Giuseppe Musicco
1492328958
- Reorganization of data folders - Code adapted for the new Serie A season, also considering only a small number of league games has been played - Stats from other leagues are considered for players at their first Serie A season (rookies), for now without any adaptation based on league difficulty - Minor fixes
19 KiB
19 KiB
| 1 | team | players_used | possession | games | games_starts | minutes | goals | assists | pens_made | pens_att | cards_yellow | cards_red | goals_per90 | assists_per90 | goals_assists_per90 | goals_pens_per90 | goals_assists_pens_per90 | xg | npxg | xg_per90 | npxg_per90 | gk_games | gk_games_starts | gk_minutes | gk_goals_against | gk_goals_against_per90 | gk_shots_on_target_against | gk_saves | gk_save_pct | gk_wins | gk_ties | gk_losses | gk_clean_sheets | gk_clean_sheets_pct | gk_pens_att | gk_pens_allowed | gk_pens_saved | gk_pens_missed | minutes_90s | gk_free_kick_goals_against | gk_corner_kick_goals_against | gk_own_goals_against | gk_psxg | gk_psnpxg_per_shot_on_target_against | gk_psxg_net | gk_psxg_net_per90 | gk_passes_completed_launched | gk_passes_launched | gk_passes_pct_launched | gk_passes | gk_passes_throws | gk_pct_passes_launched | gk_passes_length_avg | gk_goal_kicks | gk_pct_goal_kicks_launched | gk_goal_kick_length_avg | gk_crosses | gk_crosses_stopped | gk_crosses_stopped_pct | gk_def_actions_outside_pen_area | gk_def_actions_outside_pen_area_per90 | gk_avg_distance_def_actions | shots_on_target | shots_free_kicks | shots_on_target_pct | shots_on_target_per90 | goals_per_shot | goals_per_shot_on_target | npxg_per_shot | xg_net | npxg_net | passes_completed | passes | passes_pct | passes_total_distance | passes_progressive_distance | passes_completed_short | passes_short | passes_pct_short | passes_completed_medium | passes_medium | passes_pct_medium | passes_completed_long | passes_long | passes_pct_long | assisted_shots | passes_into_final_third | passes_into_penalty_area | crosses_into_penalty_area | progressive_passes | passes_live | passes_dead | passes_free_kicks | through_balls | passes_switches | crosses | corner_kicks | corner_kicks_in | corner_kicks_out | corner_kicks_straight | throw_ins | passes_offsides | passes_blocked | sca | sca_per90 | sca_passes_live | sca_passes_dead | sca_shots | sca_fouled | gca | gca_per90 | gca_passes_live | gca_passes_dead | gca_shots | gca_fouled | gca_defense | tackles | tackles_won | tackles_def_3rd | tackles_mid_3rd | tackles_att_3rd | blocks | blocked_shots | blocked_passes | interceptions | clearances | errors | touches | touches_def_pen_area | touches_def_3rd | touches_mid_3rd | touches_att_3rd | touches_att_pen_area | touches_live_ball | carries | progressive_carries | carries_into_final_third | carries_into_penalty_area | passes_received | miscontrols | dispossessed | cards_yellow_red | fouls | fouled | offsides | pens_won | pens_conceded | own_goals | ball_recoveries | aerials_won | aerials_lost | aerials_won_pct |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | Arsenal | 27.0 | 52.8 | 38.0 | 418.0 | 3420.0 | 60.0 | 41.0 | 5.0 | 8.0 | 67.0 | 4.0 | 1.58 | 1.08 | 2.66 | 1.45 | 2.53 | 60.5 | 55.1 | 1.59 | 1.45 | 38.0 | 38.0 | 3420.0 | 48.0 | 1.26 | 147.0 | 100.0 | 70.7 | 22.0 | 3.0 | 