{"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_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# A Story of Winning\n\n**\"Thank me by doing a good job.\" -  Page 210 in The Education of a Coach by David Halberstam****\n\nBill Belichick said these words above to Scott Pioli in 2000 who became VP of Player Personnel with the New England Patriots. Together, NFL Coach Bill and VP Scott won three Super Bowl championships in four consecutive seasons. No team had ever accomplished this and it was about results.\n\nThere are so many factors that go into winning football games and uniquely special teams is one statistic that we will learn more about how to analyze in the findings below in a measurement that we will call *4th Quarter Kicking Index* for the time-being.","metadata":{}},{"cell_type":"markdown","source":"* [The Challenge](#section-one)\n* [Data Logic](#section-two)\n* [Project Output](#section-three)\n* [Visualization](#section-four)\n* [Conclusion](#section-five)\n* [Appendix and Dedication](#section-two)\n\n\n\n\n","metadata":{}},{"cell_type":"markdown","source":"<a id=\"section-one\"></a>\n# The Challenge\n\nIn this recent 2021 study of [Super Bowl Geography](https://public.tableau.com/app/profile/ben.millar/viz/SuperBowlGeography/Dashboard1) converting Kaggle text file data to Excel and then Tableau, it was found that only two teams had won the Super Bowl six times by a narrow margin. On average, the Pittsburgh Steelers and New England Patriots won their Super Bowl titles by nearly 6.15 points:\n\n![SBDashboard1.JPG](attachment:aaaad7f8-cbe8-45f0-b625-0d100e448962.JPG)\n\nHow many games have we really seen won by a close score? Countless in the NFL and this is why we will focus on one category in this notebook's research... field goal kicking. \n\nThe Patriots won each of their first three of six Super Bowls by exactly three points (or a field goal) and also lost by a field goal attempt that hit the post that would have won the game when Tom Brady, who Coach Bill Belichick and VP Scott Pioli above originally drafted to win these aforementioned championships, brought the Tampa Bay Buccaneers back home to New England in a 2021-22 regular season matchup. Tampa Bay also became the first team to win a Super Bowl in their home city after this data was collected.\n\nNow that we understand through these stories how impactful field goal kicking is to the game of football, let's take a closer look at how we can measure this in greater detail in the next section.","metadata":{},"attachments":{"aaaad7f8-cbe8-45f0-b625-0d100e448962.JPG":{"image/jpeg":"/9j/4AAQSkZJRgABAQEAYABgAAD/4RCURXhpZgAATU0AKgAAAAgABAE7AAIAAAALAAAISodpAAQAAAABAAAIVpydAAEAAAAWAAAQduocAAcAAAgMAAAAPgAAAAAc6gAAAAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEJlbiBNaWxsYXIAAAAB6hwABwAACAwAAAhoAAAAABzqAAAACAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA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9qbF/rk+ooAUttdSOWUDNNcbXIHTtSU5uVVvwP4f5FADQCTxzWxY27xQFZOPmziixgUWsbMq7vvA/WrdABRRRQAVzXjRd9hb/APXX+ldLWD4qTdZwf9dP6VpS+NET+E5jw/FjX7Q/7f8AQ16LXD6LFt1m2P8Atf0NdxWld3kTT2Ciiiuc1CiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKiuf9Uv/AF0T/wBCFS1Fc/6of9dE/wDQhQBLRRRQAUUUUARQ/wCtuP8AroP/AEFalqKH/W3H/XQf+grUtABRRRQBFN/rbf8A66H/ANBapaim/wBbb/8AXQ/+gtUtABRRRQAVFbf6o/8AXR//AEI1LUVt/qj/ANdH/wDQjQBLRRRQAUUUUABrn5X8yZnxjcc4rfY4UkDJx09a8ltviQonZNQ08qu84aB8lRngbT1PvmtadKVS/KRKcY7ncUVi2Xi7RL4DZfJC5GSlx+7x+J+X8ia2QQyhlOVboR0NTKEo7oaknsLRRRUFBRRRQAUUUUAOPyxAf3uT/Km06TiQj+7x+VNoAKKKKACn/IyruYg4xwKZRQA4iPszfiv/ANen/KI2aMn+71/HP6VFTukP1b+X/wCugA8xu5z9eaN+fvKp/DH8qbRQA7ch6pj/AHTR8h7sPwzTaKAHbVPR/wAwaPL/ALrKfxx/Om0UAP8AKfsAf90g0CGQkfIwyfSmU+IkTLg45FADXOXY+ppKKKACiiigAooooAKKKKAFwWQqnDn9R6VWq1H/AK1P94VVrek9LGc9wooorYzCrOd0aN04xjPp3qtVgcwx47Ag/mayqbFw3Ciiiuc1CiiigAq/ZRorPdnsMYz3/wA4qhWnFIJrpIYj+5jGTx94inewF9c7Rnr3qJ51SVY8jex4Ge2M5qaucu5XN/I285ViARxgVUY8zJk7Ec8jPM29y2GOMmo6KK6VoYmxo0qmJ4+dwOTzxWnWVosTASSn7p+UCtQMG6HP0rmn8RtHYWiiioKCiiigAooooAD04rCugwun3sGbPJArallWGMu5wB+tYdxN58xk2hc9hQBHRRRQA9MMjIc56j8qSP731BH6UiHa6k9AeaeqeXKCzKArc80AR0+Ib2EeMhj27e9JhB1Yn6D/ABpVO4hIxt3EdTQBvqMAD0paanCj5t3qadQAUUUUAFZHiFN9rF/v/wBK16z9WiMsMYVS2G7Crh8SJlsYelxbdUgP+1/SusrCsbZ0vYmKMAD1xVrX9Wl0XSnvIrNrvYRuHmBAo7kk5PsMA846DJFVXdigrI06KKKyLCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDzK48Ya5bNqqSXXH9pmGzk8pMIiXIjePpz8roQTk/e9K2G+IFzJLfNY6DcXNra/aAs4Miqxh5O5jHtUNhsYZjkAEDNbs3hXRbiDyZ7IOn2tr3Bkf8A1xO4tnPc9untUlv4d021uZ5reKWP7QXaWJbmTymLfePl7tmT64oAw7bx/FeakLS1sd5kubeGFvO/1iSKxZwMfwbG474HTNR+LNU1/TfEFrZaVN+61hBb27siEWkwYFn5GSChJwc8rW1YeEtE0yaymsbHypLFGS3bzXbYGJJ6k5+8eucZ4q/d6XZ311aXN3Dvls5DJA24jYxGM8Hng980AcndfEF7G3kuW03zrJXuYIZzcYklkgRmJZNmFDbDyCfp2qPW/GuoaVNoF1NbJHHqEMzGzWYEOx8oRBpWUbOX5PQep4rffwfoUk88r2RJnEodPPk2AyrtkKpu2qWBIJUA81YvfDek6jDBFe2azJbwPbxKzt8qOAGHXnhRyeRjINAFHV9YvLXxDo1jGRGJop7m6SPDbhGgwgJHQs3UAHjtmuSufFGof8I3b6jqd/qKjVLaeVEs1gSFMRu3lq/+tRxtHzncM9j27i50FZdS0e7tpzCdL3oqsC/mRsm0qSTnPCnPPT3qvJ4I8PysfMsWKHzMQ/aZREnmKVcrHu2qSGPQDrkUAZtt42WPU9N00W3nxTtDbtOJnd43eLeN58sITxz8+7vt7VDaePb2/wBMlnh0qGCV9Kk1G333RcEI21g2EGOeRgnI9O24vg/Q01CK+SzZZ4XWRCJ5AoZVChtm7aTgAZxk1JbeF9HtI447eyCpHaNZKDI7AQsdzJyeckdevvQBkad4xu5b7SbLU7G1tX1C2SYTtcOqSFhnbFmPDMBglSwI3YGepveNdTvNI8NtdafN5M4uIU37Q3DSKCMEEdCalj8I6RC1u0MU6tageQWupHCEAhW2sxViu44LA44A4Ap0XhXSo9JsNOaKWS2sCrRI0z4ZgQ2XAID8jPIIz2oAwZPH15OdQ/szRXkht1uRHdyeaI90IPLny9oBw2AHJyADtzxZPjG8tLHQ5NRsbWE6nGGe4a4dLeIkAqu7yzhmBJCtgcEbj1rZi8NaXDNcvFDKi3W8zQi5k8py4wx8vdsyfXFRSeE9Iks7e1aCVorUbYle6lYYBDBW+f51BUYVsgY4xQAzwfqdzqmg79Qfzbq3uJraWTAG8o5XOAABwB0rXujiEH/pon/oQql4e0YaDo0dj532iQO8ks23b5jsxYnGTjk9M1euf9Uv/XRP/QhQB5Z4n+OttpElrHo2iNfNcRSSj+0L2PTtoSR4zxKN2cxk4wDjFP8AC/xytdY+0LrOivYvD5XGn3keohvMcIP9VznLDjBNeg6x4Y0LxCE/t3RrDUvLGEN3bJKV+m4HFLo/hvRPD6MmhaRY6cr/AHxaW6RbvrtAzQBynjb4rWPhFbqKLTp727tp4YGjmcWkRMisykSyfKRhDkjIzx1rmvD3x7bU9ahsdW8O29mkzMqy2et294w2jJyiYP416xqWlafrFobXV7G2vrdjkw3MSyIfwYEVnaX4J8L6JdfadH8O6XY3A6TW9nGjj8QM0AYt98S9I03Rl1QW1/It5bSXkEb2zRfKkakhmYAKfQHr16c1wcX7Rlx9oDT+FbJbU7SXj8SWskgBP/PMck+3WvafJiuBdQzxpLE7bWR1BDDYvBBrFi+HfgyC7FzD4U0WOdTuWRbCIEH1Hy8H3oAhi+IOkS6TPfiHUBHBdpZuPsbn94xABBAwV55bOB3rzu//AGhp4dSmg0/wvZzQRSvF5lz4htrd229T5bcr+Ne2BQFAAAA7Vz954A8H6heNdX3hbR7i4Y7mllsY2Zj7kjn8aAMbw38TdM8TQWkgs7y3mNq168aRGdFRd6kB4wQzZU4A5PbNcz4k+Pkel3qQaNoCXqtbRXO++1SGxIWRQwGx8knDDNeqxWltYR2ltZW8VvBG5CRRIEVRtbgAcCqOr+EPDmvzCbXNB03UJVGBJc2qSMB6ZIzQBx/hH4yWfiJlh1DSpbG6e8SzVLO4S/j3urMDvi6L8pycYHU4HNek1Q0rQ9K0K3NvommWmnwk5MdrAsSk+uFAq/QAVFbf6o/9dH/9CNS1Fbf6o/8AXR//AEI0AS0UUUAFFFFAGX4j1dNC8P3V/INxjXCL6seAPzNfPJOTk812Xj/xbPrOpS6bBmKytZSpXvI4OCx9vQfj9ONr2cLScIXe7OCtPmloFWbLUb3TnLWN1NbkkE+W5AbHqOh/Gq1FdbSe5jdo6yx+IeqW+Bexw3i55JXY35jj9K63T/F+m3OhtqN9vslEwgCt84LYycEDJGPavJq1PDlp/aHiKwtmAaPzg7I3QqvzN+YWuSrh6bV9jaFWadj2Xy27fN9Dz+VNIIODwaCc9acJGHGcj0PIrxjvG06MAyDPTqfpRvB+8g9yOKVSgycspIwOM4oAYTk5NFO8vP3WU/jj+dIUZRllIHqRQAlFFFABRRRQAU+RSioD6ZplOkPzY9AB+lADaKKKACiiigAooooAKdH978D/ACptOTjcfRT/AIf1oAbRRRQAUUUUAFFFFABRRRQA6L/XJ/vCqtW4RmZMc/MKr+TL/wA8n/75NbUzOYyin+TL/wA8n/75NHky/wDPN/8Avk1tdEWYynJI8ZyjEfTvS+TJ/cI+vFL5Enov/fQpXQWZIrCUfKAH7qO/vRUfkP8A7P8A32P8amkz8pbqVGec+1YTSWqNYt9RtFFFZlBWhpUfzPJnp8uKz61dLTbbs395qALrZ2nHXHFcsxJYluTnmupIypB71zVzAbe4eM9AePpW1LczmRUUUVsZmneXsS2iRWbYz12jGBTdHm23DRE8OMge9Z1SW8hhuEdeqnp61HKrWK5tTp6KKK5jYKKKRmCqWY4AGSTQBkXF9cGRlz5eDjAqAXMy5xK/PXmnXc4uLguo46D3FQ0AKzMxyxJPuaSilCM3KqSPYUAJRTvL9WUfjSFSpwwwaAEp7ozTPtUn5jnAplPlYs3JJ4B5+lACeXj7zKv45/lThDuJVCWbbnAHWowCSAoye2K0bS0mWaN3GwKCD79aAIrGd4N2UZo84OOoNakZYliy7R2GeaBEqrhPl5zxTsc5zQAtFFFABRRRQAVl+IdLutZ0mSxtLuG1EvEjywGXjrwA64OR71qUUARwLKsCC5dJJgo3vGhRWPcgEnA9smpKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACisXxdq9zoXhi51CyWJp42iVBMpK/PIqHIBB6N61QTxTcabf6rY64sM0lhFFcLNbAQrJG524IkfCkNnq+CPTpQB1NFefXPxJe4N3Jo8MJht7eFsTjcwka68lhlHKsu3kFSRyDntW1c+PtJs9SvLK5WZZLSKaVijxSbhHjcNqOWUnORvC5waAOnqK5/wBUP+uif+hCoNJ1JdW02K9iheKOUZQO8b5HrlGZcfjU9z/qR/10T/0IUAS0VyniX4neDvCLRpr+uQW7yglERHmZsMVPCA9CCPqDTvDXxK8IeLhJ/YGuQXBjKh1dWiYFjgcOAeTwMUAdTRWJ4h8YeH/Clm914h1WCyiRlVtxLMC2So2qCedpxx2NYehfGPwH4k1JbDSPEMUly+dscsEsO76F1AoA7KH/AFtx/wBdB/6CtS1lz61pmnWtxe3t/bw23MolaQYZAikkeoxzxXIw/Hf4b3F6LWPxNH5jNtBa1mVSf94pj9aAPQqKqpqVjJam4S8gaEMEaQSjaG6YJ7Hkce9cXqPxw+Hel6hJZXniSMTxsUcR200gUjtuVCP1oA7mb/Wwf9dD/wCgtUtZGm+IdI1+3s7vRtQgu4ZP3itG/O3awzjqBkHqO1YniH4teB/C10ttrWvwxTsiyKkUckxKsMg/IpGCKAOyornvDfj3wx4ut/O8Pazb3a+YI8ENG24gnG1wDnAJ6dq6GgAqK2/1R/66P/6EalqK2/1R/wCuj/8AoRoAlooooAKKKKAPEPiJoqaR4pd4FKwXa+cvoGJ+Yfnz+NcpXc/FXUVufEkNmi4NpFhm9S2D/LH51w1e9QbdJNnm1LKbsFFFFbmYV2Xw4s/M1W6vGAIgiCDI5DOeo/BWH41xteoeALP7N4ZEzAbrqVnBA52j5QD+Kk/jXLipctJm1FXmdPRRRXiHoBRRRQAUoYqcqSD7GkooAd5h74b6jr+NObYCMp2B+U1HjPAp0mPMbHTPH0oAMIf4mH4UbM/ddT+OP502igCRbeRwSoyAQCQc0xzudj6nNOiYg4zx97HqQKZQAUUUUAFFFFABRRRQAU+PAV8jPy/1FMpw/wBU31H9aADMf91v++v/AK1HyH+8v602igB2I/7zf98//Xo2qf48fUU2igB2xf8Anov5H/CjaP76/r/hTaKAF2HbkfMO+O1GCegNICQcg4PrS72zncfzoAWL/WDPTBB+nem1KjhmIk7jG4CoiMEigAooooAKKKKACnk5hUdgxplKrFen5EZoASipWVNodVbaevPQ+nSmbl/uL+JNADa1NKkzE8f905/Os3eOyKPz/wAau6ZKBMyNgFhxwBmgDUrH1sDzIj3IIrYrC1abzbrYOkYx+NaU/iJlsUaKKK6DEK0NLtBMXeVMpjAz61RWN3GVRmHqBmuhsYfs9oiE5PU49azqSsi4rUsUUVUvL0W42pguf0rnNSxJKkSFpGwKyrm7N0NoYRqD0OeahaV5t5kYscZH51FQA7CDqzH6Cjcg6Jn/AHjmm0UAO8wj7oUemB0/GkLFjliSfc0lFABUibXGHz8o4IPT8PrUdSJ/qnPuAf1ppXdhPYTyyfukN9D/AEqxDaiVVeVwkYHJz19qigTfMoPrzV6PT9zK08m8KMBQKqceUUXcfFNAW2WkeTjqFx+tWlBwNxBOOcUKiooCAKB2FOqCgooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAM/XNHg1/R5tOu5JY4pShLwkBgVYMMZBHVR2rNm8GWV1Bd/a7u8nuruSKR7x2QSKYiCgUBQgAweNvOTnNdFRQByMXw50tBdl7zUJXvNvnSPIm5iJvOzwnUt19qnh8C2NvqBuoNQ1CMqZzDGsqBYDMcuV+XOc4PJPT04rp6KAM3QtDtfD9g1pZs7rJK8zs4UFmY88KFUD2AAq5dcwjP/PRP/QhU1RXP+qH/AF0T/wBCFAHBa18GfD2pfZzpV5qnh77PE8SLpFz5KlGdnKkEEY3OxwMdadovwc8PaYs39qXWpeITMIw39r3PnABGDKAAAMAqODnpXoFFAHIeJvhnoHiYXEji5028uZo5pb3TpfKmZ41Kq2cEZAYjp/KsbR/grpWnanHeX/iHxDrHlMzLBqF6Hiy3UkBRz+NekUUAcnP8PPDF7p/9n/2XFbxWsL2ls1v8jwxui7gpHr15zzzXLp8B9MEoE/i7xXcWw2g20mogoyg5Cn5OR7V6fD/rbj/roP8A0FaloA59PAvhpLGW0/si3aKa5S7k3AlnmTG1y3XIxXH3XwM0yW9kmsvFXijTopJGkNta34WNC3XaChxn8a9QooA5HSfh34c0GO1jhsvtcogeye4vG82SSFg5ZGJ4wSTnjmsbWvgroepXKy6Zq+t6EFgjt/J0y82RsiAKoIYHOAB37V6FN/rbf/rof/QWqWgDiNA+FHh/RCJLuS+1y5W6S7W51afznWVAQrDAA43HHHv1rt6KKACorb/VH/ro/wD6EalqK2/1R/66P/6EaAJaKKKACiiigDxH4lW9zF4znkuUASZFaFlHDKBj88iuTr2X4m6ImoeHDfojNcWXzAr/AHCRuz/P8K8ar28LPnpryPPqx5ZhRRRXUYgASwAGSegFe4WNoLHT7e0Bz5ESx5x1wMZ/SvLfBjaWnia3fWjiJeYskgeZkbc47fXivWa8vGyd1E7MOtGwooorzjqCiiigAooooAdH/rAfTn8uabTl4Rz7YH+fwNNoAKKKKAHJjnJxkcGjYT0ZSP8Aex/Om0UAO8t+ykj1AzTelFSSSP5jAO2ASMZoAjop3mH0X/vkUbl/55r+v+NADaKdlP7rf99f/Wownqw/DP8AWgBtO6RfVv5f/ro2qej4/wB4U4qpjADqSCT39qAI6Kd5Z9V/76FBjbsM/wC6c0ANooooAKKKKACiiigAp0nOH/vDn602nj5oT6qePpQAyiiigAooooAKKKdHj5s4JxkZoAVDtjc9iNv+fyplKzFsZPHYelJQAU6NzHIrr1U5FNooA1JtSABWNDuHGT0rObazFti7icknnP50r/fJ9efzptdMYpIybYucdAo+igU5mYRqQTnJGfyplKf9SfZh/WlP4QjuMJLHLEn61JFPJCT5ZxkVHRXOak0l5PKoV349uM1DRRQA6P7+PUEfpTafCcTKcZ5prrtkZR2JFACUUUUAFFFOEbkZ2nHqeBQA2nIxVht5J7etOWEs2Ay59Ack/lUhURRkqvzAgZPUcZppXYMiYANx+NbdsMWsf+6KxEUs4UAnJ6Ct6NQkaqOgGK1qbJERHUUUViWFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAGJa+J4r+6ZbHT765tFuDbG+jRDDvBwcfNvKg8FgpHB5wM1ZbxFoqRyyPrFgqQsFkY3SAITnAJzwTtP5H0rlh4Jv4ptNto00+S103UhdQXrsRciHeXMRUJjqx53AHAOBTR4Gv4tN05Ve3kmtL25nkiS6ltxKsu4D96g3BgCO3PI6UAdg+s6ZHPbwyajaJLdANAjTqGmB6FRn5s+1FtrOmXl0bW01G0nuACxiinVnABwTgHPXiuQi8BGDUw4sbeSwkit1Nr/alwgt2jJPGF/egZyN2OfTNWtF8IX2m32kTyyWxFlNevNsZssJmBXHy84wM59O9AGh/wmlkNabTjaXgC3q2JudqeWJmXcF+9u6d9uK0R4g0ZmmUavYlrc4mAuUzGd23Dc8fMQOe/Fcq3gm/bxVPqCrYRrLqcd6t6rt9ojjVQGiA2Yw2MH5sYPQ1WPgbU57q8m124juoXsbm3LpPLK7l33oyxldse0ADYnGQKAO/iureeaWKGeOSSFgsqI4JjJGQGA6HHPNFz/qh/wBdE/8AQhXPeArC8tPDCXGrq66jfytdXIkXawZuACOowoXg10F1zCP+uif+hCgCnqviLRdBVTrer2GnBhlftdykW76biM07Stf0fXY2k0TVrHUUX7zWlykoH12k4rzTxT8Co9YltZNI137O1vDJF/xNLFNRLh5HkJ3SnIOZCM8nAFP8K/A6HRTcPq2uNcPP5X/ILs007b5bhxzFySSoycg9aAPT7/UrLS7U3Op3lvZwLwZbiVY1H4kgVn6Z4w8Na1cfZ9H8QaXfzf8APK2vY5G/JSTXMeOfhTbeMEupIdUmtLq4nhmJuYxdwqY1ZQBE/ABDnIHGeeua5nw78A5tM1yG+1TxBZzpCzMI7DRILRyWGP8AWLzj2oA9eEscP2qWZ1jjR8s7nAUbF5JrIi8eeEZ7sWsPinRZLgnAiXUIixPpjd1rHv8A4babqWiLpYv9SRbS2ks4nkumlyrxqCzqxIcjsT06dOK8/i/ZyvBOqz+JtMNsNoPleGrdJCAezg5B/wBrrQB7sDkAjkVh3njjwpp92bW+8T6PbXAODFNfxIwPuC2RVOLwBpsWkz2H23Uyk92l47C8cEOpBAAHAQ45XGD355rze/8A2ebubU5p7HxJpyQSzPLtuvDtvcSLu6guxy340AezpcwXiWs9pNHPDI+UkicMrDa3II4NWq4nwh8OrPwc2nPHf3V1cQwG1J3eVCwy758pflzk++B0xXbUAFFFFABUVt/qj/10f/0I1LUVt/qj/wBdH/8AQjQBLRRRQAUUUUAUtY0yPWNJuLGZmRZkK7kJBBx19/pXkGvaRpOg22n2t1byXDt5hlvLabaXIcqV2spHGB0Ne2GvBNX1prnT7jSrtJWa2vHktnZuYwSdyN3Pr1613YTmbstjnr2SMKQIJWELM0eflLrgke4ycfnTaKK9Y4Qr1LwX4g/tfTfs1y+by1UBiTkyJ0Df0P4HvXltW9L1KfSdSivLU4eM5IPRh3U+xFY16Sqwt1Nac+SVz2yiq2n38Gp6fDeWpJilXIz1U9wfcHirNeE007M9FO6ugooopAFFFFADukQ925/D/wDXTac/AUei/wD1/wCtNoAKKKKACiiigB0f+tTPTcM02nR/eP8Aun+VNoAKKKKACiiigAooooAKcn38+gJ/Sm0+L7/P90/yoAZRTgqn+MD6g0bB/wA9F/I/4UANop2z0ZTR5beq/wDfYoAbRTvLb1X/AL7FHln1X/vsUANp8QL7lH3mXgevOaTyz6r/AN9ClVWVgQVyD/eFACeW3+z/AN9Cjy2/2f8AvoUsibS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id=\"section-two\"></a>\n# Data Logic\n\nTo suprise, only one Super Bowl has ever been won (in overtime) during 2017 with the Patriots by the score of a touchdown, so we will only be reviewing field goals in the 4th quarter.\n\nThese are the guidelines for filtering the data:\n\nRegular season game score margin when the field goal was attempted -\n\n* A 2-point differential or less, pre-snap home team score minus visitor score (please see the Score Gap column in the spreadsheet below, you will have to calculate and populate this column)\n\nMust be a Super Bowl champion during the most recent three-year time window of your data -\n\n* New England Patriots 2018-19, Kansas City Chiefs 2019-20, Tampa Bay Buccaneers 2020-21\n\nThis is how your data would look after filtering the columns from the [plays.csv file provided by the NFL Data Bowl 2022](https://www.kaggle.com/c/nfl-big-data-bowl-2022/data) competition and importing this into 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"}}},{"cell_type":"markdown","source":"<a id=\"section-three\"></a>\n# Project Output\n\n**Every team who won the Super Bowl** **MADE ALL** *of their field goal attempts in the 4th quarter of a regular season game (2018-2020) on 1st, 2nd, and 4th down when the pre-snap home score minus visitor score was within 2 points.