{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from datasets import load_dataset\n", "\n", "ds = load_dataset(\"timm/oxford-iiit-pet\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DatasetDict({\n", " train: Dataset({\n", " features: ['image', 'label', 'image_id', 'label_cat_dog'],\n", " num_rows: 3680\n", " })\n", " test: Dataset({\n", " features: ['image', 'label', 'image_id', 'label_cat_dog'],\n", " num_rows: 3669\n", " })\n", "})" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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yqIKxPPpVpYt1PWIBwCMc1FyrFdYjxj8am24XkD8asFQq9Krytnj9Ki9xMkSTH8OQeo9a7jwpMsmlvAHJEbng9QD6/jXBp06j8a3vCl79l1Xy3OEnXaQexHIP5ZFXB2kVSlaR1kw+fEiYbs/rVO4jVX74YYyOlasw65GR6E/yNVJogyhlHTnntWzR6EHZmIqhPlPI6A9v89Ku21wYXJQ85BIPeoru3dVdxjGCwx7dRVFHdS7gjaDyO9Qda1R1EV3FLmKQKyHgE+vat3Sre3VAI8DA6EdK4OKYbWJxkHt3rZsNTaFgVbkH88URlZmdSipLQ71IkHbpUwjA6VhW+spJHtZsMBg1eW/AIXI6dTWymjl9lJGjgdKBwaqJeq59/TNSGXcOPWjmXQOVosYBo6nHvUSSFs8+9O34JouKwEkdaQvhv5VHcORwPWmStg57DrSbKSLaOAfbNPyM1SSTI9vWpBLkY4z9aOYOUsEZ78+tRY/lSebkDNRiT5jnqvpT5ibEgQMwFPMSqOnJpiMDIO1LJJyPWqUkLlImhVRmmMMcDrmnTOQm7PAPAqAzK0nHvg0nJIag2S5GOaYZNpIFNeRQRluxqN5ol+VmBOcVm5djRQY8KZCeRgnrTpGSM8nnsKrm8QDC4ABxn3qhPfKGZt3zeprNySNVBssyzHkIB8p+Yk96ybiRmP7x8LjAI7+p/XFQS3haM4zgHBPvWZcXckkzeWwwO+eg9fpmocjeFM0ZJgHCp+PHQVCZRljwSBgAGoYnZ1Cljk/ef09/6Uojjdn289sD/P8A9akXa24CNDIqTHap+ZwOg9B+lPncSARxHarkYI67fQelKkIS3eWQgnOCAeD6D6dKW1j8xvMf7vfj73t9K0gupz1Z9EaNnDHHCCTV4TKq4H4VRHPT8Ka6Njk1qY2LrXIUZ4zVOW85PIFUZ5HHGeKzpJ2zzmi4cpoT3CkHPNZVzdLyAMe9WIpfM+UipHtEZeB9KLjtbczYgznPQVbWI45JxTGilh+6tSRPJx5gwKRW6JBbKRyM/WiphPGOP5UUydTzaRcHrREvNPI3de3SnquOR+tczZ5aHLlR0/KkbGf/AK1PIz0/lTGXkk0ribGktt9qgYNuB6VaVKd5J64yKLjQloIpJNksnlFhgOThc+/p9auTW99pU6mYMjKdyOB1x7/T+tQR2LzEBSoJ6A5Jb6Dqa7PQLG9Nqmn39hd3VmTlJHh2eSRzwSc4/D9KuC5i4ouWlwLu1jlQqWKZYe/f8al2KVO04PpUyaQLH5bZQ0XXaTt+nAHXHFOlgKglx17jqK3s1udUWUNqsGRjjPfqBWBexNayOgUcD5jnt0/LpXQOuScHJz2HNVbmBLiIwuQsg+4zDH4VLR005WepgmTy3wOfSpopwj8E45xkZzVO6gkguArADLFTkcjJqREGCCRxjH49f6Vk9zqWxtwXQI5bBA5960xekjAY5U4rmIZW39McD+WP55q9BO4ZN/fCkfjUhY6aC9LYIOSOtbEU+5OvI9K5qAnO8H8P1rWjnCGMH+MHBHqKqL1MJxRsJOMgdxUglBY5NZImIkbkY2gjH+fSnmcbVIbtV8xlyGjLICit/tCmO25sE8EdKoW0rS2eejAv1+vFWt2FBJJ47U3K4+WwqsUDL1OOKQTZPB5BIqvMTuLA8iowNjtz8p71DdikjU83seD60xnKuSTjPX8KqpOHX6DpUjy5zgZp8xPLYsrPgk5+lI0+XHP8NZxmKzAcYYDFAnG4McYGP1o5hqBoTPuRc9M5P4VnTSSISQfl6L/n86sCQNGcnvVWVy5AXhVJY++On9KJO4QVitLdMR15NVpLnawOc88e2OadMpSESE5JUMfqTWXPKYyoP3umPr/+qsmdMUmX0ucxgMccbsCqkl1v3EkKDyP6VQM24ZYkLkjr1APNV5JzIrbSc43Zx1PYfSpuaKKLhmXA+YnHP51AFLSYJULnPPYVDGwXO7JI5OO56ZpY2zKS2729Pp9PXucUyiz5wYheQW/Qe/8An9K1LWHbtDYCg5Yc8Du2az7WzlmmAQEsep75rQkb7PD5MDBgT+8lb+Ij09hWkItswrVFFEFziWUKmVjXhVHH41cgQRoPlqK0h3O0rKWyerHNW2mVBgLk1u9NEckddWIbjHAGPwqFpCx5JolckZ6VA27HQk0i7IkdN61Ue0+bOeaRxKO5H60IGBzuoAfFAQatmJiuAKjjY56VehIHXFNEyM9kZQcxk1Xkj3A4GK6VUjccgUv2OJh90VXLfYhTtuci1uxPANFdQ2nIW46UVPKyvaI8hPT3pAwXP6UjEHnP0qMnmuPc8vYnU5GaUj2pinOMVKozjjPpQA+JS/AwABlmPQD3rUsbRZCCkaucZBkGSfovQD3OaoQ7T8jnESctjuf8/pUzXUjRlUAWP+4OAfr60XsWrG/HcpBhTrUNrgYK2yDP4leT+dW4E0u5kDNrl/MeoHmMB/OsfTtFvblka4RIom5HmLlmHqqjn8eldfpvh+xtyGS3lZu5kO39Aa3p8z6Giuy/D5bRgwyvIAOrelRXBVo2IwHH51sLbIseFVVGOi1k6qiQQeYRn5gDx0z0rd6I2hqzMaJl5I3Z75x+lVLiKORCpjP1GKsvLtH8J/SozLOTlIkk74BAAFQbWaMt44rv9xdMwI4inxyPY+orIuLaeyudsikArwR0bvkH9a2L8SuPM+VSDnOcgfrVaDUmjiaK7VZ7Y8BTwRnOSPTg1Ekjog30KcJVs4wCcZxVqHLyRc8k/N3wcUt3pnkRi6spDLDu5Uc7BjPP+e9VYZZkk/eIVJ5Axz+H4VD0NYu50EEwC7Tz8p5Hcf5NWXkZIbVw2D5gwP8AeyKyreQbkkJ5VGAB75IP9Kne7SV0BbCxyByPQjP9TSQmrs21l2k5fsP6k/zpjTAQpnPT196xZL7ejYOC3Az2q7JJjagx0zj370mwULGtZz/vpEORtUE475z/AIVoDO3BPIPFY+nTbxK5HOSufocf41fiLAsjHnnB9RTTMpLUezKQ3qcmoXUiT1U9Kk67WAHIBJ/nUyQrKNw55BHvxQ9RLQgVdpVs/LjBxUiElcE/jTmTAwOgH61XDCFtuDhiCv8AWgNxLpvLt/OxzGwPHp3/AJ1TkkMSxMTkSrwKuzhZLeSP+8pGPwrPuYiLa2TJPlqFJ+i0PVFRJft2whWIAYkjnt/+qmXF0fIkcH5jHgfUnj+lZ08bSW2UOGU4B9ATzULzsuwYOAST7bQP8am9jRRTNid1ldUJwiDGR+VY+oR72Mu7qcAew9KVbwuQp6DkgHuf/wBVZ+oXZXJboBwBwM0N3KjFoZKxJKn05/z+lJHGSM4xkjrx+dVo3ldN5HGM56DNN+0SSKqrkfxcGkalmMCJnaV8c4z04Her9nCbqRUjbluAR1/Aev8AKq1nost3Kpk34B6f3jxgVqtcRaevkW2GuMEOy87cjp/9enFXZnOaiieWSO1BsYMGQ4EkhPA/2QabbwBpMqGlccbs5AqC3CxRgCPaz/MSRkn8a0ULoqgLhm9TXVFKKPOm3J6ksSNErIRnHBPvULPg9q0YY1MYTv3PqfWmNpXmHcXwKHrsXFpbmPLcNn7uRTcyuuQMCtKWxEPAOcVRljdfutikWmmOSLevzmgWy/w5pieYBgnNSLlTmgQwo69BTlldRyenapGc9x1pjKpFMCaK6ZjgGtCGT5fmeshSqYIX8aGnb8KCWrm55sf979aKwvOA6tRT5hciPKfOYHFKJMjijyiDThHzXPoeY0SJJjrVqJ13jk8dMCqnlkY9ParEI2kDFQNGhAICqrtlJ+oH9K0LZcSqLPTnmnboznfg+wPH44qCxsVlHnXEwigU8kDLEnso9cflXQwXq28WyGSSGLusIAdh/tOefyxVRj1ZcUXtL0a+djJfu6FjkxpgZPu3U/55rq7WAQxKq7gAPu5rN0vPlB2jdAeQHYs1aJdiMdq6opJGyQssjICdwb2K4rPvLiOSExuRtbjBNWHkZB94qPrWZeS3BRjgso9F6/iKUpG0FqZ1y1ujbyM471WMituCseD0ViAKjae4kO3bGgH95WBqREdiCxYlum2Pj+VQjdqxBOjtG21UPHJkG72rnpUME8oIVVOCVA5PpXUzbUQqY23A5wcA+3SsHVUCKQVBdeWOOme1JlQbJtK1M2ylBE2wn5wBnevr9f8APrWxI0E6I2EK5yGU9OOma4tN0XyFypI+Yg43KT+nUjFTWuqi28yNt6qOZBjhVHAqH5G1ru508VsizK+4bAxwMUkVmLgP1GX59lB5/Os+G+3lMMGzyCTxV23u8+Y+flJ/OoHZkb2Mkc6ouXBUnPv7/nWiqqZN5bkKBz35/wDr1WW8AulBP3kP4c81Os6yDB4wP0qSrMsaMwWGU7uszj6c/wD6624grlOTkNyc9q5/Tw0KujEDMpkH0IH9Qa0be4LAAduv4cmqejMmro07cn7KrOPmViMfQn/CpIZdluQMFlJx+fH6VWjnBOMYG4/5/WmSS7VXB28An+tO5HKW3YF++MVWDhvlflcdcfrRHIJHZc8ZxxTVU+axDcdDz05/+vUtjSJEKSKw6FX2kfSo5YlZXTkjoBmiLCMxJxnJOe/ajcVPIwp5x6Z//XTQWMrmMFTkYO38jVKWL96yKCc4YZPcjn+VacyFZXJ556nvTIIFLmSQ442j3/yKTNIsyVtHa5ijjGU3YLfTNWrvTo3iAOGbYQM89c81d82KAFtyg84HrVCS+DPnPWhD1YQ6agiCuRt3fNz29KmW0tYZfMKbn6L+FUxe/KB1Jbt6VFJfiFmdmywHyovJGemfSgdnuzT1O9ktLXybUjznyrSddoPYe/WsqwjLMNsjKc9TJjn1wRVURyzyCUoGyerH1+hrWs4SABhTjv61vCJx1JdC/bQPuBZ1z2I5NXViEZLZJY9yATUduwACnr7CrYL+zD0rVoyTI0uERsN1qR7oBPkbNQyFGyCmDUbKqL7VBpoyZHMo+agwIR0qsLnafSpUug5poTTWwx7QN93g0w2roMnmrgcEZUioJbiQdRxTsJSZWKNnGCKVYGPLZxSi8Gfu81MLrcMBaRTbITAT0FVpbeTpjitENjkmlZoyOTTsTdmK1uwP38UVpukZPX9KKLBzM8rI9hzTlUH86Q8k+1OxjHpXDc8+4uAByPyqaEF5AFwPpUT4xnHNSRhxExVCWbgYHQf/AF6EBfkuQIwY/nVMrHnp7sfUk/0ro/D2jMvl6hqBOX5gifknvu/w/OqGl6NHCYXvhumb5obUpnGP4nHp7d67WwtdsryzXDXE7HliMbfYDtW9OLbuzWK7l6JWbHb+dWTGQORgfWnIFQbgME0kjbuP0FdVjQzrp+oV8e4Gaw55ZVZgpYnHUNg/nW7dJheePYVkOCQwx8v+0Olc87nTTsYkt2sM6JPPc7ifljRi+fwA4+pNEuoAA/vnVR95V+8xPQFv6LVTVXaNmjDBI24ZQcbh+HNVrW4hgXdHPhyTxMMnjgkE9Ocj8PalGVzocC+srbwm1YZCpKxJ8pPHcn+dV540CrvAECfNt5+fnGT9fX0pcu5JeEANkswbI+pWpltzIFaRi+0AZY5yff8AEn9Kp6kIxJYcxAnG4MxYsMgEknp+P6Vl3UbbmRQUTcN8a55x65/nXUXcaxlVj5fuPUnqcf571g3atlypJfJ5HWs9UaxZQt7maKcI7M20AZ9T/nFb8N5FtRCwJQZxiudkiKN+8Xa+eCfWoozMkqkSEJnJx3zQ1fY1TTOvSdflkJJIUhiO3OTU1pJI0+T0C8ge/SufhumkYLxgjoB37itKO62qqZ/eMdu4HuDWbK2OjSbe6KM8gHd+WKu28mJNo4Ib/P6Vg2b4Tfk7lHTuBVyCU7mb33ZH8/8APrQQ0bcbYmYdR8rDP0x/SnTNuj69BjnsCKzI7tBKqcAFeST/AJ9KtGTMoj5YHk4/z7UXJcdSxFMESJsD5sbvr0qvJdtFPvUja20NjsRTI42aJWUgjzOB6Dcef0pXKG4AyCrOpx6jHNG4KyJ3kBllAbGASOOtKJ2lgRh3Azk+2P6ioVMezzt2Dkhif7oJxTZFZWDR8ggfL6UAPuZvlYlu/IFV5JgyiRTgKcnHuO1QT3P7v5sYIyPr3qmbgsCo6OPlP1NDHFaDrluQBknsO3Sqittdt+fUYHQf57VHLdmOViSSRwAOpP8AnFRT3CqCS2XfPPoPb36U0htivOUOFJ29yeik9OneqTyb2O5YyQx++SufwqJ5XeRy8pEK8KAuefr3P+c0QQAsHRWQEcblz/WmkRKRt6cZFwSMZ9DkY/OujtY0eMAkMOxz0rC0oFF2spIz3UCt+ABRlRgdu1dcNjhnuXII1XOAv4DrVuN1xt71Q83YwIxViKZJen3qbJSZZe3DjpVWW1Kg88VcjdhxtqUgMOVNK1x3sYE0CjODzVbcUODkVuXFohyVHNZctqynnke9TYtSTIRcBf4sUv2pWP3xVWeJhnANVQmDk8GgasabTxgfdFM+0IeQcVVVuMGoJWXOMigRqeYGXKuM1FulDdeKq2+Ou6ri8Ggd7CiQ45yaKcZQvVTRVaE3PNxk07vTVOKViMdcD1rgPNuSxxGYnGNo6sxwBW5pEFtbkTyv50gf90I0O0MByST2APp1rDhSN3BmZvKBC7UHUn/9Wa6ey/s9FjDyyxheEiU4GPf3znPvWkEjWBoWNveSzNILfYZDksTnI7Et/F+ePautsrRYEA6n1rA0242S7RbMoJ4LMW3e+4muqt87QSoFdNNI1HhOPQUjDaMDpUhYY6VE7elasaKVyd3C9azrxVtoN0kgUn1FbCxgsXbAA7VnX7xKTgoGPcjJrlqHTS3OCv45Ly4LRsCOgLKQfTimfZ7ZLxjJK7gYVFYcAAAfzGfxrobvy9wZ5W4PBLHH5VmHYZiS/wApPccVipWO21ws7KLLMsjAZyQW4NXzGzTbmI2Lz0wQP/14qGIWjkFnUkDoW7/nVz93GMI3I7Z4rRTMpLUy57a4uGZljYBupXt/kVC9jHFCR5RGOg24rTlvCOhJx0BNZ1xfNJkDj29KmUikjFu7Mhvnyv1P9aqC3RFaEgEdVJPIPt/nFXZ5ZAx7DPIqqy53c8AD6EHjj8alSZqkiNrZYy+w4D5bjs2KkSViQcHJVcgnPJ4x+YqeKAyBg4O7jt1PSpY7YhypXP3TyO4OT+hP5UXD1LsUxjti/O7DDnuMZ5q4HHKIxOdo49DwP0qrHbk2wU8HIVs9uNw/nirNlHtRnbGVXJwe+4f/ABNAIWORoIS7HLKRtHXJrTsjiJ3c8sOn/AiB/KqflrDCAw3Yblj6gcn9afDLvbd6DuO+P8Tn8ake6NKViqApnjI4HWs+CZnuSp5QRFj9Rx/MitHjCA8AfKeOmcc1mzBLeVmAAOQTj04zVEIclyZLK6TnPzbeOo6cfnUkU7yrHvYZbJ6/59KqsSWAHA8tSPbGf8f0qwu0zRCM4GQvIpFNCXlosq/ISpCgjJ6jvWWgAcbnGVYY/DOf5VvXkYW2LhhvUBR+JrnoGV5HGc4Y59+tURFlKZZHmR1b7xwueOvU4/Gs+UuZfMbIUKAoHv0/HBAFbk9uVdQeNhIGewBH+fwqm9mEjAHXCkn3AxVolsrJImDkKsSEgKP4j06/hWjaSKqjnafYc/nVQWnzZ6JGvIHrUMkm1zs4VTge9BDZ09vJCeDIWPp2H+NaCSjpuQD/AGRmuTs5nkkCkyHB7Guv08osa5T/AA/PvW0NTnqaFlFjdeFkz68Cnxjy5M7cD1zU42lcjIFJlMbWwRWtjJMuQzq/Q5+lWlfPGayFtmDb4HGPQ1bjd1Hzrz6ikNpdC8yqw54NVJ7ZXB5pfNyKY0wB6027kq5lXNoyseciqDwhDlun1red0fIOBVC5tlcZBNS0aRfcz/LV1+VuapXMTDr+dTvG8cnGaSQmVeetIplFHZW+UmrsV04GCM1UZCnQk0qTsp6UgZofaS3aiokukI5GD9M