13.0 | 13.0 | 34.2 | 6.0 | 5.0 | 0.0 | 1.0 | 38.0 | 0.0 | 3.0 | 1.0 | 47.6 | 0.29 | 0.6 | 0.02 | 151.0 | 533.0 | 28.3 | 1070.0 | 175.0 | 34.9 | 33.3 | 218.0 | 73.4 | 54.3 | 487.0 | 32.0 | 6.6 | 61.0 | 1.61 | 15.6 | 186.0 | 21.0 | 32.0 | 4.89 | 0.09 | 0.3 | 0.1 | -0.5 | -0.1 | 16176.0 | 19843.0 | 81.5 | 280868.0 | 91114.0 | 7325.0 | 8210.0 | 89.2 | 7187.0 | 8140.0 | 88.3 | 1326.0 | 2584.0 | 51.3 | 437.0 | 1354.0 | 329.0 | 74.0 | 1655.0 | 18149.0 | 1628.0 | 404.0 | 77.0 | 132.0 | 633.0 | 208.0 | 153.0 | 23.0 | 5.0 | 679.0 | 66.0 | 309.0 | 1030.0 | 27.11 | 788.0 | 68.0 | 66.0 | 39.0 | 99.0 | 2.61 | 69.0 | 8.0 | 13.0 | 4.0 | 1.0 | 540.0 | 311.0 | 261.0 | 195.0 | 84.0 | 386.0 | 123.0 | 263.0 | 296.0 | 658.0 | 20.0 | 23780.0 | 2227.0 | 7151.0 | 10336.0 | 6491.0 | 982.0 | 23772.0 | 13993.0 | 734.0 | 494.0 | 223.0 | 16066.0 | 557.0 | 337.0 | 3.0 | 365.0 | 357.0 | 66.0 | 6.0 | 6.0 | 1.0 | 1861.0 | 463.0 | 572.0 | 44.7 |
| 3 | Aston Villa | 31.0 | 46.5 | 38.0 | 418.0 | 3420.0 | 50.0 | 42.0 | 3.0 | 3.0 | 81.0 | 2.0 | 1.32 | 1.11 | 2.42 | 1.24 | 2.34 | 44.0 | 42.0 | 1.16 | 1.1 | 38.0 | 38.0 | 3420.0 | 54.0 | 1.42 | 149.0 | 96.0 | 66.4 | 13.0 | 6.0 | 19.0 | 11.0 | 28.9 | 6.0 | 4.0 | 1.0 | 1.0 | 38.0 | 2.0 | 5.0 | 2.0 | 46.5 | 0.29 | -5.5 | -0.14 | 157.0 | 442.0 | 35.5 | 882.0 | 176.0 | 36.4 | 33.6 | 301.0 | 40.2 | 35.0 | 513.0 | 40.0 | 7.8 | 34.0 | 0.89 | 14.8 | 159.0 | 20.0 | 34.5 | 4.18 | 0.1 | 0.3 | 0.09 | 6.0 | 5.0 | 12748.0 | 16499.0 | 77.3 | 220973.0 | 85405.0 | 5916.0 | 6803.0 | 87.0 | 5184.0 | 6136.0 | 84.5 | 1239.0 | 2571.0 | 48.2 | 356.0 | 1019.0 | 293.0 | 70.0 | 1300.0 | 14615.0 | 1832.0 | 525.0 | 71.0 | 97.0 | 670.0 | 196.0 | 111.0 | 42.0 | 11.0 | 716.0 | 52.0 | 278.0 | 837.0 | 22.03 | 608.0 | 85.0 | 41.0 | 48.0 | 93.0 | 2.45 | 65.0 | 9.0 | 7.0 | 3.0 | 0.0 | 634.0 | 382.0 | 300.0 | 259.0 | 75.0 | 453.0 | 140.0 | 313.0 | 339.0 | 693.0 | 13.0 | 20609.0 | 2411.0 | 6876.0 | 8896.0 | 5049.0 | 825.0 | 20606.0 | 11796.0 | 653.0 | 422.0 | 166.0 | 12668.0 | 595.0 | 344.0 | 1.0 | 401.0 | 504.0 | 52.0 | 2.0 | 6.0 | 2.0 | 1850.0 | 538.0 | 561.0 | 49.0 |
| 4 | Brentford | 29.0 | 44.8 | 38.0 | 418.0 | 3420.0 | 46.0 | 33.0 | 6.0 | 6.0 | 65.0 | 3.0 | 1.21 | 0.87 | 2.08 | 1.05 | 1.92 | 45.8 | 41.1 | 1.21 | 1.08 | 38.0 | 38.0 | 3420.0 | 56.0 | 1.47 | 179.0 | 125.0 | 71.5 | 13.0 | 7.0 | 18.0 | 9.0 | 23.7 | 5.0 | 5.0 | 0.0 | 0.0 | 38.0 | 1.0 | 8.0 | 2.0 | 49.4 | 0.25 | -4.6 | -0.12 | 298.0 | 768.0 | 38.8 | 1357.0 | 184.0 | 43.1 | 35.4 | 298.0 | 61.4 | 45.5 | 626.0 | 37.0 | 5.9 | 58.0 | 1.53 | 16.4 | 141.0 | 11.0 | 32.3 | 3.71 | 0.09 | 0.28 | 0.1 | 0.2 | -1.1 | 11676.0 | 16272.0 | 71.8 | 211867.0 | 85983.0 | 5201.0 | 6312.0 | 82.4 | 4797.0 | 6120.0 | 78.4 | 1357.0 | 2852.0 | 47.6 | 311.0 | 942.0 | 262.0 | 81.0 | 1189.0 | 14443.0 | 1763.0 | 432.0 | 50.0 | 70.0 | 640.0 | 159.0 | 84.0 | 47.0 | 9.0 | 778.0 | 66.0 | 333.0 | 739.0 | 19.45 | 487.0 | 96.0 | 62.0 | 43.0 | 78.0 | 2.05 | 46.0 | 11.0 | 8.0 | 9.0 | 0.0 | 607.0 | 342.0 | 299.0 | 228.0 | 80.0 | 383.0 | 113.0 | 270.0 | 393.0 | 863.0 | 7.0 | 20462.0 | 2793.0 | 7862.0 | 8201.0 | 4566.0 | 819.0 | 20456.0 | 10280.0 | 450.0 | 332.0 | 102.0 | 11565.0 | 563.0 | 291.0 | 2.0 | 371.0 | 363.0 | 66.0 | 6.0 | 5.0 | 2.0 | 2061.0 | 717.0 | 728.0 | 49.6 |
