.4.1 requires pyarrow<15.0.0a0,>=14.0.1, but you have pyarrow 17.0.0 which is incompatible.\n", "ibis-framework 8.0.0 requires pyarrow<16,>=2, but you have pyarrow 17.0.0 which is incompatible.\u001b[0m\u001b[31m\n", "\u001b[0mMounted at /content/gdrive\n" ] } ], "source": [ "! [ -e /content ] && pip install -Uqq fastbook\n", "import fastbook\n", "fastbook.setup_book()\n", "import torchvision\n", "import scipy.io\n", "from fastai.vision.all import *" ] }, { "cell_type": "code", "source": [ "all_images = get_image_files('data')" ], "metadata": { "id": "xxc4upnods2A" }, "id": "xxc4upnods2A", "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "all_images[-3:]" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-5Xujubrd89d", "outputId": "4e2dfbf7-db5b-4208-bf62-21cf8d9c7793" }, "id": "-5Xujubrd89d", "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(#3) [Path('data/test/happy/PublicTest_61433379.jpg'),Path('data/test/happy/PublicTest_28572682.jpg'),Path('data/test/happy/PublicTest_17688489.jpg')]" ] }, "metadata": {}, "execution_count": 5 } ] }, { "cell_type": "code", "source": [ "parent_label(all_images[0])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 55 }, "id": "_XJheyHVeI7U", "outputId": "d6c3698d-134c-442b-a3f7-6e0dd6be3dfb" }, "id": "_XJheyHVeI7U", "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "'sad'" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 6 } ] }, { "cell_type": "code", "source": [ "splitter = GrandparentSplitter('train', 'test')" ], "metadata": { "id": "N9mn6vugf8zj" }, "id": "N9mn6vugf8zj", "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "blocks = ImageBlock, CategoryBlock" ], "metadata": { "id": "quGF3mK5fVdB" }, "id": "quGF3mK5fVdB", "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "dblock = DataBlock(blocks = blocks,\n", " get_items = get_image_files,\n", " get_y = parent_label,\n", " splitter = splitter)" ], "metadata": { "id": "ISUOkdy7fHxX" }, "id": "ISUOkdy7fHxX", "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "dls = dblock.dataloaders('data')" ], "metadata": { "id": "7zoUrl6qg4Ht" }, "id": "7zoUrl6qg4Ht", "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "dls.train.show_batch(max_n=4, nrows=2)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "K7sNCahthFFl", "outputId": "2cfb299c-3f2c-43f2-8457-5a5e9ab64c1a" }, "id": "K7sNCahthFFl", "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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sK6Xjsx3Z1qqv8r6Z4CIc52p8dhO8pabTZvKofsd3zHhzamMtc1BEZv7OvCPLwnlKlYV68JYtW4prau2oysZ5inNDRvNW5VU+phr+ZmyMMca0jBdjY4wxpmW8GBtjjDEtk9aMqc8onZZQK8oceq1+f6dG0o3eRP1R7VOjZqwCxjNgObVcddB0TRdXe1H5HPWO1DtYFqV3cJ8u6ykTfF/dt7b3W+WhdpTRYjL7O9nvMv2ltkde7RtkuyltNLNX82Bm48aNjfTq1auLa/je1IyV9k8tXbUjNWLWpfJ00DfB56g8LJ86oKTW77rRgzMxCTKacW0cqWsy8QUycRdq83cmvgDLpvoLtVx12AvnTPZDVS+clzLxEahxq7Uw0x+IvxkbY4wxLePF2BhjjGkZL8bGGGNMy3gxNsYYY1ombeDKbMwmFMMzwSIyG7NpAFCmqdrmfxVEgyY1ZSSgqYvPVmYs1h2NBSp4AZ+tytLNhvtagH4VdIXmCRXcombcUOa92j3U+2SCL9QO78gYijIBa2giUe1IU0l/45lnnmmkn3vuueKa0aNHN9IZ0xrNksogx3Zj/ar5pBZ4SM0VNIplDlrI9Ofa3KbqKWPg4jWcD9W4YXkz47Obg3MyY7hWNhXIJ3M4EM15nIuHDx9e5KHhj+sCg41E1Os/ortgP/5mbIwxxrSMF2NjjDGmZbwYG2OMMS2T1oypfalN1/wtnfqe0hozmiV1B2qwPNw8oh6UhJpVRPnbv9IC+GzeR2k81ES2bdvWSCtdhXWlysL7Mo/SLfhZNwHwFdTvqPGotq+9Y+ZwCRVMhJ9lDgyvacSZ8quy9PeDIjZs2NBIZ7TzWlAKdZ9MPVETzIwb6syq/JlgM8zXjWZMMnNdRnPlfQ5UcI5MYJBavWQCPfGaTH9RZeGcT3+D8hgwz7PPPttIq3WC/T1zEEoGfzM2xhhjWsaLsTHGGNMyXoyNMcaYlvFibIwxxrRMWmVmsAslhlO05sbszAkkykjAjdk0QPFkmYiIYcOG7bcsyliQ2divAkbsjQoqQDLBOlgvymhF4wA3yzO4SER5Ig3NH8qExHpQxhPC8ndjRFGb/1kPmYApGZiHz1HvzLrK9O/+xq5duxrpTHAI1p3qUzTOKKMM+yrnHGX6Yp/h6WyqHTOnktUCU2TMWN2QOfUoE4CJ5cuYvvjOmXrJBBNhO7Iu1Zgmqr45/mpmvoiyLtmntm/fXuRh31UBSLqZg/zN2BhjjGkZL8bGGGNMy3gxNsYYY1omLWjxt3OlMVAr4m/pKhAHNSkeShBR/tb/1FNPNdLr168v8jDw/Lhx4xpppTdRE8kECKB2oe7bjR5JWE8qH3VyVd/UUegFYDqiHoA9ogyGwjZTG+OpqVEjHDJkSJGH/gFV393o1dSbMtoX61/5KNR79yfYrko3ZH9mXWYOdFD+ANYdn53RDalFZ56jtH9ekwn6wfJlAnqwXjLjhmSCUNQOeIjIBW3iOGcbZQ6XUH2KZIKJsL45V3AeiyjnZvpslJeB/VmtWRw3GfzN2BhjjGkZL8bGGGNMy3gxNsYYY1omrRnzt3OlA1FjoP6ofkenvqEOL1+5cmUj/eijj1bLwkOiqTGovWGZQytqQfCVRsJrMnky+hjfidqF0lW4J5t7tpX+zr3Tas8ztbjMO/KdMkH9WRal1/AztnVmr+mB0vfeaJqxglp/TeuNyB0MwTmHZRk7dmyRh8/i3JDZr58Zw+wPSmeu9SHVN2pzhbpPZr872ygTd4H1rfbO8lmZw15q9ZKZ61Sf4vxR8zJElDoyfSrqORnNu5s95v5mbIwxxrSMF2NjjDGmZbwYG2OMMS3jxdgYY4xpma4PilAiO8VwFaiCMIDEunXrimv6+voaaZq8uLlbPZvGn9GjRxd5RowY0UgrkxeNBBkjRy2oRzcB2CNKcwrfWRlEWL+sS1Uvc+fObaSVaYqGHAbozwTEyJimiLqmVt8ZA1cm6MebwcBVC+ofUT/QIWPiUeagWrB9ZQKrjYFMWRS1QwgyB4J0Y+pR8wnnCxqV2B4RZTALjmE1PjNzUM2EmQnMwueoMZMpC6nVU0S9f6s2yxj+MgZF4m/GxhhjTMt4MTbGGGNaxouxMcYY0zJpzZjartJzGFCCuqHSRp999tlGetOmTcU13HzO3+iVNs3f/teuXdtIb968ucgzc+bMRnrSpEnV+2Y2rFNPygRT532UJsU24H3VO/K+Z5xxRiN9yimnFHlqwfcjInbs2LHfZ1Ozjyg9BpkDuWuHpCsygRRqulW3OlZ/14z5TsovwDbgOyudmVqdqqfas5WexzmnFoxGfZYZw5l+x/Jn+iH9L+qwl5omT+9LRKkZ13Rb9Wx1QIw6fGFv1FzBuaBWTxH1PhbRXcCXWjARVRb2MR5KtK98NfzN2BhjjGkZL8bGGGNMy3gxNsYYY1omrRlz/9iWLVuKa6gx8Pd3Ht6grlGaVGbPZ+2+3Hun9I8VK1Y00koLoHZEHUJpKLV9aep9Mu/I+1BbV/ukTz/99EZ68uTJ+y1rRKn7KP2X+9Aze/zYX6gZZw5Wz2h3JBOIPrMntLY3Wd23v5HR82ptouqFba3ahJpfbX5ReYYPH77fskaU76T6au2AmG5Q9VI7sCSivq9YjRt6c1j/qp+yLtXcxrmAc0U3Gr3yjrCt1TuyjTIeFNYvy6/2bHOuyxwik8HfjI0xxpiW8WJsjDHGtIwXY2OMMaZlvBgbY4wxLZM2cNF8xSAaERFve9vbGmkK88okkAnMXdssr+6rDo+o/Z2mrtWrVxfXnHjiifu9L41uEaURImPgquWJKA0LQ4YMaaTVoQ80YbAdVXARlo9GsYiyHWfMmNFIZww6NEZwc31EaRjJ1Lcy5BD2u0yQh4xJoxsjx8GEMkmRWl0pIw37lOp3bEeOWdX2fDb7pTL+sH9kDmfImNRq9aLGvRpbtfuyflWgjVo7qudu3769keb4jCjfoVb/EWU78prMHKTqjvWQObCEbc/+kVkn1CEb6r1r+JuxMcYY0zJejI0xxpiW8WJsjDHGtExaM+bv4up3cm6Q5m/4Kug5tQql1/D3d+ofSg+hnpTZAK42eBMGESBKe2FZmFZBNKhvqGAorCseaN2NXqN0OAYPGTlyZHEN25Z51H2pCVMHymz+V1od6yVzWEM3wUS6OSy+v5EJysM+lDkEgnWnxjDbkeNTHRBT03JVu7JvqrLU+pDSMDkGWHfKy1AL5BNRjmHVJoTl5ztm/BkKvgPfWc1BnKfYzhmfghp7tblMzUGsy0yQG2raKoBUZi0h/mZsjDHGtIwXY2OMMaZlvBgbY4wxLePF2BhjjGmZtIGryCg2ZlP8pilACfPcSK5Edho1aCzYsWNHkUcZzGp/P/bYYxvp3t7e4hq+97hx4xrpTIAJCv7cXB9RvqMyKtU2tasN67yGhjQGDoko30mZ2HjfWv1HlIYLGlGU+SMTbIF0c8IO30c9h6aY/n5CUwZlTGH9MrBM5qQnZVSiKZD3UQajWhAHZfzJnMLD+zKPMhvSzMT3GTp0aJGnFqwoojRAcaypfsi5l3WnDGrDhg1rpNXcxnycyzLzAMc93y+inAtUn+LcQKOpWie6CcrTTfCZDP5mbIwxxrSMF2NjjDGmZbwYG2OMMS2T1oxrAcEj6kH8t27dWuThZ88991xxDbVn3jcTKIT6jNI9p02b1kiPHTu2uGbMmDGNNPWOqVOnFnmoEW/atKmRVjot82QCm1D/yARSIMoLwPKpa2pBHFQe6o/UDZVmzM+U1ljTcjOHkWQO8+A1mQAk/Q2+kwr4Ql2Q/VJpozzMQGmWtQMRVKAKPov3Vf0wo41SI2Y/zATw4PyY6VMZ30ftHhF1XZn6dkT5Tmr+fuaZZ/b7HBUQg/fhWqKCQ40YMaKRVvMs5ym2Ef09EfU2UXMo60X5BTLeIeJvxsYYY0zLeDE2xhhjWsaLsTHGGNMyac2YOgX3EkaUGs66desa6dWrVxd5uC8to+fxt/9Ro0YVefibPXWU8ePHF3lGjx7dSCtdgjqy0jdI5jAGktkHSM01o42yLJn9cNRN1H1rwd+VhsLPeA9Vt6wHtY+xdhC80uoynohaWVQb9fe9x/REqEMJah6OzCEtqk9RL+V91D5j5skcEkKfyrZt24prqBnXDmmJKPV1lk3NoZynlMbNPpWpb44Jjhv1HL7zzp07i2vos5k8eXIj/a1vfavIQ58H60XNu3znJ554orhm1qxZjTT9PWoOqu1dV/MA23rjxo3FNd3gb8bGGGNMy3gxNsYYY1rGi7ExxhjTMl6MjTHGmJZJG7i4SZ+HN0RErF+/vpF++umn93uPiIiJEyc20mpjNgVzmg2UIYqGBRo5VEAJGriUyau2QV0ZUfjetU376hplyuB70+Sg3pH1wPdRQQYyATBoRqkZ6BTMo8rPesmY1NgXVFky9yWZeunv0LClTDA05NQCwESUdaeCo3Dc8znKTMY8HDfKnMX7qrHGQBWsBzVv0cDFOVP1FwbJUMGJOGZr5qyIcq7gO6rAQ7XnRpQmUpZFmTA5z/K+qi/wPqruGLgkc19+ljH8sSyZ+s7gb8bGGGNMy3gxNsYYY1rGi7ExxhjTMmnNmBqJ0l6o5VJHmTRpUpGHQdqVXsPf5KlPqs3z/F1/woQJ+01HlBvWFdwUTn1M6Sq1a5QOx7pUByIwWAHrTukq1NnYRkqnZfmUVpcJgFGDOqK6R0b/Zf0ynTnoohvUPQ7EfduEmpp6H47PjFbHtlV9quab4OEB6tmbN29upNVBNKecckojrQ5EePbZZ/dbFqWN9vb2NtK1uSMid9AC5zuOWTXula65N2qssd2UrsxATzt27GikleZdm3NU+VlX1J3VfTKHNbBeMhoy5w/ls2E9ZPA3Y2OMMaZlvBgbY4wxLePF2BhjjGmZtGZcC6gdUe45owar9IOM/kt9hlrAUUcdVeShFs0DHtThEtSbqBNFlO9ETSFz0AU1BlWXvK86SJ2fcW+b0n/5rJrepz5TB5FTu2U9ZPansu2VfyBz39peaqVhEmrTGR1L1V1mf/XBDPUx9Y6ZA0pIxjfBumN/Hjp0aLUs7N8qD3VlVRb6XZjm3BcRsXLlyv1eo55DTVv1n1p8AbWvm/DZmUNOVN1xjGY0V85/fE63B4vU9iKrsvCzTKwAXqMOCVFafw1/MzbGGGNaxouxMcYY0zJejI0xxpiW8WJsjDHGtEzawEUjRDeHHaiN0DQSZAJv1MxZEaXJgYYRVf6NGzfuN09ExPTp0xtpGgCUmE/jCe+rNuRngtcTmkpUUAQGNNiyZUsj/dRTTxV5eACIaqMpU6Y00nxnVX4atvjOGcOFMrjUDFoZo1XGBJPpU/398IiM2Y11x3pRdZAx1dUMXCrYAu8zbdq0RloZIRlAQo3HY445ppGmGSszH9I8qUw+LL/q3ywfTXbdmJAUmYAvNE3VDrGIKN+Jc4OaQ7s50KH23IiyvDzUR/VL1p0KIlQLsqLwN2NjjDGmZbwYG2OMMS3jxdgYY4xpmbRmzN/F1eHJ3LBOLUYFU2cgEBWMvBY0IxOgnxrD9u3bizwsPw8HV2SCkVOHoFb0wgsvFHmotahA+tSEqWerACrUTai/Ky2JdaV0t02bNjXSxx57bCOtAoXUgmaoslBfUtpRTcNUmnFNg+r2EIhutK2DiYy/gdfUAsCoa5Q2VxvDqm45HidOnNhIq/mF91HBcpQuuDcZPTIT3CLjVeB9+GxVFn5W050jyjbJlE3VHeF7Z/wa9JOoeZf9pRsfCMkcXKTmZrW+1PA3Y2OMMaZlvBgbY4wxLePF2BhjjGkZL8bGGGNMy6QNXDQNKMMFjUk0+qjN3DRPKGMYzT8U6mmQUtfwvgzwEVEGxFCCP9+bJo2dO3cWeRg0g6dB7dq1q8ijTnIiPEWFRjAVZIX1kNnYzwAHyljF+qThYtasWUUelp/1rfoCy6eMJ3x2xhhWM8VkDFzqvv3dwMV3VIYWmnb4zspsw7atGaQUGdMX5wZlMGKejDEvEwyF47rWxyLqQSgiStMl61L1Ob4Ty6+MebwmE4yDptHMqWoZQxTvk5mnWHeZACR8jpqHOQZUeX1qkzHGGNMP8WJsjDHGtIwXY2OMMaZl0kJNRkOrBbdQG+4ZwEPpKPwdn7/Rq9/1qUtQv6ZuGxGxbdu2Rvroo48uriE8WEHptNSOGFxElYXvpPQOXkOtVNUlA5lQo1JaR0Z7YUAX1vejjz5a5JkzZ04jTQ05o9PynRXsCxmtkRpmJvB75kCE/kZG/+V4rGmCEd0dKJA53ID3yej6meAWtQNKVL3wMxWEh2QOfaBGXDt4QX3GNlNjgm2k3rGmnavy8x2ZzgSJUfAdM2O21sfUczkfMrhVRM5TQPr3TGGMMca8AfBibIwxxrSMF2NjjDGmZdKacWavJn+jp56ntBjujeUeuoj6Xkd1cAHvy7Jl9oGdeOKJxWcMAP7MM8800krDpLZLbZoackQueH1No1dQl6UOpO7BdlPaEfsD9ySqPcNPPvlkI82DLtRBHSxL5tCHTMD42uHlGZ1ZaXWTJ08uPutPsN9ltEX2BTVXdHPIRuagiG72DNcOFlGfZQ7OIfTMKA2ZY1qNgZpvQvXvmn6q5l2WV3l+amNAjQnC+UTVf+aQjZqWrqj1VdV/uLZYMzbGGGPeIHgxNsYYY1rGi7ExxhjTMl6MjTHGmJZ57dHZ/3+UyE7jAA9NGDt2bJGHQT9UMHJCA5QKpk7TFEV3lWfUqFHVa/hsviOfo/LwGmVGoAFAmRFo3GBaBd9X5dsbZf7gfTKb//lOGQNaxgw3fPjwRlr1F5rQMoEfasYfVZeZYBHHHXdc8Vl/gqYY1VcZQIJ1peqFZIx4bDd131q7qedkDkvhZxlTI+uF/V2Nac6HatzUApso8xDz0NClysK2Vwci8Nm8hobRiPqhQ8ooxjwqUBLfiW2t2p7vzT6n+gINw5nAJhn8zdgYY4xpGS/GxhhjTMt4MTbGGGNaJv3Ddu13fnUNdVu1MZ6/2SudtnZQgdJBuaE+c/ACD3nYuHFjcc3atWsb6U2bNjXSSlNj+VhPSl/IBBWoHSqu2ojlY/1nNqurd6QeQ61F6TW1Az/6+vqKPBMnTmykeaB4RKkjU0tSOlDtQAQVYIJ1d8QRRxTXnHTSScVn/QmOI9UPeUhIpg9lAm3UgvYrrY7tVDuUYF+f1eA7ZrTdLVu2NNJqrpswYUL1vhw37KsZXZ+H1yg4HlV9MygJ+4vydHDMMmgG+1NEGWxJHQ5UW6NU+flZLWBQRFm/6r7KQ1DD34yNMcaYlvFibIwxxrSMF2NjjDGmZdJiSTcaGvUldaAD940qLYPPpgaY2WdMXUjpWty79oMf/KC4hjoQNWNVltoeVqVLUENT19S0Z6XvUYNinkxwdVV3tf15mQPDqS8pXWjDhg2NtDqIobZXXb1jTTtXmia1oylTphTXHH300fsty8EOx17GK8K2zhzooOhGz2M7Zdoxo3GzvKwXtSee8QWoe6rn0neg+jIPdeBeXj5XlZfzmNrby/7NmAoRESNGjGikOWbVYRjcS83nbN68uciT8RjU+lRGM2a9qDy1Q2Ui9J7sGv5mbIwxxrSMF2NjjDGmZbwYG2OMMS3jxdgYY4xpma4PisgEzqf4rQwA3DSuBHOK4TRL0NAVUZoCaKzKBCBZuXJlcc3ChQsbaRoYHn744SIPjRu1TfsR3QWvzxjDujFa1QLTR+SMPqR20IKqF7b91q1bi2sYGIT1nTm4oBY8Qt3n2GOPLa5RgfL7EzXDX0TdOKP6Qjf9TgWzIOwzTGeMY90cJpExWNKsmqkXZQRim7C8ag4lnLcyQVdYfnUNzVnKtFs7yEWN+4yxim1QOxwje1+SCSbioB/GGGNMP8SLsTHGGNMyXoyNMcaYlklrxpmDpmuBQVRADG5QV4EeqGdkDsZWAdb3Rh0wwPKpa/iO1AnV5n9qz9RIVFlZd2pjOeuFek0myDmvyeg1SnuhjlIL1BJRDzii+hjbSGnGo0aN2u99lD6WCbJCWN9z5swprsnc52BGtRvJHG5PWC8ZfwP7rtL+a4dLZLwXCt6X41yVhfXAtHpnBj1S4571wL6r5iA+i3Ob8tAQpRmzf3CsqTw8OIfvzHEVUQ9aElG2EcuWCVSV6cuZgyLUHFPD34yNMcaYlvFibIwxxrSMF2NjjDGmZbwYG2OMMS2TNnDRbJMR0GvGq4gyEIgyU/DkktqpPBH1U3iUYYHvqMxka9as2e99ent7izw0MdBgoYwF3CyvzB4MKMFrVJCVWiCFTEAM1UZ8J9Zdps1IxmilyrJjx45G+sgjj6zmYd2xL6i+y5NuGGwkQrdtf6Jm+IvIBfAgNaNVRNnWLIsKAsLxyHbMBGNQbcbPlEmK1AKQKINi7eQ7lY99U401GrYyxk2i6pttRHOWMsGyfJl3zsxL3Zj3SM10F1HObZlAIRn8zdgYY4xpGS/GxhhjTMt4MTbGGGNaJq0Z1w4YiCh/12cwC/XbOoOGZ4KJZKhpgJlN2T/5yU+Kz1jezEEX3MTOoBRKV+FzlGZJbXT16tX7/buC7arqhfWfCRDA+6xbt664hu/NelLBUNg/lK7P8jGt+hP7B/UxBiaIiJg5c2Yjzb4Q0f+DfrAdlXbHduQYyBzwoMYN5xjeR41P+gM4btRBF7VgERH1w1JUQCOWN6OtZ8ZArb6VZsz7ZA7h4LhR+mntGs5jqiwc06ovsE3UGK5pxsoLwLLwmsyBQmrOzPR54m/GxhhjTMt4MTbGGGNaxouxMcYY0zJpzTgT5DyjLxH+9q8Oo6ZecMQRR+z3HhGlNkQ9Qek1fEelA23ZsmW/ZeGh3RGlhkMdYvv27dXnqH2N3NPHQzeUPkYtI7OvjuVn2VT52CZKQ6GexGdT/4so9XYVVJ73ZT/M+AUyexQnT57cSKt+mDk04WCGdaU0NNY3918rMlq68o/sjZorqNvX5oGIcpyr/kGdlnq16t/sd5m+wH6mylLbI6yew/dmWs3VmQNiWN7MgUK1sqm+kTnYoraPWJWl9uzMOpc5zCODvxkbY4wxLePF2BhjjGkZL8bGGGNMy3gxNsYYY1ombeDKQOOAEvwJBXS1kb92CIEy+lCsp7ifMX0pIwQDafAwBhq6IspgHAyAoeqJpoCMwaIWuCIiYvTo0Y00zVk/+tGPijwsnzK21YwPmYDxLK866ILtpu7La1he1fY0hPCdlfFn0qRJjbTqL5ng9AczHHuqT/EdGUhBBX6o3UN9RmPYpk2bijxsN7aJCqLRTVAhjjVVftYV8ygTEuc/NZ+wP3MMZMYEn6P6N8uXCcaRMa1xvuY1ypTJdlPtyDknc4AGy8u0MnCxvGpMqDmyhr8ZG2OMMS3jxdgYY4xpGS/GxhhjTMukNWNudM4cMk6dQmkOmWDetWvU7/M1jUFpDhnNm+/IAwRUIILNmzc30tQYlMZDrU5pUuPHj2+k2UaqXqjfbd26tZFmIBFF5jCPTJAV3of1ovSy2nMjynZjm6j6rgU4UHnGjRvXSGcOIehvsB6Up6Omn6q2z/QPjvsxY8Y00n19fUWemuangudQi1ZtVjv8Qo2bjRs3NtLsQ2PHji3yEFXeYcOGNdKZoDZ8FueGjDat9F/6OujnUYfVPPXUU4302972tkZalT8TDKWm0au5Qq03e6P6AutBHVaj2q2GvxkbY4wxLePF2BhjjGkZL8bGGGNMy6Q1Y/7+rn5r5+/r1GUze/EUNX1J6de1/WPqN32+o7ov3zujDbD81DuUzsxnK72GBzbwHbvRvtQeP5ZF7XnmNZm253urZxPWndL+a/Wr8rDtqZdxT3FEeWiFGhP9fZ8xdTa195u6Mushc3BBZp/x0KFDG2ml41O75cERar7hflo+J6Ls39QJlWZMTwQPFjnqqKOKPOyHam/snDlzGmm2iRr31Iw5JlT9d+MfYVmUrs9xQ++LKgvnBrVHm2OWZcscukFUXdb2bEfkDkki/mZsjDHGtIwXY2OMMaZlvBgbY4wxLePF2BhjjGmZrg1cCpojMmYbmjuUoE6DSO05EaXIzueowBUsn3rnjBGM1OpOif21AOzq2XwnZT5gWWiMUHloqFDvw7pj2dSGe9Vue6P6Au+jArPUTBnKhMSgBzSv0GQSUdadMgcpk1F/RhlnaoETFJkgDuzzNDNNnDixyENT47Rp0xppNQfRgDNixIjiGrYj+xifGxHx3HPPNdKsJ2UU4xhWBi6OLfVOpGbCVGOC1yij0oYNGxrpxx9/vJFWZqy3v/3tjTTrhUFN1DUMthRRr7tMQCmmM0E/VL1k2oT4m7ExxhjTMl6MjTHGmJbxYmyMMca0TFozplaXCWbA39vV7+/UYtR9a0H81W/2tWAWKhAB82Q0S2oDKk8tmIjSrxlUQNVL7VB09ffawQWZIBpKN+RnTPNA8YgykMbatWsbaVV+lk8FCqE2lDmMpHYo/dSpU4s8rBele2a8FgczmeAc7Kt854zupsYj24TtOGPGjCIPg0wwuAWDgESUfVUF/qf+yGvUoQ/PPPNMI7169epqHuqlSldmG7CeVD/kATHbt29vpJXmzXmVB95ERDz77LONNMfs9OnTizy1wCbKH8M+pLT02njM+B1Yl5nDgpRvKBPAiPibsTHGGNMyXoyNMcaYlvFibIwxxrSMF2NjjDGmZboO+pExqyhjFaGBKxNQggK/MvrwBI+MIYqBH5RJoHZCjTIJ0ITBulMmAZoClCGAdcdnq/pneVnfyozAulT1TeMJ61IZw2giYR5l6uE7Z05H4Turvss2YFlU0A8+W/XdWgCSgx22tTI3MbgFjVWqDjIGLsL+3dvbW1zDfrZjx45GWgX0YH9QASXUXLA3yhTIoCQ0Oz3yyCNFngkTJjTSKgAG+yYNoJl5l+NctSsDgaj7cl7iyVRq3NdMpKq/MI8a96wXtokKylMLKKXmc5YlY/LK4G/GxhhjTMt4MTbGGGNaxouxMcYY0zJpzbgWUDui1C6oFyhdgr/RK22GWhzvqzRAloX6BzfBR+TecciQIft9Dg8YUM/qJmCK0qSo17C8SuOh1kKtTmk81IFUfY8ePbqR5jurtuezat6AiLLulNbIusocRkJtiO88bty4ah72jYi6Pnaww7GndHFqxhwDymOQaRP2M/Yh9rmIiFGjRjXS27Zta6SpyUaUPgR6JCJKHZl9TLUzxyf1XzWm6aNQqLG0N2oMs64yczPn4uHDhxfXMJhPba6OKMcw1wAVBIm6rDqAhf0loxlzDPOabrTfiO68Iv5mbIwxxrSMF2NjjDGmZbwYG2OMMS2T1owz+wAJf9fPHJStftdXGsLeqD241Bio5yktgPpB5tAKlk2VlXoS31HVLT9T9UJta8yYMY20CkTP8lHz4V69iFIHokYYUerT1AlZtoiyXlj/Sm+iFqP2AbLu2I5Kz+FnLK/SSjNjolvN6WCBY0vpqdTmqD+qcc9xpNqEfVPt5yTUhL///e830tzrGxExZcqURlpp3Dxwgv1BtTPrjteoPKxLdQ0/y8RqqO3rVuMz48+oHZqQ8QIwnRmfSqNnn+KcpPLU+m7msJ1M3IIM/mZsjDHGtIwXY2OMMaZlvBgbY4wxLePF2BhjjGmZroN+KGi4oYFBCeg0FCkxvGZ8yBgL1H0JA1VkAoDTNKA2o7PuMuWncUAFwKB5iQEDVJB5Bq/funVrI63emZ9lgnHwndV9a0YIZeDifVSf4rMzASZ4Hx5CoEwxGeNJfzdw0dCnglLQ1MVrpk+fXuRRwXFIzcSogtrwQA+awFatWlXkodFRtTXHWubwEZafc4MynmYO5OG44HNU+dWz9iZjVFJjmG3C+6jAJrX5PDNXqLHGsnCeUoGe2Hf5HBXIh+XLGPEy+JuxMcYY0zJejI0xxpiW8WJsjDHGtExaM+Zv6Upj4Ob+2uZulUfpp/xdP7MBnOXjNbVAIhHlBvaIUq/hfVXA9drBBar8vEbVN7UhalJK7+Bh69Td1MHqtQDs6rPM4fG1Az9U/VMXUnVXa6NMfVN7zJDRovsbI0aMaKQ3btxYXMM2oWb81re+tciT0dJZn9R/VQAPtuNRRx3VSD/11FNFnmeeeaaRnjlzZrUsmYMiaj4KNY44L2UCy2T0VJI5bIc6eWas8Z2Uv6Smp2Y8Kaos7IdcN5RmTC2dfUzNu+o+xAdFGGOMMf0QL8bGGGNMy3gxNsYYY1omrRlTn+xmj5zSaTP6KbVQagqZAODUHJQWULuH+oz1oHTOmsat9tWxLlV5qddk9Hdek9G8eR/qzqosvK86LIBtQo0qs+dcwWezzVS71g5Sz2i/qmz9XTMeN25cI/3kk08W17CvUlNTGmCtv0TU9+mq/kG9mm1NDTkiYsWKFY208lrwIIVMX+WYVfvmCcub0R5Z/5n97pmDOqjBZubD2thT8Nmqv7AvqANiOHexH6o5iHvM2X/U3MzyHqj4Av5mbIwxxrSMF2NjjDGmZbwYG2OMMS3jxdgYY4xpma4NXMqwwGtqAc3VZ+qamolB5aGYT/OYMgnwMxVwnaYAPluZBFhX3IyeOcQiY/LauXNnI50xY/GdlTGPgUGUEa8WVEXVd82kljFBKIMITXR8jjILDR06tJHm5n/1nEy79XcY/ES9M8cn+7cKJDNy5MhGOmMO4nNUP6SxhwdSqDHNA1U2bNhQXMNxURtH6jPeQ/VvmqYy9Z2Zt0jG1Fg7cEVdkzGg1a7JBApRRlm2PfsHx3hE2SY8OEfBeSoTHCrDG382McYYYw5yvBgbY4wxLePF2BhjjGmZtGacOfSBv5Nnfjfn7+9K76COQu0iUxbqhEqvoS6r9A4+mzot9adMeVVZMgfXUyPhc5TOzGfxOWozPetS3Zf6TCbYBfOw7ak9RuQOiiCZg0WOOOKI/ZZNaWosb+Yg9f7GhAkTGumJEycW1/T19TXSrN/169cXeVjfyqtAz0MmwA77M3VCVRYGE3nuueeKaxjshIdf0GMQUe+raq7L9FX2KfZVpaWzvjmmqa1HlPWr+jI/yxzoUAvIlNGvWbcR5TsxeIvy8/A+1Ksza5hqx26C/fibsTHGGNMyXoyNMcaYlvFibIwxxrSMF2NjjDGmZboO+qGE7ZqYrwR0ooRv5uvmFB4ak5QZgcYHZZqiieT5559vpJURgmXhfZUhikYUVd+1zfPK2JYx4hHeV5WF96ExTxl0MuaxGhmTGlF9jO+UMWfVAh6o+/Q3eKrN2972tuKaLVu2NNI0waxdu7bIM3r06EZaBWTgfdjWKg+voamxt7e3yPOjH/2okVZjmMEg2NaqXmp9KDM+Vf/h2OK8pcYnzUxMq1PheIKRmg9rc1kmKE83