*\n\n**Every team who won the Super Bowl** **MISSED ALL** *of their field goal attempts in the 4th quarter of a regular season game (2018-2020) on 3rd down when the pre-snap home score minus visitor score was within 2 points.*\n\nAverage kick length of these attempts was 38.64 yards and 11/14 fields goals were made or approximately 79% *(part of the 4th Quarter Kicking Index formula shared later in this report).*\n","metadata":{}},{"cell_type":"markdown","source":"<a id=\"section-four\"></a>\n# Visualization\n\nOther ways to interpret this data with trendlines included in order of: \n\n1. Forecasting score differential **(x-axis in points)** vs. length (yards) of kick attempted **(y-axis) at a 95% confidence interval**\n2. Scatter plot of score differential **(y-axis in points)** vs. field goal attempt made/missed **(x-axis)**\n3. Kick attempt length **(y-axis in yards)** vs. field goal made/missed **(x-axis in a tracked individual field goal 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qcpUqXIn8Wr9Ohioqc+Z9NiLyX/wCfmX8l/wAKPJf/AJ+ZfyX/AAqWiuU2IvJf/n5l/Jf8K88+JPg7V9bvrS90w/agkYhaN3VCpLcEZwMHOPwr0iorn/VD/ron/oQrajWlRnzx3M6lNVI8rOX8API3hhNPnuJkvNOke3uIm2koQxI6g8YIwfauo8l/+fmX8l/wrltaH/CO+MrLW4xttNRIsr70Df8ALOQ/yJ9PrXXU6+svaLaWv+YU9FyvoReS/wDz8y/kv+FHkv8A8/Mv5L/hUtFYGhF5L/8APzL+S/4UeS//AD8y/kv+FS0UAReS/wDz8y/kv+FHkv8A8/Mv5L/hUtFAFWWJxJB/pEhy57Lx8p9ql8l/+fmX8l/wom/1tv8A9dD/AOgtUtAEXkv/AM/Mv5L/AIUeS/8Az8y/kv8AhUtFAEXkv/z8y/kv+FHkv/z8y/kv+FS0UAReS/8Az8y/kv8AhVPVr6LRtKuNQvbuVYYE3HhMsewHHUnitGuNn/4rDxf9mHzaNo0gaX+7cXPZfcL3/wDr1rSgpO8tluROTSst2T+FtFu5pJPEOtO66ner8qYH+jw/woMjg9z/APrroZYnEkH+kSHLnsvHyn2q1UU3+tt/+uh/9BapqTc5XY4xUVYPJf8A5+ZfyX/CuO1Swn8G6g+t6SZW0yds6laxquU/6aoMY47j/I7akdFkRkdQysMFSMgj0p06nI+6e6FKPMvMrWzLd2sdxbXrywyqHR1C4YHoelS+S/8Az8y/kv8AhXI2DN4J8QLpU7H+xNQkJspGPFtKesRPoe3/AOs12LyxxKWkdUUEAljgDPSnUp8r01T2CMrrXcZ5L/8APzL+S/4UeS//AD8y/kv+FS0VkWReS/8Az8y/kv8AhR5L/wDPzL+S/wCFS0UAVwjJeJukZ8xt94DjlfQCrFRN/wAfkf8A1zf+a1LQAUUUUAFFc/qXiCeDxFY2FjHG8JuFhvJHBJRnQsirg9cKSc5wCvrxDoev6hfXdg18tsLbVLeS4tliRg8IVlwrksQ2VcHIC8g8UAdNVbTf+QVaf9cU/wDQRVmqOn3MC6ZahpowRCgILjj5RQBeoqL7Xb/894v++xR9rt/+e8X/AH2KAJaKi+12/wDz3i/77FYF141s7XVWtTC7xI2151boe+B3FAHSUVzT+K3vWMehWTT/APTxct5UY9+eT+lA0l9R+bxBrInU/wDLrbP5cQ9j3aub2/N/CV/wX3/5XOr6vyfxXy+W7+7/ADsaN54l0exYrcX8W8cbI8uc+mFzVGfxrp0ULPHFcuf4d0RQMfqa0rO10jT1Aso7WHHdduT+PU0uow6fqlm1tdyxlCcgiQAqfUVUVWbvJr0t+t/0Jk6KVop37t/pb9Sr4d12DV7TYi+VNCoVoyc5HqK2a5iHw1ow0+IJO0NyuHW4WYCRGx/ninQ67caPcLba7LHcW7HEd/FjH0dR0PvRKr7OXvrTv/n2/IIUVUj7jvLt/l3/ADOloqFby2ZQy3EJBGQQ45pftdv/AM94v++xW5zktFRfa7f/AJ7xf99ij7Xb/wDPeL/vsUAS0VF9rt/+e8X/AH2KPtdv/wA94v8AvsUAF3/x5zf9c2/lUtVbm5ga0mCzRklGAAcc8VL9rt/+e8X/AH2KAJaZNMlvBJNMwSONS7sewAyTTftdv/z3i/77Fc1461BW8PDTrOdPtGpzJaIQwO0MfmJ9sAj8aunDnmokylyxbHeBYnn0261u5XbPq9w0+D1WMHCL9AB+tdRVS1ays7OG1gmiWKGNY0G8cADAqb7Xb/8APeL/AL7FOpPnm5BCPLFIloqL7Xb/APPeL/vsUfa7f/nvF/32KzKJaiuf9UP+uif+hCj7Xb/894v++xUVxcwNGAJoz86Hhx/eFAEHiDSU1zQLvTpMDzoyEJ/hccqfwIFVfCGqvq/hm2muMi6izBcqeokTg59z1/Gtb7Xb/wDPeL/vsVyum3EOjfEDUbLzYxa6rGLyE7htEo4kH1P3q3h71OUO2q/X+vIyl7slL5HX0VF9rt/+e8X/AH2KRr21RSzXMKhRkkyDgVgak1FU5dX02FZDLf2y+VH5jgyrlV/vYz04qGXxDpcXnD7UsjQwC4ZYwWJQ5wRjr0PA5qlGT2QuZGlRWXLr9unniKGeZooBMNqgCTOflUkj5uOR2zWV4m8VS6ZYSJZW+bq4VI7NvMQ7pXJBG0HI2jnJ46CqjSlKSiiXNJXOH8e+KdbTxs1npF9KkVqyLElsc7nKgkMB1OSRg/412NvY+OIrGG7GtWt1O0avJZXVosaqSMld6c5HTPFO0jTrnQtLSzsZbBpdvmm4mlLGS4ZW3l8fw5wBzmtqd7qX7SItVtrcSQqsLLGGMT85bk4YdOK7KleFlCCVl1te/wCGhhGnK7lJvX8CpoviqLULxtN1O2fTNVQZa1mPDj1RujCt+ud1nQLDXd5vtRO4Kn2d42RWtnXOXRhzzxke30xhW2ojT7640nxpcvKl4ixRagk