0VVyTz/zMcc5pVfJzmq2fm71KiEn+dcVjyy7BIFicn+FgwP14P6VoW6M92yycKo28c8+341kQDMwGCVPBHtXW6dZXU94qo7KpwxYHr6/rTSubQ1Oq0O2KRKxZtpH3Sc10cQO3GCPeqmm2SW8CKXd2A6nvWkAMYFdsI2RuMK4GSTmo5CMcDn3qZhVeVvlPaqkNFK6kkZdkIy1Zn9izzNuuLor6rGATWqjY3EkfSk+1ryq8muaST3OmEmtEZFzpMCRsuwlj0ZmyawprBkztPHoa62QSSfe6fzqrJaq3JIB+lYyibwqWOTKNGPmBx6kCo2nKD7mBnr/+qty7szyQuB67ay57XPILADqQM/yrLVHSmpFMu0g68e1NZSRt259jVlbWYLwQf0zThGy/6wD/AICf607j5UZ5h3A/LnHbFKtoudjYAYYz7ev8q0Wjxhl2/UVOkW5Mh8hew7f5FNMTRmra46rggZOfqOKtwxiSON9mCWw/vzz/ADq1tkweQcDbken+cU5Qo+Ujk9eOvv8ASmJ6kLRhoSg5KqAT0yBx/In8qepZEkO35WCknpxjOfzFWliQgOGwRnOecr3/ACIpXtz9neM5JKkA4zkf14p2JuRTgMrnjO1ufXPP+fpUIszGpCMD8pB54yBxUc7SIiHcM4UE/QA/5+tX7UYYDqBkZPp0/lSG7pCW8xfaG++Mduv1pNTiAVGY99p+lOuInguhIgO0HJxx/nvVi8xJDuAGMjAP50E31TRjSMj+WxJJzz9BVtHEd7E5Cldxye2cVmM3kyKjZ+Rz+Iqy9wDCsf8AEsi4Hcev86GWaGob1sZix55fj6cfzrNgtmbMmATjk+n0/GtRmM1o+8YO3nPqDkfyqNGP2L5Bjbwo9+g/qatamV7GfOC8kUYGZHfp16Hn+fWm+UJJlSFd2G6np6ZPt1P50bzHdMirnH7tPwrUgs49uJS+1xuCKeT9fSmiW9DINr5weNCeuemSxPTj1x/P61Sk0zZJskdIjnhGPzn/AICMn9K6CR5pSYLRDGnVhHwDx0J6t7/lWfJpsiEqsEgGDucoRu/+tVEFGCGCKYAzu59Ei4/Mn9cV0tmUwoUvn1bFc8LaRJyWicY7spFb1hyNxIxWtMxqo205AoaASg4O1qZGx2jnNToc1uc97MpiG4hbIOasJLKy46N71bJ+X5gSPX0qFxsORyKlxL577kTyyAYKD6ioGmV89jU7PFIPvYNUpFQseeR6UikDPg4NKrHHXIqvICeAaSO48s7WHFIZPPGsi5GKzHABINabbJE3Kevas6ckHoBQwIzCOvWq8kQDelWoph0OKe8ayp/KkDM7ywfp9aKle1cNgGigm5wyRYFWBFlOnNImD2qYNnG3rn8q4WzhsPtbJmccE89en613uhxkxJ5Z3MPlOG6DqK46wAmnWNVJx97jP516Jols0cQJXAPQAYFbUldmtNWNu3UhRu646VPuAFRZ2jtSgbuTXYjSw5iD0zVW4bCle9TsWbhOvrURhVRkjLGplcuNjJkdwxGPlNMUuDgYXPYVflt9xz0H8qiMPOAorBrU1TEhhLn+8e+atGIIvI7dqlgiEa5dgDTZcN0Y4oasgTuzLuFUsccHvyay5oAW5XB9QcVtTSbflVWc4qsV8w5K49cnNYNHVCVjAki2kjaCDjqetRtEM8Lt9fn61uyWAYc7fxFUZLJUY42qPYCs2mdEZplMIhU5jB9GBx+eOP0p8UYGdpbn2p7QLnISPpjpyfypY0ZXy4H1LYxTQNkiwOzA7CDnqRjNSG3GdvzMQPlOMEevA5qaJsjcHHsQ2afvmYFYwGHrsyf8/jWisZOTKwRVOQhUHsc5Bq3boJFwcjjj0NVmkkfqSB7f05/rUkMpB3K+8HqCuDVRIlsMmtEJ2kcHpkdKgSRUmIByvQ5PfpU99cg27sAR3x6GufN65ukkXlTjIGRyP8/pSlYqF2tTornmHcTztyc+tZ8FxkmA8hmIGew61O8qvbD5uvfPXmsT7R5TSOGyVXHHTj/61SxwtaxLqhT7QrEgAEk5+vP6Cqts5VlyQTu5J/izVe7nBGG6qQTz0zUSSFhK7EKy4Axzx0oLR0xmjkV1B4ZflH04H9TUlk6rEVHOBnJrDS8HljGFC7sZHUDj+lWNKvGk5kbkksx96aIktC9sRLxkCtvC4Ax+OK0YIkEOFUs55IBOOO5x2/EVkTkrOZA27cOmeBV2G7K26ohdnJyTjp/KtUtTGT0LjgrEULqAeyLjOfYY/Ws64hjLZLjpzhMn+dSfaFYjd5rEd94GPypJZGHVJShP3sbh+lMm9iGC1XflJyBn/aFX4wykg4Yf3utUo3RyBuX64q1HxICpwT3xVRJqaovxNx3AqwhI5HX3qsh55HPtU6bj0roOVltZmA5H50hdDkdj0pI2xwwzT3SN1zjB6iqSuK5mXUZOXj5qjvPXP1zW29qMZRsVnXFkwbeMe4FRKJcZFfIYZHWmv6EVIsbDqDSyKMc1BoUxcGFuc4NErrKvB/WmzAcqeh71n+Y0Mu09KBD2BRvvcVahm+Ximptdc4zRt2klaVh3JWlUHJB5oqEyK33hRVEHEjr/ACqaOJj6BTweetV0zjJ61ZiYFssRnsM4xXnnEjp9FCQ4ihtg7sepOfzrubQTeWu4AfSuL0Ir5qqkm1v7q/1NdtBnaNx6jtXXS2OmK0LCg5BPT61OCD1NVy4AyenTmlVt30962TKJvMLcLz/KkJVfvnn0FICTwOKesaL9480MEQnDjhSFpEj54wB9KmYAc4xVaW4wMKKzZaHysvQDNQMxIx8qjHYVAzSMcDj3P+FLtYLjJ571DehSViJ4jI+Sx2/lSsRCuQMj61MWWNefTr61n3k5GeQo9+9ZNWNou7HtcK+dxOPTsKrTQAn5SxJ7YIqm98itw6DHfPWoX1qEKVSYAk4wWqGrm602LUkZjz8gyfVskj6VRdxEwLRtkcHgnH5A0w3sk8nHmjPYcZ/KrAsGbDE4/wCBEmkolcwi3KADzSVJH3WJ4+v/AOqoLjxBYxgp9uUv2UNj9BmqmtWmzT5XjzuTkAHGK8lvHZbxIk4OSc9Pfit6dPnMKk+RXPTLnxjZW3MkhK9tuWLf8B/xxVMfELTiw2yuHPXcuzP58D864e3SWFy6lWOfuyIGDfUGsi5Ms2ovGyrneSQFA9/yrenRhK6uY1a04203PVk8Uw3qYV1ZWH3hz+dZh1PZdLt+71Az0H/668+WKa2UtCzKzdcHt/8Ar/lW5pOotfI0UygygEZ9R3qZ0LK6d0OFd3s1Y9ATVVMRQDcfQdvxqi12GXAbggsSBzn/ACKoeSYoi2Ttbn8PSq8MkhusMpXCngjGPr7/AONc/KbqVzRluATs4JLdCe/WoYwyBgv8Y79RzTVhLOC2OOmOfmqTG0rkndjOMY24pFpjpboKu1eCML9OP5/401NVjtYSFfPtWbeERjJU8MSBn8awLq5Num+QEs33V9a1hT5jCrVsdTc660zgM4SJeWJOASKevjS1gUIpMmP4thI/SvOpZ5p7pd7k5OcdhUqoWI64rp+rpbs5VXb2R6XZ+NLe6kCowLE4K+WwHv3rdttfhZRugdQe615h4etppLxHT1LfgTXpdhZhUy0R/AVlOCjKyN4Sbjdotf2pZzPsS4Cy9hjk/T1qS2lLSgiRWPtxVC9jSNGEcSRjPJz/AIUafgTJ0yT1PFCRLkdXF1GDk1bjYA5796oRk4BPX0qykmCOK2Rgy+sqnqBmnGZewqGLax6DNWxGhAIAP9a0WpDKvmr06dqiduD8uQav+RHnoOaje3BHDUmmFzNZMnI71Wnibbkc1edfLJyciqzzKCRjIrNo1izHmTqAcGqksfmJx95TWpc+WOduQaqHCOGXG01BSK1pJg7WGDV4gUz7MG+dRzT1DLwetCBshdFJoqVyQRxRTsK55+BxVm3j3NxHuPbdmmxR5YEnH1rodNs3uCqIoPvjiuGKuzjjG7NPQYniIO2EM39xefzrsoUYoC3THSs/TNOS2QbsZ9AMZrWB4A6CuuEbI6IieWM5JyaeMDqeabz2xjvTgVXryauxQ8emQKlVBkEdD3NQrIAeQB9BTnl2jk8+lNsSHMEA5OaoTsMnGfwFJPc9hgfTrUCyMcsQQCep5JrFs1URwDDkseewp+No3N+tVXmKtkg9eOetRTXZyQOCP0qbl8rLE1wqrh22g9scmsq4/e5OAR2Boe5A5YFmPpmqzzKxJ28/7QyT+FQ9TSOhSuLbzCFVlJ7KoqrHpZLhm2AHHDDJrYWRmIzuXnsAtO3FMMgJPXkY/pU2NE2FtG1qnCkEeh4x+NWlvVA2yShcjgMKxbm+k3gGQg5/iqjJeBFzv5z0U4BH+NF7D5UzbvY0v7dwpXLDBYHOK8s8U6JJp93HcoC4B4IHX2+vcV2qaoEkG55Sc9CB/hVi7tbfV7EpIu5Ce4wc9se9XTnyu4pQTVjz+yEd1Grxso3c4BqOXRma7eaP7zjB9qm1Tw9e6XM0kJOxjwzLwx98cqffoazBPqysxS2zxkMJdwH61ooSveEtBOcGkpxdyTUoo7O1YscsMovvVPQP3d4DjkEMT7E4P9KkbRtRuT58zRFh/CWzt/ACtfQ9Klt7lDKOuQ7YwOQa1uowcW7sz5XOopWskdrJZK8SBFLMowAPp0/+vWQLfy2Cuu4gckcg+w9s9/rXU6PsmtAjD5gNp/pUF1ag3JOwMCBjtjnOM+9crZoo2ZglDGV53OXMoB7Z6E/rgUpUmUozAHHAHbHqautD85OSPmySAOe3+PtUXkt5qgjadvGDjrk/4UijAv0MrRJnKscHNc7rSr/aohzjy4x27nk/0rrzFm6BbBVTjiuX8R6fI+sGRFYF1GNvtxXTRavY5KsW9UZgt4ydxYA9Ac1IVQ4iizn+JvQe1XLTw5qNyAwSR1buSFA+veut0bwotpJG858yQHcqoBtH+NaSml1uOEb6WsT+GtFe1gE0keJJB90jGwen4CtmW8SA+VjcO5LcVHe3ggIUM0kgGCucYrAmuJzIWkYjJ7HoK5buTubWSVjaNwJyRvAHsOn41LaJiZcsT6ZrPsOWPOOxFbNrGPOBBDHuD/jW0Uc0mrm7CflHv61ZBxVWPlQc4GPyqZT71qiC1G+D1FXoZQTgk+1ZXLdCMVLFKysM007BJXNgLnGDTWDL04qCKYfKd1WlfcOoNaLUxehWkKkfOAaoTCE5wQD6GtSSJX7VQubQNnI59RUyRUWjIuIDtLI3y1mvuBIzWy9vIgO0nn1qhJFyc9fpWTRqhlnOQ21q1TbpOnykVkCIbsj71XIJXQ8GkimD2siNgjPvRV5LtSvzjmirsRdnCWkESsHkPT2rfsr5UZUiA55GO9c5F++YKFJrqNIto4wNsYLn0Ga4ad+hjHyOkspmkAwuBjqav7go9qjtotkYLcYHQVIwA56muuzsaojL8c9KAWc8cD8qaeuWPP8AKneaBwOPrSRRMoC8jlqbIMgnOSfSo/OGcDJPfNPLHZ6e1DsJFCbYgy+B9eag+0MFyvA7HZU0iKXLck+uKqyEl9oPI7DtWTRstQeYDJHzSEfePb6CqMiuxJZyAf7vWrphjQbpGBb0BqKQKwPzYBOMDik0UmZshYkIoYfU/Ma0LSy3JwnX+7xn8aqsI42JDAHHOOTTJdTC5RZQi9Mkdf1pJLqN36Gs9mkfGxW+nJFULqaeM7EjKpnqByPxqO3uc/PNdMq5+UBsA46njGaS51W05AmHPdulNxVtBKTT1Ma+n3H96rN/tEVkTSKg434PQjH6c1rX08d2CsQTI4D7hg1iSKI2zJjp1TB/nxWbiaxmOVrd4wCw+jLkfl1/KiG8e2b91K3ToHIqsWwc7lI6ZPXFBMRTK4cn+AE/pSsapnSWmo29wo8wn6vzjFSz6Nptz83k28jnk7B/nrXNRTrGAwVAxHc88exzWtp9/LIUU/dI7cZ/IDFGwWFuNHtrePcmUY84U5yfQUlvpsoZNw2gOD83Ukfw/WtWQ+ZKMr5jg9AMBf8ADPrV62tS0ZUnBDEk+nammxvYzrFPst88IB+YFsn8qvm2MiDcpLAfjjtUU0b2t/CyghcEHOMDPPfnpk1cXMzYBzH1B/vHt/n3FKxLdzLmsZCrJFGzqo7Dpmq89v5I5GCT9STjn+eK6eMxEAMVJJIyQPl/3QO9R3tqrxeXlmHovGPr/OnYm5xRhUMRjG/oT/n1qFbYhzKPvBsHI9q2b+x8hR9nAABzn1AHX+VVoIw+9Dnd1C78D8q0RDWpYtJCqFS2MdsDiopr0hWVDkKM4UZx+oqMrNFu3IGiXoT6e/p9ao3kypwAWIBBO7p+GeallpFa6uZFd9wOR0Bbkfhms9Zw7gRnjODzwKZd3SAFEBXg/N0/Sqizukm7PmN7jpWkYmNSdtDq7H5MAMGbrgCtq3bIyQy+gFchY3UhbDLhD0+bmumtn3qOc/zrVHMzagclcA/ganDZ4NVofucnNOLAHg4J7VYJkx3oQQ3HvUqSqy5IxVTzjjHJ9qjFwuecg1NyrXNtScHBBqykrYzWXbzA9zzWjE6so57VcWZyRY81iD60x7hxwVyKcBx0oIyOOtWyCrLcgDhBWfPOpB+RQf51cuIN2WAww/WsyZMAhhz3rNtmisR+YDzsANOw3pzUPKkelTK2T1qCxFkPQ9vfFFOJVjRVCMHSbAkqSRn0rtrCGG2jHRm9TXGWLSxFdpJJ6Cun0/exBeQnHauam0jKKN1XLjJAA7U1zgelNUnbxTX4rds0RFJIR0/CojJsGDuLHrinMCDnP1NIgGS5wqjuazNCeBSBucY9hUkjgL82APSqMmoKn3Rhex7tUa+bcYJGB2Aqrk8r6j2Z52IQfL6moZdkQ5PPerpCwx7ep744qm0ZmUyEYXsB3qGi4soTy8fIG46YGKqhZSSZSFXsOMmrM+4HGAoFZN6WkBJcgDtnrUamiaJrq5gUbBIMenXmsi7liQ7w2CPXFUblZ2clWO0dd3QVk3AdSWkKE9sGhCcrF2XUmYtuuXCnsvU/U9qqtMrLtVuMZJVuT+dU3uI4s7wNw/hySF/+vVcXjSKTgAdh0rRRM3UZcRLhV+WZkQ9AXBJ/Op/Puo0yyiQ546cD8KzBcPuJG8kdSFwPzNalpKX4fAHvQ0JVBDclvm8tt3oOB+VV3Z93zKQ3oGx+hraOmRzAYHJ7gEVCukPE2TM23PQdqzdkdEJXK1nA8zouSG98Zx9O9dFp9oQ+AQQvBwQT+Y7/AK1NYaQCQ5HA/iBY5FdBDbCGMEmPABAB6/8A1qyepumkJb2sQRWchsnOCMZPvV63KjdlgFLZ4/iNVwGZ025UA5IX5f17UxkKlmUqSP7zYA74z3/GmnYl6lPUZ41vyS4Eca7icZ5+v0zx7VJZzRy5EZx0Axg7vciql3GhkY7Nu85POQT3xWbBM8MjGFSeuSePb8T1pPctLSx0wlbdvLZAIOVxnOOmP8/hU8kmELdSSTkDj0x71WtnaWNWO4YAx0OB9fzpl0CuVDlueR36/wD6qpMhoz9QcvC65KkfOVxkfXGfxrG8xoNQRlDeVtG5g3b/AOvW/wCe3mFUXd2OOnT/APXXPSLjUWXYAYxzzwc81p0Je5qbWdt3bb8pJzgHisfUrEtDmJsEZyoGeK2FmyvRQ2MANxkdKoXzBASjMp/usvf2NFhOVkcXPCfPfzFyx61EHjHHT6DP9a1tQjjaHd5ixMxySB1+tZSWzghiyyJ/eHNbLY4Z6yL9mQcBOc/hXV6cuQuRz9K52xgHBwRXTaewGAacRdDaiYqPwqKYg/dH4VIGKAE8j19Kp3EmDjr7+9WxrUeszqRkZHrTzMjEAgHnqKoeaSMnORwacJAe+DUGhqwzoOjYrTgnXAGa56Jsir8L4xVJkM345RjPWpwUcdcGsqCTgc54q4DxlTVpkNEssbAcHNZ02xsqww3vWgsu7j9KinhWUc4zQwRkOgVueh/WopU2jcnQVZuLaVQccge9U1lZSVcEVJVyLzSaKSZCGyoHNFFguZVlcKh3OxJPHFdLpUkk7DZwg/WuJ06B7iRVBIA9O9ei6ZAltaIAOQK46epEDTjXA6g0jrzzTlOV6UjY4710dDRED5IJH8qqy4EeGwecnNWZmYDI61ScBeXOT6VDNEMSEO3mSH6DNXI2G3K9O3vVSJfO3M2Qo6n+gqZH3uBwqjhR2oQPUsJF5zlSTz94+3pT5QrDCD5RxnHWkUgoEU4Uck9zTJ5DtCKAM8YquhnczLtQxIUZ9cViXyFVJz27VtzuqggHj+ZrDup/OmKKenXHSoZojn7t5wpK8L0z61hT+a7lmYnH6V1d1Fz0y3b2rIu0WMEBQT9KSGzm5xlum1R2qHztrEbf1rSmt3JbP3s8kVRe32nkZrRNGckNS4ckDAx9Ola2nTA3C5iDHPTbn+lZqqiDJU7iOOKlWTAwGA9jzQyEd9ZmKSMZIJHZRwPxrQieNF3JHkg9RwTXL+HrpwwR1GG6E4H6V1Bs7p1AjtJZMjsdnH1rKSudFOVhyyTOckmP23jmnBpC33W4+6ScD8Kdb6LexEyyI21hxH5wYj8cD9M0hgLs4nt5YSvJbcf0P/1qxaaOlNNFpZol64yo6ryQfT/9dV57hsGUBpF9SetUPsVnNPmOdsg8xhjgfX2q7GYoQqKwk9gOM+tA1oV7q7k2jbGVyOdwJwPfjrVPapDSRSdfvDGACemBzV+5CuwYRnfjgjA+v1rnL+1u7C6TUrKUM6KN0Dr8sqjOQfT61SV9B3OssUNtbh5FCyEZIY88DvUdzfosAPBy3rXnOo+MZ7mUiScRv02gYAqousXPyyCcuR3PNX7N22Ho+p6Mt3EsTB2bDD5RnA/+uMVn397CEWWCNZZJ28vg7uRz+HFcFe6m1zAVnkPl4xtFa/hmJyjyy4UHG3f296tRsjGe9jp1QeSjr8rd8t0JqKdpHjCyKRjgHIbg02W7RN6hSWU9BzV2xtzMBNcKfLxnbnp9aEjOUjkNQmSK7MTvPtHRFKqv5nJ/Si3FvnIt5R/22HP/AI7XS6/PDII/sl4kfp5iZU+xO0j86zIre5VA7WsEid2SFHH5qK1OV73H2YiGAEkHHQsD/StqAR9lYfQisuF41bPkrj1RiP55rWtxEyjazL7EZqkItl1RcEnp3FU7gZGUOfYdqnd49vMg49VPFUpY35eFkcY5UMKGUhsc45Vs575phnCH5jnnriq73EiNsmT6BhinB45R1IHoeRUGhoW9wGx/StWE7gMH9a5+3j2t8rZHpWxAWQDGKaJZqREpyKuxS4HIrPhl3D+lXEAIyMVZLLBZc5H409WDcVWGQfalOeooEPnR1Hyn5awb6aSMngGtsXgRsSdKZdWtvexErg59DQI5+G83qc44opJdKljkIRuKKNSroqaHAJHWQjEa/qa7GCbd8zfdHSuMtLrayQQjgdTXSW8gwgZsj0HeuWGxMNjejcvyBinnvUcJyvTn0p5x3OBW3QtFa4dudoOfQVVFuTlpDj/CrshVRxVJy7tjBx2qGWgaRVBHYdFHYUkILNuPB7KO1MKgSBe/Un0pyyFVJ6ensKBsuCQKcDHFU7ibLMqHkj52/uj0+tBc4KIcuRlm9PaoCV2EKfkHf+8RTuSkZ1/OVXAz06elVbaLbktgnHzHsT2Ue1F5nzSc/N29s09B5UXbceBntx1qOpRVnX5iOSTVH7Hubex/+t71pkbscfePA7n0qZrN/OVJdsSqejnBJ9l5P6U7CuYD6fleFOT0z2rKvLaOAbnYAHoT3ruJookjcRxyTP3GfLVR6k9h9SK59Jy8zvaiNtp2l4VaOJT6bxmWU+yY/GhIHLQwYtD1C8YmK1ZFxktLiJQPXLY498VLFodtHGJpL77XEDhnssJCvt9olwhP+6r1euSRxeSRrjnF1GGIP+xaqcA/7Uxz9DWZc36z3KmK1e9uSdiS3zGZvosa/KB7fNWqsjLc3dN1SxgnEWlWYeYcZtVe4cf70rhf/HUxXR2uqSSSjzJsOP8Aln5wkcfUKMCvPprido/LvruScA8WkDhYlP8AtbRt/BQfqKuaNqhhvFDlUhT7qINqL6kAfz5J9aiRcdGeoR62sS42EZ5Y4ySaov4jhnuWRonZlHPyHms3/hJ9N2ABiwIwoA5PrRNrNk7bMxpLjLO4+WP8O59unr6Vm7s1i4lh76wu5mCKqOT8wxgk+tUpbKKOd3F1ll+Ypu3Y+vpVJoLBpXuIHzKBh3ZuT9SOn0HT61nC2hMxdbjvwMk4+gqeU1UzUjkla7dWZViUc7E5B9z1P/1qW4uA6lix2N0Oc56cmsRvNhZv3pG7+Fz90VXkupd+5mbc2M852j60KIOZQ1zRIrmCWSJf3oBbA7+31ri3uPLXZGSAOMHtXcy6gVDBwQf5f/XrnvsVo+qySuR5eQxC+vf9a6qUrK0jmqtt+6R6ZaNPieZDgfdB7j1xXWWt3DbQ7CcFQc8Z/wA9RWSZQMJt2+jKePpUW6NPnZt3TBJ5+hqJNyY1LlN6PUQ0ivFArhupxyK0kaaYAyyiD+73U/Rh0rn7e6lOBDGSwGR6n8PWrsc1yIfMkfcjcbwMoc9mHr+vpSSJlMlkuGtpMyW7FG5V0l+8vsfmVhVq1mt3bfDN5Tf3WbYfpzlT+a1TtpCpZI9o8z5mhc7o5PcZ/wAc+9TC3gY/uiYHHWORvl/Bu30b/vqrRmaxSbA86MSDGQzJyR9ev5U9NkXqv15H+NVrRpYD5TqyH+4f8/rWizKyfMu7vwcVQFO5J2bxyB1ZTkfj/wDXrLMxVmKMfcZrRlWMnMEhDH+78rD8Oh/A1nuVcn5Vl46x/K/4jv8AlUs0RGbgj5Tyh5weRQMKd8ROO4POKrlFJKRuS39w/K35d/wqNZniPPb1qSzZhkJ5BrYs5g2QTyK5y2mBb5SSD+lakMmGDr1H600SzdX5WBB4NWoXP3SfpVCOQTQAqefarEMoYAMMHPerIL6yZOCanxuUlaqjlQc81LFKyH1FMRFNsYENwe+aokTWzbomJHpWrcQLcxkoQGx2rBllntnwwJA9qALP9poxPmrhh1oqkXjmAYgUUCMKyuAvyqMZ711ukK0gBwfqa5LS4VMoBGSa7W0dIIlXHJ7CuSGwRRtRkKuP1oduabFkoCRye3pSnJPStehokNK8c/lUEh2rx8tWc8f1qpOpbr09KQ0Z7ztkqnVurHsPWnwAE7mB2j7oPenLGHkKque7Gobl/LVkTJPQnNBYlxK0hESnG45IB5PuadvDNsXG1V//AFVSRwivIenQe4q1bRNHbPLOdrSHcfYdh9aBMrtbmSRmVdzk/KOtNkgjEoWRjI3dUPA+rf4fnV5mC2vQhDyR1LfX1/lVZEdp0RYy80pxtXt3P04/AUWEVru6e2A8oiMAdEG3J6DJ6n86dYWbi7VWBwqZ2jhmJ7+3fk8+gNWQkIuWmfZIYm2iQ8xhx12j+Mj1+6P1qk1+z29zN821yQCzZLdhn6+g4+vWmQyHXb2CG3CvsucMz+TGWWEH/aP3nP4j69q5m+1G+uIlheYohGwRQKIkA/ugLjj2qzfv5sqREkhMFvfuaobRLLJJIzRxRkJlepdv4V/2sA+w6njqrgQW9r9oYhCsdvGdrSFeB7Ad2PPA7DPA5pXX5PItlaGKRTvJOXkHoxHb/ZHHrnrUtk5uZJHKhIExHBEv3Y168epPUk8nvUsiBZ0TOMpk+pBoeg7FAWTSyRIgxGDknHGP89qtfZcgrGOO5JxwPWr8UAEjv0WNQoPXDH09SabdTCI+WPlVeOvQ4ycnufft0FCE9DNhj+z3DKjg7V3zSkZEaj0Hc5IAz1LAcdamWSA2bTTQYU4HXk7s4H1ODj2Ut0xlZIQgEEkTyZkVpIV+9NMRiOEeyg5PuzDqFqC/j+3avFpi3KJb2zO1zcr9zdgefLx2UKEUDsigfeqlG5N2i4lzazNJKY3jhij3tJjhVzgAD3PAHc+2TVCW+tAWeLehJwBuyR9T3J/Slvr37RbW9vbQeUt04lSE8FYx8ke4+pwT7Kqe5ObOIZlCRf6tchT/AHvVvx/lihwsHOydr8b8GUMoOWHbjoB61Wm1BVbdJMSeDgfoKozWxDKOcVA1mzMWOTk04xj1J55MkuNQLRjZksD8xPOTVOKd45CeoPWrgtAhOeSTnFSLZpkMcfStOaKViXdj47iSQKCM5G05qVVkZAMADuPanxxqCAoqwFG4qB8w5GfSsxpslto2IXDEj7u4dVPUZ/ofatiFzzkhZG4YkfK/sw6c/r7HmsmDEcgYrlDww9R1/pn8K0XBViucg8HHQ+9CGDReWd6IfJ3YeNjkxN0//Ue/Q81diIbaHJZf4XxyPY/4flUEUrMeMeaoxkjIkTup9cfqPcCrluiOpaMEDGXjJzj3B7j9R3z1qkMnTfAgThouoRhkD6en1GKsGaJl4cxH0c5H59vxH41F8oTax47f41UnYqGzg4FUAy/QxsuRsYjIHr7j1qjIwuDtcqJG+7Iejeze/v8An61NLMwhKrgqDkxsMqfw/r1rPYpMB5JKv/zzY5z9D3+h5+tQzRbDJrmdCUkUMB1SVd2P6ilW9hlwJVZfqd4H0P3h+tMklMkeJCwZDtLEcr6Z9ux9ODVRAHOVPfmgDetrfILW7LKo5IRssPwrQiYqcHg+h4rDtARjitq3upSoVmLAH+IZ/nSA0IJzCQw+6eo9K1EYSAOtYyyqFy0aEHrtytWYZkiOV8wKfcGqTJNqGfHytU3mAe+apQXETj75/Fas/IV4k5+lUK5Kt15LZ7Ut0I5YvMABHeqbkYKt+dNt5DE5QnKnse1AiEJCCcHHtRU09tG8m5GK564ooHc5a0uVhULGMt3NdTooaU+Y43egrjrGJjIO+T2rvtMWO3hUHGcVxw1epFNM184XNG4A81EZMjP5CoXJJHrW1zdIuZBHHSq8wwPenxH5Aep96cQByetAbFXy/Kj44J5+lZFw4kbav3e5rTu5DtKDv1qg0eenCjqaTKQ22iDyZOFVTxnsBUs7Gd0QcIDnn+6O5p0SBjsUELjHFOmdIN3YgAyMBnHooHc+g9fpQhNkUqsz4TCiJNzM3SMHgFv6DqacH8pAqKQpXIQ/ekJ/ikI6D0Uf/XpssmxlRwMr83lE7gGP8TevHA9eTwuBVK8uigKqxLkbixPPPUn3NMW5XuZ3uJXgibcEATI4Gfb0ArOvZVEqwIT5EAyxH8RA4/UirkQFvYs+SWP6k1j3mSzKfqaTAgiV7hm6F5G2gnp6kn2AH5Cs6+dZJkhiBWJNyxgjBOerH3OMn6Adq13iKRgDI+U5988Vkqhm1CTH3UH/ANb/ABpAXNMj2QLhQC0hOT9MChk36gr/AMIJUk/TgfWrFnF8rg/KiEA+xIyf5gVSklLahEAMKrDA9OuaBF57jafl+UF2IA7YB/UkdahtYPOu1mdV8q3Jkff90kdAfbPJ/wBlWqO4yDk8KrYJ/L/E1dkXNvBp0RVJbnM0zt0jQZKg+wUGQ+xApollITMI31RWcMMx2e7729vvyn/aAJP++y/3KZDYxw6fHZMfKe6Pm3cg6xW8eTtH/AlJ9yij0qezP2qVwitEkciw2obqkYH3j75ZmP8AtMfSmXJGyV1Ug3R2Rr/dhjIwPxYKP+2ZqrkmNNI00lxcugR5iURF/wCWafd2j6LtQVTYFdwB5+taN4gSfC89h9Ov5k5qqUywx78UXuKxF5oeRVZeOM01WBYH9KbGPmbHPcUMCuAOMLRYQLsH8I4PWlB3kEHGTnimsCqEA/eFAUhP944FMCWMk5z65B/U07efOjcfpSwgEKcc/wD1qRVHmFemDxigZoKBhCOPSrkZLJxjKfL17Hp/UflVToEUfWrsKgLvwSrLggenehAKvUMuQQfyrRgIUrIvAz2P3TVHbhuTkHuO9WIW8slOoPT69qtDNF1EkZIGGHJA7H1+n8vpWTcy7RhuMfxen1q/HcAgYOPr2rNvyAQ44DcEZ6EdR/L86GCKTu6NlG6dQaqTfMSygdPmUUSllJ5yO3t7VXabBw2QRUWLTJFvFLhZwXGNpIOGA+vf6H9Kd9mMTEowdVPLAdPqO1VmUS4PQ+uKu2+75GBIcLgkcHj/AOtQykrlu2xgHitSLFZsO3cQRtPYqOD+H+FasCEgEEHPcUgJ06/XipkODt4AqNV4z3Bp7DkHimiWSxv5b/yxV+OYOuD1rMye/rVmFsMD61ZLLasc7TyKdLkrkVGcjDCnJMrcE8+9NEsVZgwwwyR60VXmADdaKdguYdlPFCwZV3SnoPSussGdiu88nrXCWEgR938Weprq9PvgGVVbfIfSuGD6Cg0dUpGAAB70uwE8nim2iN5e5hyfWrG3aMkVsboFAB4HTpSScLzT0dWBAHFRzDK8/rTEUXYM2SMnsKjeMucE1MECknv0FRyuEXORmhDbEVxGrMqknOFA6k9v1rPaTfOzhgY4AWB7PJwN30z09h71OzYtjJnBbIU+nqfwH6ms6Zv9GVAPleTGPUAZ/mR+VA0PSTam8MS7k5duT9frVJ/3szn+9jk1I52LnPQYA+tMQDeAeS3c0hBK4Zo4x93hj78isa5YtI7N1eXA+natN2LXBY8k5A+lZd+QJAo6n5sfhQBduVBiV8dcMP51l6fBuuZTgkt/QE/zxWqRm2jX+6qg/lUNkgRnXjLkjnqByP58fnRYQW6qNPZ17OxJ/vHoT/ntWKn/AB+A/wB1RwP1rctQVsVgI5bePoaxUUi5OFLF2VAB1JJApEs0orZLkHzFDRqVyCcBiTkD8gSfYGpL2Xz5GuWOHvWbLYxth6nj3IC/RCO9OT55pLSBlJSAqp7PI58st9OcfRfeq00ySXMaw5MZRFiz1ATIX+RP1JquhNyGykLSTbV+do1jRf8AaPAH/fO78Wp2oFf7XkiU5RI9sfuFGCfxbLf8CqpbTm1ksp8j/RonuHx3Iyq/qE/Opb1VjkhlQ7hwqsO4PP8ASgClJiVUkxyev16f0qui7ZcdAODU0p+UkdB82PqwP8mqGQ+W7sf4XA/PmgRCItsj+xI/KmTcL7fl71adeWz1Iz9aoTuDP5Z78/T/ADimhEjD90h6/SiRMImMEgU/71vHkYprnBTPAIwfbmgB33FIzx2/nUwTdMGHUgZ9qj2Zi569xU8RwYuDnIBoGTNw+c1etjiMYwR0/Oqe0PuK4yrVYhOwID0PNUgLgGUBUAjoRSGQBgCfof6UyBwMLnKtx9Kr3R+Q+o9KoCaVikm4DAYZ+h7/AK0yUieN1LAFu/oR0P6n8M1QivS8bqc5UhgD6Hg/0p4n2txhhnkfzpXLsZ0wkiYqwIIOCPT1qF/3gyMn1q9d5PzqQSPlYH1H+I/kaoIxD/X2oGgiJU/0rStjzg96qrFu6Vct04yD0qWWi3jZtYDArTtWIAxVCMCQFD1NWbQlTtbqKkDVTAbOOD6U5lBBUHimRsGXFOiY7yjfhVozbGAfLg1NE3buKjZSrsMfSiJsSYPfvTEX0lUkKx61DMpRt4qC4bagIPSnx3W6HPXHUU0IUy596KrSSgtweKKok5u0gluZQsatjPYV32gaR5Sh2AXPc1j2b2kYUCYKPRRXUafdQuMR7mwOprjikOnFI202ouF5NRSLv++2PYUiszDjioJBK5xk1pc3SLCDAwgGBVS5kkQnNWoYmTkkkYpkyDnihjW5nCSVucHJ4HsKglLu6ovLE4A9SavsygHpmqUpCqzqcMflU+hPU/l/MUh2Irgq5CK2Y4xtUjv6n8T/AEquygRq5H3dxye3T/CpJGCoB74UYqK5wY1TOQMlvf2pklI84kfOCcgHvSRMTI8h6KMDinSqXUflTwm1VB6D5qBMqy4Rh6jFYsqPNqUjZGCNo9K1rhizH1OOaoABIGcAk8gH2oYi5D86Meils564A/8ArVSluPLmXBwzNkj0x0X8KsvL9msgvR3GfpWKTmSPB4UF2I+lAjdEgfypU5DvnjtkYP6gfnWXeH7M8k6nBkOyH2OPmP4Dj6sPSrGnXG+4+x8Finyj/aFVNWkDXk1uTiNVHksexx1/Ekk/X2pkli1uBFYS3CkBt/2dP95gxH/s35CqN1N5TwSxE7QgkT6buR+lNLSLpYtQMF7mWVSeoZBHt/UsP+BVGQJ9Mcpx5Mm5B/sPzj8G/rTYiTVFEAvgDhSywoB6DLf+ygUljJ9r0BCeZLeQDj65FJrDqWMMhx5lxJIGx935UA/XNM8PZRbqF+OUb9eaYiAvuVkbngY98Haf0x+VRzf6p+eWVCOO4Xmomkw0PB2sxB+hLf41JcMQSO4HP1H/ANYUgJLk7OAecKM/h/8AWNY8sg+0rICcVo3jcgcjDfXpwP5VmSD5yQOlOImX0YeWE67ScD1HGKdMAw6cdR/WoEJESsBztyefwqxIMwI/cdaAJIXLKQ2eBnrVyJOnsQfwqiq7XDKMgjrWhb/Mpz12kD+dACxlt4x3+arJwxDj7jA/yqnI22IFQCWJ71JBIHjZQevI9sdaaGL5pU49ODSyyeYqvzkrg47EVWlcEgnvx+dHmZjIB5BpjGxRkzYwcMCucevT9cVGEI9iahW5aJ8qcY5xV4sryOoGNrH8qTLKs6kk88SKCAf7w6fyP51WUbx15NamwFF/2Tx/Mf1qpNA0MxCjKZ4+lO40LbsMc/eFaMKgscfWswKQ2R3FXYJSACe3FSx3Lg+SQMOlWo3V5CvRx+tVZVJGR0I4xQpLorg4YUguaUUhUlTx6VYzlg4PPcVSjmEq/MPnFTo5DfWqRnJl0kOPeomGDnj1pQefelJzkdTVEjZ3HlAHvVSN/LY5PB61PN/qxnPHFU3HXFMTFb7xw3FFQ7iD1IooFcu6TppYrvXFdnYrb28e3jPoK5K2vdwUPMAPatyynimkCRSBsdRmuSFi4NbI6SORSoPFI1widqijjAQdvY0h8teT1NamyLCTBxyMU2ZwQQKiVk69BTZfmU4batJlWKU7ccEfSs+4l2ylRyIxt/Hv+v8AKrxeBJCS4Oz5se/b9cVUZQ7BI+g6mpK8impZirP2NNZ8gknqeKsyxmMEgc44qk53TpEOhPP4U0Sy0keVUYx3qOZSzHj5QO9Ws/L6D1NQPiQhV6E0zMy50JkVQOSc1G0Iyob7qnJ7dK0TEPMZz0AwPeqV23lxt6nt60CMy6l8+ZuwVsVSZvJSWZuQflUdM9/8/Wr8duxXnjJyT6e9Z9+RIQijCDgZ/nQJkejMyX/2tjypCD3Z85/Jd35irOrxhp+c9P0BotItpiiHHl4Z/wDebBOfoNoqxqgzOmR95f1piKN0SbfTZSeV37s990nX9B+lQ6b80rwN905jbPoTx/Wn3TEQ6cOSGDq35/41JYxgahKCOfNyT1/iI/rTEU9dJknhb+Jd2f8Avr/61P0g/u7mQnhI1/Rs/wBKj1Vg7xv2ZmP0yQf/AGan2/y2cpIAEhC/h/kUCKhQeSpI4Vc49TyabdOfNkLYJJz+lTyn5m4+UcAfSqkuGbkYPehAx1x85OTzn6VUK/vSPUYxV91GP941WdMSj+9jj2poQjjauD2AFWol3WzA/Wq75ZP0Pv71atjmFgByR0oASDmMrznHFXLdsJu9WGB/OqURwTzjnr7Gp4m2kKTwGyDTAWdtpKgdCTUcUhWdNp744oky0xz+FLHF8wI7UFCyKdpYHdz0qFuG3IffGetSElC3XGehqvOwwP71MpIikUiQkcg849KvKSXRx1KKT+X/ANaoo2EmA4571a8vCxY/uEfkx/xpDJo8PG49t3Ht/wDWJpkvOFboQOadC/luC3Izz70XCAMUznAHPrxQMqY2sVPrU8RwxXsearMwb5W4YHvU0fP1HekwNOBw8RRuopqEqx9KYuQocDkU1ZMvgjvQJstRyYb3q5GwLdzVBeHzV+JeAe9UjO5dClowwqNm2sOcHtU0DY9MU28g+TeB+VXYTepG5EsR5wapc5wRzQshz15xTS5Y5pCYrL+H4UUucDmigVhtho95qLKIFKrnkmu/0nSLbSLcb2DS/wARNYI18QxiCxi5IxuxVuzhuZ/3lzOTnnGa5YJLY0hFJ6G9PdqRhBmqTu568elSBAi4FQuTk54qmdUEKrOCP4jS3FrPOmN2zPvSI7g/IOfpVq2S5lcvMwVB0FR5FvTUzoNBWBTI7tJIxGMnpjmrEdv5W7tnqa1jymQOB3qrMPlOKuyMnJvcxbo7iVA49qylQm5xxmti4Kpn271mxAM7ydPTNAdB88mABnjHrSwnIJx7VWuJCEJ9TgVNA3EY7AZz71RmyaRR90c45NZF5+9lAH3R61oPNuyB/ExFZ0kgR3kPOxdwH05osSQSyAzSQqAFjXBPqaqPbB7tUf7nViP7o5P6Co7SXdPlz80jDP8AP+daU6hRK+ByBGP5n9APzpAZ+mbpXuJG++z5x9c5p+qsBIB/cAH6UaSNlxd7s4Q7j9O1UtSmzKwPVsmmIr3rFbGE4yY5Mfgc/wCIq7A224lmPpu+pNU5AJbSQDJyu8fUf/XVfzpljcedaBS3zKcNQ9iSHUv+PFGHJWQZ+hz/AFAqZiHRVX7qDj/GlniMttJEMZdSn4/w/rj86r2TbrRc8HG057UdAvqOmAKsc8nvVRhmXrx1q6/Tb3/wqoT8w5oQEr4Krz3/ADqGYAPgDnGKexJVDnrTLjBdT6imIjQ4YjGcjBqa3fZKI88AHmq4f5yOuRQJNsoYHtVWAnU4dlHrUiNuJGfb6VAp67euaTzNjsD9aAL2ASf51JFncQRyDUKMCqkHrU5yFD9COpFBRDKCCSfxxVO4iLIWUcj0rVASVADWbcLNauTjch7+lNFDLWX+Bxz71qdYIiPVh/L/ABrLV45OSD65FaEbgW0eORvYfotDKJAM9qJyWj34+78p+nb/AA/Km7tp4J49e9Isozg4OeCM0hNlaVPOQkcOKdbvuxu69DTZMxvleefzpVHz7179aAuakYxH3wart97kVYtTvjwTzUEilJSCMihEyLETZH+NaVu3Ynis6JeBV2HkfSqRFy+h2ng8HtUvnKRtboapKx/+vTjICpDde1WS2Q3EYikLDoaqb1B681ZeUOpU9qy5H2uR0pMVy9vBHQ/hRVZZVI60Uhmxp7HcAiAD1NdDBcRpzuLH9K5a2n+UD9K1rSY8fJkVxxfQ0hI3lnL8A5FMkVmbg023ZnUEpirsMeW561pY6IyJ7OE4G4VpeWFQE9KW1hAAZhU0gLcdBTS0E5XZVY/L6VnXtysaNjsKs3suwELzWBcrNcuVBwnc+tS5WKjG+pnXFwZHEYJOTyacoIUKep5P0qwtpHCNxH41HjO5znHb6UkOSKF033QOxqWKXbA0hPAHB96qzPvlCjgKKbLJtt1XPA5qzJolEgEW8nkA4+pqheShI5P92pJH8uFeOOw9azLuQtERn79MllNZCksOD0YGukmkEiwZwMx+Z9ST/wDEha5Zg0jIiD52IVfqTgVsyzhzFIuNvmMox/c6D9AKCdiN7gQXvlqMLJ82f7xrJ1STbexc/eB/nV7UMCOCXONkm38Ky9T/AOP4HsG49uKESy1bSYKjONp/T/OD+FUrbNrqMsPIVT0PoeRSpIREG7ill/ff6SuCwAV/6H+YprZoRfcgjB78GqqYjlkHRX+bHoe9NSbfED3pJH+63tU2Ae7cKT1zg49qrSYDH8xUkpPlrg9SCKhYg89xyKaAc5wI/p2qOd87SO9Exwy9cYqCdjn1wapIQ1TmbPt1p+35u5Gaji4ye1WwuUHHWqY0CcnH50y9jwcjrSjmXip7yMmNXGOKENop2dyyYVjx/Ktq2nSUeW/U9Kw/JwelXYomIBRsMPxobGi9NG9vlhyvX3qs16kg2t+tW7a6EqmGcbZVHIPes69tgshK5zmhDuNeNVbfGQVzyPSpg+21TB/5at/6CtUEnZOCOKkkbNkhGf8AWt+HyrTsO5cFwMbTmo3burcms4Ttjk8ikNx1/pRykt2NJbgEbWP404bkO5SMemayhcEjmrMU7cDORRYSlc2bScK2ORV6QLKAeKx4pA3J61owvlcEfjSB7FiAY4I6dhVxBgiqkZwQx6d6tr0/lVIlkhO18etRTkgZHWmu5K+4qBnLp6EUySGe7WJQ7etZ15cCT95HyD702+chSrdD0rORmUbc8DsaQJXLK3r9AxB70VVKEnjFFBpynWKywjJwOeoq9a6sFIVRn61zwnLrk9O1SQ3ARhjrXCroxVTXQ7y0vWlIG7HtW5bOkeGJy3auE068cuABnPeuqtJXbBJz6D0rVO6OmnK509vJ5gyM/wCFXgmEOR1rOszsVV/iNaf8PJxWsdhy3M65tA+SfxrLuwkfHp0FbVy52msmW2MmS3Q9aiSLjJmHMjXEmDkJ1PvVW9cpCxUc9FFbNwixqeKxL1XkZI19Oak0TuZUKlnIz7k02dhuCZ4PFadvaKFYmqQt2uLzgfKOaZLRDdwEwpjsMCsmdflUnsK6m9gxaqcVzN1wqc98U0Zsp242XJfvGrSA+4Bx+pFLFJiFIh/DjGfarBi8syEc79qD8Tk/+g1SYFLkjHA5qiGWL+RTaJ0IZ84HsKzLsmRd/wDEy5NWZn8zamfu9Pf1qFhnjHakQyuMrGw54WmW0nlqzEblI2sM4yD/AJ/SntjB56nFQxcpIv8AtcVSFckXMZHOVzlW6bhT3OTt7e9QQSZLR9UHb/PeppFKqpHIPQj1oYhA58naTxnr7+tRggj6GmyNhQOhpFPbt/KnYAdtx+h61GzFs80oPynr6dKQLk5zTQIfEpCVaKgR+4X0qONfkPrU5X5DjptpMtEMQJnznjFaQTzYynftWfbYwv1xWirbJlGKQ0yAW3mKcDkHFOijKNx6+lW3/dt5g78kU9dkoyO9AFS5iWZAQdrj7pFU5JmkTbIMOOM1qSxjaQByOlZ0ihupx74podzPlU9DzjvTWLCzXH/PZuCP9kf4Vbki7AAGmvGGtW7ESgn8VP8AhVJgzOYnJI49RTCOeKlcDPU01QM8VZjJ3YIpHvVqNSCKYi9OKsBeRSYJlqAfn71oQ4/CqUAAx/WrsR4qRtlpGOMHGPep4Z+Nv5VVY8VC0205B5/nTJuaMjAjcv4iqsjYO4VH9qAOCeoqCSfy3weQaGxXI73D89QazjE24n1q47/NgZx2qSKL15HWlc0gigseBwpP4UVp+QB2oqTUgwwO0CpUgIQv3zwfWnumD/WrEZ+THY+lctzhSsx9lM8DBiSV7V2miyeaAx6noveuRsrZjMAqFyx+7jpXoOi2KQKHZcOOntVwR002dDZKI0yQNxq4TxljgVWhYKMnrT8GQ89K6FoavuMYeackfIP1qtOC5wvA71oGLcOwUdqqzlYwc0mhpmNdxZIGeKp3Np5UZkYfMwwPatmOIzSGRvuD1qC5QzuB/CDWdi0zHe38mzAxywqOys9quxHtWjeqAcDooqe3h223I6mjqDehj6rGEtQPwrj9RQJ5ZPdhXZ68NsKqO7VzOowGWIeoNMkq3URFnEw6mYZ59B/9es6/UKNy9fWtu6ymmx5+8C3HvgCsOck2iK2d2MmhEMorgvgHmpCuJvqemKrBgsvPcjrVlmH2tQcHjNMkqbcs/TvVaM/vZEPQnIqyrYuWz3PHeopE8udm7YpoRGi7XYj9Kt9I1P8Ae6j1qvjo2OtWJQFhRfQ0MRXmCs6gZXHY9PzqH7pYe3XNS3LYkb1x1HFVomxkCmtgFGfLOKljXgDHeo0zIcY6+1Wo0xgDmmxJdiZUC/jUjIVhI4B5pZBtUHFOZuFB9MYqSinAwWUKe9aMi5dWBFZN1+7kXFacUvmW6uBkim0BZLExYI5FVyxTOCcVZBDRnaQKpF925ccjrSGTpdCQBX4bt71HKMHI6VSkJLfKcN1HvUkdwZFxJjIqrADHJzjNRyMVhmXjop/I/wCBNOkYR85yPaqTyl5sKeCCv5jFCQS2KzOxJz609eVzimgZGalANaXMCRAT0zVlF4z3qKJegqwnapGSxH3q1G2D1qgWw3pUwlwM0gNB8lMjmsuebD+n1q3HcEpnPHvWTfTAseMHNDE2Oe7JPJpwufOiwW5FZZkAFPgfLAClZkrVm5ap5mMj8a1oocAH9ar6dDmMHHWtZYcL6UjritCoYuc0VeWMEdcUUrl2MIyiTt0q3aKHIBIArN3xqu0Eip7acKSFyT6mudROBPU7DTtkfIwWrqrJgFXPU+lcVprhUXG5m7Cuz0xCAGc/Ma1idUDchHAzVtF9e1VEbb9ae8pUBRyx/StUUySef+Fap+U0z5PSpcAcE5PcmmyS4UheBSfmNBLgoI04AquUwAB1NS2zCWEuORuwDSSECVl9F4pPuMzLxMsq/wB5qsqAlqDUd0PmiI6ZpZmHkxLjqeaSG9TD184Ck1lGIOgcYxjdWjrx3YT0FZ9uSLdkHPWkBj3chfO77gORWbIvzkt0PNad6pw3BI7gVRfAhyORQSzHvIvLwcZCkHkdqWVx5ue+0Vfv4d9mHHJUVitJvdSD2FUiGh+QZcg47+tOvT8pPcgVGnByafcneFHtmjqIZDgqM/wnvU8h3BDnnqcVXgO1yG6E08Nlcdz+lMCtdSEqW5yaqRyHNT3IyQB+NMjj28k1S2J1bLEGDKf5VoRDoeDVC2BM2e2K0o1AHP6d6hlIbN1wCM00vul2/wB3inkfOSeaggG52P480gsRagMMMY6d6k0+TCbSKSddzc4psQKSr6Gq6FWNGGXDNEfWqt0rQz+avKnrT5chlkXr3qXclzHt6MetJCKTYlG5TkVAJMPhhxUjI1vKfQ9qVk3/ADL1qh2IyTtwSagZCrZHY5FWlXDfN0pzIuMmnewmrlMKetPCg49qkZcnp0pUXpmi5k42HRjj8KlBGc5pFGF9DRihBYbLIADk1AbkDoahvX2d+grNE5IOT3rVRuiG7G39p/dkkjBrPupQ3II/Cq32rC7e1V/OYnBzimoCuPZ8nFW7Ft0yrnv6Vmlua1NGiMt2o54okrIcVdndadF+4Xjt1rTCYUcfSorOIRwqMDOMGrYKg9RWB2JWIgnHSirAIHTn1opDPPA2evQDkVq2Eq4A2gY9aqW4jkiOeD0qSH5JB12g81he+hw2tsdfpgKbWIAA611mnXDSkbRwT1rh7K5j2rkkD3712mmSCK3WaX5Q33Qe9VFnTTZvq+0Anr2p0WSxciqsLGX5z+VWvMAXGenWtUy7CO23juaxdT1AgG3gP7wnaT6VZvboqp2/ebgVn29qTKHPUnHNRKXY1hFbs6KxgFvYQxdSFGT6moJnAmJ/vtirzYSMDPQVjXUmbhAM4DVb0RmtWS3C/uwT/CetVyfNCY/hOauSgeSxP1qjCcRvg/MV6elIDF1DE88vPAO3NQRxFQAPuhTk0wSYMoP97k1JI3lWbD9akZi3hyjOn8DfpVVoUkhJT7rc49DVqFhL56sD04qK3TY7Qno3K0CKkKCe0lhYfMormTE0crKcda6SMtBduh6gEVmXkW64LL0PNUnYhlAIxUnPTrmlk6g4q0kYEfIx7UyUoigd/pSuQ3YoElcnHOaISST6fSldldyAM59KRCEBxVXEncYwAJJPXtSLk/dGTUgjMpJPT0qdRHCpdh04A9abZQ6CJlTe5GMcZ71aDbkQAHnriqwJkAd+F7LViJuC5yBjipHYbK/3jxkU2NfKiHqaFHmP0IUGnqPMmXjjtSGkI6fdJFMkTC5X8Ksyjb+AqEnKjA4NBQROHTaeQar/ADRTHGetTIjKxBH41aMIcZwM/SncLEboLhBj73vTUi8sc9qnEWzHJNJKQqE4oQm7FKUqM46iqxkOcHPrSzy5bjAqDzFbHOKtISasXolDgcihwFbj0qmlwIwQDikkuuck/WnYzlJFxXAHJ/Wo5ZlXJH6VRN0GPX8Kgecu2KaRPMrC3rFyPes7aS1XZDkjPb1qIgZrRMzZXZWHFSQWks/3Ac1YQITyB710WkPAm3gZoc7FQhzMx4vD9w3LZH4VvaZpgtGDHr64rWMgfhRTtgQZY/rXPOo2dlOjFakyTvjvxT0nLNyaqLMucCpSjY3DArNNmzSNMAFQd360VmJLKq8H9aKu5HKczFmKQ56EVOjieZey9TVRXMxIrT0+KK1JmuACf4UHJNZWPMjubemQxxg315kRLysf970rpNOnlv5llkGAfuoOgFctFfC/mTev7tfuoK7fRIixRggVR2prsdNN9jdhQJGMnpUNxPt+VT1q04+U4qp9n3tlqo6FYiih807mHFTxR5uUAHANTHai47e1PgAVtxFCG3oT3soiiLHoBWLM+FEp788VoavlolUd6zrxS1qFH90VUnqTHY0Lg/6CzjpjPFZNmzGOYtzxir8Eol01om6hcVRhBhtZSx5zihiRzMjFdUuIezjcufWptUZobWNhyeMg03UYCZI7lQAVbDVLqBM0YTg/Lg5pAZiR/wAacA9xUbYLHnDg5U+hqeFvKVI2B5OKq3kLI5kUnhucelIGVZz8zSkYJGB9axWlbcAeM9a2rs7mZM/cUMv071j3KqJCf4SM0yGQSSgnG4Ke2ehqlMZt/wA42inMheTBOVqWSeNEEbgsh6e1Bg1fVkEagfNjntTgpbtQiNIT2UdKsxskafMdxx0p3HEilYxIqjAJ/Sn7NyxhuQoJNIFEjl3HOeBUwBkOMYX0pGquMjVpDkj5R0qxsLjYv41NHD8oHAHepAAFwKVyrEDJsQIvJPU1JbRc9OlKq5O49c4q3EmD9etFyuUrtCXJGO1NW1Cir4TIyOoppjJ6g8+lFyrFQwhQGFPQe1WVQAc/lUbkEjaaaEyLG3lqpXbg5TOM9DV1+QQTz2PrWRdzYyCKpIym7IzJlKE8mqMm4cgmrk8h9OtQoocVsnYwcrlVZHZutWJMlQPbtTlhAY4AoYc5I4ocrkMjSPaMn1oChCW65pGYk4FSpypzQ7giMjOaiJ546VM5UZFR5BHFNANyVq9YXe2QA1QYZpUO1s02roqLsztre7Xyx3NFxdMEznFc5Z3hGAauzXgkTGc+9c7hqdcamg7+0zHJWhHrBkj2+1c44BfJOKuwFSo6etU4pLQFO5uxXOQTuorODcDDf0oqOU05ilG5iiLr97HWrEGXcliSfWiipZ5aOk0uJQgYdfWu80VvmVewFFFTHc6qZ0ZUEDjH0qBhhhRRVs6EMp+cLRRSQ2R6gTti+lVm5hTPcUUU3uC2KtsxFzMgPy4pZvuv9aKKBdTOaNXR0YZFU5BuuGB6YoooAgaNJYdzDlTkYqCUf6Uw6hlyc0UUCMi5GLo4J/1bD8B/+usifkJn0oooM5GUzETH0z0p11GqgcZ+tFFNGLJLVsxYwPSmqMNRRS6i6lxEXg1PGoAzjvRRSOiI/PIHFThQSB2xRRSNY7FhUUBePelZQpUiiikWthynBcf3aNx3MO2KKKYmV5XYHINRKxJBPUnFFFUZsWThTj0rDuv3hJaiiqiY1DNfjjtUIJDHHaiitEczLCHPFRAbsk+tFFJDYwgDnFOzhTj1ooqmBW3Fm59KUnacDpRRViGA5Iz3p/pRRTGTocAYFPBJ6k9aKKz6lxI5SVU4qO3mkHO49aKKtbEJ6mglxIBwaKKKzN7s/9k=", 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3669 rows × 4 columns

