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acantril / Aws Sa Associate Saac02

1.4k

Course Files for AWS Certified Solutions Architect Certification Course (SAAC02) - Adrian Cantrill

universal

Updated 1h ago

acantril / Aws Sa Pro

814

Course Files for AWS Certified Solutions Architect - Professional - Adrian Cantrill

universal

Updated 1d ago

nix-community / Terraform Nixos

405

A set of Terraform modules that are designed to deploy NixOS [maintainer=@adrian-gierakowski]

universal

nixosterraform-modules

Updated 2d ago

face-analysis / Emonet

352

Official implementation of the paper "Estimation of continuous valence and arousal levels from faces in naturalistic conditions", Antoine Toisoul, Jean Kossaifi, Adrian Bulat, Georgios Tzimiropoulos and Maja Pantic, Nature Machine Intelligence, 2021

universal

affect-analysisaffective-computingarousal+5

Updated 1d ago

molyswu / Hand Detection

274

using Neural Networks (SSD) on Tensorflow. This repo documents steps and scripts used to train a hand detector using Tensorflow (Object Detection API). As with any DNN based task, the most expensive (and riskiest) part of the process has to do with finding or creating the right (annotated) dataset. I was interested mainly in detecting hands on a table (egocentric view point). I experimented first with the [Oxford Hands Dataset](http://www.robots.ox.ac.uk/~vgg/data/hands/) (the results were not good). I then tried the [Egohands Dataset](http://vision.soic.indiana.edu/projects/egohands/) which was a much better fit to my requirements. The goal of this repo/post is to demonstrate how neural networks can be applied to the (hard) problem of tracking hands (egocentric and other views). Better still, provide code that can be adapted to other uses cases. If you use this tutorial or models in your research or project, please cite [this](#citing-this-tutorial). Here is the detector in action. <img src="images/hand1.gif" width="33.3%"><img src="images/hand2.gif" width="33.3%"><img src="images/hand3.gif" width="33.3%"> Realtime detection on video stream from a webcam . <img src="images/chess1.gif" width="33.3%"><img src="images/chess2.gif" width="33.3%"><img src="images/chess3.gif" width="33.3%"> Detection on a Youtube video. Both examples above were run on a macbook pro **CPU** (i7, 2.5GHz, 16GB). Some fps numbers are: | FPS | Image Size | Device| Comments| | ------------- | ------------- | ------------- | ------------- | | 21 | 320 * 240 | Macbook pro (i7, 2.5GHz, 16GB) | Run without visualizing results| | 16 | 320 * 240 | Macbook pro (i7, 2.5GHz, 16GB) | Run while visualizing results (image above) | | 11 | 640 * 480 | Macbook pro (i7, 2.5GHz, 16GB) | Run while visualizing results (image above) | > Note: The code in this repo is written and tested with Tensorflow `1.4.0-rc0`. Using a different version may result in [some errors](https://github.com/tensorflow/models/issues/1581). You may need to [generate your own frozen model](https://pythonprogramming.net/testing-custom-object-detector-tensorflow-object-detection-api-tutorial/?completed=/training-custom-objects-tensorflow-object-detection-api-tutorial/) graph using the [model checkpoints](model-checkpoint) in the repo to fit your TF version. **Content of this document** - Motivation - Why Track/Detect hands with Neural Networks - Data preparation and network training in Tensorflow (Dataset, Import, Training) - Training the hand detection Model - Using the Detector to Detect/Track hands - Thoughts on Optimizations. > P.S if you are using or have used the models provided here, feel free to reach out on twitter ([@vykthur](https://twitter.com/vykthur)) and share your work! ## Motivation - Why Track/Detect hands with Neural Networks? There are several existing approaches to tracking hands in the computer vision domain. Incidentally, many of these approaches are rule based (e.g extracting background based on texture and boundary features, distinguishing between hands and background using color histograms and HOG classifiers,) making them not very robust. For example, these algorithms might get confused if the background is unusual or in situations where sharp changes in lighting conditions cause sharp changes in skin color or the tracked object becomes occluded.(see [here for a review](https://www.cse.unr.edu/~bebis/handposerev.pdf) paper on hand pose estimation from the HCI perspective) With sufficiently large datasets, neural networks provide opportunity to train models that perform well and address challenges of existing object tracking/detection algorithms - varied/poor lighting, noisy environments, diverse viewpoints and even occlusion. The main drawbacks to usage for real-time tracking/detection is that they can be complex, are relatively slow compared to tracking-only algorithms and it can be quite expensive to assemble a good dataset. But things are changing with advances in fast neural networks. Furthermore, this entire area of work has been made more approachable by deep learning frameworks (such as the tensorflow object detection api) that simplify the process of training a model for custom object detection. More importantly, the advent of fast neural network models like ssd, faster r-cnn, rfcn (see [here](https://github.com/tensorflow/models/blob/master/research/object_detection/g3doc/detection_model_zoo.md#coco-trained-models-coco-models) ) etc make neural networks an attractive candidate for real-time detection (and tracking) applications. Hopefully, this repo demonstrates this. > If you are not interested in the process of training the detector, you can skip straight to applying the [pretrained model I provide in detecting hands](#detecting-hands). Training a model is a multi-stage process (assembling dataset, cleaning, splitting into training/test partitions and generating an inference graph). While I lightly touch on the details of these parts, there are a few other tutorials cover training a custom object detector using the tensorflow object detection api in more detail[ see [here](https://pythonprogramming.net/training-custom-objects-tensorflow-object-detection-api-tutorial/) and [here](https://towardsdatascience.com/how-to-train-your-own-object-detector-with-tensorflows-object-detector-api-bec72ecfe1d9) ]. I recommend you walk through those if interested in training a custom object detector from scratch. ## Data preparation and network training in Tensorflow (Dataset, Import, Training) **The Egohands Dataset** The hand detector model is built using data from the [Egohands Dataset](http://vision.soic.indiana.edu/projects/egohands/) dataset. This dataset works well for several reasons. It contains high quality, pixel level annotations (>15000 ground truth labels) where hands are located across 4800 images. All images are captured from an egocentric view (Google glass) across 48 different environments (indoor, outdoor) and activities (playing cards, chess, jenga, solving puzzles etc). <img src="images/egohandstrain.jpg" width="100%"> If you will be using the Egohands dataset, you can cite them as follows: > Bambach, Sven, et al. "Lending a hand: Detecting hands and recognizing activities in complex egocentric interactions." Proceedings of the IEEE International Conference on Computer Vision. 2015. The Egohands dataset (zip file with labelled data) contains 48 folders of locations where video data was collected (100 images per folder). ``` -- LOCATION_X -- frame_1.jpg -- frame_2.jpg ... -- frame_100.jpg -- polygons.mat // contains annotations for all 100 images in current folder -- LOCATION_Y -- frame_1.jpg -- frame_2.jpg ... -- frame_100.jpg -- polygons.mat // contains annotations for all 100 images in current folder ``` **Converting data to Tensorflow Format** Some initial work needs to be done to the Egohands dataset to transform it into the format (`tfrecord`) which Tensorflow needs to train a model. This repo contains `egohands_dataset_clean.py` a script that will help you generate these csv files. - Downloads the egohands datasets - Renames all files to include their directory names to ensure each filename is unique - Splits the dataset into train (80%), test (10%) and eval (10%) folders. - Reads in `polygons.mat` for each folder, generates bounding boxes and visualizes them to ensure correctness (see image above). - Once the script is done running, you should have an images folder containing three folders - train, test and eval. Each of these folders should also contain a csv label document each - `train_labels.csv`, `test_labels.csv` that can be used to generate `tfrecords` Note: While the egohands dataset provides four separate labels for hands (own left, own right, other left, and other right), for my purpose, I am only interested in the general `hand` class and label all training data as `hand`. You can modify the data prep script to generate `tfrecords` that support 4 labels. Next: convert your dataset + csv files to tfrecords. A helpful guide on this can be found [here](https://pythonprogramming.net/creating-tfrecord-files-tensorflow-object-detection-api-tutorial/).For each folder, you should be able to generate `train.record`, `test.record` required in the training process. ## Training the hand detection Model Now that the dataset has been assembled (and your tfrecords), the next task is to train a model based on this. With neural networks, it is possible to use a process called [transfer learning](https://www.tensorflow.org/tutorials/image_retraining) to shorten the amount of time needed to train the entire model. This means we can take an existing model (that has been trained well on a related domain (here image classification) and retrain its final layer(s) to detect hands for us. Sweet!. Given that neural networks sometimes have thousands or millions of parameters that can take weeks or months to train, transfer learning helps shorten training time to possibly hours. Tensorflow does offer a few models (in the tensorflow [model zoo](https://github.com/tensorflow/models/blob/master/research/object_detection/g3doc/detection_model_zoo.md#coco-trained-models-coco-models)) and I chose to use the `ssd_mobilenet_v1_coco` model as my start point given it is currently (one of) the fastest models (read the SSD research [paper here](https://arxiv.org/pdf/1512.02325.pdf)). The training process can be done locally on your CPU machine which may take a while or better on a (cloud) GPU machine (which is what I did). For reference, training on my macbook pro (tensorflow compiled from source to take advantage of the mac's cpu architecture) the maximum speed I got was 5 seconds per step as opposed to the ~0.5 seconds per step I got with a GPU. For reference it would take about 12 days to run 200k steps on my mac (i7, 2.5GHz, 16GB) compared to ~5hrs on a GPU. > **Training on your own images**: Please use the [guide provided by Harrison from pythonprogramming](https://pythonprogramming.net/training-custom-objects-tensorflow-object-detection-api-tutorial/) on how to generate tfrecords given your label csv files and your images. The guide also covers how to start the training process if training locally. [see [here] (https://pythonprogramming.net/training-custom-objects-tensorflow-object-detection-api-tutorial/)]. If training in the cloud using a service like GCP, see the [guide here](https://github.com/tensorflow/models/blob/master/research/object_detection/g3doc/running_on_cloud.md). As the training process progresses, the expectation is that total loss (errors) gets reduced to its possible minimum (about a value of 1 or thereabout). By observing the tensorboard graphs for total loss(see image below), it should be possible to get an idea of when the training process is complete (total loss does not decrease with further iterations/steps). I ran my training job for 200k steps (took about 5 hours) and stopped at a total Loss (errors) value of 2.575.(In retrospect, I could have stopped the training at about 50k steps and gotten a similar total loss value). With tensorflow, you can also run an evaluation concurrently that assesses your model to see how well it performs on the test data. A commonly used metric for performance is mean average precision (mAP) which is single number used to summarize the area under the precision-recall curve. mAP is a measure of how well the model generates a bounding box that has at least a 50% overlap with the ground truth bounding box in our test dataset. For the hand detector trained here, the mAP value was **0.9686@0.5IOU**. mAP values range from 0-1, the higher the better. <img src="images/accuracy.jpg" width="100%"> Once training is completed, the trained inference graph (`frozen_inference_graph.pb`) is then exported (see the earlier referenced guides for how to do this) and saved in the `hand_inference_graph` folder. Now its time to do some interesting detection. ## Using the Detector to Detect/Track hands If you have not done this yet, please following the guide on installing [Tensorflow and the Tensorflow object detection api](https://github.com/tensorflow/models/blob/master/research/object_detection/g3doc/installation.md). This will walk you through setting up the tensorflow framework, cloning the tensorflow github repo and a guide on - Load the `frozen_inference_graph.pb` trained on the hands dataset as well as the corresponding label map. In this repo, this is done in the `utils/detector_utils.py` script by the `load_inference_graph` method. ```python detection_graph = tf.Graph() with detection_graph.as_default(): od_graph_def = tf.GraphDef() with tf.gfile.GFile(PATH_TO_CKPT, 'rb') as fid: serialized_graph = fid.read() od_graph_def.ParseFromString(serialized_graph) tf.import_graph_def(od_graph_def, name='') sess = tf.Session(graph=detection_graph) print("> ====== Hand Inference graph loaded.") ``` - Detect hands. In this repo, this is done in the `utils/detector_utils.py` script by the `detect_objects` method. ```python (boxes, scores, classes, num) = sess.run( [detection_boxes, detection_scores, detection_classes, num_detections], feed_dict={image_tensor: image_np_expanded}) ``` - Visualize detected bounding detection_boxes. In this repo, this is done in the `utils/detector_utils.py` script by the `draw_box_on_image` method. This repo contains two scripts that tie all these steps together. - detect_multi_threaded.py : A threaded implementation for reading camera video input detection and detecting. Takes a set of command line flags to set parameters such as `--display` (visualize detections), image parameters `--width` and `--height`, videe `--source` (0 for camera) etc. - detect_single_threaded.py : Same as above, but single threaded. This script works for video files by setting the video source parameter videe `--source` (path to a video file). ```cmd # load and run detection on video at path "videos/chess.mov" python detect_single_threaded.py --source videos/chess.mov ``` > Update: If you do have errors loading the frozen inference graph in this repo, feel free to generate a new graph that fits your TF version from the model-checkpoint in this repo. Use the [export_inference_graph.py](https://github.com/tensorflow/models/blob/master/research/object_detection/export_inference_graph.py) script provided in the tensorflow object detection api repo. More guidance on this [here](https://pythonprogramming.net/testing-custom-object-detector-tensorflow-object-detection-api-tutorial/?completed=/training-custom-objects-tensorflow-object-detection-api-tutorial/). ## Thoughts on Optimization. A few things that led to noticeable performance increases. - Threading: Turns out that reading images from a webcam is a heavy I/O event and if run on the main application thread can slow down the program. I implemented some good ideas from [Adrian Rosebuck](https://www.pyimagesearch.com/2017/02/06/faster-video-file-fps-with-cv2-videocapture-and-opencv/) on parrallelizing image capture across multiple worker threads. This mostly led to an FPS increase of about 5 points. - For those new to Opencv, images from the `cv2.read()` method return images in [BGR format](https://www.learnopencv.com/why-does-opencv-use-bgr-color-format/). Ensure you convert to RGB before detection (accuracy will be much reduced if you dont). ```python cv2.cvtColor(image_np, cv2.COLOR_BGR2RGB) ``` - Keeping your input image small will increase fps without any significant accuracy drop.(I used about 320 x 240 compared to the 1280 x 720 which my webcam provides). - Model Quantization. Moving from the current 32 bit to 8 bit can achieve up to 4x reduction in memory required to load and store models. One way to further speed up this model is to explore the use of [8-bit fixed point quantization](https://heartbeat.fritz.ai/8-bit-quantization-and-tensorflow-lite-speeding-up-mobile-inference-with-low-precision-a882dfcafbbd). Performance can also be increased by a clever combination of tracking algorithms with the already decent detection and this is something I am still experimenting with. Have ideas for optimizing better, please share! <img src="images/general.jpg" width="100%"> Note: The detector does reflect some limitations associated with the training set. This includes non-egocentric viewpoints, very noisy backgrounds (e.g in a sea of hands) and sometimes skin tone. There is opportunity to improve these with additional data. ## Integrating Multiple DNNs. One way to make things more interesting is to integrate our new knowledge of where "hands" are with other detectors trained to recognize other objects. Unfortunately, while our hand detector can in fact detect hands, it cannot detect other objects (a factor or how it is trained). To create a detector that classifies multiple different objects would mean a long involved process of assembling datasets for each class and a lengthy training process. > Given the above, a potential strategy is to explore structures that allow us **efficiently** interleave output form multiple pretrained models for various object classes and have them detect multiple objects on a single image. An example of this is with my primary use case where I am interested in understanding the position of objects on a table with respect to hands on same table. I am currently doing some work on a threaded application that loads multiple detectors and outputs bounding boxes on a single image. More on this soon.

linuxacademy / Content Aws Csa2019

220

Adrian's AWS CSA Assoc Course Refresh 2019

universal

Updated 7mo ago

jjdarcy / Cantrilltips

214

Some tips for using Adrian Cantrills courses on cantril.io

universal

Updated 1d ago

1adrianb / Binary Human Pose Estimation

214

This code implements a demo of the Binarized Convolutional Landmark Localizers for Human Pose Estimation and Face Alignment with Limited Resources paper by Adrian Bulat and Georgios Tzimiropoulos.

zed

binarycomputer-visiondeep-learning+3

Updated 2mo ago

futzu / Threefive

157

threefive is SCTE-35. threefive Parses SCTE-35 in every available format. MPEGTS, HLS, DASH. Yes.

universal

ad-insertionad-splicingadbreak+17

Updated 4d ago

adrianhajdin / Adrianhajdin

153

No description available

universal

Updated 4d ago

benelog / Multiline

105

An implementation of multiline string literals in Java, using Javadoc comments. This project is originated from the blog post of Adrian Walker ( http://www.adrianwalker.org/2011/12/java-multiline-string.html ).

universal

Updated 15d ago

ad17171717 / YouTube Tutorials

Repo containing scripts for videos featured on Adrian Dolinay's YouTube channel.

universal

containersdata-sciencedevops+4

Updated 9d ago

RafaelCaballero / BigDataPython

Material de apoyo del libro BIG DATA CON PYTHON. Recolección, almacenamiento y procesamiento de datos, de Enrique Martín Martín, Adrián Riesco y Rafael Caballero, editado por RC libros

universal

Updated 3mo ago

hsSam / PracticalPythonAndOpenCV CaseStudies

Edited code examples from the book 'Practical Python and OpenCV - Case Studies (3rd Edition)' by Adrian Rosebrock

