diff --git a/nnpdf_data/nnpdf_data/theory_cards/41002000.yaml b/nnpdf_data/nnpdf_data/theory_cards/41002000.yaml
new file mode 100644
index 0000000000..b732b087de
--- /dev/null
+++ b/nnpdf_data/nnpdf_data/theory_cards/41002000.yaml
@@ -0,0 +1,44 @@
+ID: 41_002_000
+Comments: N3LO benchmark, NNPDF4.1 LO QCD-only (ZM-VFNS)
+PTO: 0
+FNS: ZM-VFNS
+DAMP: 0
+IC: 0
+Q0: 1.0
+ModEv: EXA
+IterEv: 60
+XIR: 1.0
+XIF: 1.0
+NfFF: 5
+QED: 0
+HQ: POLE
+mc: 1.45
+Qmc: 1.45
+kcThr: 1.0
+mb: 4.75
+Qmb: 4.75
+kbThr: 1.0
+mt: 172.5
+Qmt: 172.5
+ktThr: 1.0
+CKM:
+- 0.97367
+- 0.22431
+- 3.82e-3
+- 0.221
+- 0.975
+- 41.1e-3
+- 8.6e-3
+- 41.5e-3
+- 1.010
+MZ: 91.19
+MW: 80.3692
+GF: 1.1663788e-5
+SIN2TW: 0.22348
+TMC: 0
+MP: 0.938
+Qref: 91.19
+alphas: 0.118
+alphaqed: 0.0075700
+nf0: 3
+n3lo_cf_variation: 0
diff --git a/nnpdf_data/nnpdf_data/theory_cards/41002001.yaml b/nnpdf_data/nnpdf_data/theory_cards/41002001.yaml
new file mode 100644
index 0000000000..504b3bf720
--- /dev/null
+++ b/nnpdf_data/nnpdf_data/theory_cards/41002001.yaml
@@ -0,0 +1,44 @@
+ID: 41_002_001
+Comments: N3LO benchmark, NNPDF4.1 NLO QCD-only (ZM-VFNS)
+PTO: 1
+FNS: ZM-VFNS
+DAMP: 0
+IC: 0
+Q0: 1.0
+ModEv: EXA
+IterEv: 60
+XIR: 1.0
+XIF: 1.0
+NfFF: 5
+QED: 0
+HQ: POLE
+mc: 1.45
+Qmc: 1.45
+kcThr: 1.0
+mb: 4.75
+Qmb: 4.75
+kbThr: 1.0
+mt: 172.5
+Qmt: 172.5
+ktThr: 1.0
+CKM:
+- 0.97367
+- 0.22431
+- 3.82e-3
+- 0.221
+- 0.975
+- 41.1e-3
+- 8.6e-3
+- 41.5e-3
+- 1.010
+MZ: 91.19
+MW: 80.3692
+GF: 1.1663788e-5
+SIN2TW: 0.22348
+TMC: 0
+MP: 0.938
+Qref: 91.19
+alphas: 0.118
+alphaqed: 0.0075700
+nf0: 3
+n3lo_cf_variation: 0
diff --git a/nnpdf_data/nnpdf_data/theory_cards/41002002.yaml b/nnpdf_data/nnpdf_data/theory_cards/41002002.yaml
new file mode 100644
index 0000000000..218b28ef94
--- /dev/null
+++ b/nnpdf_data/nnpdf_data/theory_cards/41002002.yaml
@@ -0,0 +1,44 @@
+ID: 41_002_002
+Comments: N3LO benchmark, NNPDF4.1 NNLO QCD-only (ZM-VFNS)
+PTO: 2
+FNS: ZM-VFNS
+DAMP: 0
+IC: 0
+Q0: 1.0
+ModEv: EXA
+IterEv: 60
+XIR: 1.0
+XIF: 1.0
+NfFF: 5
+QED: 0
+HQ: POLE
+mc: 1.45
+Qmc: 1.45
+kcThr: 1.0
+mb: 4.75
