rams/fantabeto
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

Code updated for Serie A 2023/2024

Browse Source 
- 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
Download Patch File Download Diff File Expand all files Collapse all files
rookies_stats/fbref_data/Ligue-1_2020-2021_team.csv
+21
View File
@@ -0,0 +1,21 @@
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
Angers,31.0,46.4,38.0,418.0,3420.0,40.0,23.0,5.0,6.0,65.0,2.0,1.05,0.61,1.66,0.92,1.53,41.6,36.9,1.1,0.97,38.0,38.0,3420.0,58.0,1.53,139.0,82.0,63.3,12.0,8.0,18.0,9.0,23.7,8.0,7.0,1.0,0.0,38.0,0.0,5.0,1.0,53.5,0.33,-3.5,-0.09,143.0,456.0,31.4,712.0,214.0,37.5,35.2,269.0,70.3,50.9,516.0,19.0,3.7,17.0,0.45,11.3,135.0,18.0,33.7,3.55,0.09,0.26,0.09,-1.6,-1.9,14883.0,18822.0,79.1,260279.0,99308.0,6976.0,7852.0,88.8,5985.0,7038.0,85.0,1531.0,2897.0,52.8,294.0,1059.0,221.0,62.0,1435.0,16876.0,1907.0,551.0,30.0,135.0,662.0,168.0,68.0,78.0,1.0,824.0,39.0,355.0,706.0,18.58,525.0,48.0,38.0,42.0,66.0,1.74,42.0,8.0,5.0,7.0,2.0,626.0,376.0,302.0,256.0,68.0,330.0,78.0,252.0,443.0,654.0,1.0,22924.0,1893.0,6979.0,11326.0,4872.0,574.0,22918.0,13323.0,614.0,485.0,118.0,14792.0,635.0,394.0,1.0,461.0,483.0,39.0,6.0,8.0,1.0,2074.0,477.0,562.0,45.9
Bordeaux,28.0,49.8,38.0,418.0,3420.0,41.0,32.0,4.0,4.0,78.0,4.0,1.08,0.84,1.92,0.97,1.82,43.5,40.4,1.14,1.06,38.0,38.0,3420.0,56.0,1.47,156.0,100.0,68.6,13.0,6.0,19.0,14.0,36.8,8.0,7.0,1.0,0.0,38.0,2.0,6.0,1.0,48.2,0.26,-6.8,-0.18,264.0,610.0,43.3,1034.0,144.0,40.0,35.3,292.0,67.1,47.6,560.0,16.0,2.9,30.0,0.79,13.2,137.0,20.0,32.9,3.61,0.09,0.27,0.1,-2.5,-3.4,15862.0,19490.0,81.4,283184.0,102852.0,7065.0,7953.0,88.8,6665.0,7634.0,87.3,1694.0,2878.0,58.9,319.0,978.0,186.0,57.0,1303.0,17533.0,1908.0,534.0,16.0,146.0,609.0,174.0,81.0,58.0,0.0,814.0,49.0,318.0,740.0,19.47,476.0,82.0,45.0,57.0,76.0,2.0,45.0,10.0,5.0,9.0,1.0,567.0,329.0,294.0,212.0,61.0,383.0,123.0,260.0,503.0,677.0,9.0,23564.0,2361.0,7808.0,11547.0,4454.0,603.0,23560.0,13778.0,644.0,459.0,156.0,15747.0,614.0,396.0,2.0,465.0,480.0,49.0,3.0,8.0,1.0,1964.0,570.0,501.0,53.2
Brest,26.0,49.3,38.0,418.0,3420.0,48.0,31.0,3.0,4.0,62.0,4.0,1.26,0.82,2.08,1.18,2.0,50.0,46.8,1.32,1.23,38.0,38.0,3420.0,66.0,1.74,180.0,115.0,68.3,11.0,8.0,19.0,7.0,18.4,11.0,9.0,1.0,1.0,38.0,1.0,5.0,2.0,57.5,0.27,-6.5,-0.17,195.0,434.0,44.9,1036.0,185.0,32.2,33.8,304.0,32.9,34.6,599.0,27.0,4.5,27.0,0.71,13.2,155.0,26.0,34.8,4.08,0.1,0.29,0.11,-2.0,-1.8,15437.0,19407.0,79.5,292474.0,108202.0,6267.0,7228.0,86.7,6798.0,7856.0,86.5,2034.0,3384.0,60.1,337.0,1178.0,301.0,123.0,1438.0,17412.0,1936.0,489.0,19.0,147.0,720.0,181.0,98.0,40.0,0.0,859.0,59.0,298.0,789.0,20.76,561.0,80.0,43.0,50.0,84.0,2.21,61.0,7.0,6.0,6.0,1.0,610.0,355.0,321.0,236.0,53.0,358.0,109.0,249.0,463.0,685.0,12.0,23400.0,2617.0,8252.0,10194.0,5202.0,723.0,23396.0,13831.0,685.0,479.0,132.0,15317.0,561.0,285.0,1.0,491.0,434.0,59.0,4.0,11.0,2.0,1928.0,693.0,560.0,55.3
Dijon,33.0,46.2,38.0,418.0,3420.0,25.0,15.0,3.0,5.0,76.0,5.0,0.66,0.39,1.05,0.58,0.97,33.7,29.9,0.89,0.79,38.0,38.0,3420.0,73.0,1.92,190.0,117.0,65.3,4.0,9.0,25.0,6.0,15.8,10.0,7.0,2.0,1.0,38.0,1.0,7.0,2.0,65.5,0.31,-5.5,-0.15,192.0,574.0,33.4,891.0,204.0,38.8,34.7,347.0,65.7,47.4,618.0,19.0,3.1,37.0,0.97,13.1,87.0,9.0,25.2,2.29,0.06,0.25,0.09,-8.7,-7.9,13949.0,17901.0,77.9,255851.0,97593.0,5993.0,6862.0,87.3,6025.0,7094.0,84.9,1638.0,3054.0,53.6,253.0,936.0,185.0,56.0,1204.0,15908.0,1939.0,502.0,17.0,113.0,569.0,146.0,68.0,71.0,0.0,832.0,54.0,314.0,587.0,15.45,398.0,64.0,35.0,42.0,40.0,1.05,21.0,5.0,6.0,4.0,1.0,601.0,367.0,329.0,225.0,47.0,351.0,112.0,239.0,471.0,729.0,16.0,21991.0,2520.0,8132.0,10172.0,3924.0,497.0,21986.0,12524.0,528.0,414.0,91.0,13867.0,654.0,366.0,1.0,515.0,421.0,54.0,4.0,10.0,2.0,2041.0,530.0,628.0,45.8
Lens,27.0,51.1,38.0,418.0,3420.0,53.0,35.0,10.0,12.0,94.0,7.0,1.39,0.92,2.32,1.13,2.05,56.4,47.3,1.48,1.24,38.0,38.0,3420.0,54.0,1.42,143.0,92.0,69.9,15.0,12.0,11.0,8.0,21.1,11.0,11.0,0.0,0.0,38.0,0.0,6.0,3.0,46.0,0.25,-5.0,-0.13,189.0,507.0,37.3,783.0,147.0,48.8,37.5,266.0,47.0,38.7,494.0,17.0,3.4,32.0,0.84,14.5,133.0,22.0,30.6,3.5,0.1,0.32,0.11,-3.4,-4.3,15078.0,18957.0,79.5,276447.0,96848.0,6283.0,7229.0,86.9,6713.0,7778.0,86.3,1682.0,2916.0,57.7,327.0,1132.0,264.0,90.0,1567.0,17084.0,1824.0,491.0,18.0,200.0,760.0,194.0,85.0,81.0,0.0,781.0,49.0,332.0,790.0,20.79,566.0,61.0,41.0,51.0,94.0,2.47,61.0,6.0,5.0,11.0,3.0,601.0,358.0,264.0,253.0,84.0,375.0,92.0,283.0,508.0,690.0,12.0,23098.0,2044.0,6791.0,11442.0,5083.0,678.0,23086.0,13085.0,743.0,499.0,122.0,14953.0,620.0,348.0,5.0,541.0,465.0,49.0,11.0,11.0,3.0,2004.0,644.0,630.0,50.5
