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_2021-2022_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,30.0,48.4,38.0,418.0,3420.0,41.0,25.0,9.0,9.0,70.0,4.0,1.08,0.66,1.74,0.84,1.5,46.5,39.5,1.22,1.04,38.0,38.0,3420.0,55.0,1.45,155.0,103.0,67.7,10.0,11.0,17.0,8.0,21.1,5.0,5.0,0.0,0.0,38.0,2.0,9.0,3.0,47.5,0.28,-4.5,-0.12,122.0,376.0,32.4,758.0,216.0,30.9,33.1,306.0,46.4,40.0,576.0,44.0,7.6,38.0,1.0,12.5,123.0,18.0,32.0,3.24,0.08,0.26,0.11,-5.5,-7.5,15307.0,18797.0,81.4,281097.0,99557.0,6193.0,7006.0,88.4,6960.0,7916.0,87.9,1724.0,2880.0,59.9,277.0,1029.0,186.0,56.0,1349.0,16901.0,1850.0,548.0,30.0,147.0,572.0,186.0,60.0,81.0,2.0,717.0,46.0,292.0,671.0,17.66,439.0,76.0,36.0,45.0,71.0,1.87,38.0,6.0,9.0,10.0,2.0,619.0,370.0,301.0,253.0,65.0,384.0,99.0,285.0,423.0,631.0,9.0,23137.0,2186.0,7994.0,10916.0,4487.0,585.0,23128.0,14880.0,659.0,500.0,152.0,15213.0,727.0,373.0,3.0,471.0,461.0,46.0,7.0,5.0,3.0,2051.0,408.0,509.0,44.5
Bordeaux,39.0,47.4,38.0,418.0,3420.0,50.0,39.0,2.0,4.0,91.0,5.0,1.32,1.03,2.34,1.26,2.29,44.9,41.9,1.18,1.1,38.0,38.0,3420.0,91.0,2.39,194.0,104.0,56.7,6.0,13.0,19.0,2.0,5.3,9.0,7.0,2.0,0.0,38.0,1.0,10.0,3.0,64.5,0.29,-23.5,-0.62,256.0,622.0,41.2,1059.0,133.0,38.9,34.5,329.0,63.8,45.6,546.0,19.0,3.5,79.0,2.08,17.2,145.0,16.0,32.5,3.82,0.11,0.33,0.1,5.1,6.1,13552.0,17385.0,78.0,253745.0,96071.0,5738.0,6654.0,86.2,5627.0,6682.0,84.2,1815.0,3091.0,58.7,326.0,952.0,221.0,59.0,1271.0,15441.0,1886.0,464.0,52.0,176.0,611.0,150.0,80.0,47.0,1.0,815.0,58.0,315.0,768.0,20.21,539.0,73.0,48.0,32.0,91.0,2.39,61.0,12.0,5.0,3.0,1.0,642.0,377.0,321.0,243.0,78.0,357.0,104.0,253.0,454.0,688.0,19.0,21609.0,2364.0,7619.0,10032.0,4195.0,649.0,21605.0,13243.0,609.0,410.0,139.0,13416.0,676.0,313.0,2.0,460.0,391.0,58.0,2.0,9.0,3.0,2134.0,488.0,506.0,49.1
Brest,25.0,43.9,38.0,418.0,3420.0,48.0,32.0,7.0,8.0,59.0,2.0,1.26,0.84,2.11,1.08,1.92,43.4,37.0,1.14,0.97,38.0,38.0,3420.0,57.0,1.5,170.0,115.0,68.8,13.0,9.0,16.0,7.0,18.4,4.0,4.0,0.0,0.0,38.0,0.0,8.0,2.0,51.0,0.28,-4.0,-0.1,290.0,624.0,46.5,877.0,205.0,43.1,37.4,328.0,75.0,53.1,541.0,16.0,3.0,34.0,0.89,14.1,138.0,12.0,35.0,3.63,0.1,0.3,0.1,4.6,4.0,12684.0,16506.0,76.8,242103.0,96714.0,5325.0,6290.0,84.7,5126.0,6166.0,83.1,1852.0,3141.0,59.0,305.0,1087.0,252.0,88.0,1349.0,14535.0,1924.0,484.0,20.0,156.0,710.0,171.0,95.0,56.0,0.0,846.0,47.0,288.0,698.0,18.37,490.0,75.0,43.0,36.0,78.0,2.05,49.0,7.0,7.0,6.0,2.0,682.0,400.0,342.0,249.0,91.0,369.0,108.0,261.0,469.0,707.0,4.0,20760.0,2287.0,6773.0,9255.0,4953.0,692.0,20752.0,12273.0,666.0,490.0,155.0,12570.0,664.0,312.0,0.0,427.0,417.0,47.0,4.0,4.0,2.0,2006.0,618.0,540.0,53.4
Clermont Foot,28.0,50.0,38.0,418.0,3420.0,36.0,25.0,2.0,3.0,65.0,8.0,0.95,0.66,1.61,0.89,1.55,44.4,41.9,1.17,1.1,38.0,38.0,3420.0,69.0,1.82,165.0,99.0,61.2,9.0,9.0,20.0,8.0,21.1,5.0,5.0,0.0,0.0,38.0,0.0,10.0,3.0,50.6,0.28,-15.4,-0.41,124.0,435.0,28.5,886.0,160.0,34.0,32.5,266.0,50.4,37.7,463.0,28.0,6.0,32.0,0.84,13.3,134.0,10.0,30.7,3.53,0.08,0.25,0.1,-8.4,-7.9,15713.0,19560.0,80.3,268742.0,97045.0,7638.0,8645.0,88.4,5961.0,6974.0,85.5,1598.0,2805.0,57.0,326.0,1066.0,263.0,102.0,1370.0,17599.0,1908.0,526.0,28.0,156.0,713.0,179.0,76.0,60.0,1.0,828.0,53.0,332.0,771.0,20.29,553.0,76.0,49.0,30.0,64.0,1.68,43.0,7.0,6.0,3.0,0.0,622.0,361.0,285.0,262.0,75.0,372.0,99.0,273.0,386.0,527.0,9.0,23488.0,2137.0,8082.0,10780.0,4860.0,676.0,23485.0,14941.0,617.0,419.0,142.0,15584.0,618.0,410.0,3.0,387.0,482.0,53.0,2.0,5.0,3.0,2137.0,432.0,466.0,48.1
Lens,28.0,50.7,38.0,418.0,3420.0,60.0,39.0,5.0,5.0,73.0,7.0,1.58,1.03,2.61,1.45,2.47,50.2,46.4,1.32,1.22,38.0,38.0,3418.0,48.0,1.26,145.0,96.0,69.7,17.0,11.0,10.0,8.0,21.1,5.0,4.0,1.0,0.0,38.0,1.0,3.0,0.0,44.9,0.29,-3.1,-0.08,133.0,341.0,39.0,756.0,194.0,33.9,31.1,281.0,30.2,30.5,452.0,34.0,7.5,45.0,1.18,14.9,183.0,14.0,35.8,4.82,0.11,0.3,0.09,9.8,8.6,16573.0,20178.0,82.1,283832.0,99071.0,7613.0,8583.0,88.7,6900.0,7932.0,87.0,1477.0,2498.0,59.1,383.0,1263.0,281.0,70.0,1692.0,18428.0,1692.0,388.0,51.0,172.0,699.0,213.0,70.0,106.0,0.0,718.0,58.0,295.0,900.0,23.68,680.0,60.0,56.0,30.0,106.0,2.79,75.0,4.0,11.0,7.0,3.0,591.0,359.0,273.0,243.0,75.0,360.0,99.0,261.0,455.0,616.0,7.0,24163.0,2058.0,6639.0,12383.0,5399.0,748.0,24158.0,15515.0,763.0,564.0,142.0,16448.0,617.0,336.0,1.0,421.0,357.0,58.0,3.0,5.0,0.0,2051.0,427.0,366.0,53.8
