Ligue 1

France

To2025-26

NationalityAll

PositionAll

Goals, assists and cards count 3851 of 3867 stored matches (100%) that name a player. Appearances count 3859 matches with a stored lineup.

95% or more of matches name a playerSome matches name a playerNone recorded

#PlayerClubPosAgeGoals Ast Apps YC RC Rating

Thiago MendesLyon· 34yLyonM345181803046.99

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2017-18	Lille	3	4	31	5	1	6.95
2018-19	Lille	0	5	35	10	0	7.24
2019-20	Lyon	0	6	22	4	1	6.96
2020-21	Lyon	0	1	32	5	1	6.86
2021-22	Lyon	1	1	29	3	1	6.98
2022-23	Lyon	1	1	31	3	0	6.91

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Enzo CrivelliSaint Etienne· 31ySaint EtienneF312281173036.71

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2015-16	Bordeaux	3	4	29	8	1	6.77
2016-17	Bastia	10	1	23	7	1	6.83
2017-18	Angers	1	1	15	6	1	6.60
2017-18	Caen	2	0	11	2	0	6.70
2018-19	Caen	6	1	33	7	0	6.67
2021-22	Saint Etienne	0	1	6	0	0	6.60

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Jordan AmaviStade Brestois 29· 32yStade Brestois 29D32391173036.85

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2017-18	Marseille	0	6	27	7	0	6.92
2018-19	Marseille	0	2	28	7	2	6.85
2019-20	Marseille	1	1	26	9	0	6.82
2020-21	Marseille	1	0	13	3	1	6.93
2021-22	Marseille	0	0	2	0	0	6.40
2021-22	Nice	0	0	8	1	0	6.93
2023-24	Stade Brestois 29	1	0	2	1	0	7.90
2024-25	Stade Brestois 29	0	0	11	2	0	6.62

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Thomas ManganiAjaccio· 39yAjaccioM3926272493036.95

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2015-16	Angers	5	4	33	5	1	6.89
2016-17	Angers	3	9	34	3	0	7.17
2017-18	Angers	2	6	35	7	0	6.94
2018-19	Angers	3	0	29	2	1	6.71
2019-20	Angers	2	2	24	0	0	6.99
2020-21	Angers	3	3	35	3	0	7.03
2021-22	Angers	7	2	33	6	0	7.04
2022-23	Ajaccio	1	1	26	4	1	6.78

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Benjamin BourigeaudRennes· 32yRennesM3252472413017.25

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2017-18	Rennes	10	7	37	3	0	7.22
2018-19	Rennes	6	5	34	5	0	6.85
2019-20	Rennes	2	2	25	5	0	7.02
2020-21	Rennes	6	5	37	8	0	7.23
2021-22	Rennes	11	12	38	2	0	7.60
2022-23	Rennes	7	10	37	6	1	7.42
2023-24	Rennes	9	6	32	1	0	7.29
2024-25	Rennes	1	0	1	0	0	7.60

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Thomas MonconduitSaint Etienne· 35ySaint EtienneM35661483016.82

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2017-18	Amiens	1	3	34	7	1	6.90
2018-19	Amiens	0	1	33	6	0	6.86
2019-20	Amiens	0	0	19	8	0	6.60
2020-21	Lorient	2	0	27	4	0	6.62
2021-22	Lorient	3	2	34	5	0	6.94
2023-24	Saint Etienne	0	0	1	0	0	7.20

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Djibril SidibéToulouse· 33yToulouseD3311252273006.91

Season	Club	Goals	Ast	Apps	YC	Rating
2015-16	Lille	4	3	37	3	7.14
2016-17	Monaco	2	5	29	7	6.87
2017-18	Monaco	2	7	27	4	6.97
2018-19	Monaco	0	2	26	5	6.73
2020-21	Monaco	0	2	30	3	7.07
2021-22	Monaco	0	0	17	6	6.64
2024-25	Toulouse	0	3	28	1	6.95
2025-26	Toulouse	3	3	33	1	6.75