Lille,21.0,53.8,38.0,418.0,3420.0,62.0,39.0,5.0,5.0,68.0,2.0,1.63,1.03,2.66,1.5,2.53,48.5,44.5,1.28,1.17,38.0,38.0,3420.0,23.0,0.61,107.0,85.0,79.4,24.0,11.0,3.0,21.0,55.3,2.0,1.0,1.0,0.0,38.0,0.0,7.0,2.0,28.8,0.25,7.8,0.21,123.0,393.0,31.3,826.0,194.0,30.3,31.6,240.0,59.6,48.7,490.0,27.0,5.5,44.0,1.16,17.2,178.0,22.0,37.0,4.68,0.12,0.32,0.09,13.5,12.5,17886.0,21892.0,81.7,305333.0,103853.0,8342.0,9348.0,89.2,7195.0,8239.0,87.3,1668.0,2938.0,56.8,365.0,1488.0,251.0,58.0,1660.0,20037.0,1791.0,466.0,31.0,173.0,637.0,184.0,87.0,84.0,5.0,841.0,64.0,316.0,845.0,22.24,639.0,61.0,40.0,42.0,107.0,2.82,82.0,3.0,8.0,8.0,0.0,653.0,370.0,273.0,288.0,92.0,339.0,90.0,249.0,424.0,590.0,6.0,25941.0,1898.0,6831.0,13326.0,6020.0,726.0,25936.0,15631.0,713.0,620.0,168.0,17767.0,622.0,380.0,1.0,487.0,450.0,64.0,5.0,2.0,2.0,2216.0,572.0,558.0,50.6
Lorient,27.0,44.6,38.0,418.0,3420.0,49.0,26.0,9.0,10.0,69.0,3.0,1.29,0.68,1.97,1.05,1.74,48.6,41.4,1.28,1.09,38.0,38.0,3420.0,68.0,1.79,167.0,100.0,65.3,11.0,9.0,18.0,5.0,13.2,11.0,10.0,0.0,1.0,38.0,1.0,6.0,1.0,54.3,0.27,-12.7,-0.34,163.0,508.0,32.1,684.0,153.0,43.3,36.9,305.0,69.5,49.5,492.0,11.0,2.2,23.0,0.61,13.9,130.0,30.0,31.3,3.42,0.1,0.31,0.1,0.4,-1.4,13171.0,17085.0,77.1,232514.0,87993.0,6009.0,6910.0,87.0,5392.0,6409.0,84.1,1381.0,2801.0,49.3,289.0,910.0,191.0,55.0,1169.0,15172.0,1867.0,480.0,21.0,110.0,606.0,176.0,62.0,89.0,1.0,800.0,46.0,287.0,726.0,19.11,498.0,62.0,53.0,58.0,80.0,2.11,47.0,4.0,11.0,12.0,1.0,722.0,424.0,353.0,303.0,66.0,422.0,114.0,308.0,527.0,670.0,11.0,21346.0,1961.0,7224.0,10270.0,4119.0,511.0,21336.0,11510.0,572.0,440.0,112.0,13048.0,618.0,349.0,1.0,475.0,469.0,46.0,9.0,11.0,1.0,2064.0,507.0,586.0,46.4
Lyon,29.0,54.9,38.0,418.0,3420.0,76.0,46.0,11.0,11.0,66.0,10.0,2.0,1.21,3.21,1.71,2.92,81.4,73.0,2.14,1.92,38.0,38.0,3420.0,43.0,1.13,134.0,92.0,71.6,22.0,10.0,6.0,11.0,28.9,7.0,5.0,1.0,1.0,38.0,2.0,4.0,2.0,36.3,0.23,-4.7,-0.12,150.0,338.0,44.4,934.0,186.0,25.9,30.3,249.0,38.6,35.6,499.0,10.0,2.0,60.0,1.58,18.3,222.0,23.0,36.9,5.84,0.11,0.29,0.12,-5.4,-8.0,17685.0,21396.0,82.7,304190.0,112753.0,8261.0,9252.0,89.3,7093.0,8148.0,87.1,1740.0,2738.0,63.6,455.0,1444.0,426.0,77.0,1991.0,19477.0,1856.0,479.0,36.0,135.0,710.0,232.0,54.0,88.0,2.0,814.0,63.0,319.0,1075.0,28.29,776.0,83.0,63.0,53.0,130.0,3.42,89.0,5.0,9.0,14.0,3.0,584.0,346.0,251.0,249.0,84.0,366.0,115.0,251.0,408.0,594.0,14.0,25612.0,2063.0,6883.0,12335.0,6638.0,1100.0,25602.0,15200.0,805.0,622.0,245.0,17594.0,633.0,326.0,3.0,484.0,439.0,63.0,11.0,7.0,2.0,2140.0,528.0,424.0,55.5
Marseille,31.0,53.6,38.0,418.0,3420.0,53.0,45.0,4.0,7.0,98.0,9.0,1.39,1.18,2.58,1.29,2.47,47.0,41.6,1.24,1.09,38.0,38.0,3420.0,47.0,1.24,132.0,86.0,66.7,16.0,12.0,10.0,8.0,21.1,3.0,3.0,0.0,0.0,38.0,1.0,7.0,1.0,40.7,0.29,-5.3,-0.14,143.0,491.0,29.1,1049.0,205.0,31.6,31.6,294.0,54.1,42.5,576.0,22.0,3.8,36.0,0.95,15.2,128.0,17.0,34.2,3.37,0.13,0.38,0.11,6.0,7.4,16481.0,20532.0,80.3,280703.0,101346.0,7937.0,8895.0,89.2,6509.0,7552.0,86.2,1511.0,2858.0,52.9,299.0,1196.0,228.0,52.0,1499.0,18515.0,1965.0,572.0,17.0,182.0,647.0,174.0,95.0,66.0,2.0,840.0,52.0,344.0,672.0,17.68,487.0,59.0,31.0,49.0,97.0,2.55,68.0,9.0,4.0,10.0,3.0,655.0,391.0,266.0,302.0,87.0,365.0,105.0,260.0,442.0,710.0,12.0,24581.0,2364.0,7705.0,12328.0,4779.0,650.0,24574.0,14356.0,606.0,409.0,140.0,16362.0,571.0,312.0,2.0,500.0,473.0,52.0,3.0,3.0,1.0,1898.0,552.0,534.0,50.8
Metz,27.0,45.2,38.0,418.0,3420.0,42.0,28.0,7.0,11.0,84.0,4.0,1.11,0.74,1.84,0.92,1.66,44.1,35.8,1.16,0.94,38.0,38.0,3419.0,48.0,1.26,150.0,102.0,76.0,12.0,11.0,15.0,8.0,21.1,13.0,12.0,1.0,0.0,38.0,1.0,4.0,1.0,46.8,0.23,-0.2,0.0,220.0,566.0,38.9,823.0,210.0,42.0,37.7,317.0,69.4,51.6,591.0,41.0,6.9,49.0,1.29,15.9,127.0,31.0,29.9,3.34,0.08,0.28,0.08,-2.1,-0.8,13167.0,16956.0,77.7,242610.0,90624.0,5653.0,6462.0,87.5,5598.0,6622.0,84.5,1579.0,2982.0,53.0,316.0,936.0,191.0,70.0,1221.0,15135.0,1771.0,495.0,26.0,163.0,659.0,161.0,54.0,64.0,4.0,712.0,50.0,292.0,762.0,20.05,529.0,75.0,39.0,65.0,71.0,1.87,46.0,2.0,6.0,9.0,2.0,685.0,417.0,368.0,252.0,65.0,394.0,116.0,278.0,572.0,745.0,9.0,21372.0,2166.0,7340.0,10088.0,4182.0,529.0,21361.0,12250.0,744.0,541.0,135.0,13076.0,695.0,381.0,1.0,516.0,474.0,50.0,6.0,13.0,1.0,2098.0,601.0,612.0,49.5