wXNUABKetNZN0CCWJRPoRNWdCrhUw9+MjTHGmJbxYmyMMca0jBdjY4wxpmV6OrVTGIwxxhjzuuJvxsYYY0zLeDE2xhhjWsaLsTHGGNMyXoyNMcaYlvFibIwxxrSMF2NjjDGmZbwYG2OMMS3jxdgYY4xpGS/GxhhjTMt4MTbGGGNaxouxMcYY0zJejI0xxpiW8WJsjDHGtIwXY2OMMaZlvBgbY4wxLePF2BhjjGkZL8bGGGNMy3gxNsYYY1rGi/HrRF9fX/T09MTFF1/cdlGMMcYc5HgxNsYYY1rGi7ExxhjTMl6MjTHGmJbxYvwroK+vLy644IIYPXp0DB48OE444YS4/fbbG9fs2rUrPv3pT8eiRYti8uTJcdhhh8WYMWPi13/912P58uXyvj09PbFw4cLYuHFjXHjhhTF27Ng4/PDD4/jjj4+vfOUrxfXLli2Lnp6euPbaa2P58uXxrne9K4YNGxZDhgyJs846Kx588MHG9VdffXX09PTE0qVL5fMfeuih6Onpife+971d1owxb0y+/OUvx7nnnhtHHXVUHH744TF06NB45zvfGX//939fXLtw4cLo6emJl19+Of7rf/2vcfTRR8egQYOit7c3rrzyyvj5z38un3HzzTfHcccdF4cffniMHTs2Lrzwwti4ceOe++3N3mP/gQceiHPOOSdGjhwZPT098cwzz0Rvb28MHTo0XnjhBfmsK664Inp6euIf//Eff/nKMZqOeV1YvXp1JyI6Cxcu7IwZM6Zz0kkndT72sY91fud3fqczaNCgzoABAzrf+c539ly/fPnyzqGHHto588wzOx/+8Ic7V155Zee3fuu3OkcccURn4MCBnTvuuKN4RkR05s6d25k6dWpn3rx5nT/5kz/pfPjDH+4MHz68ExGdT33qU43rv/vd73YiovOe97ync9hhh3X+w3/4D52rr766c/7553cOOeSQzuDBgzt333134x0GDBjQOeWUU+Q7XnbZZZ2I6Hz9618/QLVmzBuDwYMHd44//vjORRdd1Lnqqqs6l112WWfSpEmdiOj82Z/9WePa008/vRMRnfPPP78zfvz4ziWXXNL56Ec/2jn66KM7EdG5+OKLi/v/5V/+ZSciOiNGjOgsWbKk8yd/8iedBQsWdKZNm9aZN29eh1P77rG/ePHizmGHHdZZtGhR5+Mf/3jnoosu6mzYsKFz3XXXdSKic+ONNxbP+ulPf9oZPnx4Z/z48Z2f//znB7aizB68GL9O7F6MI6Jz7bXXNv525513diKic/bZZ+/5bOfOnZ2tW7cW91m3bl1nwoQJnWOOOab42+77n3/++Z1XXnllz+erVq3qjBgxonPooYd2nnnmmT2f7x6QEdG5/vrrG/f6l3/5l05EdGbOnNm41znnnNOJiM5jjz3WuP7555/vHHnkkZ3e3t7Oyy+/nKwVY94crFy5svjspZde6ixatKgzcODAzvr16/d8vnsxPu644zrbtm3b8/kLL7zQmTFjRmfAgAGdTZs27fn8mWee6QwcOLAzevToztq1a/d8/uqrr3YuuOCCPWN8b/Ye+zfccENRto0bN3YGDhzYOf7444u/3XTTTZ2I6HziE594bZVgXhNejF8ndi/GU6dOlYvVlClTOqNGjUrd64orruhERGfNmjWNzyOic8ghh3RWrVpV5LnmmmuKfwjsHpBccHeze1JYtmzZns9uv/32TkR0/uAP/qBx7Q033NCJiM51112XegdjTKfzT//0T52I6CxdunTPZ7vH3Te/+c3i+r/4i78ofn365Cc/uc+x19fX1znkkEP2uRjPnz9/n2U777zzOhHRefDBBxufn3zyyZ0BAwZ0Vq9enX1N0wXWjF9n5s+fH4ccckjxeW9vb+zYsaPx2b333hu/+Zu/Gb29vTFo0KDo6emJnp6euP766yMiYsOGDcV9pkyZEtOnTy8+X7hwYUREPPLII8XfTjvttBgwoGx6lefss8+O6dOnx9/93d/FT3/60z2f33jjjTFw4MD43d/9XfHWxry5Wbt2bfz+7/9+HHPMMfGWt7xlz1g+99xzI0KP5RNOOKH4rLe3NyKiMVfsHp+nnnpqcf3UqVP35FGceOKJ+/zbRz7ykYiI+MIXvrDns8ceeyy+//3vx1lnnRXTpk3bZ17zyzOw7QK80Rk+fLj8fODAgfHqq6/uSf/zP/9znHfeeTF48OB497vfHTNmzIgjjjgiBgwYEMuWLYu77rorXnrppeI+48aNk/cfP358RPzCGPbL5BkwYEAsWbIkrrrqqvjqV78al1xySTz00EPx8MMPx2/8xm/ExIkT9Ysb8yZl1apVceKJJ8aOHTvitNNOi8WLF8ewYcPikEMOib6+vli6dKkcy2quGDjwF1P0K6+8suez3eNzX+N43Lhx0dfXJ/+2e4wrzjjjjJg1a1bccsst8d//+3+PIUOGxI033hgREUuWLNlnPnNg8GJ8kPDnf/7ncdhhh8WDDz4Ys2bNavxtyZIlcdddd8l8W7ZskZ9v3rw5IiKGDRv2S+e59NJL45prrokvfOELcckll+z5l7MHqDEl/+N//I/Ytm1b3HTTTUUEvltuuWWfuxOyDB06NCJ+MY7nzJlT/H1f4zsiCpc1ufzyy+OjH/1o3HzzzXHRRRfF3//938ekSZO8Y+JXgH+mPkhYuXJlzJ49u1iIX3311bjnnnv2mW/t2rXyX8HLli2LiIgFCxYUf7vnnnsa38precaMGRPnnXde3H///XHvvffGLbfcEtOnT4/FixdX3sqYNx8rV66MiNjzk/Te7Osf1a+F3eNTzQtr1qyJdevWdX3viy66KN7ylrfEjTfeGF/96ldj586d8Z/+03+SUps5sHgxPkiYNm1arFixIjZu3Ljns06nE9dee208+eST+8z3yiuvxJVXXtlYXFevXh2f/exnY+DAgfHbv/3bRZ4VK1bEX//1Xzc++9rXvhZ33XVXzJw5M0477bQiz+/93u9FRMQHP/jBeOGFF+Kyyy6TurMxb3Z2a6u7/3G7m2984xvxxS9+8Ze+/4c+9KEYOHBgXH/99Y2Ft9PpxNVXX934Sfu1MmzYsPjQhz4UjzzySPzZn/1ZHHLIIXHZZZf90mU2dfwz9UHCH/7hH8bll18eCxYsiHPPPTcOPfTQuPfee+PJJ5+M973vffH1r39d5ps7d27cf//9cfzxx8fixYtj586d8Q//8A+xc+fO+NSnPhUzZswo8rznPe+Jj3/843HHHXfEvHnzYuXKlXHbbbfF4MGD42//9m/lIvvOd74z5s2bF48++mgceuihcemllx7wOjDmjcBHPvKRuOmmm+L888+P8847LyZOnBiPP/543HnnnfGbv/mb8dWvfvWXuv+MGTPiv/yX/xKf+MQnYt68efHBD34whg0bFt/85jdj+/btMW/evPjhD3/4S5X/i1/8YmzYsCHe9773xeTJk3+p8poc/mpzkLBkyZK46aabYsKECbF06dK4+eabo7e3N+6///447rjj9plvxIgRcd9998WcOXPipptuiqVLl8b06dPj5ptvjj/+4z+WeU466aRYtmxZvPTSS/G5z30u7rjjjli0aFHcfffd8lvxbi655JKIiHj/+9+/T/OIMW925s6dG9/97nfjlFNOiX/913+Nz3/+8/H888/HbbfdFpdffvkBecbVV18d//t//++YOnVq3HTTTfGlL30pZs2aFffee2+8/PLLe3TlbliwYEHMnz8/IuwL+VXS0+l0Om0XwnRHT09PnH766cXPYfti2bJlccYZZ8Q111wT11577Wt+3sUXXxxLly6Nb33rW3HmmWe+5vzGmNeX559/PsaNGxfz58/fZxjdGv/2b/8WEydOjJEjR8bq1astR/2KcC2bFOvWrYtbb701Zs2aFYsWLWq7OMa8qdm6dWv8+7//e+Ozl19+OT7+8Y/Hiy++GB/4wAe6vvfnP//5eOGFF+IjH/mIF+JfIdaMzX75yle+Ek8//XTceuut8dJLL8UnP/nJ6vYIY8zryz/90z/FX/zFX8S73vWu6O3tje3bt8fdd98dTz/9dMyfPz+uuOKK13S/Xbt2xec///nYsGFD/M3f/E1MmDBhTxAQ86vBi7HZLzfeeGPcfffd0dvbG3/1V38lt2sYY361nHTSSXHqqafG3XffHdu2bYuIiOnTp8ef/umfxpVXXhmHH374a7rfjh074uqrr45BgwbF8ccfH9dff30MGTLk9Si62QfWjI0xxpiWsSBgjDHGtIwXY2OMMaZlvBgbY4wxLZM2cH3+859vZhxYZmX80ozrltZ5FQO1dh/1d37G56g8lM/VNYceemgjnXlnXtPNdgF139o7qefwmoxlIJOHsa6Z57DDDivycGsGw/ipd+YpVOpUKj6LJ9WMHDmyyMPDMdi/VSxv9oXBgwcX15DRo0dXrzmYYKx0NT7Zbux3ex+9uZuf/OQnjTTrMiJi9uzZjTRjpo8YMaLI85a3vGW/6SOOOKLIw/7y8ssvF9ewfIMGDdrv3/d1n71RJzexz6vQli+88MJ+76ueyzZhmu0REfHiiy820mrccwz/7Gc/a6TVuPn5z39efLa/50b8Yu9z7b7PPfdcI80jalm2iPK9+T6q77JNVBuxfneb7PaHvxkbY4wxLePF2BhjjGkZL8bGGGNMy6Q1Y/5G380xXRmdVukSNW00o03zvt2ez8l64H260VMzGvKB0sVrz1J6E3UURa0elM5Fveb5559vpJVew7ocNWpUcc2UKVMaaeq0StvlfakJZrwA3dT3wQ6188z45Nyg2pF1NXXq1OKa3UcR7oZtwnRE2Y41rTSi1HupM0eUOmdGZ66Nicy8peYp3ocaq3pHlo/3UBpsrV1VPl6jvCLUbmsaeERZ3kxZ2HeVz4ltTQ+KypN5R+UHqNG/ZwpjjDHmDYAXY2OMMaZlvBgbY4wxLePF2BhjjGmZtIGrZgCIqBuVFJmAGBkTxmt9TsYQpeA7KuNDjW6CoWTKy7QyH/Aatqt6n0wgAhpcaNJQJh4aT1gWFUiBATyYVvlY3sw7koxhURk5ujE6HkywXVWf4lzAtlcGwLFjxzbSysDFAB2ZQBv87Mgjj2ykGdwlIte/+eyMQYf1wrrMBApRz+FcxnGk+mFt3lLvzHZUwTiYj+VXAT5qZkn1HN5HjWHWt+qrtbKwv6hgKMyjzHuqDWr4m7ExxhjTMl6MjTHGmJbxYmyMMca0TFozpu6jfrOv6bIHKgBCN5vnSeYQhYxOmzncgJ9ltPVMMJTaIQ+