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Romain HamoumaAjaccio· 39yAjaccioM3935201942946.77

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2015-16	Saint Etienne	3	3	24	4	0	6.67
2016-17	Saint Etienne	7	5	29	2	0	6.90
2017-18	Saint Etienne	5	3	29	4	0	6.87
2018-19	Saint Etienne	4	4	27	4	1	6.83
2019-20	Saint Etienne	6	1	14	3	1	6.91
2020-21	Saint Etienne	6	1	29	5	0	6.81
2021-22	Saint Etienne	2	1	23	2	0	6.60
2022-23	Ajaccio	2	2	19	5	2	6.56

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Aurélien TchouaméniMonaco· 26yMonacoM2656992927.11

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2018-19	Bordeaux	0	0	10	3	0	6.78
2019-20	Bordeaux	0	1	15	3	0	6.85
2019-20	Monaco	0	0	3	3	0	6.40
2020-21	Monaco	2	3	36	9	1	7.16
2021-22	Monaco	3	2	35	11	1	7.33

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J. ChotardStade Brestois 29· 24yStade Brestois 29M244122092916.80

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2019-20	Montpellier	0	1	20	5	1	6.69
2020-21	Montpellier	0	0	29	3	0	6.48
2021-22	Montpellier	1	1	36	5	0	6.79
2022-23	Montpellier	0	6	35	4	0	6.90
2023-24	Montpellier	0	3	31	5	0	7.01
2024-25	Montpellier	1	0	26	5	0	6.70
2025-26	Stade Brestois 29	2	1	32	2	0	6.93

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L. BrassierRennes· 26yRennesD26631612916.89

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2020-21	Stade Brestois 29	1	1	11	3	0	7.03
2021-22	Stade Brestois 29	1	0	31	4	0	6.79
2022-23	Stade Brestois 29	0	0	36	5	0	6.86
2023-24	Stade Brestois 29	3	0	30	11	1	7.09
2024-25	Marseille	0	0	12	3	0	6.45
2024-25	Rennes	1	1	14	1	0	7.24
2025-26	Rennes	0	1	27	2	0	6.80

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Kamil GlikMonaco· 38yMonacoD381151282906.99

Season	Club	Goals	Ast	Apps	YC	Rating
2016-17	Monaco	6	2	36	6	7.15
2017-18	Monaco	3	3	36	8	7.06
2018-19	Monaco	1	0	33	10	6.84
2019-20	Monaco	1	0	23	5	6.84

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N. de PrévilleMetz· 35yMetzF3542242062906.95

Season	Club	Goals	Ast	Apps	YC	Rating
2015-16	Reims	7	9	36	4	7.16
2016-17	Lille	14	1	30	2	7.01
2017-18	Bordeaux	4	4	29	6	6.95
2017-18	Lille	2	0	4	0	6.73
2018-19	Bordeaux	3	2	23	5	6.78
2019-20	Bordeaux	6	4	24	4	7.04
2020-21	Bordeaux	1	2	33	3	6.78
2021-22	Metz	5	2	27	5	6.86

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Xavier ChavalerinTroyes· 35yTroyesM3512121612906.99

Season	Club	Goals	Ast	Apps	YC	Rating
2018-19	Reims	2	2	36	8	7.06
2019-20	Reims	1	3	24	6	7.23
2020-21	Reims	0	3	30	8	6.96
2021-22	Reims	0	0	3	0	6.87
2021-22	Troyes	5	2	34	4	6.95
2022-23	Troyes	4	2	34	3	6.85

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Mario BalotelliNice· 35yNiceF35413762857.18

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2016-17	Nice	15	1	23	7	3	7.19
2017-18	Nice	18	1	28	11	1	7.44
2018-19	Marseille	8	0	15	5	1	7.09
2018-19	Nice	0	1	10	5	0	6.61