| 5 | Brighton | 26.0 | 54.4 | 38.0 | 418.0 | 3420.0 | 40.0 | 30.0 | 4.0 | 7.0 | 72.0 | 2.0 | 1.05 | 0.79 | 1.84 | 0.95 | 1.74 | 46.2 | 40.7 | 1.21 | 1.07 | 38.0 | 38.0 | 3419.0 | 44.0 | 1.16 | 145.0 | 104.0 | 71.7 | 12.0 | 15.0 | 11.0 | 11.0 | 28.9 | 4.0 | 3.0 | 0.0 | 1.0 | 38.0 | 1.0 | 6.0 | 0.0 | 42.5 | 0.28 | -1.5 | -0.04 | 161.0 | 568.0 | 28.3 | 1317.0 | 188.0 | 31.4 | 32.8 | 241.0 | 64.3 | 48.8 | 535.0 | 60.0 | 11.2 | 36.0 | 0.95 | 12.8 | 141.0 | 15.0 | 29.3 | 3.71 | 0.07 | 0.26 | 0.09 | -6.2 | -4.7 | 16410.0 | 20588.0 | 79.7 | 288827.0 | 95307.0 | 7195.0 | 8172.0 | 88.0 | 7130.0 | 8208.0 | 86.9 | 1579.0 | 2953.0 | 53.5 | 356.0 | 1187.0 | 342.0 | 72.0 | 1547.0 | 18838.0 | 1697.0 | 390.0 | 58.0 | 152.0 | 728.0 | 200.0 | 84.0 | 96.0 | 0.0 | 784.0 | 53.0 | 397.0 | 870.0 | 22.89 | 630.0 | 84.0 | 55.0 | 40.0 | 72.0 | 1.89 | 49.0 | 8.0 | 6.0 | 4.0 | 1.0 | 668.0 | 403.0 | 306.0 | 257.0 | 105.0 | 480.0 | 150.0 | 330.0 | 358.0 | 723.0 | 12.0 | 24854.0 | 2629.0 | 8034.0 | 10520.0 | 6505.0 | 876.0 | 24847.0 | 13919.0 | 676.0 | 519.0 | 139.0 | 16278.0 | 598.0 | 349.0 | 0.0 | 393.0 | 355.0 | 53.0 | 4.0 | 4.0 | 0.0 | 2154.0 | 569.0 | 498.0 | 53.3 |
| 6 | Burnley | 23.0 | 40.2 | 38.0 | 418.0 | 3420.0 | 32.0 | 26.0 | 1.0 | 2.0 | 68.0 | 2.0 | 0.84 | 0.68 | 1.53 | 0.82 | 1.5 | 39.7 | 38.1 | 1.05 | 1.0 | 38.0 | 38.0 | 3420.0 | 53.0 | 1.39 | 178.0 | 127.0 | 73.0 | 7.0 | 14.0 | 17.0 | 9.0 | 23.7 | 5.0 | 5.0 | 0.0 | 0.0 | 38.0 | 1.0 | 7.0 | 2.0 | 47.5 | 0.25 | -3.5 | -0.09 | 346.0 | 870.0 | 39.8 | 850.0 | 154.0 | 69.8 | 46.5 | 304.0 | 91.1 | 61.3 | 642.0 | 46.0 | 7.2 | 84.0 | 2.21 | 17.4 | 119.0 | 14.0 | 29.4 | 3.13 | 0.08 | 0.26 | 0.1 | -7.7 | -7.1 | 9454.0 | 14107.0 | 67.0 | 178791.0 | 80195.0 | 4297.0 | 5327.0 | 80.7 | 3306.0 | 4472.0 | 73.9 | 1457.0 | 3216.0 | 45.3 | 286.0 | 877.0 | 240.0 | 84.0 | 972.0 | 12275.0 | 1731.0 | 370.0 | 32.0 | 135.0 | 747.0 | 183.0 | 152.0 | 14.0 | 1.0 | 783.0 | 101.0 | 334.0 | 674.0 | 17.74 | 455.0 | 81.0 | 50.0 | 50.0 | 60.0 | 1.58 | 39.0 | 9.0 | 3.0 | 4.0 | 0.0 | 590.0 | 324.0 | 273.0 | 235.0 | 82.0 | 509.0 | 211.0 | 298.0 | 410.0 | 887.0 | 18.0 | 18371.0 | 2247.0 | 5842.0 | 8051.0 | 4686.0 | 663.0 | 18369.0 | 8229.0 | 388.0 | 300.0 | 84.0 | 9342.0 | 540.0 | 291.0 | 0.0 | 394.0 | 332.0 | 101.0 | 2.0 | 5.0 | 2.0 | 2027.0 | 827.0 | 733.0 | 53.0 |
| 7 | Chelsea | 26.0 | 61.8 | 38.0 | 418.0 | 3420.0 | 75.0 | 52.0 | 8.0 | 9.0 | 63.0 | 1.0 | 1.97 | 1.37 | 3.34 | 1.76 | 3.13 | 63.4 | 56.6 | 1.67 | 1.49 | 38.0 | 38.0 | 3420.0 | 33.0 | 0.87 | 115.0 | 83.0 | 76.5 | 21.0 | 11.0 | 6.0 | 16.0 | 42.1 | 6.0 | 6.0 | 0.0 | 0.0 | 38.0 | 0.0 | 2.0 | 1.0 | 31.6 | 0.22 | -0.4 | -0.01 | 91.0 | 222.0 | 41.0 | 896.0 | 183.0 | 19.0 | 25.5 | 198.0 | 26.3 | 25.2 | 419.0 | 30.0 | 7.2 | 54.0 | 1.42 | 15.4 | 200.0 | 26.0 | 34.3 | 5.26 | 0.11 | 0.34 | 0.1 | 11.6 | 10.4 | 21190.0 | 24888.0 | 85.1 | 342325.0 | 113085.0 | 10628.0 | 11617.0 | 91.5 | 8318.0 | 9322.0 | 89.2 | 1524.0 | 2514.0 | 60.6 | 439.0 | 1614.0 | 437.0 | 66.0 | 1967.0 | 23158.0 | 1661.0 | 434.0 | 77.0 | 101.0 | 745.0 | 241.0 | 113.0 | 100.0 | 0.0 | 713.0 | 69.0 | 364.0 | 1064.0 | 28.0 | 818.0 | 62.0 | 75.0 | 49.0 | 135.0 | 3.55 | 97.0 | 9.0 | 10.0 | 9.0 | 2.0 | 621.0 | 348.0 | 267.0 | 269.0 | 85.0 | 408.0 | 96.0 | 312.0 | 347.0 | 641.0 | 15.0 | 28975.0 | 2279.0 | 7926.0 | 13385.0 | 7881.0 | 1066.0 | 28966.0 | 17090.0 | 894.0 | 729.0 | 243.0 | 21040.0 | 591.0 | 383.0 | 0.0 | 409.0 | 392.0 | 69.0 | 8.0 | 6.0 | 1.0 | 2084.0 | 538.0 | 486.0 | 52.5 |