Monaco,30.0,55.8,38.0,418.0,3420.0,76.0,52.0,12.0,15.0,78.0,7.0,2.0,1.37,3.37,1.68,3.05,68.7,56.9,1.81,1.5,38.0,38.0,3420.0,42.0,1.11,103.0,62.0,64.1,24.0,6.0,8.0,15.0,39.5,5.0,5.0,0.0,0.0,38.0,1.0,1.0,1.0,35.5,0.3,-5.5,-0.15,154.0,453.0,34.0,1088.0,136.0,30.4,32.2,242.0,50.4,42.2,416.0,10.0,2.4,75.0,1.97,19.2,160.0,21.0,34.0,4.21,0.14,0.4,0.12,7.3,7.1,17738.0,21991.0,80.7,318971.0,108259.0,7468.0,8476.0,88.1,8001.0,9214.0,86.8,1824.0,3175.0,57.4,370.0,1347.0,364.0,80.0,1750.0,20044.0,1877.0,513.0,32.0,174.0,746.0,218.0,96.0,92.0,3.0,823.0,70.0,300.0,851.0,22.39,599.0,93.0,53.0,48.0,129.0,3.39,89.0,9.0,6.0,15.0,3.0,733.0,432.0,296.0,346.0,91.0,356.0,66.0,290.0,436.0,513.0,15.0,25954.0,2018.0,7190.0,13087.0,5926.0,922.0,25939.0,14599.0,757.0,511.0,159.0,17644.0,608.0,304.0,2.0,486.0,470.0,70.0,11.0,5.0,1.0,2182.0,611.0,558.0,52.3
Montpellier,25.0,45.7,38.0,418.0,3420.0,60.0,42.0,2.0,5.0,65.0,7.0,1.58,1.11,2.68,1.53,2.63,51.9,48.1,1.37,1.26,38.0,38.0,3418.0,62.0,1.63,197.0,137.0,74.6,14.0,12.0,12.0,5.0,13.2,12.0,12.0,0.0,0.0,38.0,0.0,5.0,2.0,63.2,0.27,3.2,0.08,293.0,634.0,46.2,967.0,221.0,41.8,36.4,328.0,70.1,50.4,587.0,31.0,5.3,18.0,0.47,12.9,168.0,27.0,36.6,4.42,0.13,0.35,0.11,8.1,9.9,12720.0,16620.0,76.5,250268.0,102515.0,5028.0,5873.0,85.6,5302.0,6391.0,83.0,2068.0,3426.0,60.4,333.0,1010.0,250.0,121.0,1311.0,14667.0,1905.0,477.0,12.0,194.0,807.0,184.0,68.0,95.0,4.0,817.0,48.0,308.0,788.0,20.74,519.0,91.0,52.0,65.0,104.0,2.74,70.0,8.0,10.0,7.0,0.0,529.0,334.0,301.0,183.0,45.0,372.0,150.0,222.0,420.0,705.0,14.0,20691.0,2266.0,6960.0,9216.0,4734.0,708.0,20686.0,11189.0,616.0,451.0,131.0,12604.0,590.0,300.0,0.0,513.0,452.0,48.0,4.0,12.0,2.0,1876.0,657.0,643.0,50.5
Nantes,25.0,43.9,38.0,418.0,3420.0,47.0,28.0,8.0,9.0,70.0,4.0,1.24,0.74,1.97,1.03,1.76,49.0,42.2,1.29,1.11,38.0,38.0,3420.0,55.0,1.45,168.0,113.0,73.2,9.0,13.0,16.0,5.0,13.2,12.0,10.0,1.0,1.0,38.0,2.0,7.0,1.0,51.2,0.24,-2.8,-0.07,199.0,641.0,31.0,864.0,131.0,50.2,39.9,257.0,80.5,54.8,507.0,23.0,4.5,36.0,0.95,14.9,120.0,17.0,29.9,3.16,0.1,0.33,0.11,-2.0,-3.2,12329.0,16543.0,74.5,217120.0,85163.0,5715.0,6671.0,85.7,4967.0,6140.0,80.9,1305.0,2790.0,46.8,298.0,1100.0,176.0,49.0,1350.0,14546.0,1943.0,569.0,19.0,114.0,678.0,178.0,106.0,65.0,1.0,846.0,54.0,305.0,699.0,18.39,476.0,66.0,36.0,50.0,78.0,2.05,49.0,4.0,7.0,8.0,0.0,697.0,385.0,357.0,270.0,70.0,391.0,107.0,284.0,464.0,707.0,6.0,20862.0,1950.0,6158.0,10114.0,4807.0,668.0,20853.0,10858.0,656.0,456.0,183.0,12249.0,615.0,368.0,2.0,514.0,498.0,54.0,8.0,12.0,1.0,2066.0,671.0,700.0,48.9
Nice,31.0,54.3,38.0,418.0,3420.0,49.0,26.0,7.0,7.0,73.0,4.0,1.29,0.68,1.97,1.11,1.79,48.0,42.7,1.26,1.12,38.0,38.0,3420.0,53.0,1.39,176.0,123.0,73.9,15.0,7.0,16.0,9.0,23.7,7.0,7.0,0.0,0.0,38.0,1.0,11.0,0.0,50.8,0.25,-2.2,-0.06,91.0,286.0,31.8,919.0,180.0,21.1,27.2,300.0,30.7,32.4,572.0,24.0,4.2,20.0,0.53,13.1,138.0,17.0,34.3,3.63,0.1,0.3,0.11,1.0,-0.7,18110.0,21589.0,83.9,309199.0,101348.0,8487.0,9373.0,90.5,7619.0,8561.0,89.0,1563.0,2622.0,59.6,282.0,1156.0,230.0,59.0,1531.0,19731.0,1818.0,500.0,16.0,169.0,599.0,168.0,91.0,45.0,0.0,759.0,40.0,309.0,707.0,18.61,488.0,62.0,42.0,45.0,79.0,2.08,51.0,4.0,8.0,10.0,1.0,599.0,364.0,281.0,243.0,75.0,355.0,123.0,232.0,435.0,644.0,15.0,25536.0,2558.0,8505.0,12382.0,4888.0,695.0,25529.0,16018.0,784.0,510.0,168.0,18000.0,664.0,366.0,2.0,459.0,438.0,40.0,6.0,7.0,0.0,1965.0,391.0,419.0,48.3
Nîmes,33.0,44.4,38.0,418.0,3420.0,40.0,26.0,7.0,8.0,60.0,5.0,1.05,0.68,1.74,0.87,1.55,43.3,37.0,1.14,0.97,38.0,38.0,3420.0,71.0,1.87,196.0,122.0,66.8,9.0,8.0,21.0,8.0,21.1,10.0,6.0,3.0,1.0,38.0,1.0,7.0,0.0,64.1,0.29,-6.9,-0.18,254.0,731.0,34.7,1287.0,148.0,41.2,36.1,304.0,66.1,47.1,600.0,17.0,2.8,41.0,1.08,16.1,131.0,17.0,34.1,3.45,0.09,0.25,0.1,-3.3,-4.0,12696.0,16714.0,76.0,239437.0,90404.0,5153.0,5992.0,86.0,5509.0,6565.0,83.9,1656.0,3200.0,51.8,285.0,903.0,199.0,58.0,1200.0,14592.0,2072.0,594.0,13.0,167.0,617.0,161.0,68.0,68.0,5.0,902.0,50.0,291.0,639.0,16.82,432.0,67.0,36.0,46.0,64.0,1.68,44.0,1.0,3.0,9.0,0.0,625.0,372.0,301.0,244.0,80.0,407.0,122.0,285.0,501.0,710.0,17.0,21040.0,2456.0,7793.0,9153.0,4316.0,583.0,21032.0,11514.0,520.0,353.0,126.0,12585.0,645.0,362.0,2.0,424.0,533.0,50.0,6.0,10.0,0.0,1906.0,517.0,671.0,43.5