Lille,26.0,50.8,38.0,418.0,3420.0,45.0,29.0,4.0,5.0,98.0,6.0,1.18,0.76,1.95,1.08,1.84,50.5,46.6,1.33,1.23,38.0,38.0,3420.0,48.0,1.26,147.0,105.0,71.4,14.0,13.0,11.0,10.0,26.3,7.0,6.0,1.0,0.0,38.0,1.0,8.0,2.0,39.2,0.23,-6.8,-0.18,162.0,481.0,33.7,729.0,156.0,42.1,35.2,291.0,59.8,45.2,522.0,24.0,4.6,35.0,0.92,14.2,150.0,15.0,32.5,3.95,0.09,0.27,0.1,-5.5,-5.6,15086.0,18926.0,79.7,265491.0,93760.0,6923.0,7842.0,88.3,5970.0,6972.0,85.6,1658.0,2862.0,57.9,344.0,1124.0,266.0,61.0,1487.0,16958.0,1879.0,471.0,47.0,186.0,621.0,201.0,79.0,90.0,0.0,828.0,89.0,354.0,811.0,21.34,592.0,73.0,45.0,35.0,81.0,2.13,50.0,7.0,9.0,8.0,0.0,653.0,359.0,310.0,274.0,69.0,351.0,111.0,240.0,377.0,672.0,6.0,23068.0,2112.0,6990.0,11083.0,5263.0,793.0,23063.0,14302.0,725.0,540.0,183.0,14980.0,655.0,347.0,3.0,446.0,441.0,89.0,5.0,6.0,2.0,2145.0,525.0,492.0,51.6
Lorient,29.0,44.4,38.0,418.0,3420.0,35.0,20.0,3.0,3.0,69.0,4.0,0.92,0.53,1.45,0.84,1.37,41.3,39.0,1.09,1.03,38.0,38.0,3420.0,63.0,1.66,148.0,88.0,60.8,8.0,12.0,18.0,11.0,28.9,6.0,5.0,0.0,1.0,38.0,4.0,4.0,3.0,49.8,0.31,-10.2,-0.27,138.0,499.0,27.7,639.0,124.0,42.4,37.5,310.0,73.5,53.0,568.0,9.0,1.6,25.0,0.66,14.1,146.0,32.0,33.0,3.84,0.07,0.22,0.09,-6.3,-7.0,13156.0,16818.0,78.2,241458.0,86977.0,5597.0,6471.0,86.5,5492.0,6467.0,84.9,1630.0,2876.0,56.7,321.0,998.0,218.0,76.0,1258.0,14950.0,1813.0,441.0,40.0,163.0,588.0,162.0,63.0,55.0,2.0,803.0,55.0,291.0,758.0,19.95,531.0,62.0,50.0,48.0,60.0,1.58,39.0,2.0,4.0,7.0,0.0,696.0,412.0,337.0,292.0,67.0,405.0,115.0,290.0,412.0,776.0,9.0,21037.0,2054.0,6869.0,10009.0,4373.0,597.0,21034.0,12358.0,569.0,446.0,126.0,13060.0,644.0,332.0,3.0,475.0,423.0,55.0,3.0,6.0,3.0,2044.0,433.0,524.0,45.2
Lyon,30.0,58.4,38.0,418.0,3420.0,64.0,45.0,8.0,8.0,65.0,6.0,1.68,1.18,2.87,1.47,2.66,66.9,60.7,1.76,1.6,38.0,38.0,3418.0,51.0,1.34,173.0,124.0,74.6,17.0,11.0,10.0,9.0,23.7,8.0,7.0,1.0,0.0,38.0,1.0,9.0,3.0,50.2,0.25,2.2,0.06,126.0,298.0,42.3,1050.0,185.0,22.6,29.0,253.0,24.1,30.8,459.0,18.0,3.9,35.0,0.92,15.0,192.0,18.0,35.2,5.05,0.1,0.29,0.11,-2.9,-4.7,19787.0,23388.0,84.6,340268.0,116719.0,8987.0,9961.0,90.2,8403.0,9364.0,89.7,1780.0,2835.0,62.8,422.0,1486.0,346.0,66.0,1756.0,21522.0,1804.0,491.0,95.0,139.0,571.0,188.0,85.0,60.0,2.0,782.0,62.0,313.0,986.0,25.95,745.0,65.0,61.0,40.0,111.0,2.92,83.0,4.0,12.0,7.0,0.0,632.0,367.0,264.0,270.0,98.0,385.0,91.0,294.0,396.0,621.0,17.0,27712.0,2276.0,7862.0,13801.0,6302.0,913.0,27704.0,18559.0,781.0,625.0,207.0,19671.0,704.0,408.0,2.0,436.0,424.0,62.0,6.0,8.0,3.0,2129.0,470.0,409.0,53.5
Marseille,27.0,61.7,38.0,418.0,3420.0,61.0,40.0,10.0,10.0,61.0,3.0,1.61,1.05,2.66,1.34,2.39,58.2,50.5,1.53,1.33,38.0,38.0,3420.0,38.0,1.0,112.0,75.0,69.6,21.0,8.0,9.0,15.0,39.5,4.0,4.0,0.0,0.0,38.0,0.0,8.0,1.0,36.6,0.31,-0.4,-0.01,119.0,352.0,33.8,1498.0,182.0,18.3,26.3,234.0,33.3,33.7,406.0,25.0,6.2,67.0,1.76,18.2,157.0,28.0,32.1,4.13,0.1,0.32,0.1,2.8,0.5,21253.0,24524.0,86.7,361998.0,109449.0,9918.0,10745.0,92.3,8776.0,9635.0,91.1,1878.0,2900.0,64.8,384.0,1547.0,336.0,59.0,1866.0,22709.0,1755.0,538.0,57.0,176.0,619.0,217.0,100.0,81.0,0.0,692.0,60.0,306.0,904.0,23.79,662.0,78.0,53.0,54.0,110.0,2.89,75.0,7.0,8.0,12.0,3.0,556.0,319.0,252.0,238.0,66.0,263.0,65.0,198.0,327.0,437.0,10.0,27998.0,1932.0,7517.0,14192.0,6507.0,861.0,27988.0,19841.0,762.0,630.0,200.0,21071.0,569.0,328.0,1.0,347.0,459.0,60.0,10.0,4.0,1.0,1862.0,368.0,323.0,53.3
Metz,36.0,42.9,38.0,418.0,3420.0,33.0,24.0,1.0,1.0,94.0,9.0,0.87,0.63,1.5,0.84,1.47,29.2,28.4,0.77,0.75,38.0,38.0,3417.0,69.0,1.82,178.0,111.0,64.0,6.0,13.0,19.0,8.0,21.1,5.0,5.0,0.0,0.0,38.0,1.0,9.0,2.0,57.2,0.3,-9.8,-0.26,234.0,611.0,38.3,717.0,224.0,46.7,39.4,335.0,82.4,56.7,582.0,49.0,8.4,55.0,1.45,14.2,112.0,16.0,30.3,2.95,0.09,0.29,0.08,3.8,3.6,12069.0,15688.0,76.9,222449.0,84751.0,5120.0,6014.0,85.1,5157.0,6079.0,84.8,1430.0,2715.0,52.7,275.0,818.0,126.0,49.0,1015.0,13854.0,1786.0,476.0,34.0,137.0,581.0,142.0,43.0,76.0,0.0,729.0,48.0,299.0,634.0,16.68,449.0,62.0,36.0,41.0,55.0,1.45,39.0,3.0,5.0,5.0,0.0,711.0,442.0,395.0,275.0,41.0,452.0,139.0,313.0,507.0,782.0,11.0,20273.0,2201.0,7342.0,9598.0,3595.0,412.0,20272.0,12090.0,572.0,464.0,90.0,11964.0,710.0,364.0,2.0,514.0,417.0,48.0,1.0,5.0,2.0,2092.0,527.0,529.0,49.9
