From 2f9159bf918ce019d817a1013a2487ba7b57dfdb Mon Sep 17 00:00:00 2001
From: t7phy <t7phy.in@gmail.com>
Date: Sun, 24 Mar 2024 15:59:24 +0100
Subject: [PATCH] remove commas

---
 .../ATLAS_TTBAR_8TEV_LJ_DIF/filter.py         |  10 +
 .../uncertainties_dSig_dmttBar.yaml           | 880 ++++++++--------
 .../uncertainties_dSig_dmttBar_norm.yaml      | 880 ++++++++--------
 .../uncertainties_dSig_dpTt.yaml              | 990 +++++++++---------
 .../uncertainties_dSig_dpTt_norm.yaml         | 990 +++++++++---------
 .../uncertainties_dSig_dyt.yaml               | 660 ++++++------
 .../uncertainties_dSig_dyt_norm.yaml          | 660 ++++++------
 .../uncertainties_dSig_dyttBar.yaml           | 660 ++++++------
 .../uncertainties_dSig_dyttBar_norm.yaml      | 660 ++++++------
 9 files changed, 3200 insertions(+), 3190 deletions(-)

diff --git a/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/filter.py b/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/filter.py
index 32317a9293..52cb35b39a 100644
--- a/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/filter.py
+++ b/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/filter.py
@@ -1,5 +1,7 @@
 import artunc
 import yaml
+import re
+from pathlib import Path
 
 from math import sqrt
 
@@ -460,4 +462,12 @@ def processData():
     with open('uncertainties_dSig_dyttBar_norm.yaml', 'w') as file:
         yaml.dump(uncertainties_dSig_dyttBar_norm_yaml, file, sort_keys=False)
 
+def remove_commas():
+    pattern = "uncertainties*.yaml"
+    reg = re.compile(fr'({"sys,"})')
+    for file in Path(".").glob(pattern):
+        new_text = reg.sub("syst_", file.read_text())
+        file.write_text(new_text)
+
 processData()
+remove_commas()
\ No newline at end of file
diff --git a/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dmttBar.yaml b/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dmttBar.yaml
index 3ced30bf62..8a3b1d8f23 100644
--- a/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dmttBar.yaml
+++ b/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dmttBar.yaml
@@ -99,223 +99,223 @@ definitions:
     definition: artificial uncertainty 25
     treatment: ADD
     type: ATLAS8TEVTTB151104716unc25
-  sys,singletop-xsec:
+  syst_singletop-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,wjet-scale:
+  syst_wjet-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltrealcr-mujet-fake:
+  syst_laltrealcr-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,eta-jes:
+  syst_eta-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP3-jes:
+  syst_statNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltrealcr-ejet-fake:
+  syst_laltrealcr-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffmu-jes:
+  syst_pileoffmu-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lstat-ejet-fake:
+  syst_lstat-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lstat-mujet-fake:
+  syst_lstat-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,etmsoft-scale:
+  syst_etmsoft-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,hardscat-model:
+  syst_hardscat-model:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP2-jes:
+  syst_statNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,elen-scale:
+  syst_elen-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,punch-jes:
+  syst_punch-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffnpv-jes:
+  syst_pileoffnpv-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lrec-eff:
+  syst_lrec-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffpt-jes:
+  syst_pileoffpt-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jeten-res:
+  syst_jeten-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lighttag-eff:
+  syst_lighttag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltfakecr-ejet-fake:
+  syst_laltfakecr-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltpar-mujet-fake:
+  syst_laltpar-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jetrec-eff:
+  syst_jetrec-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,c/tautag-eff:
+  syst_c/tautag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,dibos-xsec:
+  syst_dibos-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,elen-res:
+  syst_elen-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,flavcomp-jes:
+  syst_flavcomp-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP2-jes:
+  syst_detNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP3-jes:
+  syst_detNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jetvxfrac:
+  syst_jetvxfrac:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,ltrig-eff:
+  syst_ltrig-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,btag-jes:
+  syst_btag-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mup-scale:
+  syst_mup-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,singlephpt-jes:
+  syst_singlephpt-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,etmsoft-res:
+  syst_etmsoft-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP1-jes:
+  syst_detNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltpar-ejet-fake:
+  syst_laltpar-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP1-jes:
+  syst_statNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,muid-res:
+  syst_muid-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pdf:
+  syst_pdf:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,isr-fsr:
+  syst_isr-fsr:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,zjet-xsec:
+  syst_zjet-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,ps-model:
+  syst_ps-model:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,flavres-jes:
+  syst_flavres-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltfakecr-mujet-fake:
+  syst_laltfakecr-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mums-res:
+  syst_mums-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mod-NP2-jes:
+  syst_mod-NP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lid-eff:
+  syst_lid-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mixNP2-jes:
+  syst_mixNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mixNP1-jes:
+  syst_mixNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,btag-eff:
+  syst_btag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffrho-jes:
+  syst_pileoffrho-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,modNP4-jes:
+  syst_modNP4-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mcstat:
+  syst_mcstat:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,modNP3-jes:
+  syst_modNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mod-NP1-jes:
+  syst_mod-NP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
@@ -349,61 +349,61 @@ bins:
   ArtUnc_23: -2.818960235063438e-07
   ArtUnc_24: -1.3402002488404512e-05
   ArtUnc_25: 3.066060133088487e-08
-  sys,singletop-xsec: 0.001985853202469115
-  sys,wjet-scale: 0.0028016694
-  sys,laltrealcr-mujet-fake: 0.0013780568999999998
-  sys,eta-jes: 0.0031121719164628947
-  sys,statNP3-jes: 0.006144570143307182
-  sys,laltrealcr-ejet-fake: 0.0005125005
-  sys,pileoffmu-jes: 0.0012212703590408595
-  sys,lstat-ejet-fake: 0.0031001456063758314
-  sys,lstat-mujet-fake: 9.322216418357815e-05
-  sys,etmsoft-scale: 0.0010458427552118565
-  sys,hardscat-model: 0.0281419719
-  sys,statNP2-jes: 0.0020540473951530134
-  sys,elen-scale: 0.0014325022526560324
-  sys,punch-jes: 0.00016266602845966334
-  sys,pileoffnpv-jes: 0.00540447406685704
-  sys,lrec-eff: 0.0025169469000000002
-  sys,pileoffpt-jes: 0.00047435144482603557
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.004612532620655021
-  sys,laltfakecr-ejet-fake: 0.0028016694
-  sys,laltpar-mujet-fake: 0.0015375015
-  sys,jetrec-eff: 0.0011161122
-  sys,c/tautag-eff: 0.010301263197843632
-  sys,dibos-xsec: 0.0008427786
-  sys,elen-res: 0.000532606142942672
-  sys,flavcomp-jes: 0.017935955525707002
-  sys,detNP2-jes: 0.0022949905178165047
-  sys,detNP3-jes: 0.0008976302982968657
-  sys,jetvxfrac: 0.012011154239860187
-  sys,ltrig-eff: 0.0145322364
-  sys,btag-jes: 0.006439675226820709
-  sys,mup-scale: 5.917846032696356e-05
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0009271292117890958
-  sys,detNP1-jes: 0.009385130828112494
-  sys,laltpar-ejet-fake: 0.0029269473
-  sys,statNP1-jes: 0.010802374651818243
-  sys,muid-res: 3.41667e-05
-  sys,pdf: 0.0007744452000000001
-  sys,isr-fsr: 0.08135707328286182
-  sys,zjet-xsec: 0.0101588988
-  sys,ps-model: 0.0482319915
-  sys,flavres-jes: 0.0069108854953368
-  sys,laltfakecr-mujet-fake: 0.0030977808000000003
-  sys,mums-res: 1.13889e-05
-  sys,mod-NP2-jes: 0.001687047486704576
-  sys,lid-eff: 0.0145322364
-  sys,mixNP2-jes: 0.0043571548476910105
-  sys,mixNP1-jes: 0.0058425279005426154
-  sys,btag-eff: 0.04697782613980783
-  sys,pileoffrho-jes: 0.009585806155941368
-  sys,modNP4-jes: 0.0014083147367417944
-  sys,mcstat: 0.0020841686999999998
-  sys,modNP3-jes: 0.007626097499542145
-  sys,mod-NP1-jes: 0.009206055482993553
+  syst_singletop-xsec: 0.001985853202469115
+  syst_wjet-scale: 0.0028016694
+  syst_laltrealcr-mujet-fake: 0.0013780568999999998
+  syst_eta-jes: 0.0031121719164628947
+  syst_statNP3-jes: 0.006144570143307182
+  syst_laltrealcr-ejet-fake: 0.0005125005
+  syst_pileoffmu-jes: 0.0012212703590408595
+  syst_lstat-ejet-fake: 0.0031001456063758314
+  syst_lstat-mujet-fake: 9.322216418357815e-05
+  syst_etmsoft-scale: 0.0010458427552118565
+  syst_hardscat-model: 0.0281419719
+  syst_statNP2-jes: 0.0020540473951530134
+  syst_elen-scale: 0.0014325022526560324
+  syst_punch-jes: 0.00016266602845966334
+  syst_pileoffnpv-jes: 0.00540447406685704
+  syst_lrec-eff: 0.0025169469000000002
+  syst_pileoffpt-jes: 0.00047435144482603557
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.004612532620655021
+  syst_laltfakecr-ejet-fake: 0.0028016694
+  syst_laltpar-mujet-fake: 0.0015375015
+  syst_jetrec-eff: 0.0011161122
+  syst_c/tautag-eff: 0.010301263197843632
+  syst_dibos-xsec: 0.0008427786
+  syst_elen-res: 0.000532606142942672
+  syst_flavcomp-jes: 0.017935955525707002
+  syst_detNP2-jes: 0.0022949905178165047
+  syst_detNP3-jes: 0.0008976302982968657
+  syst_jetvxfrac: 0.012011154239860187
+  syst_ltrig-eff: 0.0145322364
+  syst_btag-jes: 0.006439675226820709
+  syst_mup-scale: 5.917846032696356e-05
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0009271292117890958
+  syst_detNP1-jes: 0.009385130828112494
+  syst_laltpar-ejet-fake: 0.0029269473
+  syst_statNP1-jes: 0.010802374651818243
+  syst_muid-res: 3.41667e-05
+  syst_pdf: 0.0007744452000000001
+  syst_isr-fsr: 0.08135707328286182
+  syst_zjet-xsec: 0.0101588988
+  syst_ps-model: 0.0482319915
+  syst_flavres-jes: 0.0069108854953368
+  syst_laltfakecr-mujet-fake: 0.0030977808000000003
+  syst_mums-res: 1.13889e-05
+  syst_mod-NP2-jes: 0.001687047486704576
+  syst_lid-eff: 0.0145322364
+  syst_mixNP2-jes: 0.0043571548476910105
+  syst_mixNP1-jes: 0.0058425279005426154
+  syst_btag-eff: 0.04697782613980783
+  syst_pileoffrho-jes: 0.009585806155941368
+  syst_modNP4-jes: 0.0014083147367417944
+  syst_mcstat: 0.0020841686999999998
+  syst_modNP3-jes: 0.007626097499542145
+  syst_mod-NP1-jes: 0.009206055482993553
   lumi: 0.031888919999999994
 - ArtUnc_1: -0.0012905946416980907
   ArtUnc_2: 0.00195850666049491
@@ -430,61 +430,61 @@ bins:
   ArtUnc_23: -5.200845697995414e-07
   ArtUnc_24: -2.6503562639675078e-05
   ArtUnc_25: 1.4456399499308546e-07
-  sys,singletop-xsec: 0.0021121989370325132
-  sys,wjet-scale: 0.0024530880000000004
-  sys,laltrealcr-mujet-fake: 3.34512e-05
-  sys,eta-jes: 0.001331656097829706
-  sys,statNP3-jes: 0.0012773293012785076
-  sys,laltrealcr-ejet-fake: 0.0006913247999999999
-  sys,pileoffmu-jes: 0.001717234003668364
-  sys,lstat-ejet-fake: 0.0029721202431139426
-  sys,lstat-mujet-fake: 0.0001708414495447753
-  sys,etmsoft-scale: 0.00038432502800374584
-  sys,hardscat-model: 0.08273596800000001
-  sys,statNP2-jes: 0.0014607875150774257
-  sys,elen-scale: 0.0006276744280532703
-  sys,punch-jes: 0.00015690003566500553
-  sys,pileoffnpv-jes: 0.007784001519103983
-  sys,lrec-eff: 0.0025534416000000007
-  sys,pileoffpt-jes: 0.00018490846531189425
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.004493611200000001
-  sys,laltfakecr-ejet-fake: 0.0029994576000000003
-  sys,laltpar-mujet-fake: 0.0017283119999999999
-  sys,jetrec-eff: 0.0008139792
-  sys,c/tautag-eff: 0.009806779969527628
-  sys,dibos-xsec: 0.0007582272000000002
-  sys,elen-res: 0.0004927354063972266
-  sys,flavcomp-jes: 0.023728976015436023
-  sys,detNP2-jes: 0.0029102971215255124
-  sys,detNP3-jes: 0.00011094507918713656
-  sys,jetvxfrac: 0.010249763736563
-  sys,ltrig-eff: 0.0140829552
-  sys,btag-jes: 0.0032870567873569574
-  sys,mup-scale: 0.00016340187416110012
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.00042488730514375216
-  sys,detNP1-jes: 0.003017017818720785
-  sys,laltpar-ejet-fake: 0.0026537951999999997
-  sys,statNP1-jes: 0.012450742300569027
-  sys,muid-res: 5.5752000000000004e-05
-  sys,pdf: 0.0027876000000000003
-  sys,isr-fsr: 0.09087099513130321
-  sys,zjet-xsec: 0.009031824
-  sys,ps-model: 0.08736338400000002
-  sys,flavres-jes: 0.012809989888524198
-  sys,laltfakecr-mujet-fake: 0.0022746816
-  sys,mums-res: 6.69024e-05
-  sys,mod-NP2-jes: 0.0016617089126358564
-  sys,lid-eff: 0.014462068799999998
-  sys,mixNP2-jes: 0.005190996237702541
-  sys,mixNP1-jes: 0.00011587835594829607
-  sys,btag-eff: 0.04515762602817681
-  sys,pileoffrho-jes: 0.01951030307033234
-  sys,modNP4-jes: 0.0005911815474706226
-  sys,mcstat: 0.0013157472
-  sys,modNP3-jes: 0.0035737814780818595
-  sys,mod-NP1-jes: 0.025799139055823234
+  syst_singletop-xsec: 0.0021121989370325132
+  syst_wjet-scale: 0.0024530880000000004
+  syst_laltrealcr-mujet-fake: 3.34512e-05
+  syst_eta-jes: 0.001331656097829706
+  syst_statNP3-jes: 0.0012773293012785076
+  syst_laltrealcr-ejet-fake: 0.0006913247999999999
+  syst_pileoffmu-jes: 0.001717234003668364
+  syst_lstat-ejet-fake: 0.0029721202431139426
+  syst_lstat-mujet-fake: 0.0001708414495447753
+  syst_etmsoft-scale: 0.00038432502800374584
+  syst_hardscat-model: 0.08273596800000001
+  syst_statNP2-jes: 0.0014607875150774257
+  syst_elen-scale: 0.0006276744280532703
+  syst_punch-jes: 0.00015690003566500553
+  syst_pileoffnpv-jes: 0.007784001519103983
+  syst_lrec-eff: 0.0025534416000000007
+  syst_pileoffpt-jes: 0.00018490846531189425
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.004493611200000001
+  syst_laltfakecr-ejet-fake: 0.0029994576000000003
+  syst_laltpar-mujet-fake: 0.0017283119999999999
+  syst_jetrec-eff: 0.0008139792
+  syst_c/tautag-eff: 0.009806779969527628
+  syst_dibos-xsec: 0.0007582272000000002
+  syst_elen-res: 0.0004927354063972266
+  syst_flavcomp-jes: 0.023728976015436023
+  syst_detNP2-jes: 0.0029102971215255124
+  syst_detNP3-jes: 0.00011094507918713656
+  syst_jetvxfrac: 0.010249763736563
+  syst_ltrig-eff: 0.0140829552
+  syst_btag-jes: 0.0032870567873569574
+  syst_mup-scale: 0.00016340187416110012
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.00042488730514375216
+  syst_detNP1-jes: 0.003017017818720785
+  syst_laltpar-ejet-fake: 0.0026537951999999997
+  syst_statNP1-jes: 0.012450742300569027
+  syst_muid-res: 5.5752000000000004e-05
+  syst_pdf: 0.0027876000000000003
+  syst_isr-fsr: 0.09087099513130321
+  syst_zjet-xsec: 0.009031824
+  syst_ps-model: 0.08736338400000002
+  syst_flavres-jes: 0.012809989888524198
+  syst_laltfakecr-mujet-fake: 0.0022746816
+  syst_mums-res: 6.69024e-05
+  syst_mod-NP2-jes: 0.0016617089126358564
+  syst_lid-eff: 0.014462068799999998
+  syst_mixNP2-jes: 0.005190996237702541
+  syst_mixNP1-jes: 0.00011587835594829607
+  syst_btag-eff: 0.04515762602817681
+  syst_pileoffrho-jes: 0.01951030307033234
+  syst_modNP4-jes: 0.0005911815474706226
+  syst_mcstat: 0.0013157472
+  syst_modNP3-jes: 0.0035737814780818595
+  syst_mod-NP1-jes: 0.025799139055823234
   lumi: 0.03122112
 - ArtUnc_1: -0.0008405524694533638
   ArtUnc_2: 0.001262207909758043
@@ -511,61 +511,61 @@ bins:
   ArtUnc_23: -7.906891664589237e-07
   ArtUnc_24: -3.496476250249044e-05
   ArtUnc_25: 1.0521007822504992e-07
-  sys,singletop-xsec: 0.0015164392735770606
-  sys,wjet-scale: 0.0019121207399999999
-  sys,laltrealcr-mujet-fake: 0.00152562825
-  sys,eta-jes: 0.003974461051988882
-  sys,statNP3-jes: 0.002105634478417693
-  sys,laltrealcr-ejet-fake: 0.00049498161
-  sys,pileoffmu-jes: 0.0015112611323920603
-  sys,lstat-ejet-fake: 0.0021824694717015323
-  sys,lstat-mujet-fake: 0.0001702922302920209
-  sys,etmsoft-scale: 0.0002136417622700311
-  sys,hardscat-model: 0.04342277028
-  sys,statNP2-jes: 0.00042814346709458997
-  sys,elen-scale: 0.0010610400509141233
-  sys,punch-jes: 2.2488606554740115e-05
-  sys,pileoffnpv-jes: 0.005851022962700957
-  sys,lrec-eff: 0.0016544590800000002
-  sys,pileoffpt-jes: 0.00016442008441988225
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.0030376953600000003
-  sys,laltfakecr-ejet-fake: 0.0023121743700000004
-  sys,laltpar-mujet-fake: 0.0014849448300000001
-  sys,jetrec-eff: 0.00028478394
-  sys,c/tautag-eff: 0.005936390971198999
-  sys,dibos-xsec: 0.00036615078
-  sys,elen-res: 0.00019581647536345506
-  sys,flavcomp-jes: 0.016461370928122557
-  sys,detNP2-jes: 0.0017571098502898474
-  sys,detNP3-jes: 0.00045113726444880514
-  sys,jetvxfrac: 0.0045105763896864486
-  sys,ltrig-eff: 0.00848249307
-  sys,btag-jes: 0.007514248354648857
-  sys,mup-scale: 0.00016283959194092224
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0002055251055248528
-  sys,detNP1-jes: 0.002671819918907742
-  sys,laltpar-ejet-fake: 0.0018578761800000002
-  sys,statNP1-jes: 0.007732995582282289
-  sys,muid-res: 2.034171e-05
-  sys,pdf: 0.0029088645299999998
-  sys,isr-fsr: 0.059051258400565056
-  sys,zjet-xsec: 0.005505822840000001
-  sys,ps-model: 0.03490637436
-  sys,flavres-jes: 0.010745277659748358
-  sys,laltfakecr-mujet-fake: 0.00107133006
-  sys,mums-res: 6.78057e-06
-  sys,mod-NP2-jes: 0.000749636403298607
-  sys,lid-eff: 0.00899781639
-  sys,mixNP2-jes: 0.0033080617938022025
-  sys,mixNP1-jes: 0.003844882145307815
-  sys,btag-eff: 0.027365352957069534
-  sys,pileoffrho-jes: 0.01675433157793271
-  sys,modNP4-jes: 0.0002746549371811468
-  sys,mcstat: 0.0009153769500000001
-  sys,modNP3-jes: 0.0005156800686200909
-  sys,mod-NP1-jes: 0.024129805879404644
+  syst_singletop-xsec: 0.0015164392735770606
+  syst_wjet-scale: 0.0019121207399999999
+  syst_laltrealcr-mujet-fake: 0.00152562825
+  syst_eta-jes: 0.003974461051988882
+  syst_statNP3-jes: 0.002105634478417693
+  syst_laltrealcr-ejet-fake: 0.00049498161
+  syst_pileoffmu-jes: 0.0015112611323920603
+  syst_lstat-ejet-fake: 0.0021824694717015323
+  syst_lstat-mujet-fake: 0.0001702922302920209
+  syst_etmsoft-scale: 0.0002136417622700311
+  syst_hardscat-model: 0.04342277028
+  syst_statNP2-jes: 0.00042814346709458997
+  syst_elen-scale: 0.0010610400509141233
+  syst_punch-jes: 2.2488606554740115e-05
+  syst_pileoffnpv-jes: 0.005851022962700957
+  syst_lrec-eff: 0.0016544590800000002
+  syst_pileoffpt-jes: 0.00016442008441988225
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.0030376953600000003
+  syst_laltfakecr-ejet-fake: 0.0023121743700000004
+  syst_laltpar-mujet-fake: 0.0014849448300000001
+  syst_jetrec-eff: 0.00028478394
+  syst_c/tautag-eff: 0.005936390971198999
+  syst_dibos-xsec: 0.00036615078
+  syst_elen-res: 0.00019581647536345506
+  syst_flavcomp-jes: 0.016461370928122557
+  syst_detNP2-jes: 0.0017571098502898474
+  syst_detNP3-jes: 0.00045113726444880514
+  syst_jetvxfrac: 0.0045105763896864486
+  syst_ltrig-eff: 0.00848249307
+  syst_btag-jes: 0.007514248354648857
+  syst_mup-scale: 0.00016283959194092224
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0002055251055248528
+  syst_detNP1-jes: 0.002671819918907742
+  syst_laltpar-ejet-fake: 0.0018578761800000002
+  syst_statNP1-jes: 0.007732995582282289
+  syst_muid-res: 2.034171e-05
+  syst_pdf: 0.0029088645299999998
+  syst_isr-fsr: 0.059051258400565056
+  syst_zjet-xsec: 0.005505822840000001
+  syst_ps-model: 0.03490637436
+  syst_flavres-jes: 0.010745277659748358
+  syst_laltfakecr-mujet-fake: 0.00107133006
+  syst_mums-res: 6.78057e-06
+  syst_mod-NP2-jes: 0.000749636403298607
+  syst_lid-eff: 0.00899781639
+  syst_mixNP2-jes: 0.0033080617938022025
+  syst_mixNP1-jes: 0.003844882145307815
+  syst_btag-eff: 0.027365352957069534
+  syst_pileoffrho-jes: 0.01675433157793271
+  syst_modNP4-jes: 0.0002746549371811468
+  syst_mcstat: 0.0009153769500000001
+  syst_modNP3-jes: 0.0005156800686200909
+  syst_mod-NP1-jes: 0.024129805879404644
   lumi: 0.018985596
 - ArtUnc_1: -0.0004937730060837897
   ArtUnc_2: 0.0006904068593025251
@@ -592,61 +592,61 @@ bins:
   ArtUnc_23: -1.1101161772269996e-06
   ArtUnc_24: -6.467036350749013e-05
   ArtUnc_25: 3.1546531786239094e-07
-  sys,singletop-xsec: 0.001001256442078433
-  sys,wjet-scale: 0.001553667
-  sys,laltrealcr-mujet-fake: 0.00153617075
-  sys,eta-jes: 0.003163788403254801
-  sys,statNP3-jes: 0.0017531312345170247
-  sys,laltrealcr-ejet-fake: 0.000223952
-  sys,pileoffmu-jes: 0.0009285812241590325
-  sys,lstat-ejet-fake: 0.001414692722974984
-  sys,lstat-mujet-fake: 0.00011515669697932248
-  sys,etmsoft-scale: 0.00018898379878490082
-  sys,hardscat-model: 0.018143611249999997
-  sys,statNP2-jes: 3.636527273031236e-05
-  sys,elen-scale: 0.0008564570749657696
-  sys,punch-jes: 1.4427777360442599e-05
-  sys,pileoffnpv-jes: 0.00281596531740639
-  sys,lrec-eff: 0.0009098050000000001
-  sys,pileoffpt-jes: 6.0279596294450046e-05
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.0019175890000000001
-  sys,laltfakecr-ejet-fake: 0.00143819175
-  sys,laltpar-mujet-fake: 0.001091766
-  sys,jetrec-eff: 3.849175e-05
-  sys,c/tautag-eff: 0.0032210605753665083
-  sys,dibos-xsec: 0.0002589445
-  sys,elen-res: 6.863794707683116e-05
-  sys,flavcomp-jes: 0.00781704313738006
-  sys,detNP2-jes: 0.0006632071207063163
-  sys,detNP3-jes: 0.00037559522258751173
-  sys,jetvxfrac: 0.0013333749670189365
-  sys,ltrig-eff: 0.00438456025
-  sys,btag-jes: 0.004841673313166965
-  sys,mup-scale: 9.111498713919133e-05
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0002606177879005719
-  sys,detNP1-jes: 0.003074171783944669
-  sys,laltpar-ejet-fake: 0.001133757
-  sys,statNP1-jes: 0.0032474637813263096
-  sys,muid-res: 3.49925e-05
-  sys,pdf: 0.002281511
-  sys,isr-fsr: 0.026680677012998696
-  sys,zjet-xsec: 0.0032822965
-  sys,ps-model: 0.010595729
-  sys,flavres-jes: 0.00579647435403974
-  sys,laltfakecr-mujet-fake: 0.000545883
-  sys,mums-res: 1.049775e-05
-  sys,mod-NP2-jes: 0.00013789886737592338
-  sys,lid-eff: 0.0047239875
-  sys,mixNP2-jes: 0.001479941795030229
-  sys,mixNP1-jes: 0.003149328888053155
-  sys,btag-eff: 0.014607210789635037
-  sys,pileoffrho-jes: 0.008662940756033978
-  sys,modNP4-jes: 0.0004314307050970787
-  sys,mcstat: 0.000615868
-  sys,modNP3-jes: 0.001050719372723338
-  sys,mod-NP1-jes: 0.012614838837887544
+  syst_singletop-xsec: 0.001001256442078433
+  syst_wjet-scale: 0.001553667
+  syst_laltrealcr-mujet-fake: 0.00153617075
+  syst_eta-jes: 0.003163788403254801
+  syst_statNP3-jes: 0.0017531312345170247
+  syst_laltrealcr-ejet-fake: 0.000223952
+  syst_pileoffmu-jes: 0.0009285812241590325
+  syst_lstat-ejet-fake: 0.001414692722974984
+  syst_lstat-mujet-fake: 0.00011515669697932248
+  syst_etmsoft-scale: 0.00018898379878490082
+  syst_hardscat-model: 0.018143611249999997
+  syst_statNP2-jes: 3.636527273031236e-05
+  syst_elen-scale: 0.0008564570749657696
+  syst_punch-jes: 1.4427777360442599e-05
+  syst_pileoffnpv-jes: 0.00281596531740639
+  syst_lrec-eff: 0.0009098050000000001
+  syst_pileoffpt-jes: 6.0279596294450046e-05
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.0019175890000000001
+  syst_laltfakecr-ejet-fake: 0.00143819175
+  syst_laltpar-mujet-fake: 0.001091766
+  syst_jetrec-eff: 3.849175e-05
+  syst_c/tautag-eff: 0.0032210605753665083
+  syst_dibos-xsec: 0.0002589445
+  syst_elen-res: 6.863794707683116e-05
+  syst_flavcomp-jes: 0.00781704313738006
+  syst_detNP2-jes: 0.0006632071207063163
+  syst_detNP3-jes: 0.00037559522258751173
+  syst_jetvxfrac: 0.0013333749670189365
+  syst_ltrig-eff: 0.00438456025
+  syst_btag-jes: 0.004841673313166965
+  syst_mup-scale: 9.111498713919133e-05
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0002606177879005719
+  syst_detNP1-jes: 0.003074171783944669
+  syst_laltpar-ejet-fake: 0.001133757
+  syst_statNP1-jes: 0.0032474637813263096
+  syst_muid-res: 3.49925e-05
+  syst_pdf: 0.002281511
+  syst_isr-fsr: 0.026680677012998696
+  syst_zjet-xsec: 0.0032822965
+  syst_ps-model: 0.010595729
+  syst_flavres-jes: 0.00579647435403974
+  syst_laltfakecr-mujet-fake: 0.000545883
+  syst_mums-res: 1.049775e-05
+  syst_mod-NP2-jes: 0.00013789886737592338
+  syst_lid-eff: 0.0047239875
+  syst_mixNP2-jes: 0.001479941795030229
+  syst_mixNP1-jes: 0.003149328888053155
+  syst_btag-eff: 0.014607210789635037
+  syst_pileoffrho-jes: 0.008662940756033978
+  syst_modNP4-jes: 0.0004314307050970787
+  syst_mcstat: 0.000615868
+  syst_modNP3-jes: 0.001050719372723338
+  syst_mod-NP1-jes: 0.012614838837887544
   lumi: 0.0097979
 - ArtUnc_1: -0.0002493212268697025
   ArtUnc_2: 0.00031738270738695436
@@ -673,61 +673,61 @@ bins:
   ArtUnc_23: -2.085216144560725e-06
   ArtUnc_24: -6.962425298289801e-05
   ArtUnc_25: 2.688649367078048e-07
-  sys,singletop-xsec: 0.0006087905802584397
-  sys,wjet-scale: 0.0009594790200000002
-  sys,laltrealcr-mujet-fake: 0.0010050285600000002
-  sys,eta-jes: 0.0016544768399999999
-  sys,statNP3-jes: 0.0007846523237665167
-  sys,laltrealcr-ejet-fake: 3.085614000000001e-05
-  sys,pileoffmu-jes: 0.0003798371790109972
-  sys,lstat-ejet-fake: 0.0006515127125998731
-  sys,lstat-mujet-fake: 0.00011834117631208635
-  sys,etmsoft-scale: 7.888043371203787e-05
-  sys,hardscat-model: 0.00423022986
-  sys,statNP2-jes: 5.9358426344531744e-05
-  sys,elen-scale: 0.00042349631412488494
-  sys,punch-jes: 2.7360909932681333e-05
-  sys,pileoffnpv-jes: 0.0008660709262689549
-  sys,lrec-eff: 0.0004099458600000001
-  sys,pileoffpt-jes: 4.816993147453191e-05
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.0010373561212160428
-  sys,laltfakecr-ejet-fake: 0.00063622422
-  sys,laltpar-mujet-fake: 0.0005789199600000001
-  sys,jetrec-eff: 1.616274e-05
-  sys,c/tautag-eff: 0.0014759523956893524
-  sys,dibos-xsec: 0.00015721938000000003
-  sys,elen-res: 1.9087286501949408e-05
-  sys,flavcomp-jes: 0.0025264633700673865
-  sys,detNP2-jes: 0.00011387858970781251
-  sys,detNP3-jes: 0.00020248523476063804
-  sys,jetvxfrac: 0.0001702533331185196
-  sys,ltrig-eff: 0.00186753114
-  sys,btag-jes: 0.0020583899836826764
-  sys,mup-scale: 3.776946972784633e-05
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.00011325123324489981
-  sys,detNP1-jes: 0.0018765398987247457
-  sys,laltpar-ejet-fake: 0.0005010449400000001
-  sys,statNP1-jes: 0.0008822062237104856
-  sys,muid-res: 7.346700000000001e-06
-  sys,pdf: 0.0012944885400000001
-  sys,isr-fsr: 0.007856073715313033
-  sys,zjet-xsec: 0.0016427221200000003
-  sys,ps-model: 0.00046137276000000004
-  sys,flavres-jes: 0.0021838815545408203
-  sys,laltfakecr-mujet-fake: 0.00028064394000000006
-  sys,mums-res: 8.816040000000001e-06
-  sys,mod-NP2-jes: 7.493634e-05
-  sys,lid-eff: 0.0020085877800000004
-  sys,mixNP2-jes: 0.00045945723775007877
-  sys,mixNP1-jes: 0.001637587669885057
-  sys,btag-eff: 0.006673737548801164
-  sys,pileoffrho-jes: 0.0030279838262722474
-  sys,modNP4-jes: 0.0003130797735023386
-  sys,mcstat: 0.00035704962
-  sys,modNP3-jes: 0.000593032522867949
-  sys,mod-NP1-jes: 0.004485907954312339
+  syst_singletop-xsec: 0.0006087905802584397
+  syst_wjet-scale: 0.0009594790200000002
+  syst_laltrealcr-mujet-fake: 0.0010050285600000002
+  syst_eta-jes: 0.0016544768399999999
+  syst_statNP3-jes: 0.0007846523237665167
+  syst_laltrealcr-ejet-fake: 3.085614000000001e-05
+  syst_pileoffmu-jes: 0.0003798371790109972
+  syst_lstat-ejet-fake: 0.0006515127125998731
+  syst_lstat-mujet-fake: 0.00011834117631208635
+  syst_etmsoft-scale: 7.888043371203787e-05
+  syst_hardscat-model: 0.00423022986
+  syst_statNP2-jes: 5.9358426344531744e-05
+  syst_elen-scale: 0.00042349631412488494
+  syst_punch-jes: 2.7360909932681333e-05
+  syst_pileoffnpv-jes: 0.0008660709262689549
+  syst_lrec-eff: 0.0004099458600000001
+  syst_pileoffpt-jes: 4.816993147453191e-05
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.0010373561212160428
+  syst_laltfakecr-ejet-fake: 0.00063622422
+  syst_laltpar-mujet-fake: 0.0005789199600000001
+  syst_jetrec-eff: 1.616274e-05
+  syst_c/tautag-eff: 0.0014759523956893524
+  syst_dibos-xsec: 0.00015721938000000003
+  syst_elen-res: 1.9087286501949408e-05
+  syst_flavcomp-jes: 0.0025264633700673865
+  syst_detNP2-jes: 0.00011387858970781251
+  syst_detNP3-jes: 0.00020248523476063804
+  syst_jetvxfrac: 0.0001702533331185196
+  syst_ltrig-eff: 0.00186753114
+  syst_btag-jes: 0.0020583899836826764
+  syst_mup-scale: 3.776946972784633e-05
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.00011325123324489981
+  syst_detNP1-jes: 0.0018765398987247457
+  syst_laltpar-ejet-fake: 0.0005010449400000001
+  syst_statNP1-jes: 0.0008822062237104856
+  syst_muid-res: 7.346700000000001e-06
+  syst_pdf: 0.0012944885400000001
+  syst_isr-fsr: 0.007856073715313033
+  syst_zjet-xsec: 0.0016427221200000003
+  syst_ps-model: 0.00046137276000000004
+  syst_flavres-jes: 0.0021838815545408203
+  syst_laltfakecr-mujet-fake: 0.00028064394000000006
+  syst_mums-res: 8.816040000000001e-06
+  syst_mod-NP2-jes: 7.493634e-05
+  syst_lid-eff: 0.0020085877800000004
+  syst_mixNP2-jes: 0.00045945723775007877
+  syst_mixNP1-jes: 0.001637587669885057
+  syst_btag-eff: 0.006673737548801164
+  syst_pileoffrho-jes: 0.0030279838262722474
+  syst_modNP4-jes: 0.0003130797735023386
+  syst_mcstat: 0.00035704962
+  syst_modNP3-jes: 0.000593032522867949
+  syst_mod-NP1-jes: 0.004485907954312339
   lumi: 0.004114152
 - ArtUnc_1: -7.781313940744525e-05
   ArtUnc_2: 9.68337718024727e-05
@@ -754,61 +754,61 @@ bins:
   ArtUnc_23: -3.8473253346644865e-06
   ArtUnc_24: -0.0003458705296630889
   ArtUnc_25: 1.625391026367454e-06
-  sys,singletop-xsec: 0.00023573251096217223
-  sys,wjet-scale: 0.00040489353400000006
-  sys,laltrealcr-mujet-fake: 0.00036484508100000004
-  sys,eta-jes: 0.0005208714608431341
-  sys,statNP3-jes: 0.00019334584340657056
-  sys,laltrealcr-ejet-fake: 1.2124761000000001e-05
-  sys,pileoffmu-jes: 0.00010272311745247793
-  sys,lstat-ejet-fake: 0.0004244687360135444
-  sys,lstat-mujet-fake: 7.477522710883277e-05
-  sys,etmsoft-scale: 1.957336263550497e-05
-  sys,hardscat-model: 0.000886577221
-  sys,statNP2-jes: 3.6273939959178454e-05
-  sys,elen-scale: 0.00016293721942341302
-  sys,punch-jes: 2.2803546002243338e-05
-  sys,pileoffnpv-jes: 0.0001406092666117504
-  sys,lrec-eff: 0.000112062185
-  sys,pileoffpt-jes: 2.5726406107320838e-05
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.0003613554600564703
-  sys,laltfakecr-ejet-fake: 0.000185913002
-  sys,laltpar-mujet-fake: 0.00019289392500000002
-  sys,jetrec-eff: 8.083174000000001e-06
-  sys,c/tautag-eff: 0.0004366751817858577
-  sys,dibos-xsec: 6.613506000000001e-05
-  sys,elen-res: 4.45469438095174e-06
-  sys,flavcomp-jes: 0.00035734486129548496
-  sys,detNP2-jes: 1.9535392934113285e-05
-  sys,detNP3-jes: 6.470817357831323e-05
-  sys,jetvxfrac: 8.754302768454748e-05
-  sys,ltrig-eff: 0.00048021401900000005
-  sys,btag-jes: 0.00047492566439833687
-  sys,mup-scale: 1.418605553892719e-05
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 1.1437237388479834e-05
-  sys,detNP1-jes: 0.0006722039112522525
-  sys,laltpar-ejet-fake: 0.00020354901800000004
-  sys,statNP1-jes: 6.584969617186225e-05
-  sys,muid-res: 2.571919e-06
-  sys,pdf: 0.0005897042850000001
-  sys,isr-fsr: 0.001122627882991657
-  sys,zjet-xsec: 0.000571700852
-  sys,ps-model: 0.001213945768
-  sys,flavres-jes: 0.0004602221328600295
-  sys,laltfakecr-mujet-fake: 0.00010140709200000003
-  sys,mums-res: 3.306753e-06
