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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_2022-2023_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
Ajaccio,36.0,43.2,38.0,418.0,3420.0,22.0,12.0,6.0,9.0,86.0,10.0,0.58,0.32,0.89,0.42,0.74,36.1,29.4,0.95,0.77,38.0,38.0,3420.0,74.0,1.95,161.0,89.0,59.6,7.0,5.0,26.0,6.0,15.8,10.0,9.0,0.0,1.0,38.0,1.0,11.0,2.0,57.6,0.31,-14.4,-0.38,238.0,633.0,37.6,785.0,90.0,53.2,39.0,260.0,82.7,51.8,507.0,26.0,5.1,60.0,1.58,15.9,81.0,12.0,26.0,2.13,0.05,0.2,0.1,-14.1,-13.4,11216.0,15286.0,73.4,206467.0,81586.0,4741.0,5780.0,82.0,4578.0,5701.0,80.3,1448.0,2889.0,50.1,234.0,954.0,188.0,71.0,1169.0,13368.0,1855.0,562.0,39.0,57.0,631.0,126.0,42.0,65.0,0.0,795.0,63.0,349.0,539.0,14.18,350.0,72.0,34.0,51.0,38.0,1.0,23.0,0.0,5.0,5.0,2.0,637.0,382.0,321.0,236.0,80.0,359.0,85.0,274.0,420.0,670.0,10.0,19271.0,1979.0,6134.0,9380.0,3966.0,486.0,19262.0,12563.0,487.0,406.0,92.0,11114.0,625.0,324.0,2.0,541.0,495.0,63.0,8.0,10.0,2.0,2053.0,602.0,711.0,45.8
Angers,33.0,46.9,38.0,418.0,3420.0,31.0,18.0,4.0,4.0,69.0,5.0,0.82,0.47,1.29,0.71,1.18,40.9,37.8,1.08,0.99,38.0,38.0,3420.0,81.0,2.13,197.0,119.0,63.5,4.0,6.0,28.0,4.0,10.5,11.0,9.0,1.0,1.0,38.0,1.0,9.0,4.0,67.8,0.3,-9.2,-0.24,127.0,416.0,30.5,735.0,194.0,38.0,34.3,254.0,53.9,42.3,500.0,38.0,7.6,27.0,0.71,11.6,121.0,18.0,33.0,3.18,0.07,0.22,0.11,-9.9,-10.8,14103.0,17463.0,80.8,252709.0,88748.0,5934.0,6810.0,87.1,6249.0,7208.0,86.7,1435.0,2536.0,56.6,276.0,1124.0,214.0,65.0,1393.0,15689.0,1727.0,483.0,40.0,92.0,584.0,164.0,98.0,42.0,0.0,705.0,47.0,294.0,647.0,17.03,471.0,56.0,25.0,44.0,53.0,1.39,35.0,5.0,4.0,7.0,0.0,652.0,386.0,311.0,268.0,73.0,402.0,99.0,303.0,375.0,605.0,13.0,21515.0,2041.0,6588.0,10633.0,4609.0,567.0,21511.0,15521.0,632.0,596.0,149.0,13974.0,593.0,349.0,3.0,492.0,422.0,47.0,4.0,11.0,4.0,2025.0,436.0,441.0,49.7
Auxerre,33.0,43.3,38.0,418.0,3420.0,32.0,17.0,7.0,9.0,54.0,6.0,0.84,0.45,1.29,0.66,1.11,42.7,35.7,1.12,0.94,38.0,38.0,3420.0,63.0,1.66,181.0,117.0,67.4,8.0,11.0,19.0,7.0,18.4,6.0,4.0,2.0,0.0,38.0,0.0,3.0,1.0,57.8,0.3,-4.2,-0.11,268.0,698.0,38.4,978.0,145.0,48.4,39.5,289.0,77.9,53.5,599.0,17.0,2.8,26.0,0.68,13.0,117.0,15.0,27.9,3.08,0.06,0.21,0.09,-10.7,-10.7,12386.0,15989.0,77.5,240572.0,90967.0,4837.0,5709.0,84.7,5262.0,6177.0,85.2,1838.0,3237.0,56.8,301.0,1020.0,243.0,82.0,1284.0,14213.0,1728.0,491.0,31.0,210.0,617.0,135.0,56.0,57.0,0.0,712.0,48.0,305.0,733.0,19.29,528.0,61.0,40.0,35.0,50.0,1.32,28.0,4.0,7.0,8.0,0.0,674.0,378.0,337.0,263.0,74.0,441.0,118.0,323.0,454.0,782.0,10.0,20359.0,2523.0,7094.0,9231.0,4269.0,630.0,20350.0,13862.0,531.0,461.0,131.0,12268.0,645.0,320.0,4.0,462.0,419.0,48.0,6.0,6.0,1.0,2078.0,487.0,566.0,46.2
Brest,29.0,44.9,38.0,418.0,3420.0,43.0,28.0,7.0,8.0,63.0,2.0,1.13,0.74,1.87,0.95,1.68,43.3,37.1,1.14,0.98,38.0,38.0,3420.0,54.0,1.42,179.0,125.0,73.7,11.0,11.0,16.0,9.0,23.7,9.0,7.0,2.0,0.0,38.0,1.0,11.0,2.0,55.1,0.26,3.1,0.08,206.0,490.0,42.0,824.0,166.0,38.7,35.7,300.0,57.0,43.3,531.0,32.0,6.0,25.0,0.66,11.4,132.0,13.0,31.7,3.47,0.09,0.27,0.09,-0.3,-1.1,12486.0,16452.0,75.9,242407.0,93329.0,4874.0,5833.0,83.6,5395.0,6456.0,83.6,1807.0,3246.0,55.7,314.0,1027.0,243.0,94.0,1311.0,14545.0,1848.0,525.0,30.0,162.0,755.0,178.0,82.0,81.0,2.0,754.0,59.0,339.0,736.0,19.37,495.0,98.0,50.0,41.0,73.0,1.92,39.0,10.0,8.0,9.0,3.0,705.0,417.0,348.0,289.0,68.0,435.0,115.0,320.0,475.0,686.0,13.0,20724.0,2299.0,6960.0,9493.0,4555.0,668.0,20716.0,13923.0,592.0,490.0,124.0,12371.0,566.0,322.0,0.0,499.0,462.0,59.0,7.0,9.0,2.0,2115.0,633.0,569.0,52.7
Clermont Foot,28.0,48.3,38.0,418.0,3420.0,44.0,26.0,7.0,10.0,72.0,5.0,1.16,0.68,1.84,0.97,1.66,47.5,39.6,1.25,1.04,38.0,38.0,3420.0,49.0,1.29,164.0,111.0,75.0,17.0,8.0,13.0,10.0,26.3,12.0,8.0,4.0,0.0,38.0,0.0,5.0,0.0,56.5,0.29,7.5,0.2,238.0,618.0,38.5,1239.0,177.0,40.0,36.9,265.0,46.0,40.1,478.0,35.0,7.3,30.0,0.79,12.1,139.0,16.0,35.4,3.66,0.09,0.27,0.1,-3.5,-2.6,14212.0,17961.0,79.1,256952.0,96617.0,6081.0,7055.0,86.2,6018.0,7037.0,85.5,1613.0,2887.0,55.9,267.0,1004.0,239.0,62.0,1304.0,16060.0,1849.0,642.0,31.0,105.0,564.0,155.0,73.0,48.0,4.0,658.0,52.0,373.0,668.0,17.58,497.0,51.0,39.0,39.0,72.0,1.89,45.0,4.0,11.0,6.0,1.0,685.0,398.0,350.0,250.0,85.0,424.0,126.0,298.0,440.0,571.0,17.0,22057.0,2500.0,7753.0,10251.0,4323.0,656.0,22047.0,15772.0,532.0,508.0,111.0,14090.0,566.0,338.0,2.0,426.0,592.0,52.0,7.0,12.0,0.0,2051.0,410.0,427.0,49.0