| 8 | Crystal Palace | 24.0 | 51.1 | 38.0 | 418.0 | 3420.0 | 50.0 | 31.0 | 6.0 | 8.0 | 69.0 | 1.0 | 1.32 | 0.82 | 2.13 | 1.16 | 1.97 | 46.4 | 40.1 | 1.22 | 1.06 | 38.0 | 38.0 | 3420.0 | 46.0 | 1.21 | 144.0 | 99.0 | 70.1 | 11.0 | 15.0 | 12.0 | 12.0 | 31.6 | 4.0 | 3.0 | 1.0 | 0.0 | 38.0 | 2.0 | 11.0 | 2.0 | 38.5 | 0.24 | -5.5 | -0.14 | 130.0 | 375.0 | 34.7 | 999.0 | 222.0 | 27.0 | 28.6 | 267.0 | 39.3 | 32.7 | 525.0 | 28.0 | 5.3 | 43.0 | 1.13 | 15.1 | 140.0 | 13.0 | 34.7 | 3.68 | 0.11 | 0.31 | 0.1 | 3.6 | 3.9 | 14983.0 | 19081.0 | 78.5 | 265538.0 | 92523.0 | 6553.0 | 7495.0 | 87.4 | 6521.0 | 7610.0 | 85.7 | 1467.0 | 2871.0 | 51.1 | 305.0 | 990.0 | 270.0 | 75.0 | 1229.0 | 17115.0 | 1903.0 | 528.0 | 40.0 | 120.0 | 643.0 | 175.0 | 88.0 | 44.0 | 8.0 | 844.0 | 63.0 | 316.0 | 711.0 | 18.71 | 500.0 | 63.0 | 46.0 | 43.0 | 81.0 | 2.13 | 53.0 | 3.0 | 8.0 | 9.0 | 1.0 | 637.0 | 374.0 | 323.0 | 236.0 | 78.0 | 452.0 | 135.0 | 317.0 | 333.0 | 761.0 | 5.0 | 23466.0 | 2753.0 | 8764.0 | 9989.0 | 4943.0 | 749.0 | 23458.0 | 13129.0 | 592.0 | 410.0 | 149.0 | 14878.0 | 671.0 | 471.0 | 1.0 | 414.0 | 481.0 | 63.0 | 6.0 | 4.0 | 2.0 | 2103.0 | 610.0 | 618.0 | 49.7 |
| 9 | Everton | 33.0 | 40.0 | 38.0 | 418.0 | 3420.0 | 42.0 | 29.0 | 6.0 | 7.0 | 82.0 | 6.0 | 1.11 | 0.76 | 1.87 | 0.95 | 1.71 | 41.2 | 35.8 | 1.09 | 0.94 | 38.0 | 38.0 | 3420.0 | 66.0 | 1.74 | 188.0 | 127.0 | 66.0 | 11.0 | 6.0 | 21.0 | 8.0 | 21.1 | 2.0 | 2.0 | 0.0 | 0.0 | 38.0 | 2.0 | 13.0 | 5.0 | 55.9 | 0.29 | -5.1 | -0.13 | 292.0 | 844.0 | 34.6 | 927.0 | 124.0 | 65.2 | 46.5 | 298.0 | 80.5 | 59.5 | 568.0 | 26.0 | 4.6 | 37.0 | 0.97 | 14.4 | 130.0 | 18.0 | 30.2 | 3.42 | 0.08 | 0.28 | 0.08 | 0.8 | 0.2 | 10366.0 | 14557.0 | 71.2 | 184813.0 | 76163.0 | 4889.0 | 5859.0 | 83.4 | 3844.0 | 4901.0 | 78.4 | 1215.0 | 2704.0 | 44.9 | 323.0 | 898.0 | 255.0 | 77.0 | 1100.0 | 12746.0 | 1758.0 | 413.0 | 30.0 | 70.0 | 653.0 | 161.0 | 83.0 | 60.0 | 0.0 | 783.0 | 53.0 | 345.0 | 742.0 | 19.53 | 533.0 | 69.0 | 42.0 | 45.0 | 68.0 | 1.79 | 46.0 | 4.0 | 6.0 | 8.0 | 0.0 | 705.0 | 402.0 | 369.0 | 252.0 | 84.0 | 496.0 | 140.0 | 356.0 | 365.0 | 815.0 | 15.0 | 19075.0 | 2289.0 | 6394.0 | 7899.0 | 5013.0 | 728.0 | 19068.0 | 9422.0 | 512.0 | 388.0 | 143.0 | 10276.0 | 640.0 | 325.0 | 2.0 | 368.0 | 388.0 | 53.0 | 7.0 | 2.0 | 5.0 | 2023.0 | 634.0 | 725.0 | 46.7 |
| 10 | Leeds United | 29.0 | 52.3 | 38.0 | 418.0 | 3420.0 | 42.0 | 26.0 | 5.0 | 5.0 | 101.0 | 3.0 | 1.11 | 0.68 | 1.79 | 0.97 | 1.66 | 44.4 | 40.4 | 1.17 | 1.06 | 38.0 | 38.0 | 3420.0 | 79.0 | 2.08 | 224.0 | 146.0 | 67.0 | 9.0 | 11.0 | 18.0 | 5.0 | 13.2 | 5.0 | 5.0 | 0.0 | 0.0 | 38.0 | 3.0 | 10.0 | 1.0 | 62.4 | 0.26 | -15.6 | -0.41 | 109.0 | 413.0 | 26.4 | 1109.0 | 276.0 | 27.5 | 29.3 | 291.0 | 37.1 | 33.2 | 445.0 | 23.0 | 5.2 | 47.0 | 1.24 | 14.4 | 142.0 | 13.0 | 29.6 | 3.74 | 0.08 | 0.26 | 0.09 | -2.4 | -3.4 | 13989.0 | 18288.0 | 76.5 | 242664.0 | 89161.0 | 6271.0 | 7285.0 | 86.1 | 5921.0 | 7050.0 | 84.0 | 1325.0 | 2754.0 | 48.1 | 347.0 | 995.0 | 272.0 | 53.0 | 1483.0 | 16432.0 | 1793.0 | 417.0 | 66.0 | 140.0 | 648.0 | 170.0 | 100.0 | 38.0 | 3.0 | 798.0 | 63.0 | 368.0 | 825.0 | 21.71 | 589.0 | 68.0 | 60.0 | 42.0 | 66.0 | 1.74 | 36.0 | 2.0 | 10.0 | 5.0 | 3.0 | 787.0 | 437.0 | 396.0 | 298.0 | 93.0 | 473.0 | 143.0 | 330.0 | 395.0 | 621.0 | 15.0 | 22705.0 | 2608.0 | 8521.0 | 9502.0 | 4919.0 | 789.0 | 22700.0 | 12260.0 | 671.0 | 412.0 | 170.0 | 13865.0 | 676.0 | 298.0 | 0.0 | 469.0 | 368.0 | 63.0 | 4.0 | 5.0 | 1.0 | 2260.0 | 470.0 | 626.0 | 42.9 |
