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Poole, Mackworth & Goebel 1998, p. 1. Russell & Norvig 2003, p. 55. Definition of AI as the study of intelligent agents: Poole, Mackworth & Goebel (1998), which provides the version that is used in this article. These authors use the term "computational intelligence" as a synonym for artificial intelligence.[1] Russell & Norvig (2003) (who prefer the term "rational agent") and write "The whole-agent view is now widely accepted in the field".[2] Nilsson 1998 Legg & Hutter 2007 Russell & Norvig 2009, p. 2. McCorduck 2004, p. 204 Maloof, Mark. "Artificial Intelligence: An Introduction, p. 37" (PDF). georgetown.edu. Archived (PDF) from the original on 25 August 2018. "How AI Is Getting Groundbreaking Changes In Talent Management And HR Tech". Hackernoon. Archived from the original on 11 September 2019. Retrieved 14 February 2020. Schank, Roger C. (1991). "Where's the AI". AI magazine. Vol. 12 no. 4. p. 38. Russell & Norvig 2009. "AlphaGo – Google DeepMind". Archived from the original on 10 March 2016. Allen, Gregory (April 2020). "Department of Defense Joint AI Center - Understanding AI Technology" (PDF). AI.mil - The official site of the Department of Defense Joint Artificial Intelligence Center. Archived (PDF) from the original on 21 April 2020. Retrieved 25 April 2020. Optimism of early AI: * Herbert Simon quote: Simon 1965, p. 96 quoted in Crevier 1993, p. 109. * Marvin Minsky quote: Minsky 1967, p. 2 quoted in Crevier 1993, p. 109. Boom of the 1980s: rise of expert systems, Fifth Generation Project, Alvey, MCC, SCI: * McCorduck 2004, pp. 426–441 * Crevier 1993, pp. 161–162,197–203, 211, 240 * Russell & Norvig 2003, p. 24 * NRC 1999, pp. 210–211 * Newquist 1994, pp. 235–248 First AI Winter, Mansfield Amendment, Lighthill report * Crevier 1993, pp. 115–117 * Russell & Norvig 2003, p. 22 * NRC 1999, pp. 212–213 * Howe 1994 * Newquist 1994, pp. 189–201 Second AI winter: * McCorduck 2004, pp. 430–435 * Crevier 1993, pp. 209–210 * NRC 1999, pp. 214–216 * Newquist 1994, pp. 301–318 AI becomes hugely successful in the early 21st century * Clark 2015 Pamela McCorduck (2004, p. 424) writes of "the rough shattering of AI in subfields—vision, natural language, decision theory, genetic algorithms, robotics ... and these with own sub-subfield—that would hardly have anything to say to each other." This list of intelligent traits is based on the topics covered by the major AI textbooks, including: * Russell & Norvig 2003 * Luger & Stubblefield 2004 * Poole, Mackworth & Goebel 1998 * Nilsson 1998 Kolata 1982. Maker 2006. Biological intelligence vs. intelligence in general: Russell & Norvig 2003, pp. 2–3, who make the analogy with aeronautical engineering. McCorduck 2004, pp. 100–101, who writes that there are "two major branches of artificial intelligence: one aimed at producing intelligent behavior regardless of how it was accomplished, and the other aimed at modeling intelligent processes found in nature, particularly human ones." Kolata 1982, a paper in Science, which describes McCarthy's indifference to biological models. Kolata quotes McCarthy as writing: "This is AI, so we don't care if it's psychologically real".[19] McCarthy recently reiterated his position at the AI@50 conference where he said "Artificial intelligence is not, by definition, simulation of human intelligence".[20]. Neats vs. scruffies: * McCorduck 2004, pp. 421–424, 486–489 * Crevier 1993, p. 168 * Nilsson 1983, pp. 10–11 Symbolic vs. sub-symbolic AI: * Nilsson (1998, p. 7), who uses the term "sub-symbolic". General intelligence (strong AI) is discussed in popular introductions to AI: * Kurzweil 1999 and Kurzweil 2005 See the Dartmouth proposal, under Philosophy, below. McCorduck 2004, p. 34. McCorduck 2004, p. xviii. McCorduck 2004, p. 3. McCorduck 2004, pp. 340–400. This is a central idea of Pamela McCorduck's Machines Who Think. She writes: "I like to think of artificial intelligence as the scientific apotheosis of a venerable cultural tradition."[26] "Artificial intelligence in one form or another is an idea that has pervaded Western intellectual history, a dream in urgent need of being realized."[27] "Our history is full of attempts—nutty, eerie, comical, earnest, legendary and real—to make artificial intelligences, to reproduce what is the essential us—bypassing the ordinary means. Back and forth between myth and reality, our imaginations supplying what our workshops couldn't, we have engaged for a long time in this odd form of self-reproduction."[28] She traces the desire back to its Hellenistic roots and calls it the urge to "forge the Gods."[29] "Stephen Hawking believes AI could be mankind's last accomplishment". BetaNews. 21 October 2016. Archived from the original on 28 August 2017. Lombardo P, Boehm I, Nairz K (2020). "RadioComics – Santa Claus and the future of radiology". Eur J Radiol. 122 (1): 108771. doi:10.1016/j.ejrad.2019.108771. PMID 31835078. Ford, Martin; Colvin, Geoff (6 September 2015). "Will robots create more jobs than they destroy?". The Guardian. Archived from the original on 16 June 2018. Retrieved 13 January 2018. AI applications widely used behind the scenes: * Russell & Norvig 2003, p. 28 * Kurzweil 2005, p. 265 * NRC 1999, pp. 216–222 * Newquist 1994, pp. 189–201 AI in myth: * McCorduck 2004, pp. 4–5 * Russell & Norvig 2003, p. 939 AI in early science fiction. * McCorduck 2004, pp. 17–25 Formal reasoning: * Berlinski, David (2000). The Advent of the Algorithm. Harcourt Books. ISBN 978-0-15-601391-8. OCLC 46890682. Archived from the original on 26 July 2020. Retrieved 22 August 2020. Turing, Alan (1948), "Machine Intelligence", in Copeland, B. Jack (ed.), The Essential Turing: The ideas that gave birth to the computer age, Oxford: Oxford University Press, p. 412, ISBN 978-0-19-825080-7 Russell & Norvig 2009, p. 16. Dartmouth conference: * McCorduck 2004, pp. 111–136 * Crevier 1993, pp. 47–49, who writes "the conference is generally recognized as the official birthdate of the new science." * Russell & Norvig 2003, p. 17, who call the conference "the birth of artificial intelligence." * NRC 1999, pp. 200–201 McCarthy, John (1988). "Review of The Question of Artificial Intelligence". Annals of the History of Computing. 10 (3): 224–229., collected in McCarthy, John (1996). "10. Review of The Question of Artificial Intelligence". Defending AI Research: A Collection of Essays and Reviews. CSLI., p. 73, "[O]ne of the reasons for inventing the term "artificial intelligence" was to escape association with "cybernetics". Its concentration on analog feedback seemed misguided, and I wished to avoid having either to accept Norbert (not Robert) Wiener as a guru or having to argue with him." Hegemony of the Dartmouth conference attendees: * Russell & Norvig 2003, p. 17, who write "for the next 20 years the field would be dominated by these people and their students." * McCorduck 2004, pp. 129–130 Russell & Norvig 2003, p. 18. Schaeffer J. (2009) Didn't Samuel Solve That Game?. In: One Jump Ahead. Springer, Boston, MA Samuel, A. L. (July 1959). "Some Studies in Machine Learning Using the Game of Checkers". IBM Journal of Research and Development. 3 (3): 210–229. CiteSeerX 10.1.1.368.2254. doi:10.1147/rd.33.0210. "Golden years" of AI (successful symbolic reasoning programs 1956–1973): * McCorduck 2004, pp. 243–252 * Crevier 1993, pp. 52–107 * Moravec 1988, p. 9 * Russell & Norvig 2003, pp. 18–21 The programs described are Arthur Samuel's checkers program for the IBM 701, Daniel Bobrow's STUDENT, Newell and Simon's Logic Theorist and Terry Winograd's SHRDLU. DARPA pours money into undirected pure research into AI during the 1960s: * McCorduck 2004, p. 131 * Crevier 1993, pp. 51, 64–65 * NRC 1999, pp. 204–205 AI in England: * Howe 1994 Lighthill 1973. Expert systems: * ACM 1998, I.2.1 * Russell & Norvig 2003, pp. 22–24 * Luger & Stubblefield 2004, pp. 227–331 * Nilsson 1998, chpt. 17.4 * McCorduck 2004, pp. 327–335, 434–435 * Crevier 1993, pp. 145–62, 197–203 * Newquist 1994, pp. 155–183 Mead, Carver A.; Ismail, Mohammed (8 May 1989). Analog VLSI Implementation of Neural Systems (PDF). The Kluwer International Series in Engineering and Computer Science. 80. Norwell, MA: Kluwer Academic Publishers. doi:10.1007/978-1-4613-1639-8. ISBN 978-1-4613-1639-8. Archived from the original (PDF) on 6 November 2019. Retrieved 24 January 2020. Formal methods are now preferred ("Victory of the neats"): * Russell & Norvig 2003, pp. 25–26 * McCorduck 2004, pp. 486–487 McCorduck 2004, pp. 480–483. Markoff 2011. 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Cognitive Systems Research. 48: 39–55. doi:10.1016/j.cogsys.2017.05.001. hdl:2318/1665207. S2CID 206868967. Problem solving, puzzle solving, game playing and deduction: * Russell & Norvig 2003, chpt. 3–9, * Poole, Mackworth & Goebel 1998, chpt. 2,3,7,9, * Luger & Stubblefield 2004, chpt. 3,4,6,8, * Nilsson 1998, chpt. 7–12 Uncertain reasoning: * Russell & Norvig 2003, pp. 452–644, * Poole, Mackworth & Goebel 1998, pp. 345–395, * Luger & Stubblefield 2004, pp. 333–381, * Nilsson 1998, chpt. 19 Psychological evidence of sub-symbolic reasoning: * Wason & Shapiro (1966) showed that people do poorly on completely abstract problems, but if the problem is restated to allow the use of intuitive social intelligence, performance dramatically improves. (See Wason selection task) * Kahneman, Slovic & Tversky (1982) have shown that people are terrible at elementary problems that involve uncertain reasoning. (See list of cognitive biases for several examples). * Lakoff & Núñez (2000) have controversially argued that even our skills at mathematics depend on knowledge and skills that come from "the body", i.e. sensorimotor and perceptual skills. (See Where Mathematics Comes From) Knowledge representation: * ACM 1998, I.2.4, * Russell & Norvig 2003, pp. 320–363, * Poole, Mackworth & Goebel 1998, pp. 23–46, 69–81, 169–196, 235–277, 281–298, 319–345, * Luger & Stubblefield 2004, pp. 227–243, * Nilsson 1998, chpt. 18 Knowledge engineering: * Russell & Norvig 2003, pp. 260–266, * Poole, Mackworth & Goebel 1998, pp. 199–233, * Nilsson 1998, chpt. ≈17.1–17.4 Representing categories and relations: Semantic networks, description logics, inheritance (including frames and scripts): * Russell & Norvig 2003, pp. 349–354, * Poole, Mackworth & Goebel 1998, pp. 174–177, * Luger & Stubblefield 2004, pp. 248–258, * Nilsson 1998, chpt. 18.3 Representing events and time:Situation calculus, event calculus, fluent calculus (including solving the frame problem): * Russell & Norvig 2003, pp. 328–341, * Poole, Mackworth & Goebel 1998, pp. 281–298, * Nilsson 1998, chpt. 18.2 Causal calculus: * Poole, Mackworth & Goebel 1998, pp. 335–337 Representing knowledge about knowledge: Belief calculus, modal logics: * Russell & Norvig 2003, pp. 341–344, * Poole, Mackworth & Goebel 1998, pp. 275–277 Sikos, Leslie F. (June 2017). Description Logics in Multimedia Reasoning. Cham: Springer. doi:10.1007/978-3-319-54066-5. ISBN 978-3-319-54066-5. S2CID 3180114. Archived from the original on 29 August 2017. Ontology: * Russell & Norvig 2003, pp. 320–328 Smoliar, Stephen W.; Zhang, HongJiang (1994). "Content based video indexing and retrieval". IEEE Multimedia. 1 (2): 62–72. doi:10.1109/93.311653. S2CID 32710913. Neumann, Bernd; Möller, Ralf (January 2008). "On scene interpretation with description logics". Image and Vision Computing. 26 (1): 82–101. doi:10.1016/j.imavis.2007.08.013. Kuperman, G. J.; Reichley, R. M.; Bailey, T. C. (1 July 2006). "Using Commercial Knowledge Bases for Clinical Decision Support: Opportunities, Hurdles, and Recommendations". Journal of the American Medical Informatics Association. 13 (4): 369–371. doi:10.1197/jamia.M2055. PMC 1513681. PMID 16622160. MCGARRY, KEN (1 December 2005). "A survey of interestingness measures for knowledge discovery". The Knowledge Engineering Review. 20 (1): 39–61. doi:10.1017/S0269888905000408. S2CID 14987656. Bertini, M; Del Bimbo, A; Torniai, C (2006). "Automatic annotation and semantic retrieval of video sequences using multimedia ontologies". MM '06 Proceedings of the 14th ACM international conference on Multimedia. 14th ACM international conference on Multimedia. Santa Barbara: ACM. pp. 679–682. Qualification problem: * McCarthy & Hayes 1969 * Russell & Norvig 2003[page needed] While McCarthy was primarily concerned with issues in the logical representation of actions, Russell & Norvig 2003 apply the term to the more general issue of default reasoning in the vast network of assumptions underlying all our commonsense knowledge. Default reasoning and default logic, non-monotonic logics, circumscription, closed world assumption, abduction (Poole et al. places abduction under "default reasoning". Luger et al. places this under "uncertain reasoning"): * Russell & Norvig 2003, pp. 354–360, * Poole, Mackworth & Goebel 1998, pp. 248–256, 323–335, * Luger & Stubblefield 2004, pp. 335–363, * Nilsson 1998, ~18.3.3 Breadth of commonsense knowledge: * Russell & Norvig 2003, p. 21, * Crevier 1993, pp. 113–114, * Moravec 1988, p. 13, * Lenat & Guha 1989 (Introduction) Dreyfus & Dreyfus 1986. Gladwell 2005. Expert knowledge as embodied intuition: * Dreyfus & Dreyfus 1986 (Hubert Dreyfus is a philosopher and critic of AI who was among the first to argue that most useful human knowledge was encoded sub-symbolically. See Dreyfus' critique of AI) * Gladwell 2005 (Gladwell's Blink is a popular introduction to sub-symbolic reasoning and knowledge.) * Hawkins & Blakeslee 2005 (Hawkins argues that sub-symbolic knowledge should be the primary focus of AI research.) Planning: * ACM 1998, ~I.2.8, * Russell & Norvig 2003, pp. 375–459, * Poole, Mackworth & Goebel 1998, pp. 281–316, * Luger & Stubblefield 2004, pp. 314–329, * Nilsson 1998, chpt. 10.1–2, 22 Information value theory: * Russell & Norvig 2003, pp. 600–604 Classical planning: * Russell & Norvig 2003, pp. 375–430, * Poole, Mackworth & Goebel 1998, pp. 281–315, * Luger & Stubblefield 2004, pp. 314–329, * Nilsson 1998, chpt. 10.1–2, 22 Planning and acting in non-deterministic domains: conditional planning, execution monitoring, replanning and continuous planning: * Russell & Norvig 2003, pp. 430–449 Multi-agent planning and emergent behavior: * Russell & Norvig 2003, pp. 449–455 Turing 1950. Solomonoff 1956. Alan Turing discussed the centrality of learning as early as 1950, in his classic paper "Computing Machinery and Intelligence".[120] In 1956, at the original Dartmouth AI summer conference, Ray Solomonoff wrote a report on unsupervised probabilistic machine learning: "An Inductive Inference Machine".[121] This is a form of Tom Mitchell's widely quoted definition of machine learning: "A computer program is set to learn from an experience E with respect to some task T and some performance measure P if its performance on T as measured by P improves with experience E." Learning: * ACM 1998, I.2.6, * Russell & Norvig 2003, pp. 649–788, * Poole, Mackworth & Goebel 1998, pp. 397–438, * Luger & Stubblefield 2004, pp. 385–542, * Nilsson 1998, chpt. 3.3, 10.3, 17.5, 20 Jordan, M. I.; Mitchell, T. M. (16 July 2015). "Machine learning: Trends, perspectives, and prospects". Science. 349 (6245): 255–260. Bibcode:2015Sci...349..255J. doi:10.1126/science.aaa8415. PMID 26185243. S2CID 677218. 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Archived from the original on 11 June 2020. Retrieved 11 June 2020. Machine perception: * Russell & Norvig 2003, pp. 537–581, 863–898 * Nilsson 1998, ~chpt. 6 Speech recognition: * ACM 1998, ~I.2.7 * Russell & Norvig 2003, pp. 568–578 Object recognition: * Russell & Norvig 2003, pp. 885–892 Computer vision: * ACM 1998, I.2.10 * Russell & Norvig 2003, pp. 863–898 * Nilsson 1998, chpt. 6 Robotics: * ACM 1998, I.2.9, * Russell & Norvig 2003, pp. 901–942, * Poole, Mackworth & Goebel 1998, pp. 443–460 Moving and configuration space: * Russell & Norvig 2003, pp. 916–932 Tecuci 2012. Robotic mapping (localization, etc): * Russell & Norvig 2003, pp. 908–915 Cadena, Cesar; Carlone, Luca; Carrillo, Henry; Latif, Yasir; Scaramuzza, Davide; Neira, Jose; Reid, Ian; Leonard, John J. (December 2016). "Past, Present, and Future of Simultaneous Localization and Mapping: Toward the Robust-Perception Age". IEEE Transactions on Robotics. 32 (6): 1309–1332. arXiv:1606.05830. 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Retrieved 26 April 2018. Domingos 2015. Artificial brain arguments: AI requires a simulation of the operation of the human brain * Russell & Norvig 2003, p. 957 * Crevier 1993, pp. 271 and 279 A few of the people who make some form of the argument: * Moravec 1988 * Kurzweil 2005, p. 262 * Hawkins & Blakeslee 2005 The most extreme form of this argument (the brain replacement scenario) was put forward by Clark Glymour in the mid-1970s and was touched on by Zenon Pylyshyn and John Searle in 1980. Goertzel, Ben; Lian, Ruiting; Arel, Itamar; de Garis, Hugo; Chen, Shuo (December 2010). "A world survey of artificial brain projects, Part II: Biologically inspired cognitive architectures". Neurocomputing. 74 (1–3): 30–49. doi:10.1016/j.neucom.2010.08.012. Nilsson 1983, p. 10. Nils Nilsson writes: "Simply put, there is wide disagreement in the field about what AI is all about."[163] AI's immediate precursors: * McCorduck 2004, pp. 51–107 * Crevier 1993, pp. 27–32 * Russell & Norvig 2003, pp. 15, 940 * Moravec 1988, p. 3 Haugeland 1985, pp. 112–117 The most dramatic case of sub-symbolic AI being pushed into the background was the devastating critique of perceptrons by Marvin Minsky and Seymour Papert in 1969. See History of AI, AI winter, or Frank Rosenblatt. Cognitive simulation, Newell and Simon, AI at CMU (then called Carnegie Tech): * McCorduck 2004, pp. 139–179, 245–250, 322–323 (EPAM) * Crevier 1993, pp. 145–149 Soar (history): * McCorduck 2004, pp. 450–451 * Crevier 1993, pp. 258–263 McCarthy and AI research at SAIL and SRI International: * McCorduck 2004, pp. 251–259 * Crevier 1993 AI research at Edinburgh and in France, birth of Prolog: * Crevier 1993, pp. 193–196 * Howe 1994 AI at MIT under Marvin Minsky in the 1960s : * McCorduck 2004, pp. 259–305 * Crevier 1993, pp. 83–102, 163–176 * Russell & Norvig 2003, p. 19 Cyc: * McCorduck 2004, p. 489, who calls it "a determinedly scruffy enterprise" * Crevier 1993, pp. 239–243 * Russell & Norvig 2003, p. 363−365 * Lenat & Guha 1989 Knowledge revolution: * McCorduck 2004, pp. 266–276, 298–300, 314, 421 * Russell & Norvig 2003, pp. 22–23 Frederick, Hayes-Roth; William, Murray; Leonard, Adelman. "Expert systems". AccessScience. doi:10.1036/1097-8542.248550. Embodied approaches to AI: * McCorduck 2004, pp. 454–462 * Brooks 1990 * Moravec 1988 Weng et al. 2001. Lungarella et al. 2003. Asada et al. 2009. Oudeyer 2010. Revival of connectionism: * Crevier 1993, pp. 214–215 * Russell & Norvig 2003, p. 25 Computational intelligence * IEEE Computational Intelligence Society Archived 9 May 2008 at the Wayback Machine Hutson, Matthew (16 February 2018). "Artificial intelligence faces reproducibility crisis". Science. pp. 725–726. Bibcode:2018Sci...359..725H. doi:10.1126/science.359.6377.725. Archived from the original on 29 April 2018. Retrieved 28 April 2018. Norvig 2012. Langley 2011. Katz 2012. The intelligent agent paradigm: * Russell & Norvig 2003, pp. 27, 32–58, 968–972 * Poole, Mackworth & Goebel 1998, pp. 7–21 * Luger & Stubblefield 2004, pp. 235–240 * Hutter 2005, pp. 125–126 The definition used in this article, in terms of goals, actions, perception and environment, is due to Russell & Norvig (2003). Other definitions also include knowledge and learning as additional criteria. Agent architectures, hybrid intelligent systems: * Russell & Norvig (2003, pp. 27, 932, 970–972) * Nilsson (1998, chpt. 25) Hierarchical control system: * Albus 2002 Lieto, Antonio; Lebiere, Christian; Oltramari, Alessandro (May 2018). "The knowledge level in cognitive architectures: Current limitations and possibile developments". Cognitive Systems Research. 48: 39–55. doi:10.1016/j.cogsys.2017.05.001. hdl:2318/1665207. S2CID 206868967. Lieto, Antonio; Bhatt, Mehul; Oltramari, Alessandro; Vernon, David (May 2018). "The role of cognitive architectures in general artificial intelligence". Cognitive Systems Research. 48: 1–3. doi:10.1016/j.cogsys.2017.08.003. hdl:2318/1665249. S2CID 36189683. Russell & Norvig 2009, p. 1. White Paper: On Artificial Intelligence - A European approach to excellence and trust (PDF). Brussels: European Commission. 2020. p. 1. Archived (PDF) from the original on 20 February 2020. Retrieved 20 February 2020. CNN 2006. Using AI to predict flight delays Archived 20 November 2018 at the Wayback Machine, Ishti.org. N. Aletras; D. Tsarapatsanis; D. Preotiuc-Pietro; V. Lampos (2016). "Predicting judicial decisions of the European Court of Human Rights: a Natural Language Processing perspective". PeerJ Computer Science. 2: e93. doi:10.7717/peerj-cs.93. "The Economist Explains: Why firms are piling into artificial intelligence". The Economist. 31 March 2016. Archived from the original on 8 May 2016. Retrieved 19 May 2016. Lohr, Steve (28 February 2016). "The Promise of Artificial Intelligence Unfolds in Small Steps". The New York Times. Archived from the original on 29 February 2016. Retrieved 29 February 2016. Frangoul, Anmar (14 June 2019). "A Californian business is using A.I. to change the way we think about energy storage". CNBC. Archived from the original on 25 July 2020. Retrieved 5 November 2019. Wakefield, Jane (15 June 2016). "Social media 'outstrips TV' as news source for young people". BBC News. Archived from the original on 24 June 2016. Smith, Mark (22 July 2016). "So you think you chose to read this article?". BBC News. Archived from the original on 25 July 2016. Brown, Eileen. "Half of Americans do not believe deepfake news could target them online". ZDNet. Archived from the original on 6 November 2019. Retrieved 3 December 2019. The Turing test: Turing's original publication: * Turing 1950 Historical influence and philosophical implications: * Haugeland 1985, pp. 6–9 * Crevier 1993, p. 24 * McCorduck 2004, pp. 70–71 * Russell & Norvig 2003, pp. 2–3 and 948 Dartmouth proposal: * McCarthy et al. 1955 (the original proposal) * Crevier 1993, p. 49 (historical significance) The physical symbol systems hypothesis: * Newell & Simon 1976, p. 116 * McCorduck 2004, p. 153 * Russell & Norvig 2003, p. 18 Dreyfus 1992, p. 156. Dreyfus criticized the necessary condition of the physical symbol system hypothesis, which he called the "psychological assumption": "The mind can be viewed as a device operating on bits of information according to formal rules."[206] Dreyfus' critique of artificial intelligence: * Dreyfus 1972, Dreyfus & Dreyfus 1986 * Crevier 1993, pp. 120–132 * McCorduck 2004, pp. 211–239 * Russell & Norvig 2003, pp. 950–952, Gödel 1951: in this lecture, Kurt Gödel uses the incompleteness theorem to arrive at the following disjunction: (a) the human mind is not a consistent finite machine, or (b) there exist Diophantine equations for which it cannot decide whether solutions exist. Gödel finds (b) implausible, and thus seems to have believed the human mind was not equivalent to a finite machine, i.e., its power exceeded that of any finite machine. He recognized that this was only a conjecture, since one could never disprove (b). Yet he considered the disjunctive conclusion to be a "certain fact". The Mathematical Objection: * Russell & Norvig 2003, p. 949 * McCorduck 2004, pp. 448–449 Making the Mathematical Objection: * Lucas 1961 * Penrose 1989 Refuting Mathematical Objection: * Turing 1950 under "(2) The Mathematical Objection" * Hofstadter 1979 Background: * Gödel 1931, Church 1936, Kleene 1935, Turing 1937 Graham Oppy (20 January 2015). "Gödel's Incompleteness Theorems". Stanford Encyclopedia of Philosophy. Archived from the original on 22 April 2016. Retrieved 27 April 2016. These Gödelian anti-mechanist arguments are, however, problematic, and there is wide consensus that they fail. Stuart J. Russell; Peter Norvig (2010). "26.1.2: Philosophical Foundations/Weak AI: Can Machines Act Intelligently?/The mathematical objection". Artificial Intelligence: A Modern Approach (3rd ed.). Upper Saddle River, NJ: Prentice Hall. ISBN 978-0-13-604259-4. even if we grant that computers have limitations on what they can prove, there is no evidence that humans are immune from those limitations. Mark Colyvan. An introduction to the philosophy of mathematics. Cambridge University Press, 2012. From 2.2.2, 'Philosophical significance of Gödel's incompleteness results': "The accepted wisdom (with which I concur) is that the Lucas-Penrose arguments fail." Iphofen, Ron; Kritikos, Mihalis (3 January 2019). "Regulating artificial intelligence and robotics: ethics by design in a digital society". Contemporary Social Science: 1–15. doi:10.1080/21582041.2018.1563803. ISSN 2158-2041. "Ethical AI Learns Human Rights Framework". Voice of America. Archived from the original on 11 November 2019. Retrieved 10 November 2019. Crevier 1993, pp. 132–144. In the early 1970s, Kenneth Colby presented a version of Weizenbaum's ELIZA known as DOCTOR which he promoted as a serious therapeutic tool.[216] Joseph Weizenbaum's critique of AI: * Weizenbaum 1976 * Crevier 1993, pp. 132–144 * McCorduck 2004, pp. 356–373 * Russell & Norvig 2003, p. 961 Weizenbaum (the AI researcher who developed the first chatterbot program, ELIZA) argued in 1976 that the misuse of artificial intelligence has the potential to devalue human life. Wendell Wallach (2010). Moral Machines, Oxford University Press. Wallach, pp 37–54. Wallach, pp 55–73. Wallach, Introduction chapter. Michael Anderson and Susan Leigh Anderson (2011), Machine Ethics, Cambridge University Press. "Machine Ethics". aaai.org. Archived from the original on 29 November 2014. Rubin, Charles (Spring 2003). "Artificial Intelligence and Human Nature". The New Atlantis. 1: 88–100. Archived from the original on 11 June 2012. Brooks, Rodney (10 November 2014). "artificial intelligence is a tool, not a threat". Archived from the original on 12 November 2014. "Stephen Hawking, Elon Musk, and Bill Gates Warn About Artificial Intelligence". Observer. 19 August 2015. Archived from the original on 30 October 2015. Retrieved 30 October 2015. Chalmers, David (1995). "Facing up to the problem of consciousness". Journal of Consciousness Studies. 2 (3): 200–219. Archived from the original on 8 March 2005. Retrieved 11 October 2018. See also this link Archived 8 April 2011 at the Wayback Machine Horst, Steven, (2005) "The Computational Theory of Mind" Archived 11 September 2018 at the Wayback Machine in The Stanford Encyclopedia of Philosophy Searle 1980, p. 1. This version is from Searle (1999), and is also quoted in Dennett 1991, p. 435. Searle's original formulation was "The appropriately programmed computer really is a mind, in the sense that computers given the right programs can be literally said to understand and have other cognitive states." [230] Strong AI is defined similarly by Russell & Norvig (2003, p. 947): "The assertion that machines could possibly act intelligently