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" ], "text/plain": [ " image label \\\n", "0 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... 22 \n", "1 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... 25 \n", "2 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... 1 \n", "3 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... 15 \n", "4 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... 16 \n", "... ... ... \n", "3664 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... 10 \n", "3665 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... 17 \n", "3666 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... 28 \n", "3667 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... 21 \n", "3668 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... 10 \n", "\n", " image_id label_cat_dog \n", "0 newfoundland_31 1 \n", "1 pug_57 1 \n", "2 american_bulldog_80 1 \n", "3 great_pyrenees_22 1 \n", "4 havanese_97 1 \n", "... ... ... \n", "3664 chihuahua_91 1 \n", "3665 japanese_chin_83 1 \n", "3666 saint_bernard_88 1 \n", "3667 miniature_pinscher_32 1 \n", "3668 chihuahua_35 1 \n", "\n", "[3669 rows x 4 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_test" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# rename label to label_breed\n", "df_train.rename(columns={'label': 'label_breed'}, inplace=True)\n", "df_test.rename(columns={'label': 'label_breed'}, inplace=True)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# if label_cat_dog is 0 then it is a cat, otherwise it is a dog\n", "df_train['label_cat_dog'] = df_train['label_cat_dog'].apply(lambda x: 'cat' if x == 0 else 'dog')\n", "df_test['label_cat_dog'] = df_test['label_cat_dog'].apply(lambda x: 'cat' if x == 0 else 'dog')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "class_label = {\n", " '0': 'abyssinian',\n", " '1': 'american_bulldog',\n", " '2': 'american_pit_bull_terrier',\n", " '3': 'basset_hound',\n", " '4': 'beagle',\n", " '5': 'bengal',\n", " '6': 'birman',\n", " '7': 'bombay',\n", " '8': 'boxer',\n", " '9': 'british_shorthair',\n", " '10': 'chihuahua',\n", " '11': 'egyptian_mau',\n", " '12': 'english_cocker_spaniel',\n", " '13': 'english_setter',\n", " '14': 'german_shorthaired',\n", " '15': 'great_pyrenees',\n", " '16': 'havanese',\n", " '17': 'japanese_chin',\n", " '18': 'keeshond',\n", " '19': 'leonberger',\n", " '20': 'maine_coon',\n", " '21': 'miniature_pinscher',\n", " '22': 'newfoundland',\n", " '23': 'persian',\n", " '24': 'pomeranian',\n", " '25': 'pug',\n", " '26': 'ragdoll',\n", " '27': 'russian_blue',\n", " '28': 'saint_bernard',\n", " '29': 'samoyed',\n", " '30': 'scottish_terrier',\n", " '31': 'shiba_inu',\n", " '32': 'siamese',\n", " '33': 'sphynx',\n", " '34': 'staffordshire_bull_terrier',\n", " '35': 'wheaten_terrier',\n", " '36': 'yorkshire_terrier'\n", "}\n", "\n", "df_train['label_breed'] = df_train['label_breed'].astype(str).map(class_label)\n", "df_test['label_breed'] = df_test['label_breed'].astype(str).map(class_label)\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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filenamelabels
0oxford-iiit-pet/images/Abyssinian_1.jpg[{'bbox': [98.0, 71.0, 359.0, 269.0], 'confide...
1oxford-iiit-pet/images/Abyssinian_10.jpg[{'bbox': [-1.0, 105.0, 287.0, 395.0], 'confid...
2oxford-iiit-pet/images/Abyssinian_100.jpg[{'bbox': [48.0, 72.0, 288.0, 371.0], 'confide...
3oxford-iiit-pet/images/Abyssinian_101.jpg[{'bbox': [55.0, 32.0, 313.0, 204.0], 'confide...
4oxford-iiit-pet/images/Abyssinian_102.jpg[{'bbox': [22.0, 25.0, 477.0, 440.0], 'confide...
.........
7270oxford-iiit-pet/images/yorkshire_terrier_95.jpg[{'bbox': [103.0, 69.0, 250.0, 223.0], 'confid...
7271oxford-iiit-pet/images/yorkshire_terrier_96.jpg[{'bbox': [1.0, 0.0, 390.0, 335.0], 'confidenc...
7272oxford-iiit-pet/images/yorkshire_terrier_97.jpg[{'bbox': [0.0, 66.0, 320.0, 262.0], 'confiden...
7273oxford-iiit-pet/images/yorkshire_terrier_98.jpg[{'bbox': [90.0, 107.0, 239.0, 241.0], 'confid...
7274oxford-iiit-pet/images/yorkshire_terrier_99.jpg[{'bbox': [183.0, 46.0, 264.0, 272.0], 'confid...
\n", "