Lens,29.0,55.6,38.0,418.0,3420.0,66.0,49.0,6.0,9.0,63.0,3.0,1.74,1.29,3.03,1.58,2.87,66.9,60.0,1.76,1.58,38.0,38.0,3420.0,29.0,0.76,129.0,101.0,79.8,25.0,9.0,4.0,15.0,39.5,3.0,3.0,0.0,0.0,38.0,0.0,6.0,1.0,34.0,0.24,6.0,0.16,183.0,449.0,40.8,1104.0,145.0,35.8,33.4,170.0,31.8,32.0,404.0,35.0,8.7,41.0,1.08,15.1,177.0,6.0,34.2,4.66,0.12,0.34,0.12,-0.9,0.0,17809.0,21203.0,84.0,307964.0,105609.0,7942.0,8840.0,89.8,7624.0,8652.0,88.1,1618.0,2642.0,61.2,395.0,1547.0,354.0,105.0,1829.0,19476.0,1665.0,556.0,53.0,111.0,791.0,204.0,80.0,87.0,1.0,623.0,62.0,311.0,921.0,24.24,681.0,80.0,49.0,40.0,116.0,3.05,85.0,8.0,6.0,5.0,3.0,540.0,323.0,225.0,238.0,77.0,401.0,112.0,289.0,339.0,559.0,7.0,24935.0,2026.0,6456.0,12750.0,5964.0,841.0,24926.0,19150.0,738.0,732.0,160.0,17645.0,526.0,302.0,0.0,492.0,481.0,62.0,7.0,3.0,1.0,1975.0,406.0,369.0,52.4
Lille,26.0,60.5,38.0,418.0,3420.0,65.0,40.0,11.0,12.0,82.0,1.0,1.71,1.05,2.76,1.42,2.47,68.7,60.0,1.81,1.58,38.0,38.0,3420.0,44.0,1.16,120.0,80.0,66.7,19.0,10.0,9.0,10.0,26.3,5.0,4.0,1.0,0.0,38.0,2.0,3.0,3.0,39.2,0.29,-1.8,-0.05,82.0,316.0,25.9,1041.0,148.0,25.6,29.0,120.0,40.8,35.9,382.0,27.0,7.1,34.0,0.89,13.9,201.0,16.0,36.9,5.29,0.1,0.27,0.12,-3.7,-6.0,19266.0,22826.0,84.4,325045.0,109059.0,8924.0,9956.0,89.6,8012.0,8981.0,89.2,1622.0,2635.0,61.6,421.0,1602.0,398.0,61.0,1982.0,20992.0,1770.0,555.0,56.0,124.0,624.0,217.0,81.0,76.0,1.0,718.0,64.0,398.0,996.0,26.21,735.0,79.0,70.0,51.0,111.0,2.92,76.0,6.0,15.0,12.0,0.0,635.0,370.0,266.0,265.0,104.0,390.0,74.0,316.0,301.0,543.0,13.0,26767.0,2074.0,7054.0,13386.0,6573.0,1010.0,26755.0,20538.0,798.0,705.0,206.0,19056.0,537.0,398.0,0.0,497.0,480.0,64.0,10.0,4.0,3.0,2138.0,440.0,463.0,48.7
Lorient,30.0,46.6,38.0,418.0,3420.0,49.0,32.0,4.0,6.0,48.0,4.0,1.29,0.84,2.13,1.18,2.03,44.5,39.8,1.17,1.05,38.0,38.0,3420.0,53.0,1.39,182.0,130.0,72.0,15.0,10.0,13.0,8.0,21.1,2.0,2.0,0.0,0.0,38.0,2.0,6.0,1.0,52.4,0.28,0.4,0.01,142.0,404.0,35.1,944.0,186.0,30.0,30.8,257.0,47.1,37.0,725.0,33.0,4.6,16.0,0.42,9.6,149.0,16.0,37.5,3.92,0.11,0.3,0.1,4.5,5.2,14837.0,18087.0,82.0,248618.0,91944.0,6810.0,7694.0,88.5,6246.0,7147.0,87.4,1173.0,2192.0,53.5,295.0,994.0,240.0,38.0,1329.0,16255.0,1783.0,540.0,48.0,55.0,434.0,145.0,60.0,52.0,2.0,658.0,49.0,334.0,705.0,18.55,505.0,43.0,38.0,38.0,86.0,2.26,52.0,6.0,5.0,6.0,2.0,736.0,420.0,409.0,244.0,83.0,484.0,141.0,343.0,369.0,849.0,17.0,22605.0,2854.0,8346.0,10039.0,4473.0,695.0,22599.0,16379.0,753.0,592.0,175.0,14727.0,596.0,332.0,3.0,397.0,501.0,49.0,5.0,2.0,1.0,2019.0,407.0,479.0,45.9
Lyon,29.0,58.1,38.0,418.0,3420.0,63.0,45.0,6.0,8.0,61.0,3.0,1.66,1.18,2.84,1.5,2.68,61.1,54.8,1.61,1.44,38.0,38.0,3417.0,47.0,1.24,155.0,111.0,76.8,18.0,8.0,12.0,8.0,21.1,11.0,11.0,0.0,0.0,38.0,2.0,5.0,3.0,50.2,0.26,6.2,0.16,126.0,366.0,34.4,1016.0,164.0,29.7,31.3,230.0,27.8,30.6,436.0,25.0,5.7,35.0,0.92,14.7,199.0,18.0,38.9,5.24,0.11,0.29,0.11,1.9,2.2,18956.0,22698.0,83.5,326617.0,110346.0,8477.0,9572.0,88.6,8134.0,9170.0,88.7,1688.0,2738.0,61.7,393.0,1575.0,381.0,76.0,1883.0,20857.0,1784.0,521.0,65.0,101.0,649.0,184.0,71.0,68.0,0.0,758.0,57.0,395.0,902.0,23.74,668.0,67.0,52.0,39.0,109.0,2.87,85.0,6.0,8.0,6.0,1.0,723.0,423.0,306.0,282.0,135.0,433.0,107.0,326.0,481.0,542.0,12.0,27048.0,2207.0,7251.0,13396.0,6634.0,1041.0,27040.0,20488.0,709.0,719.0,233.0,18817.0,618.0,371.0,1.0,500.0,453.0,57.0,5.0,11.0,3.0,2144.0,452.0,438.0,50.8
Marseille,30.0,56.7,38.0,418.0,3420.0,61.0,38.0,6.0,7.0,63.0,4.0,1.61,1.0,2.61,1.45,2.45,65.3,60.0,1.72,1.58,38.0,38.0,3420.0,40.0,1.05,142.0,105.0,75.4,22.0,7.0,9.0,10.0,26.3,5.0,5.0,0.0,0.0,38.0,0.0,7.0,3.0,37.7,0.24,0.7,0.02,123.0,371.0,33.2,1106.0,163.0,24.4,30.5,213.0,47.4,38.8,443.0,25.0,5.6,44.0,1.16,15.7,173.0,16.0,31.7,4.55,0.1,0.32,0.11,-4.3,-5.0,16817.0,20689.0,81.3,300757.0,97471.0,7113.0,8165.0,87.1,7385.0,8560.0,86.3,1744.0,2795.0,62.4,397.0,1555.0,443.0,98.0,1919.0,18914.0,1707.0,448.0,72.0,149.0,751.0,209.0,107.0,50.0,0.0,723.0,68.0,359.0,954.0,25.11,693.0,71.0,71.0,38.0,98.0,2.58,55.0,8.0,16.0,6.0,4.0,685.0,404.0,271.0,304.0,110.0,366.0,101.0,265.0,420.0,570.0,11.0,24839.0,2007.0,6525.0,11697.0,6878.0,1000.0,24832.0,18366.0,759.0,639.0,172.0,16633.0,598.0,360.0,1.0,533.0,419.0,68.0,3.0,5.0,3.0,2291.0,491.0,484.0,50.4