This repository contains Python-based tools for Computational Finance. It is related to the Computational Finance blog run by Stuart Reid (www.stuartreid.co.za/blog).

Component & System Creation for Stuart Sierra's Component Library | Moved to Codeberg

Baltimore Ravens,BAL QB,Joe Flacco,32,1986,52,63,91,95,80,40,19.900000,2 QB,Ryan Mallett,29,1989,61,45,76,89,74,37,1.900000,1 RB,Terrance West,26,1992,79,75,81,75,88,77,1.100000,1 RB,Kenneth Dixon,23,1995,78,60,76,75,87,80,0.500000,3 RB,Javorius Allen,26,1992,60,60,73,71,88,74,0.500000,2 RB,Danny Woodhead,32,1986,53,70,68,67,88,74,2.300000,3 RB,Alex Collins,23,1995,98,60,79,60,88,76,0.400000,3 RB,Maxx Williams,23,1995,88,45,70,61,80,70,0.800000,2 WR,Jeremy Maclin,29,1989,83,68,71,83,92,76,5.000000,2 WR,Mike Wallace,31,1987,52,75,79,73,92,72,5.600000,1 WR,Breshad Perriman,24,1994,73,54,63,63,95,76,2.100000,2 WR,Michael Campanaro,26,1992,68,60,70,68,90,69,0.900000,1 WR,Benjamin Watson,37,1981,62,68,75,73,80,65,2.300000,1 WR,Vince Mayle,26,1992,70,40,73,63,83,74,0.300000,1 WR,Chris Moore,24,1994,93,40,75,62,90,65,0.600000,3 WR,Nick Boyle,24,1994,83,60,79,68,72,53,0.400000,2 OL,Marshal Yanda,33,1985,57,97,87,87,94,76,5.900000,2 OL,Ryan Jensen,26,1992,74,62,77,81,92,60,1.100000,1 OL,Jermaine Eluemunor,23,1995,90,40,83,85,74,60,0.500000,4 OL,Austin Howard,30,1988,68,62,71,76,91,62,3.300000,3 OL,Ronnie Stanley,23,1995,79,73,77,76,89,62,5.200000,3 OL,Luke Bowanko,26,1992,70,45,68,75,83,60,0.400000,1 OL,Matt Skura,24,1994,71,54,76,75,74,60,0.300000,2 OL,James Hurst,26,1992,69,64,67,63,73,60,0.900000,1 OL,Levi Spurger,27,2012,83,67,90,61,62,59,0.500000,1 OL,Morgan Cox,31,1987,75,60,70,45,51,50,0.700000,4 K,Justin Tucker,28,1990,72,57,71,97,98,57,3.600000,3 K,Sam Koch,35,1983,40,59,65,83,93,59,2.500000,4 S,Eric Weddle,32,1986,81,87,85,79,85,79,5.200000,3 S,Tony Jefferson,25,1993,81,83,71,79,84,77,6.900000,4 S,Lardarius Webb,32,1986,61,62,76,79,90,53,1.600000,3 S,Anthony Levine Sr.,30,1988,59,62,70,79,86,59,1.000000,3 S,Chuck Clark,22,1996,79,40,79,70,88,66,0.400000,4 CB,Jimmy Smith,29,1989,66,77,79,82,89,69,9.500000,3 CB,Marlon Humphrey,21,1997,81,57,77,77,92,67,2.900000,4 CB,Maurice Canady,23,1995,88,40,75,74,89,63,0.400000,3 CB,Brandon Carr,31,1987,62,65,81,77,87,60,4.300000,4 CB,Tavon Young,23,1995,74,61,79,79,90,47,0.600000,3 CB,Jaylen Hill,23,1995,87,40,65,71,84,44,0.300000,3 LB,CJ Mosley,25,1993,69,73,79,87,84,77,2.900000,2 LB,Terrell Suggs,35,1983,66,71,85,83,94,71,5.300000,2 LB,Kamalei Correa,23,1995,98,56,76,68,82,74,1.300000,3 LB,Steven Johnson,29,1989,83,50,73,68,77,69,0.500000,1 LB,Patrick Onwuasor,25,1993,85,58,77,64,80,74,0.300000,1 LB,Za'Darius Smith,25,1993,84,60,76,65,82,68,0.500000,2 LB,Matt Judon,25,1993,84,45,70,65,86,68,0.400000,3 LB,Tyus Bowser,22,1996,98,45,76,64,80,72,1.200000,4 LB,Tim Williams,24,1994,96,45,71,61,80,71,0.600000,4 DL,Brandon Williams,28,1990,64,81,65,93,95,70,8.100000,5 DL,Michael Pierce,25,1993,87,73,71,89,92,74,0.300000,2 DL,Patrick Ricard,23,1995,69,45,68,81,88,72,0.300000,3 DL,Willie Henry,23,1995,90,54,71,75,87,76,0.500000,3 DL,Carl Davis,25,1993,78,62,63,77,87,67,0.600000,2 DL,Chris Wormley,24,1994,94,45,75,70,83,76,0.700000,4 DL,Bronson Kaufusi,26,1992,60,45,79,67,82,72,0.700000,3 DL,Brent Urban,26,1992,77,60,62,64,81,70,0.400000,1 END_PLAYERS Cincinnati Bengals,CIN QB,Andy Dalton,30,1988,70,68,89,85,83,40,11.500000,4 QB,AJ McCarron,27,1991,70,61,85,75,80,40,0.400000,1 RB,Jeremy Hill,25,1993,86,68,79,76,88,79,0.700000,1 RB,Joe Mixon,21,1997,84,54,83,75,91,79,1.200000,4 RB,Giovani Bernard,26,1992,90,67,68,70,91,79,3.100000,3 RB,Cethan Carter,24,1994,79,35,68,59,83,62,0.300000,3 RB,Ryan Hewitt,26,1992,87,58,77,57,77,59,1.400000,3 WR,AJ Green,29,1989,68,97,87,91,91,82,9.400000,3 WR,Tyler Eifert,27,1991,80,77,73,79,84,70,3.000000,1 WR,Brandon LaFell,31,1987,68,71,79,77,86,72,2.800000,2 WR,John Ross,22,1996,69,58,75,70,98,69,4.300000,4 WR,Tyler Boyd,23,1995,67,61,73,75,88,59,0.900000,3 WR,Josh Malone,21,1997,96,45,75,70,92,59,0.600000,4 WR,Alex Erickson,25,1993,80,35,75,65,88,66,0.300000,2 WR,Cody Core,23,1995,74,45,73,65,90,65,0.400000,3 WR,Tyler Kroft,25,1993,85,56,64,67,81,66,0.600000,2 WR,CJ Uzomah,24,1994,80,45,75,62,85,67,0.400000,2 OL,Russell Bodine,25,1993,94,68,79,95,73,59,0.700000,1 OL,Andre Smith,30,1988,87,52,75,91,75,60,3.000000,1 OL,Clint Boling,28,1990,73,63,85,76,74,68,3.600000,3 OL,Christian Westerman,24,1994,69,40,76,77,77,60,0.400000,3 OL,Trey Hopkins,25,1993,75,56,70,76,73,59,0.300000,2 OL,TJ Johnson,27,1991,90,45,71,75,73,61,1.200000,2 OL,Alex Redmond,22,1996,84,40,63,75,72,58,0.300000,2 OL,Jake Fisher,24,1994,92,62,70,70,73,60,0.900000,2 OL,Cedric Ogbuehi,25,1993,78,61,62,68,73,60,2.200000,2 OL,Eric Winston,34,1984,75,60,77,68,75,60,0.600000,1 OL,Clark Harris,33,1985,82,54,71,60,54,45,0.600000,1 K,Randy Bullock,28,1990,73,40,62,89,82,40,0.500000,2 K,Kevin Huber,32,1986,75,40,70,77,75,40,2.000000,1 K,Marshall Koehn,25,1993,68,35,54,35,88,35,0.300000,2 S,Shawn Williams,26,1992,87,61,81,79,90,79,2.800000,4 S,KeiVarae Russell,24,1994,84,40,75,76,89,63,0.500000,3 S,Clayton Fejedelem,24,1994,88,45,83,74,87,66,0.400000,3 S,George Iloka,27,1991,62,68,77,79,85,57,4.100000,4 CB,Darqueze Dennard,26,1992,61,60,79,79,92,67,1.900000,1 CB,Josh Shaw,25,1993,94,45,65,75,90,63,0.500000,2 CB,William Jackson III,25,1993,85,45,75,79,92,40,2.300000,3 CB,Adam Jones,34,1984,69,64,76,79,87,44,5.000000,2 CB,Dre Kirkpatrick,28,1990,87,67,73,77,88,40,7.400000,5 CB,Patrick Crump,30,2009,58,87,58,58,58,65,0.500000,1 LB,Vontaze Burfict,27,1991,61,81,91,81,88,74,3.500000,1 LB,Vincent Rey,30,1988,65,67,79,81,84,72,2.200000,2 LB,Nick Vigil,24,1994,67,45,79,76,80,69,0.600000,3 LB,Hardy Nickerson,23,1995,92,40,77,75,82,66,0.300000,3 LB,Kevin Minter,27,1991,85,75,75,71,84,75,4.000000,1 LB,Carl Lawson,22,1996,88,57,67,65,87,68,0.600000,4 LB,Jordan Evans,22,1996,70,40,77,62,79,74,0.400000,4 DL,Andrew Billings,22,1996,88,40,70,83,87,70,0.500000,3 DL,Geno Atkins,29,1989,65,87,73,81,90,75,8.500000,2 DL,Pat Sims,32,1986,75,61,71,79,88,69,0.700000,1 DL,Jordan Willis,22,1996,91,45,83,73,87,79,0.700000,4 DL,Chris Smith,25,1993,81,40,71,73,85,76,0.400000,1 DL,Ryan Glasgow,24,1994,68,54,70,77,87,65,0.500000,4 DL,Carlos Dunlap,28,1990,60,71,68,64,84,77,5.100000,2 DL,Michael Johnson,30,1988,61,61,70,60,80,79,3.800000,2 END_PLAYERS Cleveland Browns,CLE QB,DeShone Kizer,21,1997,79,45,89,91,75,68,1.000000,4 QB,Kevin Hogan,25,1993,82,60,87,75,77,59,0.300000,1 QB,Cody Kessler,24,1994,93,50,79,79,76,37,0.600000,3 RB,Isaiah Crowell,24,1994,91,63,76,77,89,79,1.700000,1 RB,Duke Johnson,24,1994,78,65,70,67,90,79,0.600000,2 RB,Darius Jackson,24,1994,73,35,77,70,92,71,0.400000,3 RB,Dan Vitale,24,1994,94,45,77,60,85,70,0.300000,2 RB,Matt Dayes,22,1996,80,40,71,59,84,65,0.400000,4 WR,Kenny Britt,29,1989,90,64,79,73,86,76,6.100000,4 WR,Corey Coleman,23,1995,95,61,76,70,93,70,2.900000,3 WR,David Njoku,21,1997,81,45,75,68,85,71,2.300000,4 WR,Ricardo Louis,23,1995,90,57,77,67,91,66,0.500000,3 WR,Sammie Coates,24,1994,74,45,77,62,91,74,0.600000,2 WR,Seth DeValve,24,1994,75,57,75,68,83,68,0.500000,3 WR,Rashard Higgins,23,1995,74,45,79,68,85,65,0.400000,3 WR,Kasen Williams,25,1993,82,45,62,65,85,63,0.300000,1 WR,Randall Telfer,25,1993,67,50,64,61,78,67,0.400000,2 OL,Joe Thomas,33,1985,77,97,95,87,86,91,7.200000,2 OL,Kevin Zeitler,27,1991,60,71,85,83,75,67,9.000000,5 OL,Zach Banner,24,1994,84,45,67,81,81,60,0.500000,4 OL,Joel Bitonio,26,1992,69,75,83,75,77,79,5.400000,6 OL,JC Tretter,26,1992,82,63,75,79,74,60,4.400000,3 OL,Shon Coleman,26,1992,66,50,70,75,84,60,0.600000,3 OL,Spencer Drango,25,1993,91,60,81,70,79,61,0.400000,3 OL,Marcus Martin,24,1994,88,62,71,68,73,59,1.100000,1 OL,Austin Reiter,26,1992,94,40,73,62,79,59,0.300000,1 OL,Charley Hughlett,27,1991,62,45,68,60,70,52,0.700000,6 K,Zane Gonzalez,22,1996,97,40,64,93,78,40,0.400000,4 K,Britton Colquitt,32,1986,61,45,68,77,81,45,1.800000,4 S,Jabrill Peppers,22,1996,90,54,79,77,90,76,2.500000,4 S,Derrick Kindred,24,1994,72,64,79,79,89,74,0.500000,3 S,Kai Nacua,22,1996,92,40,77,75,88,59,0.300000,1 S,Derron Smith,25,1993,96,45,68,67,85,69,0.400000,2 CB,Jason McCourty,30,1988,78,73,68,80,92,69,2.300000,2 CB,Briean Boddy-Calhoun,24,1994,79,70,73,79,90,44,0.300000,2 CB,Jamar Taylor,27,1991,77,60,79,77,92,46,3.000000,3 CB,Howard Wilson,22,1996,72,40,75,72,87,55,0.600000,4 CB,Michael Jordan,25,1993,88,45,71,74,85,43,0.300000,2 CB,Darius Hillary,24,1994,95,35,68,68,87,40,0.300000,2 LB,Christian Kirksey,25,1993,76,71,73,85,82,77,5.500000,5 LB,Jamie Collins,28,1990,69,64,81,76,83,77,8.600000,4 LB,Tank Carder,28,1990,76,45,81,70,77,71,0.900000,1 LB,James Burgess,23,1995,70,45,73,67,83,67,0.300000,2 LB,Joe Schobert,24,1994,82,59,81,59,77,71,0.600000,3 LB,Josh Keyes,24,1994,98,40,76,40,77,72,0.400000,1 DL,Myles Garrett,22,1996,90,57,71,93,89,79,7.900000,4 DL,Danny Shelton,24,1994,72,71,73,91,95,69,2.900000,2 DL,Caleb Brantley,23,1995,98,40,71,79,88,69,0.400000,4 DL,Larry Ogunjobi,23,1995,82,57,76,77,86,74,0.800000,4 DL,Trevon Coley,23,1995,73,45,71,73,86,77,0.300000,2 DL,Jamie Meder,26,1992,79,61,81,76,83,68,0.400000,1 DL,TY McGill,25,1993,70,54,76,73,85,70,0.300000,1 DL,Emmanuel Ogbah,24,1994,75,45,77,62,82,79,1.500000,3 DL,Carl Nassib,24,1994,94,50,75,60,76,72,0.700000,3 DL,Nate Orchard,24,1994,93,56,77,61,73,70,0.900000,2 END_PLAYERS Pittsburgh Steelers,PIT QB,Ben Roethlisbergr,35,1983,67,73,91,91,85,63,17.100000,3 QB,Joshua Dobbs,22,1996,79,50,76,83,76,76,0.600000,4 QB,Landry Jones,28,1990,80,40,79,83,77,37,1.600000,2 RB,Le'Veon Bell,25,1993,86,76,76,91,90,91,7.600000,1 RB,Terrell Watson,24,1994,92,52,75,67,87,79,0.300000,1 RB,James Conner,22,1996,71,52,76,76,85,71,0.600000,4 RB,Roosevelt Nix,25,1993,78,60,76,58,79,65,0.400000,1 WR,Antonio Brown,29,1989,74,97,85,97,92,80,12.600000,5 WR,Eli Rogers,25,1993,84,63,73,77,88,71,0.300000,1 WR,JuJu Smith-Schuste,21,1997,81,60,85,73,88,74,0.800000,4 WR,Martavis Bryant,26,1992,66,67,76,70,93,71,0.500000,1 WR,Darrius Heyward-Bey,30,1988,71,67,75,64,91,74,0.900000,2 WR,Justin Hunter,26,1992,96,50,67,61,90,70,0.600000,1 WR,Jesse James,23,1995,83,64,73,71,83,57,0.400000,2 WR,Vance McDonald,27,1991,90,50,70,64,83,65,4.200000,5 WR,Xavier Grimble,25,1993,92,52,68,61,75,57,0.300000,1 OL,David DeCastro,27,1991,88,89,85,89,96,71,8.600000,5 OL,Matt Feiler,25,1993,67,40,73,89,79,59,0.300000,1 OL,Marcus Gilbert,29,1989,77,81,75,83,74,75,4.800000,3 OL,Maurkice Pouncey,28,1990,87,85,73,83,77,60,7.100000,3 OL,Ramon Foster,31,1987,78,89,71,77,72,73,2.600000,2 OL,Alejandro Villanueva,29,1989,84,76,76,75,81,62,4.800000,4 OL,BJ Finney,26,1992,98,57,77,71,75,70,0.300000,1 OL,Jerald Hawkins,24,1994,93,40,79,67,80,61,0.500000,3 OL,Chris Hubbard,26,1992,71,54,71,62,75,59,1.100000,1 OL,Kameron Canaday,25,1993,85,40,76,56,48,60,0.300000,1 K,Chris Boswell,26,1992,74,54,65,85,91,54,0.400000,1 K,Jordan Berry,26,1992,89,45,65,83,83,45,0.300000,1 S,JJ Wilcox,26,1992,60,60,75,77,88,75,2.000000,2 S,Sean Davis,24,1994,70,60,79,79,90,60,0.800000,3 S,Mike Mitchell,30,1988,79,63,83,77,87,66,3.700000,2 S,Robert Golden,27,1991,74,57,76,76,87,62,1.300000,2 CB,William Gay,32,1986,51,75,81,77,88,69,2.000000,2 CB,Mike Hilton,23,1995,97,63,71,79,87,59,0.300000,1 CB,Joe Haden,28,1990,80,65,87,84,89,44,6.800000,3 CB,Artie Burns,22,1996,99,67,71,79,91,43,2.300000,3 CB,Coty Sensabaugh,29,1989,82,57,76,77,90,37,0.900000,2 CB,Cameron Sutton,22,1996,67,45,76,74,88,43,0.600000,4 CB,Brian Allen,24,1994,85,40,75,72,91,40,0.400000,4 LB,Ryan Shazier,25,1993,68,73,71,75,88,84,3.100000,2 LB,TJ Watt,23,1995,85,54,75,75,84,74,2.200000,4 LB,James Harrison,39,1979,70,70,81,73,95,68,1.300000,2 LB,Vince Williams,28,1990,65,64,71,75,83,71,1.600000,2 LB,LJ Fort,27,1991,75,45,75,71,82,70,0.300000,1 LB,Bud Dupree,24,1994,91,54,75,68,80,76,2.200000,2 LB,Tyler Matakevich,25,1993,67,40,83,70,84,68,0.400000,3 LB,Keion Adams,22,1996,86,40,77,61,83,68,0.400000,4 LB,Anthony Chickillo,25,1993,79,50,79,61,81,68,0.400000,1 LB,Arthur Moats,29,1989,82,52,71,61,75,69,2.000000,1 DL,Stephon Tuitt,24,1994,79,75,65,83,91,72,1.000000,1 DL,Cameron Heyward,28,1990,64,81,79,81,92,75,7.700000,4 DL,Javon Hargrave,24,1994,81,62,77,73,85,76,0.600000,3 DL,Tyson Alualu,30,1988,64,67,75,75,87,72,2.300000,2 DL,Daniel McCullers,25,1993,94,60,65,77,88,60,0.400000,1 DL,Leterrius Walton,25,1993,81,60,70,73,84,68,0.400000,2 DL,Casey Muehl,29,2010,54,84,70,67,65,68,0.500000,1 DL,Alton Petanick,24,2015,80,78,63,57,66,60,0.500000,1 END_PLAYERS Buffalo Bills,BUF QB,Tyrod Taylor,28,1990,80,71,79,83,81,70,11.700000,2 QB,Nathan Peterman,23,1995,98,52,81,83,76,53,0.400000,4 QB,Joe Webb,31,1987,77,54,70,79,68,76,0.600000,1 RB,LeSean McCoy,29,1989,63,77,73,67,90,77,6.600000,3 RB,Travaris Cadet,28,1990,59,54,73,62,87,76,0.500000,1 RB,Mike Tolbert,32,1986,42,73,77,71,77,69,0.700000,1 RB,Patrick DiMarco,28,1990,81,67,81,60,74,65,1.600000,4 WR,Zay Jones,22,1996,92,57,87,77,90,74,1.500000,4 WR,Kelvin Benjamin,26,1992,72,77,75,79,86,74,2.600000,2 WR,Charles Clay,28,1990,86,70,85,76,83,72,6.000000,3 WR,Jordan Matthews,25,1993,80,75,83,68,90,72,1.100000,1 WR,Andre Holmes,29,1989,77,61,68,68,87,69,1.400000,3 WR,Deonte Thompson,28,1990,75,58,65,64,92,69,0.600000,1 WR,Brandon Tate,30,1988,74,50,71,60,88,77,0.700000,1 WR,Jeremy Butler,26,1992,71,40,75,64,86,65,0.400000,1 WR,Logan Thomas,26,1992,68,40,79,60,84,70,0.500000,1 WR,Nick O'Leary,25,1993,92,54,77,71,75,53,0.300000,1 WR,Khari Lee,25,1993,84,45,75,60,76,65,0.400000,2 OL,Richie Incognito,34,1984,71,85,85,89,86,75,4.000000,2 OL,Cordy Glenn,28,1990,74,79,75,87,72,61,9.500000,4 OL,Vladimir Ducasse,30,1988,67,63,76,85,74,61,0.800000,3 OL,Dion Dawkins,23,1995,98,54,79,81,78,60,0.800000,4 OL,John Miller,24,1994,82,68,71,75,73,68,0.600000,2 OL,Eric Wood,31,1987,79,77,76,77,75,59,6.800000,3 OL,Ryan Groy,27,1991,79,60,70,75,77,61,1.600000,2 OL,Conor McDermott,25,1993,94,40,75,71,74,60,0.400000,4 OL,Jordan Mills,27,1991,74,61,75,71,72,60,1.300000,2 OL,Seantrel Henderson,25,1993,79,60,60,70,77,56,0.500000,1 OL,Reid Ferguson,23,1995,97,35,76,35,46,60,0.300000,2 K,Steven Hauschka,32,1986,56,40,67,93,86,40,2.500000,3 K,Colton Schmidt,27,1991,87,40,68,79,76,40,1.000000,2 S,Micah Hyde,27,1991,80,70,75,77,88,69,4.800000,5 S,Shamarko Thomas,26,1992,69,45,75,77,90,66,0.500000,1 S,Trae Elston,23,1995,73,35,70,69,89,68,0.300000,2 S,Colt Anderson,32,1986,62,58,76,72,85,59,0.700000,1 S,Jordan Poyer,26,1992,60,75,73,79,87,40,2.600000,4 CB,Tre'Davious White,22,1996,72,62,79,79,90,66,2.400000,4 CB,EJ Gaines,25,1993,75,70,75,79,89,57,0.500000,1 CB,Shareece Wright,30,1988,64,58,76,77,90,47,0.500000,1 CB,Leonard Johnson,27,1991,78,57,77,76,86,46,0.600000,1 CB,Lafayette Pitts,25,1993,79,40,76,72,90,40,0.300000,1 CB,Rolando Amanza,29,2010,77,65,91,56,64,66,0.500000,1 LB,Lorenzo Alexander,34,1984,65,73,76,70,86,76,2.200000,2 LB,Matt Milano,23,1995,99,40,83,70,83,67,0.500000,4 LB,Preston Brown,25,1993,95,68,87,67,84,76,0.700000,1 LB,Tanner Vallejo,23,1995,84,40,70,71,82,67,0.400000,4 LB,Ramon Humber,30,1988,79,60,68,68,76,70,0.600000,1 LB,Deon Lacey,27,1991,63,45,71,60,77,69,0.400000,2 DL,Kyle Williams,34,1984,58,76,73,81,92,71,5.600000,1 DL,Cedric Thornton,29,1989,70,59,68,77,89,70,3.400000,3 DL,Shaq Lawson,23,1995,69,57,70,73,88,79,2.500000,3 DL,Eddie Yarbrough,24,1994,85,45,63,68,83,76,0.300000,1 DL,Jerel Worthy,27,1991,80,54,70,68,86,71,0.400000,1 DL,Jerry Hughes,29,1989,63,70,83,61,81,79,6.500000,3 DL,Adolphus Washington,25,1993,73,52,71,60,82,76,0.600000,3 DL,Ryan Davis,28,1990,75,50,70,60,75,74,0.700000,2 END_PLAYERS Miami Dolphins,MIA QB,Ryan Tannehill,29,1989,70,67,89,83,81,66,14.000000,4 QB,Jay Cutler,34,1984,51,60,65,91,77,37,6.300000,1 QB,David Fales,27,1991,84,40,81,70,79,40,0.400000,1 QB,Matt Moore,33,1985,71,63,83,71,78,37,1.300000,1 RB,Damien Williams,25,1993,75,60,73,68,91,76,1.100000,1 RB,Kenyan Drake,23,1995,73,45,68,60,91,74,0.700000,3 RB,Senorise Perry,26,1992,60,40,71,57,92,70,0.400000,2 RB,MarQueis Gray,28,1990,78,57,73,60,81,70,0.700000,2 WR,Jarvis Landry,25,1993,68,76,83,93,91,80,0.700000,1 WR,DeVante Parker,24,1994,85,76,76,79,91,72,2.700000,2 WR,Kenny Stills,25,1993,72,73,77,75,92,72,6.100000,4 WR,Julius Thomas,29,1989,79,62,70,71,85,74,3.800000,2 WR,Leonte Carroo,23,1995,84,45,76,70,89,65,0.600000,3 WR,Jakeem Grant,25,1993,66,40,71,65,96,67,0.400000,3 WR,Anthony Fasano,33,1985,41,64,77,62,76,59,2.500000,1 OL,Isaac Asiata,25,1993,84,40,85,85,79,61,0.500000,4 OL,Laremy Tunsil,23,1995,95,62,83,77,80,60,3.100000,3 OL,Mike