universal

Updated 8mo ago

FrozenFlame97 / NFL Roster01

Baltimore Ravens,BAL QB,Ryan Mallett,28,2011,84,63,85,97,79,20,0.8,2 QB,Joe Flacco,31,2008,86,86,97,97,87,55,22.1,3 QB,Josh Johnson,30,2008,73,65,92,87,73,63,0.6,1 RB,Lorenzo Taliaferro,24,2014,77,57,91,89,86,65,0.6,4 RB,Terrance West,25,2014,82,68,91,66,87,78,0.6,1 RB,Trent Richardson,25,2012,101,74,95,80,87,62,0.7,1 RB,Justin Forsett,30,2008,61,83,88,63,86,93,3,3 RB,Javorius Allen,24,2015,78,52,89,82,88,67,0.7,4 RB,Kyle Juszczyk,25,2013,76,73,93,82,81,57,0.6,4 WR,Kaelin Clay,24,2015,73,57,81,73,91,87,0.5,1 WR,Steve Smith Sr,37,2001,74,96,88,90,83,87,3.5,3 WR,Michael Campanaro,25,2014,72,65,87,81,90,82,0.6,4 WR,Darren Waller,23,2015,73,47,91,76,90,53,0.6,4 WR,Breshad Perriman,22,2015,88,53,89,77,97,82,2.2,4 WR,Dennis Pitta,30,2010,78,81,68,88,80,54,6.4,5 WR,Maxx Williams,22,2015,88,51,87,83,80,68,1,4 WR,Benjamin Watson,35,2004,77,82,85,72,79,60,3.5,2 WR,Kamar Aiken,27,2011,61,73,92,79,88,75,2.6,1 WR,Mike Wallace,29,2009,77,84,92,88,92,86,5.8,2 OL,Ryan Jensen,25,2013,72,52,92,90,83,76,0.6,1 OL,Marshal Yanda,31,2007,75,90,93,94,99,90,8,4 OL,Vladimir Ducasse,28,2010,83,73,89,92,81,68,0.5,1 OL,Ronnie Stanley,22,2016,105,78,85,87,91,89,5.1,4 OL,James Hurst,24,2014,62,71,87,78,77,69,0.5,3 OL,Jeremy Zuttah,30,2008,76,83,93,86,92,73,4.1,3 OL,John Urschel,24,2014,72,75,95,87,77,84,0.6,4 OL,Eugene Monroe,29,2009,97,87,90,89,75,90,7.5,5 K,Sam Koch,33,2006,64,88,85,91,87,79,3.3,5 K,Justin Tucker,26,2012,60,85,95,98,95,74,4.6,1 S,Terrence Brooks,25,2014,82,52,83,76,91,79,0.7,4 S,Kendrick Lewis,30,2010,73,78,81,78,86,86,1.8,3 S,Matt Elam,24,2013,86,63,89,65,89,90,1.7,4 S,Eric Weddle,31,2007,80,92,95,91,93,77,6.5,4 CB,Jerraud Powers,28,2009,77,82,90,86,90,50,1.8,1 CB,Will Davis,26,2013,81,66,85,75,90,46,0.7,4 CB,Lardarius Webb,30,2009,77,83,88,80,91,60,5.4,3 CB,Jimmy Smith,27,2011,84,79,88,90,90,70,10.3,4 CB,Kyle Arrington,29,2008,57,82,88,84,88,47,2.3,3 CB,Jumal Rolle,26,2013,62,63,91,75,91,45,0.6,1 CB,Shareece Wright,29,2011,79,74,85,70,88,62,4.3,3 CB,Anthony Levine,29,2010,60,70,88,79,89,67,1.1,2 CB,Sheldon Price,25,2013,64,53,82,69,87,39,0.5,1 DL,Brent Urban,25,2014,77,50,74,79,76,86,0.6,4 DL,Carl Davis,24,2015,83,53,84,88,78,87,0.7,4 DL,Lawrence Guy,26,2011,64,72,92,84,82,78,1.2,2 DL,Kapron Lewis-Moore,26,2013,71,55,74,89,82,88,0.6,4 DL,Timmy Jernigan,23,2014,87,70,90,84,83,86,1.1,4 DL,CJ Mosley,24,2014,92,79,88,85,84,78,2.2,4 LB,Elvis Dumervil,32,2006,69,92,83,75,85,93,5.2,5 LB,Za'Darius Smith,23,2015,83,53,88,80,80,59,0.7,4 LB,Chris Carter,27,2011,74,69,85,76,59,72,1,1 LB,Arthur Brown,26,2013,86,62,92,87,63,72,0.9,4 LB,Terrell Suggs,33,2003,81,94,88,92,97,87,5.2,4 LB,Albert McClellan,30,2010,59,71,91,79,85,70,1.3,3 END_PLAYERS Cincinnati Bengals,CIN QB,Andy Dalton,28,2011,84,81,96,86,79,20,16,6 QB,AJ McCarron,25,2014,78,65,94,84,75,44,0.6,4 RB,Giovani Bernard,24,2013,86,77,84,56,87,87,5.2,3 RB,Jeremy Hill,23,2014,87,78,94,95,88,79,0.9,4 RB,Rex Burkhead,25,2013,71,68,87,59,80,76,0.6,4 RB,Cedric Peerman,29,2009,68,70,84,52,90,79,1.1,2 WR,AJ Green,27,2011,99,87,95,104,87,84,15,4 WR,Brandon Tate,28,2009,77,78,79,72,88,86,1,1 WR,James Wright,24,2014,67,64,92,77,90,76,0.6,4 WR,Brandon LaFell,29,2010,78,83,94,88,84,65,2.5,1 WR,Mario Alford,25,2015,68,52,91,76,97,85,0.6,4 WR,Tyler Eifert,25,2013,91,62,90,85,82,54,2.1,4 OL,Cedric Ogbuehi,24,2015,93,65,74,82,81,85,2.3,4 OL,Clint Boling,27,2011,79,83,97,82,90,80,5.2,5 OL,Andrew Whitworth,34,2006,79,96,90,94,89,98,9,1 OL,Eric Winston,32,2006,80,84,89,82,74,72,1.1,1 OL,Trey Hopkins,23,2014,63,54,91,87,82,74,0.5,2 OL,Russell Bodine,23,2014,82,75,93,97,82,74,0.7,4 OL,TJ Johnson,25,2013,67,65,92,86,76,75,0.6,1 OL,Jake Fisher,23,2015,88,60,83,77,75,87,1.1,4 OL,Kevin Zeitler,26,2012,85,83,79,91,92,85,1.9,4 K,Zach Hocker,24,2014,68,56,95,90,80,70,0.6,2 K,Mike Nugent,34,2005,78,77,90,91,83,62,1.8,2 K,Kevin Huber,30,2009,72,83,95,88,90,70,2.8,5 S,George Iloka,26,2012,75,78,95,93,88,84,6,5 S,Derron Smith,24,2015,73,55,81,81,90,75,0.6,4 S,Shawn Williams,25,2013,81,52,94,72,92,85,5,4 CB,William Jackson III,23,2016,95,65,85,81,90,70,2.4,4 CB,Josh Shaw,24,2015,83,42,78,79,92,50,0.7,4 CB,Dre Kirkpatrick,26,2012,90,70,85,87,91,73,2.2,4 CB,Adam Jones,32,2005,95,84,88,82,92,50,7.3,3 CB,Leon Hall,31,2007,65,90,87,87,92,62,9.8,4 CB,Darqueze Dennard,24,2014,92,61,87,75,90,65,2,4 CB,Chykie Brown,29,2011,75,72,83,76,90,45,0.8,1 CB,Chris Lewis-Harris,27,2012,61,67,92,77,87,55,0.6,2 DL,Marcus Hardison,24,2015,78,42,87,82,66,67,0.7,4 DL,Michael Bennett,24,2015,64,54,87,77,67,71,0.5,2 DL,Domata Peko,31,2006,74,87,92,87,69,72,4.5,2 DL,Pat Sims,30,2008,76,76,87,89,77,78,1.2,2 DL,Will Clarke,25,2014,82,54,87,76,78,76,0.7,4 DL,Carlos Dunlap,27,2010,83,81,86,79,67,72,7.9,5 DL,Michael Johnson,29,2009,82,79,88,73,64,69,5,4 DL,Geno Atkins,28,2010,78,87,85,99,93,82,10.7,5 DL,Brandon Thompson,26,2012,80,62,90,91,78,72,0.8,1 DL,Margus Hunt,28,2013,87,60,85,88,80,74,0.9,4 LB,Rey Maualuga,29,2009,82,88,89,87,75,84,5,3 LB,Vontaze Burfict,25,2012,60,78,96,90,82,86,4.8,4 LB,Jayson Dimanche,25,2013,62,65,91,74,62,64,0.7,2 LB,Vincent Rey,28,2010,59,75,93,87,59,78,3.5,3 LB,Karlos Dansby,34,2004,77,94,89,93,72,97,2,1 LB,Marquis Flowers,24,2014,72,62,91,69,57,65,0.6,4 END_PLAYERS Cleveland Browns,CLE QB,Austin Davis,27,2012,60,65,92,85,79,49,2,2 QB,Connor Shaw,24,2014,63,51,83,80,76,71,0.5,3 QB,Robert Griffin III,26,2012,100,68,77,92,70,74,7.5,2 QB,Josh McCown,36,2002,72,75,75,83,71,27,4.7,3 RB,Glenn Winston,27,2014,62,40,85,85,81,57,0.5,3 RB,Duke Johnson,22,2015,83,60,76,53,90,87,0.8,4 RB,Isaiah Crowell,23,2014,62,63,93,86,86,63,0.5,3 RB,Malcolm Johnson,23,2015,73,46,91,70,83,60,0.6,4 WR,Rannell Hall,24,2015,64,52,85,70,87,77,0.5,2 WR,Corey Coleman,21,2016,95,75,85,87,96,85,2.9,4 WR,Andrew Hawkins,30,2011,59,83,88,88,90,95,3.4,4 WR,Gary Barnidge,30,2008,71,76,76,93,81,25,4.1,3 WR,Taylor Gabriel,25,2014,62,74,87,82,92,87,0.5,3 WR,Marlon Moore,28,2010,58,71,92,76,86,71,1,3 WR,Terrelle Pryor,27,2011,81,51,90,70,89,82,1.7,1 OL,Cameron Erving,23,2015,93,58,93,84,82,85,2.4,4 OL,John Greco,31,2008,81,82,94,83,93,82,1.6,4 OL,Garth Gerhart,27,2012,63,66,81,85,77,74,0.5,1 OL,Austin Pasztor,25,2012,61,76,95,79,80,74,1.7,1 OL,Michael Bowie,24,2013,66,67,89,82,85,72,0.6,4 OL,Joe Thomas,31,2007,95,92,98,94,90,96,11.5,7 OL,Joel Bitonio,24,2014,87,72,92,83,93,91,1.4,4 OL,Alvin Bailey,24,2013,61,70,92,90,87,78,2,3 K,Patrick Murray,24,2014,63,64,90,92,85,70,0.5,1 K,Andy Lee,33,2004,62,82,85,94,93,63,3.4,6 S,Jordan Poyer,25,2013,71,50,92,76,92,50,0.6,4 S,Don Jones,26,2013,66,61,91,70,92,85,1.7,1 S,Sean Baker,27,2012,63,56,93,68,86,73,0.5,1 S,Rahim Moore,26,2011,84,82,95,89,89,81,1.9,1 S,Ibraheim Campbell,24,2015,83,50,82,62,89,79,0.7,4 CB,Justin Gilbert,24,2014,102,68,95,82,91,45,3.2,4 CB,Tramon Williams,33,2006,55,89,93,85,91,44,7,3 CB,Charles Gaines,23,2015,73,47,87,76,91,35,0.6,4 CB,Pierre Desir,25,2014,77,48,93,83,92,47,0.7,4 CB,Joe Haden,27,2010,98,86,95,89,90,72,13.5,5 CB,Jamar Taylor,25,2013,86,50,85,77,94,74,0.9,4 DL,Desmond Bryant,30,2009,57,79,85,85,78,83,6.8,5 DL,Danny Shelton,22,2015,93,65,90,93,80,88,2.9,4 DL,Xavier Cooper,24,2015,83,46,92,81,77,61,0.7,4 DL,John Hughes,28,2012,80,75,91,85,71,85,3.2,4 LB,Paul Kruger,30,2009,82,87,94,85,82,87,8.1,5 LB,Barkevious Mingo,25,2013,101,74,90,85,79,74,4.1,4 LB,Nate Orchard,23,2015,88,65,92,64,67,70,1.1,4 LB,Armonty Bryant,26,2013,71,54,95,76,70,60,0.6,4 LB,Cam Johnson,26,2012,67,55,76,78,84,51,0.6,2 LB,Justin Tuggle,26,2013,61,72,92,81,68,75,0.7,1 LB,Tank Carder,27,2012,75,66,84,83,64,66,1.3,2 LB,Jackson Jeffcoat,24,2014,62,44,80,68,84,66,0.5,3 LB,Demario Davis,27,2012,80,78,91,92,67,78,4,2 END_PLAYERS Pittsburgh Steelers,PIT QB,Bruce Gradkowski,33,2006,64,74,87,78,75,35,1,1 QB,Ben Roethlisberger,34,2004,82,95,90,104,100,77,21.9,4 QB,Landry Jones,27,2013,81,53,95,92,77,20,0.6,4 RB,David Johnson,28,2009,62,53,90,78,89,66,0.8,1 RB,Fitzgerald Toussaint,26,2014,62,85,85,50,85,80,0.6,1 RB,Le'Veon Bell,24,2013,86,79,94,94,98,105,1,4 RB,Daryl Richardson,26,2012,67,66,85,47,88,82,0.6,1 RB,DeAngelo Williams,33,2006,79,87,88,44,85,81,2,2 WR,Markus Wheaton,25,2013,81,75,93,79,89,83,0.7,4 WR,Ladarius Green,26,2012,80,69,83,81,89,70,5,4 WR,Darrius Heyward-Bey,29,2009,97,74,86,71,92,74,1.3,3 WR,Sammie Coates,23,2015,83,48,88,76,91,65,0.7,4 WR,Martavis Bryant,24,2014,82,70,93,87,101,98,0.7,4 WR,Antonio Brown,27,2010,68,96,94,109,100,106,8.4,5 OL,Chris Hubbard,25,2013,62,61,91,77,73,81,0.6,1 OL,BJ Finney,24,2015,64,63,92,76,75,78,0.5,1 OL,Cody Wallace,31,2008,78,72,94,85,74,81,1.2,3 OL,Ryan Harris,31,2007,81,84,63,84,78,85,2,2 OL,Alejandro Villanueva,27,2014,63,50,88,77,71,76,0.5,2 OL,David DeCastro,26,2012,90,78,92,94,83,88,2,4 OL,Ramon Foster,30,2009,57,82,87,88,78,86,3.2,3 OL,Marcus Gilbert,28,2011,84,79,94,91,84,85,6.2,5 OL,Maurkice Pouncey,26,2010,88,80,92,91,91,89,8.8,5 K,Shaun Suisham,34,2005,53,77,88,87,96,67,3.2,3 K,Chris Boswell,25,2014,63,50,94,92,73,71,0.5,2 S,Mike Mitchell,29,2009,82,76,90,72,89,90,5,5 S,Shamarko Thomas,25,2013,81,55,85,76,93,90,0.7,4 S,Robert Golden,25,2012,60,59,92,71,88,66,1.7,3 S,Ross Ventrone,29,2010,61,66,88,65,89,65,0.6,2 S,Will Allen,33,2004,65,78,88,72,83,50,1.1,1 CB,Doran Grant,23,2015,83,55,92,83,93,64,0.5,2 CB,Senquez Golson,22,2015,88,61,88,85,92,42,1,4 CB,Artie Burns,21,2016,90,65,85,85,90,70,2.4,4 CB,William Gay,31,2007,70,93,93,87,89,69,2.5,3 CB,Ross Cockrell,24,2014,82,62,93,81,93,66,0.6,1 DL,Cameron Heyward,27,2011,84,83,88,90,89,88,9.9,6 DL,Stephon Tuitt,23,2014,87,72,84,91,82,82,1.2,4 DL,Brian Mihalik,23,2015,69,55,87,82,72,73,0.5,1 DL,Ricardo Mathews,28,2010,63,73,88,83,82,72,0.8,1 DL,Clifton Geathers,28,2010,65,71,95,81,82,79,0.8,1 DL,Daniel McCullers,23,2014,72,59,88,88,75,86,0.6,4 LB,Bud Dupree,23,2015,93,64,90,82,85,53,2.3,4 LB,Vince Williams,26,2013,71,72,81,85,77,72,0.6,4 LB,Jarvis Jones,26,2013,91,66,80,74,88,66,2.2,4 LB,Jordan Zumwalt,24,2014,72,50,85,77,72,71,0.6,4 LB,Ryan Shazier,24,2014,92,68,88,85,80,66,2.4,4 LB,Lawrence Timmons,30,2007,85,90,92,93,89,88,9.6,5 LB,Steven Johnson,28,2012,60,70,85,82,64,69,0.8,1 LB,James Harrison,38,2002,51,93,90,82,91,88,1.4,2 LB,Anthony Chickillo,23,2015,73,55,92,79,73,80,0.5,1 LB,Arthur Moats,28,2010,68,78,88,80,89,78,2.5,3 END_PLAYERS Buffalo Bills,BUF QB,Tyrod Taylor,26,2011,70,65,87,90,75,63,1.1,3 QB,EJ Manuel,26,2013,91,65,87,93,75,66,2.2,4 RB,Karlos Williams,23,2015,78,55,80,84,90,64,0.6,4 RB,Mike Gillislee,25,2013,77,52,88,64,86,76,0.6,1 RB,LeSean McCoy,27,2009,82,87,90,59,88,84,8,5 RB,James Wilder Jr,24,2014,64,47,85,87,76,53,0.5,2 RB,Jerome Felton,29,2008,71,82,94,71,78,50,2.3,4 RB,Dan Herron,27,2012,72,75,81,77,85,73,0.5,1 WR,Sammy Watkins,23,2014,102,74,91,89,92,94,5,4 WR,Leonard Hankerson,27,2011,79,73,83,80,90,65,0.8,1 WR,Marquise Goodwin,25,2013,82,67,90,74,95,72,0.7,4 WR,Dezmin Lewis,23,2015,69,45,87,87,90,72,0.5,3 WR,Charles Clay,27,2011,74,80,97,88,80,65,7.6,5 WR,Robert Woods,24,2013,86,75,94,85,90,77,1.2,4 WR,Walter Powell,24,2014,73,50,88,80,90,86,0.6,3 WR,Greg Salas,27,2011,80,68,79,82,85,67,0.8,1 WR,Marcus Easley,28,2010,80,65,73,74,89,58,1.8,4 OL,John Miller,22,2015,83,63,85,86,84,75,0.7,4 OL,Cyril Richardson,25,2014,78,55,92,89,81,69,0.6,2 OL,Eric Wood,30,2009,82,86,80,87,82,80,6.4,4 OL,Cyrus Kouandjio,22,2014,88,49,78,84,83,72,1.2,4 OL,Jordan Mills,25,2013,76,72,93,83,83,69,1.7,1 OL,Cordy Glenn,26,2012,85,81,89,93,84,92,12,5 OL,Seantrel Henderson,24,2014,67,71,82,83,78,82,0.6,4 OL,Richie Incognito,32,2005,75,73,79,93,82,78,5.3,3 OL,Fernando Velasco,31,2008,59,79,88,83,76,79,1,1 OL,Ryan Groy,25,2014,62,58,96,86,74,79,0.6,2 K,Colton Schmidt,25,2013,62,66,92,87,88,64,0.6,1 K,Dan Carpenter,30,2008,56,80,83,96,93,58,2.5,4 K,Jordan Gay,26,2013,62,64,90,95,78,70,0.6,2 S,Jonathan Meeks,26,2013,77,49,93,74,84,72,0.6,2 S,Colt Anderson,30,2009,58,64,85,71,89,68,0.8,1 S,Robert Blanton,26,2012,75,77,96,82,90,74,0.8,1 S,Duke Williams,25,2013,81,61,94,80,89,83,0.7,4 S,Jonathan Dowling,24,2014,68,55,88,76,90,77,0.6,2 S,Aaron Williams,26,2011,84,75,90,80,88,68,6.5,4 CB,Mario Butler,27,2011,63,64,95,74,89,40,0.6,1 CB,Stephon Gilmore,25,2012,90,78,94,99,94,68,3,4 CB,Ronald Darby,22,2015,88,56,87,72,92,39,1.1,4 CB,Nickell Robey,24,2013,61,74,87,78,92,44,2.1,2 CB,Corey White,26,2012,75,69,97,79,88,80,0.8,1 CB,Corey Graham,30,2007,70,83,88,92,89,55,4.1,4 CB,Sterling Moore,26,2011,59,78,92,84,91,62,0.8,1 CB,Sammy Seamster,25,2014,63,42,92,74,90,44,0.5,3 DL,Max Valles,21,2015,74,48,92,65,79,42,0.5,3 DL,Corbin