├── data ├── FantasyData_rmse.csv ├── rmse.csv ├── 2015_nfl_team_names_abbr.csv ├── 2016_nfl_team_names_abbr.csv ├── all_nfl_team_abbr.csv └── FD_2016_Projections.csv ├── images ├── rmse_model.png └── rmse_position.png ├── rmse_bar_plot.py ├── join_df.py ├── main.py └── README.md /data/FantasyData_rmse.csv: -------------------------------------------------------------------------------- 1 | Pos,diff 2 | PK,4.25650499328 3 | QB,6.64094340044 4 | RB,7.0258279245 5 | TE,5.76531587573 6 | WR,7.2652497602 7 | -------------------------------------------------------------------------------- /images/rmse_model.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zzhangusf/Predicting-Fantasy-Football-Points-Using-Machine-Learning/HEAD/images/rmse_model.png -------------------------------------------------------------------------------- /images/rmse_position.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/zzhangusf/Predicting-Fantasy-Football-Points-Using-Machine-Learning/HEAD/images/rmse_position.png -------------------------------------------------------------------------------- /data/rmse.csv: -------------------------------------------------------------------------------- 1 | ,PK,QB,RB,TE,WR 2 | Ridge_train,3.96956540737,6.04086801945,6.36393995191,5.08036930008,6.5902289427 3 | ElasticNet_train,4.39665603358,7.05329532124,7.30415371015,5.71040272647,7.41235179555 4 | RandomForestRegressor_train,4.0517264045,6.32675397041,6.61153974271,5.08776359465,6.75922462649 5 | Ridge_cv,6.99698977874,6.99698977874,6.99698977874,6.99698977874,6.99698977874 6 | ElasticNet_cv,6.83465041122,6.83465041122,6.83465041122,6.83465041122,6.83465041122 7 | RandomForestRegressor_cv,6.793205842,6.81608901323,6.78204894593,6.79072998233,6.79068525412 8 | Ridge_test,4.35971348371,7.37658634757,8.01276407535,5.54507671719,7.60417536636 9 | ElasticNet_test,4.10406201107,7.13198624528,7.47032307052,5.43463841025,7.14880483387 10 | RandomForestRegressor_test,4.10599815857,7.11464422767,7.53757446932,5.51812947887,7.25537547892 11 | -------------------------------------------------------------------------------- /data/2015_nfl_team_names_abbr.csv: -------------------------------------------------------------------------------- 1 | TeamName,Abbr,PrimaryColor 2 | Arizona Cardinals,ARI,#97233F 3 | Atlanta Falcons,ATL,#A71930 4 | Baltimore Ravens,BAL,#241773 5 | Buffalo Bills,BUF,#00338D 6 | Carolina Panthers,CAR,#0085CA 7 | Chicago Bears,CHI,#0B162A 8 | Cincinnati Bengals,CIN,#FB4F14 9 | Cleveland Browns,CLE,##26201E 10 | Dallas Cowboys,DAL,#ACC0C6 11 | Denver Broncos,DEN,#002244 12 | Detroit Lions,DET,#005A8B 13 | Green Bay Packers,GB,#FFB612 14 | Houston Texans,HOU,#03202F 15 | Indianapolis Colts,IND,#002C5F 16 | Jacksonville Jaguars,JAC,#006778 17 | Kansas City Chiefs,KC,#E31837 18 | Miami Dolphins,MIA,#B3995D 19 | Minnesota Vikings,MIN,#008E97 20 | New England Patriots,NE,#4F2683 21 | New Orlean Saints,NO,#C60C30 22 | New York Giants,NYG,#9F8958 23 | New York Jets,NYJ,#0B2265 24 | Oakland Raiders,OAK,#203731 25 | Philadelphia Eagles,PHI,#A5ACAF 26 | Pittsburgh Steelers,PIT,#004953 27 | San Diego Chargers,SD,#000000 28 | Seattle Seahawks,SEA,#0073CF 29 | San Francisco 49ers,SF,#AA0000 30 | St.Louis Rams,LAR,#69BE28 31 | Tampa Bay Buccaneers,TB,#D50A0A 32 | Tennessee Titans,TEN,#4B92DB 33 | Washington Redskins,WAS,#773141 -------------------------------------------------------------------------------- /data/2016_nfl_team_names_abbr.csv: -------------------------------------------------------------------------------- 1 | TeamName,Abbr,PrimaryColor 2 | Arizona Cardinals,ARI,#97233F 3 | Atlanta Falcons,ATL,#A71930 4 | Baltimore Ravens,BAL,#241773 5 | Buffalo Bills,BUF,#00338D 6 | Carolina Panthers,CAR,#0085CA 7 | Chicago Bears,CHI,#0B162A 8 | Cincinnati Bengals,CIN,#FB4F14 9 | Cleveland Browns,CLE,##26201E 10 | Dallas Cowboys,DAL,#ACC0C6 11 | Denver Broncos,DEN,#002244 12 | Detroit Lions,DET,#005A8B 13 | Green Bay Packers,GB,#FFB612 14 | Houston Texans,HOU,#03202F 15 | Indianapolis Colts,IND,#002C5F 16 | Jacksonville Jaguars,JAC,#006778 17 | Kansas City Chiefs,KC,#E31837 18 | Miami Dolphins,MIA,#B3995D 19 | Minnesota Vikings,MIN,#008E97 20 | New England Patriots,NE,#4F2683 21 | New Orlean Saints,NO,#C60C30 22 | New York Giants,NYG,#9F8958 23 | New York Jets,NYJ,#0B2265 24 | Oakland Raiders,OAK,#203731 25 | Philadelphia Eagles,PHI,#A5ACAF 26 | Pittsburgh Steelers,PIT,#004953 27 | San Diego Chargers,SD,#000000 28 | Seattle Seahawks,SEA,#0073CF 29 | San Francisco 49ers,SF,#AA0000 30 | Los Angeles Rams,LA,#69BE28 31 | Tampa Bay Buccaneers,TB,#D50A0A 32 | Tennessee Titans,TEN,#4B92DB 33 | Washington Redskins,WAS,#773141 -------------------------------------------------------------------------------- /data/all_nfl_team_abbr.csv: -------------------------------------------------------------------------------- 1 | TeamName,fanduel_2015,statistics_2015,fantasy_2015,fanduel_2016,statistics_2016,fantasy_2016 2 | Arizona Cardinals,ari,ARI,ARI,ari,ARI,ARI 3 | Atlanta Falcons,atl,ATL,ATL,atl,ATL,ATL 4 | Baltimore Ravens,bal,BAL,BAL,bal,BAL,BAL 5 | Buffalo Bills,buf,BUF,BUF,buf,BUF,BUF 6 | Carolina Panthers,car,CAR,CAR,car,CAR,CAR 7 | Chicago Bears,chi,CHI,CHI,chi,CHI,CHI 8 | Cincinnati Bengals,cin,CIN,CIN,cin,CIN,CIN 9 | Cleveland Browns,cle,CLE,CLE,cle,CLE,CLE 10 | Dallas Cowboys,dal,DAL,DAL,dal,DAL,DAL 11 | Denver Broncos,den,DEN,DEN,den,DEN,DEN 12 | Detroit Lions,det,DET,DET,det,DET,DET 13 | Green Bay Packers,gnb,GB,GB,gnb,GB,GB 14 | Houston Texans,hou,HOU,HOU,hou,HOU,HOU 15 | Indianapolis Colts,ind,IND,IND,ind,IND,IND 16 | Jacksonville Jaguars,jac,JAC,JAC,jac,JAC,JAC 17 | Kansas City Chiefs,kan,KC,KC,kan,KC,KC 18 | Miami Dolphins,mia,MIA,MIA,mia,MIA,MIA 19 | Minnesota Vikings,min,MIN,MIN,min,MIN,MIN 20 | New England Patriots,nwe,NE,NE,nwe,NE,NE 21 | New Orlean Saints,nor,NO,NO,nor,NO,NO 22 | New York Giants,nyg,NYG,NYG,nyg,NYG,NYG 23 | New York Jets,nyj,NYJ,NYJ,nyj,NYJ,NYJ 24 | Oakland Raiders,oak,OAK,OAK,oak,OAK,OAK 25 | Philadelphia Eagles,phi,PHI,PHI,phi,PHI,PHI 26 | Pittsburgh Steelers,pit,PIT,PIT,pit,PIT,PIT 27 | San Diego Chargers,sdg,SD,SD,sdg,SD,SD 28 | Seattle Seahawks,sea,SEA,SEA,sea,SEA,SEA 29 | San Francisco 49ers,sfo,SF,SF,sfo,SF,SF 30 | St.Louis / Los Angeles Rams,stl,STL,LA,lar,LA,LA 31 | Tampa Bay Buccaneers,tam,TB,TB,tam,TB,TB 32 | Tennessee Titans,ten,TEN,TEN,ten,TEN,TEN 33 | Washington Redskins,was,WAS,WAS,was,WAS,WAS -------------------------------------------------------------------------------- /rmse_bar_plot.py: -------------------------------------------------------------------------------- 1 | """ 2 | This program reads two csv files, rmse.csv and FantasyData_rmse.csv, and 3 | construct bar plots to compare prediciton RMSE and FantasyData RMSE. 4 | """ 5 | 6 | import numpy as np 7 | import matplotlib.pyplot as plt 8 | import pandas as pd 9 | 10 | """ 11 | Read prediction RMSEs and FantasayData's RMSEs 12 | Find min RMSE for each position 13 | """ 14 | 15 | path = "data/" 16 | pred = pd.read_csv(path + "rmse.csv") 17 | fantasy = pd.read_csv(path + "FantasyData_rmse.csv") 18 | 19 | print ("The best estimator for each position with the lowest RMSE is: \n") 20 | 21 | RMSE = [] 22 | pred_rmse = pred.ix[:, 1:] 23 | for column in pred_rmse: 24 | min_rmse = min(pred_rmse[column]) 25 | min_rmse_index = pred_rmse[column].argmin() 26 | min_rmse_algo = pred.ix[min_rmse_index, 0] 27 | print "{}: {}".format(min_rmse_algo, min_rmse) 28 | RMSE.append(min_rmse) 29 | 30 | Fantasy_RMSE = [] 31 | for position in pred.columns.values[1: ]: 32 | Fantasy_RMSE.append(float(fantasy.ix[fantasy['Pos'] == position, 1])) 33 | 34 | """ 35 | Bar plot to compare prediction RMSE to Fantasydata.com 36 | """ 37 | 38 | def autolabel(rects): 39 | # attach value labels 40 | for rect in rects: 41 | height = rect.get_height() 42 | ax.text(rect.get_x() + rect.get_width() / 2.0, 1.05 * height, 43 | '{0:.3f}'.format(height), 44 | ha='center', va='bottom') 45 | 46 | ind = np.arange(5) # the x locations for the groups 47 | width = 0.35 # the width of the bars 48 | 49 | fig, ax = plt.subplots(1) 50 | rects1 = ax.bar(ind, RMSE, width, color='r') 51 | rects2 = ax.bar(ind + width, Fantasy_RMSE, width, color='y') 52 | ax.set_ylabel('RMSE') 53 | ax.set_ylim([0, 13]) 54 | ax.set_title('RMSE Comparision by Position') 55 | ax.set_xticks(ind + width) 56 | ax.set_xticklabels(pred.columns.values[1: ]) 57 | ax.legend((rects1[0], rects2[0]), ('Prediction', 'Fantasydata.com')) 58 | autolabel(rects1) 59 | autolabel(rects2) 60 | plt.show() 61 | -------------------------------------------------------------------------------- /join_df.py: -------------------------------------------------------------------------------- 1 | from nameparser import HumanName 2 | import pandas as pd 3 | 4 | """ 5 | Load data from multiple sources 6 | The data include Statistics, Fanduel Points, and Fantasy Projections 7 | """ 8 | path = "data/" 9 | df_abbr = pd.read_csv(path + "all_nfl_team_abbr.csv") 10 | fanduel_2015 = df_abbr['fanduel_2015'] 11 | fanduel_2016 = df_abbr['fanduel_2016'] 12 | statistics_2015 = df_abbr['statistics_2015'] 13 | statistics_2016 = df_abbr['statistics_2016'] 14 | fantasy_2015 = df_abbr['fantasy_2015'] 15 | fantasy_2016 = df_abbr['fantasy_2016'] 16 | 17 | """ 18 | Normalize team name and player name 19 | """ 20 | 21 | # df1: 2015_Fanduel_Results 22 | # df2: players_box_scores_2015.csv 23 | # df3: FD_2015_Projections.csv (data from Fantancydata.com) 24 | 25 | def normalize_team_name(df1, abbr): 26 | """ 27 | Team name: from full name to abbreviation 28 | """ 29 | ref = statistics_2015 30 | subs = dict(zip(abbr, ref)) 31 | df1['Team'] = [subs.get(item) for item in df1['Team']] 32 | try: 33 | df1['Oppt'] = [subs.get(item) for item in df1['Oppt']] 34 | except: 35 | pass 36 | 37 | def normalize_fanduel_player_name(df1, special_names): 38 | """ 39 | Player name: from full name to abbreviation 40 | """ 41 | names = [] 42 | for i in range(len(df1.index)): 43 | name = HumanName(df1.ix[i, 'name']) 44 | initial = name.first[0] 45 | new_name = "%s.%s" % (initial, name.last) 46 | 47 | # Determine if we should use two letters to identify this player 48 | temp = new_name + df1.ix[i, 'Team'] 49 | if(temp in special_names): 50 | new_name = "%s.%s" % (name.first[0:2], name.last) 51 | 52 | names.append(new_name) 53 | df1['name'] = names 54 | 55 | def normalize_statistics_player_name(df2): 56 | """ 57 | Find special names that require two letters to identify this name 58 | """ 59 | special_names = [] 60 | name_team = df2['name'] + df2['Team'] 61 | for i in range(len(name_team.index)): 62 | name = name_team.iloc[i] 63 | if name[1] != '.': 64 | begin = name[:1] 65 | end = name[2:] 66 | name = begin + end 67 | special_names.append(name) 68 | return special_names 69 | 70 | def normalize_projection_player_name(df3, special_names): 71 | """ 72 | Player name: from full name to abbreviation 73 | """ 74 | names = [] 75 | for i in range(len(df3.index)): 76 | name = df3.ix[i, 'name'] 77 | name = name.split(' ') 78 | new_name = "%s.%s" % (name[0][0], name[-1]) 79 | 80 | # Determine if we should use two letters to identify this player 81 | temp = new_name + df3.ix[i, 'Team'] 82 | if (temp in special_names): 83 | new_name = "%s.%s" % (name[0][0:2], name[-1]) 84 | 85 | names.append(new_name) 86 | df3['name'] = names 87 | 88 | """ 89 | Main program: 90 | Aggregate datasets for both 2015 and 2016 Seasons 91 | """ 92 | 93 | years = ['2016', '2015'] 94 | for year in years: 95 | 96 | df1 = pd.read_csv(path + year + "_Fanduel_Results",delimiter=';') 97 | df1 = df1.rename(columns = {'Week':'weeks','Name':'name', 'Year':'Season'}) 98 | 99 | df2 = pd.read_csv(path + "players_box_scores_" + year + ".csv") 100 | df2.ix[df2['Team']=='JAX','Team'] = 'JAC' 101 | 102 | df3 = pd.read_csv(path + "FD_" + year + "_Projections.csv") 103 | df3 = df3.rename(columns = {'week':'weeks','player':'name', 'team':'Team'}) 104 | df3.ix[df3['Team']=='JAX','Team'] = 'JAC' 105 | 106 | if(year == '2015'): 107 | normalize_team_name(df2, statistics_2015) 108 | else: 109 | normalize_team_name(df2, statistics_2016) 110 | special_names = normalize_statistics_player_name(df2) 111 | 112 | if(year == '2015'): 113 | normalize_team_name(df1, fanduel_2015) 114 | else: 115 | normalize_team_name(df1, fanduel_2016) 116 | normalize_fanduel_player_name(df1, special_names) 117 | 118 | if(year == '2015'): 119 | normalize_team_name(df3, fantasy_2015) 120 | else: 121 | normalize_team_name(df3, fantasy_2016) 122 | normalize_projection_player_name(df3, special_names) 123 | 124 | print(sorted(df1['Team'].unique())) 125 | print(sorted(df2['Team'].unique())) 126 | print(sorted(df3['Team'].unique())) 127 | 128 | df = df1.merge(df2, how='inner', on=['weeks','Team','name']).\ 129 | merge(df3, how='inner', on=['weeks','Team','name']) 130 | df.to_csv("aggregated_"+year+".csv", index=None) 131 | -------------------------------------------------------------------------------- /main.py: -------------------------------------------------------------------------------- 1 | """ 2 | This program reads two csv files, aggregated_2015.csv and aggregated_2016.csv, 3 | creates game characterstic features and player statistic features, 4 | build machine learning models to predict player points. 5 | """ 6 | 7 | import pandas as pd 8 | from sklearn.linear_model import Ridge, BayesianRidge, ElasticNet, RidgeCV, ElasticNetCV 9 | from sklearn.model_selection import cross_val_score, ShuffleSplit 10 | from sklearn.metrics import mean_squared_error 11 | from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor 12 | from sklearn.model_selection import GridSearchCV 13 | from sklearn.svm import SVC 14 | import numpy as np 15 | 16 | try: 17 | import cpickle as pickle 18 | except: 19 | import pickle 20 | 21 | """ 22 | Featuer Engineering 23 | """ 24 | 25 | def data_processing(file_name): 26 | """ 27 | Read the csv files and create game characterstic features and player statistic features 28 | """ 29 | df = pd.read_csv(file_name) 30 | df.sort_values(by = ['playerID', 'weeks']) # for rolling average 31 | # All box score player stats, except defensive statistics 32 | stats = ['pass.att', 'pass.comp', 'passyds', 'pass.tds', 'pass.ints', 33 | 'pass.twopta', 'pass.twoptm', 'rush.att', 'rushyds', 'rushtds', 34 | 'rushlng', 'rushlngtd', 'rush.twopta', 'rush.twoptm', 'recept', 35 | 'recyds', 'rec.tds', 'reclng', 'reclngtd', 'rec.twopta', 36 | 'rec.twoptm', 'kick.rets', 'kickret.avg', 'kickret.tds', 37 | 'kick.ret.lng', 'kickret.lngtd', 'punt.rets', 'puntret.avg', 38 | 'puntret.tds', 'puntret.lng', 'puntret.lngtd', 'fgm', 'fga', 39 | 'fgyds', 'totpts.fg', 'xpmade','xpmissed','xpa','xpb','xppts.tot', 40 | 'totalfumbs', 'fumbyds','fumbslost'] 41 | # Game Characteristic Indicators, e.g. home/away, opponent, team 42 | df, game_features = get_game_char_indicators(df) 43 | # Player Statistic Features, e.g. Season, last 4 weeks, previous week 44 | df, player_features = get_player_averages(df, stats) 45 | features = game_features + player_features 46 | df = df.fillna(0) 47 | return df, features 48 | 49 | def get_game_char_indicators(df): 50 | """ 51 | Transform str cols into game categorical variables 52 | Returns transformed and columns 53 | """ 54 | df['home'] = 1 * df['h/a'] == 'h' 55 | oppts = pd.get_dummies(df['Oppt'], prefix='Oppt') 56 | teams = pd.DataFrame() 57 | team_list = pd.Series(['ARI', 'ATL', 'BAL', 'BUF', 'CAR', 'CHI', 'CIN', 'CLE', 'DAL', 'DEN', 'DET',\ 58 | 'GB', 'HOU', 'IND', 'JAC', 'KC', 'MIA', 'MIN', 'NE', 'NO', 'NYG', 'NYJ',\ 59 | 'OAK', 'PHI', 'PIT', 'SD', 'SEA', 'SF', 'STL', 'TB', 'TEN', 'WAS']) 60 | for team in df['Team']: 61 | temp = (team_list == team) 62 | teams = teams.append(temp, ignore_index=True) 63 | teams.index = range(len(df['Team'])) 64 | teams.columns = list(team_list) 65 | df = pd.concat([df, oppts, teams], axis=1) 66 | return df, ['home'] + list(oppts.columns) + list(team_list) 67 | 68 | def rolling_average(df, window): 69 | return df.rolling(min_periods=1, window=window).mean().shift(1) 70 | 71 | def get_player_averages(df, stats): 72 | """ 73 | Estimate player averages for all stats and FanDuel point histories, 74 | for season-to-date, last 4 weeeks, and previous week 75 | """ 76 | feature_names = [] 77 | for stat in df[stats + ['FD points']]: 78 | df['season_{}'.format(stat)] = df.groupby('playerID')[stat].apply(lambda x: rolling_average(x, 16)) 79 | df['recent_{}'.format(stat)] = df.groupby('playerID')[stat].apply(lambda x: rolling_average(x, 4)) 80 | df['prev_{}'.format(stat)] = df.groupby('playerID')[stat].apply(lambda x: rolling_average(x, 1)) 81 | feature_names = feature_names + [time + "_" + stat for time in ['season', 'recent', 'prev']] 82 | return df, feature_names 83 | 84 | """ 85 | Main Program 86 | """ 87 | 88 | # Read csv files 89 | path = "data/" 90 | train, features = data_processing(path + 'aggregated_2015.csv') 91 | test, features2 = data_processing(path + 'aggregated_2016.csv') 92 | if (features != features2): 93 | print "Debug error about feature inconsistency" 94 | exit() 95 | 96 | """ RMSE dataframe initialization """ 97 | 98 | # Dataframe cols, e.g. PK 99 | positions = sorted(train['Pos'].unique()) 100 | estimators = ["Ridge", 101 | "ElasticNet", 102 | "RandomForestRegressor" 103 | # "GradientBoostingRegressor" 104 | # "SVM" 105 | ] 106 | types = ['train', 'cv', 'test'] 107 | # Dataframe index, e.g. Ridge_train 108 | rmse_names = [x + '_' + y for y in types for x in estimators] 109 | # Initialize a matrix filled with 0s 110 | df_rmse = pd.DataFrame([[0.0] * len(positions) for j in range(len(rmse_names))], 111 | index = rmse_names, columns = positions) 112 | 113 | """ Machine Learning """ 114 | 115 | for position in positions: 116 | # Iterate through all positions 117 | print ('Learning for Position %s ...' % position) 118 | df_pos_train = train.ix[train['Pos'] == position,] 119 | df_pos_test = test.ix[test['Pos'] == position,] 120 | 121 | for i in range(len(estimators)): 122 | est = estimators[i] 123 | 124 | if(est == "GradientBoostingRegressor"): 125 | n_estimators = [50] 126 | learning_rate = [0.1] 127 | param_grid = {'n_estimators': n_estimators, 'learning_rate': learning_rate} 128 | grid_search = GridSearchCV(GradientBoostingRegressor(max_depth=3), param_grid, cv=5) 129 | grid_search.fit(df_pos_train[features], df_pos_train['FD points']) 130 | 131 | elif(est == "RandomForestRegressor"): 132 | n_estimators = [50] 133 | param_grid = {'n_estimators': n_estimators} 134 | grid_search = GridSearchCV(RandomForestRegressor(max_depth=3), param_grid, cv=5) 135 | grid_search.fit(df_pos_train[features], df_pos_train['FD points']) 136 | 137 | elif(est == "ElasticNet"): 138 | grid_search = ElasticNetCV().fit(df_pos_train[features], df_pos_train['FD points']) 139 | 140 | elif(est == "BayesianRidge"): 141 | alpha_1 = [1e-6, 1e-5, 1e-7] 142 | alpha_2 = [1e-6, 1e-5, 1e-7] 143 | lambda_1 = [1e-6, 1e-5, 1e-7] 144 | lambda_2 = [1e-6, 1e-5, 1e-7] 145 | param_grid = {'alpha_1': alpha_1, 'alpha_2':alpha_2, 'lambda_1':lambda_1, 'lambda_2':lambda_2} 146 | grid_search = GridSearchCV(BayesianRidge(), param_grid, cv=5) 147 | grid_search.fit(df_pos_train[features], df_pos_train[target]) 148 | 149 | elif(est == "Ridge"): 150 | grid_search = RidgeCV().fit(df_pos_train[features], df_pos_train['FD points']) 151 | 152 | elif(est == "SVM"): 153 | C = [50] 154 | gamma = [0.3] 155 | param_grid = {'C': C, 'gamma': gamma} 156 | grid_search = GridSearchCV(SVC(), param_grid, cv=5) 157 | grid_search.fit(df_pos_train[features], df_pos_train['FD points']) 158 | 159 | else: 160 | print est 161 | print "Cannot find the algorithm" 162 | exit() 163 | 164 | train_rmse = np.sqrt(np.mean( (df_pos_train['FD points'] - \ 165 | grid_search.predict(df_pos_train[features]))**2.0 )) 166 | test_rmse = np.sqrt(np.mean( (df_pos_test['FD points'] - \ 167 | grid_search.predict(df_pos_test[features]))**2.0 )) 168 | # Deprecating "mean_squared_error". Use "neg_mean_squared_error" instead. 169 | cv_rmse = np.sqrt(np.abs( cross_val_score(grid_search, train[features], train['FD points'],\ 170 | cv = 5, scoring = 'neg_mean_squared_error').mean() )) 171 | 172 | # Given the variable name in a string, get the variable value and import into dataframe 173 | for val in types: 174 | df_rmse.loc[estimators[i] + "_" + val, position] = eval(val + '_rmse') 175 | 176 | """ save rmse into csv """ 177 | 178 | df_rmse.to_csv('rmse.csv', header = True, index=True) 179 | 180 | """ 181 | MSE of FD_2016_Projections.csv (Fantasydata.com) 182 | """ 183 | 184 | test['diff'] = (test['proj'] - test['FD points']) ** 2.0 185 | FantasyData_rmse = (test.groupby(['Pos'])['diff'].mean()) ** 0.5 186 | FantasyData_rmse.to_csv('FantasyData_rmse.csv', header = True, index = True) 187 | 188 | print "Program finished normally" -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | Predicting Fantasy Football Points Using Machine Learning 2 | ========================================================= 3 | by Zefeng Zhang, Donny Chen, Eric Lehman, Philip Rotella 4 | 5 | Introduction 6 | ------------ 7 | 8 | FanDuel Inc. is a daily fantasy company that allows for legal gambling on multiple sports on a daily basis. For NFL games, FanDuel allows you to select a lineup given several constraints. Typically, you will have a set salary cap and from that salary cap you can spend money on players to set a fantasy lineup. The most common lineup format is as shown in **Table 1** below. 9 | 10 | Table 1: Common Lineup Format for FanDuel Site 11 | 12 | | POSITION | NUMBER OF PLAYERS | 13 | | ------------- |:-------------:| 14 | | Quarterback | 1 | 15 | | Running Back | 2 | 16 | | Wide Receiver | 3 | 17 | | Tight End | 1 | 18 | | Kicker | 1 | 19 | | Defense | 1 | 20 | 21 | Once lineups have been set, fantasy teams gain points via actual NFL football game statistics. For example, typically a running back will receive 1 point for every ten yards rushing in a game. Different leagues have different point settings. For the analysis conducted in this report we assume standard PPR league scoring. In a PPR league a player is awarded 0.5 points for every reception. 22 | 23 | Data 24 | ---- 25 | 26 | Data from multiple sources were used. The following R package was used to scrape data from the NFL’s API website: https://github.com/maksimhorowitz/nflscrapR. NFL player stats are available for all games from 2009 through 2016. For the models created in this report, 50 different statistics were used. Example R scripts have been uploaded on Canvas. Player data has been scraped for the 2015 season and for weeks 1-12 of the 2016 season. 27 | 28 | Additionally, FanDuel player salaries and point totals were uploaded from http://rotoguru.com. The player’s point total will be the response variable that the machine learning algorithms will be trying to predict for each player. 29 | 30 | The final data source is projected fantasy player data for the top 50 players at each position (excluding team defenses). This data was available from http://fantasydata.com. A python script was written to join the data for all players for all weeks in 2015 and 2016. The appropriate python scripts have been uploaded to Canvas. 31 | 32 | Joining the data was not a completely straightforward process as each data set had different player identification numbers, some players have similar names, and team names were not always abbreviated consistently. Several verification steps were taken to make sure that the data was joined in a consistent manner. 33 | 34 | Feature Selection 35 | ----------------- 36 | 37 | Fifty different statistics for each player are included in the model. The term “season-to-date” indicates that a rolling average for each statistic is calculated up to but not including the “current” week’s game. Intuitively, one would expect that past good performance would dictate future good performance. Examples of statistics are passing yards, passing touchdowns, interceptions thrown, rushing yards, receptions and fumbles lost. 38 | 39 | * **Season-to-Date Features** 40 | 41 | Fifty different statistics for each player are included in the model. The term “season-to-date” indicates that a rolling average for each statistic is calculated up to but not including the “current” week’s game. Intuitively, one would expect that past good performance would dictate future good performance. Examples of statistics are passing yards, passing touchdowns, interceptions thrown, rushing yards, receptions and fumbles lost. 42 | 43 | * **Game Characteristics** 44 | 45 | Binary indicator variables were created for several additional features. For a given player for a given week, dummy variables were created to indicate whether the player is playing the game at home or away. Intuitively, one would expect a player to perform better during home games. Dummy variables were also created for the player’s team as certain teams are more offensive-oriented. Finally, dummy variables for the player’s opponent are included in the model. The quality of the team that a player is playing will influence the amount of points scored. 46 | 47 | * **Additional Features Considered but Not Included in Model** 48 | 49 | Several other variables were considered for the model, but not included due to lack of availability or impracticality of using the data. Injury information on the opposing team and/or a given player’s team would provide valuable information in a given week. If the star quarterback of a given player’s team is not playing, it is likely that the wide receivers on that team would have reduced fantasy points. Conversely, if a star defensive player is missing on the opposing team, it is likely that an offensive player will have increased points for the week. Additional variables considered were specific opposing team defensive statistics and prior year fantasy points / statistics. 50 | 51 | One additional approach considered was to include various fantasy website fantasy projections as features in the model. Websites such as espn.com, fantasydata.com, yahoo.com, nfl.com, etc. all produce weekly projections for each player likely based on methodologies similar to those shown in this report. It was the author’s opinion that the most interesting immediate task would be to compare the RMSE of the models developed herein to other websites’ projections. However, since the end goal is to produce the best FanDuel lineup, using other projections as features would be an interesting approach. This will be discussed further in the Future Work / Conclusion section of this report. 52 | 53 | Models 54 | ------ 55 | 56 | Five separate machine learning algorithms were used to predict player fantasy points: ridge regression, bayesian ridge regression, elastic net regularization, random forest and gradient boosting. For each algorithm, separate models were developed for each player position: quarterback, running back, wide receiver, tight end and place kicker. The data were grouped randomly into training sets (70% of data) and test sets (30% of the data) in order to predict the RMSE (root mean squared error) for each model at each position. Ultimately, the models were used to predict the RMSE for the top 50 fantasy players at each position (per http://fantasydata.com) in both 2015 and 2016 (weeks 5 through 12). The comparisons to the 2015 data result in either a training RMSE or cross validation RMSE. For testing, we compare to week 5 through 12 data in 2016. The thinking is that the models will work best with more “rolling average” data, hence from a predictor’s standpoint (read: a bettor’s standpoint), predicting from weeks 5 forward provide the best chance to correctly predict fantasy points. The RMSEs obtained were compared to the FanDuel predictions made by http://fantasydata.com. 57 | 58 | All models were implemented in Python using the scikit-learn package. During the training/cross validation phase, parameters were tuned in an attempt to find the lowest RMSE. 59 | 60 | * **Ridge Regression** 61 | 62 | Ridge regression is similar to linear regression however it contains a penalty term which increases as the feature coefficients increase. An alpha of 1 was used. 63 | 64 | * **Bayesian Ridge Regression** 65 | 66 | Bayesian ridge regression is similar to ridge regression however it includes information about the features to determine the penalty weight. The models used the scikit-learn default fitting parameters and used the “Compute Score = True” option which re-computes the objective function at each step of the model. 67 | 68 | * **Elastic Net Regularization** 69 | 70 | Elastic net regularization applies a weighted average of the ridge regression and lasso regression penalties. Alpha = 1.0 and a mixing parameter of 0.5 were used for the model. 71 | 72 | * **Random Forest** 73 | 74 | Random forest is a tree-based machine learning algorithm which splits on randomly generated selection features in an attempt to prevent over-fitting. The number of estimators used was 10 with a minimum sample split of 2. 75 | 76 | * **Gradient Boosting** 77 | 78 | Gradient Boosting is also a tree-based method which learns from previous performance mistakes. A grid search was performed to optimize the parameters within the model. The optimal model parameters were a learning rate of 0.3 and number of estimators = 50. 79 | 80 | Results 81 | ------- 82 | 83 | * **Cross validation** 84 | 85 | K-folds (k = 5) cross validation was performed using random samples of 30% of the data as the test data. This was performed for models for all 5 player positions. Different methods produced the best results for different positions. Figure 1 shows the average RMSEs for each model during the train, cross validation phases for wide receivers. Information about the testing phase is discussed in the next section. 86 | 87 | Figure 1: RMSE Comparison among Different ML Models 88 | 89 | ![alt text](https://github.com/zefeng-zhang/Predicting-Fantasy-Football-Points-Using-Machine-Learning/blob/master/images/rmse_model.png) 90 | 91 | * **Testing: comparisons to 2016 FantasyData.com Predictions** 92 | 93 | In order to test the models, the trained models described in the previous section were tested against actual FanDuel points for weeks 5 through 12 in the 2016 football season. The resulting RMSEs were compared to the RMSEs obtained by using FantasyData.com predictions for the same weeks. It is seen in Figure 2 that the RMSEs are on the same order of magnitude as the FantasyData.com predictions. It should be noted that analysts are employed by various websites to produce fantasy football predictions who likely have more time and resource to develop robust prediction models. The fact that the RMSEs are very close is a good sign. 94 | 95 | Please note that the results shown in **Figure 2** are for for the top performing models for each position, which generally were some form of ridge regression. Ridge regression in some sense acts as a shrinkage method as it attempts to reduce the coefficients of unnecessary variables. 96 | 97 | Figure 2: Test RMSE (Comparison to FantasyData.com Predictions, 2016 Weeks 5-12) 98 | 99 | ![alt text](https://github.com/zefeng-zhang/Predicting-Fantasy-Football-Points-Using-Machine-Learning/blob/master/images/rmse_position.png) 100 | 101 | Conclusion and future work 102 | -------------------------- 103 | 104 | Machine learning models predicting fantasy football points were successfully implemented using ridge regression, bayesian ridge regression, elastic net, random forest and boosting. The models performed reasonably well when compared to FantasyData.com projections for the 2016 season. 