-  sys,mod-NP2-jes: 6.802177782516035e-05
-  sys,lid-eff: 0.000509239962
-  sys,mixNP2-jes: 4.1369914230618635e-05
-  sys,mixNP1-jes: 0.0004917877231247617
-  sys,btag-eff: 0.0018955987988868365
-  sys,pileoffrho-jes: 0.0005397684619472364
-  sys,modNP4-jes: 0.00011708718570695269
-  sys,mcstat: 0.00014733421700000002
-  sys,modNP3-jes: 0.00017391005569015916
-  sys,mod-NP1-jes: 0.0008500735819737558
+  syst_singletop-xsec: 0.00023573251096217223
+  syst_wjet-scale: 0.00040489353400000006
+  syst_laltrealcr-mujet-fake: 0.00036484508100000004
+  syst_eta-jes: 0.0005208714608431341
+  syst_statNP3-jes: 0.00019334584340657056
+  syst_laltrealcr-ejet-fake: 1.2124761000000001e-05
+  syst_pileoffmu-jes: 0.00010272311745247793
+  syst_lstat-ejet-fake: 0.0004244687360135444
+  syst_lstat-mujet-fake: 7.477522710883277e-05
+  syst_etmsoft-scale: 1.957336263550497e-05
+  syst_hardscat-model: 0.000886577221
+  syst_statNP2-jes: 3.6273939959178454e-05
+  syst_elen-scale: 0.00016293721942341302
+  syst_punch-jes: 2.2803546002243338e-05
+  syst_pileoffnpv-jes: 0.0001406092666117504
+  syst_lrec-eff: 0.000112062185
+  syst_pileoffpt-jes: 2.5726406107320838e-05
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.0003613554600564703
+  syst_laltfakecr-ejet-fake: 0.000185913002
+  syst_laltpar-mujet-fake: 0.00019289392500000002
+  syst_jetrec-eff: 8.083174000000001e-06
+  syst_c/tautag-eff: 0.0004366751817858577
+  syst_dibos-xsec: 6.613506000000001e-05
+  syst_elen-res: 4.45469438095174e-06
+  syst_flavcomp-jes: 0.00035734486129548496
+  syst_detNP2-jes: 1.9535392934113285e-05
+  syst_detNP3-jes: 6.470817357831323e-05
+  syst_jetvxfrac: 8.754302768454748e-05
+  syst_ltrig-eff: 0.00048021401900000005
+  syst_btag-jes: 0.00047492566439833687
+  syst_mup-scale: 1.418605553892719e-05
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 1.1437237388479834e-05
+  syst_detNP1-jes: 0.0006722039112522525
+  syst_laltpar-ejet-fake: 0.00020354901800000004
+  syst_statNP1-jes: 6.584969617186225e-05
+  syst_muid-res: 2.571919e-06
+  syst_pdf: 0.0005897042850000001
+  syst_isr-fsr: 0.001122627882991657
+  syst_zjet-xsec: 0.000571700852
+  syst_ps-model: 0.001213945768
+  syst_flavres-jes: 0.0004602221328600295
+  syst_laltfakecr-mujet-fake: 0.00010140709200000003
+  syst_mums-res: 3.306753e-06
+  syst_mod-NP2-jes: 6.802177782516035e-05
+  syst_lid-eff: 0.000509239962
+  syst_mixNP2-jes: 4.1369914230618635e-05
+  syst_mixNP1-jes: 0.0004917877231247617
+  syst_btag-eff: 0.0018955987988868365
+  syst_pileoffrho-jes: 0.0005397684619472364
+  syst_modNP4-jes: 0.00011708718570695269
+  syst_mcstat: 0.00014733421700000002
+  syst_modNP3-jes: 0.00017391005569015916
+  syst_mod-NP1-jes: 0.0008500735819737558
   lumi: 0.0010287676
 - ArtUnc_1: -7.970745554019968e-06
   ArtUnc_2: 8.013227272200023e-06
@@ -835,59 +835,59 @@ bins:
   ArtUnc_23: -1.8360824163312212e-05
   ArtUnc_24: 3.8846761148986064e-05
   ArtUnc_25: -3.938635222660408e-07
-  sys,singletop-xsec: 5.005728244933783e-05
-  sys,wjet-scale: 9.629627677231602e-05
-  sys,laltrealcr-mujet-fake: 7.512676290000001e-05
-  sys,eta-jes: 8.012668278616041e-05
-  sys,statNP3-jes: 1.9722125706267354e-05
-  sys,laltrealcr-ejet-fake: 7.5431979e-06
-  sys,pileoffmu-jes: 1.632246728096107e-05
-  sys,lstat-ejet-fake: 0.00015021206246552545
-  sys,lstat-mujet-fake: 2.0730624005423196e-05
-  sys,etmsoft-scale: 2.5214045550703997e-06
-  sys,hardscat-model: 0.0010011960126
-  sys,statNP2-jes: 9.154899684358554e-06
-  sys,elen-scale: 2.5607684986569582e-05
-  sys,punch-jes: 6.63482460952425e-06
-  sys,pileoffnpv-jes: 7.279201249110801e-06
-  sys,lrec-eff: 1.5217202699999999e-05
-  sys,pileoffpt-jes: 5.425421065893756e-06
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 6.344137646720941e-05
-  sys,laltfakecr-ejet-fake: 4.0506536699999996e-05
-  sys,laltpar-mujet-fake: 2.5289333999999998e-05
-  sys,jetrec-eff: 2.3981265e-06
-  sys,c/tautag-eff: 6.161008075795404e-05
-  sys,dibos-xsec: 1.13802003e-05
-  sys,elen-res: 1.0518913674894285e-06
-  sys,flavcomp-jes: 1.0864237319548224e-05
-  sys,detNP2-jes: 1.1275473847366157e-05
-  sys,detNP3-jes: 1.0780156148421065e-05
-  sys,jetvxfrac: 2.4707648324075146e-05
-  sys,ltrig-eff: 6.0781606199999994e-05
-  sys,btag-jes: 5.517975289189525e-05
-  sys,mup-scale: 1.4307601611297427e-06
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 4.8333695313190696e-06
-  sys,detNP1-jes: 0.0001237150452802432
-  sys,laltpar-ejet-fake: 3.5623079099999995e-05
-  sys,statNP1-jes: 1.7497674157327238e-05
-  sys,muid-res: 1.6568874e-06
-  sys,pdf: 0.00014148946349999998
-  sys,isr-fsr: 0.00030218619234146775
-  sys,zjet-xsec: 0.0001249205895
-  sys,ps-model: 0.00037615704210000004
-  sys,flavres-jes: 4.344423858555926e-05
-  sys,laltfakecr-mujet-fake: 2.50277202e-05
-  sys,mums-res: 2.6161379999999996e-06
-  sys,mod-NP2-jes: 2.50525095800525e-05
-  sys,lid-eff: 6.11304246e-05
-  sys,mixNP2-jes: 7.74069778806172e-06
-  sys,mixNP1-jes: 8.24850968712858e-05
-  sys,btag-eff: 0.0002621483231953316
-  sys,pileoffrho-jes: 3.268372683134086e-05
-  sys,modNP4-jes: 2.1043655322030776e-05
-  sys,mcstat: 1.35603153e-05
-  sys,modNP3-jes: 2.2982507207295513e-05
-  sys,mod-NP1-jes: 5.873302641898084e-05
+  syst_singletop-xsec: 5.005728244933783e-05
+  syst_wjet-scale: 9.629627677231602e-05
+  syst_laltrealcr-mujet-fake: 7.512676290000001e-05
+  syst_eta-jes: 8.012668278616041e-05
+  syst_statNP3-jes: 1.9722125706267354e-05
+  syst_laltrealcr-ejet-fake: 7.5431979e-06
+  syst_pileoffmu-jes: 1.632246728096107e-05
+  syst_lstat-ejet-fake: 0.00015021206246552545
+  syst_lstat-mujet-fake: 2.0730624005423196e-05
+  syst_etmsoft-scale: 2.5214045550703997e-06
+  syst_hardscat-model: 0.0010011960126
+  syst_statNP2-jes: 9.154899684358554e-06
+  syst_elen-scale: 2.5607684986569582e-05
+  syst_punch-jes: 6.63482460952425e-06
+  syst_pileoffnpv-jes: 7.279201249110801e-06
+  syst_lrec-eff: 1.5217202699999999e-05
+  syst_pileoffpt-jes: 5.425421065893756e-06
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 6.344137646720941e-05
+  syst_laltfakecr-ejet-fake: 4.0506536699999996e-05
+  syst_laltpar-mujet-fake: 2.5289333999999998e-05
+  syst_jetrec-eff: 2.3981265e-06
+  syst_c/tautag-eff: 6.161008075795404e-05
+  syst_dibos-xsec: 1.13802003e-05
+  syst_elen-res: 1.0518913674894285e-06
+  syst_flavcomp-jes: 1.0864237319548224e-05
+  syst_detNP2-jes: 1.1275473847366157e-05
+  syst_detNP3-jes: 1.0780156148421065e-05
+  syst_jetvxfrac: 2.4707648324075146e-05
+  syst_ltrig-eff: 6.0781606199999994e-05
+  syst_btag-jes: 5.517975289189525e-05
+  syst_mup-scale: 1.4307601611297427e-06
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 4.8333695313190696e-06
+  syst_detNP1-jes: 0.0001237150452802432
+  syst_laltpar-ejet-fake: 3.5623079099999995e-05
+  syst_statNP1-jes: 1.7497674157327238e-05
+  syst_muid-res: 1.6568874e-06
+  syst_pdf: 0.00014148946349999998
+  syst_isr-fsr: 0.00030218619234146775
+  syst_zjet-xsec: 0.0001249205895
+  syst_ps-model: 0.00037615704210000004
+  syst_flavres-jes: 4.344423858555926e-05
+  syst_laltfakecr-mujet-fake: 2.50277202e-05
+  syst_mums-res: 2.6161379999999996e-06
+  syst_mod-NP2-jes: 2.50525095800525e-05
+  syst_lid-eff: 6.11304246e-05
+  syst_mixNP2-jes: 7.74069778806172e-06
+  syst_mixNP1-jes: 8.24850968712858e-05
+  syst_btag-eff: 0.0002621483231953316
+  syst_pileoffrho-jes: 3.268372683134086e-05
+  syst_modNP4-jes: 2.1043655322030776e-05
+  syst_mcstat: 1.35603153e-05
+  syst_modNP3-jes: 2.2982507207295513e-05
+  syst_mod-NP1-jes: 5.873302641898084e-05
   lumi: 0.00012208643999999999
diff --git a/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dmttBar_norm.yaml b/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dmttBar_norm.yaml
index ab3ea5150a..5b32f9361b 100644
--- a/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dmttBar_norm.yaml
+++ b/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dmttBar_norm.yaml
@@ -99,223 +99,223 @@ definitions:
     definition: artificial uncertainty 25
     treatment: ADD
     type: ATLAS8TEVTTB151104716unc25
-  sys,singletop-xsec:
+  syst_singletop-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,wjet-scale:
+  syst_wjet-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltrealcr-mujet-fake:
+  syst_laltrealcr-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,eta-jes:
+  syst_eta-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP3-jes:
+  syst_statNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltrealcr-ejet-fake:
+  syst_laltrealcr-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffmu-jes:
+  syst_pileoffmu-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lstat-ejet-fake:
+  syst_lstat-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lstat-mujet-fake:
+  syst_lstat-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,etmsoft-scale:
+  syst_etmsoft-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,hardscat-model:
+  syst_hardscat-model:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP2-jes:
+  syst_statNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,elen-scale:
+  syst_elen-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,punch-jes:
+  syst_punch-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffnpv-jes:
+  syst_pileoffnpv-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lrec-eff:
+  syst_lrec-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffpt-jes:
+  syst_pileoffpt-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jeten-res:
+  syst_jeten-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lighttag-eff:
+  syst_lighttag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltfakecr-ejet-fake:
+  syst_laltfakecr-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltpar-mujet-fake:
+  syst_laltpar-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jetrec-eff:
+  syst_jetrec-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,c/tautag-eff:
+  syst_c/tautag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,dibos-xsec:
+  syst_dibos-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,elen-res:
+  syst_elen-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,flavcomp-jes:
+  syst_flavcomp-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP2-jes:
+  syst_detNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP3-jes:
+  syst_detNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jetvxfrac:
+  syst_jetvxfrac:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,ltrig-eff:
+  syst_ltrig-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,btag-jes:
+  syst_btag-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mup-scale:
+  syst_mup-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,singlephpt-jes:
+  syst_singlephpt-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,etmsoft-res:
+  syst_etmsoft-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP1-jes:
+  syst_detNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltpar-ejet-fake:
+  syst_laltpar-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP1-jes:
+  syst_statNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,muid-res:
+  syst_muid-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pdf:
+  syst_pdf:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,isr-fsr:
+  syst_isr-fsr:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,zjet-xsec:
+  syst_zjet-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,ps-model:
+  syst_ps-model:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,flavres-jes:
+  syst_flavres-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltfakecr-mujet-fake:
+  syst_laltfakecr-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mums-res:
+  syst_mums-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mod-NP2-jes:
+  syst_mod-NP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lid-eff:
+  syst_lid-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mixNP2-jes:
+  syst_mixNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mixNP1-jes:
+  syst_mixNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,btag-eff:
+  syst_btag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffrho-jes:
+  syst_pileoffrho-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,modNP4-jes:
+  syst_modNP4-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mcstat:
+  syst_mcstat:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,modNP3-jes:
+  syst_modNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mod-NP1-jes:
+  syst_mod-NP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
@@ -345,61 +345,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: -1.391867233734582e-10
-  sys,singletop-xsec: 3.1743785749517576e-06
-  sys,wjet-scale: 4.531221273738544e-06
-  sys,laltrealcr-mujet-fake: 1.2884699999999999e-05
-  sys,eta-jes: 2.7345151384532924e-05
-  sys,statNP3-jes: 2.4502875014763734e-05
-  sys,laltrealcr-ejet-fake: 3.00643e-07
-  sys,pileoffmu-jes: 3.37163327748033e-06
-  sys,lstat-ejet-fake: 7.81093426409895e-06
-  sys,lstat-mujet-fake: 1.078652826946998e-06
-  sys,etmsoft-scale: 3.4210570265920374e-06
-  sys,hardscat-model: 0.00010324939599999999
-  sys,statNP2-jes: 3.9821737486763124e-06
-  sys,elen-scale: 8.370841634389981e-06
-  sys,punch-jes: 4.878068690875519e-07
-  sys,pileoffnpv-jes: 8.515823920896557e-06
-  sys,lrec-eff: 9.019290000000001e-07
-  sys,pileoffpt-jes: 1.6131623817399012e-06
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 3.50047524291956e-06
-  sys,laltfakecr-ejet-fake: 3.3070730000000004e-06
-  sys,laltpar-mujet-fake: 3.650665e-06
-  sys,jetrec-eff: 1.9327049999999997e-06
-  sys,c/tautag-eff: 5.153880000000001e-07
-  sys,dibos-xsec: 8.5898e-08
-  sys,elen-res: 6.681296411939826e-07
-  sys,flavcomp-jes: 1.7990799870309177e-05
-  sys,detNP2-jes: 2.873092286974959e-07
-  sys,detNP3-jes: 4.4577565532925586e-06
-  sys,jetvxfrac: 1.4840355604223035e-05
-  sys,ltrig-eff: 4.5198593845467135e-07
-  sys,btag-jes: 4.697189403007193e-05
-  sys,mup-scale: 7.448277940240616e-07
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 3.087178780572442e-06
-  sys,detNP1-jes: 4.011602138768535e-05
-  sys,laltpar-ejet-fake: 1.2455210000000001e-06
-  sys,statNP1-jes: 9.201516287324606e-07
-  sys,muid-res: 8.5898e-08
-  sys,pdf: 1.9670642000000003e-05
-  sys,isr-fsr: 4.63820715587209e-05
-  sys,zjet-xsec: 1.0307760000000001e-06
-  sys,ps-model: 1.8425121e-05
-  sys,flavres-jes: 2.581891378811732e-05
-  sys,laltfakecr-mujet-fake: 2.7057870000000003e-06
-  sys,mums-res: 8.5898e-08
-  sys,mod-NP2-jes: 2.442718475404964e-06
-  sys,lid-eff: 1.653815366095245e-06
-  sys,mixNP2-jes: 1.3976583919037582e-06
-  sys,mixNP1-jes: 3.3457491533291156e-05
-  sys,btag-eff: 2.277107214298659e-06
-  sys,pileoffrho-jes: 4.03717116090021e-05
-  sys,modNP4-jes: 5.7945746033555165e-06
-  sys,mcstat: 5.712217000000001e-06
-  sys,modNP3-jes: 2.237939648845145e-05
-  sys,mod-NP1-jes: 7.102940107926915e-05
+  syst_singletop-xsec: 3.1743785749517576e-06
+  syst_wjet-scale: 4.531221273738544e-06
+  syst_laltrealcr-mujet-fake: 1.2884699999999999e-05
+  syst_eta-jes: 2.7345151384532924e-05
+  syst_statNP3-jes: 2.4502875014763734e-05
+  syst_laltrealcr-ejet-fake: 3.00643e-07
+  syst_pileoffmu-jes: 3.37163327748033e-06
+  syst_lstat-ejet-fake: 7.81093426409895e-06
+  syst_lstat-mujet-fake: 1.078652826946998e-06
+  syst_etmsoft-scale: 3.4210570265920374e-06
+  syst_hardscat-model: 0.00010324939599999999
+  syst_statNP2-jes: 3.9821737486763124e-06
+  syst_elen-scale: 8.370841634389981e-06
+  syst_punch-jes: 4.878068690875519e-07
+  syst_pileoffnpv-jes: 8.515823920896557e-06
+  syst_lrec-eff: 9.019290000000001e-07
+  syst_pileoffpt-jes: 1.6131623817399012e-06
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 3.50047524291956e-06
+  syst_laltfakecr-ejet-fake: 3.3070730000000004e-06
+  syst_laltpar-mujet-fake: 3.650665e-06
+  syst_jetrec-eff: 1.9327049999999997e-06
+  syst_c/tautag-eff: 5.153880000000001e-07
+  syst_dibos-xsec: 8.5898e-08
+  syst_elen-res: 6.681296411939826e-07
+  syst_flavcomp-jes: 1.7990799870309177e-05
+  syst_detNP2-jes: 2.873092286974959e-07