Bryant,28,2011,61,68,88,86,75,66,1.7,1 DL,Jerry Hughes,27,2010,83,80,91,66,71,68,9,5 DL,Lavar Edwards,26,2013,77,65,95,72,79,70,0.6,2 DL,Jerel Worthy,26,2012,87,65,92,82,76,75,0.6,3 DL,Kyle Williams,33,2006,69,95,82,90,92,91,7.4,3 DL,Manny Lawson,31,2006,85,81,93,72,58,75,3,4 DL,Marcell Dareus,26,2011,99,82,94,104,92,94,16.1,6 DL,Shaq Lawson,22,2016,95,65,85,90,88,85,2.6,4 DL,TJ Barnes,26,2013,62,67,86,91,76,79,0.6,2 LB,Preston Brown,23,2014,87,75,97,85,66,77,0.8,4 LB,Kevin Reddick,26,2013,62,60,89,79,60,71,0.6,2 LB,Randell Johnson,25,2014,72,66,85,76,82,55,0.6,4 LB,Lorenzo Alexander,33,2005,55,80,90,79,87,82,0.9,1 LB,Zach Brown,26,2012,85,74,90,85,66,72,1.3,1 LB,Jamari Lattimore,27,2011,60,73,90,81,67,72,0.5,1 END_PLAYERS Miami Dolphins,MIA QB,Zac Dysert,26,2013,69,55,90,85,73,30,0.5,1 QB,Logan Thomas,23,2014,83,52,88,94,72,69,0.6,2 QB,Matt Moore,31,2007,56,76,90,82,73,20,1.8,2 QB,Ryan Tannehill,27,2012,100,78,94,91,87,67,19.3,4 RB,Daniel Thomas,28,2011,85,55,85,60,85,80,0.8,1 RB,Isaiah Pead,26,2012,87,65,84,46,91,75,0.7,1 RB,Damien Williams,24,2014,62,52,89,67,90,83,0.5,3 RB,Jay Ajayi,23,2015,78,52,74,69,87,81,0.6,4 WR,Dion Sims,25,2013,81,62,79,74,79,46,0.7,4 WR,Kenny Stills,24,2013,76,77,92,87,92,85,0.6,4 WR,Jarvis Landry,23,2014,87,76,90,91,86,66,0.9,4 WR,Jordan Cameron,27,2011,79,75,85,87,85,74,7.5,2 WR,Matt Hazel,24,2014,73,55,91,77,88,72,0.5,1 WR,Griff Whalen,26,2012,61,72,93,81,85,73,0.7,1 WR,DeVante Parker,23,2015,93,61,78,87,91,63,2.7,4 OL,Anthony Steen,26,2014,64,50,86,80,74,79,0.5,1 OL,Jermon Bushrod,31,2007,71,85,92,90,72,87,1.5,1 OL,Shelley Smith,29,2010,65,74,88,80,80,73,0.7,1 OL,Jacques McClendon,28,2010,74,71,75,86,81,74,0.8,1 OL,Mike Pouncey,26,2011,89,81,95,88,87,81,9,5 OL,Billy Turner,24,2014,88,64,95,85,78,84,0.8,4 OL,Dallas Thomas,26,2013,81,73,90,83,75,72,0.7,4 OL,Ja'Wuan James,24,2014,92,74,96,83,79,81,2.1,4 OL,Jamil Douglas,24,2015,83,53,93,85,71,81,0.7,4 OL,Vinston Painter,26,2013,78,56,83,85,76,77,0.5,1 OL,Sam Young,28,2010,69,74,93,83,77,76,0.9,1 OL,Branden Albert,31,2008,86,88,89,90,87,94,9.4,5 OL,Kraig Urbik,30,2009,77,85,95,93,70,85,1.3,2 OL,Laremy Tunsil,21,2016,95,71,85,88,90,92,3.1,4 K,Andrew Franks,23,2015,63,65,85,80,80,70,0.5,3 K,Matt Darr,23,2015,63,65,85,80,80,70,0.5,3 S,Reshad Jones,28,2010,73,81,91,82,88,88,7,4 S,Walt Aikens,25,2014,77,48,93,84,89,69,0.7,4 S,Michael Thomas,27,2012,61,54,90,73,89,67,0.7,1 S,Isa Abdul-Quddus,27,2011,60,63,88,76,90,74,4.3,3 S,Louis Delmas,29,2009,65,79,77,85,91,82,2.3,1 CB,Tyler Patmon,25,2014,62,62,94,77,87,47,0.6,1 CB,Byron Maxwell,28,2011,74,79,87,92,88,75,10.5,6 CB,Chimdi Chekwa,27,2011,80,63,94,73,93,50,0.8,1 CB,Bobby McCain,22,2015,78,41,84,84,89,40,0.6,4 CB,Ifo Ekpre-Olomu,22,2015,69,55,67,76,87,49,0.6,4 DL,Earl Mitchell,28,2010,78,81,90,80,84,68,4,4 DL,Andre Branch,26,2012,85,70,89,68,83,67,2.8,1 DL,Dion Jordan,26,2013,102,52,85,66,64,70,5.1,4 DL,Mario Williams,31,2006,94,86,90,99,87,74,8.5,2 DL,Cameron Wake,34,2005,57,87,92,96,96,74,7.5,2 DL,Ndamukong Suh,29,2010,98,84,93,108,97,92,19.1,6 DL,Jordan Phillips,23,2015,88,45,75,88,76,85,1.1,4 DL,Terrence Fede,24,2014,67,57,94,76,68,73,0.6,4 DL,Charles Tuaau,24,2015,64,46,90,84,75,83,0.5,1 DL,Jason Jones,30,2008,81,75,92,85,85,75,0.5,1 DL,DeAndre Coleman,25,2014,63,52,95,88,72,77,0.6,2 LB,James-Michael Johnson,26,2012,80,72,90,83,55,76,0.8,1 LB,Kiko Alonso,25,2013,86,85,85,92,70,94,1.1,4 LB,Jelani Jenkins,24,2013,81,75,85,77,67,77,0.7,4 LB,Spencer Paysinger,27,2011,59,80,90,83,62,78,0.8,1 LB,Zach Vigil,25,2015,63,54,91,76,54,56,0.5,3 LB,Koa Misi,29,2010,83,84,90,90,86,88,4.3,4 LB,Chris McCain,24,2014,62,67,93,66,67,68,0.5,3 END_PLAYERS New England Patriots,NE QB,Jimmy Garoppolo,24,2014,87,57,95,90,80,47,0.9,4 QB,Tom Brady,38,2000,58,99,90,104,107,20,20.5,2 RB,Dion Lewis,25,2011,75,66,76,52,87,83,1.3,2 RB,James Develin,27,2010,61,79,92,78,68,37,0.8,1 RB,LeGarrette Blount,29,2010,58,80,87,96,83,62,1,1 RB,Tyler Gaffney,25,2014,72,60,79,84,89,54,0.5,1 RB,Malcolm Brown,23,2015,64,45,87,83,89,49,1.9,4 RB,Brandon Bolden,26,2012,60,70,86,83,87,55,1.2,2 RB,Joey Iosefa,25,2015,69,40,78,81,79,48,0.5,1 RB,James White,24,2014,77,54,88,64,86,75,0.7,4 WR,Chris Hogan,27,2011,61,66,88,81,84,49,4,3 WR,Rob Gronkowski,27,2010,83,86,73,104,82,50,9,6 WR,Julian Edelman,30,2009,62,90,88,105,84,85,4.3,4 WR,Danny Amendola,30,2008,57,89,78,88,82,87,4.1,2 WR,Matthew Slater,30,2008,71,81,90,74,86,70,2,2 WR,Aaron Dobson,24,2013,86,67,84,79,92,71,0.9,4 WR,Keshawn Martin,26,2012,80,70,88,78,90,87,1.5,2 WR,Nate Washington,32,2005,53,87,94,86,84,80,1.1,1 WR,Martellus Bennett,29,2008,82,81,89,85,78,35,5.1,4 WR,Clay Harbor,28,2010,73,71,89,75,83,71,1.5,2 WR,Chris Harper,22,2015,64,49,95,74,86,67,0.5,2 OL,Sebastian Vollmer,31,2009,82,88,78,92,84,93,4.2,4 OL,Cameron Fleming,23,2014,77,65,93,85,83,73,0.6,1 OL,Jonathan Cooper,26,2013,102,64,79,88,78,81,3.6,4 OL,Nate Solder,28,2011,89,85,87,87,88,81,10,2 OL,Bryan Stork,25,2014,82,78,78,81,86,81,0.7,4 OL,Shaq Mason,22,2015,78,42,91,86,87,66,0.7,4 OL,LaAdrian Waddle,24,2013,61,74,88,87,77,92,1.2,2 OL,Marcus Cannon,28,2011,74,74,87,91,79,82,4.5,2 OL,Josh Kline,26,2013,61,65,90,83,82,75,1.7,2 K,Ryan Allen,26,2013,61,70,95,90,88,70,2,3 K,Stephen Gostkowski,32,2006,74,89,88,104,105,62,4.3,4 S,Nate Ebner,26,2012,70,60,95,63,89,91,1.2,2 S,Brock Vereen,23,2014,78,66,92,78,93,78,0.6,1 S,Devin McCourty,28,2010,83,89,95,96,90,63,9.5,5 S,Duron Harmon,25,2013,81,64,92,77,88,75,0.7,4 S,Jordan Richards,23,2015,88,44,93,66,90,76,0.9,4 S,Patrick Chung,28,2009,82,81,93,85,91,85,2.7,3 S,Cedric Thompson,23,2015,79,39,90,69,90,69,0.5,1 CB,Malcolm Butler,26,2014,62,70,90,94,87,60,0.5,3 CB,Logan Ryan,25,2013,81,74,94,88,90,66,0.7,4 CB,EJ Biggers,29,2009,68,74,90,74,93,36,0.8,1 CB,Darryl Roberts,25,2015,68,42,79,69,95,62,0.6,4 DL,Ishmaa'ily Kitchen,27,2012,65,68,83,91,76,80,0.7,2 DL,Terrance Knighton,29,2009,82,83,94,93,81,93,1.8,1 DL,Markus Kuhn,30,2012,65,71,92,86,73,76,1.2,1 DL,Anthony Johnson,23,2014,63,58,92,78,76,76,0.6,2 DL,Frank Kearse,27,2011,65,68,88,90,65,77,0.8,1 DL,Chris Long,31,2008,97,83,86,89,84,78,2.4,1 DL,Rob Ninkovich,32,2006,69,91,92,76,88,73,3.5,2 DL,Trey Flowers,22,2015,83,55,94,87,83,84,0.7,4 DL,Jabaal Sheard,27,2011,84,76,89,77,68,83,5.5,2 DL,Alan Branch,31,2007,80,80,87,92,77,83,2.2,2 DL,Kelcy Quarles,24,2014,63,53,91,84,78,73,0.5,2 LB,Jonathan Freeny,27,2011,60,71,87,75,81,67,1.8,1 LB,Jamie Collins,26,2013,86,83,96,92,93,84,0.9,4 LB,Rufus Johnson,25,2013,73,58,86,76,83,55,0.5,1 LB,Shea McClellin,26,2012,90,77,91,88,69,75,3,3 LB,Dont'a Hightower,26,2012,85,84,90,95,88,87,1.9,4 LB,Ramon Humber,28,2009,57,71,87,78,52,73,1,1 END_PLAYERS New York Jets,NYJ QB,Geno Smith,25,2013,86,66,95,91,77,72,1.3,4 QB,Bryce Petty,25,2015,83,48,79,91,72,58,0.7,4 RB,Zac Stacy,25,2013,77,75,92,84,86,57,0.6,4 RB,Taiwan Jones,22,2015,65,60,88,54,92,84,0.5,3 RB,Khiry Robinson,26,2013,61,70,88,85,81,62,1.2,1 RB,Taiwan Jones,22,2015,65,60,88,38,15,62,0.5,3 RB,Bilal Powell,27,2011,75,75,88,63,86,73,3.8,3 RB,Matt Forte,30,2008,81,91,93,78,86,85,4,3 RB,Tommy Bohanon,25,2013,72,66,88,76,75,48,0.6,4 WR,Kenbrell Thompkins,27,2013,62,73,94,76,86,73,1.7,1 WR,Titus Davis,23,2015,64,58,84,78,89,64,0.5,2 WR,Jace Amaro,23,2014,88,62,87,83,85,65,1.1,4 WR,Kellen Davis,30,2008,72,73,90,69,81,35,1,1 WR,Jeremy Ross,28,2011,61,74,87,75,88,89,0.8,1 WR,Devin Smith,24,2015,88,59,92,80,92,72,1.5,4 WR,Eric Decker,29,2010,79,89,92,91,84,73,7.3,5 WR,Zach Sudfeld,27,2013,62,64,80,75,78,45,0.6,1 WR,Brandon Marshall,32,2006,75,92,92,100,82,66,8.7,3 WR,Quincy Enunwa,24,2014,74,48,93,76,90,62,0.5,3 OL,Willie Colon,33,2006,65,83,78,86,68,87,1,1 OL,James Carpenter,27,2011,85,79,86,90,79,82,4.8,4 OL,Brian Winters,24,2013,87,72,89,84,76,69,0.7,4 OL,Ryan Clady,29,2008,86,90,83,89,78,88,6,1 OL,Jarvis Harrison,24,2015,80,44,84,88,83,81,0.6,2 OL,Breno Giacomini,30,2008,72,81,93,83,81,78,4.5,4 OL,Nick Mangold,32,2006,79,97,92,91,93,90,7.7,7 OL,Wesley Johnson,25,2014,78,63,94,83,79,73,0.6,2 OL,Dakota Dozier,25,2014,78,55,90,83,82,75,0.6,4 K,Nick Folk,31,2007,66,76,84,88,90,65,3,4 K,Randy Bullock,26,2012,65,72,87,95,88,74,0.7,1 S,Marcus Gilchrist,27,2011,85,75,90,76,89,55,5.5,4 S,Dion Bailey,24,2014,63,62,82,65,86,86,0.5,2 S,Rontez Miles,27,2013,64,59,92,71,89,86,0.5,3 S,Calvin Pryor,23,2014,93,73,93,87,89,95,2.1,4 S,Jaiquawn Jarrett,26,2011,65,66,90,79,90,87,1.5,1 CB,Dee Milliner,24,2013,102,67,87,82,93,77,3.2,4 CB,Darrelle Revis,30,2007,86,98,88,104,92,66,14,5 CB,Darryl Morris,25,2013,61,59,92,80,94,46,0.8,1 CB,Kendall James,24,2014,74,43,90,78,92,39,0.5,2 CB,Buster Skrine,27,2011,75,79,89,85,89,41,6.3,4 CB,Marcus Williams,25,2014,63,66,93,83,89,70,0.5,3 CB,Dexter McDougle,25,2014,82,51,75,75,89,73,0.7,4 DL,Jarvis Jenkins,28,2011,84,74,80,91,75,83,3,2 DL,Steve McLendon,30,2009,58,82,90,87,81,84,3.5,3 DL,Leonard Williams,22,2015,105,56,85,87,85,90,4.7,4 DL,Mike Catapano,25,2013,72,51,93,82,69,73,0.6,2 DL,Shelby Harris,24,2014,69,45,90,84,77,76,0.5,1 DL,Muhammad Wilkerson,26,2011,85,82,94,104,93,97,15.7,1 DL,Sheldon Richardson,25,2013,92,81,89,98,90,88,2.5,4 DL,Deon Simon,25,2015,75,48,73,93,71,85,0.6,2 LB,Darron Lee,21,2016,95,65,85,80,75,89,2.5,4 LB,David Harris,32,2007,81,90,96,85,70,88,7.2,3 LB,Trevor Reilly,28,2014,68,56,85,76,67,70,0.6,4 LB,Bruce Carter,28,2011,84,75,77,83,67,74,0.8,1 LB,Lorenzo Mauldin,23,2015,83,55,82,79,62,67,0.8,4 LB,Josh Martin,24,2013,62,60,90,76,77,61,0.6,2 LB,Julian Stanford,25,2012,62,68,87,81,56,60,0.7,1 LB,Erin Henderson,29,2008,58,81,87,82,60,79,2,2 LB,Calvin Pace,35,2003,65,85,92,81,80,84,2.4,2 END_PLAYERS Houston Texans,HOU QB,Ryan Griffin,26,2013,71,52,90,81,76,35,0.6,4 QB,Brandon Weeden,32,2012,90,70,89,91,69,20,2,2 QB,Tom Savage,26,2014,77,54,90,94,80,45,0.6,4 QB,Brock Osweiler,25,2012,85,60,96,95,77,20,18,4 RB,Alfred Blue,25,2014,72,70,79,84,84,60,0.6,4 RB,Lamar Miller,25,2012,81,77,87,67,92,85,6.5,4 RB,Kenny Hilliard,24,2015,70,46,76,87,82,54,0.5,2 RB,Jonathan Grimes,26,2012,62,62,91,69,86,82,0.7,1 RB,Jay Prosch,23,2014,72,56,95,75,80,47,0.6,4 WR,Cecil Shorts,28,2011,79,78,87,84,86,81,3,2 WR,Will Fuller,22,2016,95,75,85,85,96,97,2.5,4 WR,Keith Mumphery,24,2015,75,49,92,74,88,77,0.6,4 WR,Jaelen Strong,22,2015,88,45,87,86,91,59,0.8,4 WR,DeAndre Hopkins,24,2013,86,83,94,103,85,65,1.9,4 WR,Josh Lenz,25,2013,64,56,87,74,91,77,0.5,2 OL,Chris Clark,30,2008,58,78,88,87,78,89,3,2 OL,Andrew McDonald,27,2012,63,65,96,81,75,79,0.6,2 OL,Jeff Allen,26,2012,85,72,85,83,83,74,7,4 OL,Tony Bergstrom,29,2012,80,71,90,84,78,73,2.9,2 OL,Duane Brown,30,2008,81,91,93,91,87,93,8.9,6 OL,Xavier Su'a-Filo,25,2014,87,57,94,85,78,79,1.4,4 OL,Derek Newton,28,2011,70,77,85,86,96,79,5.3,5 OL,Dalton Freeman,26,2013,63,67,96,89,78,72,0.6,2 OL,Jeff Adams,26,2012,63,69,94,75,72,82,0.5,1 OL,Chad Slade,24,2015,65,57,91,82,78,74,0.5,3 OL,Karim Barton,24,2014,64,47,92,84,82,72,0.5,2 OL,Oday Aboushi,25,2013,77,71,95,78,84,77,0.6,4 OL,David Quessenberry,25,2013,72,63,95,80,84,75,0.6,4 K,Nick Novak,34,2005,57,78,92,86,91,60,1,1 K,Shane Lechler,39,2000,63,92,85,86,87,62,1.8,1 S,Eddie Pleasant,27,2012,61,67,94,74,87,80,1.1,2 S,Kurtis Drummond,24,2015,65,41,92,78,89,60,0.5,3 S,Lonnie Ballentine,23,2014,68,44,89,72,93,90,0.6,4 S,Antonio Allen,27,2012,65,73,83,81,87,71,0.8,1 CB,Robert Nelson,26,2014,63,46,90,74,89,54,0.6,2 CB,Kevin Johnson,23,2015,95,64,89,87,89,64,2.5,4 CB,Terrance Mitchell,24,2014,68,55,94,81,92,46,0.6,3 CB,AJ Bouye,24,2013,61,71,83,76,93,45,1.7,1 CB,Johnathan Joseph,32,2006,84,92,86,87,88,40,6.8,2 CB,Kareem Jackson,28,2010,88,84,90,95,90,55,8.5,4 CB,Andre Hal,24,2014,72,65,94,76,90,45,0.6,4 DL,Gerald Rivers,25,2013,63,52,88,71,65,64,0.6,2 DL,Jeoffrey Pagan,23,2014,72,52,80,87,72,85,0.6,4 DL,Christian Covington,22,2015,75,50,76,77,82,69,0.6,4 DL,JJ Watt,27,2011,89,92,97,107,109,107,16.7,6 DL,Vince Wilfork,34,2004,82,98,89,96,81,91,4.5,2 DL,Devon Still,26,2012,86,64,84,82,82,82,0.7,1 DL,Brandon Dunn,23,2014,64,52,90,78,70,81,0.6,2 LB,Max Bullough,24,2014,64,55,92,76,70,75,0.6,3 LB,Whitney Mercilus,25,2012,85,77,95,87,85,74,6.5,4 LB,Brian Cushing,29,2009,87,88,94,81,82,87,8.8,6 LB,Akeem Dent,28,2011,80,74,86,87,78,74,2.3,2 LB,Jadeveon Clowney,23,2014,102,65,76,87,90,65,5.6,4 LB,Benardrick McKinney,23,2015,90,67,94,89,81,57,1.3,4 LB,John Simon,25,2013,77,59,86,82,85,74,1.7,1 LB,Reshard Cliett,24,2015,75,40,86,78,64,50,0.6,4 END_PLAYERS Indianapolis Colts,IND QB,Scott Tolzien,28,2011,59,62,95,83,76,44,1.8,2 QB,Stephen Morris,23,2014,64,42,85,90,73,70,0.5,3 QB,Andrew Luck,26,2012,100,85,98,105,99,87,5.5,4 