FONLL-B #125

felixhekhorn · 2021-11-29T17:23:23Z

add evolution_PTO to the compatibility layer
propagate evolution_PTO
- it will be used inside factorization (not renormalization) scale variations
filter max PTO for FONLL-B specific kernels

felixhekhorn · 2022-02-15T15:46:03Z

Seems to be working - not perfect, but I'd say aceptable

Headers

Computing for theory=4ed54c2, ocard=d880289 and pdf=toygonly ... LHAPDF 6.3.0 loading /home/felix/local/share/LHAPDF/toygonly/toygonly_0000.dat toygonly PDF set, member #0, version 1 [16:31:12] INFO Inspecting runcards... inspector.py:96 INFO Inspection completed: success ✓ inspector.py:100 INFO Interpolation: number of points = 49, polynomial degree = 4, interpolation.py:441 logarithmic = True INFO {'MZ2': 8315.178393760001, 'CKM': CKM([[9.49221518e-01 coupling_constants.py:44 5.07600900e-02 1.20409000e-05] [5.07150400e-02 9.47604903e-01 1.68100000e-03] [7.43044000e-05 1.62409000e-03 9.98304719e-01]]), 'sin2theta_weak': 0.23126, 'MW2': 6463.838403999999} INFO {'process': 'NC', 'projectilePID': 11, 'polarization': 0, coupling_constants.py:45 'propagatorCorrection': 0} INFO RenScaleVar: False, FactScaleVar: False scale_variations.py:57 INFO ThresholdsAtlas [0.00e+00 - 3.80e+00 - 1.00e+12 - 1.00e+16 - inf], thresholds.py:99 ref=1.0 @ None INFO PTO: 2, PTO@evolution: 1, process: NC runner.py:149 INFO FNS: FONLL-B, NfFF: 4 runner.py:156 INFO Intrinsic: [] runner.py:157 INFO projectile: electron, target: {Z: 1, A: 1} runner.py:158 INFO ThresholdsAtlas [0.00e+00 - 3.80e+00 - 1.00e+12 - 1.00e+16 - inf], thresholds.py:99 ref=8317.44 @ None INFO Strong Coupling: strong_coupling.py:147 a_s(µ_R^2=8317.440000)=0.009390=0.118000/(4π) ┌────────────────────────────────────┐ │ │ │ __ __ _ _ │ │ \ \ / / | (_) │ │ \ \_/ /_ _ __| |_ ___ _ __ ___ │ │ \ / _` |/ _` | / __| '_ ` _ \ │ │ | | (_| | (_| | \__ \ | | | | | │ │ |_|\__,_|\__,_|_|___/_| |_| |_| │ │ │ └────────────────────────────────────┘

                                              Plan

• F2_light at 40 pts
• FL_light at 40 pts
• F3_light at 40 pts
• F2_charm at 40 pts
• FL_charm at 40 pts
• F3_charm at 40 pts

                                          Calculation

yadism took off! please stay tuned ...
/home/felix/Physik/N3PDF/DIS/yadism/src/yadism/esf/conv.py:152: IntegrationWarning: The maximum number
of subdivisions (50) has been achieved.
If increasing the limit yields no improvement it is advised to analyze
the integrand in order to determine the difficulties. If the position of a
local difficulty can be determined (singularity, discontinuity) one will
probably gain from splitting up the interval and calling the integrator
on the subranges. Perhaps a special-purpose integrator should be used.
res, err = scipy.integrate.quad(
/home/felix/Physik/N3PDF/DIS/yadism/src/yadism/esf/conv.py:152: IntegrationWarning: The algorithm does
not converge. Roundoff error is detected
in the extrapolation table. It is assumed that the requested tolerance
cannot be achieved, and that the returned result (if full_output = 1) is
the best which can be obtained.
res, err = scipy.integrate.quad(
/home/felix/Physik/N3PDF/DIS/yadism/src/yadism/esf/conv.py:152: IntegrationWarning: The occurrence of
roundoff error is detected, which prevents
the requested tolerance from being achieved. The error may be
underestimated.
res, err = scipy.integrate.quad(
/home/felix/Physik/N3PDF/DIS/yadism/src/yadism/esf/conv.py:152: IntegrationWarning: The integral is
probably divergent, or slowly convergent.
res, err = scipy.integrate.quad(
took 73.93 s
Compute external result

WARNING: FONLL-B is a VFN scheme
... setting VFNS PDF evolution
WARNING: FONLL-B is a NLO scheme
... setting NLO perturbative order

Welcome to
/// //// //// ///_/ _/
_/ / / / / / /
//// //// /// /// _/
_/ _/ _/ _/ _/ _/
/ / / / //// ////
_____v3.0.5 A PDF Evolution Library, arXiv:1310.1394
Authors: V. Bertone, S. Carrazza, J. Rojo

Report of the evolution parameters:

QCD evolution
Space-like evolution (PDFs)
Unpolarized evolution
Evolution scheme: VFNS at N1LO
Solution of the DGLAP equation: 'exactalpha' with maximum 6 active flavours
Solution of the coupling equations: 'exact' with maximum 6 active flavours
Coupling reference value:

AlphaQCD( 91.2000 GeV) = 0.118000
Pole heavy quark masses:
Mc = 1.9500 GeV
Mb = ******** GeV
Mt = ******** GeV
The matching thresholds coincide with the physical masses
muR / muF = 1.0000

Allowed evolution range [ 1.0000 : 10000.0000 ] GeV
The internal subgrids will be locked
Fast evolution enabled

Initialization of the evolution completed in 0.526 s

Report of the electroweak parameters:

Mass of the Z = 91.188 GeV
Mass of the W = 80.398 GeV
Mass of the proton = 0.9380 GeV
sin^2(thetaW) = 0.2313
GFermi = 1.16638E-05
| 0.9743 0.2253 0.0035 |
CKM = | 0.2252 0.9735 0.0410 |
| 0.0086 0.0403 0.9992 |
Z propagator correction = 0.00000

Report of the DIS parameters:

Computation in the FONLL-B mass scheme
Neutral Current (NC) process
Scattering electron - proton
muR / Q = 1.0000
muF / Q = 1.0000
(No scale variation in the evolution)
Target Mass corrections disabled
FONLL damping factor disabled for all heavy quarks
Intrinsic charm disabled

Initialization of the DIS module completed in 16.403 s

toygonly

────────── F2_light ────────── x Q2 yadism yadism_error APFEL percent_error 0 0.000100 20.000000 2.092590e-02 3.794364e-09 2.094276e-02 -0.080518 1 0.000275 20.000000 1.799477e-02 3.495741e-09 1.801287e-02 -0.100473 2 0.000756 20.000000 1.456967e-02 2.869895e-09 1.458854e-02 -0.129305 3 0.002080 20.000000 1.024093e-02 1.635327e-09 1.025862e-02 -0.172521 4 0.005721 20.000000 4.642421e-03 5.593883e-10 4.654537e-03 -0.260292 5 0.015733 20.000000 -2.110018e-03 1.390109e-09 -2.106403e-03 0.171594 6 0.043267 20.000000 -8.363176e-03 1.062898e-09 -8.367670e-03 -0.053713 7 0.118993 20.000000 -9.489857e-03 1.159355e-09 -9.494723e-03 -0.051254 8 0.327252 20.000000 -2.695363e-03 9.261534e-11 -2.695461e-03 -0.003638 9 0.900000 20.000000 -8.057859e-10 4.827255e-15 -1.189654e-08 -93.226723 10 0.000100 4.000000 2.958795e-02 7.443140e-09 2.961126e-02 -0.078704 11 0.000275 4.000000 2.544351e-02 6.739741e-09 2.546864e-02 -0.098660 12 0.000756 4.000000 2.060063e-02 5.592319e-09 2.062693e-02 -0.127492 13 0.002080 4.000000 1.448005e-02 3.234154e-09 1.450481e-02 -0.170710 14 0.005721 4.000000 6.564102e-03 9.431072e-10 6.581113e-03 -0.258483 15 0.015733 4.000000 -2.983437e-03 2.708685e-09 -2.978272e-03 0.173421 16 0.043267 4.000000 -1.182502e-02 2.033496e-09 -1.183116e-02 -0.051895 17 0.118993 4.000000 -1.341808e-02 2.280196e-09 -1.342472e-02 -0.049434 18 0.327252 4.000000 -3.811080e-03 1.749727e-10 -3.811149e-03 -0.001818 19 0.900000 4.000000 -1.139332e-09 9.632378e-15 -1.682069e-08 -93.226600 20 0.100000 4.000000 -1.403776e-02 1.044540e-09 -1.404201e-02 -0.030312 21 0.100000 4.783253 -1.340813e-02 9.536754e-10 -1.341226e-02 -0.030837 22 0.100000 5.719877 -1.283595e-02 8.746870e-10 -1.283996e-02 -0.031206 23 0.100000 6.839904 -1.231347e-02 8.055396e-10 -1.231735e-02 -0.031480 24 0.100000 8.179247 -1.183428e-02 7.446231e-10 -1.183803e-02 -0.031679 25 0.100000 9.780851 -1.139307e-02 6.906497e-10 -1.139669e-02 -0.031834 26 0.100000 11.696071 -1.098535e-02 6.425778e-10 -1.098886e-02 -0.031938 27 0.100000 13.986316 -1.060736e-02 5.995575e-10 -1.061075e-02 -0.032023 28 0.100000 16.725021 -1.025587e-02 5.608890e-10 -1.025916e-02 -0.032082 29 0.100000 20.000000 -9.928120e-03 5.259916e-10 -9.931311e-03 -0.032132 30 0.001000 4.000000 1.907634e-02 3.035562e-09 1.909114e-02 -0.077538 31 0.001000 4.783253 1.822071e-02 2.782762e-09 1.823494e-02 -0.078053 32 0.001000 5.719877 1.744317e-02 2.562531e-09 1.745686e-02 -0.078432 33 0.001000 6.839904 1.673315e-02 2.369327e-09 1.674633e-02 -0.078694 34 0.001000 8.179247 1.608197e-02 2.198760e-09 1.609467e-02 -0.078906 35 0.001000 9.780851 1.548238e-02 2.047317e-09 1.549463e-02 -0.079052 36 0.001000 11.696071 1.492832e-02 1.912153e-09 1.494015e-02 -0.079152 37 0.001000 13.986316 1.441466e-02 1.790942e-09 1.442609e-02 -0.079239 38 0.001000 16.725021 1.393701e-02 1.681770e-09 1.394807e-02 -0.079311 39 0.001000 20.000000 1.349162e-02 1.583043e-09 1.350234e-02 -0.079351