+Qmb: 4.75
+kbThr: 1.0
+mt: 172.5
+Qmt: 172.5
+ktThr: 1.0
+CKM:
+- 0.97367
+- 0.22431
+- 3.82e-3
+- 0.221
+- 0.975
+- 41.1e-3
+- 8.6e-3
+- 41.5e-3
+- 1.010
+MZ: 91.19
+MW: 80.3692
+GF: 1.1663788e-5
+SIN2TW: 0.22348
+TMC: 0
+MP: 0.938
+Qref: 91.19
+alphas: 0.118
+alphaqed: 0.0075700
+nf0: 3
+n3lo_cf_variation: 0
diff --git a/nnpdf_data/nnpdf_data/theory_cards/41002003.yaml b/nnpdf_data/nnpdf_data/theory_cards/41002003.yaml
new file mode 100644
index 0000000000..eb89cbad40
--- /dev/null
+++ b/nnpdf_data/nnpdf_data/theory_cards/41002003.yaml
@@ -0,0 +1,44 @@
+ID: 41_002_003
+Comments: N3LO benchmark, NNPDF4.1 aN3LO QCD-only (ZM-VFNS)
+PTO: 3
+FNS: ZM-VFNS
+DAMP: 0
+IC: 0
+Q0: 1.0
+ModEv: EXA
+IterEv: 60
+XIR: 1.0
+XIF: 1.0
+NfFF: 5
+QED: 0
+HQ: POLE
+mc: 1.45
+Qmc: 1.45
+kcThr: 1.0
+mb: 4.75
+Qmb: 4.75
+kbThr: 1.0
+mt: 172.5
+Qmt: 172.5
+ktThr: 1.0
+CKM:
+- 0.97367
+- 0.22431
+- 3.82e-3
+- 0.221
+- 0.975
+- 41.1e-3
+- 8.6e-3
+- 41.5e-3
+- 1.010
+MZ: 91.19
+MW: 80.3692
+GF: 1.1663788e-5
+SIN2TW: 0.22348
+TMC: 0
+MP: 0.938
+Qref: 91.19
+alphas: 0.118
+alphaqed: 0.0075700
+nf0: 3
+n3lo_cf_variation: 0
diff --git a/nnpdf_data/nnpdf_data/theory_cards/41002100.yaml b/nnpdf_data/nnpdf_data/theory_cards/41002100.yaml
new file mode 100644
index 0000000000..8bb74e172a
--- /dev/null
+++ b/nnpdf_data/nnpdf_data/theory_cards/41002100.yaml
@@ -0,0 +1,44 @@
+ID: 41_002_100
+Comments: N3LO benchmark, NNPDF4.1 LO QCD-only (FFNS)
+PTO: 0
+FNS: FFNS
+DAMP: 0
+IC: 0
+Q0: 1.0
+ModEv: EXA
+IterEv: 60
+XIR: 1.0
+XIF: 1.0
+NfFF: 3
+QED: 0
+HQ: POLE
+mc: 1.45
+Qmc: 1.45
+kcThr: 1.0
+mb: 1000
+Qmb: 1000
+kbThr: 1.0
+mt: 1000
+Qmt: 1000
+ktThr: 1.0
+CKM:
+- 0.97367
+- 0.22431
+- 3.82e-3
+- 0.221
+- 0.975
+- 41.1e-3
+- 8.6e-3
+- 41.5e-3
+- 1.010
+MZ: 91.19
+MW: 80.3692
+GF: 1.1663788e-5
+SIN2TW: 0.22348
+TMC: 0
+MP: 0.938
+Qref: 1
+alphas: 0.475
+alphaqed: 0.0075700
+nf0: 3
+n3lo_cf_variation: 0
diff --git a/nnpdf_data/nnpdf_data/theory_cards/41002101.yaml b/nnpdf_data/nnpdf_data/theory_cards/41002101.yaml
new file mode 100644
index 0000000000..a0923cf301
--- /dev/null