RB,Trey Williams,23,2015,63,46,81,37,90,84,0.5,2 RB,Tyler Varga,22,2015,63,55,90,78,83,42,0.5,3 RB,Jordan Todman,26,2011,71,70,85,61,90,81,0.8,1 RB,Frank Gore,33,2005,78,93,86,83,81,69,4,3 RB,Robert Turbin,26,2012,80,72,83,84,90,72,0.8,1 WR,Donte Moncrief,22,2014,82,66,91,83,92,63,0.7,4 WR,Phillip Dorsett,23,2015,88,59,77,82,96,82,2,4 WR,Josh Boyce,25,2013,83,51,90,72,92,65,0.5,1 WR,Brian Tyms,27,2012,61,68,92,79,88,66,0.6,1 WR,TY Hilton,26,2012,80,87,85,103,92,95,13,5 WR,Dwayne Allen,26,2012,85,75,87,82,75,45,7.4,4 OL,Jeremy Vujnovich,25,2014,64,42,88,90,72,78,0.5,1 OL,Lance Louis,31,2009,65,75,90,86,76,70,0.7,2 OL,Jonotthan Harrison,24,2014,62,72,94,87,82,72,0.5,3 OL,Joe Reitz,29,2008,59,77,94,87,79,80,2.7,3 OL,Hugh Thornton,24,2013,81,73,85,91,76,77,0.7,4 OL,Ryan Kelly,23,2016,95,65,85,85,85,81,2.6,4 OL,Anthony Castonzo,27,2011,89,85,87,88,85,96,11,4 OL,Kevin Graf,25,2014,64,52,92,85,80,72,0.6,2 OL,Mitchell Van Dyk,25,2014,69,54,92,75,83,69,0.5,1 OL,Jack Mewhort,24,2014,87,73,93,89,87,78,0.9,4 K,Adam Vinatieri,43,2096,44,93,90,88,91,60,3,2 K,Pat McAfee,29,2009,67,88,95,97,92,68,2.9,5 S,Mike Adams,35,2004,52,83,90,88,85,64,2.4,2 S,Clayton Geathers,24,2015,83,47,91,69,90,87,0.7,4 S,Winston Guy,26,2012,71,65,88,72,88,83,0.7,2 S,Dezmen Southward,24,2014,88,65,92,75,93,79,0.6,2 CB,Tevin Mitchel,23,2015,73,49,77,79,91,35,0.6,4 CB,Vontae Davis,28,2009,82,89,96,104,92,66,9,4 CB,Patrick Robinson,28,2010,83,79,90,77,91,49,4.5,3 CB,Darius Butler,30,2009,82,79,95,77,93,65,2.5,2 CB,D'Joun Smith,23,2015,88,49,90,83,91,42,0.8,4 CB,Jalil Brown,28,2011,79,56,90,75,93,63,0.8,2 DL,David Parry,24,2015,78,55,78,91,71,81,0.6,4 DL,Zach Kerr,25,2014,62,62,82,87,66,75,0.5,3 DL,Arthur Jones,30,2010,73,74,85,91,79,82,6.6,5 DL,Kendall Langford,30,2008,81,87,92,86,75,82,4.3,4 DL,Ricky Lumpkin,27,2011,64,70,84,88,74,78,0.6,2 DL,Joe Vellano,27,2013,61,69,93,85,79,82,0.6,1 DL,Henry Anderson,24,2015,83,64,82,81,79,85,0.7,4 DL,Billy Winn,27,2012,65,72,87,78,56,80,0.5,4 LB,Nate Irving,28,2011,84,75,82,89,78,79,2.4,3 LB,Robert Mathis,35,2003,66,93,89,80,78,93,9,4 LB,D'Qwell Jackson,32,2006,79,92,84,87,77,91,5.5,4 LB,Erik Walden,30,2008,71,76,92,80,88,80,4,4 LB,Amarlo Herrera,24,2015,74,53,92,79,74,72,0.5,2 LB,Sio Moore,26,2013,86,73,89,82,84,75,0.8,4 LB,Trent Cole,33,2005,68,88,89,77,72,89,4.3,1 END_PLAYERS Jacksonville Jaguars,JAX QB,Blake Bortles,24,2014,102,67,96,91,74,65,5.2,4 QB,Chad Henne,30,2008,81,73,90,89,70,20,4,2 RB,Joe Banyard,27,2012,61,53,92,66,88,76,0.6,2 RB,TJ Yeldon,22,2015,88,60,84,79,88,74,1.5,4 RB,Corey Grant,24,2015,63,42,82,38,96,71,0.5,3 RB,Chris Ivory,28,2010,58,78,83,96,86,64,6.4,5 RB,Jonas Gray,25,2012,62,62,91,92,84,55,0.6,2 RB,Denard Robinson,25,2013,76,72,84,52,90,75,0.6,4 WR,Arrelious Benn,27,2010,84,66,70,72,83,63,0.6,2 WR,Bryan Walters,28,2010,60,71,92,79,81,74,0.7,2 WR,Marcedes Lewis,32,2006,80,87,93,74,73,42,4,3 WR,Justin Blackmon,26,2012,103,45,94,86,88,70,4.6,4 WR,Neal Sterling,24,2015,73,44,90,74,85,59,0.6,4 WR,Allen Robinson,22,2014,87,70,89,84,85,66,0.9,4 WR,Julius Thomas,28,2011,74,76,90,88,84,67,9.2,5 WR,Marqise Lee,24,2014,87,64,85,79,88,86,1.3,4 WR,Allen Hurns,24,2014,62,67,92,90,87,70,10.2,4 WR,Rashad Greene,23,2015,78,58,88,79,88,85,0.6,4 OL,Jeff Linkenbach,29,2010,58,76,92,85,73,81,0.5,1 OL,AJ Cann,24,2015,88,63,93,89,85,79,0.8,4 OL,Mackenzy Bernadeau,30,2008,61,78,93,96,84,72,1.5,2 OL,Luke Bowanko,25,2014,72,75,92,86,86,74,0.6,4 OL,Kadeem Edwards,25,2014,77,47,93,86,82,76,0.6,2 OL,Kelvin Beachum,27,2012,65,82,95,84,83,97,9,5 OL,Josh Wells,25,2014,62,61,90,83,86,76,0.5,3 OL,Patrick Omameh,26,2013,62,70,92,82,80,75,0.5,1 OL,Luke Joeckel,24,2013,101,79,87,87,85,78,5.3,4 OL,Tyler Shatley,25,2014,63,54,92,95,77,73,0.5,3 OL,Brandon Linder,24,2014,82,76,93,88,85,93,0.7,4 OL,Jermey Parnell,29,2009,59,75,88,85,89,85,6.4,5 K,Brad Nortman,26,2012,70,77,93,89,93,84,2.2,4 K,Jason Myers,25,2015,63,65,85,80,80,70,0.5,3 S,James Sample,23,2015,83,49,85,71,89,75,0.7,4 S,Josh Evans,25,2013,76,71,89,71,86,87,0.6,4 S,Craig Loston,26,2014,62,57,83,72,93,85,0.5,3 S,Earl Wolff,26,2013,77,67,90,72,93,73,1.3,1 S,Tashaun Gipson,25,2012,60,81,94,94,88,72,7.2,5 CB,Prince Amukamara,27,2011,89,77,90,87,92,65,5.5,1 CB,Davon House,26,2011,74,77,95,82,91,56,6.1,4 CB,Jalen Ramsey,21,2016,105,65,85,83,95,70,5.8,4 CB,Demetrius McCray,25,2013,71,71,94,77,93,59,0.6,4 CB,Aaron Colvin,24,2014,82,64,76,84,87,55,0.7,4 CB,Dwayne Gratz,26,2013,86,69,97,77,93,72,0.8,4 CB,Peyton Thompson,25,2012,63,55,90,70,89,34,0.6,2 DL,Roy Miller,28,2009,77,76,96,87,76,79,4.1,4 DL,Sen'Derrick Marks,29,2009,82,84,86,82,93,75,4.5,4 DL,Malik Jackson,26,2012,75,74,90,77,91,83,14.3,6 DL,Tyson Alualu,29,2010,88,81,95,87,78,77,3,2 DL,Dante Fowler Jr,21,2015,103,52,79,87,72,73,5.9,4 DL,Jared Odrick,28,2010,84,83,77,83,87,77,8.5,5 DL,Ryan Davis,27,2012,61,69,90,74,76,64,2.6,1 DL,Chris Smith,24,2014,77,56,93,85,82,65,0.6,4 DL,Abry Jones,24,2013,61,64,87,86,75,69,2.6,1 LB,Hayes Pullard,24,2015,73,60,94,75,50,72,0.6,4 LB,Telvin Smith,25,2014,77,73,90,86,65,70,0.6,4 LB,Joplo Bartu,25,2013,61,75,90,82,62,74,0.6,2 LB,Paul Posluszny,31,2007,80,92,87,88,65,94,5,3 LB,Jordan Tripp,25,2014,77,45,90,75,72,74,0.6,2 LB,Dan Skuta,30,2009,57,80,92,87,83,82,4.1,5 LB,Bjoern Werner,25,2013,91,73,92,76,82,74,0.5,1 LB,Sean Porter,25,2013,81,60,78,77,66,69,0.6,2 END_PLAYERS Tennessee Titans,TEN QB,Matt Cassel,34,2005,58,80,84,82,73,36,2,1 QB,Alex Tanney,28,2012,63,49,88,86,76,49,0.5,2 QB,Marcus Mariota,22,2015,103,60,93,89,88,79,6.1,4 RB,Antonio Andrews,23,2014,62,49,92,88,78,45,0.6,1 RB,Dexter McCluster,27,2010,83,76,85,39,88,85,3,3 RB,David Cobb,23,2015,78,60,90,86,84,62,0.6,4 RB,Jalston Fowler,25,2015,83,60,75,72,77,39,0.7,4 RB,DeMarco Murray,28,2011,84,89,85,96,89,97,6.3,4 RB,Bishop Sankey,23,2014,87,69,86,56,89,80,1,4 WR,Harry Douglas,30,2008,76,81,88,87,84,88,3.8,3 WR,Delanie Walker,31,2006,64,80,86,78,83,65,6.7,2 WR,Tre McBride,23,2015,68,39,87,86,92,79,0.5,2 WR,Kendall Wright,26,2012,90,82,96,90,90,85,2.1,4 WR,Rishard Matthews,26,2012,65,70,89,77,83,57,5,3 WR,Justin Hunter,25,2013,86,69,84,72,90,74,1.4,4 WR,Dorial Green-Beckham,23,2015,88,49,87,85,89,69,1.4,4 WR,Anthony Fasano,32,2006,79,81,88,75,71,16,2.6,2 OL,Brian Schwenke,25,2013,81,74,92,91,80,74,0.7,4 OL,Chance Warmack,24,2013,91,78,98,92,93,77,3,4 OL,Josue Matias,23,2015,64,55,90,78,73,81,0.5,2 OL,Jamon Meredith,30,2009,65,71,90,87,78,73,0.7,2 OL,Quinton Spain,24,2015,63,55,95,84,80,70,0.5,3 OL,Andy Gallik,24,2015,73,60,92,86,73,79,0.6,4 OL,Jeremiah Poutasi,21,2015,88,56,92,86,82,73,0.8,4 OL,Jack Conklin,21,2016,105,70,85,91,91,84,4,4 OL,Taylor Lewan,24,2014,92,72,89,90,91,84,2.9,4 OL,Ben Jones,26,2012,80,77,92,87,82,76,4.4,4 K,Ryan Succop,29,2009,62,80,96,90,85,66,2.4,3 K,Brett Kern,30,2008,56,84,78,90,94,72,3,5 S,Marqueston Huff,24,2014,82,65,95,76,91,65,0.7,4 S,Da'Norris Searcy,27,2011,79,76,92,80,86,75,5.9,4 S,Daimion Stafford,25,2013,66,57,92,74,87,67,0.6,4 S,Rashad Johnson,30,2009,77,78,95,71,91,82,2,1 CB,Brandon Harris,26,2013,65,67,92,77,90,59,0.7,1 CB,Brice McCain,29,2009,68,76,88,82,92,46,2.2,2 CB,Jason McCourty,28,2009,67,85,92,87,94,60,7.2,6 CB,Perrish Cox,29,2010,74,80,92,86,87,44,5,3 CB,BW Webb,26,2013,81,61,90,73,93,40,0.6,2 CB,Blidi Wreh-Wilson,26,2013,86,67,85,78,91,57,0.7,4 CB,Antwon Blake,25,2012,60,60,92,74,97,65,1.5,1 DL,Al Woods,29,2010,78,73,88,93,71,82,3.5,3 DL,DaQuan Jones,24,2014,82,64,90,85,78,86,0.7,4 DL,Jurrell Casey,26,2011,79,84,92,91,92,89,9,4 DL,Karl Klug,28,2011,74,71,84,80,88,73,1.9,2 DL,Angelo Blackson,23,2015,83,53,90,76,74,81,0.7,4 DL,Ropati Pitoitua,31,2008,58,78,80,91,76,91,2.9,3 LB,Avery Williamson,24,2014,77,75,92,89,70,74,0.6,4 LB,Deiontrez Mount,23,2015,73,46,88,79,75,42,0.6,4 LB,Curtis Grant,23,2015,64,56,76,77,62,51,0.5,1 LB,Derrick Morgan,27,2010,88,82,87,76,93,85,6.8,4 LB,Wesley Woodyard,29,2008,56,83,95,80,56,86,3.9,4 LB,David Bass,25,2013,66,65,95,67,70,58,0.5,2 LB,Sean Spence,27,2012,81,72,76,77,65,75,2.5,1 LB,Brian Orakpo,29,2009,87,82,81,85,93,79,7.8,4 END_PLAYERS Denver Broncos,DEN QB,Paxton Lynch,22,2016,90,65,85,94,88,50,2.4,4 QB,Trevor Siemian,24,2015,68,52,78,79,74,59,0.6,4 QB,Mark Sanchez,29,2009,97,74,84,86,79,47,4.5,2 RB,Kapri Bibbs,23,2014,63,50,92,84,83,62,0.5,1 RB,Juwan Thompson,24,2014,62,61,94,81,86,74,0.5,3 RB,CJ Anderson,25,2013,61,73,94,92,84,87,4.5,4 RB,Ronnie Hillman,24,2012,85,74,78,52,90,77,2,1 RB,Cyrus Gray,26,2012,71,61,90,53,88,79,0.7,1 WR,Jordan Norwood,29,2009,58,69,87,75,82,87,0.9,1 WR,Demaryius Thomas,28,2010,88,88,89,104,90,65,14,5 WR,Virgil Green,27,2011,69,75,88,74,85,79,2.8,3 WR,Emmanuel Sanders,29,2010,78,89,86,93,89,89,5,3 WR,Cody Latimer,23,2014,87,49,82,86,90,55,0.9,4 WR,Bennie Fowler,25,2014,63,58,82,71,93,63,0.5,1 WR,DeVier Posey,26,2012,86,59,85,75,91,64,0.7,1 OL,Sam Brenner,26,2013,61,61,89,87,81,73,0.6,1 OL,Russell Okung,28,2010,98,87,82,88,84,89,10.6,5 OL,Ty Sambrailo,24,2015,88,62,90,77,77,81,1,4 OL,Michael Schofield,25,2014,82,66,94,78,75,79,0.7,4 OL,Matt Paradis,26,2014,73,54,85,81,81,74,0.5,1 OL,Max Garcia,24,2015,78,64,88,89,73,77,0.7,4 OL,Donald Stephenson,27,2012,85,70,84,85,83,74,4.7,3 OL,James Ferentz,27,2014,63,62,90,79,73,81,0.5,2 OL,Robert Myers,24,2015,73,46,86,87,76,71,0.5,2 OL,Darrion Weems,27,2012,62,65,87,87,77,79,0.6,1 K,Brandon McManus,24,2013,62,72,95,107,88,85,0.5,2 K,Britton Colquitt,31,2009,57,78,92,87,89,66,3.9,3 S,Brandian Ross,26,2011,60,74,93,74,91,51,0.7,1 S,Darian Stewart,27,2010,58,80,89,81,87,90,2.1,2 S,Shiloh Keo,28,2011,75,67,90,74,88,89,0.8,1 S,TJ Ward,29,2010,83,81,90,89,90,91,5.6,4 S,Josh Bush,27,2012,65,64,88,78,90,61,0.6,2 CB,Lorenzo Doss,22,2015,78,50,92,78,92,29,0.6,4 CB,Kayvon Webster,25,2013,81,62,91,74,93,70,0.7,4 CB,Taurean Nixon,25,2015,68,42,85,71,90,47,0.5,3 CB,Aqib Talib,30,2008,86,91,87,100,92,67,9.5,6 CB,Bradley Roby,24,2014,87,71,87,94,93,72,1.7,4 DL,Jared Crick,26,2012,75,75,74,78,83,82,2,2 DL,Darius Kilgo,24,2015,73,43,88,92,69,87,0.6,4 DL,Derek Wolfe,26,2012,85,78,77,89,81,84,9.2,4 DL,Vance Walker,29,2009,67,79,91,79,84,79,2,2 DL,Antonio Smith,34,2004,65,87,96,85,87,65,2,1 DL,Phil Taylor,28,2011,90,74,84,92,82,86,0.8,1 DL,Sylvester Williams,27,2013,86,72,93,84,76,78,1.9,4 LB,Corey Nelson,24,2014,67,57,82,78,77,47,0.6,4 LB,Shane Ray,23,2015,93,61,89,74,75,62,2.3,4 LB,Brandon Marshall,26,2012,75,83,89,89,74,84,8.7,3 LB,DeMarcus Ware,33,2005,83,87,90,73,90,85,10,3 LB,Dekoda Watson,28,2010,68,69,84,76,64,67,0.8,1 LB,Todd Davis,24,2014,62,53,94,83,62,67,0.5,2 LB,Von Miller,27,2011,99,86,93,104,99,97,14.1,1 END_PLAYERS Kansas City Chiefs,KC QB,Tyler Maguirre,25,2014,77,53,79,85,82,41,0.6,4 QB,Tyree Natee,24,2013,61,52,87,93,69,20,1,2 QB,Deondre Francois,21,2015,99,99,99,84,82,40,17,4 RB,Dalvin Cook,21,2015,99,96,97,67,78,50,2.3,3 RB,Trey Millard,24,2014,68,45,84,78,84,50,0.5,1 RB,Spencer Ware,24,2013,72,55,92,85,84,47,1.8,2 RB,Knile Davis,24,2013,81,72,75,91,92,74,0.7,4 RB,Charcandrick West,25,2014,62,44,87,65,90,74,1.8,2 RB,Jamaal Charles,25,2013,91,91,87,69,92,95,9.1,2 RB,Darrin Reaves,23,2014,63,50,92,46,87,75,0.5,1 WR,Travis Rudolph,19,2015,99,99,99,92,90,84,0.6,2 WR,De'Anthony Thomas,23,2014,82,68,73,81,92,92,0.7,4 WR,Travis Kelce,22,2015,99,99,92,94,84,65,9.4,5 WR,Jeremy Maclin,28,2009,87,87,83,93,87,91,11,5 WR,Rod Streater,28,2012,62,77,90,85,88,74,0.8,1 WR,Albert Wilson,23,2014,62,69,91,80,91,85,0.5,3 WR,Chris Conley,23,2015,83,56,90,79,94,64,0.8,4 WR,Da'Ron Brown,24,2015,69,46,93,82,88,75,0.5,1 WR,Jason Avant,33,2006,65,84,92,84,79,54,1,1 OL,Eric Fisher,25,2013,101,75,91,85,85,80,5.5,4 OL,Mitch Morse,24,2015,88,62,87,92,72,78,1.2,4 OL,Laurent Duvernay-Tardif,25,2014,72,48,93,92,77,74,0.6,4 OL,Reid Fragel,25,2013,69,59,90,90,80,70,0.6,1 OL,Mitchell Schwartz,27,2012,85,78,84,85,72,89,6.6,5 OL,Zach Fulton,24,2014,72,68,92,85,82,78,0.6,4 OL,Jah Reid,27,2011,79,66,95,91,83,75,3.4,3 OL,Jordan Devey,28,2013,63,72,95,81,76,76,0.6,1 K,Dustin Colquitt,34,2005,73,82,95,89,94,65,3.8,5 K,Cairo Santos,24,2014,101,99,95,85,88,100,0.5,3 S,Daniel Sorensen,26,2014,62,45,93,65,89,66,0.5,2 S,Eric Berry,21,2015,98,105,99,75,89,84,10.8,1 S,Stevie Brown,28,2010,65,74,92,72,91,77,0.8,1 S,Ron Parker,28,2011,99,76,88,82,91,72,5,5 CB,Jamell Fleming,27,2012,80,60,81,85,88,64,0.8,1 CB,Deveron Carr,25,2013,63,53,91,73,90,68,0.5,1 CB,Steven Nelson,23,2015,83,52,94,82,90,60,0.7,4 CB,Marcus Peters,23,2015,99,99,99,86,89,90,2.4,4 CB,Phillip Gaines,25,2014,82,66,88,87,94,40,0.7,4 CB,Marcus Cooper,26,2013,66,67,93,76,88,74,0.6,4 DL,Dontari Poe,25,2012,90,78,93,97,88,90,2.8,4 