7CGZVzgHB/dvzyeM/qcfZwqaw37f5GnNKOkvv/wAzvZJY4kZ5XVFUZZmOABVe41SwtFuGubuGMWyq02XGYwehI7Z7VXktNGlNzJMtrILqNUnLsGEir93OeOM1VvvEPh+w0651E3VnMmAj+Q6O0pH3U46n27VjGKk7JNluVtzP8Y+LU0y1l03S3aTV5gFjRI2JjDAkycDnABPGecVd0qGLw3o0mnWNheXLWSIzMsYH2l3+8VJIBPr6cCqXhm0ea9m8Ra9JEmoXa7YoC4/0WHsn1PU//rrp/tdv/wA94v8AvsVtUlCC9nHXv5v/ACREVKT538ircXeoL9sFrpvmNCE8gvOqrPn73qV2+45qK+OrNLItotmhDr9leUswPytv3gYx7YNX/tdv/wA94v8AvsVFLcwGSAiaM4ck/OOPlNc/MuxrbzIri21GX7WsOoJbrIU+zssAZosfezk4bP4YzSz6dLcG7DajdRpcFCgiZVMG3GQpxn5sc5z1qz9rt/8AnvF/32KPtdv/AM94v++xRzsOVGdqnhuy1e0v7e8Mzpe7SwMhIjZRhSg/h9ffvWF4aMIvb3w/4jtoZNTGx2lkXK30aYCSc9SMDP0+tdd9rt/+e8X/AH2K4r4nTwwaDbalZ4N/a3K+RcRON0IOcn3BwBg8ciumhJzfsm99vJmNRKK5+x3VFcR8OvFt9r+n3Y1p4zJbuoSfATzM5yMDjIwOnqK7L7Xb/wDPeL/vsVhVpypTcJbo0hNTipIloqL7Xb/894v++xR9rt/+e8X/AH2KzLBv+PyP/rm/81qWq4ljlvE8uRXxG2drZxytWKACiiigDHv/AAroupX8N7c6fbfaYplmMwgTdIQCAGJGSOR+Q9KNK8NWuk3Syw3FzMsMbxW0MzKUtkZgxVMKDjhRliThQM1sUUAFVtN/5BVp/wBcU/8AQRVmq2m/8gq0/wCuKf8AoIoAs0UUUAFeVeJfCviv+2b+bToY7q0mkedJFdQ6gknZgnOew4Neq0VrSqezd7J+pE4cytexn6Jrdnr2mrd2LHGdskbDDxMOqsOxFaFcnr2kXekak3iPw3Hvmx/p1kOl0g7j/bH6/od/SNWtNb0yK+0+TfDIO/VT3UjsRTqQVueG35eQoyd+WW5dooorE0IrT/jzh/65r/KnyxRzxNFMiyRuMMrDIIplp/x5w/8AXNf5VLRuGxzDw3fhOQy2okutHJzJB1e2919V9v8A9ddFa3UN7bJcWsiyxSDKsp61KRkYNc5c2Nx4duZL/R4zLZOd1zYr29XT0Pt/kclnQ1jrHt29PLy6dDsusRpLSffv6+fn16nR0VlWfifR76VIre+jMkib1RsqSMZPX0qwmsWErQLFcpIbiJpotgLb0XGSMfUV2JNq6ON6OzLtFUItXiuPIMEF1IlxA06OISBgY+U5xhjngGiK/uZ/IK6bOiywGUmVlUxtxhGGScnP6U+SXUnmRau/+POb/rm38qlrLlm1OWzBltIYFe0dpQZtxjlxwvAwR15qWOPVWERnuLaM/ZisoijJxNx8ykn7o54NPl7sdy/XKSf8Tf4mxp96DRLUu3tNLwP/AB0ZraNtcQwrLe6pIUitGSYrGqBm4Jl74IweOnNc14B0bz9Im1i9nupJtTMgPmSkFoyQqlsY+bC9f9o1vTSjGU7+X3/8C5lNtyUbef3HakhQSxAAGST2qB7+0jz5lzCpERnILjPljq+P7vvUMejWEZjP2cO0dt9kDSMWJi4+U569O9TxWNrAIxDbRJ5cQhTCD5Y/7o9uOlc/ummpB/bNgW2pOJGNr9rURqW3Rf3hgc/TrSDVUcAwWt1KGtftSEQkBh2TJxhz/dOKvABVCqAABgAdqWi8ewalD7deOD5OmSc2nnIZZFX952iPUg+/IqK6k1V4vkt7aINAjKXkLbZ9w+UgDlBxyOfatSorn/VD/ron/oQp8y7BZ9yq0OqSbs3cEIa12DZCWKT/AN8ZPK/7J/OuX8eaZeRafba2l/OZdMCh/JVUO1vlkdTjIJBHsNtdvUN3axXtlNa3C7op42jceoIwaunVcJqRM4c0Wioum215AZGuLieK4tBAczMFdD/FgYwxz94VIdG09mdntUcyW4tXL5bdEOinPXqaxvAl1KdCfS7ts3WkzNaSe6qfkP024H4V01FTmhNxuEbSinYhW0tkOUt4lPliIkIPuDov056VN06UUVlds0CuR07HiPx1dam3zWWj5tLX0aY/6x/w6flWp4t1htE8N3FzDzcyYhtlHVpW4XH06/hU3hvR10Lw9aWA5eNMyt/ec8sfzNbw9ym59Xov1/y+ZlL3pqPbX/Ivzf623/66H/0FqlqKb/W2/wD10P8A6C1S1zmoVBeWVtqFo9rfQJPBIMMjjINT0U02ndBucPqngXUV0i5sNA164hs5UKiyuR5i4/uq/VR+dZXw/wDh9e6Xqz6h4htYl8pcW8TOHw+R8/BI4A4+vtXptFdSxlVU3Dv95h7CHMpdgooorkNwqKb/AFtv/wBdD/6C1S1FN/rbf/rof/QWoAlooooAKZNDHcQtFPGksbjDI6ghh6EGn0UARWtpb2UAhs7eK3iHIjiQKo/AVLRRRe+4BRRRQBE3/H5H/wBc3/mtS1E3/H5H/wBc3/mtS0AFFFFABRXLa6Z4PENjexXcgt1u4Leby71vkZjgRm3ACEHehLElgDkDAFVPC91PJe6PO17cXMmp2M895HJMzojq6YKoThMFmXAwPyoA7Sq2m/8AIKtP+uKf+girNUdPlcaZagW8h/cpyCvPyj3oAvUVF5z/APPtL+a/40ec/wDz7S/mv+NAEtMaaJJY4nkRZJM7ELAF8cnA74pvnP8A8+0v5r/jUbhZJo5ZLFmkiz5bsELJkYODnjNNW6gRxaxp872qwXccpvN/kFDuEmz72COOK469uP8AhH9Th8Q+Hbe6n07UN739okDAAL1lAI+VuvBxnBrt0cxqFjtHVR0C7AB+tO85/wDn2l/Nf8a2hUjB7XTM5RcluZ+ma6usWtjd2FpK9rdq5aVmUeTt6BgCeSc9M+9TW8+py/ZGmsobdXRzcIZ97RN/CAQMNnv0xXNXWnaj4W1CXVPDlnJNp8zb7zTAV4Pd4sE4Pt/9bG/pHiGz12z+06YHmQHDLlQyH0YZyDTqQSXNBXj+Xr/XT1FGTb5ZbjtPXVDa6e1xLaqBCftCRox3NgbdpJ4A75qS3sr5PsputTaVoo2WbZCqLMx6Njnbj2NS20ri0hAt5D8i8grzx9ag1LW7XR7NrrUybeFf4nZefYDOSfYVknKTsl+BdktWOg0vyfspkvbydreNo8yS/wCt3Y5cDAJGOD2rPvJfDfh4Wx1G6hhktYWih86YvJsbGRjJLZwOxrLbUfEPivH9kQTaPpTdbuRR9olH+wpPyg+v4j0rT0rwtpOk/PFpb3FyTl7q5KSysfXcTx+GK3aUP4ktey/Xp+Zndy+FfNnnGgatoR8Z2dvAZUt1uNlvKYwM8/KOuQCcV7MiLGgSNQqqMBVGAK4w/Dbw82pTXb