Paris S-G,33.0,63.1,38.0,418.0,3420.0,84.0,52.0,12.0,13.0,79.0,7.0,2.21,1.37,3.58,1.89,3.26,80.1,70.1,2.11,1.85,38.0,38.0,3420.0,28.0,0.74,131.0,103.0,79.4,26.0,4.0,8.0,19.0,50.0,2.0,1.0,1.0,0.0,38.0,0.0,2.0,1.0,37.6,0.27,10.6,0.28,73.0,166.0,44.0,758.0,164.0,16.4,26.1,227.0,18.5,26.2,430.0,0.0,0.0,37.0,0.97,17.0,200.0,33.0,35.9,5.26,0.13,0.36,0.13,3.9,1.9,22941.0,26137.0,87.8,354458.0,118629.0,12123.0,13008.0,93.2,8404.0,9299.0,90.4,1439.0,2205.0,65.3,411.0,1831.0,427.0,74.0,2089.0,24439.0,1633.0,456.0,55.0,106.0,695.0,218.0,104.0,44.0,3.0,666.0,65.0,265.0,982.0,25.84,720.0,68.0,55.0,62.0,135.0,3.55,95.0,6.0,10.0,13.0,1.0,609.0,385.0,217.0,278.0,114.0,327.0,81.0,246.0,373.0,448.0,22.0,29991.0,2001.0,7025.0,15634.0,7568.0,1066.0,29978.0,18932.0,909.0,784.0,235.0,22801.0,577.0,348.0,3.0,463.0,431.0,65.0,11.0,2.0,1.0,2052.0,355.0,300.0,54.2
Reims,29.0,44.9,38.0,418.0,3420.0,39.0,23.0,5.0,5.0,77.0,8.0,1.03,0.61,1.63,0.89,1.5,32.7,28.9,0.86,0.76,38.0,38.0,3420.0,50.0,1.32,168.0,117.0,73.2,9.0,15.0,14.0,10.0,26.3,8.0,5.0,2.0,1.0,38.0,0.0,7.0,1.0,51.4,0.27,2.4,0.06,197.0,655.0,30.1,1146.0,172.0,39.4,36.5,352.0,57.7,46.2,598.0,11.0,1.8,37.0,0.97,14.7,122.0,15.0,34.1,3.21,0.09,0.28,0.08,6.3,5.1,13535.0,17170.0,78.8,258466.0,89989.0,5325.0,6112.0,87.1,6107.0,7064.0,86.5,1800.0,3175.0,56.7,275.0,968.0,210.0,57.0,1246.0,15309.0,1800.0,454.0,11.0,155.0,539.0,145.0,68.0,64.0,0.0,758.0,61.0,229.0,620.0,16.32,469.0,42.0,32.0,32.0,64.0,1.68,36.0,7.0,9.0,4.0,2.0,656.0,372.0,336.0,242.0,78.0,335.0,121.0,214.0,487.0,762.0,18.0,21328.0,2485.0,8192.0,9133.0,4259.0,579.0,21322.0,12006.0,698.0,463.0,148.0,13431.0,610.0,277.0,1.0,442.0,414.0,61.0,3.0,8.0,1.0,1936.0,494.0,578.0,46.1
Rennes,32.0,59.1,38.0,418.0,3420.0,50.0,39.0,3.0,3.0,79.0,5.0,1.32,1.03,2.34,1.24,2.26,47.8,45.4,1.26,1.2,38.0,38.0,3420.0,40.0,1.05,131.0,92.0,71.8,16.0,10.0,12.0,10.0,26.3,4.0,3.0,0.0,1.0,38.0,0.0,4.0,1.0,35.5,0.25,-3.5,-0.09,163.0,413.0,39.5,980.0,186.0,27.7,29.6,258.0,55.0,44.1,402.0,10.0,2.5,74.0,1.95,19.6,159.0,32.0,31.2,4.18,0.09,0.3,0.09,2.2,1.6,20011.0,23914.0,83.7,351486.0,119377.0,9190.0,10204.0,90.1,8499.0,9564.0,88.9,1926.0,3135.0,61.4,376.0,1556.0,293.0,83.0,1883.0,22015.0,1865.0,527.0,22.0,186.0,764.0,198.0,90.0,91.0,0.0,804.0,34.0,305.0,921.0,24.24,660.0,86.0,53.0,61.0,88.0,2.32,58.0,11.0,3.0,7.0,2.0,587.0,337.0,242.0,254.0,91.0,347.0,74.0,273.0,361.0,510.0,12.0,27736.0,1884.0,7185.0,14192.0,6569.0,843.0,27733.0,16447.0,741.0,590.0,172.0,19906.0,610.0,287.0,0.0,502.0,486.0,34.0,3.0,4.0,1.0,2003.0,627.0,554.0,53.1
Saint-Étienne,40.0,48.3,38.0,418.0,3420.0,40.0,28.0,6.0,9.0,76.0,2.0,1.05,0.74,1.79,0.89,1.63,48.7,41.8,1.28,1.1,38.0,38.0,3420.0,54.0,1.42,132.0,79.0,63.6,12.0,10.0,16.0,12.0,31.6,9.0,6.0,1.0,2.0,38.0,4.0,6.0,2.0,42.5,0.27,-9.5,-0.25,149.0,452.0,33.0,855.0,185.0,32.7,34.3,276.0,62.3,48.4,513.0,21.0,4.1,20.0,0.53,13.3,140.0,17.0,32.4,3.68,0.08,0.24,0.1,-8.7,-7.8,13610.0,17667.0,77.0,244264.0,93334.0,6072.0,7028.0,86.4,5532.0,6606.0,83.7,1579.0,2986.0,52.9,330.0,934.0,228.0,87.0,1229.0,15587.0,2031.0,523.0,12.0,174.0,779.0,191.0,82.0,83.0,3.0,949.0,49.0,338.0,769.0,20.24,492.0,107.0,47.0,49.0,66.0,1.74,40.0,6.0,9.0,4.0,0.0,716.0,428.0,394.0,253.0,69.0,374.0,88.0,286.0,471.0,665.0,10.0,22250.0,2127.0,7692.0,10314.0,4483.0,676.0,22241.0,12175.0,616.0,437.0,130.0,13520.0,715.0,363.0,0.0,529.0,490.0,49.0,5.0,9.0,2.0,2119.0,612.0,624.0,49.5
Strasbourg,26.0,45.7,38.0,418.0,3420.0,49.0,26.0,10.0,12.0,58.0,3.0,1.29,0.68,1.97,1.03,1.71,52.8,43.4,1.39,1.14,38.0,38.0,3420.0,58.0,1.53,149.0,91.0,65.1,11.0,9.0,18.0,10.0,26.3,8.0,6.0,1.0,1.0,38.0,2.0,7.0,1.0,50.6,0.3,-6.4,-0.17,287.0,638.0,45.0,833.0,153.0,49.2,38.3,298.0,76.5,54.8,527.0,16.0,3.0,15.0,0.39,11.0,129.0,17.0,30.8,3.39,0.09,0.3,0.11,-3.8,-4.4,13120.0,17175.0,76.4,263920.0,100553.0,4985.0,5851.0,85.2,5680.0,6733.0,84.4,2137.0,3638.0,58.7,272.0,1012.0,253.0,98.0,1301.0,15254.0,1882.0,451.0,8.0,265.0,713.0,165.0,73.0,72.0,0.0,873.0,39.0,338.0,693.0,18.24,466.0,80.0,56.0,44.0,75.0,1.97,49.0,4.0,11.0,6.0,1.0,633.0,396.0,313.0,247.0,73.0,303.0,77.0,226.0,521.0,641.0,11.0,21128.0,2036.0,6803.0,9871.0,4693.0,702.0,21116.0,11460.0,538.0,386.0,93.0,13021.0,645.0,330.0,1.0,499.0,412.0,39.0,7.0,8.0,1.0,2036.0,691.0,658.0,51.2