Monaco,27.0,54.1,38.0,418.0,3420.0,62.0,45.0,9.0,9.0,85.0,4.0,1.63,1.18,2.82,1.39,2.58,59.3,52.3,1.56,1.38,38.0,38.0,3420.0,40.0,1.05,141.0,104.0,77.3,20.0,9.0,9.0,11.0,28.9,9.0,8.0,0.0,1.0,38.0,0.0,5.0,3.0,41.5,0.24,4.5,0.12,160.0,415.0,38.6,839.0,173.0,31.9,32.5,280.0,52.5,42.5,427.0,23.0,5.4,46.0,1.21,17.1,153.0,17.0,34.4,4.03,0.12,0.35,0.12,2.7,0.7,16300.0,20559.0,79.3,293016.0,105290.0,6964.0,8022.0,86.8,7227.0,8418.0,85.9,1702.0,3045.0,55.9,348.0,1387.0,393.0,82.0,1871.0,18632.0,1833.0,448.0,77.0,150.0,705.0,220.0,99.0,78.0,0.0,805.0,94.0,331.0,779.0,20.5,572.0,74.0,40.0,41.0,107.0,2.82,87.0,3.0,5.0,8.0,0.0,745.0,435.0,292.0,368.0,85.0,378.0,103.0,275.0,424.0,487.0,10.0,24599.0,2002.0,6595.0,12120.0,6112.0,936.0,24590.0,15043.0,750.0,546.0,189.0,16188.0,654.0,321.0,3.0,496.0,408.0,94.0,5.0,9.0,3.0,2287.0,546.0,498.0,52.3
Montpellier,26.0,48.2,38.0,418.0,3420.0,48.0,31.0,3.0,4.0,77.0,8.0,1.26,0.82,2.08,1.18,2.0,42.7,39.6,1.12,1.04,38.0,38.0,3420.0,61.0,1.61,215.0,154.0,74.0,12.0,7.0,19.0,10.0,26.3,6.0,5.0,1.0,0.0,38.0,1.0,2.0,1.0,60.5,0.26,0.5,0.01,180.0,461.0,39.0,1034.0,234.0,29.8,31.0,348.0,44.0,37.4,594.0,45.0,7.6,31.0,0.82,13.2,151.0,38.0,34.9,3.97,0.1,0.3,0.09,5.3,5.4,13951.0,17804.0,78.4,246694.0,95721.0,6234.0,7133.0,87.4,5560.0,6581.0,84.5,1585.0,2917.0,54.3,290.0,957.0,239.0,70.0,1282.0,15757.0,1994.0,484.0,36.0,155.0,697.0,178.0,62.0,74.0,2.0,868.0,53.0,313.0,736.0,19.37,516.0,60.0,41.0,61.0,85.0,2.24,59.0,7.0,6.0,6.0,1.0,625.0,380.0,340.0,210.0,75.0,363.0,134.0,229.0,356.0,675.0,13.0,21921.0,2665.0,7961.0,9658.0,4518.0,574.0,21917.0,13539.0,604.0,424.0,95.0,13818.0,648.0,340.0,4.0,411.0,465.0,53.0,3.0,6.0,1.0,2018.0,437.0,560.0,43.8
Nantes,26.0,43.9,38.0,418.0,3420.0,53.0,37.0,5.0,5.0,80.0,4.0,1.39,0.97,2.37,1.26,2.24,45.5,41.6,1.2,1.1,38.0,38.0,3420.0,48.0,1.26,155.0,105.0,71.6,15.0,10.0,13.0,8.0,21.1,7.0,4.0,3.0,0.0,38.0,0.0,6.0,1.0,52.4,0.3,5.4,0.14,206.0,607.0,33.9,824.0,137.0,46.2,39.2,288.0,78.5,55.5,491.0,27.0,5.5,56.0,1.47,14.9,145.0,13.0,34.5,3.82,0.11,0.33,0.1,7.5,6.4,12580.0,16481.0,76.3,232016.0,88021.0,5386.0,6257.0,86.1,5234.0,6315.0,82.9,1572.0,2976.0,52.8,327.0,1086.0,204.0,76.0,1330.0,14568.0,1858.0,422.0,20.0,140.0,731.0,198.0,75.0,97.0,1.0,864.0,55.0,280.0,723.0,19.03,498.0,81.0,48.0,38.0,89.0,2.34,62.0,6.0,6.0,7.0,1.0,685.0,405.0,331.0,262.0,92.0,419.0,136.0,283.0,415.0,680.0,9.0,20769.0,1992.0,6238.0,9782.0,4964.0,703.0,20764.0,11889.0,607.0,467.0,173.0,12477.0,587.0,352.0,2.0,500.0,372.0,55.0,2.0,7.0,1.0,2057.0,598.0,566.0,51.4
Nice,27.0,51.5,38.0,418.0,3420.0,52.0,35.0,8.0,10.0,77.0,6.0,1.37,0.92,2.29,1.16,2.08,55.6,48.0,1.46,1.26,38.0,38.0,3420.0,36.0,0.95,146.0,109.0,78.1,20.0,7.0,11.0,14.0,36.8,5.0,4.0,1.0,0.0,38.0,1.0,1.0,0.0,44.3,0.27,8.3,0.22,146.0,381.0,38.3,791.0,175.0,29.8,30.3,267.0,54.3,42.6,517.0,32.0,6.2,34.0,0.89,13.8,144.0,12.0,32.6,3.79,0.1,0.31,0.11,-3.6,-4.0,16159.0,19832.0,81.5,281750.0,98166.0,7356.0,8328.0,88.3,6858.0,7835.0,87.5,1515.0,2645.0,57.3,334.0,1151.0,261.0,102.0,1474.0,18037.0,1742.0,440.0,37.0,101.0,742.0,196.0,94.0,75.0,1.0,766.0,53.0,305.0,789.0,20.76,575.0,69.0,41.0,39.0,94.0,2.47,70.0,4.0,6.0,9.0,0.0,610.0,369.0,291.0,253.0,66.0,392.0,119.0,273.0,441.0,595.0,7.0,23930.0,2031.0,6830.0,12258.0,5096.0,752.0,23920.0,15574.0,732.0,580.0,150.0,16009.0,635.0,349.0,2.0,456.0,371.0,53.0,6.0,5.0,0.0,2064.0,526.0,471.0,52.8
Paris S-G,36.0,63.0,38.0,418.0,3420.0,88.0,65.0,7.0,8.0,79.0,4.0,2.32,1.71,4.03,2.13,3.84,76.7,70.6,2.02,1.86,38.0,38.0,3417.0,36.0,0.95,142.0,107.0,76.8,26.0,8.0,4.0,13.0,34.2,3.0,3.0,0.0,0.0,38.0,0.0,5.0,1.0,35.9,0.23,0.9,0.02,43.0,106.0,40.6,798.0,209.0,10.2,23.4,228.0,11.0,22.0,421.0,16.0,3.8,56.0,1.47,17.5,202.0,29.0,36.4,5.32,0.15,0.4,0.13,11.3,10.4,23831.0,26660.0,89.4,379833.0,120661.0,12093.0,12973.0,93.2,9125.0,9855.0,92.6,1662.0,2239.0,74.2,433.0,1844.0,403.0,51.0,2055.0,24940.0,1627.0,488.0,94.0,170.0,459.0,201.0,80.0,34.0,2.0,623.0,93.0,278.0,1018.0,26.79,767.0,56.0,54.0,44.0,159.0,4.18,119.0,6.0,9.0,6.0,1.0,607.0,360.0,229.0,276.0,102.0,330.0,106.0,224.0,303.0,437.0,14.0,30477.0,2211.0,7261.0,15653.0,7791.0,1017.0,30469.0,21529.0,877.0,815.0,236.0,23683.0,554.0,348.0,1.0,357.0,416.0,93.0,6.0,3.0,1.0,1824.0,262.0,221.0,54.2
Reims,35.0,42.2,38.0,418.0,3420.0,42.0,27.0,4.0,6.0,68.0,7.0,1.11,0.71,1.82,1.0,1.71,37.7,32.8,0.99,0.86,38.0,38.0,3420.0,44.0,1.16,161.0,116.0,75.8,11.0,13.0,14.0,11.0,28.9,7.0,5.0,1.0,1.0,38.0,2.0,8.0,0.0,42.9,0.24,-1.1,-0.03,151.0,479.0,31.5,975.0,217.0,35.5,34.7,285.0,46.7,38.8,645.0,37.0,5.7,53.0,1.39,14.8,137.0,5.0,35.2,3.61,0.1,0.28,0.09,4.3,5.2,12097.0,15811.0,76.5,222517.0,84221.0,5187.0,6061.0,85.6,5070.0,6048.0,83.8,1511.0,2767.0,54.6,307.0,878.0,233.0,76.0,1185.0,13914.0,1821.0,498.0,14.0,181.0,629.0,166.0,63.0,77.0,1.0,780.0,76.0,315.0,692.0,18.21,498.0,59.0,32.0,38.0,71.0,1.87,46.0,7.0,6.0,8.0,0.0,615.0,365.0,328.0,221.0,66.0,460.0,154.0,306.0,493.0,753.0,7.0,20184.0,2495.0,7676.0,8540.0,4230.0,585.0,20178.0,11812.0,614.0,455.0,127.0,11991.0,701.0,324.0,4.0,449.0,451.0,76.0,5.0,7.0,0.0,2074.0,453.0,495.0,47.8
Rennes,28.0,55.9,38.0,418.0,3420.0,81.0,61.0,4.0,4.0,56.0,2.0,2.13,1.61,3.74,2.03,3.63,62.8,59.6,1.65,1.57,38.0,38.0,3420.0,40.0,1.05,106.0,66.0,67.0,20.0,6.0,12.0,14.0,36.8,6.0,5.0,1.0,0.0,38.0,0.0,5.0,1.0,37.7,0.32,-1.3,-0.03,188.0,458.0,41.0,978.0,181.0,30.3,31.0,224.0,72.3,50.8,519.0,25.0,4.8,56.0,1.47,17.4,194.0,14.0,35.4,5.11,0.14,0.4,0.11,18.2,17.4,17605.0,21263.0,82.8,330949.0,109096.0,7052.0,8029.0,87.8,7902.0,8886.0,88.9,2224.0,3332.0,66.7,426.0,1287.0,367.0,89.0,1737.0,19478.0,1726.0,436.0,41.0,199.0,698.0,222.0,61.0,132.0,0.0,766.0,59.0,308.0,971.0,25.55,712.0,103.0,74.0,37.0,151.0,3.97,120.0,7.0,10.0,6.0,2.0,546.0,318.0,234.0,215.0,97.0,347.0,92.0,255.0,315.0,646.0,12.0,25210.0,2049.0,7040.0,12435.0,5946.0,900.0,25206.0,15801.0,676.0,536.0,141.0,17502.0,587.0,269.0,1.0,434.0,377.0,59.0,4.0,6.0,1.0,1904.0,547.0,534.0,50.6
Saint-Étienne,39.0,48.5,38.0,418.0,3420.0,41.0,25.0,5.0,5.0,81.0,5.0,1.08,0.66,1.74,0.95,1.61,38.3,34.5,1.01,0.91,38.0,38.0,3417.0,77.0,2.03,189.0,116.0,63.5,7.0,11.0,20.0,4.0,10.5,8.0,8.0,0.0,0.0,38.0,3.0,6.0,4.0,68.6,0.33,-4.4,-0.12,179.0,545.0,32.8,874.0,223.0,40.6,35.3,290.0,65.5,47.8,453.0,29.0,6.4,81.0,2.13,17.3,141.0,23.0,32.5,3.71,0.08,0.26,0.08,2.7,1.5,13880.0,17876.0,77.6,248220.0,88275.0,6137.0,7086.0,86.6,5607.0,6671.0,84.1,1593.0,2972.0,53.6,312.0,1058.0,200.0,62.0,1400.0,15857.0,1968.0,520.0,39.0,214.0,697.0,178.0,82.0,65.0,3.0,868.0,51.0,329.0,749.0,19.71,517.0,69.0,42.0,48.0,65.0,1.71,37.0,9.0,7.0,5.0,2.0,695.0,397.0,341.0,265.0,89.0,398.0,93.0,305.0,452.0,563.0,10.0,22334.0,2054.0,7008.0,10845.0,4749.0,605.0,22329.0,12777.0,685.0,516.0,156.0,13788.0,725.0,398.0,1.0,464.0,441.0,51.0,4.0,8.0,4.0,2152.0,463.0,611.0,43.1
Strasbourg,26.0,49.5,38.0,418.0,3420.0,56.0,40.0,6.0,8.0,72.0,3.0,1.47,1.05,2.53,1.32,2.37,55.6,49.4,1.46,1.3,38.0,38.0,3420.0,43.0,1.13,131.0,89.0,70.2,17.0,12.0,9.0,14.0,36.8,4.0,4.0,0.0,0.0,38.0,0.0,5.0,1.0,35.1,0.24,-6.9,-0.18,167.0,407.0,41.0,741.0,150.0,38.3,34.1,246.0,50.0,40.3,488.0,15.0,3.1,39.0,1.03,13.7,150.0,10.0,31.9,3.95,0.11,0.33,0.11,0.4,0.6,14576.0,18653.0,78.1,269517.0,97463.0,6112.0,7060.0,86.6,6190.0,7296.0,84.8,1856.0,3259.0,56.9,348.0,1184.0,334.0,108.0,1589.0,16798.0,1794.0,449.0,47.0,212.0,797.0,180.0,37.0,121.0,2.0,807.0,61.0,296.0,810.0,21.32,588.0,82.0,55.0,43.0,98.0,2.58,70.0,5.0,10.0,8.0,0.0,660.0,392.0,302.0,257.0,101.0,380.0,93.0,287.0,433.0,563.0,6.0,22693.0,2019.0,6434.0,10911.0,5563.0,830.0,22685.0,13461.0,573.0,474.0,117.0,14474.0,589.0,300.0,1.0,497.0,400.0,61.0,6.0,4.0,1.0,2092.0,654.0,521.0,55.7
Troyes,35.0,44.4,38.0,418.0,3420.0,35.0,23.0,6.0,7.0,75.0,6.0,0.92,0.61,1.53,0.76,1.37,39.2,33.8,1.03,0.89,38.0,38.0,3420.0,53.0,1.39,159.0,108.0,73.0,9.0,11.0,18.0,9.0,23.7,10.0,10.0,0.0,0.0,38.0,2.0,8.0,2.0,53.1,0.28,2.1,0.06,215.0,549.0,39.2,978.0,199.0,38.8,34.9,321.0,53.0,39.6,520.0,30.0,5.8,34.0,0.89,13.6,120.0,9.0,31.7,3.16,0.08,0.24,0.09,-4.2,-4.8,13093.0,16828.0,77.8,232760.0,90537.0,6026.0,6920.0,87.1,5156.0,6130.0,84.1,1466.0,2726.0,53.8,285.0,937.0,216.0,85.0,1216.0,14916.0,1859.0,534.0,26.0,163.0,708.0,161.0,113.0,35.0,0.0,750.0,53.0,313.0,668.0,17.58,472.0,60.0,43.0,38.0,54.0,1.42,33.0,4.0,9.0,6.0,0.0,636.0,351.0,351.0,221.0,64.0,375.0,107.0,268.0,430.0,656.0,8.0,20860.0,2469.0,7825.0,9020.0,4253.0,534.0,20853.0,13005.0,598.0,455.0,96.0,12988.0,588.0,322.0,3.0,442.0,473.0,53.0,7.0,10.0,2.0,1987.0,417.0,460.0,47.5