──────────
FL_light
──────────
x Q2 yadism yadism_error APFEL 0 0.000100 20.000000 6.693165e-02 2.758873e-10 6.695424e-02 1 0.000275 20.000000 6.034339e-02 1.478476e-10 6.036380e-02 2 0.000756 20.000000 5.417269e-02 2.063356e-10 5.419128e-02 3 0.002080 20.000000 4.807773e-02 2.217933e-10 4.809478e-02 4 0.005721 20.000000 4.138725e-02 3.652911e-10 4.140260e-02 5 0.015733 20.000000 3.291933e-02 1.167787e-10 3.293238e-02 6 0.043267 20.000000 2.142577e-02 2.005896e-11 2.143312e-02 7 0.118993 20.000000 8.326870e-03 5.240032e-12 8.329172e-03 8 0.327252 20.000000 7.004699e-04 4.889101e-12 7.006255e-04 9 0.900000 20.000000 -2.306907e-09 1.060545e-16 1.634612e-09 10 0.000100 4.000000 9.463728e-02 5.516190e-10 9.466751e-02 11 0.000275 4.000000 8.532190e-02 2.956127e-10 8.534919e-02 12 0.000756 4.000000 7.659689e-02 4.125570e-10 7.662179e-02 13 0.002080 4.000000 6.797899e-02 4.434642e-10 6.800186e-02 14 0.005721 4.000000 5.851905e-02 7.303809e-10 5.853969e-02 15 0.015733 4.000000 4.654594e-02 2.334929e-10 4.656354e-02 16 0.043267 4.000000 3.029474e-02 4.010671e-11 3.030458e-02 17 0.118993 4.000000 1.177369e-02 1.047711e-11 1.177673e-02 18 0.327252 4.000000 9.904219e-04 9.775507e-12 9.906239e-04 19 0.900000 4.000000 -3.261827e-09 2.120507e-16 2.311199e-09 20 0.100000 4.000000 1.475594e-02 1.749166e-10 1.476107e-02 21 0.100000 4.783253 1.409409e-02 1.595767e-10 1.409907e-02 22 0.100000 5.719877 1.349265e-02 1.462469e-10 1.349746e-02 23 0.100000 6.839904 1.294344e-02 1.345824e-10 1.294809e-02 24 0.100000 8.179247 1.243973e-02 1.243103e-10 1.244423e-02 25 0.100000 9.780851 1.197594e-02 1.152124e-10 1.198029e-02 26 0.100000 11.696071 1.154737e-02 1.071125e-10 1.155157e-02 27 0.100000 13.986316 1.115003e-02 9.986645e-11 1.115410e-02 28 0.100000 16.725021 1.078056e-02 9.335585e-11 1.078450e-02 29 0.100000 20.000000 1.043605e-02 8.748241e-11 1.043987e-02 30 0.001000 4.000000 7.423650e-02 6.028156e-11 7.426084e-02 31 0.001000 4.783253 7.090679e-02 5.499500e-11 7.093041e-02 32 0.001000 5.719877 6.788094e-02 5.040119e-11 6.790380e-02 33 0.001000 6.839904 6.511788e-02 4.638127e-11 6.513999e-02 34 0.001000 8.179247 6.258377e-02 4.284122e-11 6.260515e-02 35 0.001000 9.780851 6.025045e-02 3.970586e-11 6.027112e-02 36 0.001000 11.696071 5.809431e-02 3.691438e-11 5.811430e-02 37 0.001000 13.986316 5.609535e-02 3.441719e-11 5.611470e-02 38 0.001000 16.725021 5.423655e-02 3.217346e-11 5.425529e-02 39 0.001000 20.000000 5.250331e-02 3.014930e-11 5.252148e-02 percent_error
-0.033742
-0.033800
-0.034308
-0.035441
-0.037074
-0.039612
-0.034267
-0.027637
-0.022205
-241.128764
-0.031926
-0.031984
-0.032492
-0.033625
-0.035259
-0.037796
-0.032451
-0.025820
-0.020387
-241.131330
-0.034783
-0.035304
-0.035678
-0.035951
-0.036150
-0.036301
-0.036409
-0.036492
-0.036556
-0.036600
-0.032778
-0.033298
-0.033671
-0.033944
-0.034144
-0.034294
-0.034402
-0.034487
-0.034549
-0.034593

──────────
F3_light
──────────
x Q2 yadism yadism_error APFEL percent_error
0 0.000100 20.000000 0.0 0.0 0.0 NaN
1 0.000275 20.000000 0.0 0.0 0.0 NaN
2 0.000756 20.000000 0.0 0.0 0.0 NaN
3 0.002080 20.000000 0.0 0.0 0.0 NaN
4 0.005721 20.000000 0.0 0.0 0.0 NaN
5 0.015733 20.000000 0.0 0.0 0.0 NaN
6 0.043267 20.000000 0.0 0.0 0.0 NaN
7 0.118993 20.000000 0.0 0.0 0.0 NaN
8 0.327252 20.000000 0.0 0.0 0.0 NaN
9 0.900000 20.000000 0.0 0.0 0.0 NaN
10 0.000100 4.000000 0.0 0.0 0.0 NaN
11 0.000275 4.000000 0.0 0.0 0.0 NaN
12 0.000756 4.000000 0.0 0.0 0.0 NaN
13 0.002080 4.000000 0.0 0.0 0.0 NaN
14 0.005721 4.000000 0.0 0.0 0.0 NaN
15 0.015733 4.000000 0.0 0.0 0.0 NaN
16 0.043267 4.000000 0.0 0.0 0.0 NaN
17 0.118993 4.000000 0.0 0.0 0.0 NaN
18 0.327252 4.000000 0.0 0.0 0.0 NaN
19 0.900000 4.000000 0.0 0.0 0.0 NaN
20 0.100000 4.000000 0.0 0.0 0.0 NaN
21 0.100000 4.783253 0.0 0.0 0.0 NaN
22 0.100000 5.719877 0.0 0.0 0.0 NaN
23 0.100000 6.839904 0.0 0.0 0.0 NaN
24 0.100000 8.179247 0.0 0.0 0.0 NaN
25 0.100000 9.780851 0.0 0.0 0.0 NaN
26 0.100000 11.696071 0.0 0.0 0.0 NaN
27 0.100000 13.986316 0.0 0.0 0.0 NaN
28 0.100000 16.725021 0.0 0.0 0.0 NaN
29 0.100000 20.000000 0.0 0.0 0.0 NaN
30 0.001000 4.000000 0.0 0.0 0.0 NaN
31 0.001000 4.783253 0.0 0.0 0.0 NaN
32 0.001000 5.719877 0.0 0.0 0.0 NaN
33 0.001000 6.839904 0.0 0.0 0.0 NaN
34 0.001000 8.179247 0.0 0.0 0.0 NaN
35 0.001000 9.780851 0.0 0.0 0.0 NaN
36 0.001000 11.696071 0.0 0.0 0.0 NaN
37 0.001000 13.986316 0.0 0.0 0.0 NaN
38 0.001000 16.725021 0.0 0.0 0.0 NaN
39 0.001000 20.000000 0.0 0.0 0.0 NaN

──────────
F2_charm
──────────
x Q2 yadism yadism_error APFEL percent_error
0 0.000100 20.000000 -3.027452e-02 1.109611e-09 -3.015301e-02 0.402989
1 0.000275 20.000000 -2.641544e-02 9.776422e-10 -2.631036e-02 0.399409
2 0.000756 20.000000 -2.256249e-02 8.673001e-10 -2.247063e-02 0.408793
3 0.002080 20.000000 -1.887867e-02 6.141701e-10 -1.879821e-02 0.428066
4 0.005721 20.000000 -1.579992e-02 8.004503e-10 -1.573175e-02 0.433327
5 0.015733 20.000000 -1.382645e-02 4.151640e-10 -1.377491e-02 0.374155
6 0.043267 20.000000 -1.244026e-02 3.852407e-10 -1.241036e-02 0.240936
7 0.118993 20.000000 -8.570095e-03 1.401555e-10 -8.557992e-03 0.141416
8 0.327252 20.000000 -1.601660e-03 2.609499e-11 -1.600819e-03 0.052521
9 0.900000 20.000000 3.030163e-09 4.854989e-17 -6.146579e-09 -149.298370
10 0.000100 4.000000 4.883329e-02 6.618169e-10 4.910541e-02 -0.554158
11 0.000275 4.000000 3.588809e-02 1.014505e-09 3.610082e-02 -0.589288
12 0.000756 4.000000 2.530825e-02 5.878522e-10 2.546974e-02 -0.634071
13 0.002080 4.000000 1.687819e-02 2.860097e-10 1.699608e-02 -0.693644
14 0.005721 4.000000 1.005360e-02 7.035140e-10 1.013411e-02 -0.794459
15 0.015733 4.000000 4.295166e-03 2.788863e-10 4.340874e-03 -1.052972
16 0.043267 4.000000 2.745332e-04 3.089185e-10 2.893251e-04 -5.112560
17 0.118993 4.000000 -4.523589e-04 1.229597e-10 -4.593096e-04 -1.513289
18 0.327252 4.000000 -5.604260e-05 3.289244e-11 -5.769647e-05 -2.866510
19 0.900000 4.000000 1.263640e-10 6.273684e-17 -2.120331e-10 -159.596350
20 0.100000 4.000000 -5.155150e-04 2.383908e-11 -5.219477e-04 -1.232456
21 0.100000 4.783253 -2.386462e-03 2.439616e-11 -2.388581e-03 -0.088711
22 0.100000 5.719877 -4.066773e-03 2.494019e-11 -4.066167e-03 0.014907
23 0.100000 6.839904 -5.538317e-03 2.743789e-11 -5.537326e-03 0.017901
24 0.100000 8.179247 -6.785274e-03 3.025104e-11 -6.787814e-03 -0.037409
25 0.100000 9.780851 -7.797307e-03 3.370792e-11 -7.825266e-03 -0.357292
26 0.100000 11.696071 -8.572296e-03 3.786192e-11 -8.571211e-03 0.012662
27 0.100000 13.986316 -9.116678e-03 5.362144e-11 -9.124087e-03 -0.081197
28 0.100000 16.725021 -9.445389e-03 4.982235e-11 -9.432484e-03 0.136821
29 0.100000 20.000000 -9.580639e-03 7.168461e-11 -9.566145e-03 0.151512
30 0.001000 4.000000 2.278395e-02 5.391650e-10 2.293226e-02 -0.646729
31 0.001000 4.783253 9.933450e-03 6.039690e-10 1.004648e-02 -1.125053
32 0.001000 5.719877 4.575777e-05 6.226884e-10 1.367737e-04 -66.544905
33 0.001000 6.839904 -7.415970e-03 5.892306e-10 -7.376478e-03 0.535378
34 0.001000 8.179247 -1.289077e-02 5.855272e-10 -1.287881e-02 0.092799
35 0.001000 9.780851 -1.674415e-02 6.661473e-10 -1.670712e-02 0.221687
36 0.001000 11.696071 -1.928697e-02 6.911514e-10 -1.924859e-02 0.199383
37 0.001000 13.986316 -2.078177e-02 5.931927e-10 -2.070737e-02 0.359317
38 0.001000 16.725021 -2.145880e-02 8.484113e-10 -2.136990e-02 0.416004
39 0.001000 20.000000 -2.151234e-02 7.813084e-10 -2.142678e-02 0.399322

──────────
FL_charm
──────────
x Q2 yadism yadism_error APFEL percent_error
0 0.000100 20.000000 1.177240e-02 1.154131e-10 1.182355e-02 -0.432577
1 0.000275 20.000000 9.907402e-03 1.326311e-10 9.955015e-03 -0.478275
2 0.000756 20.000000 8.286860e-03 7.072762e-11 8.330804e-03 -0.527493
3 0.002080 20.000000 6.885883e-03 7.857928e-11 6.925698e-03 -0.574891
4 0.005721 20.000000 5.598747e-03 4.692755e-11 5.633580e-03 -0.618309
5 0.015733 20.000000 4.157911e-03 3.764638e-11 4.185922e-03 -0.669191
6 0.043267 20.000000 2.261016e-03 2.611443e-11 2.278901e-03 -0.784800
7 0.118993 20.000000 4.304750e-04 6.438551e-12 4.334106e-04 -0.677324
8 0.327252 20.000000 -1.607030e-05 3.572349e-14 -1.621651e-05 -0.901627
9 0.900000 20.000000 6.543881e-11 6.099678e-23 -4.632391e-11 -241.263578
10 0.000100 4.000000 3.266133e-03 1.689380e-11 3.282349e-03 -0.494049
11 0.000275 4.000000 2.522956e-03 9.919625e-12 2.536155e-03 -0.520428
12 0.000756 4.000000 1.886424e-03 1.037465e-11 1.897317e-03 -0.574124
13 0.002080 4.000000 1.348768e-03 1.227856e-11 1.358054e-03 -0.683776
14 0.005721 4.000000 8.787043e-04 9.833234e-12 8.868226e-04 -0.915442
15 0.015733 4.000000 4.307959e-04 3.633973e-12 4.373280e-04 -1.493645
16 0.043267 4.000000 6.859134e-05 9.723964e-13 7.202224e-05 -4.763669
17 0.118993 4.000000 -1.577289e-05 7.223323e-15 -1.582289e-05 -0.315970
18 0.327252 4.000000 -1.257009e-06 1.765858e-17 -1.288973e-06 -2.479853
19 0.900000 4.000000 3.991147e-12 8.453302e-23 -2.825217e-12 -241.268714
20 0.100000 4.000000 -1.757288e-05 1.633535e-14 -1.737888e-05 1.116287
21 0.100000 4.783253 -7.642832e-05 7.768146e-14 -7.688107e-05 -0.588901
22 0.100000 5.719877 -1.142978e-04 2.165344e-13 -1.153457e-04 -0.908422
23 0.100000 6.839904 -1.267313e-04 3.831340e-13 -1.287638e-04 -1.578508
24 0.100000 8.179247 -1.074823e-04 8.832278e-13 -1.109097e-04 -3.090227
25 0.100000 9.780851 -4.946691e-05 9.737104e-13 -5.210167e-05 -5.056972
26 0.100000 11.696071 5.390141e-05 1.678930e-12 5.318703e-05 1.343131
27 0.100000 13.986316 2.075060e-04 2.073264e-12 2.086049e-04 -0.526753
28 0.100000 16.725021 4.132003e-04 4.278850e-12 4.152468e-04 -0.492827
29 0.100000 20.000000 6.693450e-04 7.788650e-12 6.730549e-04 -0.551204
30 0.001000 4.000000 1.728929e-03 1.563754e-11 1.739286e-03 -0.595498
31 0.001000 4.783253 1.747986e-03 1.513743e-11 1.753814e-03 -0.332298
32 0.001000 5.719877 1.962120e-03 2.014440e-11 1.970112e-03 -0.405647
33 0.001000 6.839904 2.363456e-03 2.111094e-11 2.359814e-03 0.154362
34 0.001000 8.179247 2.942586e-03 2.560073e-11 2.944198e-03 -0.054744
35 0.001000 9.780851 3.686391e-03 3.054481e-11 3.693421e-03 -0.190322
36 0.001000 11.696071 4.577584e-03 2.115964e-11 4.593483e-03 -0.346129
37 0.001000 13.986316 5.593912e-03 4.641879e-11 5.625580e-03 -0.562925
38 0.001000 16.725021 6.705477e-03 5.813563e-11 6.740760e-03 -0.523424
39 0.001000 20.000000 7.880662e-03 7.019499e-11 7.923362e-03 -0.538923

