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Introduction\n\n![](data:image/jpeg;base64,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)\n"},{"metadata":{},"cell_type":"markdown","source":"# Basket Ball\nThe history of basketball began with its invention in 1891 in Springfield, Massachusetts by Canadian physical education instructor James Naismith as a less injury-prone sport than football. Naismith was a 31-year old graduate student when he created the indoor sport to keep athletes indoors during the winters. The game became established fairly quickly and grew very popular as the 20th century progressed, first in America and then in other parts of the world. After basketball became established in American colleges, the professional game followed. The American National Basketball Association (NBA), established in 1946, grew to a multibillion-dollar enterprise by the end of the century, and basketball became an integral part of American culture.\n\n![James Naismith invented basketball in 1891 at the International YMCA Training School in Springfield, Massachusetts](https://upload.wikimedia.org/wikipedia/commons/thumb/4/4a/Dr._James_Naismith.jpg/220px-Dr._James_Naismith.jpg)\n\n## Invention of the game\nBasketball is the only major American sport with a clearly identifiable inventor. James Naismith wrote the sport’s original 13 rules as part of a December 1891 class assignment at a Young Men’s Christian Association (YMCA) training school in Springfield, Massachusetts. Born and educated in Canada, Naismith came south to pursue his interests of physical education and Christian ministry. Naismith expanded on an assignment to create a game that could be played in YMCA gyms during the winter.\n\nThe first games featured nine players a side, attempting to toss a soccer ball into peach baskets nailed to the balconies at the ends of a gymnasium (when a basket was made, the game paused while a man with a ladder retrieved the ball). After its first public match in 1892, Naismith’s game spread quickly through the global network of YMCAs. The first intercollegiate match, between the Minnesota School of Agriculture and Hamline College, was played in 1895. The earliest women’s match, in which Stanford beat U.C. Berkeley, took place a year later. Basketball’s first professional league was founded in 1898, seven years before nets finally replaced the sport’s original peach baskets.\n\nJames Naismith devoted little effort to shaping the evolution of the game he invented, although he spent a decade as the University of Kansas’s founding basketball coach, losing more games than he won. Today the sport’s leading historic organization, the Naismith Memorial Basketball Hall of Fame in Springfield, Massachusetts., stands not far from where the first peach baskets were nailed up.\n\nNaismith was a physical education instructor at YMCA International Training School (now known as Springfield College) in Springfield, Massachusetts. Upon the request of his boss, Naismith was tasked to create an indoor sports game to help athletes keep in shape in cold weather.