{"cells":[{"cell_type":"code","source":"import seaborn as sns\npenguins = sns.load_dataset(\"penguins\")\npenguins","metadata":{"id":"aEGgD6kL3kSW","cell_id":"aa7d135951344588bd74a18d2dd6afdc","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":1093,"user_tz":300,"timestamp":1640541098203},"deepnote_cell_type":"code"},"outputs":[],"execution_count":1},{"cell_type":"code","source":"# Axes-level\nsns.histplot(data=penguins, x=\"flipper_length_mm\", hue=\"species\", multiple=\"stack\")","metadata":{"id":"GJpB2mHY43uH","colab":{"height":297,"base_uri":"https://localhost:8080/"},"cell_id":"39e5801b4854437d84f2a83455fcb831","outputId":"bf0462ab-cf76-4c95-8468-a99a5548b285","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":966,"user_tz":300,"timestamp":1640541431835},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":""},"metadata":{},"execution_count":2},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":"
"},"metadata":{"needs_background":"light"}}],"execution_count":2},{"cell_type":"code","source":"# Figure-level\nsns.displot(data=penguins, x=\"flipper_length_mm\", hue=\"species\", multiple=\"stack\")","metadata":{"id":"Pjt39tX347Eq","colab":{"height":386,"base_uri":"https://localhost:8080/"},"cell_id":"a19fcff8ff6844df8ef3c56503578082","outputId":"88e071e1-6ae2-4dd3-c8e0-a7937e3cb0e4","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos 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\n","text/plain":"
"},"metadata":{"needs_background":"light"}}],"execution_count":3},{"cell_type":"code","source":"# Multiples figuras (Figure-level)\nsns.displot(data=penguins, x=\"flipper_length_mm\", hue=\"species\", col=\"species\")","metadata":{"id":"FtuW8NOs54gh","colab":{"height":386,"base_uri":"https://localhost:8080/"},"cell_id":"364772aa6b4b4e789853cec5bc9f79d3","outputId":"b07bb06c-1f54-46d4-fb30-2fabe56b15c4","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos 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\n","text/plain":"
"},"metadata":{"needs_background":"light"}}],"execution_count":4},{"cell_type":"code","source":"# Axis level\nimport matplotlib.pyplot as plt\nf, axs = plt.subplots(1, 2, figsize=(8, 4), gridspec_kw=dict(width_ratios=[4, 3]))\nsns.scatterplot(data=penguins, x=\"flipper_length_mm\", y=\"bill_length_mm\", hue=\"species\", ax=axs[0])\nsns.histplot(data=penguins, x=\"species\", hue=\"species\", shrink=.8, alpha=.8, legend=False, ax=axs[1])\nf.tight_layout()","metadata":{"id":"V4YqeaXHIMQ2","colab":{"height":297,"base_uri":"https://localhost:8080/"},"cell_id":"230965399d114d08a8c9bd3e14ecfcf5","outputId":"3a8386e3-c2b7-4763-d64b-c29743afe18e","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos 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\n","text/plain":"
"},"metadata":{"needs_background":"light"}}],"execution_count":6},{"cell_type":"code","source":"# Figure-level\ntips = sns.load_dataset(\"tips\")\ng = sns.relplot(data=tips, x=\"total_bill\", y=\"tip\")","metadata":{"id":"WZk0wB6TIpDi","colab":{"height":370,"base_uri":"https://localhost:8080/"},"cell_id":"e1aefe224c3e40a185f41437cb41b6eb","outputId":"77006b52-4ff5-4339-f2b2-5731d18cd37d","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos 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wdxamAsYzfKTAZLuMgKy9AIgN7eCZnYd7ZVBbCEi6ywCoK0hlUm9m0YCq+dOY99b/TDUMCeg6fRM+zXds80IrAKgmLR2TvB7n2bgX77zhexY99JfO/AKdy5ugkNVV6e9KKswwAmrWfo7d63VaDv2H8Ct65axJNelHW4BkwZuYw12XVdu/cdK9ALPMjISS/2HaZ0cAZMtp+hT6U1ot37jlXutX7JfNvXtJ1oAUnuxpNwBMDey1hPDYzhlh0HZsxqY50As3PfTp5QTPU4Ka/xnnAUm3kZa7zgSPbjdrx13ebaMsvXSLTvVI7DqXKveMfJAKZkMIApKanMLGOt65YUFuDZ13pwon8UuztO49z4REZmp3YGejxOtIAkd9O2BiwiBSLyqog8o2sMlLxUysWs1nUf2LQM7btexd2PvYrvPB8oDasuLc7pWwXx6jZKl84Z8FYAxwFUahyDo5w8Yz6bfRmGwluDPnSd9aGsuBD1lXPQWBN4XvjH7YYqL25dtQgV3gIMjl2csY/oZYCSogL89TPHsHH5QkhwCLs6unHrqkX49s9OJvzIns7PLZnnTk0ZONYzjJ5hPxqqSrC0oRKFhYnnJm64uo1VHHppCWARWQTg/QC+BmCbjjE4zcmTQ7PZl9Vztq5vRWt9OdZdXR/6uF1dWow7VzdhV0c3bm9rxCf+6WXLfYQvA/yqcwjrlizAjv0nQtu2r2uFx5P4I3s6P7dknjs1ZeCpw2dw31NHQ9s8sGkZNl2/MOkQdmK5IxOy7XLtfKRrCeIbAL4IwEi0oVs4ebXZbPZl9ZyH9p3AkdPD6BzyhT5uf6RtEXbsP4GNyxeGAjXRPooLPDO23bH/BBbNLcX2zSvgEcRsmJPOzy2Z5x7rGQ6Fr7nNfU8dxbGe4YSvn+vy8e7R2cbxABaRjQD6lVIHE2y3RUQ6RKRjYGDAodFljpNXm81mX7GeYyigf9Qf+ri94vK58E8aEEHS+xifmLbctmxOAYoLBRseil1Hm87PLZnn9gxbb9M77P5LltmjWD8dM+DfAfD7ItIJ4HEA60Tkn6M3UkrtVEq1KaXa6urqnB6j7ZzsBzubfcV6jkcQep7HI2iuLYs46ZTMPmK9dk1ZMe7+0atxZ2Dp/NySeW5DVYnlNguq3F/JwB7F+jkewEqpP1dKLVJKNQO4A8B+pdTHnR6H05w8Yz6bfVk9Z+v6VixfVBXxPHO7pw+fQfu61qT2EWs8E9NGwhlYOj+3ZJ67tKESD2xaNqNiY2lDVcLXz3Ws4tBP65VwIvJeAF9QSm2Mt51broRz8qaJs9mXWQXRfdaH0qgqCKvXPuu7iKICD8YnphOeQbcaT+eQL6krydL5uSXzXLMKonfYjwVVXixtqErqBJwb8EaejuFdkckesy3bisaz8JRHeCkypS/dsq1wmaijZV0r5RIGMKUUWrHKtlrnl+P6y6tT3reddbScUVOuyY+FLoop1ZaK2Vy2lQ91rdl0o1FKHwM4z6UaWtlctuX2ulb2H3YfBnCeSzW0sqVsK3omODVloLS40NV1rfkww883XAPOc6m2VCws9GDT9QvROr9cW9mW1VrvA5uW4fGXu9C+rjWi54Sb6lrZf9h9GMB5zizGjz5xFS+0Cgs9uP7yalx/uYMDDWM1E7zvqaO4a00LHn2xC3etaUGBB1i/ZD6uWzjXNSfg2H/YfRjAec6qFKyxuhSdQz4M+S6ipKgAvovT8E1MoammDE01peg+Nx6zYiJRRUV0y8sFVXMwNR3oN2FuDyDua8SaCYoEThJ++2cnAQDvubLWNeELAI3VpXhg07IZJYCN1aW6h5Zxbi0vZAC7QLq/nOGlYObH+wf3HscfvecKjE9O46F9gY/0TbUluGdda0QAhJd5JSoDs/r+/R9Yin/8z5PoGroQ2r5sjgcHu87DUECBANctqsK6q+tDxxQ9E2yo8uIjbYuwsKoEd69bjD0HA3fbcNvMsPvcOL65/wTuWtMCEUAp4Jv7T2BVY7WrlyDcXF7IK+FynN2/nOaNJs2P8TufPxUKus/etBjf/8WpGR+BzUuHE92kMtb371rTEpq1eos8+PvNK/D5qL7E/23ZAjTPK59xzNWlxfjEDU2hN4noPsa5/j9ouBfeHMRHv/vSjMcf3/JurG6Zp2FEznDJzU8tfxFZBZHj7D4zPuS7iLvWtKCxugSGimw5magFZaKKinhLB+FfH+8dmdGXuG/kYmgbc9nk2fa1+MbtK0LhG779FbXlcftS5GItbb52L3NzeSEDOEslGxJ2/nIahsLb5/34/i9O4bfnL6BArFtORn9tBkCigIj1/fAPYd4iD6aj2vT7Jw2MT0xFPGYumxhKWR7/wJj18edyLW2+di9z8xsPAzgLpRISdv5ydg75cO+eI/BPGthz8DRqSouxdf2llpNPHz4zowY4PAASBURjdSkevG15xPfv/8BSPHPkTOjrB29bHvo6/Hgaa6xDJtXjz+Va2vCZ/+Nb3o1n29e6Yh00ETe/8XANOAulsuZl5xpw9BpjQ5UXn7ihCcsWVmFq2kBjWBVErOY5sdobhp/c27h8IQo8wMrGalxZV4rJKWBg7FIFxk+P98U9kRd+wjHR9omO0eT2ddRc54K2mWxHmStSDQm7fjnjBb/Zv3e2lRapvqnEC/HosH3fNfVx3xRmOw4iG/EkXK5I9WO1uR66umUeWupin3xKJNZHvcbq0oglkT/84cv4xcnBlE5ipbJWbR7Pu5prAQAvvTWEUwNj6D5rvXzQfW486eN388dZyj2sA85Cs7k6LZ5k6oTNbapLi7Bryw2YnJ5GTdmc0MzXHEtDlRe3tzViy6MdSS95GIZCaXEB2tcvhqGAPQdPo2fYH/dNxWq2+78+dB2qS4vRE9Z5LdVLcTPRg5hothjAWcjOkEhmjTjWNqsaa+DxSMTs9dZViyxvR78kxm2EhnwX8fZ5f+jknrfIg/Z1rdjV0Y17N1wT803F6mTZl3/8Grbc2IId+06GtpvNCUc7exCnyq1XdNHscAkiS9m1rBDvrL9Z6varzrNxKwPCl0SSuR29Geh/+MOX0TN8EW8OjOHTa1vQUOWFf9LAjv0nsOOOlXFnzbGWLK6qr7Bt+cDpeuBcLoGjzOAM2OViBdlZ30W80TuKbbsP4dNrW+J22QpfEgGQsCFM55APD+49jtvbGvHFJw5HzHwffbELPcN+XJicjvumEqvxzDULKvGsQ58M7BbrzXCJDSc5KTdxBuxysU7oFRV4IsIg3kk/c0lk79a1uOmqOjyw6bq4s9C+ET82Ll84Y6lix/4TuHXVoqSWDWKdLLtiXpktnwzeGrQOw7cGZ1cPnMxsOt6bIWfG+YkzYJexqpO1OqE3PjEdCoM9B0/P6KP74G3LMeQLXP5rhuvrPaOh/gtbbmzBVfUVuGZBJa6YFzlbq6/0osBjvVRR4EFSywaZPlnWddZnOb7usz5cOT+1teFkZ9OxZvXRb4ax1tXJfRjALhIrCH736vnYtWV1xG3ku8+Nh8KgZ9iPR1/swpYbW7Dy8rko8HjwlZ+8FtGh7Or6itDr9gz7sWPfyVD9bHQoNteW4Z1NNZZhk0qP3kyeLCsL3j0jenylxan/LxFvaSF87LGqW8LfDE1stJ4fGMAuYq69mu0KAeDBvcdRPqcQX/nJa9i4fCG6h3yYmJ4GVGAmCigUeDzoGhzDNQ1VaKwtwe994wCqS4vx2ZsWo8JbAMNQ+HXfCD69tiVUQgZcmjGO+Sfhm5gOzbi7zo5jyjDwD3/wDvzl00fRNXQBTbUl+OsPXofxiWm8NeiDR4C3hgI9gesr56CxJnZpXCbWResr52Dr+tYZXdTqK+fE3Lf5M44eT7J3qog1q+8c8mlptJ7KMSbzXK5Zp44B7CJDvou4va0xYimhfV0r3uwfxe1tjdjV0Y0/es8VeLX7PLY/95uI4CktKsB9P3kNW9dfhavml2PDsgbs6ujG7W2N+EKME2lNtSUYHJvAZ/75lYgG4d/cfyI0e/7KxmuxcK4XwxemImqHt65vxSMvdOHc+IRl+8hMnyRrrClDa305ttzYAkMBHgFa68vRWFMWc9/FhYK7f/TqjPGkcqcKq1m93XXfybA6xm99bCUmplTCn7mb+/M6jZciu8jh357D7TtfnBEE37nzHfjvjx607PFrbrPlxhZMG8D3f3EKX//w9fjCE4dx15oWy/6/5uPhoRH9/fD+vubrxdrO3P+mFQtDwZTMJcPpzsJiXfIca99WNcjmZdrpBpLTvQ6sjrF9/WLL343oy7R5OfesWP5jcgbsIrHWEgdHL4b67kb3+DW3MdSlGl+FS316rbZtrCnBXWtacLJ/LKn+vr6LU3G3M/cf/pE90cd6O2ZhsdaYY+07uighfDzpnjB0+uIQq2OM9bsRvZTCm4Pah2VoLhKr5OyyuSWhx2P1+PUEb3HjLfKgsfrS9lbbdp+9gG//7CQmpo2k+vuWea1vF29uZ+5/QaU3VMpVWlyIptqSGc8xP9Znsq1krJ9jdJ5Gl+rZUR7nFKtjjPW7Eb2U4ub+vE5jALtIrNrZd1xejQdvW46nD59BTWkxtt18VcQ2W9e3ora0GM8cOYPtm1dg6WVV2L55BZ4+fAbt61ojtn1g07JQv96nD5/B/R9YGvP75mvXlBXO6AO8dX0rnnzldOjv72iai9d7RkO1sLfvfAH3rGsNhXD0umgm75IQ6+e4fFGVa5r4WB3jdYuqkmpUxIZG9uEasMvEa+XYOeTDWd9FeIsKMD4xjeELk6j0FqFsTgH8k5ea70RvX1TgwXhUlUP3WR+KCz0oLy6ECGZUQXSf9aE0eNfjY2+PRvQBbmuqQWNNCd4aDGxTXzkH0wbw/m/OXFfctWU1LkxOz/hYn+l1SKufI4Bc70kbIZ1jdEF/XqexHzA5L9mgnE0PZJ6JpxzCk3Buk+laTDteP9kTNqmUcgFsK0nuwADOUVa3+HlnUw1uaKlFYWH6S/t2zTDnV1gHa115ZLDOphZWZ1tJIjswgHNUeMex6B4OH1h+WdozwVjNaq6+Z21KvRIKPLC84qwg6j2CM1rKRwzgHBWr49i9e47guoVVac8KYzWrOTU4NqP5Tjw9w3488kJX6PJopYBHXujCysa5aJ4XOUbOaCnfMIA1SmeNNV7Hsb6R9AviYzWruThpYO+x3qSXIuorvTg3PhG6Ms58HdaMErEOWJt0744Q3nEsnLfIg8lplXYvWbNZTXTt7m/Pjad0wUOu14w6fdcMyi8sQ9PEjjrWqSkDTx95G3/+49cimuXs6ujGDz71rrRmwYahsP/XfThyejjUrKa2tBj/+Pwp9Az7Y5aHxXotu2tGnejGxVI3shHL0LJJvPKsWLenMQyFriEf3h6+gFH/FC6bW4Ir55fhbz98PS5MTKG0uBDfff5NdA1dQNeQD50J2j2aDEPhrUEfus5Gbv/e1vkoKy7EC6eGMG0gFL7eIg9KigrwwpuDSYWf3Wu7TgVjsn1+yT751uaSAaxJrLrXBZVey3B53zX1+PmJfpzoGwtVFDTVluCzN7XiL35yNGIGPOyfxKu/PR9qmm7V7tFkFWbm9ovryvGlJ4/MqLT42oeuQ/vjr0Y0bHdyVuhUMLLpjLPy8RMH14A1ibU2Om3AMlyO9QzjyOnhUPgCwMblC0Pha267Y/8JfGnDNfjXjtOhxx7adwJHTg9brttahZm5ff/oRXQNXcCjLwaqGO5etxh3rWnB0KgfXUMXIsaXzJqwXeupmewDEY5NZ5yVyQZL2YozYE1i1b2+9NaQZbj0DPtntAuM1S7yRP9Y6K4V5mPR7R5N8VovDl+YhLfIg55hf0R/37vWtMzYPtGs0M7ZTapXzc2Wjkbp+SwfP3FwBqyRVQvDWLOuhqqSmO0Co7+eMowZj3kElgEVr/Vipbdoxiz9wduWh7qdhW+fKPzsnN04VVlhvkk+274Wj295N55tX+vqj8O65eMnDgZwlokVLksbKnHdoqqI0rCnD5/BX31wWcK2iVvXt2L5oirLgGquLcPfWrSKnFdWjPrKOaEAeuyP341dW1ajsaYE226+OuXws3PZwMlgzLU+v7ks10sWZ4NlaFkoXivI354bx9vDFzDmn0ZD1Rwsqa/E6eELM1oKvjXoC7WETFQFMTVl4MXOIbx97gJKigvRc34cLfMvnbSLXj4wb7BZUuxBcdj44p2x5m1sKBkubnPJdpS5xOkzwlNTBo71DEfcut5s6mMVnk21gZnwvXuOJDW+fDzDTRSGAZxLnJoxGoZC91kfXuk+jy+HXdARHo5WvXo/e9Niy89PU+QAABG7SURBVBt2xhtfvJAncjleiJFLZnOhRirCg7dzyBdxN9zoulqrqoNYfShinbE2DIWfHu/jDJgoDKcfWSr8jHBDlRefvWkx2tcvRmlxIfb/ui/pHhJWtbfmcsCTr57Bl3/8Wty74QLWJ0di9aGIdcZ6NlUQ7MNAbscZcJYyQy+65+/O509h6/pWVJcWo2fYH/cqsFjrrtc2VGDb7kP49NqWUCDGq6u1qllurC5NqUY21RpPrhlTPuAMOEuZobfjjpUzev4+tO8Ebl21KLRtrHKuWLPOvpGLEcG75+DpGXc/jg7T6HKswkJPSqVgqdZ45uNVUZR/OAPOYh6PYHxi2nLmKGE5FyvIYs06R/yTaKotCQXvjv0n8OiLXdhyYwuuqq/ANQsqk2q6nkqTnVSvKsvHq6Io/zCAs1ysy27NbIwXZLGe+9qZYdyzrhXfnGXwzkaqtxxy6nLjZORbhy5yDsvQsly8ddzekfhBZvXc9nWt2Hu0B+9dMh/XLazC3JIilBQXYNQ/lVXhkuwasBN3huZaNNkgO+qAReRyAI8AqAegAOxUSj0U7znZGMCJ/seP933ze73Dfswp9GD04gQq5hRjWinMKSyAoQx4RCKugOs6Ox5xZZtvYgrnfJMY9U9hXnkxCj2C8xcmUektCr2eCEJNeMrnFKJz0IcnDp7GhmUNEe0lH9i0DPUVczAwNoGGKi+mDQMNVaUzZsOphF34tqXFhZiYnkZt2ZykAzKiR/GcQtRXRF7NZ37/eM8ITvSPYnfHaZwbn8CDty3H+5c1pFRfHO+4kqnHDn/+/IrAraJ6hjlbpghZUwc8BeBPlVKviEgFgIMi8pxS6nUNY5mVRLOieN8HYDkr3dXRjdvbGrGroxufuXEx/vH5k6F+u9/62EqMX5zGF/ccQXVpMT5705UY9U9F3Gl4281X4Qe/7MS58Qm0r2vF/jd6cduqRnz1mWOhbe7fuBS/v+IyfP2nv4k4uXXfU0ex5caWUP/g9nWt+J9PHcW9G65J6piS6TFsHmP4a6b6822sKYv7+o++2IV7gz+jNYvnJR308Y4r0Vp0rH7Kj7zQhXPjE5wtU1yOV0EopXqUUq8E/z4K4DiAhU6PIx2JztB3n/Xhjd4RfHptoIdudWlx6PtWz92x/0ToDscbly/EV585ho3LF4a+f+T0ML4YvOT31lWL0D96MaIvsH/SwPbnfoNbVy0Kvd4n3tMSCl9zm68+cwz1lSUx209Gjyf8mFKpSoh3jMlUMiTaV6zXN4+/o+ts0tUSifaVqHojVj9lcyys3KB4tJahiUgzgJUAXrL43hYR6RCRjoGBAaeHFle8WZFhKLzSfR47nz+Fb+0/ie8dOIU7VzehurQY/aP+mM81e/uG/2kKv1DCXFaIVxnhnzRwYWLKcptKb6FloISvRIWPwyxvS6WbWaJjTNQBLdG+4r2+t8iDaQNJd1lLtK9EHbrijSX6tYiiaQtgESkHsAfA55RSI9HfV0rtVEq1KaXa6urqnB9gHPFmRZ1DvlBPBeDS7OwjbYswv8Ib87lKzfzTFN0HOFZfYPM53iIPSoutg9Y/Zcyo+d26vhVPvnLacjzmTC+VOt5Ex5iokiHRvuL1MG5f14pnjpxJuloi0b4Stb6Md6zRr0UUTUsAi0gRAuH7L0qpJ3WMIR3xZkWxZkRX1VegubbM8rlmaJh/3r9xaajpubfIg9qyYnz+d68KXTRRVzHzlvHbbr4KT75yOvR6D//XKdy/cWnENvdvXIpvB0vPtq5vxbc+thLfvGMlyooLcG58YsZ4wmd6qfRqjXeMyfR3TbQvq+9/ZeO1KCkqCK0zJ9tDNpnjitcT2Or55htaPvSzpfToqIIQAA8DOKuU+lwyz8nmKojomtZYZ83//Z61uHJ+ecTt3kuLC3FtQwUuThmoLi2GgkJxgQdKKUiwCmJ+hRdvDY3hr595HR95x+WYXzEHl9eUoGxOIUYuTGH04hTmlRWjyCM4759E+ZwijF0M/FngAaYN4KxvAhXeQvzdT99AR9dwKBjed009Tp8fx9DYBPxT07gwMY3KkiJMTE3HrYJIpo43sgqiAJPTBmpSrIKIt6/w79eVByoPEpXlzXZfqTw/3bGQa2VNGdoaAAcAvAbATKkvK6WejfWcbAzgWBKdVU9U1mRVEgUgYcvIZMbl0kbXRLkgOwJ4NnIpgIH4YferziH8/NeDoZM0ew6eRs+wH49veTfe1VwbM7w7h3xa7yjBq8GI0pI1dcCuF6tHgmEovH3eH2pkHl4fW1fujVkStaR9rdbeCLwajCgz2A3NQZ1DvtAtfIBLFRJf2bgUfSMX0Hs+dsjGO1uf6b657ExGlBkMYAfFmsW+/vYI/ujhDkwYxoyQbaotQUlRAfpG/PjunW1oqi0BcOlsfWN1KfYe602rQftsx836VqL0cAnCQVYdvppqS9A8rwyfXtuCN3pGsP0j12Pbvx6GfzJw9+F71rXi9p0vhj76P3jbciyc6w1VFMRbtki2QXuipYRs6kxG5CacATsouma0qbYEn7lxMb74xGF8a/9JfGPfCYxPTmPv1kDR/447VuK+p45GhOu9e46gpmxOqB61b8Qf7A+xGHevWxy69DmVBu2JlhJSqQEmouRxBuwg86qqq+5eg5MDYygtLsCWRw/OaIzzbPtarG6ZhxfeHEx44q2hyotP3NAU0Zhn6/pWLKhMvkF730j8E3mp9vIlouQwgG2UbKnWb/rHZtyTzeSfNNA15MOQ7yKKCjxoX78YhrpUruYt8kAQqCduri3DtIEZjXke2ncC77t2wYz9mpcn+ycNNFR5ceuqRSjwAMUFHhiGihuoie5+kStlarkyTsoPDGCbWK2vWvWmjV4G8BZ5UF1ajFtXLYJIoM/DmXPjGPFPR/TsNcvV7nhnIz6361Co1WF1aZFliA+M+XHl/MiwnJiejmh9GX6jz3TKynKlTC1Xxkn5g2vAaTAMhc7BMbx0agj73uhD95AP1aXFAC6t1/7XqaHQreBPDYzhN32jocDcc/A0vvahZfjEDU34/i8C3dO+8/wpeDwe7OronlGu9mfvW4JHXuiKuBtyrKY7VifIasvmYFdHN/70fUtm3OgznbKyXClTy5VxUv5gAM+S2dPhP4724pM/eBl//MhBfGPfCXzqPc1oqAqEn9mb9q1BX6hU7OjbI6HA7Bn2o7SocMYSwl8983qoH7DJP2ngjb5R9Az7Ix6bnJ5OqUnOvRuuwcn+UctZ82zLynKlTC1Xxkn5gwE8S51DPhw5PTwjPP/+//0mdMt4szdt99lLM6/oW8CP+ictQ6Eg6l8m/Eac4Y/VlM1J+vbw5sm09Uvqk541JyPVW87rkivjpPzBAJ6lvhF/3Mbo4S0YS4sLQ9v1DPvx6ItduGtNC77z8VVY0lBpGQpLFlRGzGq33XwVakuLLWe68dolRvN4BNctrLKlrMxcVol1kUi2lamxnI6yDZvxzNKpgTH85NAZfOf5UzMuUPj6h6/H8d5RPHPkDO7dcA2ubajAhocOzDjZ9qGVC9FYU2Z58q6ppiSiJWWBBxgcC1RGmDfrTOcMvh0tGK3GHX6RSDae2GJXONKE3dDsZK4Bn+gbi6jB/buPrMDSyyJvGQ/ActvwG3XmWigkc7dgIgphNzQ7eTyCdVfXY3FdOVY1VmN8YgqNNWVoqilF97nxiFsKeTyCK2rLcfePXo2owX2jdwSLqktQ6S3MubpUnd3ZiNyCAZwGj0fQPK8czfMCgROvzrR/1B8K3ztXN0XU4ObibczZH4IofTwJZ6N4daZmYN26atGMGtxcvI05T2gRpY8zYBvF+1j+ruZabN+8Am/0jiR1G/Ns/xjP/hD24eXR+YsBbKN4H8vNwFo4twQ7LSoncvE25on6Q1BivDw6v3EJwkaJPpbHqsGdzW3MM30XDHIGL4/Ob5wB2yiZj+XR25i3MV/ZODfpj/GcNbkHq0nyGwPYZsl8LLfaxqykSEYqd8Gg7MZqkvzmyiWIdD6eJ/NcnR//DUNhYPQiPr22BXevWxzR+MeupjJc3nAOq0nym+tmwOl8PE/muTo//lvtu31dKx59MVBDbMesicsbzmI1SX5z3aXI6Vwim8xzdV6CG2vfW25swZIFlbaEJC8xJsoIy/8xXbcEkU7P12Seq7OnbKx9r7x8rm0zVPbMJXKO6wI4nZ6vyTxXZ0/ZWPtusvEjK3vmEjnHdQGczkmNZJ6r86SJE/vmSSEi57huDRhIr+drMs/V2VPWiX2zZy6R7dgPmIhIk/w4CUdElCsYwEREmjCAiYg0YQATEWnCACYi0oQBTESkCQOYiEgTBjARkSYMYCIiTXLiSjgRGQDQpXscGTAPwKDuQTiAx+kuPM7UDSqlNkQ/mBMB7FYi0qGUatM9jkzjcboLj9M+XIIgItKEAUxEpAkDWK+dugfgEB6nu/A4bcI1YCIiTTgDJiLShAFMRKQJA9ghIvJPItIvIkfDHqsRkedE5ETwz2qdY0yXiFwuIj8TkddF5JiIbA0+7rbj9IrIyyJyOHicXw0+foWIvCQiJ0Vkl4gU6x6rHUSkQEReFZFngl+79Tg7ReQ1ETkkIh3BxzL6u8sAds4PAUQXYn8JwD6lVCuAfcGvc9kUgD9VSl0LYDWAz4rItXDfcV4EsE4pdT2AFQA2iMhqAA8C+Hul1GIA5wDcpXGMdtoK4HjY1249TgC4SSm1Iqz+N6O/uwxghyilngdwNurhDwJ4OPj3hwFscnRQNlNK9SilXgn+fRSB/2kXwn3HqZRSY8Evi4L/KQDrADwRfDznjxMARGQRgPcD+F7wa4ELjzOOjP7uMoD1qldK9QT/3gugXudg7CQizQBWAngJLjzO4MfyQwD6ATwH4E0A55VSU8FNTiPw5pPrvgHgiwCM4Ne1cOdxAoE30Z+KyEER2RJ8LKO/u4V2vhjNnlJKiYgragJFpBzAHgCfU0qNBCZNAW45TqXUNIAVIjIXwI8BLNE8JNuJyEYA/UqpgyLyXt3jccAapdQZEZkP4DkReSP8m5n43eUMWK8+EWkAgOCf/ZrHkzYRKUIgfP9FKfVk8GHXHadJKXUewM8A3ABgroiYk5pFAM5oG5g9fgfA74tIJ4DHEVh6eAjuO04AgFLqTPDPfgTeVN+FDP/uMoD1+jcAnwz+/ZMAfqJxLGkLrg9+H8BxpdT2sG+57TjrgjNfiEgJgJsRWO/+GYAPBzfL+eNUSv25UmqRUqoZwB0A9iul/gAuO04AEJEyEakw/w7gfQCOIsO/u7wSziEi8hiA9yLQ4q4PwP0AngKwG0AjAu02Nyulok/U5QwRWQPgAIDXcGnN8MsIrAO76TiXI3BCpgCBScxupdRfiUgLAjPFGgCvAvi4UuqivpHaJ7gE8QWl1EY3HmfwmH4c/LIQwI+UUl8TkVpk8HeXAUxEpAmXIIiINGEAExFpwgAmItKEAUxEpAkDmIhIEwYwEZEmDGDKKSIyV0T+JME2zSLysSReqzm8PajF9z8lIt+K8b3/in4NEXmv2bKRKBkMYMo1cwHEDWAAzQASBnA6lFLvyeTrU35gAFOu+RsAVwabZv+f4H9Hg420bw/bZm1wm88HZ6kHROSV4H+phOflIvLzYEPu+80HRWQs3pOIksFuaJRrvgRgmVJqhYjcBuAzAK5H4BLvX4nI88FtvqCU2ggAIlIK4GallF9EWgE8BqDN+uVneBeAZQDGg6//70qpDnsPifIVA5hy2RoAjwVbQ/aJyH8CeCeAkajtigB8S0RWAJgGcFUK+3hOKTUEACLyZHCfDGCyBQOY8sHnEWiAdD0Cy27+FJ4b3SyFzVPINlwDplwzCqAi+PcDAG4P3p2iDsCNAF6O2gYAqgD0KKUMAHci0MUsWTcHb8xYgsDtaH6Z7gEQmTgDppyilBoSkV8GS7/+A8ARAIcRmJl+USnVKyJDAKZF5DACN0P9vwD2iMgnAOwF4Ethly8j0GB+EYB/5vov2YntKImINOESBBGRJlyCoLwnIr8H4MGoh99SSn1Ix3gof3AJgohIEy5BEBFpwgAmItKEAUxEpAkDmIhIk/8PHH+bLinZJxcAAAAASUVORK5CYII=\n","text/plain":"
"},"metadata":{"needs_background":"light"}}],"execution_count":9},{"cell_type":"code","source":"# Lineplot\nflights = sns.load_dataset(\"flights\")\nflights.head()","metadata":{"id":"3WB7R6pDJfOD","colab":{"height":206,"base_uri":"https://localhost:8080/"},"cell_id":"4fc3074b0c064dbb85fe3751b0d58656","outputId":"da51a5f8-9810-4eac-d40b-274010c68596","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":882,"user_tz":300,"timestamp":1640545781409},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/html":"\n
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\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 \n \n \n \n \n \n \n \n \n \n
yearmonthpassengers
01949Jan112
11949Feb118
21949Mar132
31949Apr129
41949May121
\n
\n \n \n \n\n \n
\n
\n ","text/plain":" year month passengers\n0 1949 Jan 112\n1 1949 Feb 118\n2 1949 Mar 132\n3 1949 Apr 129\n4 1949 May 121"},"metadata":{},"execution_count":10}],"execution_count":10},{"cell_type":"code","source":"# Axis-level\nmay_flights = flights.query(\"month == 'May'\")\nsns.lineplot(data=may_flights, x=\"year\", y=\"passengers\")","metadata":{"id":"PRvStjQRJgup","colab":{"height":296,"base_uri":"https://localhost:8080/"},"cell_id":"b7be8eb4947a42669786b42b25e5b75d","outputId":"2c94cac9-ecb7-47c1-8cae-64168336ea82","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos 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\n","text/plain":"
