{"cells":[{"metadata":{},"cell_type":"markdown","source":"   Descriptive statistics of natural phenomena such as usually presented in data science rarely figure out the global and intricate behavior of variables described within the available datasets. No complete understanding of the real world is possible without considering phenomena as a whole system, allowing to explain how correlation metrics fail to detect highly dependant values subsets in pairs of (apparently) independant variables. As a result, **network science** was defined as \"the study of network representations of physical, biological, and social phenomena leading to predictive models of these phenomena\", by the United States Research Council (2006). Deep neural networks might be considered as a premise of the generalization of network science for future applications in analytics and artificial intelligence. \n\nBy this notebook, the author mostly wished to share some results for helping medical teams and players to prevent future injuries from special situations/scenarios. The most critical situations were identified thanks to private models of probabilistic causal networks, which must remain partially disclosed (author developping and publishing private research works in network science, since 2009). \n\nThis work is shared in the memory of Freddie Joe Steinmark (1949-1971).\n"},{"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\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\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_guid":"","_uuid":"","trusted":true},"cell_type":"code","source":"InjuryRecord = pd.read_csv(\"../input/nfl-playing-surface-analytics/InjuryRecord.csv\")\nPlayList = pd.read_csv(\"../input/nfl-playing-surface-analytics/PlayList.csv\")\nPlayerTrackData = pd.read_csv(\"../input/nfl-playing-surface-analytics/PlayerTrackData.csv\")\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Cleaning stadium description"},{"metadata":{"trusted":true},"cell_type":"code","source":"PlayList['StadiumType'].unique()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"exp2replace = ['Domed']\nPlayList['StadiumType'] = PlayList['StadiumType'].replace(exp2replace, 'Dome')\n\nexp2replace = ['Dome, closed', 'Domed, closed']\nPlayList['StadiumType'] = PlayList['StadiumType'].replace(exp2replace, 'Closed Dome')\n\nexp2replace = ['Cloudy']\nPlayList['StadiumType'] = PlayList['StadiumType'].replace(exp2replace, '')\n\nexp2replace = ['Indoors', 'Retractable Roof']\nPlayList['StadiumType'] = PlayList['StadiumType'].replace(exp2replace, 'Indoor')\n\nexp2replace = ['Oudoor','Ourdoor','Outddors', 'Outdoors','Outdor','Outside']\nPlayList['StadiumType'] = PlayList['StadiumType'].replace(exp2replace, 'Outdoor')\n\nexp2replace = ['Retr. Roof Closed','Retr. Roof-Closed', 'Indoor, Roof Closed']\nPlayList['StadiumType'] = PlayList['StadiumType'].replace(exp2replace, 'Retr. Roof - Closed')\n\nexp2replace = ['Retr. Roof-Open', 'Outdoor Retr Roof-Open', 'Indoor, Open Roof', 'Domed, Open', 'Domed, open', 'Open']\nPlayList['StadiumType'] = PlayList['StadiumType'].replace(exp2replace, 'Retr. Roof - Open')\n\nPlayList['StadiumType'].unique()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Cleaning weather description"},{"metadata":{"trusted":true},"cell_type":"code","source":"PlayList['Weather'].unique()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"exp2replace = ['Indoor','Indoors']\nPlayList['Weather'] = PlayList['Weather'].replace(exp2replace, )\n\nexp2replace = ['Clear skies','Clear Skies']\nPlayList['Weather'] = PlayList['Weather'].replace(exp2replace, 'Clear')\n\nexp2replace = ['Overcast','Coudy', 'Clouidy', 'cloudy', 'Mostly Coudy', 'Mostly cloudy']\nPlayList['Weather'] = PlayList['Weather'].replace(exp2replace, 'Cloudy')\n\nexp2replace = ['Party']\nPlayList['Weather'] = PlayList['Weather'].replace(exp2replace, 'Partly')\n\nexp2replace = ['Partly clear','Partly Sunny', 'Party cloudy', 'Partly Clouidy', 'Partly cloudy']\nPlayList['Weather'] = PlayList['Weather'].replace(exp2replace, 'Partly Cloudy')\n\nexp2replace = ['Rain']\nPlayList['Weather'] = PlayList['Weather'].replace(exp2replace, 'Rainy')\n\nexp2replace = ['Clear and sunny', 'Sunny and clear', 'Sunny Skies']\nPlayList['Weather'] = PlayList['Weather'].replace(exp2replace, 'Sunny')\n\nexp2replace = ['Mostly Sunny Skies']\nPlayList['Weather'] = PlayList['Weather'].replace(exp2replace, 'Mostly Sunny')\n\nPlayList['Weather'].unique()\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Cleaning position/position group descriptions"},{"metadata":{"trusted":true},"cell_type":"code","source":"PlayList['Position'].unique()\n\nexp2replace = ['Missing Data']\nPlayList['Position'] = PlayList['Position'].replace(exp2replace, )\nPlayList['PositionGroup'] = PlayList['PositionGroup'].replace(exp2replace, )\n\nPlayList['PositionGroup'].unique()\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Input data are exported for external operations with specific software environment (undisclosed environment).\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"import os\nPlayList.to_csv('CleanPlaylist.csv')\n#InjuryRecord.to_csv('InjuryRecord.csv')\n#PlayerTrackData.to_csv('PlayerTrackData.csv')\nfiles = os.listdir(os.curdir)\nprint (files)\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Network science results are imported from external environment"},{"metadata":{"_cell_guid":"","_uuid":"","trusted":true},"cell_type":"code","source":"import pandas as pd\nedgedmaxspan = pd.read_csv(\"../input/nflnet/edgedmaxspan.csv\")\n#edgednfl = pd.read_csv(\"../input//nflnet/edgednfl.csv\")\n#edgednfull = pd.read_csv(\"../input/nflnet/edgednfull.csv\")\n#nodesmaxspan = pd.read_csv(\"../input/nflnet/nodesmaxspan.csv\")\n#nodesnfl = pd.read_csv(\"../input/nflnet/nodesnfl.csv\")\n#nodesnfull = pd.read_csv(\"../input/nflnet/nodesnfull.csv\")","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Deploying statistic analysis on the Injury records file generates false **understanding of the *injury risk*** while *statistical bias* are not avoided: \n\nFor instance, if 1 injury on synthetic surface and 1 injury on natural suface were recorded (50/50) while 10 games were recorded on synthetic soil and 100 games on natural soil, the real *injury risk* is not 50% for each surface but 1/10 = 10% for synthetic and only 1/100 = 1% for natural (unbiased/true injury probability). \n\n All injury risk values presented in the **imported results are unbiased** based on the whole Playlist and InjuryRecord files, in order not to mislead users with biased data visualizations.\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"edgedmaxspan.head()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Injuries being absent in Playlist records, injury risk is something like *risk = injury / (injury + play)* * 100. \n\nNDLA. The computed metrics ensure homogeneous risk estimations from heterogeneous inputs. "},{"metadata":{},"cell_type":"markdown","source":"Three different models of Probabilistic Causal Networks (PCN) providing **injury risk interpolations** were computed based on 120 combinations (pairs) from 16 representative variables (facts) in the original dataset.  "},{"metadata":{"trusted":true},"cell_type":"code","source":"interpolated_variables = edgedmaxspan[['edget']].groupby('edget').count()\ninterpolated_variables","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"A first and trivial network structure *NetFL#1* enables to visualize the significant features for injury causal analysis at a glance."},{"metadata":{},"cell_type":"markdown","source":"![Fig1.png](attachment:Fig1.png)\nFig. 1 - NetFL#1","attachments":{"Fig1.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"The size and color of elements enable to quickly locate interpolated injury risk in network visualizations: **blue and litte for lowest risk**, **red and large for highest risk** (color gradient above) ![gradient.png](attachment:gradient.png) ","attachments":{"gradient.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"Due to certain lacks in network visualization with packages such as **networkX** or **Igraph**, the ilustrated results were generated from the graph visualizarion platform Gephi (https://gephi.org). Users can download the *nfl3.gephi* file provided with this kernel in \"input/NFLnet/\", for demos and data exploration from the open source platform."},{"metadata":{},"cell_type":"markdown","source":"![Fig2.jpg](attachment:Fig2.jpg)\nFig. 2 - Zoom into 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zoom into NetFL#1 makes appear **Cold Weather** as a major cause of injury.\n*Surface* also appears as a significant cause, especially when it is *Synthetic* although the injury risk is also medium on *Natural* surfaces. \n\nOne might notice the slight decrease in risks from *DM_M*1 (1 day missed due to injury) to *DM-M7* (7 days missed) then to *DM_M28* and *DM_M42*, that will appear as a **causal chain** in some of the next presented graph structures.\n\nAt the opposite, *PlayerGamePlay* appears to have a few consequences on injuries (blue star-network at the center of Fig. 2). \n"},{"metadata":{},"cell_type":"markdown","source":"![Fig3.jpg](attachment:Fig3.jpg)\nFig. 3 - Close-up into 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aSrf6dpjX84iFxqi22bqYRrtXLEkLwBnYFzgZzRh6ma1eW8rQUmneKTcU4pN6JrmtJ+V42VjKGW4GNb69iI81fl01bUL3bjHdaXjFy3lZ3etj0nRPh3pfgLxj440p7iDxDe6T4aurwNfabGYoZgsMkbqrs4YgMeo/PJrW0Dwnoc4+H3iTUdDhlvNSSRrizs4vLikeJzsYRIuNzArlQApI5wCTXmL/GTVp/GGv+Ip9P024uNbsTp13aukohMJWNCF2yBgSIxzu7n2x02gfGoreaNesbfS59Ji8i2tUjdrdUwQQMsWOQTkliffivHxGDzLkU5NuTS5mna75GmtNlzNPbofSRq4SadP7Otl5XWuvW3n1Ppnx14ok1Dw0mm6NdtY61rVvcJYyGPeVeNCzrw3ytwVzk4PPOMV8uxeFk+Gnguz1+5ufN1LVrMXEdu0e3yVYnyxnPzbvvHgYxW1pPxNHivxf4RsLWay0bTtCuWulkWGb96pcNJGAN5yV3Y3YHXLZIrmvj/wCOI/F3jOWK0ythagIiYwOBgcew/LJpZFgsXgaqoyVoNOTdvNpK9uqadk9Gn3Pgs+wGVYmmspwtuapKMpxT19nGzbte9nKPIr6PmdttOhvfg/P4ybSZVubWB4vDNhfvBpOnKLm581nBYo0oEsgwS8m5c/Lhc4BofCbw8nh34jawAyajHpqeUHnt5IQ5YjG6NwrKcAgg989R15U/FnUJp9OkudL0q6FjpkGlwiSFwyxwklHEiuJEf5jkoygjgivTPhz4qvdWXX/GeqrBNeXU/mSKYh5ZSKMADb6AZHrx680Y5Y/DYSrCs7xkrJabtrsrvS/a3n087xBx2HwuQT9h7s5yhBO195K+j0dlfTr5ddPxfaeGJPEmmalewaa13eaVqAtNRmVI7C4vY3CQo6thf3YBVi4AJK9cViy/D/Rx8UfCN1dWlp/Ztzp+m3d7b2qr9mmup5PKCIo+XazDftHBVXxXm178Ub3ULuza40nSZtOtIJoIdLkt2e3QStukYbnLhy3O8OCOxFNt/i14ks/EsOsWl89mYvs6ixtpHitmih/1cLIrDcgGRgknDNzya2o5VjqVNQhO3utavu3ZLs0u2ie2h+g4Wph8PQpUJK/Iorb+WKTeur1XV3a31Ol8b2sP2PxnZ20McENhrV0kUMShUjQT8BQOAACQAPSvKa9I0zxDeeOP+EvvNQfzLy+3XBALFVLBgFXJJCqAqgZ4AA7V5vX2NCMoUacZ7pJP1sfnuStU8xzPDR2VXnXpUjF/5n0H4blT4l/Cp7GVg15HGbdmbtKmCjH6/KT+NfP0sTwyPHIpR0JVlPUEdRXo3wN8Sf2V4nfTpWxBqCbRnoJFyV/Mbh+Iqp8Z/Df9h+L5LmNdttqA89cdA/Rx+fP/AAKvl8B/sGY1sE/hn78f1X9dj5PIP+EHiLF5K9Kdb97T+fxJf1tE4Kiiivrj9bClR2jdXRirKchlOCDSUUCaTVmd5o/iqz8S2a6V4gALHiK76EHtk9j79D39+f8AE/hK68Nz5b99aOf3c6jg+x9DWHXXeGPGotYP7N1ZPtemuNmWG4xj+o/UdvSltsfAV8sxWQVJYzJo81J6zo/nKn2l/d2fTWxyNFdZ4n8FGxh/tHS3+16Y43ZU7jGP6j3/ADrk6Z9XluZ4XNqCxGFldbNbOL6qS6Ndv0Ciiig9UKKKKACiiigAqSC4ltn3xSNE3qhxUdFNNxd09SJwjUi4zV0+5rr4ieZQl9bxXqdMsNrj6EUv2TSr/wD497lrKQ/8s7gZX/vrt+NY9Feh9dnPSulNee//AIErP8TxHk9Gk+bBTlRf91+7/wCAO8fuSfmaF3oF7aLvMXnRdpITuU/lWfU9pf3Ni26CZ4vYHg/hWj/bsN5xqFlHOf8AnrF8j/8A16OTC1vgk4Ps9V961/D5i9rmeF/i01Wj3h7sv/AZOz+U16GPRWx/ZVjfc2V8Ec/8sbr5T+fQ1TvNIvLDJmgZV/vjlfzFZ1MHWpx57Xj3Wq+9bfM6KGbYSvNUubln/LJOMvkna/qrop0UUVxHrhRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFdp4K+E+r+O9Klv7C5soYY5jAVuXdW3BVbPCnjDCjxh8I9d8Fad9vvPs1xaBgry2shbYTwMgqDyeM14/wDbGA+s/U3WXtL2tfW/b1PT/szGew+s+yfJa9+lu5xdFFFeweYFFb/iPwVfeGNK0W/upbeSHVofPgWFmLKu1Gw2QMHDjpnvWBWFCvTxMPaUZXjrr6Oz/FWNqtGpQn7OorPT8VdfgFFek6V8BPEGsaVZ6hBeaasN1Ck6K8sgYKyhgD8mM4PrXF+JvDN/4R1aTTtRjEdwgDAqcq6nowPcVw4bNcDjKsqGHqqU1ulvpuddfLsXhqaq1qbUXs+hlUUqqWYAAkk4AHeus0D4d3et3cFoJkju5s7Ye4wCTk9BwDXViMVRwkOetKy/y3Oahh6uJlyUo3ZyVFbPiXwvc+Gr2WCZllWOVoTInTcpwR+lR6voH9kWOnXP9o6fe/bY/M8mzn8ySDhTtlGBtb5sY55B9KcMVRqKDhK/Pt56X/q4Tw9WDkpRty7/AJGVRRW/4K8FX3jvVZbCwlt4Zo4TOWuWZV2hlXHAPOWFXXr08NTlWrStFbvsTRo1K9RUqSvJ7IwKK6fw78PdR8RaJe6wJ7XT9MtPv3N67KrHuF2qSccfiQBzXMHg9c+9TSxNGtOdOnK7g7Pyfb1HUoVaUYznGylqvNdwooorpMAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKdFE88ixxqXdjhVUZJNPtbWW9uEggjMsrnCqvU114Fp4EtsnZda1IvA6rED/AJ+p+lbQp82r0SPAzPNVgXHD0I+0rz+GC/8ASpP7MV1b9FqJbWdr4ItVu70LcatIMxQZyI/c/wCP4D1rldQ1G41S6e4uZDJI35Aeg9BUd3dzX1w888hllc5ZmqKidTmXLHREZZlTws5YzFy9piJ7y6JfywXSK+97sKKKKxPogooq3pGmyaxqVvZxfflcLn0Hc/gMmgyrVYUKcq1V2jFNt9ktWzsfBsKeHPDt9r86jzHUx26nvzj9W/lXDTTPcTPLIxeR2LMx6knqa7D4i6lHHJa6La/LbWaDcB/exwPwH8zXGUl3PjeGaU8RGrnOIVp4l3Sf2aa0gvu9597hXtQ/4p74If3ZJ7b8T5r/APxLfpXi8MTTypEgy7sFUepNey/GaVdL8JaVpcZwDIoA9VjTH8ytfN5t+9r4XD95X+Uf+HPC4y/2zMMpyzpOtzteVNXf4NnjFFFFfSn6odh8MJwuuXELfdlgPHqQR/TNcpdQG2upoT1jcofwOK2fAtx9m8U2JJ4Ysh/FSB+uKg8XW/2bxLqKYxmYv/31839arofF4f8AccS4in/z9pQl84ylH9UZtpdS2N3DcwMUmhcSIw7MDkGve/iBaxfED4ZwavaqDNDGLtAOSABiRPw5/FRXz/XtXwE8Qrc2d/oNwQwTM8StzlDw6/TOD/wI18pn1OVOFPHUvipO/wAnuv66XPC47w1ShRw+e4ZfvMLJN+cG0pL8vRXPFaK2/Gvh5vC/ie/0/B8uN90RPeM8r+hx9QaxK+kpVI1qcakNmrr5n6RhcTTxlCGJou8ZpNPyaugooorU6QooooA3vDHi668NzbR+/s2PzwMePqPQ1u6z4TtPEFodV8PENnmS0HBB74HY+35VwlX9G1u70G8FxaSbW6Mh5Vx6EUrHx2ZZJVVd5llMlTxHVP4Ki7TXftJar8qLKyMVYFWBwQRgg0leiXFlpvxEtWubMrZawi5kibo/19R/tfnXBX1jPpt09vcxNDMhwVai525RndLM3KhUi6deHx05brzX80X0ktCCiiimfSBRRRQAUUUUAFFFFABRRRQAVcs9YvLDAhnYJ/cblfyNU6K0p1Z0pc1OTT8tDnr4ejioOnXgpR7NJr8TY/tSwvuL2yETn/ltanaf++elH9hRXfOn3sdwf+eUnyP+vWseiu362qn+8QUvNe6/vWj+aZ5H9lzw+uBrSp/3X78PulqvSMok91Y3Fk22eF4j/tDg/Q1BWja6/e2q7PN8+LvHMNwNT/atKv8A/X272Mh/5aQHKf8AfPb8KPYYer/BqWfaWn4rT77B9cx2G/3qhzL+am7/AHwdpL0jzmPRWu/h2SZS9jPFeoOyNhx9Qay5oJbZyksbRuP4XGDXPVw1ahrUjZd+nya0Z3YXMcLjG40KiclutpL1i7NfNDKKVVLsAoLE9gKQgqSCMEdjXMeiFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQB7h8KIbK4+EOtR6jpt3q9mdR+ezslZppOIcbQpB4OCeegNL45sIofhLcHRLC78O6Wl2rXOn6lCyzTEsoBBZmOM7T74PTHPmPhz4h+IPCVi9npOofZLd5DKyeTG+WIAJyyk9FH5UzxF4+1/xZAkGq6lJdQo24RhFRc+pCgAn61+evIMc8yeJ54+zdRTtzSeyX2LcvNppK9102PtP7Ywn1FUOR8/JyXsl3+1fmtrtaz+Z7oP+JX4z8P+FLKygk8L3WmvJMpgVllIDfMWx14T/vvntXJeG4ovCXg/x7qeiBJNQtL9rWCVkEhSAOoDc5yMMx9Pl5rz20+JPiax0j+y4NYnjsguwINu5V9A+NwH0NUfDvi7WPCcs0mk3z2bTKFkChWDAdMhgRkZPPXmsqXDeLhSnCU4u/JdXdqnLNybnpo5J2dlLbe2hpUzzDTqRkoyVubWyvDmiopQ11UWrrbc9w8R+LZPDV78OL+6RbWK4tZIbuFV2KiukG4Y7BTg4/2ayn0BfhHZeMdaAE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close-up onto the upper left part of NetFL#1 makes appear *Ankle* and *Knee* as major injuries \"causes\" as *body parts* (Fig.3).