DL,Jaye Howard,27,2012,80,72,87,76,86,73,5,2 DL,DeMarcus Walker,19,2015,99,97,99,92,99,85,0.7,1 DL,Jimmy Staten,25,2014,79,50,89,86,71,84,0.5,1 DL,Nick Williams,25,2013,62,68,93,83,80,72,0.5,2 DL,Allen Bailey,27,2011,79,76,92,89,84,78,6.3,4 DL,David King,26,2013,68,62,92,83,75,81,0.6,1 DL,Rakeem Nunez-Roches,22,2015,73,55,78,80,74,76,0.6,4 LB,Dezman Moses,27,2012,62,63,91,71,83,62,0.7,1 LB,Ramik Wilson,23,2015,83,58,92,84,62,70,0.7,4 LB,Tamba Hali,18,2016,99,92,95,82,95,94,7,3 LB,Josh Mauga,29,2009,58,76,75,82,72,79,2.8,3 LB,Derrick Johnson,20,2015,99,93,99,93,61,94,7,3 LB,Justin Houston,21,2015,99,95,93,92,98,88,16.8,6 LB,Dee Ford,25,2014,92,97,97,76,73,63,2,4 LB,DJ Alexander,24,2015,78,46,76,77,52,53,0.6,4 LB,Andy Mulumba,26,2013,62,62,88,72,68,63,0.6,1 LB,Frank Zombo,29,2010,58,77,85,82,74,74,1.2,3 LB,Jonathan Massaquoi,28,2012,76,72,91,73,83,66,0.7,1 END_PLAYERS Oakland Raiders,OAK QB,Matt McGloin,26,2013,61,71,92,79,72,45,2.6,1 QB,Derek Carr,25,2014,87,70,92,96,80,51,1.3,4 RB,Latavius Murray,25,2013,71,66,78,85,92,63,0.6,4 RB,Marcel Reece,30,2008,58,83,95,78,87,60,3.7,3 RB,Roy Helu Jr,27,2011,79,79,79,63,90,75,2.1,2 WR,Seth Roberts,25,2014,63,61,90,72,90,72,0.5,1 WR,Amari Cooper,22,2015,103,68,84,97,92,86,5.7,4 WR,Andre Holmes,28,2011,60,71,82,80,86,74,2,1 WR,Michael Crabtree,28,2009,87,82,85,87,84,72,8.5,4 WR,Nathan Palmer,27,2012,63,60,90,74,92,84,0.5,1 OL,Donald Penn,33,2006,54,90,89,94,83,95,6,2 OL,Rodney Hudson,26,2011,84,85,92,82,90,89,8.9,5 OL,Kelechi Osemele,26,2012,85,81,80,92,94,84,11.7,5 OL,Khalif Barnes,34,2005,65,83,85,90,72,77,1.5,1 OL,Austin Howard,29,2010,58,81,90,89,84,71,6,5 OL,Gabe Jackson,24,2014,82,75,92,91,85,91,0.7,4 OL,Menelik Watson,27,2013,86,69,92,84,78,72,1.2,4 OL,Jon Feliciano,24,2015,78,64,90,81,78,73,0.7,4 K,Marquette King,27,2012,60,75,90,94,90,82,3.3,5 K,Giorgio Tavecchio,25,2012,64,55,90,90,85,72,0.5,2 K,Sebastian Janikowski,38,2000,78,92,68,107,83,65,3.8,4 S,Reggie Nelson,32,2007,85,81,95,87,92,74,4.3,2 S,Karl Joseph,22,2016,95,65,85,89,92,85,3,4 S,Nate Allen,28,2010,83,79,81,81,89,67,3,1 S,Larry Asante,28,2010,65,64,87,68,86,79,1.5,1 S,Chris Hackett,22,2015,64,39,93,66,89,62,0.5,1 S,Brynden Trawick,26,2013,61,48,92,71,83,83,0.8,1 S,Charles Woodson,39,1997,65,94,85,99,88,55,3.2,1 S,Dewey McDonald,26,2014,63,48,93,73,89,80,0.6,2 CB,Neiko Thorpe,26,2012,61,51,92,71,90,35,2.6,1 CB,Dexter McDonald,24,2015,68,46,90,73,91,61,0.6,4 CB,David Amerson,24,2013,86,68,91,77,92,63,1,4 CB,Sean Smith,28,2009,82,88,96,105,90,71,9.5,4 CB,Keith McGill,27,2014,82,49,84,84,88,71,0.7,4 CB,DJ Hayden,25,2013,91,72,76,83,89,77,2.6,4 DL,Justin Ellis,25,2014,82,72,88,84,75,84,0.7,4 DL,Denico Autry,25,2014,62,62,88,75,80,73,0.6,1 DL,Stacy McGee,26,2013,71,69,85,85,77,80,0.6,4 DL,Dan Williams,29,2010,83,87,94,96,82,95,6.3,4 DL,Mario Edwards Jr,22,2015,88,48,83,88,79,87,1.5,4 DL,Damontre Moore,23,2013,82,65,90,65,89,64,0.7,1 LB,Colton Underwood,24,2014,64,64,88,78,82,63,0.5,1 LB,John Lotulelei,24,2013,61,62,87,83,65,64,0.6,2 LB,Neiron Ball,23,2015,78,46,67,79,71,48,0.6,4 LB,Khalil Mack,25,2014,103,78,96,105,101,89,4.7,4 LB,Ben Heeney,23,2015,78,57,85,79,64,69,0.6,4 LB,Malcolm Smith,26,2011,64,77,88,77,61,75,3.5,2 LB,Daren Bates,25,2013,61,64,88,79,54,45,0.7,1 LB,Korey Toomer,27,2012,77,57,75,73,57,41,0.6,1 LB,Bruce Irvin,26,2012,90,75,94,89,91,75,9.3,4 LB,Aldon Smith,26,2011,99,76,88,88,95,78,5.8,2 END_PLAYERS San Diego Chargers,SD QB,Philip Rivers,34,2004,92,89,98,87,90,20,20.8,4 QB,Kellen Clemens,33,2006,80,70,85,83,73,20,1.1,1 QB,Zach Mettenberger,24,2014,72,62,82,95,76,39,0.6,4 RB,Danny Woodhead,31,2008,57,84,79,42,88,83,2.8,2 RB,Melvin Gordon,23,2015,93,63,92,69,91,89,2.7,4 RB,Donald Brown,29,2009,83,78,80,81,86,52,1,1 RB,Dreamius Smith,23,2015,64,44,84,78,90,64,0.5,3 RB,Branden Oliver,25,2014,63,65,90,67,87,83,0.5,3 WR,Isaiah Burse,24,2014,63,47,93,75,86,83,0.5,1 WR,Stevie Johnson,29,2008,67,87,95,87,86,79,3.5,3 WR,Malcom Floyd,34,2004,65,88,88,88,82,40,3.9,3 WR,Javontee Herndon,24,2014,64,53,89,72,90,85,0.5,2 WR,Travis Benjamin,26,2012,80,75,82,76,93,87,6,4 WR,Dontrelle Inman,27,2011,63,67,92,79,87,72,0.6,1 WR,Antonio Gates,36,2003,51,95,77,101,78,69,5.5,2 WR,Keenan Allen,24,2013,81,78,88,103,85,64,11.3,4 WR,Torrence Allen,25,2014,63,62,91,81,91,66,0.5,1 OL,Trevor Robinson,26,2012,61,73,90,89,81,73,0.9,2 OL,Chris Watt,25,2014,82,68,87,90,86,75,0.7,4 OL,DJ Fluker,25,2013,91,76,92,91,89,72,2.9,4 OL,Kenny Wiggins,27,2011,62,73,92,84,81,72,0.6,1 OL,JD Walton,29,2010,65,80,89,78,72,82,0.7,1 OL,Joe Barksdale,28,2011,79,77,90,88,87,74,5.9,4 OL,King Dunlap,30,2008,61,84,82,95,94,82,7,4 OL,Chris Hairston,27,2011,81,74,92,87,85,81,1.5,2 OL,Orlando Franklin,28,2011,84,82,88,93,87,90,7.3,5 OL,Johnnie Troutman,28,2012,65,75,82,92,73,72,0.6,4 OL,Matt Slauson,30,2009,67,84,85,91,89,78,0.5,2 K,Kasey Redfern,24,2014,64,65,85,80,80,70,0.5,1 K,Josh Lambo,25,2015,63,44,92,88,86,74,0.5,3 S,Darrell Stuckey,26,2010,79,65,75,81,87,64,1.9,4 S,Jahleel Addae,26,2013,61,72,92,75,86,81,2.6,1 S,Dwight Lowery,30,2008,76,80,90,78,89,54,2.4,3 S,Adrian Phillips,24,2014,64,52,92,74,89,64,0.6,2 CB,Greg Ducre,24,2014,63,54,88,70,90,47,0.5,3 CB,Brandon Flowers,30,2008,81,92,90,92,92,76,9.1,4 CB,Casey Hayward,26,2012,85,80,87,95,88,45,5.1,3 CB,Richard Crawford,25,2012,72,57,90,80,89,42,0.6,1 CB,Jason Verrett,25,2014,87,72,86,85,93,65,2,4 CB,Steve Williams,25,2013,76,67,86,73,92,42,0.6,4 CB,Craig Mager,24,2015,83,45,92,79,92,62,0.7,4 CB,Cassius Vaughn,28,2010,65,73,88,76,89,35,0.7,1 DL,Ryan Carrethers,25,2014,77,59,94,94,72,89,0.6,4 DL,Darius Philon,22,2015,73,40,89,79,63,64,0.6,4 DL,Tenny Palepoi,25,2014,63,65,88,89,77,77,0.5,3 DL,Corey Liuget,26,2011,89,83,95,91,84,88,10.3,5 DL,Brandon Mebane,31,2007,75,89,88,92,81,85,4.5,3 DL,Damion Square,27,2013,62,69,87,80,81,68,0.7,1 DL,Sean Lissemore,28,2010,64,78,90,84,79,76,2,3 DL,Ben Gardner,25,2014,68,52,83,74,79,76,0.5,1 LB,Tourek Williams,25,2013,71,66,84,79,84,57,0.6,4 LB,Joe Mays,30,2008,65,81,95,87,76,77,0.9,1 LB,Denzel Perryman,22,2015,88,66,93,84,68,71,1.2,4 LB,Jeremiah Attaochu,23,2014,87,67,90,72,89,65,1.1,4 LB,Cordarro Law,27,2012,65,62,90,71,69,55,0.5,2 LB,Manti Te'o,25,2013,86,77,91,85,71,84,1.3,4 LB,Melvin Ingram,27,2012,91,73,88,78,78,68,2.1,4 LB,Joey Bosa,20,2016,105,65,85,81,92,76,6.5,4 LB,Kyle Emanuel,24,2015,78,47,92,70,84,62,0.6,4 END_PLAYERS Chicago Bears,CHI QB,David Fales,25,2014,73,54,94,83,81,42,0.6,2 QB,Brian Hoyer,30,2009,57,73,86,84,74,40,2,1 QB,Jay Cutler,33,2006,84,70,90,98,76,25,18.1,7 RB,Ka'Deem Carey,23,2014,82,65,90,84,82,72,0.7,4 RB,Jeremy Langford,24,2015,83,49,88,81,92,57,0.7,4 RB,Senorise Perry,24,2014,62,51,83,44,92,74,0.5,3 RB,Jacquizz Rodgers,26,2011,74,75,87,78,86,73,0.8,1 WR,Eddie Royal,30,2008,81,87,90,86,88,88,5,3 WR,Marquess Wilson,23,2013,66,67,92,81,87,74,0.6,4 WR,Marc Mariani,29,2010,68,78,87,72,86,85,0.8,1 WR,Deonte Thompson,27,2012,61,60,86,69,93,74,0.8,1 WR,Kevin White,22,2015,103,53,92,88,94,67,4.1,4 WR,Zach Miller,31,2009,68,66,82,72,84,70,2.8,2 WR,Alshon Jeffery,26,2012,85,82,91,93,88,66,14.6,1 OL,Martin Wallace,26,2013,63,60,90,83,80,72,0.5,1 OL,Kyle Long,27,2013,91,76,89,84,83,92,2.1,4 OL,Hroniss Grasu,24,2015,88,62,87,76,74,83,0.8,4 OL,Charles Leno,24,2014,67,66,90,79,75,78,0.6,4 OL,Ted Larsen,29,2010,68,80,92,79,83,78,1.7,1 OL,Will Montgomery,33,2006,65,88,92,92,79,87,1,1 OL,Jason Weaver,27,2013,63,61,88,88,77,74,0.5,2 OL,Bobby Massie,26,2012,80,75,90,83,83,80,6,3 OL,Nate Chandler,27,2012,61,71,88,83,83,72,0.5,1 OL,Nick Becton,26,2013,62,57,90,76,73,76,0.7,1 K,Pat O'Donnell,25,2014,72,72,85,91,87,87,0.6,4 K,Robbie Gould,34,2005,53,91,90,104,96,54,3.8,4 S,Ryan Mundy,31,2008,65,80,91,74,86,85,1.5,2 S,Antrel Rolle,33,2005,65,87,89,81,88,60,3.8,3 S,Omar Bolden,27,2012,80,61,74,74,87,51,0.8,1 S,Adrian Amos,23,2015,78,42,92,81,92,55,0.6,4 S,Chris Prosinski,29,2011,79,70,93,70,90,67,0.8,1 CB,Alan Ball,31,2007,65,82,87,87,86,58,3,1 CB,Bryce Callahan,24,2015,63,41,88,70,94,41,0.5,2 CB,Demontre Hurst,25,2013,62,64,92,79,91,35,0.6,2 CB,Tracy Porter,29,2008,81,79,76,71,92,40,4,3 CB,Kyle Fuller,24,2014,92,75,88,86,92,73,2.4,4 CB,Sherrick McManis,28,2010,73,65,76,79,89,67,1.4,2 DL,Greg Scruggs,25,2012,66,55,90,81,81,66,0.7,2 DL,Eddie Goldman,22,2015,88,60,85,81,77,85,1.4,4 DL,Mitch Unrein,29,2010,59,73,88,84,79,75,1.1,2 DL,Ego Ferguson,24,2014,87,67,89,83,76,84,1,4 DL,Will Sutton,24,2014,82,65,87,82,81,80,0.7,4 DL,Akiem Hicks,26,2012,80,76,93,82,86,83,5,2 LB,Jerrell Freeman,30,2008,60,77,92,83,79,80,4,3 LB,Lamin Barrow,25,2014,77,55,93,78,59,64,0.6,2 LB,Lamarr Houston,28,2010,83,82,87,82,83,83,7,5 LB,Sam Acho,27,2011,79,71,95,82,82,76,0.8,1 LB,Willie Young,30,2010,68,76,90,73,72,74,3,3 LB,Danny Trevathan,26,2012,70,78,94,92,75,83,6.1,4 LB,Pernell McPhee,27,2011,74,85,87,82,96,85,7.8,5 LB,Leonard Floyd,23,2016,105,65,85,80,85,80,3.9,4 LB,Cornelius Washington,26,2013,71,60,87,91,86,77,0.6,4 LB,Christian Jones,25,2014,62,69,94,76,57,60,0.5,3 END_PLAYERS Detroit Lions,DET QB,Matthew Stafford,28,2009,97,76,84,99,85,39,17.7,3 QB,Dan Orlovsky,32,2005,69,70,91,79,72,20,1.1,1 RB,George Winn,25,2013,62,54,90,86,87,66,0.6,1 RB,Zach Zenner,24,2015,63,51,88,82,86,48,0.5,3 RB,Stevan Ridley,27,2011,84,74,82,90,81,69,0.8,1 RB,Ameer Abdullah,23,2015,88,61,84,61,87,87,1,4 RB,Theo Riddick,25,2013,71,68,92,64,82,87,0.6,4 WR,Eric Ebron,23,2014,92,62,90,78,86,75,3.1,4 WR,Ryan Spadola,25,2013,63,52,92,76,88,72,0.6,2 WR,Brandon Pettigrew,31,2009,87,81,89,75,75,40,4,4 WR,Lance Moore,32,2005,65,84,86,81,82,77,1.1,1 WR,Corey Fuller,25,2013,77,65,90,78,90,79,0.6,1 WR,Andre Caldwell,31,2008,76,79,75,76,89,85,0.9,1 WR,Jeremy Kerley,27,2011,74,81,90,86,84,90,0.9,1 WR,TJ Jones,23,2014,73,51,94,80,89,81,0.6,4 WR,Golden Tate,27,2010,83,85,89,92,88,98,6.2,5 WR,Marvin Jones,26,2012,75,74,75,84,88,75,8,5 WR,Andre Roberts,28,2010,79,77,93,78,89,85,0.5,1 OL,Larry Warford,25,2013,86,79,97,89,82,94,0.8,4 OL,Michael Ola,28,2014,62,70,92,84,76,79,0.6,2 OL,Cornelius Lucas,24,2014,62,69,92,75,75,79,0.5,3 OL,Corey Robinson,24,2015,68,46,91,89,79,79,0.6,4 OL,Gabe Ikard,25,2014,62,71,92,73,73,76,0.6,2 OL,Riley Reiff,27,2012,90,77,93,87,89,87,2,4 OL,Taylor Decker,21,2016,95,65,85,85,94,81,2.7,4 OL,Laken Tomlinson,24,2015,88,64,92,87,85,78,2.1,4 OL,Travis Swanson,25,2014,82,73,94,82,85,73,0.7,4 OL,Geoff Schwartz,29,2008,62,76,79,91,86,75,0.8,1 K,Sam Martin,26,2013,76,80,92,96,95,72,0.6,4 K,Matt Prater,31,2006,55,79,85,96,89,71,3,3 S,Tavon Wilson,26,2012,85,68,95,78,87,69,1.1,2 S,James Ihedigbo,32,2007,65,80,91,77,83,85,1.6,2 S,Rafael Bush,29,2010,59,74,87,80,85,90,1.5,1 S,Johnson Bademosi,25,2012,60,69,93,77,88,65,2.3,2 S,Glover Quin,30,2009,77,84,88,91,91,73,4.7,5 S,Don Carey,29,2009,67,68,87,73,92,74,1,3 CB,Nevin Lawson,25,2014,77,61,89,76,89,56,0.6,4 CB,Darius Slay,25,2013,86,77,92,87,93,74,1.3,4 CB,Crezdon Butler,29,2010,73,63,95,76,89,42,0.8,1 CB,Josh Wilson,31,2007,65,82,91,74,92,70,1,1 CB,Alex Carter,21,2015,84,50,84,83,89,55,0.8,4 CB,Darrin Walls,28,2011,59,71,92,81,89,65,0.8,1 CB,Quandre Diggs,23,2015,73,49,92,78,86,68,0.6,4 DL,Haloti Ngata,32,2006,84,95,92,96,85,92,6,2 DL,Jermelle Cudjo,29,2010,65,67,92,81,79,73,0.7,1 DL,Khyri Thornton,26,2014,83,55,90,87,65,67,0.7,4 DL,Wallace Gilberry,31,2008,56,78,90,74,84,67,1.3,1 DL,Caraun Reid,24,2014,77,60,86,75,83,72,0.6,4 DL,Khyri Thornton,26,2014,83,55,90,87,65,67,0.7,4 DL,Devin Taylor,26,2013,76,66,91,66,82,68,0.6,4 DL,Gabe Wright,24,2015,83,46,90,89,72,64,0.7,4 DL,Ezekiel Ansah,27,2013,65,74,94,94,93,76,4.6,4 DL,Stefan Charles,28,2013,61,69,90,78,80,75,1.8,1 DL,Tyrunn Walker,26,2012,60,75,85,82,77,71,1.6,1 DL,Darryl Tapp,31,2006,65,73,89,71,64,65,1,1 LB,Jon Bostic,25,2013,86,74,95,85,63,73,1,4 LB,Josh Bynes,26,2011,60,72,84,83,71,73,0.9,2 LB,Zaviar Gooden,26,2013,82,68,84,75,61,66,0.6,1 LB,Tahir Whitehead,26,2012,75,79,96,91,77,81,4,2 LB,Khaseem Greene,27,2013,82,70,85,76,58,69,0.6,2 LB,DeAndre Levy,29,2009,77,97,95,96,80,95,8.4,4 LB,Jerry Franklin,28,2012,61,65,95,82,55,68,0.7,1 LB,Kyle Van Noy,26,2014,87,62,87,82,81,72,1.3,4 LB,Stephen Tulloch,31,2006,74,91,91,90,74,94,5.1,5 END_PLAYERS Green Bay Packers,GB QB,Aaron Rodgers,32,2005,83,95,88,105,102,90,22,5 QB,Brett Hundley,23,2015,78,47,90,91,68,70,0.6,4 RB,John Crockett,24,2015,64,38,90,71,85,78,0.5,2 RB,James Starks,30,2010,68,75,78,80,86,71,3,2 RB,Aaron Ripkowski,23,2015,73,52,88,60,82,37,0.6,4 RB,Eddie Lacy,25,2013,86,85,89,97,85,82,0.8,4 WR,Jordy Nelson,31,2008,81,96,87,106,97,79,9.8,4 WR,Jeff Janis,25,2014,67,64,95,79,93,55,0.6,4 WR,Davante