Pouncey,28,1990,64,67,65,77,74,60,6.200000,4 OL,Zach Sterup,25,1993,87,40,73,75,79,60,0.300000,1 OL,Jermon Bushrod,33,1985,65,67,83,76,72,59,2.300000,1 OL,Ja'Wuan James,25,1993,84,71,75,71,73,65,2.900000,2 OL,Sam Young,30,1988,73,59,71,70,81,60,0.700000,1 OL,Jesse Davis,26,1992,75,40,77,71,74,59,0.300000,2 OL,Ted Larsen,30,1988,75,59,77,64,80,60,1.400000,3 OL,Jake Brendel,25,1993,73,35,81,65,74,60,0.300000,1 OL,John Denney,39,1979,71,76,76,60,52,45,0.600000,1 K,Cody Parkey,25,1993,90,40,75,89,81,40,0.400000,1 K,Matt Haack,23,1995,88,40,65,93,77,40,0.300000,3 S,Reshad Jones,29,1989,72,87,71,82,86,80,8.200000,6 S,Nate Allen,30,1988,80,61,68,77,86,66,3.400000,1 S,Michael Thomas,27,1991,70,60,76,77,86,60,1.100000,1 S,TJ McDonald,26,1992,63,62,73,79,86,59,0.200000,5 S,Jordan Lucas,24,1994,90,35,73,71,91,62,0.400000,3 S,Maurice Smith,22,1996,68,40,71,68,85,55,0.300000,3 CB,Alterraun Verner,29,1989,71,52,75,77,86,69,0.600000,1 CB,Xavien Howard,24,1994,90,45,81,77,91,53,1.400000,3 CB,Cordrea Tankersley,24,1994,79,45,85,71,92,63,0.600000,4 CB,Bobby McCain,24,1994,84,63,75,77,89,43,0.400000,2 CB,Walt Aikens,26,1992,89,45,76,75,89,44,0.500000,1 CB,Torry McTyer,22,1996,67,40,71,71,92,40,0.300000,3 LB,Lawrence Timmons,31,1987,65,75,81,75,84,77,5.500000,2 LB,Kiko Alonso,27,1991,71,67,73,76,80,74,5.600000,4 LB,Stephone Anthony,25,1993,83,56,70,71,83,75,1.800000,2 LB,Rey Maualuga,30,1988,82,60,85,73,87,67,0.700000,1 LB,Mike Hull,26,1992,99,56,77,70,87,71,0.400000,1 LB,Chase Allen,24,1994,83,45,77,70,82,71,0.300000,3 DL,Ndamukong Suh,30,1988,60,73,91,97,99,80,15.100000,4 DL,Jordan Phillips,25,1993,87,57,60,79,87,69,0.900000,2 DL,William Hayes,32,1986,57,73,77,73,91,79,4.200000,1 DL,Cameron Wake,35,1983,75,83,77,73,85,79,5.400000,2 DL,Davon Godchaux,23,1995,66,52,73,73,84,71,0.400000,4 DL,Vincent Taylor,23,1995,89,45,76,71,82,66,0.400000,4 DL,Charles Harris,22,1996,87,54,73,61,79,79,2.600000,4 DL,Terrence Fede,26,1992,83,40,75,61,80,75,0.400000,1 DL,Andre Branch,28,1990,68,62,64,58,75,74,6.300000,3 END_PLAYERS New England Patriots,NE QB,Tom Brady,40,1978,69,99,97,91,98,40,15.600000,3 QB,Brian Hoyer,32,1986,51,62,68,81,78,37,5.000000,2 RB,Mike Gillislee,27,1991,78,67,76,76,88,79,2.000000,2 RB,Dion Lewis,27,1991,63,70,65,67,91,79,1.000000,1 RB,Rex Burkhead,27,1991,89,64,81,75,84,77,2.600000,1 RB,James White,25,1993,90,63,70,68,89,76,2.600000,4 RB,Brandon Bolden,27,1991,64,58,75,67,88,72,0.600000,1 RB,James Develin,29,1989,58,71,76,57,70,47,0.900000,2 WR,Rob Gronkowski,28,1990,75,89,73,93,83,72,6.800000,3 WR,Chris Hogan,29,1989,74,81,73,87,88,71,2.500000,2 WR,Brandin Cooks,24,1994,67,76,77,81,96,76,2.700000,2 WR,Julian Edelman,31,1987,69,93,79,81,86,77,4.600000,3 WR,Danny Amendola,32,1986,42,73,76,79,84,72,2.800000,1 WR,Phillip Dorsett,24,1994,81,59,63,71,96,70,1.900000,2 WR,Martellus Bennett,30,1988,73,71,76,75,79,67,5.700000,3 WR,Jacob Hollister,24,1994,81,40,77,63,84,70,0.300000,3 WR,Dwayne Allen,27,1991,63,68,73,71,76,60,5.200000,3 WR,Matthew Slater,32,1986,74,67,75,60,87,67,1.300000,1 OL,Marcus Cannon,29,1989,63,76,64,85,85,60,4.900000,5 OL,Shaq Mason,24,1994,72,75,73,76,92,60,0.500000,2 OL,Nate Solder,29,1989,74,77,76,81,74,60,8.900000,1 OL,David Andrews,25,1993,74,77,77,75,85,60,1.800000,4 OL,Ted Karras,24,1994,75,40,81,75,80,60,0.400000,3 OL,Joe Thuney,25,1993,91,70,81,75,74,63,0.600000,3 OL,LaAdrian Waddle,26,1992,84,59,70,76,73,60,0.800000,1 OL,Cameron Fleming,25,1993,77,59,71,73,74,64,1.100000,1 OL,Cole Croston,24,1994,86,40,73,68,78,59,0.300000,3 OL,Joe Cardona,25,1993,97,35,75,68,46,52,0.400000,2 K,Stephen Gostkowski,33,1985,58,45,67,89,82,45,3.600000,2 K,Ryan Allen,27,1991,74,40,71,83,80,40,1.700000,2 S,Devin McCourty,30,1988,58,85,83,88,90,68,7.800000,3 S,Patrick Chung,30,1988,69,70,89,79,86,68,2.200000,2 S,Nate Ebner,29,1989,82,45,91,72,87,70,0.800000,1 S,Duron Harmon,26,1992,74,64,76,79,88,55,3.400000,4 S,Jordan Richards,24,1994,73,40,81,74,86,69,0.700000,2 S,Brandon King,24,1994,87,45,70,74,89,40,0.400000,1 CB,Malcolm Butler,27,1991,86,81,73,84,89,66,2.400000,1 CB,Johnson Bademosi,27,1991,78,45,79,79,90,60,2.000000,1 CB,Eric Rowe,25,1993,72,50,73,79,91,60,1.000000,2 CB,Stephon Gilmore,27,1991,78,67,79,80,92,45,10.400000,5 CB,Jonathan Jones,24,1994,99,45,63,75,95,40,0.300000,2 CB,Robin Vagas,25,2014,60,82,50,62,58,61,0.500000,1 LB,Dont'a Hightower,27,1991,80,81,83,89,93,76,7.100000,4 LB,Elandon Roberts,23,1995,78,60,75,75,87,71,0.400000,3 LB,David Harris,33,1985,62,61,85,76,85,68,2.000000,2 LB,Kyle Van Noy,26,1992,73,60,71,70,79,74,1.100000,1 LB,Shea McClellin,28,1990,89,63,71,68,77,70,2.400000,2 LB,Trevor Reilly,29,1989,73,45,75,61,80,67,0.400000,1 LB,Marquis Flowers,25,1993,83,45,71,58,76,74,0.400000,1 DL,Alan Branch,33,1985,66,60,67,83,90,67,3.300000,2 DL,Trey Flowers,24,1994,84,65,79,76,89,76,0.500000,2 DL,Malcom Brown,23,1995,89,68,68,73,87,70,1.800000,2 DL,Deatrich Wise Jr.,23,1995,74,56,67,73,86,74,0.600000,4 DL,Lawrence Guy,27,1991,71,67,77,71,86,70,2.700000,4 DL,Ricky Jean-Francois,31,1987,60,60,64,71,86,70,0.600000,1 DL,Lewis Kari,33,2006,54,77,76,59,66,61,0.500000,1 DL,Cassius Marsh,25,1993,98,59,79,50,71,71,0.500000,1 END_PLAYERS New York Jets,NYJ QB,Bryce Petty,26,1992,89,45,70,83,75,45,0.500000,2 QB,Christian Hackenberg,22,1996,74,50,76,91,70,40,1.000000,3 QB,Josh McCown,38,1980,57,71,70,73,79,37,5.600000,1 RB,Elijah McGuire,23,1995,80,40,76,76,89,80,0.400000,4 RB,Matt Forte,32,1986,62,64,79,79,87,77,3.100000,2 RB,Bilal Powell,29,1989,54,77,73,76,88,77,2.900000,2 RB,Lawrence Thomas,24,1994,93,45,73,45,73,45,0.300000,2 WR,Jermaine Kearse,27,1991,81,75,85,75,90,71,4.000000,2 WR,Jeremy Kerley,29,1989,67,63,75,75,86,72,0.500000,1 WR,Robby Anderson,24,1994,93,61,68,70,94,66,0.300000,2 WR,ArDarius Stewart,24,1994,78,52,75,70,89,74,0.700000,4 WR,Austin S-Jenkins,25,1993,89,58,67,70,87,65,1.200000,1 WR,Neal Sterling,25,1993,70,40,73,60,85,71,0.400000,1 WR,Chad Hansen,22,1996,89,45,75,59,89,53,0.500000,4 WR,Eric Tomlinson,25,1993,68,45,73,62,80,44,0.300000,1 OL,James Carpenter,28,1990,85,63,76,81,73,64,3.500000,2 OL,Ben Ijalana,28,1990,75,45,73,75,75,60,3.800000,2 OL,Jonotthan Harrison,26,1992,95,60,75,76,72,59,0.600000,1 OL,Kelvin Beachum,28,1990,74,68,75,71,74,63,5.900000,3 OL,Brian Winters,26,1992,72,71,76,71,73,60,4.500000,4 OL,Dakota Dozier,26,1992,70,58,76,70,79,60,0.400000,1 OL,Wesley Johnson,26,1992,66,62,81,70,73,58,1.700000,1 OL,Brandon Shell,25,1993,80,57,81,68,73,60,0.400000,3 OL,Brent Qvale,26,1992,66,52,76,61,77,60,0.300000,1 OL,Thomas Hennessy,23,1995,91,40,70,45,46,56,0.300000,3 K,Chandler Catanzaro,26,1992,69,40,68,91,82,40,0.600000,1 K,Lachlan Edwards,25,1993,73,40,65,83,75,40,0.400000,3 S,Marcus Maye,24,1994,77,54,75,75,90,74,1.500000,4 S,Rontez Miles,29,1989,88,52,79,75,85,69,0.300000,1 S,Terrence Brooks,25,1993,73,56,70,77,91,47,0.400000,1 S,Jamal Adams,22,1996,88,60,81,74,91,35,5.700000,4 CB,Buster Skrine,28,1990,73,62,73,77,91,53,4.700000,2 CB,Juston Burris,24,1994,83,45,81,75,88,55,0.500000,3 CB,Rashard Robinson,22,1996,85,61,81,77,93,37,0.500000,3 CB,Robert Nelson,27,1991,84,45,75,75,90,47,0.300000,1 CB,Morris Claiborne,27,1991,83,60,68,77,90,40,4.400000,1 CB,Darryl Roberts,27,1991,80,45,64,77,92,37,0.400000,2 CB,Derrick Jones,23,1995,94,35,73,71,90,40,0.400000,4 LB,Demario Davis,28,1990,66,65,73,75,89,77,1.500000,1 LB,Bruce Carter,29,1989,62,59,62,70,82,76,0.500000,1 LB,Jordan Jenkins,23,1995,79,59,67,68,86,70,0.600000,3 LB,Darron Lee,23,1995,87,60,79,65,79,77,2.500000,3 LB,Julian Stanford,27,1991,63,50,65,64,82,77,0.500000,1 LB,Lorenzo Mauldin,25,1993,72,56,71,64,81,69,0.600000,2 LB,Freddie Bishop,27,1991,76,40,79,62,83,66,0.300000,1 LB,Josh Martin,26,1992,84,45,71,61,80,67,1.300000,2 DL,Muhammad Wilkerson,28,1990,74,68,85,89,97,79,12.600000,4 DL,Leonard Williams,23,1995,99,71,68,76,90,76,4.800000,2 DL,Steve McLendon,31,1987,74,62,71,75,91,72,2.700000,2 DL,Ed Stinson,27,1991,86,45,65,77,85,63,0.400000,1 DL,Mike Pennel,26,1992,85,52,70,76,85,66,0.600000,1 DL,Kony Ealy,26,1992,69,63,73,67,82,79,0.500000,1 DL,Xavier Cooper,26,1992,69,52,76,70,81,71,0.500000,2 DL,David Bass,27,1991,71,52,75,60,74,71,0.500000,1 DL,Obum Gwacham,26,1992,65,40,67,60,74,74,0.400000,2 END_PLAYERS Houston Texans,HOU QB,Deshaun Watson,22,1996,89,71,83,77,79,70,3.400000,4 QB,Tom Savage,27,1991,97,50,76,87,74,40,0.400000,1 QB,Josh Johnson,31,1987,61,45,75,76,72,53,0.600000,1 RB,Lamar Miller,26,1992,74,76,73,77,92,84,4.100000,3 RB,D'onta Foreman,21,1997,77,63,76,73,90,79,0.600000,4 RB,Alfred Blue,26,1992,87,61,65,70,87,71,0.400000,1 RB,Jordan Todman,27,1991,66,45,68,63,89,76,0.500000,1 RB,Jay Prosch,25,1993,75,60,85,59,81,55,0.400000,1 WR,DeAndre Hopkins,25,1993,86,87,87,87,92,74,2.600000,5 WR,Bruce Ellington,26,1992,93,61,79,71,91,76,0.400000,1 WR,Braxton Miller,25,1993,67,45,73,68,91,76,0.600000,3 WR,Will Fuller,23,1995,86,65,73,64,95,71,2.500000,3 WR,CJ Fiedorowicz,26,1992,74,65,83,73,81,55,0.800000,1 WR,Ryan Griffin,27,1991,77,59,75,68,75,63,1.900000,3 WR,Stephen Anderson,24,1994,70,40,73,60,84,62,0.300000,2 OL,Derek Newton,30,1988,62,71,71,76,83,59,3.000000,3 OL,Greg Mancz,25,1993,91,54,77,76,72,62,0.300000,1 OL,Jeff Allen,27,1991,69,60,67,76,73,59,4.700000,3 OL,Chris Clark,32,1986,63,62,65,75,77,60,2.200000,1 OL,Julie'n Davenport,22,1996,97,45,75,73,77,62,0.600000,4 OL,Nick Martin,24,1994,85,63,75,73,75,61,1.000000,3 OL,Breno Giacomini,32,1986,62,59,76,71,86,57,2.200000,1 OL,Xavier Su'a-Filo,26,1992,75,60,77,73,74,59,1.200000,1 OL,Kyle Fuller,23,1995,66,40,77,67,74,60,0.400000,4 OL,Kendall Lamm,25,1993,82,56,77,62,82,59,0.300000,1 OL,Jon Weeks,31,1987,62,60,73,56,48,45,0.600000,3 K,Ka'lmi Fairbairn,23,1995,84,35,65,77,87,35,0.300000,2 K,Shane Lechler,41,1977,67,56,67,77,86,56,1.600000,1 S,Marcus Gilchrist,29,1989,76,64,79,80,88,76,2.400000,1 S,Eddie Pleasant,29,1989,85,60,83,74,87,69,0.700000,1 S,Andre Hal,25,1993,67,68,75,79,92,43,0.500000,1 S,Corey Moore,24,1994,80,64,77,75,87,53,0.300000,1 S,Kurtis Drummond,25,1993,86,50,75,75,85,40,0.300000,1 CB,Kevin Johnson,25,1993,70,63,75,80,88,55,2.400000,2 CB,Johnathan Joseph,33,1985,58,76,71,82,89,44,4.200000,1 CB,Kareem Jackson,29,1989,74,64,70,76,89,53,6.700000,2 CB,Treston Decoud,24,1994,73,40,71,70,87,60,0.500000,4 CB,Marcus Williams,26,1992,81,54,77,74,87,37,1.700000,1 CB,Peyton Ohotto,25,2014,55,74,69,60,65,62,0.500000,1 LB,Whitney Mercilus,27,1991,82,71,76,76,84,74,4.900000,3 LB,Benardrick McKinney,25,1993,68,67,77,76,81,77,1.200000,2 LB,Jadeveon Clowney,24,1994,80,64,65,71,85,77,6.800000,2 LB,Zach Cunningham,23,1995,87,60,81,71,84,76,0.900000,4 LB,Brian Cushing,30,1988,60,73,83,68,85,74,6.400000,3 LB,Dylan Cole,23,1995,85,40,76,67,86,72,0.300000,3 LB,Lamarr Houston,30,1988,78,68,68,68,87,68,0.600000,1 LB,Jelani Jenkins,25,1993,66,60,76,64,79,76,0.500000,1 LB,Ufomba Kamalu,25,1993,77,40,76,65,84,62,0.300000,1 LB,Brennan Scarlett,24,1994,97,45,64,59,79,69,0.300000,2 LB,Brian Peters,29,1989,88,45,76,60,73,70,0.300000,1 DL,JJ Watt,28,1990,89,85,79,95,99,77,11.700000,5 DL,Carlos Watkins,24,1994,96,40,76,75,84,74,0.500000,4 DL,DJ Reader,23,1995,83,67,75,76,86,69,0.400000,3 DL,Joel Heath,24,1994,69,58,73,68,82,70,0.300000,2 DL,Christian Covington,24,1994,99,60,62,63,80,70,0.400000,2 DL,Brandon Dunn,25,1993,83,59,73,63,81,65,0.500000,2 DL,Kenneth Bonga,28,2011,65,73,52,69,64,57,0.500000,1 DL,Randall Durden,27,2012,89,78,73,61,59,66,0.500000,1 END_PLAYERS Indianapolis Colts,IND QB,Andrew Luck,28,1990,77,73,81,91,87,67,19.400000,5 QB,Jacoby Brissett,24,1994,86,59,81,89,78,69,0.600000,3 QB,Scott Tolzien,30,1988,73,45,81,70,77,40,1.300000,1 RB,Robert Turbin,28,1990,50,59,76,73,90,76,0.800000,2 RB,Matt Jones,24,1994,77,60,65,64,89,76,0.600000,2 RB,Frank Gore,34,1984,56,89,81,73,82,75,2.500000,1 RB,Marlon Mack,21,1997,95,56,76,60,89,72,0.500000,4 RB,Darrell Daniels,23,1995,74,40,75,59,86,70,0.300000,3 WR,TY Hilton,28,1990,81,91,77,85,94,75,9.200000,4 WR,Donte Moncrief,24,1994,70,63,76,77,92,72,0.700000,1 WR,Kamar Aiken,28,1990,72,63,68,75,89,72,2.300000,1 WR,Chester Rogers,23,1995,70,57,73,70,89,70,0.300000,2 WR,Jack Doyle,27,1991,67,70,71,77,77,53,3.900000,3 WR,Erik Swoope,25,1993,85,40,65,60,80,71,0.300000,1 WR,Brandon Williams,30,1988,55,50,65,60,86,62,0.600000,1 OL,Anthony Castonzo,29,1989,90,79,73,79,93,60,7.200000,3 OL,Denzelle Good,26,1992,81,62,64,76,79,68,0.400000,2 OL,Jeremy Vujnovich,27,1991,81,40,68,81,73,60,0.300000,1 OL,Jack Mewhort,26,1992,99,67,77,79,72,64,0.700000,1 OL,Ryan Kelly,24,1994,84,71,79,75,77,64,2.500000,3 OL,Kyle Kalis,24,1994,82,40,71,77,73,60,0.300000,3 OL,Joe Haeg,24,1994,72,60,83,70,75,60,0.400000,3 OL,Le'Raven Clark,24,1994,75,40,79,67,80,59,0.600000,3 OL,Tyreek Burwell,25,1993,70,40,70,68,77,58,0.400000,1 OL,Mike Person,29,1989,84,56,67,64,75,63,0.500000,1 OL,Luke Rhodes,25,1993,68,40,77,70,46,35,0.300000,1 K,Adam Vinatieri,45,1973,65,59,71,77,94,59,1.900000,1 K,Rigoberto Sanchez,23,1995,89,40,77,85,83,40,0.300000,3 S,Clayton Geathers,25,1993,69,65,76,77,87,75,0.500000,2 S,TJ Green,22,1996,91,45,75,76,93,70,0.800000,3 S,Matthias Farley,25,1993,83,60,77,76,89,68,0.300000,2 S,Malik Hooker,21,1997,83,60,73,77,88,67,3.100000,4 S,Darius Butler,31,1987,74,64,81,77,89,45,2.800000,1 CB,Nate Hairston,23,1995,90,45,75,76,88,53,0.500000,4 CB,Chris Milton,25,1993,79,40,79,71,92,59,0.300000,1 CB,Rashaan Melvin,28,1990,73,71,70,82,90,40,0.500000,1 CB,DJ White,24,1994,92,40,79,74,89,45,0.400000,3 CB,Pierre Desir,27,1991,82,45,75,76,88,40,0.500000,1 CB,Kenny Moore,22,1996,85,40,73,75,87,40,0.300000,3 CB,Quincy Wilson,21,1997,96,45,77,71,88,43,1.300000,4 LB,Jabaal Sheard,28,1990,80,76,81,77,86,74,5.300000,3 LB,Joshua Perry,23,1995,91,40,81,73,84,67,0.600000,3 LB,Jeremiah George,25,1993,91,50,76,71,83,71,0.400000,2 LB,Barkevious Mingo,27,1991,66,59,76,70,79,77,1.600000,1 LB,John Simon,27,1991,62,63,77,70,86,72,2.800000,3 LB,Anthony Walker Jr.,22,1996,98,40,87,70,84,66,0.500000,4 LB,Antonio Morrison,23,1995,72,52,70,68,83,69,0.500000,3 LB,Jon Bostic,26,1992,97,59,75,68,80,70,0.400000,1 LB,Tarell Basham,23,1995,71,45,79,63,80,68,0.700000,4 DL,Johnathan Hankins,25,1993,94,75,70,87,93,70,5.600000,3 DL,Al Woods,30,1988,70,60,68,87,92,68,1.300000,2 DL,Grover Stewart,24,1994,95,40,79,81,86,67,0.500000,4 DL,Hassan Ridgeway,23,1995,99,40,63,76,88,75,0.500000,3 DL,Margus Hunt,30,1988,83,57,71,73,82,74,1.300000,2 DL,Henry Anderson,26,1992,90,70,67,70,86,72,0.500000,2 DL,Emerson Estrello,27,2012,85,74,50,65,65,55,0.500000,1 DL,Roland Chisley,22,2017,70,65,91,60,55,60,0.500000,1 END_PLAYERS Jacksonville Jaguars,JAX QB,Blake Bortles,25,1993,69,62,91,87,78,67,7.000000,2 QB,Chad Henne,32,1986,68,61,79,77,74,37,2.500000,1 RB,Leonard Fournette,22,1996,79,68,73,87,91,82,7.000000,4 RB,Chris Ivory,29,1989,73,73,64,75,89,79,4.600000,4 RB,TJ Yeldon,24,1994,85,63,70,76,88,77,1.300000,2 RB,Corey Grant,26,1992,81,54,62,60,96,70,0.300000,1 RB,Tommy Bohanon,27,1991,88,57,73,58,76,57,0.400000,1 WR,Allen Robinson,24,1994,73,81,76,79,90,74,0.700000,1 WR,Marqise Lee,26,1992,88,70,76,75,89,74,1.100000,1 WR,Allen Hurns,26,1992,77,75,79,75,88,74,5.100000,4 WR,Dede Westbrook,24,1994,66,40,71,75,93,72,0.600000,4 WR,Jaelen Strong,23,1995,67,40,70,75,91,68,0.600000,2 WR,Keelan Cole,24,1994,81,45,76,67,87,76,0.300000,3 WR,James O'Shaughnessy,25,1993,66,40,67,64,83,69,0.400000,2 WR,Arrelious Benn,29,1989,88,58,65,60,84,70,0.600000,2 WR,Ben Koyack,24,1994,77,56,75,63,79,55,0.300000,1 WR,Marcedes Lewis,33,1985,52,68,75,63,74,47,2.500000,2 OL,Tyler Shatley,26,1992,85,45,71,91,77,60,0.700000,2 OL,Cam Robinson,22,1996,81,60,87,83,77,61,1.600000,4 OL,Brandon Linder,25,1993,73,79,77,79,80,60,5.600000,6 OL,AJ Cann,26,1992,88,65,76,79,73,60,0.700000,2 OL,Chris Reed,25,1993,89,45,68,73,75,61,0.300000,1 OL,Josh Wells,26,1992,79,45,71,70,79,60,0.500000,2 OL,Patrick Omameh,28,1990,71,64,76,68,73,68,0.600000,1 OL,Jermey Parnell,31,1987,66,67,68,71,73,61,4.000000,3 OL,William Poehls,26,1992,91,45,75,65,77,60,0.300000,1 OL,Josh Walker,26,1992,85,40,76,61,79,60,0.400000,1 OL,Matt Overton,32,1986,75,45,70,50,57,57,0.500000,1 K,Josh Lambo,27,1991,83,40,67,87,84,40,0.400000,1 K,Brad Nortman,28,1990,70,45,71,81,82,45,1.400000,3 S,Barry Church,29,1989,86,60,89,72,85,76,4.100000,4 S,Calvin Pryor,25,1993,84,60,83,76,87,67,1.000000,1 S,Tashaun Gipson,27,1991,73,70,81,79,84,60,5.000000,4 S,Jarrod Wilson,23,1995,93,40,77,70,87,53,0.300000,2 S,Peyton Thompson,27,1991,84,45,70,74,88,40,0.400000,1 CB,Jalen Ramsey,23,1995,82,73,76,84,93,68,6.000000,3 CB,Jalen Myrick,22,1996,84,40,70,74,96,59,0.400000,4 