+++ b/nnpdf_data/nnpdf_data/theory_cards/41002101.yaml
@@ -0,0 +1,44 @@
+ID: 41_002_101
+Comments: N3LO benchmark, NNPDF4.1 NLO QCD-only (FFNS)
+PTO: 1
+FNS: FFNS
+DAMP: 0
+IC: 0
+Q0: 1.0
+ModEv: EXA
+IterEv: 60
+XIR: 1.0
+XIF: 1.0
+NfFF: 3
+QED: 0
+HQ: POLE
+mc: 1.45
+Qmc: 1.45
+kcThr: 1.0
+mb: 1000
+Qmb: 1000
+kbThr: 1.0
+mt: 1000
+Qmt: 1000
+ktThr: 1.0
+CKM:
+- 0.97367
+- 0.22431
+- 3.82e-3
+- 0.221
+- 0.975
+- 41.1e-3
+- 8.6e-3
+- 41.5e-3
+- 1.010
+MZ: 91.19
+MW: 80.3692
+GF: 1.1663788e-5
+SIN2TW: 0.22348
+TMC: 0
+MP: 0.938
+Qref: 1
+alphas: 0.475
+alphaqed: 0.0075700
+nf0: 3
+n3lo_cf_variation: 0
diff --git a/nnpdf_data/nnpdf_data/theory_cards/41002102.yaml b/nnpdf_data/nnpdf_data/theory_cards/41002102.yaml
new file mode 100644
index 0000000000..1433b36018
--- /dev/null
+++ b/nnpdf_data/nnpdf_data/theory_cards/41002102.yaml
@@ -0,0 +1,44 @@
+ID: 41_002_102
+Comments: N3LO benchmark, NNPDF4.1 NNLO QCD-only (FFNS)
+PTO: 2
+FNS: FFNS
+DAMP: 0
+IC: 0
+Q0: 1.0
+ModEv: EXA
+IterEv: 60
+XIR: 1.0
+XIF: 1.0
+NfFF: 3
+QED: 0
+HQ: POLE
+mc: 1.45
+Qmc: 1.45
+kcThr: 1.0
+mb: 1000
+Qmb: 1000
+kbThr: 1.0
+mt: 1000
+Qmt: 1000
+ktThr: 1.0
+CKM:
+- 0.97367
+- 0.22431
+- 3.82e-3
+- 0.221
+- 0.975
+- 41.1e-3
+- 8.6e-3
+- 41.5e-3
+- 1.010
+MZ: 91.19
+MW: 80.3692
+GF: 1.1663788e-5
+SIN2TW: 0.22348
+TMC: 0
+MP: 0.938
+Qref: 1
+alphas: 0.475
+alphaqed: 0.0075700
+nf0: 3
+n3lo_cf_variation: 0
diff --git a/nnpdf_data/nnpdf_data/theory_cards/41002103.yaml b/nnpdf_data/nnpdf_data/theory_cards/41002103.yaml
new file mode 100644
index 0000000000..2c8fbdfe0b
--- /dev/null
+++ b/nnpdf_data/nnpdf_data/theory_cards/41002103.yaml
@@ -0,0 +1,44 @@
+ID: 41_002_103
+Comments: N3LO benchmark, NNPDF4.1 aN3LO QCD-only (FFNS)
+PTO: 3
+FNS: FFNS
+DAMP: 0
+IC: 0
+Q0: 1.0
+ModEv: EXA
+IterEv: 60
+XIR: 1.0
+XIF: 1.0
+NfFF: 3
+QED: 0
+HQ: POLE
+mc: 1.45
+Qmc: 1.45
+kcThr: 1.0
+mb: 1000
+Qmb: 1000
+kbThr: 1.0
+mt: 1000
+Qmt: 1000
+ktThr: 1.0
+CKM:
+- 0.97367
+- 0.22431
+- 3.82e-3
+- 0.221
+- 0.975
+- 41.1e-3
+- 8.6e-3
+- 41.5e-3
+- 1.010
+MZ: 91.19
+MW: 80.3692
+GF: 1.1663788e-5
+SIN2TW: 0.22348