Adams,23,2014,87,70,92,85,86,74,1,4 WR,Randall Cobb,25,2011,84,87,87,94,88,94,10,4 WR,Jared Abbrederis,25,2014,72,62,89,81,88,69,0.5,3 WR,Richard Rodgers,24,2014,82,68,88,79,78,62,0.7,4 WR,Ty Montgomery,23,2015,83,55,84,75,89,77,0.7,4 OL,David Bakhtiari,24,2013,81,82,89,84,73,92,0.7,4 OL,Lane Taylor,26,2013,61,61,90,89,75,73,2.1,2 OL,Josh Sitton,30,2008,71,92,84,92,88,96,6.8,5 OL,Bryan Bulaga,27,2010,88,80,77,87,83,94,6.8,5 OL,TJ Lang,28,2009,77,89,92,86,91,90,5.2,4 OL,JC Tretter,25,2013,81,65,85,89,79,79,0.6,4 OL,Corey Linsley,25,2014,77,75,91,95,89,87,0.6,4 OL,Don Barclay,27,2012,60,75,89,82,77,79,0.7,1 K,Mason Crosby,31,2007,65,76,90,93,91,72,4,4 K,Tim Masthay,29,2009,58,75,92,86,79,77,1.4,4 S,Micah Hyde,25,2013,76,73,93,82,88,45,0.6,4 S,Chris Banjo,26,2013,62,52,94,75,89,74,0.7,1 S,Morgan Burnett,27,2010,83,80,85,67,88,85,6.2,4 S,Ha Ha Clinton-Dix,23,2014,92,71,95,84,88,83,2.1,4 CB,Sam Shields,28,2010,58,82,90,88,88,50,9.8,4 CB,Damarious Randall,23,2015,88,53,90,83,91,61,2,4 CB,LaDarius Gunter,24,2015,63,42,91,75,90,70,0.5,3 CB,Quinten Rollins,23,2015,88,49,92,83,88,74,0.9,4 CB,Demetri Goodson,27,2014,72,62,75,78,89,56,0.6,4 DL,Christian Ringo,24,2015,74,48,85,80,82,67,0.5,1 DL,Letroy Guion,29,2008,71,77,88,84,82,70,3.7,3 DL,Datone Jones,25,2013,86,66,87,76,67,70,1.9,4 DL,Mike Pennel,25,2014,62,64,92,87,76,78,0.5,3 DL,Kenny Clark,20,2016,90,65,85,90,89,86,2.3,4 DL,Mike Daniels,27,2012,75,82,84,78,75,82,10.3,4 LB,Lerentee McCray,25,2013,61,66,74,73,79,58,0.8,1 LB,Jake Ryan,24,2015,78,58,78,83,75,71,0.7,4 LB,Carl Bradford,23,2014,83,69,95,79,65,72,0.5,1 LB,Sam Barrington,25,2013,66,70,94,87,79,69,0.6,4 LB,Julius Peppers,36,2002,90,94,90,80,78,85,8.7,3 LB,Clay Matthews,30,2009,82,90,88,100,95,98,13.2,5 LB,Nick Perry,26,2012,85,76,97,81,83,73,5.1,1 END_PLAYERS Minnesota Vikings,MIN QB,Teddy Bridgewater,23,2014,87,77,89,87,83,70,1.7,4 QB,Shaun Hill,36,2002,50,79,80,77,73,20,3.3,2 QB,Taylor Heinicke,23,2015,63,48,89,79,77,65,0.5,3 RB,Adrian Peterson,31,2007,95,91,87,104,100,102,14,3 RB,Matt Asiata,28,2011,60,80,95,90,77,40,0.8,1 RB,Zach Line,26,2013,61,51,92,83,83,54,1.7,1 RB,Jerick McKinnon,24,2014,82,64,85,51,93,87,0.7,4 WR,Charles Johnson,27,2013,71,71,90,83,91,69,0.5,3 WR,Jarius Wright,26,2012,80,76,94,83,91,86,3.7,4 WR,Adam Thielen,25,2013,62,71,90,80,88,64,0.6,1 WR,Stefon Diggs,22,2015,78,59,76,84,90,88,0.6,4 WR,Cordarrelle Patterson,25,2013,86,69,94,72,90,95,1.8,4 WR,Laquon Treadwell,21,2016,95,75,85,91,85,85,2.5,4 WR,Kyle Rudolph,26,2011,84,74,78,81,75,49,7.3,5 OL,TJ Clemmings,24,2015,83,45,92,84,85,78,0.7,4 OL,Andre Smith,29,2009,97,77,88,95,85,88,3.5,1 OL,Brandon Fusco,27,2011,74,75,84,89,80,85,4.9,5 OL,Alex Boone,29,2009,58,86,90,90,87,84,6.7,4 OL,Matt Kalil,26,2012,100,84,92,89,82,73,4.9,4 OL,John Sullivan,30,2008,66,93,94,87,90,78,5.6,3 OL,Austin Shepherd,24,2015,68,60,92,73,77,71,0.6,4 OL,Joe Berger,34,2005,63,77,90,85,84,79,1.1,2 K,Jeff Locke,26,2013,76,68,97,87,86,72,0.6,4 K,Blair Walsh,26,2012,70,78,95,104,94,70,3.3,4 S,Michael Griffin,31,2007,85,81,94,74,90,74,2.5,1 S,Andrew Sendejo,28,2010,59,72,90,78,88,81,4,4 S,Harrison Smith,27,2012,85,82,95,92,90,92,10.3,5 CB,Captain Munnerlyn,28,2009,67,84,91,90,92,65,3.8,3 CB,Jabari Price,23,2014,67,48,87,79,90,48,0.6,4 CB,Xavier Rhodes,26,2013,86,78,88,93,90,70,2,4 CB,Terence Newman,37,2003,91,91,88,83,85,65,2.5,1 CB,Melvin White,25,2013,62,69,92,80,83,58,0.6,1 CB,Marcus Sherels,28,2010,59,70,88,70,96,39,2,2 CB,Trae Waynes,23,2015,93,58,88,97,92,40,3.2,4 DL,Justin Trattou,27,2011,60,59,87,75,76,70,0.8,1 DL,Brian Robison,33,2007,75,87,94,82,60,65,5.6,4 DL,Zach Moore,25,2014,72,49,92,78,71,79,0.6,3 DL,Danielle Hunter,21,2015,83,47,90,77,58,65,0.7,4 DL,Bruce Gaston,24,2014,64,58,94,92,78,81,0.6,1 DL,Kenrick Ellis,28,2011,79,69,88,92,81,85,0.8,1 DL,Linval Joseph,27,2010,83,77,87,95,82,88,6.3,5 DL,Scott Crichton,24,2014,87,57,94,83,81,75,0.8,4 DL,Everson Griffen,28,2010,78,82,88,76,94,71,8.5,5 DL,Sharrif Floyd,24,2013,91,76,93,84,88,91,2,4 DL,Tom Johnson,31,2006,59,78,87,81,88,74,2.3,3 DL,Shamar Stephen,25,2014,72,62,90,85,76,85,0.6,4 LB,Eric Kendricks,24,2015,88,63,83,87,57,75,1.3,4 LB,Chad Greenway,33,2006,84,90,89,79,76,87,2.8,1 LB,Casey Matthews,27,2011,65,72,90,82,63,66,0.8,1 LB,Emmanuel Lamur,27,2012,60,72,88,74,63,73,2.8,2 LB,Audie Cole,27,2012,70,73,95,85,73,73,0.8,1 LB,Brandon Watts,25,2014,72,49,87,74,64,49,0.6,2 LB,Anthony Barr,24,2014,102,75,85,85,93,76,3.2,4 LB,Jason Trusnik,32,2007,65,74,88,77,71,76,0.9,1 LB,Travis Lewis,28,2012,70,70,87,80,60,68,0.8,1 LB,Edmond Robinson,24,2015,68,45,88,76,51,45,0.6,4 END_PLAYERS Dallas Cowboys,DAL QB,Tony Romo,36,2003,51,92,85,89,92,74,18,6 QB,Jameill Showers,24,2015,64,37,87,91,63,70,0.5,3 QB,Kellen Moore,26,2012,61,69,96,75,82,20,0.7,2 RB,Darren McFadden,28,2008,97,82,72,80,90,57,1.5,2 RB,Alfred Morris,27,2012,75,83,94,94,83,67,1.8,2 RB,Ezekiel Elliott,20,2016,105,85,90,87,93,85,6.2,4 RB,Lance Dunbar,26,2012,60,69,93,54,91,86,1.3,1 WR,Gavin Escobar,25,2013,86,64,95,83,76,76,1.1,4 WR,Terrance Williams,26,2013,86,78,92,88,87,71,0.7,4 WR,Cole Beasley,27,2012,60,77,91,86,87,82,3.4,4 WR,James Hanna,26,2012,70,70,90,71,89,73,2.8,3 WR,Jason Witten,34,2003,76,97,95,95,76,35,7.4,5 WR,Vince Mayle,25,2015,84,52,91,79,83,62,0.5,3 WR,Rodney Smith,26,2013,62,50,89,72,87,65,0.7,3 WR,Brice Butler,26,2013,71,70,88,77,92,63,0.6,4 WR,Devin Street,25,2014,77,65,90,82,87,59,0.6,4 WR,Dez Bryant,27,2010,88,90,88,108,94,92,14,5 OL,Tyron Smith,25,2011,99,84,87,88,96,94,12.2,8 OL,Jared Smith,26,2013,69,64,74,84,80,72,0.5,2 OL,Doug Free,32,2007,75,86,93,82,92,81,5,3 OL,Zack Martin,25,2014,92,75,97,89,89,96,2.2,4 OL,Bryan Witzmann,26,2014,63,62,94,80,81,71,0.5,1 OL,La'el Collins,22,2015,63,50,92,83,88,76,0.5,3 OL,Joe Looney,25,2012,81,68,85,82,79,68,0.8,2 OL,Travis Frederick,25,2013,86,84,91,90,99,84,1.7,4 K,Dan Bailey,28,2011,59,84,88,103,106,69,3.2,7 K,Chris Jones,25,2013,72,75,92,92,89,82,0.6,4 S,Barry Church,28,2010,58,81,97,71,87,92,2.2,4 S,Danny McCray,28,2010,65,69,89,74,85,73,0.8,1 S,Jeff Heath,25,2013,61,58,91,75,88,65,1.9,4 S,JJ Wilcox,27,2013,81,67,90,76,91,87,0.7,4 CB,Byron Jones,23,2015,88,56,86,85,94,60,2.2,4 CB,Brandon Carr,30,2008,71,83,97,79,92,50,10,5 CB,Morris Claiborne,26,2012,100,69,88,75,89,44,3,1 CB,Isaiah Frey,26,2012,72,67,92,81,89,73,0.6,1 CB,Orlando Scandrick,29,2008,71,84,94,97,92,62,3.8,5 DL,Tyrone Crawford,26,2012,81,73,87,81,89,82,9,5 DL,Jack Crawford,27,2012,75,67,84,69,82,76,1.1,1 DL,Ryan Russell,24,2015,78,49,83,77,80,64,0.6,4 DL,Terrell McClain,27,2011,84,74,87,92,81,82,1,3 DL,DeMarcus Lawrence,24,2014,88,61,92,76,88,68,1.4,4 DL,Randy Gregory,23,2015,88,45,82,73,71,66,1,4 DL,Greg Hardy,27,2010,65,80,83,86,94,82,11.3,1 DL,Cedric Thornton,28,2011,60,79,90,88,79,88,4.3,4 DL,Casey Walker,26,2013,63,54,88,85,78,72,0.5,3 DL,Nick Hayden,30,2008,65,82,90,84,71,73,0.8,1 DL,Lawrence Okoye,24,2013,63,33,90,85,81,61,0.5,1 DL,Benson Mayowa,24,2013,61,63,88,70,64,49,2.8,3 DL,Jeremy Mincey,32,2007,65,83,91,86,84,78,1.5,2 LB,Rolando McClain,26,2010,100,86,89,92,80,85,4,1 LB,Anthony Hitchens,24,2014,82,74,94,84,73,76,0.7,4 LB,Mark Nzeocha,26,2015,68,45,76,81,56,42,0.6,4 LB,Brandon Hepburn,26,2013,69,66,91,82,62,72,0.5,1 LB,Damien Wilson,23,2015,78,59,88,81,65,70,0.7,4 LB,Kyle Wilber,27,2012,80,74,88,84,66,73,1.6,2 LB,Andrew Gachkar,27,2011,65,77,85,82,79,76,1.8,2 LB,Sean Lee,29,2010,83,87,73,92,93,95,7,6 END_PLAYERS New York Giants,NYG QB,BJ Daniels,26,2013,67,45,85,84,71,64,0.6,2 QB,Ryan Nassib,26,2013,82,52,95,88,85,37,0.7,4 QB,Eli Manning,35,2004,92,90,98,89,87,30,21,4 RB,Orleans Darkwa,24,2014,63,62,85,85,90,57,0.6,1 RB,Nikita Whitlock,25,2014,64,49,92,75,78,42,0.5,2 RB,Rashad Jennings,31,2009,63,81,94,90,84,59,2.5,4 RB,Shane Vereen,27,2011,85,79,87,53,87,84,4.1,3 RB,Will Johnson,27,2012,59,72,93,71,79,58,1.2,2 RB,Andre Williams,23,2014,83,70,82,88,86,67,0.7,4 RB,Bobby Rainey,28,2012,59,72,93,59,87,83,0.8,1 WR,Larry Donnell,27,2012,62,74,92,82,73,49,1.7,1 WR,Myles White,26,2013,62,57,91,76,90,85,0.6,1 WR,Geremy Davis,24,2015,74,43,83,84,89,64,0.6,4 WR,Odell Beckham JR,23,2014,92,82,94,97,92,94,2.6,4 WR,Victor Cruz,29,2010,59,84,85,87,88,91,8.6,5 WR,Dwayne Harris,28,2011,69,77,88,83,86,88,3.5,5 WR,Hakeem Nicks,28,2009,65,81,79,85,85,61,0.7,1 WR,Tavarres King,25,2013,77,58,87,73,89,88,0.6,2 OL,Byron Stingily,27,2011,69,69,92,82,77,79,0.8,1 OL,Dallas Reynolds,32,2009,65,71,90,88,80,69,0.7,1 OL,Justin Pugh,25,2013,91,74,90,83,78,83,2.1,4 OL,Weston Richburg,24,2014,87,72,92,85,75,82,1.2,4 OL,John Jerry,30,2010,84,77,79,90,79,77,1.7,2 OL,Ereck Flowers,22,2015,103,57,85,95,86,82,3.6,4 OL,Adam Gettis,27,2012,78,57,77,78,81,73,0.7,1 OL,Dillon Farrell,25,2014,62,58,92,84,80,73,0.5,1 OL,Ryan Seymour,26,2013,72,64,92,83,80,70,0.6,1 OL,Bobby Hart,21,2015,68,59,93,84,81,69,0.6,4 OL,Brandon Mosley,27,2012,65,56,88,93,82,71,0.6,4 OL,Shane McDermott,24,2015,64,64,90,82,70,76,0.5,2 OL,Marshall Newhouse,27,2010,74,78,91,88,81,76,1.5,2 K,Josh Brown,37,2003,62,84,90,89,92,64,2,2 K,Brad Wing,25,2013,63,67,84,89,84,73,0.6,1 S,Cooper Taylor,26,2013,77,50,99,75,88,73,0.6,2 S,Craig Dahl,30,2007,65,74,90,69,88,75,0.9,1 S,Landon Collins,22,2015,90,52,87,64,90,90,1.5,4 S,Nat Berhe,24,2014,77,44,92,71,90,80,0.6,4 S,Mykkele Thompson,23,2015,79,42,91,72,92,63,0.6,4 CB,Trevin Wade,26,2012,66,47,87,73,88,44,0.6,2 CB,Dominique Rodgers-Cromartie,30,2008,87,89,90,86,95,50,7,5 CB,Trumaine McBride,30,2007,65,75,89,79,89,52,1.4,2 CB,Leon McFadden,25,2013,86,60,90,79,91,33,0.7,2 CB,Jayron Hosley,25,2012,65,66,88,81,92,32,0.7,4 CB,Janoris Jenkins,27,2012,84,75,89,82,92,50,12.5,5 CB,Tramain Jacobs,24,2014,62,48,90,74,90,49,0.6,2 CB,Eli Apple,20,2016,95,65,85,84,94,70,3.8,4 CB,Bennett Jackson,24,2014,73,42,95,81,90,60,0.5,1 DL,Johnathan Hankins,24,2013,87,78,92,93,89,94,1,4 DL,Stansly Maponga,25,2013,76,67,83,78,63,55,0.6,2 DL,Olivier Vernon,25,2012,85,75,90,93,89,74,17,5 DL,Jay Bromley,24,2014,87,54,95,84,84,81,0.8,4 DL,Kerry Wynn,25,2014,63,55,94,86,76,77,0.5,3 DL,Owamagbe Odighizuwa,24,2015,89,49,74,79,82,75,0.8,4 DL,Jason Pierre-Paul,27,2010,89,85,93,85,58,81,10,1 DL,Damon Harrison,27,2012,59,83,90,92,85,97,9.3,5 DL,Cullen Jenkins,35,2003,65,86,91,87,82,75,2.7,3 DL,Montori Hughes,25,2013,76,65,94,84,81,80,0.6,2 DL,George Selvie,29,2010,65,76,86,64,71,64,1,1 LB,Mark Herzlich,28,2011,60,77,80,90,55,85,1.3,2 LB,Devon Kennard,24,2014,78,74,80,83,88,74,0.6,4 LB,Jasper Brinkley,30,2009,72,80,83,91,74,78,1.8,1 LB,JT Thomas,27,2011,70,74,81,77,57,76,3.3,3 LB,Kelvin Sheppard,28,2011,84,74,95,82,66,71,0.8,1 LB,Jonathan Casillas,29,2009,57,75,77,76,53,79,2.7,3 LB,Keenan Robinson,26,2012,79,76,85,87,64,74,2.6,1 END_PLAYERS Philadelphia Eagles,PHI QB,Sam Bradford,28,2010,98,76,71,87,75,29,17.5,2 QB,Chase Daniel,29,2009,57,70,90,82,71,50,7,3 QB,Carson Wentz,23,2016,105,75,85,93,89,83,6.7,4 RB,Trey Burton,24,2014,62,55,95,57,86,83,0.5,3 RB,Kenjon Barner,27,2013,72,49,90,46,87,92,0.6,2 RB,Darren Sproles,33,2005,68,87,87,40,87,88,3.5,3 RB,Ryan Mathews,29,2010,98,79,79,86,90,77,3.7,3 WR,Trey Burton,24,2014,62,55,95,75,86,83,0.5,3 WR,Brent Celek,31,2007,70,85,90,73,74,60,4.3,3 WR,Seyi Ajirotutu,29,2010,65,67,92,77,82,55,0.8,1 WR,Chris Givens,26,2012,80,69,86,72,92,85,0.8,1 WR,Josh Huff,24,2014,82,66,87,80,88,84,0.7,4 WR,Nelson Agholor,23,2015,93,51,90,87,92,85,2.3,4 WR,Rueben Randle,25,2012,85,78,94,87,89,66,1,1 WR,TJ Graham,26,2012,86,70,92,74,90,76,0.7,1 WR,Jordan Matthews,23,2014,87,75,95,88,90,65,1.2,4 OL,Matt Tobin,26,2013,61,70,92,79,81,71,0.8,2 OL,Barrett Jones,26,2013,82,67,80,79,78,85,0.6,2 OL,Dennis Kelly,26,2012,75,68,92,86,70,79,0.9,1 OL,Allen Barbre,32,2007,76,76,88,84,83,75,1.5,3 OL,Brandon Brooks,26,2012,80,79,77,95,97,78,8,5 OL,Jason Kelce,28,2011,69,86,90,81,94,78,6.3,6 OL,Stefen Wisniewski,27,2011,84,82,94,85,88,74,1.5,1 OL,Andrew Gardner,30,2009,68,73,92,87,86,70,1.5,3 OL,Lane Johnson,26,2013,101,69,93,86,92,87,11.3,5 OL,Jason Peters,34,2004,52,87,76,98,96,97,10.3,4 K,Donnie Jones,35,2004,62,80,87,85,91,75,1.8,3 K,Caleb Sturgis,26,2013,76,74,85,93,84,75,0.6,2 K,Cody Parkey,24,2014,62,69,92,94,91,71,0.5,3 S,Chris Maragos,29,2010,58,75,90,69,90,81,1.4,3 S,Rodney McLeod,25,2012,60,74,92,83,90,75,7,5 S,Malcolm Jenkins,28,2009,87,83,96,87,92,76,8.8,4 S,Ed Reynolds,24,2014,78,49,85,76,90,79,0.5,2 CB,Randall Evans,24,2015,74,53,90,76,90,51,0.5,2 CB,Nolan Carroll,29,2010,73,72,84,75,90,55,2.4,1 CB,JaCorey Shepherd,23,2015,73,49,84,76,88,33,0.6,4 CB,Jaylen Watkins,23,2014,83,48,93,84,93,62,0.6,2 CB,Ron Brooks,27,2012,80,58,87,70,90,60,1.8,3 