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 Angers 31.0 46.4 38.0 418.0 3420.0 40.0 23.0 5.0 6.0 65.0 2.0 1.05 0.61 1.66 0.92 1.53 41.6 36.9 1.1 0.97 38.0 38.0 3420.0 58.0 1.53 139.0 82.0 63.3 12.0 8.0 18.0 9.0 23.7 8.0 7.0 1.0 0.0 38.0 0.0 5.0 1.0 53.5 0.33 -3.5 -0.09 143.0 456.0 31.4 712.0 214.0 37.5 35.2 269.0 70.3 50.9 516.0 19.0 3.7 17.0 0.45 11.3 135.0 18.0 33.7 3.55 0.09 0.26 0.09 -1.6 -1.9 14883.0 18822.0 79.1 260279.0 99308.0 6976.0 7852.0 88.8 5985.0 7038.0 85.0 1531.0 2897.0 52.8 294.0 1059.0 221.0 62.0 1435.0 16876.0 1907.0 551.0 30.0 135.0 662.0 168.0 68.0 78.0 1.0 824.0 39.0 355.0 706.0 18.58 525.0 48.0 38.0 42.0 66.0 1.74 42.0 8.0 5.0 7.0 2.0 626.0 376.0 302.0 256.0 68.0 330.0 78.0 252.0 443.0 654.0 1.0 22924.0 1893.0 6979.0 11326.0 4872.0 574.0 22918.0 13323.0 614.0 485.0 118.0 14792.0 635.0 394.0 1.0 461.0 483.0 39.0 6.0 8.0 1.0 2074.0 477.0 562.0 45.9
3 Bordeaux 28.0 49.8 38.0 418.0 3420.0 41.0 32.0 4.0 4.0 78.0 4.0 1.08 0.84 1.92 0.97 1.82 43.5 40.4 1.14 1.06 38.0 38.0 3420.0 56.0 1.47 156.0 100.0 68.6 13.0 6.0 19.0 14.0 36.8 8.0 7.0 1.0 0.0 38.0 2.0 6.0 1.0 48.2 0.26 -6.8 -0.18 264.0 610.0 43.3 1034.0 144.0 40.0 35.3 292.0 67.1 47.6 560.0 16.0 2.9 30.0 0.79 13.2 137.0 20.0 32.9 3.61 0.09 0.27 0.1 -2.5 -3.4 15862.0 19490.0 81.4 283184.0 102852.0 7065.0 7953.0 88.8 6665.0 7634.0 87.3 1694.0 2878.0 58.9 319.0 978.0 186.0 57.0 1303.0 17533.0 1908.0 534.0 16.0 146.0 609.0 174.0 81.0 58.0 0.0 814.0 49.0 318.0 740.0 19.47 476.0 82.0 45.0 57.0 76.0 2.0 45.0 10.0 5.0 9.0 1.0 567.0 329.0 294.0 212.0 61.0 383.0 123.0 260.0 503.0 677.0 9.0 23564.0 2361.0 7808.0 11547.0 4454.0 603.0 23560.0 13778.0 644.0 459.0 156.0 15747.0 614.0 396.0 2.0 465.0 480.0 49.0 3.0 8.0 1.0 1964.0 570.0 501.0 53.2
4 Brest 26.0 49.3 38.0 418.0 3420.0 48.0 31.0 3.0 4.0 62.0 4.0 1.26 0.82 2.08 1.18 2.0 50.0 46.8 1.32 1.23 38.0 38.0 3420.0 66.0 1.74 180.0 115.0 68.3 11.0 8.0 19.0 7.0 18.4 11.0 9.0 1.0 1.0 38.0 1.0 5.0 2.0 57.5 0.27 -6.5 -0.17 195.0 434.0 44.9 1036.0 185.0 32.2 33.8 304.0 32.9 34.6 599.0 27.0 4.5 27.0 0.71 13.2 155.0 26.0 34.8 4.08 0.1 0.29 0.11 -2.0 -1.8 15437.0 19407.0 79.5 292474.0 108202.0 6267.0 7228.0 86.7 6798.0 7856.0 86.5 2034.0 3384.0 60.1 337.0 1178.0 301.0 123.0 1438.0 17412.0 1936.0 489.0 19.0 147.0 720.0 181.0 98.0 40.0 0.0 859.0 59.0 298.0 789.0 20.76 561.0 80.0 43.0 50.0 84.0 2.21 61.0 7.0 6.0 6.0 1.0 610.0 355.0 321.0 236.0 53.0 358.0 109.0 249.0 463.0 685.0 12.0 23400.0 2617.0 8252.0 10194.0 5202.0 723.0 23396.0 13831.0 685.0 479.0 132.0 15317.0 561.0 285.0 1.0 491.0 434.0 59.0 4.0 11.0 2.0 1928.0 693.0 560.0 55.3
5 Dijon 33.0 46.2 38.0 418.0 3420.0 25.0 15.0 3.0 5.0 76.0 5.0 0.66 0.39 1.05 0.58 0.97 33.7 29.9 0.89 0.79 38.0 38.0 3420.0 73.0 1.92 190.0 117.0 65.3 4.0 9.0 25.0 6.0 15.8 10.0 7.0 2.0 1.0 38.0 1.0 7.0 2.0 65.5 0.31 -5.5 -0.15 192.0 574.0 33.4 891.0 204.0 38.8 34.7 347.0 65.7 47.4 618.0 19.0 3.1 37.0 0.97 13.1 87.0 9.0 25.2 2.29 0.06 0.25 0.09 -8.7 -7.9 13949.0 17901.0 77.9 255851.0 97593.0 5993.0 6862.0 87.3 6025.0 7094.0 84.9 1638.0 3054.0 53.6 253.0 936.0 185.0 56.0 1204.0 15908.0 1939.0 502.0 17.0 113.0 569.0 146.0 68.0 71.0 0.0 832.0 54.0 314.0 587.0 15.45 398.0 64.0 35.0 42.0 40.0 1.05 21.0 5.0 6.0 4.0 1.0 601.0 367.0 329.0 225.0 47.0 351.0 112.0 239.0 471.0 729.0 16.0 21991.0 2520.0 8132.0 10172.0 3924.0 497.0 21986.0 12524.0 528.0 414.0 91.0 13867.0 654.0 366.0 1.0 515.0 421.0 54.0 4.0 10.0 2.0 2041.0 530.0 628.0 45.8
6 Lens 27.0 51.1 38.0 418.0 3420.0 53.0 35.0 10.0 12.0 94.0 7.0 1.39 0.92 2.32 1.13 2.05 56.4 47.3 1.48 1.24 38.0 38.0 3420.0 54.0 1.42 143.0 92.0 69.9 15.0 12.0 11.0 8.0 21.1 11.0 11.0 0.0 0.0 38.0 0.0 6.0 3.0 46.0 0.25 -5.0 -0.13 189.0 507.0 37.3 783.0 147.0 48.8 37.5 266.0 47.0 38.7 494.0 17.0 3.4 32.0 0.84 14.5 133.0 22.0 30.6 3.5 0.1 0.32 0.11 -3.4 -4.3 15078.0 18957.0 79.5 276447.0 96848.0 6283.0 7229.0 86.9 6713.0 7778.0 86.3 1682.0 2916.0 57.7 327.0 1132.0 264.0 90.0 1567.0 17084.0 1824.0 491.0 18.0 200.0 760.0 194.0 85.0 81.0 0.0 781.0 49.0 332.0 790.0 20.79 566.0 61.0 41.0 51.0 94.0 2.47 61.0 6.0 5.0 11.0 3.0 601.0 358.0 264.0 253.0 84.0 375.0 92.0 283.0 508.0 690.0 12.0 23098.0 2044.0 6791.0 11442.0 5083.0 678.0 23086.0 13085.0 743.0 499.0 122.0 14953.0 620.0 348.0 5.0 541.0 465.0 49.0 11.0 11.0 3.0 2004.0 644.0 630.0 50.5