──────────
F3_charm
──────────
x Q2 yadism yadism_error APFEL percent_error
0 0.000100 20.000000 0.0 0.0 0.0 NaN
1 0.000275 20.000000 0.0 0.0 0.0 NaN
2 0.000756 20.000000 0.0 0.0 0.0 NaN
3 0.002080 20.000000 0.0 0.0 0.0 NaN
4 0.005721 20.000000 0.0 0.0 0.0 NaN
5 0.015733 20.000000 0.0 0.0 0.0 NaN
6 0.043267 20.000000 0.0 0.0 0.0 NaN
7 0.118993 20.000000 0.0 0.0 0.0 NaN
8 0.327252 20.000000 0.0 0.0 0.0 NaN
9 0.900000 20.000000 0.0 0.0 0.0 NaN
10 0.000100 4.000000 0.0 0.0 0.0 NaN
11 0.000275 4.000000 0.0 0.0 0.0 NaN
12 0.000756 4.000000 0.0 0.0 0.0 NaN
13 0.002080 4.000000 0.0 0.0 0.0 NaN
14 0.005721 4.000000 0.0 0.0 0.0 NaN
15 0.015733 4.000000 0.0 0.0 0.0 NaN
16 0.043267 4.000000 0.0 0.0 0.0 NaN
17 0.118993 4.000000 0.0 0.0 0.0 NaN
18 0.327252 4.000000 0.0 0.0 0.0 NaN
19 0.900000 4.000000 0.0 0.0 0.0 NaN
20 0.100000 4.000000 0.0 0.0 0.0 NaN
21 0.100000 4.783253 0.0 0.0 0.0 NaN
22 0.100000 5.719877 0.0 0.0 0.0 NaN
23 0.100000 6.839904 0.0 0.0 0.0 NaN
24 0.100000 8.179247 0.0 0.0 0.0 NaN
25 0.100000 9.780851 0.0 0.0 0.0 NaN
26 0.100000 11.696071 0.0 0.0 0.0 NaN
27 0.100000 13.986316 0.0 0.0 0.0 NaN
28 0.100000 16.725021 0.0 0.0 0.0 NaN
29 0.100000 20.000000 0.0 0.0 0.0 NaN
30 0.001000 4.000000 0.0 0.0 0.0 NaN
31 0.001000 4.783253 0.0 0.0 0.0 NaN
32 0.001000 5.719877 0.0 0.0 0.0 NaN
33 0.001000 6.839904 0.0 0.0 0.0 NaN
34 0.001000 8.179247 0.0 0.0 0.0 NaN
35 0.001000 9.780851 0.0 0.0 0.0 NaN
36 0.001000 11.696071 0.0 0.0 0.0 NaN
37 0.001000 13.986316 0.0 0.0 0.0 NaN
38 0.001000 16.725021 0.0 0.0 0.0 NaN
39 0.001000 20.000000 0.0 0.0 0.0 NaN

toyuonly

────────── F2_light ────────── x Q2 yadism yadism_error APFEL percent_error 0 0.000100 20.000000 0.217114 1.534916e-09 0.216603 0.236143 1 0.000275 20.000000 0.198587 6.241807e-09 0.198151 0.220262 2 0.000756 20.000000 0.184310 1.159783e-08 0.183926 0.208628 3 0.002080 20.000000 0.176254 9.169468e-10 0.175889 0.207183 4 0.005721 20.000000 0.178259 2.066418e-09 0.177856 0.226319 5 0.015733 20.000000 0.196890 2.873409e-09 0.196494 0.202002 6 0.043267 20.000000 0.240849 3.154627e-09 0.240479 0.154037 7 0.118993 20.000000 0.305172 3.699073e-09 0.310382 -1.678456 8 0.327252 20.000000 0.285127 6.575776e-09 0.288245 -1.081843 9 0.900000 20.000000 0.003976 9.538242e-11 0.004107 -3.198092 10 0.000100 4.000000 0.216862 2.899140e-09 0.215816 0.484330 11 0.000275 4.000000 0.198631 1.211190e-08 0.197736 0.452780 12 0.000756 4.000000 0.184798 2.297884e-08 0.184016 0.424959 13 0.002080 4.000000 0.177311 1.730102e-09 0.176577 0.415978 14 0.005721 4.000000 0.179733 3.677886e-09 0.178924 0.452223 15 0.015733 4.000000 0.197647 4.950296e-09 0.196743 0.459813 16 0.043267 4.000000 0.237901 5.768770e-09 0.236858 0.440583 17 0.118993 4.000000 0.296145 6.928007e-09 0.306197 -3.282870 18 0.327252 4.000000 0.283988 1.281176e-08 0.291074 -2.434557 19 0.900000 4.000000 0.004790 1.781353e-10 0.005081 -5.732042 20 0.100000 4.000000 0.286441 1.499534e-08 0.296124 -3.269996 21 0.100000 4.783253 0.287702 1.379261e-08 0.296589 -2.996235 22 0.100000 5.719877 0.288847 1.274288e-08 0.297036 -2.756878 23 0.100000 6.839904 0.289892 1.182027e-08 0.297465 -2.546102 24 0.100000 8.179247 0.290849 1.100427e-08 0.297877 -2.359346 25 0.100000 9.780851 0.291731 1.027845e-08 0.298271 -2.192830 26 0.100000 11.696071 0.292545 9.629479e-09 0.298648 -2.043688 27 0.100000 13.986316 0.293300 9.046463e-09 0.299010 -1.909486 28 0.100000 16.725021 0.294002 8.520415e-09 0.299356 -1.788223 29 0.100000 20.000000 0.294658 8.043861e-09 0.299687 -1.678256 30 0.001000 4.000000 0.182001 4.679073e-09 0.181221 0.430572 31 0.001000 4.783253 0.181900 4.296298e-09 0.181187 0.393657 32 0.001000 5.719877 0.181809 3.962551e-09 0.181155 0.361131 33 0.001000 6.839904 0.181726 3.669513e-09 0.181124 0.332350 34 0.001000 8.179247 0.181650 3.410592e-09 0.181095 0.306711 35 0.001000 9.780851 0.181581 3.180506e-09 0.181067 0.283757 36 0.001000 11.696071 0.181517 2.974979e-09 0.181040 0.263091 37 0.001000 13.986316 0.181458 2.790516e-09 0.181015 0.244420 38 0.001000 16.725021 0.181403 2.624232e-09 0.180992 0.227480 39 0.001000 20.000000 0.181353 2.473734e-09 0.180970 0.212066

──────────
FL_light
──────────
x Q2 yadism yadism_error APFEL percent_error
0 0.000100 20.000000 0.011026 8.794044e-11 0.010474 5.272153
1 0.000275 20.000000 0.010106 9.371375e-11 0.009608 5.179537
2 0.000756 20.000000 0.009443 7.092217e-11 0.008993 5.000396
3 0.002080 20.000000 0.009205 4.527280e-11 0.008791 4.714800
4 0.005721 20.000000 0.009730 8.606381e-11 0.009318 4.425040
5 0.015733 20.000000 0.011534 6.238082e-11 0.011041 4.465238
6 0.043267 20.000000 0.014757 1.375181e-10 0.014032 5.164236
7 0.118993 20.000000 0.016598 1.629350e-10 0.015599 6.404416
8 0.327252 20.000000 0.008775 8.413023e-11 0.008121 8.047761
9 0.900000 20.000000 0.000007 1.645630e-13 0.000006 11.572501
10 0.000100 4.000000 0.015815 1.758406e-10 0.015069 4.951549
11 0.000275 4.000000 0.014492 1.873856e-10 0.013822 4.843758
12 0.000756 4.000000 0.013535 1.418126e-10 0.012934 4.641357
13 0.002080 4.000000 0.013185 9.052536e-11 0.012637 4.331919
14 0.005721 4.000000 0.013925 1.720893e-10 0.013384 4.038711
15 0.015733 4.000000 0.016503 1.247336e-10 0.015853 4.099171
16 0.043267 4.000000 0.021146 2.749744e-10 0.020178 4.799681
17 0.118993 4.000000 0.023869 3.257970e-10 0.022490 6.128803
18 0.327252 4.000000 0.012688 1.682230e-10 0.011721 8.249001
19 0.900000 4.000000 0.000010 3.290528e-13 0.000009 13.240602
20 0.100000 4.000000 0.024002 1.813274e-10 0.022675 5.849007
21 0.100000 4.783253 0.022869 1.654249e-10 0.021593 5.910055
22 0.100000 5.719877 0.021844 1.516061e-10 0.020614 5.966022
23 0.100000 6.839904 0.020912 1.395136e-10 0.019726 6.016315
24 0.100000 8.179247 0.020061 1.288646e-10 0.018914 6.060243
25 0.100000 9.780851 0.019279 1.194329e-10 0.018171 6.096680
26 0.100000 11.696071 0.018560 1.110355e-10 0.017488 6.125226
27 0.100000 13.986316 0.017894 1.035233e-10 0.016858 6.145416
28 0.100000 16.725021 0.017277 9.677341e-11 0.016275 6.156902
29 0.100000 20.000000 0.016703 9.068395e-11 0.015734 6.159504
30 0.001000 4.000000 0.013362 1.667706e-10 0.012779 4.560299
31 0.001000 4.783253 0.012736 1.521447e-10 0.012172 4.636424
32 0.001000 5.719877 0.012170 1.394353e-10 0.011624 4.702802
33 0.001000 6.839904 0.011655 1.283136e-10 0.011125 4.759946
34 0.001000 8.179247 0.011184 1.185195e-10 0.010671 4.808268
35 0.001000 9.780851 0.010751 1.098449e-10 0.010254 4.847728
36 0.001000 11.696071 0.010353 1.021216e-10 0.009871 4.879403
37 0.001000 13.986316 0.009984 9.521251e-11 0.009517 4.902946
38 0.001000 16.725021 0.009642 8.900452e-11 0.009190 4.918640
39 0.001000 20.000000 0.009324 8.340393e-11 0.008886 4.926617