CB,Leodis McKelvin,30,2008,86,81,89,83,94,45,3.1,2 CB,Eric Rowe,23,2015,88,54,84,81,91,67,1.2,4 DL,Mike Martin,25,2012,80,70,87,84,83,69,0.6,1 DL,Fletcher Cox,25,2012,90,82,93,85,88,87,17.1,6 DL,Taylor Hart,25,2014,77,55,92,76,77,83,0.6,4 DL,Bennie Logan,26,2013,86,77,92,88,77,87,0.8,4 DL,Beau Allen,24,2014,72,61,93,87,74,83,0.6,4 DL,Vinny Curry,27,2012,85,73,90,77,80,69,9.5,5 DL,Steven Means,26,2013,78,50,93,69,82,83,0.6,3 LB,Brandon Graham,28,2010,88,80,78,86,93,81,6.5,4 LB,Nigel Bradham,26,2012,80,77,96,87,77,76,3.5,2 LB,Mychal Kendricks,25,2012,85,86,87,90,85,85,7.3,4 LB,Marcus Smith,24,2014,87,61,89,84,86,62,1.9,4 LB,Connor Barwin,29,2009,82,86,94,79,95,87,6,6 LB,Jordan Hicks,24,2015,83,60,74,81,64,58,0.7,4 LB,Bryan Braman,29,2011,59,75,88,78,79,70,1,2 LB,Najee Goode,27,2012,75,66,88,74,70,61,0.8,1 END_PLAYERS Washington Redskins,WAS QB,Kirk Cousins,27,2012,80,66,88,84,71,30,20,1 QB,Colt McCoy,29,2010,78,69,88,81,74,60,3,3 RB,Chris Thompson,25,2013,77,59,70,36,90,81,0.7,1 RB,Silas Redd,24,2014,62,55,82,79,82,73,0.5,3 RB,Darrel Young,29,2009,55,78,90,84,82,45,1.3,3 RB,Matt Jones,23,2015,83,56,76,90,85,60,0.7,4 WR,Jamison Crowder,23,2015,84,63,91,82,90,85,0.7,4 WR,Josh Doctson,23,2016,95,75,85,85,92,85,2.5,4 WR,Ryan Grant,25,2014,77,65,87,84,87,71,0.6,4 WR,Pierre Garcon,29,2008,66,85,90,86,87,85,8.5,5 WR,DeSean Jackson,29,2008,81,88,86,92,112,97,6,4 WR,Jordan Reed,25,2013,81,75,84,96,80,78,9.4,5 WR,Niles Paul,26,2011,74,69,93,77,88,60,2,3 OL,Austin Reiter,24,2015,74,56,91,77,77,72,0.5,2 OL,Trent Williams,27,2010,98,84,93,92,85,92,13.6,5 OL,Arie Kouandjio,24,2015,83,52,73,84,81,72,0.7,4 OL,Morgan Moses,25,2014,87,60,85,89,79,84,0.8,4 OL,Shawn Lauvao,28,2010,78,82,88,86,80,83,4.3,4 OL,Al Bond,24,2015,64,60,92,80,84,67,0.5,1 OL,Spencer Long,25,2014,82,54,78,88,83,78,0.7,4 OL,Kory Lichtensteiger,31,2008,77,88,81,82,89,86,3.5,5 OL,Brandon Scherff,24,2015,103,64,85,83,89,80,5.3,4 OL,Josh LeRibeus,26,2012,85,62,87,88,83,76,0.9,1 OL,Ty Nsekhe,30,2012,63,66,85,85,79,71,0.6,2 K,Dustin Hopkins,25,2013,72,61,87,93,81,74,0.6,3 K,Tress Way,26,2013,62,76,92,97,91,67,1.5,5 S,Kyshoen Jarrett,23,2015,73,38,82,62,90,83,0.6,4 S,Duke Ihenacho,27,2012,61,72,89,68,88,85,0.7,1 CB,DeAngelo Hall,32,2004,92,74,80,86,87,50,4.3,4 CB,Will Blackmon,31,2006,75,77,79,78,86,30,1,2 CB,Jeremy Harris,25,2013,72,63,93,75,88,50,0.5,3 CB,Cary Williams,31,2008,65,82,90,87,92,45,0.9,1 CB,Josh Norman,28,2012,75,82,97,104,91,63,15,5 CB,Greg Toler,31,2009,72,79,87,86,88,45,0.8,1 CB,Bashaud Breeland,24,2014,82,64,89,73,89,55,0.7,4 DL,Stephen Paea,28,2011,84,80,85,98,89,83,5.3,4 DL,Kendall Reyes,26,2012,85,74,90,89,77,79,2.5,1 DL,Chris Baker,28,2009,60,74,88,87,83,77,3,3 DL,Kedric Golston,33,2006,64,74,83,85,77,77,1,1 DL,Ricky Jean-Francois,29,2009,62,77,82,83,79,85,3,3 DL,Jerrell Powe,29,2011,71,72,88,92,81,85,0.8,1 DL,Lynden Trail,25,2015,64,39,94,71,68,44,0.5,2 LB,Will Compton,26,2013,62,69,91,80,72,69,0.6,1 LB,Ryan Kerrigan,27,2011,89,87,92,83,97,88,11.5,5 LB,Preston Smith,23,2015,88,55,93,79,85,67,1.4,4 LB,Martrell Spaight,22,2015,78,51,88,85,66,52,0.6,4 LB,Adam Hayward,31,2007,65,75,90,79,51,74,1,3 LB,Junior Galette,28,2010,58,90,92,79,87,87,1.6,1 LB,Trent Murphy,25,2014,87,72,90,88,84,74,1.1,4 LB,Terence Garvin,25,2013,61,62,92,78,64,65,0.8,1 LB,Mason Foster,27,2011,79,80,87,84,72,81,1.3,2 END_PLAYERS Atlanta Falcons,ATL QB,Matt Simms,27,2012,61,45,85,86,72,25,0.6,2 QB,Sean Renfree,26,2013,66,57,85,84,83,20,0.6,4 QB,Matt Ryan,31,2008,96,88,95,89,88,20,20.8,5 QB,Matt Schaub,34,2004,72,82,80,81,74,20,2.8,1 RB,Tevin Coleman,23,2015,88,53,82,85,93,70,0.8,4 RB,Devonta Freeman,24,2014,82,68,94,66,86,77,0.7,4 RB,Patrick DiMarco,27,2011,60,77,92,73,73,64,0.7,2 RB,Gus Johnson,22,2015,64,50,85,75,85,70,0.5,2 WR,Julio Jones,27,2011,99,82,83,104,102,87,14.3,5 WR,Aldrick Robinson,27,2011,71,71,90,74,91,88,0.7,1 WR,Justin Hardy,24,2015,83,57,92,87,87,81,0.7,4 WR,CJ Goodwin,26,2014,64,41,91,68,91,64,0.5,2 WR,Devin Hester,33,2006,79,81,89,74,91,94,3,3 WR,Eric Weems,30,2007,55,78,85,76,84,93,1.1,2 WR,Jacob Tamme,31,2008,71,80,88,81,82,47,1.6,2 WR,Mohamed Sanu,26,2012,80,75,92,75,86,73,6.5,5 OL,Chris Chester,33,2006,79,81,85,82,76,86,2.4,1 OL,Ryan Schraeder,28,2013,61,73,92,83,79,91,2.6,1 OL,Alex Mack,30,2009,87,85,98,91,92,86,9,5 OL,Jake Matthews,24,2014,102,75,98,85,80,82,4.1,4 OL,Ben Garland,28,2010,62,61,92,77,79,76,0.6,2 OL,Andy Levitre,30,2009,82,88,95,85,85,76,7.8,6 OL,Bryce Harris,27,2012,60,66,93,82,79,74,0.8,1 OL,James Stone,24,2014,62,72,91,79,74,73,0.5,3 OL,Tom Compton,27,2012,71,69,94,90,85,70,0.8,1 K,Matt Bosher,28,2011,69,83,92,92,97,76,2.5,5 K,Matt Bryant,41,2002,50,88,80,90,94,56,2.8,3 S,Akeem King,23,2015,68,45,92,70,89,65,0.5,2 S,Kemal Ishmael,25,2013,66,68,90,75,91,79,0.6,4 S,Keanu Neal,20,2016,95,65,85,79,90,87,2.7,4 S,Charles Godfrey,30,2008,81,73,94,72,92,69,1,1 CB,Ricardo Allen,24,2014,78,51,93,77,89,55,0.5,1 CB,DeMarcus Van dyke,27,2011,81,59,87,68,93,39,0.7,1 CB,Jalen Collins,23,2015,88,44,85,78,88,40,1.4,4 CB,Desmond Trufant,25,2013,91,79,96,94,93,42,2,4 CB,Robert Alford,27,2013,86,69,80,75,92,47,0.9,4 DL,Vic Beasley,23,2015,103,55,90,87,76,63,3.6,4 DL,Jonathan Babineaux,34,2005,78,87,88,87,65,75,3,3 DL,Adrian Clayborn,28,2011,89,71,87,87,81,81,4.3,2 DL,Ra'Shede Hageman,25,2014,87,53,94,92,83,83,1.3,4 DL,Malliciah Goodman,26,2013,76,69,95,84,76,74,0.6,4 DL,Kroy Biermann,30,2008,65,75,88,79,57,75,1.9,1 DL,Grady Jarrett,23,2015,78,51,84,89,79,64,0.6,4 DL,Tyson Jackson,30,2009,97,85,95,87,72,84,5,5 DL,Derrick Shelby,27,2012,60,68,90,76,83,73,4.5,4 LB,Courtney Upshaw,26,2012,85,77,98,88,86,76,1.3,1 LB,Tyler Starr,25,2014,67,39,94,72,63,69,0.6,2 LB,LaRoy Reynolds,25,2013,61,67,88,78,70,66,0.7,1 LB,Sean Weatherspoon,28,2010,89,81,85,76,87,77,1.5,1 LB,Brooks Reed,29,2011,84,80,93,86,85,80,4.4,5 LB,Paul Worrilow,26,2013,61,81,91,88,69,80,2.6,1 LB,Philip Wheeler,31,2008,76,85,92,82,82,80,1,1 LB,O'Brien Schofield,29,2010,65,76,78,79,65,70,1.7,1 END_PLAYERS Carolina Panthers,CAR QB,Derek Anderson,33,2005,63,73,90,92,72,20,2.4,2 QB,Joe Webb,29,2010,68,66,88,89,66,77,0.9,2 QB,Cam Newton,27,2011,99,83,96,107,97,94,20.8,5 RB,Mike Tolbert,30,2008,56,86,90,85,76,55,1.7,2 RB,Cameron Artis-Payne,25,2015,78,44,90,78,88,70,0.6,4 RB,Fozzy Whittaker,27,2012,61,66,80,56,87,72,0.7,2 RB,Jonathan Stewart,29,2008,86,79,75,70,86,96,7.3,5 WR,Corey Brown,24,2014,62,71,93,79,88,87,0.5,3 WR,Laron Byrd,26,2012,62,52,88,72,89,62,0.5,1 WR,Ted Ginn Jr,31,2007,95,80,90,76,88,90,2.1,2 WR,Kelvin Benjamin,25,2014,87,78,90,91,85,65,1.9,4 WR,Devin Funchess,22,2015,88,58,88,80,89,76,1.4,4 WR,Stephen Hill,25,2012,86,61,85,64,92,62,0.6,1 WR,Tobais Palmer,26,2013,64,60,88,69,91,78,0.5,1 WR,Brenton Bersin,26,2012,62,64,90,78,84,62,0.6,1 WR,Cobi Hamilton,25,2013,74,57,93,80,86,85,0.5,1 WR,Greg Olsen,31,2007,80,89,93,89,83,67,7.5,3 OL,Michael Oher,30,2009,87,81,97,95,75,78,3.5,2 OL,Andrew Norwell,24,2014,62,72,92,81,88,84,0.5,3 OL,Tyler Larsen,24,2014,64,58,96,93,75,77,0.5,2 OL,Tyronne Green,30,2009,65,69,88,84,80,73,0.7,1 OL,Chris Scott,28,2010,75,72,74,92,75,77,0.8,1 OL,Reese Dismukes,23,2015,64,63,85,80,78,72,0.5,1 OL,Daryl Williams,23,2015,83,56,89,87,85,73,0.7,4 OL,Trai Turner,23,2014,82,73,92,88,83,88,0.7,4 OL,Mike Remmers,27,2012,61,72,89,79,78,88,2.6,1 OL,David Yankey,24,2014,78,62,90,84,85,73,0.5,1 OL,Donald Hawkins,24,2014,63,55,90,81,75,80,0.5,3 OL,Gino Gradkowski,27,2012,80,74,93,84,78,71,1.1,3 OL,Amini Silatolu,27,2012,65,71,85,87,83,72,1.2,4 OL,Ryan Kalil,31,2007,80,90,92,88,95,75,8.4,2 K,Graham Gano,29,2009,58,81,90,98,89,77,3.1,4 K,Mike Scifres,35,2003,67,87,76,87,91,62,0.5,1 S,Tre Boston,23,2014,77,71,92,83,88,86,0.7,4 S,Dean Marlowe,23,2015,63,40,94,70,88,75,0.5,3 S,Trenton Robinson,26,2012,70,62,84,75,92,65,0.8,1 S,Colin Jones,28,2011,69,69,88,69,95,70,0.9,2 S,Kurt Coleman,27,2010,63,78,88,81,90,67,1.4,2 CB,Bene Benwikere,24,2014,65,77,93,91,86,45,0.6,4 CB,Teddy Williams,27,2010,60,54,80,67,93,15,0.9,2 CB,Charles Tillman,35,2003,65,89,76,84,85,77,2,1 CB,Robert McClain,27,2010,65,70,90,74,86,54,0.8,2 DL,Paul Soliai,32,2007,75,86,87,93,72,83,3.5,2 DL,Vernon Butler,22,2016,90,65,85,90,92,91,2.1,4 DL,Robert Thomas,25,2014,64,53,84,94,74,76,0.5,2 DL,Wes Horton,26,2013,61,72,88,76,81,73,0.7,1 DL,Matthew Masifilo,26,2012,63,67,92,93,45,45,0.6,1 DL,Mario Addison,28,2011,59,73,90,73,69,70,1.3,2 DL,Kawann Short,27,2013,86,73,95,86,87,80,1.2,4 DL,Larry Webster,26,2014,78,51,88,67,65,67,0.5,1 DL,Star Lotulelei,26,2013,91,77,88,96,86,92,2.4,4 DL,Kyle Love,29,2010,60,74,84,84,75,77,0.8,1 DL,Frank Alexander,26,2012,65,63,78,74,63,66,0.6,4 DL,Charles Johnson,29,2007,71,88,92,93,93,67,3,1 DL,Kony Ealy,24,2014,87,62,92,79,84,68,0.9,4 LB,AJ Klein,24,2013,76,72,91,82,72,75,0.6,4 LB,Thomas Davis,33,2005,83,89,79,102,92,100,9,2 LB,Luke Kuechly,25,2012,100,96,97,108,88,108,12.4,5 LB,Shaq Thompson,22,2015,88,56,93,87,64,72,2.2,4 LB,Ben Jacobs,28,2011,61,70,95,78,74,69,0.7,1 LB,David Mayo,22,2015,78,52,78,85,61,64,0.6,4 END_PLAYERS New Orleans Saints,NO QB,Drew Brees,37,2001,74,97,96,97,101,20,20,5 QB,Garrett Grayson,25,2015,83,54,83,89,75,38,0.9,4 QB,Luke McCown,34,2004,72,76,82,83,73,40,1.5,2 RB,CJ Spiller,28,2010,98,81,82,55,93,88,4,4 RB,Marcus Murphy,24,2015,68,48,77,37,86,86,0.6,4 RB,Mark Ingram,26,2011,84,79,83,87,85,69,4,4 RB,Tim Hightower,30,2008,74,79,85,85,82,55,0.8,1 RB,Travaris Cadet,27,2012,60,67,83,65,82,81,0.8,1 WR,Coby Fleener,27,2012,85,73,85,86,87,65,7.2,5 WR,Vincent Brown,27,2011,80,76,87,78,84,72,0.5,1 WR,Brandin Cooks,22,2014,92,75,92,87,95,92,2.1,4 WR,Michael Hoomanawanui,27,2010,73,77,79,75,77,35,1.7,3 WR,Josh Hill,26,2013,61,69,89,80,82,55,2.4,3 WR,Brandon Coleman,23,2014,63,46,88,82,86,63,0.5,3 OL,Tim Lelito,26,2013,61,75,96,89,85,80,1.7,1 OL,Mike McGlynn,31,2008,65,81,93,87,71,77,0.9,1 OL,Max Unger,30,2009,82,91,89,85,95,84,6.5,4 OL,Terron Armstead,24,2013,81,73,92,83,88,86,16.3,4 OL,Andrus Peat,22,2015,93,65,90,86,82,88,2.8,4 OL,Zach Strief,32,2006,64,88,91,90,82,91,4,5 OL,Senio Kelemete,26,2012,76,69,84,86,78,70,1.4,2 K,Kai Forbath,28,2011,60,73,87,86,90,66,0.8,1 K,Thomas Morstead,30,2009,72,86,95,95,91,76,3.6,6 K,Connor Barth,30,2008,57,74,84,88,93,65,0.5,1 S,Jamarca Sanford,30,2009,62,73,92,71,91,87,1,1 S,Roman Harper,33,2006,80,78,94,63,85,87,1.1,1 S,Kenny Vaccaro,25,2013,91,67,92,90,89,90,2.4,4 S,Jairus Byrd,29,2009,82,84,84,95,89,58,9,6 CB,Brandon Dixon,26,2014,73,50,90,76,90,49,0.5,1 CB,Kyle Wilson,29,2010,83,73,96,74,90,49,0.8,1 CB,Brian Dixon,26,2014,62,62,93,77,89,75,0.5,3 CB,PJ Williams,23,2015,83,51,90,82,95,74,0.8,4 CB,Keenan Lewis,30,2009,77,77,93,74,89,71,5.1,5 CB,Damian Swann,23,2015,78,55,87,78,89,55,0.6,4 CB,Tony Carter,30,2009,59,73,88,80,89,41,0.9,1 DL,Sheldon Rankins,22,2016,95,65,85,92,83,89,3.2,4 DL,Tyeler Davison,23,2015,78,49,88,91,77,85,0.6,4 DL,Nick Fairley,28,2011,89,72,87,90,92,86,3,1 DL,John Jenkins,26,2013,81,71,88,92,76,87,0.7,4 DL,Obum Gwacham,25,2015,73,38,87,74,60,59,0.6,4 DL,Kevin Williams,35,2003,65,93,88,85,78,74,1.5,1 DL,Cameron Jordan,26,2011,89,83,95,90,83,85,11,5 DL,Lawrence Virgil,25,2014,65,49,94,94,81,71,0.5,2 LB,Michael Mauti,26,2013,71,63,72,85,53,73,0.6,4 LB,Anthony Spencer,32,2007,65,80,83,72,65,80,1,1 LB,Stephone Anthony,23,2015,88,67,90,85,76,64,1.9,4 LB,James Laurinaitis,29,2009,82,87,98,78,64,97,2.8,3 LB,Nathan Stupar,28,2012,66,73,92,79,61,77,1.7,3 LB,Tony Steward,23,2015,73,49,74,78,53,70,0.5,1 LB,Craig Robertson,28,2011,60,80,87,86,75,80,1.7,3 LB,Davis Tull,24,2015,78,42,68,78,66,61,0.6,4 LB,Hau'oli Kikaha,23,2015,88,60,78,72,87,55,1.3,4 LB,Kasim Edebali,26,2014,62,64,91,71,80,65,0.5,3 LB,Dannell Ellerbe,30,2009,57,82,85,74,67,82,2.5,2 END_PLAYERS Tampa Bay Buccaneers,TB QB,Jameis Winston,22,2015,103,69,97,95,75,65,6.3,4 QB,Mike Glennon,26,2013,86,69,96,93,73,20,0.8,4 RB,Mike James,25,2013,71,65,85,76,87,64,0.6,2 RB,Doug Martin,27,2012,85,75,88,67,88,74,7.2,5 RB,Storm Johnson,23,2014,73,62,93,83,85,53,0.6,2 RB,Charles Sims,25,2014,87,65,84,64,89,77,0.8,4 WR,Freddie Martino,24,2014,64,50,90,77,89,79,0.5,1 WR,Mike Evans,22,2014,102,74,96,102,87,74,3.7,4 WR,Louis Murphy Jr,29,2009,65,78,78,77,91,87,1.6,3 WR,Kenny Bell,24,2015,78,58,86,76,93,73,0.6,4 WR,Austin Seferian-Jenkins,23,2014,87,48,83,80,86,58,1.3,4 WR,Luke Stocker,27,2011,79,72,83,66,80,44,1.6,3 WR,Vincent Jackson,33,2005,78,90,88,91,84,48,11.1,5 WR,Russell Shepard,25,2013,61,49,93,79,89,72,1.7,1 WR,Bernard Reedy,24,2014,64,61,90,80,88,81,0.5,2 WR,Evan Spencer,23,2015,74,52,91,74,91,63,0.5,2 OL,Demar