Monaco,27.0,48.2,38.0,418.0,3420.0,69.0,47.0,5.0,8.0,64.0,5.0,1.82,1.24,3.05,1.68,2.92,62.1,55.7,1.63,1.47,38.0,38.0,3420.0,58.0,1.53,195.0,140.0,72.8,19.0,8.0,11.0,9.0,23.7,5.0,5.0,0.0,0.0,38.0,1.0,4.0,3.0,49.5,0.24,-5.5,-0.14,189.0,445.0,42.5,875.0,203.0,32.2,32.8,266.0,61.3,45.6,454.0,36.0,7.9,33.0,0.87,12.7,199.0,10.0,42.3,5.24,0.14,0.32,0.12,6.9,8.3,14414.0,18378.0,78.4,263795.0,99640.0,5987.0,7079.0,84.6,6203.0,7320.0,84.7,1718.0,2930.0,58.6,358.0,1373.0,374.0,59.0,1820.0,16574.0,1720.0,457.0,46.0,137.0,661.0,166.0,80.0,72.0,1.0,730.0,84.0,356.0,834.0,21.95,620.0,69.0,46.0,35.0,117.0,3.08,78.0,9.0,11.0,9.0,3.0,696.0,400.0,284.0,310.0,102.0,459.0,120.0,339.0,426.0,549.0,14.0,22398.0,2069.0,5963.0,10799.0,5891.0,918.0,22390.0,15973.0,719.0,590.0,183.0,14273.0,550.0,345.0,3.0,488.0,411.0,84.0,8.0,5.0,3.0,2203.0,515.0,457.0,53.0
Montpellier,31.0,45.8,38.0,418.0,3420.0,64.0,41.0,7.0,7.0,68.0,10.0,1.68,1.08,2.76,1.5,2.58,52.2,46.7,1.37,1.23,38.0,38.0,3420.0,62.0,1.63,202.0,138.0,72.3,15.0,5.0,18.0,11.0,28.9,11.0,6.0,4.0,1.0,38.0,0.0,6.0,2.0,64.7,0.28,4.7,0.12,201.0,583.0,34.5,938.0,172.0,42.5,35.9,299.0,61.5,45.4,572.0,34.0,5.9,27.0,0.71,11.2,165.0,22.0,37.9,4.34,0.13,0.35,0.11,11.8,10.3,12420.0,16221.0,76.6,223908.0,86793.0,5391.0,6416.0,84.0,4978.0,5904.0,84.3,1511.0,2866.0,52.7,310.0,906.0,215.0,60.0,1250.0,14249.0,1901.0,555.0,38.0,123.0,673.0,195.0,85.0,87.0,2.0,749.0,71.0,319.0,748.0,19.68,515.0,74.0,49.0,52.0,106.0,2.79,77.0,5.0,11.0,8.0,1.0,684.0,413.0,362.0,249.0,73.0,448.0,121.0,327.0,404.0,686.0,9.0,20469.0,2351.0,6847.0,9513.0,4378.0,670.0,20462.0,13886.0,556.0,494.0,150.0,12321.0,594.0,362.0,1.0,488.0,523.0,71.0,6.0,11.0,2.0,2095.0,480.0,553.0,46.5
Nantes,29.0,45.9,38.0,418.0,3420.0,35.0,27.0,3.0,5.0,65.0,4.0,0.92,0.71,1.63,0.84,1.55,42.8,39.0,1.13,1.03,38.0,38.0,3419.0,55.0,1.45,185.0,134.0,75.1,7.0,15.0,16.0,11.0,28.9,9.0,9.0,0.0,0.0,38.0,1.0,6.0,4.0,56.3,0.26,5.3,0.14,194.0,525.0,37.0,962.0,211.0,36.9,35.4,253.0,67.2,49.2,504.0,43.0,8.5,39.0,1.03,12.2,151.0,16.0,34.1,3.97,0.07,0.21,0.09,-7.8,-7.0,13283.0,17169.0,77.4,249004.0,92349.0,5334.0,6308.0,84.6,5788.0,6906.0,83.8,1710.0,3062.0,55.8,330.0,1217.0,248.0,103.0,1565.0,15386.0,1729.0,462.0,17.0,121.0,820.0,196.0,77.0,89.0,0.0,725.0,54.0,313.0,771.0,20.29,558.0,70.0,49.0,33.0,63.0,1.66,45.0,6.0,4.0,4.0,1.0,709.0,431.0,367.0,249.0,93.0,427.0,107.0,320.0,431.0,731.0,8.0,21497.0,2310.0,6504.0,10417.0,4849.0,726.0,21492.0,14771.0,705.0,483.0,154.0,13142.0,553.0,350.0,2.0,481.0,414.0,54.0,3.0,9.0,4.0,2075.0,592.0,598.0,49.7
Nice,34.0,51.5,38.0,418.0,3420.0,47.0,32.0,6.0,7.0,53.0,3.0,1.24,0.84,2.08,1.08,1.92,57.2,51.8,1.51,1.36,38.0,38.0,3420.0,37.0,0.97,147.0,109.0,76.9,15.0,13.0,10.0,11.0,28.9,5.0,3.0,1.0,1.0,38.0,2.0,5.0,0.0,39.0,0.24,2.0,0.05,178.0,408.0,43.6,958.0,130.0,30.2,32.5,296.0,40.2,36.2,481.0,26.0,5.4,26.0,0.68,13.0,187.0,11.0,36.9,4.92,0.08,0.22,0.1,-10.2,-10.8,17325.0,20784.0,83.4,302310.0,104293.0,7763.0,8659.0,89.7,7395.0,8322.0,88.9,1612.0,2744.0,58.7,389.0,1195.0,294.0,81.0,1534.0,19059.0,1674.0,442.0,53.0,93.0,690.0,193.0,88.0,60.0,0.0,656.0,51.0,368.0,894.0,23.53,654.0,77.0,55.0,25.0,82.0,2.16,52.0,6.0,10.0,4.0,0.0,818.0,467.0,415.0,295.0,108.0,419.0,115.0,304.0,413.0,588.0,9.0,25011.0,2520.0,8118.0,11897.0,5306.0,801.0,25004.0,18764.0,774.0,663.0,168.0,17175.0,547.0,384.0,1.0,383.0,376.0,51.0,5.0,5.0,0.0,2143.0,392.0,365.0,51.8
Paris S-G,26.0,60.7,38.0,418.0,3420.0,86.0,62.0,5.0,7.0,57.0,5.0,2.26,1.63,3.89,2.13,3.76,78.2,72.6,2.06,1.91,38.0,38.0,3420.0,40.0,1.05,160.0,120.0,76.3,27.0,4.0,7.0,13.0,34.2,5.0,2.0,1.0,2.0,38.0,1.0,3.0,1.0,43.3,0.26,4.3,0.11,54.0,148.0,36.5,731.0,167.0,14.9,23.8,208.0,18.8,24.0,437.0,33.0,7.6,27.0,0.71,12.1,242.0,28.0,43.1,6.37,0.14,0.33,0.13,7.8,8.4,23694.0,26476.0,89.5,370887.0,117063.0,12058.0,13038.0,92.5,8984.0,9684.0,92.8,1551.0,2115.0,73.3,435.0,1901.0,479.0,46.0,2029.0,24872.0,1527.0,458.0,149.0,109.0,399.0,204.0,74.0,61.0,0.0,537.0,77.0,368.0,1024.0,26.95,791.0,60.0,58.0,47.0,151.0,3.97,116.0,5.0,11.0,8.0,2.0,612.0,362.0,253.0,255.0,104.0,378.0,109.0,269.0,296.0,432.0,20.0,30202.0,2265.0,7245.0,15502.0,7723.0,1130.0,30195.0,24951.0,810.0,842.0,238.0,23544.0,445.0,392.0,2.0,380.0,416.0,77.0,5.0,5.0,1.0,1938.0,245.0,201.0,54.9
Reims,34.0,48.7,38.0,418.0,3420.0,45.0,31.0,7.0,8.0,70.0,9.0,1.18,0.82,2.0,1.0,1.82,61.5,55.2,1.62,1.45,38.0,38.0,3420.0,45.0,1.18,166.0,123.0,74.7,12.0,15.0,11.0,14.0,36.8,3.0,3.0,0.0,0.0,38.0,2.0,4.0,2.0,48.8,0.28,5.8,0.15,165.0,402.0,41.0,1026.0,216.0,30.7,32.4,244.0,35.7,35.3,533.0,48.0,9.0,39.0,1.03,12.6,165.0,17.0,32.0,4.34,0.07,0.23,0.11,-16.5,-17.2,13670.0,17565.0,77.8,255023.0,95219.0,5346.0,6462.0,82.7,6288.0,7422.0,84.7,1634.0,2771.0,59.0,383.0,1234.0,323.0,87.0,1717.0,15706.0,1774.0,475.0,72.0,140.0,707.0,178.0,56.0,79.0,0.0,777.0,85.0,354.0,900.0,23.68,687.0,54.0,54.0,33.0,79.0,2.08,55.0,2.0,7.0,7.0,0.0,703.0,407.0,338.0,259.0,106.0,468.0,127.0,341.0,397.0,633.0,15.0,22018.0,2275.0,6937.0,10012.0,5357.0,823.0,22010.0,15457.0,712.0,535.0,187.0,13524.0,675.0,379.0,2.0,507.0,423.0,85.0,7.0,3.0,2.0,2368.0,472.0,465.0,50.4
Rennes,32.0,55.4,38.0,418.0,3420.0,66.0,47.0,3.0,3.0,58.0,6.0,1.74,1.24,2.97,1.66,2.89,61.4,59.0,1.62,1.55,38.0,38.0,3420.0,39.0,1.03,126.0,86.0,71.4,21.0,5.0,12.0,13.0,34.2,5.0,3.0,2.0,0.0,38.0,0.0,7.0,1.0,38.9,0.28,0.9,0.02,186.0,487.0,38.2,1131.0,180.0,31.4,31.7,227.0,58.1,43.0,457.0,40.0,8.8,56.0,1.47,16.4,189.0,15.0,35.9,4.97,0.12,0.33,0.12,4.6,4.0,17618.0,21193.0,83.1,329357.0,104782.0,6547.0,7582.0,86.3,8678.0,9724.0,89.2,1943.0,2973.0,65.4,396.0,1422.0,378.0,75.0,1922.0,19509.0,1630.0,464.0,51.0,104.0,564.0,174.0,63.0,78.0,0.0,683.0,54.0,354.0,932.0,24.53,679.0,69.0,66.0,30.0,114.0,3.0,79.0,3.0,9.0,6.0,2.0,600.0,335.0,255.0,251.0,94.0,392.0,91.0,301.0,341.0,587.0,10.0,25212.0,2030.0,6550.0,12749.0,6163.0,1000.0,25209.0,19035.0,774.0,709.0,208.0,17479.0,565.0,337.0,2.0,465.0,379.0,54.0,3.0,5.0,1.0,2035.0,538.0,520.0,50.9
Strasbourg,29.0,45.9,38.0,418.0,3420.0,48.0,28.0,5.0,7.0,73.0,7.0,1.26,0.74,2.0,1.13,1.87,48.5,42.8,1.28,1.13,38.0,38.0,3420.0,59.0,1.55,174.0,115.0,71.8,9.0,13.0,16.0,6.0,15.8,11.0,10.0,0.0,1.0,38.0,1.0,6.0,0.0,56.5,0.27,-2.5,-0.06,159.0,455.0,34.9,775.0,130.0,44.8,36.9,196.0,55.1,43.9,504.0,31.0,6.2,32.0,0.84,12.8,150.0,21.0,33.9,3.95,0.1,0.29,0.1,-0.5,0.2,13337.0,17277.0,77.2,243280.0,88687.0,5565.0,6548.0,85.0,5799.0,6916.0,83.8,1518.0,2902.0,52.3,324.0,1110.0,313.0,97.0,1351.0,15473.0,1761.0,555.0,49.0,131.0,647.0,143.0,45.0,75.0,1.0,740.0,43.0,324.0,774.0,20.37,550.0,69.0,45.0,53.0,78.0,2.05,52.0,2.0,9.0,7.0,3.0,690.0,409.0,316.0,284.0,90.0,423.0,98.0,325.0,437.0,688.0,5.0,21567.0,2088.0,6402.0,10381.0,5043.0,755.0,21560.0,14701.0,610.0,604.0,131.0,13215.0,589.0,313.0,2.0,529.0,474.0,43.0,6.0,11.0,0.0,2132.0,677.0,573.0,54.2
Toulouse,29.0,51.3,38.0,418.0,3420.0,50.0,33.0,4.0,4.0,62.0,3.0,1.32,0.87,2.18,1.21,2.08,52.5,49.4,1.38,1.3,38.0,38.0,3420.0,57.0,1.5,179.0,122.0,70.4,13.0,9.0,16.0,9.0,23.7,7.0,4.0,3.0,0.0,38.0,2.0,8.0,3.0,54.2,0.28,0.2,0.01,136.0,363.0,37.5,1006.0,176.0,24.4,29.5,264.0,44.7,37.2,517.0,30.0,5.8,21.0,0.55,10.1,171.0,19.0,37.7,4.5,0.1,0.27,0.11,-2.5,-3.4,15392.0,19236.0,80.0,275031.0,102525.0,6715.0,7800.0,86.1,6477.0,7508.0,86.3,1671.0,2815.0,59.4,329.0,1259.0,297.0,59.0,1737.0,17352.0,1810.0,453.0,38.0,201.0,660.0,201.0,71.0,113.0,0.0,739.0,74.0,422.0,768.0,20.21,558.0,70.0,66.0,33.0,81.0,2.13,59.0,5.0,10.0,4.0,0.0,716.0,406.0,349.0,264.0,103.0,476.0,138.0,338.0,409.0,656.0,15.0,23432.0,2448.0,7418.0,10853.0,5373.0,773.0,23428.0,16785.0,648.0,533.0,150.0,15271.0,554.0,303.0,3.0,473.0,413.0,74.0,2.0,7.0,3.0,2168.0,483.0,460.0,51.2
Troyes,32.0,42.6,38.0,418.0,3420.0,43.0,26.0,5.0,5.0,55.0,5.0,1.13,0.68,1.82,1.0,1.68,39.1,35.6,1.03,0.94,38.0,38.0,3418.0,81.0,2.13,228.0,148.0,67.5,4.0,12.0,22.0,1.0,2.6,8.0,7.0,1.0,0.0,38.0,0.0,10.0,2.0,71.3,0.29,-7.7,-0.2,146.0,518.0,28.2,942.0,185.0,36.1,33.7,319.0,55.8,42.7,650.0,45.0,6.9,22.0,0.58,10.1,130.0,8.0,33.3,3.42,0.1,0.29,0.09,3.9,2.4,12751.0,16193.0,78.7,226331.0,85483.0,5580.0,6477.0,86.2,5447.0,6399.0,85.1,1278.0,2441.0,52.4,303.0,941.0,206.0,63.0,1235.0,14416.0,1720.0,477.0,35.0,128.0,517.0,148.0,79.0,35.0,0.0,650.0,57.0,327.0,696.0,18.32,503.0,59.0,40.0,34.0,72.0,1.89,48.0,3.0,8.0,7.0,0.0,608.0,361.0,333.0,207.0,68.0,416.0,144.0,272.0,398.0,779.0,5.0,20380.0,2819.0,7826.0,8833.0,3993.0,590.0,20375.0,14238.0,638.0,481.0,144.0,12642.0,531.0,341.0,1.0,402.0,404.0,57.0,4.0,8.0,2.0,1986.0,476.0,495.0,49.0