7275 rows × 2 columns

\n", "
" ], "text/plain": [ " filename \\\n", "0 oxford-iiit-pet/images/Abyssinian_1.jpg \n", "1 oxford-iiit-pet/images/Abyssinian_10.jpg \n", "2 oxford-iiit-pet/images/Abyssinian_100.jpg \n", "3 oxford-iiit-pet/images/Abyssinian_101.jpg \n", "4 oxford-iiit-pet/images/Abyssinian_102.jpg \n", "... ... \n", "7270 oxford-iiit-pet/images/yorkshire_terrier_95.jpg \n", "7271 oxford-iiit-pet/images/yorkshire_terrier_96.jpg \n", "7272 oxford-iiit-pet/images/yorkshire_terrier_97.jpg \n", "7273 oxford-iiit-pet/images/yorkshire_terrier_98.jpg \n", "7274 oxford-iiit-pet/images/yorkshire_terrier_99.jpg \n", "\n", " labels \n", "0 [{'bbox': [98.0, 71.0, 359.0, 269.0], 'confide... \n", "1 [{'bbox': [-1.0, 105.0, 287.0, 395.0], 'confid... \n", "2 [{'bbox': [48.0, 72.0, 288.0, 371.0], 'confide... \n", "3 [{'bbox': [55.0, 32.0, 313.0, 204.0], 'confide... \n", "4 [{'bbox': [22.0, 25.0, 477.0, 440.0], 'confide... \n", "... ... \n", "7270 [{'bbox': [103.0, 69.0, 250.0, 223.0], 'confid... \n", "7271 [{'bbox': [1.0, 0.0, 390.0, 335.0], 'confidenc... \n", "7272 [{'bbox': [0.0, 66.0, 320.0, 262.0], 'confiden... \n", "7273 [{'bbox': [90.0, 107.0, 239.0, 241.0], 'confid... \n", "7274 [{'bbox': [183.0, 46.0, 264.0, 272.0], 'confid... \n", "\n", "[7275 rows x 2 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "df_obj = pd.read_parquet('object_annotations.parquet')\n", "\n", "df_obj['bbox'] = df_obj.apply(lambda row: [row['col_x'], row['row_y'], row['width'], row['height']], axis=1)\n", "df_obj = df_obj.drop(columns=['col_x', 'row_y', 'width', 'height', 'caption', 'source'])\n", "df_obj = df_obj.groupby('filename').agg({'bbox': list, 'confidence': list, 'label': list}).reset_index()\n", "df_obj['labels'] = df_obj.apply(lambda row: [{'bbox': bbox, 'confidence': confidence, 'label': label} for bbox, confidence, label in zip(row['bbox'], row['confidence'], row['label'])], axis=1)\n", "df_obj = df_obj[['filename', 'labels']]\n", "df_obj" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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filenamelabels
0Abyssinian_1.jpg[{'bbox': [98.0, 71.0, 359.0, 269.0], 'confide...
1Abyssinian_10.jpg[{'bbox': [-1.0, 105.0, 287.0, 395.0], 'confid...
2Abyssinian_100.jpg[{'bbox': [48.0, 72.0, 288.0, 371.0], 'confide...
3Abyssinian_101.jpg[{'bbox': [55.0, 32.0, 313.0, 204.0], 'confide...
4Abyssinian_102.jpg[{'bbox': [22.0, 25.0, 477.0, 440.0], 'confide...
.........
7270yorkshire_terrier_95.jpg[{'bbox': [103.0, 69.0, 250.0, 223.0], 'confid...
7271yorkshire_terrier_96.jpg[{'bbox': [1.0, 0.0, 390.0, 335.0], 'confidenc...
7272yorkshire_terrier_97.jpg[{'bbox': [0.0, 66.0, 320.0, 262.0], 'confiden...
7273yorkshire_terrier_98.jpg[{'bbox': [90.0, 107.0, 239.0, 241.0], 'confid...
7274yorkshire_terrier_99.jpg[{'bbox': [183.0, 46.0, 264.0, 272.0], 'confid...
\n", "

7275 rows × 2 columns

\n", "
" ], "text/plain": [ " filename \\\n", "0 Abyssinian_1.jpg \n", "1 Abyssinian_10.jpg \n", "2 Abyssinian_100.jpg \n", "3 Abyssinian_101.jpg \n", "4 Abyssinian_102.jpg \n", "... ... \n", "7270 yorkshire_terrier_95.jpg \n", "7271 yorkshire_terrier_96.jpg \n", "7272 yorkshire_terrier_97.jpg \n", "7273 yorkshire_terrier_98.jpg \n", "7274 yorkshire_terrier_99.jpg \n", "\n", " labels \n", "0 [{'bbox': [98.0, 71.0, 359.0, 269.0], 'confide... \n", "1 [{'bbox': [-1.0, 105.0, 287.0, 395.0], 'confid... \n", "2 [{'bbox': [48.0, 72.0, 288.0, 371.0], 'confide... \n", "3 [{'bbox': [55.0, 32.0, 313.0, 204.0], 'confide... \n", "4 [{'bbox': [22.0, 25.0, 477.0, 440.0], 'confide... \n", "... ... \n", "7270 [{'bbox': [103.0, 69.0, 250.0, 223.0], 'confid... \n", "7271 [{'bbox': [1.0, 0.0, 390.0, 335.0], 'confidenc... \n", "7272 [{'bbox': [0.0, 66.0, 320.0, 262.0], 'confiden... \n", "7273 [{'bbox': [90.0, 107.0, 239.0, 241.0], 'confid... \n", "7274 [{'bbox': [183.0, 46.0, 264.0, 272.0], 'confid... \n", "\n", "[7275 rows x 2 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# drop oxford-iiit-pet/images/ from filename\n", "df_obj['filename'] = df_obj['filename'].apply(lambda x: x.replace('oxford-iiit-pet/images/', ''))\n", "df_obj" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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filenamelabels
0Abyssinian_1[{'bbox': [98.0, 71.0, 359.0, 269.0], 'confide...
1Abyssinian_10[{'bbox': [-1.0, 105.0, 287.0, 395.0], 'confid...
2Abyssinian_100[{'bbox': [48.0, 72.0, 288.0, 371.0], 'confide...
3Abyssinian_101[{'bbox': [55.0, 32.0, 313.0, 204.0], 'confide...
4Abyssinian_102[{'bbox': [22.0, 25.0, 477.0, 440.0], 'confide...
.........
7270yorkshire_terrier_95[{'bbox': [103.0, 69.0, 250.0, 223.0], 'confid...
7271yorkshire_terrier_96[{'bbox': [1.0, 0.0, 390.0, 335.0], 'confidenc...
7272yorkshire_terrier_97[{'bbox': [0.0, 66.0, 320.0, 262.0], 'confiden...
7273yorkshire_terrier_98[{'bbox': [90.0, 107.0, 239.0, 241.0], 'confid...
7274yorkshire_terrier_99[{'bbox': [183.0, 46.0, 264.0, 272.0], 'confid...
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7275 rows × 2 columns

\n", "
" ], "text/plain": [ " filename labels\n", "0 Abyssinian_1 [{'bbox': [98.0, 71.0, 359.0, 269.0], 'confide...\n", "1 Abyssinian_10 [{'bbox': [-1.0, 105.0, 287.0, 395.0], 'confid...\n", "2 Abyssinian_100 [{'bbox': [48.0, 72.0, 288.0, 371.0], 'confide...\n", "3 Abyssinian_101 [{'bbox': [55.0, 32.0, 313.0, 204.0], 'confide...\n", "4 Abyssinian_102 [{'bbox': [22.0, 25.0, 477.0, 440.0], 'confide...\n", "... ... ...\n", "7270 yorkshire_terrier_95 [{'bbox': [103.0, 69.0, 250.0, 223.0], 'confid...\n", "7271 yorkshire_terrier_96 [{'bbox': [1.0, 0.0, 390.0, 335.0], 'confidenc...\n", "7272 yorkshire_terrier_97 [{'bbox': [0.0, 66.0, 320.0, 262.0], 'confiden...\n", "7273 yorkshire_terrier_98 [{'bbox': [90.0, 107.0, 239.0, 241.0], 'confid...\n", "7274 yorkshire_terrier_99 [{'bbox': [183.0, 46.0, 264.0, 272.0], 'confid...\n", "\n", "[7275 rows x 2 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# drop .jpg from filename\n", "df_obj['filename'] = df_obj['filename'].apply(lambda x: x.replace('.jpg', ''))\n", "df_obj" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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imagelabel_breedimage_idlabel_cat_dogfilenamelabels
0{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...maine_coonMaine_Coon_204catMaine_Coon_204[{'bbox': [2.0, 1.0, 386.0, 497.0], 'confidenc...
1{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...american_bulldogamerican_bulldog_138dogamerican_bulldog_138[{'bbox': [-0.0, 0.0, 319.0, 471.0], 'confiden...
2{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...keeshondkeeshond_112dogkeeshond_112[{'bbox': [133.0, 22.0, 344.0, 344.0], 'confid...
3{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...havanesehavanese_157doghavanese_157[{'bbox': [145.0, 11.0, 331.0, 319.0], 'confid...
4{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...german_shorthairedgerman_shorthaired_132doggerman_shorthaired_132[{'bbox': [142.0, 28.0, 238.0, 304.0], 'confid...
.....................
3675{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...german_shorthairedgerman_shorthaired_138doggerman_shorthaired_138[{'bbox': [168.0, 7.0, 180.0, 359.0], 'confide...
3676{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...ragdollRagdoll_169catRagdoll_169[{'bbox': [30.0, 74.0, 303.0, 390.0], 'confide...
3677{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...american_bulldogamerican_bulldog_107dogamerican_bulldog_107[{'bbox': [0.0, 71.0, 135.0, 216.0], 'confiden...
3678{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...wheaten_terrierwheaten_terrier_159dogwheaten_terrier_159[{'bbox': [17.0, 46.0, 393.0, 301.0], 'confide...
3679{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...japanese_chinjapanese_chin_188dogjapanese_chin_188[{'bbox': [137.0, 45.0, 331.0, 330.0], 'confid...
\n", "

3680 rows × 6 columns

\n", "
" ], "text/plain": [ " image label_breed \\\n", "0 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... maine_coon \n", "1 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... american_bulldog \n", "2 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... keeshond \n", "3 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... havanese \n", "4 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... german_shorthaired \n", "... ... ... \n", "3675 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... german_shorthaired \n", "3676 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... ragdoll \n", "3677 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... american_bulldog \n", "3678 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... wheaten_terrier \n", "3679 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... japanese_chin \n", "\n", " image_id label_cat_dog filename \\\n", "0 Maine_Coon_204 cat Maine_Coon_204 \n", "1 american_bulldog_138 dog american_bulldog_138 \n", "2 keeshond_112 dog keeshond_112 \n", "3 havanese_157 dog havanese_157 \n", "4 german_shorthaired_132 dog german_shorthaired_132 \n", "... ... ... ... \n", "3675 german_shorthaired_138 dog german_shorthaired_138 \n", "3676 Ragdoll_169 cat Ragdoll_169 \n", "3677 american_bulldog_107 dog american_bulldog_107 \n", "3678 wheaten_terrier_159 dog wheaten_terrier_159 \n", "3679 japanese_chin_188 dog japanese_chin_188 \n", "\n", " labels \n", "0 [{'bbox': [2.0, 1.0, 386.0, 497.0], 'confidenc... \n", "1 [{'bbox': [-0.0, 0.0, 319.0, 471.0], 'confiden... \n", "2 [{'bbox': [133.0, 22.0, 344.0, 344.0], 'confid... \n", "3 [{'bbox': [145.0, 11.0, 331.0, 319.0], 'confid... \n", "4 [{'bbox': [142.0, 28.0, 238.0, 304.0], 'confid... \n", "... ... \n", "3675 [{'bbox': [168.0, 7.0, 180.0, 359.0], 'confide... \n", "3676 [{'bbox': [30.0, 74.0, 303.0, 390.0], 'confide... \n", "3677 [{'bbox': [0.0, 71.0, 135.0, 216.0], 'confiden... \n", "3678 [{'bbox': [17.0, 46.0, 393.0, 301.0], 'confide... \n", "3679 [{'bbox': [137.0, 45.0, 331.0, 330.0], 'confid... \n", "\n", "[3680 rows x 6 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# merge df_obj labels column into df_train on image_id and filename\n", "\n", "df_train = df_train.merge(df_obj, how='left', left_on='image_id', right_on='filename')\n", "df_test = df_test.merge(df_obj, how='left', left_on='image_id', right_on='filename')\n", "df_train" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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imagelabel_breedimage_idlabel_cat_doglabels
0{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...maine_coonMaine_Coon_204cat[{'bbox': [2.0, 1.0, 386.0, 497.0], 'confidenc...
1{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...american_bulldogamerican_bulldog_138dog[{'bbox': [-0.0, 0.0, 319.0, 471.0], 'confiden...
2{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...keeshondkeeshond_112dog[{'bbox': [133.0, 22.0, 344.0, 344.0], 'confid...
3{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...havanesehavanese_157dog[{'bbox': [145.0, 11.0, 331.0, 319.0], 'confid...
4{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...german_shorthairedgerman_shorthaired_132dog[{'bbox': [142.0, 28.0, 238.0, 304.0], 'confid...
..................
3675{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...german_shorthairedgerman_shorthaired_138dog[{'bbox': [168.0, 7.0, 180.0, 359.0], 'confide...
3676{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...ragdollRagdoll_169cat[{'bbox': [30.0, 74.0, 303.0, 390.0], 'confide...
3677{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...american_bulldogamerican_bulldog_107dog[{'bbox': [0.0, 71.0, 135.0, 216.0], 'confiden...
3678{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...wheaten_terrierwheaten_terrier_159dog[{'bbox': [17.0, 46.0, 393.0, 301.0], 'confide...
3679{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...japanese_chinjapanese_chin_188dog[{'bbox': [137.0, 45.0, 331.0, 330.0], 'confid...
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3680 rows × 5 columns

\n", "
" ], "text/plain": [ " image label_breed \\\n", "0 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... maine_coon \n", "1 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... american_bulldog \n", "2 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... keeshond \n", "3 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... havanese \n", "4 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... german_shorthaired \n", "... ... ... \n", "3675 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... german_shorthaired \n", "3676 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... ragdoll \n", "3677 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... american_bulldog \n", "3678 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... wheaten_terrier \n", "3679 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... japanese_chin \n", "\n", " image_id label_cat_dog \\\n", "0 Maine_Coon_204 cat \n", "1 american_bulldog_138 dog \n", "2 keeshond_112 dog \n", "3 havanese_157 dog \n", "4 german_shorthaired_132 dog \n", "... ... ... \n", "3675 german_shorthaired_138 dog \n", "3676 Ragdoll_169 cat \n", "3677 american_bulldog_107 dog \n", "3678 wheaten_terrier_159 dog \n", "3679 japanese_chin_188 dog \n", "\n", " labels \n", "0 [{'bbox': [2.0, 1.0, 386.0, 497.0], 'confidenc... \n", "1 [{'bbox': [-0.0, 0.0, 319.0, 471.0], 'confiden... \n", "2 [{'bbox': [133.0, 22.0, 344.0, 344.0], 'confid... \n", "3 [{'bbox': [145.0, 11.0, 331.0, 319.0], 'confid... \n", "4 [{'bbox': [142.0, 28.0, 238.0, 304.0], 'confid... \n", "... ... \n", "3675 [{'bbox': [168.0, 7.0, 180.0, 359.0], 'confide... \n", "3676 [{'bbox': [30.0, 74.0, 303.0, 390.0], 'confide... \n", "3677 [{'bbox': [0.0, 71.0, 135.0, 216.0], 'confiden... \n", "3678 [{'bbox': [17.0, 46.0, 393.0, 301.0], 'confide... \n", "3679 [{'bbox': [137.0, 45.0, 331.0, 330.0], 'confid... \n", "\n", "[3680 rows x 5 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# drop filename column\n", "df_train = df_train.drop(columns=['filename'])\n", "df_test = df_test.drop(columns=['filename'])\n", "df_train" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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imagelabel_breedimage_idlabel_cat_doglabels_bbox_enriched
0{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...maine_coonMaine_Coon_204cat[{'bbox': [2.0, 1.0, 386.0, 497.0], 'confidenc...
1{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...american_bulldogamerican_bulldog_138dog[{'bbox': [-0.0, 0.0, 319.0, 471.0], 'confiden...
2{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...keeshondkeeshond_112dog[{'bbox': [133.0, 22.0, 344.0, 344.0], 'confid...
3{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...havanesehavanese_157dog[{'bbox': [145.0, 11.0, 331.0, 319.0], 'confid...
4{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...german_shorthairedgerman_shorthaired_132dog[{'bbox': [142.0, 28.0, 238.0, 304.0], 'confid...
..................
3675{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...german_shorthairedgerman_shorthaired_138dog[{'bbox': [168.0, 7.0, 180.0, 359.0], 'confide...
3676{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...ragdollRagdoll_169cat[{'bbox': [30.0, 74.0, 303.0, 390.0], 'confide...
3677{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...american_bulldogamerican_bulldog_107dog[{'bbox': [0.0, 71.0, 135.0, 216.0], 'confiden...
3678{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...wheaten_terrierwheaten_terrier_159dog[{'bbox': [17.0, 46.0, 393.0, 301.0], 'confide...
3679{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...japanese_chinjapanese_chin_188dog[{'bbox': [137.0, 45.0, 331.0, 330.0], 'confid...
\n", "