| 11 | Leicester City | 28.0 | 52.0 | 38.0 | 418.0 | 3420.0 | 62.0 | 46.0 | 2.0 | 2.0 | 55.0 | 1.0 | 1.63 | 1.21 | 2.84 | 1.58 | 2.79 | 47.8 | 46.2 | 1.26 | 1.22 | 38.0 | 38.0 | 3420.0 | 59.0 | 1.55 | 192.0 | 132.0 | 72.9 | 14.0 | 10.0 | 14.0 | 7.0 | 18.4 | 9.0 | 7.0 | 2.0 | 0.0 | 38.0 | 1.0 | 15.0 | 1.0 | 56.9 | 0.26 | -1.1 | -0.03 | 196.0 | 491.0 | 39.9 | 1025.0 | 174.0 | 35.6 | 33.9 | 298.0 | 42.3 | 37.1 | 551.0 | 16.0 | 2.9 | 39.0 | 1.03 | 14.7 | 164.0 | 14.0 | 37.9 | 4.32 | 0.14 | 0.37 | 0.11 | 14.2 | 13.8 | 16129.0 | 20137.0 | 80.1 | 269547.0 | 94214.0 | 7751.0 | 8789.0 | 88.2 | 6573.0 | 7579.0 | 86.7 | 1329.0 | 2581.0 | 51.5 | 312.0 | 1025.0 | 254.0 | 57.0 | 1356.0 | 18268.0 | 1809.0 | 457.0 | 65.0 | 105.0 | 556.0 | 185.0 | 113.0 | 42.0 | 2.0 | 769.0 | 60.0 | 379.0 | 745.0 | 19.61 | 566.0 | 41.0 | 42.0 | 33.0 | 105.0 | 2.76 | 81.0 | 3.0 | 8.0 | 5.0 | 4.0 | 690.0 | 384.0 | 336.0 | 270.0 | 84.0 | 469.0 | 146.0 | 323.0 | 367.0 | 777.0 | 15.0 | 24409.0 | 2771.0 | 8575.0 | 11067.0 | 4962.0 | 746.0 | 24407.0 | 13897.0 | 622.0 | 467.0 | 157.0 | 16036.0 | 601.0 | 368.0 | 0.0 | 356.0 | 396.0 | 60.0 | 1.0 | 9.0 | 1.0 | 2015.0 | 530.0 | 553.0 | 48.9 |
| 12 | Liverpool | 27.0 | 62.7 | 38.0 | 418.0 | 3420.0 | 94.0 | 71.0 | 7.0 | 8.0 | 50.0 | 1.0 | 2.47 | 1.87 | 4.34 | 2.29 | 4.16 | 88.7 | 82.7 | 2.33 | 2.18 | 38.0 | 38.0 | 3420.0 | 26.0 | 0.68 | 107.0 | 82.0 | 75.7 | 28.0 | 8.0 | 2.0 | 21.0 | 55.3 | 0.0 | 0.0 | 0.0 | 0.0 | 38.0 | 0.0 | 3.0 | 1.0 | 26.6 | 0.26 | 1.6 | 0.04 | 116.0 | 268.0 | 43.3 | 1294.0 | 224.0 | 16.2 | 26.0 | 185.0 | 31.4 | 32.7 | 360.0 | 22.0 | 6.1 | 92.0 | 2.42 | 18.7 | 237.0 | 13.0 | 32.9 | 6.24 | 0.12 | 0.37 | 0.12 | 5.3 | 4.3 | 21163.0 | 25552.0 | 82.8 | 370621.0 | 127087.0 | 9420.0 | 10506.0 | 89.7 | 9245.0 | 10569.0 | 87.5 | 2000.0 | 3211.0 | 62.3 | 527.0 | 1878.0 | 511.0 | 92.0 | 2243.0 | 23742.0 | 1747.0 | 436.0 | 112.0 | 167.0 | 897.0 | 282.0 | 47.0 | 207.0 | 0.0 | 780.0 | 63.0 | 374.0 | 1249.0 | 32.87 | 912.0 | 105.0 | 104.0 | 49.0 | 163.0 | 4.29 | 121.0 | 9.0 | 19.0 | 5.0 | 0.0 | 554.0 | 320.0 | 207.0 | 240.0 | 107.0 | 359.0 | 74.0 | 285.0 | 340.0 | 523.0 | 8.0 | 29575.0 | 2130.0 | 7195.0 | 14176.0 | 8419.0 | 1377.0 | 29567.0 | 17262.0 | 885.0 | 672.0 | 290.0 | 21042.0 | 590.0 | 366.0 | 0.0 | 363.0 | 286.0 | 63.0 | 5.0 | 0.0 | 1.0 | 2265.0 | 571.0 | 467.0 | 55.0 |
| 13 | Manchester City | 26.0 | 67.9 | 38.0 | 418.0 | 3420.0 | 96.0 | 63.0 | 7.0 | 9.0 | 42.0 | 1.0 | 2.53 | 1.66 | 4.18 | 2.34 | 4.0 | 88.7 | 81.4 | 2.33 | 2.14 | 38.0 | 38.0 | 3420.0 | 26.0 | 0.68 | 85.0 | 59.0 | 70.6 | 29.0 | 6.0 | 3.0 | 21.0 | 55.3 | 1.0 | 1.0 | 0.0 | 0.0 | 38.0 | 0.0 | 1.0 | 0.0 | 25.8 | 0.29 | -0.2 | -0.01 | 88.0 | 188.0 | 46.8 | 1020.0 | 171.0 | 15.7 | 25.6 | 145.0 | 19.3 | 26.4 | 310.0 | 21.0 | 6.8 | 58.0 | 1.53 | 18.9 | 237.0 | 17.0 | 33.7 | 6.24 | 0.13 | 0.38 | 0.12 | 7.3 | 7.6 | 24406.0 | 27902.0 | 87.5 | 412596.0 | 117964.0 | 11713.0 | 12605.0 | 92.9 | 10158.0 | 11162.0 | 91.0 | 1972.0 | 2895.0 | 68.1 | 536.0 | 2110.0 | 535.0 | 74.0 | 2421.0 | 26239.0 | 1597.0 | 406.0 | 102.0 | 192.0 | 869.0 | 316.0 | 154.0 | 50.0 | 4.0 | 664.0 | 66.0 | 355.0 | 1286.0 | 33.84 | 997.0 | 78.0 | 88.0 | 42.0 | 158.0 | 4.16 | 112.0 | 10.0 | 19.0 | 8.0 | 3.0 | 498.0 | 284.0 | 183.0 | 214.0 | 101.0 | 267.0 | 55.0 | 212.0 | 279.0 | 403.0 | 7.0 | 31381.0 | 1837.0 | 6566.0 | 15281.0 | 9729.0 | 1499.0 | 31372.0 | 21064.0 | 1145.0 | 840.0 | 386.0 | 24212.0 | 497.0 | 316.0 | 0.0 | 321.0 | 330.0 | 66.0 | 7.0 | 1.0 | 0.0 | 1967.0 | 482.0 | 397.0 | 54.8 |
| 14 | Manchester Utd | 29.0 | 52.7 | 38.0 | 418.0 | 3420.0 | 56.0 | 46.0 | 3.0 | 5.0 | 77.0 | 2.0 | 1.47 | 1.21 | 2.68 | 1.39 | 2.61 | 55.8 | 51.9 | 1.47 | 1.36 | 38.0 | 38.0 | 3420.0 | 57.0 | 1.5 | 180.0 | 124.0 | 70.0 | 16.0 | 10.0 | 12.0 | 8.0 | 21.1 | 5.0 | 3.0 | 2.0 | 0.0 | 38.0 | 0.0 | 4.0 | 3.0 | 55.1 | 0.29 | 1.1 | 0.03 | 103.0 | 315.0 | 32.7 | 623.0 | 134.0 | 30.0 | 30.9 | 299.0 | 42.8 | 35.9 | 525.0 | 8.0 | 1.5 | 25.0 | 0.66 | 14.0 | 179.0 | 19.0 | 35.6 | 4.71 | 0.11 | 0.3 | 0.11 | 0.2 | 1.1 | 16690.0 | 20641.0 | 80.9 | 280259.0 | 93084.0 | 8162.0 | 9234.0 | 88.4 | 6398.0 | 7436.0 | 86.0 | 1548.0 | 2626.0 | 58.9 | 407.0 | 1315.0 | 312.0 | 65.0 | 1568.0 | 18862.0 | 1691.0 | 376.0 | 80.0 | 187.0 | 659.0 | 197.0 | 74.0 | 88.0 | 0.0 | 725.0 | 88.0 | 369.0 | 917.0 | 24.13 | 706.0 | 65.0 | 38.0 | 39.0 | 104.0 | 2.74 | 77.0 | 6.0 | 7.0 | 5.0 | 3.0 | 585.0 | 358.0 | 320.0 | 197.0 | 68.0 | 404.0 | 133.0 | 271.0 | 340.0 | 704.0 | 20.0 | 24652.0 | 2256.0 | 7391.0 | 11141.0 | 6331.0 | 883.0 | 24647.0 | 13954.0 | 784.0 | 587.0 | 213.0 | 16590.0 | 538.0 | 333.0 | 1.0 | 396.0 | 320.0 | 88.0 | 3.0 | 5.0 | 3.0 | 2071.0 | 555.0 | 443.0 | 55.6 |
| 15 | Newcastle Utd | 29.0 | 40.4 | 38.0 | 418.0 | 3420.0 | 41.0 | 23.0 | 3.0 | 3.0 | 81.0 | 2.0 | 1.08 | 0.61 | 1.68 | 1.0 | 1.61 | 38.1 | 35.9 | 1.0 | 0.94 | 38.0 | 38.0 | 3420.0 | 62.0 | 1.63 | 165.0 | 104.0 | 65.5 | 13.0 | 10.0 | 15.0 | 8.0 | 21.1 | 6.0 | 5.0 | 1.0 | 0.0 | 38.0 | 0.0 | 8.0 | 2.0 | 52.3 | 0.29 | -7.7 | -0.2 | 302.0 | 726.0 | 41.6 | 871.0 | 127.0 | 49.9 | 38.7 | 337.0 | 86.4 | 58.4 | 521.0 | 30.0 | 5.8 | 18.0 | 0.47 | 11.4 | 142.0 | 15.0 | 31.8 | 3.74 | 0.09 | 0.27 | 0.08 | 2.9 | 2.1 | 10201.0 | 14036.0 | 72.7 | 188373.0 | 77685.0 | 4545.0 | 5432.0 | 83.7 | 3917.0 | 4880.0 | 80.3 | 1343.0 | 2746.0 | 48.9 | 308.0 | 791.0 | 193.0 | 55.0 | 923.0 | 12203.0 | 1762.0 | 415.0 | 31.0 | 114.0 | 592.0 | 160.0 | 90.0 | 46.0 | 14.0 | 743.0 | 71.0 | 281.0 | 758.0 | 19.95 | 504.0 | 81.0 | 57.0 | 44.0 | 70.0 | 1.84 | 46.0 | 4.0 | 9.0 | 6.0 | 0.0 | 659.0 | 383.0 | 334.0 | 266.0 | 59.0 | 420.0 | 162.0 | 258.0 | 360.0 | 776.0 | 14.0 | 18281.0 | 2310.0 | 6731.0 | 7483.0 | 4314.0 | 727.0 | 18278.0 | 9243.0 | 544.0 | 397.0 | 163.0 | 10113.0 | 622.0 | 359.0 | 1.0 | 392.0 | 366.0 | 71.0 | 1.0 | 6.0 | 2.0 | 1835.0 | 677.0 | 619.0 | 52.2 |