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Elye WahiNice· 23yNiceF2351131402836.70

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2020-21	Montpellier	3	1	18	1	0	6.58
2021-22	Montpellier	10	2	33	2	1	6.59
2022-23	Montpellier	19	5	33	8	1	6.87
2023-24	Lens	9	3	27	10	1	6.73
2023-24	Montpellier	0	0	1	0	0	7.00
2024-25	Marseille	3	1	13	1	0	6.52
2025-26	Nice	7	1	15	6	0	6.81

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MarceloLyon· 39yLyonD39621322837.12

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2017-18	Lyon	3	1	35	5	1	7.18
2018-19	Lyon	0	1	33	6	0	7.23
2019-20	Lyon	0	0	17	4	0	7.05
2020-21	Lyon	3	0	34	7	2	7.12
2021-22	Bordeaux	0	0	11	5	0	6.66
2021-22	Lyon	0	0	2	1	0	7.10

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Jean-Charles CastellettoNantes· 31yNantesD31501662826.84

Season	Club	Goals	Apps	YC	RC	Rating
2019-20	Stade Brestois 29	1	22	3	1	6.79
2020-21	Nantes	1	26	4	0	6.76
2021-22	Nantes	1	28	8	0	7.00
2022-23	Nantes	0	32	3	0	6.81
2023-24	Nantes	2	28	5	0	6.84
2024-25	Nantes	0	30	5	1	6.82

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Thomas FoketReims· 31yReimsD31161762816.79

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2018-19	Reims	0	0	32	7	0	6.78
2019-20	Reims	0	1	27	3	0	6.95
2020-21	Reims	0	3	37	4	0	6.85
2021-22	Reims	1	0	29	5	0	6.71
2022-23	Reims	0	1	24	0	0	6.71
2023-24	Reims	0	1	27	9	1	6.69

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Wesley LautoaDijon· 38yDijonD38111262816.83

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2015-16	Lorient	0	0	13	1	0	7.12
2016-17	Lorient	1	0	21	6	0	6.88
2017-18	Dijon	0	0	10	1	0	6.71
2018-19	Dijon	0	0	34	13	1	6.79
2019-20	Dijon	0	1	23	3	0	7.02
2020-21	Dijon	0	0	25	4	0	6.55

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Yunis AbdelhamidSaint Etienne· 38ySaint EtienneD381322352726.95

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2016-17	Dijon	0	0	18	3	0	6.92
2018-19	Reims	0	0	38	2	0	7.01
2019-20	Reims	3	0	28	0	0	7.14
2020-21	Reims	3	0	33	4	1	6.88
2021-22	Reims	2	0	34	5	1	6.82
2022-23	Reims	1	2	37	6	0	7.02
2023-24	Reims	4	0	31	5	0	7.02
2024-25	Saint Etienne	0	0	16	2	0	6.61

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Christopher JullienMontpellier· 33yMontpellierD33751492716.94

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2016-17	Toulouse	4	1	35	2	1	7.17
2017-18	Toulouse	1	2	30	7	0	6.87
2018-19	Toulouse	1	0	34	8	0	6.88
2022-23	Montpellier	0	2	30	5	0	6.85
2023-24	Montpellier	1	0	20	5	0	6.89

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Didier NdongDijon· 31yDijonM31241032716.81

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2015-16	Lorient	2	1	34	11	0	6.89
2016-17	Lorient	0	0	2	0	1	6.05
2018-19	Guingamp	0	0	11	3	0	6.57
2019-20	Dijon	0	2	27	5	0	6.90
2020-21	Dijon	0	1	29	8	0	6.77

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J. FonteLille· 42yLilleD42841662717.00

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2018-19	Lille	3	1	36	5	1	6.96
2019-20	Lille	1	1	25	4	0	6.87
2020-21	Lille	3	0	36	7	0	7.28
2021-22	Lille	0	2	38	4	0	6.97
2022-23	Lille	1	0	31	7	0	6.86