Dotson,30,2009,57,82,92,87,79,91,1.5,3 OL,Kevin Pamphile,25,2014,77,65,93,82,85,74,0.6,4 OL,Evan Smith,29,2009,58,82,88,86,87,76,3.6,4 OL,Donovan Smith,22,2015,88,55,87,87,84,79,1.5,4 OL,Joe Hawley,27,2010,78,74,90,83,78,81,1.7,2 OL,Josh Allen,24,2014,64,50,90,89,78,74,0.6,2 OL,Andre Davis,22,2015,64,45,93,82,71,82,0.5,2 OL,Ali Marpet,23,2015,88,49,90,86,82,76,0.9,4 OL,Gosder Cherilus,31,2008,86,87,87,88,82,73,3.5,2 OL,JR Sweezy,27,2012,65,77,82,84,87,72,6.5,5 K,Bryan Anger,27,2012,85,78,97,95,92,72,1.8,1 K,Roberto Aguayo,22,2016,90,65,85,95,95,75,1,4 S,Major Wright,27,2010,78,71,95,71,90,87,1.5,2 S,Bradley McDougald,25,2013,65,72,89,80,84,59,2.6,1 S,Gerod Holliman,22,2015,65,42,86,82,90,62,0.5,2 S,Keith Tandy,27,2012,75,61,93,79,93,70,0.9,2 CB,Johnthan Banks,26,2013,86,75,97,84,88,63,1.2,4 CB,Mike Jenkins,31,2008,65,75,92,74,92,44,0.8,1 CB,Brent Grimes,32,2006,55,91,90,85,91,47,6.8,2 CB,Alterraun Verner,27,2010,78,89,91,93,89,42,6.4,4 CB,Vernon Hargreaves III,21,2016,95,65,85,87,95,70,3.5,4 DL,Cliff Matthews,26,2011,65,60,84,76,74,67,0.8,2 DL,George Johnson,28,2010,60,74,82,67,74,64,2.3,3 DL,Akeem Spence,24,2013,81,70,95,90,67,74,0.7,4 DL,William Gholston,24,2013,76,66,87,77,82,76,0.6,4 DL,Robert Ayers,30,2009,87,74,87,79,89,70,6.5,3 DL,Tony McDaniel,31,2006,65,82,88,88,81,78,1.5,1 DL,AJ Francis,26,2013,62,49,90,79,73,87,0.6,1 DL,Jacquies Smith,26,2012,62,69,84,69,69,64,0.6,1 DL,Henry Melton,29,2010,65,83,74,83,86,69,3.8,1 DL,Larry English,30,2009,65,71,79,72,62,70,0.9,1 DL,Clinton McDonald,29,2009,63,78,86,83,84,75,3,4 DL,Gerald McCoy,28,2010,98,80,78,102,98,87,15.9,6 DL,TJ Fatinikun,24,2014,65,63,82,74,67,65,0.5,2 LB,Kwon Alexander,21,2015,83,42,84,77,68,40,0.7,4 LB,Danny Lansanah,30,2008,65,78,90,86,72,79,0.7,1 LB,Daryl Smith,34,2004,77,95,88,92,78,95,2.5,1 LB,Jeremiah George,24,2014,77,56,92,84,68,70,0.6,1 LB,Adarius Glanton,25,2014,63,54,90,79,64,56,0.6,2 LB,Kourtnei Brown,28,2012,63,55,83,79,77,65,0.5,2 LB,Lavonte David,26,2012,85,88,97,107,95,105,10.1,5 END_PLAYERS Arizona Cardinals,ARZ QB,Matt Barkley,25,2013,81,54,87,84,75,37,0.7,4 QB,Drew Stanton,32,2007,80,69,86,89,72,30,3.3,2 QB,Carson Palmer,36,2003,91,86,74,88,83,20,16.5,3 RB,Stepfan Taylor,25,2013,76,67,97,86,79,65,0.6,4 RB,Chris Johnson,30,2008,86,80,80,70,95,85,1.5,1 RB,Kerwynn Williams,25,2013,67,58,91,54,88,88,0.6,2 RB,Andre Ellington,27,2013,71,75,76,59,90,72,0.6,4 WR,JJ Nelson,24,2015,78,51,78,77,96,77,0.6,4 WR,John Brown,26,2014,82,75,87,87,94,90,0.7,4 WR,Larry Fitzgerald,32,2004,92,95,94,93,82,54,11,2 WR,Darren Fells,30,2013,62,61,90,76,73,50,0.6,1 WR,Brittan Golden,27,2012,62,55,92,77,88,82,0.5,3 WR,Jaron Brown,26,2013,61,67,90,80,91,72,1.7,1 WR,Michael Floyd,26,2012,90,79,89,90,88,65,2.5,4 OL,Jared Veldheer,29,2010,83,85,95,97,87,94,7,5 OL,Mike Iupati,29,2010,88,83,90,97,97,74,8,5 OL,AQ Shipley,30,2009,65,77,87,87,86,78,0.8,2 OL,Taylor Boggs,29,2011,60,70,85,86,78,71,0.7,1 OL,Earl Watford,25,2013,81,63,95,85,81,73,0.6,4 OL,DJ Humphries,22,2015,93,53,82,88,79,87,2.2,4 OL,Antoine McClain,26,2012,63,62,85,81,77,72,0.5,1 K,Drew Butler,27,2012,61,70,95,84,94,70,1.2,2 K,Chandler Catanzaro,25,2014,62,73,93,95,91,70,0.5,3 S,Deone Bucannon,23,2014,87,60,94,67,61,74,1.9,4 S,Tyvon Branch,29,2008,76,81,84,85,94,74,4,2 S,Tyrann Mathieu,24,2013,86,70,84,95,92,84,0.8,4 S,DJ Swearinger,24,2013,86,59,91,75,89,93,1.7,1 S,Tony Jefferson,24,2013,61,73,82,70,87,85,1.7,1 S,Chris Clemons,30,2009,72,74,94,75,94,83,0.9,1 CB,Carrington Byndom,23,2014,63,48,93,78,93,35,0.5,1 CB,Justin Bethel,26,2012,70,67,93,78,88,65,5,3 CB,Asa Jackson,26,2012,75,62,85,72,91,40,0.8,1 CB,Shaun Prater,26,2012,75,59,88,81,90,41,0.7,1 CB,Patrick Peterson,25,2011,99,82,97,105,92,72,14,5 DL,Frostee Rucker,32,2006,74,88,88,81,80,79,2.2,1 DL,Olsen Pierre,24,2015,64,53,90,75,75,81,0.5,1 DL,Chandler Jones,26,2012,90,77,84,92,105,85,2,4 DL,Calais Campbell,29,2008,81,88,96,87,75,85,11,5 DL,Kareem Martin,24,2014,82,60,91,81,78,55,0.7,4 DL,Robert Nkemdiche,21,2016,90,65,85,93,79,85,2.2,4 DL,Josh Mauro,25,2014,62,61,95,85,71,78,0.6,1 DL,Corey Peters,28,2010,78,81,88,78,80,74,3.1,3 DL,Rodney Gunter,24,2015,83,46,88,75,69,81,0.7,4 DL,Ed Stinson,26,2014,77,56,79,88,78,83,0.6,4 LB,Kevin Minter,25,2013,86,73,85,88,64,80,1.1,4 LB,LaMarr Woodley,31,2007,65,82,87,76,84,80,1,1 LB,Shaquille Riddick,23,2015,78,48,88,69,65,52,0.6,4 LB,Jason Babin,36,2004,65,86,88,82,87,72,1,1 LB,Daryl Washington,29,2010,85,71,91,91,73,80,8,4 LB,Alex Okafor,25,2013,81,73,95,68,85,72,0.7,4 LB,Markus Golden,25,2015,88,47,90,73,82,69,1,4 LB,Kenny Demens,26,2013,65,63,92,79,70,68,0.5,2 END_PLAYERS Los Angeles Rams,LA QB,Sean Mannion,24,2015,83,56,89,88,76,37,0.8,4 QB,Nick Foles,27,2012,80,73,85,90,79,20,12.3,2 QB,Case Keenum,28,2012,60,65,79,83,74,20,3.6,1 QB,Jared Goff,21,2016,105,75,85,93,89,80,7,4 QB,Dylan Thompson,24,2015,64,49,90,86,77,76,0.5,1 RB,Todd Gurley,21,2015,93,54,73,101,101,90,3.5,4 RB,Benny Cunningham,25,2013,61,72,84,84,87,52,1.7,1 RB,Terrence Magee,23,2015,64,39,88,74,87,83,0.5,1 RB,Tre Mason,22,2014,82,70,88,75,88,82,0.7,4 RB,Chase Reynolds,28,2011,61,65,85,66,84,81,0.9,1 WR,Tavon Austin,25,2013,101,76,93,77,95,94,3.2,4 WR,Deon Long,25,2015,64,46,82,81,89,64,0.5,2 WR,Cory Harkey,26,2012,60,78,95,78,68,45,1.9,3 WR,Lance Kendricks,28,2011,84,74,94,79,81,63,4.6,4 WR,Kenny Britt,27,2009,82,81,82,87,85,72,4.6,2 WR,Stedman Bailey,25,2013,81,71,94,84,87,80,0.7,4 WR,Brian Quick,27,2012,85,74,87,84,87,67,1.8,1 OL,Garrett Reynolds,28,2009,72,76,97,86,82,74,1.1,2 OL,Rodger Saffold,28,2010,83,83,84,84,74,86,6.3,5 OL,Cody Wichmann,24,2015,73,50,92,79,74,76,0.6,4 OL,Greg Robinson,23,2014,102,74,95,94,88,73,5.3,4 OL,Tim Barnes,28,2011,60,73,90,80,76,82,2.8,2 OL,Rob Havenstein,24,2015,88,58,90,79,88,71,1,4 OL,Demetrius Rhaney,23,2014,67,50,92,83,75,79,0.6,4 OL,Jamon Brown,23,2015,88,63,91,87,84,73,0.8,4 OL,Eric Kush,26,2013,76,70,87,79,79,76,1.3,1 OL,David Arkin,28,2011,82,46,89,91,79,77,0.7,2 OL,Andrew Donnal,24,2015,83,64,84,77,78,72,0.7,4 OL,Brian Folkerts,26,2012,61,61,95,91,79,75,0.7,1 K,Greg Zuerlein,28,2012,75,74,95,95,88,70,1.3,1 K,Johnny Hekker,26,2012,60,79,94,97,97,75,3,6 S,LaMarcus Joyner,25,2014,87,62,93,75,93,80,1.3,4 S,TJ McDonald,25,2013,86,72,84,74,91,91,0.7,4 S,Maurice Alexander,25,2014,65,38,89,71,90,87,0.7,4 S,Christian Bryant,24,2014,68,36,79,74,86,78,0.5,2 S,Mark Barron,26,2012,100,73,81,69,67,69,9,5 S,Cody Davis,27,2013,61,55,90,72,92,63,1.5,2 CB,EJ Gaines,24,2014,72,74,90,85,89,59,0.6,4 CB,Marcus Roberson,23,2014,62,47,82,82,90,60,0.5,3 CB,Coty Sensabaugh,27,2012,80,67,95,78,91,42,5,3 CB,Trumaine Johnson,26,2012,85,72,87,77,86,74,14,1 DL,Aaron Donald,25,2014,92,76,95,103,92,87,2.5,4 DL,Ethan Westbrooks,25,2014,62,50,90,75,68,67,0.5,3 DL,Dominique Easley,24,2014,88,62,74,82,84,83,0.6,1 DL,Robert Quinn,26,2011,89,82,92,97,97,79,14.3,4 DL,William Hayes,31,2008,76,80,93,85,83,86,5.8,3 DL,Cam Thomas,29,2010,74,74,87,94,77,85,0.5,1 DL,Eugene Sims,30,2010,68,72,88,74,67,64,3.3,3 DL,Michael Brockers,25,2012,90,74,95,94,82,92,2.4,4 LB,Quinton Coples,25,2012,90,77,93,83,87,72,3.3,2 LB,Alec Ogletree,24,2013,86,74,87,90,66,75,1.8,4 LB,Bryce Hager,24,2015,73,62,83,83,47,75,0.6,4 LB,Akeem Ayers,26,2011,84,74,95,81,84,75,3,2 END_PLAYERS Seattle Seahawks,SEA QB,Russell Wilson,27,2012,80,84,94,103,95,97,21.9,4 QB,Tarvaris Jackson,33,2006,80,67,81,93,70,62,1.5,1 RB,Derrick Coleman,25,2012,55,72,87,82,87,61,0.5,3 RB,Christine Michael,25,2013,86,65,80,89,90,65,0.7,1 RB,Fred Jackson,35,2003,65,92,85,87,81,65,0.9,1 RB,Thomas Rawls,22,2015,63,47,86,82,90,60,0.5,3 RB,Bryce Brown,25,2010,65,65,86,84,88,67,0.7,1 WR,Jermaine Kearse,26,2012,60,79,96,86,89,75,4.5,3 WR,George Farmer,22,2015,64,48,75,77,92,55,0.5,1 WR,Antwan Goodley,24,2015,63,51,86,82,91,82,0.5,1 WR,Doug Baldwin,27,2011,59,85,92,88,87,86,4.3,3 WR,Tyler Lockett,23,2015,88,63,81,82,92,87,0.8,4 WR,Paul Richardson,24,2014,87,66,77,82,94,76,1.2,4 WR,Jimmy Graham,29,2010,78,87,92,102,85,60,10,4 OL,Patrick Lewis,25,2013,61,62,95,84,71,76,1.7,1 OL,Kristjan Sokoli,24,2015,73,37,90,89,75,65,0.6,4 OL,Mark Glowinski,24,2015,78,55,92,91,80,76,0.7,4 OL,Justin Britt,25,2014,87,72,85,86,84,72,0.9,4 OL,Garry Gilliam,25,2014,62,60,84,77,80,75,0.5,3 OL,Bradley Sowell,27,2012,60,77,91,79,78,76,1,1 OL,J'Marcus Webb,27,2010,68,73,93,90,77,78,2.9,2 OL,Lemuel Jeanpierre,29,2011,65,74,92,83,79,75,0.7,1 OL,Germain Ifedi,22,2016,90,65,85,85,90,83,2.1,4 OL,Terry Poole,24,2015,78,49,93,83,72,82,0.5,1 K,Steven Hauschka,30,2008,56,83,90,89,93,65,2.9,3 K,Jon Ryan,34,2006,54,87,88,89,94,69,2.5,4 S,Kelcie McCray,27,2012,61,65,90,72,87,52,0.7,2 S,Deshawn Shead,27,2012,60,68,90,73,88,73,0.8,1 S,Kam Chancellor,28,2010,73,85,94,82,86,107,7,4 S,Earl Thomas III,27,2010,88,86,93,106,92,72,10,4 CB,Brandon Browner,31,2005,58,87,88,92,80,73,0.8,1 CB,Jeremy Lane,25,2012,75,75,90,85,88,72,5.8,4 CB,Eric Pinkins,24,2014,72,52,92,67,54,66,0.5,1 CB,Stanley Jean-Baptiste,26,2014,87,46,93,83,91,61,0.5,1 CB,Marcus Burley,25,2013,61,67,93,85,94,55,0.6,1 CB,Tye Smith,23,2015,78,43,94,78,89,60,0.6,4 CB,Richard Sherman,28,2011,74,97,96,109,89,65,14,4 CB,Steven Terrell,25,2013,61,50,90,77,91,70,0.6,1 CB,Tharold Simon,25,2013,76,68,85,81,89,80,0.6,4 DL,Sealver Siliga,27,2011,59,78,90,88,80,90,1.1,1 DL,Michael Bennett,30,2009,84,87,87,101,94,87,7.1,2 DL,Jordan Hill,25,2013,81,68,93,84,76,74,0.7,4 DL,Cassius Marsh,23,2014,82,53,92,66,80,69,0.7,4 DL,Frank Clark,23,2015,88,39,86,73,84,77,0.9,4 DL,Ryan Robinson,25,2013,61,57,87,67,62,65,0.6,2 DL,Cliff Avril,30,2008,76,87,93,73,76,64,7.1,4 DL,Demarcus Dobbs,28,2011,65,73,91,84,78,74,0.8,1 DL,Ahtyba Rubin,29,2008,66,85,90,93,71,79,4,3 DL,Justin Hamilton,22,2015,63,50,87,85,83,62,0.5,1 LB,Nick Moody,26,2013,65,68,77,77,71,75,0.6,1 LB,KJ Wright,26,2011,79,86,95,91,78,85,6.8,4 LB,Khairi Fortt,24,2014,78,57,78,73,68,64,0.5,1 LB,Bobby Wagner,25,2012,85,86,94,97,86,90,10.8,4 LB,Kevin Pierre-Louis,24,2014,77,62,85,80,72,54,0.7,4 LB,Brock Coyle,25,2014,62,67,93,79,62,71,0.5,3 END_PLAYERS San Francisco 49ers,SF QB,Colin Kaepernick,28,2011,84,75,95,95,78,80,19,6 QB,Thad Lewis,28,2010,61,65,92,88,70,57,0.8,1 QB,Blaine Gabbert,26,2011,89,65,90,88,72,47,2,2 RB,Shaun Draughn,28,2011,61,72,87,80,82,65,0.9,1 RB,Mike Davis,23,2015,78,55,77,84,88,65,0.7,4 RB,Bruce Miller,28,2011,69,78,93,66,81,35,1.8,3 RB,Carlos Hyde,24,2014,87,69,92,90,85,66,0.9,4 WR,Jerome Simpson,30,2008,83,75,92,78,87,85,0.9,2 WR,DeAndre Smelter,24,2015,79,48,73,79,87,77,0.7,4 WR,Dres Anderson,23,2015,63,62,75,80,88,84,0.5,3 WR,Quinton Patton,25,2013,76,54,90,82,87,85,0.6,4 WR,Vance McDonald,26,2013,86,66,88,73,81,52,0.9,4 WR,Torrey Smith,27,2011,84,86,93,88,89,83,8,5 WR,Bruce Ellington,24,2014,82,53,91,83,90,88,0.7,4 OL,Erik Pears,34,2005,55,78,93,86,70,80,2.9,2 OL,Daniel Kilgore,28,2011,74,76,88,89,90,77,1.8,3 OL,Joe Staley,31,2007,80,95,91,88,97,90,7.4,6 OL,Ian Silberman,23,2015,73,49,87,81,81,72,0.6,4 OL,Brandon Thomas,25,2014,83,54,76,93,83,76,0.7,4 OL,Andrew Tiller,26,2012,71,55,91,79,81,72,0.6,2 OL,Marcus Martin,22,2014,87,68,83,82,85,74,0.8,4 OL,Joshua Garnett,22,2016,90,65,85,85,91,80,2.3,4 OL,Zane Beadles,29,2010,83,81,93,83,74,89,3.3,3 K,Phil Dawson,41,2098,48,93,85,92,89,60,3.1,1 K,Bradley Pinion,22,2015,78,55,92,91,78,74,0.6,4 S,Eric Reid,24,2013,91,67,90,82,94,93,2.1,4 S,LJ McCray,25,2014,62,40,88,69,92,75,0.5,3 S,Antoine Bethea,31,2006,64,91,96,85,88,80,5.3,4 S,Jimmie Ward,24,2014,87,59,95,71,90,77,1.8,4 S,Jaquiski Tartt,24,2015,88,45,92,66,90,84,1.3,4 CB,Keith Reaser,24,2014,78,38,76,74,88,45,0.6,4 CB,Chris Davis,25,2014,62,60,93,76,87,78,0.6,2 CB,Tramaine Brock,27,2010,58,76,93,79,90,52,3.5,4 CB,Kenneth Acker,24,2014,72,47,91,79,89,42,0.6,4 CB,Dontae Johnson,24,2014,77,60,92,84,92,60,0.7,4 CB,Marcus Cromartie,25,2013,62,49,90,79,89,55,0.6,2 DL,DeForest Buckner,22,2016,105,65,85,91,86,81,4.5,4 DL,Arik Armstead,22,2015,93,48,87,85,81,91,2.5,4 DL,Tony Jerod-Eddie,26,2012,62,75,91,83,79,82,1,1 DL,Glenn Dorsey,30,2008,96,77,88,86,64,75,4.4,2 DL,Kaleb Ramsey,27,2014,68,52,72,94,78,84,0.6,2 DL,Quinton Dial,25,2013,76,70,85,87,79,86,4.2,3 DL,Ian Williams,26,2011,59,76,83,93,78,87,3,1 LB,Ahmad Brooks,32,2006,74,83,87,87,78,78,6.7,6 LB,Aaron Lynch,23,2014,77,75,88,77,91,70,0.6,4 LB,Eli Harold,22,2015,83,49,92,77,72,54,0.8,4 LB,Navorro Bowman,28,2010,78,89,87,97,81,88,9.1,5 LB,Gerald Hodges,25,2013,81,78,88,89,58,80,0.6,4 LB,Nick Bellore,27,2011,59,70,87,86,64,72,0.8,2 LB,Michael Wilhoite,29,2011,60,77,90,83,66,82,1.7,1 LB,Corey Lemonier,24,2013,81,63,90,73,61,65,0.7,4 END_PLAYERS