"},"metadata":{"needs_background":"light"}}],"execution_count":11},{"cell_type":"code","source":"# Axis-level\nflights_wide = flights.pivot(\"year\", \"month\", \"passengers\")\nflights_wide.head()\nsns.lineplot(data=flights_wide)","metadata":{"id":"prSuM2jULAWh","colab":{"height":296,"base_uri":"https://localhost:8080/"},"cell_id":"8c5a2a34910d4f8c80e34aa728dd36a2","outputId":"dfe8c0b4-ecaf-4e0d-b161-9dd6c0559aad","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos 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DJ+D9sf24KDoEaGyGeX1nDm/tziPJ159kP/8Oi1FRVeblfMcXRdsYG9GTEWGJ5zwGLblrNJouQUqJ1ani52Kkf4gfY6KCjze11Nhs/G3zWjaUFjM5Jp570/vhotd3WKyv5v/EF0XbuD5hMLclj0TXAT3ntOSu0Wg6vTq7g2e27KZBcfL8sDTu65NwwvGHNq0mp6KMhzIGcEkHjjattVvwMrpyTY8BdPcO4uKoXh0Wi5bcNRpNp7azspZHN+ykpMHG7NS4E44tPVxE/+Aw/pzaB0VVSfFv/14op1JQU8JdGz5ierf+XNNj4O8mdqcq+bLAilWBGSnt09e9RY+PhRBFQogdQohsIcSWpn3+QoilQoiCpp9+TfuFEGKBEGKvECJHCNFxTzQ0Gk2XdsRs4dbl21Cl5JUL0rkmMRqdEDhUJ/O2beKvm9ayuGAXib7+HZrYobHN301von9w3O+W212hcOt3NbywuYGcUgdSynaJ50z6Bl0gpUyXUmY2vX4QWCal7AEsa3oNMA7o0fTvFuCVtgr2XBNCcM011xx/rSgKQUFBTJw4sQOj0mjObw2KwqL8AxTV1hPu4cpNKbEsGpNJakDjoMBSSwO3rfqRzwoLuKZHMjclp3ZovEuKstlUVkiSbxgfjb6FBJ+QU5bdVuLg5u9qKG1QmTvUk2dHerXbQKbWNMtMAUY2bb8NrAQeaNr/jmz8ONoghPAVQoRJKYubPUsn5uHhQW5uLhaLBTc3N5YuXUpERMQZnUNRFAwGrfVLozkdm9PJl/uLeTv/AFU2B0adINbbg5nJMcfLbCsv4aGNa7AqCk/3H8royJjfOWP721VdzJPZ33BhRDL9g+LQi5Pry1JKVh2y06DAmFgTN6a5cWmiK16m9u1339KzS+AHIUSWEOLn6RlDfpWwjwE/f1xFAId+9d7DTftOIIS4RQixRQixpays7CxCPzfGjx/PN998A8DixYuPTw4GsGnTJgYNGkRGRgaDBw9m9+7dACxatIjJkyczatQoRo8e3SFxazRdzV2rcngxey/dfDx4Y1QfZiSePE3AqqOH8TIaefOCizs0sdudChVWM0m+YcwfMI0n+k5ptlyDo7HJZUmBja/3WtELmJnq3u6JHWj8VDndPyCi6WcwsB0YDlT/pkxV08+vgaG/2r8MyPy98/ft21f+1s6dO094vXnJzfLIriVtun06Hh4ecvv27fKyyy6TFotF9u7dW65YsUJOmDBBSillTU2NdDgcUkoply5dKi+99FIppZRvvfWWjIiIkBUVFb97/t/eo0bzR+JUVbn0YIn8tOCwlFLKtUfL5aZjlSeVszgc8q8bV8sfDx+QDqdT1tnt5zrUE1TbGuTNq96R05e9Jh1O5ZTl1h22yYs/qpCF1Q5ZZXFKh1Nt81iALfIUebVF7QVSyiNNP0uFEF8A/YGSn5tbhBBhQGlT8SNA1K/eHtm0r0tKS0ujqKiIxYsXM378+BOO1dTUMHPmTAoKChBC4HA4jh8bM2YM/v4dN4hCo+msZNMDxHKrncc35ZPo68XU+HAGh504r7pTquyrqSbO24djlgZKG+ox6HR4duD8MIfrq7hr/UccbajmbxkTMehO7kufW+ZALwRJAQYGhRtxMwh8XTsg5lNlfflLzdsD8PrV9jrgYuA54MGm/Q8C85q2JwD/AwQwENh0umu0pObeETw8PKSUUj722GPS399f5uTknFBznzlzpvznP/8ppZSysLBQxsTESCkba+633377ac/fGe5RozmXtpZWyVuWZcllh0qklFLmV9ZKRf2lRquqqsyvrJAvbN8ix339qRzyxQeyxmaVDqezo0I+rsbWIMd++4Ic9fV8mVV24OTjVqf8+/o6OeTdcvmXZTXnJCZaWXMPAb5oeqJrAD6QUn4nhNgMfCyEuBE4AFzRVP5bYDywF2gAbmjdx0/HmzVrFr6+vqSmpp4wQVhNTc3xB6yLFi3qmOA0mi5gV1Udr+7Yz8aSKgJdTfzc+y/Jz+t4mQ/37uKLwgKK6moxCB1DwyK4OCoWN4OhQ2dzhMY2dm+TGzcnDSMzMJZYr1++ZUgpWVpk56WsemptkiuTXbkxrX0W4DgTp03uUsr9wElLlkgpK4CTnhY2fZrc3ibRdRKRkZHMmTPnpP33338/M2fO5Mknn2TChAkdEJlG07k5pUQvBK/nFpJfVccdad24rHsErno9NXYbyw4fZE9NJQ9mDGBvTTW+JhcezOjPqIhofEwuHR0+AB/s3cSXB7bx+rDrmBbX96Tjj681s7TITnKAgedHedDDv3P0jhOynTrQn4nMzEy5ZcuWE/bl5+eTnJzcQRGdG3+Ee9T8MRXXW1i48wB1dgd/H5JKSYMVD6MBo06w5tgRvjtYyLpjR1GkSpyXDwtHXoSrQd9sV8KOpErJPRs+xqDT80TfKbgajADYnY0jTKf0cGXtYTvVVsmUHi7oded2DhkhRJb8ZezRCTrHR4xGozkvVFhtvJ1/kC/2HUUn4LLuEThUFadU8DS6ct2yb9ldU0WAiytXxCdwcXQcCT5+nW5JSqvi4LOirUyP788z/S/FqPvlg0eVktwyhQVbGghw0zE6pnN8w/gtLblrNJpWU1QVg05HdlkNn+87wsS4MCbEBJEa6M/jW9azqbSYr8ZN5YakXngYjfQNCul0tfRfe3zb1/x4ZCcpfuGkBzR2/pNS8uyGeox6uLe/J29N8KGHX+dNoZ33t6vRaLqED/cc4pJvNlDaYKWnvwdXJfqzo2ovt67+jkqrlUmx3ZiT2gdVSi6IiKZ/cFinTey1dgsAtyYP57kBl5MeEIUqJZuO2hFC4OMi8HXRIaVsk8SuqI7TFzpLnfdjR6PRdFp2p8rRegux3h7U2B0Euul5aOMa8qpKkEAv/0DuTuuLSa8nI/DUc610FsUNNby5ew3fHNrB05lTGRmeSIxnAPurFeZvrCenTOGlMd78qU/brKRkURpYmPscFqWBe/s+2y7NUlpy12g0LSal5NsDJbyeV4jd6WRMjCt/TutLtaOczWUN3JScxkVRsUR5ep3+ZJ2AzanwYu6PfFm0DSEEU2My6OUfjlWRLNrRwOKdVjxNgocGeZAe3Dbpcm/1Tp7Pephj9Ye4tMcNqKjoafuFRbTkrtFoWsShqjy1OZ/vD5ahEw4UUcN3h+C6xBT+nNoHF72+0z0YPZVyqxlVqgS5erG/tozJMb25IWEooe7eFNUo3PZdNcVmlfHdXPhTH/c2GWGqSpUle9/h/V0v4+sSwOODX6NX4MldK9uKltxP48svv2Tq1Knk5+eTlJTU0eFoNB3mh4OH+f5gKQgzF0T5Mi6mJwOCwzp8gNGZ2lxWxN0bPmJ0eDKP9Z3My0NnoBc6rIpkX5VChJeeWG89Dw/yJCPE2CbXdKoKKpK1R5fSP3QEt/X+K14mnzY596l0rb9KB1i8eDFDhw5l8eLFZ/Q+p9PZThFpNOfWwdp6tpdVY3FaCfE0s3DUYJ4cMIwhoRFdJrHX2C0s3L0Gq9NBil84E6JSuSlxKMDxh7vPrDdz97JaJPDcKO82S+w7yjdz54rLqLaW89jgV7kvcx5eJh/qzGXsyW6/B6pd4y/TQcxmM2vWrGHhwoV8+OGHAKxcuZLhw4czYcIEEhMTmT17NqqqAuDp6ck999xD7969Wb9+fUeGrtG0iY3HKrj6h008sG4HU2K7s3jMOHr6B5z+jZ3M8zuW8mr+T2wqLcTdYOKh9PFEeTZO7JdT6qDConJjmjsPDfLEzdA2TUs2xUKltYxAt1ACXENQpIKH0QvFARvXr+DDryejGveiqu0zkLTLNMssWXrzCa8Tu00iKX4y2/Le4uDRdUSHDyYj5QZ27fuK3fv/e0LZKWNep8FSztI1DwEwZugzuLudfkmuJUuWcPHFF5OQkEBAQABZWVlA4zzuO3fuJCYmhosvvpjPP/+cadOmUV9fz4ABA/jHP/7RRnet0XScd3cV8kbeQVwNOm7oGYZRr8PYReqD9Q4bH+3fzK7qY8wbMI2bk4ZxbfeBdPcJPqGc2a5y/4o6hkQaeXSIF9E+bfNgs7BmN//Ieggvow9PD32TJ4a8BoDiUPnyzWJsDSmEpg4jPjEWXTuNau0yyb0jLF68mD//+c8AXHXVVSxevJiJEyfSv39/unXrBsD06dNZs2YN06ZNQ6/Xc9lll3VkyBpNq5kddp7M2sRPh+wk+HqxYHg6Pi5t00TR3iyKnU8Ls3i7YD01dgvDQntgUexEevidUE5RJUuapg94eoQXPfzbJqmrUuXr/R/wbv5LeBl9uDn1AYQQSCmxNkBOwcvU6iuJSAljzOin0Ova7/faZZL7lDGvN7s/I+UGMlJ+mXgyKX4ySfGTTyrn7hZ4ynM0p7KykuXLl7Njxw6EEDidToQQTJgw4aQeAT+/dnV1Ra9v+y5NGs25klVWwt82baLKXscl3ZOZk5qKWxdYJtIpVfRCx9aKgyzIW87A4G7MTh5Oit/Jy2JWWVUeXVVHdqlCmIeewZGmNomhylrOgm1/I7tsA/1DR3J770fxdvHDqUjWfmujskRl0JRx6Acuo2+vm9q9Z1Hn/6t1kE8//ZRrr72W//znP8f3jRgxgtWrV7Np0yYKCwuJiYnho48+4pZbbvmdM2k0nZ+iqry5K5e38ooRePKPYZkMCg3r6LBa5L8HtvParlW8MvQaBgfH8+7IWST5Nh97QaXCgz/VUWVV+dsQzzZL7FtKVvPStrlYnRZuTXuYi2IuO15jtys1FJdtJzIulOCgBEKC49vkmqfTNRrQOsDixYuZOnXqCfsuu+wyFi9eTL9+/bjjjjtITk4mLi7upHIaTVcipaTKauWT/bvp7uvGg5mJnT6xK6qT/bWNay+XWesIdffBqjgQQpwysS87YGP29zVICS+P9WFsXOsn/HKqCgDZpevxdw1i/vD3uDh2GgC7shys+NzGms3zqHV7gLCEw+d0HIA25e8ZWrlyJfPnz+frr79u9bk66z1q/jh+OFTEu7v34qH35/4+3enm493RIZ1Wg2Ln6uWvY1MVvhxzO3qhQy/E7yZOKSV3L6vD5pQ8NdwLf7fW12vLLcd4YsMcZiTfTnrQQABM+sYPDKci+fY9M96+RjJGmam3HiYsOL3V1/wtbcpfjUZzgnqHg39s38I3RcXopR/hHnbcDJ33oalTqiw9vJMoT39S/MK5KDKFNP9ITLrfHxVbb1eZt7Gea3q58cRwT1z0ApO+dbVnKSXH6g8R6BZKoFsIJp3L8aRedtRJySEnfrE5lLn8H/EpN+HtPRVv79P3zmtrWnI/QyNHjmTkyJEdHYZGc9byKsv52+a1HK0T6KQ/6UE+PDO4Fz6mzpfcbU6F1ccKeG3XKgrrypkam0GKXzi39Rx52vdKKbEokFeusLfK2SazONbYqvhX9lzyK7N56YLPeHTgS8evlb/FQfYaByY3C5V778PHJ4Do8EGtvubZ0pK7RvMHsqe6ipt/+oEgVzcmxyXiVHU80DcBYycZaXrQXMmyI/kk+oYyOCSeuVlf8ePRfOK8Anmm36WMCm/ZFCCbi+0s3G5h/igv3p/ki0sbDEzKLl3Pgm3/h9lRy8yed+Hr0jiYy25t7A1ztNCJf0Q5BxzXEhrUnXEjXsTFpeOaubTkrtH8AZQ0NJBdUUr/oHCSvLvxxIBUwj0aF3E+15N91Tts7Ksro6dvGFanwt0bPsKo0/PykBkcMFfwcv5Kru0+kMEh8VwW14dxUb0YEtq9RXPASylRVNALgUOV1DskIR6t++ByOO28l/8vvtr/HlFe3fjbwH8R65Nw/Hp6Azjskn6jTUQmerMtbxID0u/EYHBtPkZVohbU4NxQgvB1wTgltlXxnYqW3DWaP4CFu3bw46Ej+BmPUW6xcaTeRoRn28xNfipOqVJlayDQ1ZOdVUd5a89aCmpKOdJQDcCHo26hm1cgrnoj3bwa26T7B8WxYsK9eBob27Azg2JbfD2bIpm30Yyiwtyhnrw+zgddKz+4DtXt54WsRyis3c242CuYmXIXLnpXpJTkbXRgqZf0GalDF/kUFpck3N2uYUjmfc2eS1oUhJsB509HcXy8H1z1GIa3X68kLblrNOcpi6LwQk4W46LjGB7ajeUH7VgUJ/8amU5qQNvPSJhXdZTcyiNMiE7DqNMz9n8v4GtyZ8nY23FKSVFdBcl+YUyO6U28dzAhbt4IIXhp8PTj53DRG3DRn3laKmtw8tDKOnZVOrkpzQ2gVYldSokqnRwxF1FhLeHh/i/QL3TE8eM2C+ze5iAkWk923nvsPfAtfj6xJ5/HouDMKse5oQS1worrU/3R9wkCDyP69ACEqf0GPWrJ/XcIIZgxYwbvvfceAIqiEBYWxoABA9qkK6RG0152VVXy6OY1HMnpqtoAACAASURBVDLXEevljU56EuTqwj+GpRLu4daqcx8yV5JXdZSC2lL21pYyJqInE6PTeLdgPcuO7iLRN5T0gCiu6T6QUDdvpJSk+kfwyYWz2+juTpRb5uCRn+poUCTPjPBiWFTrBiY5VYX5WQ8S5BbGrF73kBbYH3ejJwDHDjppMKt062lk1BUOvH1NSK4mwL8bsZEjTjiPsrkUx7sF4FARoW4YRoaDoiJ8TBj6Bzd36TalJfff4eHhQW5uLhaLBTc3N5YuXUpExMnDmTWazkKVkg8K8nklbzu+JhcuiUnn4qh4/FyMXNItHFdD62qK1fYGrl7xBlanA4PQEecViLNpVtQ7UkZxb9pYAlwaE+HNScNafT+ns/WYg3uW1xLsruOFC73p5tu6lHbUfJBwz2hC3CPwcw0COJ7YLfUqKz634uOvwz+imP+tuYPoiGEMzbyP2MgRSFWifFWEWliH6a5UdFGe6AeFYBgYjIj1avbZhpSy3Z55dI5H5J3Y+PHj+eabb4DGUavTp//yFXLTpk0MGjSIjIwMBg8ezO7duwEYPnw42dnZx8sNHTqU7du3n9vANX9Ic7es46XcbQwNi+Cq+D4s2V/GtweOIYRoVWLfXFbE+pJ9+JrceX7gFSy+4GZWTbqfD0bdzJTYxsE5kR5+BLo2n8TamqJKimoUUgINTE1w5fVxPq1K7FJKvihYxJ0rLmNr6VquT7mbKfHXANBgVqksceLmoWPEFBfSxxby5dIbsDvM9AgZi/LTUdTDZoROoO6tBZMeLE50oe6YpndHF+cNSBR7PQBF2Ys4VvA/pJTs+e//Ie3tM6d7l6m5/3Xtzac8NipqEqOiJ/PXtTefsH268i1x1VVX8fjjjzNx4kRycnKYNWsWq1evBiApKYnVq1djMBj48ccfefjhh/nss8+48cYbWbRoES+++CJ79uzBarXSu3fvM7thjeYMbCgpJj0wiLGRsST5BnB5twScSAJcXRkX07oFqgvryvnT2vfJCIhmYHA3+p3BQ8728uLmepYfsPPhFF/mZLbuwbBFqeelbXNZX7yMweFjSPbPOH6swazy7TsWXFwFE653w+hTwFff30qwEs+wKY/huc2I48N9GCZEo4v0xHR3GhIFoTdQvKexUhiWMIGNn16Nu28MaWP+zrG9P+AVkEDADiNe2+pwemRhGD2wVffQnC6T3DtKWloaRUVFLF68mPHjx59wrKamhpkzZ1JQUIAQAoej8RP48ssv54knnuC5557jzTff5Prrr++AyDV/BA2Kg5d2bOPzwgJu69mbkeFxvLDtEKX1+7krvTvjY0PP+twbSvcT7OpFN+8gnsqcyvDQHh2+Ruq+KgVvF8H0nm70CjLi7dK6xofDdYU8u/keiusPcX3Pu5kcfw1CCFRV4rCBm4cgId1ITKIBeaQe7w0GLt88FwOuuF4ZiegvqXUvwuadSxgx5Px4L4rdTN9J/6F4z9dI6SQsYQKRKVdgdG18iN1v9L9R3v0WZ9FWgkZORj+yf1v8ak7SZZL7k0NOP13vr8u0pHxLTZ48mXvvvZeVK1dSUVFxfP+jjz7KBRdcwBdffEFRUdHxkavu7u6MGTOGJUuW8PHHHx9f5EOjaUvbykt4ImsDR+vNzOiRTKJPKDcv34pJp2NMdOse2K0v2cec9R9yUWQKT2ZewtjInm0U9dmzKZK/LKulZ6CBZ0Z6E+HVuucH648u46XsuRh1JuYOepnUwH4ANNSprPnGBhIunGYidZCRwk8+x7QiGKmTuKSFUeK7nuIlrzLg8nc5Uvs1tXtzCUucQGD0UFSnHYC0sfPRGxvHEkT2vBQAdf8hHG9/BTY7xmsnoc9ov7mlukxy70izZs3C19eX1NRUVq5ceXx/TU3N8QesixYtOuE9N910E5MmTWLYsGH4+Z24UIBG0xpOqbJgxzY+2ruLCA9PXh0+BlU1MmdVDjFebswfmkaYR/MDaE5nfck+UvzC6R8cx72pY7kkNuP0b2pnqpT8b7+Ni+JceHSIF7FtsFqS2V7Lv7c/TqRnHPf3e45At8amq8P7FDZ8U09gbS29XWpoeKSMtX3+wbEGM72SLsDssprht/yAYc8+/Kv7IaUkcfB9GEyNTUMRyb/MEPvzPmhs03eu3ory1QpEgA/G265EF9q+8820OLkLIfTAFuCIlHKiECIO+BAIALKAa6WUdiGEC/AO0BeoAK6UUha1eeTnUGRkJHPmzDlp//3338/MmTN58sknmTBhwgnH+vbti7e3NzfccMNJ79NozlZJQwMh7u5UWC1c1i2B21LScdHrkRKuToziuqRoPI1nXmers1t5IXcp/z2Yw/UJg7m95wVcGd/vpHJSSrJLFWptjT1kgtx19Aw0srnYjodRNLvd4Dh55tl+YSbMdpX8CuWU2z/7vtDOqkN2DEJwUbfWTdNba6vis4K3uCb5Dh4f/B+iPLth1JuQUlKUu4Mjn/oypuIQJqcKXgYaeihE+vWn24BMooL6InR3IISO8MRJx89pcvv9ypu02XF88j3q1nx0vbpjnD4B4db66YZP50z+K/gzkA/8PFnC34EXpJQfCiFeBW4EXmn6WSWl7C6EuKqp3JVtGPM5YzabT9r364nDBg0axJ49e44fe/LJJ49vHz16FFVVGTt2bLvHqfljWHnkEI9sWsOrwy/ksX6DMTuc/HX9ToLcXHg4M5E/pXY7q/OuPbaXp7K/odJWzw0Jg7kpsfkujOUNKvM2mll35JfeHaNjTDw2zMgLm+vp4WdodvtgrXrSud6f5EtBlcLcNeZTbv9MJ2BOX3fGxrV+YY38yu18V/QJA8NGkRzQ2Mvn8F4F1ZbNvnW3EjbwVYxHPLEnqayqfwX0gomjX0G0YOqD5qhlVTgWfYk8VoZh/DD0owYi2mnN1N9qUXIXQkQCE4CngL+Ixqcqo4Crm4q8DcylMblPadoG+BT4lxBCyM4wcfw58s477/DII4/w/PPPo+skEzJpuq5dVZVYnAr9gkOZ3iOJOG9fCmsbeHBtLiUNNu7tc3YPOn/uY11YV46PyZ1/DLyC5FMsdFFrU5n5TTUWRXJHH3f6hjXOIOllbLzuMyO8cWlqLfnttl09+X/9UE8dfq5G3prgc8rtn/mYBMEerWuK+fHAlxytP8h1PefwyoVf4e8ahJSSrB++Y8+OYYywuZOR/Cx+Y9NpsFXx/Yo7qK4tYuTAuWed2J079+F472vQCYw3X44+Ka5V93CmWlpzfxG4H/Bqeh0AVEspf/7udBj4eXRPBHAIQEqpCCFqmsqX//qEQohbgFsAoqOjzzb+Tum6667juuuu6+gwNF2cQ3Xy1q48Fu3OJcnXn4UjL+KOXhnsrqrjthXb8DAaePmCs5tK4Kfi3byxaw3/GnI107v358r4fhh1JyfQKqvKyoN2pia4ckOqG/3DTEQ30+Yd86t9p9r+LRe9ON7b5VTbreVw2nkjdx4/HPic3kEDUVQH/q5B7N1+lJikMIziJxJ8Ffy3+2Hom4TNYebL76/HZq9l/MiXiAwbcMbXlKpE+WEtzh/WISKCMd4wFZ1/20/3cDqnTe5CiIlAqZQySwgxsq0uLKV8DXgNGldiaqvzajTng701VTy2ZT17aqoYFx3HX9L6ogKK00m8jweXxIdzdUIUgWfZdruyeA9OqVJjt+BjcuNU61d8VWBl0Q4L/cOMTEtq3bQF51q55RjzNt9PQXUul/W4gelJf0Iv9Gz8Lou9eUnUFh8hLfVhDGO9cZY1YPey4eriS4+48cRHX0igf8umF/412WDF8f7XqPn70ffrheGyMYgOmie/JTX3IcBkIcR4wJXGNvd/Ar5CCENT7T0SONJU/ggQBRwWQhgAHxofrGo0mhb4fP8e/rE9Cy+TiXkDhzMiPIpau4N7VufgbTLy2IBk5vTufsbnXX5kF18fymFe/2ncl3YRRp2+2dp6g0Myf6OZgREmru7pxohoU6u7HZ5rO8o3M3/LgzhUOw/0m0//4GHkrFhKZHdveg1MxVmfQ89sFxwrj2C+L4SV2x5HSpUpYxYyIP2Os7qmeqS0sX29uhbDtDHoB6Wfdum/9hw3cNrvPlLKh6SUkVLKWOAqYLmUcgawApjWVGwmsKRp+6um1zQdX/5Ham/XaM5WUV0N9Q4H4R6ejAyP5MMLJzAiPAoAp5QcrbfSJ9j3rBKCKiXv7F1PmaWOansD7gZTs4m9tN6Jix5KG1QqLSpGvSDWp2v1mF556BvmrrsNb5Mv84a9Qx+/Pmxfq5C3bRi7t5bg4evFoEsHou/ui2l6d8z2Eqpq9tOzx7Szb1/PysO+4D2kQ8F0+9UYBmf87t/JlldC2RPfYd2z8Wxv87Ra81d7APhQCPEksA1Y2LR/IfCuEGIvUEnjB4JGozkFp1T5cO9uXs3L5tJuCdyd1peBIeEA/HiolCqbncu7R/L+Rf3OaMUkKSVLj+STV3WUu1MvZP6Ay/E1uWFoJqmb7SoLshpYccDG2xN9+eeF3ujPUa+OtmJR6rEoDST7p3NB9CRmpdzLvvXL2Ff4T3qO/hy9XpDS42Lsi3bTMNHITz7PMDT6PiL9BjDjkq8xNU0Qdiak4kT5agXONVsR8VGYrpuM8Gp+OgS1XmLZ6KBhWSVquRdSDMBxcCeuCa298+adUXKXUq4EVjZt7wdOGjcrpbQCl7dBbJ2Cp6dns10iNZq2cMhcx+NZ68mpKGN4WCTXJTSOBHVKyX927Ofd3YdID/Th0viIM0rsFVYzf9/+HSuKdzeueKQ4CHRtPnltLrbzzPp6yi0qM1LcCHTTdbnELqXksfW3o0qVZ4Ys5GJnOhuWOCg+MJqevW34h5gI0KvYns/BabXwg/IC9T41mBtKCfBLOLvEXmvG/vYSZOER9CMyMUwcgdCf+MH5c9NL/fd2zF/ZQRFI41H03Xbgc+2FmMKHttWv4CRd6/uWRnOekFLy6f49/Ct3Gwadjv/LHMS4qDiEENTaHfxtw042llRxSbcw/pLRA/0ZNMUU1pVz86p3sDjt3NHzAmZ0H4ihmQ+GBofk5a31fFlgI8Zbz6sXedMzsPMtkn06OWUbSQ7ow7SEGzFIA3tz6sj6aQCgI2O4iaS+0+CQGdtLudidZv7X80V8eyQxsf9DuLud3ShRtfAw9kVLTjmNgLNSxbJWwbpJwe8+N/RhOvBbhmr8FO9x43Dvd+1ZNwG1lJbcW2DlypXMnz//+AIdd9xxB5mZmVx//fXExsYyc+ZM/vvf/+JwOPjkk09ISjrzp+yaP446ux0vk4n8qkoyAoN5uM9Agt3cTyhTarHxYN8EpnQLb/F5y611uOiMRHv6c2FEMlfG9yPOq/nkpaiS0gYn/9tv46pkV27u7d4mi0ifS07pZPGul/ms4C2uS55DalUDlYe3cLT+X/gF6Rg83gOfAD2qqlCzJg83Vz0NM3zIdJtDfMzYsx4b4FyzFWVJ0zQCs69AF9Y477t0SGzbnVjWKtjznQAYe6go5dW4pvmh841G5/EkhoCYNv09nEqXSe63rn73hNcTo9OYFNObRXvWsb5kH39JHUOibygPb/6CCquZ/wy7lnKrmUc2f3HC+2YmDGZwSHybxhYYGMjWrVt5+eWXmT9/Pm+88Uabnl9z/sipKOOutSuYN2g4D2T0x6TTHU8yyw6VcqzByozEaN4Zk9lsbftUsisO8ZcNHzMqPIm/ZkzgwfRxpyz7WnYDuyoU5o/y4uNL/Ahw63oD7WptVTy/9RG2l21giE8myfWXcqz4KMFhVlJ66nDz8kGnE5h3FLK0aC5l7OKqOz8hLOTsx9RIuwPHx9+jbt2JLqU7xqsbpxFQjqkYQnXUfW7HslxB5y/wmGBEBG3EvG4uDdn9cOn2LKbocztPT5dJ7p3ZpZc2zvjWt29fPv/88w6ORtMZlTQ0cMxiJtHHnwsiogh398SlqX321+3rvQN9uLJHZIsTu0WxH19gOjMwhmt7nHpe8D2VCt189YR46Kh36FFUumRi31e9k79vvo9qWwU3xM3Cde0n5Dic+AXHEN//bvR6gVN1YN9Ujv7tIyTFDSLt8mvwbkViV8urcLzVNI3AuGGIwQOwbHJiWWdBKVLx/6sr7iOMuKTqMUSbqV36JNYfv8cY1hPPYbe04d23XJdJ7v8Zdm2z+69PGMz1CYOPv3663y+zsgW6ep7yfWfCYDCgqr/Mj2G1Wk847uLSOJBEr9ejKAoazc+klPzvYCH/yNmCj8mFj8dM4tG+g44fb659vaWJ/ZC5kns2fsK4qF7ckDCEeQOmnbLs3iqFm/5Xw5193bm8iw1G+rUfD37JaznP4iGNXGO7i55chv/kgehdvfH2a/wWVF65m30ffURqzkj03X1IvO1GdO5n/yzBuXMfjve/BgRMuIr6AyFYH7CAAwwRAq8rTOj9deg8BErtGsrfeBK1oQbPEbfhOXgmQt95BzH94cXExLBz505sNhsWi4Vly5YxdGj7PeXWnB8qrBae2baJ1cWH6R0QxKN9B52UuPVCUGlznHH7OoDV6cCqOOjld+p1fXdVKOSVK1ya4MJf+nkwJrb1k291FMXp4Ns975Dsn864ht7sKxjPIb1CfK++CCFwOh1szXuDo2tWMXbHn7DFq/jc2QthOrsBWFKVOJeuw/7dNhzu/fD8c0+sW9yxZTtwG2TAbYgBQ4zuhLZ7+6FsdO7++E//F8aQdurj2EJacv8diqLg4uJCVFQUV1xxBb169SIuLo6MjI6f41rTua0pPsxjWeuxKgp/Tu3Dld0T0f+qd8SPh0o5VNfADT1jeXN0nxbX1qWULN63iVivQAaHxPPZmNuaHYzkcErezrXwbq6FQHcd4+NduCTh7OZ472jllhJe3v4EUzwHMGRXGr0GX0rCoFR69FLxD/klue7YtZht298kPu0i6BmBz9BYhOEsZ3Oss9Dw6hZ0R7ajxvfDmtsLtxpX3EbpcL/QiDD9ktBt+9bjNJfj3nsSXiNm4zXytg6rrf+altx/R15eHvHxjQ9f582bx7x5804qU1RUdHw7MzPzhMU8NH88iqrilBI3g5FoT28e7TuQWK8TJ42qsTv4e9Zuunl7cE1SdIv7r9ucCs9kf8s3h3YwKTqNwSHxzSb2vVUKT60zU1Dl5OJuLszp645bF+gJY1MsVFjLKLcco8x8kLKGYsK843EvzqeoMo8al5uw2i6lslSPEIKAUD1Op50duz8kpfvlJG8fQNyxOLynDznrpK6UqTR8U4N1oxOp9sE9MxKPG2JwrQBDyInnVG311C37Jw1bP8MYloxb6niEofN8M9KS+ym8+uqrLFiwgBdffLGjQ9F0EXV2Ow9vWo230cST/YfyxogTu9vV2B3sr6knI8iXf49MJ87bo8WJvdRSy30bP2VndTG3Jg1nVmLzzYIrD9qYu8aMt0nwzAgvhkV1jmRTV19Kef1hDG6+eNRVsvzYMnwCEkioqWdhyZcUKhWYHTUnvW9w6MWk7+rBnRFXkp7em2JfJ2GxjR9oqqrwxffXU161Cy99CBH7g3DvGckpZ0H7HaqqYvlfLeZv9ODUY3Apxn1yAK4XxCL0At1v1hi3FW2h5r+P4awpxmPgtY219WY+aDuSltxPYfbs2cyePbujw9B0EUfrzfxl3UoOmmt5KGPASX2o99aYeXBtLmaHwucTBpLg69X8iU6hQbFTbjXzXP9pjAxPPOl4UY2CU4XUICPjurlwa7o7vq7t1xPGYavD6ajH1TOUqqNZFNcV4RbaC/2hbayp2Ei1rz8Hjqyj2mmm3qCj3lEHQK+ATC6tNrHGsZ1AewYhdW742ZxERIxHX2zDy72B5JSpHPzBD3udL9a9bpRKCI43IoQgPM6A4rRhri/G1zuWpJjJBBr/RGjiUOS9TnDRtbj/urTYUAsOoO4uxLGjCnPJBAy6w3gk78Zl1oUI7+ZHrdZv/oja7+eh94siYOYbmKLS2+z32pa05K7RtFJuZTn3rv8JRVVZMHQUmUGhJxxfdqiUpzbvwsNoYP7QVNwNLf/f7qsD2/ExuTIiLJHPx/wJF/3J71VUyf0r6gjx0PHSGB8eGHjmQ+lbwumwsLvoO9ZZ97Kr6DtqnPVEBGcwtc6Ddxo2wLFoZslEcmp3cMwC3joDQfpA+oYNwM1mxc/gTY/osUSbAnioWs/RQl98Y3Xc3cPA2m+tFOU7GTHNldAgPZXuVvTe4BOgIyBUR3hcY624pDyHFevn4lQdXDXxc3qsTkPNqUDtWY8uovk5XX4mVRV56BjqrkKce4qQB46iOMJxyHjce9fjnXEY05BQ9MHNL1otFTvCYMKl2wA8+l+N58g/oTN13p5HWnLXaFphe0Upd65eTqCbG88PHnlS+7rZofDc1j109/Xk6UEpZzT/+t7aUp7Y9jUjwxIYEZZ4UmLPKXXw1g4LT4/wYu5QT0JbuVrRqaiqQpmlhDfW3k2WZS8GvYkItzAiDZEk+KeRmHYps+oKMLr6kOCXytNSxekQ1Faq1FSoxCQaUFX45m0Le3cIEq9zo6pCYVeWjeRMI9E9oEeakajuBnyDGr9tjJx64sNfRbGyOecVcna9j4dbMCMG/BW93gijwpEZAadM7LKqFufuItTdhah7DoDFCgKICMMWcinWvSHoQ3QYrxqAzqP5Gr9UbNStfAXb/g0EznoHQ0As3mPvadPfcXvQkrtGcxaklJRYGkj09WdSbDw3Jafi5/JLQqqxO9hTZaZfiB//HplOtJd7i9vXq+0NmB02unsH89Lg6WQGxp5wvNjsxNUgkE3bJfXOdpsTpr66iM9+uIWvXCvR6fSMCR3LVb3vxc+1cVoDVZVUlqj4WQMIDzNQXORk41Ib9bW/zPLtG6TDP1hPaLQeL7/GBBoapefKP7uja5qgLDjy9z+Yas2H2bH7Q5LjpzIg/k/w1gHUy+vQJ/ieUE7aHaj7DjUm891FyJKmpSS8PdH36o4uKQ7VN5raD3QoB1XchhnwutyEcGk+sduP5lHz1f+hlBfinnEpUnXS+R9NN9KSu0ZzFt7I38HH+3fz/ugJ3Jfe74RjBdVmHlqXS43dwRcTBhHv0/JmknJrHTetegc3g4n3L7iJgcG/LHptUyQf7LTwbp6Fi+JceGCgJ+9P8m2XGRyPHlzFJ4c+pV/MBHp4dGd0oBdTe97GkaJlfP3BV8iGeBz+8xk15H7Wf9YH9FVYQqeTFv8QgeGjwPtHqiyrkYYDfLG8GH+/bky96C0OHF7Fwo8ewWTy5Nqp/6Oiag9f/nDjCde+cMhTxEQO54vvb6CyuoAxw/5OdPgQpk/+Eg+rH/Z/7kDW2pFWJ1JKZHEZ6q7GZK7uPwxOJxgM6OIj0Q9IQ5cYiwgNRAiBfZ+T6hesYFDxme2Ca0bzKVA6HZhXvY553SJ0ngH4T38Jl/jBzZbtrLTkfhqnm/J35MiRzJ8/n8zMzHMYlaaj1NptOFSVcdFxGHU6glx/aXOVUvLl/mJezC7A22Tk+WFpeBpb/r+YKiX+Lp70D45jUnRvdE0PBqWUrDnsYMGWeorrVUbFmLg+tfG6bZ3Yy2r2c9RWhjVrITt1BYQHpjHpwqfJFJ5UVdawNe8N/Ax/QxpjiY6cird3KBdc6srBso04dZcQERlCeKYru/YpVFYHA8EAuLs1Tq7l6RFGcvdL0Osbe/G4uPiS3P2SE2Lw9GhcpDsu6gJCAnvRYGlcftmj1gfbgu1gc2K4yBPn1rU4FhdBXT0AIjQQ/dAMdElx6OIiT1jeTq2XKGVOjFE6XPsZ8JhoRO936m9S1oLVmNcuxC1tEt5j70HnemYPwDsD0RkWScrMzJRbtmw5YV9+fj7Jyc0/2DiX2jO5d5Z71LTMkfo6/rJuJd5GE6+NOHlWwVq7g+nfbSLBz4tH+yXh79qyboiqlCzcvYbd1ceYN2Da8aQO4FQlD/1Ux7ojDuJ89Nzdz4M+oW3fBFNrq+LdjY+wsmoD7iYfXhr8NiZXf7blvUFe/lJ8a9/B1c2NkdPq8fAIbNfl4X5LKk7UoiM41xXi3OwE/U6ErgE83NAlxKBLjEOfEIs4RQ8ke4GTmoU2kBD4pBvCeHLsUkocxTv5f/bOO0yq6vzjn3vv9JntvS9bWZa2u8DSq1gAxd5FYyGWGBPNL5rYTdFEY0yisUSNGhWNiiViEKVXaQsusLDAspXtdWan3nvP74/ZEIkILGBB5vM8++zsmXvPPWdm9jvnvuec76u2VWMbOjP4d8M2TKlDvu7uHReSJG0SQhxSfEIj96PgcJa/IU4NPm9v5f/WLkdHcFfRqIPEbWenkxqnmzPSE/jbtGISbZaDBPpwuFU/D2z6gKWNu5iRNgRV1zApBtwBwYo6P2dmmcmONDAi0cj5+RYMJ3ik3ulq4NW1d7LGV4VP9zHcms1FhT9CQ8XVYaW7w01mRhHmHkFOoRmHw3bkSk8AIqAGV7WUVaCVN0MggGRwI+UmYygoCYZaUhOQDjOPITRB74cBev8dQImTiLjOfJCwCyEI7N+Gt+JTvBWL0bobQTZgTCrAGJf1nRf2I3HSiPtNKz45ZPnTE6fzYc1eFtRUfem5mRlZzMrI5qYVnxz0+D/nhQhxNCyqq+ZXm9YSb7Xzx3GTSXeEH3iu2x/glmVbiLaYmJoaR7L96JfGdfs93LjqVap6Wvnp4NO4LDuY2EwIwb/2ePnLJjd50Qo/LDrxgtrr7WD+zudYuP8j3KqL4fZ8Lhz0I1qqP2HVkt8TEbiLQGcC2YNvZ/T4L9sW6NVO9HoXcn4kcpwVdUMLotsPmgBdIMVaMIyMR6/qQdvaDrpA6MHnjLMzQZEJzNuDFG7EeO4A9DoXgY9qkKJ1JLUOdWM7eCNBMYCWjxRvwvTz4cjWo7NQUFt1el7wEdinYxljIOxSE7JFOigpdcerP8RfswlkA+as0TgmzsWSNxnZGn6E2k8OThpxDxHi26CsrZl7N6xmeEwcvx89iYg+B1CnP0Cz20dOpIMHSgsYoLaXVgAAIABJREFUGhPR7/ym4UYLQ6NTuG3wNEbHZ9Hj07l7hZMzs8ycl2dhcJyBrMgT+y/qUd3sd9XQtuIPfKpvZUjyRC7KvprO/etYtfQ2TO6LsTtfQ5MMFI4yUlgaDAGJHj/qJ/VgUTDOzEAra0NdVI/x2vyguC/Zj6h2HriOPCgqKO4NvahLGkCWDvwYz0oHq4y+sxMpzoq+tw51yS70ch2kNqSwFuTkQoQrHOwW5EgTxkuykaxHF+YSmkDvEqgtOhHXmzGPkAnUb8VbsRjvziXEXPMiSngC1mGzsQ47B0vepJMypn4kThpxP9xIe1ZGNrMyvjoBxxfPPZYR+5Esf0N8//BrGuUdbRTHxnNX0Shmpmdh6vNf397ew73rdgDwz7NGMSH56FO1CSH4Z9VG1rTs5Q+lF/OL4TNw+nU2NPopSTRiM0gYJAmTIlF4Apc36kKnu7GM3264nU6rhYdLfs3PnfsQMmRFD2FnU4BhBVcRyRzaGiwMn2DCHiahb+9EDAouN1RXNKKMDE6QGs5IwzA5GexBCTHfNjh4oS+IOIBhQhKGCUlfeg1EbRNKaS/alk34n3KByYhSmo1SNBI5fwBSPyaiv1hvz8t+UAXh15mJuLUGb+UCuv+8BN3ZAooRc/ZYdL8bBbANnXmMr+bJwUkj7t8mIcvfU4tuv487162gvL2Nt04/m/MG5AJB8Xhjdz1PfV5FnNXEr0cX9itbEoBf13i3powUWyQ+LcDH+wTPlLnxqoJ3z4/id1NObEjAr/l4b+sf+bRtOfcOeYBxagyZ+XPpFW5WbnoEqzmW+g0z6W4fyOzri7HYJES2H3VNA76VjYgOH6YfFqAMj8XySCmSNSgZks0Atv/Kh2Q5spTo+1vRtlSgl+1EtHeBoiAXDEA5pwB5UDaS+dh9cNQmHTlOB/N+5IgYEGZ8u/+Ne/N8zDljsQ68FXPeRGTz17N797tISNwPQ8jy99Sj1tXD7WuW0eTu5b4Ro0m2/1cM6l0enimvYlxSDHePzCfcdPQj6zavixVNlZyfWczT466g0Wnip4vd7GhTGRxr4Kcj7ThMJ84LJqAH+GTf27yz5+90+NoYYIij2dOIKTqFgqRxeJwmhmX9ipIRk9hdZiS/SMJkEQhnAO/d60EVyPkRGC/IQh4SDXBA2PuD3tqBvmUnWtlORFMbyBJybgbK9DEoQ3KRjjKG/pX1qyrON+rxroqBpD+jK/MJP+sXSPKF2Mddi2PSjcjmw9sSfF8JifthOBrL35DF7/eHsrYWfr5uORIST46fxvDYYAhia1s3mq5THB/FC6eVkB1u79dSQF0Ibl0zj/reTsYn5LCq1sQfN/QQZZG4e6yDMwaYjnp1zZFQ9QBL6z7k9fLH6dJ7GRg1jHOjJuJvr2Dj2oew2xJoqNvPZx+kEhk3FcNwA/neNtRFjYiLs5DzIjFemBWcKE08tolc0dmDtmUnWlkFor4ZACkrFcMF01GG5iGFnRix7V27DNebdvAMQtg/xZTnxTr0Ycy5wbtqxR51Qq5zshIS968gZPl7auFVVX752UqiTBYeHzuZVEcYuhC8uquW57btozA6nGemRJLTj92mAM2eHhKs4fxk8HTK9ttw+22MSJK4uMDCD4ZYT+ho3edu56GV17LDV0emJZULLOOYUnwH8/41G6slnoK4ZxlWPJSIGBO+sX4yK2vx/bIVvBpSqj240gUwTOpfRigA4exF27orOELfVw+AlJaI4ZwpKMPykaKOL9wkdBV/zWa8FZ9iGjAKyTWZ3nnFoKpYzqgkbNZ0ZNPs47rG942QuH8FIcvfUwMhBP+q2csZaQN4bMwk0hxhhJvMdPr8PLR+J+uaOjgtLY67SvL7NVrXhM6T25fyzr5N/G38teSHp3P/si4QPm4ssnNryYkLFZQ1Lmde5XPcNuBG8hobGJIzFb1jD7k547Hb45h9+gt01GSxabGf1LYOwqdGUFBqw7fSjTQsBsPEJKQBYf3emCTcXrTySvSynei7a0AIpMRYDGdNQB4+EDnu+EbOuqcHX/V6fFXr8O1aiu7uQjJYkMNT8S/xY0g2En6dA0Nc9HFd5/tKSNxDnNJs62jjN5s/Qxdw7oCcA+Wd3gA7Onq4sySP2QOS+iV8PX4Pd298j3UtVRRaZ/Pb1QovzJB44awIkh0nbqTe5W1HVT3sW/4wLoePHrORSy5cwKotf6LTYEX4klm9wMvISblED1GI2duKffE+NGsq8nkDMN0+FKmfm6KEqqKX70bbvAN95z7QdKSYSJRpo1GKBiInxR1TX4QQaO3V+Ou2oEQkY84qJdBYQdc7dyKZbJhzJmCMno1v7WBsg63YBoMcJiEdQ2KOU4WQuIc4JenyeVncUMsFWXn8bdLpDImORROClytqyI8KY1xSDPNnjMbezyV5QghuXfMmu1uj+VnRTJLNeexoV9EEpISdGEteIQQrav/F38p/R2FcKeMThzGqdT2Vnz9PwfTnGTXkbirWG9j8UYDSlt0ElvZifHgUMWcloA+0IQ8Kjqj7I+yi24m6divami3gckOEA2V8MUpxAVJq4jHZEahdjXgrPsFftwV/3RaEJ5iJyTrsHMxZpZjShhLzg5cwxOfjWQyuNwPIERJ6j8CY/t3KevRdJCTuIU45apw93L5mKS0eN6XxSQyNCY42t7Z28bft1VyUk8K4pJh+CbtfU9nWuZ9ESwqqcwayT8GOnQlpphOa6q7T28aznz/MZ01LifNDTHMl2537SYovYcSQG/B3+dn952a6ZRt5Y6NIbrBgcDhA1ZHsRpTBRx/CEEIEE1qs3Iy+dRcIHbkgC2V8CXJeZr++HHSvE39DOYG6LRiTBmHJn4zWUYNz8Z9QotMx507ClFiCIWYYkjEZrUtHtltQqwbiekMlUKljLlEIv8L8lb7rIQ4mJO4hTik2tTZz17oVKLLEXyecRqojjA3NnSTYzBTHRfK3qUUURvdv8k8TOjesfIU97Q7sgWnIkoEHJ9iZlnH0iTmOhBCCpXX/4vmtD6OiMafgx+T7DGza/Rpjxz+KpaYY+/xmtJ0bGBTQ0cYm45iaCOT2/1qqil62E3XVZkRdE1hMKOOLUMYVHzGOLoQAAVqLwF9Xi3f7OtSmZrTOXhBWiJiHOfkBvEu9RFxfhGPoYrwrjPjLwX9gn6AXx7lGbKcZcb7qRzJD+BwTlrGGb9Sw7GTniOIuSZIFWAGY+45/WwhxvyRJA4A3gBhgE3CVEMIvSZIZeAUoAdqBS4QQ1V9T+7923nvvPc477zwqKioYOHDgt92cEMfBgpoqfrv5M1IdDh4fO5kEq53ntu3jpYoapqXF8avRhQyOiThyRX3oQtDs6SHOEo41MBXJE0ZWrIH7xztIcpy4sEFA8/O79bezqXUNCcJMgUdiUtwEIk3p5CbOxqnZcL5XjsHfizImHsPEJOS0/m/WEV1O1LVb0NZuBZcbKT46uHxxROGBDUa6RyBbJbxbVLyfqYhege4W6M4Aei8oGWuxnSFw/nUiiDjgbAD+M9MQ++AP8X1mxLNaBcmMMU1BDNeQ7BKyDWS7hGSTMKTKSEaJ2Ietwdj6IZwcQxyeoxm5+4CpQgiXJElGYJUkSf8Gbgf+KIR4Q5KkZ4DrgKf7fncKIXIkSboU+B1wydfU/q+defPmMX78eObNm8eDDz74bTcnxDEghMCv67y0axtFsfE8XDoBjya4dflWtrR1MzMzkTuK+jfC9Wkqd6z7J3u6e3h7+jWk2WMpKpS5bpj1hDk3CiHY3bWd6J5OvHUbuGzgVQSqlpKmDyHwvBN31WcwJIaoGwfivjQba6EFxd4/ywIhBKJ6P+rKTeifVwZDL4Oy+0IvGQdGymqTTu+iAN4NKrEPWNF7BIEaNyLQhK41gegEsxPNV4HwDiPiejOYNGS7hOwwBEXbCpIiYZsMtsnBdlqKDF+ZMANAif76knx/3zmiuIug4ft/DM2NfT8CmApc3lf+MvAAQXGf3fcY4G3gSUmSJPFdMI7vJy6Xi1WrVrF06VLOPvtsHnzwwcPa/3700Ufcfvvt2O12xo0bR1VV1YHjQnzzaEJnYW01r++u4MkJ03hqwmlEmy0YZJltTe1Udrm4b9RAzspIPHJlX8CrBrAYjFhIx9uVT2W7zC/H9G9j09Hwr10v8FLl01wWOZHRxgzGxM1B+mQK1j1OdKOb5qRYokqDK3lSR/XP+EoE1KCd7qrNwY1GFjPKhGKU8cXIMf9NXReo1uj9OICvTANZQ07ehHe3hn3iaSgpu+he9BiWtOGY0oZjSpuGEnX1F16HUNT32+SoXn1JkhSCoZcc4ClgL9AlhFD7DqkHUvoepwB1AEIIVZKkboKhm7b/qXMuMBcgPT39iG24eVnZQX/PzExkZmYSr+ysYV1Tx4HyGIuJX40upLLLyRNb9jA6MZo5AzNYUN3IguqmA8f9dfKRLQTef/99zjzzTPLy8oiJiWHTpk1feazX6+WHP/whK1asYMCAAVx22WVHrD/E14MQgmX763hmx1aqnT3kR0bT6fOS7gjn+e3VTE+PZ0xicDVMhPnoR7qugI8/lC9iX7eT/xtyIb8qHcdTxl4GRJ64WLAQgsW17xNljkHf8k/Ge2MYti4PU8JEFlVbSNPiKZ2ThFIcQ5b5GMy1upyoa8qCoZdeD1JCDIYLp6OU/Df08h9bXNfCXnrfBQweRPh8hP1NcChgnAuAOXsM8Te9c0L6HeLEc1SfDiGEBgyXJCkSeBc47uCzEOI54DkIZmI63vq+DubNm8dtt90GwKWXXsq8efOYNWvWIY/duXMnWVlZDBgwAIDLLruM55577htra4ggFZ3tPFK2np1dHWSGhfNw6QSmJKfR7PFx87ItlLf3YDEoZEc4+iXsW9vruG/TBzS5u8mQL+e+FS7emB3Fz0adOCOqVncjT5bdT1tNHee3nkWHdSTp7stJVLuxDkxjTIaZhLREjPb+hSqEEIh9DcHQS3klCIFcmIMyoQQ5J/2gLyZ/nYuev2uEX+FAjq1Aj1iKnLgGa+EYrAWPYUwdiiSHliGeDPTrq18I0SVJ0lJgDBApSZKhb/SeCjT0HdYApAH1kiQZgAiCE6vHxVeNtOcMzGDOwIwvledFhh10zszMJGZmJn3puK+io6ODJUuWUF5ejiRJaJqGJEnMnj07ZP/7HeTz9laizRYUSabH7+e+kjFMS8nAYlB4e08DT5cHk7k8VFrA9PSEftVd7Wxj7opXiWAUj5bmk2pLxK+B8QRtoBFCsLhyPu99/ndaTC089Pm9pHVHEkjJQ00Nw3mOkfAsI5n9rdcfCHq8rNyEaGgBqxll4giUcUUHhV40lxPnh7tR2zYS6H4dxfk0wpeLtWgYhgQDxtQ7kKRQ7Ptk42hWy8QBgT5htwLTCU6SLgUuJLhi5mrg/b5TPuj7e23f80tOxnj722+/zVVXXcWzzz57oGzSpEnoun5I+9/8/Hyqqqqorq4mMzOTN99881ts/amDX9Pw6xo/XrWE6akZ3F0ymqcmTOeetRUsqXPxh/FDSbJbmJoax5yB6aSFHb0ZVo2rHUWSsStRZBvmUNttoaHLxsTkExNLFkLQvqOKPf9eQUl1OtGRF7J80J+pGzCY1rBYho21kpih9N8WoLMHdc0WtHV9oZfEWAwXnY5SPOggW91ASwtdL69A2zcSScuH8Dbsp5+DZZCKKSXYR1Pa8BPS1xDfPEfzKU0CXu6Lu8vAP4UQH0qStAN4Q5KkXwNlwAt9x78A/EOSpD1AB3Dp19Dur5158+Zx5513HlR2wQUX8MYbbxzS/tdqtfLXv/6VM888E7vdzsiRI7+NZp8y1Lp6eG7H59Q5XVyRW8SwqDxWN7hpHeQj3mohzGSgpG9N9rikGMYlxfSr/oquRuau/AcDLMW0dxXj1yzcPdbBWVnHv3b9PzFt3yu7sK9rZaCcSaM9ga5YI5ee9gLx0Zkohn4KuhCIqnrUVZv7Qi8gD84JTpD2hV50Tw+erQvRuruROi7BvcyO8JyFEl+PbXoj1vHTkOXTj7t/Ib4bSN+FQfWIESPExo0bDyqrqKigoKDgW2rRseFyuXA4HAghuOWWW8jNzeWnP/3pVx5/Mvbx26ap18VftpWzdP8+FMxoagwCiDAZGJ0YzfWFA0h1HH0e0/+lw9eLSTZglg3M/bSS3a3x5EUpPDAhjPTwY481C02g7+hAXd2Mx+jj7eR9ZG/PpVt+nq6UekZkziNniBGLrZ+irgv0sh2oSzcg9reAzYJSOhTDuCKk6Ah0dxfeXcvw7lyMb3c1+NJR0tqQm/6OIVHGfqYRY2Yohn6yIknSJiHEiEM9F1qrdAL529/+xssvv4zf76eoqIgf/vCH33aTvhf0BlQ2tHTycsUedna6AZnZ2blclVfAgupWxiZFUxAdjnKcK1a2dzZw+7q3GBkziF+POp3xiRkMjxHcVGTDdBzxdXVlI4EFtdDtR7cbqM2roqXOiGJUiUxVOH/6HwkP779FgV6zn8C7ixG1jcHQy8VnoBQPAklDMloQWoCWp85BOBOQfdcjd49FsuvEXh+GpEtIptDGoO8zIXE/gfz0pz897Eg9xNEhhKDG6aba6WZEfASPbCpncZ0TkyKRaDdyQXY6F2SnYTUozB18/KtVvGoAk2IgxR5FujWHtXuL+TjWx7VDrce0xFGoOtrGoE+6YXLQG90Ta6DMlkRTUoDMpJeI6d7BaTN/T1rK4/2vv9tJYMEK9I3bIcyO8bIZMDAZ3+5leN56lkDTThJuW0igWsEQeBWtOQbJDNZpBmynGZENocnRU4GQuIf4TuBVNTa3dlEYE47NoHDt4s0EdA2zsRVnIMAtQ0ZyeV52v3OWHokdnfu5d9P7zEotYVhkEc9MnMkzZW6KE4997bro9BGYt4dAtJXPmiNx5q9iXu7vye+4isIsjZGjHmaEALOtfz7kIqCiLd+I+ula0HSUqaUwMoOelU/hXbQsuLs0Mg1L5nUI1UfvAiN6Wwz2c4zYJhtDhlunGCFxD/Gt0RtQ+aimibWNHWxq6cKv6/xyRB4+3YWidNKruymJSeCmwmHkR57YhAya0Hm5cg3P7VxJjMVOeWM6b2x18vZ5kdxyDIk0hKaj/rsOKcVGvTWKyvxBtLqN+FvaWCsWkmi3kWV5g7GJd2Ky9lPUhUDftgf1g6WI9i7kwTkYzpmCHBtFxxs/xl+zCVvp1Sj6bLxrY/BtF4gpVsKv6vNqMYdE/VQkJO4hvlHcqsqntS2ckRFca/6nLXtJtluYnZXEyIRINLz8et0GhsXEcVPhaIr68pieaF7ctZrnKlZQYJvO/xUXkmS30uDSCDvGtHd6lRN1QS3SxCQ2d9vwGJysT/oLzfYVnOYP44pp87FYIvu9AUhvakN9dzH67hqkhBiMP7wY1diM6q3HRBRhU36Ob5MVzxIrertASYbwq03IEaFEFqc6IXEP8Y1Q3dPL/L37+ai6iV5VI9xsZHJKHPNnjibcpHDt0oWYjSncXDicZyZOZ3hM3An3ahFCsKp5D2MTsjkzeQSrqrLZ22pmZR3cXCwTa+vnzk9NoH5aDwVR7OqwYpk9CDFqP8l7FvJ0wyNYhc41MdMpiByGxRrVr41AoteD+vFqtDVlYDZhOG8aDEmhZ8mf8O5YhClrOjGXP4J3WRzuJSrGLInwS0yYhij9zq4U4vtJSNyPwG9+8xtef/11FEVBlmWeffZZSktLv+1mnRSouo4sSXT7A1y5aAOyJDEtNZ7zc5IpjArjs+ZGtra3MnfQUCYkpTIoKgZJkr620fozFct5sXI11wy4kEW743D6zfxslJ3Zuf1fu643ufG/XImodqJ1BihvSsAfX81Hq29hXI+f8RqUZl/C0HF3HrmyLyA0HW3dVtR/rwSPD2XscJTTSnFXfIDruZ8gdA3rwHvxr5iOv1TDNs2IudiAMUcOeZ2HOIiQuB+GtWvX8uGHH7J582bMZjNtbW34/f5vu1knBf+uaeKvn1fxixH5jE2K4aHRgyiKiyTSZGRdcyM3r1pPWVsLSTY7l+cWcFPh17MTckVjJds6G7h50BTOTBvMrpYk3iiPJSNC5vFpDrKj+v8voK5pIjBvL6oksXMiPB/1IyZFlRDj3sV5Ujbjp96GJeAnOqV/gwBtdw3qu4sRTW3IOekYzp2GnBxH++u34N9VjyI9hH3SIKxj4nG6/cgOCSVWRontdxdCnAKExP0wNDY2Ehsbi9kcHNnFxgb/izZt2sTtt9+Oy+UiNjaWl156iaSkJCZPnsywYcNYvnw5qqry4osvMmrUqG+zC98YQgg2tnSxr6eXi3NTsSoKeZEOIkxBc66pqfEsa6jj+Z3l7O7uJN5q445hIzg3MweTcuI20dS6OljVtIcRcRnkRSTwTMVyGtxdTE0cQW5kDKelOkiyqNw2wo6lv7tAvRqSRUGLNNCaqPGZYRAb/C/gczfRqC6mMPNiEmMGk5DUv/dcb+9C/WAZenklUnQExmvORWTFgKwQqNGQGu9CbopCGCXwGZEtEhFzTlyWpxDfT04acf/Rou5Dlj95egQf7fXy0V7fVz7+X2Zkm5mRbTniNU8//XQeeugh8vLyOO2007jkkksYO3Yst956K++//z5xcXG8+eab3H333bz44osAuN1utmzZwooVK7j22mvZtm3b8XX8O47TH+Cjmmbm722g1ukh1mLi3KxkJqfGMTk1Dp+m8XFdNaenZrCts42ArnFvyWjOSMvEeILcBX2ayl+2L2FN8x7qejsB+HHhVOLMcdw55EJSHA4ufa+HOUM8zBlsY1ZO/+oXukBb2Yj//WpW5MXxUfJvqRuylSx5MDPSSjHWlzB86j2ER3zZwO6w9fr8qIvXoS3bALKMYcYE5AnFeLZ9gPOpfyD3PIxoy0SyRmM/y4h1qhElPBR6CXF0nDTi/m3gcDjYtGkTK1euZOnSpVxyySXcc889bNu2jenTpwOgaRpJSf91m/yPj/vEiRPp6emhq6uLyMjIQ9Z/MtPm8RFrNfNpXStPbNnD4Jhw7huVwdTUOEyKjCvg552q3byxZycdPi/xVhvXDxzCzYXDkU9AbHh54y7eq97CLYOmkB0ex/rWfaTZozk9aRz5EelMTInk7Lc7mZBm4hdjjFxeaOW0zGOIrXd48b9SidjVTUOUl+6eVCwR4RRLMCxSYdqwW2BY/+oUukDfvIPAh8uhx4VcMgjjzEn4XbV0/vlJ1PZOjIOSkUjGMtGIdaIR2RoS9RD946QR9ydP/+rcljOyLQdG4l/1+FhRFIXJkyczefJkhgwZwlNPPUVhYSFr16495PH/O6n1fZrk8mkai+tamb+3geoeNx+cPYYzMuIZFB1GflQwE1C718PzFTt5p2o3vWqA0fFJzMkvPO7VL60eJ/P2rifKbOeq3NHs6WmlytlGs8eF0xvF+IgrWdPgZ1OVzqBYmSlpEj8rtZPW5wdz7dCjd4P8D0IIuv6wCUOXjmdWOMvbfk6LwcoQi5nSYb8id8CMftep1zQSeG8xomY/UloixmtmQ3ISHS9+SKA8F0m9EWNCD9FXJiCf4A1bIU4tThpx/zbYtWsXsiyTmxvMr7llyxYKCgpYtGgRa9euZcyYMQQCASorKyksLATgzTffZMqUKaxatYqIiAgiIo4+4fJ3mY0tndyzdjvdfpX0MCtzBw9AQsJqUMiPCqPe5STOamPZ/jperaxgamo6c/IGHfPmozavkzXNe9nQWsP9xcEky29UbeCs1MG4/DrnpJUyM2U0P/ioB6e/B6MMxYlGLimwMjalL86fcWxxaV+7k7IVi+kQo8GWS3dUG8MKLZxj+jO1bZsZNmgORkP/zMlEjwt1wQq0DdsgzI7h0rOQigvwLNVwP+1F75qGHNlK2HkCy6jE0HLGEMdNSNwPg8vl4tZbb6WrqwuDwUBOTg7PPfccc+fO5cc//jHd3d2oqspPfvKTA+JusVgoKioiEAgciMOfrKxubGdRbTP3jhxIVridkvgozstOpiQu8sAoXBM6Nc4ervj0I/5v+EhmZmQxKj6JNEc/c3r22eBuba/nsc8/Zmd3MCVivCWMRncXBiJ4fuxPyIkyM/OtDmbnWril2MYZA8wUJRgYmWTCZjw+QfRpXj7d+y5FT4dT4I9lYaYJf8I79FpeINL6FPEJI4lP7p+Vs1BVtOWbUD9dA2rQMkAeXYq3vBXPq3Oh7n4MCfHY5pgwDcr4Xt3phfh2CYn7YSgpKWHNmjVfKo+NjWXFihWHPOfKK6/kiSee+Lqb9rXR4fXjVjVSHVbm722gstNFvctDZrid34wJfoEJIdjc2swrldvJDIvgtiHF3Da0mIlJqVgUQ7+EXReCBzf/i93dzbw25XoiTFYsBiM3FUwmxZyDTYkkzWHm0vc7SXYoPD7Nwo9L7ORGB71ffjKy/1YB/4tP87Jww3PsKt/HnrBumofHkiQNZvrpw9jbrJKa9FeS4ov7VacQAn37HtT3+ywDCnOQJkzBs8GI5z4vQnMg5XQQNmsXtqL+TcSGCHE0hMQ9BAD7enp5uaKGJfWtjEmM5nfjhvDLEflEmIwHzLp0IVjZWM8rlTvY1tFGlNnC6IRkJEni0pyjT6u7smk3r+xey3X54xkdn0VvwEdeRAIdXh/13WHkGM/n/XI/7V5Bkt3N+FQTd452EGsNtuPs3OObR/kPWsDDog2P8GHLBu5fchvjxCgWDgzDFTEHOV0jOnEO0Yk39btefX8L6r+Woe+qRkqIQbrgUjy74vE+roLQEPZPMJe2EXHOy8jW70fYLsR3j5C4n0CWLVv2bTfhmHhtVy1Pl+/Dosicl5XMedlBm9oYy39j1j5N4wdL/83enm6SbQ7uHD6SGRlZWJQjf4R6/B6WNe6iy+9hTu4YunxuevxeNKHT7tH5aeH5RJolzp3fiUcFm1FidLKRcSkmRqcYg7tWE44+mfWR6GirYGHNfEYnnI3YYiA6JY2WEV11P82oAAAgAElEQVRUOitwR3zA0IIrKBlyQ7/r1Vs7UT9ehV5WARYzTJqBaVYBztdVfFtUpPjFkPAJUefeiCll8AnrT4gQhyIk7qcouhDs7nKRHxVGRpiNWZmJ3DhkAJFfyLHpUVXer95DncvJ/w0fyYSkVK7OH8y0lPSjst79rGUfb1ZtYG3zXlShkxsez5U5oxkdN5gs+yBybE4u/LCd4gQT95TKXJHroyAxiqExOpLWi9lqQ9cDBHx+DCY7CIEQOpLcfzteIQTt7RV4zBZqVv+emhads3Z0MlTMJDp7EGEjNmCuXMXFJS8SGZ7Zv7q7nKiL1qCt/xyhGFCmjEaLGEHPqwKz/y2so4txnJeLEGOR7bP6bR4WIsSxEBL3U5BdnU7+ULabig4nb541ivHJsYxP/u8e9m6fj7eqdvHm3l30+P0Ux8YT0LUjWgQEdI3VTXvo9nuYnTmcfc42dnU1cXHWSKYlD8JMHOgqdy3cR68UyaN5K5nk+pTM+MFs2dRFavl8Bl70BvU7V1H92V+YeOXHtNasYOfK3zLhyoUHPW6rXcnOVY8w/vIFtNetZdfaxxh78Tt0NKyn/LMnyD7jEZqaNrJ35zskFV/Lvqa1LG1bSappID+r/DklVU6cEV2sT97I5NJYoiMnkJEyoV+vo3C5g5uQVpchdNAyp+NtzcEeY4awdZC0FU/FPAzJ12HOzQPijuXtChHimAiJ+ymEK6DydHkV7+7dT6TZyJ0leSTaDo5fP7tjK6/vrsCraUxISmVO3iCGxny1KKm6xobWaopjM/Bofu7aMJ90RzTnZAzj/MwiRscW8dFeH/cu9eEK9PCn4evI7f0HYVYbMakPMrx5JdWNrxGRNJbBU3/FrtpFbN7+AqoDqj6+jBhTDOklV7OmZSW7WhbhycyhZs8L9Lib6UhPYeXWe/lJ1k1UpGbx9xUX86dhj7EtLpqn1/WFVSzAjt8DUBCWw7n778ZR1UHX8ERWpzxNbvZZRIQlfWX/DoXw+lCXbUBbvgHhE6gp0/C25qCXSyjxGr2bXyTQ+RyGpGwiz/wL5oz+TcaGCHEiCIn7KYAmBEIIFElibWMHF+WkcH1hJmF9vi+VXZ0sqq/mlsLhaLpgako6V+UNIiv80DtrdSHoCXiINNn4ddkCFtSV8+ioC5mcnM/fJ11DbngCn1T7ea/Sy+etKooEhaY9FJiXsqrsPZJsDqIHXcRrta/jirDjspVQ6W/m3drncPm7+fnIX/Jx40IWd29mbthQ9oWZeaP81weub6yrxmGMIOBuw+xt4NPuxzCYFEZElxCRVMQE/5XkuhuICx9AlDkddttxrHXiHrOX1aa78Z95A+POGc8FvNo/G15/AG11GerideD2IvKKcFaOQVRKGAfIhF0i0738QoSrh7Bpt2EfdRmScuLmCkKE6A8hcT8C9fX13HLLLezYsQNd15k1axaPPvooJtOhExo/8cQTzJ07F5ut/zsivw72dLv49fqdTE6N45qCDF4/cyQWRcGvaSys3ceEpFR2dnXwTlUl5w3I4abCYYeMZwsh2NG1n0X1O/ikYQcFkUn8YfTFXDCghCnJ+YyJz6ayQ6WsKZKCSJk1DX46vRqXp1Zz0ajhNJQtYV31W2SkTCSQMpwXK/6MzeAg3BSJwxSBwxhGgj0VhzGcvOyzscYXMrynkkmpM+jxd1GaOBWzZAC/m8SYQQTUXrZW/INedwsudzMR7hamZF2C0CWa9nxIY20vcS3jsTd7iPG2oQN7AjuILI4mv2RAXx+PLm4vNA3ts89RF61F79Lxh0/GMCYF+wXRBF7zo2TVYilJRrFYIeweDLFZGCL7dzcQIsSJJiTuh0EIwfnnn89NN93E+++/j6ZpzJ07l7vvvptHH330kOc88cQTXHnlld+6uHf7A4QbDVgUBVcguKsUwOX388q+3by7bzcdPi/3lozmzLRMpqWkYzcePMoUQuDTVSyKkQc3/4sFdeUYZYWx8dmclRZc7ZFmS2JXiw85QWHdfg//2OZhRpaJn42y0bX3Q7asepDe1IcYPOZnlNk0YpMmMDh2JA5zNJPTZiF/xcg5O7KA7MgCAKItcURbDg4NmYwORg69Cb9PoCggK7Bonoe6d1uZcO7PaU7tIup5D2YjNAxUqUlbSvqgsUzMuPOoJ2OFrqOXVaAuXI3aKvBbJuH3Z0CLhBwwIHxORMyT9Cydjx64lrDJN2PJGdev9ylEiK+LkLgfhiVLlmCxWPjBD34ABH1m/vjHPzJgwAAeeOAB7r//fhYuXIgsy9xwww0IIdi/fz9TpkwhNjaWpUuXfuNtVnWdt/c08Pz2au4bVcDElFjePKuUGmc3965fxeKGWnQhGJuYzMXZAxkVn4gsSV+y3a3qaeWuDfMZGJHIQyNmc0ZqIcWxGUxJysdmMLO+MUC7R6eiTeWJjW6yIg2cn2fh3CzYu+QnxKSNoddqpcGu4K/5kNSsM9ja9TmawcTIxElMTT/nmPrn9wr8PoEjQmbraj/bPwswcaaR1HwTWb3tpO6uRt6QTP4lJYj7/BBmJEKSyGHKUV/jwAakj1aiN3bgkWcR8KRCQMI6zoB1ugG1ZRGtzzyO7u7CXno59jFXH1N/QoT4ujhpxP2TNz0H/Z1VaCB7sJHtn/nZX61RMsVEdLzCqg+9eHoF0y+x4unVWfWhj6h4mRFTzOzfp7J9fQCA6Zcc2Rtk+/btlJSUHFQWHh5Oeno6zz//PNXV1WzZsgWDwUBHRwfR0dE8/vjjLF269ID3+zfJppZOHi/bTVWPm9KEKFLsZj6qqaIoLp4Or5fVTfu5KDufC7PyDrmL9J19m/iobht/GnMpibYIYi0ORsRlAjAmIZsGp8a8HT7+XdVFq1vn5iIbFxdYeGVWBOl2P12N64lJG4tssCIrFuxh6TTEpLDav4up/h5+M/4F7Mb+2RL4vILOFp3EdIW2Ro2PX/eSlqMwcbaF2ESJ0/zVOF50IX4zkpxLE9AKjCgjgq+9FH7o0Nnh0CprCCxYgVoto9tysF8dj29dJrYEGdtUA7JdpePNW/Hv+wxjciHRl/0FY+LRb+AKEeKb4qQR9+8ay5Yt4+abb8ZgCL6E0dHHZpB1InmpogavpvPLEbnU97Zyy+qP6fT5uKlwGFfnFfLhjPOwGQ4Ovfg0lXavi2R7JOUd+wnoGq1eJwPCYvnruCsAqGhTebqsl83NKrIEo5KM3DbCxrgUE4oEWZEGKtf8mbrt/yT3zN9R7t5OnDyQt7b+jQ5fCzMGXILZYMFqODqrgM4Wjb3bVVrqdDpbdQAuvNlGZKxM8WCN5NZmtJ1RpAyMwp9iRMqNg4COFGbCMD7xmF47vWY/gQUr8e9U8OkT0QKxyFaJsEIrkcMlhBYAWUKSTBii07HkT8ZWfEFozXqI7ywnjbh/1Ui7sNRE4ReymY2f9d+lfVa7fNB5yQMMJA84+i4PGjSIt99++6Cynp4eamtryczMPOp6vi78ms4bu+vY1+Pm/lEFXFeYyhu7d/DwluXoQjA+MYWLsvMZFZ+IJEkHCbsuBIvqt/PXHcsIN1l4ZfJ13FM0A0OfWHV4dP5e7mZWtgWDDI29OtcPszIjy0y8PXiMt7eFz5fcQ1bJjWQMn0Ob7OXdVXewx2amvvJJ0sNy+L8RvyM/euhh+xHwC7au8qNpUDrdjLNLsOdzldhkmaFjjcSnyshbW9DWNpNZ2Q0S6NEGlIFRmK7KO67XUN/firpwJd4yGZ82Hl2LRI6FsDNMWMcYkIwSvuqNdP/7t4RNuhHroNOJOOuu47pmiBDfBCeNuH8bTJs2jbvuuotXXnmFOXPmoGkad9xxB9dccw25ubk8++yzTJky5aCwTFhYGE6n82sPy6xtauePZXuoc3nIi7LyeXsrMRYLm9qbuSRnIBdm5ZJiP3QIZHvnfn63dSEVXY3kRSTw48HTkCUJXci8s8tDgl1heLyBxdV+8qMNzMqx8ObsyANJNgI+J56eOuyRA1D9vfi9nWzb9jGf1LzNLocBIWlcmf8jZmdfhUE+9FLAHRsC7NsRYNK5FmxhErW7NaLjZYQQpGQpXHizFXl/L5gFcqIN31tNiE4/hnMyMIxOQIo6vjRzelsngQXr8G3yYHLUoSefjxyIJOwsM+ZiBUmR0Ho7cf77CTyff4gSmYJs/f4lXQnx/SUk7odBkiTeffddbr75Zn71q1+h6zozZszgt7/9LYqiUFlZydChQzEajdxwww386Ec/Yu7cuZx55pkkJyd/bROq65s7uH1lOQk2E78bW8ivNi9jcYOBnw4t4aMZ539l+ro2r4tYiwNV1+jw9fJA8dlMTRrMZ40BFuz1MiPLzDu7vAyLNzI+1cR7F0RhUoKC/sXsSdsW/5LezirGXvoeBWc8So/wkR0eT6Oiga+OG4feTbIj/aBrtzdplK30k5imMHi0iYBfYLFLBPwgyxLnzbUiSRLCFUCsb0Fd04xo6EUZm4DpqjxMNxSA3XjcPueiy4n/ow3om7bgV4fg9Z2B9TaJiFQrmILvuRA67rL36VnyZ4SvF/u4awkbfx2S8cQYloUI8U0gCSEOf4AkpQGvAAmAAJ4TQvxJkqRo4E0gE6gGLhZCdErBdWZ/AmYAbuAaIcTmw11jxIgRYuPGjQeVVVRUUFBQcCx9OmnoTx+9qsaru2rJjjSxqG4vyxraGRBu4rXTZrDf7SLZ5jjsEr+ndyzjld1reWnSD8gKS2Dtfh/LawOsqPPjUSEnSuGlmZH0+HTCzV9enujqrKJyzWMUTn4Qn6cdXdfY07ya1dv+xiqHxHm513BZftBB0euGphqN/dUqPe2CM6+00NMhWLXAR84QA/lF/7PkUhfg15EsCt5HyhA1LqQMB4YxCSgj45Fsxz8GES43vgVleFYp+P0DsQ+pxnpxDprLiinr4C9DoQVofe5SFFsU4TN+iTEu67ivHyLE14EkSZuEECMO9dzR/NeowB1CiM2SJIUBmyRJ+gS4BlgshHhEkqS7gLuAO4GzgNy+n1Lg6b7fIY4RTejc99lWVu7vQZe6CDcHuDwvmwuy8pAk6SvDLx7Vz+6eFoZGpxJvjWBm6ijCjQ7Om99Jl08QZpI4LdPMtAwzwxOCH4X/FXa/pxNN9SLLRtxdNbh76olKKmJb2wY+rJ3PhPQzyIsfxtDwaUiSxK6yABuX+AEwWyEpQ0ENQESMzMw5X5430ap6CLywE3lYDKaLszGePwDJZkBOdRz16yN0HZy9iC4XoqsH0e1EdDkR3U70DjeBZhuB7jQC6hCQJMwlYDlnKEq8jBLfV0fAg3PVi9iGnY0hOp2YK59BdsT0awdriBDfJY4o7kKIRqCx77FTkqQKIAWYDUzuO+xlYBlBcZ8NvCKCtwTrJEmKlCQpqa+eEP1gY0sbr+6q5fdjh7Gvt4FEh8LVAwdzZlomFsPh3zqvGuCiT5+lN6Cw4KzrWbBjAMlhOSTZHVxc4CYn0sDIJCNG5atH+0LX2PDeNdjC0yia+SRjL3ufPQ0r+fOnl7Kny4M13EDx4Dv5+CWZsgiJlGsgPlVh2HgjSWkykcYA9PhgmxO1249cGI0cb8X/2m5EkxvTT4Ygx1qQEm0o+cF4tpJ3cFxbaP8RbueXhDtY5oQeF+j/vQMVwkhAZGGMdqGbEnG3jwaDhnW0wD7bgRJ9sGB796ymZ+Hv0LoakG2ROEqvQAkLmXyFOLnp1/2uJEmZQBHwGZDwBcFuIhi2gaDw133htPq+soPEXZKkucBcgPT0g+OzpzJ+XePlij28W9VIp1cAQWveZyaeRrTZctjQixCCNc1VeANmpqWlEivOxqzasSpGzs+3HBiVzxl8+N2z3c3l1JbPo3DKg+SNuQNreAqeXj9vrX+YRR0LmFB/D8Pc4xh1lZXwJj8TpSZs3QG8jwewujUK7y5CNHvw3bfpoHqNcwzI8X2jd6sBvdmNbNUxzopCdLWgLtvbJ9wuRGdQyOnphf8NHRoNSJFhSJHhSLkZSBFhCHMEgbYY/LUO/PsMoIEyxoRtigHDTg1TvoL0P2n4NGcrPYsew1vxKUpMBtFXPos585B3uCFCnHQctbhLkuQA3gF+IoTo+aLICCGEJEmHD97/D0KI54DnIBhz78+530da3F7er67kvX1VtLsjkBEMjrFye9FACqKOnK1nWX0Tf9lSQ2N3DAomRl+kc+OwZLq8Al3ArJzDTwYKTce3ux7ZraDXdmDdEUZrcgPxBRPofGgD7s4uagrzKbRWMWdnFO7sZuzRBejb24na24IUYUIKNyElWEEVSNFmjHPyDpTjkFDd1fSuXoY5Ph1t/046n/kluuxB1q3Iui34Ww7DaM9DiYpFSsjsE/EwpIg+MY8MA6sZSZLQ2nXkKAnPahXna34QIMdI2CYrmIsNGLNkJFnCPPjLH3MR8NL2/BXoXieOSTfiGHM1kqH/m55ChPiuclTiLkmSkaCwvyaEmN9X3PyfcIskSUlAS195A5D2hdNT+8pC/A8CeKliDx/XtlDb4yc3WpAdEc5FWSlcmpt1xNALwNs7PfxjRwftbguQTVq4l0sGOpBlidHJRxarrj2bkMLN2PfFIl6qQQMsyKQwnuUf2DgtV6feXE1vuJnkrGauLn0WBjqJSrQi2yTE9FSMZ6R9qV4hBGrUdvwN2/CvKyPQVAF6cHdwROd5KJlZGCLzUQON6IFuVE8tQvUCEHv9jzHGZdO96DG8Oz5BCU9ACU9AcsQj6zngGktgdzhqrU7kHQZM2UbsM4yYixQMqfJh724CTbswxGYiGS2En/EzjIkDMUSH7hxDfP84onr0rX55AagQQjz+hac+AK4GHun7/f4Xyn8kSdIbBCdSu0Px9oMJaBrdfj+tHh/P7m1GknSuyM/g3KwkUhxHNhz7tNrHhkYvJWn1bG9LJ9xkIi2qnp8V55IZcej19boWwO/txGKPZ/eKP+GoTyS6YSCG6m62Ty5n1OwfUVlWQXV7IVK4CXNGgHXep+lZ1c2kW+9AFxpjHLODlY34712AJAd3bwaaKwnUf47W3Uj49NvB5ab7w9+je9tR1EjM6gAM4VmYh07AOGoMcnQEZi4/UI8QAuFzofU0Y4gKflmYUoage93ormYCu9LQG89ACqQCYMwC8+jddMz7OXI4KOEJ+NfFo4QlYM4qxZI3CaEF0HpaUMLiEFoA1/Jn6N3wBmGTb8Ix7lqsg04/1rcwRIjvPEczch8HXAWUS5K0pa/slwRF/Z+SJF0H1AAX9z33EcFlkHsILoX8wQlt8TeIJEncfvvt/OEPfwDgsccew+Vy8cADD/S7LiEEHV4fHb4AqggAApMsc9+ofKakxB1xlL6pKcBbOz38emIY+50ai2raeK9pAf887QYywuL4YpYfIQSSJNFavRyfu5XUQRey+cPgMsWi/EdJfmsosmpAjw+wKy6dhoYSNEkm++rJxDt9qLZ2GhvXsnv7e2Qp44izxiPLB7dP6CrOJX/BX19OoGknqD4AZEs05r2JiD0NOBiJEpuKoXQI8vCByHFfbdEgSRKSJQzZEobQgv7zkmca2oYJxNxrxbNWxVemYhqsYR4mY4izEmiyoFReiNbTjO5sQeuow1+9EclgxJI3CbW1irbn+75AFBNoAWwlF2Aruajf71+IECcbR7NaZhVfbXw97RDHC+CW42zXdwKz2cz8+fP5xS9+ccw7TgOaTrvPizPgQ9UAFMJMZuKtFvaaWxiTcWjfb3dAsKLOz+JqH3eU2nEHdCo6PLxWWcuVhYVkxwmiLVeRERaF19VEb1c1Mamj2fPZk3TsX8+o816huWoxPS3bSGweQ/62OXgvEbSpVnpjErFMTiRpUiSOLSrj4mQUA1R0b+QvZfdgNtr54+R/8ruwDFJihxLYvwN//ecEGsoRvl6iL38SSTbw/+3dd5Qc1Z3o8e+vYqfJMxqFYZRQBAUUAJExCAQms0T7IQM2a8DZi5993u7BazDGu8/LW5bjgA1+i9/aa8CYtVlAtjkCjAHbICEZIRnlHCd3qq5w3x/VghEojKSRJuh+zunT1berW/c3Pfp1za1bv1tc+QqGW0HyuI9gtiUxN0QYrS7UZTE/cgrO9EkYw3s260SVFN47Id7iEG9pQO1dSYxKwRphEOUUqbNtUmfvOT/eHjpxr0W7VBQCYFQMoerSu+Pkn28necI8nKYpB/X5adpApa9Q3Q/Lsrjtttt44IEH+OY3v7nHc+vWreOWW25h165dNDQ08OMf/5iqqiqmTp3K6jVraCv5bGltZ97Js/jt4qVUJi2GJF0qbGePqz27CyLFn7f6LFjr8fuNJbwQGtMGW7MRY2oLbDceZeHWBm6acALjChvY9pcFqPPvZ8PSn7LpnSc55+aXSFU3E5YKBEtbGD/iDuxzh5B7aAWhX0FdzSQ2t5ssax7J6PosS9Y9wWZrPVs2rmPT8rXsLGwjGcHZmRMxAp/Ecw+xbesKiAIAzKph2E3TiPwSasV6qlI3oZavgZIPlRnM0ydinjQJOW5oj2ume28HFH4f4C0LwQdJgTvVAgOc8SbO+IMvzLW7mJeZriE17dBKC2vaQDdgknvrdwp7ba/9cpLCqz6F14IPPZecY5E8zd7ra2u/fOCSvwB33nknU6dO5Stf+coe7Z/97GeZP38+8+fP59FHH+Vzn/scP//FL5g8ZQr/8eyznHz6Obzw/HOcO/d8xtdVfahe+m5KKf7aGjKh1uSRJQV+sqxApSNcNNblpKElnt/wDGtWdTHt1E/yjeGNqMXfJTjtOkqFdvLt6wlKWZpOuIah4y6CXMjwCZcRei2UvvcOuSkubycXszWaidSkGJNfxL8sv4tvX/0YGzpX8PDi+0mYKSqxsIqdTAjhrHwlF176LQzTwaxsxGmeiTPiRKxhJyJbc0SLl1O6+3tQ9CCdxJx1QpzQRzd9qDTA7uGh0qqQsFURtUWEbYqoTRHlFTVfSOCvjfDXRSRPt3CnWzjjDWQ/c+81TeuZAZPc+0plZSU33XQTDz74IMnk+18Ir732Gk899RRKKa647nr+7q67WNOR4yOXX8pvnv4l8847n5ef+RV33nHHXhN7KYynKL6wvsTXX8nyg3mVXDzW5YR6Cz9cxuPvPMeTW8FCqOl4g9zEuZw29kxak/HJzKbJVzFs4mXsaN9E5QpBXs2SX/tHfjDv94Q7xjN9+AwWJp9ixVv/ScPQ6dx68s3UJFJcMOpK3l7+GGtX/5r5tdM4Y5fNul1v0OUaNDXMZPiU8zHNeJZN9ZXfRq3dRLh4OcF//BxyBUg4mFPGI1MnoeqasBoswu0K7zf+e4k7vo9wZ1pU3uDS8f0iUVcctyTAqBHMGoOoTZG+0Cb90cOvGaNp2p4OWFvmaOivtWUymQzZbJbW1lZmzJjBzTffjFKKr3/969TX1/P22rW0+4qSH3D25HEsXrueTBQwa/p0Fi1axPTp01m7di1mObkHkUKp+GLKtR0h+c3vMn7iRF7cUGLKkBKBt4PhbpK/e2sBy3at48LGUdw89VJsiuwotbA5t44t2fVsyW7gkjE3UL01QeLhzaSDFGGdxZt2wPbkVEoWmMM3k2xaiphvU2hdSXv7KiaMuZSzp32BtTv/TGvHGipf/zU1HqRmXE1y+uWY6dp4FaL124iWLMf7UwtRp01kVEL1CFSinihIUn1HgtLKkM4fl6j7RpJgQ0THjzwkBWaNYNQYmNWCM9EkMduitDrESAlGtWAkdRLXtN5yuLVljnm1tbVce+21PPLII1z3P25iVUcXp5x6Ks88+SRnXXk1L//qF5xz1lmMqozrocyePZvPf/7zXHLJJYhh0OlFdHqKrK+oSQhDUgaNaYPNJmQcg2FV27hu4U85obSTz1Ua3H3W3RQLW/jRige465WfkPU7AMiUUpy59WQu334K2U92MaxhIq2NBVpnNHD8hc0Yv1tFJv9HTpjZyMjmafxywbfZ2fYujfVTGX3cJdRt3Mr2hRcw8m8fZ+zIuQTNl2FUNBBuEXJPdlFatpOoy8CUFtLpRRSDGwlL8QVU0gWmZWBUCyoE53iTyvkORkZwp5k0/GsKI7H3xO2M1QtaaNrRppP7AQRRRGvR44ZPf5p/e+gh8kGAHyru+853+OLtt/PgAw+8d0J1t+uuu45rrrmGJ597gVVtIZECy4DapFDlxBfZRORpLWVZvuSnFNcs4Kbxn+A0q0Rzw1h2FjcwunoCllicNvx8xoZjmPpqE5UrQEIIhqaxZBgrNi/jndRERjvtjDcNdvFNWryVjPK+BEzjvNn/AO++SnHx04QtbyDJKlKnfAxx0vG88tYMrfd1EHYkAAPLbMGujbAnZXCv+gxmm4NY8dG4OB9O3Mn692u06ONxTetf9LDMXvhhyI6iRxhB3g9RgEhEhWOQshyqnL3PeAkjxa5CRMYWHFNY2xFS4QiVrpC0hHzgAULKtNiS3cm61RtJuVuxt77OpDO+huVW8MCb/4tFO17l4elPYi3OYc1tAi+kcM8bWDPqea21mk35FNn661HmZiyjgdNm38bkcVeTzW0jmajDMExEDLoWfpfsHx7BHjGF1MxrcEedh/eGovBSDttYi93xEvnixdj1rSTOyGDPGYdU9GwpPE3T+p4eljkApRRdvk+7VyJQIV4YgLIwDYMq18IxhRrXwdhL+df44iSFKVDlCl0lhWUIaUcYV2MSqIiOUo4t+QJ+FJK2bJKJNBVeK9WmyYmTLyM37lweWf4QVzTeyPW1NzN35JXIk1sJlrbRWeXw/FvbKY16k4vPO4ux7aMprv53Jo24ihFDZ1JfOwnTsFGBh7FmEW1vPkFiwrlk5txEatY1uMefS7h9LMXnO+la44MyMKQINR1YF5xKzYyhGEMm98FPXdO0I+mYTe6RUuQDn2wpoqPklyvGKmxTaEimSJkWScva63ztMFJ0lRRBpKhPmeRKIbYpVCcMxlSbCBBEIZZhsiPfSUepSNpyqAyzVKgI066novZ4zNuQ3V0AABMeSURBVF2r+dPml/jBsvuo25Ym88fTica7vDN1Ce/6Lqd/aTrphiFYSzyGjzmRdKqRTL1F0/G3vteXoG0TnYueIv/W06hCB2btSCRdj/dugGRDwiVtdL7uI6JwEu+QmBbinDMSY9R5PZ6LrmnawHNMJfcgimgpeviRwjGgxSvgGC4Jy8A2hFrXJWHt/eRfGClyvqKzpMiVFApIWFCnFE2V5nvDNEEUsj7bimuaNGfqqBZFxgiozAzFL5qYlhvPSPEUpc4cY75bZNhHh3HdOZ9m5aaNrPOayC36GEhA0Wynscrg2tubERn54Xha1rHze38DYpCYcDZu88cxrOOQ9StofyaPY60hkXqdzAkh7rnDMCfNQvYRn6Zpg8ugT+7Zkk+bV8KLQvzIB2ViGiYVSZemdAVp297nFaO756K7JqxuL58YFahOCFWugWvGNVHyvkebl6MxVYVtmCQtm5QKUSrCFkBFoCKcZDXKCwk3ZTEiMAOD9cO28YUJX8VIjOM5dwpuJsvU6RHjp1biJsszVcr9C3NtFN56Gn/7Smquug+zdiSZM/8Bdp6C94ZN128TmMYmMqlXyIzL4cwZhjXzTiRxeItJa5o28Ay65K6UwgtDckFES8EjLJ8vNgTqE8l4zHsfwy0AxUDhh4oK12BzV4gp0Fxl0Zg2sA1IWoKI4EchxTAkaTlkA4986OOFPpZpM9R2yHesJ7BsbKsaq5RGbfegMUmRPIGZx0uFFGzFu+7f4HQuY8pok3kfS1DbmOIDtfLxNy0l9+YTFJf/DkIfZ+RM/M0ddD3i428+DxBMYzvJhuUkTk9iz7k9rnuuadoxa1Akdz+MaPU8uvyAIApRhNS6aWzTIG1AjeuSsvceaqTi4RYviMfPWwsR+UCRcYTGtIFVvnKyyjVQSpELPNq8PNnAwzFMxlQ0UO9maHDT5NvW4rkZ3HQjqcwojHZQXg6AwA5pa9uJGaaRRIK6mkq2bGph+lkGx0+YDUDd0A8PmbQ9/iW8lS8jTiXu0C/C9tOwNrcRPPhjos6P4lbsJDHbxDl7LMZQvZCzpmmxAZ/cV3V04YeKeKa1wrVM6hNJMvsp0OWHcULPluJ7RXxkX5NQNKQMDImHQioSFpNPPIHAD3Bsm6tuuI6rPzUfx7KoddNUOymCUhdBKUeyYhiOUYuZsyEFppNARQWiSouuoJOs2YISi3Qw4r3hHNuxmDTt/ZIGUb6N4oqFFFa8QNXFf49ZNRSr6nKU8wnCDSPxV9sIBYzUaqw5E6mdmUBGz9GX7mua9iEDPrk7hmCKUOXYVLv7TuheEM9uSdnChs4QPwLbiMfP07aQtMA0hF2FToqhT3O6lmQyyc9fXEDackgWQq6/4XoK2Sz33XMvYSmLZZj4xQDl+6h0iBUkwQ8pFTrJ+a0ElSZRoRI7rKc2VUEqlQTFHsk4zLVSXLGQ4vLfUVr/JqgQo3Ic/qoNhBu2UlgwGwiwrXU4E7pInDsEc8oZSA9WadI07dg14DNEc0Vmn88V/IhiCDUJgx35iFKkGFttMSQlFEKPQJXIhT6tfkBTqoYKJ4EX+uX6L/Fg/ZiKelzTQiqEHz78Q04++WTu+dpXyXat5977fsjLL72C5/v87Wc+xaduuZUoneJb37qPx5/8GZgB58+9gH++/wFcJxmPpQuoMIDyl1DutcfIvf4TzNpmklPvgHVn4i2vo/DXVaTc35Fq7sA9ow579gQktf91UDVN03YbMMnd+5elezw25zRizWnEX7CRaFkbAApFkHHI3jiehtY8wc/XUDy+muiKZhKLNlLxpxaCi0eRnFzNxnwHlmGQMC0ydhq7XAO8OVNHGHjv1TDHayMwXSwjw4hUkjAI2bV8J0+/vpCq+jp+/+LvaPO2ctG8G5kzax4rV77Ls88/w69/8wxDG+soZQMSrhUv+VbsQhU6iUp5zKqhACRnXouVuoTiwjTekviLynbXkpwV4Vz0KRINNUfpJ6xp2mAyYJL7voRRPNwSRvHRdhjEY+mmV8BUPmk7xBBBUBgCoYqwUYyrGoLyuhDDwHYryXdsoGi6JDKN5Ds2YNnxWqaB14lQherK4xDPQFFVFi8sfIm3lizh8cefQIyIzo4cK9cv47ev/jfXf+JqRo9oxjRMonSOYNc6olIeALFczIr6uL6LHxI9u5yul2cDPm7tSpIXJHBOn4Q49r5C1jRNO6ABk9zdL03da/vGUxsJTx6OIgDxcC3F2AqTXCpB/s4xpBMVFLPbyMxOkzhnNNnW1YRdRVJVx5EttGKYNrZbiWE6GGKhcj7JoBHJCSgwk3UgFmK7rNi4HMMUkkPisr333/sg559/AamaEENMtuY28Ic/vEBGWUgpD4nyl0EUYlY0IIkKxHSg4BFsg6gzQi1ZQsW0FO4FozCPn3E0f6Sapg1iAya570vSyBIZIZlEGgqdOFGESDVSbCWtwE5V46kIpSK8Uhc4SUIU2dw2EpXDMZVNtmULnpGlUoahOoogCs/MA4pstgPLTtDpF7nzM1/m1ps/g2MMYd68C/nJzx5m5gXH05Uzya7exbDaDHNnT+G+B77PDVddRuXwCtqyReqGjCUqBkS7QlQpwDQ6MIwkkgD37tuRdM9WhdI0TeupAZ/cq+gijAKsICKQgKhc3MtwK8jmd1BsX01dzThKfo72zvUIYIUOoRni2BUY2wKSZIiqDQLDJqyyKKkIN21QKBb5yLlXEAQ+jmtx4w0f5zN3fhEnCZff+FHWrl3DJWddgQp8htTW8ORPHubiy67i7XU7OfX8S3Ech4vOu5B7vvgNVGgBFmL5UFODkXQwOm2d2DVNOyIGfMnfjq4NeKUsIgaGYWJbKSozI/CDIl6pA9OwSTg1qDAkFB+jQ8UFtaoSRAkLJwrwAoNc/v33NE2orDMQAb8EpgUGISr0yXqt7Ao6UAJD08eRstJEuVaMRAVixZf5qzCEXIGww0BFLhAhbohZYyPu+xcq9YfVpjRNG7gGdcnfivQIKjOCfKAcr4WDGdZANkQVs0SWSSGRIJOOiJyQrpxgBCFRtU9IhJkA0/BJGpANu+jMmVRXjKAr3Eox20YERAK+AS5CvVlL0o7H1M1Mfbz4RaFE2B6iSiaGkUOsJOKYGDUOYugTpJqmHT0DPrkXwyJBVCJUEeLFJQJ8p0hFWwY3EJQpFF0PXyUgDNha2ERBilhOgkA8yL7/l4vrg+tB1gVMi2ri2TWRaWGIgSUmVXaaqkTDe/VfVBShujyiLlChDZiIFSK1tRhJndA1Tesb/Tq5K6UOWHPca/NxfJtUCIZSeCZ0pLejXMF2M6Qtj4K/AwVU+YCChGFiui6mW4cRKcQvYpg2pulgVScYYbxfWGxIesTe++YHqGyeKAsqSgMKcSOMGgvDdXoUm6Zp2pHSb5N7IpGgpaWFurq6/Sb4tGdiRorQCAlND8PyaAqTGJXVGE6SyC9SGzaBYSOmTZVhfvj9enjhp1IK8h5RR0DkOxiGh7guYkYY1RZi9uzHqZSipaWFREJfcapp2pHRb5N7U1MTmzZtYufOnfvdT/l+XDPMMEEEKa+opLatAaUABYrydvl+j+19tHV7nVICygIEVb7HUBhpQZzyWP+Og4svkUjQ1NR0cC/SNE3roX6b3G3bZvTo0fvdJ/jDYoLfvgolH0oBRNFB/RtKBGVniKQWJTVEqoowrCQ98i947WMobJhEzZl/wNsxgvxfRyFOgH2cT+ryKpzx+64Jr2ma1tf6bXLvCamtwpw0FhwbHDu+ZN+x3t+2bZRjo4oOYdYl7LSIOizMRoPkWQ4t3ygRbt9z7NuoEawbJmB0KszlIdY5c7GANGAkdTLXNG1gOGByF5FHgUuAHUqpE8tttcDPgVHAOuBapVSbxIey/wpcDOSBTyilFh2ZroM5aQzmpDGoQBG2KMKdEeFORbghIjXXJtgS0f5vHgTdXmRA4hSTlGWRPFOBgDVEMBsMzHpB7DiBm7Vgj9LrjWqaNjD15Mj9/wIPAY91a/sq8IJS6n4R+Wr58f8ELgLGlW+nAN8r3x8x7T8o4i0Oy+PkMXHBPcnCHGKQ+oiN2RAnb6tBMGoEMeMEnp6rpypqmjY4HTC5K6VeFpFRH2i+HDinvP3vwIvEyf1y4DEVz/N7XUSqRWSYUmprb3X4g5yJJtYw470EbjYIRqW8Nx5ecfWBpyVqmqYNNoc65t7YLWFvAxrL2yOAjd3221Ru+1ByF5HbgNsAmpubD7EbkDpbH31rmqZ9kHHgXfavfJR+0FfkKKUeVkrNUkrNamhoONxuaJqmad0canLfLiLDAMr3u2d5bwaO67ZfU7lN0zRNO4oONbn/Cphf3p4P/Fe39pskdirQcSTH2zVN07S968lUyJ8RnzytF5FNwN3A/cDjInIrsB64trz7s8TTIFcRT4W8+Qj0WdM0TTuAnsyWuWEfT523l30VcOfhdkrTNE07PId9QlXTNE3rf3Ry1zRNG4R0ctc0TRuE+sUaqiKyk/jE7EBQD+zq604cIYM5Nhjc8enYBq7DiW+kUmqvFwr1i+Q+kIjIG/takHagG8yxweCOT8c2cB2p+PSwjKZp2iCkk7umadogpJP7wXu4rztwBA3m2GBwx6djG7iOSHx6zF3TNG0Q0kfumqZpg5BO7pqmaYPQMZ/cReRREdkhIm93a5smIq+JyF9E5NciUlluHyUiBRF5q3z7frfXzCzvv0pEHpTdS0H1sd6IT0RSIvLfIrJCRJaJyP19FU93vfXZdXvtr7q/V1/qxd9LR0QeFpF3y5/f1X0Rzwf1Ynw3lPdfKiLPi0h9X8TT3cHEVn5uavm5ZeXnE+X2w8spSqlj+gacBcwA3u7W9mfg7PL2LcA95e1R3ff7wPv8CTgVEOA54KK+jq234gNSwLnlbQf4fX+Ir7c+u/LzVwE/3d8+AzE24B+Be8vbBlDf17H1VnzEhQ937I4J+Cfg6wMsNgtYCkwrP64DzPL2YeWUY/7IXSn1MtD6gebxwMvl7d8C+z3aKS9YUqmUel3Fn8pjwBW93ddD0RvxKaXySqmF5e0SsIh4IZY+1RuxAYhIBvgScG+vdvAw9FZsxInkW+X3jJRS/eJKz16KT8q3dPmothLY0pv9PBQHGdsFwFKl1JLya1uUUmFv5JRjPrnvwzLixb4BrmHP1aVGi8hiEXlJRM4st40gXi92t91rx/ZXBxvfe0SkGrgUeOHId/OQHEps9wDfIV6DoD87qNjKnxXAPSKySESeEJFG+q+Dik8p5QO3A38hTuqTgUeOYn8Pxr5iGw8oEVlQ/oy+Um4/7Jyik/ve3QLcISJvAhVAqdy+FWhWSp1EfKT30+5jZwPIIcUnIhbwM+BBpdSao9znnjqo2ERkOjBWKfXLvunuQTnYz80i/gvrVaXUDOA14H8f/W732MF+djZxcj8JGE48vPG1o9/tHtlXbBZwBvCx8v2VIvKhtTIOxQEX6zgWKaVWEP+5hIiMBz5abvcAr7z9poisJv7m3cyewxT9eu3YQ4jvjfJLHwZWKqX+z1HvdA8dQmyzgVkiso74/8MQEXlRKXXO0e/9/h1CbG8S/zXyVPktngBuPcrd7rFDiE/KbavLr3kc+OrR7/mB7Ss24iPyl3cPl4nIs8Tj9f+Pw8wp+sh9L0RkSPneAP4e2D1rpEFEzPL2GGAcsEbF68R2isip5bG/m3h/Xdl+52DjKz++F6gCvtAXfe6pQ/jsvqeUGq6UGkV85PRuf0zscEixKeDXxMtkQrx62jtHuds9dgi/l5uBySKyuyriXGD50e53T+wrNmABMEXiGWkWcDbwTq/klL4+s9zXN+Jhhq2AT/wteivweeDd8u1+3r+S92risbO3iE8qXtrtfWYBbwOrgYd2v6avb70RH/FRgyL+j/NW+fbJwRDbB95vFP1ntkxv/V6OJD6Rt5T4PElzX8fWy/F9uvx7uZT4i6xuIMVW3v/j5fjeBv6pW/th5RRdfkDTNG0Q0sMymqZpg5BO7pqmaYOQTu6apmmDkE7umqZpg5BO7pqmaYOQTu6apmmDkE7umtZLdl9oo2n9gU7u2jFJRL4hIl/o9vibIvJ5EblLRP4scX3wf+z2/NMi8qbENbdv69aeFZHviMgSYM5RDkPT9kknd+1Y9SjxJd27Lwm/HthGfGn7ycB0YKaInFXe/xal1EziqwY/JyJ15fY08Eel1DSl1CtHMwBN2x9dOEw7Jiml1olIi4icBDQCi4mLiF1Q3gbIECf7l4kT+pXl9uPK7S1ACPziaPZd03pCJ3ftWPYj4BPAUOIj+fOAbymlftB9JxE5BzgfmKOUyovIi0Ci/HRRKRUerQ5rWk/pYRntWPZLYB7xEfuC8u0WiVdmQkRGlKv5VQFt5cQ+kXjpM03r1/SRu3bMUkqVRGQh0F4++v6NiEwCXourrJIlrtj3PPBpEVkO/BV4va/6rGk9patCases8onURcA1SqmVfd0fTetNelhGOyaJyGRgFfCCTuzaYKSP3DVN0wYhfeSuaZo2COnkrmmaNgjp5K5pmjYI6eSuaZo2COnkrmmaNgj9fzfC0OwO0oTSAAAAAElFTkSuQmCC\n","text/plain":"
"},"metadata":{"needs_background":"light"}}],"execution_count":14},{"cell_type":"code","source":"tips = sns.load_dataset(\"tips\")\ntips.head()","metadata":{"id":"2LzTgj52MbCy","colab":{"height":206,"base_uri":"https://localhost:8080/"},"cell_id":"a66328b5a6f845b8bb2d3cc4a1885e7b","outputId":"4429f4b9-86af-43e0-b304-4acd65510485","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":304,"user_tz":300,"timestamp":1640546556816},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/html":"\n
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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
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\n
\n ","text/plain":" total_bill tip sex smoker day time size\n0 16.99 1.01 Female No Sun Dinner 2\n1 10.34 1.66 Male No Sun Dinner 3\n2 21.01 3.50 Male No Sun Dinner 3\n3 23.68 3.31 Male No Sun Dinner 2\n4 24.59 3.61 Female No Sun Dinner 4"},"metadata":{},"execution_count":15}],"execution_count":15},{"cell_type":"code","source":"# Scatterplot\nsns.scatterplot(data=tips, x=\"total_bill\", y=\"tip\")","metadata":{"id":"Qqoa5K1eMd4Q","colab":{"height":297,"base_uri":"https://localhost:8080/"},"cell_id":"332aae3e2cd8419fa7f2a118ff7b42ad","outputId":"143da9fb-b28e-4433-88d7-3051b4153039","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos 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\n","text/plain":"
"},"metadata":{"needs_background":"light"}}],"execution_count":16},{"cell_type":"code","source":"sns.scatterplot(data=tips, x=\"total_bill\", y=\"tip\", hue=\"time\")","metadata":{"id":"XpVWISSMM7cd","colab":{"height":297,"base_uri":"https://localhost:8080/"},"cell_id":"45f1ea33365f4aaeb76cff7c567fb6c2","outputId":"5e95e39e-c082-4de5-dddc-035b2198cd46","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos 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\n","text/plain":"
"},"metadata":{"needs_background":"light"}}],"execution_count":17},{"cell_type":"code","source":"# Barplot\nimport seaborn as sns\nsns.set_theme(style=\"whitegrid\")\ntips = sns.load_dataset(\"tips\")\nax = sns.barplot(x=\"day\", y=\"total_bill\", data=tips)","metadata":{"id":"1N3ZxdXzNlDw","colab":{"height":285,"base_uri":"https://localhost:8080/"},"cell_id":"bca9196326cf4a5f98e2845a08d23fb2","outputId":"8527627f-3add-4a67-86d9-18e439ba89e2","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":714,"user_tz":300,"timestamp":1640546857633},"deepnote_cell_type":"code"},"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":"
"},"metadata":{}}],"execution_count":18},{"cell_type":"code","source":" sns.barplot(x=\"day\", y=\"total_bill\", hue=\"sex\", data=tips)","metadata":{"id":"AOAPAENqN0Ut","colab":{"height":302,"base_uri":"https://localhost:8080/"},"cell_id":"34c9a9d5105d4b83b020479d1493b91b","outputId":"1652d0bc-6ebe-4313-e7d9-4bf625416b47","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos 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\n","text/plain":"
"},"metadata":{}}],"execution_count":19},{"cell_type":"code","source":"# Histograma\npenguins = sns.load_dataset(\"penguins\")\n# Axis-level\nsns.histplot(data=penguins, x=\"flipper_length_mm\")","metadata":{"id":"s5NwisuZOSP8","colab":{"height":302,"base_uri":"https://localhost:8080/"},"cell_id":"221c5f7bc8664cf18b732bc3004f9152","outputId":"4ee32c4d-ed3f-4982-99ca-a928c7dec3f4","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos 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\n","text/plain":"
"},"metadata":{}}],"execution_count":20},{"cell_type":"code","source":"","metadata":{"id":"i_RvbSpxaDOa","cell_id":"24da08cb99f1441db7179d580cd609d3","deepnote_cell_type":"code"},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Axis-level\nsns.histplot(data=penguins, x=\"flipper_length_mm\", hue=\"species\")","metadata":{"id":"hXkD2CdrOiaZ","colab":{"height":303,"base_uri":"https://localhost:8080/"},"cell_id":"e571ef0f35254df396a827f0fc969d97","outputId":"82ebb573-983e-49fa-9bf2-d0675a081584","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos 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\n","text/plain":"
"},"metadata":{}}],"execution_count":21},{"cell_type":"code","source":"import seaborn as sns\nsns.set_theme(style=\"whitegrid\")\ntips = sns.load_dataset(\"tips\")\n# Axis-level\nax = sns.boxplot(x=tips[\"total_bill\"])","metadata":{"id":"UaeYpHipO0HZ","colab":{"height":285,"base_uri":"https://localhost:8080/"},"cell_id":"e97a37ddc932450099a47923d3fed884","outputId":"88fabd0f-b2e5-4d57-e9e0-03c0b0978f24","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":774,"user_tz":300,"timestamp":1640547206834},"deepnote_cell_type":"code"},"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":"
"},"metadata":{}}],"execution_count":22},{"cell_type":"code","source":"# Axis-level\nax = sns.boxplot(x=\"day\", y=\"total_bill\", data=tips)","metadata":{"id":"SbdG_J7BPCqI","colab":{"height":285,"base_uri":"https://localhost:8080/"},"cell_id":"974842f5fc2b4bcf831ae6ee0db4457d","outputId":"a7f67466-64cf-425c-d77e-18eadfac1fec","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos 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\n","text/plain":"
"},"metadata":{}}],"execution_count":23},{"cell_type":"code","source":"from google.colab import drive\nimport os\ndrive.mount('/content/gdrive')\n%cd '/content/gdrive/MyDrive/'","metadata":{"id":"YFqqkPblug5G","colab":{"base_uri":"https://localhost:8080/"},"cell_id":"c27fa7e65a2d4ebfa2065f6d328cfd43","outputId":"c47562ce-9163-41b2-d305-8a957c28fb35","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":17149,"user_tz":300,"timestamp":1640549155960},"deepnote_cell_type":"code"},"outputs":[{"output_type":"stream","name":"stdout","text":"Mounted at /content/gdrive\n/content/gdrive/MyDrive\n"}],"execution_count":24},{"cell_type":"code","source":"import pandas as pd\ndf_lluvias = pd.read_csv('pune_1965_to_2002.csv')\ndf_lluvias.head()","metadata":{"id":"z2QgXloturcK","colab":{"height":206,"base_uri":"https://localhost:8080/"},"cell_id":"9414e40e1fa0405ebd054a162bf05e2d","outputId":"b4621ced-8573-45dc-a51f-d6cbba0f0cc0","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":711,"user_tz":300,"timestamp":1640549169393},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/html":"\n
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YearJanFebMarAprMayJunJulAugSepOctNovDec
019650.0290.0690.00021.66717.859102.111606.071402.52169.5115.24916.23222.075
119660.9050.0000.0002.98163.00894.088481.94259.386150.6241.30841.2144.132
219670.2483.3901.32013.48211.116251.314780.006181.069183.75750.4048.39337.685
319680.3183.0351.70423.3077.441179.872379.354171.979219.88473.99723.3262.020
419690.2482.5240.3344.5696.213393.682678.354397.335205.41324.01424.3851.951
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\n ","text/plain":" Year Jan Feb Mar Apr ... Aug Sep Oct Nov Dec\n0 1965 0.029 0.069 0.000 21.667 ... 402.521 69.511 5.249 16.232 22.075\n1 1966 0.905 0.000 0.000 2.981 ... 59.386 150.624 1.308 41.214 4.132\n2 1967 0.248 3.390 1.320 13.482 ... 181.069 183.757 50.404 8.393 37.685\n3 1968 0.318 3.035 1.704 23.307 ... 171.979 219.884 73.997 23.326 2.020\n4 1969 0.248 2.524 0.334 4.569 ... 397.335 205.413 24.014 24.385 1.951\n\n[5 rows x 13 columns]"},"metadata":{},"execution_count":26}],"execution_count":26},{"cell_type":"code","source":"df_lluvias.index = df_lluvias['Year']\ndf_lluvias = df_lluvias.drop('Year', axis='columns')\ndf_lluvias","metadata":{"id":"L1BdLE4puteo","colab":{"height":1000,"base_uri":"https://localhost:8080/"},"cell_id":"da4f27c3bf2747e2a07900bc2578865d","outputId":"2a93e195-8347-4b42-e87f-ed9f9b76ed23","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":13,"user_tz":300,"timestamp":1640549170391},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/html":"\n
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JanFebMarAprMayJunJulAugSepOctNovDec
Year
19650.0290.0690.00021.66717.859102.111606.071402.52169.5115.24916.23222.075
19660.9050.0000.0002.98163.00894.088481.94259.386150.6241.30841.2144.132
19670.2483.3901.32013.48211.116251.314780.006181.069183.75750.4048.39337.685
19680.3183.0351.70423.3077.441179.872379.354171.979219.88473.99723.3262.020
19690.2482.5240.3344.5696.213393.682678.354397.335205.41324.01424.3851.951
19700.0700.0000.00116.21868.036300.546330.502283.476158.640115.7580.2600.000
19710.0000.0000.0000.81257.691297.187122.195372.693286.05639.4240.5540.000
19720.0000.0290.0005.98219.101132.413338.48468.741120.4151.07824.0890.143
19730.0002.9690.2343.92514.978304.484696.024256.932183.206101.8055.5160.000
19740.0000.0006.42716.86451.209148.697405.359319.651288.533188.8760.2600.000
19750.3330.5850.0000.06130.651359.369474.143404.372400.001105.5602.7630.000
19760.0000.0005.9934.4543.577773.737545.379436.912108.45913.61144.8874.158