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Rémy CabellaNantes· 36yNantesM3635312282717.10

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2015-16	Marseille	5	3	34	9	0	6.88
2016-17	Marseille	2	4	29	4	0	6.82
2017-18	Marseille	1	0	3	0	0	6.97
2017-18	Saint Etienne	7	6	26	3	0	7.27
2018-19	Saint Etienne	8	4	34	6	1	7.07
2021-22	Montpellier	0	0	5	0	0	6.84
2022-23	Lille	7	10	32	3	0	7.55
2023-24	Lille	2	2	30	0	0	7.09
2024-25	Lille	1	2	23	1	0	7.13
2025-26	Nantes	2	0	12	1	0	6.98

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Zeki ÇelikLille· 29yLilleD296121182716.84

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2018-19	Lille	1	5	34	5	1	6.80
2019-20	Lille	0	2	23	4	0	6.70
2020-21	Lille	3	2	29	8	0	6.99
2021-22	Lille	2	3	32	10	0	6.84

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H. MagnettiStade Brestois 29· 28yStade Brestois 29M28541782706.78

Season	Club	Goals	Ast	Apps	YC	Rating
2019-20	Stade Brestois 29	0	0	8	1	6.87
2020-21	Stade Brestois 29	0	0	13	4	6.80
2021-22	Stade Brestois 29	0	1	28	4	6.76
2022-23	Stade Brestois 29	1	2	32	2	6.70
2023-24	Stade Brestois 29	2	0	33	6	6.90
2024-25	Stade Brestois 29	1	0	32	5	6.67
2025-26	Stade Brestois 29	1	1	32	5	6.82

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Sofiane BoufalLe Havre· 32yLe HavreM3225141012637.05

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2015-16	Lille	11	4	29	12	2	7.41
2020-21	Angers	1	0	14	3	0	6.44
2021-22	Angers	8	4	29	6	0	7.13
2022-23	Angers	4	3	13	3	1	7.11
2025-26	Le Havre	1	3	16	2	0	6.72

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Younousse SankharéBordeaux· 36yBordeauxM3620101212636.92

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2015-16	Guingamp	6	2	33	9	2	7.08
2016-17	Bordeaux	4	3	16	2	0	7.31
2016-17	Lille	2	1	21	4	1	6.80
2017-18	Bordeaux	7	1	29	5	0	6.80
2018-19	Bordeaux	1	3	22	6	0	6.65

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Florian SotocaLens· 35yLensF3529231952627.09

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2015-16	Montpellier	0	0	1	0	0	–
2020-21	Lens	8	3	33	7	0	6.99
2021-22	Lens	6	4	35	7	0	7.10
2022-23	Lens	7	9	38	4	0	7.30
2023-24	Lens	7	6	32	4	1	7.49
2024-25	Lens	1	1	31	2	1	6.98
2025-26	Lens	0	0	25	2	0	6.44

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Ramy BensebainiRennes· 31yRennesD31311012626.88

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2015-16	Montpellier	2	0	22	7	0	6.84
2016-17	Rennes	0	0	25	4	2	6.96
2017-18	Rennes	0	1	29	6	0	6.88
2018-19	Rennes	1	0	25	9	0	6.83

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Boubacar KamaraMarseille· 26yMarseilleD26351302617.01

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2017-18	Marseille	0	1	6	1	0	6.93
2018-19	Marseille	1	0	31	6	0	6.89
2019-20	Marseille	1	2	24	7	1	7.00
2020-21	Marseille	0	2	35	6	0	7.03
2021-22	Marseille	1	0	34	6	0	7.11

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C. TraoréNantes· 34yNantesD34141242616.82

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2015-16	Troyes	0	0	5	1	0	6.82
2017-18	Troyes	0	3	34	8	1	6.91
2018-19	Nantes	0	0	13	3	0	6.97
2019-20	Nantes	0	1	20	3	0	6.87
2020-21	Nantes	1	0	24	6	0	6.76
2021-22	Nantes	0	0	16	3	0	6.61
2022-23	Nantes	0	0	12	2	0	6.62