+  syst_detNP3-jes: 4.4577565532925586e-06
+  syst_jetvxfrac: 1.4840355604223035e-05
+  syst_ltrig-eff: 4.5198593845467135e-07
+  syst_btag-jes: 4.697189403007193e-05
+  syst_mup-scale: 7.448277940240616e-07
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 3.087178780572442e-06
+  syst_detNP1-jes: 4.011602138768535e-05
+  syst_laltpar-ejet-fake: 1.2455210000000001e-06
+  syst_statNP1-jes: 9.201516287324606e-07
+  syst_muid-res: 8.5898e-08
+  syst_pdf: 1.9670642000000003e-05
+  syst_isr-fsr: 4.63820715587209e-05
+  syst_zjet-xsec: 1.0307760000000001e-06
+  syst_ps-model: 1.8425121e-05
+  syst_flavres-jes: 2.581891378811732e-05
+  syst_laltfakecr-mujet-fake: 2.7057870000000003e-06
+  syst_mums-res: 8.5898e-08
+  syst_mod-NP2-jes: 2.442718475404964e-06
+  syst_lid-eff: 1.653815366095245e-06
+  syst_mixNP2-jes: 1.3976583919037582e-06
+  syst_mixNP1-jes: 3.3457491533291156e-05
+  syst_btag-eff: 2.277107214298659e-06
+  syst_pileoffrho-jes: 4.03717116090021e-05
+  syst_modNP4-jes: 5.7945746033555165e-06
+  syst_mcstat: 5.712217000000001e-06
+  syst_modNP3-jes: 2.237939648845145e-05
+  syst_mod-NP1-jes: 7.102940107926915e-05
 - ArtUnc_1: -2.249418640781195e-07
   ArtUnc_2: 6.58062560816945e-08
   ArtUnc_3: 1.1291627037546456e-07
@@ -425,61 +425,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: -2.166339986260926e-10
-  sys,singletop-xsec: 2.456952303829714e-06
-  sys,wjet-scale: 5.5296417921977936e-06
-  sys,laltrealcr-mujet-fake: 7.6530818e-06
-  sys,eta-jes: 1.0412488413852888e-05
-  sys,statNP3-jes: 6.139573406258221e-06
-  sys,laltrealcr-ejet-fake: 4.20499e-07
-  sys,pileoffmu-jes: 1.3798199108645546e-06
-  sys,lstat-ejet-fake: 5.353193399109504e-06
-  sys,lstat-mujet-fake: 8.011581957850958e-07
-  sys,etmsoft-scale: 9.97522543180417e-07
-  sys,hardscat-model: 0.0001174033208
-  sys,statNP2-jes: 1.8352023574926411e-06
-  sys,elen-scale: 2.841636915679617e-06
-  sys,punch-jes: 4.917321850447328e-07
-  sys,pileoffnpv-jes: 1.350842811318297e-06
-  sys,lrec-eff: 5.466486999999999e-07
-  sys,pileoffpt-jes: 4.663559510408653e-07
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 3.4901417e-06
-  sys,laltfakecr-ejet-fake: 2.3127445e-06
-  sys,laltpar-mujet-fake: 2.7332434999999998e-06
-  sys,jetrec-eff: 8.40998e-07
-  sys,c/tautag-eff: 1.535109335995592e-06
-  sys,dibos-xsec: 3.363992e-07
-  sys,elen-res: 4.881230927018793e-07
-  sys,flavcomp-jes: 6.623626783064406e-06
-  sys,detNP2-jes: 2.293454898021159e-06
-  sys,detNP3-jes: 1.4717465000000001e-06
-  sys,jetvxfrac: 8.820561668880842e-06
-  sys,ltrig-eff: 1.2614969999999997e-07
-  sys,btag-jes: 9.99680547598845e-06
-  sys,mup-scale: 1.0924884487978577e-07
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 1.2017372936776439e-06
-  sys,detNP1-jes: 1.6002224665989904e-05
-  sys,laltpar-ejet-fake: 1.9763452999999996e-06
-  sys,statNP1-jes: 6.269948899567869e-06
-  sys,muid-res: 2.5229939999999994e-07
-  sys,pdf: 5.8028862e-06
-  sys,isr-fsr: 3.873379582151344e-05
-  sys,zjet-xsec: 4.499339299999999e-06
-  sys,ps-model: 0.0001406989654
-  sys,flavres-jes: 2.595793833975573e-06
-  sys,laltfakecr-mujet-fake: 2.102495e-07
-  sys,mums-res: 2.102495e-07
-  sys,mod-NP2-jes: 2.399793355929333e-06
-  sys,lid-eff: 7.568981999999999e-07
-  sys,mixNP2-jes: 2.1898270187636097e-06
-  sys,mixNP1-jes: 1.1042943437199937e-05
-  sys,btag-eff: 5.385343021975853e-06
-  sys,pileoffrho-jes: 1.995488183553719e-06
-  sys,modNP4-jes: 2.7390596057611506e-06
-  sys,mcstat: 3.0696426999999997e-06
-  sys,modNP3-jes: 7.2785206691188025e-06
-  sys,mod-NP1-jes: 5.460135392381411e-06
+  syst_singletop-xsec: 2.456952303829714e-06
+  syst_wjet-scale: 5.5296417921977936e-06
+  syst_laltrealcr-mujet-fake: 7.6530818e-06
+  syst_eta-jes: 1.0412488413852888e-05
+  syst_statNP3-jes: 6.139573406258221e-06
+  syst_laltrealcr-ejet-fake: 4.20499e-07
+  syst_pileoffmu-jes: 1.3798199108645546e-06
+  syst_lstat-ejet-fake: 5.353193399109504e-06
+  syst_lstat-mujet-fake: 8.011581957850958e-07
+  syst_etmsoft-scale: 9.97522543180417e-07
+  syst_hardscat-model: 0.0001174033208
+  syst_statNP2-jes: 1.8352023574926411e-06
+  syst_elen-scale: 2.841636915679617e-06
+  syst_punch-jes: 4.917321850447328e-07
+  syst_pileoffnpv-jes: 1.350842811318297e-06
+  syst_lrec-eff: 5.466486999999999e-07
+  syst_pileoffpt-jes: 4.663559510408653e-07
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 3.4901417e-06
+  syst_laltfakecr-ejet-fake: 2.3127445e-06
+  syst_laltpar-mujet-fake: 2.7332434999999998e-06
+  syst_jetrec-eff: 8.40998e-07
+  syst_c/tautag-eff: 1.535109335995592e-06
+  syst_dibos-xsec: 3.363992e-07
+  syst_elen-res: 4.881230927018793e-07
+  syst_flavcomp-jes: 6.623626783064406e-06
+  syst_detNP2-jes: 2.293454898021159e-06
+  syst_detNP3-jes: 1.4717465000000001e-06
+  syst_jetvxfrac: 8.820561668880842e-06
+  syst_ltrig-eff: 1.2614969999999997e-07
+  syst_btag-jes: 9.99680547598845e-06
+  syst_mup-scale: 1.0924884487978577e-07
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 1.2017372936776439e-06
+  syst_detNP1-jes: 1.6002224665989904e-05
+  syst_laltpar-ejet-fake: 1.9763452999999996e-06
+  syst_statNP1-jes: 6.269948899567869e-06
+  syst_muid-res: 2.5229939999999994e-07
+  syst_pdf: 5.8028862e-06
+  syst_isr-fsr: 3.873379582151344e-05
+  syst_zjet-xsec: 4.499339299999999e-06
+  syst_ps-model: 0.0001406989654
+  syst_flavres-jes: 2.595793833975573e-06
+  syst_laltfakecr-mujet-fake: 2.102495e-07
+  syst_mums-res: 2.102495e-07
+  syst_mod-NP2-jes: 2.399793355929333e-06
+  syst_lid-eff: 7.568981999999999e-07
+  syst_mixNP2-jes: 2.1898270187636097e-06
+  syst_mixNP1-jes: 1.1042943437199937e-05
+  syst_btag-eff: 5.385343021975853e-06
+  syst_pileoffrho-jes: 1.995488183553719e-06
+  syst_modNP4-jes: 2.7390596057611506e-06
+  syst_mcstat: 3.0696426999999997e-06
+  syst_modNP3-jes: 7.2785206691188025e-06
+  syst_mod-NP1-jes: 5.460135392381411e-06
 - ArtUnc_1: -1.3543726250249885e-07
   ArtUnc_2: 2.2551055394730445e-08
   ArtUnc_3: 7.979443498213276e-08
@@ -505,61 +505,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: -2.4880349196648454e-10
-  sys,singletop-xsec: 6.179390541356e-07
-  sys,wjet-scale: 1.7899350000000003e-06
-  sys,laltrealcr-mujet-fake: 1.176243e-06
-  sys,eta-jes: 5.6880857374659165e-06
-  sys,statNP3-jes: 7.148807113259714e-06
-  sys,laltrealcr-ejet-fake: 5.625509999999999e-07
-  sys,pileoffmu-jes: 9.82636088255305e-07
-  sys,lstat-ejet-fake: 1.5610052017863963e-06
-  sys,lstat-mujet-fake: 2.2144702587469984e-07
-  sys,etmsoft-scale: 1.115984624987588e-06
-  sys,hardscat-model: 4.41091125e-05
-  sys,statNP2-jes: 6.011787150512628e-07
-  sys,elen-scale: 1.693068357029922e-06
-  sys,punch-jes: 4.428940517493998e-08
-  sys,pileoffnpv-jes: 5.3022113506273665e-06
-  sys,lrec-eff: 5.1141e-08
-  sys,pileoffpt-jes: 5.654492726604659e-07
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 9.71679e-07
-  sys,laltfakecr-ejet-fake: 4.3469850000000006e-07
-  sys,laltpar-mujet-fake: 2.55705e-08
-  sys,jetrec-eff: 2.8127549999999997e-07
-  sys,c/tautag-eff: 1.035763080565574e-06
-  sys,dibos-xsec: 5.625509999999999e-07
-  sys,elen-res: 2.6573643104963986e-07
-  sys,flavcomp-jes: 1.1622657226474515e-05
-  sys,detNP2-jes: 1.3522781898232653e-06
-  sys,detNP3-jes: 1.037024860330594e-06
-  sys,jetvxfrac: 1.2104870523183014e-06
-  sys,ltrig-eff: 3.835575e-07
-  sys,btag-jes: 1.4789362460733128e-05
-  sys,mup-scale: 2.3013449999999998e-07
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 1.0186563190236194e-06
-  sys,detNP1-jes: 7.2510629842524255e-06
-  sys,laltpar-ejet-fake: 3.06846e-07
-  sys,statNP1-jes: 4.431449539765571e-06
-  sys,muid-res: 2.55705e-08
-  sys,pdf: 1.0483905e-06
-  sys,isr-fsr: 3.567883624105047e-05
-  sys,zjet-xsec: 2.6849025e-06
-  sys,ps-model: 1.3501224e-05
-  sys,flavres-jes: 9.792091015106742e-06
-  sys,laltfakecr-mujet-fake: 1.329666e-06
-  sys,mums-res: 0.0
-  sys,mod-NP2-jes: 5.32087637159754e-07
-  sys,lid-eff: 3.06846e-07
-  sys,mixNP2-jes: 1.9174039041365767e-06
-  sys,mixNP1-jes: 7.696805451358424e-06
-  sys,btag-eff: 3.632631303970374e-06
-  sys,pileoffrho-jes: 1.766310398168001e-05
-  sys,modNP4-jes: 7.307751853865096e-07
-  sys,mcstat: 2.8383255e-06
-  sys,modNP3-jes: 5.727906152880344e-06
-  sys,mod-NP1-jes: 2.92807654818672e-05
+  syst_singletop-xsec: 6.179390541356e-07
+  syst_wjet-scale: 1.7899350000000003e-06
+  syst_laltrealcr-mujet-fake: 1.176243e-06
+  syst_eta-jes: 5.6880857374659165e-06
+  syst_statNP3-jes: 7.148807113259714e-06
+  syst_laltrealcr-ejet-fake: 5.625509999999999e-07
+  syst_pileoffmu-jes: 9.82636088255305e-07
+  syst_lstat-ejet-fake: 1.5610052017863963e-06
+  syst_lstat-mujet-fake: 2.2144702587469984e-07
+  syst_etmsoft-scale: 1.115984624987588e-06
+  syst_hardscat-model: 4.41091125e-05
+  syst_statNP2-jes: 6.011787150512628e-07
+  syst_elen-scale: 1.693068357029922e-06
+  syst_punch-jes: 4.428940517493998e-08
+  syst_pileoffnpv-jes: 5.3022113506273665e-06
+  syst_lrec-eff: 5.1141e-08
+  syst_pileoffpt-jes: 5.654492726604659e-07
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 9.71679e-07
+  syst_laltfakecr-ejet-fake: 4.3469850000000006e-07
+  syst_laltpar-mujet-fake: 2.55705e-08
+  syst_jetrec-eff: 2.8127549999999997e-07
+  syst_c/tautag-eff: 1.035763080565574e-06
+  syst_dibos-xsec: 5.625509999999999e-07
+  syst_elen-res: 2.6573643104963986e-07
+  syst_flavcomp-jes: 1.1622657226474515e-05
+  syst_detNP2-jes: 1.3522781898232653e-06
+  syst_detNP3-jes: 1.037024860330594e-06
+  syst_jetvxfrac: 1.2104870523183014e-06
+  syst_ltrig-eff: 3.835575e-07
+  syst_btag-jes: 1.4789362460733128e-05
+  syst_mup-scale: 2.3013449999999998e-07
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 1.0186563190236194e-06
+  syst_detNP1-jes: 7.2510629842524255e-06
+  syst_laltpar-ejet-fake: 3.06846e-07
+  syst_statNP1-jes: 4.431449539765571e-06
+  syst_muid-res: 2.55705e-08
+  syst_pdf: 1.0483905e-06
+  syst_isr-fsr: 3.567883624105047e-05
+  syst_zjet-xsec: 2.6849025e-06
+  syst_ps-model: 1.3501224e-05
+  syst_flavres-jes: 9.792091015106742e-06
+  syst_laltfakecr-mujet-fake: 1.329666e-06
+  syst_mums-res: 0.0
+  syst_mod-NP2-jes: 5.32087637159754e-07
+  syst_lid-eff: 3.06846e-07
+  syst_mixNP2-jes: 1.9174039041365767e-06
+  syst_mixNP1-jes: 7.696805451358424e-06
+  syst_btag-eff: 3.632631303970374e-06
+  syst_pileoffrho-jes: 1.766310398168001e-05
+  syst_modNP4-jes: 7.307751853865096e-07
+  syst_mcstat: 2.8383255e-06
+  syst_modNP3-jes: 5.727906152880344e-06
+  syst_mod-NP1-jes: 2.92807654818672e-05
 - ArtUnc_1: 2.4369672756894332e-08
   ArtUnc_2: 2.861213571368313e-08
   ArtUnc_3: -9.591817581806466e-09
@@ -585,61 +585,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: -3.3825933354841384e-10
-  sys,singletop-xsec: 5.069814483720681e-07
-  sys,wjet-scale: 1.2206841648843775e-06
-  sys,laltrealcr-mujet-fake: 3.4178158000000007e-06
-  sys,eta-jes: 7.114710150070321e-06
-  sys,statNP3-jes: 6.195679140252326e-06
-  sys,laltrealcr-ejet-fake: 1.583544e-07
-  sys,pileoffmu-jes: 1.0855228129117647e-06
-  sys,lstat-ejet-fake: 9.640228287248546e-07
-  sys,lstat-mujet-fake: 1.337641715995356e-07
-  sys,etmsoft-scale: 8.750135436260802e-07
-  sys,hardscat-model: 5.885505200000001e-06
-  sys,statNP2-jes: 1.1124013073934425e-06
-  sys,elen-scale: 2.0514043618548345e-06
-  sys,punch-jes: 8.753368811697586e-08
-  sys,pileoffnpv-jes: 1.8583112617417003e-06
-  sys,lrec-eff: 2.375316e-07
-  sys,pileoffpt-jes: 3.045864773966665e-07
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 8.116199413166917e-07
-  sys,laltfakecr-ejet-fake: 1.1348732000000001e-06
-  sys,laltpar-mujet-fake: 1.2008542e-06
-  sys,jetrec-eff: 5.542404e-07
-  sys,c/tautag-eff: 6.0111551798552e-08
-  sys,dibos-xsec: 2.6392400000000004e-08
-  sys,elen-res: 2.8078772526182484e-07
-  sys,flavcomp-jes: 3.696326052456406e-06
-  sys,detNP2-jes: 2.8016685612118726e-07
-  sys,detNP3-jes: 1.0703574401669567e-06
-  sys,jetvxfrac: 4.345874515555583e-06
-  sys,ltrig-eff: 1.652162131979486e-07
-  sys,btag-jes: 1.1255645007949649e-05
-  sys,mup-scale: 1.257106887676223e-07
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 1.1085397100417605e-06
-  sys,detNP1-jes: 1.014830679613377e-05
-  sys,laltpar-ejet-fake: 5.014556e-07
-  sys,statNP1-jes: 6.158540853889987e-07
-  sys,muid-res: 1.0556960000000002e-07
-  sys,pdf: 3.496993e-06
-  sys,isr-fsr: 7.1883657486213126e-06
-  sys,zjet-xsec: 3.0351260000000006e-07
-  sys,ps-model: 2.2367559000000004e-05
-  sys,flavres-jes: 6.0287536912292135e-06
-  sys,laltfakecr-mujet-fake: 6.993986e-07
-  sys,mums-res: 3.95886e-08
-  sys,mod-NP2-jes: 6.928633361980342e-07
-  sys,lid-eff: 4.6855802177022863e-07
-  sys,mixNP2-jes: 2.285648886684042e-07
-  sys,mixNP1-jes: 8.366578125663118e-06
-  sys,btag-eff: 4.711985891436859e-08
-  sys,pileoffrho-jes: 9.181426257542008e-06
-  sys,modNP4-jes: 1.4666791214909007e-06
-  sys,mcstat: 2.045411e-06
-  sys,modNP3-jes: 5.906958007327018e-06
-  sys,mod-NP1-jes: 1.5805096783102236e-05
+  syst_singletop-xsec: 5.069814483720681e-07
+  syst_wjet-scale: 1.2206841648843775e-06
+  syst_laltrealcr-mujet-fake: 3.4178158000000007e-06
+  syst_eta-jes: 7.114710150070321e-06
+  syst_statNP3-jes: 6.195679140252326e-06
+  syst_laltrealcr-ejet-fake: 1.583544e-07
+  syst_pileoffmu-jes: 1.0855228129117647e-06
+  syst_lstat-ejet-fake: 9.640228287248546e-07
+  syst_lstat-mujet-fake: 1.337641715995356e-07
+  syst_etmsoft-scale: 8.750135436260802e-07
+  syst_hardscat-model: 5.885505200000001e-06
+  syst_statNP2-jes: 1.1124013073934425e-06
+  syst_elen-scale: 2.0514043618548345e-06
+  syst_punch-jes: 8.753368811697586e-08
+  syst_pileoffnpv-jes: 1.8583112617417003e-06
+  syst_lrec-eff: 2.375316e-07
+  syst_pileoffpt-jes: 3.045864773966665e-07
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 8.116199413166917e-07
+  syst_laltfakecr-ejet-fake: 1.1348732000000001e-06
+  syst_laltpar-mujet-fake: 1.2008542e-06
+  syst_jetrec-eff: 5.542404e-07
+  syst_c/tautag-eff: 6.0111551798552e-08
+  syst_dibos-xsec: 2.6392400000000004e-08
+  syst_elen-res: 2.8078772526182484e-07
+  syst_flavcomp-jes: 3.696326052456406e-06
+  syst_detNP2-jes: 2.8016685612118726e-07
+  syst_detNP3-jes: 1.0703574401669567e-06
+  syst_jetvxfrac: 4.345874515555583e-06
+  syst_ltrig-eff: 1.652162131979486e-07
+  syst_btag-jes: 1.1255645007949649e-05
+  syst_mup-scale: 1.257106887676223e-07
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 1.1085397100417605e-06
+  syst_detNP1-jes: 1.014830679613377e-05
+  syst_laltpar-ejet-fake: 5.014556e-07
+  syst_statNP1-jes: 6.158540853889987e-07
+  syst_muid-res: 1.0556960000000002e-07
+  syst_pdf: 3.496993e-06
+  syst_isr-fsr: 7.1883657486213126e-06
+  syst_zjet-xsec: 3.0351260000000006e-07
+  syst_ps-model: 2.2367559000000004e-05
+  syst_flavres-jes: 6.0287536912292135e-06
+  syst_laltfakecr-mujet-fake: 6.993986e-07
+  syst_mums-res: 3.95886e-08
+  syst_mod-NP2-jes: 6.928633361980342e-07
+  syst_lid-eff: 4.6855802177022863e-07
+  syst_mixNP2-jes: 2.285648886684042e-07
+  syst_mixNP1-jes: 8.366578125663118e-06
+  syst_btag-eff: 4.711985891436859e-08
+  syst_pileoffrho-jes: 9.181426257542008e-06
+  syst_modNP4-jes: 1.4666791214909007e-06
+  syst_mcstat: 2.045411e-06
+  syst_modNP3-jes: 5.906958007327018e-06
+  syst_mod-NP1-jes: 1.5805096783102236e-05
 - ArtUnc_1: 8.110562962572771e-08
   ArtUnc_2: -4.910414281981282e-09
   ArtUnc_3: -4.0798754361998537e-08
@@ -665,61 +665,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: -5.55223147075849e-10
-  sys,singletop-xsec: 9.199410832139046e-07
-  sys,wjet-scale: 1.670686016055413e-06
-  sys,laltrealcr-mujet-fake: 2.79271944e-06
-  sys,eta-jes: 4.211250890927899e-06
-  sys,statNP3-jes: 2.7845428535095734e-06
-  sys,laltrealcr-ejet-fake: 1.662333e-07
-  sys,pileoffmu-jes: 4.087953667786761e-07
-  sys,lstat-ejet-fake: 1.6027798364047732e-06
-  sys,lstat-mujet-fake: 2.543333273336915e-07
-  sys,etmsoft-scale: 3.6016149386159326e-07
-  sys,hardscat-model: 1.0943692250000002e-05
-  sys,statNP2-jes: 7.009613657247369e-07
-  sys,elen-scale: 1.119948668560893e-06
-  sys,punch-jes: 1.1894041340011426e-07