\n\n*PlayerDay* seems to have an influence on injuries (green/yellow and mid-sized elements), especially when the number of day is *higher than 300*.\n\nHowever, *32* days also appear as a risky *PlayerDay* value. Medical teams might study more thoroughly this case which may be due to undersampling in data for this value (*e.g.*, multiple injuries during the same play or date during the season and/or few values recorded in *PlayList* at the same time)."},{"metadata":{},"cell_type":"markdown","source":"The following PCN - *NetFL#*2 - provides an overview of the **main causal chains** observed in injuries.\n\n![Fig4.png](attachment:Fig4.png)\nFig. 4 - NetFL#2","attachments":{"Fig4.png":{"image/png":"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4 was obtained applying a Maximum Spanning Tree algorithm to *NetFL#2*, then a Yifan Hu spatialization (see Gephi documentation for implemented versions and publications). \nThe result might look as a children drawing of a man/player but it is a pure coincidence (not an author action, nor a sign from an articial intelligence !)."},{"metadata":{},"cell_type":"markdown","source":"![Fig5.jpg](attachment:Fig5.jpg)\nFig. 5 - Causal chain of injuries 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body of *NetFl#2* shows a central chain of causality regarding the risk of injury. \n\nA high injury risk scenario and recommandation might be deduced: *PositionGroup DB* linked with *PlayType Punt* when *Weather is Cold* (*Temperaure is 38*) **must be avoided**, based on the recorded events (orange edges and nodes in Fig. 5). \n\nOne might notice the apparition of *PlayType is Punt Not Returned* and *Roster Position is Safety* in the \"left foot of the man\".\n\nSuch a **variables and values conjunction** was initially hidden within the dataset then revealed thanks to larger scale interpolations (about 14 000 pairs of variables/values interpolated).\n"},{"metadata":{},"cell_type":"markdown","source":"**Ankle injuries** appear tied with *Sunny* weather and medium *temperature* (61°), while **Knee injuries** are tied to the game beginning advanced in the league season - *PlayerGamePlay is 1* and *PlayerDay is 365* (Fig. 6)."},{"metadata":{},"cell_type":"markdown","source":"![Fig6.jpg](attachment:Fig6.jpg)\nFig. 6 - Details of the \"head\" in 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previously noticed (Fig. 2), the higher injury risk tied to *Synthetic surface* makes it appear in the first circle of *DM_M1 is 1-true* (1 day missed for injury) while *Natural surface* only appears in its second circle, linked with *StadiumType is Outdoor* - Fig. 6.\n\n*DM_M7* also appears in the first circle of *DM_M1* as another causal chain frequently occuring (green and medium sized link), meaning **1 days missed for injury frequently leads to 7 days missed**. which is also the case with *28 days missed* (*DM_M28 is 1*) and so on, less and less frequently, for *42 days missed* (*DM_M42 is 1*) . \n\nBased on the studied dataset, most likely causes of *28 days missed for injury* seems to be *Position is SS* and/or *RosterPosition is Linebacker*. Most likely causes for *42 days missed for injury* are **high temperature (89°) and league season beginning** (*PlayerGame is 1*).