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 Ajaccio 36.0 43.2 38.0 418.0 3420.0 22.0 12.0 6.0 9.0 86.0 10.0 0.58 0.32 0.89 0.42 0.74 36.1 29.4 0.95 0.77 38.0 38.0 3420.0 74.0 1.95 161.0 89.0 59.6 7.0 5.0 26.0 6.0 15.8 10.0 9.0 0.0 1.0 38.0 1.0 11.0 2.0 57.6 0.31 -14.4 -0.38 238.0 633.0 37.6 785.0 90.0 53.2 39.0 260.0 82.7 51.8 507.0 26.0 5.1 60.0 1.58 15.9 81.0 12.0 26.0 2.13 0.05 0.2 0.1 -14.1 -13.4 11216.0 15286.0 73.4 206467.0 81586.0 4741.0 5780.0 82.0 4578.0 5701.0 80.3 1448.0 2889.0 50.1 234.0 954.0 188.0 71.0 1169.0 13368.0 1855.0 562.0 39.0 57.0 631.0 126.0 42.0 65.0 0.0 795.0 63.0 349.0 539.0 14.18 350.0 72.0 34.0 51.0 38.0 1.0 23.0 0.0 5.0 5.0 2.0 637.0 382.0 321.0 236.0 80.0 359.0 85.0 274.0 420.0 670.0 10.0 19271.0 1979.0 6134.0 9380.0 3966.0 486.0 19262.0 12563.0 487.0 406.0 92.0 11114.0 625.0 324.0 2.0 541.0 495.0 63.0 8.0 10.0 2.0 2053.0 602.0 711.0 45.8
3 Angers 33.0 46.9 38.0 418.0 3420.0 31.0 18.0 4.0 4.0 69.0 5.0 0.82 0.47 1.29 0.71 1.18 40.9 37.8 1.08 0.99 38.0 38.0 3420.0 81.0 2.13 197.0 119.0 63.5 4.0 6.0 28.0 4.0 10.5 11.0 9.0 1.0 1.0 38.0 1.0 9.0 4.0 67.8 0.3 -9.2 -0.24 127.0 416.0 30.5 735.0 194.0 38.0 34.3 254.0 53.9 42.3 500.0 38.0 7.6 27.0 0.71 11.6 121.0 18.0 33.0 3.18 0.07 0.22 0.11 -9.9 -10.8 14103.0 17463.0 80.8 252709.0 88748.0 5934.0 6810.0 87.1 6249.0 7208.0 86.7 1435.0 2536.0 56.6 276.0 1124.0 214.0 65.0 1393.0 15689.0 1727.0 483.0 40.0 92.0 584.0 164.0 98.0 42.0 0.0 705.0 47.0 294.0 647.0 17.03 471.0 56.0 25.0 44.0 53.0 1.39 35.0 5.0 4.0 7.0 0.0 652.0 386.0 311.0 268.0 73.0 402.0 99.0 303.0 375.0 605.0 13.0 21515.0 2041.0 6588.0 10633.0 4609.0 567.0 21511.0 15521.0 632.0 596.0 149.0 13974.0 593.0 349.0 3.0 492.0 422.0 47.0 4.0 11.0 4.0 2025.0 436.0 441.0 49.7
4 Auxerre 33.0 43.3 38.0 418.0 3420.0 32.0 17.0 7.0 9.0 54.0 6.0 0.84 0.45 1.29 0.66 1.11 42.7 35.7 1.12 0.94 38.0 38.0 3420.0 63.0 1.66 181.0 117.0 67.4 8.0 11.0 19.0 7.0 18.4 6.0 4.0 2.0 0.0 38.0 0.0 3.0 1.0 57.8 0.3 -4.2 -0.11 268.0 698.0 38.4 978.0 145.0 48.4 39.5 289.0 77.9 53.5 599.0 17.0 2.8 26.0 0.68 13.0 117.0 15.0 27.9 3.08 0.06 0.21 0.09 -10.7 -10.7 12386.0 15989.0 77.5 240572.0 90967.0 4837.0 5709.0 84.7 5262.0 6177.0 85.2 1838.0 3237.0 56.8 301.0 1020.0 243.0 82.0 1284.0 14213.0 1728.0 491.0 31.0 210.0 617.0 135.0 56.0 57.0 0.0 712.0 48.0 305.0 733.0 19.29 528.0 61.0 40.0 35.0 50.0 1.32 28.0 4.0 7.0 8.0 0.0 674.0 378.0 337.0 263.0 74.0 441.0 118.0 323.0 454.0 782.0 10.0 20359.0 2523.0 7094.0 9231.0 4269.0 630.0 20350.0 13862.0 531.0 461.0 131.0 12268.0 645.0 320.0 4.0 462.0 419.0 48.0 6.0 6.0 1.0 2078.0 487.0 566.0 46.2
5 Brest 29.0 44.9 38.0 418.0 3420.0 43.0 28.0 7.0 8.0 63.0 2.0 1.13 0.74 1.87 0.95 1.68 43.3 37.1 1.14 0.98 38.0 38.0 3420.0 54.0 1.42 179.0 125.0 73.7 11.0 11.0 16.0 9.0 23.7 9.0 7.0 2.0 0.0 38.0 1.0 11.0 2.0 55.1 0.26 3.1 0.08 206.0 490.0 42.0 824.0 166.0 38.7 35.7 300.0 57.0 43.3 531.0 32.0 6.0 25.0 0.66 11.4 132.0 13.0 31.7 3.47 0.09 0.27 0.09 -0.3 -1.1 12486.0 16452.0 75.9 242407.0 93329.0 4874.0 5833.0 83.6 5395.0 6456.0 83.6 1807.0 3246.0 55.7 314.0 1027.0 243.0 94.0 1311.0 14545.0 1848.0 525.0 30.0 162.0 755.0 178.0 82.0 81.0 2.0 754.0 59.0 339.0 736.0 19.37 495.0 98.0 50.0 41.0 73.0 1.92 39.0 10.0 8.0 9.0 3.0 705.0 417.0 348.0 289.0 68.0 435.0 115.0 320.0 475.0 686.0 13.0 20724.0 2299.0 6960.0 9493.0 4555.0 668.0 20716.0 13923.0 592.0 490.0 124.0 12371.0 566.0 322.0 0.0 499.0 462.0 59.0 7.0 9.0 2.0 2115.0 633.0 569.0 52.7
6 Clermont Foot 28.0 48.3 38.0 418.0 3420.0 44.0 26.0 7.0 10.0 72.0 5.0 1.16 0.68 1.84 0.97 1.66 47.5 39.6 1.25 1.04 38.0 38.0 3420.0 49.0 1.29 164.0 111.0 75.0 17.0 8.0 13.0 10.0 26.3 12.0 8.0 4.0 0.0 38.0 0.0 5.0 0.0 56.5 0.29 7.5 0.2 238.0 618.0 38.5 1239.0 177.0 40.0 36.9 265.0 46.0 40.1 478.0 35.0 7.3 30.0 0.79 12.1 139.0 16.0 35.4 3.66 0.09 0.27 0.1 -3.5 -2.6 14212.0 17961.0 79.1 256952.0 96617.0 6081.0 7055.0 86.2 6018.0 7037.0 85.5 1613.0 2887.0 55.9 267.0 1004.0 239.0 62.0 1304.0 16060.0 1849.0 642.0 31.0 105.0 564.0 155.0 73.0 48.0 4.0 658.0 52.0 373.0 668.0 17.58 497.0 51.0 39.0 39.0 72.0 1.89 45.0 4.0 11.0 6.0 1.0 685.0 398.0 350.0 250.0 85.0 424.0 126.0 298.0 440.0 571.0 17.0 22057.0 2500.0 7753.0 10251.0 4323.0 656.0 22047.0 15772.0 532.0 508.0 111.0 14090.0 566.0 338.0 2.0 426.0 592.0 52.0 7.0 12.0 0.0 2051.0 410.0 427.0 49.0