──────────
F3_light
──────────
x Q2 yadism yadism_error APFEL percent_error
0 0.000100 20.000000 0.000510 3.114647e-12 0.000510 -0.043914
1 0.000275 20.000000 0.000466 1.540763e-11 0.000466 -0.045310
2 0.000756 20.000000 0.000432 7.099866e-12 0.000432 -0.038482
3 0.002080 20.000000 0.000411 1.593858e-12 0.000411 -0.022120
4 0.005721 20.000000 0.000413 9.587904e-12 0.000413 0.009639
5 0.015733 20.000000 0.000454 8.345406e-12 0.000454 -0.001112
6 0.043267 20.000000 0.000557 7.477707e-12 0.000557 -0.009842
7 0.118993 20.000000 0.000720 9.382641e-12 0.000720 -0.010757
8 0.327252 20.000000 0.000696 1.538476e-11 0.000696 0.004060
9 0.900000 20.000000 0.000010 2.378194e-13 0.000010 -2.479590
10 0.000100 4.000000 0.000099 1.173511e-12 0.000099 -0.046755
11 0.000275 4.000000 0.000090 6.033499e-12 0.000090 -0.050052
12 0.000756 4.000000 0.000084 2.737423e-12 0.000084 -0.043756
13 0.002080 4.000000 0.000080 5.862035e-13 0.000080 -0.025558
14 0.005721 4.000000 0.000080 3.611447e-12 0.000080 0.014173
15 0.015733 4.000000 0.000088 2.940571e-12 0.000088 0.002644
16 0.043267 4.000000 0.000106 2.755529e-12 0.000106 -0.009727
17 0.118993 4.000000 0.000135 3.583272e-12 0.000136 -0.016070
18 0.327252 4.000000 0.000137 5.993647e-12 0.000137 0.005770
19 0.900000 4.000000 0.000002 8.890669e-14 0.000002 -2.779230
20 0.100000 4.000000 0.000130 7.972598e-12 0.000130 -0.002251
21 0.100000 4.783253 0.000157 8.764940e-12 0.000157 -0.002049
22 0.100000 5.719877 0.000190 9.678864e-12 0.000190 -0.001842
23 0.100000 6.839904 0.000229 1.073080e-11 0.000229 -0.001712
24 0.100000 8.179247 0.000275 1.194005e-11 0.000275 -0.001598
25 0.100000 9.780851 0.000331 1.332912e-11 0.000331 -0.001501
26 0.100000 11.696071 0.000399 1.492423e-11 0.000399 -0.001416
27 0.100000 13.986316 0.000479 1.675586e-11 0.000479 -0.001348
28 0.100000 16.725021 0.000576 1.885933e-11 0.000576 -0.001296
29 0.100000 20.000000 0.000692 2.127564e-11 0.000692 -0.001228
30 0.001000 4.000000 0.000082 1.757241e-12 0.000082 -0.028986
31 0.001000 4.783253 0.000099 1.934470e-12 0.000099 -0.029085
32 0.001000 5.719877 0.000119 2.138978e-12 0.000119 -0.029185
33 0.001000 6.839904 0.000143 2.374495e-12 0.000143 -0.029290
34 0.001000 8.179247 0.000171 2.645395e-12 0.000171 -0.029394
35 0.001000 9.780851 0.000206 2.956790e-12 0.000206 -0.029490
36 0.001000 11.696071 0.000246 3.314632e-12 0.000246 -0.029578
37 0.001000 13.986316 0.000295 3.725840e-12 0.000296 -0.029667
38 0.001000 16.725021 0.000354 4.198446e-12 0.000354 -0.029750
39 0.001000 20.000000 0.000424 4.741767e-12 0.000424 -0.029826

──────────
F2_charm
──────────
x Q2 yadism yadism_error APFEL percent_error
0 0.000100 20.000000 -2.031801e-03 8.162875e-12 -2.029430e-03 0.116835
1 0.000275 20.000000 -2.105807e-03 1.129894e-11 -2.103973e-03 0.087170
2 0.000756 20.000000 -2.229146e-03 4.430843e-12 -2.227742e-03 0.063038
3 0.002080 20.000000 -2.321309e-03 5.976981e-12 -2.320193e-03 0.048075
4 0.005721 20.000000 -2.228224e-03 5.840509e-12 -2.227412e-03 0.036458
5 0.015733 20.000000 -1.766373e-03 8.744656e-12 -1.765854e-03 0.029379
6 0.043267 20.000000 -9.162075e-04 4.486787e-12 -9.160917e-04 0.012643
7 0.118993 20.000000 -1.109467e-04 1.630187e-12 -1.097767e-04 1.065818
8 0.327252 20.000000 5.160729e-05 2.792367e-14 4.927111e-05 4.741469
9 0.900000 20.000000 3.809396e-09 2.890998e-22 4.123129e-09 -7.609104
10 0.000100 4.000000 4.247339e-03 1.631655e-12 4.271244e-03 -0.559679
11 0.000275 4.000000 3.155201e-03 2.209756e-12 3.176099e-03 -0.657980
12 0.000756 4.000000 2.016625e-03 2.195703e-12 2.034440e-03 -0.875682
13 0.002080 4.000000 9.365330e-04 2.193813e-12 9.515256e-04 -1.575640
14 0.005721 4.000000 1.153546e-04 1.898868e-12 1.278586e-04 -9.779508
15 0.015733 4.000000 -2.411890e-04 1.036824e-12 -2.316325e-04 4.125742
16 0.043267 4.000000 -1.604141e-04 8.172640e-13 -1.553006e-04 3.292639
17 0.118993 4.000000 -2.197956e-05 1.496422e-14 -2.006128e-05 9.562105
18 0.327252 4.000000 -8.611030e-07 1.534742e-20 -5.769338e-07 49.255073
19 0.900000 4.000000 6.631731e-12 6.835123e-25 2.309725e-11 -71.287796
20 0.100000 4.000000 -3.408370e-05 1.831317e-14 -3.188771e-05 6.886631
21 0.100000 4.783253 -1.104539e-04 7.614524e-14 -1.082029e-04 2.080314
22 0.100000 5.719877 -1.579849e-04 2.108777e-13 -1.557659e-04 1.424581
23 0.100000 6.839904 -1.854265e-04 3.936749e-13 -1.828113e-04 1.430550
24 0.100000 8.179247 -1.995863e-04 5.072510e-13 -1.965649e-04 1.537147
25 0.100000 9.780851 -2.057221e-04 6.496028e-13 -2.018512e-04 1.917682
26 0.100000 11.696071 -2.077923e-04 8.198062e-13 -2.038306e-04 1.943626
27 0.100000 13.986316 -2.086434e-04 1.268374e-12 -2.051773e-04 1.689315
28 0.100000 16.725021 -2.101712e-04 1.577233e-12 -2.064709e-04 1.792149
29 0.100000 20.000000 -2.134682e-04 1.722251e-12 -2.097361e-04 1.779420
30 0.001000 4.000000 1.705672e-03 1.427475e-12 1.722654e-03 -0.985768
31 0.001000 4.783253 4.934452e-04 2.183973e-12 5.057719e-04 -2.437214
32 0.001000 5.719877 -3.893155e-04 3.372646e-12 -3.816702e-04 2.003138
33 0.001000 6.839904 -1.022892e-03 2.961520e-12 -1.019428e-03 0.339881
34 0.001000 8.179247 -1.469511e-03 1.715570e-12 -1.469889e-03 -0.025723
35 0.001000 9.780851 -1.777821e-03 4.150150e-12 -1.777318e-03 0.028331
36 0.001000 11.696071 -1.986208e-03 4.069992e-12 -1.984976e-03 0.062045
37 0.001000 13.986316 -2.123659e-03 5.661527e-12 -2.121603e-03 0.096894
38 0.001000 16.725021 -2.210793e-03 6.465885e-12 -2.208416e-03 0.107653
39 0.001000 20.000000 -2.262881e-03 6.803688e-12 -2.261593e-03 0.056937

──────────
FL_charm
──────────
x Q2 yadism yadism_error APFEL percent_error
0 0.000100 20.000000 3.459807e-04 8.370445e-13 3.455937e-04 0.111969
1 0.000275 20.000000 2.683800e-04 1.114402e-12 2.680783e-04 0.112558
2 0.000756 20.000000 1.770615e-04 1.026096e-12 1.768138e-04 0.140095
3 0.002080 20.000000 7.099813e-05 6.184281e-13 7.068755e-05 0.439368
4 0.005721 20.000000 -3.757386e-05 6.291236e-13 -3.788365e-05 -0.817741
5 0.015733 20.000000 -1.143802e-04 1.250397e-12 -1.146969e-04 -0.276109
6 0.043267 20.000000 -1.142996e-04 8.329444e-13 -1.145781e-04 -0.243076
7 0.118993 20.000000 -4.202872e-05 1.704902e-13 -4.218492e-05 -0.370287
8 0.327252 20.000000 -6.546948e-07 7.377971e-15 -6.937826e-07 -5.634022
9 0.900000 20.000000 -1.048729e-23 8.989329e-23 0.000000e+00 -inf
10 0.000100 4.000000 2.406226e-04 2.282506e-13 2.411408e-04 -0.214926
11 0.000275 4.000000 1.928429e-04 2.881433e-13 1.933479e-04 -0.261165
12 0.000756 4.000000 1.396463e-04 2.279242e-13 1.401738e-04 -0.376329
13 0.002080 4.000000 8.246348e-05 3.441435e-13 8.303364e-05 -0.686654
14 0.005721 4.000000 2.978976e-05 8.628876e-14 3.034174e-05 -1.819209
15 0.015733 4.000000 -2.652086e-06 6.611701e-14 -2.152420e-06 23.214117
16 0.043267 4.000000 -5.804206e-06 4.333139e-14 -5.455248e-06 6.396734
17 0.118993 4.000000 -1.307861e-07 6.027260e-16 -1.443997e-07 -9.427691
18 0.327252 4.000000 -9.963070e-22 5.002542e-21 0.000000e+00 -inf
19 0.900000 4.000000 -6.396252e-25 5.482639e-24 0.000000e+00 -inf
20 0.100000 4.000000 -4.655469e-07 1.714522e-15 -4.641223e-07 0.306956
21 0.100000 4.783253 -1.231769e-06 8.362257e-15 -1.170439e-06 5.239898
22 0.100000 5.719877 -2.677732e-06 1.701119e-14 -2.521285e-06 6.205073
23 0.100000 6.839904 -5.089626e-06 3.108644e-14 -4.798613e-06 6.064529
24 0.100000 8.179247 -8.783012e-06 4.708439e-14 -8.388855e-06 4.698579
25 0.100000 9.780851 -1.407797e-05 6.975696e-14 -1.371721e-05 2.630009
26 0.100000 11.696071 -2.125761e-05 1.128200e-13 -2.108955e-05 0.796876
27 0.100000 13.986316 -3.054062e-05 2.196015e-13 -3.056084e-05 -0.066151
28 0.100000 16.725021 -4.204950e-05 8.734306e-14 -4.211792e-05 -0.162450
29 0.100000 20.000000 -5.574667e-05 3.775027e-13 -5.590371e-05 -0.280903
30 0.001000 4.000000 1.240576e-04 1.631902e-13 1.245969e-04 -0.432812
31 0.001000 4.783253 1.411381e-04 3.006983e-13 1.415609e-04 -0.298671
32 0.001000 5.719877 1.578385e-04 1.700476e-13 1.580738e-04 -0.148799
33 0.001000 6.839904 1.728569e-04 3.190686e-13 1.729841e-04 -0.073572
34 0.001000 8.179247 1.846167e-04 2.576103e-13 1.845991e-04 0.009527
35 0.001000 9.780851 1.915323e-04 4.321426e-13 1.918776e-04 -0.179989
36 0.001000 11.696071 1.922022e-04 3.907394e-13 1.927261e-04 -0.271862
37 0.001000 13.986316 1.856423e-04 6.546120e-13 1.863441e-04 -0.376605
38 0.001000 16.725021 1.713480e-04 6.673181e-13 1.717997e-04 -0.262935
39 0.001000 20.000000 1.490735e-04 9.186023e-13 1.488054e-04 0.180139