105 | 106 | If the project were to be continued several additional steps could be taken to potentially improve model performance: 107 | 108 | * Add additional variables into the model such as injuries, defensive stats and/or previous year fantasy performance. 109 | * Add additional fantasy projections into the model 110 | * Try additional modelling techniques and parameter optimizations 111 | * Algorithmically perform feature selection (possibly could drop some of the features used) 112 | 113 | 114 | 115 | 116 | 117 | -------------------------------------------------------------------------------- /data/FD_2016_Projections.csv: -------------------------------------------------------------------------------- 1 | player,team,position,week,proj 2 | Russell Wilson,SEA,QB,1,21.02 3 | Andrew Luck,IND,QB,1,20.71 4 | Aaron Rodgers,GB,QB,1,20.34 5 | Drew Brees,NO,QB,1,19.68 6 | Derek Carr,OAK,QB,1,18.68 7 | Matthew Stafford,DET,QB,1,18.01 8 | Cam Newton,CAR,QB,1,17.66 9 | Eli Manning,NYG,QB,1,17.34 10 | Ben Roethlisberger,PIT,QB,1,17.2 11 | Blake Bortles,JAX,QB,1,16.98 12 | Tyrod Taylor,BUF,QB,1,16.91 13 | Carson Palmer,ARI,QB,1,16.73 14 | Jameis Winston,TB,QB,1,16.73 15 | Alex Smith,KC,QB,1,16.65 16 | Kirk Cousins,WAS,QB,1,16.58 17 | Matt Ryan,ATL,QB,1,16.57 18 | Brock Osweiler,HOU,QB,1,16.2 19 | Marcus Mariota,TEN,QB,1,15.85 20 | Dak Prescott,DAL,QB,1,15.51 21 | Ryan Fitzpatrick,NYJ,QB,1,15.16 22 | Philip Rivers,SD,QB,1,15.06 23 | Andy Dalton,CIN,QB,1,14.77 24 | Robert Griffin III,CLE,QB,1,14.46 25 | Joe Flacco,BAL,QB,1,14.31 26 | Jay Cutler,CHI,QB,1,13.81 27 | Ryan Tannehill,MIA,QB,1,12.6 28 | Jimmy Garoppolo,NE,QB,1,12.59 29 | Carson Wentz,PHI,QB,1,12.51 30 | Blaine Gabbert,SF,QB,1,12.12 31 | Case Keenum,LA,QB,1,11.87 32 | Shaun Hill,MIN,QB,1,10.67 33 | Trevor Siemian,DEN,QB,1,9.92 34 | Todd Gurley,LA,RB,1,15.42 35 | Lamar Miller,HOU,RB,1,14.32 36 | David Johnson,ARI,RB,1,13.97 37 | Adrian Peterson,MIN,RB,1,13.76 38 | DeAngelo Williams,PIT,RB,1,13.19 39 | LeSean McCoy,BUF,RB,1,13.01 40 | Ezekiel Elliott,DAL,RB,1,12.79 41 | Mark Ingram,NO,RB,1,12.35 42 | Devonta Freeman,ATL,RB,1,12.12 43 | Spencer Ware,KC,RB,1,11.42 44 | Eddie Lacy,GB,RB,1,11.37 45 | Doug Martin,TB,RB,1,11.21 46 | Latavius Murray,OAK,RB,1,11.14 47 | Ryan Mathews,PHI,RB,1,10.39 48 | Frank Gore,IND,RB,1,10.35 49 | CJ Anderson,DEN,RB,1,10.33 50 | Matt Forte,NYJ,RB,1,10.21 51 | Rashad Jennings,NYG,RB,1,9.94 52 | Jeremy Langford,CHI,RB,1,9.69 53 | Carlos Hyde,SF,RB,1,9.36 54 | DeMarco Murray,TEN,RB,1,9.02 55 | Arian Foster,MIA,RB,1,9 56 | Ameer Abdullah,DET,RB,1,8.93 57 | Jonathan Stewart,CAR,RB,1,8.87 58 | Christine Michael,SEA,RB,1,8.73 59 | Jeremy Hill,CIN,RB,1,8.69 60 | TJ Yeldon,JAX,RB,1,8.6 61 | Giovani Bernard,CIN,RB,1,8.25 62 | Justin Forsett,BAL,RB,1,8.19 63 | Matt Jones,WAS,RB,1,8.08 64 | Isaiah Crowell,CLE,RB,1,8.01 65 | Melvin Gordon,SD,RB,1,7.92 66 | Duke Johnson,CLE,RB,1,7.65 67 | Danny Woodhead,SD,RB,1,7.53 68 | Charles Sims,TB,RB,1,7.06 69 | Charcandrick West,KC,RB,1,6.78 70 | LeGarrette Blount,NE,RB,1,6.55 71 | Derrick Henry,TEN,RB,1,6.52 72 | Bilal Powell,NYJ,RB,1,6.45 73 | Theo Riddick,DET,RB,1,6.12 74 | Thomas Rawls,SEA,RB,1,6.09 75 | Shane Vereen,NYG,RB,1,6.01 76 | Terrance West,BAL,RB,1,5.9 77 | James Starks,GB,RB,1,5.88 78 | James White,NE,RB,1,5.79 79 | Tevin Coleman,ATL,RB,1,5.73 80 | Darren Sproles,PHI,RB,1,5.58 81 | Devontae Booker,DEN,RB,1,4.71 82 | Deandre Washington,OAK,RB,1,4.67 83 | Chris Johnson,ARI,RB,1,4.19 84 | Antonio Brown,PIT,WR,1,15.17 85 | Julio Jones,ATL,WR,1,14.8 86 | Odell Beckham Jr,NYG,WR,1,13.47 87 | DeAndre Hopkins,HOU,WR,1,12.74 88 | Amari Cooper,OAK,WR,1,11.67 89 | Allen Robinson,JAX,WR,1,10.96 90 | Dez Bryant,DAL,WR,1,10.68 91 | TY Hilton,IND,WR,1,10.62 92 | AJ Green,CIN,WR,1,10.59 93 | Brandon Marshall,NYJ,WR,1,10.47 94 | Jordy Nelson,GB,WR,1,10.42 95 | Sammy Watkins,BUF,WR,1,10.34 96 | Mike Evans,TB,WR,1,10.31 97 | Brandin Cooks,NO,WR,1,10.11 98 | Randall Cobb,GB,WR,1,9.75 99 | Doug Baldwin,SEA,WR,1,9.71 100 | Eric Decker,NYJ,WR,1,9.68 101 | Keenan Allen,SD,WR,1,9.6 102 | Alshon Jeffery,CHI,WR,1,9.57 103 | Donte Moncrief,IND,WR,1,9.55 104 | Jeremy Maclin,KC,WR,1,9.47 105 | Michael Crabtree,OAK,WR,1,9.11 106 | DeSean Jackson,WAS,WR,1,9.06 107 | Michael Floyd,ARI,WR,1,9.03 108 | Jarvis Landry,MIA,WR,1,8.85 109 | Demaryius Thomas,DEN,WR,1,8.76 110 | Golden Tate,DET,WR,1,8.46 111 | Larry Fitzgerald,ARI,WR,1,8.45 112 | Marvin Jones,DET,WR,1,8.09 113 | Jordan Matthews,PHI,WR,1,8.03 114 | Allen Hurns,JAX,WR,1,8 115 | Tyler Lockett,SEA,WR,1,7.85 116 | Emmanuel Sanders,DEN,WR,1,7.45 117 | John Brown,ARI,WR,1,7.42 118 | Tavon Austin,LA,WR,1,7.33 119 | Julian Edelman,NE,WR,1,7.32 120 | Torrey Smith,SF,WR,1,7.26 121 | Vincent Jackson,TB,WR,1,7.19 122 | Corey Coleman,CLE,WR,1,7.09 123 | Willie Snead,NO,WR,1,7.07 124 | Kelvin Benjamin,CAR,WR,1,6.99 125 | Stefon Diggs,MIN,WR,1,6.81 126 | Sterling Shepard,NYG,WR,1,6.69 127 | Steve Smith,BAL,WR,1,6.5 128 | Kamar Aiken,BAL,WR,1,6.45 129 | Mohamed Sanu,ATL,WR,1,6.43 130 | Rishard Matthews,TEN,WR,1,6.4 131 | Pierre Garcon,WAS,WR,1,6.33 132 | Will Fuller,HOU,WR,1,6.33 133 | Phillip Dorsett,IND,WR,1,6.28 134 | Jordan Reed,WAS,TE,1,9.06 135 | Travis Kelce,KC,TE,1,8.91 136 | Greg Olsen,CAR,TE,1,8.5 137 | Coby Fleener,NO,TE,1,8.42 138 | Gary Barnidge,CLE,TE,1,7.79 139 | Martellus Bennett,NE,TE,1,7.67 140 | Delanie Walker,TEN,TE,1,7.31 141 | Eric Ebron,DET,TE,1,6.72 142 | Jason Witten,DAL,TE,1,6.71 143 | Zach Ertz,PHI,TE,1,6.62 144 | Antonio Gates,SD,TE,1,6.51 145 | Dwayne Allen,IND,TE,1,6.27 146 | Julius Thomas,JAX,TE,1,6.11 147 | Jared Cook,GB,TE,1,6.05 148 | Zach Miller,CHI,TE,1,6.03 149 | Clive Walford,OAK,TE,1,5.63 150 | Charles Clay,BUF,TE,1,5.62 151 | Jordan Cameron,MIA,TE,1,5.52 152 | Tyler Kroft,CIN,TE,1,5.43 153 | Jimmy Graham,SEA,TE,1,5.33 154 | Vance McDonald,SF,TE,1,4.88 155 | Jesse James,PIT,TE,1,4.67 156 | Crockett Gillmore,BAL,TE,1,4.66 157 | Kyle Rudolph,MIN,TE,1,4.49 158 | Jacob Tamme,ATL,TE,1,4.09 159 | Cameron Brate,TB,TE,1,3.79 160 | Austin Seferian-Jenkins,TB,TE,1,3.78 161 | Virgil Green,DEN,TE,1,3.76 162 | Will Tye,NYG,TE,1,3.74 163 | Josh Hill,NO,TE,1,3.72 164 | Anthony Fasano,TEN,TE,1,3.53 165 | Lance Kendricks,LA,TE,1,3.48 166 | Steven Hauschka,SEA,K,1,8.9 167 | Chandler Catanzaro,ARI,K,1,8.8 168 | Chris Boswell,PIT,K,1,8.8 169 | Nick Novak,HOU,K,1,8.8 170 | Justin Tucker,BAL,K,1,8.7 171 | Randy Bullock,NYG,K,1,8.7 172 | Cairo Santos,KC,K,1,8.6 173 | Mason Crosby,GB,K,1,8.6 174 | Dan Bailey,DAL,K,1,8.5 175 | Matt Bryant,ATL,K,1,8.3 176 | Stephen Gostkowski,NE,K,1,8.1 177 | Graham Gano,CAR,K,1,8 178 | Matt Prater,DET,K,1,7.8 179 | Dustin Hopkins,WAS,K,1,7.8 180 | Blair Walsh,MIN,K,1,7.7 181 | Mike Nugent,CIN,K,1,7.5 182 | Patrick Murray,CLE,K,1,7.5 183 | Roberto Aguayo,TB,K,1,7.5 184 | Dan Carpenter,BUF,K,1,7.4 185 | Jason Myers,JAX,K,1,7.4 186 | Greg Zuerlein,LA,K,1,7.4 187 | Brandon McManus,DEN,K,1,7.4 188 | Nick Folk,NYJ,K,1,7.1 189 | Phil Dawson,SF,K,1,7 190 | Connor Barth,CHI,K,1,7 191 | Andrew Franks,MIA,K,1,7 192 | Josh Lambo,SD,K,1,7 193 | Adam Vinatieri,IND,K,1,6.7 194 | Sebastian Janikowski,OAK,K,1,6.5 195 | Caleb Sturgis,PHI,K,1,6.3 196 | Ryan Succop,TEN,K,1,4.9 197 | Kai Forbath,NO,K,1,3.7 198 | Seattle Seahawks,SEA,DST,1,10.5 199 | Carolina Panthers,CAR,DST,1,9.8 200 | Houston Texans,HOU,DST,1,9.7 201 | Philadelphia Eagles,PHI,DST,1,9.4 202 | Minnesota Vikings,MIN,DST,1,9.2 203 | Arizona Cardinals,ARI,DST,1,9.1 204 | Kansas City Chiefs,KC,DST,1,8.6 205 | Cincinnati Bengals,CIN,DST,1,8.5 206 | Los Angeles Rams,LA,DST,1,8.1 207 | Denver Broncos,DEN,DST,1,7.8 208 | Tennessee Titans,TEN,DST,1,7.6 209 | Buffalo Bills,BUF,DST,1,7.2 210 | Baltimore Ravens,BAL,DST,1,7.2 211 | San Francisco 49ers,SF,DST,1,7 212 | Cleveland Browns,CLE,DST,1,7 213 | Pittsburgh Steelers,PIT,DST,1,6.9 214 | Jacksonville Jaguars,JAX,DST,1,6.9 215 | New England Patriots,NE,DST,1,6.8 216 | Detroit Lions,DET,DST,1,6.8 217 | New York Giants,NYG,DST,1,6.6 218 | Chicago Bears,CHI,DST,1,6.6 219 | Washington Redskins,WAS,DST,1,6.5 220 | Tampa Bay Buccaneers,TB,DST,1,6.4 221 | Dallas Cowboys,DAL,DST,1,6 222 | Indianapolis Colts,IND,DST,1,5.8 223 | Atlanta Falcons,ATL,DST,1,5.3 224 | San Diego Chargers,SD,DST,1,5.1 225 | New Orleans Saints,NO,DST,1,4.9 226 | Green Bay Packers,GB,DST,1,4.5 227 | New York Jets,NYJ,DST,1,3 228 | Miami Dolphins,MIA,DST,1,1.9 229 | Oakland Raiders,OAK,DST,1,1.2 230 | Cam Newton,CAR,QB,2,23.1 231 | Drew Brees,NO,QB,2,21.65 232 | Carson Palmer,ARI,QB,2,20.96 233 | Eli Manning,NYG,QB,2,19.93 234 | Aaron Rodgers,GB,QB,2,18.56 235 | Matthew Stafford,DET,QB,2,18.38 236 | Blake Bortles,JAX,QB,2,17.9 237 | Derek Carr,OAK,QB,2,17.86 238 | Ben Roethlisberger,PIT,QB,2,17.81 239 | Russell Wilson,SEA,QB,2,17.81 240 | Philip Rivers,SD,QB,2,17.66 241 | Marcus Mariota,TEN,QB,2,17.45 242 | Kirk Cousins,WAS,QB,2,17.31 243 | Matt Ryan,ATL,QB,2,16.87 244 | Andrew Luck,IND,QB,2,16.38 245 | Ryan Fitzpatrick,NYJ,QB,2,16.03 246 | Andy Dalton,CIN,QB,2,15.94 247 | Joe Flacco,BAL,QB,2,15.36 248 | Tyrod Taylor,BUF,QB,2,15.1 249 | Carson Wentz,PHI,QB,2,14.83 250 | Ryan Tannehill,MIA,QB,2,14.81 251 | Jay Cutler,CHI,QB,2,14.78 252 | Jameis Winston,TB,QB,2,14.75 253 | Dak Prescott,DAL,QB,2,13.4 254 | Josh McCown,CLE,QB,2,12.96 255 | Jimmy Garoppolo,NE,QB,2,12.57 256 | Alex Smith,KC,QB,2,11.87 257 | Trevor Siemian,DEN,QB,2,11.65 258 | Sam Bradford,MIN,QB,2,11.61 259 | Brock Osweiler,HOU,QB,2,11.56 260 | Blaine Gabbert,SF,QB,2,10.68 261 | Case Keenum,LA,QB,2,9.09 262 | David Johnson,ARI,RB,2,14.92 263 | CJ Anderson,DEN,RB,2,13.79 264 | DeAngelo Williams,PIT,RB,2,13.64 265 | Adrian Peterson,MIN,RB,2,13.08 266 | Lamar Miller,HOU,RB,2,12.87 267 | Matt Forte,NYJ,RB,2,12.55 268 | Jeremy Langford,CHI,RB,2,12.39 269 | Rashad Jennings,NYG,RB,2,12.34 270 | LeSean McCoy,BUF,RB,2,12.18 271 | Mark Ingram,NO,RB,2,12.18 272 | Ezekiel Elliott,DAL,RB,2,12.14 273 | TJ Yeldon,JAX,RB,2,12 274 | Spencer Ware,KC,RB,2,11.75 275 | DeMarco Murray,TEN,RB,2,11.6 276 | Jonathan Stewart,CAR,RB,2,10.86 277 | Devonta Freeman,ATL,RB,2,10.77 278 | Doug Martin,TB,RB,2,10.74 279 | Latavius Murray,OAK,RB,2,10.6 280 | Ameer Abdullah,DET,RB,2,10.6 281 | LeGarrette Blount,NE,RB,2,10.57 282 | Todd Gurley,LA,RB,2,10.5 283 | Eddie Lacy,GB,RB,2,10.44 284 | Thomas Rawls,SEA,RB,2,10.32 285 | Arian Foster,MIA,RB,2,10 286 | Danny Woodhead,SD,RB,2,9.7 287 | Carlos Hyde,SF,RB,2,9.56 288 | Ryan Mathews,PHI,RB,2,9.46 289 | Justin Forsett,BAL,RB,2,9.13 290 | Melvin Gordon,SD,RB,2,9.01 291 | Matt Jones,WAS,RB,2,9.01 292 | Isaiah Crowell,CLE,RB,2,8.62 293 | Theo Riddick,DET,RB,2,8.61 294 | Jeremy Hill,CIN,RB,2,8.32 295 | Giovani Bernard,CIN,RB,2,7.95 296 | Frank Gore,IND,RB,2,7.87 297 | Shane Vereen,NYG,RB,2,7.71 298 | Terrance West,BAL,RB,2,7.47 299 | Tevin Coleman,ATL,RB,2,7.47 300 | Duke Johnson,CLE,RB,2,7.04 301 | James White,NE,RB,2,6.39 302 | Charles Sims,TB,RB,2,6.1 303 | Christine Michael,SEA,RB,2,5.96 304 | Darren Sproles,PHI,RB,2,5.82 305 | Derrick Henry,TEN,RB,2,5.76 306 | Chris Thompson,WAS,RB,2,5.64 307 | Bilal Powell,NYJ,RB,2,5.57 308 | Devontae Booker,DEN,RB,2,5.57 309 | Ka'Deem Carey,CHI,RB,2,4.83 310 | Shaun Draughn,SF,RB,2,4.67 311 | James Starks,GB,RB,2,4.52 312 | Odell Beckham Jr,NYG,WR,2,14.55 313 | Julio Jones,ATL,WR,2,14.45 314 | Antonio Brown,PIT,WR,2,13.98 315 | DeAndre Hopkins,HOU,WR,2,12.18 316 | AJ Green,CIN,WR,2,12.15 317 | Brandin Cooks,NO,WR,2,11.51 318 | Mike Evans,TB,WR,2,11.25 319 | Allen Robinson,JAX,WR,2,11 320 | Amari Cooper,OAK,WR,2,10.84 321 | Doug Baldwin,SEA,WR,2,10.81 322 | Larry Fitzgerald,ARI,WR,2,10.62 323 | Kelvin Benjamin,CAR,WR,2,10.53 324 | Alshon Jeffery,CHI,WR,2,10.49 325 | Jordy Nelson,GB,WR,2,10.16 326 | Julian Edelman,NE,WR,2,10.09 327 | Jordan Matthews,PHI,WR,2,9.94 328 | Dez Bryant,DAL,WR,2,9.91 329 | Randall Cobb,GB,WR,2,9.56 330 | Demaryius Thomas,DEN,WR,2,9.55 331 | Jarvis Landry,MIA,WR,2,9.37 332 | DeSean Jackson,WAS,WR,2,8.97 333 | Brandon Marshall,NYJ,WR,2,8.84 334 | Willie Snead,NO,WR,2,8.49 335 | Jeremy Maclin,KC,WR,2,8.41 336 | Travis Benjamin,SD,WR,2,8.38 337 | Eric Decker,NYJ,WR,2,8.37 338 | Stefon Diggs,MIN,WR,2,8.31 339 | TY Hilton,IND,WR,2,8.3 340 | Golden Tate,DET,WR,2,8.27 341 | Marvin Jones,DET,WR,2,8.22 342 | Michael Floyd,ARI,WR,2,8.19 343 | Emmanuel Sanders,DEN,WR,2,7.95 344 | Michael Crabtree,OAK,WR,2,7.94 345 | Allen Hurns,JAX,WR,2,7.72 346 | Tajae Sharpe,TEN,WR,2,7.3 347 | Steve Smith,BAL,WR,2,7.25 348 | Sammy Watkins,BUF,WR,2,7.23 349 | Sterling Shepard,NYG,WR,2,7.17 350 | Vincent Jackson,TB,WR,2,7.15 351 | Pierre Garcon,WAS,WR,2,7.01 352 | Terrelle Pryor,CLE,WR,2,6.78 353 | Torrey Smith,SF,WR,2,6.57 354 | Corey Coleman,CLE,WR,2,6.53 355 | Donte Moncrief,IND,WR,2,6.47 356 | Will Fuller,HOU,WR,2,6.47 357 | John Brown,ARI,WR,2,6.42 358 | Terrance Williams,DAL,WR,2,6.39 359 | Rishard Matthews,TEN,WR,2,6.09 360 | Mohamed Sanu,ATL,WR,2,5.91 361 | Tyler Lockett,SEA,WR,2,5.89 362 | Jordan Reed,WAS,TE,2,9.96 363 | Delanie Walker,TEN,TE,2,8.88 364 | Antonio Gates,SD,TE,2,8.82 365 | Greg Olsen,CAR,TE,2,8.11 366 | Julius Thomas,JAX,TE,2,7.4 367 | Gary Barnidge,CLE,TE,2,7.3 368 | Brent Celek,PHI,TE,2,7.16 369 | Travis Kelce,KC,TE,2,7 370 | Zach Miller,CHI,TE,2,6.8 371 | Larry Donnell,NYG,TE,2,6.02 372 | Martellus Bennett,NE,TE,2,5.67 373 | Coby Fleener,NO,TE,2,5.63 374 | Jason Witten,DAL,TE,2,5.3 375 | Jimmy Graham,SEA,TE,2,5.18 376 | Eric Ebron,DET,TE,2,5.12 377 | Dwayne Allen,IND,TE,2,4.97 378 | Vance McDonald,SF,TE,2,4.67 379 | Tyler Kroft,CIN,TE,2,4.65 380 | Kyle Rudolph,MIN,TE,2,4.51 381 | Will Tye,NYG,TE,2,4.43 382 | Jack Doyle,IND,TE,2,4.24 383 | Virgil Green,DEN,TE,2,4.17 384 | Jesse James,PIT,TE,2,4.07 385 | CJ Uzomah,CIN,TE,2,3.88 386 | Richard Rodgers,GB,TE,2,3.82 387 | Dennis Pitta,BAL,TE,2,3.74 388 | Darren Fells,ARI,TE,2,3.65 389 | Charles Clay,BUF,TE,2,3.51 390 | Austin Seferian-Jenkins,TB,TE,2,3.47 391 | Jacob Tamme,ATL,TE,2,3.43 392 | Clive Walford,OAK,TE,2,3.29 393 | Ryan Griffin,HOU,TE,2,3.25 394 | Justin Tucker,BAL,K,2,8.1 395 | Stephen Gostkowski,NE,K,2,8 396 | Chris Boswell,PIT,K,2,7.8 397 | Josh Lambo,SD,K,2,7.8 398 | Steven Hauschka,SEA,K,2,7.7 399 | Mason Crosby,GB,K,2,7.6 400 | Graham Gano,CAR,K,2,7.5 401 | Dustin Hopkins,WAS,K,2,7.5 402 | Wil Lutz,NO,K,2,7.4 403 | Josh Brown,NYG,K,2,7.3 404 | Matt Bryant,ATL,K,2,7.3 405 | Blair Walsh,MIN,K,2,7.3 406 | Chandler Catanzaro,ARI,K,2,7.3 407 | Brandon McManus,DEN,K,2,7.2 408 | Matt Prater,DET,K,2,7.1 409 | Mike Nugent,CIN,K,2,7.1 410 | Dan Bailey,DAL,K,2,7 411 | Andrew Franks,MIA,K,2,6.9 412 | Ryan Succop,TEN,K,2,6.8 413 | Patrick Murray,CLE,K,2,6.8 414 | Nick Folk,NYJ,K,2,6.7 415 | Adam Vinatieri,IND,K,2,6.6 416 | Jason Myers,JAX,K,2,6.6 417 | Roberto Aguayo,TB,K,2,6.6 418 | Dan Carpenter,BUF,K,2,6.5 419 | Sebastian Janikowski,OAK,K,2,6.3 420 | Cairo Santos,KC,K,2,6.1 421 | Connor Barth,CHI,K,2,5.9 422 | Caleb Sturgis,PHI,K,2,5.9 423 | Nick Novak,HOU,K,2,5.8 424 | Phil Dawson,SF,K,2,4.9 425 | Greg Zuerlein,LA,K,2,4.8 426 | Carolina Panthers,CAR,DST,2,9.7 427 | Denver Broncos,DEN,DST,2,9.7 428 | New England Patriots,NE,DST,2,8.5 429 | Houston Texans,HOU,DST,2,8.2 430 | Detroit Lions,DET,DST,2,7.8 431 | New York Jets,NYJ,DST,2,7.7 432 | Baltimore Ravens,BAL,DST,2,7.7 433 | Kansas City Chiefs,KC,DST,2,7.4 434 | Pittsburgh Steelers,PIT,DST,2,7.1 435 | San Diego Chargers,SD,DST,2,7.1 436 | Arizona Cardinals,ARI,DST,2,7 437 | Minnesota Vikings,MIN,DST,2,6.9 438 | Oakland Raiders,OAK,DST,2,6.9 439 | Philadelphia Eagles,PHI,DST,2,6.8 440 | Cincinnati Bengals,CIN,DST,2,6.7 441 | Indianapolis Colts,IND,DST,2,6.6 442 | Green Bay