-  sys,pileoffnpv-jes: 5.203040328337132e-07
-  sys,lrec-eff: 2.0502107e-07
-  sys,pileoffpt-jes: 2.1417662488693163e-07
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 1.2218210374214902e-06
-  sys,laltfakecr-ejet-fake: 5.984398800000001e-07
-  sys,laltpar-mujet-fake: 9.5861203e-07
-  sys,jetrec-eff: 3.5463104e-07
-  sys,c/tautag-eff: 4.932210457333793e-07
-  sys,dibos-xsec: 1.7177441000000002e-07
-  sys,elen-res: 1.151698086039358e-07
-  sys,flavcomp-jes: 1.5483883098343e-06
-  sys,detNP2-jes: 7.148461430505451e-07
-  sys,detNP3-jes: 6.255321750390482e-07
-  sys,jetvxfrac: 3.303183668997555e-06
-  sys,ltrig-eff: 2.7705550000000002e-08
-  sys,btag-jes: 4.8235378463581526e-06
-  sys,mup-scale: 6.384311027245834e-08
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 4.606792344157432e-07
-  sys,detNP1-jes: 6.467436802190622e-06
-  sys,laltpar-ejet-fake: 3.0476105000000003e-07
-  sys,statNP1-jes: 2.0664161761826284e-06
-  sys,muid-res: 3.3246660000000004e-08
-  sys,pdf: 2.7428494500000003e-06
-  sys,isr-fsr: 1.538797349333178e-05
-  sys,zjet-xsec: 1.13592755e-06
-  sys,ps-model: 2.5167721620000003e-05
-  sys,flavres-jes: 1.5972123421737275e-06
-  sys,laltfakecr-mujet-fake: 9.973998e-08
-  sys,mums-res: 3.878777e-08
-  sys,mod-NP2-jes: 7.929984719767374e-07
-  sys,lid-eff: 2.9093466004154897e-07
-  sys,mixNP2-jes: 5.995355549930186e-07
-  sys,mixNP1-jes: 4.698920088582462e-06
-  sys,btag-eff: 2.017938065912141e-06
-  sys,pileoffrho-jes: 1.6038809658105564e-06
-  sys,modNP4-jes: 1.114755105841271e-06
-  sys,mcstat: 1.20242087e-06
-  sys,modNP3-jes: 3.0562260820316015e-06
-  sys,mod-NP1-jes: 3.6027954627442204e-06
+  syst_singletop-xsec: 9.199410832139046e-07
+  syst_wjet-scale: 1.670686016055413e-06
+  syst_laltrealcr-mujet-fake: 2.79271944e-06
+  syst_eta-jes: 4.211250890927899e-06
+  syst_statNP3-jes: 2.7845428535095734e-06
+  syst_laltrealcr-ejet-fake: 1.662333e-07
+  syst_pileoffmu-jes: 4.087953667786761e-07
+  syst_lstat-ejet-fake: 1.6027798364047732e-06
+  syst_lstat-mujet-fake: 2.543333273336915e-07
+  syst_etmsoft-scale: 3.6016149386159326e-07
+  syst_hardscat-model: 1.0943692250000002e-05
+  syst_statNP2-jes: 7.009613657247369e-07
+  syst_elen-scale: 1.119948668560893e-06
+  syst_punch-jes: 1.1894041340011426e-07
+  syst_pileoffnpv-jes: 5.203040328337132e-07
+  syst_lrec-eff: 2.0502107e-07
+  syst_pileoffpt-jes: 2.1417662488693163e-07
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 1.2218210374214902e-06
+  syst_laltfakecr-ejet-fake: 5.984398800000001e-07
+  syst_laltpar-mujet-fake: 9.5861203e-07
+  syst_jetrec-eff: 3.5463104e-07
+  syst_c/tautag-eff: 4.932210457333793e-07
+  syst_dibos-xsec: 1.7177441000000002e-07
+  syst_elen-res: 1.151698086039358e-07
+  syst_flavcomp-jes: 1.5483883098343e-06
+  syst_detNP2-jes: 7.148461430505451e-07
+  syst_detNP3-jes: 6.255321750390482e-07
+  syst_jetvxfrac: 3.303183668997555e-06
+  syst_ltrig-eff: 2.7705550000000002e-08
+  syst_btag-jes: 4.8235378463581526e-06
+  syst_mup-scale: 6.384311027245834e-08
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 4.606792344157432e-07
+  syst_detNP1-jes: 6.467436802190622e-06
+  syst_laltpar-ejet-fake: 3.0476105000000003e-07
+  syst_statNP1-jes: 2.0664161761826284e-06
+  syst_muid-res: 3.3246660000000004e-08
+  syst_pdf: 2.7428494500000003e-06
+  syst_isr-fsr: 1.538797349333178e-05
+  syst_zjet-xsec: 1.13592755e-06
+  syst_ps-model: 2.5167721620000003e-05
+  syst_flavres-jes: 1.5972123421737275e-06
+  syst_laltfakecr-mujet-fake: 9.973998e-08
+  syst_mums-res: 3.878777e-08
+  syst_mod-NP2-jes: 7.929984719767374e-07
+  syst_lid-eff: 2.9093466004154897e-07
+  syst_mixNP2-jes: 5.995355549930186e-07
+  syst_mixNP1-jes: 4.698920088582462e-06
+  syst_btag-eff: 2.017938065912141e-06
+  syst_pileoffrho-jes: 1.6038809658105564e-06
+  syst_modNP4-jes: 1.114755105841271e-06
+  syst_mcstat: 1.20242087e-06
+  syst_modNP3-jes: 3.0562260820316015e-06
+  syst_mod-NP1-jes: 3.6027954627442204e-06
 - ArtUnc_1: 3.16576191151217e-08
   ArtUnc_2: -1.4652075299943979e-08
   ArtUnc_3: -3.267382665125685e-08
@@ -745,61 +745,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: -1.1901120822901483e-09
-  sys,singletop-xsec: 5.447338649155137e-07
-  sys,wjet-scale: 1.0398893287434434e-06
-  sys,laltrealcr-mujet-fake: 1.12509096e-06
-  sys,eta-jes: 1.4577136282684484e-06
-  sys,statNP3-jes: 6.854781588846228e-07
-  sys,laltrealcr-ejet-fake: 1.1777430000000001e-07
-  sys,pileoffmu-jes: 1.392973129001231e-07
-  sys,lstat-ejet-fake: 1.6139293592222392e-06
-  sys,lstat-mujet-fake: 2.3518970587922594e-07
-  sys,etmsoft-scale: 8.982523960839235e-08
-  sys,hardscat-model: 1.043618856e-05
-  sys,statNP2-jes: 2.5767597397198266e-07
-  sys,elen-scale: 4.884650989883968e-07
-  sys,punch-jes: 9.014792613688459e-08
-  sys,pileoffnpv-jes: 4.1478801656554005e-07
-  sys,lrec-eff: 8.729154e-08
-  sys,pileoffpt-jes: 9.894050254422402e-08
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 6.893323164137282e-07
-  sys,laltfakecr-ejet-fake: 2.5217556e-07
-  sys,laltpar-mujet-fake: 4.2121632e-07
-  sys,jetrec-eff: 1.0391849999999999e-07
-  sys,c/tautag-eff: 3.776023280205082e-07
-  sys,dibos-xsec: 1.4410032e-07
-  sys,elen-res: 4.6178494165101356e-08
-  sys,flavcomp-jes: 1.393915516883457e-06
-  sys,detNP2-jes: 3.5966611704271554e-07
-  sys,detNP3-jes: 2.0912161934925715e-07
-  sys,jetvxfrac: 1.3172375741229407e-06
-  sys,ltrig-eff: 5.7509916261746544e-08
-  sys,btag-jes: 1.055229019032271e-06
-  sys,mup-scale: 3.138269879046734e-08
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 4.1492279871883397e-08
-  sys,detNP1-jes: 2.3825936482361216e-06
-  sys,laltpar-ejet-fake: 3.6994986e-07
-  sys,statNP1-jes: 1.1111977988139539e-06
-  sys,muid-res: 8.31348e-09
-  sys,pdf: 1.69317876e-06
-  sys,isr-fsr: 8.883929672886813e-06
-  sys,zjet-xsec: 8.964702599999999e-07
-  sys,ps-model: 1.15488093e-05
-  sys,flavres-jes: 6.930670605989582e-08
-  sys,laltfakecr-mujet-fake: 9.283386e-08
-  sys,mums-res: 1.1084639999999999e-08
-  sys,mod-NP2-jes: 3.8347475389449915e-07
-  sys,lid-eff: 9.839569327600268e-08
-  sys,mixNP2-jes: 4.213097451326456e-07
-  sys,mixNP1-jes: 1.4860736299476734e-06
-  sys,btag-eff: 1.3597637665432627e-06
-  sys,pileoffrho-jes: 4.3834066625254057e-07
-  sys,modNP4-jes: 4.2582414980957053e-07
-  sys,mcstat: 4.9465206e-07
-  sys,modNP3-jes: 8.59239483086014e-07
-  sys,mod-NP1-jes: 1.4707231714172012e-07
+  syst_singletop-xsec: 5.447338649155137e-07
+  syst_wjet-scale: 1.0398893287434434e-06
+  syst_laltrealcr-mujet-fake: 1.12509096e-06
+  syst_eta-jes: 1.4577136282684484e-06
+  syst_statNP3-jes: 6.854781588846228e-07
+  syst_laltrealcr-ejet-fake: 1.1777430000000001e-07
+  syst_pileoffmu-jes: 1.392973129001231e-07
+  syst_lstat-ejet-fake: 1.6139293592222392e-06
+  syst_lstat-mujet-fake: 2.3518970587922594e-07
+  syst_etmsoft-scale: 8.982523960839235e-08
+  syst_hardscat-model: 1.043618856e-05
+  syst_statNP2-jes: 2.5767597397198266e-07
+  syst_elen-scale: 4.884650989883968e-07
+  syst_punch-jes: 9.014792613688459e-08
+  syst_pileoffnpv-jes: 4.1478801656554005e-07
+  syst_lrec-eff: 8.729154e-08
+  syst_pileoffpt-jes: 9.894050254422402e-08
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 6.893323164137282e-07
+  syst_laltfakecr-ejet-fake: 2.5217556e-07
+  syst_laltpar-mujet-fake: 4.2121632e-07
+  syst_jetrec-eff: 1.0391849999999999e-07
+  syst_c/tautag-eff: 3.776023280205082e-07
+  syst_dibos-xsec: 1.4410032e-07
+  syst_elen-res: 4.6178494165101356e-08
+  syst_flavcomp-jes: 1.393915516883457e-06
+  syst_detNP2-jes: 3.5966611704271554e-07
+  syst_detNP3-jes: 2.0912161934925715e-07
+  syst_jetvxfrac: 1.3172375741229407e-06
+  syst_ltrig-eff: 5.7509916261746544e-08
+  syst_btag-jes: 1.055229019032271e-06
+  syst_mup-scale: 3.138269879046734e-08
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 4.1492279871883397e-08
+  syst_detNP1-jes: 2.3825936482361216e-06
+  syst_laltpar-ejet-fake: 3.6994986e-07
+  syst_statNP1-jes: 1.1111977988139539e-06
+  syst_muid-res: 8.31348e-09
+  syst_pdf: 1.69317876e-06
+  syst_isr-fsr: 8.883929672886813e-06
+  syst_zjet-xsec: 8.964702599999999e-07
+  syst_ps-model: 1.15488093e-05
+  syst_flavres-jes: 6.930670605989582e-08
+  syst_laltfakecr-mujet-fake: 9.283386e-08
+  syst_mums-res: 1.1084639999999999e-08
+  syst_mod-NP2-jes: 3.8347475389449915e-07
+  syst_lid-eff: 9.839569327600268e-08
+  syst_mixNP2-jes: 4.213097451326456e-07
+  syst_mixNP1-jes: 1.4860736299476734e-06
+  syst_btag-eff: 1.3597637665432627e-06
+  syst_pileoffrho-jes: 4.3834066625254057e-07
+  syst_modNP4-jes: 4.2582414980957053e-07
+  syst_mcstat: 4.9465206e-07
+  syst_modNP3-jes: 8.59239483086014e-07
+  syst_mod-NP1-jes: 1.4707231714172012e-07
 - ArtUnc_1: 1.4686244725180736e-08
   ArtUnc_2: -9.726225897816575e-09
   ArtUnc_3: -1.1433168508008663e-08
@@ -825,58 +825,58 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: -1.7849675711024787e-09
-  sys,singletop-xsec: 1.478956903429531e-07
-  sys,wjet-scale: 3.053465985460292e-07
-  sys,laltrealcr-mujet-fake: 2.5355106e-07
-  sys,eta-jes: 2.422688429612099e-07
-  sys,statNP3-jes: 6.927227285809743e-08
-  sys,laltrealcr-ejet-fake: 3.6996750000000003e-08
-  sys,pileoffmu-jes: 3.4788119002741444e-08
-  sys,lstat-ejet-fake: 5.681782230056583e-07
-  sys,lstat-mujet-fake: 7.26242841435804e-08
-  sys,etmsoft-scale: 1.0550141970944043e-08
-  sys,hardscat-model: 4.786228440000001e-06
-  sys,statNP2-jes: 4.8822351695741535e-08
-  sys,elen-scale: 8.155728e-08
-  sys,punch-jes: 2.549288166557628e-08
-  sys,pileoffnpv-jes: 8.232685962582733e-08
-  sys,lrec-eff: 1.7594010000000002e-08
-  sys,pileoffpt-jes: 2.150201259859179e-08
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 1.5933538502330768e-07
-  sys,laltfakecr-ejet-fake: 9.915129e-08
-  sys,laltpar-mujet-fake: 5.9030370000000005e-08
-  sys,jetrec-eff: 1.7922870000000003e-08
-  sys,c/tautag-eff: 8.164355183273862e-08
-  sys,dibos-xsec: 3.041955e-08
-  sys,elen-res: 2.766140749618501e-09
-  sys,flavcomp-jes: 2.848429769756696e-07
-  sys,detNP2-jes: 7.586961278394072e-08
-  sys,detNP3-jes: 3.6413356702189656e-08
-  sys,jetvxfrac: 2.1004469955249314e-07
-  sys,ltrig-eff: 2.1132133928382034e-08
-  sys,btag-jes: 1.2077433869874546e-07
-  sys,mup-scale: 2.833735307910744e-09
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 1.9793677443054263e-08
-  sys,detNP1-jes: 4.4852226536568096e-07
-  sys,laltpar-ejet-fake: 8.698347000000002e-08
-  sys,statNP1-jes: 2.2494216314967367e-07
-  sys,muid-res: 5.919480000000001e-09
-  sys,pdf: 4.717496700000001e-07
-  sys,isr-fsr: 2.293724338808399e-06
-  sys,zjet-xsec: 3.2359824000000003e-07
-  sys,ps-model: 2.28853674e-06
-  sys,flavres-jes: 3.4591613190093856e-08
-  sys,laltfakecr-mujet-fake: 5.985252e-08
-  sys,mums-res: 1.0030230000000002e-08
-  sys,mod-NP2-jes: 1.0954108287504865e-07
-  sys,lid-eff: 1.4391852578895987e-08
-  sys,mixNP2-jes: 9.723264648490087e-08
-  sys,mixNP1-jes: 2.676181474028489e-07
-  sys,btag-eff: 3.016453000471986e-07
-  sys,pileoffrho-jes: 1.7133817059280657e-07
-  sys,modNP4-jes: 7.752499597510262e-08
-  sys,mcstat: 1.6870518000000005e-07
-  sys,modNP3-jes: 1.108900547248872e-07
-  sys,mod-NP1-jes: 1.761144899389363e-07
+  syst_singletop-xsec: 1.478956903429531e-07
+  syst_wjet-scale: 3.053465985460292e-07
+  syst_laltrealcr-mujet-fake: 2.5355106e-07
+  syst_eta-jes: 2.422688429612099e-07
+  syst_statNP3-jes: 6.927227285809743e-08
+  syst_laltrealcr-ejet-fake: 3.6996750000000003e-08
+  syst_pileoffmu-jes: 3.4788119002741444e-08
+  syst_lstat-ejet-fake: 5.681782230056583e-07
+  syst_lstat-mujet-fake: 7.26242841435804e-08
+  syst_etmsoft-scale: 1.0550141970944043e-08
+  syst_hardscat-model: 4.786228440000001e-06
+  syst_statNP2-jes: 4.8822351695741535e-08
+  syst_elen-scale: 8.155728e-08
+  syst_punch-jes: 2.549288166557628e-08
+  syst_pileoffnpv-jes: 8.232685962582733e-08
+  syst_lrec-eff: 1.7594010000000002e-08
+  syst_pileoffpt-jes: 2.150201259859179e-08
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 1.5933538502330768e-07
+  syst_laltfakecr-ejet-fake: 9.915129e-08
+  syst_laltpar-mujet-fake: 5.9030370000000005e-08
+  syst_jetrec-eff: 1.7922870000000003e-08
+  syst_c/tautag-eff: 8.164355183273862e-08
+  syst_dibos-xsec: 3.041955e-08
+  syst_elen-res: 2.766140749618501e-09
+  syst_flavcomp-jes: 2.848429769756696e-07
+  syst_detNP2-jes: 7.586961278394072e-08
+  syst_detNP3-jes: 3.6413356702189656e-08
+  syst_jetvxfrac: 2.1004469955249314e-07
+  syst_ltrig-eff: 2.1132133928382034e-08
+  syst_btag-jes: 1.2077433869874546e-07
+  syst_mup-scale: 2.833735307910744e-09
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 1.9793677443054263e-08
+  syst_detNP1-jes: 4.4852226536568096e-07
+  syst_laltpar-ejet-fake: 8.698347000000002e-08
+  syst_statNP1-jes: 2.2494216314967367e-07
+  syst_muid-res: 5.919480000000001e-09
+  syst_pdf: 4.717496700000001e-07
+  syst_isr-fsr: 2.293724338808399e-06
+  syst_zjet-xsec: 3.2359824000000003e-07
+  syst_ps-model: 2.28853674e-06
+  syst_flavres-jes: 3.4591613190093856e-08
+  syst_laltfakecr-mujet-fake: 5.985252e-08
+  syst_mums-res: 1.0030230000000002e-08
+  syst_mod-NP2-jes: 1.0954108287504865e-07
+  syst_lid-eff: 1.4391852578895987e-08
+  syst_mixNP2-jes: 9.723264648490087e-08
+  syst_mixNP1-jes: 2.676181474028489e-07
+  syst_btag-eff: 3.016453000471986e-07
+  syst_pileoffrho-jes: 1.7133817059280657e-07
+  syst_modNP4-jes: 7.752499597510262e-08
+  syst_mcstat: 1.6870518000000005e-07
+  syst_modNP3-jes: 1.108900547248872e-07
+  syst_mod-NP1-jes: 1.761144899389363e-07
diff --git a/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dpTt.yaml b/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dpTt.yaml
index 827b904233..a78f526daa 100644
--- a/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dpTt.yaml
+++ b/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dpTt.yaml
@@ -99,223 +99,223 @@ definitions:
     definition: artificial uncertainty 25
     treatment: ADD
     type: ATLAS8TEVTTB151104716unc25
-  sys,singletop-xsec:
+  syst_singletop-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,wjet-scale:
+  syst_wjet-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltrealcr-mujet-fake:
+  syst_laltrealcr-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,eta-jes:
+  syst_eta-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP3-jes:
+  syst_statNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltrealcr-ejet-fake:
+  syst_laltrealcr-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffmu-jes:
+  syst_pileoffmu-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lstat-ejet-fake:
+  syst_lstat-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lstat-mujet-fake:
+  syst_lstat-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,etmsoft-scale:
+  syst_etmsoft-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,hardscat-model:
+  syst_hardscat-model:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP2-jes:
+  syst_statNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,elen-scale:
+  syst_elen-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,punch-jes:
+  syst_punch-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffnpv-jes:
+  syst_pileoffnpv-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lrec-eff:
+  syst_lrec-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffpt-jes:
+  syst_pileoffpt-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jeten-res:
+  syst_jeten-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lighttag-eff:
+  syst_lighttag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltfakecr-ejet-fake:
+  syst_laltfakecr-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltpar-mujet-fake:
+  syst_laltpar-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jetrec-eff:
+  syst_jetrec-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,c/tautag-eff:
+  syst_c/tautag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,dibos-xsec:
+  syst_dibos-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,elen-res:
+  syst_elen-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,flavcomp-jes:
+  syst_flavcomp-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP2-jes:
+  syst_detNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP3-jes:
+  syst_detNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jetvxfrac:
+  syst_jetvxfrac:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,ltrig-eff:
+  syst_ltrig-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,btag-jes:
+  syst_btag-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mup-scale:
+  syst_mup-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,singlephpt-jes:
+  syst_singlephpt-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,etmsoft-res:
+  syst_etmsoft-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP1-jes:
+  syst_detNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltpar-ejet-fake:
+  syst_laltpar-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP1-jes:
+  syst_statNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,muid-res:
+  syst_muid-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pdf:
+  syst_pdf:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,isr-fsr:
+  syst_isr-fsr:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,zjet-xsec:
+  syst_zjet-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,ps-model:
+  syst_ps-model:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,flavres-jes:
+  syst_flavres-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltfakecr-mujet-fake:
+  syst_laltfakecr-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mums-res:
+  syst_mums-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mod-NP2-jes:
+  syst_mod-NP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lid-eff:
+  syst_lid-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mixNP2-jes:
+  syst_mixNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mixNP1-jes:
+  syst_mixNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,btag-eff:
+  syst_btag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffrho-jes:
+  syst_pileoffrho-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,modNP4-jes:
+  syst_modNP4-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mcstat:
+  syst_mcstat:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,modNP3-jes:
+  syst_modNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mod-NP1-jes:
+  syst_mod-NP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
@@ -349,61 +349,61 @@ bins:
   ArtUnc_23: 1.495347132432585e-05
   ArtUnc_24: -6.1240207398808746e-06
   ArtUnc_25: -5.608533743091472e-07
-  sys,singletop-xsec: 0.0027208277951652872
-  sys,wjet-scale: 0.005862784
-  sys,laltrealcr-mujet-fake: 0.0005216
-  sys,eta-jes: 0.001812918330047992
-  sys,statNP3-jes: 0.004038447368216651
-  sys,laltrealcr-ejet-fake: 0.000166912
-  sys,pileoffmu-jes: 0.0017669541635073613
-  sys,lstat-ejet-fake: 0.002610961007102174
-  sys,lstat-mujet-fake: 0.0003704094575034498
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 0.032985983999999996
-  sys,statNP2-jes: 0.0016410766173850628
-  sys,elen-scale: 0.0018553935944526701
-  sys,punch-jes: 0.000165849115813139
-  sys,pileoffnpv-jes: 0.0057075244325616335
-  sys,lrec-eff: 0.0023159039999999997
-  sys,pileoffpt-jes: 0.00040224120031642703
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.0059931885395979306
-  sys,laltfakecr-ejet-fake: 0.003672063999999999
-  sys,laltpar-mujet-fake: 0.00135616
-  sys,jetrec-eff: 0.0009180159999999998
-  sys,c/tautag-eff: 0.011626466340062572
-  sys,dibos-xsec: 0.0014709119999999998
-  sys,elen-res: 0.000500736
-  sys,flavcomp-jes: 0.02019186496023307
-  sys,detNP2-jes: 0.0023488685269567556
-  sys,detNP3-jes: 0.0004317638323342982
-  sys,jetvxfrac: 0.010764373328619181
-  sys,ltrig-eff: 0.013624192
-  sys,btag-jes: 0.0006261807456892938
-  sys,mup-scale: 0.0002685606915689636
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 0.004928421724084903
-  sys,laltpar-ejet-fake: 0.0014187520000000001
-  sys,statNP1-jes: 0.011472386571472913
-  sys,muid-res: 0.0
-  sys,pdf: 0.002336768
-  sys,isr-fsr: 0.05530095076995678
-  sys,zjet-xsec: 0.015564543999999998
-  sys,ps-model: 0.020467584
-  sys,flavres-jes: 0.009243640914365291
-  sys,laltfakecr-mujet-fake: 0.003640767999999999
-  sys,mums-res: 4.1728e-05
-  sys,mod-NP2-jes: 0.001218033726271978
-  sys,lid-eff: 0.013259071999999998
-  sys,mixNP2-jes: 0.00462488045906832
-  sys,mixNP1-jes: 0.002237238411742476
-  sys,btag-eff: 0.041809707861658725
-  sys,pileoffrho-jes: 0.015206638589744413
-  sys,modNP4-jes: 0.0007684886998466536
-  sys,mcstat: 0.00177344
-  sys,modNP3-jes: 0.005773230819844291
-  sys,mod-NP1-jes: 0.017619654176434678
+  syst_singletop-xsec: 0.0027208277951652872
+  syst_wjet-scale: 0.005862784
+  syst_laltrealcr-mujet-fake: 0.0005216
+  syst_eta-jes: 0.001812918330047992
+  syst_statNP3-jes: 0.004038447368216651
+  syst_laltrealcr-ejet-fake: 0.000166912
+  syst_pileoffmu-jes: 0.0017669541635073613
+  syst_lstat-ejet-fake: 0.002610961007102174
+  syst_lstat-mujet-fake: 0.0003704094575034498
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 0.032985983999999996
+  syst_statNP2-jes: 0.0016410766173850628
+  syst_elen-scale: 0.0018553935944526701
+  syst_punch-jes: 0.000165849115813139
+  syst_pileoffnpv-jes: 0.0057075244325616335
+  syst_lrec-eff: 0.0023159039999999997
+  syst_pileoffpt-jes: 0.00040224120031642703
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.0059931885395979306
+  syst_laltfakecr-ejet-fake: 0.003672063999999999
+  syst_laltpar-mujet-fake: 0.00135616
+  syst_jetrec-eff: 0.0009180159999999998
+  syst_c/tautag-eff: 0.011626466340062572
+  syst_dibos-xsec: 0.0014709119999999998
+  syst_elen-res: 0.000500736
+  syst_flavcomp-jes: 0.02019186496023307
+  syst_detNP2-jes: 0.0023488685269567556
+  syst_detNP3-jes: 0.0004317638323342982
+  syst_jetvxfrac: 0.010764373328619181
+  syst_ltrig-eff: 0.013624192
+  syst_btag-jes: 0.0006261807456892938
+  syst_mup-scale: 0.0002685606915689636
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 0.004928421724084903
+  syst_laltpar-ejet-fake: 0.0014187520000000001
+  syst_statNP1-jes: 0.011472386571472913
+  syst_muid-res: 0.0
+  syst_pdf: 0.002336768
+  syst_isr-fsr: 0.05530095076995678
+  syst_zjet-xsec: 0.015564543999999998
+  syst_ps-model: 0.020467584
+  syst_flavres-jes: 0.009243640914365291
+  syst_laltfakecr-mujet-fake: 0.003640767999999999
+  syst_mums-res: 4.1728e-05
+  syst_mod-NP2-jes: 0.001218033726271978
+  syst_lid-eff: 0.013259071999999998
+  syst_mixNP2-jes: 0.00462488045906832
+  syst_mixNP1-jes: 0.002237238411742476
+  syst_btag-eff: 0.041809707861658725
+  syst_pileoffrho-jes: 0.015206638589744413
+  syst_modNP4-jes: 0.0007684886998466536
+  syst_mcstat: 0.00177344
+  syst_modNP3-jes: 0.005773230819844291
+  syst_mod-NP1-jes: 0.017619654176434678
   lumi: 0.029209599999999995
 - ArtUnc_1: -0.002319650049081386
   ArtUnc_2: 0.003251116347488226
@@ -430,61 +430,61 @@ bins:
   ArtUnc_23: 1.1670911909300759e-05
   ArtUnc_24: -3.7760024053737695e-06
   ArtUnc_25: -3.937165408554248e-07
-  sys,singletop-xsec: 0.004530407301516207
-  sys,wjet-scale: 0.008193043200000001
-  sys,laltrealcr-mujet-fake: 0.0012577040000000003
-  sys,eta-jes: 0.004348136643994234
-  sys,statNP3-jes: 0.004276495559086632
-  sys,laltrealcr-ejet-fake: 0.00034137680000000006
-  sys,pileoffmu-jes: 0.0029960945754788715
-  sys,lstat-ejet-fake: 0.005310721074792416
-  sys,lstat-mujet-fake: 0.0006535221686647824
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 0.11499008000000002
-  sys,statNP2-jes: 0.0023647865946795966
-  sys,elen-scale: 0.002636835812302677
-  sys,punch-jes: 0.0002335736
-  sys,pileoffnpv-jes: 0.010179061031812561
-  sys,lrec-eff: 0.004096521600000001
-  sys,pileoffpt-jes: 0.00036766967580696675
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.009926886129951424
-  sys,laltfakecr-ejet-fake: 0.0066658312
-  sys,laltpar-mujet-fake: 0.0026771128
-  sys,jetrec-eff: 0.0013475400000000002
-  sys,c/tautag-eff: 0.019772907681598853
-  sys,dibos-xsec: 0.0023177688000000003
-  sys,elen-res: 0.0006738897706879962
-  sys,flavcomp-jes: 0.03422811961714467
-  sys,detNP2-jes: 0.004045493730592161
-  sys,detNP3-jes: 0.0004490901550146029
-  sys,jetvxfrac: 0.016752937541700666
-  sys,ltrig-eff: 0.0231237864
-  sys,btag-jes: 0.0032700304000000003
-  sys,mup-scale: 0.00042394597364985086
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 0.006007550349215587
-  sys,laltpar-ejet-fake: 0.004222292
-  sys,statNP1-jes: 0.019253066269302198
-  sys,muid-res: 0.0
-  sys,pdf: 0.0064502247999999995
-  sys,isr-fsr: 0.10960684009897637
-  sys,zjet-xsec: 0.0242736872
-  sys,ps-model: 0.11001316560000002
-  sys,flavres-jes: 0.01690868172140469
-  sys,laltfakecr-mujet-fake: 0.005839340000000001
-  sys,mums-res: 0.0
-  sys,mod-NP2-jes: 0.0021614474390917954
-  sys,lid-eff: 0.023105819200000002
-  sys,mixNP2-jes: 0.007645307508488392
-  sys,mixNP1-jes: 0.001555045330930414
-  sys,btag-eff: 0.0715512378484355
-  sys,pileoffrho-jes: 0.028121985708937054
-  sys,modNP4-jes: 0.0010628020253858007
-  sys,mcstat: 0.0022998016000000004
-  sys,modNP3-jes: 0.007421541123213221
-  sys,mod-NP1-jes: 0.03491360650346469
+  syst_singletop-xsec: 0.004530407301516207
+  syst_wjet-scale: 0.008193043200000001
+  syst_laltrealcr-mujet-fake: 0.0012577040000000003
+  syst_eta-jes: 0.004348136643994234
+  syst_statNP3-jes: 0.004276495559086632
+  syst_laltrealcr-ejet-fake: 0.00034137680000000006
+  syst_pileoffmu-jes: 0.0029960945754788715
+  syst_lstat-ejet-fake: 0.005310721074792416
+  syst_lstat-mujet-fake: 0.0006535221686647824
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 0.11499008000000002
+  syst_statNP2-jes: 0.0023647865946795966
+  syst_elen-scale: 0.002636835812302677
+  syst_punch-jes: 0.0002335736
+  syst_pileoffnpv-jes: 0.010179061031812561
+  syst_lrec-eff: 0.004096521600000001
+  syst_pileoffpt-jes: 0.00036766967580696675
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.009926886129951424
+  syst_laltfakecr-ejet-fake: 0.0066658312
+  syst_laltpar-mujet-fake: 0.0026771128
+  syst_jetrec-eff: 0.0013475400000000002
+  syst_c/tautag-eff: 0.019772907681598853
+  syst_dibos-xsec: 0.0023177688000000003
+  syst_elen-res: 0.0006738897706879962
+  syst_flavcomp-jes: 0.03422811961714467
+  syst_detNP2-jes: 0.004045493730592161
+  syst_detNP3-jes: 0.0004490901550146029
+  syst_jetvxfrac: 0.016752937541700666
+  syst_ltrig-eff: 0.0231237864
+  syst_btag-jes: 0.0032700304000000003
+  syst_mup-scale: 0.00042394597364985086
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 0.006007550349215587
+  syst_laltpar-ejet-fake: 0.004222292
+  syst_statNP1-jes: 0.019253066269302198
+  syst_muid-res: 0.0
+  syst_pdf: 0.0064502247999999995
+  syst_isr-fsr: 0.10960684009897637
+  syst_zjet-xsec: 0.0242736872
+  syst_ps-model: 0.11001316560000002
+  syst_flavres-jes: 0.01690868172140469
+  syst_laltfakecr-mujet-fake: 0.005839340000000001
+  syst_mums-res: 0.0
+  syst_mod-NP2-jes: 0.0021614474390917954
+  syst_lid-eff: 0.023105819200000002
+  syst_mixNP2-jes: 0.007645307508488392
+  syst_mixNP1-jes: 0.001555045330930414
+  syst_btag-eff: 0.0715512378484355
+  syst_pileoffrho-jes: 0.028121985708937054
+  syst_modNP4-jes: 0.0010628020253858007
+  syst_mcstat: 0.0022998016000000004
+  syst_modNP3-jes: 0.007421541123213221
+  syst_mod-NP1-jes: 0.03491360650346469
   lumi: 0.05030816
 - ArtUnc_1: -0.001795524926448868
   ArtUnc_2: 0.0025635166095283814
@@ -511,61 +511,61 @@ bins:
   ArtUnc_23: 1.710239422538106e-05
   ArtUnc_24: -3.7389210067386742e-06
   ArtUnc_25: -6.177314405707341e-07
-  sys,singletop-xsec: 0.0034814089640236817
-  sys,wjet-scale: 0.004881766199999999
-  sys,laltrealcr-mujet-fake: 0.0040267676
-  sys,eta-jes: 0.006047243101822766
-  sys,statNP3-jes: 0.0010758201841905273
-  sys,laltrealcr-ejet-fake: 0.001103224
-  sys,pileoffmu-jes: 0.0026813801304789117
-  sys,lstat-ejet-fake: 0.0056728063097590585
-  sys,lstat-mujet-fake: 0.00011942750125808546
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 0.0872236475
-  sys,statNP2-jes: 0.0011961843263699622
-  sys,elen-scale: 0.0014600144318378536
-  sys,punch-jes: 0.00010388590967791302
-  sys,pileoffnpv-jes: 0.009016568069454193
-  sys,lrec-eff: 0.0033234623
-  sys,pileoffpt-jes: 0.00019636050734999518
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.0071157948
-  sys,laltfakecr-ejet-fake: 0.0055299103
-  sys,laltpar-mujet-fake: 0.0031303981000000004
-  sys,jetrec-eff: 0.000689515
-  sys,c/tautag-eff: 0.013673085927130168
-  sys,dibos-xsec: 0.0009929015999999998
-  sys,elen-res: 0.00038662059701306654
-  sys,flavcomp-jes: 0.027815588894338272
-  sys,detNP2-jes: 0.0030382193577743054
-  sys,detNP3-jes: 0.0003055726356828929
-  sys,jetvxfrac: 0.009654241754808397
-  sys,ltrig-eff: 0.017403358600000002
-  sys,btag-jes: 0.008957442100376226
-  sys,mup-scale: 0.00024152717394137558
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 0.0009450129463275305
-  sys,laltpar-ejet-fake: 0.0057367647999999995
-  sys,statNP1-jes: 0.01373563723553443
-  sys,muid-res: 2.75806e-05
-  sys,pdf: 0.006205635000000001
-  sys,isr-fsr: 0.1008889344963606
-  sys,zjet-xsec: 0.0134317522
-  sys,ps-model: 0.0854860697
-  sys,flavres-jes: 0.016638822747305927
-  sys,laltfakecr-mujet-fake: 0.0031166078000000002
-  sys,mums-res: 5.51612e-05
-  sys,mod-NP2-jes: 0.0016253113256821498
-  sys,lid-eff: 0.0181066639
-  sys,mixNP2-jes: 0.005816217402845078
-  sys,mixNP1-jes: 0.0035007471717318217
-  sys,btag-eff: 0.055227844029878424
-  sys,pileoffrho-jes: 0.02624075867364732
-  sys,modNP4-jes: 0.0001625852391778233
-  sys,mcstat: 0.0017513681000000001
-  sys,modNP3-jes: 0.0015505351183529442
-  sys,mod-NP1-jes: 0.03606165559414297
+  syst_singletop-xsec: 0.0034814089640236817
+  syst_wjet-scale: 0.004881766199999999
+  syst_laltrealcr-mujet-fake: 0.0040267676
+  syst_eta-jes: 0.006047243101822766
+  syst_statNP3-jes: 0.0010758201841905273
+  syst_laltrealcr-ejet-fake: 0.001103224
+  syst_pileoffmu-jes: 0.0026813801304789117
+  syst_lstat-ejet-fake: 0.0056728063097590585
+  syst_lstat-mujet-fake: 0.00011942750125808546
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 0.0872236475
+  syst_statNP2-jes: 0.0011961843263699622
+  syst_elen-scale: 0.0014600144318378536
+  syst_punch-jes: 0.00010388590967791302
+  syst_pileoffnpv-jes: 0.009016568069454193
+  syst_lrec-eff: 0.0033234623
+  syst_pileoffpt-jes: 0.00019636050734999518
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.0071157948
+  syst_laltfakecr-ejet-fake: 0.0055299103
+  syst_laltpar-mujet-fake: 0.0031303981000000004
+  syst_jetrec-eff: 0.000689515
+  syst_c/tautag-eff: 0.013673085927130168
+  syst_dibos-xsec: 0.0009929015999999998
+  syst_elen-res: 0.00038662059701306654
+  syst_flavcomp-jes: 0.027815588894338272
+  syst_detNP2-jes: 0.0030382193577743054
+  syst_detNP3-jes: 0.0003055726356828929
+  syst_jetvxfrac: 0.009654241754808397
+  syst_ltrig-eff: 0.017403358600000002
+  syst_btag-jes: 0.008957442100376226
+  syst_mup-scale: 0.00024152717394137558
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 0.0009450129463275305
+  syst_laltpar-ejet-fake: 0.0057367647999999995
+  syst_statNP1-jes: 0.01373563723553443
+  syst_muid-res: 2.75806e-05
+  syst_pdf: 0.006205635000000001
+  syst_isr-fsr: 0.1008889344963606
+  syst_zjet-xsec: 0.0134317522
+  syst_ps-model: 0.0854860697
+  syst_flavres-jes: 0.016638822747305927
+  syst_laltfakecr-mujet-fake: 0.0031166078000000002
+  syst_mums-res: 5.51612e-05
+  syst_mod-NP2-jes: 0.0016253113256821498
+  syst_lid-eff: 0.0181066639
+  syst_mixNP2-jes: 0.005816217402845078
+  syst_mixNP1-jes: 0.0035007471717318217
+  syst_btag-eff: 0.055227844029878424
+  syst_pileoffrho-jes: 0.02624075867364732
+  syst_modNP4-jes: 0.0001625852391778233
+  syst_mcstat: 0.0017513681000000001
+  syst_modNP3-jes: 0.0015505351183529442
+  syst_mod-NP1-jes: 0.03606165559414297
   lumi: 0.038612839999999995
 - ArtUnc_1: -0.0009373027791595771
   ArtUnc_2: 0.0013054203345935214
@@ -592,61 +592,61 @@ bins:
   ArtUnc_23: 2.224439077767299e-05