7 Lens 29.0 55.6 38.0 418.0 3420.0 66.0 49.0 6.0 9.0 63.0 3.0 1.74 1.29 3.03 1.58 2.87 66.9 60.0 1.76 1.58 38.0 38.0 3420.0 29.0 0.76 129.0 101.0 79.8 25.0 9.0 4.0 15.0 39.5 3.0 3.0 0.0 0.0 38.0 0.0 6.0 1.0 34.0 0.24 6.0 0.16 183.0 449.0 40.8 1104.0 145.0 35.8 33.4 170.0 31.8 32.0 404.0 35.0 8.7 41.0 1.08 15.1 177.0 6.0 34.2 4.66 0.12 0.34 0.12 -0.9 0.0 17809.0 21203.0 84.0 307964.0 105609.0 7942.0 8840.0 89.8 7624.0 8652.0 88.1 1618.0 2642.0 61.2 395.0 1547.0 354.0 105.0 1829.0 19476.0 1665.0 556.0 53.0 111.0 791.0 204.0 80.0 87.0 1.0 623.0 62.0 311.0 921.0 24.24 681.0 80.0 49.0 40.0 116.0 3.05 85.0 8.0 6.0 5.0 3.0 540.0 323.0 225.0 238.0 77.0 401.0 112.0 289.0 339.0 559.0 7.0 24935.0 2026.0 6456.0 12750.0 5964.0 841.0 24926.0 19150.0 738.0 732.0 160.0 17645.0 526.0 302.0 0.0 492.0 481.0 62.0 7.0 3.0 1.0 1975.0 406.0 369.0 52.4
8 Lille 26.0 60.5 38.0 418.0 3420.0 65.0 40.0 11.0 12.0 82.0 1.0 1.71 1.05 2.76 1.42 2.47 68.7 60.0 1.81 1.58 38.0 38.0 3420.0 44.0 1.16 120.0 80.0 66.7 19.0 10.0 9.0 10.0 26.3 5.0 4.0 1.0 0.0 38.0 2.0 3.0 3.0 39.2 0.29 -1.8 -0.05 82.0 316.0 25.9 1041.0 148.0 25.6 29.0 120.0 40.8 35.9 382.0 27.0 7.1 34.0 0.89 13.9 201.0 16.0 36.9 5.29 0.1 0.27 0.12 -3.7 -6.0 19266.0 22826.0 84.4 325045.0 109059.0 8924.0 9956.0 89.6 8012.0 8981.0 89.2 1622.0 2635.0 61.6 421.0 1602.0 398.0 61.0 1982.0 20992.0 1770.0 555.0 56.0 124.0 624.0 217.0 81.0 76.0 1.0 718.0 64.0 398.0 996.0 26.21 735.0 79.0 70.0 51.0 111.0 2.92 76.0 6.0 15.0 12.0 0.0 635.0 370.0 266.0 265.0 104.0 390.0 74.0 316.0 301.0 543.0 13.0 26767.0 2074.0 7054.0 13386.0 6573.0 1010.0 26755.0 20538.0 798.0 705.0 206.0 19056.0 537.0 398.0 0.0 497.0 480.0 64.0 10.0 4.0 3.0 2138.0 440.0 463.0 48.7
9 Lorient 30.0 46.6 38.0 418.0 3420.0 49.0 32.0 4.0 6.0 48.0 4.0 1.29 0.84 2.13 1.18 2.03 44.5 39.8 1.17 1.05 38.0 38.0 3420.0 53.0 1.39 182.0 130.0 72.0 15.0 10.0 13.0 8.0 21.1 2.0 2.0 0.0 0.0 38.0 2.0 6.0 1.0 52.4 0.28 0.4 0.01 142.0 404.0 35.1 944.0 186.0 30.0 30.8 257.0 47.1 37.0 725.0 33.0 4.6 16.0 0.42 9.6 149.0 16.0 37.5 3.92 0.11 0.3 0.1 4.5 5.2 14837.0 18087.0 82.0 248618.0 91944.0 6810.0 7694.0 88.5 6246.0 7147.0 87.4 1173.0 2192.0 53.5 295.0 994.0 240.0 38.0 1329.0 16255.0 1783.0 540.0 48.0 55.0 434.0 145.0 60.0 52.0 2.0 658.0 49.0 334.0 705.0 18.55 505.0 43.0 38.0 38.0 86.0 2.26 52.0 6.0 5.0 6.0 2.0 736.0 420.0 409.0 244.0 83.0 484.0 141.0 343.0 369.0 849.0 17.0 22605.0 2854.0 8346.0 10039.0 4473.0 695.0 22599.0 16379.0 753.0 592.0 175.0 14727.0 596.0 332.0 3.0 397.0 501.0 49.0 5.0 2.0 1.0 2019.0 407.0 479.0 45.9
10 Lyon 29.0 58.1 38.0 418.0 3420.0 63.0 45.0 6.0 8.0 61.0 3.0 1.66 1.18 2.84 1.5 2.68 61.1 54.8 1.61 1.44 38.0 38.0 3417.0 47.0 1.24 155.0 111.0 76.8 18.0 8.0 12.0 8.0 21.1 11.0 11.0 0.0 0.0 38.0 2.0 5.0 3.0 50.2 0.26 6.2 0.16 126.0 366.0 34.4 1016.0 164.0 29.7 31.3 230.0 27.8 30.6 436.0 25.0 5.7 35.0 0.92 14.7 199.0 18.0 38.9 5.24 0.11 0.29 0.11 1.9 2.2 18956.0 22698.0 83.5 326617.0 110346.0 8477.0 9572.0 88.6 8134.0 9170.0 88.7 1688.0 2738.0 61.7 393.0 1575.0 381.0 76.0 1883.0 20857.0 1784.0 521.0 65.0 101.0 649.0 184.0 71.0 68.0 0.0 758.0 57.0 395.0 902.0 23.74 668.0 67.0 52.0 39.0 109.0 2.87 85.0 6.0 8.0 6.0 1.0 723.0 423.0 306.0 282.0 135.0 433.0 107.0 326.0 481.0 542.0 12.0 27048.0 2207.0 7251.0 13396.0 6634.0 1041.0 27040.0 20488.0 709.0 719.0 233.0 18817.0 618.0 371.0 1.0 500.0 453.0 57.0 5.0 11.0 3.0 2144.0 452.0 438.0 50.8
11 Marseille 30.0 56.7 38.0 418.0 3420.0 61.0 38.0 6.0 7.0 63.0 4.0 1.61 1.0 2.61 1.45 2.45 65.3 60.0 1.72 1.58 38.0 38.0 3420.0 40.0 1.05 142.0 105.0 75.4 22.0 7.0 9.0 10.0 26.3 5.0 5.0 0.0 0.0 38.0 0.0 7.0 3.0 37.7 0.24 0.7 0.02 123.0 371.0 33.2 1106.0 163.0 24.4 30.5 213.0 47.4 38.8 443.0 25.0 5.6 44.0 1.16 15.7 173.0 16.0 31.7 4.55 0.1 0.32 0.11 -4.3 -5.0 16817.0 20689.0 81.3 300757.0 97471.0 7113.0 8165.0 87.1 7385.0 8560.0 86.3 1744.0 2795.0 62.4 397.0 1555.0 443.0 98.0 1919.0 18914.0 1707.0 448.0 72.0 149.0 751.0 209.0 107.0 50.0 0.0 723.0 68.0 359.0 954.0 25.11 693.0 71.0 71.0 38.0 98.0 2.58 55.0 8.0 16.0 6.0 4.0 685.0 404.0 271.0 304.0 110.0 366.0 101.0 265.0 420.0 570.0 11.0 24839.0 2007.0 6525.0 11697.0 6878.0 1000.0 24832.0 18366.0 759.0 639.0 172.0 16633.0 598.0 360.0 1.0 533.0 419.0 68.0 3.0 5.0 3.0 2291.0 491.0 484.0 50.4