+TMC: 0
+MP: 0.938
+Qref: 1
+alphas: 0.475
+alphaqed: 0.0075700
+nf0: 3
+n3lo_cf_variation: 0
diff --git a/nnpdf_data/nnpdf_data/theory_cards/41002200.yaml b/nnpdf_data/nnpdf_data/theory_cards/41002200.yaml
new file mode 100644
index 0000000000..73a738d0f8
--- /dev/null
+++ b/nnpdf_data/nnpdf_data/theory_cards/41002200.yaml
@@ -0,0 +1,44 @@
+ID: 41_002_200
+Comments: N3LO benchmark, NNPDF4.1 LO QCD-only (GM-VFNS=FONLL)
+PTO: 0
+FNS: ZM-VFNS
+DAMP: 0
+IC: 0
+Q0: 1.0
+ModEv: EXA
+IterEv: 60
+XIR: 1.0
+XIF: 1.0
+NfFF: 5
+QED: 0
+HQ: POLE
+mc: 1.45
+Qmc: 1.45
+kcThr: 1.0
+mb: 4.75
+Qmb: 4.75
+kbThr: 1.0
+mt: 172.5
+Qmt: 172.5
+ktThr: 1.0
+CKM:
+- 0.97367
+- 0.22431
+- 3.82e-3
+- 0.221
+- 0.975
+- 41.1e-3
+- 8.6e-3
+- 41.5e-3
+- 1.010
+MZ: 91.19
+MW: 80.3692
+GF: 1.1663788e-5
+SIN2TW: 0.22348
+TMC: 0
+MP: 0.938
+Qref: 91.19
+alphas: 0.118
+alphaqed: 0.0075700
+nf0: 3
+n3lo_cf_variation: 0
diff --git a/nnpdf_data/nnpdf_data/theory_cards/41002201.yaml b/nnpdf_data/nnpdf_data/theory_cards/41002201.yaml
new file mode 100644
index 0000000000..9e67daf93b
--- /dev/null
+++ b/nnpdf_data/nnpdf_data/theory_cards/41002201.yaml
@@ -0,0 +1,44 @@
+ID: 41_002_201
+Comments: N3LO benchmark, NNPDF4.1 NLO QCD-only (GM-VFNS=FONLL)
+PTO: 1
+FNS: FONLL-A
+DAMP: 0
+IC: 0
+Q0: 1.0
+ModEv: EXA
+IterEv: 60
+XIR: 1.0
+XIF: 1.0
+NfFF: 5
+QED: 0
+HQ: POLE
+mc: 1.45
+Qmc: 1.45
+kcThr: 1.0
+mb: 4.75
+Qmb: 4.75
+kbThr: 1.0
+mt: 172.5
+Qmt: 172.5
+ktThr: 1.0
+CKM:
+- 0.97367
+- 0.22431
+- 3.82e-3
+- 0.221
+- 0.975
+- 41.1e-3
+- 8.6e-3
+- 41.5e-3
+- 1.010
+MZ: 91.19
+MW: 80.3692
+GF: 1.1663788e-5
+SIN2TW: 0.22348
+TMC: 0
+MP: 0.938
+Qref: 91.19
+alphas: 0.118
+alphaqed: 0.0075700
+nf0: 3
+n3lo_cf_variation: 0
diff --git a/nnpdf_data/nnpdf_data/theory_cards/41002202.yaml b/nnpdf_data/nnpdf_data/theory_cards/41002202.yaml
new file mode 100644
index 0000000000..a7cc251cee
--- /dev/null
+++ b/nnpdf_data/nnpdf_data/theory_cards/41002202.yaml
@@ -0,0 +1,44 @@
+ID: 41_002_202
+Comments: N3LO benchmark, NNPDF4.1 NNLO QCD-only (GM-VFNS=FONLL)
+PTO: 2
+FNS: FONLL-C
+DAMP: 0
+IC: 0