3680 rows × 5 columns

\n", "
" ], "text/plain": [ " image label_breed \\\n", "0 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... maine_coon \n", "1 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... american_bulldog \n", "2 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... keeshond \n", "3 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... havanese \n", "4 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... german_shorthaired \n", "... ... ... \n", "3675 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... german_shorthaired \n", "3676 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... ragdoll \n", "3677 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... american_bulldog \n", "3678 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... wheaten_terrier \n", "3679 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... japanese_chin \n", "\n", " image_id label_cat_dog \\\n", "0 Maine_Coon_204 cat \n", "1 american_bulldog_138 dog \n", "2 keeshond_112 dog \n", "3 havanese_157 dog \n", "4 german_shorthaired_132 dog \n", "... ... ... \n", "3675 german_shorthaired_138 dog \n", "3676 Ragdoll_169 cat \n", "3677 american_bulldog_107 dog \n", "3678 wheaten_terrier_159 dog \n", "3679 japanese_chin_188 dog \n", "\n", " labels_bbox_enriched \n", "0 [{'bbox': [2.0, 1.0, 386.0, 497.0], 'confidenc... \n", "1 [{'bbox': [-0.0, 0.0, 319.0, 471.0], 'confiden... \n", "2 [{'bbox': [133.0, 22.0, 344.0, 344.0], 'confid... \n", "3 [{'bbox': [145.0, 11.0, 331.0, 319.0], 'confid... \n", "4 [{'bbox': [142.0, 28.0, 238.0, 304.0], 'confid... \n", "... ... \n", "3675 [{'bbox': [168.0, 7.0, 180.0, 359.0], 'confide... \n", "3676 [{'bbox': [30.0, 74.0, 303.0, 390.0], 'confide... \n", "3677 [{'bbox': [0.0, 71.0, 135.0, 216.0], 'confiden... \n", "3678 [{'bbox': [17.0, 46.0, 393.0, 301.0], 'confide... \n", "3679 [{'bbox': [137.0, 45.0, 331.0, 330.0], 'confid... \n", "\n", "[3680 rows x 5 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# rename labels to labels_bbox_enriched\n", "df_train.rename(columns={'labels': 'labels_bbox_enriched'}, inplace=True)\n", "df_test.rename(columns={'labels': 'labels_bbox_enriched'}, inplace=True)\n", "\n", "df_train" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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videoframe_timestampfilenamecaptionann_indexlabelclass_idvl_labelvl_class_id
0NoneNaNoxford-iiit-pet/images/Abyssinian_144.jpga cat standing on a wooden floor next to a glass49.0[cat][1]NoneNone
1NoneNaNoxford-iiit-pet/images/Abyssinian_10.jpga cat laying on a bed11.0[cat][1]NoneNone
2NoneNaNoxford-iiit-pet/images/Abyssinian_155.jpga cat yawning on a couch1856.0[cat][1]NoneNone
3NoneNaNoxford-iiit-pet/images/Abyssinian_101.jpga cat with green eyes is laying on a green bla...2.0[cat][1]NoneNone
4NoneNaNoxford-iiit-pet/images/Abyssinian_156.jpga cat is sitting on a couch1857.0[cat][1]NoneNone
..............................
7304NoneNaNoxford-iiit-pet/images/yorkshire_terrier_99.jpga small dog standing on a sidewalk7348.0[dog][2]NoneNone
7305NoneNaNoxford-iiit-pet/images/yorkshire_terrier_56.jpga small dog is standing in the grass7301.0[dog][2]NoneNone
7306NoneNaNoxford-iiit-pet/images/yorkshire_terrier_97.jpga small dog is standing on a rock7346.0[dog][2]NoneNone
7307NoneNaNoxford-iiit-pet/images/yorkshire_terrier_58.jpga small black and brown puppy is being held by...7303.0[dog][2]NoneNone
7308NoneNaNoxford-iiit-pet/images/yorkshire_terrier_6.jpga small black and gray dog standing in the grass7316.0[dog][2]NoneNone
\n", "

7309 rows × 9 columns

\n", "
" ], "text/plain": [ " video frame_timestamp filename \\\n", "0 None NaN oxford-iiit-pet/images/Abyssinian_144.jpg \n", "1 None NaN oxford-iiit-pet/images/Abyssinian_10.jpg \n", "2 None NaN oxford-iiit-pet/images/Abyssinian_155.jpg \n", "3 None NaN oxford-iiit-pet/images/Abyssinian_101.jpg \n", "4 None NaN oxford-iiit-pet/images/Abyssinian_156.jpg \n", "... ... ... ... \n", "7304 None NaN oxford-iiit-pet/images/yorkshire_terrier_99.jpg \n", "7305 None NaN oxford-iiit-pet/images/yorkshire_terrier_56.jpg \n", "7306 None NaN oxford-iiit-pet/images/yorkshire_terrier_97.jpg \n", "7307 None NaN oxford-iiit-pet/images/yorkshire_terrier_58.jpg \n", "7308 None NaN oxford-iiit-pet/images/yorkshire_terrier_6.jpg \n", "\n", " caption ann_index label \\\n", "0 a cat standing on a wooden floor next to a glass 49.0 [cat] \n", "1 a cat laying on a bed 11.0 [cat] \n", "2 a cat yawning on a couch 1856.0 [cat] \n", "3 a cat with green eyes is laying on a green bla... 2.0 [cat] \n", "4 a cat is sitting on a couch 1857.0 [cat] \n", "... ... ... ... \n", "7304 a small dog standing on a sidewalk 7348.0 [dog] \n", "7305 a small dog is standing in the grass 7301.0 [dog] \n", "7306 a small dog is standing on a rock 7346.0 [dog] \n", "7307 a small black and brown puppy is being held by... 7303.0 [dog] \n", "7308 a small black and gray dog standing in the grass 7316.0 [dog] \n", "\n", " class_id vl_label vl_class_id \n", "0 [1] None None \n", "1 [1] None None \n", "2 [1] None None \n", "3 [1] None None \n", "4 [1] None None \n", "... ... ... ... \n", "7304 [2] None None \n", "7305 [2] None None \n", "7306 [2] None None \n", "7307 [2] None None \n", "7308 [2] None None \n", "\n", "[7309 rows x 9 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_img = pd.read_parquet('image_annotations.parquet')\n", "df_img" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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filenamecaption
0oxford-iiit-pet/images/Abyssinian_144.jpga cat standing on a wooden floor next to a glass
1oxford-iiit-pet/images/Abyssinian_10.jpga cat laying on a bed
2oxford-iiit-pet/images/Abyssinian_155.jpga cat yawning on a couch
3oxford-iiit-pet/images/Abyssinian_101.jpga cat with green eyes is laying on a green bla...
4oxford-iiit-pet/images/Abyssinian_156.jpga cat is sitting on a couch
.........
7304oxford-iiit-pet/images/yorkshire_terrier_99.jpga small dog standing on a sidewalk
7305oxford-iiit-pet/images/yorkshire_terrier_56.jpga small dog is standing in the grass
7306oxford-iiit-pet/images/yorkshire_terrier_97.jpga small dog is standing on a rock
7307oxford-iiit-pet/images/yorkshire_terrier_58.jpga small black and brown puppy is being held by...
7308oxford-iiit-pet/images/yorkshire_terrier_6.jpga small black and gray dog standing in the grass
\n", "

7309 rows × 2 columns

\n", "
" ], "text/plain": [ " filename \\\n", "0 oxford-iiit-pet/images/Abyssinian_144.jpg \n", "1 oxford-iiit-pet/images/Abyssinian_10.jpg \n", "2 oxford-iiit-pet/images/Abyssinian_155.jpg \n", "3 oxford-iiit-pet/images/Abyssinian_101.jpg \n", "4 oxford-iiit-pet/images/Abyssinian_156.jpg \n", "... ... \n", "7304 oxford-iiit-pet/images/yorkshire_terrier_99.jpg \n", "7305 oxford-iiit-pet/images/yorkshire_terrier_56.jpg \n", "7306 oxford-iiit-pet/images/yorkshire_terrier_97.jpg \n", "7307 oxford-iiit-pet/images/yorkshire_terrier_58.jpg \n", "7308 oxford-iiit-pet/images/yorkshire_terrier_6.jpg \n", "\n", " caption \n", "0 a cat standing on a wooden floor next to a glass \n", "1 a cat laying on a bed \n", "2 a cat yawning on a couch \n", "3 a cat with green eyes is laying on a green bla... \n", "4 a cat is sitting on a couch \n", "... ... \n", "7304 a small dog standing on a sidewalk \n", "7305 a small dog is standing in the grass \n", "7306 a small dog is standing on a rock \n", "7307 a small black and brown puppy is being held by... \n", "7308 a small black and gray dog standing in the grass \n", "\n", "[7309 rows x 2 columns]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# drop all columns except filename and caption\n", "df_img = df_img[['filename', 'caption']]\n", "df_img" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_23777/3367795791.py:2: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df_img['filename'] = df_img['filename'].apply(lambda x: x.replace('oxford-iiit-pet/images/', ''))\n" ] }, { "data": { "text/html": [ "
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filenamecaption
0Abyssinian_144.jpga cat standing on a wooden floor next to a glass
1Abyssinian_10.jpga cat laying on a bed
2Abyssinian_155.jpga cat yawning on a couch
3Abyssinian_101.jpga cat with green eyes is laying on a green bla...
4Abyssinian_156.jpga cat is sitting on a couch
.........
7304yorkshire_terrier_99.jpga small dog standing on a sidewalk
7305yorkshire_terrier_56.jpga small dog is standing in the grass
7306yorkshire_terrier_97.jpga small dog is standing on a rock
7307yorkshire_terrier_58.jpga small black and brown puppy is being held by...
7308yorkshire_terrier_6.jpga small black and gray dog standing in the grass
\n", "

7309 rows × 2 columns

\n", "
" ], "text/plain": [ " filename \\\n", "0 Abyssinian_144.jpg \n", "1 Abyssinian_10.jpg \n", "2 Abyssinian_155.jpg \n", "3 Abyssinian_101.jpg \n", "4 Abyssinian_156.jpg \n", "... ... \n", "7304 yorkshire_terrier_99.jpg \n", "7305 yorkshire_terrier_56.jpg \n", "7306 yorkshire_terrier_97.jpg \n", "7307 yorkshire_terrier_58.jpg \n", "7308 yorkshire_terrier_6.jpg \n", "\n", " caption \n", "0 a cat standing on a wooden floor next to a glass \n", "1 a cat laying on a bed \n", "2 a cat yawning on a couch \n", "3 a cat with green eyes is laying on a green bla... \n", "4 a cat is sitting on a couch \n", "... ... \n", "7304 a small dog standing on a sidewalk \n", "7305 a small dog is standing in the grass \n", "7306 a small dog is standing on a rock \n", "7307 a small black and brown puppy is being held by... \n", "7308 a small black and gray dog standing in the grass \n", "\n", "[7309 rows x 2 columns]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# remove oxford-iiit-pet/images/ from filenmae\n", "df_img['filename'] = df_img['filename'].apply(lambda x: x.replace('oxford-iiit-pet/images/', ''))\n", "df_img" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_23777/2812509310.py:2: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df_img['filename'] = df_img['filename'].apply(lambda x: x.replace('.jpg', ''))\n" ] }, { "data": { "text/html": [ "
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filenamecaption
0Abyssinian_144a cat standing on a wooden floor next to a glass
1Abyssinian_10a cat laying on a bed
2Abyssinian_155a cat yawning on a couch
3Abyssinian_101a cat with green eyes is laying on a green bla...
4Abyssinian_156a cat is sitting on a couch
.........
7304yorkshire_terrier_99a small dog standing on a sidewalk
7305yorkshire_terrier_56a small dog is standing in the grass
7306yorkshire_terrier_97a small dog is standing on a rock
7307yorkshire_terrier_58a small black and brown puppy is being held by...
7308yorkshire_terrier_6a small black and gray dog standing in the grass
\n", "

7309 rows × 2 columns

\n", "
" ], "text/plain": [ " filename caption\n", "0 Abyssinian_144 a cat standing on a wooden floor next to a glass\n", "1 Abyssinian_10 a cat laying on a bed\n", "2 Abyssinian_155 a cat yawning on a couch\n", "3 Abyssinian_101 a cat with green eyes is laying on a green bla...\n", "4 Abyssinian_156 a cat is sitting on a couch\n", "... ... ...\n", "7304 yorkshire_terrier_99 a small dog standing on a sidewalk\n", "7305 yorkshire_terrier_56 a small dog is standing in the grass\n", "7306 yorkshire_terrier_97 a small dog is standing on a rock\n", "7307 yorkshire_terrier_58 a small black and brown puppy is being held by...\n", "7308 yorkshire_terrier_6 a small black and gray dog standing in the grass\n", "\n", "[7309 rows x 2 columns]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# remove .jpg from iflename\n", "df_img['filename'] = df_img['filename'].apply(lambda x: x.replace('.jpg', ''))\n", "df_img" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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imagelabel_breedimage_idlabel_cat_doglabels_bbox_enrichedfilenamecaption
0{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...maine_coonMaine_Coon_204cat[{'bbox': [2.0, 1.0, 386.0, 497.0], 'confidenc...Maine_Coon_204a cat walking on grass
1{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...american_bulldogamerican_bulldog_138dog[{'bbox': [-0.0, 0.0, 319.0, 471.0], 'confiden...american_bulldog_138a white dog playing with a ball
2{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...keeshondkeeshond_112dog[{'bbox': [133.0, 22.0, 344.0, 344.0], 'confid...keeshond_112a dog sitting in the grass
3{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...havanesehavanese_157dog[{'bbox': [145.0, 11.0, 331.0, 319.0], 'confid...havanese_157a dog laying in the grass
4{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...german_shorthairedgerman_shorthaired_132dog[{'bbox': [142.0, 28.0, 238.0, 304.0], 'confid...german_shorthaired_132a dog standing in the snow
........................
3675{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...german_shorthairedgerman_shorthaired_138dog[{'bbox': [168.0, 7.0, 180.0, 359.0], 'confide...german_shorthaired_138a dog standing on a concrete floor
3676{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...ragdollRagdoll_169cat[{'bbox': [30.0, 74.0, 303.0, 390.0], 'confide...Ragdoll_169a cat laying on a bed
3677{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...american_bulldogamerican_bulldog_107dog[{'bbox': [0.0, 71.0, 135.0, 216.0], 'confiden...american_bulldog_107a dog sitting in a bed
3678{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...wheaten_terrierwheaten_terrier_159dog[{'bbox': [17.0, 46.0, 393.0, 301.0], 'confide...wheaten_terrier_159a dog sitting on the floor
3679{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...japanese_chinjapanese_chin_188dog[{'bbox': [137.0, 45.0, 331.0, 330.0], 'confid...japanese_chin_188a dog with a long tongue sticking out of its m...
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3680 rows × 7 columns