──────────
F3_charm
──────────
x Q2 yadism yadism_error APFEL percent_error
0 0.000100 20.000000 0.0 0.0 0.0 NaN
1 0.000275 20.000000 0.0 0.0 0.0 NaN
2 0.000756 20.000000 0.0 0.0 0.0 NaN
3 0.002080 20.000000 0.0 0.0 0.0 NaN
4 0.005721 20.000000 0.0 0.0 0.0 NaN
5 0.015733 20.000000 0.0 0.0 0.0 NaN
6 0.043267 20.000000 0.0 0.0 0.0 NaN
7 0.118993 20.000000 0.0 0.0 0.0 NaN
8 0.327252 20.000000 0.0 0.0 0.0 NaN
9 0.900000 20.000000 0.0 0.0 0.0 NaN
10 0.000100 4.000000 0.0 0.0 0.0 NaN
11 0.000275 4.000000 0.0 0.0 0.0 NaN
12 0.000756 4.000000 0.0 0.0 0.0 NaN
13 0.002080 4.000000 0.0 0.0 0.0 NaN
14 0.005721 4.000000 0.0 0.0 0.0 NaN
15 0.015733 4.000000 0.0 0.0 0.0 NaN
16 0.043267 4.000000 0.0 0.0 0.0 NaN
17 0.118993 4.000000 0.0 0.0 0.0 NaN
18 0.327252 4.000000 0.0 0.0 0.0 NaN
19 0.900000 4.000000 0.0 0.0 0.0 NaN
20 0.100000 4.000000 0.0 0.0 0.0 NaN
21 0.100000 4.783253 0.0 0.0 0.0 NaN
22 0.100000 5.719877 0.0 0.0 0.0 NaN
23 0.100000 6.839904 0.0 0.0 0.0 NaN
24 0.100000 8.179247 0.0 0.0 0.0 NaN
25 0.100000 9.780851 0.0 0.0 0.0 NaN
26 0.100000 11.696071 0.0 0.0 0.0 NaN
27 0.100000 13.986316 0.0 0.0 0.0 NaN
28 0.100000 16.725021 0.0 0.0 0.0 NaN
29 0.100000 20.000000 0.0 0.0 0.0 NaN
30 0.001000 4.000000 0.0 0.0 0.0 NaN
31 0.001000 4.783253 0.0 0.0 0.0 NaN
32 0.001000 5.719877 0.0 0.0 0.0 NaN
33 0.001000 6.839904 0.0 0.0 0.0 NaN
34 0.001000 8.179247 0.0 0.0 0.0 NaN
35 0.001000 9.780851 0.0 0.0 0.0 NaN
36 0.001000 11.696071 0.0 0.0 0.0 NaN
37 0.001000 13.986316 0.0 0.0 0.0 NaN
38 0.001000 16.725021 0.0 0.0 0.0 NaN
39 0.001000 20.000000 0.0 0.0 0.0 NaN

toyantichsing

────────── F2_light ────────── x Q2 yadism yadism_error APFEL percent_error 0 0.000100 20.000000 1.500195e-05 6.154867e-12 1.495042e-05 0.344660 1 0.000275 20.000000 1.357743e-05 3.741043e-12 1.353088e-05 0.344038 2 0.000756 20.000000 1.230695e-05 5.833948e-12 1.226368e-05 0.352842 3 0.002080 20.000000 1.118609e-05 3.494107e-12 1.114449e-05 0.373243 4 0.005721 20.000000 1.021273e-05 4.868879e-12 1.017015e-05 0.418606 5 0.015733 20.000000 9.358820e-06 2.934343e-12 9.320149e-06 0.414917 6 0.043267 20.000000 8.498224e-06 1.650627e-12 8.463403e-06 0.411428 7 0.118993 20.000000 6.991475e-06 8.761334e-14 7.079195e-06 -1.239130 8 0.327252 20.000000 2.960052e-06 1.458899e-13 2.967363e-06 -0.246389 9 0.900000 20.000000 -3.314138e-08 -8.823158e-16 -3.427177e-08 -3.298301 10 0.000100 4.000000 2.905853e-06 1.213329e-11 2.888779e-06 0.591061 11 0.000275 4.000000 2.630032e-06 6.784614e-12 2.614616e-06 0.589602 12 0.000756 4.000000 2.383874e-06 1.040007e-11 2.369659e-06 0.599884 13 0.002080 4.000000 2.165925e-06 6.889711e-12 2.152480e-06 0.624643 14 0.005721 4.000000 1.974789e-06 9.526555e-12 1.961095e-06 0.698292 15 0.015733 4.000000 1.802208e-06 5.637423e-12 1.789331e-06 0.719652 16 0.043267 4.000000 1.624614e-06 3.126633e-12 1.612916e-06 0.725281 17 0.118993 4.000000 1.336021e-06 4.230490e-14 1.382714e-06 -3.376909 18 0.327252 4.000000 5.970691e-07 2.091273e-13 6.082308e-07 -1.835101 19 0.900000 4.000000 -7.702841e-09 -5.633969e-16 -8.208757e-09 -6.163127 20 0.100000 4.000000 1.404703e-06 3.073915e-12 1.454400e-06 -3.416974 21 0.100000 4.783253 1.686795e-06 2.816245e-12 1.726021e-06 -2.272655 22 0.100000 5.719877 2.025617e-06 2.594195e-12 2.079657e-06 -2.598502 23 0.100000 6.839904 2.432808e-06 2.401978e-12 2.497191e-06 -2.578226 24 0.100000 8.179247 2.922493e-06 2.235078e-12 2.979553e-06 -1.915040 25 0.100000 9.780851 3.511862e-06 2.089953e-12 3.586106e-06 -2.070324 26 0.100000 11.696071 4.221891e-06 1.963824e-12 4.291227e-06 -1.615771 27 0.100000 13.986316 5.078260e-06 1.854522e-12 5.161625e-06 -1.615099 28 0.100000 16.725021 6.112531e-06 1.760380e-12 6.209176e-06 -1.556498 29 0.100000 20.000000 7.363650e-06 1.680156e-12 7.458101e-06 -1.266422 30 0.001000 4.000000 2.321217e-06 1.267618e-11 2.306962e-06 0.617930 31 0.001000 4.783253 2.780812e-06 1.157575e-11 2.764975e-06 0.572789 32 0.001000 5.719877 3.332263e-06 1.062125e-11 3.310572e-06 0.655221 33 0.001000 6.839904 3.994329e-06 9.787938e-12 3.976957e-06 0.436826 34 0.001000 8.179247 4.789769e-06 9.056305e-12 4.783790e-06 0.124989 35 0.001000 9.780851 5.746264e-06 8.410809e-12 5.729219e-06 0.297504 36 0.001000 11.696071 6.897582e-06 7.838962e-12 6.870573e-06 0.393102 37 0.001000 13.986316 8.285048e-06 7.330665e-12 8.270058e-06 0.181251 38 0.001000 16.725021 9.959429e-06 6.877712e-12 9.927536e-06 0.321259 39 0.001000 20.000000 1.198336e-05 6.473423e-12 1.194003e-05 0.362840

──────────
FL_light
──────────
x Q2 yadism yadism_error APFEL percent_error
0 0.000100 20.000000 7.618143e-07 1.627710e-12 7.230599e-07 5.359782
1 0.000275 20.000000 6.899389e-07 8.168000e-13 6.548706e-07 5.354993
2 0.000756 20.000000 6.263920e-07 9.815054e-13 5.945916e-07 5.348266
3 0.002080 20.000000 5.715020e-07 1.829916e-13 5.424661e-07 5.352580
4 0.005721 20.000000 5.254630e-07 5.009223e-13 4.984840e-07 5.412211
5 0.015733 20.000000 4.845289e-07 1.134768e-12 4.586544e-07 5.641398
6 0.043267 20.000000 4.264436e-07 2.629553e-12 4.014755e-07 6.219080
7 0.118993 20.000000 2.864088e-07 1.189995e-12 2.671324e-07 7.216048
8 0.327252 20.000000 5.323199e-08 4.457656e-15 4.883234e-08 9.009706
9 0.900000 20.000000 -6.813274e-11 -1.830933e-18 -6.043852e-11 12.730644
10 0.000100 4.000000 2.121884e-07 3.244884e-12 2.021327e-07 4.974846
11 0.000275 4.000000 1.921701e-07 1.622861e-12 1.830695e-07 4.971112
12 0.000756 4.000000 1.744646e-07 1.954868e-12 1.662126e-07 4.964735
13 0.002080 4.000000 1.591755e-07 3.611875e-13 1.516300e-07 4.976261
14 0.005721 4.000000 1.463660e-07 9.936614e-13 1.393306e-07 5.049413
15 0.015733 4.000000 1.350265e-07 2.264448e-12 1.282452e-07 5.287800
16 0.043267 4.000000 1.190150e-07 5.250853e-12 1.123960e-07 5.889012
17 0.118993 4.000000 8.018625e-08 2.374147e-12 7.480027e-08 7.200481
18 0.327252 4.000000 1.499505e-08 7.687564e-15 1.367554e-08 9.648723
19 0.900000 4.000000 -1.935466e-11 -1.113213e-18 -1.693831e-11 14.265588
20 0.100000 4.000000 8.948581e-08 3.570200e-13 8.368444e-08 6.932441
21 0.100000 4.783253 1.020665e-07 3.258595e-13 9.544344e-08 6.939224
22 0.100000 5.719877 1.167444e-07 2.988043e-13 1.091885e-07 6.920097
23 0.100000 6.839904 1.338827e-07 2.751537e-13 1.251796e-07 6.952535
24 0.100000 8.179247 1.539151e-07 2.543540e-13 1.438632e-07 6.987065
25 0.100000 9.780851 1.773604e-07 2.359635e-13 1.657981e-07 6.973738
26 0.100000 11.696071 2.048420e-07 2.196256e-13 1.914307e-07 7.005837
27 0.100000 13.986316 2.371112e-07 2.050506e-13 2.215992e-07 6.999999
28 0.100000 16.725021 2.750774e-07 1.920013e-13 2.570672e-07 7.005998
29 0.100000 20.000000 3.198468e-07 1.802825e-13 2.989102e-07 7.004306
30 0.001000 4.000000 1.699873e-07 3.128851e-12 1.619559e-07 4.959014
31 0.001000 4.783253 1.940177e-07 2.854836e-12 1.846253e-07 5.087285
32 0.001000 5.719877 2.220569e-07 2.616785e-12 2.112289e-07 5.126167
33 0.001000 6.839904 2.548005e-07 2.408536e-12 2.422052e-07 5.200286
34 0.001000 8.179247 2.930790e-07 2.225217e-12 2.784997e-07 5.234957
35 0.001000 9.780851 3.378865e-07 2.062933e-12 3.210073e-07 5.258179
36 0.001000 11.696071 3.904166e-07 1.918541e-12 3.707801e-07 5.295984
37 0.001000 13.986316 4.521085e-07 1.789473e-12 4.292129e-07 5.334303
38 0.001000 16.725021 5.247042e-07 1.673624e-12 4.982416e-07 5.311197
39 0.001000 20.000000 6.103232e-07 1.569249e-12 5.793727e-07 5.342074

──────────
F3_light
──────────
x Q2 yadism yadism_error APFEL percent_error
0 0.000100 20.000000 2.357389e-20 1.094750e-12 0.0 inf
1 0.000275 20.000000 -5.296944e-21 5.365947e-12 0.0 -inf
2 0.000756 20.000000 2.164963e-20 2.447469e-12 0.0 inf
3 0.002080 20.000000 5.484702e-21 5.236706e-13 0.0 inf
4 0.005721 20.000000 1.526258e-23 2.884593e-12 0.0 inf
5 0.015733 20.000000 1.519841e-20 2.045329e-12 0.0 inf
6 0.043267 20.000000 1.559327e-20 1.280075e-12 0.0 inf
7 0.118993 20.000000 1.013392e-20 1.019350e-12 0.0 inf
8 0.327252 20.000000 1.523735e-21 6.081138e-13 0.0 inf
9 0.900000 20.000000 2.446934e-23 -9.263045e-15 0.0 inf
10 0.000100 4.000000 5.093376e-21 4.124033e-13 0.0 inf
11 0.000275 4.000000 -8.837297e-22 2.100552e-12 0.0 -inf
12 0.000756 4.000000 4.197767e-21 9.436191e-13 0.0 inf
13 0.002080 4.000000 -3.211657e-21 1.923509e-13 0.0 -inf
14 0.005721 4.000000 8.311891e-22 1.087784e-12 0.0 inf
15 0.015733 4.000000 -4.548497e-22 7.218114e-13 0.0 -inf
16 0.043267 4.000000 -2.049648e-21 4.679557e-13 0.0 -inf
17 0.118993 4.000000 -2.423649e-22 3.899585e-13 0.0 -inf
18 0.327252 4.000000 -7.580915e-23 2.365121e-13 0.0 -inf
19 0.900000 4.000000 1.447566e-24 -3.463946e-15 0.0 inf
20 0.100000 4.000000 4.041880e-21 8.771755e-13 0.0 inf
21 0.100000 4.783253 3.733491e-21 9.648921e-13 0.0 inf
22 0.100000 5.719877 -6.969341e-22 1.066089e-12 0.0 -inf
23 0.100000 6.839904 8.243959e-22 1.182599e-12 0.0 inf
24 0.100000 8.179247 -1.637046e-21 1.316573e-12 0.0 -inf
25 0.100000 9.780851 5.812772e-22 1.470522e-12 0.0 inf
26 0.100000 11.696071 -4.769770e-21 1.647372e-12 0.0 -inf
27 0.100000 13.986316 1.223286e-20 1.850526e-12 0.0 inf
28 0.100000 16.725021 -2.877524e-21 2.083933e-12 0.0 -inf
29 0.100000 20.000000 1.609377e-20 2.352174e-12 0.0 inf
30 0.001000 4.000000 3.695813e-21 5.963993e-13 0.0 inf
31 0.001000 4.783253 -2.822670e-21 6.565420e-13 0.0 -inf
32 0.001000 5.719877 -1.983077e-21 7.259439e-13 0.0 -inf
33 0.001000 6.839904 -9.487946e-21 8.058717e-13 0.0 -inf
34 0.001000 8.179247 -1.633986e-21 8.978116e-13 0.0 -inf
35 0.001000 9.780851 5.820084e-22 1.003500e-12 0.0 inf
36 0.001000 11.696071 1.343896e-20 1.124961e-12 0.0 inf
37 0.001000 13.986316 1.505234e-22 1.264547e-12 0.0 inf
38 0.001000 16.725021 -5.162749e-21 1.424990e-12 0.0 -inf
39 0.001000 20.000000 -1.159635e-20 1.609460e-12 0.0 -inf