7 Lille 21.0 53.8 38.0 418.0 3420.0 62.0 39.0 5.0 5.0 68.0 2.0 1.63 1.03 2.66 1.5 2.53 48.5 44.5 1.28 1.17 38.0 38.0 3420.0 23.0 0.61 107.0 85.0 79.4 24.0 11.0 3.0 21.0 55.3 2.0 1.0 1.0 0.0 38.0 0.0 7.0 2.0 28.8 0.25 7.8 0.21 123.0 393.0 31.3 826.0 194.0 30.3 31.6 240.0 59.6 48.7 490.0 27.0 5.5 44.0 1.16 17.2 178.0 22.0 37.0 4.68 0.12 0.32 0.09 13.5 12.5 17886.0 21892.0 81.7 305333.0 103853.0 8342.0 9348.0 89.2 7195.0 8239.0 87.3 1668.0 2938.0 56.8 365.0 1488.0 251.0 58.0 1660.0 20037.0 1791.0 466.0 31.0 173.0 637.0 184.0 87.0 84.0 5.0 841.0 64.0 316.0 845.0 22.24 639.0 61.0 40.0 42.0 107.0 2.82 82.0 3.0 8.0 8.0 0.0 653.0 370.0 273.0 288.0 92.0 339.0 90.0 249.0 424.0 590.0 6.0 25941.0 1898.0 6831.0 13326.0 6020.0 726.0 25936.0 15631.0 713.0 620.0 168.0 17767.0 622.0 380.0 1.0 487.0 450.0 64.0 5.0 2.0 2.0 2216.0 572.0 558.0 50.6
8 Lorient 27.0 44.6 38.0 418.0 3420.0 49.0 26.0 9.0 10.0 69.0 3.0 1.29 0.68 1.97 1.05 1.74 48.6 41.4 1.28 1.09 38.0 38.0 3420.0 68.0 1.79 167.0 100.0 65.3 11.0 9.0 18.0 5.0 13.2 11.0 10.0 0.0 1.0 38.0 1.0 6.0 1.0 54.3 0.27 -12.7 -0.34 163.0 508.0 32.1 684.0 153.0 43.3 36.9 305.0 69.5 49.5 492.0 11.0 2.2 23.0 0.61 13.9 130.0 30.0 31.3 3.42 0.1 0.31 0.1 0.4 -1.4 13171.0 17085.0 77.1 232514.0 87993.0 6009.0 6910.0 87.0 5392.0 6409.0 84.1 1381.0 2801.0 49.3 289.0 910.0 191.0 55.0 1169.0 15172.0 1867.0 480.0 21.0 110.0 606.0 176.0 62.0 89.0 1.0 800.0 46.0 287.0 726.0 19.11 498.0 62.0 53.0 58.0 80.0 2.11 47.0 4.0 11.0 12.0 1.0 722.0 424.0 353.0 303.0 66.0 422.0 114.0 308.0 527.0 670.0 11.0 21346.0 1961.0 7224.0 10270.0 4119.0 511.0 21336.0 11510.0 572.0 440.0 112.0 13048.0 618.0 349.0 1.0 475.0 469.0 46.0 9.0 11.0 1.0 2064.0 507.0 586.0 46.4
9 Lyon 29.0 54.9 38.0 418.0 3420.0 76.0 46.0 11.0 11.0 66.0 10.0 2.0 1.21 3.21 1.71 2.92 81.4 73.0 2.14 1.92 38.0 38.0 3420.0 43.0 1.13 134.0 92.0 71.6 22.0 10.0 6.0 11.0 28.9 7.0 5.0 1.0 1.0 38.0 2.0 4.0 2.0 36.3 0.23 -4.7 -0.12 150.0 338.0 44.4 934.0 186.0 25.9 30.3 249.0 38.6 35.6 499.0 10.0 2.0 60.0 1.58 18.3 222.0 23.0 36.9 5.84 0.11 0.29 0.12 -5.4 -8.0 17685.0 21396.0 82.7 304190.0 112753.0 8261.0 9252.0 89.3 7093.0 8148.0 87.1 1740.0 2738.0 63.6 455.0 1444.0 426.0 77.0 1991.0 19477.0 1856.0 479.0 36.0 135.0 710.0 232.0 54.0 88.0 2.0 814.0 63.0 319.0 1075.0 28.29 776.0 83.0 63.0 53.0 130.0 3.42 89.0 5.0 9.0 14.0 3.0 584.0 346.0 251.0 249.0 84.0 366.0 115.0 251.0 408.0 594.0 14.0 25612.0 2063.0 6883.0 12335.0 6638.0 1100.0 25602.0 15200.0 805.0 622.0 245.0 17594.0 633.0 326.0 3.0 484.0 439.0 63.0 11.0 7.0 2.0 2140.0 528.0 424.0 55.5
10 Marseille 31.0 53.6 38.0 418.0 3420.0 53.0 45.0 4.0 7.0 98.0 9.0 1.39 1.18 2.58 1.29 2.47 47.0 41.6 1.24 1.09 38.0 38.0 3420.0 47.0 1.24 132.0 86.0 66.7 16.0 12.0 10.0 8.0 21.1 3.0 3.0 0.0 0.0 38.0 1.0 7.0 1.0 40.7 0.29 -5.3 -0.14 143.0 491.0 29.1 1049.0 205.0 31.6 31.6 294.0 54.1 42.5 576.0 22.0 3.8 36.0 0.95 15.2 128.0 17.0 34.2 3.37 0.13 0.38 0.11 6.0 7.4 16481.0 20532.0 80.3 280703.0 101346.0 7937.0 8895.0 89.2 6509.0 7552.0 86.2 1511.0 2858.0 52.9 299.0 1196.0 228.0 52.0 1499.0 18515.0 1965.0 572.0 17.0 182.0 647.0 174.0 95.0 66.0 2.0 840.0 52.0 344.0 672.0 17.68 487.0 59.0 31.0 49.0 97.0 2.55 68.0 9.0 4.0 10.0 3.0 655.0 391.0 266.0 302.0 87.0 365.0 105.0 260.0 442.0 710.0 12.0 24581.0 2364.0 7705.0 12328.0 4779.0 650.0 24574.0 14356.0 606.0 409.0 140.0 16362.0 571.0 312.0 2.0 500.0 473.0 52.0 3.0 3.0 1.0 1898.0 552.0 534.0 50.8
11 Metz 27.0 45.2 38.0 418.0 3420.0 42.0 28.0 7.0 11.0 84.0 4.0 1.11 0.74 1.84 0.92 1.66 44.1 35.8 1.16 0.94 38.0 38.0 3419.0 48.0 1.26 150.0 102.0 76.0 12.0 11.0 15.0 8.0 21.1 13.0 12.0 1.0 0.0 38.0 1.0 4.0 1.0 46.8 0.23 -0.2 0.0 220.0 566.0 38.9 823.0 210.0 42.0 37.7 317.0 69.4 51.6 591.0 41.0 6.9 49.0 1.29 15.9 127.0 31.0 29.9 3.34 0.08 0.28 0.08 -2.1 -0.8 13167.0 16956.0 77.7 242610.0 90624.0 5653.0 6462.0 87.5 5598.0 6622.0 84.5 1579.0 2982.0 53.0 316.0 936.0 191.0 70.0 1221.0 15135.0 1771.0 495.0 26.0 163.0 659.0 161.0 54.0 64.0 4.0 712.0 50.0 292.0 762.0 20.05 529.0 75.0 39.0 65.0 71.0 1.87 46.0 2.0 6.0 9.0 2.0 685.0 417.0 368.0 252.0 65.0 394.0 116.0 278.0 572.0 745.0 9.0 21372.0 2166.0 7340.0 10088.0 4182.0 529.0 21361.0 12250.0 744.0 541.0 135.0 13076.0 695.0 381.0 1.0 516.0 474.0 50.0 6.0 13.0 1.0 2098.0 601.0 612.0 49.5