6fdsJc/uPNURoT3AByPzp2mahfeFtTi0XWTNcWNw23T7yQruB/55Oc4z6Hv+gurGlU1o3v2ZMHOP8AEOyoqLzn/wCfaX81/wAaPOf/AJ9pfzX/ABriOgLv/jzm/wCubfyqWqtzK5tJgbeQfI3JK8cfWpfOf/n2l/Nf8aAOf8eXUsfhlrG1P+k6nKllEP8AfPP/AI7n8637O1jsbGC0gGIoI1jQewGBXKzyvrPxIgjEMjW+iQGR1yv+ukGFzzj7vNdX5z/8+0v5r/jW9T3YRh8/v/4H5mcdZOXyJaKi85/+faX81/xo85/+faX81/xrA0JaKi85/wDn2l/Nf8aPOf8A59pfzX/GgCWorn/VD/ron/oQo85/+faX81/xqK4lcxjNvIPnTqV/vD3oAtUVF5z/APPtL+a/40ec/wDz7S/mv+NAHMT/APEj+JEM/wB211yHyZPQTx/dJ+q8fWusrnfGGn3GreHZVtLeVby2Zbm1fK5WRDkY57jI/Gr2h62ut6Ja6hBA5WZMkAr8rdGHXsQRXRU9+nGfbR/p+H5GUfdk4/M1KKi85/8An2l/Nf8AGs/XNcXRNFudQuIJAsKZUEr8zHhR17nFYRi5NJGjaSuzGuf+Kh+IkNsPmstCQTS+jXDfdH4Dn65rrq5zwfp1xpWhhr2CV7+8ka5unJXJducdewwPzre85/8An2l/Nf8AGta0lzcsdlp/XzIpp2u92E3+tt/+uh/9BapaqyyuZIP9HkGHPdeflPvUvnP/AM+0v5r/AI1iaEtFRec//PtL+a/40ec//PtL+a/40AS0VF5z/wDPtL+a/wCNHnP/AM+0v5r/AI0AS0VF5z/8+0v5r/jR5z/8+0v5r/jQBLUU3+tt/wDrof8A0FqPOf8A59pfzX/GopZXMkH+jyDDnuvPyn3oAtUVF5z/APPtL+a/40ec/wDz7S/mv+NAEtFRec//AD7S/mv+NHnP/wA+0v5r/jQBLRUXnP8A8+0v5r/jR5z/APPtL+a/40AS0VF5z/8APtL+a/40ec//AD7S/mv+NAA3/H5H/wBc3/mtS1XDs94m6NkxG33iOeV9CasUAFFFFAFVtL09tSXUGsbY3qDC3JhXzFGMYDYz0JH40ttpljZXE9xZ2VvbzXDbppIolVpTknLEDJOSevrVmigAqtpv/IKtP+uKf+girNVtN/5BVp/1xT/0EUAWaKKKACiiigAooooAK4X4geE3utPl1Lw9bumpFsT/AGdipnjIOQVH3j09zXdUVrSqypTUokTgpxszy/wNonjJdGdE1E6Tas+Y1uLfzJB6lVboK63T/BdhBeLfarLNq9+ORPeNuCf7qdBW9af8ecP/AFzX+VS1rUxU5ybWl+3+e5EKMYpLcKKKK5TYKoa1pFtrukzWF6uUkHDDqjdmHuKv0U4ycXdCaTVmc34W1e6d59D1tv8Aia2AAL/8/EX8Mg/r7/Wukrn/ABRotxeCDVdHITV7AloCekq/xRN7H+f1q7oGuW+v6Ul3bgxuCUmhb70Mg6qa2qRUl7SPz8n/AJMiLafIy9d/8ec3/XNv5Ul5dxWFjPd3LbYoI2kc+gAyaW7/AOPOb/rm38q5jxfI2sX9l4WtWObthNesv/LO3U5/DceB/wDXqKUOeVnt19BzlyxuTeBbWUaLLqt4uLrVpmu3z/Cp+4v028j6101IiLHGqRqFRQAqgcAelLSqT55uQ4x5YpBRRRUFBRRRQAVFc/6of9dE/wDQhUtRXP8Aqh/10T/0IUAS0UUUAFchpx/4RXxhNpcny6bqzmeyb+GOb+OP2z1H4CuvrI8UaTHrPh27t2h82ZY2kt8HDLKAdpB7HNbUpJPlls/6uZzTtdbo164+4b/hLvF8drH8+kaNJ5k7fwz3A+6nuF6n/wDVXDeE7vxdr2tTaW+q30MLqVu5ZAXMIHYbvuknjjHX2r13StLtNG02Kx0+IRwxjgd2Pck9ya6KlNYVtN3l08vP/L7zKE/bLayLlFFFcJ0kU3+tt/8Arof/AEFqlqKb/W2//XQ/+gtUtABRRRQAUUUUAFFFFABUU3+tt/8Arof/AEFqlqKb/W2//XQ/+gtQBLRRRQAUUUUAFFFFABRRRQBE3/H5H/1zf+a1LUTf8fkf/XN/5rUtABRRRQBn3Gu6fa6nHYTzMs8jKq4hcoGbO1S4G1WOOASCePUUljr2naleSWtnOzyoGbmJ1VwrbSUYgBwDxlSRWdqn9oXfiS1hl0m6l0u1dJllhlhxJL2LBnDBU64AJJx2GGqeHdK1K3udKivrI20ekWktv53mIy3JZlAKBSSFwmTuAOSOOtAHW1W03/kFWn/XFP8A0EVZqjp6z/2Za7ZIwPJTAMZP8I/2qAL1FRbbj/nrF/36P/xVG24/56xf9+j/APFUAS0VFtuP+esX/fo//FUbbj/nrF/36P8A8VQBLRUW24/56xf9+j/8VRtuP+esX/fo/wDxVAEtFRbbj/nrF/36P/xVG24/56xf9+j/APFUAFp/x5w/9c1/lUtVbZZ/skO2SMDYuAYye3+9Uu24/wCesX/fo/8AxVAEtFRbbj/nrF/36P8A8VRtuP8AnrF/36P/AMVQBLRUW24/56xf9+j/APFUbbj/AJ6xf9+j/wDFUAS1y+r6Bf2WrNrvhYot3IMXVnIcR3Y9fZ/f/wCvno9tx/z1i/79H/4qjbcf89Yv+/R/+Kq4TcHdEyipLU848X/EHVLbSo4bTSbzTLmRis0l3BlV46IejZ559q1fhiZNQ0u91vUA8l/eXJWSdwBvRVGAoHQDJHHp7V1Go2n2vT5orxbe4i2ElJINwOB7k1PDbyW8KxW5t4o0GFRIdqqPQANXTKvT9j7OMbPuZKnL2nNKV0WKKi23H/PWL/v0f/iqNtx/z1i/79H/AOKrjNyWiottx/z1i/79H/4qjbcf89Yv+/R/+KoAloqLbcf89Yv+/R/+Ko23H/PWL/v0f/iqAJaiuf8AVD/ron/oQo23H/PWL/v0f/iqiuFn8sZkjPzp0jP94f7VAFqiottx/wA9Yv8Av0f/AIqjbcf89Yv+/R/+KoAloqLbcf8APWL/AL9H/wCKo23H/PWL/v0f/iqAJaKi23H/AD1i/wC/R/8AiqNtx/z1i/79H/4qgCWiottx/wA9Yv8Av0f/AIqjbcf89Yv+/R/+KoAJv9bb/wDXQ/8AoLVLVWVZ/MgzJH984/dn+6f9qpdtx/z1i/79H/4qgCWiottx/wA9Yv8Av0f/AIqjbcf89Yv+/R/+KoAloqLbcf8APWL/AL9H/wCKo23H/PWL/v0f/iqAJaKi23H/AD1i/wC/R/8AiqNtx/z1i/79H/4qgCWopv8AW2//AF0P/oLUbbj/AJ6xf9+j/wDFVFKs/mQZkj++cfuz/dP+1QBaoqLbcf8APWL/AL9H/wCKo23H/PWL/v0f/iqAJaKi23H/AD1i/wC/R/8AiqNtx/z1i/79H/4qgCWiottx/wA9Yv8Av0f/AIqjbcf89Yv+/R/+KoAloqLbcf8APWL/AL9H/wCKo23H/PWL/v0f/iqABv8Aj8j/AOub/wA1qWq4EgvE8xlb922Nq47r7mrFABRRRQAUUUUAFVtN/wCQVaf9cU/9BFWarab/AMgq0/64p/6CKALNFFFABRRRQAUUUUAFFFFAEVp/x5w/9c1/lUtRWn/HnD/1zX+VS0AFFFFABRRRQAUUUUARXf8Ax5zf9c2/lUtRXf8Ax5zf9c2/lUtABRRRQAUUUUAFFFFABUVz/qh/10T/ANCFS1Fc/wCqH/XRP/QhQBLRRRQAUUUUAFFFFABRRRQBFN/rbf8A66H/ANBapaim/wBbb/8AXQ/+gtUtABRRRQAUUUUAFFFFABUU3+tt/wDrof8A0FqlqKb/AFtv/wBdD/6C1AEtFFFABRRRQAUUUUAFFFFAETf8fkf/AFzf+a1LUTf8fkf/AFzf+a1LQA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id=\"section-five\"></a>\n# Conclusion\n\nThe