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 30.0 48.4 38.0 418.0 3420.0 41.0 25.0 9.0 9.0 70.0 4.0 1.08 0.66 1.74 0.84 1.5 46.5 39.5 1.22 1.04 38.0 38.0 3420.0 55.0 1.45 155.0 103.0 67.7 10.0 11.0 17.0 8.0 21.1 5.0 5.0 0.0 0.0 38.0 2.0 9.0 3.0 47.5 0.28 -4.5 -0.12 122.0 376.0 32.4 758.0 216.0 30.9 33.1 306.0 46.4 40.0 576.0 44.0 7.6 38.0 1.0 12.5 123.0 18.0 32.0 3.24 0.08 0.26 0.11 -5.5 -7.5 15307.0 18797.0 81.4 281097.0 99557.0 6193.0 7006.0 88.4 6960.0 7916.0 87.9 1724.0 2880.0 59.9 277.0 1029.0 186.0 56.0 1349.0 16901.0 1850.0 548.0 30.0 147.0 572.0 186.0 60.0 81.0 2.0 717.0 46.0 292.0 671.0 17.66 439.0 76.0 36.0 45.0 71.0 1.87 38.0 6.0 9.0 10.0 2.0 619.0 370.0 301.0 253.0 65.0 384.0 99.0 285.0 423.0 631.0 9.0 23137.0 2186.0 7994.0 10916.0 4487.0 585.0 23128.0 14880.0 659.0 500.0 152.0 15213.0 727.0 373.0 3.0 471.0 461.0 46.0 7.0 5.0 3.0 2051.0 408.0 509.0 44.5
3 Bordeaux 39.0 47.4 38.0 418.0 3420.0 50.0 39.0 2.0 4.0 91.0 5.0 1.32 1.03 2.34 1.26 2.29 44.9 41.9 1.18 1.1 38.0 38.0 3420.0 91.0 2.39 194.0 104.0 56.7 6.0 13.0 19.0 2.0 5.3 9.0 7.0 2.0 0.0 38.0 1.0 10.0 3.0 64.5 0.29 -23.5 -0.62 256.0 622.0 41.2 1059.0 133.0 38.9 34.5 329.0 63.8 45.6 546.0 19.0 3.5 79.0 2.08 17.2 145.0 16.0 32.5 3.82 0.11 0.33 0.1 5.1 6.1 13552.0 17385.0 78.0 253745.0 96071.0 5738.0 6654.0 86.2 5627.0 6682.0 84.2 1815.0 3091.0 58.7 326.0 952.0 221.0 59.0 1271.0 15441.0 1886.0 464.0 52.0 176.0 611.0 150.0 80.0 47.0 1.0 815.0 58.0 315.0 768.0 20.21 539.0 73.0 48.0 32.0 91.0 2.39 61.0 12.0 5.0 3.0 1.0 642.0 377.0 321.0 243.0 78.0 357.0 104.0 253.0 454.0 688.0 19.0 21609.0 2364.0 7619.0 10032.0 4195.0 649.0 21605.0 13243.0 609.0 410.0 139.0 13416.0 676.0 313.0 2.0 460.0 391.0 58.0 2.0 9.0 3.0 2134.0 488.0 506.0 49.1
4 Brest 25.0 43.9 38.0 418.0 3420.0 48.0 32.0 7.0 8.0 59.0 2.0 1.26 0.84 2.11 1.08 1.92 43.4 37.0 1.14 0.97 38.0 38.0 3420.0 57.0 1.5 170.0 115.0 68.8 13.0 9.0 16.0 7.0 18.4 4.0 4.0 0.0 0.0 38.0 0.0 8.0 2.0 51.0 0.28 -4.0 -0.1 290.0 624.0 46.5 877.0 205.0 43.1 37.4 328.0 75.0 53.1 541.0 16.0 3.0 34.0 0.89 14.1 138.0 12.0 35.0 3.63 0.1 0.3 0.1 4.6 4.0 12684.0 16506.0 76.8 242103.0 96714.0 5325.0 6290.0 84.7 5126.0 6166.0 83.1 1852.0 3141.0 59.0 305.0 1087.0 252.0 88.0 1349.0 14535.0 1924.0 484.0 20.0 156.0 710.0 171.0 95.0 56.0 0.0 846.0 47.0 288.0 698.0 18.37 490.0 75.0 43.0 36.0 78.0 2.05 49.0 7.0 7.0 6.0 2.0 682.0 400.0 342.0 249.0 91.0 369.0 108.0 261.0 469.0 707.0 4.0 20760.0 2287.0 6773.0 9255.0 4953.0 692.0 20752.0 12273.0 666.0 490.0 155.0 12570.0 664.0 312.0 0.0 427.0 417.0 47.0 4.0 4.0 2.0 2006.0 618.0 540.0 53.4
5 Clermont Foot 28.0 50.0 38.0 418.0 3420.0 36.0 25.0 2.0 3.0 65.0 8.0 0.95 0.66 1.61 0.89 1.55 44.4 41.9 1.17 1.1 38.0 38.0 3420.0 69.0 1.82 165.0 99.0 61.2 9.0 9.0 20.0 8.0 21.1 5.0 5.0 0.0 0.0 38.0 0.0 10.0 3.0 50.6 0.28 -15.4 -0.41 124.0 435.0 28.5 886.0 160.0 34.0 32.5 266.0 50.4 37.7 463.0 28.0 6.0 32.0 0.84 13.3 134.0 10.0 30.7 3.53 0.08 0.25 0.1 -8.4 -7.9 15713.0 19560.0 80.3 268742.0 97045.0 7638.0 8645.0 88.4 5961.0 6974.0 85.5 1598.0 2805.0 57.0 326.0 1066.0 263.0 102.0 1370.0 17599.0 1908.0 526.0 28.0 156.0 713.0 179.0 76.0 60.0 1.0 828.0 53.0 332.0 771.0 20.29 553.0 76.0 49.0 30.0 64.0 1.68 43.0 7.0 6.0 3.0 0.0 622.0 361.0 285.0 262.0 75.0 372.0 99.0 273.0 386.0 527.0 9.0 23488.0 2137.0 8082.0 10780.0 4860.0 676.0 23485.0 14941.0 617.0 419.0 142.0 15584.0 618.0 410.0 3.0 387.0 482.0 53.0 2.0 5.0 3.0 2137.0 432.0 466.0 48.1
6 Lens 28.0 50.7 38.0 418.0 3420.0 60.0 39.0 5.0 5.0 73.0 7.0 1.58 1.03 2.61 1.45 2.47 50.2 46.4 1.32 1.22 38.0 38.0 3418.0 48.0 1.26 145.0 96.0 69.7 17.0 11.0 10.0 8.0 21.1 5.0 4.0 1.0 0.0 38.0 1.0 3.0 0.0 44.9 0.29 -3.1 -0.08 133.0 341.0 39.0 756.0 194.0 33.9 31.1 281.0 30.2 30.5 452.0 34.0 7.5 45.0 1.18 14.9 183.0 14.0 35.8 4.82 0.11 0.3 0.09 9.8 8.6 16573.0 20178.0 82.1 283832.0 99071.0 7613.0 8583.0 88.7 6900.0 7932.0 87.0 1477.0 2498.0 59.1 383.0 1263.0 281.0 70.0 1692.0 18428.0 1692.0 388.0 51.0 172.0 699.0 213.0 70.0 106.0 0.0 718.0 58.0 295.0 900.0 23.68 680.0 60.0 56.0 30.0 106.0 2.79 75.0 4.0 11.0 7.0 3.0 591.0 359.0 273.0 243.0 75.0 360.0 99.0 261.0 455.0 616.0 7.0 24163.0 2058.0 6639.0 12383.0 5399.0 748.0 24158.0 15515.0 763.0 564.0 142.0 16448.0 617.0 336.0 1.0 421.0 357.0 58.0 3.0 5.0 0.0 2051.0 427.0 366.0 53.8