──────────
F2_charm
──────────
x Q2 yadism yadism_error APFEL percent_error
0 0.000100 20.000000 -1.709108e-03 7.678655e-12 -1.708289e-03 0.047938
1 0.000275 20.000000 -1.523875e-03 7.838675e-12 -1.523345e-03 0.034735
2 0.000756 20.000000 -1.322496e-03 3.312854e-12 -1.322194e-03 0.022870
3 0.002080 20.000000 -1.082326e-03 4.314787e-12 -1.082156e-03 0.015704
4 0.005721 20.000000 -7.845638e-04 3.584574e-12 -7.845067e-04 0.007284
5 0.015733 20.000000 -4.407702e-04 3.351513e-12 -4.407743e-04 -0.000919
6 0.043267 20.000000 -1.308887e-04 1.183323e-12 -1.310046e-04 -0.088456
7 0.118993 20.000000 1.420374e-05 2.217426e-13 1.327378e-05 7.005959
8 0.327252 20.000000 3.331635e-06 -1.976876e-15 3.285384e-06 1.407766
9 0.900000 20.000000 -7.228082e-10 -3.771997e-23 -6.989218e-10 3.417609
10 0.000100 4.000000 1.520771e-03 1.448662e-12 1.535041e-03 -0.929618
11 0.000275 4.000000 9.146255e-04 1.670557e-12 9.259437e-04 -1.222343
12 0.000756 4.000000 4.285390e-04 1.436062e-12 4.372075e-04 -1.982691
13 0.002080 4.000000 9.319281e-05 1.177633e-12 9.960848e-05 -6.440884
14 0.005721 4.000000 -6.830449e-05 6.934179e-13 -6.384776e-05 6.980240
15 0.015733 4.000000 -7.645851e-05 3.028690e-13 -7.384986e-05 3.532369
16 0.043267 4.000000 -2.287342e-05 1.052154e-13 -2.187526e-05 4.562959
17 0.118993 4.000000 -1.734266e-06 -5.915302e-16 -1.417994e-06 22.304188
18 0.327252 4.000000 8.606715e-09 6.627106e-24 2.109095e-08 -59.192375
19 0.900000 4.000000 -1.213620e-12 -8.892084e-26 -3.981299e-12 -69.516976
20 0.100000 4.000000 -2.780210e-06 -7.016624e-16 -2.378168e-06 16.905532
21 0.100000 4.783253 -9.606729e-06 6.468272e-18 -9.327253e-06 2.996335
22 0.100000 5.719877 -1.212170e-05 2.455174e-15 -1.200451e-05 0.976219
23 0.100000 6.839904 -1.168770e-05 2.218755e-14 -1.171148e-05 -0.203053
24 0.100000 8.179247 -9.414882e-06 3.283004e-14 -9.580408e-06 -1.727752
25 0.100000 9.780851 -6.202266e-06 6.428688e-14 -6.389264e-06 -2.926764
26 0.100000 11.696071 -2.760620e-06 1.019500e-13 -3.025687e-06 -8.760564
27 0.100000 13.986316 3.760588e-07 1.642474e-13 -3.486292e-08 -1178.678456
28 0.100000 16.725021 2.840156e-06 2.569375e-13 2.301952e-06 23.380353
29 0.100000 20.000000 4.416429e-06 3.079140e-13 3.741239e-06 18.047242
30 0.001000 4.000000 3.195555e-04 9.400779e-13 3.275655e-04 -2.445303
31 0.001000 4.783253 -1.839764e-04 1.465630e-12 -1.780535e-04 3.326511
32 0.001000 5.719877 -5.460108e-04 2.219016e-12 -5.422380e-04 0.695772
33 0.001000 6.839904 -8.015053e-04 1.896697e-12 -7.996855e-04 0.227563
34 0.001000 8.179247 -9.775965e-04 1.193769e-12 -9.775238e-04 0.007438
35 0.001000 9.780851 -1.095490e-03 3.047548e-12 -1.095159e-03 0.030293
36 0.001000 11.696071 -1.171868e-03 3.239822e-12 -1.171397e-03 0.040198
37 0.001000 13.986316 -1.219348e-03 4.105980e-12 -1.218717e-03 0.051819
38 0.001000 16.725021 -1.246914e-03 5.236343e-12 -1.246149e-03 0.061429
39 0.001000 20.000000 -1.261088e-03 5.505258e-12 -1.260829e-03 0.020558

──────────
FL_charm
──────────
x Q2 yadism yadism_error APFEL percent_error
0 0.000100 20.000000 9.915594e-05 8.143704e-13 9.888560e-05 0.273389
1 0.000275 20.000000 4.946228e-05 9.390095e-13 4.923678e-05 0.458000
2 0.000756 20.000000 6.096642e-06 7.953637e-13 5.884215e-06 3.610126
3 0.002080 20.000000 -2.804340e-05 4.354353e-13 -2.823703e-05 -0.685742
4 0.005721 20.000000 -4.746882e-05 3.561031e-13 -4.763232e-05 -0.343249
5 0.015733 20.000000 -4.608983e-05 4.905210e-13 -4.621302e-05 -0.266580
6 0.043267 20.000000 -2.517374e-05 2.166875e-13 -2.523720e-05 -0.251427
7 0.118993 20.000000 -3.772199e-06 2.147628e-14 -3.807542e-06 -0.928225
8 0.327252 20.000000 4.228397e-08 -4.981122e-16 4.267962e-08 -0.927039
9 0.900000 20.000000 1.386402e-24 -1.188664e-23 0.000000e+00 inf
10 0.000100 4.000000 9.904980e-05 1.868906e-13 9.949641e-05 -0.448877
11 0.000275 4.000000 6.646886e-05 1.864681e-13 6.686192e-05 -0.587871
12 0.000756 4.000000 3.825752e-05 1.450562e-13 3.860056e-05 -0.888688
13 0.002080 4.000000 1.600015e-05 1.424325e-13 1.628625e-05 -1.756700
14 0.005721 4.000000 2.070665e-06 3.938051e-14 2.285104e-06 -9.384207
15 0.015733 4.000000 -2.262386e-06 1.895871e-14 -2.118076e-06 6.813266
16 0.043267 4.000000 -6.642972e-07 5.166997e-15 -6.222385e-07 6.759266
17 0.118993 4.000000 8.226686e-09 -3.154714e-17 7.990360e-09 2.957639
18 0.327252 4.000000 -3.056055e-23 3.779989e-22 0.000000e+00 -inf
19 0.900000 4.000000 8.455736e-26 -7.249724e-25 0.000000e+00 inf
20 0.100000 4.000000 1.492392e-08 -4.995197e-17 1.170876e-08 27.459501
21 0.100000 4.783253 9.335715e-09 -1.639132e-16 4.276312e-09 118.312262
22 0.100000 5.719877 -4.027776e-08 1.633603e-16 -4.098871e-08 -1.734521
23 0.100000 6.839904 -1.785179e-07 1.477278e-15 -1.651860e-07 8.070823
24 0.100000 8.179247 -4.617782e-07 3.187690e-15 -4.272493e-07 8.081686
25 0.100000 9.780851 -9.552992e-07 7.029188e-15 -9.158983e-07 4.301890
26 0.100000 11.696071 -1.726845e-06 1.259514e-14 -1.700666e-06 1.539356
27 0.100000 13.986316 -2.838826e-06 2.942997e-14 -2.837964e-06 0.030361
28 0.100000 16.725021 -4.341567e-06 1.170108e-14 -4.363072e-06 -0.492887
29 0.100000 20.000000 -6.261986e-06 5.808499e-14 -6.302724e-06 -0.646358
30 0.001000 4.000000 3.142550e-05 1.008912e-13 3.175429e-05 -1.035412
31 0.001000 4.783253 3.542114e-05 1.534842e-13 3.573223e-05 -0.870626
32 0.001000 5.719877 3.882942e-05 1.148523e-13 3.907240e-05 -0.621882
33 0.001000 6.839904 4.107978e-05 2.221267e-13 4.134141e-05 -0.632845
34 0.001000 8.179247 4.148415e-05 1.836742e-13 4.167758e-05 -0.464112
35 0.001000 9.780851 3.933486e-05 3.123812e-13 3.967954e-05 -0.868663
36 0.001000 11.696071 3.399199e-05 2.972893e-13 3.430404e-05 -0.909670
37 0.001000 13.986316 2.501139e-05 4.933303e-13 2.532670e-05 -1.244968
38 0.001000 16.725021 1.220762e-05 4.987788e-13 1.236506e-05 -1.273298
39 0.001000 20.000000 -4.435620e-06 7.069983e-13 -4.646471e-06 -4.537879

──────────
F3_charm
──────────
x Q2 yadism yadism_error APFEL percent_error
0 0.000100 20.000000 0.0 0.0 0.0 NaN
1 0.000275 20.000000 0.0 0.0 0.0 NaN
2 0.000756 20.000000 0.0 0.0 0.0 NaN
3 0.002080 20.000000 0.0 0.0 0.0 NaN
4 0.005721 20.000000 0.0 0.0 0.0 NaN
5 0.015733 20.000000 0.0 0.0 0.0 NaN
6 0.043267 20.000000 0.0 0.0 0.0 NaN
7 0.118993 20.000000 0.0 0.0 0.0 NaN
8 0.327252 20.000000 0.0 0.0 0.0 NaN
9 0.900000 20.000000 0.0 0.0 0.0 NaN
10 0.000100 4.000000 0.0 0.0 0.0 NaN
11 0.000275 4.000000 0.0 0.0 0.0 NaN
12 0.000756 4.000000 0.0 0.0 0.0 NaN
13 0.002080 4.000000 0.0 0.0 0.0 NaN
14 0.005721 4.000000 0.0 0.0 0.0 NaN
15 0.015733 4.000000 0.0 0.0 0.0 NaN
16 0.043267 4.000000 0.0 0.0 0.0 NaN
17 0.118993 4.000000 0.0 0.0 0.0 NaN
18 0.327252 4.000000 0.0 0.0 0.0 NaN
19 0.900000 4.000000 0.0 0.0 0.0 NaN
20 0.100000 4.000000 0.0 0.0 0.0 NaN
21 0.100000 4.783253 0.0 0.0 0.0 NaN
22 0.100000 5.719877 0.0 0.0 0.0 NaN
23 0.100000 6.839904 0.0 0.0 0.0 NaN
24 0.100000 8.179247 0.0 0.0 0.0 NaN
25 0.100000 9.780851 0.0 0.0 0.0 NaN
26 0.100000 11.696071 0.0 0.0 0.0 NaN
27 0.100000 13.986316 0.0 0.0 0.0 NaN
28 0.100000 16.725021 0.0 0.0 0.0 NaN
29 0.100000 20.000000 0.0 0.0 0.0 NaN
30 0.001000 4.000000 0.0 0.0 0.0 NaN
31 0.001000 4.783253 0.0 0.0 0.0 NaN
32 0.001000 5.719877 0.0 0.0 0.0 NaN
33 0.001000 6.839904 0.0 0.0 0.0 NaN
34 0.001000 8.179247 0.0 0.0 0.0 NaN
35 0.001000 9.780851 0.0 0.0 0.0 NaN
36 0.001000 11.696071 0.0 0.0 0.0 NaN
37 0.001000 13.986316 0.0 0.0 0.0 NaN
38 0.001000 16.725021 0.0 0.0 0.0 NaN
39 0.001000 20.000000 0.0 0.0 0.0 NaN