ZPBkNPBM8nZ/VgqNElFoR9TzqihERhx9+eCOdCUJBVMB4ajx8H6Xv8R1VWVS+/gTbSL0jg/hT81M67YQJExpptmtEXT9VQT94nyFDhjTSaqxltFy+N/uY0kZZ/oz3hXW3ffv24hqWj303E2CHempGv87MJyy/0rz5bLaZ0q9r2nSmLKq+a/qvKgvnssxBERn8zdgYY4xpGS/GxhhjTMt4MTbGGGNa5oDuMybdHIDweh20kAk0/qva25t550z9kkxQ/5rerrSYmiao7svDGFQb1Q5+V3moX6v6pj7Gd1RaI7Ut9jl1uITSOQm1OHWwxcGM6g81+M5s14iIkSNHNtKqfrnnk9oo+2VE2bbdxD7ggSUR9T2syhPB/pvZt5s53ICaMN8xszeZ9ZQ5eCGzrzvjteAYro3XiLIelO+DfTVTl7UDbYYOHVrk4TUHKpaAvxkbY4wxLePF2BhjjGkZL8bGGGNMy3gxNsYYY1ombeDKiNQZY1ItT8Y0RWOEek6tLJkDHpSBqBtjVW2zv3pnXpMxiGSMbDQ50AihTDEMaJAJtsD+oswTLG/NgBFR1r8qLz/jfVXQEhpNMgadadOmNdLK0EUTUn9HGbpYnxnjDE07a9asKa4ZN25cI/2Od7yjkVbGMLJz585GWvVd9tWMMYwmpMx9MwdS8L5qvhk9enQjTUNRxmhF86QqC41gKrAJn80AL8pMVruvOlgks/7wGpqvVFnYdzPm4IzptatAVK85hzHGGGMOKF6MjTHGmJbxYmyMMca0zAEN+tHN4c7daMbdaNOZwyUyhzPUDgfI1EumLBk9mJ9ldNpagAClzVBfUgEa+Cw+R+lAtQ33mzZtKvKsX7++kV63bl1xDfNRy1U6Lj875phjGmn1zs8991wjPXv27OKabrSjgwmWX+ntNVRwi8yhINRuH3vssUZ67ty5RR5q+0wr3ZP9kP09ouy/1GCVX4B+DN5DjWnOs8qrUPM3qL7K+/DZykOT8a0wEAvrUtU3y888qo+x7jL1wjZR7UrY39WhG5mAKd0EAvE3Y2OMMaZlvBgbY4wxLePF2BhjjGkZL8bGGGNMy7yupzZlzFk0DmQ2WWeola8b05f6jOVXRoiamN+NaU19ljHMsX4ZOEGZHGiWUPVCo0YtHRGxcuXKRvqRRx5ppPv6+oo8O3bsqN6X70jDhepj48ePb6Q3bNjQSP/ar/1akWfMmDH7zRPR/w1crF/1PjQB0jjDE5oiyqAfKoDH6aef3kg/8cQTjTTNfBFlIJaMIYcnaSlzUM3EqMZ9zahJ85O6RkFjGMum7sH5m+VV78z7qLFGcx7Llgkmwr6QMZOpOYjjnAZAZdycPHlyI01j4ebNm4s8zz77bCOt6q4b/M3YGGOMaRkvxsYYY0zLeDE2xhhjWiatGXPTtdICajpsJrhFNzpt5kCHzCEKvK/SdGo6UKb8mWDkmWAitfso7YX6Rjd6k9LdqAPxmscff7zIwyAOTz31VLUs3Niv3nHBggWN9IUXXthI/7f/9t+KPHPmzGmke3t7G+mvfe1rRZ6pU6c20ieffHJxDe/T32D9Kt2Q9X3ppZc20urghR/+8IeNtOpTDzzwQCN9yimnNNJPPvlkkWfLli2N9IgRIxpp6sMRpf6rDn2oHe6S6ascw+pAB2quKmAKyzt8+PBGWs3NDKTB+XzXrl1FnoyWy3HPa9QhCqxLzkGZwDKsp4iyrjjXqTbavn17I813VvMuD6B4/vnni2tUkKMa/mZsjDHGtIwXY2OMMaZlvBgbY4wxLdP1PuPMwe8ks1c2czgDtYBu9vhlNO9MMPJuDpfI7E3OaNyEOoUKGE8y5acupHQsajgbN25spHnIe0TZJtzzRy0sIuLpp59upDPB67kflVpvRFl3PNhe7TPmIe+TJk0qrhkyZEjxWX+CfWjbtm3FNaeeemojzXZT+h73i7/97W8vrqF+96//+q+N9Lvf/e4iD/eAUuNWY40oLbemhap+yGfzGjU+eV81D3C/LDVX6uYRpQ5LjZ51HVGOT9X2nBvY1mqd4PikRq8O3eBzModsUMtV3gWuA5nDjtgX1BhXWnkNfzM2xhhjWsaLsTHGGNMyXoyNMcaYlvFibIwxxrRM2sBFoTsTHOJABcmn8YFmm4yZLGPOyhjDaIToJmA8zQeZoB+KWtCPTL2wXdVmdZo7lCGHBguaYNRhATRqMOiHCjBBk5dqx61btzbS99xzT3EN4TvSgDZr1qwiz4wZMxppBgOIyJnoDmZo9FFjmkYZttuaNWuKPGy373znO8U1//k//+dG+pZbbmmkaeiKiFi0aFEjzQMoMgfRqP7NccL7qABBrIfaIS0RZb0osyShAUoFoSCcq5XhiHMZA2RElOOeQVbUmOC8xPpXBq7aYTvqGrajmk9Yd6x/vl9EOUdmjL4Z/M3YGGOMaRkvxsYYY0zLeDE2xhhjWiatGfP3dqUx1A4iVxomNTWlF1CPyQTEoDbK3/6VBkH9gJvpI+qagiob9QNeozSHjGZMWL/dBEPJBC1RgfQJ30nVCzXXFStWNNIqUAg32Kt3ZD/kAeEMUhFRBgIZM2ZMI/3Wt761yMP6Vv27m+AtBxPULJUWxkMGmCcz1lavXl1cc9dddzXSF1xwQSO9bNmyIs8TTzzRSM+bN6+RZqCWiDIYhDqogDphxg9Dvb3mq4go6+q5554rruGzqRFv2rSpyFMLWpIJoqHmKfZ5Bl1RgTZ4X9atmne5Tqj1h/XCPMoLUJtn1d9rHqaI3BxJ+vdMYYwxxrwB8GJsjDHGtIwXY2OMMaZl0poxdQi1r46/k1MTURpJTT9Q+ahTqN/1a/tpldbI56h9aQzSntF/a9p5RtvNaMgsi8pTOyRd5WF5VdtTJ1y1atV+7xFRao0nnHBCI632B3Ovo9qrOWHChEb6uOOOa6TZhhER06ZNa6SpLWb6i7pGvXd/gu+oNEzqhOwLSo/kNUcffXRxDfVfHibB/hJR6rQZDZbehIyWS9S8xb6aeQ7HFutWPYs+Co69iFIHp36tvDrce68Ok+AYzsQt4Ge1g4AiyrVFHc7Acc09zmossh4y8y7vc6BiCfibsTHGGNMyXoyNMcaYlvFibIwxxrSMF2NjjDGmZdLuEhpllPmAwjvNQcrgojZvEwr+FPPVfWvPVnloPlCmDZY3Uy+1AxyUsUCVj9QOilDGmcxhGIT1rQwL27Zt2+89aKyJKE0jrAdl0GGbjBo1qriGQQP4HBq8VB4aRNQmfvaFTJ/qb9BodfHFFxfXjB07tpHO9Cke5jFlypTiGpqtHnzwwUaaxryIsj/QgKMMUQwGoYxK7JtsV9W/edgIr1FGwmHDhjXSKvBNLUjJ+vXrq3loLsuYm9RczXpgfas8nINqdRtRBjapzTcRZb9UAV84X9NAlxnTmUNCMvibsTHGGNMyXoyNMcaYlvFibIwxxrRMWjOeOHFiM6PQGGqHA6g8/EzpnNQhqPFkNGPqzuo3/Zr+EaE3pO+N0oxZvprWu6/7kFoAj0wb8R2VHsz7qkAb/GzmzJnVslBDoy7Eg8ojynemxhZRbvZnWt2XujL7WEb7VYcHZDwRBzM8aEEdsrFhw4ZGOuMxoEbPAB8RZX1SP33kkUeKPAweQj1PjWkGrlDXsP1ZNnUIAcvLsaf6Ice9Kgv71Nq1axtppadyvuN8SG9ARM5DUwvApOYKtj3fOXMIB/XsiFLrZ6AqNRZ5IAzngUxZup2/i/u85hzGGGOMOaB4MTbGGGNaxouxMcYY0zJejI0xxpiWSRu4aMJQG50pWtMkQKNERLkxvq+vr7hmy5YtjTTNCNz0HlFuqGdQARVkgIEeMoYcvmM3Bi5lCssYT2pGMHXfWmAW1a40RiizCuuBxo2M+WP48OGNtDJGZE5vqfVVVX4aQmgyUYY/1p06+aZm+DvYYd9VJhga7xh4Q5ltOD43b95cXEMDDsui+irNTJnT2ti2qs1qY1j1w9o1KgAJDYkZc1AtiEZEOYYzgYdI5nQ8jk9l4OI1GZNUzRysPmPQGBXMhZ/xOWpMc25Qc5sNXMYYY0w/xIuxMcYY0zJejI0xxpiWSWvG1AaUTsvN/48++mgjTe03ovxdn7/HR5R6TeawAOb53ve+10gziElExNy5c6vX1DbCZ4JmZA50YD1k9BqiNLXaQRFK46EmqLQX5vvRj37USGeCX7Ce1OEMDE6g6o7BRFjejI7FdlUaED/LBJ/pbzCABA8ciKgHn1GaMeuOYy+i1JVZFnWIAv0A7HeqH7Isqry1MavyUCPms5WHhmNazW3UlemzUTondXHWU8Yfo3wT7PMcn6qN+I4ZzZt9QY1HznfMw+A/EeU7sh1VXTKPg34YY4wxbxC8GBtjjDEt48XYGGOMaZm0Zky99+mnny6u+b//9/820jzcWf1mz2vUb/Tci0zd6qijjiryMGD81772tUaae1rVc5Qmy/3J1A/UHlaS2WfMfbtKk6L2Sd1TaRnUtPkcBQ/lzhzsPWvWrEZa+QWomVErUhostXSlddWC7av7qs/2RtUly6s0eqV79yfYRk899VRxDcdaph9ynFDfi4g48cQTG2l6UpiOKPsmNUw1jjJlYf/gNd34M1SfmzBhQiM9efLk4pqtW7c20vREKE8H35ueCKUHc25T+2k5HvkcNR8yD69R8y59K2pc1fb9Kz9PZgyTTOyAbuIL+JuxMcYY0zJejI0xxpiW8WJsjDHGtIwXY2OMMaZl0gauFStWNNKrV68urqGR6tRTT22k161bV+Rh0A9lyKFYT/OVMhYwYDyNEePHj6/moVEiojRUZII60KhBw4IS+2moUMEK+N61zfSZa5TZhkYIGroiInbs2LHf+44YMaLIw3qhWUjVbSbwPw1cTCvzB6+hkUMZO/iZClag6rM/wXpRwX44HjOHebDdHn744ep9OW5ozooo24BGKwbMiCiDxCiTF6HxUfUptj37rspDg6iap3gfzrvKYMlDN2qBiCLKca/GI8c5y6sOAGHdcRypQ3zY9tu3by+uYV9VRjZCMxnrQc27mSAl3QT76d8zhTHGGPMGwIuxMcYY0zJejI0xxpiWSWvGDLShfhOnnsrf8GfMmFHk4WZupV0wuAWvUYErGGSCG75VAHb+9q+Cfdc28mcOoadGonRP6lhKd6P+y+coTa12QLvS39n2Sj9l+ViXSodj2zMojHpORhdiPupNSuNhu9bS6rP+rg8r2MeU9l/TzpU2yvuoYCK8Dz0FKqDEtGnT9ls2BvaJKA8zUGOY9+E7qX