19770.0002.9813.2894.43232.130319.716407.246129.67889.15083.193122.8097.530
19780.0614.1974.00444.62352.950403.860192.399239.066139.11926.71160.9960.597
19790.0000.3863.3430.1266.860342.324403.925451.153440.38119.084101.5970.008
19800.0080.0008.32928.7644.816349.975344.268404.19194.12710.82615.5337.348
19812.2572.1210.44510.81717.193360.788507.155217.037361.16580.0183.7150.050
19820.0000.5600.00014.58550.468145.343186.691194.307239.40249.25762.4740.000
19830.3950.0000.0000.0611.056225.847390.041537.764428.05030.7711.0081.955
19840.0000.3915.7724.9970.508367.058621.607138.006229.276167.1643.7860.396
19850.0250.0000.92211.5126.458234.930325.191297.80288.877139.919108.5610.655
19860.0001.2290.0004.56722.547635.977202.570247.395105.0953.7467.45737.386
19873.0138.4101.3673.86480.539200.950172.864477.11344.574150.17918.28136.845
19880.0000.0000.00043.57012.862186.431740.613211.781613.52212.3750.4581.037
19890.0080.0009.61920.77420.176425.984484.451177.257236.80323.4240.5850.943
19900.0040.5310.7890.27478.384423.314583.557451.70769.182115.34941.8881.315
19910.0040.0710.97227.96430.405565.900479.719193.423178.7274.13515.9360.000
19920.0000.0000.0003.1659.580227.180321.551428.764287.58240.0795.9820.000
19930.0000.0781.2112.0623.248234.068450.088150.278101.928225.9046.24035.147
19940.8790.3252.41516.82333.378749.030707.986230.898115.509116.34814.0980.000
19950.6950.0001.77025.94923.964163.515501.461114.206288.26284.3594.8660.021
19960.0162.7790.0876.3185.134453.607558.586212.489203.642176.47112.2020.000
19971.2840.0000.74723.9124.664673.831422.913541.57960.47731.05065.39218.991
19980.0082.6710.0730.37715.717238.609590.663362.357243.44496.32452.9650.035
19990.0001.4310.0000.64235.828415.471277.13798.616225.962180.3000.2630.033
20000.0000.1700.0001.19326.237371.328265.417220.814147.19638.24615.2748.187
20010.1470.0002.1781.5287.860247.982279.547189.404158.025135.51823.6330.003
20020.2310.9110.38853.26618.430509.14584.936257.20578.26921.4860.6140.000
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\n ","text/plain":" Jan Feb Mar Apr ... Sep Oct Nov Dec\nYear ... \n1965 0.029 0.069 0.000 21.667 ... 69.511 5.249 16.232 22.075\n1966 0.905 0.000 0.000 2.981 ... 150.624 1.308 41.214 4.132\n1967 0.248 3.390 1.320 13.482 ... 183.757 50.404 8.393 37.685\n1968 0.318 3.035 1.704 23.307 ... 219.884 73.997 23.326 2.020\n1969 0.248 2.524 0.334 4.569 ... 205.413 24.014 24.385 1.951\n1970 0.070 0.000 0.001 16.218 ... 158.640 115.758 0.260 0.000\n1971 0.000 0.000 0.000 0.812 ... 286.056 39.424 0.554 0.000\n1972 0.000 0.029 0.000 5.982 ... 120.415 1.078 24.089 0.143\n1973 0.000 2.969 0.234 3.925 ... 183.206 101.805 5.516 0.000\n1974 0.000 0.000 6.427 16.864 ... 288.533 188.876 0.260 0.000\n1975 0.333 0.585 0.000 0.061 ... 400.001 105.560 2.763 0.000\n1976 0.000 0.000 5.993 4.454 ... 108.459 13.611 44.887 4.158\n1977 0.000 2.981 3.289 4.432 ... 89.150 83.193 122.809 7.530\n1978 0.061 4.197 4.004 44.623 ... 139.119 26.711 60.996 0.597\n1979 0.000 0.386 3.343 0.126 ... 440.381 19.084 101.597 0.008\n1980 0.008 0.000 8.329 28.764 ... 94.127 10.826 15.533 7.348\n1981 2.257 2.121 0.445 10.817 ... 361.165 80.018 3.715 0.050\n1982 0.000 0.560 0.000 14.585 ... 239.402 49.257 62.474 0.000\n1983 0.395 0.000 0.000 0.061 ... 428.050 30.771 1.008 1.955\n1984 0.000 0.391 5.772 4.997 ... 229.276 167.164 3.786 0.396\n1985 0.025 0.000 0.922 11.512 ... 88.877 139.919 108.561 0.655\n1986 0.000 1.229 0.000 4.567 ... 105.095 3.746 7.457 37.386\n1987 3.013 8.410 1.367 3.864 ... 44.574 150.179 18.281 36.845\n1988 0.000 0.000 0.000 43.570 ... 613.522 12.375 0.458 1.037\n1989 0.008 0.000 9.619 20.774 ... 236.803 23.424 0.585 0.943\n1990 0.004 0.531 0.789 0.274 ... 69.182 115.349 41.888 1.315\n1991 0.004 0.071 0.972 27.964 ... 178.727 4.135 15.936 0.000\n1992 0.000 0.000 0.000 3.165 ... 287.582 40.079 5.982 0.000\n1993 0.000 0.078 1.211 2.062 ... 101.928 225.904 6.240 35.147\n1994 0.879 0.325 2.415 16.823 ... 115.509 116.348 14.098 0.000\n1995 0.695 0.000 1.770 25.949 ... 288.262 84.359 4.866 0.021\n1996 0.016 2.779 0.087 6.318 ... 203.642 176.471 12.202 0.000\n1997 1.284 0.000 0.747 23.912 ... 60.477 31.050 65.392 18.991\n1998 0.008 2.671 0.073 0.377 ... 243.444 96.324 52.965 0.035\n1999 0.000 1.431 0.000 0.642 ... 225.962 180.300 0.263 0.033\n2000 0.000 0.170 0.000 1.193 ... 147.196 38.246 15.274 8.187\n2001 0.147 0.000 2.178 1.528 ... 158.025 135.518 23.633 0.003\n2002 0.231 0.911 0.388 53.266 ... 78.269 21.486 0.614 0.000\n\n[38 rows x 12 columns]"},"metadata":{},"execution_count":27}],"execution_count":27},{"cell_type":"code","source":"fig, ax = plt.subplots(nrows=3, ncols=1, figsize=(12, 5), sharex=True, sharey=True) \nax[0].plot(df_lluvias.index, df_lluvias['Jan'], label='Precipitaciones de enero')\nax[1].plot(df_lluvias.index, df_lluvias['Feb'], label='Precipitaciones de febrero', color='C1')\nax[2].plot(df_lluvias.index, df_lluvias['Mar'], label='Precipitaciones de marzo', color='C2')\nax[0].set_title('Precipitaciones de los primeros tres meses del año') \nax[2].set_xlabel('Año') \nax[1].set_ylabel('Precipitación (mm.)')\n\nax[0].legend() \nax[1].legend()\nax[2].legend() ","metadata":{"id":"vc0FP-6TWeBl","colab":{"height":372,"base_uri":"https://localhost:8080/"},"cell_id":"9472aa55a48043d6a8c96c7834c9013f","outputId":"16b3bf82-bc87-4b3b-c0a7-ee27010c0f93","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos 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\n","text/plain":"
"},"metadata":{}}],"execution_count":29},{"cell_type":"code","source":"# FacetGrid\ntips = sns.load_dataset(\"tips\")\ng = sns.FacetGrid(tips, col=\"time\", row=\"sex\")\ng.map(sns.scatterplot, \"total_bill\", \"tip\")","metadata":{"id":"FIYeZ9NCXlbU","colab":{"height":454,"base_uri":"https://localhost:8080/"},"cell_id":"c8bdfdcd36164daf843b91d7e8cddc0c","outputId":"b2abf519-46ae-4dba-e250-944449c0fe06","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":2303,"user_tz":300,"timestamp":1640549500109},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":""},"metadata":{},"execution_count":30},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":"
"},"metadata":{}}],"execution_count":30},{"cell_type":"code","source":"g = sns.FacetGrid(tips, col=\"time\", hue=\"sex\")\ng.map_dataframe(sns.scatterplot, x=\"total_bill\", y=\"tip\")\ng.add_legend()","metadata":{"id":"kDuzJcItX3qU","colab":{"height":238,"base_uri":"https://localhost:8080/"},"cell_id":"17f5c7b5c25f439893a2a820311a6b21","outputId":"0a5d1010-567f-4f8f-b46d-8feab8d2a0ed","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos 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\n","text/plain":"
"},"metadata":{}}],"execution_count":31},{"cell_type":"code","source":"import matplotlib as mpl\nmpl.rcParams['axes.titleweight'] = 'bold' \nmpl.rcParams['axes.titlelocation'] = 'left' \nmpl.rcParams['axes.titlecolor'] = 'firebrick' \nmpl.rcParams['axes.labelcolor'] = 'blue' \nmpl.rcParams['axes.labelsize'] = '10' \nmpl.rcParams['axes.labelweight'] = 'light' \nmpl.rcParams['axes.linewidth'] = '1' \nmpl.rcParams['grid.color'] = 'black' \nmpl.rcParams['grid.linestyle'] = '-.' \nmpl.rcParams['grid.linewidth'] = '2' \n\nfig, ax = plt.subplots(figsize=(7, 4)) \nax.scatter(df_lluvias['Aug'], df_lluvias['Sep'], c=df_lluvias.index)\nax.set_title('(Título rojo en negrita)')\nax.set_xlabel('(Etiqueta eje horiz.)')\nax.set_ylabel('(Etiqueta eje vert.)')","metadata":{"id":"Wx2HQTPiYsD6","colab":{"height":315,"base_uri":"https://localhost:8080/"},"cell_id":"f6e6ebd5d9a84b6e8deacfe6367920ac","outputId":"d13f486c-b65a-4b2d-f685-580b917f8286","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":988,"user_tz":300,"timestamp":1640549789900},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":"Text(0, 0.5, '(Etiqueta eje vert.)')"},"metadata":{},"execution_count":33},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":"
"},"metadata":{}}],"execution_count":33},{"cell_type":"code","source":"# Restaurar por defecto\nmpl.rcParams.update(mpl.rcParamsDefault)","metadata":{"id":"cao24bgcY30_","cell_id":"926c0d5261b0474c982f0c759f0b505e","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":298,"user_tz":300,"timestamp":1640549817648},"deepnote_cell_type":"code"},"outputs":[],"execution_count":34},{"cell_type":"code","source":"mpl.rcParams.keys()","metadata":{"id":"zjISXyIYY6B3","colab":{"base_uri":"https://localhost:8080/"},"cell_id":"12bd462ed8dd4ce8a9c6d213b9371f76","outputId":"6d606fa1-6c61-4321-fd06-52bbb484a00f","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":265,"user_tz":300,"timestamp":1640549829750},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":"KeysView(RcParams({'_internal.classic_mode': False,\n 'agg.path.chunksize': 0,\n 'animation.avconv_args': [],\n 'animation.avconv_path': 'avconv',\n 'animation.bitrate': -1,\n 'animation.codec': 'h264',\n 'animation.convert_args': [],\n 'animation.convert_path': 'convert',\n 'animation.embed_limit': 20.0,\n 'animation.ffmpeg_args': [],\n 'animation.ffmpeg_path': 'ffmpeg',\n 'animation.frame_format': 'png',\n 'animation.html': 'none',\n 'animation.html_args': [],\n 'animation.writer': 'ffmpeg',\n 'axes.autolimit_mode': 'data',\n 'axes.axisbelow': 'line',\n 'axes.edgecolor': 'black',\n 'axes.facecolor': 'white',\n 'axes.formatter.limits': [-5, 6],\n 'axes.formatter.min_exponent': 0,\n 'axes.formatter.offset_threshold': 4,\n 'axes.formatter.use_locale': False,\n 'axes.formatter.use_mathtext': False,\n 'axes.formatter.useoffset': True,\n 'axes.grid': False,\n 'axes.grid.axis': 'both',\n 'axes.grid.which': 'major',\n 'axes.labelcolor': 'black',\n 'axes.labelpad': 4.0,\n 'axes.labelsize': 'medium',\n 'axes.labelweight': 'normal',\n 'axes.linewidth': 0.8,\n 'axes.prop_cycle': cycler('color', ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2', '#7f7f7f', '#bcbd22', '#17becf']),\n 'axes.spines.bottom': True,\n 'axes.spines.left': True,\n 'axes.spines.right': True,\n 'axes.spines.top': True,\n 'axes.titlecolor': 'auto',\n 'axes.titlelocation': 'center',\n 'axes.titlepad': 6.0,\n 'axes.titlesize': 'large',\n 'axes.titleweight': 'normal',\n 'axes.unicode_minus': True,\n 'axes.xmargin': 0.05,\n 'axes.ymargin': 0.05,\n 'axes3d.grid': True,\n 'backend': 'module://ipykernel.pylab.backend_inline',\n 'backend_fallback': True,\n 'boxplot.bootstrap': None,\n 'boxplot.boxprops.color': 'black',\n 'boxplot.boxprops.linestyle': '-',\n 'boxplot.boxprops.linewidth': 1.0,\n 'boxplot.capprops.color': 'black',\n 'boxplot.capprops.linestyle': '-',\n 'boxplot.capprops.linewidth': 1.0,\n 'boxplot.flierprops.color': 'black',\n 'boxplot.flierprops.linestyle': 'none',\n 'boxplot.flierprops.linewidth': 1.0,\n 'boxplot.flierprops.marker': 'o',\n 'boxplot.flierprops.markeredgecolor': 'black',\n 'boxplot.flierprops.markeredgewidth': 1.0,\n 'boxplot.flierprops.markerfacecolor': 'none',\n 'boxplot.flierprops.markersize': 6.0,\n 'boxplot.meanline': False,\n 'boxplot.meanprops.color': 'C2',\n 'boxplot.meanprops.linestyle': '--',\n 'boxplot.meanprops.linewidth': 1.0,\n 'boxplot.meanprops.marker': '^',\n 'boxplot.meanprops.markeredgecolor': 'C2',\n 'boxplot.meanprops.markerfacecolor': 'C2',\n 'boxplot.meanprops.markersize': 6.0,\n 'boxplot.medianprops.color': 'C1',\n 'boxplot.medianprops.linestyle': '-',\n 'boxplot.medianprops.linewidth': 1.0,\n 'boxplot.notch': False,\n 'boxplot.patchartist': False,\n 'boxplot.showbox': True,\n 'boxplot.showcaps': True,\n 'boxplot.showfliers': True,\n 'boxplot.showmeans': False,\n 'boxplot.vertical': True,\n 'boxplot.whiskerprops.color': 'black',\n 'boxplot.whiskerprops.linestyle': '-',\n 'boxplot.whiskerprops.linewidth': 1.0,\n 'boxplot.whiskers': 1.5,\n 'contour.corner_mask': True,\n 'contour.negative_linestyle': 'dashed',\n 'datapath': '/usr/local/lib/python3.7/dist-packages/matplotlib/mpl-data',\n 'date.autoformatter.day': '%Y-%m-%d',\n 'date.autoformatter.hour': '%m-%d %H',\n 'date.autoformatter.microsecond': '%M:%S.%f',\n 'date.autoformatter.minute': '%d %H:%M',\n 'date.autoformatter.month': '%Y-%m',\n 'date.autoformatter.second': '%H:%M:%S',\n 'date.autoformatter.year': '%Y',\n 'docstring.hardcopy': False,\n 'errorbar.capsize': 0.0,\n 'figure.autolayout': False,\n 'figure.constrained_layout.h_pad': 0.04167,\n 'figure.constrained_layout.hspace': 0.02,\n 'figure.constrained_layout.use': False,\n 'figure.constrained_layout.w_pad': 0.04167,\n 'figure.constrained_layout.wspace': 0.02,\n 'figure.dpi': 100.0,\n 'figure.edgecolor': 'white',\n 'figure.facecolor': 'white',\n 'figure.figsize': [6.4, 4.8],\n 'figure.frameon': True,\n 'figure.max_open_warning': 20,\n 'figure.subplot.bottom': 0.11,\n 'figure.subplot.hspace': 0.2,\n 'figure.subplot.left': 0.125,\n 'figure.subplot.right': 0.9,\n 'figure.subplot.top': 0.88,\n 'figure.subplot.wspace': 0.2,\n 'figure.titlesize': 'large',\n 'figure.titleweight': 'normal',\n 'font.cursive': ['Apple Chancery',\n 'Textile',\n 'Zapf Chancery',\n 'Sand',\n 'Script MT',\n 'Felipa',\n 'cursive'],\n 'font.family': ['sans-serif'],\n 'font.fantasy': ['Comic Neue',\n 'Comic Sans MS',\n 'Chicago',\n 'Charcoal',\n 'Impact',\n 'Western',\n 'Humor Sans',\n 'xkcd',\n 'fantasy'],\n 'font.monospace': ['DejaVu Sans Mono',\n 'Bitstream Vera Sans Mono',\n 'Computer Modern Typewriter',\n 'Andale Mono',\n 'Nimbus Mono L',\n 'Courier New',\n 'Courier',\n 'Fixed',\n 'Terminal',\n 'monospace'],\n 'font.sans-serif': ['DejaVu Sans',\n 'Bitstream Vera Sans',\n 'Computer Modern Sans Serif',\n 'Lucida Grande',\n 'Verdana',\n 'Geneva',\n 'Lucid',\n 'Arial',\n 'Helvetica',\n 'Avant Garde',\n 'sans-serif'],\n 'font.serif': ['DejaVu Serif',\n 'Bitstream Vera Serif',\n 'Computer Modern Roman',\n 'New Century Schoolbook',\n 'Century Schoolbook L',\n 'Utopia',\n 'ITC Bookman',\n 'Bookman',\n 'Nimbus Roman No9 L',\n 'Times New Roman',\n 'Times',\n 'Palatino',\n 'Charter',\n 'serif'],\n 'font.size': 10.0,\n 'font.stretch': 'normal',\n 'font.style': 'normal',\n 'font.variant': 'normal',\n 'font.weight': 'normal',\n 'grid.alpha': 1.0,\n 'grid.color': '#b0b0b0',\n 'grid.linestyle': '-',\n 'grid.linewidth': 0.8,\n 'hatch.color': 'black',\n 'hatch.linewidth': 1.0,\n 'hist.bins': 10,\n 'image.aspect': 'equal',\n 'image.cmap': 'viridis',\n 'image.composite_image': True,\n 'image.interpolation': 'antialiased',\n 'image.lut': 256,\n 'image.origin': 'upper',\n 'image.resample': True,\n 'interactive': False,\n 'keymap.all_axes': ['a'],\n 'keymap.back': ['left', 'c', 'backspace', 'MouseButton.BACK'],\n 'keymap.copy': ['ctrl+c', 'cmd+c'],\n 'keymap.forward': ['right', 'v', 'MouseButton.FORWARD'],\n 'keymap.fullscreen': ['f', 'ctrl+f'],\n 'keymap.grid': ['g'],\n 'keymap.grid_minor': ['G'],\n 'keymap.help': ['f1'],\n 'keymap.home': ['h', 'r', 'home'],\n 'keymap.pan': ['p'],\n 'keymap.quit': ['ctrl+w', 'cmd+w', 'q'],\n 'keymap.quit_all': ['W', 'cmd+W', 'Q'],\n 'keymap.save': ['s', 'ctrl+s'],\n 'keymap.xscale': ['k', 'L'],\n 'keymap.yscale': ['l'],\n 'keymap.zoom': ['o'],\n 'legend.borderaxespad': 0.5,\n 'legend.borderpad': 0.4,\n 'legend.columnspacing': 2.0,\n 'legend.edgecolor': '0.8',\n 'legend.facecolor': 'inherit',\n 'legend.fancybox': True,\n 'legend.fontsize': 'medium',\n 'legend.framealpha': 0.8,\n 'legend.frameon': True,\n 'legend.handleheight': 0.7,\n 'legend.handlelength': 2.0,\n 'legend.handletextpad': 0.8,\n 'legend.labelspacing': 0.5,\n 'legend.loc': 'best',\n 'legend.markerscale': 1.0,\n 'legend.numpoints': 1,\n 'legend.scatterpoints': 1,\n 'legend.shadow': False,\n 'legend.title_fontsize': None,\n 'lines.antialiased': True,\n 'lines.color': 'C0',\n 'lines.dash_capstyle': 'butt',\n 'lines.dash_joinstyle': 'round',\n 'lines.dashdot_pattern': [6.4, 1.6, 1.0, 1.6],\n 'lines.dashed_pattern': [3.7, 1.6],\n 'lines.dotted_pattern': [1.0, 1.65],\n 'lines.linestyle': '-',\n 'lines.linewidth': 1.5,\n 'lines.marker': 'None',\n 'lines.markeredgecolor': 'auto',\n 'lines.markeredgewidth': 1.0,\n 'lines.markerfacecolor': 'auto',\n 'lines.markersize': 6.0,\n 'lines.scale_dashes': True,\n 'lines.solid_capstyle': 'projecting',\n 'lines.solid_joinstyle': 'round',\n 'markers.fillstyle': 'full',\n 'mathtext.bf': 'sans:bold',\n 'mathtext.cal': 'cursive',\n 'mathtext.default': 'it',\n 'mathtext.fallback_to_cm': True,\n 'mathtext.fontset': 'dejavusans',\n 'mathtext.it': 'sans:italic',\n 'mathtext.rm': 'sans',\n 'mathtext.sf': 'sans',\n 'mathtext.tt': 'monospace',\n 'mpl_toolkits.legacy_colorbar': True,\n 'patch.antialiased': True,\n 'patch.edgecolor': 'black',\n 'patch.facecolor': 'C0',\n 'patch.force_edgecolor': False,\n 'patch.linewidth': 1.0,\n 'path.effects': [],\n 'path.simplify': True,\n 'path.simplify_threshold': 0.1111111111111111,\n 'path.sketch': None,\n 'path.snap': True,\n 'pdf.compression': 6,\n 'pdf.fonttype': 3,\n 'pdf.inheritcolor': False,\n 'pdf.use14corefonts': False,\n 'pgf.preamble': '',\n 'pgf.rcfonts': True,\n 'pgf.texsystem': 'xelatex',\n 'polaraxes.grid': True,\n 'ps.distiller.res': 6000,\n 'ps.fonttype': 3,\n 'ps.papersize': 'letter',\n 'ps.useafm': False,\n 'ps.usedistiller': None,\n 'savefig.bbox': None,\n 'savefig.directory': '~',\n 'savefig.dpi': 'figure',\n 'savefig.edgecolor': 'white',\n 'savefig.facecolor': 'white',\n 'savefig.format': 'png',\n 'savefig.frameon': True,\n 'savefig.jpeg_quality': 95,\n 'savefig.orientation': 'portrait',\n 'savefig.pad_inches': 0.1,\n 'savefig.transparent': False,\n 'scatter.edgecolors': 'face',\n 'scatter.marker': 'o',\n 'svg.fonttype': 'path',\n 'svg.hashsalt': None,\n 'svg.image_inline': True,\n 'text.antialiased': True,\n 'text.color': 'black',\n 'text.hinting': 'auto',\n 'text.hinting_factor': 8,\n 'text.kerning_factor': 0,\n 'text.latex.preamble': '',\n 'text.latex.preview': False,\n 'text.latex.unicode': True,\n 'text.usetex': False,\n 'timezone': 'UTC',\n 'tk.window_focus': False,\n 'toolbar': 'toolbar2',\n 'verbose.fileo': 'sys.stdout',\n 'verbose.level': 'silent',\n 'webagg.address': '127.0.0.1',\n 'webagg.open_in_browser': True,\n 'webagg.port': 8988,\n 'webagg.port_retries': 50,\n 'xtick.alignment': 'center',\n 'xtick.bottom': True,\n 'xtick.color': 'black',\n 'xtick.direction': 'out',\n 