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Oswaldo VizcarrondoTroyes· 42yTroyesD4200702616.73

Season	Club	Apps	YC	RC	Rating
2015-16	Nantes	30	8	0	6.84
2016-17	Nantes	20	10	0	6.55
2017-18	Troyes	20	8	1	6.74

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Andy DelortMontpellier· 34yMontpellierF3484302452607.10

Season	Club	Goals	Ast	Apps	YC	Rating
2015-16	Caen	12	2	36	4	7.02
2016-17	Toulouse	5	0	15	0	6.90
2017-18	Toulouse	5	5	32	5	6.89
2018-19	Montpellier	14	7	36	4	7.30
2019-20	Montpellier	9	3	26	5	7.05
2020-21	Montpellier	15	9	30	4	7.41
2021-22	Montpellier	2	1	3	0	8.03
2021-22	Nice	16	2	32	3	7.25
2022-23	Nantes	0	0	12	0	6.65
2022-23	Nice	6	1	14	0	6.96
2024-25	Montpellier	0	0	9	1	6.68

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B. SantamariaRennes· 31yRennesM31642492606.89

Season	Club	Goals	Ast	Apps	YC	Rating
2016-17	Angers	0	0	37	2	6.90
2017-18	Angers	0	0	31	6	6.66
2018-19	Angers	1	0	38	2	6.78
2019-20	Angers	1	1	28	1	7.06
2020-21	Angers	0	0	3	1	7.20
2021-22	Rennes	2	1	34	7	6.90
2022-23	Rennes	2	0	25	2	6.97
2023-24	Rennes	0	1	30	3	6.94
2024-25	Nice	0	0	13	1	6.94
2024-25	Rennes	0	1	10	1	6.85

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Mehdi AbeidNantes· 33yNantesM33751162606.86

Season	Club	Goals	Ast	Apps	YC	Rating
2016-17	Dijon	3	2	28	8	7.18
2017-18	Dijon	0	1	19	2	6.54
2018-19	Dijon	3	0	26	6	6.77
2019-20	Nantes	1	2	25	5	6.82
2020-21	Nantes	0	0	18	5	6.85

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Alaixys RomaoReims· 42yReimsM4214812556.82

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2015-16	Marseille	1	1	23	6	2	6.90
2018-19	Reims	0	3	36	8	1	6.86
2019-20	Reims	0	0	22	11	2	6.66

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M. BardNice· 25yNiceD25761682546.93

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2019-20	Lyon	0	0	1	0	0	6.90
2020-21	Lyon	0	0	14	0	1	6.72
2021-22	Nice	2	2	33	4	0	7.03
2022-23	Nice	0	0	33	6	0	6.89
2023-24	Nice	1	2	32	7	1	7.06
2024-25	Nice	2	1	24	4	2	7.05
2025-26	Nice	2	1	31	4	0	6.72

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Kevin DansoLens· 27yLensD27441122537.04

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2021-22	Lens	2	2	33	9	2	6.97
2022-23	Lens	1	2	37	7	1	6.99
2023-24	Lens	1	0	30	6	0	7.11
2024-25	Lens	0	0	12	3	0	7.21

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Nicolás TagliaficoLyon· 33yLyonD33781032536.97

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2022-23	Lyon	1	3	34	5	0	7.01
2023-24	Lyon	3	1	25	7	1	6.95
2024-25	Lyon	3	1	24	7	0	7.19
2025-26	Lyon	0	3	20	6	2	6.68

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Florian ThauvinLens· 33yLensM3373401922527.26