[2] It consisted of peach baskets and a soccer style ball. He published 13 rules for the new game. He divided his class of eighteen into two teams of nine players each and set about to teach them the basics of his new game. The objective of the game was to throw the basketball into the fruit baskets nailed to the lower railing of the gym balcony. Every time a point was scored, the game was halted so the janitor could bring out a ladder and retrieve the ball. After a while, the bottoms of the fruit baskets were removed. The first public basketball game was played in Springfield, Massachusetts, on March 11, 1892."},{"metadata":{},"cell_type":"markdown","source":"## The Formation of FIBA\nIn the first decades of basketball, it was growing as a sport, but had no real international organization. It took several petitions by basketball supporters to have basketball included as an Olympic demonstration sport in 1904.\n\nThat all changed on June 18, 1932 when FIBA was first formed. The work of FIBA on the international game would help to make basketball become an Olympic sport in 1936, which was won by the US National Team.\n\nNaismith would live long enough to get to see the sport that he had invented become a recognized Olympic sport."},{"metadata":{},"cell_type":"markdown","source":"### 10 Things You May Not Know About March Madness\nhttps://www.history.com/news/10-things-you-may-not-know-about-march-madness"},{"metadata":{},"cell_type":"markdown","source":"## What is March Madness?\nThe NCAA Division I men’s basketball tournament is a single-elimination tournament of 68 teams that compete in seven rounds for the national championship. The penultimate round is known as the Final Four, when (you guessed it) only four teams are left.\n\nMarch Madness is one of the biggest, most exciting and most fun events in all of sports. Here’s everything you need to know about the NCAA Division I men's basketball tournament, which has been played annually since 1939.\n\n![](data:image/jpeg;base64,/9j/4AAQSkZJRgABAQAAAQABAAD/2wCEAAkGBxMTEhUTEhMVFhUXFxYZFxcYFxcXGhYeGBYXFxYWGBYZHSggGxolGxcaITIhJSkrLi4uGB8zODMsNygtLisBCgoKDg0OGhAQGi0mICUtKy0tLSsvNystLTAtLS0vLS0tLS8tLSstLS0tLy0tLSstLS0tLS0tLS0tLS0tLS0tLf/AABEIALcBEwMBIgACEQEDEQH/xAAcAAAABwEBAAAAAAAAAAAAAAAAAgMEBQYHAQj/xABOEAACAQMCAgcEBAsFBQYHAAABAgMABBESIQUxBgcTIkFRYTJxgZEUI6GxFUJSU2JygpLB0fAkk6LS4RdDVIPxCDNEc5SyFlVjdKPT4v/EABoBAQADAQEBAAAAAAAAAAAAAAABAwQCBQb/xAAvEQACAgEDAgMGBgMAAAAAAAAAAQIRAwQhMRJBE1FxFGGBkaGxIjJC0eHwBTOC/9oADAMBAAIRAxEAPwDDqFChQAoUKFAChXcV0LQBa7ijgV0LQBMUNNKBa7pqQJ6a7ppQLQ00AnpoaaV00NNCBPTQ00rpoaaEiOmuhaU00NNCBPTXNNLaa5poSI6aGmldNc01AEcUMUrprmmgEqFKaaKVoAtCu4rlAChQoUAKFChQAoUKFAChQoUAK7iugUYCgCgUYCjBaMBQBAKMBRwtdC1JBKdEIYWvYFuIpZomcAxRY1yEghEGWXYtjO42zWzWXQjhzTu30aJ3Q2lvJEpk7FZ2Oq6KZbJKxMuN9ip2zmsg6J9IZLCf6RDHC8gUqvaq7BNXNk0upDYyM+RPnU7wnrIubcSiGC1XXKZl7kmIpDEIWdQZDnKjPeJ7xJ9Kgks46NcMa2ulS2ZP7RNbQTSFtbzvOUt1t8SHVEi+1kb4PkaJ1j9DrOKCBLWARyNfJbI4Zi0idniQvqOC3a+OPCqredPp5FtlMFqDavG8LKkupWR1fO8pB1Mo1HGTk70OMdPrm4nt5mjgX6NI0scaq5Qu763d8vqYlvIjFAaP0r6sLEaY4VWFppgFddcjIkcJaRUTVuzOuN+Wr4VEHqstYRMJJJZH7a0ihOAugzMmpXVWwxAbJ32HLeq7/tTvjgMlsw0ToQ0chDC4dXfV9Z4acDGNic5rrdad6XLtFase3WcZjlwrrEIRjEo7ukZwc7knywBOdIeqyPFzNHKIyqzvDCkR0YttMbhi0hYM7k4wTzz6UXiXVBEjIi3r5NwsLaogcf2czsUCtljgAD1PxqDk60L5oxGVt8asluzfUw7XtTGx7TGgnY4AJHj40s3Wvfk5KWu5lJHZyYPagA5+t8AMD055oCR4z0At7C04hLLmbTDbG3aQFHikmZ1dWVGwWGUOeW/pvI2PQ/h6W1vBNbO1xPBbyGYLMxSW4kCorOnciQHIw2AfXeqX0j6d3V7DJBKsCpLIkjdmjqcoioqgtIwCdwHGOed6km61L3EWI7YFOz1Hs3+u7LPZB+/yBOrC47w8sigJ3pL1Y2r3SfR5WhjkNx9SsZdgLbSjiLLnUzOebEDvemCWHqbi7V42vJBicRIRGn/DC4JcFtsA4yNuXntAr1o3oIJjtThJEwY5CCJHWSQn63OSyjlt6csGk61b46jotst2pz2cuxkUKWH1vNVGB6edATFn1QRNgm7l0tHaspESglp2YMpUtsAoVue2TzxRn6rouxjQuAVN5LJMkZMskcMpjiQAyaNThlIGBjHM0yHW5ciLuwQdv2gbWQxjCrF2aqserUGGxyWIznbeo6160b5NPctmCwpFpaOQhgjag7YkB1k89wD5UBO23U3H2kiSXcgxcGJGWJSCotxPqcFtsbrtkZA89i9H+q+37SxaS4acTlXZRGexkXs3dlWZCcMuncEjPhUFH1oX4UqRAxPb5Yo+rM5yzbSAZUd1dsAc886VHWxfjGEtRzJxHINTGMRdocS+0EGBjA35csAWE9Wlr9fKjK0c0MLQK8bfUm7mdIQmJOajTjVq9QarvS3q3itWtViuXkNxdm2AZFUjDiNmBB3w+R8R8VbLrWuA6dtBA0QaElIw6MRBvEqszsAA4Dbg+NRHHOn1zcXNvcaYkNrI8kKKpxl5A7GTLd4nABI0+mDQGj9IOrKwlREgQW3Zyy6pV1O7xQxfWFgzYLdtgZ8B8qTPVVZNcwYyscQto3QAk3EpVpZTIdfcBj07KfE/GmT9a96ZC4itQpjmj7Ls3KfXuJJWP1moszDzx6eNGj63r9Xd+ytSXk7XeOTut2Kwd3EvLQvjk7nw2ABOmnQe2htZL6Gc4eUmGNIy8QUzMghMwY6ZFUZOrGcEDJ5ZwRVv4z06uri0WzdYVjAiDMiFXkEQxGHJYjbn3QN6qpWgESK5ilStFIoBOhRiK5igOUKFCgBQoUKAWAowFGC0YLUkBQKMFo4WjBaAIBRgtHC0YLQBAtGC0oFowSgEgtGCUqEo4joBAJRglOVio4goBoEruinogo4t6EDDs672dSIt6MLegIvs6HZ1J/RqH0agIwx1wx1KG2oht6AjDHRSlSDW9JtDQkYlKKVp40VJmOgGpWuFacFKIUoBuVrhWlytFK0A3IopFLlaKVoBAiikUuVohWgESKLSxFEIqCROhRtNCgHoWjha6Fo4WpIChaOFowWlFWgEwtHCUqqUqsdAIrHSixU4jizsBvUtZ8ClcZI0jbc+vLAqHJLkmMJS4RDpDSqQ1c7HoxGM68uQQOeASeQGPSrFZ2aJsiKCSIxgAZPjuOYH8aolqIrg0x0snyZ9adH7h/Ziblnfu7c897GamrXoJcMRqaNcnHMnfyOBV8QjTJpXJQ4A8wT7R89xyqQjIDZG6FRpbn3thlsePMelV+0NlnsyRR7Xq+G2u45tpGlPmcseXwqUi6v7YBsvKxBAGSo95OByz91WxFOkeJUnP4wYk8tvH7qcpH7Xl48zgny86eLJjworsVpOgdmCw0OeRGXP2Y5j+dLQdFrNZFAgUiRCCGyQGwQNJJ7pz41YtJyvnjfOaaXIHd8MSjcnkM+hFRKbJjCJSuI9GLfUcJp9ATj76b2PRq31jWCwJxgsdjgkct/D7auV7BqlYY8iPmc/fTGS004OMYZT/iH8K2w3wX3p/Qxz/Dn91r6jO76FWbB9IdcMpBDk9w+HeyPEevOo686vY8y9nM40gFAyhs5AOCQR6748DVskOzrtvH4EDdcr643UeFI9sNUbeDIynyO2rc/tGsays2eDF9ii3nV9OpPZvG40avxkz6bjGcb8/EVX73o7cR+3C4GM5A1DHnlcitNF0VSPJ/7uXs2wTjfb4743pGfiJUSAuMh8EkgkA40nAxsfKu1nZw9MjIngpF4K1jiDwSF+1iTujGSACWA9kAb4qBvujMLbxOyEpr0t3gBncef31YsyZVLTSXBnzQ0k0dWXiHAJY85XUox3l3G4yNufKoiSGrE0+Clxa5I0pSZSn7w0i0dSQMytFK05KUQpQDcrRGWnDLSZWgG5WilaXK0RloBHTQo+KFCR+q0oFrqrSqpQgKqUqqUZVpaNM8qhtLkmMXLgIqUtGvkpb3UtEi+Y+JH8fj4eIqStUzgLls8wsig7kbY0j0HwNZ56hLg149K3yyPS5mT2EC+oAz8zRG43crzdseqjB+yrJATkAyMNWSO1VSp9S3gCR8hTpEQ9yZFjLey6+y+ckAg7ZPlk4HhVPtCveJp9laW0mQfDumE6e0ocb8iVbfnzyM4q8cD4xFcRnBOz5I2Voifyl228seXOqnxPoxpJKABhk6RycDmV8iME45HGR5U1sVkRxLAcSpnbwkXbUjeYI+W1W+BDLDqx/Io8eeKfTl+ZrHZnOo+1vllOCQBktpPdYH5U5tUJC42LYfl4L4NpbBPrUX0e4lHLGjqxWOUAAdxezZW78RycnB25b5qWLYVycAh8HZRheWBkkAb+YrLRqbHSLkE4IBbK7NqB9QV2HqKcIN2BGxHeGDjPp3d/nRV061yV06fq+WM+ODny9MV1jhCp2IIJ1Ywd87tpx8fOrkjM2LRxZCY+Ox28ORwR8qQuRkEhjjX+LrfkfKNs+Hp8adRN3xsPZGCChA33OrY/IUzuJVEeWZQNQzqkfAO+2pQCvxqZJHEW7OGLMwH5St4EfkHkd/HxrvE7UBT6b+XKnCD66LHiG5bfiA+O/wA6PxuPut7j9orbh/J0+pkzf7E/QhL5yEbGrYEA7jchvEuoOw/F5Y8dxTJ1+shAU91S2cMR7K8mGoZ9zffkvbwgBydIBXmQF8+bvld/Ijw88UymI1QNsxK6e72T41JjOvY4AwcAb5Neaz1IkXNMBHI3gJT2YAZiW3UFxnvbk89hn4Uynmw0aMcNJlnXVlg3PUfrMlc/ijIwc0vfDUkqY7RxLq7o1FM4OfrjsQAc48vLJppfMRPJgjPZBl7zufHkiDb4H1riy6hhPdHGrVghyJO8OZ2V9pMAfoj1pE3Ryw5EYVjq8Dyyw1sEP2cqQeJjFGg1ASd52YScs5O5fPz86Z3E4cyOdWjSF3By2nyBJPyFdJhxJP6cwzjmMBRgqsePFtXNh/Gm109vLkMQx7vfAOScHJyB54FQF1OSA8mTnIjjG3L38h5kioq44seWon0UlUHy3b31fBSfBnyuMVuTl1w0c42B8lOx338QM1GTQEHBGD5GmkHEJDyH3/eTT5bmQ+0uR860KTXJicVLeKY0eKkXSpByD4FT9lIOldp2VNUMGWk2WnjpSLrUkDUiiMtOGWkytAIYoUppoUBJqtHJApOaYLsNz91IB8nnufca5lKjuGPqHQbxNLo3uP7S+888/wBe+mcWee/LJHdO3Ibf1407hQ4zp1oV3xgFTnJPzxWWcrN+OCXA/t5DnBZ0bAKknUOed9IPLn76fW5yA5RHCjDjGlufPnnOPHAwPfTGBTiRFL5UIwXVnYDUe6vhuTuRjmakrRjqSVASGBaQLpcAKcklScAbZ3zmssjXEkLbuKrDLQtgMDuFPM7425c/AVJRwgLobLwsco65JQnOORJXON+WwprYCKKE3MsgFs5I0FMPIwOyIMDJOCSc4GD4ZqDuOm8+6WcawJ4YXtJD6s7ZHyG3ma7xaaU9+CrNq4Y9uS720TkPFJnVHgpJhV1AYIYamLHHOozilmFZJEGA4zgcgwOHUemfvqpjpPxMb9vL8QhHy008XrCnKBJoIJcEkEqyHJ55CtjPuxW/Dp5YJW7381R5+bUx1EaVWvJ2Wvo0Ck00KkgSILmPBC4ePCy94gjdSp5cwau1rOHXWhQlgFZdakeP44XOrxrIYusN0ZZFtbdWQMFbMndDe0Pa5GlG605GAUwWxAOQCWOD6DNcZMXVNyj3Jx5umCjLsazFPhcZwPYVJta7jmFmbfl5D76fIzDICyaQvgySKT5d7vkg4GMVj/8AtZuFABhhAztln58/FqSXrVm30w2+ScnSXBJG+chs1ysLXcl5ovsbOJCezLByd8fU7jl/d+9qbXdyUQsXkUavaQ9tjveCY2X3+6sjk61p9iYoQRyy8g8c797ffzoRda0+SUgtwc5OksM+pwd6l4m+5CyxXY2y2708J7x7jHLDDeyoyR4HflT/AItFlNqwj/a9cqwbs4Q2NiWfOD7z6UZ+ue6IwUg/eb+dXQXSUzfUaLJLl3VSpbs/ZWT6zmuwV+4vPx2Jx5U2uXP9ldo5M5CnuRTEblWDOvsHlkct/Ss9k6z52Uq1vAQV0kHWcjy58qaL1jsqhBb26qvJQ8i+Od8Nvy8azPA/M1rURXYu1zEGjnRWDguGIQm4LKSu5D8t/I7cj4UwvDiRUGEjC4jjRoszZxldOzLnwBwMjzyarUfWK2XK2lrmTZyuoFv1iDvSKdPwNKi0te6Tp3fKk88HVkVHsz8ztauPkySuFwqsYghVSqoY3kZP0iVYjH9e9hc22WSDu4GNQXs9JPP2CMj+VN26aIC39itQW9reQE/4qOvTRdiLG1yBgH6zOMYxnVUrTvzD1cfJlb4tfa2bTy9lfRByA9/P40ztLXVueWcD1P8AIVZDx+3/APltn/8Ak/zUovSWEYA4daDGcY7QYzz/ABq0KNRqJjc+qVyF26Kzoq4ltYyyq31k6owDAEd0jaif/C0g/wDFWjHxP0tVHwAFRXGeJPd3BlZVUtoUKucKFAUAZ3xtn41z8En8pftqzFpJ5FcFZxk1kYOptIml6OSj/wATZ/8Aq1P3qaOOjb+NxZf+pSoH8En8pftpndRaCQSDgZ292a6npcmJdUlRxHVQyuotMnOM8EeAIztGyyBihjcOCFIBOQMcz99Q7pVi6ZP2bW1t+ZtYQf1mBZ/4fOoHINV2duNKxqy0ky07daRZak5GxWu0oVoUA3Vv4mlFzg+aj08edIIDggeW3qM5paKQZDBtJ8cjaqJGuI7hIyHQqNu8pwPIfH/rTuNV37qbnQQuW3OTqHhgbfZzpij7bFCRoOyZJ35Z898+4VIiJmMqbnBDachSGxnOhdiACds+NUyNMB6iM3aIuTJHhEH45Gogr2ajBY58alOGfXTwFMZYpE6lVJBwckDAUAAepzUJ9LRQkmUbAI8UYNz1nBAbBOM5J2FS3Qzj6G/giXLRl20FvxSyHcE+JIA2HxriONyfB3PKoJ77jPpbf/SLsxR7RQkwxL4AIcO/vYgnPiNNGghCDCj/AF9TUZbDTcMrcw0in3gkH7jWt8L6BwSRwO0jAmMGdS6go0igwEd32SdiNzuN9jn6XQSxYsbyS5uvp/fofLa6OTLPojxVmd00v7QOCQO8OR8/Q1pNp0Qt3lkjEN7iEsHkYoolwCFEQKe0z8tyNIyTvS9/0BiiiunbtsxrM8J1IV0RopHaDTnJYtjHgvh47cuowTXRPuZMenzQfXHsZ91V2HbcUtlIBVS8jA+SI2P8RWvQ/GrOL6PNmNMdlJ+Kv5B9KyDqBstV3cz42jiVQf8AzXz90f21qPEb7Xa8RPMRidB4+zbqTj9otXzh7xm//Z+4EGWe7kUMO7CmoZ3wHlO/vQfA1PdecqRcPVFVQZZo12UA4TMp+1B86nOjHD/oNnYWQ2kcjXjzCtPMfdqGn9oVS+vQvPdWNlH7T6j54MrpGhx5DDH50JJfqY4MkPDmuZlXMzM+WAOI07qfMhm/bFI9fdvGtlAQihvpAAIUA47KUkZ8th8hVg6YTLaWtlaRd3tbm0t0H6CyIz/DQhH