CB,AJ Bouye,26,1992,60,76,68,82,89,47,9.700000,5 CB,Aaron Colvin,26,1992,63,64,64,77,89,53,0.600000,1 CB,Tyler Patmon,26,1992,70,45,70,75,88,40,0.400000,1 CB,Homer Trimpe,26,2013,67,73,50,65,65,62,0.500000,1 LB,Blair Brown,23,1995,99,40,81,75,87,70,0.500000,4 LB,Telvin Smith,26,1992,67,79,73,76,79,77,0.600000,1 LB,Paul Posluszny,33,1985,49,77,85,75,84,75,3.600000,1 LB,Myles Jack,22,1996,73,67,70,71,82,79,1.400000,3 LB,Donald Payne,23,1995,94,40,79,67,77,72,0.300000,3 LB,Lerentee McCray,27,1991,78,52,65,60,75,70,1.300000,1 DL,Marcell Dareus,27,1991,87,68,79,89,96,77,10.100000,5 DL,Calais Campbell,31,1987,66,83,83,76,93,79,10.300000,4 DL,Abry Jones,26,1992,64,67,71,77,87,66,2.400000,4 DL,Malik Jackson,27,1991,75,64,76,70,88,74,10.000000,5 DL,Dawuane Smoot,22,1996,94,45,81,68,81,76,0.800000,4 DL,Eli Ankou,23,1995,80,54,71,68,84,72,0.300000,3 DL,Yannick Ngakoue,22,1996,98,65,76,65,84,77,0.700000,3 DL,Sheldon Day,23,1995,84,50,76,65,85,77,0.600000,3 DL,Dante Fowler Jr.,23,1995,71,61,64,60,81,79,6.100000,2 END_PLAYERS Tennessee Titans,TEN QB,Marcus Mariota,24,1994,85,63,89,79,79,69,6.300000,2 QB,Brandon Weeden,34,1984,57,45,81,81,73,37,0.500000,1 QB,Matt Cassel,35,1983,52,60,76,71,74,37,1.600000,2 RB,Derrick Henry,23,1995,69,75,81,79,88,79,1.200000,3 RB,Demarco Murray,29,1989,65,79,75,75,89,80,3.900000,3 RB,David Fluellen,25,1993,68,40,75,63,82,75,0.400000,2 RB,Jalston Fowler,27,1991,82,60,60,61,77,63,0.500000,2 WR,Eric Decker,30,1988,55,73,81,83,86,72,4.100000,1 WR,Delanie Walker,33,1985,43,89,73,83,85,72,3.300000,2 WR,Rishard Matthews,28,1990,60,79,79,79,89,72,3.700000,2 WR,Tajae Sharpe,23,1995,79,62,76,75,87,69,0.500000,3 WR,Corey Davis,22,1996,78,59,77,70,90,76,6.600000,4 WR,Taywan Taylor,22,1996,66,45,85,68,92,72,0.700000,4 WR,Harry Douglas,33,1985,45,60,75,70,88,71,2.000000,1 WR,Jonnu Smith,22,1996,80,52,76,67,85,67,0.600000,4 WR,Eric Weems,32,1986,48,65,70,64,85,71,0.800000,2 WR,Darius Jennings,25,1993,81,40,73,61,90,66,0.400000,2 WR,Phillip Supernaw,27,1991,80,57,73,62,81,68,1.100000,2 OL,Taylor Lewan,26,1992,76,83,79,83,85,70,3.600000,2 OL,Brian Schwenke,26,1992,92,60,81,83,74,70,1.000000,1 OL,Jack Conklin,23,1995,78,75,85,76,78,60,4.000000,3 OL,Ben Jones,28,1990,76,76,85,77,78,60,2.800000,3 OL,Josh Kline,28,1990,64,76,71,70,82,73,1.300000,1 OL,Dennis Kelly,27,1991,61,52,77,75,78,60,0.900000,3 OL,Corey Levin,23,1995,87,40,75,73,78,60,0.400000,4 OL,Quinton Spain,26,1992,71,70,79,71,77,68,0.300000,1 OL,Gregorio Meneley,26,2013,81,85,67,58,66,69,0.500000,1 OL,Beau Brinkley,27,1991,72,35,71,56,50,45,0.800000,3 K,Ryan Succop,31,1987,70,57,73,81,93,57,1.800000,1 K,Brett Kern,31,1987,80,45,57,81,83,45,2.200000,3 S,Johnathan Cyprien,27,1991,83,71,81,79,89,74,4.400000,4 S,Kevin Byard,24,1994,86,63,79,79,89,72,0.700000,3 S,Da'Norris Searcy,29,1989,68,60,77,76,87,68,4.400000,2 S,Brynden Trawick,28,1990,77,45,77,74,85,70,1.500000,2 S,Curtis Riley,25,1993,89,45,76,75,89,47,0.300000,1 CB,Logan Ryan,26,1992,73,70,85,77,88,71,6.700000,3 CB,Adoree' Jackson,22,1996,83,50,76,77,92,59,2.800000,4 CB,Brice McCain,31,1987,54,57,73,77,90,40,2.000000,1 CB,LeShaun Sims,24,1994,89,62,75,77,88,40,0.400000,3 CB,Tye Smith,24,1994,99,45,76,74,87,37,0.400000,2 CB,Kalan Reed,24,1994,77,40,77,72,89,40,0.300000,1 LB,Wesley Woodyard,31,1987,79,77,85,77,80,79,2.300000,3 LB,Avery Williamson,25,1993,75,62,77,76,86,71,0.600000,1 LB,Brian Orakpo,31,1987,54,70,75,73,91,74,5.600000,2 LB,Kevin Dodd,25,1993,71,58,73,70,85,70,1.500000,3 LB,Jayon Brown,22,1996,98,45,76,68,81,70,0.500000,4 LB,Nate Palmer,28,1990,68,45,75,65,83,69,0.800000,2 LB,Erik Walden,32,1986,65,61,76,65,80,69,1.900000,1 LB,Derrick Morgan,28,1990,86,62,77,62,83,68,5.200000,2 LB,Daren Bates,27,1991,83,40,79,64,74,68,1.400000,3 DL,Jurrell Casey,28,1990,78,77,77,85,94,75,9.200000,6 DL,DaQuan Jones,26,1992,76,76,70,77,91,72,0.700000,1 DL,Sylvester Williams,29,1989,82,60,71,75,84,69,4.300000,3 DL,David King,28,1990,88,45,75,70,82,72,0.400000,1 DL,Karl Klug,29,1989,87,64,71,67,83,71,1.600000,2 DL,Austin Johnson,23,1995,85,54,77,67,85,71,1.200000,3 DL,Doug Lynah,32,2007,95,78,51,64,67,62,0.500000,1 DL,Armando Yardley,22,2017,87,84,54,61,66,55,0.500000,1 END_PLAYERS Denver Broncos,DEN QB,Brock Osweiler,27,1991,76,56,85,93,75,40,0.500000,1 QB,Paxton Lynch,23,1995,73,45,85,87,74,66,2.300000,3 QB,Trevor Siemian,26,1992,71,70,73,77,81,45,0.400000,2 RB,CJ Anderson,26,1992,71,77,75,87,89,84,2.800000,3 RB,Jamaal Charles,31,1987,57,71,68,71,90,79,1.600000,1 RB,De'Angelo Henderson,25,1993,87,40,73,67,90,74,0.400000,4 RB,Devontae Booker,25,1993,72,62,81,65,87,79,0.500000,3 RB,Andy Janovich,24,1994,92,59,73,60,79,63,0.400000,3 WR,Emmanuel Sanders,30,1988,72,89,75,95,92,71,8.600000,3 WR,Demaryius Thomas,30,1988,71,81,81,70,91,77,10.100000,3 WR,Bennie Fowler,26,1992,72,60,64,67,91,70,0.400000,1 WR,Isaiah McKenzie,22,1996,89,45,68,65,92,67,0.400000,4 WR,Jordan Taylor,25,1993,80,56,76,68,88,62,0.300000,1 WR,AJ Derby,26,1992,74,45,71,68,82,67,0.400000,2 WR,Cody Latimer,25,1993,71,35,73,63,90,69,0.700000,1 WR,Virgil Green,29,1989,61,60,67,63,86,71,2.100000,1 WR,Jeff Heuerman,25,1993,66,52,73,64,79,59,0.500000,2 OL,Matthew Paradis,28,1990,70,77,73,81,80,75,0.400000,1 OL,Garett Bolles,25,1993,82,60,79,81,87,62,2.700000,4 OL,Ronald Leary,28,1990,73,75,68,76,78,79,6.200000,4 OL,Max Garcia,26,1992,87,64,75,79,75,59,0.500000,2 OL,Cyrus Kouandjio,24,1994,82,60,62,75,77,63,0.400000,1 OL,Connor McGovern,24,1994,90,40,81,76,78,58,0.500000,3 OL,Billy Turner,26,1992,75,60,73,73,69,62,0.500000,1 OL,Allen Barbre,33,1985,64,61,73,71,77,60,1.000000,1 OL,Donald Stephenson,29,1989,88,60,75,71,74,56,3.500000,2 OL,Menelik Watson,29,1989,87,61,70,71,72,58,4.600000,3 OL,Elijah Wilkinson,22,1996,66,45,70,65,72,60,0.300000,1 OL,Casey Kreiter,27,1991,61,45,76,54,48,59,0.300000,1 K,Brandon McManus,26,1992,73,45,73,95,90,45,1.700000,1 K,Riley Dixon,24,1994,99,40,75,77,79,40,0.400000,3 S,Justin Simmons,24,1994,69,59,75,79,88,71,0.600000,3 S,Darian Stewart,29,1989,81,68,79,79,85,63,4.800000,4 S,William Parks,23,1995,86,58,76,72,85,70,0.400000,3 S,Jamal Carter,23,1995,66,35,79,69,85,68,0.300000,3 CB,Chris Harris Jr.,28,1990,80,87,83,90,91,45,6.600000,3 CB,Aqib Talib,31,1987,63,87,77,88,88,47,6.600000,3 CB,Brendan Langley,23,1995,96,40,77,74,91,55,0.600000,4 CB,Bradley Roby,25,1993,67,61,71,80,93,40,1.600000,1 CB,Lorenzo Doss,23,1995,77,45,76,71,89,37,0.400000,2 CB,Hunter Mieszala,26,2013,60,79,59,65,61,55,0.500000,1 LB,Von Miller,28,1990,81,85,85,89,93,79,14.100000,5 LB,Brandon Marshall,28,1990,70,70,77,79,86,76,5.600000,4 LB,Todd Davis,25,1993,69,73,81,77,86,74,1.700000,1 LB,Zaire Anderson,25,1993,86,40,73,67,81,66,0.300000,1 LB,Shaquil Barrett,25,1993,80,76,76,64,79,71,0.400000,1 LB,Shane Ray,24,1994,82,61,71,61,79,74,2.200000,2 LB,Demarcus Walker,23,1995,86,45,83,62,81,63,1.100000,4 LB,Kasim Edebali,28,1990,82,45,73,59,76,66,0.900000,1 DL,Derek Wolfe,27,1991,61,70,79,79,92,75,6.900000,3 DL,Domata Peko,33,1985,66,75,73,81,84,59,2.700000,2 DL,Zach Kerr,27,1991,67,45,62,76,87,68,1.200000,2 DL,Shelby Harris,26,1992,75,58,70,71,86,74,0.400000,1 DL,Billy Winn,28,1990,70,45,71,68,85,74,0.500000,1 DL,Adam Gotsis,25,1993,94,62,71,68,85,69,0.800000,3 DL,Jared Crick,28,1990,61,64,67,67,84,70,1.600000,1 DL,Henry Almodovar,25,2014,91,65,57,69,67,60,0.500000,1 END_PLAYERS Kansas City Chiefs,KC QB,Patrick Mahomes,22,1996,85,45,85,95,78,70,4.100000,4 QB,Alex Smith,33,1985,58,81,83,76,86,45,10.900000,2 QB,Tyler Bray,26,1992,72,40,70,87,70,37,0.600000,1 RB,Kareem Hunt,22,1996,91,75,75,83,90,77,0.600000,4 RB,Charcandric West,26,1992,64,60,68,68,91,76,1.000000,2 RB,Akeem Hunt,24,1994,99,54,73,59,92,68,0.300000,1 RB,Anthony Sherman,29,1989,65,64,81,54,79,55,1.400000,1 WR,Travis Kelce,28,1990,88,91,71,83,85,76,7.100000,5 WR,Tyreek Hill,23,1995,74,76,70,77,97,72,0.400000,3 WR,Albert Wilson,25,1993,96,64,73,71,91,70,1.100000,1 WR,Chris Conley,25,1993,91,60,73,70,93,70,0.600000,2 WR,Jehu Chesson,24,1994,69,45,76,71,90,69,0.500000,4 WR,De'Anthony Thomas,24,1994,76,57,61,63,92,76,0.500000,1 WR,Demetrius Harris,26,1992,70,60,70,63,87,70,1.100000,2 WR,Demarcus Robinson,23,1995,99,40,75,60,88,67,0.500000,3 WR,Ross Travis,24,1994,68,40,76,61,84,66,0.300000,2 OL,Mitch Morse,25,1993,86,76,73,85,81,60,1.000000,2 OL,Laurent Duvernay-Tard,26,1992,69,65,79,85,73,70,5.700000,6 OL,Eric Fisher,26,1992,87,71,83,77,74,73,9.100000,5 OL,Mitchell Schwartz,28,1990,87,73,76,75,85,60,5.000000,4 OL,Zach Fulton,26,1992,93,63,75,73,80,60,0.500000,1 OL,Cameron Erving,25,1993,90,57,75,71,73,60,2.300000,2 OL,Jordan Devey,29,1989,66,45,76,68,80,56,0.400000,1 OL,Bryan Witzmann,27,1991,82,59,73,65,77,60,0.300000,1 OL,Parker Ehinger,25,1993,76,50,70,65,79,60,0.600000,3 OL,James Winchester,28,1990,80,35,60,52,48,35,0.600000,5 K,Harrison Butker,22,1996,81,40,65,83,83,40,0.400000,4 K,Dustin Colquitt,35,1983,51,57,79,79,87,57,2.800000,1 S,Eric Berry,29,1989,69,87,81,88,91,76,10.600000,6 S,Ron Parker,30,1988,71,68,70,79,90,63,3.800000,3 S,Eric Murray,23,1995,84,45,79,75,89,66,0.600000,3 S,Daniel Sorensen,27,1991,81,62,81,75,84,66,3.100000,4 S,Steven Terrell,27,1991,72,50,73,77,92,43,0.400000,1 CB,Marcus Peters,24,1994,97,81,76,84,90,46,2.300000,2 CB,Steven Nelson,24,1994,91,60,83,79,90,55,0.500000,2 CB,Phillip Gaines,26,1992,73,50,71,79,93,37,0.500000,1 CB,Terrance Mitchell,25,1993,83,60,79,79,89,40,0.400000,1 CB,Kenneth Acker,25,1993,94,45,68,76,89,37,0.400000,1 CB,Garland East,24,2015,58,72,84,60,64,58,0.500000,1 LB,Justin Houston,28,1990,84,83,76,85,92,77,13.100000,4 LB,Derrick Johnson,35,1983,55,87,76,79,84,76,5.700000,2 LB,Ramik Wilson,25,1993,77,67,77,73,84,77,0.400000,1 LB,Kevin Pierre-Louis,26,1992,91,56,68,68,84,77,0.500000,1 LB,Reggie Ragland,24,1994,92,54,79,68,84,72,1.300000,3 LB,Ukeme Eligwe,23,1995,77,40,71,70,83,68,0.400000,4 LB,Tamba Hali,34,1984,74,75,79,67,88,70,5.400000,2 LB,Dee Ford,26,1992,96,60,75,61,82,76,2.800000,2 LB,Terrance Smith,24,1994,93,40,67,63,81,68,0.300000,1 LB,Tanoh Kpassagnon,23,1995,97,45,73,62,83,65,0.900000,4 LB,Frank Zombo,30,1988,65,60,76,63,76,67,0.900000,2 DL,Allen Bailey,28,1990,90,60,79,81,88,74,5.200000,2 DL,Jarvis Jenkins,29,1989,82,62,62,83,87,65,0.500000,1 DL,Chris Jones,23,1995,79,75,75,77,90,77,1.400000,3 DL,Bennie Logan,28,1990,65,63,71,79,92,70,5.600000,1 DL,Roy Miller,30,1988,77,60,73,76,89,68,0.900000,1 DL,Rakeem Nunez-Roches,24,1994,71,45,65,65,85,68,0.400000,1 DL,Isaiah Longhenry,27,2012,70,79,57,63,68,59,0.500000,1 DL,Fabian Vaszily,23,2016,93,81,71,60,55,56,0.500000,1 END_PLAYERS Oakland Raiders,OAK QB,Derek Carr,26,1992,92,71,83,91,82,55,14.600000,6 QB,EJ Manuel,27,1991,87,50,79,85,76,63,0.500000,1 QB,Connor Cook,24,1994,90,45,83,81,76,40,0.600000,3 RB,Marshawn Lynch,31,1987,59,71,79,91,89,84,2.800000,2 RB,Jalen Richard,24,1994,98,63,76,76,90,79,0.300000,2 RB,DeAndre Washington,24,1994,94,54,81,65,91,79,0.500000,3 RB,Jamize Olawale,28,1990,58,61,75,61,87,69,1.200000,2 WR,Cordarrelle Patterson,26,1992,81,60,79,71,92,82,2.700000,2 WR,Michael Crabtree,30,1988,71,91,83,77,87,76,5.500000,3 WR,Amari Cooper,23,1995,71,73,73,70,92,80,5.800000,2 WR,Seth Roberts,26,1992,67,67,75,70,91,69,0.200000,3 WR,Jared Cook,30,1988,59,70,71,71,86,68,3.300000,2 WR,Clive Walford,26,1992,96,60,75,70,79,65,0.600000,2 WR,Johnny Holton,26,1992,81,35,76,61,92,71,0.300000,2 WR,Lee Smith,30,1988,56,60,71,56,72,53,1.400000,1 OL,Donald Penn,34,1984,62,93,75,85,89,71,3.700000,1 OL,Kelechi Osemele,28,1990,72,91,73,87,88,64,7.400000,4 OL,Rodney Hudson,28,1990,76,85,81,77,89,76,5.600000,3 OL,Gabe Jackson,26,1992,95,75,75,85,72,60,5.900000,6 OL,David Sharpe,22,1996,92,45,75,76,80,61,0.600000,4 OL,Marshall Newhouse,29,1989,86,60,73,75,81,61,1.100000,2 OL,Vadal Alexander,23,1995,68,45,76,75,74,63,0.400000,3 OL,Jylan Ware,24,1994,81,40,76,73,77,60,0.400000,4 OL,Jon Feliciano,25,1993,99,45,76,67,79,62,0.500000,2 OL,Jon Condo,36,1982,62,68,71,58,51,45,0.700000,1 K,Marquette King,29,1989,63,57,71,97,92,57,2.100000,4 K,Sebastian Janikowski,39,1979,51,45,68,95,87,45,3.600000,1 K,Giorgio Tavecchio,27,1991,81,40,67,83,84,40,0.400000,1 S,Obi Melifonwu,23,1995,92,45,79,79,92,71,0.900000,4 S,Karl Joseph,24,1994,94,71,73,79,87,74,2.900000,3 S,Reggie Nelson,34,1984,61,67,87,77,87,69,2.700000,1 S,Keith McGill,28,1990,68,40,65,74,89,67,0.500000,1 S,Shalom Luani,23,1995,87,40,77,71,87,55,0.400000,4 S,Erik Harris,27,1991,70,40,76,69,85,60,0.300000,1 CB,Travis Carrie,27,1991,63,62,71,82,91,59,0.500000,1 CB,David Amerson,26,1992,64,71,75,80,90,60,4.200000,4 CB,Sean Smith,30,1988,64,63,77,82,87,55,7.100000,3 CB,Gareon Conley,22,1996,89,60,77,79,91,47,2.500000,4 CB,Dexter McDonald,26,1992,63,40,70,74,91,37,0.400000,2 CB,Hunter Diskind,32,2007,67,80,102,63,65,56,0.500000,1 LB,Navorro Bowman,29,1989,81,73,73,79,88,75,1.700000,1 LB,Bruce Irvin,30,1988,88,62,83,71,80,76,6.600000,3 LB,Marquel Lee,22,1996,82,60,81,70,83,69,0.500000,4 LB,Cory James,24,1994,98,59,77,68,79,74,0.400000,3 LB,Jihad Ward,23,1995,77,45,79,68,84,65,1.200000,3 LB,Shilique Calhoun,25,1993,81,45,79,64,82,69,0.600000,3 LB,Nicholas Morrow,22,1996,81,56,71,62,80,76,0.300000,3 LB,Xavier Woodson-Luste,22,1996,75,45,73,62,77,69,0.300000,3 DL,Khalil Mack,26,1992,75,89,91,76,93,88,5.900000,2 DL,Eddie Vanderdoes,23,1995,76,52,73,79,86,74,0.600000,4 DL,Mario Edwards Jr.,23,1995,77,63,63,77,88,72,1.400000,2 DL,Justin Ellis,27,1991,62,61,70,71,89,71,0.700000,1 DL,Treyvon Hester,25,1993,92,52,73,73,83,66,0.400000,4 DL,Darius Latham,23,1995,92,40,71,68,84,68,0.300000,2 DL,James Cowser,27,1991,62,40,71,67,82,74,0.300000,1 DL,Denico Autry,27,1991,63,60,70,60,81,71,1.100000,1 END_PLAYERS Los Angeles Chargers,LAC QB,Cardale Jones,25,1993,97,45,81,93,68,65,0.500000,3 QB,Philip Rivers,36,1982,47,81,95,79,84,37,15.800000,3 QB,Kellen Clemens,34,1984,70,59,71,71,76,37,0.700000,1 RB,Melvin Gordon,24,1994,79,76,77,77,92,82,2.600000,2 RB,Branden Oliver,26,1992,76,59,75,75,88,77,0.500000,1 RB,Andre Williams,25,1993,79,59,71,73,87,72,0.400000,1 RB,Austin Ekeler,22,1996,67,40,73,61,92,76,0.300000,3 RB,Derek Watt,25,1993,62,40,81,60,81,63,0.400000,3 WR,Keenan Allen,25,1993,91,87,65,85,87,77,6.800000,4 WR,Travis Benjamin,28,1990,76,73,65,75,92,74,4.500000,3 WR,Mike Williams,23,1995,75,60,77,76,89,76,5.000000,4 WR,Tyrell Williams,25,1993,67,73,71,75,91,75,0.300000,1 WR,Antonio Gates,37,1981,64,91,68,79,77,70,3.800000,1 WR,Geremy Davis,25,1993,82,35,67,71,89,72,0.400000,1 WR,Hunter Henry,23,1995,77,62,83,75,84,66,1.400000,3 WR,Sean Culkin,24,1994,98,40,79,60,82,62,0.300000,3 WR,Sean McGrath,30,1988,54,60,75,60,77,55,0.400000,1 WR,Jeff Cumberland,30,1988,51,68,70,60,86,47,0.500000,1 OL,Dan Feeney,23,1995,89,45,71,83,77,60,0.700000,4 OL,Russell Okung,29,1989,75,67,71,77,73,76,9.800000,4 OL,Matt Slauson,31,1987,52,83,76,79,74,60,1.400000,1 OL,Joe Barksdale,29,1989,71,62,73,77,72,60,4.100000,3 OL,Michael Ola,29,1989,70,45,71,71,77,62,0.400000,1 OL,Kenny Wiggins,29,1989,75,60,75,71,72,60,0.600000,1 OL,Spencer Pulley,24,1994,74,60,75,70,78,60,0.300000,2 OL,Michael Schofield,27,1991,72,61,71,70,74,59,0.700000,1 OL,Sam Tevi,23,1995,80,40,76,64,78,60,0.400000,4 OL,Mike Windt,31,1987,74,59,70,60,55,45,0.800000,4 K,Nick Novak,36,1982,45,45,64,81,88,45,0.600000,1 K,Drew Kaser,24,1994,98,40,60,91,75,40,0.400000,3 S,Tre Boston,25,1993,77,62,76,79,87,71,0.600000,1 S,Jahleel Addae,27,1991,66,70,79,79,83,70,3.800000,4 S,Rayshawn Jenkins,23,1995,88,45,71,74,89,70,0.600000,4 S,Adrian Phillips,25,1993,74,54,76,75,87,63,0.400000,1 CB,Jason Verrett,26,1992,81,70,77,86,93,43,2.700000,2 CB,Desmond King,23,1995,92,59,85,77,86,53,0.500000,4 CB,Casey Hayward,28,1990,82,79,70,80,89,43,3.700000,2 CB,Trevor Williams,24,1994,77,63,73,79,91,44,0.300000,1 CB,Michael Davis,22,1996,80,40,79,70,92,53,0.300000,1 CB,Wilson Spicknall,31,2008,64,77,95,61,58,66,0.500000,1 LB,Jatavis Brown,23,1995,78,61,77,75,88,77,0.400000,3 LB,Denzel Perryman,24,1994,95,64,81,71,88,74,1.000000,2 LB,Nick Dzubnar,26,1992,76,50,79,73,82,65,0.300000,1 LB,Korey Toomer,29,1989,89,65,61,63,79,80,1.100000,1 LB,James Onwualu,23,1995,98,40,76,63,80,70,0.300000,3 LB,Hayes Pullard,25,1993,67,52,76,62,76,71,0.400000,2 LB,Kyle Emanuel,26,1992,72,57,75,59,80,69,0.400000,2 DL,Corey Liuget,27,1991,72,70,79,83,93,76,7.300000,4 DL,Brandon Mebane,32,1986,50,76,75,83,92,70,3.400000,2 DL,Tenny Palepoi,27,1991,75,54,68,79,89,71,0.400000,1 DL,Joey Bosa,22,1996,85,68,76,76,84,77,6.700000,3 DL,Melvin Ingram,28,1990,88,73,76,70,85,79,11.600000,4 DL,Darius Philon,23,1995,90,54,71,64,82,75,0.400000,2 