'xtick.labelbottom': True,\n 'xtick.labelsize': 'medium',\n 'xtick.labeltop': False,\n 'xtick.major.bottom': True,\n 'xtick.major.pad': 3.5,\n 'xtick.major.size': 3.5,\n 'xtick.major.top': True,\n 'xtick.major.width': 0.8,\n 'xtick.minor.bottom': True,\n 'xtick.minor.pad': 3.4,\n 'xtick.minor.size': 2.0,\n 'xtick.minor.top': True,\n 'xtick.minor.visible': False,\n 'xtick.minor.width': 0.6,\n 'xtick.top': False,\n 'ytick.alignment': 'center_baseline',\n 'ytick.color': 'black',\n 'ytick.direction': 'out',\n 'ytick.labelleft': True,\n 'ytick.labelright': False,\n 'ytick.labelsize': 'medium',\n 'ytick.left': True,\n 'ytick.major.left': True,\n 'ytick.major.pad': 3.5,\n 'ytick.major.right': True,\n 'ytick.major.size': 3.5,\n 'ytick.major.width': 0.8,\n 'ytick.minor.left': True,\n 'ytick.minor.pad': 3.4,\n 'ytick.minor.right': True,\n 'ytick.minor.size': 2.0,\n 'ytick.minor.visible': False,\n 'ytick.minor.width': 0.6,\n 'ytick.right': False}))"},"metadata":{},"execution_count":35}],"execution_count":35},{"cell_type":"code","source":"mpl.rcParams","metadata":{"id":"2LWO4lRZbtkC","colab":{"base_uri":"https://localhost:8080/"},"cell_id":"732a3b2fcb30413ebcc8a675f7a001f5","outputId":"769876c8-f9dc-4624-bbb4-d25178200400","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":442,"user_tz":300,"timestamp":1640550559662},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":"RcParams({'_internal.classic_mode': False,\n 'agg.path.chunksize': 0,\n 'animation.avconv_args': [],\n 'animation.avconv_path': 'avconv',\n 'animation.bitrate': -1,\n 'animation.codec': 'h264',\n 'animation.convert_args': [],\n 'animation.convert_path': 'convert',\n 'animation.embed_limit': 20.0,\n 'animation.ffmpeg_args': [],\n 'animation.ffmpeg_path': 'ffmpeg',\n 'animation.frame_format': 'png',\n 'animation.html': 'none',\n 'animation.html_args': [],\n 'animation.writer': 'ffmpeg',\n 'axes.autolimit_mode': 'data',\n 'axes.axisbelow': True,\n 'axes.edgecolor': 'white',\n 'axes.facecolor': '#EAEAF2',\n 'axes.formatter.limits': [-5, 6],\n 'axes.formatter.min_exponent': 0,\n 'axes.formatter.offset_threshold': 4,\n 'axes.formatter.use_locale': False,\n 'axes.formatter.use_mathtext': False,\n 'axes.formatter.useoffset': True,\n 'axes.grid': True,\n 'axes.grid.axis': 'both',\n 'axes.grid.which': 'major',\n 'axes.labelcolor': 'red',\n 'axes.labelpad': 4.0,\n 'axes.labelsize': 'medium',\n 'axes.labelweight': 'normal',\n 'axes.linewidth': 0.8,\n 'axes.prop_cycle': cycler('color', ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2', '#7f7f7f', '#bcbd22', '#17becf']),\n 'axes.spines.bottom': True,\n 'axes.spines.left': True,\n 'axes.spines.right': True,\n 'axes.spines.top': True,\n 'axes.titlecolor': 'auto',\n 'axes.titlelocation': 'center',\n 'axes.titlepad': 6.0,\n 'axes.titlesize': 'large',\n 'axes.titleweight': 'normal',\n 'axes.unicode_minus': True,\n 'axes.xmargin': 0.05,\n 'axes.ymargin': 0.05,\n 'axes3d.grid': True,\n 'backend': 'module://ipykernel.pylab.backend_inline',\n 'backend_fallback': True,\n 'boxplot.bootstrap': None,\n 'boxplot.boxprops.color': 'black',\n 'boxplot.boxprops.linestyle': '-',\n 'boxplot.boxprops.linewidth': 1.0,\n 'boxplot.capprops.color': 'black',\n 'boxplot.capprops.linestyle': '-',\n 'boxplot.capprops.linewidth': 1.0,\n 'boxplot.flierprops.color': 'black',\n 'boxplot.flierprops.linestyle': 'none',\n 'boxplot.flierprops.linewidth': 1.0,\n 'boxplot.flierprops.marker': 'o',\n 'boxplot.flierprops.markeredgecolor': 'black',\n 'boxplot.flierprops.markeredgewidth': 1.0,\n 'boxplot.flierprops.markerfacecolor': 'none',\n 'boxplot.flierprops.markersize': 6.0,\n 'boxplot.meanline': False,\n 'boxplot.meanprops.color': 'C2',\n 'boxplot.meanprops.linestyle': '--',\n 'boxplot.meanprops.linewidth': 1.0,\n 'boxplot.meanprops.marker': '^',\n 'boxplot.meanprops.markeredgecolor': 'C2',\n 'boxplot.meanprops.markerfacecolor': 'C2',\n 'boxplot.meanprops.markersize': 6.0,\n 'boxplot.medianprops.color': 'C1',\n 'boxplot.medianprops.linestyle': '-',\n 'boxplot.medianprops.linewidth': 1.0,\n 'boxplot.notch': False,\n 'boxplot.patchartist': False,\n 'boxplot.showbox': True,\n 'boxplot.showcaps': True,\n 'boxplot.showfliers': True,\n 'boxplot.showmeans': False,\n 'boxplot.vertical': True,\n 'boxplot.whiskerprops.color': 'black',\n 'boxplot.whiskerprops.linestyle': '-',\n 'boxplot.whiskerprops.linewidth': 1.0,\n 'boxplot.whiskers': 1.5,\n 'contour.corner_mask': True,\n 'contour.negative_linestyle': 'dashed',\n 'datapath': '/usr/local/lib/python3.7/dist-packages/matplotlib/mpl-data',\n 'date.autoformatter.day': '%Y-%m-%d',\n 'date.autoformatter.hour': '%m-%d %H',\n 'date.autoformatter.microsecond': '%M:%S.%f',\n 'date.autoformatter.minute': '%d %H:%M',\n 'date.autoformatter.month': '%Y-%m',\n 'date.autoformatter.second': '%H:%M:%S',\n 'date.autoformatter.year': '%Y',\n 'docstring.hardcopy': False,\n 'errorbar.capsize': 0.0,\n 'figure.autolayout': False,\n 'figure.constrained_layout.h_pad': 0.04167,\n 'figure.constrained_layout.hspace': 0.02,\n 'figure.constrained_layout.use': False,\n 'figure.constrained_layout.w_pad': 0.04167,\n 'figure.constrained_layout.wspace': 0.02,\n 'figure.dpi': 100.0,\n 'figure.edgecolor': 'white',\n 'figure.facecolor': 'white',\n 'figure.figsize': [6.4, 4.8],\n 'figure.frameon': True,\n 'figure.max_open_warning': 20,\n 'figure.subplot.bottom': 0.11,\n 'figure.subplot.hspace': 0.2,\n 'figure.subplot.left': 0.125,\n 'figure.subplot.right': 0.9,\n 'figure.subplot.top': 0.88,\n 'figure.subplot.wspace': 0.2,\n 'figure.titlesize': 'large',\n 'figure.titleweight': 'normal',\n 'font.cursive': ['Apple Chancery',\n 'Textile',\n 'Zapf Chancery',\n 'Sand',\n 'Script MT',\n 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'--',\n 'grid.linewidth': 0.8,\n 'hatch.color': 'black',\n 'hatch.linewidth': 1.0,\n 'hist.bins': 10,\n 'image.aspect': 'equal',\n 'image.cmap': 'rocket',\n 'image.composite_image': True,\n 'image.interpolation': 'antialiased',\n 'image.lut': 256,\n 'image.origin': 'upper',\n 'image.resample': True,\n 'interactive': False,\n 'keymap.all_axes': ['a'],\n 'keymap.back': ['left', 'c', 'backspace', 'MouseButton.BACK'],\n 'keymap.copy': ['ctrl+c', 'cmd+c'],\n 'keymap.forward': ['right', 'v', 'MouseButton.FORWARD'],\n 'keymap.fullscreen': ['f', 'ctrl+f'],\n 'keymap.grid': ['g'],\n 'keymap.grid_minor': ['G'],\n 'keymap.help': ['f1'],\n 'keymap.home': ['h', 'r', 'home'],\n 'keymap.pan': ['p'],\n 'keymap.quit': ['ctrl+w', 'cmd+w', 'q'],\n 'keymap.quit_all': ['W', 'cmd+W', 'Q'],\n 'keymap.save': ['s', 'ctrl+s'],\n 'keymap.xscale': ['k', 'L'],\n 'keymap.yscale': ['l'],\n 'keymap.zoom': ['o'],\n 'legend.borderaxespad': 0.5,\n 'legend.borderpad': 0.4,\n 'legend.columnspacing': 2.0,\n 'legend.edgecolor': '0.8',\n 'legend.facecolor': 'inherit',\n 'legend.fancybox': True,\n 'legend.fontsize': 'medium',\n 'legend.framealpha': 0.8,\n 'legend.frameon': True,\n 'legend.handleheight': 0.7,\n 'legend.handlelength': 2.0,\n 'legend.handletextpad': 0.8,\n 'legend.labelspacing': 0.5,\n 'legend.loc': 'best',\n 'legend.markerscale': 1.0,\n 'legend.numpoints': 1,\n 'legend.scatterpoints': 1,\n 'legend.shadow': False,\n 'legend.title_fontsize': None,\n 'lines.antialiased': True,\n 'lines.color': 'C0',\n 'lines.dash_capstyle': 'butt',\n 'lines.dash_joinstyle': 'round',\n 'lines.dashdot_pattern': [6.4, 1.6, 1.0, 1.6],\n 'lines.dashed_pattern': [3.7, 1.6],\n 'lines.dotted_pattern': [1.0, 1.65],\n 'lines.linestyle': '-',\n 'lines.linewidth': 1.5,\n 'lines.marker': 'None',\n 'lines.markeredgecolor': 'auto',\n 'lines.markeredgewidth': 1.0,\n 'lines.markerfacecolor': 'auto',\n 'lines.markersize': 6.0,\n 'lines.scale_dashes': True,\n 'lines.solid_capstyle': 'round',\n 'lines.solid_joinstyle': 'round',\n 'markers.fillstyle': 'full',\n 'mathtext.bf': 'sans:bold',\n 'mathtext.cal': 'cursive',\n 'mathtext.default': 'it',\n 'mathtext.fallback_to_cm': True,\n 'mathtext.fontset': 'dejavusans',\n 'mathtext.it': 'sans:italic',\n 'mathtext.rm': 'sans',\n 'mathtext.sf': 'sans',\n 'mathtext.tt': 'monospace',\n 'mpl_toolkits.legacy_colorbar': True,\n 'patch.antialiased': True,\n 'patch.edgecolor': 'w',\n 'patch.facecolor': 'C0',\n 'patch.force_edgecolor': True,\n 'patch.linewidth': 1.0,\n 'path.effects': [],\n 'path.simplify': True,\n 'path.simplify_threshold': 0.1111111111111111,\n 'path.sketch': None,\n 'path.snap': True,\n 'pdf.compression': 6,\n 'pdf.fonttype': 3,\n 'pdf.inheritcolor': False,\n 'pdf.use14corefonts': False,\n 'pgf.preamble': '',\n 'pgf.rcfonts': True,\n 'pgf.texsystem': 'xelatex',\n 'polaraxes.grid': True,\n 'ps.distiller.res': 6000,\n 'ps.fonttype': 3,\n 'ps.papersize': 'letter',\n 'ps.useafm': False,\n 'ps.usedistiller': None,\n 'savefig.bbox': None,\n 'savefig.directory': '~',\n 'savefig.dpi': 'figure',\n 'savefig.edgecolor': 'white',\n 'savefig.facecolor': 'white',\n 'savefig.format': 'png',\n 'savefig.frameon': True,\n 'savefig.jpeg_quality': 95,\n 'savefig.orientation': 'portrait',\n 'savefig.pad_inches': 0.1,\n 'savefig.transparent': False,\n 'scatter.edgecolors': 'face',\n 'scatter.marker': 'o',\n 'svg.fonttype': 'path',\n 'svg.hashsalt': None,\n 'svg.image_inline': True,\n 'text.antialiased': True,\n 'text.color': '.15',\n 'text.hinting': 'auto',\n 'text.hinting_factor': 8,\n 'text.kerning_factor': 0,\n 'text.latex.preamble': '',\n 'text.latex.preview': False,\n 'text.latex.unicode': True,\n 'text.usetex': False,\n 'timezone': 'UTC',\n 'tk.window_focus': False,\n 'toolbar': 'toolbar2',\n 'verbose.fileo': 'sys.stdout',\n 'verbose.level': 'silent',\n 'webagg.address': '127.0.0.1',\n 'webagg.open_in_browser': True,\n 'webagg.port': 8988,\n 'webagg.port_retries': 50,\n 'xtick.alignment': 'center',\n 'xtick.bottom': False,\n 'xtick.color': '.15',\n 'xtick.direction': 'out',\n 'xtick.labelbottom': True,\n 'xtick.labelsize': 'medium',\n 'xtick.labeltop': False,\n 'xtick.major.bottom': True,\n 'xtick.major.pad': 3.5,\n 'xtick.major.size': 3.5,\n 'xtick.major.top': True,\n 'xtick.major.width': 0.8,\n 'xtick.minor.bottom': True,\n 'xtick.minor.pad': 3.4,\n 'xtick.minor.size': 2.0,\n 'xtick.minor.top': True,\n 'xtick.minor.visible': False,\n 'xtick.minor.width': 0.6,\n 'xtick.top': False,\n 'ytick.alignment': 'center_baseline',\n 'ytick.color': '.15',\n 'ytick.direction': 'out',\n 'ytick.labelleft': True,\n 'ytick.labelright': False,\n 'ytick.labelsize': 'medium',\n 'ytick.left': False,\n 'ytick.major.left': True,\n 'ytick.major.pad': 3.5,\n 'ytick.major.right': True,\n 'ytick.major.size': 3.5,\n 'ytick.major.width': 0.8,\n 'ytick.minor.left': True,\n 'ytick.minor.pad': 3.4,\n 'ytick.minor.right': True,\n 'ytick.minor.size': 2.0,\n 'ytick.minor.visible': False,\n 'ytick.minor.width': 0.6,\n 'ytick.right': False})"},"metadata":{},"execution_count":66}],"execution_count":66},{"cell_type":"code","source":"sns.set_style(style=\"darkgrid\", rc={\"grid.color\": \".6\"})\nsns.set_style(rc={\"grid.linestyle\": \":\"})\nsns.set_style(rc={\"axes.titleweight\": \"normal\"})\nsns.set_style(rc={\"axes.titlelocation\": \"left\"})\nsns.set_style(rc={\"axes.titlecolor\": \"blue\"})\nsns.set_style(rc={\"axes.labelcolor\": \"red\"})\nsns.set_style(rc={\"axes.labelsize\": \"12\"})\nsns.set_style(rc={\"axes.labelweight\": \"normal\"})\nsns.set_style(rc={\"axes.linewidth\": \"0.5\"})\nsns.set_style(rc={\"grid.color\": \"purple\"})\nsns.set_style(rc={\"grid.linestyle\": \"--\"})\nsns.set_style(rc={\"grid.linewidth\": \"0.5\"})\nsns.set_style(rc={\"font.fantasy\": \"Comic Sans MS\"})\nsns.set_style(rc={\"font.serif\": \"Utopia\"})","metadata":{"id":"Q8BoS7MeZrMl","cell_id":"b63b3fbba75d4b9192a804915559b6c2","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":252,"user_tz":300,"timestamp":1640550637972},"deepnote_cell_type":"code"},"outputs":[],"execution_count":69},{"cell_type":"code","source":"penguins = sns.load_dataset(\"penguins\")\n# Axis-level\nsns.histplot(data=penguins, x=\"flipper_length_mm\")","metadata":{"id":"MynWiP8OaFE3","colab":{"height":467,"base_uri":"https://localhost:8080/"},"cell_id":"69a1dafdec2d4d4b891e713cfc964c3e","outputId":"9c1fa6f0-4ecb-448d-b61c-fc2091bf6266","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":630,"user_tz":300,"timestamp":1640550640161},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":""},"metadata":{},"execution_count":70},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAjIAAAGxCAYAAAB4AFyyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzde5gU1Z0//vep6svcYRgGBlBEEQcEhSFGgUUCxHvUrE6eBC9R/CoxWRFXg0bJN0FdlrB+UTFKjIIxggoScTfeEldXCPgTFoRBBZVEAZGBYS7MSM+tL1Xn90czPVN0j9Nn6Omqmn6/nocHPdPTfc67Tld/qK5TJaSUEkREREQupNndASIiIqLuYiFDRERErsVChoiIiFyLhQwRERG5FgsZIiIici0WMkRERORaLGSIiIjItVjIEBERkWuxkCEiIiLXYiFDREREruWxuwPpUlcXwPE3Ywg3hfHOv/wFF/zuUnhzvfZ0zGWYmRrmpYZ5qWNmapiXOrsyEwIoKsrv8nEZU8hIibhCxjRM7Hnzc5iGGfczSoyZqWFeapiXOmamhnmpc3pm/GqJiIiIXIuFDBEREbmWfv/9999vdyfSobk5FN8oBPJPKkDx2IHQdNZ0SWFmapiXGualjpmpYV7qbMpMCCAnx9/146R04jdeqVdbG3+yLxERETmTEED//l2f7JvR5Wi4MYRV5z+HcGOCozWUEDNTw7zUMC91zEwN81Ln9MwyupCRUqJ+dx0y5KBUSjAzNcxLDfNSx8zUMC91Ts/M1kLGMAwsWbIE06dPx9lnn40LLrgAS5cutYQlpcRjjz2GyZMn4+yzz8bMmTOxb98++zpNREREjmFrIbNs2TKsWrUKv/71r/Hmm29i7ty5WL58OVauXGl5zMqVK3H//fdjzZo1yM7Oxs0334xgMGhjz4mIiMgJbC1kKioq8N3vfhdTp07FSSedhEsuuQSTJ0/GRx99BCB6NGbFihX42c9+hgsuuAAjR47EQw89hOrqarzzzjsn/PqebC8uX301PNm8umOymJka5qWGealjZmqYlzqnZ2brlX3LysqwZs0a7N27F6eeeio+++wzbNu2Dffeey8A4MCBA6ipqcGkSZNiv5Ofn4+xY8eioqIC3/ve95J+rVAgFPvKSvNo8GR7YYYNlHx7ECItYQCA7tOh+z0IN4UhTTP2u7rfA92nI9wYsnzt5cn2QvNoCAWsR4c8OV4ITcSdGOXN80GaEpHmsKXdl++HGTFj/QAAIQS8eT4YIQNGMNLermnw5nphBCMwQkasvW1MkZYwzEiHvqd4TJGWsCWz3jCmntxO0jAtefWGMfX0duqYV28ZU09uJ2lKS2a9YUw9vZ0GnTvYOsd6wZh6cjsBsM6xtI0pDPRHl2wtZH7yk5+gsbERl156KXRdh2EYuPPOO3HllVcCAGpqagAARUVFlt8rKipCbW2t0ms9N/ZphALRDTfqujGY9uhFWH/3O/j7mk9jjzln7gSce88k/PWmV/HV+i9j7VMfuRBnXn8WXr50Fep318XaL199NYZOH4bnxi6zTIoZG25A3pB8LB++1NKHW764DY2VAayesiLW5s3zYdae2TiwYT9en/FKrL2wtAjXbLwRu9d8gvV3vR1rP3nqKbhiTTm2PbYFHyzeHGtvG9PGeevw6Qs7OSaHjGnL/9uEit9u7VVj6sntVPLtQXF9d/uYeno77VrxEd6bt65Xjaknt9Pp3z8Dy0f8DjDbP/TdPqae3k773voCf73ptbSP6c/lf8JPt92Krth6HZk33ngDDz30EO655x6cfvrp+PTTT/Gb3/wG9957L6666ips374d11xzDTZu3IgBAwbEfu+OO+6AEAJLlixJ+rUO7q2LOyLTXNOEP45+CjfsmAVfvi8j/2WiOqamQ41YMW5ZLLPeMKae3E4ttc149szfx/LqDWPqye0UaQlj+fClsbx6w5h6eju11DXj2VHtc6w3jKknt5MRjMTPMZePqae3U2t9C/5Q+mT7HEvTmCJNYQwa1g9dsfWIzEMPPYSf/OQnsa+ISktLcfDgQTz11FO46qqrUFxcDACoq6uzFDJ1dXUYOXKk0mv58n1xF8TzZHliP2s7fAag07t7evN8nTx34isPJmoXukjYrnm0hO26T4fu0+Pb/R7o/vjN19l3mKkbky/2d9tj3D+mntxO+rHXsM4xd4+pZ7cTEJ9XtM29Y+rp7RR9Lmtmbh9TT22ntg/eZOdYZ+1OGhPQ89sp+jvHzbEeH1Ny5+TYerJva2srhBCWNl3XY1XlSSedhOLiYmzatCn288bGRnz44YcoKytLa1+JiIjIeWw9IjNt2jT8/ve/x+DBg2NfLT377LMoLy8HED0kd8MNN+DJJ5/EKaecgpNOOgmPPfYYBgwYgAsuuOCEX9+T48WMDTfAk+PMM7GdiJklT9MEsgr8uHHbLcgq8Lvivi6mKWGa9l30ivNLHTNTw7zUOT0zW8+RaWxsxGOPPYZ33nkn9vXR9773Pdx2223w+aKHyaSU+O1vf4s1a9bg6NGj+Na3voX58+fj1FNPVXqtRPdaklIi3BiCN88Xd2SIEmNmydE0gb6FOdA15xcvHRmmiYb6ZtuKGc4vdcxMDfNSZ1dmyd5rKaNvGhkKBLF8+FLc8sVtnX6PSFbMLDkej4bCwlw8+tfPsONv+9D/rAEQurN3mif1y8G/XliK+vomRDqckJdOnF/qmJka5qXOrsySLWRs/WqJqLc7cKQZu/fV42hJTuyEOSIiSh3uWYmIiMi1WMgQERGRa2X0OTI86UsdM0tO2zkyc1+qwBdVgeiKJYfHdWr/XCz+UZmt58hwfqljZmqYlzqnn+yb0UdkpCnRWBmAtHG5qdswM3VG0ADTSg7nlzpmpoZ5qXN6ZhldyESaw1g9ZUXcJZmpc8xMjTQkqiuqIA17jnC4DeeXOmamhnmpc3pmGV3IEBERkbuxkCEiIiLXyvhC5ptuXEeJMTM1wgW3JnASzi91zEwN81Ln5MwyetUSUU/puGppb22T3d1JihNWLRERteGqpSSYERP7390HkzvtpDEzda31rSyik8T5pY6ZqWFe6pyeWUYXMpGWMF6f8QoiLc48E9uJmJkaaUjU7arhqqUkcX6pY2ZqmJc6p2eW0YUMERERuRsLGSIiInKtjC5khBAoLC3iZaoVMDM1QgCeHC/zShLnlzpmpoZ5qXN6Zly1RNQDuGqJiOjEcNVSEoyQgU+e/xhGyLC7K67BzBRJiaaqJsfeo8RpOL/UMTM1zEud0zPL7EImGMH6u96GEYzY3RXXYGZqpAk0fH6EhUySOL/UMTM1zEud0zPL6EKGiIiI3I2FDBEREblWRhcyQtNw8tRTILSMjkEJM1MjBOAvzHLs2f5Ow/mljpmpYV7qnJ4ZVy0R9QCuWiIiOjFctZQEIxjBlofed+wJTE7EzBRJiaP7j/Jk3yRxfqljZmqYlzqnZ5bZhUzIwAeLNzt2SZkTMTM10gQC+79mIZMkzi91zEwN81Ln9MwyupAhIiIid2MhQ0RERK6V0YWM5tEw6rox0DwZHYMSZqZGCCBnYC5XLSWJ80sdM1PDvNQ5PTOuWiLqAVy1RER0YrhqKQmRljDW3fnfiLSE7e6KazAzRaZE/T+OQBqsopPB+aWOmalhXuqcnllGFzJmxMSnL+yEyX99Jo2ZqZESaD7chAw58HnCOL/UMTM1zEud0zPL6EKGiIiI3I2FDBEREblWRhcyuk/HOXMnQPfpdnfFNZiZGqEB+UP7QGhctZQMzi91zEwN81Ln9MxsXbU0ffp0VFZWxrVfe+21mD9/PoLBIBYtWoQ333wToVAIkydPxvz589G/f3/l1+KqJUonrloiIjoxrli19PLLL+O9996L/Xn22WcBAJdccgkAYOHChVi3bh2WLFmClStXorq6GrNnz07Z64ebwnjth2sRbnLmmdhOxMwUmRK1u2q4ailJnF/qmJka5qXO6Zl57Hzxfv36Wf7/6aefxtChQ3HuueciEAhg7dq1WLx4MSZOnAggWthcdtll2LFjB8aNG3fCry9NE1+t/xLS5L8+k8XM1EgJBOtbIaWEAL9e6grnlzpmpoZ5qXN6Zo45RyYUCuHVV19FeXk5hBDYuXMnwuEwJk2aFHvM8OHDMXjwYOzYscPGnhIREZFT2HpEpqN33nkHgUAAV111FQCgtrYWXq8XBQUFlscVFRWhpqZG+flDgVDsWh6aR4Mn24tIayT2MyB6QpPu9yDcFLZUnrrfA92nI9wYslwPxJPthebREAoELa/lyfFCaALhxpCl3ZvngzQlIs3Ww3O+fD/MiGm52JAQAt48H4yQYbl1utA0eHO9MIIRy51IY2NqCVvW+qd6TG1Ztf3dG8bUE9sJWV6gEMCxbkhDwoQJIQSELiANaemj0ASEptCuaxACcdd1ELoGAcA0rO2arkECkMe3ezRIGW1v+/or0hwGfLot26lN2/wCevf7KVVj6phZbxlTT22nNpY55vIxpWM7dcwsfWMKA0mcEuuYQmbt2rWYMmUKBg4c2CPP/9zYp2MbYdR1YzDt0Yuw+d/eAwCsGLcMAHDO3Ak4955J+OtNr+Kr9V/GfnfqIxfizOvPwsuXrkL97rpY++Wrr8bQ6cPw3NhllkkxY8MNyBuSj+XDl1r6cMsXt6GxMoDVU1bE2rx5PszaMxsHNuzH6zNeibUXlhbhmo03YveaT7D+rrdj7SdPPQVXrCnHtse24IPFm2PtbWPaOG8dPn1hZ6w91WNqy6rt794wpp7YTuNmleH7T1+J5mMn+lZtPQgget+lwhH90LCnHs2H208Czh/aBwVDC1D3WS2C9a2x9r6n90NuSS6qPzxs2cEUjS5GVmEWqrYeshQnA8pKoPt1HNpsPYl+0IQhMIIGqiuqYm1C1zB44hAEG1pRt6sGBcMKAQDv3P4WLnjqMlu205DJJ0P367H5BfTu91MqxvTFa/8A0P6e7A1j6sntVPrDM5EzMNcyx9w+pp7eTlVbDwFon2PpGtOfy/+En267FV1xxL2WKisrccEFF+Dxxx/HBRdcAADYtGkTZs6cia1bt1qOykybNg033ngjZs6cqfQaB/fWxR+RcVjF2xur+Ewdky/Li+LBfTB39XZ8cbjR8ninHpE5rTgPD187HjWVDbYdkeHc45g4Jo6pbUyRpjAGDbOeS5uIIwqZxx9/HC+99BLWr18Pjyd6kCgQCGDixIl4+OGHcfHFFwMA9uzZg0svvRQvvfSS8sm+iZZfhxtDePnSVfjBX66BN8+XkrH0dswsObHl16u2Y/M7ezBg7EAI3dkn+zph+TXnlzpmpoZ5qbMrs2SXX9v+1ZJpmnjllVfwz//8z7EiBgDy8/NRXl6ORYsWoU+fPsjLy8OCBQtQVlaWkhVLACClRP3uOt4HRwEzUyNl9JwTrlpKDueXOmamhnmpc3pmthcy77//Pg4ePIjy8vK4n82bNw+apmHOnDmWC+IRERERAQ4oZCZPnozdu3cn/Jnf78f8+fNZvBAREVFCjrmOjB082V5cvvpqy7JP+mbMTI3QBYpGF0PoGf1WSxrnlzpmpoZ5qXN6ZrYfkbGT5tEwdPowu7vhKsxMXVZhlt1dcA3OL3XMTA3zUuf0zDL6n4mhQBDLTnsibnkadY6ZqZGGxMFNlXHLpCkxzi91zEwN81Ln9MwyupABELeWnrrGzNQcf+0W+macX+qYmRrmpc7JmWV8IUNERETuxUKGiIiIXCujCxlPjhczNtwAT44zz8R2ImamRugCA8pKuGopSZxf6piZGualzumZZfTeVWgCeUPyITRecTVZzEyd7td5Td8kcX6pY2ZqmJc6p2eW0YVMuDGE5cOXOvokJqdhZmqkIXFoc2XcTRwpMc4vdcxMDfNS5/TMMrqQISIiIndjIUNERESuxUKGiIiIXEtIp96XO8VqawM4fqRSSoQbQ/Dm+SCEM09ichpmlhyPR0NhYS7mvlSBL6oC0HQNTj/j99T+uVj8ozLU1zchYtOViDm/1DEzNcxLnV2ZCQH075/f5eMy+oiMNCUaKwOQZkbUcinBzNQZQQNMKzmcX+qYmRrmpc7pmWV0IRNpDmP1lBWINIft7oprMDM10pCorqjibQqSxPmljpmpYV7qnJ5ZRhcyRERE5G4sZIiIiMi1Mr6Q8eb57O6C6zAzNbw9gRrOL3XMTA3zUufkzDJ61RJRT+m4amlvbZPd3UmKE1YtERG14aqlJJgRE/vf3QeTO+2kMTN1rfWtLKKTxPmljpmpYV7qnJ5ZRhcykZYwXp/xCiItzjwT24mYmRppSNTtquGqpSRxfqljZmqYlzqnZ5bRhQwRERG5GwsZIiIicq2MLmSEECgsLeJlqhUwMzVCAJ4cL/NKEueXOmamhnmpc3pmXLVE1AO4aomI6MRw1VISjJCBT57/GEbIsLsrrsHMFEmJpqomx96jxGk4v9QxMzXMS53TM8vsQiYYwfq73oYRjNjdFddgZmqkCTR8foSFTJI4v9QxMzXMS53TM8voQoaIiIjcjYUMERERuVZGFzJC03Dy1FMgtIyOQQkzUyME4C/McuzZ/k7D+aWOmalhXuqcnhlXLRH1AK5aIiI6MVy1lAQjGMGWh9537AlMTsTMFEmJo/uP8mTfJHF+qWNmapiXOqdnltmFTMjAB4s3O3ZJmRMxMzXSBAL7v2YhkyTOL3XMTA3zUuf0zDK6kCEiIiJ3s72QOXz4MObOnYvzzjsPZ599Nq644gp8/PHHsZ9LKfHYY49h8uTJOPvsszFz5kzs27fPvg4TERGRY9hayHz99de45ppr4PV6sWzZMrzxxhv4xS9+gT59+sQes2zZMqxcuRL3338/1qxZg+zsbNx8880IBoMn/PqaR8Oo68ZA89hez7kGM1MjBJAzMJerlpLE+aWOmalhXuqcnpmtq5YWL16M7du348UXX0z4cyklzj//fNx00024+eabAQCBQACTJk3CokWL8L3vfS/p1+KqJUonrloiIjoxya5a8qShL5169913MXnyZMyZMwdbt27FwIEDce211+KHP/whAODAgQOoqanBpEmTYr+Tn5+PsWPHoqKiQqmQCQVCaKvZNI8GT7YXrfUteO9X6zHp11PgyfZA9+nQ/R6Em8KQZvuOXPdHfxZubH8OAPBke6F5NIQC1qNDnhwvhCYQbgxZ2r15PkhTItIctrT78v0wIyYiLe3tQgh483wwQoblTHGhafDmemEEI5YTr9rGFGkJw+zwIZTqMbXUNOP9BzfEMusNY+qJ7YQsL1AISEOi/u9HUDCsD4QmIISA0AWkIS19FJqA0BTadQ1CwJJLrB2AaVjbNV2DBCCPb/dokDLaLo3o80eaw4BPt2U7mWED6+9+Jza/gN79fkrFmIJft2LjL9fFMusNY+rJ7SQNE3+7+x1M7DjHXD6mnt5OoUAQG+57t32OpW1MYaA/umRrIfPVV19h1apVuOmmm/DTn/4UH3/8MRYsWACv14urrroKNTU1AICioiLL7xUVFaG2tlbptZ4b+zRCgeiGG3XdGEx79CK896v1+PuaT/H3NZ8CAM6ZOwHn3jMJf73pVXy1/svY70595EKcef1ZePnSVajfXRdrv3z11Rg6fRieG7vMMilmbLgBeUPysXz4UksfbvniNjRWBrB6yopYmzfPh1l7ZuPAhv14fcYrsfbC0iJcs/FG7F7zCdbf9Xas/eSpp+CKNeXY9tgWfLB4c6y9bUwb563Dpy/sjLWnekx/HPMUAMQy6w1j6ontNG5WGb7/9JVoqm5C87E/QPRrpsIR/dCwpx7Nh9uP1OQP7YOCoQWo+6wWwfrWWHvf0/shtyQX1R8etuxgikYXI6swC1VbD1mKkwFlJdD9Og5trrSMadCEITCCBqorqmJtQtcweOIQBBtaUberBgXDCgEA79z+Fi546jJbtlPJtwdZ3pM9vZ16xdz706eWzHrFmHpwO53+/TOwe82n2N1hjrl9TOnYTh3nWLrG9OfyP+Gn225FV2z9amnMmDEYM2YMVq9eHWtbsGABPv74Y7z00kvYvn07rrnmGmzcuBEDBgyIPeaOO+6AEAJLlixJ+rUO7q2LOyLTXNOEP45+CjfsmAVfvi/j/mXSnTE1HWrEinHLYpn1hjH1xHbyZXlRPLgPfv7Cdvx/r+9GybcHQ+jOPiJzWnEeHr52PGoqG2w7IhNpCWP58KWx+QX07vdTKsbUUteMZ0f9PpZZbxhTT24nIxiJn2MuH1NPb6fW+hb8ofTJ9jmWpjFFmsIYNKwfumLrEZni4mIMHz7c0nbaaafhrbfeiv0cAOrq6iyFTF1dHUaOHKn0Wr58X9w5Mp4sT+xnvnx/rN2b6034HN48XyfP7U+6XegiYbvm0RK26z4duk+Pb/d7oPvjN58nu5O+p2xMvtjfbY9x/5hSv508bSfFifbn63iinNAFBOJPAFZt7+zku0TtAoBI1C6i7UKPPr8nx4tIxLRtOwHx78loW298P6VmTNHnsmbm9jH11HZq++BNdo511u6kMQE9v52iv3PcHOvxMSVuj+tfUo/qIePHj8fevXstbfv27cOQIUMAACeddBKKi4uxadOm2M8bGxvx4Ycfoqys7IRfX/fpOGfuhIQbghJjZmqEFv3aSGhctZQMzi91zEwN81Ln9Mz0+++//367XnzQoEFYunQpdF1HcXExNm7ciCeeeAJz5sxBaWkphBCIRCJ46qmnMHz4cITDYSxYsACtra341a9+BY8n+QNKzc2huDbNo2HIP53s2CVlTsTMkqNpAtnZPvz3riq0eDVXLL8uzPHhojGD0NoahmnTlYg5v9QxMzXMS51dmQkB5OQkPqLUka1b8uyzz8YTTzyBN954A5dffjl+97vfYd68ebjyyitjj5k1axauv/56/PrXv8YPfvADNDc3Y/ny5fD7ux5cV8JNYbz2w7UIN4W7fjABYGbKTInaXTWxFUH0zTi/1DEzNcxLndMzs/UcGQCYNm0apk2b1unPhRC44447cMcdd6T8taVp4qv1X1pOMqJvxszUSAkE61shpUx4jgtZcX6pY2ZqmJc6p2fGY2tERETkWixkiIiIyLUyupDR/R5MfeTChMvEKDFmpkZo0YvacdVScji/1DEzNcxLndMzs/WCeOnEey1ROvFeS0REJybZey1l9BGZcGMIq85/Lu4Kh9Q5ZqbIlDi8vYqrlpLE+aWOmalhXuqcnllGFzJSStTvrkOGHJRKCWamRsroTRiZV3I4v9QxMzXMS53TM8voQoaIiIjcjYUMERERuVZGFzKebC8uX311pzeyonjMTI3QBYpGF0PoGf1WSxrnlzpmpoZ5qXN6Zs5cS5UmmkfD0OnD7O6GqzAzdVmFWXZ3wTU4v9QxMzXMS53TM8vofyaGAkEsO+0JhAJBu7viGsxMjTQkDm6qhMnlzEnh/FLHzNQwL3VOzyyjCxkAjl1O5mTMTI00WMSo4PxSx8zUMC91Ts4s4wsZIiIici8WMkRERORaGV3IeHK8mLHhBnhynHkmthMxMzVCFxhQVsJVS0ni/FLHzNQwL3VOzyyj965CE8gbks8b+ilgZup0vw6mlRzOL3XMTA3zUuf0zDK6kAk3hrB8+FJHn8TkNMxMjTQkDm2uhMkTfpPC+aWOmalhXuqcnllGFzJERETkbixkiIiIyLVYyBAREZFrCenU+3KnWG1tAMePVEqJcGMI3jwfhHDmSUxOw8yS4/FoKCzMxdyXKvBFVQCarsHpZ/ye2j8Xi39Uhvr6JkRsuhIx55c6ZqaGeamzKzMhgP7987t8XEYfkZGmRGNlANLMiFouJZiZOiNogGklh/NLHTNTw7zUOT2zjC5kIs1hrJ6yApHmsN1dcQ1mpkYaEtUVVbxNQZI4v9QxMzXMS53TM8voQoaIiIjcjYUMERERuVbGFzLePJ/dXXAdZqaGtydQw/mljpmpYV7qnJxZRq9aIuopHVct7a1tsrs7SXHCqiUiojZctZQEM2Ji/7v7YHKnnTRmpq61vpVFdJI4v9QxMzXMS53TM8voQibSEsbrM15BpMWZZ2I7kV2ZaZqAx6O55o9+7OskaUjU7arhqqUk8T2pjpmpYV7qnJ6Zx+4OEHVF0wT6FuZA19xXd/N6W0REPYuFDDmepgnomoYlb+/GgSPNdncnKWWnFOK6CcMcfzVfIiK3y+hCRgiBwtIiXqZagZ2ZHTjS7JoTZ4cUZsf+25Pj5RxLEt+T6piZGualzumZcdUSOZ4bVwBNHtEfd140Enev2YE9NY12dycpXLVERE7iilVLjz/+OEpLSy1/LrnkktjPg8EgHnjgAZx33nkoKyvD7bffjtra2pS9vhEy8MnzH8MIGSl7zt6OmamRUqKpqsmx9yhxGs4vdcxMDfNS5/TMbD97csSIEXjvvfdif1588cXYzxYuXIh169ZhyZIlWLlyJaqrqzF79uyUvbYRjGD9XW/DCEZS9py9HTNTJCUaPj/CQiZJnF/qmJka5qXO6ZnZfo6MrusoLi6Oaw8EAli7di0WL16MiRMnAogWNpdddhl27NiBcePGpburRERE5DC2H5H58ssvMXnyZHz3u9/Fz3/+cxw8eBAAsHPnToTDYUyaNCn22OHDh2Pw4MHYsWOHXd0lIiIiB7H1iMzZZ5+N3/zmNzj11FNRU1ODpUuX4rrrrsNrr72G2tpaeL1eFBQUWH6nqKgINTU1yq8VCoTQdl6z5tHgyfbCCJkYMvlkhJuih8t0nw7d70G4KQxptp/sqPs90H06wo3tzwEAnmwvNI+GUCBoeS1PjhdCEwg3hizt3jwfpCnjboXuy/fDjJiWiw0JIeDN88EIGZbDeULT4M31wghGLN9Xto0p0hK2XH0x5WNqilgyS8uYWqOPlYaEGTEhNAGhCUhDWvreabuuQQjEXZVS6BoEAPO4i9VpugYJxF3ETvNokNLaLoSA0AWkKa1fH7X9twT8fbMgzWN9b3t8sn1P45ikEX3+SHMY8Om2zD2haZb5BfTy91MKxmRGpCWz3jCmntxOCeeYy8fU09tJmrDOsbSNKQz0R5dsLWS+853vxP575MiRGDt2LKZNm4a//OUvyMrKSulrPTf2aYQC0Q036roxmHPaKtYAACAASURBVPboRdi8YCMq3/sKz539FADgnLkTcO49k/DXm17FV+u/jP3u1EcuxJnXn4WXL12F+t11sfbLV1+NodOH4bmxyyyTYsaGG5A3JB/Lhy+19OGWL25DY2UAq6esiLV583yYtWc2DmzYj9dnvBJrLywtwjUbb8TuNZ9g/V1vx9pPnnoKrlhTjm2PbcEHizfH2tvGtHHeOnz6ws5Ye6rH1JZV29/pGFPF0g9w0YLvovbjahzaV4/8oX1QMLQAdZ/VIljfGnt839P7IbckF9UfHra8GYtGFyOrMAtVWw9ZPsgHlJVA9+s4tLnSsp0GTRgCI2iguqIq1iZ0DYMnDkGwoRV1u9oLaU+OFwPHl6C5uhkNnx+JtQfyo/O3taEVwYZWVG2JHmnMGZiLwhH90LCnHs2H21dgOWFMBcMKAQDv3P4WLnjqMtvmXvWOw7H5BfTu91MqxrTnjX9Y9mO9YUw9vZ2aa5otc6w3jKknt9PhbYcscyxdY/pz+Z/w0223oiuOW35dXl6OSZMmYdKkSZg5cya2bt1qOSozbdo03HjjjZg5c6bS8x7cWxd3RCbY0Irtj2/BuJ99K1YBZtK/TLozpta6Zux4clsss3SMCRETxYP64OcvbseemkZHHL3oOKZER2SmlBbjzktGYe7q7dix7RDyh+QBQjj6iMxpxXl4+NrxqKlssO2IjDRMbHno/dj8Anr3+ykVYwoFgti25H9jmfWGMfXkdoKU2PL/NmHcT8e3zzGXj6mnt1O4KYQPHtncPsfSNKZIUxiDhvVDV2w/2bejpqYmfPXVVyguLsaYMWPg9XqxadMmXHzxxQCAPXv24ODBg9060deX74u7jozQBSoe/wDf+tfz4Mv3x9q9ud6Ez9HZbcw7/m5X7UIXCds1j5awXffp0H16fLvfE3sTduTJ7qTvKRqT7vfEZdbjY8ryxF5H87Sf1iV0AZHg0rmdtXf83a7aBQCRqF100n6s4Gh/0vb/bjxwFPkn5Z9Q39MxJqFHn9+T40UkYtoy90It4YTvSaB3vp9SMSYACTNz85h6cjuFAkFU/HYrvnXHuUnNsc7anTQmoGe3kzRl4jnW42NK3B73vEk9qof8x3/8B6ZNm4bBgwejuroajz/+ODRNw+WXX478/HyUl5dj0aJF6NOnD/Ly8rBgwQKUlZVxxRIREREBsLmQqaqqwl133YWGhgb069cP3/rWt7BmzRr06xc9lDRv3jxomoY5c+YgFAph8uTJmD9/vp1dJiIiIgextZB59NFHv/Hnfr8f8+fP77HiRfNoGHXdmE4Pz1M8ZqZICOQMzHXsPUqchvNLHTNTw7zUOT0zx53s21N4ryX34r2W0oP3WiIiJ3HFvZbsFmkJY92d/205w5y+GTNTI6VE/T+OxK7RQt+M80sdM1PDvNQ5PbOMLmTMiIlPX9gZt4SVOsfMFEmJ5sNNyJADnyeM80sdM1PDvNQ5PbOMLmSIiIjI3VjIEBERkWtldCGj+3ScM3dCwgv6UGLMTJEQyB/ax3qxPOoU55c6ZqaGealzemZctUSOx1VL6cFVS0TkJFy1lIRwUxiv/XAtwk3OPBPbiZiZGmlK1O6q4aqlJHF+qWNmapiXOqdnltGFjDRNfLX+S8vNquibMTNVEsH6Vq5aShLnlzpmpoZ5qXN6ZhldyBAREZG7sZAhIiIi18roQkb3ezD1kQsT3m6cEmNmioRA39P7cdVSkji/1DEzNcxLndMzc2av0kT36Tjz+rPs7oarMDM1QgjkluTa3Q3X4PxSx8zUMC91Ts+se0dkTjsNqKuLb29oiP7MJcKNIaw6/zmEG0N2d8U1mJkaaZo4vL2Kq5aSxPmljpmpYV7qnJ5Z9wqZffsAw4hvDwaBysoT61EaSSlRv7uOK0oUMDN1keYw80oS55c6ZqaGealzemZqXy29+mr7f7/1FtCnT/v/GwbwP/8DDBuWmp4RERERdUGtkPnnf47+LQRw443Wn3m90SLm4YdT0zMiIiKiLqgVMm0Xwzn1VGDrVqB//x7oUvp4sr24fPXV8GR77e6KazAzRUKgaHQxhJ7RCwSTxvmljpmpYV7qnJ5Z91Yt7d2b4m7YQ/NoGDp9mN3dcBVmpkYIgazCLLu74RqcX+qYmRrmpc7pmXX/n4n/8z/AvHnALbcA/+f/WP+4RCgQxLLTnkAoELS7K67BzNRI08TBTZUweRPGpHB+qWNmapiXOqdn1r0jMg88ADz4IHDOOcCgQdFzZlzKqcvJnIyZqZGGu4oY3cavwaRPR9GIfvD6dHg8yfXDNCVM05mrKdKF70k1zEudkzPrXiHz+98Df/wj8OMfp7Y3RGSbvjlemKZEQUG2fZ0ozMWt229V+hXDNNFQ35zxxQxRpupeIRMKAZMmpbgrRGSnXL8Hmibw2Nt/x1dHmmzpgzQkaj+uRv+zBkDoXR/pPalfDv71wlJommAhQ5ShulfI3HIL8OKLwK9+leLupJcnx4sZG26AJ8eZZ2I7ETNTJAQGlJW4atXSgfpm7K21qZCRQKTQj8CRZjd/Y51WfE+qYV7qnJ5Z9wqZ1lbg6aeBd94Bzj47eg2Zjh55JAVd63lCE8gbks8b+ilgZmoEAN2vg2klh3mp43tSDfNS5/TMuvfPxI8+AsaNAzQN2LkTqKho/7NjR4q72HPCjSEsH77U0ScxOQ0zUyOlxKHNlTBddsKvXUzDZF6K+J5Uw7zUOT2z7h2RWbcuxd0gIiIiUueeL+6JiIiIjtO9IzLTpn3ztWPefbeb3SEi6v00TUBL0fkG0qejpKxE6do7mYLXGMoM3Stkxo2z/n84HD03ZufO+JtJOpg3z4dbvrgN3jyf3V1xDWamRgiBQROGQHPRqiU7abrW6/PSNIG+hTnQtRSNsRvX3ukO05QpK77SJdE1hrgPU+f0zLpXyDz6aOL2++8HGhu735s0k6ZEY2UAfUf0S+qaFcTMVEkARtCAyNG4EicJmZCXpgnomoYlb+/GgSPNKXnOSGsEnqzu7c6TUXZKIa6bMMzWawyp6uwaQ9yHqXN6Zqmd+ddfD5x7LrB4cUqftqdEmsNYPWUFbvniNvjy/XZ3xxWYmSIpUV1RhUEThkDwsH+XpGFmTF4HjqTmej1mJLrSa9CEIdB6KLMhhdGrPdt5jaFU4T5MndMzS+2s37QJyOKdfomIiCg9undE5uqrrf8vJXDoEPDBB66/2i8RERG5R/eOyPTpY/3Trx8wdSrw5pvA/Pndesqnn34apaWl+Pd///dYWzAYxAMPPIDzzjsPZWVluP3221FbW9ut5++MU09ecjJmpsZNtydwAualjpmp4T5MnZMz694RmWefTWknPvroI6xevRqlpaWW9oULF+Jvf/sblixZgvz8fPzbv/0bZs+ejdWrV6fkdX35fszaMzslz5UpmJkaoWkYPHGI3d1wDc3DvFQxMzXch6lzemYnVsZv2wY8/3z0T0VFt56iqakJd999NxYsWIA+ffrE2gOBANauXYt7770XEydOxJgxY7Bw4UJUVFRgR4pug2BGTOx/dx/MCC+HnixmpkZKidb6VkheyiIpUoJ5KWJmargPU+f0zLp3RKa6GpgxA1i/HujbN9rW0BC9UN7q1UBxcdJP9eCDD+I73/kOJk2ahCeffDLWvnPnToTDYUyaNCnWNnz4cAwePBg7duzAuOOvZdOFUCAEeeydrnk0eLK9aK1vweszXsENO2bBl++D7tOh+z0IN4UhzfYNpvs90H06wo3tzwEAnmwvNI+GUCBoeS1PjhdCE3H3pfDm+SBNiUhz2NLuy/fDjJiItLS3CyHgzfPBCBkwgpH2dk2DN9cLIxiBETJi7W1jirSELZMt1WNqrm6yZJaWMbVGHysNCTNiQmgCQhOQhrT0vdN2XYMQiHsTCj26xPf4+/pougaJ6AoaS7tHg5TWdiEEhC4gTQnZ8cJbbf9tStTtqkHJtwdD6KL98cn2PY1jkkb0+dvmyfFj6mysqRyTNExLXl2NqU24KYTwsbnj9PeT9OlAYS6A+O3XrbkXMRPPsVRupw5zQ0qk/f3UnTG16Tg3dL8HRjBi2YcBmbkvVxlTKBC0ZJa+MYWB/uhS9wqZ228HAgFg1y5g1Kho2yefRC+GN2cOsGpVUk/zxhtv4JNPPsHLL78c97Pa2lp4vV4UFBRY2ouKilBTU6Pc5efGPo1QILrhRl03BtMevQjvP7ABALBi3DIAwDlzJ+Dceybhrze9iq/Wfxn73amPXIgzrz8LL1+6CvW762Ltl6++GkOnD8NzY5dZJsWMDTcgb0g+lg9faunDLV/chsbKAFZPWRFr8+b5MGvPbBzYsB+vz3gl1l5YWoRrNt6I3Ws+wfq73o61nzz1FFyxphzbHtuCDxZvjrW3jWnjvHX49IWdsfZUj6ktq7a/0zGmiqUf4KIF30Xtx9U4tK8e+UP7oGBoAeo+q0WwvjX2+L6n90NuSS6qPzxseTMWjS5GVmEWqrYesuw0B5SVQPfrOLS50rKdBk0YAiNooLqiKtYm9Ojh+2BDK+p2tc8/T44XA8eXoLm6GQ2fH4m1B/Kjq/daj0T7V7X1IAAgZ2AuCkf0Q8OeejQfbl/G6oQxNWjR3UFg/1Eg1xM3Jn9hFvqPLkbgQACB/V/H2lM5prYPlra8uhpTW5H7n1euQVVFlSveTyVlJbh1+62QhkzN3KtptmTWE9upQegAgIbP6xGETPv7qTtjwoA8AO1zo207nf79MwC078M6205A796Xq4zp4PsHLJmla0x/Lv8Tfrqt64s9Cim7cUCyTx/gnXeAb3/b2r5lC3DRRdGjM104dOgQysvL8Yc//AEjR44EAPz4xz/GyJEj8ctf/hKvvfYa7rvvPuzcudPyez/4wQ9w3nnn4e6771bq8sG9dXFHZJprmvDH0U/xiIzCmJoONWLFuGVpPSKDiIniQX3w8xe3Y09NoyOOXnQcU6J/KU4pLcadl4zC3FXb8d6ru11xROb8M4px16WjMHf1duyta7btiMyhzZVJH5E5tTgXi39UhuoD9a45IuP16RhwUiHmvlSBL6oCytvp+NzNsIlD/1vZo0dkJo/oH5sbe2qbXXFE5rQBeXFzo+2IzPLhS3lERmFMrfUt+EPpk2k/IhNpCmPQsH7oSveOyJgm4PXGt3u90Z8lYdeuXairq8PVHZZyG4aBrVu34oUXXsAzzzyDcDiMo0ePWo7K1NXVoVjhq6s2vnxf3HfI3mwvCkuL4C/wW87I9uYmGBs6P2u7swsEJWoXukjYrnm0hO26T4fu0+Pb/R7o/vjN58nupO8pGpO/wB+XWY+P6dgVS4UuLBf8ErqASHD9187aO7tYWKJ2ASS8IJsQnbQf2+m3P6mIPZEnJ7pD6XhFTNW+p2NMscLh2KXz48bU9vjO2lMxJiES5tXZmNp4c30QftPyWKe+nzreDylVcy/hHEvlduowN9pus5fW91NX7Z30HYifG2bISLjfBzJrX64yJt2rJ8ys58eUuD3ueZN61PGmTwfuuCP6FdLgwdG2ykrgzjuB7343qaeYMGECXnvtNUvbfffdh9NOOw2zZs3CoEGD4PV6sWnTJlx88cUAgD179uDgwYPK58d0xpvnwzUb3XNvKCdgZmqEpmHg+BK7u+EaQhfMSxEzU8N9mDqnZ9a9VUtPPAEcPQoMGwYMHx79c+qp0bbHH0/qKfLy8nDGGWdY/uTk5KBv374444wzkJ+fj/LycixatAibN2/Gzp07MW/ePJSVlaWskDFCBj55/mPLITD6ZsxMjZQSTVVN1hOBqVPSZF6qmJka7sPUOT2z7h2ROflkYPv26Hkyn30WbRs1CrjgghR2DZg3bx40TcOcOXMQCoUwefJkzO/mBfcSMYIRrL/rbZz+/TMSHh6jeMxMkZRo+PwIsvtnJzwkTlbSZF6qmJka7sPUOT0ztULm3XeB2bOBzZuBggLgwgujfwDg66+B0aOB3/8eOP/8bnVm5cqVlv/3+/2YP39+SosXIiIi6j3UvlpasgSYNStaxByvTx/g1luBRx5JUdeIiIiIvplaIfPhh8All3T+84suil7t1yWEpuHkqafEVmlQ15iZKgF/YRaE4CH/ZAjBvFQxMzXch6lzemZqXy0dPpx42XXs2TxANy5WZxdvrhdXrCm3uxuuwszUCE2g/2j1ywVkKqEzL1XMTA33YeqcnplaeTVkCHDcBeosPvoIGDToBLuUPkYwgi0PvW+5oA99M2amRkqJo/uPckVJkqTJvFQxMzXch6lzemZqhcxllwG/+hXQ2hr/s5YWYP584PLLU9S1nmeEDHyweLNjl5Q5ETNTJCUC+7/mh0ySpMm8VDEzNdyHqXN6ZmpfLf3f/wu88gpwxhnR1UulpdH2zz4Dli4FDAP45S97oJtERERE8dQKmYEDgfffB372M+C++xC75r8QwMUXR4uZgQN7oJtERERE8dQviHfKKcCbbwL19cDnn0eLmREjgMLCHuhez9I8GkZdN+Yb7+FCVsxMkRDIGZjLFSVJEsxLGTNTw32YOqdn1r0r+wLRwuX4u1+7jCfbi2mPXmR3N1yFmakRQqBwRNd3b6UooTMvVcxMDfdh6pyemTPLqzSJtISx7s7/ttxynb4ZM1MjpUT9P45AGjwRMxnSYF6qmJka7sPUOT2zjC5kzIiJT1/YCTNidv1gAsDMlEmJ5sNNkJIfMsmQzEsZM1PDfZg6p2eW0YUMERERuRsLGSIiInKtjC5kdJ+Oc+ZOcORtyZ2KmSkSAvlD+0BoXFGSDKExL1XMTA33Yeqcnln3Vy31Arrfg3PvmWR3N1yFmakRQqBgaIK7xVNCQmNeqpiZGu7D1Dk9s4w+IhNuCuO1H65FuMmZZ2I7ETNTI02J2l01XFGSJGkwL1XMTA33YeqcnllGFzLSNPHV+i8hTWeeie1EzEyVRLC+lStKkiQl81LFzNRwH6bO6ZlldCFDRERE7sZChoiIiFwrowsZ3e/B1EcuhO7P6HOelTAzRUKg7+n9uKIkSUJjXqqYmRruw9Q5PTNn9ipNdJ+OM68/y+5uuAozUyOEQG5Jrt3dcA2hMS9VzEwN92HqnJ5ZRh+RCTeGsOr85xBuDNndFddgZmqkaeLw9iquKEmSNCTzUsTM1HAfps7pmWV0ISOlRP3uOp7tr4CZqYs0h5lXkqSUzEsRM1PDfZg6p2eW0YUMERERuRsLGSIiInKtjC5kPNleXL76aniyvXZ3xTWYmSIhUDS6GELP6Lda0oSuMS9FzEwN92HqnJ5ZRq9a0jwahk4fZnc3XIWZqRFCIKswy+5uuIYQYF6KmJka7sPUOT2zjC7hQ4Eglp32BEKBoN1dcQ1mpkaaJg5uqoQZcealvZ3GjDAvVcxMDfdh6pyeWUYXMgAcu5zMyZiZGmnwA0YF81LHzNRwH6bOyZllfCFDRERE7sVChoiIiFwrowsZT44XMzbcAE+OM8/EdiJmpkgIDCgr4YqSJAldY16KmJka7sPUOT2zjJ75QhPIG5LPm60pYGZqBADdr4NpJYd5qWNmargPU+f0zGwtZF588UVcccUVGD9+PMaPH48f/ehH+Nvf/hb7eTAYxAMPPIDzzjsPZWVluP3221FbW5uy1w83hrB8+FJHn8TkNMxMjZQShzZXwuTJmEkxDZN5KWJmargPU+f0zGwtZEpKSjB37ly88sorWLt2LSZMmIDbbrsN//jHPwAACxcuxLp167BkyRKsXLkS1dXVmD17tp1dJiIiIgex9YJ406dPt/z/nXfeiVWrVmHHjh0oKSnB2rVrsXjxYkycOBFAtLC57LLLsGPHDowbN86OLhMREZGDOOYcGcMw8MYbb6C5uRllZWXYuXMnwuEwJk2aFHvM8OHDMXjwYOzYscPGnhIREZFT2H6Lgt27d2PGjBkIBoPIycnB0qVLcfrpp+PTTz+F1+tFQUGB5fFFRUWoqalRfp1QIBS7Bbnm0eDJ9kLoGm7YMQtSSoQCQeg+Hbrfg3BTGNJs/75Z93ug+3SEG0OW25h7sr3QPFrc1Q49OV4ITcR9n+jN80GaEpHmsKXdl++HGTERaWlvF0LAm+eDETJgBCPt7ZoGb64XRjACI2TE2tvGFGkJW67wmeoxSSktmaVlTK3Rx0pDwoyYEJqI9sWQlr532q5rEAJxVz4VugYBxJ1boOkaJOIvMqZ5NEhpbRdCQOgC0pSQZodb3Lf9txAo+fbgaFPEbH98sn1P45ikEX3+tnly/Jg6G2sqx6TpmiWvrsbUJtwUQvjY3HH6+0n6dKAw1zLGjmNSnXtC62SOpXI7dZgbUiLt76fujKlNx7mh+z3w5vlw40ft+zAgM/flKmPSszyW/X76xhQG+qNLthcyp556Kv7rv/4LgUAAb731Fn7xi1/g+eefT/nrPDf2aYQC0Q036roxmPboRdg471189uKu2GPOmTsB594zCX+96VV8tf7LWPvURy7EmdefhZcvXYX63XWx9stXX42h04fhubHLLJNixoYbkDckH8uHL7X04ZYvbkNjZQCrp6yItXnzfJi1ZzYObNiP12e8EmsvLC3CNRtvxO41n2D9XW/H2k+eegquWFOObY9twQeLN8fa28e0Dp++sLPHxvTM6b9L+5gqln6AixZ8F7UfV+PQvnrkD+2DgqEFqPusFsH61tjj+57eD7kluaj+8LDlzVg0uhhZhVmo2nrIstMcUFYC3a/j0OZKy5gGTRgCI2iguqIq1iZ0DYMnDkGwoRV1u9oLaU+OFwPHl6C5uhkNnx+JtQfyo/e+aa1rQdXWg7H2nIG5KBzRDw176tF8uCnW7oQxNWjR3UFg/1Eg1xM3Jn9hFvqPLkbgQACB/V/3yJj8fbNweHtV0mNqK3L/88o1qKqocsX7qaSsBLduvxXSkD0y93piOzUIHQDQ8Hk9gpBpfz91Z0wYkAegfW60baeR14zGf165Bkf3tT9PJu7Llcb0ty/xxrX/lfYx/bn8T/jptlvRFSE7lnAOMHPmTAwdOhSXXnopZs6cia1bt1qOykybNg033ngjZs6cqfS8B/fWxR2Raa5pwh9HP4UbdsyCL9/HIzJJjKnpUCNWjFsWyywdY0LERPGgPvj5i9uxp6bREUcvOo4p0b8Up5QW485LRmHuqu1479XdKPn24Oi/nh18ROb8M4px16WjMHf1duyta7bliIw8tgKnLa+uxnRqcS4W/6gM1QfqXXNExuvTMeCkQsx9qQJfVAWUt9PxuZthE4f+tzJ+jqVwO00e0T82N/bUNrviiMxpA/Li5obu98AIRrB8+NLYPqyz7QT07n25ypha61vwh9InY5mla0yRpjAGDeuHrth+ROZ4pmkiFAphzJgx8Hq92LRpEy6++GIAwJ49e3Dw4MFunejry/fh+JLNk+WJ/cyX74+1e3MTX/THm+fr5Ln9SbcLXSRs1zxawnbdp0P36fHtfg90f/zm6+w266kbky/2d9tjenxMx7aT0AU0T/vXCUIXEAmuntFZe8ff7apdABCJ2kUn7cd2+u1PKtqfKAV9T8eYYoWDpiUeU9vjO2tPwZhkh58dP4bOxgoA3lwfhN+0PNap7ydPh3GkYu51OsdSuZ06zA0hOu97Z+0n/H7qqr2TvgPxc6Ptg/f4/X60LZP25Wpjiv6ONbOeH1NyF+CztZB5+OGHMWXKFAwaNAhNTU14/fXXsWXLFjzzzDPIz89HeXk5Fi1ahD59+iAvLw8LFixAWVkZVywRERERAJsLmbq6OvziF79AdXU18vPzUVpaimeeeQb/9E//BACYN28eNE3DnDlzEAqFMHnyZMyfPz+lfeisiqXOMTM1vHS8Gualjpmp4T5MnZMzs7WQWbhw4Tf+3O/3Y/78+SkvXtr48v2YtYcX2FPBzNQILXpSIyVH8zAvVcxMDfdh6pyeWUaX8WbExP5398WdtEadY2ZqpJRorW+NOz+LEpMSzEsRM1PDfZg6p2eW0YVMpCWM12e8YjnDnL4ZM1MkJep21cSt2KDEpGEyL0XMTA33YeqcnpnjVi0RERGlin7c+UPSp6OkrARen25ZQeYUpilhmjy8poKFDBER9Tp9c7wwTYmCgmzrDwpzcev2ri+yZhfDNNFQ38xiRkFGFzJCCBSWFkGIxNcfoHjMTJ0nx8u8kiSEYF6KmFliuX4PNE3gsbf/jq+OtF/1F6bEkb8fQb8z+rVf78khTuqXg3+9sBSaJhxVyDh9v5/RhYw3z4drNt5odzdchZmpEZqGgeNL7O6GawhdMC9FzOybHahvxt7aJmtj/yx8faTZng65kNP3+877gjCNjJCBT57/2HIpZfpmzEyNlBJNVU3WG0pSp6TJvFQxMzXMS53T9/uZXcgEI1h/19uWe0XQN2NmiqREw+dHuNNMkjSZlypmpoZ5qXP6fj+jCxkiIiJyNxYyRERE5FoZXcgITcPJU0+J3e2XusbMVAn4C7Mce7a/0wjBvFQxMzXMS53T9/uZvWop14sr1pTb3Q1XYWZqhCbQf3Sx3d1wDaEzL1XMTA3zUuf0/b4zy6s0MYIRbHnofceewOREzEyNlBJH9x/liYVJkibzUsXM1DAvdU7f72d2IRMy8MHizY5dUuZEzEyRlAjs/5o7zSRJk3mpYmZqmJc6p+/3M7qQISIiIndjIUNERESuldGFjObRMOq6MdAceAdUp2JmioRAzsBcrpBIkmBeypiZGualzun7/YxeteTJ9mLaoxfZ3Q1XYWZqhBAoHNHP7m64htCZlypmpoZ5qXP6ft+Z5VWaRFrCWHfnfyPSEra7K67BzNRIKVH/jyOQBk8sTIY0mJcqZqaGealz+n4/owsZM2Li0xd2woyYdnfFNZiZIinRfLgJUnKnmQzJvJQxMzXMS53T9/sZXcgQERGRu7GQISIiItfK6EJG9+k4Z+4E6D7d7q64BjNTJATyh/aB0LhCIhlCY16qmJka5qXO6fv9jF61pPs9OPeeSXZ3mGikZQAAIABJREFUw1WYmRohBAqGFtjdDdcQGvNSxczUMC91Tt/vZ/QRmXBTGK/9cC3CTc48E9uJmJkaaUrU7qrhCokkSYN5qWJmapiXOqfv9zO6kJGmia/WfwlpOvNMbCdiZqokgvWtXCGRJCmZlypmpoZ5qXP6fj+jCxkiIiJyNxYyRERE5FoZXcjofg+mPnIhdH9Gn/OshJkpEgJ9T+/HFRJJEhrzUsXM1DAvdU7f7zuzV2mi+3Scef1Zdncj7TRNQOvmm9jj0XD2zLEp7tE303X31ttCCOSW5NrdDdcQGvNSxczUMC91Tv+szOhCJtwYwsuXrsIP/nINvHk+u7uTFpom0LcwB7rm3uLATaRp4vD2KgwYOxBC578AuyINieoPDzMvBcxMDfNS5/TPyowuZKSUqN9dl1Fnr2uagK5pWPL2bhw40qz8+9KQqP24Gv3PGpC2nUDZKYW4bsIwCOHOnU6kOQwpJQTc2f90klIyL0XMTA3zUuf0z8qMLmQy2YEjzdhb26T8e2bExKF99ThakgPNk56jOkMKs9PyOkRE5D78foGIiIhcy9ZC5qmnnkJ5eTnKysowceJE/Mu//Av27NljeUwwGMQDDzyA8847D2VlZbj99ttRW1ubktf3ZHtx+eqr4cn2puT5MoHQNRSNLoZw8Qm4aSUE81LA+aWOmalhXuqc/llp65bcsmULrrvuOqxZswbPPvssIpEIbr75ZjQ3t5+7sXDhQqxbtw5LlizBypUrUV1djdmzZ6fk9TWPhqHTh6XtK5LeQAggqzALLj1dJe2EEMxLAeeXOmamhnmpc/pnpa29euaZZ3D11VdjxIgRGDlyJBYtWoSDBw9i165dAIBAIIC1a9fi3nvvxcSJEzFmzBgsXLgQFRUV2LFjxwm/figQxLLTnkAoEDzh58oUZsTEwU2VMCPOvFS100iTeang/FLHzNQwL3VO/6x01Mm+gUAAANCnTx8AwM6dOxEOhzFpUvtdN4cPH47Bgwdjx44dGDduXNLPHQqEYmdcax4NnmwvIq0RhBtDCAVCAKJr5XW/B+GmsOWeErrfA92nI9wYspy17cn2QvNocRvXk+OF0ATCjSFLuzfPB2lGz5jvyJfvhxkxEWlpbxdCwJvngxEyYAQj7e2aBm+uF0YwAiNkxNpjY2oJW96gx49J+nSgMBc4Ng5pSMuYhK5BCMS9yYWuQbQ93jAhDQkTJjRdgwQgDevjNY8GKa3tQggIXUCaEtKUSbfjWJs0TZgRE0ITEJqI73tn7V2MyTy+7ykYU1ufcezxbXnFHp9s39M4prab6LXNfdXtlIoxAda8uhpTm3BTCOFj74d0vp9i7Qr7iNh7EPHbrztzr9M5lsrt1GFuSIm0v5+6M6ZY3sf2Gx3bE84xB4yp440se2LuAd3/fOr4WZm+91MY6I8uOaaQMU0TCxcuxPjx43HGGWcAAGpra+H1elFQYL3lelFREWpqapSe/7mxT8c2wqjrxmDaoxfh/Qc2AABWjFsGADhn7gSce88k/PWmV/HV+i9jvzv1kQtx5vVn4eVLV6F+d12s/fLVV2Po9GF4buwyy6SYseEG5A3Jx/LhSy19uOWL29BYGcDqKStibd48H2btmY0DG/bj9RmvxNoLS4twzcYbsXvNJ1h/19ux9pOnnoIr1pRj22Nb8MHizbH2tjFtnLcOn76wM9Z+/JhKykpw6/Zb0XqkFQBQ/eFhy8QtGl2MrMIsVG09ZHkzDigrge7XUbX1IADE/h40YQiMoIHqiqrYY4WuYfDEIQg2tKJuV/t28uR4MXB8CZqrm9Hw+ZFYu78wC/1HFyNwIIDA/q9j