12 Monaco 30.0 55.8 38.0 418.0 3420.0 76.0 52.0 12.0 15.0 78.0 7.0 2.0 1.37 3.37 1.68 3.05 68.7 56.9 1.81 1.5 38.0 38.0 3420.0 42.0 1.11 103.0 62.0 64.1 24.0 6.0 8.0 15.0 39.5 5.0 5.0 0.0 0.0 38.0 1.0 1.0 1.0 35.5 0.3 -5.5 -0.15 154.0 453.0 34.0 1088.0 136.0 30.4 32.2 242.0 50.4 42.2 416.0 10.0 2.4 75.0 1.97 19.2 160.0 21.0 34.0 4.21 0.14 0.4 0.12 7.3 7.1 17738.0 21991.0 80.7 318971.0 108259.0 7468.0 8476.0 88.1 8001.0 9214.0 86.8 1824.0 3175.0 57.4 370.0 1347.0 364.0 80.0 1750.0 20044.0 1877.0 513.0 32.0 174.0 746.0 218.0 96.0 92.0 3.0 823.0 70.0 300.0 851.0 22.39 599.0 93.0 53.0 48.0 129.0 3.39 89.0 9.0 6.0 15.0 3.0 733.0 432.0 296.0 346.0 91.0 356.0 66.0 290.0 436.0 513.0 15.0 25954.0 2018.0 7190.0 13087.0 5926.0 922.0 25939.0 14599.0 757.0 511.0 159.0 17644.0 608.0 304.0 2.0 486.0 470.0 70.0 11.0 5.0 1.0 2182.0 611.0 558.0 52.3
13 Montpellier 25.0 45.7 38.0 418.0 3420.0 60.0 42.0 2.0 5.0 65.0 7.0 1.58 1.11 2.68 1.53 2.63 51.9 48.1 1.37 1.26 38.0 38.0 3418.0 62.0 1.63 197.0 137.0 74.6 14.0 12.0 12.0 5.0 13.2 12.0 12.0 0.0 0.0 38.0 0.0 5.0 2.0 63.2 0.27 3.2 0.08 293.0 634.0 46.2 967.0 221.0 41.8 36.4 328.0 70.1 50.4 587.0 31.0 5.3 18.0 0.47 12.9 168.0 27.0 36.6 4.42 0.13 0.35 0.11 8.1 9.9 12720.0 16620.0 76.5 250268.0 102515.0 5028.0 5873.0 85.6 5302.0 6391.0 83.0 2068.0 3426.0 60.4 333.0 1010.0 250.0 121.0 1311.0 14667.0 1905.0 477.0 12.0 194.0 807.0 184.0 68.0 95.0 4.0 817.0 48.0 308.0 788.0 20.74 519.0 91.0 52.0 65.0 104.0 2.74 70.0 8.0 10.0 7.0 0.0 529.0 334.0 301.0 183.0 45.0 372.0 150.0 222.0 420.0 705.0 14.0 20691.0 2266.0 6960.0 9216.0 4734.0 708.0 20686.0 11189.0 616.0 451.0 131.0 12604.0 590.0 300.0 0.0 513.0 452.0 48.0 4.0 12.0 2.0 1876.0 657.0 643.0 50.5
14 Nantes 25.0 43.9 38.0 418.0 3420.0 47.0 28.0 8.0 9.0 70.0 4.0 1.24 0.74 1.97 1.03 1.76 49.0 42.2 1.29 1.11 38.0 38.0 3420.0 55.0 1.45 168.0 113.0 73.2 9.0 13.0 16.0 5.0 13.2 12.0 10.0 1.0 1.0 38.0 2.0 7.0 1.0 51.2 0.24 -2.8 -0.07 199.0 641.0 31.0 864.0 131.0 50.2 39.9 257.0 80.5 54.8 507.0 23.0 4.5 36.0 0.95 14.9 120.0 17.0 29.9 3.16 0.1 0.33 0.11 -2.0 -3.2 12329.0 16543.0 74.5 217120.0 85163.0 5715.0 6671.0 85.7 4967.0 6140.0 80.9 1305.0 2790.0 46.8 298.0 1100.0 176.0 49.0 1350.0 14546.0 1943.0 569.0 19.0 114.0 678.0 178.0 106.0 65.0 1.0 846.0 54.0 305.0 699.0 18.39 476.0 66.0 36.0 50.0 78.0 2.05 49.0 4.0 7.0 8.0 0.0 697.0 385.0 357.0 270.0 70.0 391.0 107.0 284.0 464.0 707.0 6.0 20862.0 1950.0 6158.0 10114.0 4807.0 668.0 20853.0 10858.0 656.0 456.0 183.0 12249.0 615.0 368.0 2.0 514.0 498.0 54.0 8.0 12.0 1.0 2066.0 671.0 700.0 48.9
15 Nice 31.0 54.3 38.0 418.0 3420.0 49.0 26.0 7.0 7.0 73.0 4.0 1.29 0.68 1.97 1.11 1.79 48.0 42.7 1.26 1.12 38.0 38.0 3420.0 53.0 1.39 176.0 123.0 73.9 15.0 7.0 16.0 9.0 23.7 7.0 7.0 0.0 0.0 38.0 1.0 11.0 0.0 50.8 0.25 -2.2 -0.06 91.0 286.0 31.8 919.0 180.0 21.1 27.2 300.0 30.7 32.4 572.0 24.0 4.2 20.0 0.53 13.1 138.0 17.0 34.3 3.63 0.1 0.3 0.11 1.0 -0.7 18110.0 21589.0 83.9 309199.0 101348.0 8487.0 9373.0 90.5 7619.0 8561.0 89.0 1563.0 2622.0 59.6 282.0 1156.0 230.0 59.0 1531.0 19731.0 1818.0 500.0 16.0 169.0 599.0 168.0 91.0 45.0 0.0 759.0 40.0 309.0 707.0 18.61 488.0 62.0 42.0 45.0 79.0 2.08 51.0 4.0 8.0 10.0 1.0 599.0 364.0 281.0 243.0 75.0 355.0 123.0 232.0 435.0 644.0 15.0 25536.0 2558.0 8505.0 12382.0 4888.0 695.0 25529.0 16018.0 784.0 510.0 168.0 18000.0 664.0 366.0 2.0 459.0 438.0 40.0 6.0 7.0 0.0 1965.0 391.0 419.0 48.3
16 Nîmes 33.0 44.4 38.0 418.0 3420.0 40.0 26.0 7.0 8.0 60.0 5.0 1.05 0.68 1.74 0.87 1.55 43.3 37.0 1.14 0.97 38.0 38.0 3420.0 71.0 1.87 196.0 122.0 66.8 9.0 8.0 21.0 8.0 21.1 10.0 6.0 3.0 1.0 38.0 1.0 7.0 0.0 64.1 0.29 -6.9 -0.18 254.0 731.0 34.7 1287.0 148.0 41.2 36.1 304.0 66.1 47.1 600.0 17.0 2.8 41.0 1.08 16.1 131.0 17.0 34.1 3.45 0.09 0.25 0.1 -3.3 -4.0 12696.0 16714.0 76.0 239437.0 90404.0 5153.0 5992.0 86.0 5509.0 6565.0 83.9 1656.0 3200.0 51.8 285.0 903.0 199.0 58.0 1200.0 14592.0 2072.0 594.0 13.0 167.0 617.0 161.0 68.0 68.0 5.0 902.0 50.0 291.0 639.0 16.82 432.0 67.0 36.0 46.0 64.0 1.68 44.0 1.0 3.0 9.0 0.0 625.0 372.0 301.0 244.0 80.0 407.0 122.0 285.0 501.0 710.0 17.0 21040.0 2456.0 7793.0 9153.0 4316.0 583.0 21032.0 11514.0 520.0 353.0 126.0 12585.0 645.0 362.0 2.0 424.0 533.0 50.0 6.0 10.0 0.0 1906.0 517.0 671.0 43.5