DL,Damion Square,28,1990,82,57,68,65,82,71,1.600000,2 DL,Jeremiah Attaochu,24,1994,78,60,71,60,79,79,0.900000,1 DL,Chris McCain,26,1992,68,54,75,45,69,75,0.400000,1 END_PLAYERS Chicago Bears,CHI QB,Mitchell Trubisky,23,1995,91,54,87,87,79,67,7.500000,4 QB,Mike Glennon,28,1990,70,62,81,87,77,37,10.000000,3 QB,Mark Sanchez,31,1987,80,57,77,76,74,40,1.700000,1 RB,Jordan Howard,23,1995,76,76,73,81,90,82,0.400000,3 RB,Tarik Cohen,22,1996,90,62,73,67,92,80,0.600000,4 RB,Benny Cunningham,27,1991,81,60,76,67,87,71,0.600000,1 RB,Taquan Mizzell,24,1994,67,40,73,59,87,72,0.300000,3 RB,Mike Burton,25,1993,87,62,71,45,81,47,0.400000,2 WR,Cameron Meredith,25,1993,85,75,76,79,89,75,0.300000,1 WR,Tre McBride,25,1993,86,35,75,75,91,76,0.300000,1 WR,Dontrelle Inman,28,1990,76,63,75,77,88,75,1.700000,1 WR,Kendall Wright,28,1990,75,63,83,75,90,79,1.400000,1 WR,Zach Miller,33,1985,52,64,65,79,85,69,2.000000,1 WR,Markus Wheaton,26,1992,68,60,79,70,90,72,3.900000,2 WR,Adam Shaheen,24,1994,68,45,75,68,81,70,1.300000,4 WR,Josh Bellamy,28,1990,64,62,76,64,89,67,0.500000,1 WR,Dion Sims,26,1992,89,62,65,68,80,63,4.000000,3 WR,Daniel Brown,25,1993,78,40,75,63,86,66,0.400000,1 OL,Josh Sitton,31,1987,83,85,71,83,77,70,4.800000,2 OL,Tom Compton,28,1990,74,58,81,81,74,60,1.700000,1 OL,Kyle Long,29,1989,79,73,83,71,85,65,6.300000,5 OL,Cody Whitehair,25,1993,71,77,79,76,77,57,0.900000,3 OL,Charles Leno Jr.,26,1992,69,67,73,67,85,60,0.400000,5 OL,Bradley Sowell,28,1990,64,59,70,70,78,60,0.500000,1 OL,Bobby Massie,28,1990,72,63,77,70,73,60,4.100000,2 OL,Hroniss Grasu,26,1992,93,60,75,63,74,60,0.600000,2 OL,Andrew Depaola,30,1988,89,45,70,61,73,58,0.400000,1 OL,Jame Rease,31,2008,87,68,73,58,61,64,0.500000,1 K,Pat O'Donnell,26,1992,96,50,67,83,85,50,0.400000,1 K,Connor Barth,31,1987,63,45,63,77,84,45,0.700000,1 S,Quintin Demps,32,1986,66,62,76,76,88,68,3.000000,3 S,DeAndre Houston-Carso,24,1994,89,40,79,71,88,74,0.400000,3 S,Eddie Jackson,25,1993,88,58,63,76,88,60,0.600000,4 S,Adrian Amos,24,1994,81,62,73,79,93,46,0.400000,2 S,Deon Bush,24,1994,75,45,76,74,87,60,0.500000,3 CB,Prince Amukamara,28,1990,89,67,76,82,90,69,6.600000,1 CB,Kyle Fuller,25,1993,71,61,81,80,92,60,2.400000,1 CB,Bryce Callahan,26,1992,88,65,75,84,94,40,0.400000,1 CB,Marcus Cooper,27,1991,87,61,76,79,90,46,3.600000,3 CB,Cre'von LeBlanc,23,1995,70,54,73,75,87,57,0.300000,2 CB,Sherrick McManis,30,1988,71,45,65,75,87,44,0.900000,1 CB,Deiondre' Hall,23,1995,73,40,75,74,88,40,0.500000,3 LB,Jerrell Freeman,31,1987,73,79,77,89,86,75,2.800000,2 LB,Danny Trevathan,27,1991,75,75,76,85,83,75,4.600000,3 LB,Nick Kwiatkoski,24,1994,87,60,76,73,85,75,0.500000,3 LB,Pernell McPhee,29,1989,83,70,76,70,91,69,5.200000,3 LB,Leonard Floyd,25,1993,77,60,75,70,82,79,4.000000,3 LB,Sam Acho,29,1989,80,60,75,70,80,68,0.600000,1 LB,Christian Jones,26,1992,66,60,79,65,79,74,1.300000,1 LB,Roy Robertson-Har,24,1994,95,45,73,65,83,65,0.300000,2 LB,Willie Young,32,1986,50,67,73,61,80,70,2.900000,2 DL,John Jenkins,28,1990,77,50,68,85,89,68,0.600000,1 DL,Akiem Hicks,28,1990,67,76,75,76,90,74,3.400000,1 DL,Eddie Goldman,23,1995,96,63,71,77,90,67,1.300000,2 DL,Mitch Unrein,30,1988,70,71,71,71,85,70,0.800000,1 DL,Jonathan Bullard,24,1994,74,40,76,65,84,77,0.700000,3 DL,Carlton Alvernaz,22,2017,68,67,63,66,63,65,0.500000,1 DL,Ira Maenpaa,29,2010,69,64,94,63,68,65,0.500000,1 DL,Carl Wisnewski,24,2015,50,70,63,63,63,66,0.500000,1 END_PLAYERS Detroit Lions,DET QB,Matthew Stafford,29,1989,87,75,89,97,82,46,16.800000,1 QB,Jake Rudock,24,1994,70,40,77,77,73,40,0.300000,1 RB,Ameer Abdullah,24,1994,90,64,73,73,89,79,0.800000,2 RB,Zach Zenner,26,1992,85,61,71,71,87,71,0.300000,1 RB,Theo Riddick,26,1992,83,73,77,64,87,79,2.400000,3 RB,Tion Green,24,1994,99,40,70,67,81,74,0.300000,3 RB,Dwayne Washington,23,1995,90,45,65,62,90,70,0.400000,3 RB,Darren Fells,31,1987,66,61,71,58,73,63,0.700000,1 WR,Golden Tate,29,1989,78,79,83,77,89,84,5.300000,2 WR,Kenny Golladay,24,1994,70,50,77,75,90,74,0.600000,4 WR,Marvin Jones,27,1991,67,76,79,70,90,72,5.000000,4 WR,Eric Ebron,24,1994,67,68,77,70,87,75,3.000000,1 WR,TJ Jones,25,1993,87,50,79,68,90,71,0.400000,1 WR,Jace Billingsley,24,1994,99,40,76,62,90,75,0.300000,2 WR,Jared Abbrederis,27,1991,90,54,77,64,89,62,0.400000,1 WR,Michael Roberts,23,1995,97,45,77,67,77,60,0.600000,4 OL,Taylor Decker,23,1995,84,75,81,81,84,71,2.700000,3 OL,TJ Lang,30,1988,64,85,77,79,87,75,7.600000,3 OL,Ricky Wagner,28,1990,82,76,73,76,84,65,7.800000,5 OL,Corey Robinson,25,1993,68,45,65,79,79,62,0.400000,2 OL,Travis Swanson,26,1992,68,75,81,76,73,60,0.700000,1 OL,Graham Glasgow,25,1993,68,60,79,71,74,60,0.600000,3 OL,Brian Mihalik,25,1993,79,40,70,68,74,58,0.300000,2 OL,Emmett Cleary,27,1991,78,40,76,67,78,60,0.400000,1 OL,Don Barclay,28,1990,83,60,76,68,73,56,0.700000,1 OL,Don Muhlbach,36,1982,52,68,71,62,62,40,0.700000,1 K,Matt Prater,33,1985,63,56,60,91,95,56,2.000000,1 K,Sam Martin,27,1991,80,50,71,93,86,50,2.100000,4 S,Miles Killebrew,24,1994,84,61,77,79,87,79,0.500000,3 S,Tavon Wilson,27,1991,85,70,85,79,87,69,1.200000,1 S,Glover Quin,31,1987,81,81,79,80,86,69,4.800000,3 S,Charles Washington,24,1994,82,40,71,76,90,57,0.300000,2 S,Don Carey,30,1988,78,45,75,74,86,55,0.500000,1 CB,Darius Slay,26,1992,73,75,75,86,94,53,9.300000,4 CB,Nevin Lawson,26,1992,84,63,79,77,90,62,0.600000,1 CB,DJ Hayden,27,1991,77,58,68,77,91,62,3.000000,1 CB,Jamal Agnew,22,1996,71,40,73,74,93,59,0.500000,4 CB,Quandre Diggs,24,1994,94,65,79,77,87,43,0.400000,2 CB,Teez Tabor,22,1996,89,45,77,72,87,53,1.000000,4 LB,Tahir Whitehead,27,1991,72,76,77,83,84,79,2.600000,1 LB,Jarrad Davis,22,1996,79,61,68,79,89,77,2.700000,4 LB,Nick Bellore,28,1990,62,61,70,76,85,65,0.500000,1 LB,Steve Longa,23,1995,92,35,79,73,85,65,0.300000,2 LB,Paul Worrilow,27,1991,82,59,79,67,81,70,2.300000,1 LB,Jalen Reeves-Maybin,22,1996,90,45,71,62,76,71,0.600000,4 DL,Haloti Ngata,33,1985,67,71,83,89,92,70,5.000000,1 DL,Akeem Spence,26,1992,64,52,75,83,84,68,2.300000,3 DL,Cornelius Washington,28,1990,86,54,61,77,84,74,2.300000,2 DL,A'Shawn Robinson,22,1996,76,58,79,75,89,71,1.100000,3 DL,Ziggy Ansah,28,1990,77,64,77,71,86,77,5.800000,1 DL,Anthony Zettel,25,1993,66,64,81,70,86,79,0.400000,3 DL,Khyri Thornton,28,1990,64,40,68,75,83,68,1.100000,2 DL,Jeremiah Ledbetter,23,1995,98,45,73,70,84,72,0.400000,4 DL,Jacquies Smith,27,1991,78,60,63,59,73,71,1.100000,1 DL,Jeremiah Valoaga,23,1995,72,45,73,54,73,71,0.300000,3 END_PLAYERS Green Bay Packers,GB QB,Aaron Rodgers,34,1984,72,95,93,95,92,55,18.100000,3 QB,Brett Hundley,24,1994,98,40,77,83,74,67,0.400000,2 QB,Joe Callahan,24,1994,97,40,79,73,75,43,0.300000,1 RB,Aaron Jones,23,1995,93,45,68,70,89,79,0.400000,4 RB,Jamaal Williams,22,1996,76,45,75,73,88,76,0.600000,4 RB,Ty Montgomery,24,1994,88,67,70,68,90,77,0.600000,2 RB,Devante Mays,23,1995,78,40,75,68,88,72,0.400000,4 RB,Aaron Ripkowski,25,1993,76,71,68,52,82,45,0.400000,2 WR,Randall Cobb,27,1991,72,76,79,93,91,74,8.300000,2 WR,Jordy Nelson,32,1986,53,97,79,95,89,69,7.900000,2 WR,Davante Adams,25,1993,73,85,76,81,89,74,0.800000,1 WR,Geronimo Allison,23,1995,70,58,71,68,87,69,0.300000,1 WR,Richard Rodgers,25,1993,79,61,68,70,78,67,0.700000,1 WR,Jeff Janis,26,1992,66,50,75,64,92,66,0.400000,1 WR,Trevor Davis,24,1994,76,54,73,63,92,63,0.400000,3 WR,Lance Kendricks,29,1989,70,64,79,63,82,66,1.600000,2 OL,David Bakhtiari,26,1992,71,97,70,81,82,89,7.900000,4 OL,Corey Linsley,26,1992,85,77,73,83,79,60,0.600000,1 OL,Bryan Bulaga,28,1990,80,89,75,77,74,76,5.200000,3 OL,Justin McCray,25,1993,86,50,65,79,77,59,0.300000,1 OL,Jahri Evans,34,1984,66,71,76,76,80,62,1.500000,1 OL,Lane Taylor,28,1990,76,70,73,76,79,60,1.600000,1 OL,Jason Spriggs,23,1995,83,50,85,70,77,61,1.100000,3 OL,Lucas Patrick,24,1994,89,45,71,67,78,59,0.300000,1 OL,Ulrick John,25,1993,94,58,71,62,75,58,0.400000,1 OL,Derek Hart,25,1993,85,40,75,54,45,52,0.300000,1 K,Mason Crosby,33,1985,76,40,76,89,84,40,3.300000,3 K,Justin Vogel,24,1994,73,40,63,87,81,40,0.300000,3 S,Josh Jones,23,1995,95,58,77,79,92,74,0.800000,4 S,Morgan Burnett,28,1990,86,71,75,79,86,75,5.200000,1 S,Ha Ha Clinton-Dix,25,1993,77,71,81,77,87,77,2.400000,2 S,Marwin Evans,24,1994,86,40,76,75,90,55,0.300000,2 S,Jermaine Whitehead,24,1994,67,40,75,71,89,40,0.300000,1 CB,Quinten Rollins,25,1993,93,58,81,77,87,63,0.700000,2 CB,Kevin King,22,1996,72,56,75,77,91,55,1.600000,4 CB,Damarious Randall,25,1993,67,59,76,77,90,46,1.900000,2 CB,Josh Hawkins,24,1994,87,40,71,77,93,37,0.300000,2 CB,Davon House,28,1990,70,60,75,76,89,40,2.300000,1 CB,Demetri Goodson,28,1990,61,40,63,76,91,37,0.400000,1 CB,Lenzy Pipkins,24,1994,74,40,63,71,90,45,0.300000,3 CB,Donatello Brown,26,1992,85,35,77,71,89,37,0.300000,1 LB,Jake Ryan,25,1993,81,63,71,73,84,72,0.500000,2 LB,Blake Martinez,23,1995,68,70,85,73,86,72,0.500000,3 LB,Clay Matthews,31,1987,72,73,83,70,87,76,10.800000,2 LB,Nick Perry,27,1991,71,70,77,68,85,77,9.700000,5 LB,Kyler Fackrell,26,1992,68,45,71,70,82,70,0.600000,3 LB,Joe Thomas,26,1992,78,62,76,65,80,74,0.400000,1 LB,Vince Biegel,24,1994,86,45,70,64,81,69,0.600000,4 LB,Chris Odom,23,1995,87,35,73,62,80,60,0.300000,3 LB,Ahmad Brooks,33,1985,41,61,77,56,79,68,3.300000,1 DL,Mike Daniels,28,1990,87,85,76,89,95,77,8.300000,3 DL,Dean Lowry,23,1995,77,45,79,75,89,75,0.500000,3 DL,Kenny Clark,22,1996,70,63,79,76,88,69,2.200000,3 DL,Montravius Adams,23,1995,85,45,85,75,84,74,0.400000,4 DL,Quinton Dial,27,1991,61,62,63,76,87,68,2.800000,3 DL,Reggie Vellekamp,33,2006,60,89,67,66,66,63,0.500000,1 DL,Rory Blevans,25,2014,95,78,55,57,65,59,0.500000,1 DL,Davis Szafran,26,2013,57,68,62,55,64,66,0.500000,1 END_PLAYERS Minnesota Vikings,MIN QB,Teddy Bridgewater,25,1993,72,62,76,81,85,62,1.600000,1 QB,Sam Bradford,30,1988,64,75,73,81,84,37,11.300000,1 QB,Kyle Sloter,23,1995,72,45,81,79,76,62,0.300000,1 QB,Case Keenum,29,1989,85,67,75,76,79,37,1.400000,1 RB,Dalvin Cook,22,1996,81,62,75,77,90,82,1.400000,4 RB,Jerick McKinnon,25,1993,68,62,76,76,93,80,0.500000,1 RB,Latavius Murray,27,1991,64,71,68,75,92,80,3.500000,3 RB,Mack Brown,26,1992,61,40,77,65,87,74,0.300000,1 RB,CJ Ham,24,1994,68,50,73,63,83,75,0.300000,2 RB,Blake Bell,26,1992,63,40,64,64,79,70,0.500000,2 WR,Stefon Diggs,24,1994,84,81,65,83,91,72,0.400000,2 WR,Adam Thielen,27,1991,77,79,75,83,89,70,3.600000,4 WR,Kyle Rudolph,28,1990,77,81,79,85,77,67,5.400000,3 WR,Michael Floyd,28,1990,90,52,75,71,89,74,0.900000,1 WR,Stacy Coley,23,1995,87,40,67,70,91,67,0.400000,4 WR,Laquon Treadwell,22,1996,67,60,77,71,87,70,2.400000,3 WR,Jarius Wright,28,1990,78,60,85,65,91,70,2.800000,3 WR,David Morgan,24,1994,99,50,65,64,72,62,0.400000,3 OL,Joe Berger,35,1983,45,71,75,79,78,62,1.400000,1 OL,Pat Elflein,23,1995,98,60,83,77,74,59,0.700000,4 OL,Riley Reiff,29,1989,90,64,89,73,80,63,8.700000,5 OL,Danny Isidora,23,1995,99,45,71,73,78,60,0.400000,4 OL,Aviante Collins,24,1994,86,35,71,75,74,59,0.300000,3 OL,Mike Remmers,28,1990,84,64,71,73,74,63,4.100000,5 OL,Nick Easton,25,1993,78,56,76,68,72,60,0.300000,1 OL,Jeremiah Sirles,26,1992,79,50,81,63,78,60,0.400000,1 OL,Rashod Hill,25,1993,74,40,75,63,74,60,0.300000,2 OL,Kevin McDermott,27,1991,71,45,73,45,54,45,0.600000,4 K,Ryan Quigley,27,1991,81,40,73,87,81,40,0.500000,2 K,Kai Forbath,30,1988,51,45,70,73,87,45,0.300000,1 S,Harrison Smith,28,1990,81,85,79,80,87,76,6.900000,4 S,Andrew Sendejo,30,1988,63,62,71,72,83,72,2.500000,3 S,Jayron Kearse,23,1995,91,40,79,69,85,63,0.400000,3 S,Anthony Harris,26,1992,75,57,70,76,87,43,0.300000,1 CB,Xavier Rhodes,27,1991,83,77,77,88,91,43,9.600000,6 CB,Terence Newman,39,1979,73,76,75,79,87,53,2.300000,1 CB,Trae Waynes,25,1993,76,61,77,77,94,40,3.200000,2 CB,Tramaine Brock,29,1989,83,63,76,77,88,44,0.600000,1 CB,Mackensie Alexander,24,1994,77,57,73,79,90,37,0.900000,3 CB,Marcus Sherels,30,1988,68,52,67,77,90,37,1.300000,1 LB,Kentrell Brothers,24,1994,88,40,81,77,85,65,0.400000,3 LB,Anthony Barr,25,1993,75,70,71,73,84,77,4.300000,2 LB,Eric Kendricks,25,1993,67,71,70,70,82,79,1.100000,2 LB,Eric Wilson,23,1995,78,35,76,67,81,71,0.300000,3 LB,Ben Gedeon,23,1995,90,52,87,63,81,70,0.600000,4 LB,Emmanuel Lamur,28,1990,82,52,70,60,75,70,1.700000,1 DL,Linval Joseph,29,1989,90,76,71,95,97,72,7.400000,6 DL,Everson Griffen,30,1988,74,75,67,73,88,77,8.200000,6 DL,Shamar Stephen,26,1992,75,60,76,73,85,67,0.600000,1 DL,Jaleel Johnson,23,1995,94,45,79,68,84,72,0.600000,4 DL,Danielle Hunter,23,1995,86,62,71,64,81,79,0.600000,2 DL,Stephen Weatherly,23,1995,68,35,75,63,80,75,0.300000,2 DL,Brian Robison,34,1984,44,70,81,64,80,71,2.300000,2 DL,Tashawn Bower,22,1996,73,35,71,62,79,72,0.400000,3 DL,Tom Johnson,33,1985,46,63,65,65,81,63,1.500000,1 END_PLAYERS Dallas Cowboys,DAL QB,Dak Prescott,24,1994,87,75,87,87,81,72,0.500000,3 QB,Cooper Rush,24,1994,80,45,83,77,75,40,0.300000,3 RB,Ezekiel Elliott,22,1996,92,77,85,77,91,84,6.500000,3 RB,Alfred Morris,29,1989,51,65,87,77,87,75,1.400000,1 RB,Rod Smith,25,1993,84,50,76,65,86,72,0.400000,2 RB,Darren McFadden,30,1988,75,59,62,65,89,70,0.700000,1 RB,Keith Smith,25,1993,83,61,70,52,77,62,0.400000,1 WR,Dez Bryant,29,1989,64,81,79,85,89,82,11.300000,3 WR,Cole Beasley,28,1990,79,75,83,76,88,72,2.800000,2 WR,Jason Witten,35,1983,59,95,89,87,77,63,4.800000,5 WR,Ryan Switzer,23,1995,76,45,81,70,89,71,0.600000,4 WR,Terrance Williams,28,1990,72,65,77,71,90,71,3.400000,4 WR,Noah Brown,20,1998,88,40,71,73,87,63,0.400000,4 WR,Brice Butler,27,1991,88,64,68,67,92,66,0.900000,1 WR,James Hanna,28,1990,82,63,64,60,87,66,2.200000,2 WR,Blake Jarwin,23,1995,70,35,73,63,81,59,0.400000,3 WR,Geoff Swaim,24,1994,82,52,64,60,82,60,0.400000,2 OL,Zack Martin,27,1991,72,93,89,87,91,87,2.200000,1 OL,Travis Frederick,26,1992,77,91,93,85,88,67,6.200000,7 OL,Tyron Smith,27,1991,69,95,76,79,78,73,9.700000,7 OL,Byron Bell,28,1990,69,60,71,83,74,60,1.400000,1 OL,Jonathan Cooper,27,1991,88,56,64,77,77,60,1.600000,1 OL,La'el Collins,24,1994,77,60,77,77,77,60,4.100000,3 OL,Joe Looney,27,1991,78,50,75,68,78,59,0.600000,1 OL,Chaz Green,25,1993,85,60,67,61,73,61,0.600000,2 OL,Joesph Sneath,25,2014,94,68,56,61,62,63,0.500000,1 OL,L. P. Ladouceur,36,1982,54,73,73,59,55,59,0.800000,1 K,Dan Bailey,29,1989,62,58,71,85,95,58,2.500000,4 K,Chris Jones,28,1990,65,56,67,87,92,56,1.000000,1 K,Mike Nugent,35,1983,74,40,71,83,77,40,0.600000,1 S,Byron Jones,25,1993,68,62,79,86,91,59,2.100000,2 S,Kavon Frazier,23,1995,95,45,83,75,86,75,0.400000,3 S,Xavier Woods,22,1996,95,54,79,75,89,69,0.400000,4 S,Jeff Heath,26,1992,87,59,76,76,89,60,1.500000,3 CB,Chidobe Awuzie,22,1996,91,54,77,76,91,62,0.900000,4 CB,Orlando Scandrick,30,1988,78,67,70,82,90,53,2.800000,3 CB,Jourdan Lewis,22,1996,66,60,83,79,89,59,0.600000,4 CB,Anthony Brown,24,1994,93,62,81,79,95,40,0.400000,3 CB,Bene Benwikere,26,1992,85,45,76,79,88,40,0.400000,1 CB,Billy Kafel,25,2014,89,60,79,55,58,63,0.500000,1 LB,Sean Lee,31,1987,66,95,73,91,88,77,5.800000,3 LB,Jaylon Smith,22,1996,95,56,68,71,82,74,1.500000,3 LB,Justin Durant,32,1986,63,61,77,70,76,75,0.600000,1 LB,Anthony Hitchens,25,1993,92,65,85,67,82,76,0.700000,1 LB,Damien Wilson,24,1994,82,60,75,68,81,72,0.500000,2 LB,Justin March-Lillard,24,1994,69,56,68,68,81,71,0.300000,1 LB,Kyle Wilber,28,1990,70,59,70,65,80,71,1.200000,1 DL,Stephen Paea,29,1989,63,61,73,93,93,63,1.600000,1 DL,Richard Ash,25,1993,82,35,73,77,86,63,0.300000,2 DL,Maliek Collins,22,1996,69,61,76,71,86,76,0.700000,3 DL,Tyrone Crawford,28,1990,83,67,68,67,85,75,6.900000,4 DL,Taco Charlton,23,1995,81,45,81,64,84,80,2.400000,4 DL,Charles Tapper,24,1994,73,40,81,65,85,76,0.600000,3 DL,DeMarcus Lawrence,25,1993,79,71,75,64,82,79,1.200000,1 DL,Lewis Neal,22,1996,92,35,76,65,81,68,0.300000,1 DL,David Irving,24,1994,82,63,71,60,77,77,0.400000,1 DL,Benson Mayowa,26,1992,79,60,67,57,76,76,2.400000,2 END_PLAYERS New York Giants,NYG QB,Geno Smith,27,1991,77,50,76,83,78,55,0.800000,1 QB,Davis Webb,22,1996,77,45,73,87,76,47,0.700000,4 QB,Eli Manning,36,1982,51,75,95,81,83,37,18.200000,3 RB,Orleans Darkwa,25,1993,78,64,76,75,90,79,0.700000,1 RB,Wayne Gallman,23,1995,87,58,77,76,89,76,0.500000,4 RB,Paul Perkins,23,1995,71,63,71,70,89,76,0.400000,3 RB,Shane Vereen,28,1990,58,65,76,65,88,74,3.300000,1 RB,Rhett Ellison,29,1989,51,62,64,56,81,55,3.600000,4 WR,Odell Beckham Jr.,25,1993,91,89,81,79,94,79,3.300000,2 WR,Sterling Shepard,24,1994,99,75,79,77,90,72,1.300000,3 WR,Evan Engram,23,1995,95,58,73,70,90,79,2.600000,4 WR,Brandon Marshall,33,1985,61,71,87,73,86,76,4.100000,2 WR,Dwayne Harris,30,1988,80,58,81,65,87,77,2.700000,3 WR,Tavarres King,27,1991,74,45,73,62,89,74,0.400000,1 WR,Roger