ToyLH

────────── F2_light ────────── x Q2 yadism yadism_error APFEL percent_error 0 0.000100 20.000000 0.603578 7.935173e-09 0.602127 0.240889 1 0.000275 20.000000 0.546659 2.017745e-08 0.545371 0.236215 2 0.000756 20.000000 0.496526 3.347029e-08 0.495340 0.239411 3 0.002080 20.000000 0.453908 3.983208e-09 0.452755 0.254554 4 0.005721 20.000000 0.420866 5.629697e-09 0.419637 0.292855 5 0.015733 20.000000 0.401164 7.309209e-09 0.400021 0.285734 6 0.043267 20.000000 0.399966 6.243514e-09 0.398927 0.260477 7 0.118993 20.000000 0.408861 6.161440e-09 0.415427 -1.580496 8 0.327252 20.000000 0.325361 7.489307e-09 0.328719 -1.021501 9 0.900000 20.000000 0.003981 9.647422e-11 0.004010 -0.726725 10 0.000100 4.000000 0.610989 1.526587e-08 0.608021 0.488216 11 0.000275 4.000000 0.553171 3.910791e-08 0.550529 0.479747 12 0.000756 4.000000 0.502006 6.621889e-08 0.499600 0.481633 13 0.002080 4.000000 0.457986 7.662241e-09 0.455695 0.502708 14 0.005721 4.000000 0.422713 1.001317e-08 0.420340 0.564433 15 0.015733 4.000000 0.399056 1.291619e-08 0.396731 0.586011 16 0.043267 4.000000 0.391481 1.148355e-08 0.389193 0.587903 17 0.118993 4.000000 0.395002 1.166399e-08 0.408001 -3.185825 18 0.327252 4.000000 0.324227 1.458422e-08 0.332057 -2.358049 19 0.900000 4.000000 0.004810 1.801614e-10 0.004960 -3.017983 20 0.100000 4.000000 0.395146 2.120763e-08 0.408137 -3.182923 21 0.100000 4.783253 0.397216 1.950353e-08 0.409087 -2.901732 22 0.100000 5.719877 0.399098 1.801635e-08 0.409994 -2.657617 23 0.100000 6.839904 0.400817 1.670939e-08 0.410859 -2.444121 24 0.100000 8.179247 0.402395 1.555357e-08 0.411683 -2.256196 25 0.100000 9.780851 0.403849 1.452557e-08 0.412468 -2.089746 26 0.100000 11.696071 0.405193 1.360651e-08 0.413216 -1.941551 27 0.100000 13.986316 0.406441 1.278093e-08 0.413929 -1.808963 28 0.100000 16.725021 0.407603 1.203610e-08 0.414609 -1.689796 29 0.100000 20.000000 0.408688 1.136141e-08 0.415259 -1.582259 30 0.001000 4.000000 0.489164 1.522335e-08 0.486738 0.498311 31 0.001000 4.783253 0.488362 1.397389e-08 0.486144 0.456435 32 0.001000 5.719877 0.487636 1.288466e-08 0.485599 0.419478 33 0.001000 6.839904 0.486974 1.192843e-08 0.485098 0.386707 34 0.001000 8.179247 0.486369 1.108368e-08 0.484637 0.357457 35 0.001000 9.780851 0.485813 1.033312e-08 0.484209 0.331234 36 0.001000 11.696071 0.485302 9.662785e-09 0.483814 0.307595 37 0.001000 13.986316 0.484830 9.061248e-09 0.483446 0.286206 38 0.001000 16.725021 0.484393 8.519090e-09 0.483104 0.266793 39 0.001000 20.000000 0.483988 8.028482e-09 0.482785 0.249109

──────────
FL_light
──────────
x Q2 yadism yadism_error APFEL percent_error
0 0.000100 20.000000 0.096519 5.155148e-10 0.095045 1.550773
1 0.000275 20.000000 0.087214 3.998716e-10 0.085882 1.551258
2 0.000756 20.000000 0.078735 3.950860e-10 0.077528 1.556074
3 0.002080 20.000000 0.070853 3.375997e-10 0.069752 1.579781
4 0.005721 20.000000 0.063125 5.671935e-10 0.062089 1.669508
5 0.015733 20.000000 0.054653 2.429373e-10 0.053603 1.959773
6 0.043267 20.000000 0.043925 2.453910e-10 0.042739 2.774168
7 0.118993 20.000000 0.029266 2.218385e-10 0.027977 4.607358
8 0.327252 20.000000 0.010445 1.005438e-10 0.009715 7.506480
9 0.900000 20.000000 0.000006 1.549950e-13 0.000006 11.619490
10 0.000100 4.000000 0.137078 1.030745e-09 0.135080 1.478843
11 0.000275 4.000000 0.123863 7.995276e-10 0.122059 1.477536
12 0.000756 4.000000 0.111822 7.899582e-10 0.110192 1.479256
13 0.002080 4.000000 0.100635 6.750158e-10 0.099150 1.498369
14 0.005721 4.000000 0.089680 1.134080e-09 0.088283 1.582152
15 0.015733 4.000000 0.077700 4.857447e-10 0.076280 1.861940
16 0.043267 4.000000 0.062578 4.906559e-10 0.060965 2.646357
17 0.118993 4.000000 0.041902 4.435666e-10 0.040107 4.473665
18 0.327252 4.000000 0.015082 2.010392e-10 0.014001 7.719552
19 0.900000 4.000000 0.000009 3.099203e-13 0.000008 13.323535
20 0.100000 4.000000 0.045933 4.275232e-10 0.044144 4.053969
21 0.100000 4.783253 0.043797 3.900297e-10 0.042079 4.083130
22 0.100000 5.719877 0.041862 3.574494e-10 0.040209 4.110084
23 0.100000 6.839904 0.040100 3.289392e-10 0.038508 4.134399
24 0.100000 8.179247 0.038489 3.038323e-10 0.036953 4.155605
25 0.100000 9.780851 0.037008 2.815955e-10 0.035526 4.172982
26 0.100000 11.696071 0.035643 2.617976e-10 0.034211 4.186222
27 0.100000 13.986316 0.034381 2.440867e-10 0.032997 4.194969
28 0.100000 16.725021 0.033209 2.281734e-10 0.031871 4.198934
29 0.100000 20.000000 0.032118 2.138172e-10 0.030824 4.197925
30 0.001000 4.000000 0.108665 5.015399e-10 0.107081 1.480062
31 0.001000 4.783253 0.103721 4.575554e-10 0.102190 1.497877
32 0.001000 5.719877 0.099233 4.193346e-10 0.097754 1.513276
33 0.001000 6.839904 0.095140 3.858886e-10 0.093710 1.526331
34 0.001000 8.179247 0.091390 3.564351e-10 0.090007 1.537107
35 0.001000 9.780851 0.087941 3.303486e-10 0.086602 1.545543
36 0.001000 11.696071 0.084756 3.071232e-10 0.083461 1.551903
37 0.001000 13.986316 0.081806 2.863463e-10 0.080553 1.556075
38 0.001000 16.725021 0.079065 2.676780e-10 0.077852 1.558116
39 0.001000 20.000000 0.076511 2.508367e-10 0.075338 1.558044

──────────
F3_light
──────────
x Q2 yadism yadism_error APFEL percent_error
0 0.000100 20.000000 0.000007 1.055149e-11 0.000007 -0.005674
1 0.000275 20.000000 0.000014 5.180325e-11 0.000014 -0.005220
2 0.000756 20.000000 0.000029 2.367127e-11 0.000029 -0.004952
3 0.002080 20.000000 0.000059 5.109087e-12 0.000059 -0.003974
4 0.005721 20.000000 0.000119 2.862242e-11 0.000119 -0.002507
5 0.015733 20.000000 0.000238 2.123257e-11 0.000238 -0.001914
6 0.043267 20.000000 0.000456 1.479168e-11 0.000456 -0.001213
7 0.118993 20.000000 0.000776 1.458274e-11 0.000776 0.006143
8 0.327252 20.000000 0.000821 1.899821e-11 0.000821 0.000732
9 0.900000 20.000000 0.000010 2.457638e-13 0.000010 -0.014925
10 0.000100 4.000000 0.000001 3.975710e-12 0.000001 -0.006511
11 0.000275 4.000000 0.000003 2.028390e-11 0.000003 -0.006173
12 0.000756 4.000000 0.000006 9.128189e-12 0.000006 -0.006118
13 0.002080 4.000000 0.000012 1.877431e-12 0.000012 -0.005155
14 0.005721 4.000000 0.000024 1.079306e-11 0.000024 -0.003503
15 0.015733 4.000000 0.000046 7.491537e-12 0.000046 -0.003076
16 0.043267 4.000000 0.000086 5.423795e-12 0.000086 -0.003710
17 0.118993 4.000000 0.000145 5.572746e-12 0.000145 0.006452
18 0.327252 4.000000 0.000161 7.399971e-12 0.000161 0.001004
19 0.900000 4.000000 0.000002 9.186753e-14 0.000002 -0.015493
20 0.100000 4.000000 0.000134 1.246481e-11 0.000134 -0.005341
21 0.100000 4.783253 0.000162 1.370672e-11 0.000162 -0.004946
22 0.100000 5.719877 0.000196 1.513931e-11 0.000196 -0.004566
23 0.100000 6.839904 0.000237 1.678839e-11 0.000237 -0.004298
24 0.100000 8.179247 0.000285 1.868429e-11 0.000285 -0.004052
25 0.100000 9.780851 0.000344 2.086239e-11 0.000344 -0.003840
26 0.100000 11.696071 0.000414 2.336391e-11 0.000414 -0.003652
27 0.100000 13.986316 0.000498 2.623674e-11 0.000498 -0.003489
28 0.100000 16.725021 0.000599 2.953644e-11 0.000599 -0.003353
29 0.100000 20.000000 0.000720 3.332745e-11 0.000720 -0.003205
30 0.001000 4.000000 0.000007 5.785406e-12 0.000007 -0.005982
31 0.001000 4.783253 0.000009 6.368779e-12 0.000009 -0.005866
32 0.001000 5.719877 0.000010 7.041947e-12 0.000010 -0.005734
33 0.001000 6.839904 0.000012 7.817182e-12 0.000012 -0.005594
34 0.001000 8.179247 0.000015 8.708889e-12 0.000015 -0.005456
35 0.001000 9.780851 0.000018 9.733892e-12 0.000018 -0.005314
36 0.001000 11.696071 0.000021 1.091179e-11 0.000021 -0.005171
37 0.001000 13.986316 0.000025 1.226536e-11 0.000025 -0.005038
38 0.001000 16.725021 0.000029 1.382104e-11 0.000029 -0.004910
39 0.001000 20.000000 0.000035 1.560953e-11 0.000035 -0.004784

──────────
F2_charm
──────────
x Q2 yadism yadism_error APFEL percent_error
0 0.000100 20.000000 -3.829129e-02 1.144935e-09 -3.816475e-02 0.331557
1 0.000275 20.000000 -3.376836e-02 1.015685e-09 -3.365983e-02 0.322437
2 0.000756 20.000000 -2.923920e-02 8.831173e-10 -2.914506e-02 0.322990
3 0.002080 20.000000 -2.473596e-02 6.348216e-10 -2.465405e-02 0.332232
4 0.005721 20.000000 -2.052124e-02 8.181280e-10 -2.045222e-02 0.337488
5 0.015733 20.000000 -1.698500e-02 4.342202e-10 -1.693292e-02 0.307557
6 0.043267 20.000000 -1.381582e-02 3.933138e-10 -1.378612e-02 0.215412
7 0.118993 20.000000 -8.676617e-03 1.425812e-10 -8.664515e-03 0.139669
8 0.327252 20.000000 -1.530881e-03 2.613442e-11 -1.533060e-03 -0.142150
9 0.900000 20.000000 -8.846453e-09 1.121974e-15 -9.308209e-09 -4.960732
10 0.000100 4.000000 5.802098e-02 6.685420e-10 5.836614e-02 -0.591360
11 0.000275 4.000000 4.196475e-02 1.022463e-09 4.223702e-02 -0.644625
12 0.000756 4.000000 2.868106e-02 5.948655e-10 2.888964e-02 -0.721994
13 0.002080 4.000000 1.812779e-02 2.920190e-10 1.828196e-02 -0.843319
14 0.005721 4.000000 9.986668e-03 7.075566e-10 1.009412e-02 -1.064498
15 0.015733 4.000000 3.825924e-03 2.808402e-10 3.889653e-03 -1.638437
16 0.043267 4.000000 2.993824e-05 3.101251e-10 5.344828e-05 -43.986526
17 0.118993 4.000000 -4.830386e-04 1.229837e-10 -4.869832e-04 -0.810000
18 0.327252 4.000000 -5.707961e-05 3.290451e-11 -5.835706e-05 -2.189033
19 0.900000 4.000000 -3.155186e-10 1.512372e-15 -3.380203e-10 -6.656916
20 0.100000 4.000000 -5.634425e-04 2.385877e-11 -5.663680e-04 -0.516532
21 0.100000 4.783253 -2.542171e-03 2.448929e-11 -2.540993e-03 0.046377
22 0.100000 5.719877 -4.285881e-03 2.520725e-11 -4.282423e-03 0.080747
23 0.100000 6.839904 -5.789835e-03 2.796622e-11 -5.785844e-03 0.068984
24 0.100000 8.179247 -7.048914e-03 3.094007e-11 -7.048455e-03 0.006513
25 0.100000 9.780851 -8.061317e-03 3.462785e-11 -8.085072e-03 -0.293824
26 0.100000 11.696071 -8.831122e-03 3.906086e-11 -8.825766e-03 0.060683
27 0.100000 13.986316 -9.369360e-03 5.548787e-11 -9.373133e-03 -0.040257
28 0.100000 16.725021 -9.694091e-03 5.225005e-11 -9.677323e-03 0.173262
29 0.100000 20.000000 -9.829332e-03 7.439183e-11 -9.811036e-03 0.186488
30 0.001000 4.000000 2.550321e-02 5.437416e-10 2.569544e-02 -0.748133
31 0.001000 4.783253 9.774519e-03 6.110943e-10 9.919784e-03 -1.464398
32 0.001000 5.719877 -2.192937e-03 6.335184e-10 -2.081621e-03 5.347568
33 0.001000 6.839904 -1.113230e-02 5.985416e-10 -1.108324e-02 0.442583
34 0.001000 8.179247 -1.763489e-02 5.912889e-10 -1.762303e-02 0.067302
35 0.001000 9.780851 -2.218528e-02 6.806996e-10 -2.214666e-02 0.174345
36 0.001000 11.696071 -2.518802e-02 7.064246e-10 -2.514695e-02 0.163326
37 0.001000 13.986316 -2.697655e-02 6.128690e-10 -2.689817e-02 0.291408
38 0.001000 16.725021 -2.783153e-02 8.730346e-10 -2.773788e-02 0.337616
39 0.001000 20.000000 -2.798412e-02 8.072228e-10 -2.789657e-02 0.313840