goal of this report is to emphasize the impact that you can find by starting to sort a large dataset and telling a clear story. There are certainly more complex models that can be developed from this data, however, the foundation of problem-solving that can be measured week-to-week and game-by-game via NFL field goal kicking is still found here. \n\nOverall, this is what the concept of the *4th Quarter Kicking Index* could look like no matter what iterative software you prefer to develop the final output in with as a possible formula:\n\n- Select all NFL regular season game data within last three years of your current NFL season and filter by field goals attempted only in the 4th quarter, then ensure pre-snap game score is in no more than a 2-point margin (you can break this down by team and/or player for deeper comparison)\n\n**4th Quarter Kicking Index = (4th quarter field goals made divided by attempted) / .8 (rounded up from .79 in the Project Output section above)**\n\n**\n**Team 4th Quarter Kicking Index scores will range between 0 and 1.25 or 125%**\n\n** \n**A team with a 4th Quarter Kicking Index score of greater than or equal to 1 or 100% may have a higher chance of winning the Super Bowl within the next three seasons than those teams below this score**\n\n**i.e. Team A makes 4/8 field goals in the fourth quarter for the regular season when the score is a 2-point margin or less and Team B makes 7/8 field goals. Team B's 4th Quarter Kicking Index is greater at ((7/8)/.8)) = 1.09 or 109% than Team A's 4th Quarter Kicking Index at ((4/8)/.8)) = .625 or 62.5%, meaning Team B may *possibly* have a 46% higher chance of winning the Super Bowl in the next three years than Team A if you *only* base this on 4th Quarter Kicking Index scores alone.**\n\n*It is honestly crazy to think right now that a team will always win a Super Bowl in the next three years that makes nearly .8 (from the 4th Quarter Kicking Index formula), 8/10, or 80% of their field goals in the 4th quarter during a regular season when the game is on the line with a pre-snap score difference of 2 or less points. We will see in future seasons how this data looks and how making 3 points tells another story.*\n\n","metadata":{}},{"cell_type":"markdown","source":"<a id=\"section-six\"></a>\n# Appendix and Dedication\n\nWorks referenced and additional Thank You's:\n\n* The Education of a Coach by David Halberstam\n* Tableau Public which allowed me to create [Super Bowl Geography](https://public.tableau.com/app/profile/ben.millar/viz/SuperBowlGeography/Dashboard1) on a free version of Tableau \n \n ([Data from Kaggle and Pro Football Reference](https://www.kaggle.com/timoboz/superbowl-history-1967-2020))\n* Wikipedia for verifying Super Bowl wins and seasons\n* Kaggle Contributors for helpful posts on formatting Kaggle Jupyter notebooks\n* The NFL and Kaggle supporting problem-solving and career growth via the Big Data Bowl\n* Family and friends for ongoing belief in my abilities\n\n","metadata":{}}]}