Lewis,24,1994,70,54,73,63,91,69,0.300000,2 WR,Jerell Adams,25,1993,74,40,70,62,84,60,0.400000,3 WR,Matt LaCosse,25,1993,91,40,73,60,82,59,0.300000,1 OL,DJ Fluker,26,1992,78,60,76,83,73,59,2.800000,1 OL,Ereck Flowers,23,1995,91,60,75,81,72,60,3.600000,2 OL,Justin Pugh,27,1991,78,75,76,77,82,60,2.800000,1 OL,Weston Richburg,26,1992,74,79,81,79,77,60,1.100000,1 OL,John Jerry,31,1987,75,70,60,77,75,60,2.600000,3 OL,Brett Jones,26,1992,86,45,70,71,73,62,0.300000,1 OL,Bobby Hart,23,1995,70,63,73,71,74,59,0.400000,2 OL,Stuart Ferriola,32,2007,90,81,54,69,58,66,0.500000,1 OL,Chad Wheeler,23,1995,88,45,70,65,72,60,0.400000,3 OL,Zak DeOssie,33,1985,67,63,79,58,57,54,0.700000,2 K,Brad Wing,26,1992,91,45,70,83,82,45,1.400000,3 K,Aldrick Rosas,23,1995,95,40,61,79,80,40,0.300000,2 S,Landon Collins,23,1995,94,85,77,79,88,82,1.400000,2 S,Darian Thompson,24,1994,96,58,76,75,86,74,0.700000,3 S,Andrew Adams,24,1994,92,50,76,74,88,62,0.300000,2 S,Nat Berhe,26,1992,78,45,76,72,87,60,0.400000,1 CB,Janoris Jenkins,29,1989,77,79,83,86,91,60,8.100000,4 CB,Dominique R-Cromartie,31,1987,65,83,68,90,93,37,5.600000,2 CB,Ross Cockrell,26,1992,70,61,79,79,90,43,1.100000,1 CB,Eli Apple,22,1996,67,58,79,79,92,40,3.800000,3 CB,Aurelio Courts,26,2013,73,74,66,66,69,59,0.500000,1 CB,John Demario,30,2009,66,72,57,55,63,65,0.500000,1 LB,Devon Kennard,26,1992,95,63,70,75,84,71,0.600000,1 LB,BJ Goodson,24,1994,98,52,76,73,88,71,0.600000,3 LB,Keenan Robinson,28,1990,72,61,71,68,83,77,1.900000,1 LB,Jonathan Casillas,30,1988,67,64,61,68,75,76,2.100000,1 LB,Calvin Munson,23,1995,85,45,76,68,83,66,0.300000,3 LB,Mark Herzlich,30,1988,73,60,76,63,80,67,0.600000,1 LB,JT Thomas,29,1989,66,56,73,64,75,70,2.400000,1 LB,Curtis Grant,25,1993,86,40,67,62,80,67,0.300000,2 LB,Deontae Skinner,27,1991,67,45,75,62,73,66,0.400000,1 DL,Damon Harrison,29,1989,62,91,73,87,97,72,6.800000,4 DL,Robert Thomas,26,1992,80,40,63,89,88,57,0.300000,1 DL,Jason Pierre-Paul,28,1990,90,76,76,73,92,82,12.800000,4 DL,Dalvin Tomlinson,23,1995,68,64,73,75,89,70,0.900000,4 DL,Kerry Wynn,26,1992,89,45,73,75,85,69,1.100000,1 DL,Corbin Bryant,29,1989,63,52,70,75,84,68,0.500000,1 DL,Jay Bromley,25,1993,75,56,73,73,83,70,0.600000,1 DL,Olivier Vernon,27,1991,71,76,83,70,87,77,10.700000,4 DL,Avery Moss,23,1995,75,40,71,62,81,79,0.500000,4 DL,Devin Taylor,28,1990,67,56,73,60,75,71,0.500000,1 END_PLAYERS Philadelphia Eagles,PHI QB,Carson Wentz,25,1993,90,73,85,85,85,71,6.900000,3 QB,Nick Foles,28,1990,67,58,71,81,77,37,3.300000,2 RB,Jay Ajayi,24,1994,69,76,67,79,88,84,0.400000,2 RB,LeGarrette Blount,31,1987,62,93,77,81,87,77,0.900000,1 RB,Wendell Smallwood,23,1995,83,59,79,70,91,77,0.400000,3 RB,Corey Clement,23,1995,82,40,73,75,87,77,0.300000,3 RB,Kenjon Barner,27,1991,60,40,79,61,92,76,0.400000,1 RB,Trey Burton,26,1992,75,61,85,60,86,75,1.700000,1 WR,Zach Ertz,27,1991,68,91,76,87,80,69,6.300000,5 WR,Alshon Jeffery,27,1991,67,75,81,79,89,71,10.800000,1 WR,Nelson Agholor,24,1994,89,63,75,68,91,75,2.300000,2 WR,Mack Hollins,24,1994,69,56,75,70,90,70,0.600000,4 WR,Torrey Smith,28,1990,61,63,83,70,90,71,3.100000,3 WR,Shelton Gibson,22,1996,84,40,73,67,93,70,0.500000,4 WR,Marcus Johnson,23,1995,93,45,71,62,93,63,0.300000,2 WR,Brent Celek,32,1986,40,75,76,73,75,62,3.300000,2 OL,Jason Peters,35,1983,60,91,79,91,85,77,8.100000,3 OL,Brandon Brooks,28,1990,87,75,70,91,82,75,6.400000,4 OL,Chance Warmack,26,1992,99,59,83,85,74,61,0.600000,2 OL,Lane Johnson,27,1991,65,81,81,77,87,75,8.300000,4 OL,Jason Kelce,30,1988,62,75,68,73,98,61,4.700000,4 OL,Stefen Wisniewski,28,1990,89,61,85,73,78,63,2.000000,3 OL,Isaac Seumalo,24,1994,74,60,73,71,73,60,0.600000,3 OL,Halapouliva Vaitai,24,1994,69,52,79,68,74,60,0.400000,3 OL,Taylor Hart,26,1992,86,45,77,61,78,60,0.400000,1 OL,Rick Lovato,25,1993,98,40,76,59,51,56,0.300000,1 K,Jake Elliott,22,1996,87,40,63,95,86,40,0.500000,4 K,Donnie Jones,37,1981,72,45,67,73,81,45,0.900000,2 S,Malcolm Jenkins,30,1988,82,68,91,79,86,75,6.400000,3 S,Corey Graham,32,1986,50,62,79,76,87,76,1.300000,1 S,Rodney McLeod,27,1991,83,67,77,77,85,69,5.400000,4 S,Jaylen Watkins,26,1992,87,57,79,75,91,55,0.400000,1 CB,Ronald Darby,23,1995,80,67,67,84,93,53,1.000000,2 CB,Jalen Mills,23,1995,93,58,73,79,90,53,0.400000,3 CB,Sidney Jones,21,1997,93,50,68,75,90,62,1.400000,4 CB,Rasul Douglas,24,1994,71,54,77,72,87,57,0.600000,4 CB,Patrick Robinson,30,1988,56,68,71,77,88,44,0.500000,1 CB,Dexter McDougle,26,1992,85,40,64,74,91,40,0.400000,2 LB,Jordan Hicks,25,1993,94,75,67,73,85,77,0.600000,2 LB,Mychal Kendricks,27,1991,66,63,73,71,83,79,5.500000,3 LB,Nigel Bradham,28,1990,66,76,87,71,81,79,2.800000,1 LB,Joe Walker,25,1993,83,40,79,71,83,70,0.400000,3 LB,Kamu Grugier-Hill,23,1995,72,35,83,63,78,71,0.400000,3 LB,Nathan Gerry,22,1996,90,40,73,60,75,69,0.400000,4 LB,Najee Goode,28,1990,78,45,73,60,75,69,0.600000,1 DL,Elijah Qualls,22,1996,91,40,79,87,90,69,0.400000,4 DL,Fletcher Cox,27,1991,71,73,77,79,94,79,14.100000,6 DL,Brandon Graham,29,1989,67,79,76,75,90,80,4.700000,2 DL,Timmy Jernigan,25,1993,78,75,71,75,88,75,6.100000,5 DL,Derek Barnett,21,1997,77,54,73,76,86,74,3.200000,4 DL,Beau Allen,26,1992,89,61,76,77,88,63,0.400000,1 DL,Chris Long,32,1986,74,62,79,75,83,74,1.400000,2 DL,Destiny Vaeao,23,1995,85,45,68,71,85,67,0.300000,2 DL,Vinny Curry,29,1989,88,60,75,67,82,75,7.200000,4 DL,Steven Means,27,1991,89,45,65,56,75,74,0.600000,2 END_PLAYERS Washington Redskins,WAS QB,Kirk Cousins,29,1989,83,71,81,85,85,40,15.000000,1 QB,Colt McCoy,31,1987,51,58,85,67,76,46,2.300000,2 RB,Rob Kelley,25,1993,61,68,77,79,86,77,0.300000,2 RB,Samaje Perine,22,1996,84,59,73,75,87,75,0.600000,4 RB,Chris Thompson,27,1991,78,75,58,67,91,74,1.700000,1 RB,Niles Paul,28,1990,57,56,71,57,88,67,1.500000,1 WR,Jordan Reed,27,1991,60,89,70,89,86,77,8.300000,4 WR,Jamison Crowder,24,1994,77,71,79,76,91,72,0.500000,2 WR,Josh Doctson,25,1993,79,59,75,73,89,74,2.400000,3 WR,Terrelle Pryor Sr.,28,1990,68,70,77,73,91,72,5.600000,1 WR,Brian Quick,28,1990,88,60,75,73,87,74,0.600000,1 WR,Vernon Davis,33,1985,42,71,76,70,87,70,4.000000,3 WR,Ryan Grant,27,1991,65,62,71,68,88,66,0.400000,1 WR,Jeremy Sprinkle,23,1995,91,40,75,61,84,67,0.500000,4 OL,Trent Williams,29,1989,87,91,79,91,89,77,9.600000,4 OL,Brandon Scherff,26,1992,83,85,77,85,88,60,5.500000,2 OL,Morgan Moses,26,1992,80,75,71,79,87,60,5.400000,6 OL,Spencer Long,27,1991,81,73,64,77,74,63,0.700000,1 OL,Shawn Lauvao,30,1988,89,65,76,75,75,60,3.300000,1 OL,Chase Roullier,24,1994,98,40,79,73,77,60,0.400000,4 OL,Ty Nsekhe,32,1986,68,62,65,71,82,62,0.400000,1 OL,TJ Clemmings,26,1992,72,59,77,73,73,58,0.500000,2 OL,Tyler Catalina,24,1994,84,40,76,67,77,58,0.300000,3 OL,Nick Sundberg,30,1988,69,45,64,56,67,45,0.800000,4 K,Tress Way,27,1991,69,45,70,97,84,45,1.100000,4 K,Nick Rose,23,1995,84,35,54,35,88,35,0.300000,1 S,DeAngelo Hall,34,1984,75,70,71,79,88,62,3.600000,1 S,Montae Nicholson,22,1996,77,56,70,76,92,62,0.600000,4 S,DJ Swearinger,26,1992,60,70,83,79,83,57,3.600000,3 S,Deshazor Everett,25,1993,83,54,73,76,87,47,0.300000,1 CB,Josh Norman,30,1988,71,91,89,84,88,60,11.300000,4 CB,Kendall Fuller,22,1996,93,61,71,79,90,60,0.600000,3 CB,Fabian Moreau,23,1995,75,45,73,79,94,55,0.700000,4 CB,Bashaud Breeland,25,1993,70,63,73,77,87,53,0.700000,1 CB,Quinton Dunbar,25,1993,82,54,75,76,91,40,0.300000,1 CB,Joshua Holsey,24,1994,82,40,70,71,90,44,0.400000,4 LB,Zach Brown,28,1990,84,77,70,76,80,80,1.800000,1 LB,Martrell Spaight,24,1994,70,60,71,73,84,72,0.400000,2 LB,Mason Foster,28,1990,72,73,77,73,82,70,0.900000,1 LB,Ryan Kerrigan,29,1989,63,79,85,70,88,71,9.200000,4 LB,Ryan Anderson,23,1995,74,45,77,70,86,66,1.100000,4 LB,Will Compton,28,1990,88,60,77,68,81,74,1.100000,1 LB,Preston Smith,25,1993,97,60,73,65,84,71,1.300000,2 LB,Trent Murphy,27,1991,74,65,77,64,84,72,0.900000,1 LB,Josh Harvey-Clemon,23,1995,99,45,73,64,77,69,0.400000,4 LB,Junior Galette,29,1989,78,67,65,63,80,70,0.500000,1 LB,Chris Carter,28,1990,77,56,73,61,73,66,0.600000,1 DL,Arthur Jones,31,1987,65,63,75,81,89,70,0.600000,1 DL,Matt Ioannidis,23,1995,88,60,79,79,89,71,0.300000,2 DL,Terrell McClain,29,1989,82,62,62,79,88,67,4.100000,4 DL,Phil Taylor,29,1989,76,54,62,77,88,70,0.500000,1 DL,Ziggy Hood,30,1988,55,60,68,77,84,69,0.900000,2 DL,Jonathan Allen,22,1996,77,61,71,73,86,74,2.800000,4 DL,Stacy McGee,27,1991,62,61,65,75,85,66,3.600000,5 DL,Anthony Lanier,24,1994,88,40,75,59,75,71,0.300000,2 END_PLAYERS Atlanta Falcons,ATL QB,Matt Ryan,32,1986,75,87,93,89,91,40,16.500000,2 QB,Matt Schaub,36,1982,60,71,73,68,76,37,3.600000,2 RB,Devonta Freeman,25,1993,85,77,83,83,92,90,6.400000,6 RB,Tevin Coleman,24,1994,89,70,73,77,94,82,0.600000,2 RB,Terron Ward,25,1993,83,54,76,70,87,79,0.400000,1 RB,Derrick Coleman,27,1991,73,54,75,65,88,68,0.400000,1 WR,Julio Jones,28,1990,63,99,85,97,94,86,10.400000,4 WR,Mohamed Sanu,28,1990,60,76,83,87,88,75,4.900000,4 WR,Taylor Gabriel,26,1992,95,71,64,75,95,70,1.700000,1 WR,Justin Hardy,26,1992,88,56,79,71,87,76,0.500000,2 WR,Andre Roberts,29,1989,66,64,77,64,89,74,1.400000,1 WR,Nick Williams,27,1991,82,60,76,67,86,67,0.400000,1 WR,Austin Hooper,23,1995,86,60,79,64,82,68,0.600000,3 WR,Marvin Hall,24,1994,74,35,77,57,92,70,0.300000,1 WR,Devin Fuller,23,1995,72,40,75,60,93,63,0.400000,3 WR,Eric Saubert,23,1995,83,40,77,60,83,69,0.400000,4 WR,Levine Toilolo,26,1992,68,64,65,63,76,53,3.100000,3 OL,Alex Mack,32,1986,73,95,89,83,98,77,7.100000,4 OL,Ryan Schraeder,29,1989,62,77,77,76,88,73,4.800000,5 OL,Andy Levitre,31,1987,58,77,85,77,87,63,4.900000,2 OL,Jake Matthews,25,1993,72,70,89,75,86,61,5.200000,2 OL,Sean Harlow,22,1996,70,45,75,75,80,61,0.500000,4 OL,Austin Pasztor,27,1991,85,60,73,70,75,68,0.500000,1 OL,Ben Garland,29,1989,66,45,79,68,80,61,0.400000,1 OL,Wes Schweitzer,24,1994,68,45,77,67,75,59,0.400000,3 OL,Ty Sambrailo,25,1993,97,59,73,64,83,59,0.800000,2 OL,Josh Harris,28,1990,80,45,79,45,61,50,0.600000,2 K,Matt Bryant,42,1976,58,57,60,93,96,57,2.000000,1 K,Matt Bosher,30,1988,70,56,77,85,88,56,1.900000,3 S,Keanu Neal,22,1996,80,61,83,79,87,76,2.600000,3 S,Kemal Ishmael,26,1992,87,60,73,75,85,74,1.600000,1 S,Ricardo Allen,26,1992,77,67,83,80,89,62,0.400000,1 S,Damontae Kazee,24,1994,98,50,79,75,88,62,0.500000,4 S,Sharrod Neasman,26,1992,90,40,75,69,83,67,0.300000,1 CB,Desmond Trufant,27,1991,61,75,76,88,92,70,9.900000,6 CB,Brian Poole,25,1993,95,67,73,75,89,63,0.300000,2 CB,Robert Alford,29,1989,88,62,70,84,93,40,7.200000,4 CB,Jalen Collins,24,1994,83,61,68,79,90,46,1.200000,2 CB,Blidi Wreh-Wilson,28,1990,60,52,70,77,88,43,0.500000,1 CB,CJ Goodwin,27,1991,65,45,71,76,91,37,0.300000,1 LB,Duke Riley,23,1995,86,50,76,76,84,72,0.700000,4 LB,Deion Jones,23,1995,85,73,71,73,82,77,0.900000,3 LB,De'vondre Campbell,24,1994,68,70,77,70,81,79,0.500000,3 LB,Vic Beasley Jr.,25,1993,83,70,71,63,84,80,3.600000,2 LB,Sean Weatherspoon,30,1988,87,54,73,62,80,74,0.600000,1 LB,LaRoy Reynolds,27,1991,61,45,71,63,83,70,1.000000,1 LB,Jermaine Grace,24,1994,92,45,71,62,81,71,0.300000,3 DL,Dontari Poe,27,1991,79,65,85,91,94,77,5.300000,1 DL,Ahtyba Rubin,31,1987,61,61,76,85,91,67,0.600000,1 DL,Grady Jarrett,24,1994,86,71,65,79,89,72,0.400000,2 DL,Adrian Clayborn,29,1989,67,64,71,71,85,75,3.400000,1 DL,Takkarist McKinley,22,1996,85,57,73,67,82,77,2.500000,4 DL,Derrick Shelby,28,1990,77,59,71,68,82,74,3.600000,3 DL,Courtney Upshaw,28,1990,65,58,87,67,84,75,0.800000,1 DL,Brooks Reed,30,1988,74,64,77,61,83,77,3.300000,3 END_PLAYERS Carolina Panthers,CAR QB,Cam Newton,28,1990,85,77,95,95,80,79,15.800000,4 QB,Derek Anderson,34,1984,57,60,83,83,74,37,1.900000,1 QB,Garrett Gilbert,26,1992,72,35,71,73,71,40,0.300000,1 RB,Jonathan Stewart,30,1988,64,77,73,81,86,84,2.500000,2 RB,Christian McCaffrey,21,1997,83,54,76,68,91,77,4.400000,4 RB,Cameron Artis-Payne,27,1991,69,35,76,73,88,74,0.400000,2 RB,Fozzy Whittaker,28,1990,64,59,68,60,88,71,0.800000,2 RB,Alex Armah,23,1995,97,40,87,62,82,67,0.400000,4 WR,Greg Olsen,32,1986,40,95,85,95,85,70,7.200000,2 WR,Devin Funchess,23,1995,85,60,75,70,89,76,1.200000,2 WR,Russell Shepard,27,1991,64,60,76,67,90,74,2.500000,3 WR,Curtis Samuel,21,1997,88,56,75,65,95,69,1.500000,4 WR,Brenton Bersin,27,1991,88,59,75,68,85,68,0.400000,1 WR,Kaelin Clay,25,1993,74,40,67,60,91,67,0.300000,1 WR,Ed Dickson,30,1988,58,68,76,63,83,65,1.700000,1 WR,Chris Manhertz,25,1993,89,45,73,60,78,65,0.300000,1 OL,Tyler Larsen,26,1992,99,56,77,87,82,60,0.300000,1 OL,Andrew Norwell,26,1992,68,79,77,76,80,77,1.700000,1 OL,Trai Turner,24,1994,91,76,76,77,89,64,7.700000,5 OL,Taylor Moton,23,1995,97,45,89,76,83,65,0.800000,4 OL,Ryan Kalil,32,1986,51,81,81,79,81,61,7.100000,1 OL,Daryl Williams,25,1993,95,60,73,76,81,64,0.500000,2 OL,Matt Kalil,28,1990,87,63,81,79,73,60,8.400000,5 OL,Amini Silatolu,29,1989,81,56,76,76,75,60,0.600000,1 OL,Greg Van Roten,27,1991,75,45,75,71,80,61,0.400000,1 OL,John Theus,23,1995,88,45,81,60,74,60,0.400000,3 OL,JJ Jansen,31,1987,77,61,73,58,56,50,0.800000,4 K,Graham Gano,30,1988,54,40,65,95,85,40,2.400000,1 K,Michael Palardy,25,1993,72,40,63,83,78,40,0.300000,1 S,Jairus Byrd,31,1987,68,58,79,79,84,69,0.600000,1 S,Colin Jones,30,1988,74,45,68,75,90,62,0.800000,2 S,Kurt Coleman,29,1989,66,71,76,77,85,63,3.700000,2 S,Mike Adams,36,1982,49,77,71,77,82,67,1.500000,2 CB,Captain Munnerlyn,29,1989,86,60,75,79,89,53,3.700000,4 CB,Ladarius Gunter,25,1993,81,54,75,75,88,60,0.300000,1 CB,James Bradberry,24,1994,76,64,77,77,91,53,0.800000,3 CB,Daryl Worley,22,1996,88,60,79,76,86,46,0.600000,3 CB,Kevon Seymour,24,1994,87,40,65,74,93,40,0.400000,3 CB,Ivan Pasquarelli,27,2012,91,94,74,58,59,59,0.500000,1 LB,Luke Kuechly,26,1992,92,93,93,95,93,84,10.400000,5 LB,Thomas Davis,34,1984,57,77,81,81,84,79,8.400000,2 LB,Shaq Thompson,23,1995,71,64,79,76,84,77,2.100000,2 LB,David Mayo,24,1994,68,45,67,73,83,68,0.400000,2 LB,Andrew Gachkar,29,1989,90,58,70,70,77,69,0.500000,1 LB,Ben Jacobs,29,1989,71,54,79,63,76,67,0.500000,1 LB,Jared Norris,24,1994,70,35,77,63,80,65,0.300000,2 DL,Star Lotulelei,28,1990,77,63,77,93,95,72,2.900000,1 DL,Kawann Short,28,1990,64,79,71,76,90,75,12.600000,5 DL,Vernon Butler,23,1995,76,58,76,70,86,79,2.000000,3 DL,Kyle Love,31,1987,56,64,65,73,86,65,0.800000,2 DL,Julius Peppers,37,1981,65,71,79,68,85,79,3.200000,1 DL,Charles Johnson,31,1987,53,75,75,68,83,74,2.500000,2 DL,Bryan Cox Jr.,23,1995,75,40,68,67,84,74,0.300000,3 DL,Daeshon Hall,22,1996,74,40,77,61,79,76,0.600000,4 DL,Mario Addison,30,1988,56,75,73,61,80,75,6.400000,3 DL,Wes Horton,27,1991,60,60,65,61,77,71,0.800000,2 END_PLAYERS New Orleans Saints,NO QB,Drew Brees,38,1980,75,99,93,81,92,37,7.600000,1 QB,Taysom Hill,27,1991,94,35,71,77,68,70,0.300000,3 QB,Chase Daniel,31,1987,78,57,87,73,76,40,0.600000,1 RB,Alvin Kamara,21,1997,76,59,71,75,88,82,0.800000,4 RB,Mark Ingram,28,1990,55,77,79,77,87,79,3.100000,2 RB,Trey Edmunds,23,1995,70,40,68,63,90,74,0.300000,3 RB,Daniel Lasco,25,1993,76,40,68,61,90,69,0.400000,3 RB,Zach Line,27,1991,74,40,81,67,83,68,0.500000,1 WR,Michael Thomas,23,1995,75,79,77,85,89,72,1.100000,3 WR,Willie Snead,25,1993,87,73,75,75,89,66,0.400000,1 WR,Austin Carr,24,1994,95,40,76,67,86,76,0.300000,3 WR,Brandon Coleman,25,1993,90,62,70,71,87,70,0.300000,1 WR,Coby Fleener,29,1989,85,68,71,71,87,70,4.800000,4 WR,Ted Ginn Jr.,32,1986,52,70,67,63,93,74,2.900000,3 WR,Tommylee Lewis,25,1993,93,40,71,63,91,68,0.300000,2 WR,Josh Hill,27,1991,74,60,68,67,83,66,2.000000,2 WR,Michael Hoomanawanui,29,1989,71,63,68,64,77,46,1.200000,2 OL,Terron Armstead,26,1992,96,79,70,77,78,79,9.500000,5 OL,Zach Strief,34,1984,61,79,79,79,84,60,3.200000,2 OL,Larry Warford,26,1992,70,65,85,79,74,67,6.600000,4 OL,Ryan Ramczyk,23,1995,90,60,83,77,78,63,2.100000,4 OL,Josh LeRibeus,28,1990,60,56,76,77,72,62,0.500000,1 OL,Senio Kelemete,27,1991,82,60,73,75,73,63,0.900000,1 OL,Andrus Peat,24,1994,79,63,67,75,80,59,2.800000,2 OL,Max Unger,31,1987,66,89,81,76,73,60,5.500000,3 OL,Bryce Harris,28,1990,62,45,75,68,82,60,0.500000,1 OL,Zach Wood,24,1994,89,40,70,60,53,45,0.300000,2 K,Thomas Morstead,31,1987,61,54,79,89,94,54,2.700000,2 K,Wil Lutz,23,1995,72,45,63,93,88,45,0.300000,2 S,Marcus Williams,21,1997,85,59,79,77,87,72,1.400000,4 S,Vonn Bell,23,1995,99,60,76,75,88,72,0.800000,3 S,Kenny Vaccaro,26,1992,88,67,87,77,85,72,2.700000,1 S,Rafael Bush,30,1988,62,62,70,77,87,59,0.600000,1 S,Chris Banjo,27,1991,87,45,71,76,88,53,1.000000,2 CB,Marshon Lattimore,21,1997,67,60,64,80,94,62,3.900000,4 CB,PJ Williams,24,1994,77,45,77,76,90,66,0.600000,2 CB,Delvin Breaux,28,1990,66,62,68,77,90,57,0.300000,1 CB,Ken Crawley,24,1994,82,60,77,79,91,43,0.300000,2 