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2015-16	Marseille	2	0	16	0	1	6.49
2016-17	Marseille	15	8	38	2	0	7.27
2017-18	Marseille	22	11	35	7	0	7.69
2018-19	Marseille	16	8	33	5	1	7.26
2019-20	Marseille	0	0	2	0	0	6.70
2020-21	Marseille	8	8	36	5	0	7.19
2025-26	Lens	10	5	32	6	0	7.23

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Johan GastienClermont Foot· 38yClermont FootM38441062526.95

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2016-17	Dijon	0	0	15	3	0	6.71
2021-22	Clermont Foot	0	1	32	8	2	7.02
2022-23	Clermont Foot	4	3	31	7	0	7.02
2023-24	Clermont Foot	0	0	28	7	0	6.91

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Lucas DeauxNîmes· 37yNîmesM3710101402526.82

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2015-16	Nantes	0	0	16	3	0	6.95
2016-17	Guingamp	2	5	38	4	0	6.82
2017-18	Guingamp	2	1	26	8	1	6.81
2018-19	Guingamp	3	1	18	4	0	6.72
2019-20	Nîmes	2	1	17	2	0	7.05
2020-21	Nîmes	1	2	25	4	1	6.62

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OtavioBordeaux· 32yBordeauxM32351132516.91

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2017-18	Bordeaux	0	0	21	6	1	6.93
2018-19	Bordeaux	0	2	33	4	0	6.86
2019-20	Bordeaux	2	3	25	6	0	7.02
2020-21	Bordeaux	1	0	18	6	0	6.92
2021-22	Bordeaux	0	0	16	3	0	6.79

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Pablo MartinezNîmes· 37yNîmesD37551262516.86

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2015-16	Gazélec Ajaccio	0	1	28	4	0	6.77
2016-17	Angers	0	0	9	4	0	6.79
2017-18	Strasbourg	0	1	24	4	0	6.68
2018-19	Strasbourg	3	1	32	7	0	7.09
2019-20	Nîmes	2	1	26	5	1	6.87
2020-21	Nîmes	0	1	7	1	0	6.89

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D. LiénardStrasbourg· 38yStrasbourgM3811171722507.04

Season	Club	Goals	Ast	Apps	YC	Rating
2017-18	Strasbourg	5	5	33	7	7.29
2018-19	Strasbourg	0	2	22	1	6.88
2019-20	Strasbourg	2	3	22	3	7.25
2020-21	Strasbourg	2	4	34	2	6.95
2021-22	Strasbourg	2	3	33	8	7.02
2022-23	Strasbourg	0	0	28	4	6.86

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FabinhoMonaco· 32yMonacoM322281052507.27

Season	Club	Goals	Ast	Apps	YC	Rating
2015-16	Monaco	6	4	34	9	7.17
2016-17	Monaco	9	1	37	8	7.29
2017-18	Monaco	7	3	34	8	7.34

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D. PayetMarseille· 39yMarseilleM3946491872437.45

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2016-17	Marseille	4	3	15	3	0	7.55
2017-18	Marseille	6	13	31	6	0	7.74
2018-19	Marseille	4	6	31	3	0	7.19
2019-20	Marseille	9	4	22	5	1	7.83
2020-21	Marseille	7	10	33	4	2	7.19
2021-22	Marseille	12	10	31	3	0	7.72
2022-23	Marseille	4	3	24	0	0	7.04

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V. PajotMetz· 35yMetzM35771372436.89

Season	Club	Goals	Ast	Apps	YC	RC	Rating
2015-16	Saint Etienne	1	1	28	6	0	6.94
2016-17	Saint Etienne	3	0	21	2	0	7.01
2017-18	Saint Etienne	2	2	20	5	1	6.72
2018-19	Angers	0	0	13	2	0	6.69
2019-20	Angers	0	1	6	0	0	6.63
2019-20	Metz	0	3	7	0	1	6.60
2020-21	Metz	0	0	12	3	0	7.13
2021-22	Metz	1	0	30	6	1	6.97

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Sources: Wikipedia (CC BY-SA 4.0), API-Football · Data sources