7IOYfjiD6WiHIMqAAY7HcjR45spKdOnVrkYZAm6sG8R0RZL+oQn5r2rAI98T6c3zO+ITU3cO5SAaRILVCI6rvsl5mgNhneeLOHMcYY08/wYmyMMca0jBdjY4wxpmXSmjG1i2OOOaa4hnv4qKMovYl75NR+Q+bLaAPHH398Iz179uxGWmkxvC/3VkeU+yxrenBEqSlQk1KadyZ4OnVlajEqMDr3bqrD4klGr6ntq1Pl5x5QamFqL2Fmf2TN36B0cV5TOzhCod5RfdafoEav6qV22Lrqh2x71Sbr16/fbx6OcVW+73//+4004xpElPOW8gfUtFD6H1Qe9gVVL5nDGTh/8DnqEJw5c+Y00oz5oOYg7hlW+inHKMumNGOWl31MlYW68rhx46rXdHNADPtCZn6xZmyMMca8QfBibIwxxrSMF2NjjDGmZbwYG2OMMS2TNnBNmjSpkVYbwGk2oJjPTfsRpRnolFNOKa7hs2hQUGI+N7GzLEpgZ6AQdVAEDQk0AGTMH6ynjElDXcOgHrxGBf3ge2cOO1DtRngfBvlQpi8+i+VVfYzlV8axTMCUGhmjGD/rJjj8wQ7fURn+aJwhKogG+4cyYdIcRMPTypUrq3ne+c53NtLf+MY3ijw0Tan+/va3v72Rfsc73tFIf+973yvysK4YFOmEE04o8tD0mjkIhaZSNbf19vY20hMnTmyk1YEOPPxFjUeaujJGSM5TNOapsZYxynLuZXkzgXuYRwUrYn2rd+zGuOlvxsYYY0zLeDE2xhhjWsaLsTHGGNMyac2YGqzSeGqHEGR0N3UND3Xgs1UebmqnzqL0VGpbalM+NRLeRx2+Tm1UaS+E96UOGlFqLZkDz6mB8B3VYdoZeF/qiGojP7U56ixKd8kchlGrl4y2S13rQOlC/Q2+o+ofNZ1Q+RA4ZpUGyHHC8anGBIMIUdtV/WXVqlWN9PTp04treAAFn/22t72tyMN5asqUKftNR5R9Vc1B1DnZRpk5iIGUqClHlGOac2pEqXEzzSAaEfXAJuqd2afUGOaz2H8yYzhz2AvXEhXwRWnNNfzN2BhjjGkZL8bGGGNMy3gxNsYYY1rGi7ExxhjTMmkDFwV/JXTTtNNN4AQl+FPgr52CFFGK9zQ1qDz8jKeWRJQb6mmMyGxGJ0rsZ6AKZZypBQbJnE7Ea5QxgmVRxiXWA80SyjzBPrVt27ZGmkYJVV51X9W2e6PKXyuvqku2Scbc1N9ggJ3Ro0cX19AUReOgMnCxfpXpiP2D7TZ37twiD41U7FM0YkWURivVf5599tlGmu/IgB4RpRGM5rKMiVTNHZxjWBZllqwF1KHxKqJ8pwkTJhTXrF69upFmoBBlbuK4Zp9SY43vrOZZGr+UyZiwTzFQi6qXTACp2pyv8DdjY4wxpmW8GBtjjDEt48XYGGOMaZm0ZkztS+lA1Mwyv/Pzt3Wl11BjqOmTEeXv+DUdMaLUHJReQDJBS/hZJlgEr8lo3HxnFcCf+jSfo9qIGpR6R7ZJ5hAF1m8myDzfuZsgJUrjqQViyQQMUFqXGif9CQbcUQEZCHVDpQez7pRvgnVH/VoF/WB/4NyhDrpgP8wctHDMMcc00jxAJqI8XIdznaoX6r+q37G8vG9mbqaWy0A5EeWhG+rAFR7SwzlHtREP5OE1aixS/1V+En6W0W2Zh2VR5WcfUvO5D4owxhhj+iFejI0xxpiW8WJsjDHGtEzXglbmd3JqjSoPf9dXeiTvU9t3HFHqJhmtixqO0jlr5VV5+FktULq6RmmjtWtUHmrCfLbSpll+pdfUAq5n3jFzUERGp83sca7l4X270fmzzz6YYX/n3t+IiOeee66Rps6m+iHHtKon6qfct6t0WrbBhg0bGmnVv3lgA/XgiFIv5SEn6nCJMWPGNNLqoAWS8XDU/CTKK0Kdszanqs9U/2YbcW6gphxRasLsL2r/dTe+FfYptf+a+8e3bt3aSCv/QKZeVH3W8DdjY4wxpmW8GBtjjDEt48XYGGOMaRkvxsYYY0zLpA1cGUGaRp9ugiIocxCFeJqx1CZ33oeCvxLzMwaiAxH4v5sDNNQ1NNewnlQgBd6HBpHMZnpVB6wrmnaUcYaGOZpMlJEjY1JjPfDZqr+wPzBP5tAKVZZuAsYfTDDQhhrDNDOxrtQ44hhWASXYz2geU4fKTJ06tZGmOUsZOceOHdtIq8AgfX19jTSDgPAe6j40A9H8FFHWgzJwTZw4sZGm6Ugd6EBoumOglogyuIgKDMLyZQy57FMM6MFgIwo1Hjn+OH+odmXdZQ4UYn9W82E3wYj8zdgYY4xpGS/GxhhjTMt4MTbGGGNaJq0ZUwvIHO6c0cuomygdhb/R8xpVFkL9IKOBK22RZekmwERGM87UXW3zudLF+U4si9I/Mocd1IJmqHqhpk3tUR1MTlQ71gJ0qHdk+aj5ZA6KyFzT3+BYU21SG38q2D77ptJyWZ88hF7ptLwvr1GHEGzatKmRZj+MKHVY6tVqrFEjZppBQSJKXVYFWWF9sv5V0A+2486dOxtppb8zIMaTTz5ZXDNz5sxGmuVXcxvHBOc6Hk4SUfY71Q/ZX9iO1IcjyjmIc13GW6TmR/XeNfzN2BhjjGkZL8bGGGNMy3gxNsYYY1omrRnzd3Gl7VKPoZahfkenVqTuSy0g85s989T2QO/rM8L7UO/IBA1n2dSeOd43o3PyOZlDFKiNqjbK7KdlPrU/j7Ct+Y5qnzQ/y5Ql00a1Az+ULpq5b3/fZzxjxoxGWo1P7lHdtm1bI630YPYPVXfc50qNlXuII0otkf1FtSP1UqWfco5hWmmY1GXZF9QhCpwL1qxZU1zDwy9YlkceeaTIs2XLlkaae3u5dzkiYtKkSY30d77zneIasmDBguo1fMdM7ACOT6X913xBmfGZiY/APGqe7Wbc+5uxMcYY0zJejI0xxpiW8WJsjDHGtIwXY2OMMaZluj4oopsAB0rUzhiVeE0mCAU3a9cMOhE5AxTJHOhQM5OpeqHRRBlP+CyWV5kPanVHY8e+nk1ofKjVv3oW0+q5NMowsHtE2Q95H1UvteAtqvyZQ0O62fx/MMGg/qqv0rDFd1aGKJq+VGCQmnFQHVxAGOiBpqqI0mCmAj3wWTQLMUBGhH6nvXnqqaeKz9g3GZAkouzfGzdubKRp8Ioo65vmMVWXI0eObKSPP/744ho+e/PmzY20MobRwMV6ygQKyRziQ7Mh+3JEaRJk/1BjnOVTRtNM8Kfivq85hzHGGGMOKF6MjTHGmJbxYmyMMca0zAHVjGvXHCjdjbpn5vd5agxKD85oxjXtQr0PNRLeV9VLRmusPVvpKtTdqKcqzZiB56mXReQ0YsJrWN5MWZReUwv8oMpf8zuo96kFgtjXZ/0JasTq4Hf2KR7OoNqR9anahM+mfnrUUUcVeTjWqI0+99xzRR7qqSpICQ+mZ7uqQwjGjx/fSFNPVQcv1OaKiFKnpeaqApDQW7FixYpGev369UUe6siqLzMQC8cag41E1H0ImcBJKjAI+yb1d5WH13AtUR6JzAEx6lk1/M3YGGOMaRkvxsYYY0zLeDE2xhhjWsaLsTHGGNMyaXdJZtN17XSljFFJCeY0DtCopIwFFNAzATFoQlKmEubLnO7Dz5gnUy8Z81smOErNdKRO5WH5lWmKZaERRZkcWN+8RgWLoIFLnd5CMwqNM6qPsfy1dET5jqq+MwbFgxmW/2c/+1lxDY0+Q4cObaSVuYmGKBWMY8iQIY00A2socxBPGiKZk55U0A/OZSyLOnmN/ZnBOB577LEiD01faqwxyErmBCyavhjsQvVTjrWpU6cW1xCa6pSZjHMzx7kan+x3mYBMRLUry8L5Txmx2CaZE/Uy+JuxMcYY0zJejI0xxpiW8WJsjDHGtExaM+5mY/aB0kapWfIadVgAf9enrqLy8DOlK1NHplakNGOWhUEF1Dvz2ZkgGjVtXX2WKUtGr1Ga2d5Qf4ooAzBQO6oF4ojQmjHvQ+2RAQ8iyoASmYABNY/EGwHqbEoXZxuwv6s+xUAVSs9jP6NWunLlyiIP9enRo0c30kr35DUZnZaat3rHRx99tJH+1re+1UivWrWqyDN58uT9li2i1HtZd5nxyWAdyp/B/q10ffZ5tuuECROKPNTOa34TdY2am2t+nm6CiWSC/WQ8NBn8zdgYY4xpGS/GxhhjTMt4MTbGGGNaJq0ZZ/Qx/r7ezW/2SpNiPv5Gnzm0glqv2i9ZCxoecWD2jWb2X/PZSpegVsfyK+2F2j81EqWlM09G32Na1TfrkgHk1TuzHZUWzX2vvEbleeKJJxppashqzznbKKPR9zfYV9Uh9PyM7TZixIgiD+tO9SnWOff2UveMiFi9enUjzcPtqbdGlDqtmqe4X5Z715mOKLVR7n9XfYN5qMFGlOOec6Yaa6wHelt27dpV5GEb8dCNiIje3t5Gmlo66zaiHOf0jnCfekT5Tpmxxj6VWbMyvpvMHmJrxsYYY0w/xIuxMcYY0zJejI0xxpiW8WJsjDHGtEzawEUyAjoFc7UZnQK6uqa2MVvloYmExiRlyMkI/iSzYb0W2CRziAKNERFlUHOaD1SgCr4Tn62e001QAZpMVFlqJgdl5mMADwWNbAxoQNNJRFkvDAzCoA8R3dVLfyNjfuM7sv5VvdAQpcx6HCcM8jFy5EhR4ibf+973Gunt27cX1zDwjXpHGohotFq7dm2Rh/2Xh1Qo01SmvvkONFiqPHzHww8/vJFWpika7zIBmVgWZZjjeKT5jYauiLKPZeZ85snM57xvZm7OBATK4G/GxhhjTMt4MTbGGGNaxouxMcYY0zJpzThzUEFNj1S/81NjUNfUtLlMwAAVWJxkgpTwGmrR6uACbnKv3VOhNDVqTpk2Yn3X0hFlO1KrjigDP/A+SqPne2fKUitbRKmPsX8orZGaYOagiB07djTSSgPs75oxtUU1jli/tYMjIiJGjRrVSB977LHFNQwYwUMHVDtSj2TQjEceeaTIM3v27EZaHfbCAyio26rgFgxK8vDDDzfSStt9//vf30gr38RDDz3USLPfqXqhLst64piJKOcT9oWIcgzzndR8znmVPpA1a9YUeXhNJhgHD7ZQ8znzdLPOZXxOGfzN2BhjjGkZL8bGGGNMy3gxNsYYY1omrRln9LvaYQEZ/UD9rl/b16X0SF5DjaEbbSCirAdqLUrDrB2ykdl/rTQS6tW8b2afMa/JHLygdHHqbLX6V7BsSi8j6h0JdVu1l3rs2LGNNOtW6YhsexXUP7Mv+mCGfVf1b/YP9l3qrRERp59+eiN91llnFdfUdDfVP9jP2Nbr1q0r8nBPuToMg/vMOQ+ceeaZRR62/fjx4xtppcFSS1eHPvAa1sNRRx1V5KHezkM3qK9GlONG+R/47MzhKXwWx5aqF2reyrdCutGD2+TgLp0xxhjzJsCLsTHGGNMyXoyNMcaYlvFibIwxxrRM10E/Mhuoaa5RwTkyAcC7MYaxvDQJKGNBxgzE+9JIoIIiMDgEUfVSC4gRUb4TgyuoYAvqWfu7Z0RZL+oda2YJVf7aASCqjXgfZcrgfRmsXt2XgRMYoGH16tVFHhpyVD9U5sL+hDK7EfaHTJB89jNlDqodQKH6MoNxZIxKNEmpduThBbNmzWqkGeAjopwjmUeVheVXAYN44MSmTZsaaWVuYiCQWuCNiLIdVV/mZzwARI01thv7ggpAwrkhE5BJ3Yd0s7ZkAnp0YxbzN2NjjDGmZbwYG2OMMS3jxdgYY4xpmbRmzN/olRZQC2ahNB7qQN0Eh8gE56D+pH7Tz+icNe1ZBSKo3VflYd1lysLnZA7dYP2rwBW8jwqKoDbq740qP9+b76O0R+rg6r41fekHP/hBkee2225rpKk1Kk2QWrSqg24OGT+YYF1mNHrWtwoSQ11T+RvotaCeykAcEaX2Tw1THebBfqcOt2c/mzp1avW+DKDDsqhgKNR2ld+E7z169OjiGnLfffc10qtWrWqk1RxEHZmBQyLK/sD+rjwHbGvmUfMLn6P6C9+BXgDVd2vrTWadyBxakcHfjI0xxpiW8WJsjDHGtIwXY2OMMaZlvBgbY4wxLdO1gUtRE8NVUA1+ljkdimQ2YWdMUzSVqAAYvIblVxvNWXeZk01oOFP3pcFi2LBhjbSqS37GTfvKwMV6GDFiRHENTRcsrzI31epF9blaoJOIiJUrVzbSt99+eyOtAnhMnz69kT7ppJMa6bVr1xZ5aIbLBMLpb7D8NK1FlEYZ9l3Vp2iC2bhxY3HNmjVrGmmaDVVZaJLieFX9kOVTZWHwDb6jCojBvkkzkzohjebC+++/v7iGcxcNXMqAtn79+kaac04m8NAPf/jD4hoaG2lAU+/IZ3FOUmY4vrMqL9ua5c+YjjPm4AwZIzLxN2NjjDGmZbwYG2OMMS3jxdgYY4xpmbRmzN/A1WZo6qdMZw4hUNQOB8gcQME8qvzUkzKbuTMag9Kna8/JHBRR08FVkHnmYSCFTKANpUlRt2f9qzaqaf2ZgP3UhyMi/s//+T+NNN9p4cKFRZ6jjjqqkaYGrgIr/PjHP26kqZ1GdK85HSxQg1VtT82VfUz1qQ0bNjTSqh05HjOBH1jfP/3pT/d7j4hS7+3r6yuuOeWUUxppHvKg9Gv231GjRjXSy5cvL/JQI1aHPnDOZFkyY41p1UacT9Q1mzdv3m9azUH0k9SCF6lr1FrCtuccpMrPuqwdeKOuUWuYg34YY4wx/RAvxsYYY0zLeDE2xhhjWiatGVM/yBzunNkzTH1D6ae1YOQqED2fTe0osw8ss3+5dnCEgu+jDlbPHE7djQ5U09LVfuaM/kHdhHs1VV2yrqg9Pv7440Ue7hFWgei53/qMM85opNU+ae4zZn9XbUTU/tRMvoMZ6rYqiD81Vx5ksGLFiiIPD0lQejv3qHKfMffZR5T66cSJExtp1fbUOZUuznfcsmVLI632xo4dO7aR5uEM99xzT5GH9Z05aIHjSM3Nah/03ihfC8d0Zi8yx7mqy9qhQ2ovOD0bQ4cOLa7hPFWbHyPqh8qouqwdjBLhfcbGGGNMv8SLsTHGGNMyXoyNMcaYlvFibIwxxrRM2sBFoVsZjGgCoIitjEAZ8wEF88wGcELzgRLzVRABQrNYzYwQUTdjKWMEyQQGYQCPjGmKZVP1T2NVJig+zTfKOPPYY4810k8++WQjvWTJkiLPuHHjGun77ruvuIYBGt761rc20qo9aBBh3SkzYjcmr/4G214F/qeRim2UCeKg+hTrl0YwZZqiAZH34BiJKOclmj0jykMrGAwlc3ABA3qoPAweooxtDKTBNlHzIU2NvIeaK9gmykzGa/hOql1rAZjUHETzniov2752EI36LJOnZvqKyBlwizyvOYcxxhhjDihejI0xxpiW8WJsjDHGtExaM+bv4uo38drv7ZkgIOo3+lqQDLVhvbYBvBttV0FdKKMfZHQJlpeaSUSpL1HrUpvneQ2fo4I68D4qyAoPX+jt7W2keahCRMRVV13VSJ988smNtKoXan4M6BERcfTRRxef7Q2DMUSUfZNtlDkkffz48ft9bn+Eba3GCOuBY+LUU08t8hx77LGNtNJy2b/nzp3bSO/YsaPIw3FNfY/BRlR5lU7L8qn7EGqsDIChtOkxY8Y00hdccEFxDdskc0BM7bCXTP2rQytY33yOmg/V/LG/50Zof0CtLJmgH5xjahpyRE4zdtAPY4wxph/ixdgYY4xpGS/GxhhjTMukNePaXt+I7jTjTNDt2kH1SjPmfZhH7SnmNUo74mEA1DfUO9YOuVZ6MD9T5eV9qJU+++yzRR5qUosXL26kJ02aVORhUPa77767eg33Yao9ih/4wAcaaR4w8O1vf7vIM3Xq1P2mI8q+yfrnnsuI+j56pZVyX6PaS60OHu/PKE8BtU/qj5k98mrccyxRs1QaPccJ02rfKw99UGON+fjOSv+lps13nDNnTpGH45EHXUSU9UI9VWnpPAyDmjf/HpHTfwnnAdVfOD5Zd2qs0bei/CQ8JIT1pPZ11w7BUe+cOTinG/zN2BhjjGkZL8bGGGNMy3gxNsYYY1rGi7ExxhjTMmkD14YNGxppZfRhwHiaVzIHFyhoZqIwr0wyNO2wbEqYp2FLGTloLqCYr8wTNHmxHpQBjfWiDFA0bnAjvyo/TUc8REEFDHjiiSca6Uwg/b6+vkZatT2Db4waNaqRZuCQiIgJEyY00mzXiNJANH369EZatT0/Y/9R5acRRfXl/m7gYh9SpkCagWjEUwZF9kNllmR9qvsQXsN7qOewjZQ5lQYuPocmsIiIKVOmNNKzZ89upGmmjCjnWXVfGpU47tUcxDZivah35lynzKk0LdbMkxF1o2zGLKnmtppZT41h0k3gJzWfZA7/KZ79mnMYY4wx5oDixdgYY4xpGS/GxhhjTMukNWPqcOoQAuoDtWAXEd1pxkTpcgxGzs3nSiPhQepKI6GmysADStulZkxtQ9UB6zejR1IjUQHZqYk88MADjbTSjKl/qLpbvXp1I826VBoKn8VgHNR61X0ZXCSi1OJ4X9UPqdtn+iXrUmn//R3qj+pAAeqc9DKoQBtEaYscf0yr+qYuyDGi5hIGE2Efi4hYv359I02dkIdYRESccsopjTT71KZNm4o8DL6hDkig/sv5RB3owLpj31VzKA9HUXM+4X3U+ORckAn8VDuQIqJsW5YlcwhRNygtWpWvhr8ZG2OMMS3jxdgYY4xpGS/GxhhjTMt4MTbGGGNaJu04oQGKG88jSjF83LhxjbQyaWROwKCgT8FcifC1QCE0J0R0FyCAedQpJTRS0eSlDCN8Z3VfGip4jTK4sCysOwZsiCg33KugAmxHmqh4D1U+tqvqY6xvZSphMBHmyQSfqZ3itK/PSCbQwMEMg04oQw77rzIdEbatCt7CPsU+lDkNim1EM2VE7lQvjovMfMI5iH1VmSUzp1l1c5oSTVOsl4xhURnxaifQKWMYy0vDWcZgqe5bW0sy/YVkAgQpU6BaO2r4m7ExxhjTMl6MjTHGmJbxYmyMMca0TE8nIzgYY4wx5nXD34yNMcaYlvFibIwxxrSMF2NjjDGmZbwYG2OMMS3jxdgYY4xpGS/GxhhjTMt4MTbGGGNaxouxMcYY0zJejI0xxpiW+f8A/6nkg33SjE4AAAAASUVORK5CYII=\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "dls.valid.show_batch(max_n=4, nrows=2)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "UBaY7Qm1hUNs", "outputId": "3900a5a8-28a0-4638-f8e7-800015f65a6b" }, "id": "UBaY7Qm1hUNs", "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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epochtrain_lossvalid_losserror_ratetime
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epochtrain_lossvalid_losserror_ratetime
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\n" }, "metadata": {} } ], "source": [ "lr_min,lr_steep = learn.lr_find(suggest_funcs=(minimum, steep))" ] }, { "cell_type": "code", "execution_count": null, "id": "af9430b5-eda9-4827-80f5-c2fbe35b19e9", "metadata": { "id": "af9430b5-eda9-4827-80f5-c2fbe35b19e9", "outputId": "e602c07e-f487-4ef0-c0c3-80e8e3ef99cf", "colab": { "base_uri": "https://localhost:8080/", "height": 163 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
epochtrain_lossvalid_losserror_ratetime
01.1887831.1534280.43466100:53
10.9835851.0317500.38283600:56
20.6370351.0222700.35803800:53
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epochtrain_lossvalid_losserror_ratetime
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20.2184471.3922170.35692400:55
30.1015151.5497950.35567000:53