   ArtUnc_24: -3.87177503699263e-06
   ArtUnc_25: -8.096192773194858e-07
-  sys,singletop-xsec: 0.001939862285678121
-  sys,wjet-scale: 0.00223594736
-  sys,laltrealcr-mujet-fake: 0.00312591325
-  sys,eta-jes: 0.004729122688352804
-  sys,statNP3-jes: 0.002622961116324107
-  sys,laltrealcr-ejet-fake: 0.0006251826500000001
-  sys,pileoffmu-jes: 0.0015675274034024358
-  sys,lstat-ejet-fake: 0.003484223048555126
-  sys,lstat-mujet-fake: 0.00021019992797498928
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 0.02597817788
-  sys,statNP2-jes: 0.0002132659046694644
-  sys,elen-scale: 0.0005484846007664609
-  sys,punch-jes: 4.823055051570841e-05
-  sys,pileoffnpv-jes: 0.005319194782471096
-  sys,lrec-eff: 0.00190496831
-  sys,pileoffpt-jes: 0.00030574534978180254
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.0035892839199999998
-  sys,laltfakecr-ejet-fake: 0.00305971744
-  sys,laltpar-mujet-fake: 0.0025963467699999998
-  sys,jetrec-eff: 0.00023536288
-  sys,c/tautag-eff: 0.006101049371723527
-  sys,dibos-xsec: 0.00030155869
-  sys,elen-res: 0.00015445689
-  sys,flavcomp-jes: 0.014412378617811942
-  sys,detNP2-jes: 0.0013372263622214522
-  sys,detNP3-jes: 0.0005841048323941171
-  sys,jetvxfrac: 0.0031385018809770284
-  sys,ltrig-eff: 0.009149731959999999
-  sys,btag-jes: 0.006973936388943911
-  sys,mup-scale: 8.090598999999999e-05
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 0.004153483860254841
-  sys,laltpar-ejet-fake: 0.00297145636
-  sys,statNP1-jes: 0.00605681278542609
-  sys,muid-res: 1.471018e-05
-  sys,pdf: 0.00336127613
-  sys,isr-fsr: 0.054766142381684736
-  sys,zjet-xsec: 0.00489113485
-  sys,ps-model: 0.036164977529999996
-  sys,flavres-jes: 0.010448631508692815
-  sys,laltfakecr-mujet-fake: 0.00097822697
-  sys,mums-res: 7.35509e-06
-  sys,mod-NP2-jes: 0.0005186251235440424
-  sys,lid-eff: 0.00991466132
-  sys,mixNP2-jes: 0.002743941494216021
-  sys,mixNP1-jes: 0.0047438491691863495
-  sys,btag-eff: 0.03082799001821557
-  sys,pileoffrho-jes: 0.014582045602159867
-  sys,modNP4-jes: 0.0005423225623889464
-  sys,mcstat: 0.00131656111
-  sys,modNP3-jes: 0.0014067078323907172
-  sys,mod-NP1-jes: 0.020899504412826748
+  syst_singletop-xsec: 0.001939862285678121
+  syst_wjet-scale: 0.00223594736
+  syst_laltrealcr-mujet-fake: 0.00312591325
+  syst_eta-jes: 0.004729122688352804
+  syst_statNP3-jes: 0.002622961116324107
+  syst_laltrealcr-ejet-fake: 0.0006251826500000001
+  syst_pileoffmu-jes: 0.0015675274034024358
+  syst_lstat-ejet-fake: 0.003484223048555126
+  syst_lstat-mujet-fake: 0.00021019992797498928
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 0.02597817788
+  syst_statNP2-jes: 0.0002132659046694644
+  syst_elen-scale: 0.0005484846007664609
+  syst_punch-jes: 4.823055051570841e-05
+  syst_pileoffnpv-jes: 0.005319194782471096
+  syst_lrec-eff: 0.00190496831
+  syst_pileoffpt-jes: 0.00030574534978180254
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.0035892839199999998
+  syst_laltfakecr-ejet-fake: 0.00305971744
+  syst_laltpar-mujet-fake: 0.0025963467699999998
+  syst_jetrec-eff: 0.00023536288
+  syst_c/tautag-eff: 0.006101049371723527
+  syst_dibos-xsec: 0.00030155869
+  syst_elen-res: 0.00015445689
+  syst_flavcomp-jes: 0.014412378617811942
+  syst_detNP2-jes: 0.0013372263622214522
+  syst_detNP3-jes: 0.0005841048323941171
+  syst_jetvxfrac: 0.0031385018809770284
+  syst_ltrig-eff: 0.009149731959999999
+  syst_btag-jes: 0.006973936388943911
+  syst_mup-scale: 8.090598999999999e-05
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 0.004153483860254841
+  syst_laltpar-ejet-fake: 0.00297145636
+  syst_statNP1-jes: 0.00605681278542609
+  syst_muid-res: 1.471018e-05
+  syst_pdf: 0.00336127613
+  syst_isr-fsr: 0.054766142381684736
+  syst_zjet-xsec: 0.00489113485
+  syst_ps-model: 0.036164977529999996
+  syst_flavres-jes: 0.010448631508692815
+  syst_laltfakecr-mujet-fake: 0.00097822697
+  syst_mums-res: 7.35509e-06
+  syst_mod-NP2-jes: 0.0005186251235440424
+  syst_lid-eff: 0.00991466132
+  syst_mixNP2-jes: 0.002743941494216021
+  syst_mixNP1-jes: 0.0047438491691863495
+  syst_btag-eff: 0.03082799001821557
+  syst_pileoffrho-jes: 0.014582045602159867
+  syst_modNP4-jes: 0.0005423225623889464
+  syst_mcstat: 0.00131656111
+  syst_modNP3-jes: 0.0014067078323907172
+  syst_mod-NP1-jes: 0.020899504412826748
   lumi: 0.020594251999999997
 - ArtUnc_1: -0.00043306809525466363
   ArtUnc_2: 0.0006091601014372206
@@ -673,61 +673,61 @@ bins:
   ArtUnc_23: 3.308669833661444e-05
   ArtUnc_24: -3.04235464282074e-06
   ArtUnc_25: -1.2300154918761493e-06
-  sys,singletop-xsec: 0.0009253184231595801
-  sys,wjet-scale: 0.0008718331500000001
-  sys,laltrealcr-mujet-fake: 0.00154055105
-  sys,eta-jes: 0.001961079280759487
-  sys,statNP3-jes: 0.0012952672872833843
-  sys,laltrealcr-ejet-fake: 0.0001374934
-  sys,pileoffmu-jes: 0.0005712816379795845
-  sys,lstat-ejet-fake: 0.001220495966840127
-  sys,lstat-mujet-fake: 0.00034639353382602284
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 0.008902697650000001
-  sys,statNP2-jes: 7.306738604142669e-05
-  sys,elen-scale: 0.00018356332822289665
-  sys,punch-jes: 6.271146545638106e-05
-  sys,pileoffnpv-jes: 0.0019462592086471528
-  sys,lrec-eff: 0.0008624586000000001
-  sys,pileoffpt-jes: 0.00020507683720841688
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.0014249316000000001
-  sys,laltfakecr-ejet-fake: 0.0010187011000000001
-  sys,laltpar-mujet-fake: 0.00116556905
-  sys,jetrec-eff: 3.74982e-05
-  sys,c/tautag-eff: 0.0021186529089182913
-  sys,dibos-xsec: 0.00011874430000000001
-  sys,elen-res: 4.967921870673768e-05
-  sys,flavcomp-jes: 0.005376159577487889
-  sys,detNP2-jes: 0.0003188993248267498
-  sys,detNP3-jes: 0.00034547262469787225
-  sys,jetvxfrac: 0.000724013314172113
-  sys,ltrig-eff: 0.0038623146
-  sys,btag-jes: 0.002839862493739574
-  sys,mup-scale: 3.9772847253434096e-05
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 0.0029850692885960927
-  sys,laltpar-ejet-fake: 0.0008718331500000001
-  sys,statNP1-jes: 0.001673475337424679
-  sys,muid-res: 1.2499400000000003e-05
-  sys,pdf: 0.0012374406000000002
-  sys,isr-fsr: 0.02335981711552737
-  sys,zjet-xsec: 0.0014468055500000002
-  sys,ps-model: 0.016696073550000003
-  sys,flavres-jes: 0.004592867015914119
-  sys,laltfakecr-mujet-fake: 0.0004124802
-  sys,mums-res: 6.249700000000001e-06
-  sys,mod-NP2-jes: 5.659344049781741e-05
-  sys,lid-eff: 0.00430916815
-  sys,mixNP2-jes: 0.00084249775045763
-  sys,mixNP1-jes: 0.002671094289367193
-  sys,btag-eff: 0.014461897880825858
-  sys,pileoffrho-jes: 0.005396644900472434
-  sys,modNP4-jes: 0.0004916725819309553
-  sys,mcstat: 0.0007562137000000001
-  sys,modNP3-jes: 0.0009443666876827932
-  sys,mod-NP1-jes: 0.007882459210475446
+  syst_singletop-xsec: 0.0009253184231595801
+  syst_wjet-scale: 0.0008718331500000001
+  syst_laltrealcr-mujet-fake: 0.00154055105
+  syst_eta-jes: 0.001961079280759487
+  syst_statNP3-jes: 0.0012952672872833843
+  syst_laltrealcr-ejet-fake: 0.0001374934
+  syst_pileoffmu-jes: 0.0005712816379795845
+  syst_lstat-ejet-fake: 0.001220495966840127
+  syst_lstat-mujet-fake: 0.00034639353382602284
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 0.008902697650000001
+  syst_statNP2-jes: 7.306738604142669e-05
+  syst_elen-scale: 0.00018356332822289665
+  syst_punch-jes: 6.271146545638106e-05
+  syst_pileoffnpv-jes: 0.0019462592086471528
+  syst_lrec-eff: 0.0008624586000000001
+  syst_pileoffpt-jes: 0.00020507683720841688
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.0014249316000000001
+  syst_laltfakecr-ejet-fake: 0.0010187011000000001
+  syst_laltpar-mujet-fake: 0.00116556905
+  syst_jetrec-eff: 3.74982e-05
+  syst_c/tautag-eff: 0.0021186529089182913
+  syst_dibos-xsec: 0.00011874430000000001
+  syst_elen-res: 4.967921870673768e-05
+  syst_flavcomp-jes: 0.005376159577487889
+  syst_detNP2-jes: 0.0003188993248267498
+  syst_detNP3-jes: 0.00034547262469787225
+  syst_jetvxfrac: 0.000724013314172113
+  syst_ltrig-eff: 0.0038623146
+  syst_btag-jes: 0.002839862493739574
+  syst_mup-scale: 3.9772847253434096e-05
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 0.0029850692885960927
+  syst_laltpar-ejet-fake: 0.0008718331500000001
+  syst_statNP1-jes: 0.001673475337424679
+  syst_muid-res: 1.2499400000000003e-05
+  syst_pdf: 0.0012374406000000002
+  syst_isr-fsr: 0.02335981711552737
+  syst_zjet-xsec: 0.0014468055500000002
+  syst_ps-model: 0.016696073550000003
+  syst_flavres-jes: 0.004592867015914119
+  syst_laltfakecr-mujet-fake: 0.0004124802
+  syst_mums-res: 6.249700000000001e-06
+  syst_mod-NP2-jes: 5.659344049781741e-05
+  syst_lid-eff: 0.00430916815
+  syst_mixNP2-jes: 0.00084249775045763
+  syst_mixNP1-jes: 0.002671094289367193
+  syst_btag-eff: 0.014461897880825858
+  syst_pileoffrho-jes: 0.005396644900472434
+  syst_modNP4-jes: 0.0004916725819309553
+  syst_mcstat: 0.0007562137000000001
+  syst_modNP3-jes: 0.0009443666876827932
+  syst_mod-NP1-jes: 0.007882459210475446
   lumi: 0.00874958
 - ArtUnc_1: -0.00016856818719132824
   ArtUnc_2: 0.0002281155245664124
@@ -754,61 +754,61 @@ bins:
   ArtUnc_23: 3.879599674603305e-05
   ArtUnc_24: -2.2654801821210144e-06
   ArtUnc_25: -1.4817764461118702e-06
-  sys,singletop-xsec: 0.0003829948282197537
-  sys,wjet-scale: 0.00042778884
-  sys,laltrealcr-mujet-fake: 0.0003679904
-  sys,eta-jes: 0.000662831774815453
-  sys,statNP3-jes: 0.00041913843045413956
-  sys,laltrealcr-ejet-fake: 2.184943e-05
-  sys,pileoffmu-jes: 0.0001432024354924046
-  sys,lstat-ejet-fake: 0.0003077340991793072
-  sys,lstat-mujet-fake: 0.00012847151713310883
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 0.0018169526000000004
-  sys,statNP2-jes: 7.532742407059779e-05
-  sys,elen-scale: 5.739202919824037e-05
-  sys,punch-jes: 3.954877073076324e-05
-  sys,pileoffnpv-jes: 0.0006313188671885613
-  sys,lrec-eff: 0.00033234133
-  sys,pileoffpt-jes: 4.5811548745139584e-05
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.0004852900650397424
-  sys,laltfakecr-ejet-fake: 0.00015869586000000002
-  sys,laltpar-mujet-fake: 0.00040018956
-  sys,jetrec-eff: 3.44991e-06
-  sys,c/tautag-eff: 0.0006393853882880218
-  sys,dibos-xsec: 2.4149370000000004e-05
-  sys,elen-res: 1.520180309724064e-05
-  sys,flavcomp-jes: 0.0015780182324636504
-  sys,detNP2-jes: 9.395332315042135e-06
-  sys,detNP3-jes: 0.00019084219027258275
-  sys,jetvxfrac: 0.0001155977277300219
-  sys,ltrig-eff: 0.0014202129500000002
-  sys,btag-jes: 0.000983005091505954
-  sys,mup-scale: 1.195083880307989e-05
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 0.0015159888159031185
-  sys,laltpar-ejet-fake: 0.00021504439
-  sys,statNP1-jes: 0.000368960755441411
-  sys,muid-res: 2.2999400000000005e-06
-  sys,pdf: 0.0001724955
-  sys,isr-fsr: 0.008440807452503068
-  sys,zjet-xsec: 0.00042318896000000003
-  sys,ps-model: 0.00498856986
-  sys,flavres-jes: 0.0015892718536345382
-  sys,laltfakecr-mujet-fake: 0.00013339652000000002
-  sys,mums-res: 8.049790000000001e-06
-  sys,mod-NP2-jes: 0.00015484400495197634
-  sys,lid-eff: 0.00160420815
-  sys,mixNP2-jes: 0.0002420700507562422
-  sys,mixNP1-jes: 0.001155692244669068
-  sys,btag-eff: 0.006130308544192053
-  sys,pileoffrho-jes: 0.0016518181248990225
-  sys,modNP4-jes: 0.00030599359822833336
-  sys,mcstat: 0.00043008878
-  sys,modNP3-jes: 0.0003193543505581361
-  sys,mod-NP1-jes: 0.002415398244513266
+  syst_singletop-xsec: 0.0003829948282197537
+  syst_wjet-scale: 0.00042778884
+  syst_laltrealcr-mujet-fake: 0.0003679904
+  syst_eta-jes: 0.000662831774815453
+  syst_statNP3-jes: 0.00041913843045413956
+  syst_laltrealcr-ejet-fake: 2.184943e-05
+  syst_pileoffmu-jes: 0.0001432024354924046
+  syst_lstat-ejet-fake: 0.0003077340991793072
+  syst_lstat-mujet-fake: 0.00012847151713310883
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 0.0018169526000000004
+  syst_statNP2-jes: 7.532742407059779e-05
+  syst_elen-scale: 5.739202919824037e-05
+  syst_punch-jes: 3.954877073076324e-05
+  syst_pileoffnpv-jes: 0.0006313188671885613
+  syst_lrec-eff: 0.00033234133
+  syst_pileoffpt-jes: 4.5811548745139584e-05
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.0004852900650397424
+  syst_laltfakecr-ejet-fake: 0.00015869586000000002
+  syst_laltpar-mujet-fake: 0.00040018956
+  syst_jetrec-eff: 3.44991e-06
+  syst_c/tautag-eff: 0.0006393853882880218
+  syst_dibos-xsec: 2.4149370000000004e-05
+  syst_elen-res: 1.520180309724064e-05
+  syst_flavcomp-jes: 0.0015780182324636504
+  syst_detNP2-jes: 9.395332315042135e-06
+  syst_detNP3-jes: 0.00019084219027258275
+  syst_jetvxfrac: 0.0001155977277300219
+  syst_ltrig-eff: 0.0014202129500000002
+  syst_btag-jes: 0.000983005091505954
+  syst_mup-scale: 1.195083880307989e-05
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 0.0015159888159031185
+  syst_laltpar-ejet-fake: 0.00021504439
+  syst_statNP1-jes: 0.000368960755441411
+  syst_muid-res: 2.2999400000000005e-06
+  syst_pdf: 0.0001724955
+  syst_isr-fsr: 0.008440807452503068
+  syst_zjet-xsec: 0.00042318896000000003
+  syst_ps-model: 0.00498856986
+  syst_flavres-jes: 0.0015892718536345382
+  syst_laltfakecr-mujet-fake: 0.00013339652000000002
+  syst_mums-res: 8.049790000000001e-06
+  syst_mod-NP2-jes: 0.00015484400495197634
+  syst_lid-eff: 0.00160420815
+  syst_mixNP2-jes: 0.0002420700507562422
+  syst_mixNP1-jes: 0.001155692244669068
+  syst_btag-eff: 0.006130308544192053
+  syst_pileoffrho-jes: 0.0016518181248990225
+  syst_modNP4-jes: 0.00030599359822833336
+  syst_mcstat: 0.00043008878
+  syst_modNP3-jes: 0.0003193543505581361
+  syst_mod-NP1-jes: 0.002415398244513266
   lumi: 0.0032199159999999998
 - ArtUnc_1: -5.704825393762075e-05
   ArtUnc_2: 8.447043453136964e-05
@@ -835,61 +835,61 @@ bins:
   ArtUnc_23: 5.46528425444966e-05
   ArtUnc_24: 6.8187558192396355e-06
   ArtUnc_25: -2.2140935057804415e-06
-  sys,singletop-xsec: 0.00014993674589952778
-  sys,wjet-scale: 0.000198005512
-  sys,laltrealcr-mujet-fake: 6.1268099e-05
-  sys,eta-jes: 0.00022478155862948624
-  sys,statNP3-jes: 0.00011839999850896705
-  sys,laltrealcr-ejet-fake: 2.028745e-05
-  sys,pileoffmu-jes: 3.781256328101726e-05
-  sys,lstat-ejet-fake: 8.433334597443171e-05
-  sys,lstat-mujet-fake: 5.551945276650089e-05
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 5.1530123e-05
-  sys,statNP2-jes: 3.6721405336485164e-05
-  sys,elen-scale: 1.8860783025908835e-05
-  sys,punch-jes: 3.895348892478654e-05
-  sys,pileoffnpv-jes: 0.0001907145473774875
-  sys,lrec-eff: 0.00012010170399999999
-  sys,pileoffpt-jes: 7.730556714322906e-06
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.00017995173996680593
-  sys,laltfakecr-ejet-fake: 1.7447206999999997e-05
-  sys,laltpar-mujet-fake: 9.0887776e-05
-  sys,jetrec-eff: 8.11498e-06
-  sys,c/tautag-eff: 0.00019090512009445844
-  sys,dibos-xsec: 1.3795465999999999e-05
-  sys,elen-res: 7.3484269288282365e-06
-  sys,flavcomp-jes: 0.0005367438189682988
-  sys,detNP2-jes: 3.348535655335121e-05
-  sys,detNP3-jes: 8.734707350608027e-05
-  sys,jetvxfrac: 6.504651297898834e-06
-  sys,ltrig-eff: 0.000501911513
-  sys,btag-jes: 0.000362132005395194
-  sys,mup-scale: 2.8111115324810575e-06
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 0.0007627419670950791
-  sys,laltpar-ejet-fake: 4.5443888e-05
-  sys,statNP1-jes: 0.00011572598824131657
-  sys,muid-res: 1.6229959999999999e-06
-  sys,pdf: 3.7734657e-05
-  sys,isr-fsr: 0.002857035218600734
-  sys,zjet-xsec: 0.000250752882
-  sys,ps-model: 0.001699682561
-  sys,flavres-jes: 0.0006201654128369569
-  sys,laltfakecr-mujet-fake: 3.2865669e-05
-  sys,mums-res: 4.0574899999999996e-07
-  sys,mod-NP2-jes: 9.60560948055265e-05
-  sys,lid-eff: 0.0005668313530000001
-  sys,mixNP2-jes: 5.498572661673769e-05
-  sys,mixNP1-jes: 0.0005481696019844535
-  sys,btag-eff: 0.0024693139016654774
-  sys,pileoffrho-jes: 0.0005905133766451836
-  sys,modNP4-jes: 0.00014546879739196487
-  sys,mcstat: 0.000225190695
-  sys,modNP3-jes: 0.00010673647569344536
-  sys,mod-NP1-jes: 0.0008546317250597773
+  syst_singletop-xsec: 0.00014993674589952778