12 Monaco 27.0 48.2 38.0 418.0 3420.0 69.0 47.0 5.0 8.0 64.0 5.0 1.82 1.24 3.05 1.68 2.92 62.1 55.7 1.63 1.47 38.0 38.0 3420.0 58.0 1.53 195.0 140.0 72.8 19.0 8.0 11.0 9.0 23.7 5.0 5.0 0.0 0.0 38.0 1.0 4.0 3.0 49.5 0.24 -5.5 -0.14 189.0 445.0 42.5 875.0 203.0 32.2 32.8 266.0 61.3 45.6 454.0 36.0 7.9 33.0 0.87 12.7 199.0 10.0 42.3 5.24 0.14 0.32 0.12 6.9 8.3 14414.0 18378.0 78.4 263795.0 99640.0 5987.0 7079.0 84.6 6203.0 7320.0 84.7 1718.0 2930.0 58.6 358.0 1373.0 374.0 59.0 1820.0 16574.0 1720.0 457.0 46.0 137.0 661.0 166.0 80.0 72.0 1.0 730.0 84.0 356.0 834.0 21.95 620.0 69.0 46.0 35.0 117.0 3.08 78.0 9.0 11.0 9.0 3.0 696.0 400.0 284.0 310.0 102.0 459.0 120.0 339.0 426.0 549.0 14.0 22398.0 2069.0 5963.0 10799.0 5891.0 918.0 22390.0 15973.0 719.0 590.0 183.0 14273.0 550.0 345.0 3.0 488.0 411.0 84.0 8.0 5.0 3.0 2203.0 515.0 457.0 53.0
13 Montpellier 31.0 45.8 38.0 418.0 3420.0 64.0 41.0 7.0 7.0 68.0 10.0 1.68 1.08 2.76 1.5 2.58 52.2 46.7 1.37 1.23 38.0 38.0 3420.0 62.0 1.63 202.0 138.0 72.3 15.0 5.0 18.0 11.0 28.9 11.0 6.0 4.0 1.0 38.0 0.0 6.0 2.0 64.7 0.28 4.7 0.12 201.0 583.0 34.5 938.0 172.0 42.5 35.9 299.0 61.5 45.4 572.0 34.0 5.9 27.0 0.71 11.2 165.0 22.0 37.9 4.34 0.13 0.35 0.11 11.8 10.3 12420.0 16221.0 76.6 223908.0 86793.0 5391.0 6416.0 84.0 4978.0 5904.0 84.3 1511.0 2866.0 52.7 310.0 906.0 215.0 60.0 1250.0 14249.0 1901.0 555.0 38.0 123.0 673.0 195.0 85.0 87.0 2.0 749.0 71.0 319.0 748.0 19.68 515.0 74.0 49.0 52.0 106.0 2.79 77.0 5.0 11.0 8.0 1.0 684.0 413.0 362.0 249.0 73.0 448.0 121.0 327.0 404.0 686.0 9.0 20469.0 2351.0 6847.0 9513.0 4378.0 670.0 20462.0 13886.0 556.0 494.0 150.0 12321.0 594.0 362.0 1.0 488.0 523.0 71.0 6.0 11.0 2.0 2095.0 480.0 553.0 46.5
14 Nantes 29.0 45.9 38.0 418.0 3420.0 35.0 27.0 3.0 5.0 65.0 4.0 0.92 0.71 1.63 0.84 1.55 42.8 39.0 1.13 1.03 38.0 38.0 3419.0 55.0 1.45 185.0 134.0 75.1 7.0 15.0 16.0 11.0 28.9 9.0 9.0 0.0 0.0 38.0 1.0 6.0 4.0 56.3 0.26 5.3 0.14 194.0 525.0 37.0 962.0 211.0 36.9 35.4 253.0 67.2 49.2 504.0 43.0 8.5 39.0 1.03 12.2 151.0 16.0 34.1 3.97 0.07 0.21 0.09 -7.8 -7.0 13283.0 17169.0 77.4 249004.0 92349.0 5334.0 6308.0 84.6 5788.0 6906.0 83.8 1710.0 3062.0 55.8 330.0 1217.0 248.0 103.0 1565.0 15386.0 1729.0 462.0 17.0 121.0 820.0 196.0 77.0 89.0 0.0 725.0 54.0 313.0 771.0 20.29 558.0 70.0 49.0 33.0 63.0 1.66 45.0 6.0 4.0 4.0 1.0 709.0 431.0 367.0 249.0 93.0 427.0 107.0 320.0 431.0 731.0 8.0 21497.0 2310.0 6504.0 10417.0 4849.0 726.0 21492.0 14771.0 705.0 483.0 154.0 13142.0 553.0 350.0 2.0 481.0 414.0 54.0 3.0 9.0 4.0 2075.0 592.0 598.0 49.7
15 Nice 34.0 51.5 38.0 418.0 3420.0 47.0 32.0 6.0 7.0 53.0 3.0 1.24 0.84 2.08 1.08 1.92 57.2 51.8 1.51 1.36 38.0 38.0 3420.0 37.0 0.97 147.0 109.0 76.9 15.0 13.0 10.0 11.0 28.9 5.0 3.0 1.0 1.0 38.0 2.0 5.0 0.0 39.0 0.24 2.0 0.05 178.0 408.0 43.6 958.0 130.0 30.2 32.5 296.0 40.2 36.2 481.0 26.0 5.4 26.0 0.68 13.0 187.0 11.0 36.9 4.92 0.08 0.22 0.1 -10.2 -10.8 17325.0 20784.0 83.4 302310.0 104293.0 7763.0 8659.0 89.7 7395.0 8322.0 88.9 1612.0 2744.0 58.7 389.0 1195.0 294.0 81.0 1534.0 19059.0 1674.0 442.0 53.0 93.0 690.0 193.0 88.0 60.0 0.0 656.0 51.0 368.0 894.0 23.53 654.0 77.0 55.0 25.0 82.0 2.16 52.0 6.0 10.0 4.0 0.0 818.0 467.0 415.0 295.0 108.0 419.0 115.0 304.0 413.0 588.0 9.0 25011.0 2520.0 8118.0 11897.0 5306.0 801.0 25004.0 18764.0 774.0 663.0 168.0 17175.0 547.0 384.0 1.0 383.0 376.0 51.0 5.0 5.0 0.0 2143.0 392.0 365.0 51.8
16 Paris S-G 26.0 60.7 38.0 418.0 3420.0 86.0 62.0 5.0 7.0 57.0 5.0 2.26 1.63 3.89 2.13 3.76 78.2 72.6 2.06 1.91 38.0 38.0 3420.0 40.0 1.05 160.0 120.0 76.3 27.0 4.0 7.0 13.0 34.2 5.0 2.0 1.0 2.0 38.0 1.0 3.0 1.0 43.3 0.26 4.3 0.11 54.0 148.0 36.5 731.0 167.0 14.9 23.8 208.0 18.8 24.0 437.0 33.0 7.6 27.0 0.71 12.1 242.0 28.0 43.1 6.37 0.14 0.33 0.13 7.8 8.4 23694.0 26476.0 89.5 370887.0 117063.0 12058.0 13038.0 92.5 8984.0 9684.0 92.8 1551.0 2115.0 73.3 435.0 1901.0 479.0 46.0 2029.0 24872.0 1527.0 458.0 149.0 109.0 399.0 204.0 74.0 61.0 0.0 537.0 77.0 368.0 1024.0 26.95 791.0 60.0 58.0 47.0 151.0 3.97 116.0 5.0 11.0 8.0 2.0 612.0 362.0 253.0 255.0 104.0 378.0 109.0 269.0 296.0 432.0 20.0 30202.0 2265.0 7245.0 15502.0 7723.0 1130.0 30195.0 24951.0 810.0 842.0 238.0 23544.0 445.0 392.0 2.0 380.0 416.0 77.0 5.0 5.0 1.0 1938.0 245.0 201.0 54.9