17 Paris S-G 33.0 63.1 38.0 418.0 3420.0 84.0 52.0 12.0 13.0 79.0 7.0 2.21 1.37 3.58 1.89 3.26 80.1 70.1 2.11 1.85 38.0 38.0 3420.0 28.0 0.74 131.0 103.0 79.4 26.0 4.0 8.0 19.0 50.0 2.0 1.0 1.0 0.0 38.0 0.0 2.0 1.0 37.6 0.27 10.6 0.28 73.0 166.0 44.0 758.0 164.0 16.4 26.1 227.0 18.5 26.2 430.0 0.0 0.0 37.0 0.97 17.0 200.0 33.0 35.9 5.26 0.13 0.36 0.13 3.9 1.9 22941.0 26137.0 87.8 354458.0 118629.0 12123.0 13008.0 93.2 8404.0 9299.0 90.4 1439.0 2205.0 65.3 411.0 1831.0 427.0 74.0 2089.0 24439.0 1633.0 456.0 55.0 106.0 695.0 218.0 104.0 44.0 3.0 666.0 65.0 265.0 982.0 25.84 720.0 68.0 55.0 62.0 135.0 3.55 95.0 6.0 10.0 13.0 1.0 609.0 385.0 217.0 278.0 114.0 327.0 81.0 246.0 373.0 448.0 22.0 29991.0 2001.0 7025.0 15634.0 7568.0 1066.0 29978.0 18932.0 909.0 784.0 235.0 22801.0 577.0 348.0 3.0 463.0 431.0 65.0 11.0 2.0 1.0 2052.0 355.0 300.0 54.2
18 Reims 29.0 44.9 38.0 418.0 3420.0 39.0 23.0 5.0 5.0 77.0 8.0 1.03 0.61 1.63 0.89 1.5 32.7 28.9 0.86 0.76 38.0 38.0 3420.0 50.0 1.32 168.0 117.0 73.2 9.0 15.0 14.0 10.0 26.3 8.0 5.0 2.0 1.0 38.0 0.0 7.0 1.0 51.4 0.27 2.4 0.06 197.0 655.0 30.1 1146.0 172.0 39.4 36.5 352.0 57.7 46.2 598.0 11.0 1.8 37.0 0.97 14.7 122.0 15.0 34.1 3.21 0.09 0.28 0.08 6.3 5.1 13535.0 17170.0 78.8 258466.0 89989.0 5325.0 6112.0 87.1 6107.0 7064.0 86.5 1800.0 3175.0 56.7 275.0 968.0 210.0 57.0 1246.0 15309.0 1800.0 454.0 11.0 155.0 539.0 145.0 68.0 64.0 0.0 758.0 61.0 229.0 620.0 16.32 469.0 42.0 32.0 32.0 64.0 1.68 36.0 7.0 9.0 4.0 2.0 656.0 372.0 336.0 242.0 78.0 335.0 121.0 214.0 487.0 762.0 18.0 21328.0 2485.0 8192.0 9133.0 4259.0 579.0 21322.0 12006.0 698.0 463.0 148.0 13431.0 610.0 277.0 1.0 442.0 414.0 61.0 3.0 8.0 1.0 1936.0 494.0 578.0 46.1
19 Rennes 32.0 59.1 38.0 418.0 3420.0 50.0 39.0 3.0 3.0 79.0 5.0 1.32 1.03 2.34 1.24 2.26 47.8 45.4 1.26 1.2 38.0 38.0 3420.0 40.0 1.05 131.0 92.0 71.8 16.0 10.0 12.0 10.0 26.3 4.0 3.0 0.0 1.0 38.0 0.0 4.0 1.0 35.5 0.25 -3.5 -0.09 163.0 413.0 39.5 980.0 186.0 27.7 29.6 258.0 55.0 44.1 402.0 10.0 2.5 74.0 1.95 19.6 159.0 32.0 31.2 4.18 0.09 0.3 0.09 2.2 1.6 20011.0 23914.0 83.7 351486.0 119377.0 9190.0 10204.0 90.1 8499.0 9564.0 88.9 1926.0 3135.0 61.4 376.0 1556.0 293.0 83.0 1883.0 22015.0 1865.0 527.0 22.0 186.0 764.0 198.0 90.0 91.0 0.0 804.0 34.0 305.0 921.0 24.24 660.0 86.0 53.0 61.0 88.0 2.32 58.0 11.0 3.0 7.0 2.0 587.0 337.0 242.0 254.0 91.0 347.0 74.0 273.0 361.0 510.0 12.0 27736.0 1884.0 7185.0 14192.0 6569.0 843.0 27733.0 16447.0 741.0 590.0 172.0 19906.0 610.0 287.0 0.0 502.0 486.0 34.0 3.0 4.0 1.0 2003.0 627.0 554.0 53.1
20 Saint-Étienne 40.0 48.3 38.0 418.0 3420.0 40.0 28.0 6.0 9.0 76.0 2.0 1.05 0.74 1.79 0.89 1.63 48.7 41.8 1.28 1.1 38.0 38.0 3420.0 54.0 1.42 132.0 79.0 63.6 12.0 10.0 16.0 12.0 31.6 9.0 6.0 1.0 2.0 38.0 4.0 6.0 2.0 42.5 0.27 -9.5 -0.25 149.0 452.0 33.0 855.0 185.0 32.7 34.3 276.0 62.3 48.4 513.0 21.0 4.1 20.0 0.53 13.3 140.0 17.0 32.4 3.68 0.08 0.24 0.1 -8.7 -7.8 13610.0 17667.0 77.0 244264.0 93334.0 6072.0 7028.0 86.4 5532.0 6606.0 83.7 1579.0 2986.0 52.9 330.0 934.0 228.0 87.0 1229.0 15587.0 2031.0 523.0 12.0 174.0 779.0 191.0 82.0 83.0 3.0 949.0 49.0 338.0 769.0 20.24 492.0 107.0 47.0 49.0 66.0 1.74 40.0 6.0 9.0 4.0 0.0 716.0 428.0 394.0 253.0 69.0 374.0 88.0 286.0 471.0 665.0 10.0 22250.0 2127.0 7692.0 10314.0 4483.0 676.0 22241.0 12175.0 616.0 437.0 130.0 13520.0 715.0 363.0 0.0 529.0 490.0 49.0 5.0 9.0 2.0 2119.0 612.0 624.0 49.5
21 Strasbourg 26.0 45.7 38.0 418.0 3420.0 49.0 26.0 10.0 12.0 58.0 3.0 1.29 0.68 1.97 1.03 1.71 52.8 43.4 1.39 1.14 38.0 38.0 3420.0 58.0 1.53 149.0 91.0 65.1 11.0 9.0 18.0 10.0 26.3 8.0 6.0 1.0 1.0 38.0 2.0 7.0 1.0 50.6 0.3 -6.4 -0.17 287.0 638.0 45.0 833.0 153.0 49.2 38.3 298.0 76.5 54.8 527.0 16.0 3.0 15.0 0.39 11.0 129.0 17.0 30.8 3.39 0.09 0.3 0.11 -3.8 -4.4 13120.0 17175.0 76.4 263920.0 100553.0 4985.0 5851.0 85.2 5680.0 6733.0 84.4 2137.0 3638.0 58.7 272.0 1012.0 253.0 98.0 1301.0 15254.0 1882.0 451.0 8.0 265.0 713.0 165.0 73.0 72.0 0.0 873.0 39.0 338.0 693.0 18.24 466.0 80.0 56.0 44.0 75.0 1.97 49.0 4.0 11.0 6.0 1.0 633.0 396.0 313.0 247.0 73.0 303.0 77.0 226.0 521.0 641.0 11.0 21128.0 2036.0 6803.0 9871.0 4693.0 702.0 21116.0 11460.0 538.0 386.0 93.0 13021.0 645.0 330.0 1.0 499.0 412.0 39.0 7.0 8.0 1.0 2036.0 691.0 658.0 51.2