Packers,GB,DST,2,6.6 443 | Jacksonville Jaguars,JAX,DST,2,6.3 444 | Chicago Bears,CHI,DST,2,6.3 445 | Washington Redskins,WAS,DST,2,6.3 446 | Buffalo Bills,BUF,DST,2,6 447 | Cleveland Browns,CLE,DST,2,5.9 448 | Los Angeles Rams,LA,DST,2,5.9 449 | Miami Dolphins,MIA,DST,2,5.8 450 | Tennessee Titans,TEN,DST,2,5.5 451 | Dallas Cowboys,DAL,DST,2,5.4 452 | Atlanta Falcons,ATL,DST,2,5.3 453 | Tampa Bay Buccaneers,TB,DST,2,5.2 454 | New York Giants,NYG,DST,2,4.7 455 | San Francisco 49ers,SF,DST,2,4.5 456 | New Orleans Saints,NO,DST,2,4.1 457 | Seattle Seahawks,SEA,DST,2,3.5 458 | Aaron Rodgers,GB,QB,3,21.66 459 | Drew Brees,NO,QB,3,20.61 460 | Cam Newton,CAR,QB,3,20.02 461 | Matt Ryan,ATL,QB,3,19.63 462 | Carson Palmer,ARI,QB,3,19.47 463 | Russell Wilson,SEA,QB,3,19.14 464 | Ben Roethlisberger,PIT,QB,3,18.69 465 | Eli Manning,NYG,QB,3,18.19 466 | Andrew Luck,IND,QB,3,18.1 467 | Philip Rivers,SD,QB,3,17.39 468 | Ryan Tannehill,MIA,QB,3,17.32 469 | Matthew Stafford,DET,QB,3,17.31 470 | Derek Carr,OAK,QB,3,17.19 471 | Marcus Mariota,TEN,QB,3,16.96 472 | Kirk Cousins,WAS,QB,3,16.49 473 | Joe Flacco,BAL,QB,3,15.87 474 | Blake Bortles,JAX,QB,3,15.87 475 | Brock Osweiler,HOU,QB,3,15.55 476 | Dak Prescott,DAL,QB,3,15.22 477 | Andy Dalton,CIN,QB,3,14.75 478 | Jameis Winston,TB,QB,3,14.66 479 | Tyrod Taylor,BUF,QB,3,14.5 480 | Alex Smith,KC,QB,3,14.26 481 | Brian Hoyer,CHI,QB,3,14.17 482 | Carson Wentz,PHI,QB,3,14 483 | Ryan Fitzpatrick,NYJ,QB,3,13.97 484 | Jacoby Brissett,NE,QB,3,12.58 485 | Trevor Siemian,DEN,QB,3,12.38 486 | Case Keenum,LA,QB,3,12.13 487 | Sam Bradford,MIN,QB,3,11.93 488 | Cody Kessler,CLE,QB,3,11.44 489 | Blaine Gabbert,SF,QB,3,9.76 490 | DeAngelo Williams,PIT,RB,3,17.57 491 | David Johnson,ARI,RB,3,15.27 492 | Todd Gurley,LA,RB,3,13.69 493 | CJ Anderson,DEN,RB,3,13.08 494 | Ezekiel Elliott,DAL,RB,3,13.06 495 | Matt Forte,NYJ,RB,3,12.74 496 | Melvin Gordon,SD,RB,3,12.67 497 | LeSean McCoy,BUF,RB,3,12.56 498 | Mark Ingram,NO,RB,3,12.3 499 | Lamar Miller,HOU,RB,3,12.28 500 | DeMarco Murray,TEN,RB,3,11.97 501 | Christine Michael,SEA,RB,3,11.8 502 | Spencer Ware,KC,RB,3,11.69 503 | Charles Sims,TB,RB,3,11.67 504 | Eddie Lacy,GB,RB,3,11.66 505 | Frank Gore,IND,RB,3,11.53 506 | Devonta Freeman,ATL,RB,3,11.52 507 | Jeremy Langford,CHI,RB,3,10.52 508 | Shane Vereen,NYG,RB,3,10.48 509 | Isaiah Crowell,CLE,RB,3,10.44 510 | Latavius Murray,OAK,RB,3,10.4 511 | LeGarrette Blount,NE,RB,3,9.9 512 | Tevin Coleman,ATL,RB,3,9.54 513 | Theo Riddick,DET,RB,3,9.32 514 | Jerick McKinnon,MIN,RB,3,9.01 515 | Justin Forsett,BAL,RB,3,8.78 516 | Terrance West,BAL,RB,3,8.46 517 | Carlos Hyde,SF,RB,3,8.22 518 | TJ Yeldon,JAX,RB,3,8.22 519 | Kenyan Drake,MIA,RB,3,8.1 520 | Jeremy Hill,CIN,RB,3,7.86 521 | Orleans Darkwa,NYG,RB,3,7.8 522 | Matt Jones,WAS,RB,3,7.78 523 | Ryan Mathews,PHI,RB,3,7.69 524 | Jay Ajayi,MIA,RB,3,7.53 525 | Jordan Howard,CHI,RB,3,7.33 526 | Giovani Bernard,CIN,RB,3,7.07 527 | Darren Sproles,PHI,RB,3,6.89 528 | Derrick Henry,TEN,RB,3,6.71 529 | Chris Ivory,JAX,RB,3,6.7 530 | Cameron Artis-Payne,CAR,RB,3,6.63 531 | Fozzy Whittaker,CAR,RB,3,6.5 532 | Charcandrick West,KC,RB,3,6.41 533 | Duke Johnson,CLE,RB,3,6.38 534 | Matt Asiata,MIN,RB,3,6.37 535 | Chris Thompson,WAS,RB,3,5.46 536 | Jacquizz Rodgers,TB,RB,3,5.29 537 | James Starks,GB,RB,3,5.19 538 | James White,NE,RB,3,4.99 539 | Bilal Powell,NYJ,RB,3,4.8 540 | Julio Jones,ATL,WR,3,15.73 541 | Odell Beckham Jr,NYG,WR,3,14.97 542 | DeAndre Hopkins,HOU,WR,3,13.09 543 | Antonio Brown,PIT,WR,3,12.98 544 | Larry Fitzgerald,ARI,WR,3,12.19 545 | AJ Green,CIN,WR,3,12.18 546 | Jordy Nelson,GB,WR,3,11.08 547 | Allen Robinson,JAX,WR,3,10.78 548 | Alshon Jeffery,CHI,WR,3,10.75 549 | Brandin Cooks,NO,WR,3,10.53 550 | Jarvis Landry,MIA,WR,3,10.05 551 | Stefon Diggs,MIN,WR,3,9.95 552 | TY Hilton,IND,WR,3,9.87 553 | Kelvin Benjamin,CAR,WR,3,9.82 554 | Randall Cobb,GB,WR,3,9.65 555 | Dez Bryant,DAL,WR,3,9.53 556 | Mike Evans,TB,WR,3,9.48 557 | Jeremy Maclin,KC,WR,3,9.42 558 | Eric Decker,NYJ,WR,3,9.15 559 | Marvin Jones,DET,WR,3,9.15 560 | Amari Cooper,OAK,WR,3,9.13 561 | Tajae Sharpe,TEN,WR,3,9.07 562 | Travis Benjamin,SD,WR,3,9.05 563 | DeSean Jackson,WAS,WR,3,8.98 564 | Jordan Matthews,PHI,WR,3,8.72 565 | Phillip Dorsett,IND,WR,3,8.51 566 | Doug Baldwin,SEA,WR,3,8.35 567 | Julian Edelman,NE,WR,3,8.27 568 | Michael Crabtree,OAK,WR,3,8.11 569 | Demaryius Thomas,DEN,WR,3,8.08 570 | Emmanuel Sanders,DEN,WR,3,7.9 571 | Golden Tate,DET,WR,3,7.83 572 | Devante Parker,MIA,WR,3,7.81 573 | Will Fuller,HOU,WR,3,7.73 574 | Michael Floyd,ARI,WR,3,7.16 575 | Sterling Shepard,NYG,WR,3,7.14 576 | Allen Hurns,JAX,WR,3,6.85 577 | Terrelle Pryor,CLE,WR,3,6.59 578 | Kenny Britt,LA,WR,3,6.54 579 | Pierre Garcon,WAS,WR,3,6.4 580 | Robert Woods,BUF,WR,3,6.4 581 | Steve Smith,BAL,WR,3,6.33 582 | Mike Wallace,BAL,WR,3,6.29 583 | Tavon Austin,LA,WR,3,6.29 584 | Tyrell Williams,SD,WR,3,6.22 585 | Vincent Jackson,TB,WR,3,6.2 586 | Tyler Lockett,SEA,WR,3,6.01 587 | Brandon Marshall,NYJ,WR,3,5.9 588 | Victor Cruz,NYG,WR,3,5.7 589 | Kevin White,CHI,WR,3,5.65 590 | Jordan Reed,WAS,TE,3,11.26 591 | Rob Gronkowski,NE,TE,3,10.17 592 | Greg Olsen,CAR,TE,3,8.09 593 | Eric Ebron,DET,TE,3,7.05 594 | Travis Kelce,KC,TE,3,6.31 595 | Gary Barnidge,CLE,TE,3,6.2 596 | Hunter Henry,SD,TE,3,5.94 597 | Julius Thomas,JAX,TE,3,5.93 598 | Jacob Tamme,ATL,TE,3,5.81 599 | Dwayne Allen,IND,TE,3,5.69 600 | Jason Witten,DAL,TE,3,5.59 601 | Coby Fleener,NO,TE,3,5.56 602 | Martellus Bennett,NE,TE,3,5.55 603 | Vance McDonald,SF,TE,3,5.51 604 | Larry Donnell,NYG,TE,3,5.47 605 | Richard Rodgers,GB,TE,3,5.41 606 | Brent Celek,PHI,TE,3,5.35 607 | Jesse James,PIT,TE,3,5 608 | Dennis Pitta,BAL,TE,3,4.84 609 | Zach Miller,CHI,TE,3,4.73 610 | Cameron Brate,TB,TE,3,4.48 611 | Clive Walford,OAK,TE,3,3.92 612 | Jordan Cameron,MIA,TE,3,3.88 613 | Kyle Rudolph,MIN,TE,3,3.87 614 | Jimmy Graham,SEA,TE,3,3.82 615 | Tyler Kroft,CIN,TE,3,3.7 616 | Jack Doyle,IND,TE,3,3.64 617 | Charles Clay,BUF,TE,3,3.57 618 | Darren Fells,ARI,TE,3,3.44 619 | Jeff Heuerman,DEN,TE,3,3.43 620 | Lance Kendricks,LA,TE,3,3.33 621 | Will Tye,NYG,TE,3,3.3 622 | Josh Brown,NYG,K,3,8.1 623 | Justin Tucker,BAL,K,3,8 624 | Stephen Gostkowski,NE,K,3,7.8 625 | Wil Lutz,NO,K,3,7.8 626 | Mason Crosby,GB,K,3,7.7 627 | Graham Gano,CAR,K,3,7.7 628 | Sebastian Janikowski,OAK,K,3,7.6 629 | Matt Bryant,ATL,K,3,7.6 630 | Josh Lambo,SD,K,3,7.6 631 | Dustin Hopkins,WAS,K,3,7.4 632 | Steven Hauschka,SEA,K,3,7.3 633 | Adam Vinatieri,IND,K,3,7.1 634 | Jason Myers,JAX,K,3,7.1 635 | Dan Bailey,DAL,K,3,7 636 | Chris Boswell,PIT,K,3,7 637 | Nick Folk,NYJ,K,3,6.8 638 | Cody Parkey,CLE,K,3,6.8 639 | Cairo Santos,KC,K,3,6.8 640 | Chandler Catanzaro,ARI,K,3,6.8 641 | Mike Nugent,CIN,K,3,6.7 642 | Roberto Aguayo,TB,K,3,6.7 643 | Nick Novak,HOU,K,3,6.6 644 | Brandon McManus,DEN,K,3,6.6 645 | Caleb Sturgis,PHI,K,3,6.5 646 | Matt Prater,DET,K,3,6.4 647 | Dan Carpenter,BUF,K,3,6.4 648 | Blair Walsh,MIN,K,3,6.4 649 | Greg Zuerlein,LA,K,3,6.4 650 | Andrew Franks,MIA,K,3,6.3 651 | Phil Dawson,SF,K,3,6.2 652 | Ryan Succop,TEN,K,3,5.9 653 | Connor Barth,CHI,K,3,5.9 654 | Carolina Panthers,CAR,DST,3,9.1 655 | Denver Broncos,DEN,DST,3,8.9 656 | Miami Dolphins,MIA,DST,3,8.6 657 | New England Patriots,NE,DST,3,8.6 658 | Seattle Seahawks,SEA,DST,3,8.5 659 | Cincinnati Bengals,CIN,DST,3,8.3 660 | Philadelphia Eagles,PHI,DST,3,7.2 661 | Washington Redskins,WAS,DST,3,7.1 662 | Minnesota Vikings,MIN,DST,3,7 663 | Oakland Raiders,OAK,DST,3,7 664 | Dallas Cowboys,DAL,DST,3,6.8 665 | New York Giants,NYG,DST,3,6.6 666 | San Diego Chargers,SD,DST,3,6.4 667 | Tampa Bay Buccaneers,TB,DST,3,6.4 668 | Detroit Lions,DET,DST,3,6.3 669 | Cleveland Browns,CLE,DST,3,6.3 670 | Jacksonville Jaguars,JAX,DST,3,6.3 671 | Chicago Bears,CHI,DST,3,5.9 672 | Buffalo Bills,BUF,DST,3,5.9 673 | Indianapolis Colts,IND,DST,3,5.5 674 | Tennessee Titans,TEN,DST,3,5.3 675 | New Orleans Saints,NO,DST,3,5.2 676 | San Francisco 49ers,SF,DST,3,4.8 677 | Pittsburgh Steelers,PIT,DST,3,3.3 678 | Kansas City Chiefs,KC,DST,3,3.2 679 | Green Bay Packers,GB,DST,3,3.1 680 | Arizona Cardinals,ARI,DST,3,3 681 | Baltimore Ravens,BAL,DST,3,2.9 682 | New York Jets,NYJ,DST,3,2.7 683 | Houston Texans,HOU,DST,3,2.6 684 | Los Angeles Rams,LA,DST,3,2.1 685 | Atlanta Falcons,ATL,DST,3,0.3 686 | Cam Newton,CAR,QB,4,22.5 687 | Drew Brees,NO,QB,4,21.04 688 | Matthew Stafford,DET,QB,4,19.85 689 | Andrew Luck,IND,QB,4,19.23 690 | Philip Rivers,SD,QB,4,19.21 691 | Kirk Cousins,WAS,QB,4,18.55 692 | Andy Dalton,CIN,QB,4,18.44 693 | Carson Palmer,ARI,QB,4,17.88 694 | Ben Roethlisberger,PIT,QB,4,17.82 695 | Russell Wilson,SEA,QB,4,17.23 696 | Blake Bortles,JAX,QB,4,16.36 697 | Joe Flacco,BAL,QB,4,16.17 698 | Derek Carr,OAK,QB,4,15.96 699 | Matt Ryan,ATL,QB,4,15.67 700 | Brock Osweiler,HOU,QB,4,15.56 701 | Trevor Siemian,DEN,QB,4,15.38 702 | Tyrod Taylor,BUF,QB,4,14.9 703 | Dak Prescott,DAL,QB,4,14.78 704 | Alex Smith,KC,QB,4,14.64 705 | Sam Bradford,MIN,QB,4,14.49 706 | Blaine Gabbert,SF,QB,4,14.27 707 | Brian Hoyer,CHI,QB,4,14.25 708 | Ryan Tannehill,MIA,QB,4,14.13 709 | Eli Manning,NYG,QB,4,13.86 710 | Jameis Winston,TB,QB,4,13.44 711 | Cody Kessler,CLE,QB,4,12.84 712 | Ryan Fitzpatrick,NYJ,QB,4,12.63 713 | Marcus Mariota,TEN,QB,4,12.48 714 | Jacoby Brissett,NE,QB,4,8.89 715 | Case Keenum,LA,QB,4,8.23 716 | Colin Kaepernick,SF,QB,4,0.84 717 | Jared Goff,LA,QB,4,0.84 718 | David Johnson,ARI,RB,4,15.89 719 | Lamar Miller,HOU,RB,4,15.76 720 | Le'Veon Bell,PIT,RB,4,15.08 721 | Ezekiel Elliott,DAL,RB,4,14.93 722 | Melvin Gordon,SD,RB,4,14.55 723 | LeGarrette Blount,NE,RB,4,13.95 724 | Mark Ingram,NO,RB,4,12.87 725 | CJ Anderson,DEN,RB,4,12.7 726 | Todd Gurley,LA,RB,4,12.27 727 | LeSean McCoy,BUF,RB,4,12.13 728 | Carlos Hyde,SF,RB,4,12.07 729 | Jordan Howard,CHI,RB,4,11.92 730 | Frank Gore,IND,RB,4,11.55 731 | DeMarco Murray,TEN,RB,4,11.16 732 | Spencer Ware,KC,RB,4,11.08 733 | Jeremy Hill,CIN,RB,4,11.07 734 | Matt Forte,NYJ,RB,4,10.88 735 | Christine Michael,SEA,RB,4,10.84 736 | Charles Sims,TB,RB,4,10.47 737 | Jerick McKinnon,MIN,RB,4,9.89 738 | Isaiah Crowell,CLE,RB,4,9.84 739 | Devonta Freeman,ATL,RB,4,9.71 740 | Theo Riddick,DET,RB,4,9.63 741 | Matt Jones,WAS,RB,4,9.36 742 | Latavius Murray,OAK,RB,4,8.83 743 | Cameron Artis-Payne,CAR,RB,4,8.75 744 | Dwayne Washington,DET,RB,4,8.52 745 | Chris Ivory,JAX,RB,4,8.4 746 | Terrance West,BAL,RB,4,8.38 747 | Tevin Coleman,ATL,RB,4,8.15 748 | Orleans Darkwa,NYG,RB,4,8.03 749 | Duke Johnson,CLE,RB,4,7.95 750 | Giovani Bernard,CIN,RB,4,7.94 751 | TJ Yeldon,JAX,RB,4,6.87 752 | Jamaal Charles,KC,RB,4,6.6 753 | Shaun Draughn,SF,RB,4,6.18 754 | Matt Asiata,MIN,RB,4,6.12 755 | Fozzy Whittaker,CAR,RB,4,5.93 756 | Kenyan Drake,MIA,RB,4,5.75 757 | Chris Thompson,WAS,RB,4,5.62 758 | James White,NE,RB,4,4.88 759 | Joique Bell,CHI,RB,4,4.68 760 | Bobby Rainey,NYG,RB,4,4.64 761 | Bilal Powell,NYJ,RB,4,4.48 762 | Derrick Henry,TEN,RB,4,4.47 763 | Dexter McCluster,SD,RB,4,4.4 764 | Alex Collins,SEA,RB,4,4.33 765 | Jay Ajayi,MIA,RB,4,4.28 766 | Deandre Washington,OAK,RB,4,4.17 767 | Alfred Morris,DAL,RB,4,4.02 768 | AJ Green,CIN,WR,4,14.34 769 | Antonio Brown,PIT,WR,4,13.03 770 | Allen Robinson,JAX,WR,4,12.98 771 | DeAndre Hopkins,HOU,WR,4,12.54 772 | Julio Jones,ATL,WR,4,12.29 773 | Odell Beckham Jr,NYG,WR,4,11.87 774 | Brandin Cooks,NO,WR,4,11.81 775 | TY Hilton,IND,WR,4,11.71 776 | Demaryius Thomas,DEN,WR,4,11.29 777 | Alshon Jeffery,CHI,WR,4,11.28 778 | Doug Baldwin,SEA,WR,4,10.9 779 | Kelvin Benjamin,CAR,WR,4,10.82 780 | Larry Fitzgerald,ARI,WR,4,10.7 781 | Marvin Jones,DET,WR,4,10.62 782 | Mike Evans,TB,WR,4,10.35 783 | Brandon Marshall,NYJ,WR,4,9.77 784 | Stefon Diggs,MIN,WR,4,9.71 785 | Willie Snead,NO,WR,4,9.67 786 | Jarvis Landry,MIA,WR,4,9.49 787 | Emmanuel Sanders,DEN,WR,4,9.19 788 | Julian Edelman,NE,WR,4,9.08 789 | Travis Benjamin,SD,WR,4,8.92 790 | Amari Cooper,OAK,WR,4,8.91 791 | Jeremy Maclin,KC,WR,4,8.5 792 | Quincy Enunwa,NYJ,WR,4,8.31 793 | DeSean Jackson,WAS,WR,4,8.25 794 | Cole Beasley,DAL,WR,4,8.09 795 | Will Fuller,HOU,WR,4,7.94 796 | Phillip Dorsett,IND,WR,4,7.72 797 | Pierre Garcon,WAS,WR,4,7.7 798 | Michael Crabtree,OAK,WR,4,7.64 799 | Michael Floyd,ARI,WR,4,7.63 800 | Robert Woods,BUF,WR,4,7.56 801 | Golden Tate,DET,WR,4,7.46 802 | Terrance Williams,DAL,WR,4,7.33 803 | Jamison Crowder,WAS,WR,4,7.33 804 | Tajae Sharpe,TEN,WR,4,7.23 805 | Terrelle Pryor,CLE,WR,4,7.2 806 | Tyrell Williams,SD,WR,4,7.06 807 | Mike Wallace,BAL,WR,4,6.98 808 | Allen Hurns,JAX,WR,4,6.95 809 | Sterling Shepard,NYG,WR,4,6.94 810 | Devante Parker,MIA,WR,4,6.63 811 | Kevin White,CHI,WR,4,6.51 812 | Brandon LaFell,CIN,WR,4,6.34 813 | Kenny Britt,LA,WR,4,6.17 814 | Steve Smith,BAL,WR,4,6.15 815 | Markus Wheaton,PIT,WR,4,6.12 816 | Torrey Smith,SF,WR,4,6 817 | Victor Cruz,NYG,WR,4,5.47 818 | Jordan Reed,WAS,TE,4,10.83 819 | Greg Olsen,CAR,TE,4,9.74 820 | Rob Gronkowski,NE,TE,4,8.25 821 | Zach Miller,CHI,TE,4,8.1 822 | Delanie Walker,TEN,TE,4,6.91 823 | Travis Kelce,KC,TE,4,6.9 824 | Coby Fleener,NO,TE,4,6.8 825 | Gary Barnidge,CLE,TE,4,6.79 826 | Kyle Rudolph,MIN,TE,4,6.19 827 | Hunter Henry,SD,TE,4,5.91 828 | Jacob Tamme,ATL,TE,4,5.78 829 | Dwayne Allen,IND,TE,4,5.71 830 | Cameron Brate,TB,TE,4,5.43 831 | Jimmy Graham,SEA,TE,4,5.22 832 | Jason Witten,DAL,TE,4,5.2 833 | Dennis Pitta,BAL,TE,4,5.17 834 | Tyler Kroft,CIN,TE,4,4.95 835 | Larry Donnell,NYG,TE,4,4.74 836 | Eric Ebron,DET,TE,4,4.7 837 | Martellus Bennett,NE,TE,4,4.3 838 | Jack Doyle,IND,TE,4,4.27 839 | Clive Walford,OAK,TE,4,3.87 840 | Jeff Heuerman,DEN,TE,4,3.87 841 | Jesse James,PIT,TE,4,3.86 842 | Charles Clay,BUF,TE,4,3.53 843 | Darren Fells,ARI,TE,4,3.47 844 | Dion Sims,MIA,TE,4,3.43 845 | John Phillips,DEN,TE,4,3.22 846 | Lance Kendricks,LA,TE,4,3.18 847 | Will Tye,NYG,TE,4,3.09 848 | Ryan Griffin,HOU,TE,4,3.05 849 | Marcedes Lewis,JAX,TE,4,2.66 850 | Stephen Gostkowski,NE,K,4,8.6 851 | Matt Prater,DET,K,4,8.3 852 | Mike Nugent,CIN,K,4,8.2 853 | Justin Tucker,BAL,K,4,8.1 854 | Blair Walsh,MIN,K,4,8 855 | Matt Bryant,ATL,K,4,7.9 856 | Nick Novak,HOU,K,4,7.9 857 | Chandler Catanzaro,ARI,K,4,7.9 858 | Graham Gano,CAR,K,4,7.8 859 | Steven Hauschka,SEA,K,4,7.6 860 | Dustin Hopkins,WAS,K,4,7.6 861 | Jason Myers,JAX,K,4,7.6 862 | Josh Lambo,SD,K,4,7.5 863 | Wil Lutz,NO,K,4,7.5 864 | Josh Brown,NYG,K,4,7.3 865 | Dan Bailey,DAL,K,4,7.2 866 | Adam Vinatieri,IND,K,4,7 867 | Brandon McManus,DEN,K,4,6.9 868 | Dan Carpenter,BUF,K,4,6.7 869 | Chris Boswell,PIT,K,4,6.7 870 | Cairo Santos,KC,K,4,6.7 871 | Cody Parkey,CLE,K,4,6.6 872 | Sebastian Janikowski,OAK,K,4,6.3 873 | Nick Folk,NYJ,K,4,6.3 874 | Phil Dawson,SF,K,4,6 875 | Connor Barth,CHI,K,4,6 876 | Andrew Franks,MIA,K,4,6 877 | Ryan Succop,TEN,K,4,5.7 878 | Greg Zuerlein,LA,K,4,5.5 879 | Roberto Aguayo,TB,K,4,5.5 880 | Robbie Gould,CHI,K,4,0 881 | Randy Bullock,NYG,K,4,0 882 | Arizona Cardinals,ARI,DST,4,9.2 883 | Minnesota Vikings,MIN,DST,4,9.1 884 | Denver Broncos,DEN,DST,4,9 885 | Houston Texans,HOU,DST,4,9 886 | Washington Redskins,WAS,DST,4,8.9 887 | Seattle Seahawks,SEA,DST,4,8.3 888 | Cincinnati Bengals,CIN,DST,4,8.3 889 | Carolina Panthers,CAR,DST,4,7.4 890 | New England Patriots,NE,DST,4,7.4 891 | Indianapolis Colts,IND,DST,4,6.9 892 | Los Angeles Rams,LA,DST,4,6.8 893 | Dallas Cowboys,DAL,DST,4,6.7 894 | Oakland Raiders,OAK,DST,4,6.6 895 | Jacksonville Jaguars,JAX,DST,4,6.6 896 | Pittsburgh Steelers,PIT,DST,4,6.6 897 | Kansas City Chiefs,KC,DST,4,6.5 898 | New York Jets,NYJ,DST,4,6.4 899 | Tampa Bay Buccaneers,TB,DST,4,6.1 900 | San Diego Chargers,SD,DST,4,6 901 | San Francisco 49ers,SF,DST,4,6 902 | Miami Dolphins,MIA,DST,4,5.8 903 | Tennessee Titans,TEN,DST,4,5.8 904 | New York Giants,NYG,DST,4,5.8 905 | Cleveland Browns,CLE,DST,4,5.7 906 | Buffalo Bills,BUF,DST,4,5.6 