17 Reims 34.0 48.7 38.0 418.0 3420.0 45.0 31.0 7.0 8.0 70.0 9.0 1.18 0.82 2.0 1.0 1.82 61.5 55.2 1.62 1.45 38.0 38.0 3420.0 45.0 1.18 166.0 123.0 74.7 12.0 15.0 11.0 14.0 36.8 3.0 3.0 0.0 0.0 38.0 2.0 4.0 2.0 48.8 0.28 5.8 0.15 165.0 402.0 41.0 1026.0 216.0 30.7 32.4 244.0 35.7 35.3 533.0 48.0 9.0 39.0 1.03 12.6 165.0 17.0 32.0 4.34 0.07 0.23 0.11 -16.5 -17.2 13670.0 17565.0 77.8 255023.0 95219.0 5346.0 6462.0 82.7 6288.0 7422.0 84.7 1634.0 2771.0 59.0 383.0 1234.0 323.0 87.0 1717.0 15706.0 1774.0 475.0 72.0 140.0 707.0 178.0 56.0 79.0 0.0 777.0 85.0 354.0 900.0 23.68 687.0 54.0 54.0 33.0 79.0 2.08 55.0 2.0 7.0 7.0 0.0 703.0 407.0 338.0 259.0 106.0 468.0 127.0 341.0 397.0 633.0 15.0 22018.0 2275.0 6937.0 10012.0 5357.0 823.0 22010.0 15457.0 712.0 535.0 187.0 13524.0 675.0 379.0 2.0 507.0 423.0 85.0 7.0 3.0 2.0 2368.0 472.0 465.0 50.4
18 Rennes 32.0 55.4 38.0 418.0 3420.0 66.0 47.0 3.0 3.0 58.0 6.0 1.74 1.24 2.97 1.66 2.89 61.4 59.0 1.62 1.55 38.0 38.0 3420.0 39.0 1.03 126.0 86.0 71.4 21.0 5.0 12.0 13.0 34.2 5.0 3.0 2.0 0.0 38.0 0.0 7.0 1.0 38.9 0.28 0.9 0.02 186.0 487.0 38.2 1131.0 180.0 31.4 31.7 227.0 58.1 43.0 457.0 40.0 8.8 56.0 1.47 16.4 189.0 15.0 35.9 4.97 0.12 0.33 0.12 4.6 4.0 17618.0 21193.0 83.1 329357.0 104782.0 6547.0 7582.0 86.3 8678.0 9724.0 89.2 1943.0 2973.0 65.4 396.0 1422.0 378.0 75.0 1922.0 19509.0 1630.0 464.0 51.0 104.0 564.0 174.0 63.0 78.0 0.0 683.0 54.0 354.0 932.0 24.53 679.0 69.0 66.0 30.0 114.0 3.0 79.0 3.0 9.0 6.0 2.0 600.0 335.0 255.0 251.0 94.0 392.0 91.0 301.0 341.0 587.0 10.0 25212.0 2030.0 6550.0 12749.0 6163.0 1000.0 25209.0 19035.0 774.0 709.0 208.0 17479.0 565.0 337.0 2.0 465.0 379.0 54.0 3.0 5.0 1.0 2035.0 538.0 520.0 50.9
19 Strasbourg 29.0 45.9 38.0 418.0 3420.0 48.0 28.0 5.0 7.0 73.0 7.0 1.26 0.74 2.0 1.13 1.87 48.5 42.8 1.28 1.13 38.0 38.0 3420.0 59.0 1.55 174.0 115.0 71.8 9.0 13.0 16.0 6.0 15.8 11.0 10.0 0.0 1.0 38.0 1.0 6.0 0.0 56.5 0.27 -2.5 -0.06 159.0 455.0 34.9 775.0 130.0 44.8 36.9 196.0 55.1 43.9 504.0 31.0 6.2 32.0 0.84 12.8 150.0 21.0 33.9 3.95 0.1 0.29 0.1 -0.5 0.2 13337.0 17277.0 77.2 243280.0 88687.0 5565.0 6548.0 85.0 5799.0 6916.0 83.8 1518.0 2902.0 52.3 324.0 1110.0 313.0 97.0 1351.0 15473.0 1761.0 555.0 49.0 131.0 647.0 143.0 45.0 75.0 1.0 740.0 43.0 324.0 774.0 20.37 550.0 69.0 45.0 53.0 78.0 2.05 52.0 2.0 9.0 7.0 3.0 690.0 409.0 316.0 284.0 90.0 423.0 98.0 325.0 437.0 688.0 5.0 21567.0 2088.0 6402.0 10381.0 5043.0 755.0 21560.0 14701.0 610.0 604.0 131.0 13215.0 589.0 313.0 2.0 529.0 474.0 43.0 6.0 11.0 0.0 2132.0 677.0 573.0 54.2
20 Toulouse 29.0 51.3 38.0 418.0 3420.0 50.0 33.0 4.0 4.0 62.0 3.0 1.32 0.87 2.18 1.21 2.08 52.5 49.4 1.38 1.3 38.0 38.0 3420.0 57.0 1.5 179.0 122.0 70.4 13.0 9.0 16.0 9.0 23.7 7.0 4.0 3.0 0.0 38.0 2.0 8.0 3.0 54.2 0.28 0.2 0.01 136.0 363.0 37.5 1006.0 176.0 24.4 29.5 264.0 44.7 37.2 517.0 30.0 5.8 21.0 0.55 10.1 171.0 19.0 37.7 4.5 0.1 0.27 0.11 -2.5 -3.4 15392.0 19236.0 80.0 275031.0 102525.0 6715.0 7800.0 86.1 6477.0 7508.0 86.3 1671.0 2815.0 59.4 329.0 1259.0 297.0 59.0 1737.0 17352.0 1810.0 453.0 38.0 201.0 660.0 201.0 71.0 113.0 0.0 739.0 74.0 422.0 768.0 20.21 558.0 70.0 66.0 33.0 81.0 2.13 59.0 5.0 10.0 4.0 0.0 716.0 406.0 349.0 264.0 103.0 476.0 138.0 338.0 409.0 656.0 15.0 23432.0 2448.0 7418.0 10853.0 5373.0 773.0 23428.0 16785.0 648.0 533.0 150.0 15271.0 554.0 303.0 3.0 473.0 413.0 74.0 2.0 7.0 3.0 2168.0 483.0 460.0 51.2
21 Troyes 32.0 42.6 38.0 418.0 3420.0 43.0 26.0 5.0 5.0 55.0 5.0 1.13 0.68 1.82 1.0 1.68 39.1 35.6 1.03 0.94 38.0 38.0 3418.0 81.0 2.13 228.0 148.0 67.5 4.0 12.0 22.0 1.0 2.6 8.0 7.0 1.0 0.0 38.0 0.0 10.0 2.0 71.3 0.29 -7.7 -0.2 146.0 518.0 28.2 942.0 185.0 36.1 33.7 319.0 55.8 42.7 650.0 45.0 6.9 22.0 0.58 10.1 130.0 8.0 33.3 3.42 0.1 0.29 0.09 3.9 2.4 12751.0 16193.0 78.7 226331.0 85483.0 5580.0 6477.0 86.2 5447.0 6399.0 85.1 1278.0 2441.0 52.4 303.0 941.0 206.0 63.0 1235.0 14416.0 1720.0 477.0 35.0 128.0 517.0 148.0 79.0 35.0 0.0 650.0 57.0 327.0 696.0 18.32 503.0 59.0 40.0 34.0 72.0 1.89 48.0 3.0 8.0 7.0 0.0 608.0 361.0 333.0 207.0 68.0 416.0 144.0 272.0 398.0 779.0 5.0 20380.0 2819.0 7826.0 8833.0 3993.0 590.0 20375.0 14238.0 638.0 481.0 144.0 12642.0 531.0 341.0 1.0 402.0 404.0 57.0 4.0 8.0 2.0 1986.0 476.0 495.0 49.0