7 Lille 26.0 50.8 38.0 418.0 3420.0 45.0 29.0 4.0 5.0 98.0 6.0 1.18 0.76 1.95 1.08 1.84 50.5 46.6 1.33 1.23 38.0 38.0 3420.0 48.0 1.26 147.0 105.0 71.4 14.0 13.0 11.0 10.0 26.3 7.0 6.0 1.0 0.0 38.0 1.0 8.0 2.0 39.2 0.23 -6.8 -0.18 162.0 481.0 33.7 729.0 156.0 42.1 35.2 291.0 59.8 45.2 522.0 24.0 4.6 35.0 0.92 14.2 150.0 15.0 32.5 3.95 0.09 0.27 0.1 -5.5 -5.6 15086.0 18926.0 79.7 265491.0 93760.0 6923.0 7842.0 88.3 5970.0 6972.0 85.6 1658.0 2862.0 57.9 344.0 1124.0 266.0 61.0 1487.0 16958.0 1879.0 471.0 47.0 186.0 621.0 201.0 79.0 90.0 0.0 828.0 89.0 354.0 811.0 21.34 592.0 73.0 45.0 35.0 81.0 2.13 50.0 7.0 9.0 8.0 0.0 653.0 359.0 310.0 274.0 69.0 351.0 111.0 240.0 377.0 672.0 6.0 23068.0 2112.0 6990.0 11083.0 5263.0 793.0 23063.0 14302.0 725.0 540.0 183.0 14980.0 655.0 347.0 3.0 446.0 441.0 89.0 5.0 6.0 2.0 2145.0 525.0 492.0 51.6
8 Lorient 29.0 44.4 38.0 418.0 3420.0 35.0 20.0 3.0 3.0 69.0 4.0 0.92 0.53 1.45 0.84 1.37 41.3 39.0 1.09 1.03 38.0 38.0 3420.0 63.0 1.66 148.0 88.0 60.8 8.0 12.0 18.0 11.0 28.9 6.0 5.0 0.0 1.0 38.0 4.0 4.0 3.0 49.8 0.31 -10.2 -0.27 138.0 499.0 27.7 639.0 124.0 42.4 37.5 310.0 73.5 53.0 568.0 9.0 1.6 25.0 0.66 14.1 146.0 32.0 33.0 3.84 0.07 0.22 0.09 -6.3 -7.0 13156.0 16818.0 78.2 241458.0 86977.0 5597.0 6471.0 86.5 5492.0 6467.0 84.9 1630.0 2876.0 56.7 321.0 998.0 218.0 76.0 1258.0 14950.0 1813.0 441.0 40.0 163.0 588.0 162.0 63.0 55.0 2.0 803.0 55.0 291.0 758.0 19.95 531.0 62.0 50.0 48.0 60.0 1.58 39.0 2.0 4.0 7.0 0.0 696.0 412.0 337.0 292.0 67.0 405.0 115.0 290.0 412.0 776.0 9.0 21037.0 2054.0 6869.0 10009.0 4373.0 597.0 21034.0 12358.0 569.0 446.0 126.0 13060.0 644.0 332.0 3.0 475.0 423.0 55.0 3.0 6.0 3.0 2044.0 433.0 524.0 45.2
9 Lyon 30.0 58.4 38.0 418.0 3420.0 64.0 45.0 8.0 8.0 65.0 6.0 1.68 1.18 2.87 1.47 2.66 66.9 60.7 1.76 1.6 38.0 38.0 3418.0 51.0 1.34 173.0 124.0 74.6 17.0 11.0 10.0 9.0 23.7 8.0 7.0 1.0 0.0 38.0 1.0 9.0 3.0 50.2 0.25 2.2 0.06 126.0 298.0 42.3 1050.0 185.0 22.6 29.0 253.0 24.1 30.8 459.0 18.0 3.9 35.0 0.92 15.0 192.0 18.0 35.2 5.05 0.1 0.29 0.11 -2.9 -4.7 19787.0 23388.0 84.6 340268.0 116719.0 8987.0 9961.0 90.2 8403.0 9364.0 89.7 1780.0 2835.0 62.8 422.0 1486.0 346.0 66.0 1756.0 21522.0 1804.0 491.0 95.0 139.0 571.0 188.0 85.0 60.0 2.0 782.0 62.0 313.0 986.0 25.95 745.0 65.0 61.0 40.0 111.0 2.92 83.0 4.0 12.0 7.0 0.0 632.0 367.0 264.0 270.0 98.0 385.0 91.0 294.0 396.0 621.0 17.0 27712.0 2276.0 7862.0 13801.0 6302.0 913.0 27704.0 18559.0 781.0 625.0 207.0 19671.0 704.0 408.0 2.0 436.0 424.0 62.0 6.0 8.0 3.0 2129.0 470.0 409.0 53.5
10 Marseille 27.0 61.7 38.0 418.0 3420.0 61.0 40.0 10.0 10.0 61.0 3.0 1.61 1.05 2.66 1.34 2.39 58.2 50.5 1.53 1.33 38.0 38.0 3420.0 38.0 1.0 112.0 75.0 69.6 21.0 8.0 9.0 15.0 39.5 4.0 4.0 0.0 0.0 38.0 0.0 8.0 1.0 36.6 0.31 -0.4 -0.01 119.0 352.0 33.8 1498.0 182.0 18.3 26.3 234.0 33.3 33.7 406.0 25.0 6.2 67.0 1.76 18.2 157.0 28.0 32.1 4.13 0.1 0.32 0.1 2.8 0.5 21253.0 24524.0 86.7 361998.0 109449.0 9918.0 10745.0 92.3 8776.0 9635.0 91.1 1878.0 2900.0 64.8 384.0 1547.0 336.0 59.0 1866.0 22709.0 1755.0 538.0 57.0 176.0 619.0 217.0 100.0 81.0 0.0 692.0 60.0 306.0 904.0 23.79 662.0 78.0 53.0 54.0 110.0 2.89 75.0 7.0 8.0 12.0 3.0 556.0 319.0 252.0 238.0 66.0 263.0 65.0 198.0 327.0 437.0 10.0 27998.0 1932.0 7517.0 14192.0 6507.0 861.0 27988.0 19841.0 762.0 630.0 200.0 21071.0 569.0 328.0 1.0 347.0 459.0 60.0 10.0 4.0 1.0 1862.0 368.0 323.0 53.3
11 Metz 36.0 42.9 38.0 418.0 3420.0 33.0 24.0 1.0 1.0 94.0 9.0 0.87 0.63 1.5 0.84 1.47 29.2 28.4 0.77 0.75 38.0 38.0 3417.0 69.0 1.82 178.0 111.0 64.0 6.0 13.0 19.0 8.0 21.1 5.0 5.0 0.0 0.0 38.0 1.0 9.0 2.0 57.2 0.3 -9.8 -0.26 234.0 611.0 38.3 717.0 224.0 46.7 39.4 335.0 82.4 56.7 582.0 49.0 8.4 55.0 1.45 14.2 112.0 16.0 30.3 2.95 0.09 0.29 0.08 3.8 3.6 12069.0 15688.0 76.9 222449.0 84751.0 5120.0 6014.0 85.1 5157.0 6079.0 84.8 1430.0 2715.0 52.7 275.0 818.0 126.0 49.0 1015.0 13854.0 1786.0 476.0 34.0 137.0 581.0 142.0 43.0 76.0 0.0 729.0 48.0 299.0 634.0 16.68 449.0 62.0 36.0 41.0 55.0 1.45 39.0 3.0 5.0 5.0 0.0 711.0 442.0 395.0 275.0 41.0 452.0 139.0 313.0 507.0 782.0 11.0 20273.0 2201.0 7342.0 9598.0 3595.0 412.0 20272.0 12090.0 572.0 464.0 90.0 11964.0 710.0 364.0 2.0 514.0 417.0 48.0 1.0 5.0 2.0 2092.0 527.0 529.0 49.9