+Q0: 1.0
+ModEv: EXA
+IterEv: 60
+XIR: 1.0
+XIF: 1.0
+NfFF: 5
+QED: 0
+HQ: POLE
+mc: 1.45
+Qmc: 1.45
+kcThr: 1.0
+mb: 4.75
+Qmb: 4.75
+kbThr: 1.0
+mt: 172.5
+Qmt: 172.5
+ktThr: 1.0
+CKM:
+- 0.97367
+- 0.22431
+- 3.82e-3
+- 0.221
+- 0.975
+- 41.1e-3
+- 8.6e-3
+- 41.5e-3
+- 1.010
+MZ: 91.19
+MW: 80.3692
+GF: 1.1663788e-5
+SIN2TW: 0.22348
+TMC: 0
+MP: 0.938
+Qref: 91.19
+alphas: 0.118
+alphaqed: 0.0075700
+nf0: 3
+n3lo_cf_variation: 0
diff --git a/nnpdf_data/nnpdf_data/theory_cards/41002203.yaml b/nnpdf_data/nnpdf_data/theory_cards/41002203.yaml
new file mode 100644
index 0000000000..c0ecb9119a
--- /dev/null
+++ b/nnpdf_data/nnpdf_data/theory_cards/41002203.yaml
@@ -0,0 +1,44 @@
+ID: 41_002_203
+Comments: N3LO benchmark, NNPDF4.1 N3LO QCD-only (GM-VFNS=FONLL)
+PTO: 3
+FNS: FONLL-E
+DAMP: 0
+IC: 0
+Q0: 1.0
+ModEv: EXA
+IterEv: 60
+XIR: 1.0
+XIF: 1.0
+NfFF: 5
+QED: 0
+HQ: POLE
+mc: 1.45
+Qmc: 1.45
+kcThr: 1.0
+mb: 4.75
+Qmb: 4.75
+kbThr: 1.0
+mt: 172.5
+Qmt: 172.5
+ktThr: 1.0
+CKM:
+- 0.97367
+- 0.22431
+- 3.82e-3
+- 0.221
+- 0.975
+- 41.1e-3
+- 8.6e-3
+- 41.5e-3
+- 1.010
+MZ: 91.19
+MW: 80.3692
+GF: 1.1663788e-5
+SIN2TW: 0.22348
+TMC: 0
+MP: 0.938
+Qref: 91.19
+alphas: 0.118
+alphaqed: 0.0075700
+nf0: 3
+n3lo_cf_variation: 0
diff --git a/nnpdf_data/nnpdf_data/theory_cards/41007003.yaml b/nnpdf_data/nnpdf_data/theory_cards/41007003.yaml
new file mode 100644
index 0000000000..f3701df61b
--- /dev/null
+++ b/nnpdf_data/nnpdf_data/theory_cards/41007003.yaml
@@ -0,0 +1,42 @@
+ID: 41_007_003
+Comments: Theories used in the study of the Q0 dependence of the fit. Using 4.1 DIS grids and 4.0 hadronic grids. Q0 = 1.65
+PTO: 2
+FNS: FONLL-C
+DAMP: 0
+IC: 1
+Q0: 1.65
+ModEv: EXA
+IterEv: 60
+XIR: 1.0
+XIF: 1.0
+NfFF: 5
+QED: 0
+HQ: POLE
+mc: 1.502
+Qmc: 1.502
+kcThr: 1.0
+mb: 4.936
+Qmb: 4.936
+kbThr: 1.0
+mt: 172.5
+Qmt: 172.5
+ktThr: 1.0
+CKM:
+- 0.97367
+- 0.22431
+- 3.82e-3
+- 0.221
+- 0.975
+- 41.1e-3
+- 8.6e-3
+- 41.5e-3
+- 1.010
+MZ: 91.1880
+MW: 80.3692
+GF: 1.1663788e-5
+SIN2TW: 0.22348
+TMC: 1
+MP: 0.938
+Qref: 91.1880
+alphas: 0.118
+alphaqed: 0.0075700