907 | Atlanta Falcons,ATL,DST,4,5.4 908 | New Orleans Saints,NO,DST,4,5.2 909 | Chicago Bears,CHI,DST,4,5.2 910 | Baltimore Ravens,BAL,DST,4,2.1 911 | Detroit Lions,DET,DST,4,1.8 912 | Aaron Rodgers,GB,QB,5,20.83 913 | Tom Brady,NE,QB,5,20.74 914 | Ben Roethlisberger,PIT,QB,5,19.76 915 | Andrew Luck,IND,QB,5,18.93 916 | Andy Dalton,CIN,QB,5,17.97 917 | Derek Carr,OAK,QB,5,17.17 918 | Philip Rivers,SD,QB,5,17.13 919 | Carson Wentz,PHI,QB,5,16.91 920 | Marcus Mariota,TEN,QB,5,16.18 921 | Dak Prescott,DAL,QB,5,16.18 922 | Eli Manning,NYG,QB,5,15.84 923 | Tyrod Taylor,BUF,QB,5,15.79 924 | Matt Ryan,ATL,QB,5,15.73 925 | Ryan Tannehill,MIA,QB,5,15.72 926 | Joe Flacco,BAL,QB,5,15.61 927 | Matthew Stafford,DET,QB,5,15.45 928 | Derek Anderson,CAR,QB,5,15.15 929 | Paxton Lynch,DEN,QB,5,15.09 930 | Kirk Cousins,WAS,QB,5,14.62 931 | Ryan Fitzpatrick,NYJ,QB,5,14.35 932 | Brian Hoyer,CHI,QB,5,13.57 933 | Sam Bradford,MIN,QB,5,12.74 934 | Jameis Winston,TB,QB,5,12.7 935 | Blaine Gabbert,SF,QB,5,12.21 936 | Brock Osweiler,HOU,QB,5,12.05 937 | Drew Stanton,ARI,QB,5,11.54 938 | Cody Kessler,CLE,QB,5,11.47 939 | Case Keenum,LA,QB,5,11.45 940 | Matt Cassel,TEN,QB,5,0.83 941 | Jimmy Garoppolo,NE,QB,5,0.82 942 | Kellen Clemens,SD,QB,5,0.81 943 | Colt McCoy,WAS,QB,5,0.81 944 | Le'Veon Bell,PIT,RB,5,15.61 945 | David Johnson,ARI,RB,5,15.45 946 | DeMarco Murray,TEN,RB,5,14.42 947 | CJ Anderson,DEN,RB,5,14.28 948 | Melvin Gordon,SD,RB,5,14.12 949 | Ezekiel Elliott,DAL,RB,5,13.92 950 | LeGarrette Blount,NE,RB,5,13.87 951 | Todd Gurley,LA,RB,5,13.75 952 | Frank Gore,IND,RB,5,13.45 953 | Jordan Howard,CHI,RB,5,12.94 954 | LeSean McCoy,BUF,RB,5,12.08 955 | Matt Forte,NYJ,RB,5,11.75 956 | Lamar Miller,HOU,RB,5,11.17 957 | Theo Riddick,DET,RB,5,11.03 958 | Terrance West,BAL,RB,5,11.02 959 | Eddie Lacy,GB,RB,5,10.52 960 | Jerick McKinnon,MIN,RB,5,10.52 961 | Carlos Hyde,SF,RB,5,10.32 962 | Devonta Freeman,ATL,RB,5,9.51 963 | Deandre Washington,OAK,RB,5,9.37 964 | Isaiah Crowell,CLE,RB,5,9.33 965 | Matt Jones,WAS,RB,5,9.21 966 | Jeremy Hill,CIN,RB,5,8.99 967 | Jay Ajayi,MIA,RB,5,8.08 968 | Cameron Artis-Payne,CAR,RB,5,8.06 969 | Giovani Bernard,CIN,RB,5,7.98 970 | Jacquizz Rodgers,TB,RB,5,7.82 971 | Ryan Mathews,PHI,RB,5,7.78 972 | Jalen Richard,OAK,RB,5,7.57 973 | Fozzy Whittaker,CAR,RB,5,7.25 974 | Darren Sproles,PHI,RB,5,7.08 975 | Orleans Darkwa,NYG,RB,5,6.96 976 | Duke Johnson,CLE,RB,5,6.74 977 | James White,NE,RB,5,6.68 978 | Tevin Coleman,ATL,RB,5,5.95 979 | Bilal Powell,NYJ,RB,5,5.92 980 | Bobby Rainey,NYG,RB,5,5.51 981 | Josh Ferguson,IND,RB,5,4.78 982 | Zach Zenner,DET,RB,5,4.67 983 | Derrick Henry,TEN,RB,5,4.57 984 | Matt Asiata,MIN,RB,5,4.56 985 | Kenneth Dixon,BAL,RB,5,4.48 986 | Joique Bell,CHI,RB,5,4.48 987 | Chris Thompson,WAS,RB,5,4.42 988 | Devontae Booker,DEN,RB,5,4.22 989 | Alfred Morris,DAL,RB,5,4.01 990 | Javorius Allen,BAL,RB,5,3.76 991 | Wendell Smallwood,PHI,RB,5,3.62 992 | Peyton Barber,TB,RB,5,3.53 993 | James Starks,GB,RB,5,3.49 994 | Antonio Brown,PIT,WR,5,13.14 995 | Julio Jones,ATL,WR,5,11.84 996 | AJ Green,CIN,WR,5,11.83 997 | Odell Beckham Jr,NYG,WR,5,11.66 998 | Jordy Nelson,GB,WR,5,11.37 999 | Kelvin Benjamin,CAR,WR,5,11.09 1000 | Demaryius Thomas,DEN,WR,5,10.97 1001 | Mike Evans,TB,WR,5,10.93 1002 | Larry Fitzgerald,ARI,WR,5,10.74 1003 | TY Hilton,IND,WR,5,10.34 1004 | Amari Cooper,OAK,WR,5,10.09 1005 | Brandon Marshall,NYJ,WR,5,9.85 1006 | Alshon Jeffery,CHI,WR,5,9.81 1007 | Jarvis Landry,MIA,WR,5,9.8 1008 | DeAndre Hopkins,HOU,WR,5,9.79 1009 | Emmanuel Sanders,DEN,WR,5,9.65 1010 | Jordan Matthews,PHI,WR,5,9.63 1011 | Marvin Jones,DET,WR,5,9.51 1012 | Michael Crabtree,OAK,WR,5,9.06 1013 | Julian Edelman,NE,WR,5,8.85 1014 | Steve Smith,BAL,WR,5,8.73 1015 | Randall Cobb,GB,WR,5,8.46 1016 | Travis Benjamin,SD,WR,5,8.36 1017 | DeSean Jackson,WAS,WR,5,7.77 1018 | Will Fuller,HOU,WR,5,7.66 1019 | Terrelle Pryor,CLE,WR,5,7.47 1020 | Quincy Enunwa,NYJ,WR,5,7.41 1021 | Michael Floyd,ARI,WR,5,7.3 1022 | Sterling Shepard,NYG,WR,5,7.09 1023 | Mike Wallace,BAL,WR,5,7.06 1024 | Cole Beasley,DAL,WR,5,6.94 1025 | Eddie Royal,CHI,WR,5,6.88 1026 | Tajae Sharpe,TEN,WR,5,6.59 1027 | Robert Woods,BUF,WR,5,6.54 1028 | Brandon LaFell,CIN,WR,5,6.5 1029 | Marquise Goodwin,BUF,WR,5,6.35 1030 | Adam Thielen,MIN,WR,5,6.3 1031 | John Brown,ARI,WR,5,6.29 1032 | Terrance Williams,DAL,WR,5,6.25 1033 | Devante Parker,MIA,WR,5,6.19 1034 | Phillip Dorsett,IND,WR,5,6.13 1035 | Tyrell Williams,SD,WR,5,6.08 1036 | Jamison Crowder,WAS,WR,5,5.96 1037 | Pierre Garcon,WAS,WR,5,5.87 1038 | Vincent Jackson,TB,WR,5,5.65 1039 | Golden Tate,DET,WR,5,5.45 1040 | Anquan Boldin,DET,WR,5,5.44 1041 | Kenny Britt,LA,WR,5,5.4 1042 | Dontrelle Inman,SD,WR,5,5.13 1043 | Tavon Austin,LA,WR,5,5 1044 | Jordan Reed,WAS,TE,5,10.2 1045 | Rob Gronkowski,NE,TE,5,8.48 1046 | Greg Olsen,CAR,TE,5,8.45 1047 | Delanie Walker,TEN,TE,5,7.92 1048 | Zach Ertz,PHI,TE,5,7.24 1049 | Cameron Brate,TB,TE,5,7.16 1050 | Gary Barnidge,CLE,TE,5,6.87 1051 | Jason Witten,DAL,TE,5,6.66 1052 | Antonio Gates,SD,TE,5,6.22 1053 | Martellus Bennett,NE,TE,5,6.12 1054 | Zach Miller,CHI,TE,5,6.11 1055 | Dwayne Allen,IND,TE,5,5.57 1056 | Richard Rodgers,GB,TE,5,4.94 1057 | Kyle Rudolph,MIN,TE,5,4.77 1058 | Dennis Pitta,BAL,TE,5,4.7 1059 | Tyler Kroft,CIN,TE,5,4.67 1060 | Will Tye,NYG,TE,5,4.48 1061 | Jesse James,PIT,TE,5,4.33 1062 | Jacob Tamme,ATL,TE,5,4.27 1063 | Jack Doyle,IND,TE,5,4.25 1064 | Hunter Henry,SD,TE,5,3.93 1065 | Brent Celek,PHI,TE,5,3.9 1066 | Charles Clay,BUF,TE,5,3.76 1067 | Dion Sims,MIA,TE,5,3.59 1068 | Lance Kendricks,LA,TE,5,3.42 1069 | Ryan Griffin,HOU,TE,5,3.09 1070 | Garrett Celek,SF,TE,5,2.99 1071 | Austin Hooper,ATL,TE,5,2.5 1072 | Crockett Gillmore,BAL,TE,5,2.38 1073 | Jermaine Gresham,ARI,TE,5,2.28 1074 | Cole Wick,DET,TE,5,2.01 1075 | Mychal Rivera,OAK,TE,5,1.88 1076 | Stephen Gostkowski,NE,K,5,8.6 1077 | Mike Nugent,CIN,K,5,8 1078 | Mason Crosby,GB,K,5,7.7 1079 | Graham Gano,CAR,K,5,7.7 1080 | Justin Tucker,BAL,K,5,7.6 1081 | Caleb Sturgis,PHI,K,5,7.6 1082 | Brandon McManus,DEN,K,5,7.5 1083 | Chandler Catanzaro,ARI,K,5,7.4 1084 | Dan Bailey,DAL,K,5,7.3 1085 | Blair Walsh,MIN,K,5,7.3 1086 | Chris Boswell,PIT,K,5,7.3 1087 | Adam Vinatieri,IND,K,5,7.2 1088 | Andrew Franks,MIA,K,5,7.2 1089 | Josh Brown,NYG,K,5,7.1 1090 | Dustin Hopkins,WAS,K,5,7.1 1091 | Nick Folk,NYJ,K,5,6.9 1092 | Sebastian Janikowski,OAK,K,5,6.8 1093 | Matt Bryant,ATL,K,5,6.8 1094 | Nick Novak,HOU,K,5,6.6 1095 | Josh Lambo,SD,K,5,6.6 1096 | Greg Zuerlein,LA,K,5,6.5 1097 | Matt Prater,DET,K,5,6.2 1098 | Dan Carpenter,BUF,K,5,6.1 1099 | Phil Dawson,SF,K,5,6.1 1100 | Ryan Succop,TEN,K,5,6 1101 | Roberto Aguayo,TB,K,5,6 1102 | Cody Parkey,CLE,K,5,5.8 1103 | Connor Barth,CHI,K,5,5.5 1104 | Jordan Gay,BUF,K,5,0 1105 | Patrick Murray,CLE,K,5,0 1106 | New England Patriots,NE,DST,5,9.3 1107 | Minnesota Vikings,MIN,DST,5,9.1 1108 | Philadelphia Eagles,PHI,DST,5,8.3 1109 | Arizona Cardinals,ARI,DST,5,8.2 1110 | Buffalo Bills,BUF,DST,5,7.7 1111 | Pittsburgh Steelers,PIT,DST,5,7.6 1112 | Denver Broncos,DEN,DST,5,7.5 1113 | Green Bay Packers,GB,DST,5,7.4 1114 | Washington Redskins,WAS,DST,5,6.9 1115 | Los Angeles Rams,LA,DST,5,6.9 1116 | Tampa Bay Buccaneers,TB,DST,5,6.6 1117 | San Francisco 49ers,SF,DST,5,6.6 1118 | New York Jets,NYJ,DST,5,6.5 1119 | Oakland Raiders,OAK,DST,5,6.5 1120 | Houston Texans,HOU,DST,5,6.3 1121 | Cincinnati Bengals,CIN,DST,5,6.3 1122 | Chicago Bears,CHI,DST,5,6.1 1123 | New York Giants,NYG,DST,5,6 1124 | Baltimore Ravens,BAL,DST,5,5.9 1125 | Tennessee Titans,TEN,DST,5,5.7 1126 | Detroit Lions,DET,DST,5,5.7 1127 | Indianapolis Colts,IND,DST,5,5.6 1128 | Atlanta Falcons,ATL,DST,5,5.3 1129 | San Diego Chargers,SD,DST,5,5.1 1130 | Dallas Cowboys,DAL,DST,5,5 1131 | Cleveland Browns,CLE,DST,5,4.3 1132 | Carolina Panthers,CAR,DST,5,4 1133 | Miami Dolphins,MIA,DST,5,1.9 1134 | Cam Newton,CAR,QB,6,22.22 1135 | Tom Brady,NE,QB,6,20.76 1136 | Russell Wilson,SEA,QB,6,20.49 1137 | Aaron Rodgers,GB,QB,6,20.35 1138 | Ben Roethlisberger,PIT,QB,6,19.97 1139 | Drew Brees,NO,QB,6,18.49 1140 | Blake Bortles,JAX,QB,6,17.6 1141 | Matthew Stafford,DET,QB,6,17.53 1142 | Andrew Luck,IND,QB,6,17.23 1143 | Carson Palmer,ARI,QB,6,17.01 1144 | Matt Ryan,ATL,QB,6,16.98 1145 | Alex Smith,KC,QB,6,16.92 1146 | Carson Wentz,PHI,QB,6,16.82 1147 | Tyrod Taylor,BUF,QB,6,16.54 1148 | Andy Dalton,CIN,QB,6,16.5 1149 | Dak Prescott,DAL,QB,6,16.34 1150 | Trevor Siemian,DEN,QB,6,15.79 1151 | Derek Carr,OAK,QB,6,15.56 1152 | Marcus Mariota,TEN,QB,6,15.5 1153 | Joe Flacco,BAL,QB,6,15.42 1154 | Kirk Cousins,WAS,QB,6,15.24 1155 | Brian Hoyer,CHI,QB,6,15.21 1156 | Eli Manning,NYG,QB,6,14.76 1157 | Colin Kaepernick,SF,QB,6,14.41 1158 | Brock Osweiler,HOU,QB,6,13.9 1159 | Philip Rivers,SD,QB,6,13.52 1160 | Case Keenum,LA,QB,6,13.48 1161 | Ryan Tannehill,MIA,QB,6,13.38 1162 | Ryan Fitzpatrick,NYJ,QB,6,12.66 1163 | Cody Kessler,CLE,QB,6,12.45 1164 | Nick Foles,KC,QB,6,0.85 1165 | Jared Goff,LA,QB,6,0.82 1166 | Le'Veon Bell,PIT,RB,6,19.87 1167 | DeMarco Murray,TEN,RB,6,17.44 1168 | David Johnson,ARI,RB,6,16.24 1169 | LeSean McCoy,BUF,RB,6,15.74 1170 | Todd Gurley,LA,RB,6,15.55 1171 | Lamar Miller,HOU,RB,6,14.5 1172 | Jordan Howard,CHI,RB,6,13.82 1173 | CJ Anderson,DEN,RB,6,13.4 1174 | Ezekiel Elliott,DAL,RB,6,13.39 1175 | Christine Michael,SEA,RB,6,12.47 1176 | Carlos Hyde,SF,RB,6,12.35 1177 | Eddie Lacy,GB,RB,6,12.15 1178 | Melvin Gordon,SD,RB,6,11.68 1179 | Mark Ingram,NO,RB,6,11.63 1180 | LeGarrette Blount,NE,RB,6,11.52 1181 | Isaiah Crowell,CLE,RB,6,10.97 1182 | Frank Gore,IND,RB,6,10.86 1183 | Matt Forte,NYJ,RB,6,10.8 1184 | Jonathan Stewart,CAR,RB,6,10.66 1185 | Ryan Mathews,PHI,RB,6,10.19 1186 | Devonta Freeman,ATL,RB,6,10.01 1187 | Jamaal Charles,KC,RB,6,9.97 1188 | Matt Jones,WAS,RB,6,9.62 1189 | TJ Yeldon,JAX,RB,6,9.4 1190 | Terrance West,BAL,RB,6,8.79 1191 | Arian Foster,MIA,RB,6,8.78 1192 | Spencer Ware,KC,RB,6,8.34 1193 | Deandre Washington,OAK,RB,6,8.2 1194 | Jeremy Hill,CIN,RB,6,7.89 1195 | Rashad Jennings,NYG,RB,6,7.82 1196 | Jalen Richard,OAK,RB,6,7.74 1197 | Tevin Coleman,ATL,RB,6,7.54 1198 | Giovani Bernard,CIN,RB,6,7.32 1199 | Darren Sproles,PHI,RB,6,7.23 1200 | Duke Johnson,CLE,RB,6,7 1201 | James White,NE,RB,6,6.9 1202 | Justin Forsett,DET,RB,6,6.56 1203 | Devontae Booker,DEN,RB,6,5.8 1204 | Chris Ivory,JAX,RB,6,5.79 1205 | Bilal Powell,NYJ,RB,6,5.73 1206 | Fozzy Whittaker,CAR,RB,6,4.76 1207 | Bobby Rainey,NYG,RB,6,4.51 1208 | Chris Thompson,WAS,RB,6,4.44 1209 | Jamize Olawale,OAK,FB,6,4.43 1210 | Jay Ajayi,MIA,RB,6,4.35 1211 | Derrick Henry,TEN,RB,6,4.34 1212 | Mike Gillislee,BUF,RB,6,3.81 1213 | Orleans Darkwa,NYG,RB,6,3.72 1214 | CJ Spiller,SEA,RB,6,3.38 1215 | Zach Zenner,DET,RB,6,3.26 1216 | Antonio Brown,PIT,WR,6,13.49 1217 | DeAndre Hopkins,HOU,WR,6,13.12 1218 | Allen Robinson,JAX,WR,6,12.11 1219 | Jordy Nelson,GB,WR,6,11.76 1220 | Julio Jones,ATL,WR,6,11.58 1221 | TY Hilton,IND,WR,6,11.15 1222 | Amari Cooper,OAK,WR,6,11.13 1223 | Odell Beckham Jr,NYG,WR,6,11.04 1224 | Doug Baldwin,SEA,WR,6,10.76 1225 | AJ Green,CIN,WR,6,10.74 1226 | Kelvin Benjamin,CAR,WR,6,10.47 1227 | Marvin Jones,DET,WR,6,10.44 1228 | Brandon Marshall,NYJ,WR,6,10.42 1229 | Jordan Matthews,PHI,WR,6,10.11 1230 | Larry Fitzgerald,ARI,WR,6,9.86 1231 | Alshon Jeffery,CHI,WR,6,9.74 1232 | Demaryius Thomas,DEN,WR,6,9.66 1233 | Julian Edelman,NE,WR,6,9.57 1234 | Emmanuel Sanders,DEN,WR,6,9.31 1235 | Brandin Cooks,NO,WR,6,9.25 1236 | Randall Cobb,GB,WR,6,9.22 1237 | Jeremy Maclin,KC,WR,6,9.2 1238 | Michael Crabtree,OAK,WR,6,8.63 1239 | Jarvis Landry,MIA,WR,6,8.61 1240 | Willie Snead,NO,WR,6,8.52 1241 | Terrelle Pryor,CLE,WR,6,8.26 1242 | DeSean Jackson,WAS,WR,6,8.18 1243 | Quincy Enunwa,NYJ,WR,6,7.66 1244 | Mike Wallace,BAL,WR,6,7.62 1245 | Travis Benjamin,SD,WR,6,7.26 1246 | Michael Floyd,ARI,WR,6,7.18 1247 | John Brown,ARI,WR,6,7.11 1248 | Anquan Boldin,DET,WR,6,6.5 1249 | Tajae Sharpe,TEN,WR,6,6.49 1250 | Jeremy Kerley,SF,WR,6,6.48 1251 | Robert Woods,BUF,WR,6,6.43 1252 | Pierre Garcon,WAS,WR,6,6.33 1253 | Tavon Austin,LA,WR,6,6.32 1254 | Jamison Crowder,WAS,WR,6,6.23 1255 | Allen Hurns,JAX,WR,6,6.21 1256 | Cole Beasley,DAL,WR,6,6.2 1257 | Brian Quick,LA,WR,6,6.07 1258 | Marquise Goodwin,BUF,WR,6,6.07 1259 | Kenny Britt,LA,WR,6,6.05 1260 | Golden Tate,DET,WR,6,6.05 1261 | Rishard Matthews,TEN,WR,6,5.88 1262 | Tyrell Williams,SD,WR,6,5.82 1263 | Sammie Coates,PIT,WR,6,5.8 1264 | Chris Hogan,NE,WR,6,5.71 1265 | Sterling Shepard,NYG,WR,6,5.69 1266 | Greg Olsen,CAR,TE,6,10.18 1267 | Delanie Walker,TEN,TE,6,8.94 1268 | Rob Gronkowski,NE,TE,6,8.85 1269 | Martellus Bennett,NE,TE,6,8.24 1270 | Gary Barnidge,CLE,TE,6,8.03 1271 | Travis Kelce,KC,TE,6,7.43 1272 | Antonio Gates,SD,TE,6,7.34 1273 | Jimmy Graham,SEA,TE,6,7.32 1274 | Zach Ertz,PHI,TE,6,6.14 1275 | Zach Miller,CHI,TE,6,6.01 1276 | Coby Fleener,NO,TE,6,5.73 1277 | Vernon Davis,WAS,TE,6,5.56 1278 | Dennis Pitta,BAL,TE,6,5.24 1279 | Richard Rodgers,GB,TE,6,4.97 1280 | Jesse James,PIT,TE,6,4.97 1281 | Hunter Henry,SD,TE,6,4.85 1282 | Jacob Tamme,ATL,TE,6,4.33 1283 | Julius Thomas,JAX,TE,6,4.29 1284 | Dwayne Allen,IND,TE,6,4.22 1285 | Vance McDonald,SF,TE,6,4.19 1286 | Lance Kendricks,LA,TE,6,4.01 1287 | Charles Clay,BUF,TE,6,3.83 1288 | Virgil Green,DEN,TE,6,3.75 1289 | Jason Witten,DAL,TE,6,3.74 1290 | Crockett Gillmore,BAL,TE,6,3.35 1291 | Larry Donnell,NYG,TE,6,3.33 1292 | Dion Sims,MIA,TE,6,3.32 1293 | Will Tye,NYG,TE,6,3.29 1294 | Jack Doyle,IND,TE,6,3.16 1295 | Clive Walford,OAK,TE,6,2.8 1296 | Tyler Kroft,CIN,TE,6,2.73 1297 | Brent Celek,PHI,TE,6,2.66 1298 | Caleb Sturgis,PHI,K,6,8.7 1299 | Stephen Gostkowski,NE,K,6,8.4 1300 | Chris Boswell,PIT,K,6,8.1 1301 | Steven Hauschka,SEA,K,6,8 1302 | Mason Crosby,GB,K,6,7.6 1303 | Mike Nugent,CIN,K,6,7.5 1304 | Greg Zuerlein,LA,K,6,7.4 1305 | Dustin Hopkins,WAS,K,6,7.4 1306 | Dan Carpenter,BUF,K,6,7.3 1307 | Graham Gano,CAR,K,6,7.3 1308 | Wil Lutz,NO,K,6,7.3 1309 | Matt Bryant,ATL,K,6,7.1 1310 | Justin Tucker,BAL,K,6,7.1 1311 | Chandler Catanzaro,ARI,K,6,7.1 1312 | Dan Bailey,DAL,K,6,7 1313 | Matt Prater,DET,K,6,6.9 1314 | Sebastian Janikowski,OAK,K,6,6.9 1315 | Nick Folk,NYJ,K,6,6.9 1316 | Cody Parkey,CLE,K,6,6.8 1317 | Josh Brown,NYG,K,6,6.7 1318 | Brandon McManus,DEN,K,6,6.7 1319 | Jason Myers,JAX,K,6,6.7 1320 | Adam Vinatieri,IND,K,6,6.6 1321 | Phil Dawson,SF,K,6,6.4 1322 | Ryan Succop,TEN,K,6,6.4 1323 | Nick Novak,HOU,K,6,6.3 1324 | Cairo Santos,KC,K,6,6 1325 | Andrew Franks,MIA,K,6,5.9 1326 | Connor Barth,CHI,K,6,5.8 1327 | Josh Lambo,SD,K,6,5.5 1328 | Jordan Gay,BUF,K,6,0 1329 | Patrick Murray,CLE,K,6,0 1330 | Arizona Cardinals,ARI,DST,6,10.5 1331 | Denver Broncos,DEN,DST,6,9.2 1332 | Buffalo Bills,BUF,DST,6,8.6 1333 | Philadelphia Eagles,PHI,DST,6,8.4 1334 | Tennessee Titans,TEN,DST,6,8.4 1335 | Pittsburgh Steelers,PIT,DST,6,8 1336 | New England Patriots,NE,DST,6,8 1337 | New York Jets,NYJ,DST,6,7.3 1338 | Oakland Raiders,OAK,DST,6,7.1 1339 | Los Angeles Rams,LA,DST,6,6.8 1340 | Baltimore Ravens,BAL,DST,6,6.6 1341 | Chicago Bears,CHI,DST,6,6.6 1342 | Seattle Seahawks,SEA,DST,6,6.6 1343 | San Diego Chargers,SD,DST,6,6.5 1344 | New York Giants,NYG,DST,6,6.4 1345 | Indianapolis Colts,IND,DST,6,6.3 1346 | Carolina Panthers,CAR,DST,6,6.1 1347 | Washington Redskins,WAS,DST,6,5.8 1348 | Jacksonville Jaguars,JAX,DST,6,5.7 1349 | Cleveland Browns,CLE,DST,6,5.6 1350 | Atlanta Falcons,ATL,DST,6,5.6 1351 | Dallas Cowboys,DAL,DST,6,5.6 1352 | Green Bay Packers,GB,DST,6,5.5 1353 | Kansas City Chiefs,KC,DST,6,5.2 1354 | San Francisco 49ers,SF,DST,6,4.7 1355 | Miami Dolphins,MIA,DST,6,4.4 1356 | Houston Texans,HOU,DST,6,3.5 1357 | Detroit Lions,DET,DST,6,2.4 1358 | New Orleans Saints,NO,DST,6,2 1359 | Cincinnati Bengals,CIN,DST,6,0.9 1360 | Andy Dalton,CIN,QB,7,20.3 1361 | Matt Ryan,ATL,QB,7,20.1 1362 | Tom Brady,NE,QB,7,20.09 1363 | Matthew Stafford,DET,QB,7,19.47 1364 | Aaron Rodgers,GB,QB,7,19.05 1365 | Kirk Cousins,WAS,QB,7,18.79 1366 | Andrew Luck,IND,QB,7,18.4 1367 | Marcus Mariota,TEN,QB,7,18.32 1368 | Drew Brees,NO,QB,7,18.18 1369 | Philip Rivers,SD,QB,7,17.99 1370 | Blake Bortles,JAX,QB,7,17.99 1371 | Tyrod Taylor,BUF,QB,7,17.6 1372 | Derek Carr,OAK,QB,7,17.28 1373 | Alex Smith,KC,QB,7,16.71 1374 | Eli Manning,NYG,QB,7,16.05 1375 | Jameis Winston,TB,QB,7,15.84 1376 | Colin Kaepernick,SF,QB,7,15.58 1377 | Russell Wilson,SEA,QB,7,15.29 1378 | Brian Hoyer,CHI,QB,7,14.72 1379 | Joe Flacco,BAL,QB,7,14.68 1380 | Carson Palmer,ARI,QB,7,14.13 1381 | Carson Wentz,PHI,QB,7,14.08 1382 | Trevor Siemian,DEN,QB,7,13.93 1383 | Cody Kessler,CLE,QB,7,13.91 1384 | Landry Jones,PIT,QB,7,13.73 1385 | Sam Bradford,MIN,QB,7,13.39 1386 | Case Keenum,LA,QB,7,12.79 1387 | Ryan Tannehill,MIA,QB,7,12.49 1388 | Geno Smith,NYJ,QB,7,11.64 1389 | Brock Osweiler,HOU,QB,7,10.72 1390 | Blaine Gabbert,SF,QB,7,0.96 1391 | Ryan Fitzpatrick,NYJ,QB,7,0.9 1392 | DeMarco Murray,TEN,RB,7,17.3 1393 | David Johnson,ARI,RB,7,14.81 1394 | Le'Veon Bell,PIT,RB,7,14.79 1395 | Devonta Freeman,ATL,RB,7,13.48 1396 | Spencer Ware,KC,RB,7,13.26 1397 | Todd Gurley,LA,RB,7,12.69 1398 | Melvin Gordon,SD,RB,7,12.51 1399 | CJ Anderson,DEN,RB,7,12.5 1400 | Lamar Miller,HOU,RB,7,12.1 1401 | Jacquizz Rodgers,TB,RB,7,11.65 1402 | Christine Michael,SEA,RB,7,11.28 1403 | Mark Ingram,NO,RB,7,11.23 1404 | Jeremy Hill,CIN,RB,7,11.03 1405 | Frank Gore,IND,RB,7,10.75 1406 | Mike Gillislee,BUF,RB,7,10.65 1407 | Matt Jones,WAS,RB,7,10.51 1408 | Isaiah Crowell,CLE,RB,7,10.22 1409 | Tevin Coleman,ATL,RB,7,10.21 1410 | Jordan Howard,CHI,RB,7,10.13 1411 | Jerick McKinnon,MIN,RB,7,9.81 1412 | Giovani Bernard,CIN,RB,7,9.8 1413 | Terrance West,BAL,RB,7,9.58 1414 | Mike Davis,SF,RB,7,9.54 1415 | LeGarrette Blount,NE,RB,7,9.46 1416 | Matt Forte,NYJ,RB,7,9.44 1417 | Jay Ajayi,MIA,RB,7,9.24 1418 | TJ Yeldon,JAX,RB,7,8.81 1419 | James White,NE,RB,7,8.8 1420 | Jamaal Charles,KC,RB,7,8.64 1421 | Rashad Jennings,NYG,RB,7,8.21 1422 | Latavius Murray,OAK,RB,7,7.84 1423 | Chris Ivory,JAX,RB,7,7.58 1424 | Duke Johnson,CLE,RB,7,7.32 1425 | Ryan Mathews,PHI,RB,7,6.81 1426 | Zach Zenner,DET,RB,7,6.66 1427 | Matt Asiata,MIN,RB,7,6.53 1428 | Shaun Draughn,SF,RB,7,6.51 1429 | Bilal Powell,NYJ,RB,7,5.96 1430 | Don Jackson,GB,RB,7,5.94 1431 | Deandre Washington,OAK,RB,7,5.84 1432 | Bobby Rainey,NYG,RB,7,5.78 1433 | Devontae Booker,DEN,RB,7,5.6 1434 | Chris Thompson,WAS,RB,7,5.44 1435 | Darren Sproles,PHI,RB,7,5.36 1436 | Jalen Richard,OAK,RB,7,5.18 1437 | Arian Foster,MIA,RB,7,5.06 1438 | Derrick Henry,TEN,RB,7,4.2 1439 | Justin Forsett,DET,RB,7,3.68 1440 | Robert Turbin,IND,RB,7,3.55 1441 | Reggie Bush,BUF,RB,7,3.37 1442 | Julio Jones,ATL,WR,7,13.63 1443 | AJ Green,CIN,WR,7,13.44 1444 | TY Hilton,IND,WR,7,11.87 1445 | Allen Robinson,JAX,WR,7,11.6 1446 | Odell Beckham Jr,NYG,WR,7,11.6 1447 | Mike Evans,TB,WR,7,11.51 1448 | Amari Cooper,OAK,WR,7,11.51 1449 | Marvin Jones,DET,WR,7,11.4 1450 | Antonio Brown,PIT,WR,7,11.25 1451 | Brandin Cooks,NO,WR,7,11.01 1452 | Jordy Nelson,GB,WR,7,10.59 1453 | Emmanuel Sanders,DEN,WR,7,10.32 1454 | Brandon Marshall,NYJ,WR,7,10.19 1455 | Larry Fitzgerald,ARI,WR,7,9.74 1456 | Alshon Jeffery,CHI,WR,7,9.66 1457 | DeAndre Hopkins,HOU,WR,7,9.27 1458 | Jeremy Maclin,KC,WR,7,9.25 1459 | Travis Benjamin,SD,WR,7,9.11 1460 | Doug Baldwin,SEA,WR,7,8.97 1461 | Randall Cobb,GB,WR,7,8.93 1462 | Julian Edelman,NE,WR,7,8.81 1463 | DeSean Jackson,WAS,WR,7,8.77 1464 | Michael Crabtree,OAK,WR,7,8.44 1465 | Jarvis Landry,MIA,WR,7,8.26 1466 | Cameron Meredith,CHI,WR,7,8.23 1467 | Willie Snead,NO,WR,7,8.2 1468 | Tyrell Williams,SD,WR,7,8.11 1469 | Mike Wallace,BAL,WR,7,8.03 1470 | Demaryius Thomas,DEN,WR,7,7.94 1471 | Terrelle Pryor,CLE,WR,7,7.92 1472 | Golden Tate,DET,WR,7,7.77 1473 | Pierre Garcon,WAS,WR,7,7.58 1474 | Anquan Boldin,DET,WR,7,7.49 1475 | Stefon Diggs,MIN,WR,7,7.44 1476 | Kenny Britt,LA,WR,7,7.2 1477 | Jordan Matthews,PHI,WR,7,7.18 1478 | Ty Montgomery,GB,WR,7,7.1 1479 | Jamison Crowder,WAS,WR,7,6.99 1480 | Marquise Goodwin,BUF,WR,7,6.91 1481 | Tavon Austin,LA,WR,7,6.56 1482 | Sammie Coates,PIT,WR,7,6.56 1483 | Quincy Enunwa,NYJ,WR,7,6.35 1484 | Rishard Matthews,TEN,WR,7,6.15 1485 | Allen Hurns,JAX,WR,7,6.1 1486 | Will Fuller,HOU,WR,7,5.93 1487 | Chris Hogan,NE,WR,7,5.82 1488 | Sterling Shepard,NYG,WR,7,5.82 1489 | Devante Parker,MIA,WR,7,5.55 1490 | Torrey Smith,SF,WR,7,5.45 1491 | Brandon LaFell,CIN,WR,7,5.24 1492 | Rob Gronkowski,NE,TE,7,12.13 1493 | Zach Miller,CHI,TE,7,8.62 1494 | Delanie Walker,TEN,TE,7,7.58 1495 | Hunter Henry,SD,TE,7,7.47 1496 | Travis Kelce,KC,TE,7,7.05 1497 | Jack Doyle,IND,TE,7,6.95 1498 | Cameron Brate,TB,TE,7,6.92 1499 | Vernon Davis,WAS,TE,7,6.87 1500 | Dennis Pitta,BAL,TE,7,6.49 1501 | Gary Barnidge,CLE,TE,7,6.47 1502 | Martellus Bennett,NE,TE,7,6.43 1503 | Antonio Gates,SD,TE,7,6.28 1504 | Coby Fleener,NO,TE,7,6.23 1505 | Tyler Eifert,CIN,TE,7,6.1 1506 | Kyle Rudolph,MIN,TE,7,5.72 1507 | Zach Ertz,PHI,TE,7,5.7 1508 | Jimmy Graham,SEA,TE,7,5.41 1509 | CJ Fiedorowicz,HOU,TE,7,4.95 1510 | Vance McDonald,SF,TE,7,4.84 1511 | Lance Kendricks,LA,TE,7,4.32 1512 | Charles Clay,BUF,TE,7,4.23 1513 | Jacob Tamme,ATL,TE,7,4.17 1514 | Julius Thomas,JAX,TE,7,4.11 1515 | Larry Donnell,NYG,TE,7,4.05 1516 | Richard Rodgers,GB,TE,7,3.95 1517 | Virgil Green,DEN,TE,7,3.49 1518 | Jesse James,PIT,TE,7,3.32 1519 | Will Tye,NYG,TE,7,3.23 1520 | Clive Walford,OAK,TE,7,3.19 1521 | Crockett Gillmore,BAL,TE,7,3.15 1522 | MarQueis Gray,MIA,TE,7,2.83 1523 | Garrett Celek,SF,TE,7,2.46 1524 | Mike Nugent,CIN,K,7,8.4 1525 | Dan Carpenter,BUF,K,7,8.2 1526 | Stephen Gostkowski,NE,K,7,8.2 1527 | Mason Crosby,GB,K,7,8 1528 | Matt Bryant,ATL,K,7,8 1529 | Adam Vinatieri,IND,K,7,7.9 1530 | Ryan Succop,TEN,K,7,7.9 1531 | Matt Prater,DET,K,7,7.8 1532 | Dustin Hopkins,WAS,K,7,7.7 1533 | Sebastian Janikowski,OAK,K,7,7.6 1534 | Josh Lambo,SD,K,7,7.6 1535 | Blair Walsh,MIN,K,7,7.4 1536 | Phil Dawson,SF,K,7,7.3 1537 | Cairo Santos,KC,K,7,7.2 1538 | Chris Boswell,PIT,K,7,7 1539 | Chandler Catanzaro,ARI,K,7,7 1540 | Nick Folk,NYJ,K,7,6.9 1541 | Justin Tucker,BAL,K,7,6.9 1542 | Greg Zuerlein,LA,K,7,6.8 1543 | Wil Lutz,NO,K,7,6.7 1544 | Cody Parkey,CLE,K,7,6.4 1545 | Roberto Aguayo,TB,K,7,6.4 1546 | Robbie Gould,NYG,K,7,6.4 1547 | Steven Hauschka,SEA,K,7,6.3 1548 | Caleb Sturgis,PHI,K,7,6.3 1549 | Jason Myers,JAX,K,7,6.3 1550 | Brandon McManus,DEN,K,7,6.1 1551 | Andrew Franks,MIA,K,7,5.9 1552 | Connor Barth,CHI,K,7,5.8 1553 | Nick Novak,HOU,K,7,5.3 1554 | Josh Brown,NYG,K,7,0 1555 | Patrick Murray,CLE,K,7,0 1556 | Denver Broncos,DEN,DST,7,9.3 1557 | Buffalo Bills,BUF,DST,7,9.2 1558 | Minnesota Vikings,MIN,DST,7,8.9 1559 | Cincinnati Bengals,CIN,DST,7,8.8 1560 | Baltimore Ravens,BAL,DST,7,8 1561 | Tennessee Titans,TEN,DST,7,7.6 1562 | Green Bay Packers,GB,DST,7,7.4 1563 | New York Giants,NYG,DST,7,7.3 1564 | Oakland Raiders,OAK,DST,7,7.2 1565 | Los Angeles Rams,LA,DST,7,7.2 1566 | Tampa Bay Buccaneers,TB,DST,7,7.1 1567 | Arizona Cardinals,ARI,DST,7,7.1 1568 | New Orleans Saints,NO,DST,7,6.8 1569 | Washington Redskins,WAS,DST,7,6.7 1570 | Kansas City Chiefs,KC,DST,7,6.7 1571 | Houston Texans,HOU,DST,7,6.5 1572 | Philadelphia Eagles,PHI,DST,7,6.2 1573 | New York Jets,NYJ,DST,7,5.9 1574 | Cleveland Browns,CLE,DST,7,5.8 1575 | San Francisco 49ers,SF,DST,7,5.8 1576 | Detroit Lions,DET,DST,7,5.6 1577 | Atlanta Falcons,ATL,DST,7,5.6 1578 | Miami Dolphins,MIA,DST,7,5.4 1579 | Indianapolis Colts,IND,DST,7,5.3 1580 | Chicago Bears,CHI,DST,7,5.2 1581 | Jacksonville Jaguars,JAX,DST,7,5 1582 | Pittsburgh Steelers,PIT,DST,7,4.8 1583 | San Diego Chargers,SD,DST,7,4.3 1584 | New England Patriots,NE,DST,7,3.5 1585 | Seattle Seahawks,SEA,DST,7,3 1586 | Aaron Rodgers,GB,QB,8,20.78 1587 | Matt Ryan,ATL,QB,8,20.26 1588 | Tom Brady,NE,QB,8,19.93 1589 | Matthew Stafford,DET,QB,8,19.34 1590 | Andy Dalton,CIN,QB,8,19.1 1591 | Drew Brees,NO,QB,8,19.02 1592 | Derek Carr,OAK,QB,8,18.75 1593 | Russell Wilson,SEA,QB,8,18.61 1594 | Cam Newton,CAR,QB,8,18.37 1595 | Andrew Luck,IND,QB,8,18.27 1596 | Tyrod Taylor,BUF,QB,8,16.88 1597 | Marcus Mariota,TEN,QB,8,16.43 1598 | Carson Palmer,ARI,QB,8,16.24 1599 | Kirk Cousins,WAS,QB,8,16.13 1600 | Dak Prescott,DAL,QB,8,16.02 1601 | Alex Smith,KC,QB,8,15.94 1602 | Ryan Fitzpatrick,NYJ,QB,8,15.68 1603 | Jameis Winston,TB,QB,8,15.46 1604 | Carson Wentz,PHI,QB,8,15.07 1605 | Brock Osweiler,HOU,QB,8,14.83 1606 | Blake Bortles,JAX,QB,8,14.7 1607 | Sam Bradford,MIN,QB,8,14.47 1608 | Philip Rivers,SD,QB,8,14.1 1609 | Trevor Siemian,DEN,QB,8,13.1 1610 | Josh McCown,CLE,QB,8,12.92 1611 | Jay Cutler,CHI,QB,8,9.5 1612 | Jimmy Garoppolo,NE,QB,8,0.94 1613 | Colt McCoy,WAS,QB,8,0.81 1614 | Nick Foles,KC,QB,8,0.8 1615 | Paxton Lynch,DEN,QB,8,0.76 1616 | Mike Glennon,TB,QB,8,0.75 1617 | AJ McCarron,CIN,QB,8,0.74 1618 | DeMarco Murray,TEN,RB,8,16.26 1619 | David Johnson,ARI,RB,8,16.21 1620 | Ezekiel Elliott,DAL,RB,8,15.93 1621 | Spencer Ware,KC,RB,8,15.64 1622 | Devonta Freeman,ATL,RB,8,14.79 1623 | Matt Forte,NYJ,RB,8,14.08 1624 | Christine Michael,SEA,RB,8,13.95 1625 | Devontae Booker,DEN,RB,8,13.06 1626 | Lamar Miller,HOU,RB,8,12.28 1627 | Frank Gore,IND,RB,8,11.92 1628 | Melvin Gordon,SD,RB,8,11.86 1629 | Matt Asiata,MIN,RB,8,11.2 1630 | Jacquizz Rodgers,TB,RB,8,11.17 1631 | Latavius Murray,OAK,RB,8,10.17 1632 | Mark Ingram,NO,RB,8,10.16 1633 | Mike Gillislee,BUF,RB,8,9.86 1634 | LeGarrette Blount,NE,RB,8,9.74 1635 | Giovani Bernard,CIN,RB,8,9.73 1636 | Theo Riddick,DET,RB,8,9.35 1637 | Jeremy Hill,CIN,RB,8,9.18 1638 | James White,NE,RB,8,9.15 1639 | Jonathan Stewart,CAR,RB,8,9.13 1640 | Isaiah Crowell,CLE,RB,8,9 1641 | Rob Kelley,WAS,RB,8,8.53 1642 | Chris Thompson,WAS,RB,8,8.15 1643 | Ryan Mathews,PHI,RB,8,7.51 1644 | Bilal Powell,NYJ,RB,8,7.2 1645 | Duke Johnson,CLE,RB,8,6.94 1646 | TJ Yeldon,JAX,RB,8,6.01 1647 | Charcandrick West,KC,RB,8,5.95 1648 | Chris Ivory,JAX,RB,8,5.52 1649 | Darren Sproles,PHI,RB,8,5.42 1650 | Ronnie Hillman,MIN,RB,8,4.85 1651 | Kapri Bibbs,DEN,RB,8,4.76 1652 | Jordan Howard,CHI,RB,8,4.47 1653 | CJ Prosise,SEA,RB,8,4.31 1654 | Reggie Bush,BUF,RB,8,4.13 1655 | Alfred Blue,HOU,RB,8,4.08 1656 | Deandre Washington,OAK,RB,8,3.96 1657 | Ka'Deem Carey,CHI,RB,8,3.88 1658 | Peyton Barber,TB,RB,8,3.88 1659 | Terron Ward,ATL,RB,8,3.75 1660 | Derrick Henry,TEN,RB,8,3.75 1661 | Robert Turbin,IND,RB,8,3.54 1662 | Knile Davis,GB,RB,8,3.4 1663 | Jeremy Langford,CHI,RB,8,3.22 1664 | Jalen Richard,OAK,RB,8,3.12 1665 | Fozzy Whittaker,CAR,RB,8,2.97 1666 | Alfred Morris,DAL,RB,8,2.81 1667 | Travaris Cadet,NO,RB,8,2.53 1668 | Julio Jones,ATL,WR,8,14.22 1669 | Mike Evans,TB,WR,8,13.68 1670 | AJ Green,CIN,WR,8,13.11 1671 | Amari Cooper,OAK,WR,8,12.09 1672 | Larry Fitzgerald,ARI,WR,8,12.02 1673 | TY Hilton,IND,WR,8,11.73 1674 | DeAndre Hopkins,HOU,WR,8,11.66 1675 | Jordy Nelson,GB,WR,8,10.96 1676 | Marvin Jones,DET,WR,8,10.71 1677 | Allen Robinson,JAX,WR,8,10.43 1678 | Doug Baldwin,SEA,WR,8,10.32 1679 | Dez Bryant,DAL,WR,8,10.17 1680 | Brandon Marshall,NYJ,WR,8,10.16 1681 | Emmanuel Sanders,DEN,WR,8,9.61 1682 | Michael Crabtree,OAK,WR,8,9.58 1683 | Julian Edelman,NE,WR,8,9.55 1684 | Jordan Matthews,PHI,WR,8,9.39 1685 | Brandin Cooks,NO,WR,8,9.32 1686 | Alshon Jeffery,CHI,WR,8,9.29 1687 | Terrelle Pryor,CLE,WR,8,9.26 1688 | Kelvin Benjamin,CAR,WR,8,9.19 1689 | Demaryius Thomas,DEN,WR,8,9.11 1690 | Davante Adams,GB,WR,8,8.91 1691 | Stefon Diggs,MIN,WR,8,8.66 1692 | Quincy Enunwa,NYJ,WR,8,8.26 1693 | Willie Snead,NO,WR,8,8.18 1694 | Jeremy Maclin,KC,WR,8,8.1 1695 | Michael Thomas,NO,WR,8,8.02 1696 | Golden Tate,DET,WR,8,8 1697 | Tyrell Williams,SD,WR,8,7.83 1698 | Will Fuller,HOU,WR,8,7.51 1699 | Jamison Crowder,WAS,WR,8,7.32 1700 | Pierre Garcon,WAS,WR,8,6.98 1701 | Anquan Boldin,DET,WR,8,6.92 1702 | DeSean Jackson,WAS,WR,8,6.85 1703 | Brandon LaFell,CIN,WR,8,6.75 1704 | Michael Floyd,ARI,WR,8,6.73 1705 | John Brown,ARI,WR,8,6.71 1706 | Robert Woods,BUF,WR,8,6.53 1707 | Donte Moncrief,IND,WR,8,6.45 1708 | Cole Beasley,DAL,WR,8,6.24 1709 | Travis Benjamin,SD,WR,8,5.87 1710 | Terrance Williams,DAL,WR,8,5.75 1711 | Rishard Matthews,TEN,WR,8,5.72 1712 | Mohamed Sanu,ATL,WR,8,5.64 1713 | Justin Hunter,BUF,WR,8,5.57 1714 | Cameron Meredith,CHI,WR,8,5.15 1715 | Chris Hogan,NE,WR,8,5.05 1716 | Marqise Lee,JAX,WR,8,4.77 1717 | Adam Thielen,MIN,WR,8,4.44 1718 | Rob Gronkowski,NE,TE,8,10.75 1719 | Jordan Reed,WAS,TE,8,9.06 1720 | Greg Olsen,CAR,TE,8,8.68 1721 | Travis Kelce,KC,TE,8,7.08 1722 | Cameron Brate,TB,TE,8,6.97 1723 | Delanie Walker,TEN,TE,8,6.9 1724 | Jack Doyle,IND,TE,8,6.79 1725 | Gary Barnidge,CLE,TE,8,6.78 1726 | CJ Fiedorowicz,HOU,TE,8,6.68 1727 | Zach Miller,CHI,TE,8,6.63 1728 | Antonio Gates,SD,TE,8,6.56 1729 | Julius Thomas,JAX,TE,8,6.49 1730 | Coby Fleener,NO,TE,8,6.22 1731 | Jimmy Graham,SEA,TE,8,6.21 1732 | Tyler Eifert,CIN,TE,8,6 1733 | Zach Ertz,PHI,TE,8,5.95 1734 | Kyle Rudolph,MIN,TE,8,5.48 1735 | Martellus Bennett,NE,TE,8,5.09 1736 | Jacob Tamme,ATL,TE,8,4.73 1737 | Vernon Davis,WAS,TE,8,4.5 1738 | Richard Rodgers,GB,TE,8,4.06 1739 | Hunter Henry,SD,TE,8,4 1740 | Eric Ebron,DET,TE,8,3.96 1741 | Charles Clay,BUF,TE,8,3.78 1742 | Virgil Green,DEN,TE,8,3.26 1743 | Jason Witten,DAL,TE,8,3.16 1744 | Clive Walford,OAK,TE,8,2.96 1745 | Brent Celek,PHI,TE,8,2.39 1746 | Erik Swoope,IND,TE,8,2.31 1747 | Marcedes Lewis,JAX,TE,8,2.2 1748 | Ryan Griffin,HOU,TE,8,2.2 1749 | Jermaine Gresham,ARI,TE,8,2.17 1750 | Dustin Hopkins,WAS,K,8,8.1 1751 | Matt Bryant,ATL,K,8,7.9 1752 | Mason Crosby,GB,K,8,7.8 1753 | Sebastian Janikowski,OAK,K,8,7.8 1754 | Mike Nugent,CIN,K,8,7.7 1755 | Caleb Sturgis,PHI,K,8,7.7 1756 | Matt Prater,DET,K,8,7.6 1757 | Nick Novak,HOU,K,8,7.6 1758 | Adam Vinatieri,IND,K,8,7.5 1759 | Cody Parkey,CLE,K,8,7.5 1760 | Blair Walsh,MIN,K,8,7.4 1761 | Cairo Santos,KC,K,8,7.4 1762 | Steven Hauschka,SEA,K,8,7.3 1763 | Chandler Catanzaro,ARI,K,8,7.3 1764 | Nick Folk,NYJ,K,8,7.1 1765 | Josh Lambo,SD,K,8,7.1 1766 | Jason Myers,JAX,K,8,7.1 1767 | Ryan Succop,TEN,K,8,6.8 1768 | Roberto Aguayo,TB,K,8,6.8 1769 | Dan Bailey,DAL,K,8,6.7 1770 | Dan Carpenter,BUF,K,8,6.6 1771 | Stephen Gostkowski,NE,K,8,6.4 1772 | Wil Lutz,NO,K,8,6.4 1773 | Brandon McManus,DEN,K,8,6.2 1774 | Graham Gano,CAR,K,8,6 1775 | Connor Barth,CHI,K,8,5.4 1776 | Patrick Murray,CLE,K,8,0 1777 | Marshall Morgan,BUF,K,8,0 1778 | Denver Broncos,DEN,DST,8,8.8 1779 | Arizona Cardinals,ARI,DST,8,8.7 1780 | Tennessee Titans,TEN,DST,8,8.7 1781 | Minnesota Vikings,MIN,DST,8,8.6 1782 | New York Jets,NYJ,DST,8,8.3 1783 | Carolina Panthers,CAR,DST,8,7.8 1784 | Detroit Lions,DET,DST,8,7.2 1785 | Washington Redskins,WAS,DST,8,6.9 1786 | Kansas City Chiefs,KC,DST,8,6.9 1787 | Oakland Raiders,OAK,DST,8,6.6 1788 | Atlanta Falcons,ATL,DST,8,6.5 1789 | Cleveland Browns,CLE,DST,8,6.4 1790 | Seattle Seahawks,SEA,DST,8,6.3 1791 | Philadelphia Eagles,PHI,DST,8,6.3 1792 | San Diego Chargers,SD,DST,8,6.2 1793 | Cincinnati Bengals,CIN,DST,8,6.1 1794 | Houston Texans,HOU,DST,8,6.1 1795 | Dallas Cowboys,DAL,DST,8,6.1 1796 | Indianapolis Colts,IND,DST,8,5.9 1797 | Chicago Bears,CHI,DST,8,5.7 1798 | Buffalo Bills,BUF,DST,8,5.6 1799 | Jacksonville Jaguars,JAX,DST,8,5.4 1800 | Green Bay Packers,GB,DST,8,5.2 1801 | New Orleans Saints,NO,DST,8,3.8 1802 | New England Patriots,NE,DST,8,2.4 1803 | Tampa Bay Buccaneers,TB,DST,8,2.4 1804 | Aaron Rodgers,GB,QB,9,22.86 1805 | Matt Ryan,ATL,QB,9,22.65 1806 | Drew Brees,NO,QB,9,21.29 1807 | Dak Prescott,DAL,QB,9,19.88 1808 | Philip Rivers,SD,QB,9,18.74 1809 | Cam Newton,CAR,QB,9,17.08 1810 | Andrew Luck,IND,QB,9,16.87 1811 | Colin Kaepernick,SF,QB,9,16.44 1812 | Sam Bradford,MIN,QB,9,16.28 