──────────
FL_charm
──────────
x Q2 yadism yadism_error APFEL percent_error
0 0.000100 20.000000 1.242389e-02 1.191441e-10 1.247373e-02 -0.399526
1 0.000275 20.000000 1.031423e-02 1.370174e-10 1.036075e-02 -0.449009
2 0.000756 20.000000 8.463647e-03 7.449906e-11 8.506630e-03 -0.505288
3 0.002080 20.000000 6.855430e-03 8.067495e-11 6.894282e-03 -0.563544
4 0.005721 20.000000 5.409426e-03 4.872342e-11 5.443419e-03 -0.624467
5 0.015733 20.000000 3.902656e-03 4.040183e-11 3.929962e-03 -0.694832
6 0.043267 20.000000 2.066983e-03 2.760360e-11 2.084391e-03 -0.835135
7 0.118993 20.000000 3.711314e-04 6.687533e-12 3.738698e-04 -0.732443
8 0.327252 20.000000 -1.677982e-05 4.485889e-14 -1.697736e-05 -1.163563
9 0.900000 20.000000 -8.934441e-12 2.776513e-22 -1.328233e-11 -32.734412
10 0.000100 4.000000 3.832761e-03 1.777135e-11 3.851079e-03 -0.475679
11 0.000275 4.000000 2.930877e-03 1.083685e-11 2.945957e-03 -0.511882
12 0.000756 4.000000 2.148282e-03 1.108566e-11 2.160874e-03 -0.582704
13 0.002080 4.000000 1.483020e-03 1.307032e-11 1.493828e-03 -0.723480
14 0.005721 4.000000 9.173761e-04 1.004373e-11 9.267393e-04 -1.010341
15 0.015733 4.000000 4.224643e-04 3.756970e-12 4.299390e-04 -1.738559
16 0.043267 4.000000 6.013488e-05 1.035309e-12 6.408915e-05 -6.169947
17 0.118993 4.000000 -1.591892e-05 7.961574e-15 -1.598911e-05 -0.438975
18 0.327252 4.000000 -1.255563e-06 1.764477e-17 -1.287531e-06 -2.482854
19 0.900000 4.000000 -5.449162e-13 2.629071e-22 -8.100671e-13 -32.731967
20 0.100000 4.000000 -1.814072e-05 1.829918e-14 -1.795236e-05 1.049230
21 0.100000 4.783253 -7.797970e-05 8.780259e-14 -7.836717e-05 -0.494430
22 0.100000 5.719877 -1.177565e-04 2.378759e-13 -1.186176e-04 -0.725904
23 0.100000 6.839904 -1.334554e-04 4.242744e-13 -1.351131e-04 -1.226917
24 0.100000 8.179247 -1.193071e-04 9.471239e-13 -1.222113e-04 -2.376377
25 0.100000 9.780851 -6.877548e-05 1.072563e-12 -7.092012e-05 -3.024021
26 0.100000 11.696071 2.423129e-05 1.841633e-12 2.377275e-05 1.928820
27 0.100000 13.986316 1.642054e-04 2.398881e-12 1.653283e-04 -0.679229
28 0.100000 16.725021 3.527472e-04 4.407524e-12 3.547825e-04 -0.573655
29 0.100000 20.000000 5.882068e-04 8.362409e-12 5.918221e-04 -0.610881
30 0.001000 4.000000 1.953287e-03 1.613577e-11 1.965299e-03 -0.611188
31 0.001000 4.783253 2.001793e-03 1.593061e-11 2.009130e-03 -0.365215
32 0.001000 5.719877 2.242905e-03 2.070128e-11 2.252015e-03 -0.404513
33 0.001000 6.839904 2.665545e-03 2.218551e-11 2.662992e-03 0.095867
34 0.001000 8.179247 3.256439e-03 2.648379e-11 3.258772e-03 -0.071582
35 0.001000 9.780851 3.998525e-03 3.204080e-11 4.007134e-03 -0.214851
36 0.001000 11.696071 4.870978e-03 2.257155e-11 4.888492e-03 -0.358274
37 0.001000 13.986316 5.849079e-03 4.876771e-11 5.882511e-03 -0.568328
38 0.001000 16.725021 6.901807e-03 6.051131e-11 6.938067e-03 -0.522620
39 0.001000 20.000000 7.997269e-03 7.355765e-11 8.038995e-03 -0.519054

──────────
F3_charm
──────────
x Q2 yadism yadism_error APFEL percent_error
0 0.000100 20.000000 0.0 0.0 0.0 NaN
1 0.000275 20.000000 0.0 0.0 0.0 NaN
2 0.000756 20.000000 0.0 0.0 0.0 NaN
3 0.002080 20.000000 0.0 0.0 0.0 NaN
4 0.005721 20.000000 0.0 0.0 0.0 NaN
5 0.015733 20.000000 0.0 0.0 0.0 NaN
6 0.043267 20.000000 0.0 0.0 0.0 NaN
7 0.118993 20.000000 0.0 0.0 0.0 NaN
8 0.327252 20.000000 0.0 0.0 0.0 NaN
9 0.900000 20.000000 0.0 0.0 0.0 NaN
10 0.000100 4.000000 0.0 0.0 0.0 NaN
11 0.000275 4.000000 0.0 0.0 0.0 NaN
12 0.000756 4.000000 0.0 0.0 0.0 NaN
13 0.002080 4.000000 0.0 0.0 0.0 NaN
14 0.005721 4.000000 0.0 0.0 0.0 NaN
15 0.015733 4.000000 0.0 0.0 0.0 NaN
16 0.043267 4.000000 0.0 0.0 0.0 NaN
17 0.118993 4.000000 0.0 0.0 0.0 NaN
18 0.327252 4.000000 0.0 0.0 0.0 NaN
19 0.900000 4.000000 0.0 0.0 0.0 NaN
20 0.100000 4.000000 0.0 0.0 0.0 NaN
21 0.100000 4.783253 0.0 0.0 0.0 NaN
22 0.100000 5.719877 0.0 0.0 0.0 NaN
23 0.100000 6.839904 0.0 0.0 0.0 NaN
24 0.100000 8.179247 0.0 0.0 0.0 NaN
25 0.100000 9.780851 0.0 0.0 0.0 NaN
26 0.100000 11.696071 0.0 0.0 0.0 NaN
27 0.100000 13.986316 0.0 0.0 0.0 NaN
28 0.100000 16.725021 0.0 0.0 0.0 NaN
29 0.100000 20.000000 0.0 0.0 0.0 NaN
30 0.001000 4.000000 0.0 0.0 0.0 NaN
31 0.001000 4.783253 0.0 0.0 0.0 NaN
32 0.001000 5.719877 0.0 0.0 0.0 NaN
33 0.001000 6.839904 0.0 0.0 0.0 NaN
34 0.001000 8.179247 0.0 0.0 0.0 NaN
35 0.001000 9.780851 0.0 0.0 0.0 NaN
36 0.001000 11.696071 0.0 0.0 0.0 NaN
37 0.001000 13.986316 0.0 0.0 0.0 NaN
38 0.001000 16.725021 0.0 0.0 0.0 NaN
39 0.001000 20.000000 0.0 0.0 0.0 NaN

codecov · 2022-02-15T16:00:50Z

Codecov Report

Merging #125 (ff4ec5b) into develop (e9fff33) will decrease coverage by 0.32%.
The diff coverage is 58.42%.

@@             Coverage Diff             @@
##           develop     #125      +/-   ##
===========================================
- Coverage    62.91%   62.59%   -0.33%     
===========================================
  Files           82       82              
  Lines         3689     3887     +198     
===========================================
+ Hits          2321     2433     +112     
- Misses        1368     1454      +86

Flag	Coverage Δ
unittests	`62.59% <58.42%> (-0.33%)`	⬇️

Flags with carried forward coverage won't be shown. Click here to find out more.

Impacted Files	Coverage Δ
src/yadism/coefficient_functions/__init__.py	`16.81% <0.00%> (-0.16%)`	⬇️
src/yadism/coefficient_functions/fonll/f3_nc.py	`0.00% <0.00%> (ø)`
src/yadism/coefficient_functions/kernels.py	`15.00% <0.00%> (ø)`
src/yadism/input/compatibility.py	`10.34% <0.00%> (-0.77%)`	⬇️
src/yadism/runner.py	`27.50% <0.00%> (-0.71%)`	⬇️
src/yadism/coefficient_functions/fonll/kernels.py	`8.42% <11.11%> (-3.35%)`	⬇️
...c/yadism/coefficient_functions/partonic_channel.py	`83.82% <11.11%> (-3.48%)`	⬇️
...sm/coefficient_functions/fonll/partonic_channel.py	`58.33% <64.00%> (-0.16%)`	⬇️
src/yadism/coefficient_functions/fonll/fl_nc.py	`78.08% <70.83%> (-5.26%)`	⬇️
src/yadism/coefficient_functions/fonll/f2_nc.py	`76.72% <71.91%> (-13.98%)`	⬇️
... and 4 more

alecandido · 2022-02-19T22:32:02Z

I believe we didn't test:

A few of them might be irrelevant, but the test is worth before merging.

alecandido · 2022-02-22T08:43:57Z

@felixhekhorn before merging remember also to update the relevant .rst pages of sphinx docs :)
(I believe it's not clearly written what FONLL-B is, and what it's consisting in practice, that you discovered and implemented in this PR)

Init FONLL-B for f2_nc

c85f40a

felixhekhorn added enhancement New feature or request refactor Refactor code physics physics features labels Nov 29, 2021

felixhekhorn added 8 commits November 30, 2021 16:54

Step towards APFEL

395508a

Add other NC FONLL, adjust compatibility

fbdfdbf

Propagate pto_evol

28bf6cd

Work on light

f5e9cff

More light guessing

3e33816

Merge branch 'develop' into feature/FONLL-B

9e21c39

Make running again

c70ed22

Fix FONLL-B

2798cf0

felixhekhorn requested a review from alecandido February 15, 2022 15:46

Minimal fix to tests

4b5c5a8

felixhekhorn and others added 8 commits February 15, 2022 17:39

Fix navigator

0862607

Fix linting issue

5a771ee

Add guard to light asy

6e8080a

Improve RSL representation

78a7113

Fix back FONLL-C, minor improvements on B

3ca9d25

Fix asy of missing

cc40f34

Add missing asy missing pcs/kernels

260e6fa

Upgrade LeProHQ to 0.2.3

7590769

felixhekhorn added 2 commits February 23, 2022 15:50

Add empty FONLL classes to CC

a62e22c

Clean some docs

ff4ec5b

felixhekhorn merged commit 93db139 into develop Feb 23, 2022

felixhekhorn deleted the feature/FONLL-B branch February 23, 2022 16:34

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FONLL-B #125

FONLL-B #125

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alecandido commented Feb 22, 2022

FONLL-B #125

FONLL-B #125

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