CB,De'vante Harris,24,1994,89,40,73,75,88,40,0.300000,2 CB,Booker Keefner,23,2016,89,64,61,57,69,57,0.500000,1 LB,Gerald Hodges Jr.,26,1992,95,64,77,77,82,72,0.500000,1 LB,Craig Robertson,29,1989,81,63,75,75,80,70,1.300000,2 LB,Manti Te'o,26,1992,79,65,77,75,81,72,1.800000,2 LB,Michael Mauti,27,1991,67,59,65,75,85,66,0.500000,1 LB,AJ Klein,26,1992,88,61,83,71,79,70,4.400000,4 LB,Alex Anzalone,23,1995,96,52,64,68,81,70,0.700000,4 LB,Hau'oli Kikaha,25,1993,67,60,64,60,78,71,1.100000,2 DL,Cameron Jordan,28,1990,76,81,85,83,94,79,8.900000,4 DL,Tyeler Davison,25,1993,93,61,67,83,86,67,0.400000,2 DL,David Onyemata,25,1993,72,60,75,79,87,74,0.500000,3 DL,Nick Fairley,29,1989,60,64,77,77,89,74,5.600000,4 DL,Sheldon Rankins,23,1995,71,60,79,75,87,76,3.200000,3 DL,John Hughes III,29,1989,82,57,70,73,86,68,0.500000,1 DL,Trey Hendrickson,23,1995,90,40,77,64,82,79,0.600000,4 DL,Al-Quadin Muhammad,22,1996,87,40,75,63,79,75,0.400000,4 DL,Alex Okafor,26,1992,81,63,85,61,77,70,1.900000,1 END_PLAYERS Tampa Bay Buccaneers,TB QB,Jameis Winston,23,1995,86,65,93,91,80,70,6.600000,2 QB,Ryan Fitzpatrick,35,1983,66,56,75,76,76,43,1.900000,1 QB,Ryan Griffin,28,1990,67,40,73,71,76,37,0.600000,2 RB,Doug Martin,28,1990,65,70,79,85,88,88,4.500000,4 RB,Jacquizz Rodgers,27,1991,68,63,76,79,87,80,1.000000,2 RB,Charles Sims III,27,1991,72,67,75,68,89,75,0.600000,1 RB,Peyton Barber,23,1995,99,40,75,63,86,71,0.300000,2 RB,Luke Stocker,29,1989,64,59,77,57,81,59,1.000000,1 WR,DeSean Jackson,31,1987,52,79,71,81,94,77,7.000000,3 WR,Mike Evans,24,1994,98,93,83,77,88,76,4.900000,2 WR,Adam Humphries,24,1994,99,75,68,77,88,67,0.400000,1 WR,Chris Godwin,21,1997,96,45,89,68,91,77,0.600000,4 WR,Cameron Brate,26,1992,78,71,73,76,80,60,0.400000,1 WR,OJ Howard,23,1995,69,54,89,68,87,72,2.700000,4 WR,Bernard Reedy,26,1992,93,45,71,65,88,67,0.300000,1 WR,Freddie Martino,26,1992,79,40,71,63,89,71,0.400000,1 WR,Antony Auclair,24,1994,69,40,77,58,76,69,0.300000,3 OL,Demar Dotson,32,1986,61,70,76,75,87,79,2.600000,3 OL,Joe Hawley,29,1989,86,71,77,79,77,61,1.800000,2 OL,Ali Marpet,24,1994,74,76,75,77,81,62,0.700000,2 OL,Donovan Smith,24,1994,96,63,68,77,73,60,1.400000,2 OL,Evan Smith,31,1987,62,63,71,73,77,62,2.200000,1 OL,JR Sweezy,28,1990,65,63,70,71,73,64,3.800000,4 OL,Kevin Pamphile,27,1991,72,60,71,68,74,60,0.600000,1 OL,Leonard Wester,24,1994,84,35,71,64,72,61,0.300000,2 OL,Caleb Benenoch,23,1995,76,45,70,63,78,59,0.400000,3 OL,Garrison Sanborn,32,1986,82,45,71,62,66,45,0.600000,1 K,Bryan Anger,29,1989,81,57,81,91,94,57,2.100000,5 K,Patrick Murray,26,1992,94,35,63,85,85,35,0.300000,1 S,Justin Evans,22,1996,82,45,79,77,87,74,1.100000,4 S,TJ Ward,31,1987,53,67,87,77,87,71,4.300000,1 S,Keith Tandy,28,1990,60,61,83,79,87,63,0.600000,1 S,Chris Conte,28,1990,77,67,76,76,86,53,1.600000,2 S,Josh Robinson,26,1992,63,56,71,77,92,40,1.600000,2 CB,Vernon Hargreaves,22,1996,73,54,77,77,90,63,3.500000,3 CB,Brent Grimes,34,1984,58,81,73,84,87,44,4.200000,1 CB,Robert McClain,29,1989,73,58,71,77,87,43,0.500000,1 CB,Javien Elliott,24,1994,66,45,73,71,86,55,0.300000,1 CB,Ryan Smith,24,1994,93,40,73,74,90,40,0.600000,3 CB,Maurice Sahm,29,2010,63,91,60,56,56,57,0.500000,1 LB,Lavonte David,27,1991,69,77,91,79,84,80,6.300000,4 LB,Kendell Beckwith,23,1995,98,63,70,76,88,71,0.600000,4 LB,Kwon Alexander,23,1995,84,71,73,67,83,79,0.500000,2 LB,Adarius Glanton,27,1991,66,52,73,64,82,71,0.400000,1 LB,Cameron Lynch,24,1994,87,40,77,61,82,67,0.400000,1 LB,Devante Bond,24,1994,79,45,71,60,77,70,0.400000,3 DL,Gerald McCoy,29,1989,84,77,75,85,94,79,10.200000,5 DL,Chris Baker,30,1988,62,73,67,81,89,71,3.300000,3 DL,Clinton McDonald,30,1988,73,60,71,77,87,71,1.900000,1 DL,Sealver Siliga,27,1991,63,59,68,77,90,67,0.800000,1 DL,Noah Spence,23,1995,90,58,73,65,81,79,1.300000,3 DL,Robert Ayers,32,1986,50,70,68,63,82,74,4.100000,2 DL,William Gholston,26,1992,60,65,68,62,83,74,3.400000,5 DL,Will Clarke,26,1992,89,45,73,61,79,74,0.400000,1 DL,Ryan Russell,25,1993,68,50,62,63,76,74,0.400000,1 DL,Darryl Tapp,33,1985,54,60,76,58,77,72,0.600000,1 END_PLAYERS Arizona Cardinals,ARZ QB,Carson Palmer,38,1980,71,75,85,83,81,37,15.800000,2 QB,Blaine Gabbert,28,1990,72,60,79,77,75,45,0.600000,1 QB,Drew Stanton,33,1985,63,60,75,79,76,37,2.700000,1 RB,David Johnson,26,1992,77,81,83,85,92,91,0.600000,2 RB,Adrian Peterson,32,1986,41,71,81,75,90,84,1.300000,2 RB,Kerwynn Williams,26,1992,90,59,75,67,89,76,0.300000,1 RB,DJ Foster,24,1994,95,35,73,62,90,74,0.400000,2 RB,Elijhaa Penny,24,1994,82,45,65,68,81,75,0.300000,1 RB,Andre Ellington,28,1990,62,60,68,60,90,70,0.600000,1 RB,Ricky Seals-Jones,22,1996,80,35,71,57,83,62,0.300000,3 WR,Larry Fitzgerald,34,1984,44,95,93,95,84,71,11.500000,1 WR,John Brown,27,1991,75,67,68,77,94,76,0.700000,1 WR,Jaron Brown,27,1991,67,64,71,77,91,74,0.800000,1 WR,Chad Williams,23,1995,96,40,76,71,90,72,0.600000,4 WR,JJ Nelson,25,1993,74,63,62,71,96,67,0.400000,2 WR,Jermaine Gresham,29,1989,83,64,77,75,81,72,5.500000,4 WR,Brittan Golden,29,1989,71,54,71,63,88,67,0.400000,1 WR,Troy Niklas,25,1993,68,40,73,63,77,63,0.800000,1 OL,Jared Veldheer,30,1988,90,68,77,95,74,59,5.300000,2 OL,Mike Iupati,30,1988,79,64,79,85,86,59,5.800000,3 OL,Alex Boone,30,1988,76,62,71,81,74,62,0.600000,1 OL,DJ Humphries,24,1994,70,54,75,77,81,60,2.100000,2 OL,John Wetzel,26,1992,84,52,70,75,79,58,0.300000,1 OL,AQ Shipley,31,1987,72,75,77,76,74,59,1.300000,2 OL,Earl Watford,27,1991,73,61,81,73,73,57,0.500000,1 OL,Evan Boehm,24,1994,66,60,81,70,77,59,0.500000,3 OL,Max Tuerk,23,1995,98,45,75,64,81,62,0.700000,3 OL,Will Holden,24,1994,80,40,75,64,77,35,0.500000,4 OL,Justin Drescher,29,1989,65,60,75,60,52,56,0.600000,1 K,Andy Lee,35,1983,73,45,67,93,84,45,2.400000,2 K,Phil Dawson,42,1976,60,45,63,85,89,45,2.200000,2 S,Tyrann Mathieu,25,1993,90,73,73,82,90,70,9.800000,5 S,Tyvon Branch,31,1987,81,73,76,80,90,70,2.200000,1 S,Budda Baker,21,1997,83,45,79,75,91,68,1.600000,4 S,Antoine Bethea,33,1985,40,65,75,77,86,70,3.100000,3 S,Rudy Ford,23,1995,80,40,76,72,92,70,0.400000,4 CB,Patrick Peterson,27,1991,77,77,87,91,92,47,10.700000,4 CB,Justin Bethel,27,1991,61,59,76,80,87,55,2.300000,1 CB,Brandon Williams,25,1993,82,45,81,75,93,40,0.600000,3 CB,Tramon Williams,34,1984,65,60,81,79,84,40,1.600000,1 CB,Grady Zirk,29,2010,68,76,71,66,64,55,0.500000,1 CB,Johnathan Sammis,32,2007,66,94,73,56,68,57,0.500000,1 LB,Karlos Dansby,36,1982,73,67,77,79,89,68,1.700000,1 LB,Chandler Jones,27,1991,69,81,76,71,86,79,12.200000,5 LB,Deone Bucannon,25,1993,87,70,81,71,83,77,2.700000,2 LB,Josh Bynes,28,1990,77,64,71,73,83,68,0.500000,1 LB,Kareem Martin,25,1993,79,45,71,67,83,68,0.500000,1 LB,Markus Golden,26,1992,93,73,75,64,77,71,0.800000,2 LB,Scooby Wright III,23,1995,82,59,70,64,81,71,0.300000,1 LB,Haason Reddick,23,1995,94,58,77,30,83,45,3.300000,4 DL,Corey Peters,29,1989,74,75,68,77,90,72,2.300000,1 DL,Josh Mauro,26,1992,64,60,81,73,85,68,2.100000,2 DL,Robert Nkemdiche,23,1995,70,56,75,67,83,77,2.000000,3 DL,Xavier Williams,25,1993,90,54,75,70,82,66,0.300000,1 DL,Frostee Rucker,34,1984,43,68,71,65,86,72,0.700000,1 DL,Olsen Pierre,26,1992,84,45,68,64,82,69,0.300000,1 DL,Rodney Gunter,25,1993,73,54,67,60,81,71,0.500000,2 DL,Wilford Bedney,30,2009,70,89,109,66,60,68,0.500000,1 END_PLAYERS Los Angeles Rams,LAR QB,Jared Goff,23,1995,86,71,83,85,81,40,7.300000,3 QB,Brandon Allen,25,1993,97,40,70,77,74,37,0.400000,3 QB,Sean Mannion,25,1993,67,40,76,77,74,37,0.600000,2 RB,Todd Gurley,23,1995,85,81,75,79,92,86,3.500000,2 RB,Lance Dunbar,27,1991,84,60,64,63,91,76,0.900000,1 RB,Justin Davis,22,1996,88,40,73,61,88,76,0.300000,3 RB,Malcolm Brown,24,1994,88,40,73,65,89,70,0.300000,1 RB,Tyler Higbee,24,1994,95,60,77,61,80,70,0.600000,3 WR,Sammy Watkins,24,1994,78,64,79,75,92,80,5.100000,1 WR,Cooper Kupp,24,1994,88,60,79,76,87,74,0.700000,4 WR,Robert Woods,25,1993,80,67,81,75,91,71,4.300000,5 WR,Josh Reynolds,22,1996,74,45,75,73,88,67,0.600000,4 WR,Gerald Everett,23,1995,76,45,75,70,85,72,1.300000,4 WR,Tavon Austin,26,1992,72,62,76,62,95,75,6.400000,5 WR,Derek Carrier,27,1991,67,57,70,62,87,69,0.600000,1 WR,Pharoh Cooper,22,1996,70,45,75,63,87,63,0.500000,3 WR,Mike Thomas,23,1995,97,40,79,61,88,63,0.400000,3 OL,Andrew Whitworth,36,1982,61,91,81,89,86,73,8.100000,3 OL,Jamon Brown,24,1994,97,60,68,76,82,58,0.600000,2 OL,Rob Havenstein,25,1993,66,73,73,71,87,60,0.800000,2 OL,John Sullivan,32,1986,53,70,85,75,77,60,0.700000,1 OL,Rodger Saffold,29,1989,90,65,65,71,85,59,4.500000,2 OL,Austin Blythe,25,1993,75,40,89,68,80,60,0.400000,3 OL,Darrell Williams,24,1994,93,40,70,60,77,63,0.300000,1 OL,Andrew Donnal,25,1993,73,52,71,62,75,60,0.500000,2 OL,Cornelius Lucas,26,1992,72,57,65,60,77,60,0.400000,1 OL,Jake McQuaide,30,1988,88,45,68,59,50,45,0.600000,1 K,Johnny Hekker,27,1991,79,57,73,95,96,57,2.000000,4 K,Greg Zuerlein,30,1988,65,45,70,91,89,45,1.600000,3 S,John Johnson,22,1996,94,52,81,77,85,70,0.600000,4 S,Cody Davis,28,1990,75,54,71,77,90,67,0.900000,1 S,Lamarcus Joyner,27,1991,62,70,77,79,88,63,1.100000,1 S,Marqui Christian,23,1995,83,40,76,71,88,70,0.400000,3 S,Blake Countess,24,1994,75,35,71,71,88,43,0.300000,2 CB,Trumaine Johnson,27,1991,73,73,70,80,88,63,10.500000,1 CB,Kayvon Webster,26,1992,69,61,83,77,90,67,2.400000,2 CB,Nickell Robey,25,1993,99,68,76,84,89,37,0.600000,1 CB,Troy Hill,26,1992,88,45,76,77,87,40,0.400000,1 CB,Vicente Golomb,28,2011,59,89,92,69,65,65,0.500000,1 CB,Dominique Hatfield,23,1995,82,40,73,69,85,40,0.300000,3 LB,Alec Ogletree,26,1992,78,65,76,75,81,77,2.500000,1 LB,Mark Barron,28,1990,73,63,75,70,81,76,6.300000,4 LB,Samson Ebukam,22,1996,97,45,79,67,85,74,0.600000,4 LB,Bryce Hager,25,1993,87,45,70,70,84,70,0.400000,2 LB,Robert Quinn,27,1991,82,70,76,65,87,76,7.700000,3 LB,Connor Barwin,31,1987,68,62,83,64,83,76,2.200000,1 LB,Ejuan Price,24,1994,98,45,65,63,81,67,0.400000,4 LB,Matt Longacre,26,1992,90,50,75,60,77,69,0.400000,1 LB,Cory Littleton,24,1994,76,45,70,56,72,69,0.300000,2 DL,Aaron Donald,26,1992,78,81,85,91,96,84,3.000000,2 DL,Michael Brockers,27,1991,76,75,77,76,91,77,7.200000,3 DL,Morgan Fox,23,1995,93,45,79,71,86,75,0.300000,1 DL,Dominique Easley,25,1993,98,64,62,70,84,71,1.100000,1 DL,Ethan Westbrooks,27,1991,90,61,68,68,80,69,1.100000,1 DL,Tyrunn Walker,27,1991,86,50,65,68,81,68,0.500000,1 DL,Tanzel Smart,23,1995,82,54,70,67,81,67,0.400000,4 DL,Xavier Coonfare,27,2012,67,64,68,65,66,56,0.500000,1 END_PLAYERS Seattle Seahawks,SEA QB,Russell Wilson,29,1989,85,79,95,87,86,71,14.800000,3 QB,Austin Davis,28,1990,88,50,76,73,77,45,0.600000,1 RB,Christopher Carson,23,1995,89,62,68,79,86,77,0.400000,4 RB,Eddie Lacy,27,1991,74,62,81,75,86,79,3.600000,1 RB,CJ Prosise,23,1995,83,54,71,65,90,77,0.600000,3 RB,Thomas Rawls,24,1994,69,60,67,73,80,76,0.300000,1 RB,JD McKissic,24,1994,75,45,75,57,88,71,0.300000,1 RB,Nick Vannett,24,1994,68,40,71,60,76,67,0.600000,3 WR,Doug Baldwin,29,1989,81,91,77,89,90,70,6.600000,4 WR,Tyler Lockett,25,1993,99,64,70,75,93,75,0.600000,2 WR,Paul Richardson,25,1993,81,64,72,73,94,72,1.000000,1 WR,Jimmy Graham,31,1987,61,75,75,77,85,75,6.300000,1 WR,Amara Darboh,23,1995,93,52,77,68,91,72,0.600000,4 WR,Luke Willson,27,1991,85,60,68,68,87,67,1.600000,1 WR,Tanner McEvoy,24,1994,89,45,76,64,87,71,0.300000,2 OL,Duane Brown,32,1986,51,85,81,81,87,75,5.600000,2 OL,Jordan Roos,24,1994,85,40,71,86,77,57,0.300000,3 OL,Mark Glowinski,25,1993,90,56,79,83,73,57,0.500000,2 OL,Justin Britt,26,1992,80,81,71,83,83,72,5.200000,4 OL,Luke Joeckel,26,1992,78,59,75,76,74,65,7.200000,1 OL,Ethan Pocic,22,1996,80,56,79,80,80,71,0.900000,4 OL,Germain Ifedi,23,1995,81,62,75,68,72,61,1.900000,3 OL,Matt Tobin,27,1991,66,52,73,64,75,60,0.500000,1 OL,Oday Aboushi,26,1992,89,63,81,63,73,60,0.700000,1 OL,Tyler Ott,25,1993,88,35,71,58,50,40,0.300000,1 K,Blair Walsh,27,1991,78,40,75,70,78,40,0.700000,1 K,Jon Ryan,36,1982,52,45,68,79,82,45,1.900000,3 S,Earl Thomas III,28,1990,73,83,83,88,91,72,6.900000,2 S,Kam Chancellor,29,1989,71,83,89,82,87,79,8.400000,4 S,Brad McDougald,27,1991,72,67,75,79,88,68,1.600000,1 S,Tedric Thompson,22,1996,72,45,73,74,86,67,0.600000,4 S,Delano Hill,22,1996,78,45,77,70,86,72,0.600000,4 CB,Richard Sherman,29,1989,61,83,93,91,88,66,10.500000,2 CB,Shaquill Griffin,22,1996,82,54,77,80,92,62,0.600000,4 CB,DeShawn Shead,29,1989,82,68,73,77,87,68,0.800000,1 CB,Justin Coleman,24,1994,77,58,75,79,88,53,0.400000,1 CB,Jeremy Lane,27,1991,61,61,73,79,88,44,4.400000,3 CB,Neiko Thorpe,27,1991,62,40,76,74,90,43,1.300000,2 LB,Bobby Wagner,27,1991,78,87,81,95,89,84,8.000000,3 LB,KJ Wright,28,1990,67,75,81,85,84,75,5.000000,2 LB,Michael Wilhoite,31,1987,79,61,76,70,81,74,1.300000,1 LB,DJ Alexander,26,1992,76,45,64,63,75,72,0.400000,2 LB,Marcus Smith II,25,1993,84,56,73,61,79,70,0.400000,1 LB,Terence Garvin,26,1992,66,45,75,63,76,68,0.600000,1 LB,Josh Forrest,25,1993,86,40,81,56,70,68,0.300000,1 DL,Michael Bennett,32,1986,51,71,77,81,94,79,7.100000,4 DL,Jarran Reed,25,1993,83,59,76,81,92,72,1.000000,3 DL,Sheldon Richardson,27,1991,86,63,75,79,94,79,3.200000,1 DL,Nazair Jones,23,1995,98,57,70,76,86,69,0.600000,4 DL,Frank Clark,24,1994,81,63,65,77,80,71,0.700000,2 DL,Garrison Smith,26,1992,89,40,75,75,85,66,0.300000,1 DL,Quinton Jefferson,24,1994,86,40,71,64,81,74,0.400000,3 DL,Cliff Avril,31,1987,72,76,79,88,77,76,4.700000,2 DL,Dwight Freeney,37,1981,61,61,65,60,75,72,0.600000,1 DL,Dion Jordan,27,1991,83,45,67,75,77,80,0.400000,1 END_PLAYERS San Francisco 49ers,SF QB,Jimmy Garoppolo,26,1992,86,65,85,81,81,43,0.700000,1 QB,CJ Beathard,24,1994,74,45,75,83,77,55,0.700000,4 RB,Carlos Hyde,26,1992,81,73,76,76,89,84,0.700000,1 RB,Matt Breida,22,1996,86,52,73,70,93,75,0.300000,3 RB,Raheem Mostert,25,1993,83,45,75,58,93,71,0.400000,1 RB,Kyle Juszczyk,26,1992,89,73,83,65,82,71,4.100000,4 WR,Pierre Garcon,31,1987,75,91,76,91,89,74,7.400000,5 WR,Trent Taylor,23,1995,89,45,77,75,86,76,0.400000,4 WR,Marquise Goodwin,27,1991,66,63,68,67,95,67,2.700000,2 WR,George Kittle,24,1994,67,60,73,68,87,66,0.500000,4 WR,Aldrick Robinson,29,1989,62,60,70,64,92,70,1.300000,2 WR,Kendrick Bourne,22,1996,90,40,67,62,87,71,0.300000,3 WR,Victor Bolden Jr.,22,1996,77,40,76,63,90,67,0.300000,3 WR,Garrett Celek,29,1989,70,50,65,63,80,63,2.000000,3 OL,Trent Brown,24,1994,98,76,65,83,80,77,0.400000,2 OL,Joe Staley,33,1985,70,89,81,85,83,63,5.000000,3 OL,Brandon Fusco,29,1989,85,60,65,79,85,60,0.900000,1 OL,Daniel Kilgore,30,1988,90,64,75,79,72,60,1.100000,1 OL,Laken Tomlinson,25,1993,68,60,75,76,74,60,2.000000,2 OL,Joshua Garnett,23,1995,69,61,77,71,74,59,2.200000,3 OL,Erik Magnuson,23,1995,95,45,67,67,75,60,0.300000,3 OL,Zane Beadles,31,1987,72,62,81,70,72,56,2.600000,2 OL,Darrell Williams,24,1994,97,40,75,63,74,60,0.300000,1 OL,Kyle Nelson,31,1987,70,50,71,54,52,45,0.700000,2 K,Robbie Gould,36,1982,54,40,65,89,85,40,1.400000,2 K,Bradley Pinion,23,1995,78,40,67,83,76,40,0.400000,2 S,Jimmie Ward,26,1992,67,63,81,79,90,67,2.500000,2 S,Jaquiski Tartt,25,1993,80,67,79,79,89,59,1.100000,2 S,Eric Reid,26,1992,65,63,76,79,88,60,2.500000,1 S,Dexter McCoil,26,1992,88,45,81,71,86,62,0.300000,2 S,Adrian Colbert,24,1994,74,40,75,70,89,45,0.400000,4 CB,Leon Hall,33,1985,55,56,79,74,87,60,0.600000,1 CB,Dontae Johnson,26,1992,61,56,76,79,91,40,0.500000,1 CB,Ahkello Witherspoon,22,1996,88,45,71,79,91,37,0.800000,4 CB,K'Waun Williams,26,1992,84,52,76,77,88,44,0.400000,1 CB,Ha-Ha Krauskopf,28,2011,79,73,96,65,62,63,0.500000,1 CB,Weldon Kindig,22,2017,58,82,74,59,60,66,0.500000,1 LB,Reuben Foster,23,1995,69,59,68,73,88,74,2.100000,4 LB,Malcolm Smith,28,1990,80,67,70,68,81,77,4.200000,5 LB,Ray-Ray Armstrong,26,1992,93,60,71,67,76,72,1.100000,2 LB,Brock Coyle,27,1991,76,56,81,64,81,74,1.200000,1 LB,Elijah Lee,21,1997,88,40,81,65,77,70,0.400000,4 LB,Eli Harold,23,1995,76,50,75,62,81,72,0.600000,2 LB,Dekoda Watson,29,1989,85,45,65,60,72,72,1.300000,3 LB,Pita Taumoepenu,23,1995,99,40,79,58,77,67,0.400000,4 DL,Solomon Thomas,22,1996,88,54,85,83,90,79,7.300000,4 DL,Tank Carradine,27,1991,76,64,68,81,89,79,2.400000,1 DL,DeForest Buckner,23,1995,67,75,83,75,89,77,4.600000,3 DL,DJ Jones,22,1996,66,40,79,79,85,72,0.400000,4 DL,Tony McDaniel,32,1986,59,64,64,77,89,66,0.600000,1 DL,Arik Armstead,24,1994,70,62,68,73,88,75,2.400000,2 DL,Ronald Blair,24,1994,89,40,76,71,84,75,0.500000,3 DL,Leger Douzable,31,1987,66,64,67,70,86,68,0.600000,1 DL,Datone Jones,27,1991,89,61,71,67,79,71,0.500000,1 DL,Earl Mitchell,30,1988,50,58,70,65,82,75,3.000000,4 DL,Elvis Dumervil,33,1985,72,64,73,63,81,74,2.800000,2 DL,Aaron Lynch,24,1994,72,60,67,61,80,76,0.600000,1 END_PLAYERS