7VV7/ALQr4s7b/wC4z8oZaED3qR4Ui8NEjopMssr5IB2UiIc/DEefjU30R6U2fEGlW3hYdlp1M8aAHUWA0kE59kn5U86KcLMfDLe3B0t9HVS2M4ZkyWx+sSajuhPROHg8Exa41KSHeRwIwiouADuRjmc58aAz7ivRK1m6RfREj0wlO1mRCVGdDMwXHsAkx7D8o4xmtF4rxmw4fLa2f0fBmISJI40IXLqgLZIwMvz35Gql1YSrd8Y4lfLumAkbb7q7YUjP6MCn9qqr1y8bZeL6o5NDW8cSqwx3XIaUkZ2ziRflQkuPXvwy3FkkwiUTiVI4mUaSdWpmQ49oaVYjPI/HM50rto7PgkqhFDJarEDpGdTIIgc+eWzWMcG4vdcSvLOC4uXmX6RGQGKkDSdTnCgb6Aw+Jr0J0t4VbXUBgun0RsynZwhJQ6gMn1wfhQFT6kuFovDBI6KTLLK+SAdlPZjn4dz7aw3jt521zPLth5pGGOWC50/4cV6U4lHHw7hUohzogt5NGTkk6WK5PiSx5+teZOHui91k1ZwBy28PGu4RUpU3RzOTim0rHupY4kJQMT5geO/PFJfhBfzS/Z/KjcZbdV8h9+w+6o6tuozzxZPDg9lS4Xl6GPT4IZIdc1u7fL8yWsrlXbAjUcznbb7KLd8OdnLZXf3+7yplbWrPnTjb1xS34Mk9PnXcZ5MuJKeNyV3a2+yOJQhiyNwyKO1U9/uzv4JfzX7f5UXhdn2lxFDz1Soh9xcBvszXH4fIAScYAyd/KpfoAg+mo55QpLMfciEfewrJngo0uhx9X/CNWGTlb61L0X8kd00ve0v7llG3alc+GIwI/l3ai45/XxprPJqYs3Mkk8xuxJyfjSYfly9wrIbe1ExHLmuutRiS0/gn1bHnXaZTKIUrQpfTQqTiyHHrnI5Eb051HAJbY5GdHrnn600FxpxgnbwOD45G1ItKTtVXTZq61EkZ7tQJFJzlsqRsMg89Pljz86bz8RdiDyIGkHxxv8PGkIICxwBknkBzpwkSBdRYE6sFBnV784xU1FEdU5e4QCE7n5mpSytJI2jlGUIYMjvlFypB5kZONvCnthAe1QLHiObuAao2fJAB77DYgttsPCp6PoVfdiFe3JZZNQbtEZuRBzGz6ccvHwrlzb4O1igvzMS6dWoE6XUeNFyvaAqQVEi4EoBGx73e9dRpG344zAh5GBYKGyzYbT7OTncDwB5Vab/gNzJZ3EUsf/dFZrdsIGYqmJUKIxAJUHlzNZqDWvTaqeLdd+UzDqdNDJtfHDRa7rirOoEk7Mo3AaQsB6gE86jeIccdiSsjlmGl3LNll8UJJyVONwah6ecL4a876EH6zHko8z/LxrVl/wAhOcemKSM2LQwhLqk2za+oOz02U8xwO1nOP1Y0Vf8A3F6m+q65FzZSzHvLNdXb7+IaZsD3YwKx/wCn3tqq2VrfSEHV9SkaKFDksxZzlhkknn4+G1Ki/vOHW6xxcQaNRnRCkUZySctgtvjJ5n5eFYNzbsa3Y3v0njkwG6WVssfukuHDvv8AqRqPgahbKz+l9JZ5iMpYwxoPLW6HT8hJL8QKpPQXhPGrhJrmxuVjEspErSMA0rqMlt4n275HMb52prx08X4Q/wBZdBXui8rNGVk1sukMWLx5B7w2G1QSbHxDpfZjiMVg8bPcZXS2hGWMspf2icqdKg7DxFVzrwte2HD4Ofa3ip+8pQ/Y1U/hfQLjMzx8RSWJZpAJVkeQiQa0wCy9kVB0HGPAVB9J+L8Tju1guboyz28imMqEYI7opXSezXLYcDcc6A17rn4i0HC2WNyjSSRRqVJUjfW2CN/ZQ0/kH4Q4J+lPZ588OYsj5OPsrPeM9AOPXaqt1cwSqp1KrSkBTjGcJCN8Ej4mqna8d4rbSjh0d08ZSXsFRezKhmk04DlCcFmzn1+FAaX/ANn+2AsZZQQTJOdvEBY0AB8t9R+NTHR7oXJFxO8vrhonE2RGoySoLLjVqGM6UQbetUPgvVxxy0ZmtbiCIsAG0ysQwHLIaEg488Z3Pma50ps+kVtbvJPdl4uUnYspZVPNjiJWC+bKds+A3oCxwqlx0nHZhCtrbHJXGNfskEjxHb4/ZNRPXgPpF/YWXPVjI/8APmSMN8AjVW+r3o3xWSN7nhs0cILGNmZgC2nDHAMbjGW57bimNva8SueK9n22q+jZl7RyMKYdW4ITGnnju/jct6A1zrsvey4W6A4MskUY9wbtGH7sZFeerdwGBPIHNXbppw3ixntrO+uVmeVgYVDAqpLCMM2I1x7R3wdtVOP9jfE/O1/vX/8A1VMXTtENWqZUJL2JjloyT8P50T6TB+bP9fGpbpR0Fu7ARmfsmMrFEWJnkYkDPs6B6DbO5FS1l1R8TkRX0wx6hnRJIwcfrBUYA+ma0vVzbtpfJGdaWCVJv5sryAGI9kunVy3x44Jznypn9Dm8z+//AK1PdJeg3ELCISzaTHnBaJ2cITy15VdIJ8eWfeMk6L9DOIX6l4BpjH+8ldkVj4hCAS2PMDHrnarZ6nFkS6k9lWzSXyorhp8kG+lrd97b+5ATwSqMsTj9bPP0zUt0fPZ2fEZz+ZSBT6zvhvsUGrDddUvFQjEmB8AnQszlmwOShkAz7yKg+BW4ubebhpJineXtULDZmjTBgkXGU5E58/dg5Mji3+G69+5pxqSX4q+BSG/Gx5jzH/Si539x8TST5BIPgcfL1oxkzz+zHhyqmi/qsMGpWOWkM1zNSQ2Sy323KhUV2lClnNIKsZPhy5+nvpwiKP0hp5jICk8s7edFPj8thtSrD2tjyXfIGOXgKhssjEVAJ2YHuKSCo0gZ3Go4yRmndqxVkwyIdDewurVnVs3r4fKmi82UBt05B9th5+I25UpHOQI3XHdyCEBBHiCzcvHHwqtl8WkWPoLYq91ZkRkKJGLliCO4pkBA5j2PH0qMunNxPI43Mju+/kzFvuNTHQodkt7coy6UtpNAzlleQ6YwxwN+fLnmoK1t2bOjwx44/rlV2CFtKr9y5M2onSbutu/At+CpP0fn/pXfwXJ+j8/9K79Cm8z+/wD606sLd1JLnbG3ez7/ALq9PHpoSkk8cl77/g8yeolGLayRfu/rImRMEg+BxU7B0jEUXZwQ6D+WW1HPixGkZP2D7KYG7hO5jP2fzofSofzR+z+dZnghe2RfX9jR4063xv6fuPeE8fWBTiEtI27SM+7H93lnwzUReXbyuXkOWPyHkAPACnXFY1ULpUAnJ+7+dR4jLd1fabYe87D7aqzY3im4N8FmHIsketLk9KdVVsIOEWxO2tTIf+dIWX7GUVV+tvhRu+J8MtvCQS6v1A0bSH9xGq6cbxb21pAu2Z7KFfcsiMR+7Gaez8LBvhdvjEVu0ak+Gt9Uh+Cov7xqosJWFl3VcdzCkDw2BA+RHzrAuiFn+EOkEkrDMaTzTnbYiN9MAz557M+uk1qvDOL44ZNfN+OtxcDw7veMI9/ZrGKrXUFwXs7OS5Yd6d9IJ56Isr9rl/soDQ7a+1zzRDlEsWf1n1sR+7oP7VYVwOz7bpKw5hby4kP/ACjIyn98LWvdDuGXET3styFDT3TSIFbV9WI0jjyfPC8qoHVVZ6+NcSnP+7e4UH1luX/hEfnQE11ydLLqzFtHZyaJZTIT3UfIUKqrh1IGWcfu1OdZV40PCLks3faIRFuWTLpiJ2/WJqjdPP7V0isrfmsfY5+DNO/+FVqX6/rwiyhgXdpZht5hFYj/ABFKElg6pLLsuFW3m6tKf+Y7OP8ACRUXwPgOjpFez42NvG6++bSh+23f51Ocf4gOHWEGCAEe0h/Z7SNH/wAAarGtuocyAd5lVSfMKWKj4F2+dCDKL3+09Ko1zlbaIEjy0xM//vnT5VLdbXSDiFs1ulgsveEjSNHD23LQEB7jAc2PwqK6qf7Rxbid5jbUyIfR5Wx/ghSpDpj1sCyu5LVbXtTGFy/baN2QPjT2bcgw8aElQ6DcTveIcYtheu7G2WaTQ0ax6O5p3QKuDqdDv5VdetPpDfW0tqlksuk6mnMcHbHGpAo3UgHGvy8KzboJdcTa8lv7S3NwS7icakUN2h7Qx6nbK+BBGcYHMbHTOjvWPLcX4sJLEwyDX2hM4cx6U1cgmD+KOf41AVfrL6yobizltIobmOVymoSxiMhVdXOV1au8Fxy8a0CcSWPB8QKTLDaqsYVS5LhAq90A57xzVM687TtZrGGCINdSGTSRpDMqAEJk4GMnVv8Akn1pa66yuIWEMf4R4aQxyvaduiiQqMk6EV9Jx64548gAXo71oPb2o/CcN402tu/9GEaYJ7iAnQCcDy86pHBeOST3FzdSHKwQ3kyDAyhmfIXI5+0R8K2npRdq/CJpriJcG1aRomOoBjHqVdWBkhsANgbjO1efuHnsuF30ud5Ht4AfcTI/zU0BSQNh60UpRvtotQSzgbFdzQNFqSAxNdomaFBY5Px3xzOBRsjxGxx7Ph7vWkz7ht65roYb4YjxG1cFliqk4BGW0E7EbAedKo3Nk3U+0nIbtyAzlhy/oZpvqBOxOSPLO9d1AnmVbz+HLAG1KOky42GlOEzsuR9Iuo0A8AIx2hAyc4ztvUPbwykZQNj0OOXxqb48Sljw+JjlmSWdz5mR+4f3c1EQrMANOrHMYx471pwRTe6f/PJlzydbV8eAdhP+n+//AP1RZY5gMtqA8e9nnt50r/aP0/sp3MyiNRMTvz55zz8PfW2OGEoy3kqX6tl9jE80oyW0Xb/TuyFo9umWUeZH309/s/6X+KjRSW6kMNWR+tWeGmXUrnGvUvlqH0uoSv0Fb6aLVh1JIHh67+dE6LGIXtsZ2VIlmjd2Y4VQja9z+zj40wuZNTk+BP2chU5Hd2cUOEQTS+boQM+e42UeQ3++udTm8Wbe3L+Pr5nWnxeFBLfhfD9jTemvTeymu+GiK5jeKK4M0zg92PSpVMnzOpvl6066x+sO0bh80VncxyzSr2YCEnSH2diRy7mrfzIrLLG6sY0JcdrIdzmIgZ/JQEYUf16UlYXdplpZlUsc6YljOhB4DlhmPmaz0XmldNeltiODmztLmKSQxwwKqnYKCiuWwNlCg0+4j05sbLhfYWF3E80cKxQhMMdWAvaEEY23c52OPWsnsLu0LmWZVHgsKxnSo82OMMx/r0QhubaSbXKoijX2Y0Q979dlH9cveoGwdX3WPCbQHiV9EJzI+z6EIXOE7qKBUb1Z9JbC2N/JPdQxtPeTMgZsEx6iUb3Es1Z3xC/tHISNEjQ7vKIu9+qi42J/KPKnqX/DQANCnG28TE/EkZJpQs1deO8AF0bwXFv9IP8AvO0Yn2NGwzj2dthVB6XdMbfiPE7I5MdrbygmSTuhhrSR2K81UiMKM778hVI43exSNiGJEQciFAZvU+Q9Pn6SHDZ7GKM6x20hGTmM4z4KuoYA9f8ApQF266+ltrd28EFrOsv1pkcoSQumNkXJ8yXJ/Zq4w9Zlj9CDm5jE/YZ7InD9oI/Yx56tqwe1khklLz4jT8iNDg+SjSNh5nmfufXd3aSSBQqxQruWWPvyfojAyq/bQGgdTHSCxsrOQXF1FHLJKSVZsHSqKi/Mhj8amuJT9Gp5Hmmlt3kc5Zu1kyxwByDeQAwKzccR4b+bX+5P8qgeN30UjYhiREHiFAZvU+Q9P6CgjTOqjprYWy3MMpFuHnkmjZs6CjYVI8ncMqgbHn5nerPa8f4BFcSXcdxbid9Wtw7szasFsLvucDkPCsf4ZPYRph/rHO5LRMfgoI2FQfErpZHJSNY1/FVQBt5sRzNAaDe9YkEvGbe9aOT6PArRr+WNYdTNoHhh/Z54HntV94/x/gF6EF1cW8oTVpBkYY1Y1bKRzwOdYZwM2ynXcMTj2U0Mw97EDB91Lcc4hAwCW8KAHGX0AMf0VGMj30BpHWp1iWktq1naN2vaBNci7RoqsraQT7ROnG2wyd/Cs46UI0PDLOB1KvLLLOynYgABIyw5jKnO/rTgRRcNRZrpRJdMA0FseUXlNP6+IT+O60zinEpbiRpZnLu5ySfsA8gPIVBI1oUWhUAFA0KFSDmKFChQgVG3kKOGI/GH/WkwPTxro/V8f6FcliYfWcY1ctxj+fhSiEsQhJbUe6BzyTjx9TSR8e6Of9Yo6OVbOrTtsV8PLGORoTZovTXgVy1yEitp2jhhhhRlicqQiZ7pAwd2I+FRI4PxH/hrn+4b/LVdXjN1yM05JGR9bJ8/ao0fH5wQWlnIxy7aUZ9c6qsjklH8ra9HRVLHGX5kn6lg/BHEf+Guf7hv8tJzcAv2xqtbk45fUv8AwWq23HLn/iZ/71/50pFxq55/SZ/IfWv/ADqZZptVKTfxOY4oJ/hivkWri1lZWYgS6W77eSFJHVGjUIWJGgh1yCMGkIpOGOyrGt47MOXaQLpO+xLIB65zjeq9LczOSkk6sGUEs7l847yrqwSDnbHrvTd5spGXZWCkjQo0sAcHdgORPqSKrsuUV3LSH4doL9nebHGntrfV47hdOcbc/dQnl4Ymkst2Qwz3ZYG0/osNOzelVzRhzmHCyg9nrY90Z5hts4xjJ+VERecBEQIbPaE5xjb2hkFT6Cotk9KLIbjhYOCl8M+yS0O488aKFxLw6PHaRX65GR34Nx5+zVba5z/32tyAQhDYC+q7HIzvjauwyFdOiQFiSGyNk9cnORj0pbHSiyC44V5XmfLXD/kpOe84UuMLesD4h4fl7FQTFxrARGCn2gAc+WDzIoI8oZezRQ+Ce6qnw5+Q2zUWyXFE0b7hn5u+/vIP8tc/CHC/zd9/eQf5KrEzEnJ5+PhSVdoqlsy4C74Xj2L3O2Brh3+OmlHk4cNWYrzu8/rrb3bbd74ZqoKQBuucn2t9seA8P6FGPZd7Gv8AR2HPI9r0x5VFs7pFnW+4Wf8Ad3wHmXh29fYoG/4X+Rffvw/5KriliwGtWAGQGOFGBkrv6+XOkw50k9zcjK+PicjyHuPlSyKRafpXDdvq70Z/+rb/AG93b40X6bwz81fYHiHgI+eiqqdII2b9IE4z5422+2ibYO+PIf60sikWwX/DDnEV8cc+/Dt4b9zzNF/CPC/zd9+/B/kqru3mfDbGPgDik8+AFSQWz8JcL/N3395B/kpW36S2VvmS1gmafGI2naNkjP5YVQMsPDNUw0AaEDi7u3ldpJGLOxyzMckn1NI5rhoZqCQUK4aFSQdrhrtcoAUKFCgDZoZHrQoVBJ3I8ufKu+h+yhQoSGiXUQAd/XlXJHYDSSdidvAHkcfKhQoS+BNRmlQV3BzyOMY5+vpmhQoc8IPFGWUsqDEe7nPMEgDIJ8z4DxpZjj8WP6wcsexuOXkfd51yhQ7QkQBqVss34pB2HLfBG4x7qPscI4CYO7BQzbj3jPnzrtCgDqJNBf2o0YDc7ZPLu+4UiZUOolMFuQBIC+4fwrtCoEnQUaNu82Rz2+6jCIHZXwu+7AjfGwwuf6NChR7CO7oQkz40WhQrpHEuRwruFBB2B2Hr545Uo8cmWQqpZu8dlzsM5B8OfhQoVyW0N9Sk7rgeOM5PruaMuCAWHdBxtgMfHng+fjmhQqTg4Zm3YudR2Oc7j1Py2rjHYKDkcyMYwfEZ8dgK5QoQc5k4GNvf6UUnYUKFSQcNFoUKEHaFChQAoUKFAChXKFAChQoUB//Z)"},{"metadata":{},"cell_type":"markdown","source":"## Inspiration Story \n### Michael Jordan's Dedication\nDuring the end of the 1996-1997 regular season, Tim McCormick of the NBPA had an opportunity to go watch a Chicago Bulls practice. The Bulls were pursuing their 2nd straight (and 5th overall) NBA Championship and had set an NBA record with 72 wins the previous season. As excited as he was to be there, he was a little disappointed because he assumed he wouldn't get to see Michael Jordan practice. After all, the Bulls just played four games in five nights and he assumed MJ would take a well deserved day off. Especially since they won all four of those games and his Airness had scored something like 38, 42, 46, and 34 points (and played over 40 minutes each game).\n\nMuch to his surprise, MJ showed up 45 minutes before practice. He began with some form shooting and then quickly moved to a variety of up-tempo shooting drills (using an assistant coach as a rebounder). He got up around 200 shots. He was focused and intense and was in a full lather of sweat by the time the rest of the team arrived.\n\nSensing his team needed a light day, Phil Jackson told the team that practice was only going to consist of a scrimmage to 20 baskets. MJ proceeded to score 12 of his team’s baskets and assisted on three others. He dove for loose balls and even took a charge! Needless to say, his team won easily.\n\nOn a day when Michael Jordan deserved to take a day off and rest, he still outworked everyone and gave 100 percent. His commitment to excellence and his competitive fire never stopped. Michael Jordan wasn’t great by accident."