12 Monaco 27.0 54.1 38.0 418.0 3420.0 62.0 45.0 9.0 9.0 85.0 4.0 1.63 1.18 2.82 1.39 2.58 59.3 52.3 1.56 1.38 38.0 38.0 3420.0 40.0 1.05 141.0 104.0 77.3 20.0 9.0 9.0 11.0 28.9 9.0 8.0 0.0 1.0 38.0 0.0 5.0 3.0 41.5 0.24 4.5 0.12 160.0 415.0 38.6 839.0 173.0 31.9 32.5 280.0 52.5 42.5 427.0 23.0 5.4 46.0 1.21 17.1 153.0 17.0 34.4 4.03 0.12 0.35 0.12 2.7 0.7 16300.0 20559.0 79.3 293016.0 105290.0 6964.0 8022.0 86.8 7227.0 8418.0 85.9 1702.0 3045.0 55.9 348.0 1387.0 393.0 82.0 1871.0 18632.0 1833.0 448.0 77.0 150.0 705.0 220.0 99.0 78.0 0.0 805.0 94.0 331.0 779.0 20.5 572.0 74.0 40.0 41.0 107.0 2.82 87.0 3.0 5.0 8.0 0.0 745.0 435.0 292.0 368.0 85.0 378.0 103.0 275.0 424.0 487.0 10.0 24599.0 2002.0 6595.0 12120.0 6112.0 936.0 24590.0 15043.0 750.0 546.0 189.0 16188.0 654.0 321.0 3.0 496.0 408.0 94.0 5.0 9.0 3.0 2287.0 546.0 498.0 52.3
13 Montpellier 26.0 48.2 38.0 418.0 3420.0 48.0 31.0 3.0 4.0 77.0 8.0 1.26 0.82 2.08 1.18 2.0 42.7 39.6 1.12 1.04 38.0 38.0 3420.0 61.0 1.61 215.0 154.0 74.0 12.0 7.0 19.0 10.0 26.3 6.0 5.0 1.0 0.0 38.0 1.0 2.0 1.0 60.5 0.26 0.5 0.01 180.0 461.0 39.0 1034.0 234.0 29.8 31.0 348.0 44.0 37.4 594.0 45.0 7.6 31.0 0.82 13.2 151.0 38.0 34.9 3.97 0.1 0.3 0.09 5.3 5.4 13951.0 17804.0 78.4 246694.0 95721.0 6234.0 7133.0 87.4 5560.0 6581.0 84.5 1585.0 2917.0 54.3 290.0 957.0 239.0 70.0 1282.0 15757.0 1994.0 484.0 36.0 155.0 697.0 178.0 62.0 74.0 2.0 868.0 53.0 313.0 736.0 19.37 516.0 60.0 41.0 61.0 85.0 2.24 59.0 7.0 6.0 6.0 1.0 625.0 380.0 340.0 210.0 75.0 363.0 134.0 229.0 356.0 675.0 13.0 21921.0 2665.0 7961.0 9658.0 4518.0 574.0 21917.0 13539.0 604.0 424.0 95.0 13818.0 648.0 340.0 4.0 411.0 465.0 53.0 3.0 6.0 1.0 2018.0 437.0 560.0 43.8
14 Nantes 26.0 43.9 38.0 418.0 3420.0 53.0 37.0 5.0 5.0 80.0 4.0 1.39 0.97 2.37 1.26 2.24 45.5 41.6 1.2 1.1 38.0 38.0 3420.0 48.0 1.26 155.0 105.0 71.6 15.0 10.0 13.0 8.0 21.1 7.0 4.0 3.0 0.0 38.0 0.0 6.0 1.0 52.4 0.3 5.4 0.14 206.0 607.0 33.9 824.0 137.0 46.2 39.2 288.0 78.5 55.5 491.0 27.0 5.5 56.0 1.47 14.9 145.0 13.0 34.5 3.82 0.11 0.33 0.1 7.5 6.4 12580.0 16481.0 76.3 232016.0 88021.0 5386.0 6257.0 86.1 5234.0 6315.0 82.9 1572.0 2976.0 52.8 327.0 1086.0 204.0 76.0 1330.0 14568.0 1858.0 422.0 20.0 140.0 731.0 198.0 75.0 97.0 1.0 864.0 55.0 280.0 723.0 19.03 498.0 81.0 48.0 38.0 89.0 2.34 62.0 6.0 6.0 7.0 1.0 685.0 405.0 331.0 262.0 92.0 419.0 136.0 283.0 415.0 680.0 9.0 20769.0 1992.0 6238.0 9782.0 4964.0 703.0 20764.0 11889.0 607.0 467.0 173.0 12477.0 587.0 352.0 2.0 500.0 372.0 55.0 2.0 7.0 1.0 2057.0 598.0 566.0 51.4
15 Nice 27.0 51.5 38.0 418.0 3420.0 52.0 35.0 8.0 10.0 77.0 6.0 1.37 0.92 2.29 1.16 2.08 55.6 48.0 1.46 1.26 38.0 38.0 3420.0 36.0 0.95 146.0 109.0 78.1 20.0 7.0 11.0 14.0 36.8 5.0 4.0 1.0 0.0 38.0 1.0 1.0 0.0 44.3 0.27 8.3 0.22 146.0 381.0 38.3 791.0 175.0 29.8 30.3 267.0 54.3 42.6 517.0 32.0 6.2 34.0 0.89 13.8 144.0 12.0 32.6 3.79 0.1 0.31 0.11 -3.6 -4.0 16159.0 19832.0 81.5 281750.0 98166.0 7356.0 8328.0 88.3 6858.0 7835.0 87.5 1515.0 2645.0 57.3 334.0 1151.0 261.0 102.0 1474.0 18037.0 1742.0 440.0 37.0 101.0 742.0 196.0 94.0 75.0 1.0 766.0 53.0 305.0 789.0 20.76 575.0 69.0 41.0 39.0 94.0 2.47 70.0 4.0 6.0 9.0 0.0 610.0 369.0 291.0 253.0 66.0 392.0 119.0 273.0 441.0 595.0 7.0 23930.0 2031.0 6830.0 12258.0 5096.0 752.0 23920.0 15574.0 732.0 580.0 150.0 16009.0 635.0 349.0 2.0 456.0 371.0 53.0 6.0 5.0 0.0 2064.0 526.0 471.0 52.8
16 Paris S-G 36.0 63.0 38.0 418.0 3420.0 88.0 65.0 7.0 8.0 79.0 4.0 2.32 1.71 4.03 2.13 3.84 76.7 70.6 2.02 1.86 38.0 38.0 3417.0 36.0 0.95 142.0 107.0 76.8 26.0 8.0 4.0 13.0 34.2 3.0 3.0 0.0 0.0 38.0 0.0 5.0 1.0 35.9 0.23 0.9 0.02 43.0 106.0 40.6 798.0 209.0 10.2 23.4 228.0 11.0 22.0 421.0 16.0 3.8 56.0 1.47 17.5 202.0 29.0 36.4 5.32 0.15 0.4 0.13 11.3 10.4 23831.0 26660.0 89.4 379833.0 120661.0 12093.0 12973.0 93.2 9125.0 9855.0 92.6 1662.0 2239.0 74.2 433.0 1844.0 403.0 51.0 2055.0 24940.0 1627.0 488.0 94.0 170.0 459.0 201.0 80.0 34.0 2.0 623.0 93.0 278.0 1018.0 26.79 767.0 56.0 54.0 44.0 159.0 4.18 119.0 6.0 9.0 6.0 1.0 607.0 360.0 229.0 276.0 102.0 330.0 106.0 224.0 303.0 437.0 14.0 30477.0 2211.0 7261.0 15653.0 7791.0 1017.0 30469.0 21529.0 877.0 815.0 236.0 23683.0 554.0 348.0 1.0 357.0 416.0 93.0 6.0 3.0 1.0 1824.0 262.0 221.0 54.2