1813 | Ryan Tannehill,MIA,QB,9,16.17 1814 | Russell Wilson,SEA,QB,9,15.88 1815 | Ben Roethlisberger,PIT,QB,9,15.86 1816 | Marcus Mariota,TEN,QB,9,15.71 1817 | Matthew Stafford,DET,QB,9,15.49 1818 | Derek Carr,OAK,QB,9,15.49 1819 | Tyrod Taylor,BUF,QB,9,15.09 1820 | Jameis Winston,TB,QB,9,14.98 1821 | Carson Wentz,PHI,QB,9,14.94 1822 | Trevor Siemian,DEN,QB,9,14.88 1823 | Cody Kessler,CLE,QB,9,14.83 1824 | Nick Foles,KC,QB,9,14.56 1825 | Joe Flacco,BAL,QB,9,13.89 1826 | Ryan Fitzpatrick,NYJ,QB,9,13.75 1827 | Blake Bortles,JAX,QB,9,12.26 1828 | Eli Manning,NYG,QB,9,12.01 1829 | Case Keenum,LA,QB,9,11.37 1830 | Blaine Gabbert,SF,QB,9,0.97 1831 | Landry Jones,PIT,QB,9,0.94 1832 | Shaun Hill,MIN,QB,9,0.91 1833 | Josh McCown,CLE,QB,9,0.84 1834 | Jared Goff,LA,QB,9,0.81 1835 | Paxton Lynch,DEN,QB,9,0.77 1836 | Ezekiel Elliott,DAL,RB,9,19.06 1837 | Le'Veon Bell,PIT,RB,9,15.23 1838 | Charcandrick West,KC,RB,9,14.7 1839 | Devonta Freeman,ATL,RB,9,14.5 1840 | Devontae Booker,DEN,RB,9,14.27 1841 | Matt Forte,NYJ,RB,9,14.02 1842 | Todd Gurley,LA,RB,9,13.86 1843 | Melvin Gordon,SD,RB,9,13.63 1844 | DeMarco Murray,TEN,RB,9,13.6 1845 | Christine Michael,SEA,RB,9,12.61 1846 | Mark Ingram,NO,RB,9,12.53 1847 | Jay Ajayi,MIA,RB,9,11.43 1848 | LeSean McCoy,BUF,RB,9,11.15 1849 | Jonathan Stewart,CAR,RB,9,10.36 1850 | Theo Riddick,DET,RB,9,10.14 1851 | Isaiah Crowell,CLE,RB,9,9.79 1852 | Frank Gore,IND,RB,9,9.74 1853 | Antone Smith,TB,RB,9,9.47 1854 | Terrance West,BAL,RB,9,9.45 1855 | Latavius Murray,OAK,RB,9,9.33 1856 | Jerick McKinnon,MIN,RB,9,9.09 1857 | DuJuan Harris,SF,RB,9,9 1858 | Rashad Jennings,NYG,RB,9,8.36 1859 | Matt Asiata,MIN,RB,9,7.75 1860 | Darren Sproles,PHI,RB,9,7.46 1861 | Duke Johnson,CLE,RB,9,7.34 1862 | Terron Ward,ATL,RB,9,6.67 1863 | CJ Prosise,SEA,RB,9,6.64 1864 | Tim Hightower,NO,RB,9,6.4 1865 | Ryan Mathews,PHI,RB,9,6.3 1866 | Derrick Henry,TEN,RB,9,6.25 1867 | TJ Yeldon,JAX,RB,9,6.05 1868 | Mike Davis,SF,RB,9,5.84 1869 | Bilal Powell,NYJ,RB,9,5.61 1870 | Chris Ivory,JAX,RB,9,5.54 1871 | Peyton Barber,TB,RB,9,5.26 1872 | Aaron Ripkowski,GB,FB,9,5.03 1873 | Bobby Rainey,NYG,RB,9,4.51 1874 | Don Jackson,GB,RB,9,4.32 1875 | Jalen Richard,OAK,RB,9,4.12 1876 | Shaun Draughn,SF,RB,9,3.88 1877 | Alfred Morris,DAL,RB,9,3.71 1878 | Deandre Washington,OAK,RB,9,3.48 1879 | Robert Turbin,IND,RB,9,3.17 1880 | Zach Zenner,DET,RB,9,3.16 1881 | Paul Perkins,NYG,RB,9,3.16 1882 | Kenneth Dixon,BAL,RB,9,3.1 1883 | Fozzy Whittaker,CAR,RB,9,2.77 1884 | Kapri Bibbs,DEN,RB,9,2.76 1885 | Travaris Cadet,NO,RB,9,2.65 1886 | Julio Jones,ATL,WR,9,12.64 1887 | Antonio Brown,PIT,WR,9,12.25 1888 | Mike Evans,TB,WR,9,12.23 1889 | Dez Bryant,DAL,WR,9,11.68 1890 | TY Hilton,IND,WR,9,11.65 1891 | Odell Beckham Jr,NYG,WR,9,11.05 1892 | Jordy Nelson,GB,WR,9,10.87 1893 | Brandon Marshall,NYJ,WR,9,10.36 1894 | Amari Cooper,OAK,WR,9,10.33 1895 | Kelvin Benjamin,CAR,WR,9,10.3 1896 | Terrelle Pryor,CLE,WR,9,10.09 1897 | Emmanuel Sanders,DEN,WR,9,10.08 1898 | Brandin Cooks,NO,WR,9,9.97 1899 | Demaryius Thomas,DEN,WR,9,9.84 1900 | Stefon Diggs,MIN,WR,9,9.54 1901 | Michael Thomas,NO,WR,9,9.49 1902 | Marvin Jones,DET,WR,9,9.42 1903 | Doug Baldwin,SEA,WR,9,9.3 1904 | Michael Crabtree,OAK,WR,9,9.08 1905 | Ty Montgomery,GB,WR,9,9.06 1906 | Davante Adams,GB,WR,9,8.94 1907 | Quincy Enunwa,NYJ,WR,9,8.91 1908 | Mike Wallace,BAL,WR,9,8.9 1909 | Allen Robinson,JAX,WR,9,8.8 1910 | Jordan Matthews,PHI,WR,9,8.78 1911 | Willie Snead,NO,WR,9,8.71 1912 | Tyrell Williams,SD,WR,9,8.47 1913 | Jarvis Landry,MIA,WR,9,8.17 1914 | Jeremy Maclin,KC,WR,9,8.16 1915 | Travis Benjamin,SD,WR,9,7.52 1916 | Golden Tate,DET,WR,9,7.51 1917 | Donte Moncrief,IND,WR,9,7.33 1918 | Cole Beasley,DAL,WR,9,7.13 1919 | Kenny Britt,LA,WR,9,6.86 1920 | Terrance Williams,DAL,WR,9,6.7 1921 | Sammie Coates,PIT,WR,9,6.44 1922 | Allen Hurns,JAX,WR,9,6.4 1923 | Jeremy Kerley,SF,WR,9,6.26 1924 | Anquan Boldin,DET,WR,9,6.23 1925 | Steve Smith,BAL,WR,9,6.22 1926 | Corey Coleman,CLE,WR,9,6.09 1927 | Adam Thielen,MIN,WR,9,6.01 1928 | Kendall Wright,TEN,WR,9,5.99 1929 | Mohamed Sanu,ATL,WR,9,5.54 1930 | Justin Hunter,BUF,WR,9,5.52 1931 | Brian Quick,LA,WR,9,5.5 1932 | Tavon Austin,LA,WR,9,5.49 1933 | Devante Parker,MIA,WR,9,5.49 1934 | Robert Woods,BUF,WR,9,5.48 1935 | Rishard Matthews,TEN,WR,9,5.43 1936 | Greg Olsen,CAR,TE,9,8.63 1937 | Kyle Rudolph,MIN,TE,9,7.53 1938 | Antonio Gates,SD,TE,9,7.49 1939 | Cameron Brate,TB,TE,9,7.37 1940 | Jack Doyle,IND,TE,9,7.28 1941 | Eric Ebron,DET,TE,9,6.91 1942 | Delanie Walker,TEN,TE,9,6.85 1943 | Travis Kelce,KC,TE,9,6.74 1944 | Coby Fleener,NO,TE,9,6.64 1945 | Gary Barnidge,CLE,TE,9,6.1 1946 | Austin Hooper,ATL,TE,9,5.18 1947 | Lance Kendricks,LA,TE,9,5.13 1948 | Jason Witten,DAL,TE,9,5.1 1949 | Vance McDonald,SF,TE,9,4.87 1950 | Jimmy Graham,SEA,TE,9,4.71 1951 | Zach Ertz,PHI,TE,9,4.5 1952 | Dennis Pitta,BAL,TE,9,4.4 1953 | Julius Thomas,JAX,TE,9,4.26 1954 | Virgil Green,DEN,TE,9,4.02 1955 | Jesse James,PIT,TE,9,3.92 1956 | Richard Rodgers,GB,TE,9,3.55 1957 | Charles Clay,BUF,TE,9,3.51 1958 | Dwayne Allen,IND,TE,9,3.37 1959 | Larry Donnell,NYG,TE,9,3.32 1960 | Clive Walford,OAK,TE,9,2.97 1961 | Will Tye,NYG,TE,9,2.9 1962 | MarQueis Gray,MIA,TE,9,2.61 1963 | Garrett Celek,SF,TE,9,2.41 1964 | Marcedes Lewis,JAX,TE,9,2.19 1965 | Brent Celek,PHI,TE,9,2.14 1966 | Trey Burton,PHI,TE,9,1.99 1967 | Dominique Jones,MIA,TE,9,1.98 1968 | Mason Crosby,GB,K,9,8.5 1969 | Dan Bailey,DAL,K,9,8.4 1970 | Matt Bryant,ATL,K,9,8.3 1971 | Blair Walsh,MIN,K,9,8.2 1972 | Josh Lambo,SD,K,9,8 1973 | Phil Dawson,SF,K,9,7.4 1974 | Steven Hauschka,SEA,K,9,7.4 1975 | Adam Vinatieri,IND,K,9,7.2 1976 | Brandon McManus,DEN,K,9,7.2 1977 | Cairo Santos,KC,K,9,7.1 1978 | Justin Tucker,BAL,K,9,6.9 1979 | Caleb Sturgis,PHI,K,9,6.8 1980 | Wil Lutz,NO,K,9,6.8 1981 | Sebastian Janikowski,OAK,K,9,6.7 1982 | Ryan Succop,TEN,K,9,6.7 1983 | Chris Boswell,PIT,K,9,6.7 1984 | Dan Carpenter,BUF,K,9,6.6 1985 | Cody Parkey,CLE,K,9,6.6 1986 | Graham Gano,CAR,K,9,6.5 1987 | Matt Prater,DET,K,9,6.4 1988 | Greg Zuerlein,LA,K,9,6.3 1989 | Robbie Gould,NYG,K,9,6.2 1990 | Nick Folk,NYJ,K,9,6.1 1991 | Andrew Franks,MIA,K,9,6.1 1992 | Roberto Aguayo,TB,K,9,5.8 1993 | Jason Myers,JAX,K,9,5.6 1994 | Josh Brown,NYG,K,9,0 1995 | Patrick Murray,CLE,K,9,0 1996 | Marshall Morgan,BUF,K,9,0 1997 | Philadelphia Eagles,PHI,DST,9,10.6 1998 | Kansas City Chiefs,KC,DST,9,10.5 1999 | Dallas Cowboys,DAL,DST,9,8.7 2000 | Carolina Panthers,CAR,DST,9,8.4 2001 | Seattle Seahawks,SEA,DST,9,7.8 2002 | Baltimore Ravens,BAL,DST,9,7.4 2003 | Los Angeles Rams,LA,DST,9,7.4 2004 | Green Bay Packers,GB,DST,9,7.4 2005 | San Diego Chargers,SD,DST,9,6.9 2006 | Pittsburgh Steelers,PIT,DST,9,6.6 2007 | New York Jets,NYJ,DST,9,6.6 2008 | Buffalo Bills,BUF,DST,9,6.6 2009 | Tennessee Titans,TEN,DST,9,6.5 2010 | Atlanta Falcons,ATL,DST,9,6.3 2011 | Detroit Lions,DET,DST,9,6.3 2012 | New York Giants,NYG,DST,9,6.3 2013 | Jacksonville Jaguars,JAX,DST,9,5.8 2014 | New Orleans Saints,NO,DST,9,5.8 2015 | Oakland Raiders,OAK,DST,9,5.6 2016 | Tampa Bay Buccaneers,TB,DST,9,5 2017 | Indianapolis Colts,IND,DST,9,4.9 2018 | Minnesota Vikings,MIN,DST,9,4.2 2019 | San Francisco 49ers,SF,DST,9,3.9 2020 | Cleveland Browns,CLE,DST,9,3.8 2021 | Miami Dolphins,MIA,DST,9,3.5 2022 | Denver Broncos,DEN,DST,9,3.4 2023 | Aaron Rodgers,GB,QB,10,22.37 2024 | Dak Prescott,DAL,QB,10,20.17 2025 | Tom Brady,NE,QB,10,19.04 2026 | Carson Palmer,ARI,QB,10,18.62 2027 | Matt Ryan,ATL,QB,10,17.64 2028 | Drew Brees,NO,QB,10,17.6 2029 | Ben Roethlisberger,PIT,QB,10,17.52 2030 | Marcus Mariota,TEN,QB,10,16.92 2031 | Philip Rivers,SD,QB,10,16.23 2032 | Joe Flacco,BAL,QB,10,16.22 2033 | Andy Dalton,CIN,QB,10,16.15 2034 | Kirk Cousins,WAS,QB,10,16.01 2035 | Jameis Winston,TB,QB,10,15.87 2036 | Russell Wilson,SEA,QB,10,15.79 2037 | Trevor Siemian,DEN,QB,10,15.6 2038 | Blake Bortles,JAX,QB,10,15.4 2039 | Cam Newton,CAR,QB,10,15.14 2040 | Carson Wentz,PHI,QB,10,14.89 2041 | Alex Smith,KC,QB,10,14.73 2042 | Jay Cutler,CHI,QB,10,14.68 2043 | Colin Kaepernick,SF,QB,10,14.22 2044 | Sam Bradford,MIN,QB,10,13.95 2045 | Eli Manning,NYG,QB,10,13.79 2046 | Cody Kessler,CLE,QB,10,13.17 2047 | Ryan Tannehill,MIA,QB,10,13.15 2048 | Brock Osweiler,HOU,QB,10,12.71 2049 | Case Keenum,LA,QB,10,12.49 2050 | Bryce Petty,NYJ,QB,10,11.43 2051 | Ryan Fitzpatrick,NYJ,QB,10,10.38 2052 | Blaine Gabbert,SF,QB,10,0.95 2053 | Josh McCown,CLE,QB,10,0.85 2054 | Shaun Hill,MIN,QB,10,0.85 2055 | David Johnson,ARI,RB,10,23.32 2056 | Melvin Gordon,SD,RB,10,17.21 2057 | Le'Veon Bell,PIT,RB,10,15.96 2058 | Ezekiel Elliott,DAL,RB,10,15.61 2059 | DeMarco Murray,TEN,RB,10,14.46 2060 | Jay Ajayi,MIA,RB,10,13.67 2061 | Devonta Freeman,ATL,RB,10,12.9 2062 | Spencer Ware,KC,RB,10,12.73 2063 | Lamar Miller,HOU,RB,10,12.64 2064 | Matt Forte,NYJ,RB,10,12.61 2065 | Jordan Howard,CHI,RB,10,11.96 2066 | Todd Gurley,LA,RB,10,11.55 2067 | LeGarrette Blount,NE,RB,10,11.23 2068 | Devontae Booker,DEN,RB,10,11.01 2069 | Jonathan Stewart,CAR,RB,10,10.8 2070 | Terrance West,BAL,RB,10,10.7 2071 | Darren Sproles,PHI,RB,10,10.48 2072 | Doug Martin,TB,RB,10,9.85 2073 | Mark Ingram,NO,RB,10,9.42 2074 | Jeremy Hill,CIN,RB,10,9.1 2075 | Giovani Bernard,CIN,RB,10,9.09 2076 | Rashad Jennings,NYG,RB,10,8.8 2077 | Rob Kelley,WAS,RB,10,8.56 2078 | Isaiah Crowell,CLE,RB,10,8.37 2079 | Tim Hightower,NO,RB,10,8.26 2080 | Paul Perkins,NYG,RB,10,8.25 2081 | Carlos Hyde,SF,RB,10,7.94 2082 | CJ Prosise,SEA,RB,10,7.64 2083 | Chris Ivory,JAX,RB,10,7.61 2084 | James White,NE,RB,10,7.13 2085 | Jerick McKinnon,MIN,RB,10,7.09 2086 | Duke Johnson,CLE,RB,10,6.99 2087 | TJ Yeldon,JAX,RB,10,6.6 2088 | Christine Michael,SEA,RB,10,6.58 2089 | Kenneth Dixon,BAL,RB,10,6.48 2090 | Peyton Barber,TB,RB,10,6.39 2091 | Matt Asiata,MIN,RB,10,6.04 2092 | Kapri Bibbs,DEN,RB,10,5.78 2093 | Charcandrick West,KC,RB,10,5.68 2094 | DuJuan Harris,SF,RB,10,5.6 2095 | Chris Thompson,WAS,RB,10,5.42 2096 | Bilal Powell,NYJ,RB,10,5.17 2097 | Ryan Mathews,PHI,RB,10,4.66 2098 | James Starks,GB,RB,10,4.61 2099 | Damien Williams,MIA,RB,10,4.03 2100 | Derrick Henry,TEN,RB,10,3.84 2101 | Fozzy Whittaker,CAR,RB,10,3.79 2102 | Ka'Deem Carey,CHI,RB,10,3.7 2103 | Ronnie Hillman,MIN,RB,10,3.64 2104 | Andre Ellington,ARI,RB,10,3.61 2105 | Mike Evans,TB,WR,10,14.03 2106 | Julio Jones,ATL,WR,10,12.97 2107 | AJ Green,CIN,WR,10,12.75 2108 | Antonio Brown,PIT,WR,10,12.46 2109 | Odell Beckham Jr,NYG,WR,10,11.98 2110 | Stefon Diggs,MIN,WR,10,11.62 2111 | Jordy Nelson,GB,WR,10,11.57 2112 | Mike Wallace,BAL,WR,10,11.2 2113 | Dez Bryant,DAL,WR,10,10.95 2114 | Alshon Jeffery,CHI,WR,10,10.67 2115 | Larry Fitzgerald,ARI,WR,10,10.55 2116 | DeAndre Hopkins,HOU,WR,10,10.42 2117 | Allen Robinson,JAX,WR,10,10.32 2118 | Emmanuel Sanders,DEN,WR,10,10.29 2119 | Terrelle Pryor,CLE,WR,10,10.09 2120 | Demaryius Thomas,DEN,WR,10,10.04 2121 | Tyrell Williams,SD,WR,10,9.94 2122 | Randall Cobb,GB,WR,10,9.84 2123 | Doug Baldwin,SEA,WR,10,9.81 2124 | Brandon Marshall,NYJ,WR,10,9.74 2125 | Jordan Matthews,PHI,WR,10,9.66 2126 | Kelvin Benjamin,CAR,WR,10,9.62 2127 | Davante Adams,GB,WR,10,9.33 2128 | Rishard Matthews,TEN,WR,10,9.14 2129 | Kenny Britt,LA,WR,10,8.78 2130 | Brandin Cooks,NO,WR,10,8.76 2131 | Jarvis Landry,MIA,WR,10,8.66 2132 | Cole Beasley,DAL,WR,10,8.65 2133 | Ty Montgomery,GB,WR,10,8.65 2134 | Jamison Crowder,WAS,WR,10,8.5 2135 | Michael Thomas,NO,WR,10,8.29 2136 | Julian Edelman,NE,WR,10,8.23 2137 | Steve Smith,BAL,WR,10,8.18 2138 | Quincy Enunwa,NYJ,WR,10,8.03 2139 | Pierre Garcon,WAS,WR,10,7.89 2140 | John Brown,ARI,WR,10,7.1 2141 | Willie Snead,NO,WR,10,7 2142 | Brian Quick,LA,WR,10,6.99 2143 | Dontrelle Inman,SD,WR,10,6.89 2144 | Corey Coleman,CLE,WR,10,6.89 2145 | Adam Thielen,MIN,WR,10,6.78 2146 | Allen Hurns,JAX,WR,10,6.72 2147 | Tavon Austin,LA,WR,10,6.27 2148 | Kendall Wright,TEN,WR,10,6.2 2149 | Terrance Williams,DAL,WR,10,6.11 2150 | Sterling Shepard,NYG,WR,10,6.07 2151 | Brandon LaFell,CIN,WR,10,5.99 2152 | JJ Nelson,ARI,WR,10,5.88 2153 | Chris Hogan,NE,WR,10,5.55 2154 | Mohamed Sanu,ATL,WR,10,5.52 2155 | Rob Gronkowski,NE,TE,10,12.11 2156 | Jordan Reed,WAS,TE,10,10.83 2157 | Travis Kelce,KC,TE,10,8.85 2158 | Greg Olsen,CAR,TE,10,8.83 2159 | Delanie Walker,TEN,TE,10,8.54 2160 | Tyler Eifert,CIN,TE,10,7.42 2161 | Zach Miller,CHI,TE,10,7.34 2162 | Coby Fleener,NO,TE,10,6.6 2163 | Jimmy Graham,SEA,TE,10,6.48 2164 | Cameron Brate,TB,TE,10,6.25 2165 | Antonio Gates,SD,TE,10,6.07 2166 | Jason Witten,DAL,TE,10,6.04 2167 | Gary Barnidge,CLE,TE,10,5.97 2168 | Lance Kendricks,LA,TE,10,5.91 2169 | Kyle Rudolph,MIN,TE,10,5.86 2170 | CJ Fiedorowicz,HOU,TE,10,5.61 2171 | Zach Ertz,PHI,TE,10,5.54 2172 | Dennis Pitta,BAL,TE,10,5.29 2173 | Austin Hooper,ATL,TE,10,5.21 2174 | Martellus Bennett,NE,TE,10,5.09 2175 | Vernon Davis,WAS,TE,10,4.96 2176 | Vance McDonald,SF,TE,10,4.91 2177 | Julius Thomas,JAX,TE,10,4.82 2178 | Jesse James,PIT,TE,10,4.17 2179 | Will Tye,NYG,TE,10,3.75 2180 | Hunter Henry,SD,TE,10,3.65 2181 | Larry Donnell,NYG,TE,10,3.53 2182 | Virgil Green,DEN,TE,10,3.41 2183 | Richard Rodgers,GB,TE,10,3.37 2184 | Garrett Celek,SF,TE,10,2.67 2185 | Dion Sims,MIA,TE,10,2.28 2186 | Marcedes Lewis,JAX,TE,10,2.19 2187 | Mason Crosby,GB,K,10,8.3 2188 | Stephen Gostkowski,NE,K,10,8.1 2189 | Caleb Sturgis,PHI,K,10,8.1 2190 | Dan Bailey,DAL,K,10,7.9 2191 | Matt Bryant,ATL,K,10,7.7 2192 | Justin Tucker,BAL,K,10,7.3 2193 | Steven Hauschka,SEA,K,10,7.2 2194 | Dustin Hopkins,WAS,K,10,7.1 2195 | Josh Lambo,SD,K,10,7 2196 | Ryan Succop,TEN,K,10,6.9 2197 | Nick Novak,HOU,K,10,6.8 2198 | Chris Boswell,PIT,K,10,6.8 2199 | Chandler Catanzaro,ARI,K,10,6.8 2200 | Blair Walsh,MIN,K,10,6.7 2201 | Mike Nugent,CIN,K,10,6.6 2202 | Greg Zuerlein,LA,K,10,6.6 2203 | Connor Barth,CHI,K,10,6.5 2204 | Nick Folk,NYJ,K,10,6.5 2205 | Brandon McManus,DEN,K,10,6.5 2206 | Wil Lutz,NO,K,10,6.5 2207 | Robbie Gould,NYG,K,10,6.5 2208 | Phil Dawson,SF,K,10,6.4 2209 | Graham Gano,CAR,K,10,6.3 2210 | Andrew Franks,MIA,K,10,6.1 2211 | Cairo Santos,KC,K,10,6 2212 | Jason Myers,JAX,K,10,6 2213 | Cody Parkey,CLE,K,10,5.7 2214 | Roberto Aguayo,TB,K,10,5.7 2215 | Josh Brown,NYG,K,10,0 2216 | Patrick Murray,CLE,K,10,0 2217 | Arizona Cardinals,ARI,DST,10,10.3 2218 | Baltimore Ravens,BAL,DST,10,9.5 2219 | Los Angeles Rams,LA,DST,10,9.2 2220 | Kansas City Chiefs,KC,DST,10,8.6 2221 | Carolina Panthers,CAR,DST,10,8.5 2222 | Houston Texans,HOU,DST,10,8.2 2223 | New England Patriots,NE,DST,10,7.7 2224 | Denver Broncos,DEN,DST,10,7.6 2225 | Philadelphia Eagles,PHI,DST,10,7.6 2226 | New York Jets,NYJ,DST,10,7.6 2227 | Minnesota Vikings,MIN,DST,10,7.3 2228 | Washington Redskins,WAS,DST,10,7.2 2229 | San Diego Chargers,SD,DST,10,7.2 2230 | Cincinnati Bengals,CIN,DST,10,7 2231 | Dallas Cowboys,DAL,DST,10,6.9 2232 | Tampa Bay Buccaneers,TB,DST,10,6.9 2233 | Chicago Bears,CHI,DST,10,6.8 2234 | Atlanta Falcons,ATL,DST,10,6.8 2235 | Miami Dolphins,MIA,DST,10,6.8 2236 | Jacksonville Jaguars,JAX,DST,10,6.7 2237 | Green Bay Packers,GB,DST,10,6.6 2238 | New Orleans Saints,NO,DST,10,6.5 2239 | New York Giants,NYG,DST,10,6.3 2240 | Cleveland Browns,CLE,DST,10,6 2241 | Seattle Seahawks,SEA,DST,10,5.7 2242 | Tennessee Titans,TEN,DST,10,5.2 2243 | San Francisco 49ers,SF,DST,10,2.4 2244 | Pittsburgh Steelers,PIT,DST,10,0.5 2245 | Cam Newton,CAR,QB,11,22.43 2246 | Tom Brady,NE,QB,11,22.2 2247 | Andrew Luck,IND,QB,11,19.51 2248 | Marcus Mariota,TEN,QB,11,18.22 2249 | Aaron Rodgers,GB,QB,11,18.02 2250 | Ben Roethlisberger,PIT,QB,11,17.9 2251 | Dak Prescott,DAL,QB,11,17.88 2252 | Drew Brees,NO,QB,11,17.83 2253 | Russell Wilson,SEA,QB,11,16.88 2254 | Kirk Cousins,WAS,QB,11,16.77 2255 | Matthew Stafford,DET,QB,11,16.62 2256 | Tyrod Taylor,BUF,QB,11,16.3 2257 | Derek Carr,OAK,QB,11,16.29 2258 | Andy Dalton,CIN,QB,11,15.73 2259 | Eli Manning,NYG,QB,11,15.68 2260 | Blake Bortles,JAX,QB,11,15.45 2261 | Alex Smith,KC,QB,11,14.22 2262 | Colin Kaepernick,SF,QB,11,14.06 2263 | Jameis Winston,TB,QB,11,14.03 2264 | Ryan Tannehill,MIA,QB,11,13.4 2265 | Joe Flacco,BAL,QB,11,13.14 2266 | Carson Palmer,ARI,QB,11,12.94 2267 | Cody Kessler,CLE,QB,11,12.84 2268 | Brock Osweiler,HOU,QB,11,12.11 2269 | Jay Cutler,CHI,QB,11,11.97 2270 | Sam Bradford,MIN,QB,11,11.03 2271 | Carson Wentz,PHI,QB,11,10.32 2272 | Jared Goff,LA,QB,11,9.52 2273 | Nick Foles,KC,QB,11,0.91 2274 | Blaine Gabbert,SF,QB,11,0.82 2275 | Tony Romo,DAL,QB,11,0.79 2276 | Josh McCown,CLE,QB,11,0.76 2277 | Le'Veon Bell,PIT,RB,11,21 2278 | David Johnson,ARI,RB,11,16.45 2279 | DeMarco Murray,TEN,RB,11,15.8 2280 | Ezekiel Elliott,DAL,RB,11,15.73 2281 | Spencer Ware,KC,RB,11,15.39 2282 | LeSean McCoy,BUF,RB,11,15.07 2283 | LeGarrette Blount,NE,RB,11,15.07 2284 | Jay Ajayi,MIA,RB,11,13.69 2285 | Todd Gurley,LA,RB,11,12.2 2286 | Lamar Miller,HOU,RB,11,11.59 2287 | Isaiah Crowell,CLE,RB,11,11.33 2288 | Frank Gore,IND,RB,11,11.14 2289 | Theo Riddick,DET,RB,11,10.98 2290 | Jonathan Stewart,CAR,RB,11,10.77 2291 | Jordan Howard,CHI,RB,11,10.77 2292 | Latavius Murray,OAK,RB,11,10.56 2293 | Jeremy Hill,CIN,RB,11,10.29 2294 | CJ Prosise,SEA,RB,11,9.83 2295 | Doug Martin,TB,RB,11,9.77 2296 | Rob Kelley,WAS,RB,11,9.63 2297 | Carlos Hyde,SF,RB,11,9.6 2298 | Mark Ingram,NO,RB,11,9.46 2299 | Rashad Jennings,NYG,RB,11,8.77 2300 | Giovani Bernard,CIN,RB,11,8.47 2301 | James Starks,GB,RB,11,8 2302 | Terrance West,BAL,RB,11,7.46 2303 | Tim Hightower,NO,RB,11,7.28 2304 | Paul Perkins,NYG,RB,11,6.87 2305 | Duke Johnson,CLE,RB,11,6.84 2306 | James White,NE,RB,11,6.76 2307 | Darren Sproles,PHI,RB,11,6.7 2308 | TJ Yeldon,JAX,RB,11,6.54 2309 | Thomas Rawls,SEA,RB,11,6.4 2310 | Ryan Mathews,PHI,RB,11,6.34 2311 | Matt Asiata,MIN,RB,11,6.1 2312 | Chris Ivory,JAX,RB,11,6 2313 | Kenneth Dixon,BAL,RB,11,5.87 2314 | Chris Thompson,WAS,RB,11,5.5 2315 | Charcandrick West,KC,RB,11,5.18 2316 | Jerick McKinnon,MIN,RB,11,4.9 2317 | Dwayne Washington,DET,RB,11,4.61 2318 | Derrick Henry,TEN,RB,11,4.59 2319 | Jalen Richard,OAK,RB,11,3.96 2320 | Mike Gillislee,BUF,RB,11,3.89 2321 | Dion Lewis,NE,RB,11,3.87 2322 | Robert Turbin,IND,RB,11,3.86 2323 | Fozzy Whittaker,CAR,RB,11,3.8 2324 | DuJuan Harris,SF,RB,11,3.78 2325 | Benjamin Cunningham,LA,RB,11,3.78 2326 | Deandre Washington,OAK,RB,11,3.73 2327 | Antonio Brown,PIT,WR,11,15.58 2328 | AJ Green,CIN,WR,11,14.09 2329 | Odell Beckham Jr,NYG,WR,11,13.39 2330 | TY Hilton,IND,WR,11,13.13 2331 | Mike Evans,TB,WR,11,12.09 2332 | Dez Bryant,DAL,WR,11,11.65 2333 | Allen Robinson,JAX,WR,11,11.55 2334 | Jordy Nelson,GB,WR,11,11.5 2335 | Kelvin Benjamin,CAR,WR,11,11.26 2336 | Amari Cooper,OAK,WR,11,11.06 2337 | Terrelle Pryor,CLE,WR,11,10.97 2338 | Doug Baldwin,SEA,WR,11,10.87 2339 | Brandin Cooks,NO,WR,11,10.85 2340 | Larry Fitzgerald,ARI,WR,11,10.63 2341 | Julian Edelman,NE,WR,11,10.58 2342 | DeAndre Hopkins,HOU,WR,11,10.4 2343 | Michael Crabtree,OAK,WR,11,10.31 2344 | Golden Tate,DET,WR,11,9.9 2345 | Michael Thomas,NO,WR,11,9.85 2346 | Jordan Matthews,PHI,WR,11,9.76 2347 | Jarvis Landry,MIA,WR,11,9.66 2348 | Rishard Matthews,TEN,WR,11,9.61 2349 | Davante Adams,GB,WR,11,9.5 2350 | Randall Cobb,GB,WR,11,9.23 2351 | Donte Moncrief,IND,WR,11,9.17 2352 | Willie Snead,NO,WR,11,9.16 2353 | Stefon Diggs,MIN,WR,11,9.08 2354 | Jamison Crowder,WAS,WR,11,9.01 2355 | Marvin Jones,DET,WR,11,8.61 2356 | Mike Wallace,BAL,WR,11,8.31 2357 | Pierre Garcon,WAS,WR,11,8.3 2358 | Kenny Britt,LA,WR,11,8.17 2359 | Tyreek Hill,KC,WR,11,8.14 2360 | Cole Beasley,DAL,WR,11,8.11 2361 | Steve Smith,BAL,WR,11,7.99 2362 | Robert Woods,BUF,WR,11,7.45 2363 | Sterling Shepard,NYG,WR,11,7.14 2364 | Corey Coleman,CLE,WR,11,7.01 2365 | Eddie Royal,CHI,WR,11,6.84 2366 | DeSean Jackson,WAS,WR,11,6.83 2367 | Cameron Meredith,CHI,WR,11,6.68 2368 | Will Fuller,HOU,WR,11,6.68 2369 | Jeremy Kerley,SF,WR,11,6.65 2370 | Allen Hurns,JAX,WR,11,6.51 2371 | Tavon Austin,LA,WR,11,6.43 2372 | Eli Rogers,PIT,WR,11,6.33 2373 | Anquan Boldin,DET,WR,11,6.31 2374 | Adam Humphries,TB,WR,11,6.31 2375 | Adam Thielen,MIN,WR,11,6.28 2376 | Michael Floyd,ARI,WR,11,6.24 2377 | Greg Olsen,CAR,TE,11,10.46 2378 | Jordan Reed,WAS,TE,11,10.32 2379 | Delanie Walker,TEN,TE,11,9.68 2380 | Martellus Bennett,NE,TE,11,8.8 2381 | Tyler Eifert,CIN,TE,11,7.91 2382 | Travis Kelce,KC,TE,11,7.81 2383 | Jimmy Graham,SEA,TE,11,7.72 2384 | Zach Miller,CHI,TE,11,7.32 2385 | Eric Ebron,DET,TE,11,7.29 2386 | CJ Fiedorowicz,HOU,TE,11,6.54 2387 | Jason Witten,DAL,TE,11,6.17 2388 | Cameron Brate,TB,TE,11,6.06 2389 | Jack Doyle,IND,TE,11,6 2390 | Kyle Rudolph,MIN,TE,11,5.92 2391 | Dennis Pitta,BAL,TE,11,5.64 2392 | Coby Fleener,NO,TE,11,5.62 2393 | Julius Thomas,JAX,TE,11,5.54 2394 | Zach Ertz,PHI,TE,11,5.41 2395 | Charles Clay,BUF,TE,11,5.08 2396 | Ladarius Green,PIT,TE,11,5.05 2397 | Gary Barnidge,CLE,TE,11,4.95 2398 | Dwayne Allen,IND,TE,11,4.82 2399 | Lance Kendricks,LA,TE,11,4.46 2400 | Vance McDonald,SF,TE,11,4.31 2401 | Vernon Davis,WAS,TE,11,4.23 2402 | Will Tye,NYG,TE,11,4.12 2403 | Jared Cook,GB,TE,11,3.58 2404 | Ryan Griffin,HOU,TE,11,3.25 2405 | Jesse James,PIT,TE,11,3.12 2406 | Jermaine Gresham,ARI,TE,11,3.05 2407 | Josh Hill,NO,TE,11,2.91 2408 | Clive Walford,OAK,TE,11,2.86 2409 | Chris Boswell,PIT,K,11,6.9 2410 | Graham Gano,CAR,K,11,6.8 2411 | Sebastian Janikowski,OAK,K,11,6.7 2412 | Dan Bailey,DAL,K,11,6.7 2413 | Robbie Gould,NYG,K,11,5.5 2414 | Wil Lutz,NO,K,11,5.4 2415 | Stephen Gostkowski,NE,K,11,5.3 2416 | Ryan Succop,TEN,K,11,5.3 2417 | Andrew Franks,MIA,K,11,5.2 2418 | Jason Myers,JAX,K,11,5.2 2419 | Cairo Santos,KC,K,11,5 2420 | Adam Vinatieri,IND,K,11,4.6 2421 | Greg Zuerlein,LA,K,11,4.6 2422 | Matt Prater,DET,K,11,4.4 2423 | Dustin Hopkins,WAS,K,11,4.4 2424 | Mason Crosby,GB,K,11,4.3 2425 | Connor Barth,CHI,K,11,4.3 2426 | Nick Novak,HOU,K,11,3.8 2427 | Mike Nugent,CIN,K,11,3.8 2428 | Dan Carpenter,BUF,K,11,3.5 2429 | Chandler Catanzaro,ARI,K,11,3.5 2430 | Cody Parkey,CLE,K,11,3.4 2431 | Justin Tucker,BAL,K,11,3.3 2432 | Phil Dawson,SF,K,11,3.1 2433 | Steven Hauschka,SEA,K,11,3.1 2434 | Caleb Sturgis,PHI,K,11,2.9 2435 | Roberto Aguayo,TB,K,11,2.6 2436 | Kai Forbath,MIN,K,11,2.6 2437 | Josh Brown,NYG,K,11,0 2438 | Blair Walsh,MIN,K,11,0 2439 | Patrick Murray,CLE,K,11,0 2440 | Marshall Morgan,BUF,K,11,0 2441 | Kansas City Chiefs,KC,DST,11,9.3 2442 | New England Patriots,NE,DST,11,8.4 2443 | Dallas Cowboys,DAL,DST,11,8.4 2444 | Seattle Seahawks,SEA,DST,11,8.4 2445 | Pittsburgh Steelers,PIT,DST,11,8.3 2446 | Arizona Cardinals,ARI,DST,11,8.3 2447 | Miami Dolphins,MIA,DST,11,8.1 2448 | New York Giants,NYG,DST,11,8 2449 | Chicago Bears,CHI,DST,11,7.6 2450 | Philadelphia Eagles,PHI,DST,11,7.2 2451 | Tennessee Titans,TEN,DST,11,7.1 2452 | Oakland Raiders,OAK,DST,11,7.1 2453 | Tampa Bay Buccaneers,TB,DST,11,6.8 2454 | New Orleans Saints,NO,DST,11,6.7 2455 | Buffalo Bills,BUF,DST,11,6.4 2456 | Washington Redskins,WAS,DST,11,6.4 2457 | Carolina Panthers,CAR,DST,11,6 2458 | Cincinnati Bengals,CIN,DST,11,5.9 2459 | Baltimore Ravens,BAL,DST,11,5.8 2460 | Jacksonville Jaguars,JAX,DST,11,5.2 2461 | Minnesota Vikings,MIN,DST,11,4.9 2462 | Houston Texans,HOU,DST,11,4.7 2463 | San Francisco 49ers,SF,DST,11,3.6 2464 | Los Angeles Rams,LA,DST,11,2.4 2465 | Detroit Lions,DET,DST,11,2.3 2466 | Cleveland Browns,CLE,DST,11,1.6 2467 | Green Bay Packers,GB,DST,11,1.4 2468 | Indianapolis Colts,IND,DST,11,1.1 2469 | Tom Brady,NE,QB,12,18.96 2470 | Drew Brees,NO,QB,12,18.88 2471 | Ben Roethlisberger,PIT,QB,12,18.47 2472 | Dak Prescott,DAL,QB,12,18.46 2473 | Aaron Rodgers,GB,QB,12,18.14 2474 | Russell Wilson,SEA,QB,12,18.02 2475 | Derek Carr,OAK,QB,12,17.66 2476 | Marcus Mariota,TEN,QB,12,17.3 2477 | Cam Newton,CAR,QB,12,17.09 2478 | Kirk Cousins,WAS,QB,12,16.84 2479 | Eli Manning,NYG,QB,12,16.76 2480 | Matt Ryan,ATL,QB,12,16.18 2481 | Tyrod Taylor,BUF,QB,12,15.62 2482 | Matthew Stafford,DET,QB,12,15.6 2483 | Carson Palmer,ARI,QB,12,15.24 2484 | Colin Kaepernick,SF,QB,12,15.24 2485 | Ryan Tannehill,MIA,QB,12,15.11 2486 | Sam Bradford,MIN,QB,12,14.93 2487 | Carson Wentz,PHI,QB,12,14.76 2488 | Philip Rivers,SD,QB,12,14.57 2489 | Scott Tolzien,IND,QB,12,14.12 2490 | Jameis Winston,TB,QB,12,13.78 2491 | Joe Flacco,BAL,QB,12,13.54 2492 | Blake Bortles,JAX,QB,12,13.45 2493 | Josh McCown,CLE,QB,12,13.04 2494 | Andy Dalton,CIN,QB,12,12.76 2495 | Trevor Siemian,DEN,QB,12,12.63 2496 | Brock Osweiler,HOU,QB,12,12.26 2497 | Ryan Fitzpatrick,NYJ,QB,12,12.17 2498 | Alex Smith,KC,QB,12,11.42 2499 | Jared Goff,LA,QB,12,11.36 2500 | Matt Barkley,CHI,QB,12,8.65 2501 | Le'Veon Bell,PIT,RB,12,19.88 2502 | David Johnson,ARI,RB,12,18.89 2503 | Ezekiel Elliott,DAL,RB,12,18.23 2504 | Jay Ajayi,MIA,RB,12,17.57 2505 | Melvin Gordon,SD,RB,12,15.82 2506 | LeSean McCoy,BUF,RB,12,15.73 2507 | DeMarco Murray,TEN,RB,12,15.37 2508 | Spencer Ware,KC,RB,12,13.3 2509 | Thomas Rawls,SEA,RB,12,13 2510 | Rashad Jennings,NYG,RB,12,12.51 2511 | Lamar Miller,HOU,RB,12,12.05 2512 | Frank Gore,IND,RB,12,11.98 2513 | Devontae Booker,DEN,RB,12,11.59 2514 | Doug Martin,TB,RB,12,11.54 2515 | Devonta Freeman,ATL,RB,12,11.52 2516 | Matt Forte,NYJ,RB,12,11.49 2517 | Carlos Hyde,SF,RB,12,11.44 2518 | Rob Kelley,WAS,RB,12,11.09 2519 | Jordan Howard,CHI,RB,12,10.88 2520 | Todd Gurley,LA,RB,12,10.7 2521 | LeGarrette Blount,NE,RB,12,10.49 2522 | Isaiah Crowell,CLE,RB,12,10.14 2523 | Theo Riddick,DET,RB,12,10.07 2524 | Latavius Murray,OAK,RB,12,9.98 2525 | Jeremy Hill,CIN,RB,12,9.39 2526 | Chris Ivory,JAX,RB,12,9.28 2527 | Mark Ingram,NO,RB,12,9.26 2528 | Jonathan Stewart,CAR,RB,12,9.22 2529 | Terrance West,BAL,RB,12,9.1 2530 | Darren Sproles,PHI,RB,12,8.46 2531 | Tim Hightower,NO,RB,12,8.18 2532 | James Starks,GB,RB,12,7.7 2533 | Wendell Smallwood,PHI,RB,12,7.59 2534 | Tevin Coleman,ATL,RB,12,7.32 2535 | Jerick McKinnon,MIN,RB,12,7.3 2536 | Kenneth Dixon,BAL,RB,12,6.73 2537 | Matt Asiata,MIN,RB,12,6.56 2538 | Duke Johnson,CLE,RB,12,6.35 2539 | Bilal Powell,NYJ,RB,12,6.18 2540 | Paul Perkins,NYG,RB,12,6.12 2541 | Rex Burkhead,CIN,RB,12,5.08 2542 | Chris Thompson,WAS,RB,12,4.98 2543 | James White,NE,RB,12,4.98 2544 | TJ Yeldon,JAX,RB,12,4.82 2545 | Dwayne Washington,DET,RB,12,4.82 2546 | Dion Lewis,NE,RB,12,4.7 2547 | Alex Collins,SEA,RB,12,4.57 2548 | Jalen Richard,OAK,RB,12,4.2 2549 | Damien Williams,MIA,RB,12,4.13 2550 | Robert Turbin,IND,RB,12,3.74 2551 | Antonio Brown,PIT,WR,12,14.31 2552 | Odell Beckham Jr,NYG,WR,12,13.66 2553 | Julio Jones,ATL,WR,12,12.13 2554 | Amari Cooper,OAK,WR,12,11.87 2555 | Mike Evans,TB,WR,12,11.84 2556 | Dez Bryant,DAL,WR,12,11.82 2557 | Brandin Cooks,NO,WR,12,10.77 2558 | Larry Fitzgerald,ARI,WR,12,10.62 2559 | Jordy Nelson,GB,WR,12,10.56 2560 | Doug Baldwin,SEA,WR,12,10.5 2561 | Allen Robinson,JAX,WR,12,10.36 2562 | Kelvin Benjamin,CAR,WR,12,10.05 2563 | TY Hilton,IND,WR,12,10.04 2564 | Jordan Matthews,PHI,WR,12,9.75 2565 | DeAndre Hopkins,HOU,WR,12,9.74 2566 | Brandon Marshall,NYJ,WR,12,9.7 2567 | Terrelle Pryor,CLE,WR,12,9.56 2568 | Rishard Matthews,TEN,WR,12,9.52 2569 | Demaryius Thomas,DEN,WR,12,9.14 2570 | Julian Edelman,NE,WR,12,9.01 2571 | Michael Crabtree,OAK,WR,12,8.98 2572 | Emmanuel Sanders,DEN,WR,12,8.93 2573 | Tyrell Williams,SD,WR,12,8.89 2574 | Jarvis Landry,MIA,WR,12,8.78 2575 | Cole Beasley,DAL,WR,12,8.64 2576 | Kenny Britt,LA,WR,12,8.59 2577 | Steve Smith,BAL,WR,12,8.56 2578 | Adam Thielen,MIN,WR,12,8.49 2579 | Michael Thomas,NO,WR,12,8.44 2580 | Mike Wallace,BAL,WR,12,8.43 2581 | Jamison Crowder,WAS,WR,12,8.34 2582 | Golden Tate,DET,WR,12,8.31 2583 | Pierre Garcon,WAS,WR,12,8.11 2584 | Randall Cobb,GB,WR,12,7.71 2585 | Donte Moncrief,IND,WR,12,7.63 2586 | Marvin Jones,DET,WR,12,7.28 2587 | Devante Parker,MIA,WR,12,7.16 2588 | Willie Snead,NO,WR,12,7.09 2589 | Tyler Boyd,CIN,WR,12,7.04 2590 | Davante Adams,GB,WR,12,6.9 2591 | DeSean Jackson,WAS,WR,12,6.72 2592 | Sterling Shepard,NYG,WR,12,6.46 2593 | Adam Humphries,TB,WR,12,6.28 2594 | Sammy Watkins,BUF,WR,12,6.08 2595 | Brandon LaFell,CIN,WR,12,6.05 2596 | Corey Coleman,CLE,WR,12,5.89 2597 | Marqise Lee,JAX,WR,12,5.88 2598 | Tyreek Hill,KC,WR,12,5.83 2599 | Cameron Meredith,CHI,WR,12,5.7 2600 | Will Fuller,HOU,WR,12,5.66 2601 | Greg Olsen,CAR,TE,12,9.82 2602 | Jordan Reed,WAS,TE,12,9.68 2603 | Delanie Walker,TEN,TE,12,8.41 2604 | Tyler Eifert,CIN,TE,12,8.33 2605 | Rob Gronkowski,NE,TE,12,8.09 2606 | Jimmy Graham,SEA,TE,12,8.08 2607 | Antonio Gates,SD,TE,12,7.98 2608 | Kyle Rudolph,MIN,TE,12,7.28 2609 | Travis Kelce,KC,TE,12,7.12 2610 | Eric Ebron,DET,TE,12,6.79 2611 | Jason Witten,DAL,TE,12,6.62 2612 | CJ Fiedorowicz,HOU,TE,12,6.6 2613 | Zach Ertz,PHI,TE,12,6.44 2614 | Martellus Bennett,NE,TE,12,6.04 2615 | Cameron Brate,TB,TE,12,5.77 2616 | Dennis Pitta,BAL,TE,12,5.51 2617 | Vance McDonald,SF,TE,12,5.43 2618 | Gary Barnidge,CLE,TE,12,4.96 2619 | Austin Hooper,ATL,TE,12,4.93 2620 | Jack Doyle,IND,TE,12,4.85 2621 | Lance Kendricks,LA,TE,12,4.65 2622 | Charles Clay,BUF,TE,12,4.51 2623 | Jared Cook,GB,TE,12,4.5 2624 | Will Tye,NYG,TE,12,4.41 2625 | Coby Fleener,NO,TE,12,4.4 2626 | Hunter Henry,SD,TE,12,4.2 2627 | Ladarius Green,PIT,TE,12,4.1 2628 | Dwayne Allen,IND,TE,12,3.98 2629 | Jermaine Gresham,ARI,TE,12,3.79 2630 | Clive Walford,OAK,TE,12,3.72 2631 | Jesse James,PIT,TE,12,3.33 2632 | Vernon Davis,WAS,TE,12,3.26 2633 | Stephen Gostkowski,NE,K,12,7.7 2634 | Robbie Gould,NYG,K,12,7 2635 | Chris Boswell,PIT,K,12,6.5 2636 | Chandler Catanzaro,ARI,K,12,6.5 2637 | Andrew Franks,MIA,K,12,6.5 2638 | Justin Tucker,BAL,K,12,6.2 2639 | Josh Lambo,SD,K,12,6.2 2640 | Dan Bailey,DAL,K,12,6 2641 | Steven Hauschka,SEA,K,12,5.9 2642 | Kai Forbath,MIN,K,12,5.9 2643 | Sebastian Janikowski,OAK,K,12,5.6 2644 | Wil Lutz,NO,K,12,5.4 2645 | Dan Carpenter,BUF,K,12,5.1 2646 | Nick Novak,HOU,K,12,5 2647 | Greg Zuerlein,LA,K,12,5 2648 | Phil Dawson,SF,K,12,4.3 2649 | Connor Barth,CHI,K,12,4.3 2650 | Cody Parkey,CLE,K,12,4.3 2651 | Dustin Hopkins,WAS,K,12,3.9 2652 | Brandon McManus,DEN,K,12,3.9 2653 | Mason Crosby,GB,K,12,3.8 2654 | Matt Bryant,ATL,K,12,3.8 2655 | Graham Gano,CAR,K,12,3.8 2656 | Caleb Sturgis,PHI,K,12,3.8 2657 | Ryan Succop,TEN,K,12,3.6 2658 | Matt Prater,DET,K,12,2.9 2659 | Adam Vinatieri,IND,K,12,2.9 2660 | Cairo Santos,KC,K,12,2.9 2661 | Nick Folk,NYJ,K,12,2.6 2662 | Mike Nugent,CIN,K,12,2.6 2663 | Jason Myers,JAX,K,12,2.6 2664 | Roberto Aguayo,TB,K,12,2 2665 | Buffalo Bills,BUF,DST,12,9.6 2666 | Philadelphia Eagles,PHI,DST,12,9.4 2667 | New York Giants,NYG,DST,12,9.3 2668 | Kansas City Chiefs,KC,DST,12,8.8 2669 | Houston Texans,HOU,DST,12,8.8 2670 | Denver Broncos,DEN,DST,12,8.8 2671 | New England Patriots,NE,DST,12,8.5 2672 | New Orleans Saints,NO,DST,12,8.5 2673 | Miami Dolphins,MIA,DST,12,8.3 2674 | Cincinnati Bengals,CIN,DST,12,8 2675 | Seattle Seahawks,SEA,DST,12,7.9 2676 | Pittsburgh Steelers,PIT,DST,12,7.5 2677 | Baltimore Ravens,BAL,DST,12,7.4 2678 | San Diego Chargers,SD,DST,12,7.3 2679 | Minnesota Vikings,MIN,DST,12,7.2 2680 | Atlanta Falcons,ATL,DST,12,6.8 2681 | Oakland Raiders,OAK,DST,12,6.5 2682 | Arizona Cardinals,ARI,DST,12,6.4 2683 | Green Bay Packers,GB,DST,12,6.4 2684 | Tampa Bay Buccaneers,TB,DST,12,6.3 2685 | Los Angeles Rams,LA,DST,12,5.7 2686 | Carolina Panthers,CAR,DST,12,5.7 2687 | Detroit Lions,DET,DST,12,5.5 2688 | San Francisco 49ers,SF,DST,12,5.3 2689 | Dallas Cowboys,DAL,DST,12,5.3 2690 | Chicago Bears,CHI,DST,12,5.2 2691 | Cleveland Browns,CLE,DST,12,5.2 2692 | Jacksonville Jaguars,JAX,DST,12,4.9 2693 | Washington Redskins,WAS,DST,12,3.7 2694 | Tennessee Titans,TEN,DST,12,3.2 2695 | Indianapolis Colts,IND,DST,12,1.7 2696 | New York Jets,NYJ,DST,12,0.6 --------------------------------------------------------------------------------