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" ], "text/plain": [ " image label_breed \\\n", "0 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... maine_coon \n", "1 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... american_bulldog \n", "2 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... keeshond \n", "3 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... havanese \n", "4 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... german_shorthaired \n", "... ... ... \n", "3675 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... german_shorthaired \n", "3676 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... ragdoll \n", "3677 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... american_bulldog \n", "3678 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... wheaten_terrier \n", "3679 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... japanese_chin \n", "\n", " image_id label_cat_dog \\\n", "0 Maine_Coon_204 cat \n", "1 american_bulldog_138 dog \n", "2 keeshond_112 dog \n", "3 havanese_157 dog \n", "4 german_shorthaired_132 dog \n", "... ... ... \n", "3675 german_shorthaired_138 dog \n", "3676 Ragdoll_169 cat \n", "3677 american_bulldog_107 dog \n", "3678 wheaten_terrier_159 dog \n", "3679 japanese_chin_188 dog \n", "\n", " labels_bbox_enriched \\\n", "0 [{'bbox': [2.0, 1.0, 386.0, 497.0], 'confidenc... \n", "1 [{'bbox': [-0.0, 0.0, 319.0, 471.0], 'confiden... \n", "2 [{'bbox': [133.0, 22.0, 344.0, 344.0], 'confid... \n", "3 [{'bbox': [145.0, 11.0, 331.0, 319.0], 'confid... \n", "4 [{'bbox': [142.0, 28.0, 238.0, 304.0], 'confid... \n", "... ... \n", "3675 [{'bbox': [168.0, 7.0, 180.0, 359.0], 'confide... \n", "3676 [{'bbox': [30.0, 74.0, 303.0, 390.0], 'confide... \n", "3677 [{'bbox': [0.0, 71.0, 135.0, 216.0], 'confiden... \n", "3678 [{'bbox': [17.0, 46.0, 393.0, 301.0], 'confide... \n", "3679 [{'bbox': [137.0, 45.0, 331.0, 330.0], 'confid... \n", "\n", " filename \\\n", "0 Maine_Coon_204 \n", "1 american_bulldog_138 \n", "2 keeshond_112 \n", "3 havanese_157 \n", "4 german_shorthaired_132 \n", "... ... \n", "3675 german_shorthaired_138 \n", "3676 Ragdoll_169 \n", "3677 american_bulldog_107 \n", "3678 wheaten_terrier_159 \n", "3679 japanese_chin_188 \n", "\n", " caption \n", "0 a cat walking on grass \n", "1 a white dog playing with a ball \n", "2 a dog sitting in the grass \n", "3 a dog laying in the grass \n", "4 a dog standing in the snow \n", "... ... \n", "3675 a dog standing on a concrete floor \n", "3676 a cat laying on a bed \n", "3677 a dog sitting in a bed \n", "3678 a dog sitting on the floor \n", "3679 a dog with a long tongue sticking out of its m... \n", "\n", "[3680 rows x 7 columns]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# merge df_img into df_train on image_id and filename\n", "df_train = df_train.merge(df_img, how='left', left_on='image_id', right_on='filename')\n", "df_test = df_test.merge(df_img, how='left', left_on='image_id', right_on='filename')\n", "\n", "df_train" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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imagelabel_breedimage_idlabel_cat_doglabels_bbox_enrichedcaption
0{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...maine_coonMaine_Coon_204cat[{'bbox': [2.0, 1.0, 386.0, 497.0], 'confidenc...a cat walking on grass
1{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...american_bulldogamerican_bulldog_138dog[{'bbox': [-0.0, 0.0, 319.0, 471.0], 'confiden...a white dog playing with a ball
2{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...keeshondkeeshond_112dog[{'bbox': [133.0, 22.0, 344.0, 344.0], 'confid...a dog sitting in the grass
3{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...havanesehavanese_157dog[{'bbox': [145.0, 11.0, 331.0, 319.0], 'confid...a dog laying in the grass
4{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...german_shorthairedgerman_shorthaired_132dog[{'bbox': [142.0, 28.0, 238.0, 304.0], 'confid...a dog standing in the snow
.....................
3675{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...german_shorthairedgerman_shorthaired_138dog[{'bbox': [168.0, 7.0, 180.0, 359.0], 'confide...a dog standing on a concrete floor
3676{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...ragdollRagdoll_169cat[{'bbox': [30.0, 74.0, 303.0, 390.0], 'confide...a cat laying on a bed
3677{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...american_bulldogamerican_bulldog_107dog[{'bbox': [0.0, 71.0, 135.0, 216.0], 'confiden...a dog sitting in a bed
3678{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...wheaten_terrierwheaten_terrier_159dog[{'bbox': [17.0, 46.0, 393.0, 301.0], 'confide...a dog sitting on the floor
3679{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...japanese_chinjapanese_chin_188dog[{'bbox': [137.0, 45.0, 331.0, 330.0], 'confid...a dog with a long tongue sticking out of its m...
\n", "

3680 rows × 6 columns

\n", "
" ], "text/plain": [ " image label_breed \\\n", "0 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... maine_coon \n", "1 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... american_bulldog \n", "2 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... keeshond \n", "3 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... havanese \n", "4 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... german_shorthaired \n", "... ... ... \n", "3675 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... german_shorthaired \n", "3676 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... ragdoll \n", "3677 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... american_bulldog \n", "3678 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... wheaten_terrier \n", "3679 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... japanese_chin \n", "\n", " image_id label_cat_dog \\\n", "0 Maine_Coon_204 cat \n", "1 american_bulldog_138 dog \n", "2 keeshond_112 dog \n", "3 havanese_157 dog \n", "4 german_shorthaired_132 dog \n", "... ... ... \n", "3675 german_shorthaired_138 dog \n", "3676 Ragdoll_169 cat \n", "3677 american_bulldog_107 dog \n", "3678 wheaten_terrier_159 dog \n", "3679 japanese_chin_188 dog \n", "\n", " labels_bbox_enriched \\\n", "0 [{'bbox': [2.0, 1.0, 386.0, 497.0], 'confidenc... \n", "1 [{'bbox': [-0.0, 0.0, 319.0, 471.0], 'confiden... \n", "2 [{'bbox': [133.0, 22.0, 344.0, 344.0], 'confid... \n", "3 [{'bbox': [145.0, 11.0, 331.0, 319.0], 'confid... \n", "4 [{'bbox': [142.0, 28.0, 238.0, 304.0], 'confid... \n", "... ... \n", "3675 [{'bbox': [168.0, 7.0, 180.0, 359.0], 'confide... \n", "3676 [{'bbox': [30.0, 74.0, 303.0, 390.0], 'confide... \n", "3677 [{'bbox': [0.0, 71.0, 135.0, 216.0], 'confiden... \n", "3678 [{'bbox': [17.0, 46.0, 393.0, 301.0], 'confide... \n", "3679 [{'bbox': [137.0, 45.0, 331.0, 330.0], 'confid... \n", "\n", " caption \n", "0 a cat walking on grass \n", "1 a white dog playing with a ball \n", "2 a dog sitting in the grass \n", "3 a dog laying in the grass \n", "4 a dog standing in the snow \n", "... ... \n", "3675 a dog standing on a concrete floor \n", "3676 a cat laying on a bed \n", "3677 a dog sitting in a bed \n", "3678 a dog sitting on the floor \n", "3679 a dog with a long tongue sticking out of its m... \n", "\n", "[3680 rows x 6 columns]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# drop filename\n", "df_train = df_train.drop(columns=['filename'])\n", "df_test = df_test.drop(columns=['filename'])\n", "\n", "df_train" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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imagelabel_breedimage_idlabel_cat_doglabels_bbox_enrichedcaption_enriched
0{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...maine_coonMaine_Coon_204cat[{'bbox': [2.0, 1.0, 386.0, 497.0], 'confidenc...a cat walking on grass
1{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...american_bulldogamerican_bulldog_138dog[{'bbox': [-0.0, 0.0, 319.0, 471.0], 'confiden...a white dog playing with a ball
2{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...keeshondkeeshond_112dog[{'bbox': [133.0, 22.0, 344.0, 344.0], 'confid...a dog sitting in the grass
3{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...havanesehavanese_157dog[{'bbox': [145.0, 11.0, 331.0, 319.0], 'confid...a dog laying in the grass
4{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...german_shorthairedgerman_shorthaired_132dog[{'bbox': [142.0, 28.0, 238.0, 304.0], 'confid...a dog standing in the snow
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3675{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...german_shorthairedgerman_shorthaired_138dog[{'bbox': [168.0, 7.0, 180.0, 359.0], 'confide...a dog standing on a concrete floor
3676{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...ragdollRagdoll_169cat[{'bbox': [30.0, 74.0, 303.0, 390.0], 'confide...a cat laying on a bed
3677{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...american_bulldogamerican_bulldog_107dog[{'bbox': [0.0, 71.0, 135.0, 216.0], 'confiden...a dog sitting in a bed
3678{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...wheaten_terrierwheaten_terrier_159dog[{'bbox': [17.0, 46.0, 393.0, 301.0], 'confide...a dog sitting on the floor
3679{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...japanese_chinjapanese_chin_188dog[{'bbox': [137.0, 45.0, 331.0, 330.0], 'confid...a dog with a long tongue sticking out of its m...
\n", "

3680 rows × 6 columns

\n", "
" ], "text/plain": [ " image label_breed \\\n", "0 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... maine_coon \n", "1 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... american_bulldog \n", "2 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... keeshond \n", "3 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... havanese \n", "4 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... german_shorthaired \n", "... ... ... \n", "3675 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... german_shorthaired \n", "3676 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... ragdoll \n", "3677 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... american_bulldog \n", "3678 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... wheaten_terrier \n", "3679 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... japanese_chin \n", "\n", " image_id label_cat_dog \\\n", "0 Maine_Coon_204 cat \n", "1 american_bulldog_138 dog \n", "2 keeshond_112 dog \n", "3 havanese_157 dog \n", "4 german_shorthaired_132 dog \n", "... ... ... \n", "3675 german_shorthaired_138 dog \n", "3676 Ragdoll_169 cat \n", "3677 american_bulldog_107 dog \n", "3678 wheaten_terrier_159 dog \n", "3679 japanese_chin_188 dog \n", "\n", " labels_bbox_enriched \\\n", "0 [{'bbox': [2.0, 1.0, 386.0, 497.0], 'confidenc... \n", "1 [{'bbox': [-0.0, 0.0, 319.0, 471.0], 'confiden... \n", "2 [{'bbox': [133.0, 22.0, 344.0, 344.0], 'confid... \n", "3 [{'bbox': [145.0, 11.0, 331.0, 319.0], 'confid... \n", "4 [{'bbox': [142.0, 28.0, 238.0, 304.0], 'confid... \n", "... ... \n", "3675 [{'bbox': [168.0, 7.0, 180.0, 359.0], 'confide... \n", "3676 [{'bbox': [30.0, 74.0, 303.0, 390.0], 'confide... \n", "3677 [{'bbox': [0.0, 71.0, 135.0, 216.0], 'confiden... \n", "3678 [{'bbox': [17.0, 46.0, 393.0, 301.0], 'confide... \n", "3679 [{'bbox': [137.0, 45.0, 331.0, 330.0], 'confid... \n", "\n", " caption_enriched \n", "0 a cat walking on grass \n", "1 a white dog playing with a ball \n", "2 a dog sitting in the grass \n", "3 a dog laying in the grass \n", "4 a dog standing in the snow \n", "... ... \n", "3675 a dog standing on a concrete floor \n", "3676 a cat laying on a bed \n", "3677 a dog sitting in a bed \n", "3678 a dog sitting on the floor \n", "3679 a dog with a long tongue sticking out of its m... \n", "\n", "[3680 rows x 6 columns]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# rename caption to caption_enriched\n", "df_train.rename(columns={'caption': 'caption_enriched'}, inplace=True)\n", "df_test.rename(columns={'caption': 'caption_enriched'}, inplace=True)\n", "\n", "df_train" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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imagelabel_breedimage_idlabel_cat_doglabels_bbox_enrichedcaption_enriched
0{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...newfoundlandnewfoundland_31dogNaNa large black dog standing on a rock
1{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...pugpug_57dog[{'bbox': [186.0, 80.0, 314.0, 253.0], 'confid...a pug dog sitting in the grass
2{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...american_bulldogamerican_bulldog_80dog[{'bbox': [174.0, 142.0, 197.0, 104.0], 'confi...a white dog laying in the grass
3{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...great_pyreneesgreat_pyrenees_22dog[{'bbox': [7.0, 77.0, 472.0, 265.0], 'confiden...a large white dog laying on a red carpet
4{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...havanesehavanese_97dog[{'bbox': [104.0, 13.0, 309.0, 320.0], 'confid...a black and white dog with a blue collar
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3664{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...chihuahuachihuahua_91dog[{'bbox': [158.0, 107.0, 92.0, 180.0], 'confid...a dog jumping over a blue and green ring
3665{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...japanese_chinjapanese_chin_83dog[{'bbox': [136.0, 48.0, 110.0, 161.0], 'confid...a dog sitting on a couch
3666{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...saint_bernardsaint_bernard_88dog[{'bbox': [104.0, 57.0, 396.0, 276.0], 'confid...a large brown and white dog with a red leash
3667{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...miniature_pinscherminiature_pinscher_32dog[{'bbox': [1.0, -1.0, 303.0, 375.0], 'confiden...a dog is looking at a stuffed animal
3668{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x...chihuahuachihuahua_35dog[{'bbox': [-1.0, 29.0, 303.0, 471.0], 'confide...a small white dog with big ears
\n", "

3669 rows × 6 columns

\n", "
" ], "text/plain": [ " image label_breed \\\n", "0 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... newfoundland \n", "1 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... pug \n", "2 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... american_bulldog \n", "3 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... great_pyrenees \n", "4 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... havanese \n", "... ... ... \n", "3664 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... chihuahua \n", "3665 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... japanese_chin \n", "3666 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... saint_bernard \n", "3667 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... miniature_pinscher \n", "3668 {'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x... chihuahua \n", "\n", " image_id label_cat_dog \\\n", "0 newfoundland_31 dog \n", "1 pug_57 dog \n", "2 american_bulldog_80 dog \n", "3 great_pyrenees_22 dog \n", "4 havanese_97 dog \n", "... ... ... \n", "3664 chihuahua_91 dog \n", "3665 japanese_chin_83 dog \n", "3666 saint_bernard_88 dog \n", "3667 miniature_pinscher_32 dog \n", "3668 chihuahua_35 dog \n", "\n", " labels_bbox_enriched \\\n", "0 NaN \n", "1 [{'bbox': [186.0, 80.0, 314.0, 253.0], 'confid... \n", "2 [{'bbox': [174.0, 142.0, 197.0, 104.0], 'confi... \n", "3 [{'bbox': [7.0, 77.0, 472.0, 265.0], 'confiden... \n", "4 [{'bbox': [104.0, 13.0, 309.0, 320.0], 'confid... \n", "... ... \n", "3664 [{'bbox': [158.0, 107.0, 92.0, 180.0], 'confid... \n", "3665 [{'bbox': [136.0, 48.0, 110.0, 161.0], 'confid... \n", "3666 [{'bbox': [104.0, 57.0, 396.0, 276.0], 'confid... \n", "3667 [{'bbox': [1.0, -1.0, 303.0, 375.0], 'confiden... \n", "3668 [{'bbox': [-1.0, 29.0, 303.0, 471.0], 'confide... \n", "\n", " caption_enriched \n", "0 a large black dog standing on a rock \n", "1 a pug dog sitting in the grass \n", "2 a white dog laying in the grass \n", "3 a large white dog laying on a red carpet \n", "4 a black and white dog with a blue collar \n", "... ... \n", "3664 a dog jumping over a blue and green ring \n", "3665 a dog sitting on a couch \n", "3666 a large brown and white dog with a red leash \n", "3667 a dog is looking at a stuffed animal \n", "3668 a small white dog with big ears \n", "\n", "[3669 rows x 6 columns]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_test" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "from datasets import Dataset, DatasetDict, Image\n", "\n", "train = Dataset.from_pandas(df_train)\n", "test = Dataset.from_pandas(df_test)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'bytes': b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x01\\x01\\x01\\x00H\\x00H\\x00\\x00\\xff\\xed\\x18TPhotoshop 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" 'path': 'Maine_Coon_204.jpg'}" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train[0]['image']" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "train.cast_column('image', Image())\n", "test.cast_column('image', Image())" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "enriched_ds = DatasetDict({'train': train, 'test': test})" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "enriched_ds['train'] = enriched_ds['train'].cast_column(\"image\", Image())\n", "enriched_ds['test'] = enriched_ds['test'].cast_column(\"image\", Image())\n" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DatasetDict({\n", " train: Dataset({\n", " features: ['image', 'label_breed', 'image_id', 'label_cat_dog', 'labels_bbox_enriched', 'caption_enriched'],\n", " num_rows: 3680\n", " })\n", " test: Dataset({\n", " features: ['image', 'label_breed', 'image_id', 'label_cat_dog', 'labels_bbox_enriched', 'caption_enriched'],\n", " num_rows: 3669\n", " })\n", "})" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "enriched_ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "new_column_order = [\n", " 'image_id',\n", " 'image',\n", " 'label_cat_dog',\n", " 'label_breed',\n", " 'labels_bbox_enriched',\n", " 'caption_enriched'\n", "]\n", "\n", "# Rearrange columns for both train and test sets\n", "enriched_ds = DatasetDict({\n", " 'train': enriched_ds['train'].select_columns(new_column_order),\n", " 'test': enriched_ds['test'].select_columns(new_column_order)\n", "})" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DatasetDict({\n", " train: Dataset({\n", " features: ['image_id', 'image', 'label_cat_dog', 'label_breed', 'labels_bbox_enriched', 'caption_enriched'],\n", " num_rows: 3680\n", " })\n", " test: Dataset({\n", " features: ['image_id', 'image', 'label_cat_dog', 'label_breed', 'labels_bbox_enriched', 'caption_enriched'],\n", " num_rows: 3669\n", " })\n", "})" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "enriched_ds" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6dc3fa504bde49cd9f0d5cbe21ae7950", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Uploading the dataset shards: 0%| | 0/1 [00:00" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "enriched_ds['test'][0]['image']" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 2 }