17 Reims 35.0 42.2 38.0 418.0 3420.0 42.0 27.0 4.0 6.0 68.0 7.0 1.11 0.71 1.82 1.0 1.71 37.7 32.8 0.99 0.86 38.0 38.0 3420.0 44.0 1.16 161.0 116.0 75.8 11.0 13.0 14.0 11.0 28.9 7.0 5.0 1.0 1.0 38.0 2.0 8.0 0.0 42.9 0.24 -1.1 -0.03 151.0 479.0 31.5 975.0 217.0 35.5 34.7 285.0 46.7 38.8 645.0 37.0 5.7 53.0 1.39 14.8 137.0 5.0 35.2 3.61 0.1 0.28 0.09 4.3 5.2 12097.0 15811.0 76.5 222517.0 84221.0 5187.0 6061.0 85.6 5070.0 6048.0 83.8 1511.0 2767.0 54.6 307.0 878.0 233.0 76.0 1185.0 13914.0 1821.0 498.0 14.0 181.0 629.0 166.0 63.0 77.0 1.0 780.0 76.0 315.0 692.0 18.21 498.0 59.0 32.0 38.0 71.0 1.87 46.0 7.0 6.0 8.0 0.0 615.0 365.0 328.0 221.0 66.0 460.0 154.0 306.0 493.0 753.0 7.0 20184.0 2495.0 7676.0 8540.0 4230.0 585.0 20178.0 11812.0 614.0 455.0 127.0 11991.0 701.0 324.0 4.0 449.0 451.0 76.0 5.0 7.0 0.0 2074.0 453.0 495.0 47.8
18 Rennes 28.0 55.9 38.0 418.0 3420.0 81.0 61.0 4.0 4.0 56.0 2.0 2.13 1.61 3.74 2.03 3.63 62.8 59.6 1.65 1.57 38.0 38.0 3420.0 40.0 1.05 106.0 66.0 67.0 20.0 6.0 12.0 14.0 36.8 6.0 5.0 1.0 0.0 38.0 0.0 5.0 1.0 37.7 0.32 -1.3 -0.03 188.0 458.0 41.0 978.0 181.0 30.3 31.0 224.0 72.3 50.8 519.0 25.0 4.8 56.0 1.47 17.4 194.0 14.0 35.4 5.11 0.14 0.4 0.11 18.2 17.4 17605.0 21263.0 82.8 330949.0 109096.0 7052.0 8029.0 87.8 7902.0 8886.0 88.9 2224.0 3332.0 66.7 426.0 1287.0 367.0 89.0 1737.0 19478.0 1726.0 436.0 41.0 199.0 698.0 222.0 61.0 132.0 0.0 766.0 59.0 308.0 971.0 25.55 712.0 103.0 74.0 37.0 151.0 3.97 120.0 7.0 10.0 6.0 2.0 546.0 318.0 234.0 215.0 97.0 347.0 92.0 255.0 315.0 646.0 12.0 25210.0 2049.0 7040.0 12435.0 5946.0 900.0 25206.0 15801.0 676.0 536.0 141.0 17502.0 587.0 269.0 1.0 434.0 377.0 59.0 4.0 6.0 1.0 1904.0 547.0 534.0 50.6
19 Saint-Étienne 39.0 48.5 38.0 418.0 3420.0 41.0 25.0 5.0 5.0 81.0 5.0 1.08 0.66 1.74 0.95 1.61 38.3 34.5 1.01 0.91 38.0 38.0 3417.0 77.0 2.03 189.0 116.0 63.5 7.0 11.0 20.0 4.0 10.5 8.0 8.0 0.0 0.0 38.0 3.0 6.0 4.0 68.6 0.33 -4.4 -0.12 179.0 545.0 32.8 874.0 223.0 40.6 35.3 290.0 65.5 47.8 453.0 29.0 6.4 81.0 2.13 17.3 141.0 23.0 32.5 3.71 0.08 0.26 0.08 2.7 1.5 13880.0 17876.0 77.6 248220.0 88275.0 6137.0 7086.0 86.6 5607.0 6671.0 84.1 1593.0 2972.0 53.6 312.0 1058.0 200.0 62.0 1400.0 15857.0 1968.0 520.0 39.0 214.0 697.0 178.0 82.0 65.0 3.0 868.0 51.0 329.0 749.0 19.71 517.0 69.0 42.0 48.0 65.0 1.71 37.0 9.0 7.0 5.0 2.0 695.0 397.0 341.0 265.0 89.0 398.0 93.0 305.0 452.0 563.0 10.0 22334.0 2054.0 7008.0 10845.0 4749.0 605.0 22329.0 12777.0 685.0 516.0 156.0 13788.0 725.0 398.0 1.0 464.0 441.0 51.0 4.0 8.0 4.0 2152.0 463.0 611.0 43.1
20 Strasbourg 26.0 49.5 38.0 418.0 3420.0 56.0 40.0 6.0 8.0 72.0 3.0 1.47 1.05 2.53 1.32 2.37 55.6 49.4 1.46 1.3 38.0 38.0 3420.0 43.0 1.13 131.0 89.0 70.2 17.0 12.0 9.0 14.0 36.8 4.0 4.0 0.0 0.0 38.0 0.0 5.0 1.0 35.1 0.24 -6.9 -0.18 167.0 407.0 41.0 741.0 150.0 38.3 34.1 246.0 50.0 40.3 488.0 15.0 3.1 39.0 1.03 13.7 150.0 10.0 31.9 3.95 0.11 0.33 0.11 0.4 0.6 14576.0 18653.0 78.1 269517.0 97463.0 6112.0 7060.0 86.6 6190.0 7296.0 84.8 1856.0 3259.0 56.9 348.0 1184.0 334.0 108.0 1589.0 16798.0 1794.0 449.0 47.0 212.0 797.0 180.0 37.0 121.0 2.0 807.0 61.0 296.0 810.0 21.32 588.0 82.0 55.0 43.0 98.0 2.58 70.0 5.0 10.0 8.0 0.0 660.0 392.0 302.0 257.0 101.0 380.0 93.0 287.0 433.0 563.0 6.0 22693.0 2019.0 6434.0 10911.0 5563.0 830.0 22685.0 13461.0 573.0 474.0 117.0 14474.0 589.0 300.0 1.0 497.0 400.0 61.0 6.0 4.0 1.0 2092.0 654.0 521.0 55.7
21 Troyes 35.0 44.4 38.0 418.0 3420.0 35.0 23.0 6.0 7.0 75.0 6.0 0.92 0.61 1.53 0.76 1.37 39.2 33.8 1.03 0.89 38.0 38.0 3420.0 53.0 1.39 159.0 108.0 73.0 9.0 11.0 18.0 9.0 23.7 10.0 10.0 0.0 0.0 38.0 2.0 8.0 2.0 53.1 0.28 2.1 0.06 215.0 549.0 39.2 978.0 199.0 38.8 34.9 321.0 53.0 39.6 520.0 30.0 5.8 34.0 0.89 13.6 120.0 9.0 31.7 3.16 0.08 0.24 0.09 -4.2 -4.8 13093.0 16828.0 77.8 232760.0 90537.0 6026.0 6920.0 87.1 5156.0 6130.0 84.1 1466.0 2726.0 53.8 285.0 937.0 216.0 85.0 1216.0 14916.0 1859.0 534.0 26.0 163.0 708.0 161.0 113.0 35.0 0.0 750.0 53.0 313.0 668.0 17.58 472.0 60.0 43.0 38.0 54.0 1.42 33.0 4.0 9.0 6.0 0.0 636.0 351.0 351.0 221.0 64.0 375.0 107.0 268.0 430.0 656.0 8.0 20860.0 2469.0 7825.0 9020.0 4253.0 534.0 20853.0 13005.0 598.0 455.0 96.0 12988.0 588.0 322.0 3.0 442.0 473.0 53.0 7.0 10.0 2.0 1987.0 417.0 460.0 47.5