},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load in \n\n# Input data files are available in the \"../input/\" directory.\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# Any results you write to the current directory are saved as output.","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Importing Packages"},{"metadata":{"trusted":true},"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\nimport matplotlib.pyplot as plt\nimport seaborn as sb\nimport plotly.express as px\n\n%matplotlib inline","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dfTeams = pd.read_csv('/kaggle/input/march-madness-analytics-2020/2020DataFiles/2020-Mens-Data/MDataFiles_Stage1/MTeams.csv')\ndfGameCities = pd.read_csv('/kaggle/input/march-madness-analytics-2020/2020DataFiles/2020-Mens-Data/MDataFiles_Stage1/MGameCities.csv')\ndfCities = pd.read_csv('/kaggle/input/march-madness-analytics-2020/2020DataFiles/2020-Mens-Data/MDataFiles_Stage1/Cities.csv')\ndfSeasons = pd.read_csv('/kaggle/input/march-madness-analytics-2020/2020DataFiles/2020-Womens-Data/WDataFiles_Stage1/WSeasons.csv')\ndfNTDR = pd.read_csv('/kaggle/input/march-madness-analytics-2020/2020DataFiles/2020-Mens-Data/MDataFiles_Stage1/MNCAATourneyDetailedResults.csv')\ndfTourneyGames = pd.read_csv('/kaggle/input/march-madness-analytics-2020/2020DataFiles/2020-Mens-Data/MDataFiles_Stage1/MConferenceTourneyGames.csv')\ndfTourneySeeds = pd.read_csv('/kaggle/input/march-madness-analytics-2020/2020DataFiles/2020-Womens-Data/WDataFiles_Stage1/WNCAATourneySeeds.csv')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dfSeasons","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dfTourneySeeds","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dfTourneyGames","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#dfTeams.style.background_gradient(cmap='Pastel1_r')\ndfTeams","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dfGameCities","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dfCities","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dfGameCities.CityID.unique().shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dfCities.CityID.unique().shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import plotly.graph_objects as go\ndf_plot = dfGameCities.merge(dfCities, left_on='CityID', right_on='CityID')\n\nfig = go.Figure(data=go.Choropleth(\n    locations=df_plot['State'], # Spatial coordinates\n    z = df_plot['CityID'].astype(float), # Data to be color-coded\n    locationmode = 'USA-states', # set of locations match entries in `locations`\n    colorscale = 'viridis'\n))\n\nfig.update_layout(\n    title_text = 'NCAA Game Cities',\n    geo_scope='usa', # limite map scope to USA\n)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#dfNTDR.style.background_gradient(cmap='Pastel1_r')\ndfNTDR","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dfNTDR.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df_plot","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":1}