\n\nSome isolated particularities might reveal a **latent injury risk tied to highest numbers** of *PlayerDay* such as 396 and 421 (left part in Fig. 4). \n"},{"metadata":{},"cell_type":"markdown","source":"The final model of PCN aims at mining **detailed causalities hidden in the studied dataset** - *NetFL#3*. Once again, the overall shape illustrated in Fig. 7 strictly results from the computed graph structure and spatialisation algorithm (Yifan Hu).\n\n![Fig7.jpg](attachment:Fig7.jpg)\nFig. 7 - 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can see various red and orange parts of the \"body\" represented in Fig. 8. These are *causal conjunctions* of injury risks. We complete the presented work with a focus on some of these parts, leaving users free to explorate the whole results thanks to the supplied resources.\n"},{"metadata":{},"cell_type":"markdown","source":"Zooming into the upper left of *NetFL#3*, we get Fig. 8.\n\n![Fig8.jpg](attachment:Fig8.jpg)\nFig. 8 - Upper left part of 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8 shows the causal chain from *1 day missed for injury* (*DM_M1 is 1*) to longer periods (DM_M28 and DM_M42). **It reminds team managers the importance of injury prevention** before *DM_M1*. \n\n*Synthetic surface* is tied to *Indoor stadium*, wich entails **Indoor game under high temperatures should be avoided in the beginning and in the end of league season**, as a synthesis of previous observations of injury causes. \n\nWith the previously noticed position of *Linebacker*, the group and positions of *Wide Receiver* seem to be more exposed to injuries too. *PlayTypes Pass* and *Rush* are **combined factors to be avoided for these groups**, especially with high *PlayerDay* value (*396*) and *Light Rain* under medium *temperature* such as *70*° (likely Outdoor).\n\nThe exploration of NetFL#3 reveals a lot of other circumstances combinations raising the risk of injuries, such as *Playtype is Kickoff* when *Weather is Cold*, or *PlayerDay* is low (11) while *Weather is Sunny* and *Temperature is high* (89°)."},{"metadata":{},"cell_type":"markdown","source":"A simple focus on the pair *Surface-BodyParts* makes appear the real (unbiased) distribution of injury risk. *Synthetic surface* is more dangerous for *Ankle* then for *Toes*, while *Natural* or *Synthetic* are equally dangerous for *Knee* and *Natural* is the worst for *Foot*. \n\nAnyway, *Heel*, *Toes* and *Foot* are not significantly injuried in comparison with *Ankle* and *Knee* (Fig. 9)."},{"metadata":{},"cell_type":"markdown","source":"![Fig9.jpg](attachment:Fig9.jpg)\nFig. 9 - User defined paired data 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analysis on movements (PlayerTrackData) having revealed no significant findings, no specific outcomes are presented. \n\nThanks to the supplied resources, experts such as team managers and medical specialists can mine the computed PCNs so as to find circumstances, **to verify and prevent scenarios propitious to injury** and to foster better conditions for players and supporters. \n\nNDLA. The complete sources for reproducing these outcomes may be provided in case of award. "}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.4","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}