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\n" 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "execution_count": null, "id": "9bf97ba8-901a-40c0-8e3d-f8e3a7571094", "metadata": { "id": "9bf97ba8-901a-40c0-8e3d-f8e3a7571094", "outputId": "99a30b82-3153-48fb-c64e-bef9c6c7a5c5", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Path('models/mood.pkl.pth')" ] }, "metadata": {}, "execution_count": 56 } ], "source": [ "learn.save('mood.pkl',with_opt=False)" ] }, { "cell_type": "code", "execution_count": null, "id": "25152ffc-6c83-4bb4-a559-83bd0ba09c1f", "metadata": { "id": "25152ffc-6c83-4bb4-a559-83bd0ba09c1f" }, "outputs": [], "source": [ "learn.export('model.pkl')" ] }, { "cell_type": "code", "execution_count": null, "id": "61d5a9ab-3271-44f4-a9fe-f7bf56ea0713", "metadata": { "id": "61d5a9ab-3271-44f4-a9fe-f7bf56ea0713", "outputId": "4a85a4ec-f571-4be9-bd84-4d4615e54b76" }, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "'Acura TL Sedan 2012'" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learn.predict('AcuraTLType-S2008.jpg')[0]" ] }, { "cell_type": "code", "execution_count": null, "id": "b998feae-2c0e-4cee-ab26-73d87b52c7f6", "metadata": { "id": "b998feae-2c0e-4cee-ab26-73d87b52c7f6", "outputId": "8adc2a08-bd96-4189-e4c1-ff6ae3623549" }, "outputs": [ { "ename": "NameError", "evalue": "name 'gr' is not defined", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", "Cell \u001b[1;32mIn[58], line 10\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[38;5;66;03m# Sample images for user to choose from\u001b[39;00m\n\u001b[0;32m 8\u001b[0m sample_images \u001b[38;5;241m=\u001b[39m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAcuraTLType-S2008.jpg\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAudiR8Coupe2012.jpg\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDodgeMagnumWagon2008.jpg\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m---> 10\u001b[0m iface \u001b[38;5;241m=\u001b[39m \u001b[43mgr\u001b[49m\u001b[38;5;241m.\u001b[39mInterface(\n\u001b[0;32m 11\u001b[0m fn\u001b[38;5;241m=\u001b[39mclassify_image,\n\u001b[0;32m 12\u001b[0m inputs\u001b[38;5;241m=\u001b[39mgr\u001b[38;5;241m.\u001b[39mImage(label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSelect an image\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28mtype\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfilepath\u001b[39m\u001b[38;5;124m\"\u001b[39m),\n\u001b[0;32m 13\u001b[0m outputs\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtext\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m 14\u001b[0m live\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[0;32m 15\u001b[0m title\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCar image classifier\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m 16\u001b[0m description\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUpload a car image or select one of the examples below\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m 17\u001b[0m examples\u001b[38;5;241m=\u001b[39msample_images\n\u001b[0;32m 18\u001b[0m )\n\u001b[0;32m 21\u001b[0m iface\u001b[38;5;241m.\u001b[39mlaunch()\n", "\u001b[1;31mNameError\u001b[0m: name 'gr' is not defined" ] } ], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "4b498d88-8f82-4f30-b43d-d0d1d87e0fa8", "metadata": { "id": "4b498d88-8f82-4f30-b43d-d0d1d87e0fa8", "outputId": "b0d683d9-c95a-49eb-edf5-bdcb1a24c8fe" }, "outputs": [ { "ename": "AttributeError", "evalue": "'collections.OrderedDict' object has no attribute 'dls'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", "Cell \u001b[1;32mIn[63], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mload_learner\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mmodels/model.pth\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n", "File \u001b[1;32m~\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\fastai\\learner.py:451\u001b[0m, in \u001b[0;36mload_learner\u001b[1;34m(fname, cpu, pickle_module)\u001b[0m\n\u001b[0;32m 449\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m\n\u001b[0;32m 450\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m cpu: \n\u001b[1;32m--> 451\u001b[0m \u001b[43mres\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdls\u001b[49m\u001b[38;5;241m.\u001b[39mcpu()\n\u001b[0;32m 452\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(res, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mchannels_last\u001b[39m\u001b[38;5;124m'\u001b[39m): res \u001b[38;5;241m=\u001b[39m res\u001b[38;5;241m.\u001b[39mto_contiguous(to_fp32\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m 453\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(res, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmixed_precision\u001b[39m\u001b[38;5;124m'\u001b[39m): res \u001b[38;5;241m=\u001b[39m res\u001b[38;5;241m.\u001b[39mto_fp32()\n", "\u001b[1;31mAttributeError\u001b[0m: 'collections.OrderedDict' object has no attribute 'dls'" ] } ], "source": [ "load_learner('models/model.pth')" ] }, { "cell_type": "code", "execution_count": null, "id": "4cab2e5a-9cd3-42c1-8241-5a55475fd886", "metadata": { "id": "4cab2e5a-9cd3-42c1-8241-5a55475fd886" }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.6" }, "colab": { "provenance": [], "gpuType": "T4" }, "accelerator": "GPU" }, "nbformat": 4, "nbformat_minor": 5 }