7TkDc1E4oh+aqqNfNTZ8Xo9Du6qRP7QPCoYWoO6zWgTrW2OP73t6P+SW5CqP6dDmSst2SsWYAvlZABDLuS2vtjE17KlH8+H2VWNOGFODFt0dBPYfBXI9ytspFWPy5fsseXU1pkhrdCf6n1euQVVFVdrfT21U9hFt70FpyNTMvZpmS2Y9sZ0ahA4g+h4MQqb9/dSdMaG0ONbnQ7uqY2PK7p9tyQuwZx+RaEwFwwpjP++JuQd07/Pp4PsHALR/Vqbr/fTn8j/hp9tuRVeEdMjC8Pnz52Pjxo148cUXUVJSAgB47bXXcN9992Hnzp2Wx/7gBz/Aeeedh7vvvjvp5z+4ty7uiExzTRP+OPop3LBjFnz5Ptsr3nT8C9Lr0zHgpELMXb0de+ualf+lb4QMVG09iJJvD4bQRVr+tTV5eBHuvGQU5q7eji8ONzri6EVXfZ9SWhzt86rteO/V3bG8nHxE5vwzinHXpaPa54YNR2SkYeLQ5spYXl2N6dTiXCz+URmqD9S75ohM7D34UgW+qAoob6fjczfDJg79b2X8HEvhdpo8on9sbuypbXbE0YuuxnR+aTHuvGhkbL/R1i5NmXiOOWBMpxXn4eFrx6O+vgmtgaBjjsi01rfgD6VPxj4r0/V+ijSFMWhYP3TFEUdkHnzwQaxfvx7PP/98rIgBgP79+yMcDuPo0aOWozJ1dXUoLi5Weg1fvg/Hl2xZ/bIxY8MNyBmYazlM7c1NfGZ2Z1c09OX7k24XukjYrnm0hO26T4fu0+Pb/Z6E973o7KzytjF52k7WEm1vYJHwolCdndSl+XQMKCuB5tNjJ8sJACLB44XopP3YDjLZdhxrE5pm6VdnfVceU6I+4gTH1PbfmojLqzt9T8eYYjv1Y1d9Vt1OKRmTriXMq7MxtfHm+iD8puWx6Xg/xbUnsY/wdBhHSuaeJ3FmKd1OHeZG22uk9f3UVXsnfW/rs6VPIvF7srO+d9beE2PqeJHRnph7XbV39vnkK/An/Kzs+fdTcqukbD3ZV0qJBx98EG+//Taee+45nHzyyZafjxkzBl6vF5s2bYq17dmzBwcPHlQ6P6YzQhPIG5LPm4cpEAB0v87rYSaJealhXuqYmRrmpc7pn5W2FjIPPPAAXn31VTz88MPIzc1FTU0Nampq0Noa/Z42Pz8f5eXlWLRoETZv3oydO3di3rx5KCsrS0khE24MYfnwpXGH2Khz5rFD/8cfaqXEpJTMSwHnlzpmpoZ5qXP6Z6WtXy2tWrUKAPDjH//Y0v6b3/wGV199NQBg3rx50DQNc+bMQSgUwuTJkzF//vy095WIiIicx9ZCZvfu3V0+xu/3Y/78+SxeiIiIKI4zL9NHRERElISMLmS8eT7c8sVtnZ7tTfE0XcOgCUMsZ65T54QQzEsB55c6ZqaGealz+mdlRm9JaUo0VgasV2SlbyQBGEEDTCw5zEsN81LHzNQwL3VO/6zM6EIm0hzG6ikr4i4ARJ2Thonqiqq4C0FRJ6RkXgo4v9QxMzXMS53TPyszupAhIiIid2MhQ0RERK6V8YWMU09ecjLBk+SUMC81zEsdM1PDvNQ5+bPSEfdasosv349Ze2bb3Q1X0TzRO7xScoTGvFRwfqljZmqYlzqnf1ZmdFlqRkzsf3df3B1PqXNSAq31rXE34KTEpJTMSwHnlzpmpoZ5qXP6Z2VGFzKRljBen/EKIi3OPBPbiaRhom5XDc/4T5aUzEsB55c6ZqaGealz+mdlRhcyRERE5G4sZIiIiMi1MrqQEUKgsLQIQgi7u+IaQgh4crzMTAHzSh7nlzpmpoZ5qXP6Z2VGr1ry5vlwzcYb7e6GqwhdYOD4Eru74RpC05iXAs4vdcxMDfNS5/TPyow+ImOEDHzy/McwQobdXXENaUo0VTU59p4bTiMl81LB+aWOmalhXuqc/lmZ0UdkjGAE6///9u48PKrq7gP499xZshOysQQUCmkCDQQTESFGoEqhFS0Fikt5RREVEH2xdX3c2Hwg7qAgVuFFoAjFBdsX0RYUEF5BggQUmoJsBWTLAmQlmeW8f1zmJpOFzIGQuZP5fp4nD5lzb27O+c7JzI97z8z8aS2ShiXDYrf4uzsBQbolzu4vQlh8GIRmztOMpiKZl4pLnV+WAHqDs6buK/8m1QRCXmabz7LSiX8v/QHdR3WH1Vq3b263hNuPhWFQFzJEFNhah9vgdku0ahXm764QXTbTzueYCIzfMb7BzS63G2fPlPutmGEhQ0QBKyLECk0TmLN2H44Wlfm7Oz5J7xSD0X07m3bhJPmPWeezdEkU/HAa8T3bQFi8523H2HA8+qsUaJpgIeMPQtNw1cBOEJq5TuOZmRACITGhfBD2GfNScanz69iZchwqMM8D/8V0iGna/23zb1JNIORltvksXRKF5ypQUlBWp5Axg6AuZGwRNty2cqS/uxFQhEUgPjXB390IGEJjXio4v9QxMzXMS53ZMwvqUxGuSie2vfwNXJVOf3clYEi3RPGRYq7495GUzEsF55c6ZqaGeakze2bBXchUubD91a2mfUmZGUm3RMmRc6ad0KYjmZcKzi91zEwN81Jn9syCupAhIiKiwMZChoiIiAJWUBcymlVD99E9oNXzBj9UPyEEwttGmHrFv6kwLyWcX+qYmRrmpc7smQX1q5asYTb88o3B/u5GQBEWgZifx/q7GwFDCOalgvNLHTNTw7zUmT2zoD4V4axwYP0f/wlnhcPfXQkY0iVx5sciSJc5F32ZjZTMSwXnlzpmpoZ5qTN7ZkFdyLidbuQt2w230+3vrgQMKSXKT5VBSnNOaNNhXko4v9QxMzXMS53ZMwvqQoaIiIgCGwsZIiIiClhBXchY7Bb0frwvLHaLv7sSMIQmEHV1NIRmztXrpiOYlwrOL3XMTA3zUmf2zIL6VUuWECv6PJnp724EFKEJtLq6lb+7ETCEYF4qOL/UMTM1zEud2TML6jMyjjIH/vf2j+Eo46uWfCVdEgV78k27et1spJt5qeD8UsfM1DAvdWbPLKgLGel24+iG/0C6+aolX0kpUXnmvGlXr5sP81LB+aWOmalhXurMnplfC5mcnBxMmDABWVlZSElJwbp167y2SykxZ84cZGVlIS0tDffeey8OHz7sn84SERGR6fi1kCkvL0dKSgqmTJlS7/b33nsPS5cuxdSpU7Fy5UqEhYVh3LhxqKysbOaeEhERkRn5dbHvgAEDMGDAgHq3SSmxZMkSTJw4EYMGDQIAvPzyy8jMzMS6deswdOjQy/79lhArBr7+K1hCgnrNsxKhCbROijXt6nXTEcxLBeeXOmamhnmpM3tmpn0GP3bsGPLz85GZWf2qoqioKPTq1Qu5ubnKhUxVSZVxfU+zarCG2SBdbiQNS4ar0glXpRMWuwWWECscZQ6vdTOWECssdgscpVVe1witYTZoVg1VJd5niKzhNghNwFFa5dVui7RDuiWc5d6Li+1RIXA73V4flSCEgC3SDleVC65KZ3W7psEWYdP7XOUy2j1jclY4vN6puPaYpN0CxEQAF8YhXdJrTMKiQQjUebdjYdEgoC9eDYsPg3RLSLeEZtEgAUiX9/6aVYOU3u1CCAiLMH7W13ZcaJNuN9xON4QmIDRRt+8NtTcyJnftvjfBmFDj+5p5Gfv72vdmHJNnIZ9n7qveT00yJk145dXYmDw8c6P2mHzu+5UcU637yVgwKWWd++9S5h7QwBxryjHVmBtSotn/ni5lTB4154ZnTOEJ4XXnmAnGVHMxrZkeIyBEw3PsQp8dZVVwOuVlPT8Z7cZzrgOIR6NMW8jk5+cDAOLi4rza4+LiUFBQoHy8xb3eRVWJXlh0H90Dv3xjMDY+8SX2rvyXsU/vx/uiz5OZ+GLs33F0w3+M9oGv/wq/+K+e+Og3y3Fmb6HRfuuKEbj6ps5Y3Os9r6Llzq/HILJDFBZ0nefVh/sPTELpTyVY0X+J0WaLtOOBgw/j2NdHsPrOT4z2mJQ43LXpHuxd+S9s+NNao/2qgZ1w28qR+G7ONmx/davR7hnTpmfWI2/Z7gbH1C69HcbvGI/zRecBAKd3nfIqrOJSExAaE4qTOSe8JnSb9HawhFhwYutPXmNq37cDXJUunM49abQJi4bEfh1QefY8CvfkG+3WcBvaZrRD+elynN1fZLSHxIQiPjUBJcdKUHLknNEe3jYCMT+PRdnpcgDA2f1ncGLPaURdHY1WV7dC4b8LUHnmvLF/66RYRLSLMMWYSqJCAQDnCyq8ju8Z09mDZ1B+qsxoN8OYzmr6w0HJkWIgwqp8PzXFmEJaheDEt8eNQtuXMQHVc6Op596VuJ88OUspm2bunSrD2QNnruiYzgqLkXMlpOkeI+obE1ISjD6f2HPaGFN4QjhOfPuTV1Fhlsc9z9wAYKrHiPNFFSjKq37erTmmguN6H1f9diVs0SGX9fzk4XnO/dvIDzHhu/FojJAmWYackpKCefPmGZeRduzYgbvuugubNm1CmzZtjP0mT54MIQRmz56tdPzjhwrrnJEpzy/D+6l/xpidD8AeZQ+KMzI2uwVtOsbg8RU7cKiwXLmKd1W5cDLnONpdlwhhEc3yv62srnH446+74/EVO3DgVKkpzl401vf+KQl6n5fvwOa/7zXyMvMZmRuTE/Cn33Svnht+OHshXW6c2PqTkVdjY8pKjscfB3cz5obq/eSPMzKenJ/4ay72nyxRvp9q99HtcOPEtz/VnWNNOKasn8cbc+NgQbkpzl40NqYbUxLqzA2h6ceod46ZYEzG3Fi5EwdOlpjmMeJic+xncRF47Q8ZOH3sTJOfkXGWOdC+c+Ofum3aMzIJCXo1XVhY6FXIFBYWolu3bsrHs0fZUbtks4ZajW32qBCj3RZhq/cYtkh7A8cO8bldWES97ZpVq7fdYrfU+87DlhBrvWt7rGEN9P3CmKzWC6fjhecPWECg7nVPzVr/OvDqP3xh7CMAiHr2F6KB9gt/eL6240Kb0DSvfjXUd9Ux1dd+2WPyfO/5p0Zel9L35hiTcd9qWv1j8uzfUHsTjEnW2FZ7DA2N1dNnr3ybaO5difvJkzNE3TEC6nOvwTnWlGOqMTcuPHQ0799TY+0N9N3T55p9qr6c5Psca64xGXMD5nqMuOgcu9BnW4Qd4kKRcqnPT3XaI+tvr8207yPTsWNHJCQkYMuWLUZbaWkpdu3ahfT0dD/2jIiIiMzCr2dkysrKcOTIEeP2sWPHkJeXh+joaCQmJmLMmDGYP38+OnXqhI4dO2LOnDlo06aNcfnpclnDbLh1xYgGq0SqS1g0xKUmQFhMWwObixDMSwHnlzpmpoZ5qTN7Zn4tZHbv3o0xY8YYt2fNmgUAGD58OLKzs/HAAw+goqICL7zwAoqLi3HttddiwYIFCAmp/1KOKs2q4eqbOjfJsYKFEEBoTKi/uxEwhBDMSwHnlzpmpoZ5qTN7Zn4tZK6//nrs3bu3we1CCEyePBmTJ0++Ir+/qqQSi3u9h3t2PdDgOhfy5na6cTLnBNpd1/6iaxZIJ91uHN/yE/PyEeeXOmamhnmpM3tm5utRM6v9yiJqXO1V7XRxzEsN81LHzNQwL3VmzizoCxkiIiIKXCxkiIiIKGAFdSFjDbfhzq/HwBrOVy35Slg0tElvZ9rV66YjBPNSwPmljpmpYV7qzJ6ZOXvVTIQmENkhyrQfhGVGAoAlxNLAW09RbcxLDfNSx8zUMC91Zs8sqAsZR2kVFnSdxwW/CtwX3kK+9ttbU/08n6fDvHzD+aWOmalhXurMnllQFzJEREQU2FjIEBERUcBiIUNEREQBK6gLGVukHfcfmNTgp1pTXZpFQ/u+HaCZdPW62QghmJcCzi91zEwN81Jn9szM2atmIt0SpT+VGB/rTo2TAFyVLjAx3zAvNcxLHTNTw7zUmT2zoC5knOUOrOi/BM5yh7+7EjCky43TuSdN/XbVpiIl81LA+aWOmalhXurMnllQFzJEREQU2FjIEBERUcAK+kKGC33VmfVtqs2KealhXuqYmRrmpc7MmVn93QF/skeF4IGDD/u7GwFFs2pI7NfB390IGEJjXio4v9QxMzXMS53ZMzNvidUM3E43jnx1GG6nORcwmZGUwPkz5yHNunzdZKSUzEsB55c6ZqaGeakze2ZBXcg4KxxYfecncFbwVUu+ki43Cvfkm3b1uulIybwUcH6pY2ZqmJc6s2cW1IUMERERBTYWMkRERBSwgrqQEUIgJiUOQgh/dyVgCCFgDbcxMwXMy3ecX+qYmRrmpc7smQX1q5ZskXbctekef3cjoAiLQNuMdv7uRsAQmsa8FHB+qWNmapiXOrNnFtRnZFxVLvzrLz/AVeXyd1cChnRLlJ0s4+dT+UhK5qWC80sdM1PDvNSZPbOgPiPjqnRiw5/WImlYMix2i/LPa5qAppnzVFtDLJf5pkbSLXF2fxHC4sMgAmzsfiGZlwrOL3XMTA3zUmf2zIK6kLkcmibQOiYcFi2oT2oRERH5FQuZS6RpAhZNw+y1e3GsqNzf3fFZeqcYjO7b2bSLtoiIiFQEdSEjNA1XDewEcRlnVY4VleNQQVkT9urK6hATdlk/L4RASEwoCyGfMS8VnF/qmJka5qXO7JkFdSFji7DhtpUj/d2NgCIsAvGpCf7uRsAQGvNSwfmljpmpYV7qzJ5ZUC/wcFU6se3lb+CqdPq7KwFDuiWKjxSbdvW62UjJvFRwfqljZmqYlzqzZxbchUyVC9tf3cqXXyuQbomSI+dMO6FNRzIvFZxf6piZGualzuyZBXUhQ0RERIGNhQwREREFrKAuZDSrhu6je0CzBnUMSoQQCG8bYdrV66bDvJRwfqljZmqYlzqzZxYQz+DLli3DTTfdhJ49e2LUqFH4/vvvm+S41jAbfvnGYFjDbE1yvGAgLAIxP4+FsJhzQpuNEMxLBeeXOmamhnmpM3tmpi9k1qxZg1mzZmHSpElYtWoVunXrhnHjxqGwsPCyj+2scGD9H/8JZ4WjCXoaHKRL4syPRZAucy76MhspmZcKzi91zEwN81Jn9sxMX8gsWrQIt99+O0aOHImkpCRMmzYNoaGh+Pjjjy/72G6nG3nLdsPtdDdBT4ODlBLlp8ogpTkntOkwLyWcX+qYmRrmpc7smZm6kKmqqsKePXuQmZlptGmahszMTOTm5vqxZ0RERGQGpn5n3zNnzsDlciEuLs6rPS4uDgcPHlQ6lqPUYVSTmlXAGmaDq8oFe5QdjjIHhBCw2DVYQqxwlDm8Xi9vCbHAYrd4HQN2DYiJQJeESNhrLYDyXEesfRpOpV0IAJoApISsccKo0Xa3RM2iWWgXNl5oT4wOBQD8LC4Cdks9+zfSR7fTjTYp8YhtFwUhRLOMyehzbDhs9YypobH6OqYrcT95+twlPhIlNfPy8X7yx5hq5my3NP3c82VM0iXRJqXSyKuxvie2DjP6bKvRXnv/K/X35MuYavelem5EoPbqvEuZe9LpndmVGFOdueFjHy91TE1xPyXG1DM3NEC6oTTHmnNMNR837PomrzH56zHiYnMsMTocAOAsr4LTKWGLsMFV6YSrqnqwnudcZ4UDbmeN59ZGnnOdZQ4gHo0S0qznigCcOnUK/fv3x4oVK5Cenm60v/zyy8jJycGHH37ox94RERGRv5n60lJMTAwsFkudhb2FhYWIj/ehTCMiIqIWzdSFjN1uR2pqKrZs2WK0ud1ubNmyxesMDREREQUnU6+RAYCxY8fiqaeeQo8ePZCWlobFixejoqICI0aM8HfXiIiIyM9MX8jccsstKCoqwptvvon8/Hx0794dCxYs4KUlIiIiMvdiXyIiIqKLMfUaGSIiIqKLYSFDREREAYuFDBEREQUsFjJEREQUsFpkIZOTk4MJEyYgKysLKSkpWLdundf2lJSUer8WLFhg7HP27Fk89thjyMjIQO/evfHMM8+grKysuYfSLBrLq6ysDNOnT0f//v2RlpaGW265BcuXL/fap7KyEtOmTcP111+P9PR0PPLIIygoKGjOYTSbxvIqKCjA008/jaysLPTq1Qvjxo3D4cOHvfYJprz+/Oc/Y+TIkUhPT0e/fv3w0EMP1fmIEV/yOH78OB588EH06tUL/fr1w0svvQSn09mcQ2k2vmT217/+FXfffTcyMjKQkpKC4uLiOscJlsexxvI6e/YsZsyYgSFDhiAtLQ0DBw7Eiy++iJKSEq/jcI55z7EXXngBgwYNQlpaGvr27YuJEyfiwIEDXvuYIbMWWciUl5cjJSUFU6ZMqXf75s2bvb5mzpwJIQSGDBli7PP4449j//79WLRoEd555x1s374dL7zwQnMNoVk1lld2djY2bdqEV155BWvWrME999yDGTNm4MsvvzT2mTlzJtavX4/Zs2dj6dKlOH36NB5++OHmGkKzulheUkpMmjQJR48exdtvv41Vq1ahQ4cOGDt2LMrLy439gimvbdu2YfTo0Vi5ciUWLVoEp9OJcePGKeXhcrkwfvx4OBwOrFixAtnZ2Vi1ahXefPNNfwzpivMls4qKCtx4442YMGFCg8cJlsexxvI6ffo0Tp8+jaeeegqrV6/GrFmzsGnTJjz77LPGMTjH6s6x1NRUzJo1C2vWrMHChQshpcS4cePgcrkAmCgz2cIlJyfLtWvXXnSfiRMnyjFjxhi39+/fL5OTk+X3339vtG3cuFGmpKTIkydPXrG+mkF9eQ0dOlTOnTvXq2348OHy9ddfl1JKWVxcLFNTU+Xnn39ubPdkmJube+U77Ue18zp48KBMTk6W+/btM9pcLpfs27evXLlypZQyuPOSUsrCwkKZnJwst23bJqX0LY8NGzbIbt26yfz8fGOfDz74QGZkZMjKysrmHYAf1M6spq1bt8rk5GR57tw5r/Zgfhy7WF4ea9askampqdLhcEgpOcd8ySwvL08mJyfL//znP1JK82TWIs/IqCgoKMDGjRvx+9//3mjLzc1Fq1at0LNnT6MtMzMTmqbh+++/90c3/So9PR1fffUVTp06BSkltm7dikOHDiErKwsAsHv3bjgcDmRmZho/07VrVyQmJmLnzp3+6rZfVFVVAQBCQkKMNk3TYLfb8d133wFgXp7T+dHR0QB8y2Pnzp1ITk72eiPMrKwslJaWYv8Lsql7AAALt0lEQVT+/c3Ye/+onZkvgvlxzJe8SktLERkZCatVf19YzrGLZ1ZeXo5PPvkEHTt2RLt27QCYJ7OgL2RWrVqFiIgIDB482GgrKChAbGys135WqxXR0dHIz89v7i763fPPP4+kpCT0798fPXr0wP33348pU6bguuuuA6DnZbPZ0KpVK6+fi4uLC7q8unTpgsTERLz22ms4d+4cqqqq8O677+LkyZNGFsGcl9vtxsyZM5GRkYHk5GQAvuVRUFBQ5928PbeDMTNfBOvjmC95FRUV4e2338Ydd9xhtHGO1Z/ZsmXLkJ6ejvT0dHz99ddYtGgR7HY7APNkZvqPKLjSPv74Y9x2221e/4Mmb0uXLsXOnTsxf/58JCYmYvv27Zg2bRratGnj9b9oAmw2G9566y08++yz6NOnDywWC/r164f+/ftD8k20MW3aNPz444/44IMP/N2VgMHM1DSWV2lpKcaPH4+uXbu22HVpqi6W2W9/+1vccMMNyM/Px8KFC/Hoo49i+fLlpnrODOpCZvv27Th06BBmz57t1R4fH4+ioiKvNqfTiXPnziEhIaE5u+h358+fxxtvvIG5c+di4MCBAIBu3bohLy8PCxcuRGZmJuLj4+FwOFBcXOz1v+rCwsKgywsAevTogb/97W8oKSmBw+FAbGwsRo0ahR49egBA0OY1ffp0bNiwAX/5y1+MU9OAb3nEx8fXuRzieVVTMGbmi2B8HGssr9LSUtx///2IiIjAvHnzYLPZjG2cY/VnFhUVhaioKHTu3Bm9evVCnz59sHbtWtx6662mySyoLy199NFHSE1NRbdu3bza09PTUVxcjN27dxttW7duhdvtRlpaWnN306+cTiccDgeEEF7tFovFOMPQo0cP2Gw2bNmyxdh+8OBBHD9+HNdcc02z9tdMoqKiEBsbi8OHD2P37t24+eabAQRfXlJKTJ8+HWvXrsXixYtx1VVXeW33JY9rrrkG+/btQ2FhobHPN998g8jISCQlJTXPQJpRY5n5Ipgex3zJq7S0FOPGjYPNZsP8+fPrnFHgHPNtjkkpjbWAZsmsRZ6RKSsrw5EjR4zbx44dQ15eHqKjo5GYmAhAn9RffPEFnnrqqTo/37VrV9x44414/vnnMW3aNDgcDsyYMQNDhw5F27Ztm20czaWxvPr06YNXXnkFoaGhSExMRE5ODj799FM8/fTTAPQn7JEjRyI7OxvR0dGIjIzEiy++iPT09Bb5xNxYXp9//jliY2ORmJiIvXv3YubMmRg0aJCxODrY8po2bRpWr16Nt99+GxEREca186ioKISGhvqUR1ZWFpKSkvDkk0/iiSeeQH5+PmbPno3Ro0cb1+tbksYyA/Q1CAUFBcZc3LdvHyIiItC+fXu0bt06qB7HGsurtLQU9913HyoqKvDKK6+gtLQUpaWlAIDY2FhYLBbOsVqZHT16FGvWrMENN9yA2NhYnDx5Eu+++y5CQ0MxYMAAAOb5u2yRn3797bffYsyYMXXahw8fjuzsbAD6m0nNnDkTmzdvRlRUVJ19PW+g9NVXX0HTNAwePBjPPfccIiIirnj/m1tjeeXn5+P111/H5s2bce7cOSQmJuKOO+7Avffea5ypqaysRHZ2Nj777DNUVVUhKysLU6ZMaZGnZBvLa8mSJVi4cKFxaWTYsGF46KGHvP6wgymvlJSUettnzZqFESNGAPAtj59++glTp07Ftm3bEBYWhuHDh+Oxxx4zXnXSkviS2VtvvYW5c+dedJ9geRxrLK+G/mYB4Msvv0THjh0BcI4B1ZmdOnUKzz33HPbs2YPi4mLExcWhd+/emDRpErp06WLsb4bMWmQhQ0RERMEhqNfIEBERUWBjIUNEREQBi4UMERERBSwWMkRERBSwWMgQERFRwGIhQ0RERAGLhQwREREFLBYyREREFLBYyBAFOimBBx8EYmMBIYDWrYFHH63e3rkzUOuDUU1LCODTT/3dC93UqUAL/MgIopaGhQxRoPviC+D994HVq4ETJ4ALn7JtyMnRCx1qmJkKKCJS0vI+QIIo2Bw4ALRvD2Rm6rdrf8aJWT6/qaoKaIEfvkdE/sUzMkSB7N57gUceAY4c0c8qdO5cd5/al5aEAObPB37zGyAsDOjSBfjoo+rthw/r+6xYoRdHoaH6WZ6NG72Pu3u3fozISKBtW+Duu4GCgurtAwcCDz+sX+aKjweGDFEf39GjwO2365fLYmOBYcP0/tUc/+9+B7z6ql7MxcUBkyYBDkf1PidOAEOH6mP92c+ADz7wzsST2fDh9We4dKneFh0N3HknUFLiW98HDtTvm0cfBWJi9Izeew8oKwPGjgWiooCkJODzz6t/ZsMGvQ//+AeQnq73+aabgNOn9f26dwdatQL+8AegvNz3HIlaMBYyRIFszhxg+nSgY0f9CTsnx7efe/55YORIYNcuYPRo/Qk6L897nyeeAB57DMjNBfr1A267DSgs1LedPas/waanA9u365e3Tp3Si46aFi/Wz8L83/8B77yjNjaHQy9+oqKATZv0Y0RGAr/+tX52x2P9ev2s1Pr1+u97/339y2PMGOD4cb1I+Phj4N139cLAw5PZokV1MzxwQL/ktHq1/rVxI5Cd7fsYFi/Wi7ht2/SiZuJEYNQovUDcsQMYPFgvAGsXJVOnAnPnAt98U13MzZ6tF2GffQb885/AW2/53g+ilkwSUWB74w0pO3Wqvj1ggJSTJ1ff7tRJ38cDkHLCBO9jXH+9lBMn6t8fOqTvk51dvd3hkLJjRylfekm/PWOGlIMHex/j6FH95/bure5HerraWAApV63Sv1+6VMqUFCnd7urtlZVShoVJ+Y9/6LfvuUcfn9NZvc+oUVLecYf+fV6efsycnOrtP/6ot9XOxPN7PaZMkTI8XMri4uq2J57Qs/LFgAFSZmVV33Y6pYyIkPLuu6vbTpzQf/eWLfrt9ev12+vWVe8za5beduBAddv48VIOGeJbP4haOK6RIQpG/frVvb1zZ8P7WK1A797VZ2127dLPgERG1j32gQNAcrL+/bXXXnofd+0C9u/Xz8jUdP68/js8UlMBi6X6dvv2wA8/6N/v3av3PSOjentSkn6pxxedO3v//vbtvc/mNCYtrfp7i0W/9NWzZ3Vb27b6v7WPWfPn2rYFwsP1S4A127Zt870fRC0YCxkiUldaql9qeumlutvat6/+PiLi8n7HtdcCy5bV3VZzAbPN5r1NCMDtvvTfW9PlHru+n6/ZJoT+b+1j1t7nSo6RKMBxjQxRMNq6te7t7t0b3sfpBL77rnqfjAxgzx79jEVSkvfX5RQvNWVkAD/+CLRpU/d3REf7doyUFL3vubnVbfv3A2fOeO9nswEuV9P0m4iaFQsZomD04YfA//wPsG8fMGWKfpni4Ye995k3D1i1Cvj3v/VXAp05A9x3n75t0iSgqAi46y59ceyBA/orbcaObbqCYPRofaHssGH6Yt9Dh/QFu//938CxY74do1s3YNAg/X10tm3TC5oHH9RfDeQ5GwLoBdmXXwInT9YtcojI1FjIEAWjadP0l1enpQFLlgDLlwO/+IX3PtnZ+levXsDmzcDf/64XFgCQmKi/isjl0l9507On/jLj1q0BrYkeVsLDga+/Bq6+GhgxQj8bNG6cvkamVSvfj7Nkib6mpH9//SXWDzygr3sJDa3e57XXgLVrgauu0l+JRUQBQ0gppb87QUTNSAj9TMvvflf/9sOH9fdbyc1tmW/Rf+yYXrCsWwfcfLO/e0NEl4mLfYmoZfvqK33hcM+e+vvEPPmkfimpf39/94yImgAvLRFR81i2TH+5dn1fqalX7vc6HMAzz+i/Y/hw/RVPGzbUfSWQiiNHGh5LZKS+nYiaBS8tEVHzKCnR3/23PjYb0KlT8/bncjid3h+VUFvnznU/84qIrggWMkRERBSweGmJiIiIAhYLGSIiIgpYLGSIiIgoYLGQISIiooDFQoaIiIgCFgsZIiIiClgsZIiIiChgsZAhIiKigPX/GmT08RClzTcAAAAASUVORK5CYII=\n","text/plain":"
"},"metadata":{}}],"execution_count":70},{"cell_type":"code","source":"sns.reset_orig()\npenguins = sns.load_dataset(\"penguins\")\n# Axis-level\nsns.histplot(data=penguins, x=\"flipper_length_mm\")","metadata":{"id":"HMsKmkIUcwyx","colab":{"height":297,"base_uri":"https://localhost:8080/"},"cell_id":"51aad007e204462d9ed05f823cd5baa3","outputId":"5c4e9ff4-c159-4fb4-af17-2b49d2e77182","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":688,"user_tz":300,"timestamp":1640550978541},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":""},"metadata":{},"execution_count":75},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":"
"},"metadata":{"needs_background":"light"}}],"execution_count":75},{"cell_type":"code","source":"# Ejemplo aplicado\ndf_ejercicio = sns.load_dataset('exercise')\ndf_ejercicio = df_ejercicio.drop('Unnamed: 0', axis='columns')\ndf_ejercicio.head()","metadata":{"id":"pwIUhBlreplx","colab":{"height":206,"base_uri":"https://localhost:8080/"},"cell_id":"31fc72e1cd6a4942938cdcbc2e0a298a","outputId":"77684361-32b0-4499-cbbc-81816857e704","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":835,"user_tz":300,"timestamp":1640551331092},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/html":"\n
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\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 \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
iddietpulsetimekind
01low fat851 minrest
11low fat8515 minrest
21low fat8830 minrest
32low fat901 minrest
42low fat9215 minrest
\n
\n \n \n \n\n \n
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\n ","text/plain":" id diet pulse time kind\n0 1 low fat 85 1 min rest\n1 1 low fat 85 15 min rest\n2 1 low fat 88 30 min rest\n3 2 low fat 90 1 min rest\n4 2 low fat 92 15 min rest"},"metadata":{},"execution_count":76}],"execution_count":76},{"cell_type":"code","source":"df_30_min = df_ejercicio[df_ejercicio['time'] == '30 min']\ndf_30_min.head()","metadata":{"id":"XEl4IoGMetDC","colab":{"height":206,"base_uri":"https://localhost:8080/"},"cell_id":"7c36f92c5ffe4c368718b33c590c9229","outputId":"d62ca8f5-6e49-4dd9-ee0e-eb9dacdfe974","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":333,"user_tz":300,"timestamp":1640551347455},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/html":"\n
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\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 \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
iddietpulsetimekind
21low fat8830 minrest
52low fat9330 minrest
83low fat9430 minrest
114low fat8330 minrest
145low fat9130 minrest
\n
\n \n \n \n\n \n
\n
\n ","text/plain":" id diet pulse time kind\n2 1 low fat 88 30 min rest\n5 2 low fat 93 30 min rest\n8 3 low fat 94 30 min rest\n11 4 low fat 83 30 min rest\n14 5 low fat 91 30 min rest"},"metadata":{},"execution_count":78}],"execution_count":78},{"cell_type":"code","source":"plt.figure()\n# Figure -level\nax = sns.displot(data=df_30_min, x='pulse', kind='kde', hue='kind', fill=True)\nax.set(xlabel='Frecuencia Cardíaca', ylabel='Densidad', title='Distribución de las pulsaciones')","metadata":{"id":"fwFRCkyEexyh","colab":{"height":420,"base_uri":"https://localhost:8080/"},"cell_id":"87d7242055ab42d2853f0f71971ad8a3","outputId":"7e17ca1d-0950-45ad-8edc-7b6d1b148182","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos usta"},"status":"ok","elapsed":841,"user_tz":300,"timestamp":1640551361398},"deepnote_cell_type":"code"},"outputs":[{"output_type":"execute_result","data":{"text/plain":""},"metadata":{},"execution_count":79},{"output_type":"display_data","data":{"text/plain":"
"},"metadata":{}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":"
"},"metadata":{"needs_background":"light"}}],"execution_count":79},{"cell_type":"code","source":"ax = sns.catplot(data=df_ejercicio, kind='violin', x='time', y='pulse', hue='diet', split=True)\nax.set(xlabel='Duración de ejercicio', ylabel='Frecuencia cardíaca', title='Categorización de la distribución de pulsaciones')","metadata":{"id":"Tfe7k01ce5C3","colab":{"height":403,"base_uri":"https://localhost:8080/"},"cell_id":"b545ea8b370a4d1a83a434a2623233ae","outputId":"0aa2b869-a1eb-4904-a33b-2a8741964a98","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos 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\n","text/plain":"
"},"metadata":{"needs_background":"light"}}],"execution_count":80},{"cell_type":"markdown","source":"\nCreated in deepnote.com \nCreated in Deepnote","metadata":{"created_in_deepnote_cell":true,"deepnote_cell_type":"markdown"}}],"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Clase_08.ipynb","provenance":[],"authorship_tag":"ABX9TyPoKUDcBpzThZt4Fzf3crSN","collapsed_sections":[]},"deepnote":{},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"deepnote_notebook_id":"e7921cb2581c4c9c96bcdd7682507c0e","deepnote_execution_queue":[]}}