Ants Clock by Stuart

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They work, but they work by brute force." (p. 198.) Domingos, Pedro, "Our Digital Doubles: AI will serve our species, not control it", Scientific American, vol. 319, no. 3 (September 2018), pp. 88–93. Gopnik, Alison, "Making AI More Human: Artificial intelligence has staged a revival by starting to incorporate what we know about how children learn", Scientific American, vol. 316, no. 6 (June 2017), pp. 60–65. Johnston, John (2008) The Allure of Machinic Life: Cybernetics, Artificial Life, and the New AI, MIT Press. Koch, Christof, "Proust among the Machines", Scientific American, vol. 321, no. 6 (December 2019), pp. 46–49. Christof Koch doubts the possibility of "intelligent" machines attaining consciousness, because "[e]ven the most sophisticated brain simulations are unlikely to produce conscious feelings." (p. 48.) According to Koch, "Whether machines can become sentient [is important] for ethical reasons. If computers experience life through their own senses, they cease to be purely a means to an end determined by their usefulness to... humans. Per GNW [the Global Neuronal Workspace theory], they turn from mere objects into subjects... with a point of view.... Once computers' cognitive abilities rival those of humanity, their impulse to push for legal and political rights will become irresistible – the right not to be deleted, not to have their memories wiped clean, not to suffer pain and degradation. The alternative, embodied by IIT [Integrated Information Theory], is that computers will remain only supersophisticated machinery, ghostlike empty shells, devoid of what we value most: the feeling of life itself." (p. 49.) Marcus, Gary, "Am I Human?: Researchers need new ways to distinguish artificial intelligence from the natural kind", Scientific American, vol. 316, no. 3 (March 2017), pp. 58–63. A stumbling block to AI has been an incapacity for reliable disambiguation. An example is the "pronoun disambiguation problem": a machine has no way of determining to whom or what a pronoun in a sentence refers. (p. 61.) E McGaughey, 'Will Robots Automate Your Job Away? Full Employment, Basic Income, and Economic Democracy' (2018) SSRN, part 2(3) Archived 24 May 2018 at the Wayback Machine. George Musser, "Artificial Imagination: How machines could learn creativity and common sense, among other human qualities", Scientific American, vol. 320, no. 5 (May 2019), pp. 58–63. Myers, Courtney Boyd ed. (2009). "The AI Report" Archived 29 July 2017 at the Wayback Machine. Forbes June 2009 Raphael, Bertram (1976). The Thinking Computer. W.H.Freeman and Company. ISBN 978-0-7167-0723-3. Archived from the original on 26 July 2020. Retrieved 22 August 2020. Scharre, Paul, "Killer Apps: The Real Dangers of an AI Arms Race", Foreign Affairs, vol. 98, no. 3 (May/June 2019), pp. 135–44. "Today's AI technologies are powerful but unreliable. Rules-based systems cannot deal with circumstances their programmers did not anticipate. Learning systems are limited by the data on which they were trained. AI failures have already led to tragedy. Advanced autopilot features in cars, although they perform well in some circumstances, have driven cars without warning into trucks, concrete barriers, and parked cars. In the wrong situation, AI systems go from supersmart to superdumb in an instant. When an enemy is trying to manipulate and hack an AI system, the risks are even greater." (p. 140.) Serenko, Alexander (2010). "The development of an AI journal ranking based on the revealed preference approach" (PDF). Journal of Informetrics. 4 (4): 447–459. doi:10.1016/j.joi.2010.04.001. Archived (PDF) from the original on 4 October 2013. Retrieved 24 August 2013. Serenko, Alexander; Michael Dohan (2011). "Comparing the expert survey and citation impact journal ranking methods: Example from the field of Artificial Intelligence" (PDF). Journal of Informetrics. 5 (4): 629–649. doi:10.1016/j.joi.2011.06.002. Archived (PDF) from the original on 4 October 2013. Retrieved 12 September 2013. Sun, R. & Bookman, L. (eds.), Computational Architectures: Integrating Neural and Symbolic Processes. Kluwer Academic Publishers, Needham, MA. 1994. Tom Simonite (29 December 2014). "2014 in Computing: Breakthroughs in Artificial Intelligence". MIT Technology Review. Tooze, Adam, "Democracy and Its Discontents", The New York Review of Books, vol. LXVI, no. 10 (6 June 2019), pp. 52–53, 56–57. "Democracy has no clear answer for the mindless operation of bureaucratic and technological power. We may indeed be witnessing its extension in the form of artificial intelligence and robotics. Likewise, after decades of dire warning, the environmental problem remains fundamentally unaddressed.... Bureaucratic overreach and environmental catastrophe are precisely the kinds of slow-moving existential challenges that democracies deal with very badly.... Finally, there is the threat du jour: corporations and the technologies they promote." (pp. 56–57.)

A Clojure linter for Stuart Sierra's how-to-ns standard

A GCD and ARC Enabled Fork of Stuart Connolly's SCEvents Objective-C wrapper for Mac OS X's FSEvents C API.

Python code from Peter Norvig and Stuart Russell's Artificial Intelligence, A Modern Approach

⚡ A Blazingly-Fast Static Site Generator, built with Rust.

Bible study MCP server with Greek/Hebrew lexicons and Fee & Stuart hermeneutics

Source Code for 'Introducing JavaScript Game Development' by Graeme Stuart

A fork of Stuart Jackson's erlmail library with some additions

Shawn's Terrific Universal App for photogRaph Tweaking (Win2D app building project)

Stuart PHP client

A gym environment for Stuart Armstrong's model of a treacherous turn.

An enhanced fork of Stuart Colville's keychain Python module

Artifacts for the NightHacking session with Stuart Marks and Brian Goetz

Stuart is simple RAG System, that the Open Data Hub uses as a chatbot to help the Open Data Hub customer care team in solving tickets. Stuart uses as input: the Open Data Hub Wiki, the past tickets history, the readme files and the GitHub issues of all NOI-Techpark repositories.

Example project using Stuart Sierra's "Workflow, Reloaded" approach

Stuart 是一个基于 Eclipse Vert.x 和 Apache Ignite 实现的 MQTT 协议服务器。

The Collection Services Manual for the Stuart A. Rose Manuscript, Archives, and Rare Book Library at Emory University

This toolbox allows to simulate interactions between neural mass potentials (resonating at 40Hz) in the structural connectome. Here, a single brain region is seen as an oscillator whose dynamics is explained by a Stuart Landau Equation (Hopf Bifurcation including time delay).

A Clojure project based on Stuart Halloway’s Snake.

No description available

Exercises and Projects I've worked on in the "Building Java Programs: A Back to Basics Approach" book by Marty Stepp and Stuart Reges

Updated version of the NPlus1DaysOfMvvmCross repository originally created by Stuart Lodge

My Clojure REPL experiments. Instead of typing directly into REPL, save everything in the file! Motivated by Stuart Halloway's talk about REPL Driven Development: