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Code updated for Serie A 2023/2024

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- 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
This commit is contained in:
Giuseppe Musicco
2023-09-09 19:31:52 +02:00
parent 2ea1b65972
commit 1492328958
225 changed files with 63317 additions and 31860 deletions
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rookies_stats/fbref_data/Ligue-1_2019-2020_team.csv
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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
Amiens,27.0,45.6,28.0,308.0,2520.0,30.0,20.0,3.0,5.0,57.0,4.0,1.07,0.71,1.79,0.96,1.68,27.4,23.4,0.98,0.84,28.0,28.0,2520.0,50.0,1.79,142.0,93.0,65.5,4.0,11.0,13.0,5.0,17.9,1.0,1.0,0.0,0.0,28.0,1.0,12.0,1.0,40.8,0.29,-8.2,-0.29,194.0,462.0,42.0,562.0,93.0,47.7,38.4,255.0,76.1,51.0,425.0,10.0,2.4,10.0,0.36,11.8,77.0,13.0,33.6,2.75,0.12,0.35,0.1,2.6,3.6,9685.0,12850.0,75.4,167666.0,69296.0,4758.0,5530.0,86.0,3638.0,4570.0,79.6,1006.0,2015.0,49.9,161.0,739.0,127.0,41.0,1013.0,11356.0,1457.0,350.0,28.0,91.0,463.0,108.0,53.0,28.0,0.0,669.0,37.0,229.0,405.0,14.46,283.0,33.0,12.0,31.0,50.0,1.79,36.0,0.0,4.0,5.0,1.0,425.0,238.0,194.0,184.0,47.0,280.0,87.0,193.0,300.0,615.0,17.0,15949.0,1587.0,4731.0,8179.0,3192.0,350.0,15944.0,7853.0,384.0,299.0,82.0,9610.0,543.0,358.0,2.0,403.0,320.0,37.0,5.0,1.0,1.0,1543.0,470.0,551.0,46.0
Angers,26.0,45.3,28.0,308.0,2520.0,27.0,21.0,1.0,1.0,42.0,2.0,0.96,0.75,1.71,0.93,1.68,29.3,28.5,1.05,1.02,28.0,28.0,2520.0,33.0,1.18,90.0,57.0,66.7,11.0,6.0,11.0,12.0,42.9,3.0,3.0,0.0,0.0,28.0,2.0,1.0,0.0,27.8,0.28,-5.2,-0.19,134.0,369.0,36.3,528.0,126.0,39.8,35.9,222.0,71.6,50.2,362.0,19.0,5.2,22.0,0.79,14.3,113.0,16.0,31.1,4.04,0.07,0.23,0.08,-2.3,-2.5,10518.0,13458.0,78.2,183652.0,73734.0,4767.0,5387.0,88.5,4021.0,4778.0,84.2,1219.0,2274.0,53.6,267.0,736.0,195.0,68.0,1088.0,12001.0,1429.0,351.0,15.0,97.0,550.0,146.0,48.0,85.0,2.0,649.0,28.0,232.0,629.0,22.46,452.0,65.0,33.0,35.0,48.0,1.71,36.0,2.0,4.0,3.0,0.0,439.0,279.0,206.0,178.0,55.0,229.0,51.0,178.0,267.0,513.0,8.0,16445.0,1346.0,5096.0,7662.0,3853.0,511.0,16444.0,7730.0,542.0,385.0,127.0,10448.0,455.0,344.0,1.0,336.0,315.0,28.0,1.0,3.0,0.0,1511.0,449.0,455.0,49.7
Bordeaux,26.0,53.6,28.0,308.0,2520.0,40.0,29.0,2.0,2.0,55.0,0.0,1.43,1.04,2.46,1.36,2.39,30.4,28.8,1.08,1.03,28.0,28.0,2520.0,34.0,1.21,108.0,74.0,70.4,9.0,10.0,9.0,6.0,21.4,3.0,2.0,1.0,0.0,28.0,0.0,4.0,1.0,32.7,0.28,-0.3,-0.01,159.0,394.0,40.4,637.0,99.0,40.2,34.8,246.0,56.1,40.9,434.0,17.0,3.9,28.0,1.0,15.2,106.0,21.0,34.4,3.79,0.12,0.36,0.09,9.6,9.2,12252.0,15092.0,81.2,216236.0,76128.0,5301.0,5940.0,89.2,5471.0,6290.0,87.0,1140.0,2058.0,55.4,217.0,723.0,112.0,31.0,995.0,13672.0,1380.0,389.0,35.0,93.0,425.0,137.0,83.0,42.0,0.0,546.0,40.0,204.0,530.0,18.93,357.0,53.0,28.0,43.0,65.0,2.32,35.0,9.0,7.0,6.0,1.0,483.0,284.0,232.0,206.0,45.0,237.0,89.0,148.0,302.0,575.0,13.0,18253.0,1724.0,5742.0,9723.0,2955.0,385.0,18251.0,10991.0,441.0,350.0,101.0,12191.0,457.0,285.0,0.0,379.0,361.0,40.0,1.0,3.0,1.0,1562.0,487.0,445.0,52.3
Brest,24.0,49.8,28.0,308.0,2520.0,32.0,27.0,1.0,5.0,45.0,2.0,1.14,0.96,2.11,1.11,2.07,30.7,26.8,1.1,0.96,28.0,28.0,2520.0,37.0,1.32,143.0,104.0,76.9,8.0,10.0,10.0,8.0,28.6,6.0,4.0,2.0,0.0,28.0,0.0,4.0,0.0,45.7,0.28,8.7,0.31,136.0,393.0,34.6,817.0,160.0,36.2,35.3,243.0,39.9,35.6,484.0,21.0,4.3,28.0,1.0,13.3,97.0,7.0,30.3,3.46,0.1,0.32,0.08,1.3,4.2,11054.0,14206.0,77.8,208602.0,76093.0,4569.0,5299.0,86.2,4931.0,5835.0,84.5,1383.0,2456.0,56.3,250.0,786.0,211.0,70.0,1138.0,12692.0,1479.0,332.0,32.0,146.0,520.0,117.0,63.0,28.0,1.0,722.0,35.0,245.0,574.0,20.5,443.0,47.0,23.0,25.0,59.0,2.11,44.0,5.0,5.0,1.0,3.0,484.0,282.0,238.0,186.0,60.0,263.0,82.0,181.0,352.0,537.0,11.0,17263.0,2041.0,6000.0,7885.0,3546.0,470.0,17258.0,9330.0,415.0,307.0,66.0,10983.0,464.0,283.0,0.0,329.0,286.0,35.0,4.0,6.0,0.0,1464.0,405.0,477.0,45.9
Dijon,28.0,46.5,28.0,308.0,2520.0,26.0,17.0,1.0,1.0,43.0,2.0,0.93,0.61,1.54,0.89,1.5,30.5,29.9,1.09,1.07,28.0,28.0,2520.0,37.0,1.32,128.0,93.0,71.9,7.0,9.0,12.0,6.0,21.4,1.0,1.0,0.0,0.0,28.0,2.0,5.0,2.0,28.8,0.22,-6.2,-0.22,198.0,464.0,42.7,814.0,170.0,38.2,34.6,249.0,61.4,45.6,469.0,32.0,6.8,22.0,0.79,12.8,100.0,11.0,29.9,3.57,0.07,0.25,0.09,-4.5,-4.9,10073.0,13029.0,77.3,191350.0,76241.0,4221.0,4899.0,86.2,4300.0,5125.0,83.9,1352.0,2415.0,56.0,243.0,705.0,175.0,52.0,909.0,11560.0,1437.0,380.0,30.0,90.0,451.0,121.0,43.0,57.0,3.0,622.0,32.0,213.0,580.0,20.71,390.0,75.0,32.0,30.0,44.0,1.57,31.0,3.0,6.0,1.0,0.0,516.0,304.0,259.0,208.0,49.0,277.0,100.0,177.0,332.0,596.0,14.0,16323.0,1848.0,5938.0,7538.0,3047.0,489.0,16322.0,8571.0,513.0,372.0,112.0,10015.0,469.0,303.0,0.0,351.0,334.0,32.0,0.0,1.0,2.0,1497.0,542.0,499.0,52.1
Lille,25.0,52.9,28.0,308.0,2520.0,35.0,25.0,5.0,8.0,49.0,3.0,1.25,0.89,2.14,1.07,1.96,40.3,34.0,1.44,1.21,28.0,28.0,2520.0,27.0,0.96,83.0,58.0,72.3,15.0,4.0,9.0,12.0,42.9,6.0,4.0,1.0,1.0,28.0,1.0,1.0,3.0,25.0,0.25,1.0,0.04,130.0,390.0,33.3,563.0,137.0,44.0,37.2,200.0,71.0,52.4,323.0,11.0,3.4,24.0,0.86,17.0,121.0,10.0,35.4,4.32,0.09,0.25,0.1,-5.3,-4.0,11263.0,14278.0,78.9,195316.0,68944.0,4937.0,5631.0,87.7,4595.0,5338.0,86.1,1168.0,2167.0,53.9,255.0,867.0,178.0,50.0,1077.0,12765.0,1453.0,387.0,47.0,113.0,528.0,154.0,61.0,70.0,1.0,657.0,60.0,259.0,615.0,21.96,414.0,65.0,33.0,37.0,58.0,2.07,38.0,5.0,4.0,5.0,1.0,424.0,237.0,163.0,203.0,58.0,263.0,62.0,201.0,278.0,450.0,9.0,17279.0,1255.0,4060.0,9261.0,4127.0,551.0,17271.0,9397.0,544.0,429.0,136.0,11171.0,442.0,300.0,2.0,385.0,343.0,60.0,7.0,6.0,3.0,1536.0,478.0,479.0,49.9
Lyon,27.0,56.2,28.0,308.0,2520.0,42.0,29.0,5.0,6.0,49.0,4.0,1.5,1.04,2.54,1.32,2.36,37.6,33.0,1.34,1.18,28.0,28.0,2520.0,27.0,0.96,97.0,73.0,74.2,11.0,7.0,10.0,9.0,32.1,3.0,2.0,0.0,1.0,28.0,1.0,2.0,3.0,24.8,0.24,0.8,0.03,105.0,234.0,44.9,688.0,163.0,23.7,28.5,194.0,36.6,34.0,323.0,14.0,4.3,27.0,0.96,14.8,130.0,15.0,36.7,4.64,0.1,0.28,0.09,4.4,4.0,13273.0,15983.0,83.0,233751.0,78097.0,5867.0,6557.0,89.5,5651.0,6417.0,88.1,1367.0,2144.0,63.8,269.0,880.0,203.0,56.0,1208.0,14622.0,1335.0,353.0,39.0,114.0,495.0,129.0,68.0,27.0,1.0,604.0,26.0,218.0,636.0,22.71,453.0,53.0,30.0,31.0,72.0,2.57,51.0,2.0,4.0,5.0,1.0,492.0,304.0,232.0,193.0,67.0,241.0,94.0,147.0,311.0,540.0,7.0,19207.0,1629.0,5456.0,9834.0,4080.0,558.0,19201.0,11551.0,563.0,442.0,142.0,13191.0,484.0,293.0,1.0,342.0,312.0,26.0,4.0,3.0,3.0,1495.0,455.0,372.0,55.0
Marseille,23.0,53.5,28.0,308.0,2520.0,38.0,28.0,4.0,6.0,67.0,3.0,1.36,1.0,2.36,1.21,2.21,36.2,31.6,1.29,1.13,28.0,28.0,2520.0,29.0,1.04,99.0,71.0,74.7,16.0,8.0,4.0,11.0,39.3,5.0,4.0,1.0,0.0,28.0,0.0,2.0,2.0,32.5,0.29,5.5,0.2,120.0,377.0,31.8,730.0,140.0,38.8,35.1,158.0,59.5,43.5,341.0,21.0,6.2,24.0,0.86,14.7,115.0,20.0,31.1,4.11,0.09,0.3,0.09,1.8,2.4,11918.0,14767.0,80.7,199105.0,68034.0,5862.0,6565.0,89.3,4311.0,5070.0,85.0,1219.0,2111.0,57.7,283.0,791.0,177.0,47.0,1107.0,13347.0,1397.0,381.0,37.0,132.0,499.0,151.0,49.0,73.0,1.0,648.0,23.0,200.0,637.0,22.75,427.0,74.0,40.0,43.0,63.0,2.25,40.0,6.0,5.0,6.0,1.0,564.0,325.0,246.0,246.0,72.0,264.0,58.0,206.0,312.0,533.0,9.0,18065.0,1485.0,5084.0,8972.0,4199.0,516.0,18059.0,11047.0,639.0,468.0,139.0,11831.0,441.0,298.0,1.0,376.0,318.0,23.0,4.0,5.0,2.0,1471.0,472.0,448.0,51.3
Metz,24.0,45.3,28.0,308.0,2520.0,27.0,20.0,2.0,4.0,45.0,4.0,0.96,0.71,1.68,0.89,1.61,27.1,24.0,0.97,0.86,28.0,28.0,2520.0,35.0,1.25,135.0,100.0,77.0,8.0,10.0,10.0,8.0,28.6,4.0,4.0,0.0,0.0,28.0,0.0,5.0,0.0,32.6,0.22,-2.4,-0.09,200.0,623.0,32.1,708.0,106.0,60.9,43.8,219.0,87.7,59.1,482.0,32.0,6.6,33.0,1.18,14.3,96.0,19.0,31.4,3.43,0.08,0.26,0.08,-0.1,1.0,9568.0,12493.0,76.6,169420.0,63861.0,4411.0,5019.0,87.9,3816.0,4595.0,83.0,1042.0,2149.0,48.5,226.0,645.0,129.0,40.0,845.0,11124.0,1338.0,366.0,15.0,80.0,447.0,119.0,53.0,46.0,1.0,572.0,31.0,203.0,544.0,19.43,379.0,44.0,25.0,34.0,46.0,1.64,29.0,5.0,3.0,1.0,2.0,526.0,337.0,295.0,186.0,45.0,293.0,97.0,196.0,312.0,635.0,5.0,15860.0,1638.0,5207.0,7745.0,3123.0,368.0,15856.0,7743.0,578.0,463.0,105.0,9502.0,461.0,302.0,0.0,335.0,344.0,31.0,2.0,4.0,0.0,1504.0,462.0,547.0,45.8
Monaco,28.0,50.9,28.0,308.0,2520.0,44.0,29.0,4.0,4.0,60.0,10.0,1.57,1.04,2.61,1.43,2.46,48.9,45.7,1.74,1.63,28.0,28.0,2520.0,44.0,1.57,134.0,91.0,71.6,11.0,7.0,10.0,7.0,25.0,6.0,6.0,0.0,0.0,28.0,0.0,7.0,1.0,42.8,0.28,-0.2,-0.01,146.0,337.0,43.3,637.0,136.0,34.5,33.0,212.0,55.2,42.3,394.0,20.0,5.1,39.0,1.39,15.8,135.0,16.0,35.9,4.82,0.11,0.3,0.13,-4.9,-5.7,11667.0,14506.0,80.4,203444.0,75911.0,5366.0,6111.0,87.8,4871.0,5650.0,86.2,1134.0,1960.0,57.9,280.0,918.0,231.0,52.0,1302.0,13101.0,1361.0,404.0,52.0,104.0,510.0,132.0,44.0,67.0,1.0,541.0,44.0,235.0,668.0,23.86,462.0,58.0,41.0,40.0,75.0,2.68,52.0,5.0,7.0,6.0,0.0,504.0,307.0,231.0,221.0,52.0,249.0,70.0,179.0,281.0,495.0,15.0,17559.0,1547.0,4862.0,8731.0,4142.0,656.0,17555.0,10067.0,646.0,416.0,155.0,11605.0,401.0,259.0,1.0,336.0,345.0,44.0,3.0,6.0,1.0,1479.0,405.0,372.0,52.1
Montpellier,27.0,47.6,28.0,308.0,2520.0,33.0,19.0,2.0,5.0,55.0,5.0,1.18,0.68,1.86,1.11,1.79,35.3,31.3,1.26,1.12,28.0,28.0,2517.0,34.0,1.22,132.0,98.0,76.5,11.0,7.0,10.0,8.0,28.6,5.0,3.0,2.0,0.0,28.0,1.0,3.0,2.0,32.9,0.21,0.9,0.03,202.0,395.0,51.1,744.0,172.0,35.6,33.8,230.0,56.5,44.5,389.0,18.0,4.6,28.0,1.0,15.1,112.0,22.0,32.2,4.0,0.09,0.28,0.09,-2.3,-0.3,9713.0,12825.0,75.7,189302.0,79566.0,3990.0,4707.0,84.8,4043.0,4848.0,83.4,1505.0,2568.0,58.6,245.0,871.0,178.0,62.0,1104.0,11351.0,1432.0,418.0,19.0,147.0,614.0,130.0,66.0,51.0,4.0,592.0,42.0,257.0,617.0,22.04,418.0,70.0,40.0,51.0,58.0,2.07,39.0,6.0,5.0,5.0,1.0,449.0,286.0,215.0,190.0,44.0,220.0,83.0,137.0,308.0,520.0,7.0,15917.0,1628.0,5080.0,7394.0,3597.0,463.0,15912.0,7983.0,425.0,297.0,79.0,9652.0,461.0,192.0,2.0,421.0,386.0,42.0,4.0,5.0,2.0,1596.0,606.0,518.0,53.9
Nantes,29.0,48.0,28.0,308.0,2520.0,23.0,16.0,2.0,2.0,51.0,2.0,0.82,0.57,1.39,0.75,1.32,30.2,28.7,1.08,1.03,28.0,28.0,2520.0,31.0,1.11,101.0,68.0,72.3,11.0,4.0,13.0,10.0,35.7,6.0,3.0,2.0,1.0,28.0,0.0,3.0,1.0,29.2,0.24,-0.8,-0.03,150.0,465.0,32.3,704.0,133.0,44.9,36.6,198.0,75.3,51.0,392.0,10.0,2.6,31.0,1.11,15.4,112.0,9.0,33.7,4.0,0.06,0.19,0.09,-7.2,-7.7,10578.0,13673.0,77.4,182042.0,68386.0,5094.0,5897.0,86.4,4189.0,5013.0,83.6,1016.0,2038.0,49.9,256.0,766.0,151.0,38.0,1034.0,12190.0,1439.0,383.0,17.0,102.0,464.0,150.0,68.0,57.0,3.0,649.0,44.0,233.0,583.0,20.82,407.0,57.0,30.0,36.0,40.0,1.43,30.0,2.0,2.0,1.0,1.0,548.0,347.0,245.0,249.0,54.0,217.0,72.0,145.0,305.0,512.0,4.0,16839.0,1459.0,5037.0,8268.0,3742.0,477.0,16837.0,9108.0,548.0,434.0,136.0,10514.0,474.0,305.0,1.0,376.0,340.0,44.0,0.0,6.0,1.0,1638.0,464.0,518.0,47.3
Nice,31.0,54.6,28.0,308.0,2520.0,41.0,30.0,5.0,5.0,54.0,7.0,1.46,1.07,2.54,1.29,2.36,35.7,31.9,1.28,1.14,28.0,28.0,2520.0,38.0,1.36,137.0,100.0,75.9,11.0,8.0,9.0,4.0,14.3,7.0,5.0,1.0,1.0,28.0,0.0,6.0,2.0,43.5,0.28,7.5,0.27,56.0,172.0,32.6,621.0,155.0,17.4,24.9,228.0,28.1,30.0,454.0,15.0,3.3,17.0,0.61,12.9,125.0,25.0,37.4,4.46,0.11,0.29,0.1,5.3,4.1,13394.0,15644.0,85.6,234661.0,78151.0,5945.0,6511.0,91.3,6148.0,6752.0,91.1,1083.0,1790.0,60.5,243.0,836.0,165.0,41.0,1260.0,14277.0,1345.0,401.0,24.0,120.0,395.0,131.0,51.0,51.0,3.0,519.0,22.0,192.0,598.0,21.36,396.0,52.0,44.0,39.0,72.0,2.57,50.0,7.0,8.0,5.0,0.0,471.0,279.0,246.0,180.0,45.0,280.0,81.0,199.0,343.0,480.0,13.0,18875.0,1893.0,6345.0,9323.0,3417.0,458.0,18870.0,10225.0,499.0,394.0,139.0,13324.0,479.0,281.0,4.0,295.0,362.0,22.0,4.0,7.0,2.0,1441.0,279.0,299.0,48.3
Nîmes,28.0,45.0,28.0,308.0,2520.0,29.0,20.0,2.0,2.0,41.0,6.0,1.04,0.71,1.75,0.96,1.68,30.3,28.7,1.08,1.03,28.0,28.0,2520.0,44.0,1.57,127.0,84.0,68.5,7.0,6.0,15.0,7.0,25.0,4.0,4.0,0.0,0.0,28.0,1.0,4.0,1.0,36.4,0.27,-6.6,-0.24,156.0,450.0,34.7,590.0,84.0,48.8,37.5,213.0,76.1,51.9,328.0,11.0,3.4,31.0,1.11,15.4,105.0,12.0,29.6,3.75,0.08,0.26,0.08,-1.3,-1.7,8100.0,11253.0,72.0,150389.0,62460.0,3604.0,4384.0,82.2,3332.0,4150.0,80.3,1004.0,2093.0,48.0,244.0,699.0,164.0,58.0,959.0,9597.0,1617.0,455.0,8.0,116.0,544.0,143.0,54.0,70.0,8.0,733.0,39.0,225.0,593.0,21.18,391.0,77.0,41.0,36.0,47.0,1.68,30.0,4.0,6.0,4.0,0.0,552.0,302.0,235.0,258.0,59.0,272.0,75.0,197.0,329.0,469.0,6.0,14493.0,1345.0,4519.0,6626.0,3515.0,486.0,14491.0,7068.0,421.0,295.0,91.0,8049.0,465.0,250.0,3.0,360.0,401.0,39.0,2.0,4.0,1.0,1431.0,575.0,596.0,49.1
Paris S-G,31.0,65.2,27.0,297.0,2430.0,71.0,51.0,6.0,8.0,50.0,1.0,2.63,1.89,4.52,2.41,4.3,74.2,67.9,2.75,2.51,27.0,27.0,2430.0,24.0,0.89,81.0,58.0,70.4,22.0,2.0,3.0,14.0,51.9,0.0,0.0,0.0,0.0,27.0,0.0,1.0,1.0,21.8,0.27,-1.2,-0.04,38.0,102.0,37.3,500.0,93.0,14.6,25.3,165.0,17.6,26.2,249.0,6.0,2.4,16.0,0.59,14.2,186.0,21.0,42.2,6.89,0.15,0.35,0.16,-3.2,-2.9,16726.0,19009.0,88.0,265322.0,86299.0,8660.0,9279.0,93.3,6218.0,6843.0,90.9,1201.0,1715.0,70.0,331.0,1195.0,379.0,54.0,1681.0,17723.0,1229.0,317.0,89.0,113.0,520.0,181.0,90.0,39.0,4.0,514.0,57.0,185.0,795.0,29.44,606.0,42.0,36.0,37.0,124.0,4.59,91.0,6.0,8.0,7.0,0.0,484.0,295.0,191.0,220.0,73.0,258.0,57.0,201.0,255.0,303.0,13.0,21903.0,1328.0,4729.0,12011.0,5325.0,855.0,21895.0,13031.0,711.0,568.0,194.0,16642.0,410.0,233.0,1.0,333.0,291.0,57.0,5.0,0.0,1.0,1511.0,234.0,226.0,50.9
Reims,26.0,48.9,28.0,308.0,2520.0,26.0,16.0,5.0,5.0,52.0,5.0,0.93,0.57,1.5,0.75,1.32,30.6,26.7,1.09,0.96,28.0,28.0,2520.0,21.0,0.75,91.0,66.0,79.1,10.0,11.0,7.0,12.0,42.9,6.0,2.0,4.0,0.0,28.0,1.0,3.0,0.0,27.3,0.24,6.3,0.22,117.0,361.0,32.4,821.0,137.0,31.7,32.9,210.0,48.1,42.3,413.0,27.0,6.5,20.0,0.71,12.2,87.0,14.0,26.1,3.11,0.06,0.24,0.08,-4.6,-5.7,10325.0,13260.0,77.9,196917.0,68147.0,4193.0,4859.0,86.3,4611.0,5416.0,85.1,1355.0,2389.0,56.7,249.0,721.0,176.0,50.0,1042.0,11748.0,1467.0,412.0,30.0,130.0,539.0,143.0,31.0,86.0,4.0,653.0,45.0,220.0,594.0,21.21,433.0,61.0,26.0,31.0,45.0,1.61,29.0,5.0,2.0,7.0,0.0,490.0,324.0,259.0,185.0,46.0,228.0,72.0,156.0,325.0,514.0,8.0,16410.0,1640.0,6000.0,7221.0,3385.0,488.0,16405.0,8780.0,597.0,375.0,114.0,10261.0,459.0,231.0,5.0,384.0,385.0,45.0,4.0,6.0,0.0,1478.0,427.0,503.0,45.9
Rennes,26.0,49.6,28.0,308.0,2520.0,37.0,26.0,3.0,5.0,51.0,1.0,1.32,0.93,2.25,1.21,2.14,37.1,33.4,1.33,1.19,28.0,28.0,2520.0,24.0,0.86,98.0,73.0,78.6,15.0,5.0,8.0,10.0,35.7,5.0,3.0,2.0,0.0,28.0,1.0,4.0,1.0,26.1,0.22,3.1,0.11,176.0,392.0,44.9,718.0,123.0,37.0,34.3,199.0,63.3,44.2,414.0,35.0,8.5,25.0,0.89,13.1,108.0,27.0,32.1,3.86,0.1,0.31,0.1,-0.1,0.6,10388.0,13199.0,78.7,190846.0,70232.0,4476.0,5169.0,86.6,4433.0,5163.0,85.9,1227.0,2150.0,57.1,241.0,708.0,163.0,58.0,936.0,11752.0,1407.0,403.0,24.0,120.0,478.0,124.0,64.0,47.0,1.0,629.0,40.0,208.0,602.0,21.5,422.0,40.0,30.0,52.0,62.0,2.21,44.0,3.0,5.0,4.0,0.0,501.0,296.0,251.0,205.0,45.0,277.0,96.0,181.0,272.0,594.0,7.0,16431.0,1665.0,5490.0,7998.0,3138.0,456.0,16426.0,9926.0,557.0,389.0,107.0,10319.0,435.0,263.0,0.0,387.0,404.0,40.0,5.0,5.0,1.0,1462.0,495.0,465.0,51.6
Saint-Étienne,31.0,48.2,28.0,308.0,2520.0,28.0,20.0,5.0,5.0,59.0,3.0,1.0,0.71,1.71,0.82,1.54,31.4,27.6,1.12,0.99,28.0,28.0,2520.0,45.0,1.61,125.0,80.0,68.0,8.0,6.0,14.0,5.0,17.9,6.0,5.0,0.0,1.0,28.0,0.0,2.0,0.0,40.2,0.28,-4.8,-0.17,125.0,375.0,33.3,605.0,104.0,42.0,35.5,209.0,57.9,42.7,338.0,13.0,3.8,20.0,0.71,13.0,97.0,15.0,31.9,3.46,0.08,0.24,0.09,-3.4,-4.6,10048.0,13149.0,76.4,179624.0,66007.0,4427.0,5195.0,85.2,4198.0,5013.0,83.7,1101.0,2146.0,51.3,219.0,687.0,145.0,43.0,979.0,11633.0,1473.0,375.0,24.0,119.0,563.0,140.0,87.0,36.0,2.0,678.0,43.0,227.0,520.0,18.57,352.0,54.0,25.0,37.0,51.0,1.82,30.0,8.0,5.0,5.0,1.0,512.0,318.0,212.0,238.0,62.0,267.0,63.0,204.0,376.0,478.0,15.0,16336.0,1527.0,5344.0,7827.0,3335.0,434.0,16331.0,8001.0,515.0,352.0,96.0,9974.0,476.0,296.0,2.0,371.0,324.0,43.0,3.0,6.0,0.0,1542.0,532.0,526.0,50.3
Strasbourg,25.0,49.6,27.0,297.0,2430.0,32.0,21.0,3.0,4.0,46.0,1.0,1.19,0.78,1.96,1.07,1.85,34.2,31.1,1.27,1.15,27.0,27.0,2430.0,32.0,1.19,104.0,71.0,75.0,11.0,5.0,11.0,8.0,29.6,7.0,6.0,1.0,0.0,27.0,0.0,3.0,0.0,33.4,0.26,1.4,0.05,199.0,458.0,43.4,651.0,111.0,49.3,39.6,201.0,68.2,51.3,335.0,17.0,5.1,9.0,0.33,11.0,105.0,13.0,32.5,3.89,0.09,0.28,0.1,-2.2,-2.1,10044.0,12842.0,78.2,195373.0,69947.0,3908.0,4556.0,85.8,4143.0,4872.0,85.0,1597.0,2582.0,61.9,246.0,733.0,198.0,75.0,982.0,11488.0,1321.0,342.0,23.0,215.0,579.0,129.0,46.0,60.0,0.0,592.0,33.0,205.0,572.0,21.19,423.0,56.0,23.0,31.0,56.0,2.07,43.0,3.0,2.0,5.0,0.0,472.0,293.0,234.0,193.0,45.0,198.0,51.0,147.0,301.0,436.0,11.0,15640.0,1461.0,4811.0,7586.0,3427.0,469.0,15636.0,9288.0,492.0,388.0,80.0,9971.0,440.0,255.0,1.0,367.0,311.0,33.0,4.0,7.0,0.0,1442.0,512.0,399.0,56.2
Toulouse,30.0,44.2,28.0,308.0,2520.0,21.0,14.0,4.0,6.0,48.0,5.0,0.75,0.5,1.25,0.61,1.11,31.7,27.2,1.13,0.97,28.0,28.0,2520.0,58.0,2.07,146.0,87.0,62.3,3.0,4.0,21.0,3.0,10.7,5.0,3.0,2.0,0.0,28.0,1.0,3.0,1.0,44.0,0.27,-13.0,-0.47,222.0,586.0,37.9,739.0,96.0,51.4,38.9,286.0,72.0,49.9,437.0,17.0,3.9,28.0,1.0,15.7,90.0,12.0,29.0,3.21,0.05,0.19,0.09,-10.7,-10.2,9333.0,12290.0,75.9,159454.0,65760.0,4710.0,5440.0,86.6,3342.0,4089.0,81.7,997.0,2067.0,48.2,230.0,655.0,165.0,57.0,949.0,10842.0,1418.0,341.0,15.0,60.0,534.0,123.0,43.0,72.0,0.0,582.0,30.0,214.0,552.0,19.71,381.0,57.0,34.0,29.0,39.0,1.39,26.0,2.0,4.0,4.0,1.0,549.0,346.0,270.0,227.0,52.0,252.0,77.0,175.0,320.0,592.0,13.0,15562.0,1755.0,5101.0,7114.0,3522.0,492.0,15556.0,8756.0,556.0,379.0,96.0,9271.0,475.0,293.0,1.0,396.0,295.0,30.0,4.0,5.0,1.0,1517.0,468.0,522.0,47.3
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 Amiens 27.0 45.6 28.0 308.0 2520.0 30.0 20.0 3.0 5.0 57.0 4.0 1.07 0.71 1.79 0.96 1.68 27.4 23.4 0.98 0.84 28.0 28.0 2520.0 50.0 1.79 142.0 93.0 65.5 4.0 11.0 13.0 5.0 17.9 1.0 1.0 0.0 0.0 28.0 1.0 12.0 1.0 40.8 0.29 -8.2 -0.29 194.0 462.0 42.0 562.0 93.0 47.7 38.4 255.0 76.1 51.0 425.0 10.0 2.4 10.0 0.36 11.8 77.0 13.0 33.6 2.75 0.12 0.35 0.1 2.6 3.6 9685.0 12850.0 75.4 167666.0 69296.0 4758.0 5530.0 86.0 3638.0 4570.0 79.6 1006.0 2015.0 49.9 161.0 739.0 127.0 41.0 1013.0 11356.0 1457.0 350.0 28.0 91.0 463.0 108.0 53.0 28.0 0.0 669.0 37.0 229.0 405.0 14.46 283.0 33.0 12.0 31.0 50.0 1.79 36.0 0.0 4.0 5.0 1.0 425.0 238.0 194.0 184.0 47.0 280.0 87.0 193.0 300.0 615.0 17.0 15949.0 1587.0 4731.0 8179.0 3192.0 350.0 15944.0 7853.0 384.0 299.0 82.0 9610.0 543.0 358.0 2.0 403.0 320.0 37.0 5.0 1.0 1.0 1543.0 470.0 551.0 46.0
3 Angers 26.0 45.3 28.0 308.0 2520.0 27.0 21.0 1.0 1.0 42.0 2.0 0.96 0.75 1.71 0.93 1.68 29.3 28.5 1.05 1.02 28.0 28.0 2520.0 33.0 1.18 90.0 57.0 66.7 11.0 6.0 11.0 12.0 42.9 3.0 3.0 0.0 0.0 28.0 2.0 1.0 0.0 27.8 0.28 -5.2 -0.19 134.0 369.0 36.3 528.0 126.0 39.8 35.9 222.0 71.6 50.2 362.0 19.0 5.2 22.0 0.79 14.3 113.0 16.0 31.1 4.04 0.07 0.23 0.08 -2.3 -2.5 10518.0 13458.0 78.2 183652.0 73734.0 4767.0 5387.0 88.5 4021.0 4778.0 84.2 1219.0 2274.0 53.6 267.0 736.0 195.0 68.0 1088.0 12001.0 1429.0 351.0 15.0 97.0 550.0 146.0 48.0 85.0 2.0 649.0 28.0 232.0 629.0 22.46 452.0 65.0 33.0 35.0 48.0 1.71 36.0 2.0 4.0 3.0 0.0 439.0 279.0 206.0 178.0 55.0 229.0 51.0 178.0 267.0 513.0 8.0 16445.0 1346.0 5096.0 7662.0 3853.0 511.0 16444.0 7730.0 542.0 385.0 127.0 10448.0 455.0 344.0 1.0 336.0 315.0 28.0 1.0 3.0 0.0 1511.0 449.0 455.0 49.7
4 Bordeaux 26.0 53.6 28.0 308.0 2520.0 40.0 29.0 2.0 2.0 55.0 0.0 1.43 1.04 2.46 1.36 2.39 30.4 28.8 1.08 1.03 28.0 28.0 2520.0 34.0 1.21 108.0 74.0 70.4 9.0 10.0 9.0 6.0 21.4 3.0 2.0 1.0 0.0 28.0 0.0 4.0 1.0 32.7 0.28 -0.3 -0.01 159.0 394.0 40.4 637.0 99.0 40.2 34.8 246.0 56.1 40.9 434.0 17.0 3.9 28.0 1.0 15.2 106.0 21.0 34.4 3.79 0.12 0.36 0.09 9.6 9.2 12252.0 15092.0 81.2 216236.0 76128.0 5301.0 5940.0 89.2 5471.0 6290.0 87.0 1140.0 2058.0 55.4 217.0 723.0 112.0 31.0 995.0 13672.0 1380.0 389.0 35.0 93.0 425.0 137.0 83.0 42.0 0.0 546.0 40.0 204.0 530.0 18.93 357.0 53.0 28.0 43.0 65.0 2.32 35.0 9.0 7.0 6.0 1.0 483.0 284.0 232.0 206.0 45.0 237.0 89.0 148.0 302.0 575.0 13.0 18253.0 1724.0 5742.0 9723.0 2955.0 385.0 18251.0 10991.0 441.0 350.0 101.0 12191.0 457.0 285.0 0.0 379.0 361.0 40.0 1.0 3.0 1.0 1562.0 487.0 445.0 52.3
5 Brest 24.0 49.8 28.0 308.0 2520.0 32.0 27.0 1.0 5.0 45.0 2.0 1.14 0.96 2.11 1.11 2.07 30.7 26.8 1.1 0.96 28.0 28.0 2520.0 37.0 1.32 143.0 104.0 76.9 8.0 10.0 10.0 8.0 28.6 6.0 4.0 2.0 0.0 28.0 0.0 4.0 0.0 45.7 0.28 8.7 0.31 136.0 393.0 34.6 817.0 160.0 36.2 35.3 243.0 39.9 35.6 484.0 21.0 4.3 28.0 1.0 13.3 97.0 7.0 30.3 3.46 0.1 0.32 0.08 1.3 4.2 11054.0 14206.0 77.8 208602.0 76093.0 4569.0 5299.0 86.2 4931.0 5835.0 84.5 1383.0 2456.0 56.3 250.0 786.0 211.0 70.0 1138.0 12692.0 1479.0 332.0 32.0 146.0 520.0 117.0 63.0 28.0 1.0 722.0 35.0 245.0 574.0 20.5 443.0 47.0 23.0 25.0 59.0 2.11 44.0 5.0 5.0 1.0 3.0 484.0 282.0 238.0 186.0 60.0 263.0 82.0 181.0 352.0 537.0 11.0 17263.0 2041.0 6000.0 7885.0 3546.0 470.0 17258.0 9330.0 415.0 307.0 66.0 10983.0 464.0 283.0 0.0 329.0 286.0 35.0 4.0 6.0 0.0 1464.0 405.0 477.0 45.9
6 Dijon 28.0 46.5 28.0 308.0 2520.0 26.0 17.0 1.0 1.0 43.0 2.0 0.93 0.61 1.54 0.89 1.5 30.5 29.9 1.09 1.07 28.0 28.0 2520.0 37.0 1.32 128.0 93.0 71.9 7.0 9.0 12.0 6.0 21.4 1.0 1.0 0.0 0.0 28.0 2.0 5.0 2.0 28.8 0.22 -6.2 -0.22 198.0 464.0 42.7 814.0 170.0 38.2 34.6 249.0 61.4 45.6 469.0 32.0 6.8 22.0 0.79 12.8 100.0 11.0 29.9 3.57 0.07 0.25 0.09 -4.5 -4.9 10073.0 13029.0 77.3 191350.0 76241.0 4221.0 4899.0 86.2 4300.0 5125.0 83.9 1352.0 2415.0 56.0 243.0 705.0 175.0 52.0 909.0 11560.0 1437.0 380.0 30.0 90.0 451.0 121.0 43.0 57.0 3.0 622.0 32.0 213.0 580.0 20.71 390.0 75.0 32.0 30.0 44.0 1.57 31.0 3.0 6.0 1.0 0.0 516.0 304.0 259.0 208.0 49.0 277.0 100.0 177.0 332.0 596.0 14.0 16323.0 1848.0 5938.0 7538.0 3047.0 489.0 16322.0 8571.0 513.0 372.0 112.0 10015.0 469.0 303.0 0.0 351.0 334.0 32.0 0.0 1.0 2.0 1497.0 542.0 499.0 52.1
7 Lille 25.0 52.9 28.0 308.0 2520.0 35.0 25.0 5.0 8.0 49.0 3.0 1.25 0.89 2.14 1.07 1.96 40.3 34.0 1.44 1.21 28.0 28.0 2520.0 27.0 0.96 83.0 58.0 72.3 15.0 4.0 9.0 12.0 42.9 6.0 4.0 1.0 1.0 28.0 1.0 1.0 3.0 25.0 0.25 1.0 0.04 130.0 390.0 33.3 563.0 137.0 44.0 37.2 200.0 71.0 52.4 323.0 11.0 3.4 24.0 0.86 17.0 121.0 10.0 35.4 4.32 0.09 0.25 0.1 -5.3 -4.0 11263.0 14278.0 78.9 195316.0 68944.0 4937.0 5631.0 87.7 4595.0 5338.0 86.1 1168.0 2167.0 53.9 255.0 867.0 178.0 50.0 1077.0 12765.0 1453.0 387.0 47.0 113.0 528.0 154.0 61.0 70.0 1.0 657.0 60.0 259.0 615.0 21.96 414.0 65.0 33.0 37.0 58.0 2.07 38.0 5.0 4.0 5.0 1.0 424.0 237.0 163.0 203.0 58.0 263.0 62.0 201.0 278.0 450.0 9.0 17279.0 1255.0 4060.0 9261.0 4127.0 551.0 17271.0 9397.0 544.0 429.0 136.0 11171.0 442.0 300.0 2.0 385.0 343.0 60.0 7.0 6.0 3.0 1536.0 478.0 479.0 49.9
8 Lyon 27.0 56.2 28.0 308.0 2520.0 42.0 29.0 5.0 6.0 49.0 4.0 1.5 1.04 2.54 1.32 2.36 37.6 33.0 1.34 1.18 28.0 28.0 2520.0 27.0 0.96 97.0 73.0 74.2 11.0 7.0 10.0 9.0 32.1 3.0 2.0 0.0 1.0 28.0 1.0 2.0 3.0 24.8 0.24 0.8 0.03 105.0 234.0 44.9 688.0 163.0 23.7 28.5 194.0 36.6 34.0 323.0 14.0 4.3 27.0 0.96 14.8 130.0 15.0 36.7 4.64 0.1 0.28 0.09 4.4 4.0 13273.0 15983.0 83.0 233751.0 78097.0 5867.0 6557.0 89.5 5651.0 6417.0 88.1 1367.0 2144.0 63.8 269.0 880.0 203.0 56.0 1208.0 14622.0 1335.0 353.0 39.0 114.0 495.0 129.0 68.0 27.0 1.0 604.0 26.0 218.0 636.0 22.71 453.0 53.0 30.0 31.0 72.0 2.57 51.0 2.0 4.0 5.0 1.0 492.0 304.0 232.0 193.0 67.0 241.0 94.0 147.0 311.0 540.0 7.0 19207.0 1629.0 5456.0 9834.0 4080.0 558.0 19201.0 11551.0 563.0 442.0 142.0 13191.0 484.0 293.0 1.0 342.0 312.0 26.0 4.0 3.0 3.0 1495.0 455.0 372.0 55.0
9 Marseille 23.0 53.5 28.0 308.0 2520.0 38.0 28.0 4.0 6.0 67.0 3.0 1.36 1.0 2.36 1.21 2.21 36.2 31.6 1.29 1.13 28.0 28.0 2520.0 29.0 1.04 99.0 71.0 74.7 16.0 8.0 4.0 11.0 39.3 5.0 4.0 1.0 0.0 28.0 0.0 2.0 2.0 32.5 0.29 5.5 0.2 120.0 377.0 31.8 730.0 140.0 38.8 35.1 158.0 59.5 43.5 341.0 21.0 6.2 24.0 0.86 14.7 115.0 20.0 31.1 4.11 0.09 0.3 0.09 1.8 2.4 11918.0 14767.0 80.7 199105.0 68034.0 5862.0 6565.0 89.3 4311.0 5070.0 85.0 1219.0 2111.0 57.7 283.0 791.0 177.0 47.0 1107.0 13347.0 1397.0 381.0 37.0 132.0 499.0 151.0 49.0 73.0 1.0 648.0 23.0 200.0 637.0 22.75 427.0 74.0 40.0 43.0 63.0 2.25 40.0 6.0 5.0 6.0 1.0 564.0 325.0 246.0 246.0 72.0 264.0 58.0 206.0 312.0 533.0 9.0 18065.0 1485.0 5084.0 8972.0 4199.0 516.0 18059.0 11047.0 639.0 468.0 139.0 11831.0 441.0 298.0 1.0 376.0 318.0 23.0 4.0 5.0 2.0 1471.0 472.0 448.0 51.3
10 Metz 24.0 45.3 28.0 308.0 2520.0 27.0 20.0 2.0 4.0 45.0 4.0 0.96 0.71 1.68 0.89 1.61 27.1 24.0 0.97 0.86 28.0 28.0 2520.0 35.0 1.25 135.0 100.0 77.0 8.0 10.0 10.0 8.0 28.6 4.0 4.0 0.0 0.0 28.0 0.0 5.0 0.0 32.6 0.22 -2.4 -0.09 200.0 623.0 32.1 708.0 106.0 60.9 43.8 219.0 87.7 59.1 482.0 32.0 6.6 33.0 1.18 14.3 96.0 19.0 31.4 3.43 0.08 0.26 0.08 -0.1 1.0 9568.0 12493.0 76.6 169420.0 63861.0 4411.0 5019.0 87.9 3816.0 4595.0 83.0 1042.0 2149.0 48.5 226.0 645.0 129.0 40.0 845.0 11124.0 1338.0 366.0 15.0 80.0 447.0 119.0 53.0 46.0 1.0 572.0 31.0 203.0 544.0 19.43 379.0 44.0 25.0 34.0 46.0 1.64 29.0 5.0 3.0 1.0 2.0 526.0 337.0 295.0 186.0 45.0 293.0 97.0 196.0 312.0 635.0 5.0 15860.0 1638.0 5207.0 7745.0 3123.0 368.0 15856.0 7743.0 578.0 463.0 105.0 9502.0 461.0 302.0 0.0 335.0 344.0 31.0 2.0 4.0 0.0 1504.0 462.0 547.0 45.8
11 Monaco 28.0 50.9 28.0 308.0 2520.0 44.0 29.0 4.0 4.0 60.0 10.0 1.57 1.04 2.61 1.43 2.46 48.9 45.7 1.74 1.63 28.0 28.0 2520.0 44.0 1.57 134.0 91.0 71.6 11.0 7.0 10.0 7.0 25.0 6.0 6.0 0.0 0.0 28.0 0.0 7.0 1.0 42.8 0.28 -0.2 -0.01 146.0 337.0 43.3 637.0 136.0 34.5 33.0 212.0 55.2 42.3 394.0 20.0 5.1 39.0 1.39 15.8 135.0 16.0 35.9 4.82 0.11 0.3 0.13 -4.9 -5.7 11667.0 14506.0 80.4 203444.0 75911.0 5366.0 6111.0 87.8 4871.0 5650.0 86.2 1134.0 1960.0 57.9 280.0 918.0 231.0 52.0 1302.0 13101.0 1361.0 404.0 52.0 104.0 510.0 132.0 44.0 67.0 1.0 541.0 44.0 235.0 668.0 23.86 462.0 58.0 41.0 40.0 75.0 2.68 52.0 5.0 7.0 6.0 0.0 504.0 307.0 231.0 221.0 52.0 249.0 70.0 179.0 281.0 495.0 15.0 17559.0 1547.0 4862.0 8731.0 4142.0 656.0 17555.0 10067.0 646.0 416.0 155.0 11605.0 401.0 259.0 1.0 336.0 345.0 44.0 3.0 6.0 1.0 1479.0 405.0 372.0 52.1
12 Montpellier 27.0 47.6 28.0 308.0 2520.0 33.0 19.0 2.0 5.0 55.0 5.0 1.18 0.68 1.86 1.11 1.79 35.3 31.3 1.26 1.12 28.0 28.0 2517.0 34.0 1.22 132.0 98.0 76.5 11.0 7.0 10.0 8.0 28.6 5.0 3.0 2.0 0.0 28.0 1.0 3.0 2.0 32.9 0.21 0.9 0.03 202.0 395.0 51.1 744.0 172.0 35.6 33.8 230.0 56.5 44.5 389.0 18.0 4.6 28.0 1.0 15.1 112.0 22.0 32.2 4.0 0.09 0.28 0.09 -2.3 -0.3 9713.0 12825.0 75.7 189302.0 79566.0 3990.0 4707.0 84.8 4043.0 4848.0 83.4 1505.0 2568.0 58.6 245.0 871.0 178.0 62.0 1104.0 11351.0 1432.0 418.0 19.0 147.0 614.0 130.0 66.0 51.0 4.0 592.0 42.0 257.0 617.0 22.04 418.0 70.0 40.0 51.0 58.0 2.07 39.0 6.0 5.0 5.0 1.0 449.0 286.0 215.0 190.0 44.0 220.0 83.0 137.0 308.0 520.0 7.0 15917.0 1628.0 5080.0 7394.0 3597.0 463.0 15912.0 7983.0 425.0 297.0 79.0 9652.0 461.0 192.0 2.0 421.0 386.0 42.0 4.0 5.0 2.0 1596.0 606.0 518.0 53.9
13 Nantes 29.0 48.0 28.0 308.0 2520.0 23.0 16.0 2.0 2.0 51.0 2.0 0.82 0.57 1.39 0.75 1.32 30.2 28.7 1.08 1.03 28.0 28.0 2520.0 31.0 1.11 101.0 68.0 72.3 11.0 4.0 13.0 10.0 35.7 6.0 3.0 2.0 1.0 28.0 0.0 3.0 1.0 29.2 0.24 -0.8 -0.03 150.0 465.0 32.3 704.0 133.0 44.9 36.6 198.0 75.3 51.0 392.0 10.0 2.6 31.0 1.11 15.4 112.0 9.0 33.7 4.0 0.06 0.19 0.09 -7.2 -7.7 10578.0 13673.0 77.4 182042.0 68386.0 5094.0 5897.0 86.4 4189.0 5013.0 83.6 1016.0 2038.0 49.9 256.0 766.0 151.0 38.0 1034.0 12190.0 1439.0 383.0 17.0 102.0 464.0 150.0 68.0 57.0 3.0 649.0 44.0 233.0 583.0 20.82 407.0 57.0 30.0 36.0 40.0 1.43 30.0 2.0 2.0 1.0 1.0 548.0 347.0 245.0 249.0 54.0 217.0 72.0 145.0 305.0 512.0 4.0 16839.0 1459.0 5037.0 8268.0 3742.0 477.0 16837.0 9108.0 548.0 434.0 136.0 10514.0 474.0 305.0 1.0 376.0 340.0 44.0 0.0 6.0 1.0 1638.0 464.0 518.0 47.3
14 Nice 31.0 54.6 28.0 308.0 2520.0 41.0 30.0 5.0 5.0 54.0 7.0 1.46 1.07 2.54 1.29 2.36 35.7 31.9 1.28 1.14 28.0 28.0 2520.0 38.0 1.36 137.0 100.0 75.9 11.0 8.0 9.0 4.0 14.3 7.0 5.0 1.0 1.0 28.0 0.0 6.0 2.0 43.5 0.28 7.5 0.27 56.0 172.0 32.6 621.0 155.0 17.4 24.9 228.0 28.1 30.0 454.0 15.0 3.3 17.0 0.61 12.9 125.0 25.0 37.4 4.46 0.11 0.29 0.1 5.3 4.1 13394.0 15644.0 85.6 234661.0 78151.0 5945.0 6511.0 91.3 6148.0 6752.0 91.1 1083.0 1790.0 60.5 243.0 836.0 165.0 41.0 1260.0 14277.0 1345.0 401.0 24.0 120.0 395.0 131.0 51.0 51.0 3.0 519.0 22.0 192.0 598.0 21.36 396.0 52.0 44.0 39.0 72.0 2.57 50.0 7.0 8.0 5.0 0.0 471.0 279.0 246.0 180.0 45.0 280.0 81.0 199.0 343.0 480.0 13.0 18875.0 1893.0 6345.0 9323.0 3417.0 458.0 18870.0 10225.0 499.0 394.0 139.0 13324.0 479.0 281.0 4.0 295.0 362.0 22.0 4.0 7.0 2.0 1441.0 279.0 299.0 48.3
15 Nîmes 28.0 45.0 28.0 308.0 2520.0 29.0 20.0 2.0 2.0 41.0 6.0 1.04 0.71 1.75 0.96 1.68 30.3 28.7 1.08 1.03 28.0 28.0 2520.0 44.0 1.57 127.0 84.0 68.5 7.0 6.0 15.0 7.0 25.0 4.0 4.0 0.0 0.0 28.0 1.0 4.0 1.0 36.4 0.27 -6.6 -0.24 156.0 450.0 34.7 590.0 84.0 48.8 37.5 213.0 76.1 51.9 328.0 11.0 3.4 31.0 1.11 15.4 105.0 12.0 29.6 3.75 0.08 0.26 0.08 -1.3 -1.7 8100.0 11253.0 72.0 150389.0 62460.0 3604.0 4384.0 82.2 3332.0 4150.0 80.3 1004.0 2093.0 48.0 244.0 699.0 164.0 58.0 959.0 9597.0 1617.0 455.0 8.0 116.0 544.0 143.0 54.0 70.0 8.0 733.0 39.0 225.0 593.0 21.18 391.0 77.0 41.0 36.0 47.0 1.68 30.0 4.0 6.0 4.0 0.0 552.0 302.0 235.0 258.0 59.0 272.0 75.0 197.0 329.0 469.0 6.0 14493.0 1345.0 4519.0 6626.0 3515.0 486.0 14491.0 7068.0 421.0 295.0 91.0 8049.0 465.0 250.0 3.0 360.0 401.0 39.0 2.0 4.0 1.0 1431.0 575.0 596.0 49.1
16 Paris S-G 31.0 65.2 27.0 297.0 2430.0 71.0 51.0 6.0 8.0 50.0 1.0 2.63 1.89 4.52 2.41 4.3 74.2 67.9 2.75 2.51 27.0 27.0 2430.0 24.0 0.89 81.0 58.0 70.4 22.0 2.0 3.0 14.0 51.9 0.0 0.0 0.0 0.0 27.0 0.0 1.0 1.0 21.8 0.27 -1.2 -0.04 38.0 102.0 37.3 500.0 93.0 14.6 25.3 165.0 17.6 26.2 249.0 6.0 2.4 16.0 0.59 14.2 186.0 21.0 42.2 6.89 0.15 0.35 0.16 -3.2 -2.9 16726.0 19009.0 88.0 265322.0 86299.0 8660.0 9279.0 93.3 6218.0 6843.0 90.9 1201.0 1715.0 70.0 331.0 1195.0 379.0 54.0 1681.0 17723.0 1229.0 317.0 89.0 113.0 520.0 181.0 90.0 39.0 4.0 514.0 57.0 185.0 795.0 29.44 606.0 42.0 36.0 37.0 124.0 4.59 91.0 6.0 8.0 7.0 0.0 484.0 295.0 191.0 220.0 73.0 258.0 57.0 201.0 255.0 303.0 13.0 21903.0 1328.0 4729.0 12011.0 5325.0 855.0 21895.0 13031.0 711.0 568.0 194.0 16642.0 410.0 233.0 1.0 333.0 291.0 57.0 5.0 0.0 1.0 1511.0 234.0 226.0 50.9
17 Reims 26.0 48.9 28.0 308.0 2520.0 26.0 16.0 5.0 5.0 52.0 5.0 0.93 0.57 1.5 0.75 1.32 30.6 26.7 1.09 0.96 28.0 28.0 2520.0 21.0 0.75 91.0 66.0 79.1 10.0 11.0 7.0 12.0 42.9 6.0 2.0 4.0 0.0 28.0 1.0 3.0 0.0 27.3 0.24 6.3 0.22 117.0 361.0 32.4 821.0 137.0 31.7 32.9 210.0 48.1 42.3 413.0 27.0 6.5 20.0 0.71 12.2 87.0 14.0 26.1 3.11 0.06 0.24 0.08 -4.6 -5.7 10325.0 13260.0 77.9 196917.0 68147.0 4193.0 4859.0 86.3 4611.0 5416.0 85.1 1355.0 2389.0 56.7 249.0 721.0 176.0 50.0 1042.0 11748.0 1467.0 412.0 30.0 130.0 539.0 143.0 31.0 86.0 4.0 653.0 45.0 220.0 594.0 21.21 433.0 61.0 26.0 31.0 45.0 1.61 29.0 5.0 2.0 7.0 0.0 490.0 324.0 259.0 185.0 46.0 228.0 72.0 156.0 325.0 514.0 8.0 16410.0 1640.0 6000.0 7221.0 3385.0 488.0 16405.0 8780.0 597.0 375.0 114.0 10261.0 459.0 231.0 5.0 384.0 385.0 45.0 4.0 6.0 0.0 1478.0 427.0 503.0 45.9
18 Rennes 26.0 49.6 28.0 308.0 2520.0 37.0 26.0 3.0 5.0 51.0 1.0 1.32 0.93 2.25 1.21 2.14 37.1 33.4 1.33 1.19 28.0 28.0 2520.0 24.0 0.86 98.0 73.0 78.6 15.0 5.0 8.0 10.0 35.7 5.0 3.0 2.0 0.0 28.0 1.0 4.0 1.0 26.1 0.22 3.1 0.11 176.0 392.0 44.9 718.0 123.0 37.0 34.3 199.0 63.3 44.2 414.0 35.0 8.5 25.0 0.89 13.1 108.0 27.0 32.1 3.86 0.1 0.31 0.1 -0.1 0.6 10388.0 13199.0 78.7 190846.0 70232.0 4476.0 5169.0 86.6 4433.0 5163.0 85.9 1227.0 2150.0 57.1 241.0 708.0 163.0 58.0 936.0 11752.0 1407.0 403.0 24.0 120.0 478.0 124.0 64.0 47.0 1.0 629.0 40.0 208.0 602.0 21.5 422.0 40.0 30.0 52.0 62.0 2.21 44.0 3.0 5.0 4.0 0.0 501.0 296.0 251.0 205.0 45.0 277.0 96.0 181.0 272.0 594.0 7.0 16431.0 1665.0 5490.0 7998.0 3138.0 456.0 16426.0 9926.0 557.0 389.0 107.0 10319.0 435.0 263.0 0.0 387.0 404.0 40.0 5.0 5.0 1.0 1462.0 495.0 465.0 51.6
19 Saint-Étienne 31.0 48.2 28.0 308.0 2520.0 28.0 20.0 5.0 5.0 59.0 3.0 1.0 0.71 1.71 0.82 1.54 31.4 27.6 1.12 0.99 28.0 28.0 2520.0 45.0 1.61 125.0 80.0 68.0 8.0 6.0 14.0 5.0 17.9 6.0 5.0 0.0 1.0 28.0 0.0 2.0 0.0 40.2 0.28 -4.8 -0.17 125.0 375.0 33.3 605.0 104.0 42.0 35.5 209.0 57.9 42.7 338.0 13.0 3.8 20.0 0.71 13.0 97.0 15.0 31.9 3.46 0.08 0.24 0.09 -3.4 -4.6 10048.0 13149.0 76.4 179624.0 66007.0 4427.0 5195.0 85.2 4198.0 5013.0 83.7 1101.0 2146.0 51.3 219.0 687.0 145.0 43.0 979.0 11633.0 1473.0 375.0 24.0 119.0 563.0 140.0 87.0 36.0 2.0 678.0 43.0 227.0 520.0 18.57 352.0 54.0 25.0 37.0 51.0 1.82 30.0 8.0 5.0 5.0 1.0 512.0 318.0 212.0 238.0 62.0 267.0 63.0 204.0 376.0 478.0 15.0 16336.0 1527.0 5344.0 7827.0 3335.0 434.0 16331.0 8001.0 515.0 352.0 96.0 9974.0 476.0 296.0 2.0 371.0 324.0 43.0 3.0 6.0 0.0 1542.0 532.0 526.0 50.3
20 Strasbourg 25.0 49.6 27.0 297.0 2430.0 32.0 21.0 3.0 4.0 46.0 1.0 1.19 0.78 1.96 1.07 1.85 34.2 31.1 1.27 1.15 27.0 27.0 2430.0 32.0 1.19 104.0 71.0 75.0 11.0 5.0 11.0 8.0 29.6 7.0 6.0 1.0 0.0 27.0 0.0 3.0 0.0 33.4 0.26 1.4 0.05 199.0 458.0 43.4 651.0 111.0 49.3 39.6 201.0 68.2 51.3 335.0 17.0 5.1 9.0 0.33 11.0 105.0 13.0 32.5 3.89 0.09 0.28 0.1 -2.2 -2.1 10044.0 12842.0 78.2 195373.0 69947.0 3908.0 4556.0 85.8 4143.0 4872.0 85.0 1597.0 2582.0 61.9 246.0 733.0 198.0 75.0 982.0 11488.0 1321.0 342.0 23.0 215.0 579.0 129.0 46.0 60.0 0.0 592.0 33.0 205.0 572.0 21.19 423.0 56.0 23.0 31.0 56.0 2.07 43.0 3.0 2.0 5.0 0.0 472.0 293.0 234.0 193.0 45.0 198.0 51.0 147.0 301.0 436.0 11.0 15640.0 1461.0 4811.0 7586.0 3427.0 469.0 15636.0 9288.0 492.0 388.0 80.0 9971.0 440.0 255.0 1.0 367.0 311.0 33.0 4.0 7.0 0.0 1442.0 512.0 399.0 56.2
21 Toulouse 30.0 44.2 28.0 308.0 2520.0 21.0 14.0 4.0 6.0 48.0 5.0 0.75 0.5 1.25 0.61 1.11 31.7 27.2 1.13 0.97 28.0 28.0 2520.0 58.0 2.07 146.0 87.0 62.3 3.0 4.0 21.0 3.0 10.7 5.0 3.0 2.0 0.0 28.0 1.0 3.0 1.0 44.0 0.27 -13.0 -0.47 222.0 586.0 37.9 739.0 96.0 51.4 38.9 286.0 72.0 49.9 437.0 17.0 3.9 28.0 1.0 15.7 90.0 12.0 29.0 3.21 0.05 0.19 0.09 -10.7 -10.2 9333.0 12290.0 75.9 159454.0 65760.0 4710.0 5440.0 86.6 3342.0 4089.0 81.7 997.0 2067.0 48.2 230.0 655.0 165.0 57.0 949.0 10842.0 1418.0 341.0 15.0 60.0 534.0 123.0 43.0 72.0 0.0 582.0 30.0 214.0 552.0 19.71 381.0 57.0 34.0 29.0 39.0 1.39 26.0 2.0 4.0 4.0 1.0 549.0 346.0 270.0 227.0 52.0 252.0 77.0 175.0 320.0 592.0 13.0 15562.0 1755.0 5101.0 7114.0 3522.0 492.0 15556.0 8756.0 556.0 379.0 96.0 9271.0 475.0 293.0 1.0 396.0 295.0 30.0 4.0 5.0 1.0 1517.0 468.0 522.0 47.3