| 16 | Norwich City | 28.0 | 42.9 | 38.0 | 418.0 | 3420.0 | 21.0 | 16.0 | 3.0 | 3.0 | 57.0 | 1.0 | 0.55 | 0.42 | 0.97 | 0.47 | 0.89 | 32.3 | 30.0 | 0.85 | 0.79 | 38.0 | 38.0 | 3420.0 | 84.0 | 2.21 | 222.0 | 139.0 | 66.2 | 5.0 | 7.0 | 26.0 | 6.0 | 15.8 | 12.0 | 9.0 | 1.0 | 2.0 | 38.0 | 1.0 | 9.0 | 2.0 | 67.6 | 0.27 | -14.4 | -0.38 | 179.0 | 528.0 | 33.9 | 1066.0 | 215.0 | 36.3 | 34.3 | 310.0 | 45.5 | 38.5 | 617.0 | 17.0 | 2.8 | 33.0 | 0.87 | 13.9 | 104.0 | 18.0 | 28.1 | 2.74 | 0.05 | 0.17 | 0.08 | -11.3 | -12.0 | 12164.0 | 16070.0 | 75.7 | 217007.0 | 80065.0 | 5578.0 | 6484.0 | 86.0 | 4912.0 | 5949.0 | 82.6 | 1369.0 | 2757.0 | 49.7 | 264.0 | 739.0 | 226.0 | 46.0 | 1031.0 | 14176.0 | 1839.0 | 474.0 | 50.0 | 153.0 | 568.0 | 165.0 | 90.0 | 60.0 | 2.0 | 766.0 | 55.0 | 306.0 | 637.0 | 16.76 | 435.0 | 67.0 | 33.0 | 50.0 | 35.0 | 0.92 | 27.0 | 2.0 | 1.0 | 3.0 | 1.0 | 614.0 | 368.0 | 322.0 | 242.0 | 50.0 | 450.0 | 180.0 | 270.0 | 381.0 | 860.0 | 14.0 | 20234.0 | 2911.0 | 8245.0 | 8047.0 | 4167.0 | 601.0 | 20231.0 | 11136.0 | 566.0 | 356.0 | 126.0 | 12047.0 | 548.0 | 313.0 | 1.0 | 356.0 | 431.0 | 55.0 | 2.0 | 12.0 | 2.0 | 1887.0 | 493.0 | 598.0 | 45.2 |
| 17 | Southampton | 25.0 | 47.7 | 38.0 | 418.0 | 3420.0 | 41.0 | 26.0 | 4.0 | 4.0 | 65.0 | 2.0 | 1.08 | 0.68 | 1.76 | 0.97 | 1.66 | 44.8 | 41.6 | 1.18 | 1.1 | 38.0 | 38.0 | 3420.0 | 67.0 | 1.76 | 183.0 | 118.0 | 64.5 | 9.0 | 13.0 | 16.0 | 8.0 | 21.1 | 2.0 | 2.0 | 0.0 | 0.0 | 38.0 | 0.0 | 12.0 | 2.0 | 57.2 | 0.31 | -7.8 | -0.21 | 196.0 | 612.0 | 32.0 | 891.0 | 149.0 | 46.1 | 37.4 | 278.0 | 72.3 | 50.3 | 573.0 | 42.0 | 7.3 | 33.0 | 0.87 | 11.5 | 161.0 | 24.0 | 33.7 | 4.24 | 0.08 | 0.23 | 0.09 | -3.8 | -4.6 | 12505.0 | 16941.0 | 73.8 | 211003.0 | 80089.0 | 6089.0 | 7173.0 | 84.9 | 4893.0 | 6093.0 | 80.3 | 1112.0 | 2591.0 | 42.9 | 353.0 | 1016.0 | 249.0 | 58.0 | 1326.0 | 15115.0 | 1784.0 | 411.0 | 43.0 | 81.0 | 711.0 | 233.0 | 106.0 | 105.0 | 4.0 | 750.0 | 42.0 | 343.0 | 814.0 | 21.42 | 585.0 | 68.0 | 51.0 | 49.0 | 71.0 | 1.87 | 44.0 | 5.0 | 4.0 | 9.0 | 3.0 | 602.0 | 340.0 | 285.0 | 243.0 | 74.0 | 430.0 | 132.0 | 298.0 | 446.0 | 795.0 | 13.0 | 21418.0 | 2216.0 | 6541.0 | 9409.0 | 5713.0 | 830.0 | 21414.0 | 11085.0 | 728.0 | 561.0 | 197.0 | 12388.0 | 626.0 | 366.0 | 1.0 | 402.0 | 363.0 | 42.0 | 4.0 | 2.0 | 2.0 | 2224.0 | 672.0 | 726.0 | 48.1 |
| 18 | Tottenham | 25.0 | 51.8 | 38.0 | 418.0 | 3420.0 | 63.0 | 50.0 | 5.0 | 5.0 | 69.0 | 1.0 | 1.66 | 1.32 | 2.97 | 1.53 | 2.84 | 61.2 | 57.3 | 1.61 | 1.51 | 38.0 | 38.0 | 3420.0 | 40.0 | 1.05 | 137.0 | 98.0 | 72.3 | 22.0 | 5.0 | 11.0 | 16.0 | 42.1 | 2.0 | 2.0 | 0.0 | 0.0 | 38.0 | 1.0 | 5.0 | 1.0 | 37.6 | 0.26 | -1.4 | -0.04 | 115.0 | 279.0 | 41.2 | 676.0 | 161.0 | 29.6 | 31.0 | 278.0 | 28.4 | 26.5 | 567.0 | 33.0 | 5.8 | 45.0 | 1.18 | 14.2 | 185.0 | 16.0 | 38.1 | 4.87 | 0.12 | 0.31 | 0.12 | 1.8 | 0.7 | 17204.0 | 20696.0 | 83.1 | 283871.0 | 93464.0 | 8270.0 | 9143.0 | 90.5 | 6856.0 | 7812.0 | 87.8 | 1376.0 | 2371.0 | 58.0 | 379.0 | 1172.0 | 338.0 | 81.0 | 1459.0 | 18976.0 | 1658.0 | 430.0 | 88.0 | 133.0 | 632.0 | 193.0 | 78.0 | 62.0 | 0.0 | 676.0 | 62.0 | 332.0 | 882.0 | 23.21 | 678.0 | 51.0 | 61.0 | 37.0 | 117.0 | 3.08 | 95.0 | 3.0 | 8.0 | 6.0 | 1.0 | 598.0 | 349.0 | 286.0 | 244.0 | 68.0 | 470.0 | 161.0 | 309.0 | 355.0 | 793.0 | 15.0 | 24853.0 | 2515.0 | 8010.0 | 11453.0 | 5627.0 | 864.0 | 24848.0 | 15122.0 | 791.0 | 596.0 | 195.0 | 17097.0 | 588.0 | 341.0 | 1.0 | 386.0 | 406.0 | 62.0 | 3.0 | 2.0 | 1.0 | 1893.0 | 560.0 | 500.0 | 52.8 |
| 19 | Watford | 30.0 | 40.7 | 38.0 | 418.0 | 3420.0 | 33.0 | 26.0 | 1.0 | 2.0 | 63.0 | 3.0 | 0.87 | 0.68 | 1.55 | 0.84 | 1.53 | 40.0 | 38.4 | 1.05 | 1.01 | 38.0 | 38.0 | 3420.0 | 77.0 | 2.03 | 188.0 | 113.0 | 62.2 | 6.0 | 5.0 | 27.0 | 4.0 | 10.5 | 7.0 | 6.0 | 1.0 | 0.0 | 38.0 | 1.0 | 6.0 | 3.0 | 60.3 | 0.29 | -13.7 | -0.36 | 267.0 | 829.0 | 32.2 | 932.0 | 123.0 | 61.1 | 43.5 | 310.0 | 83.9 | 57.0 | 642.0 | 27.0 | 4.2 | 49.0 | 1.29 | 15.9 | 123.0 | 24.0 | 31.0 | 3.24 | 0.08 | 0.26 | 0.1 | -7.0 | -6.4 | 10423.0 | 14640.0 | 71.2 | 193942.0 | 80054.0 | 4505.0 | 5496.0 | 82.0 | 4270.0 | 5325.0 | 80.2 | 1330.0 | 2903.0 | 45.8 | 298.0 | 834.0 | 213.0 | 70.0 | 1070.0 | 12800.0 | 1787.0 | 394.0 | 35.0 | 101.0 | 610.0 | 161.0 | 90.0 | 50.0 | 4.0 | 808.0 | 53.0 | 317.0 | 693.0 | 18.24 | 475.0 | 59.0 | 43.0 | 52.0 | 57.0 | 1.5 | 36.0 | 5.0 | 7.0 | 3.0 | 2.0 | 614.0 | 356.0 | 341.0 | 213.0 | 60.0 | 440.0 | 148.0 | 292.0 | 444.0 | 899.0 | 19.0 | 19161.0 | 2469.0 | 7245.0 | 7827.0 | 4328.0 | 625.0 | 19159.0 | 9428.0 | 557.0 | 380.0 | 148.0 | 10320.0 | 639.0 | 389.0 | 3.0 | 442.0 | 352.0 | 53.0 | 2.0 | 7.0 | 3.0 | 2154.0 | 711.0 | 749.0 | 48.7 |
| 20 | West Ham | 25.0 | 47.9 | 38.0 | 418.0 | 3420.0 | 58.0 | 46.0 | 4.0 | 6.0 | 52.0 | 3.0 | 1.53 | 1.21 | 2.74 | 1.42 | 2.63 | 51.4 | 46.8 | 1.35 | 1.23 | 38.0 | 38.0 | 3420.0 | 51.0 | 1.34 | 165.0 | 113.0 | 70.3 | 16.0 | 8.0 | 14.0 | 8.0 | 21.1 | 6.0 | 2.0 | 3.0 | 1.0 | 38.0 | 2.0 | 8.0 | 2.0 | 48.0 | 0.27 | -1.0 | -0.03 | 202.0 | 553.0 | 36.5 | 762.0 | 167.0 | 49.6 | 38.5 | 291.0 | 60.1 | 44.6 | 610.0 | 29.0 | 4.8 | 12.0 | 0.32 | 10.2 | 142.0 | 13.0 | 32.1 | 3.74 | 0.12 | 0.38 | 0.11 | 6.6 | 7.2 | 14326.0 | 18378.0 | 78.0 | 251152.0 | 89191.0 | 6627.0 | 7493.0 | 88.4 | 5789.0 | 6856.0 | 84.4 | 1479.0 | 2906.0 | 50.9 | 320.0 | 1106.0 | 271.0 | 87.0 | 1449.0 | 16647.0 | 1672.0 | 309.0 | 29.0 | 146.0 | 802.0 | 200.0 | 135.0 | 43.0 | 1.0 | 770.0 | 59.0 | 353.0 | 770.0 | 20.26 | 569.0 | 68.0 | 50.0 | 28.0 | 102.0 | 2.68 | 72.0 | 10.0 | 9.0 | 5.0 | 1.0 | 534.0 | 301.0 | 273.0 | 199.0 | 62.0 | 420.0 | 175.0 | 245.0 | 374.0 | 781.0 | 5.0 | 22331.0 | 2444.0 | 7012.0 | 9992.0 | 5543.0 | 810.0 | 22325.0 | 12622.0 | 646.0 | 479.0 | 171.0 | 14229.0 | 520.0 | 294.0 | 2.0 | 323.0 | 276.0 | 59.0 | 3.0 | 6.0 | 2.0 | 1970.0 | 639.0 | 628.0 | 50.4 |
| 21 | Wolves | 26.0 | 49.5 | 38.0 | 418.0 | 3420.0 | 35.0 | 22.0 | 1.0 | 1.0 | 62.0 | 2.0 | 0.92 | 0.58 | 1.5 | 0.89 | 1.47 | 37.5 | 36.8 | 0.99 | 0.97 | 38.0 | 38.0 | 3420.0 | 43.0 | 1.13 | 167.0 | 125.0 | 79.6 | 15.0 | 6.0 | 17.0 | 11.0 | 28.9 | 10.0 | 9.0 | 0.0 | 1.0 | 38.0 | 1.0 | 2.0 | 1.0 | 49.3 | 0.25 | 7.3 | 0.19 | 122.0 | 423.0 | 28.8 | 863.0 | 220.0 | 35.6 | 34.7 | 275.0 | 42.2 | 36.5 | 562.0 | 44.0 | 7.8 | 41.0 | 1.08 | 13.4 | 133.0 | 13.0 | 33.2 | 3.5 | 0.08 | 0.26 | 0.09 | -2.5 | -2.8 | 15253.0 | 19103.0 | 79.8 | 275607.0 | 92814.0 | 6533.0 | 7415.0 | 88.1 | 6610.0 | 7664.0 | 86.2 | 1718.0 | 3005.0 | 57.2 | 294.0 | 1096.0 | 212.0 | 57.0 | 1283.0 | 17380.0 | 1662.0 | 420.0 | 58.0 | 151.0 | 587.0 | 168.0 | 41.0 | 86.0 | 6.0 | 718.0 | 61.0 | 329.0 | 692.0 | 18.21 | 496.0 | 44.0 | 37.0 | 31.0 | 58.0 | 1.53 | 37.0 | 4.0 | 8.0 | 2.0 | 2.0 | 673.0 | 377.0 | 377.0 | 242.0 | 54.0 | 437.0 | 135.0 | 302.0 | 389.0 | 820.0 | 20.0 | 23334.0 | 2657.0 | 8472.0 | 10204.0 | 4887.0 | 703.0 | 23333.0 | 12837.0 | 723.0 | 522.0 | 190.0 | 15117.0 | 598.0 | 341.0 | 2.0 | 366.0 | 335.0 | 61.0 | 1.0 | 10.0 | 1.0 | 2104.0 | 461.0 | 490.0 | 48.5 |