+  syst_wjet-scale: 0.000198005512
+  syst_laltrealcr-mujet-fake: 6.1268099e-05
+  syst_eta-jes: 0.00022478155862948624
+  syst_statNP3-jes: 0.00011839999850896705
+  syst_laltrealcr-ejet-fake: 2.028745e-05
+  syst_pileoffmu-jes: 3.781256328101726e-05
+  syst_lstat-ejet-fake: 8.433334597443171e-05
+  syst_lstat-mujet-fake: 5.551945276650089e-05
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 5.1530123e-05
+  syst_statNP2-jes: 3.6721405336485164e-05
+  syst_elen-scale: 1.8860783025908835e-05
+  syst_punch-jes: 3.895348892478654e-05
+  syst_pileoffnpv-jes: 0.0001907145473774875
+  syst_lrec-eff: 0.00012010170399999999
+  syst_pileoffpt-jes: 7.730556714322906e-06
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.00017995173996680593
+  syst_laltfakecr-ejet-fake: 1.7447206999999997e-05
+  syst_laltpar-mujet-fake: 9.0887776e-05
+  syst_jetrec-eff: 8.11498e-06
+  syst_c/tautag-eff: 0.00019090512009445844
+  syst_dibos-xsec: 1.3795465999999999e-05
+  syst_elen-res: 7.3484269288282365e-06
+  syst_flavcomp-jes: 0.0005367438189682988
+  syst_detNP2-jes: 3.348535655335121e-05
+  syst_detNP3-jes: 8.734707350608027e-05
+  syst_jetvxfrac: 6.504651297898834e-06
+  syst_ltrig-eff: 0.000501911513
+  syst_btag-jes: 0.000362132005395194
+  syst_mup-scale: 2.8111115324810575e-06
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 0.0007627419670950791
+  syst_laltpar-ejet-fake: 4.5443888e-05
+  syst_statNP1-jes: 0.00011572598824131657
+  syst_muid-res: 1.6229959999999999e-06
+  syst_pdf: 3.7734657e-05
+  syst_isr-fsr: 0.002857035218600734
+  syst_zjet-xsec: 0.000250752882
+  syst_ps-model: 0.001699682561
+  syst_flavres-jes: 0.0006201654128369569
+  syst_laltfakecr-mujet-fake: 3.2865669e-05
+  syst_mums-res: 4.0574899999999996e-07
+  syst_mod-NP2-jes: 9.60560948055265e-05
+  syst_lid-eff: 0.0005668313530000001
+  syst_mixNP2-jes: 5.498572661673769e-05
+  syst_mixNP1-jes: 0.0005481696019844535
+  syst_btag-eff: 0.0024693139016654774
+  syst_pileoffrho-jes: 0.0005905133766451836
+  syst_modNP4-jes: 0.00014546879739196487
+  syst_mcstat: 0.000225190695
+  syst_modNP3-jes: 0.00010673647569344536
+  syst_mod-NP1-jes: 0.0008546317250597773
   lumi: 0.0011360971999999998
 - ArtUnc_1: -1.9686456265600054e-05
   ArtUnc_2: 2.925753723137182e-05
@@ -916,59 +916,59 @@ bins:
   ArtUnc_23: 6.265344865287837e-05
   ArtUnc_24: -1.2464455732653925e-05
   ArtUnc_25: -3.21890037025863e-06
-  sys,singletop-xsec: 5.628830002789741e-05
-  sys,wjet-scale: 3.1888122e-05
-  sys,laltrealcr-mujet-fake: 1.518482e-05
-  sys,eta-jes: 5.2705736416055764e-05
-  sys,statNP3-jes: 3.486891459456297e-05
-  sys,laltrealcr-ejet-fake: 6.0739279999999995e-06
-  sys,pileoffmu-jes: 7.420605356283054e-06
-  sys,lstat-ejet-fake: 6.387356509205667e-05
-  sys,lstat-mujet-fake: 2.442224547637461e-05
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 0.000459015416
-  sys,statNP2-jes: 1.3909824738196767e-05
-  sys,elen-scale: 4.863933715014936e-06
-  sys,punch-jes: 8.026811624762395e-06
-  sys,pileoffnpv-jes: 5.496795263027798e-05
-  sys,lrec-eff: 3.2647363e-05
-  sys,pileoffpt-jes: 2.069001023593686e-05
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 5.6889308782654e-05
-  sys,laltfakecr-ejet-fake: 2.0174118e-05
-  sys,laltpar-mujet-fake: 2.0282581e-05
-  sys,jetrec-eff: 3.25389e-06
-  sys,c/tautag-eff: 5.135728776659954e-05
-  sys,dibos-xsec: 9.110892e-06
-  sys,elen-res: 1.301556e-06
-  sys,flavcomp-jes: 9.56473172207676e-05
-  sys,detNP2-jes: 1.782847674739541e-05
-  sys,detNP3-jes: 2.7259192531935843e-05
-  sys,jetvxfrac: 1.24250509112996e-05
-  sys,ltrig-eff: 0.00013460258300000002
-  sys,btag-jes: 0.00010216171079685841
-  sys,mup-scale: 1.2211122738187302e-06
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 0.0003187883627054941
-  sys,laltpar-ejet-fake: 2.820038e-05
-  sys,statNP1-jes: 1.258684959166999e-05
-  sys,muid-res: 1.08463e-06
-  sys,pdf: 6.50778e-06
-  sys,isr-fsr: 0.0007523633136503267
-  sys,zjet-xsec: 4.8699887e-05
-  sys,ps-model: 0.000490144297
-  sys,flavres-jes: 0.00015691657504507362
-  sys,laltfakecr-mujet-fake: 2.1367210999999998e-05
-  sys,mums-res: 1.843871e-06
-  sys,mod-NP2-jes: 7.445358871766965e-05
-  sys,lid-eff: 0.000151522811
-  sys,mixNP2-jes: 7.890263923136411e-06
-  sys,mixNP1-jes: 0.00020870316191370404
-  sys,btag-eff: 0.0007394309627349159
-  sys,pileoffrho-jes: 0.00010819643644933498
-  sys,modNP4-jes: 4.905813983229777e-05
-  sys,mcstat: 0.00011909237400000001
-  sys,modNP3-jes: 1.6566458391774656e-05
-  sys,mod-NP1-jes: 0.00020172079113294416
+  syst_singletop-xsec: 5.628830002789741e-05
+  syst_wjet-scale: 3.1888122e-05
+  syst_laltrealcr-mujet-fake: 1.518482e-05
+  syst_eta-jes: 5.2705736416055764e-05
+  syst_statNP3-jes: 3.486891459456297e-05
+  syst_laltrealcr-ejet-fake: 6.0739279999999995e-06
+  syst_pileoffmu-jes: 7.420605356283054e-06
+  syst_lstat-ejet-fake: 6.387356509205667e-05
+  syst_lstat-mujet-fake: 2.442224547637461e-05
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 0.000459015416
+  syst_statNP2-jes: 1.3909824738196767e-05
+  syst_elen-scale: 4.863933715014936e-06
+  syst_punch-jes: 8.026811624762395e-06
+  syst_pileoffnpv-jes: 5.496795263027798e-05
+  syst_lrec-eff: 3.2647363e-05
+  syst_pileoffpt-jes: 2.069001023593686e-05
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 5.6889308782654e-05
+  syst_laltfakecr-ejet-fake: 2.0174118e-05
+  syst_laltpar-mujet-fake: 2.0282581e-05
+  syst_jetrec-eff: 3.25389e-06
+  syst_c/tautag-eff: 5.135728776659954e-05
+  syst_dibos-xsec: 9.110892e-06
+  syst_elen-res: 1.301556e-06
+  syst_flavcomp-jes: 9.56473172207676e-05
+  syst_detNP2-jes: 1.782847674739541e-05
+  syst_detNP3-jes: 2.7259192531935843e-05
+  syst_jetvxfrac: 1.24250509112996e-05
+  syst_ltrig-eff: 0.00013460258300000002
+  syst_btag-jes: 0.00010216171079685841
+  syst_mup-scale: 1.2211122738187302e-06
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 0.0003187883627054941
+  syst_laltpar-ejet-fake: 2.820038e-05
+  syst_statNP1-jes: 1.258684959166999e-05
+  syst_muid-res: 1.08463e-06
+  syst_pdf: 6.50778e-06
+  syst_isr-fsr: 0.0007523633136503267
+  syst_zjet-xsec: 4.8699887e-05
+  syst_ps-model: 0.000490144297
+  syst_flavres-jes: 0.00015691657504507362
+  syst_laltfakecr-mujet-fake: 2.1367210999999998e-05
+  syst_mums-res: 1.843871e-06
+  syst_mod-NP2-jes: 7.445358871766965e-05
+  syst_lid-eff: 0.000151522811
+  syst_mixNP2-jes: 7.890263923136411e-06
+  syst_mixNP1-jes: 0.00020870316191370404
+  syst_btag-eff: 0.0007394309627349159
+  syst_pileoffrho-jes: 0.00010819643644933498
+  syst_modNP4-jes: 4.905813983229777e-05
+  syst_mcstat: 0.00011909237400000001
+  syst_modNP3-jes: 1.6566458391774656e-05
+  syst_mod-NP1-jes: 0.00020172079113294416
   lumi: 0.0003036964
diff --git a/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dpTt_norm.yaml b/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dpTt_norm.yaml
index e78d4a727e..135f3b12e8 100644
--- a/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dpTt_norm.yaml
+++ b/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dpTt_norm.yaml
@@ -99,223 +99,223 @@ definitions:
     definition: artificial uncertainty 25
     treatment: ADD
     type: ATLAS8TEVTTB151104716unc25
-  sys,singletop-xsec:
+  syst_singletop-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,wjet-scale:
+  syst_wjet-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltrealcr-mujet-fake:
+  syst_laltrealcr-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,eta-jes:
+  syst_eta-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP3-jes:
+  syst_statNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltrealcr-ejet-fake:
+  syst_laltrealcr-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffmu-jes:
+  syst_pileoffmu-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lstat-ejet-fake:
+  syst_lstat-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lstat-mujet-fake:
+  syst_lstat-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,etmsoft-scale:
+  syst_etmsoft-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,hardscat-model:
+  syst_hardscat-model:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP2-jes:
+  syst_statNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,elen-scale:
+  syst_elen-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,punch-jes:
+  syst_punch-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffnpv-jes:
+  syst_pileoffnpv-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lrec-eff:
+  syst_lrec-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffpt-jes:
+  syst_pileoffpt-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jeten-res:
+  syst_jeten-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lighttag-eff:
+  syst_lighttag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltfakecr-ejet-fake:
+  syst_laltfakecr-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltpar-mujet-fake:
+  syst_laltpar-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jetrec-eff:
+  syst_jetrec-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,c/tautag-eff:
+  syst_c/tautag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,dibos-xsec:
+  syst_dibos-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,elen-res:
+  syst_elen-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,flavcomp-jes:
+  syst_flavcomp-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP2-jes:
+  syst_detNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP3-jes:
+  syst_detNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jetvxfrac:
+  syst_jetvxfrac:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,ltrig-eff:
+  syst_ltrig-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,btag-jes:
+  syst_btag-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mup-scale:
+  syst_mup-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,singlephpt-jes:
+  syst_singlephpt-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,etmsoft-res:
+  syst_etmsoft-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP1-jes:
+  syst_detNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltpar-ejet-fake:
+  syst_laltpar-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP1-jes:
+  syst_statNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,muid-res:
+  syst_muid-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pdf:
+  syst_pdf:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,isr-fsr:
+  syst_isr-fsr:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,zjet-xsec:
+  syst_zjet-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,ps-model:
+  syst_ps-model:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,flavres-jes:
+  syst_flavres-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltfakecr-mujet-fake:
+  syst_laltfakecr-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mums-res:
+  syst_mums-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mod-NP2-jes:
+  syst_mod-NP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lid-eff:
+  syst_lid-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mixNP2-jes:
+  syst_mixNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mixNP1-jes:
+  syst_mixNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,btag-eff:
+  syst_btag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffrho-jes:
+  syst_pileoffrho-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,modNP4-jes:
+  syst_modNP4-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mcstat:
+  syst_mcstat:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,modNP3-jes:
+  syst_modNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mod-NP1-jes:
+  syst_mod-NP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
@@ -345,61 +345,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: 2.545880388475473e-10
-  sys,singletop-xsec: 1.9209774703870815e-07
-  sys,wjet-scale: 5.599165790908809e-06
-  sys,laltrealcr-mujet-fake: 9.1126916e-06
-  sys,eta-jes: 8.110405678315356e-06
-  sys,statNP3-jes: 1.3571776858687582e-05
-  sys,laltrealcr-ejet-fake: 2.0078812000000003e-06
-  sys,pileoffmu-jes: 7.35678361415116e-07
-  sys,lstat-ejet-fake: 4.9156690512737296e-06
-  sys,lstat-mujet-fake: 3.343992551886891e-07
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 6.39432936e-05
-  sys,statNP2-jes: 2.5508037143978843e-06
-  sys,elen-scale: 2.154389531487268e-06
-  sys,punch-jes: 4.385605116944411e-07
-  sys,pileoffnpv-jes: 2.60917148357314e-06
-  sys,lrec-eff: 6.950358000000001e-07
-  sys,pileoffpt-jes: 1.3048714279263764e-06
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 1.8343254655842479e-06
-  sys,laltfakecr-ejet-fake: 5.405834000000001e-07
-  sys,laltpar-mujet-fake: 3.2821135000000006e-06
-  sys,jetrec-eff: 1.1970061e-06
-  sys,c/tautag-eff: 5.116891402139615e-06
-  sys,dibos-xsec: 1.8148157000000002e-06
-  sys,elen-res: 5.991255182389643e-07
-  sys,flavcomp-jes: 2.2070350842453486e-06
-  sys,detNP2-jes: 1.0811668000000002e-06
-  sys,detNP3-jes: 2.2217636836188966e-06
-  sys,jetvxfrac: 1.1501568277857779e-05
-  sys,ltrig-eff: 1.2938269753738822e-06
-  sys,btag-jes: 1.906451183432876e-05
-  sys,mup-scale: 2.64013100494592e-07
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 1.9871458268681713e-05
-  sys,laltpar-ejet-fake: 5.6761257e-06
-  sys,statNP1-jes: 6.034123138761332e-06
-  sys,muid-res: 0.0
-  sys,pdf: 5.1741554e-06
-  sys,isr-fsr: 4.967394852131114e-05
-  sys,zjet-xsec: 1.5831371e-05
-  sys,ps-model: 0.00011939170520000001
-  sys,flavres-jes: 9.34452975690223e-06
-  sys,laltfakecr-mujet-fake: 3.6296314000000003e-06
-  sys,mums-res: 1.5445240000000003e-07
-  sys,mod-NP2-jes: 1.1635300229825961e-06
-  sys,lid-eff: 1.4868550632744027e-06
-  sys,mixNP2-jes: 1.957878368267373e-06
-  sys,mixNP1-jes: 1.5813184143109177e-05
-  sys,btag-eff: 5.31105610089902e-06
-  sys,pileoffrho-jes: 9.295737935621312e-06
-  sys,modNP4-jes: 2.841344379725071e-06
-  sys,mcstat: 4.6721851000000005e-06
-  sys,modNP3-jes: 1.3560333044910071e-05
-  sys,mod-NP1-jes: 2.0969295372512035e-05
+  syst_singletop-xsec: 1.9209774703870815e-07
+  syst_wjet-scale: 5.599165790908809e-06
+  syst_laltrealcr-mujet-fake: 9.1126916e-06
+  syst_eta-jes: 8.110405678315356e-06
+  syst_statNP3-jes: 1.3571776858687582e-05
+  syst_laltrealcr-ejet-fake: 2.0078812000000003e-06
+  syst_pileoffmu-jes: 7.35678361415116e-07
+  syst_lstat-ejet-fake: 4.9156690512737296e-06
+  syst_lstat-mujet-fake: 3.343992551886891e-07
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 6.39432936e-05
+  syst_statNP2-jes: 2.5508037143978843e-06
+  syst_elen-scale: 2.154389531487268e-06
+  syst_punch-jes: 4.385605116944411e-07
+  syst_pileoffnpv-jes: 2.60917148357314e-06
+  syst_lrec-eff: 6.950358000000001e-07
+  syst_pileoffpt-jes: 1.3048714279263764e-06
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 1.8343254655842479e-06
+  syst_laltfakecr-ejet-fake: 5.405834000000001e-07
+  syst_laltpar-mujet-fake: 3.2821135000000006e-06
+  syst_jetrec-eff: 1.1970061e-06
+  syst_c/tautag-eff: 5.116891402139615e-06
+  syst_dibos-xsec: 1.8148157000000002e-06
+  syst_elen-res: 5.991255182389643e-07
+  syst_flavcomp-jes: 2.2070350842453486e-06
+  syst_detNP2-jes: 1.0811668000000002e-06
+  syst_detNP3-jes: 2.2217636836188966e-06
+  syst_jetvxfrac: 1.1501568277857779e-05
+  syst_ltrig-eff: 1.2938269753738822e-06
+  syst_btag-jes: 1.906451183432876e-05
+  syst_mup-scale: 2.64013100494592e-07
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 1.9871458268681713e-05
+  syst_laltpar-ejet-fake: 5.6761257e-06
+  syst_statNP1-jes: 6.034123138761332e-06
+  syst_muid-res: 0.0
+  syst_pdf: 5.1741554e-06
+  syst_isr-fsr: 4.967394852131114e-05
+  syst_zjet-xsec: 1.5831371e-05
+  syst_ps-model: 0.00011939170520000001
+  syst_flavres-jes: 9.34452975690223e-06
+  syst_laltfakecr-mujet-fake: 3.6296314000000003e-06
+  syst_mums-res: 1.5445240000000003e-07
+  syst_mod-NP2-jes: 1.1635300229825961e-06
+  syst_lid-eff: 1.4868550632744027e-06
+  syst_mixNP2-jes: 1.957878368267373e-06
+  syst_mixNP1-jes: 1.5813184143109177e-05
+  syst_btag-eff: 5.31105610089902e-06
+  syst_pileoffrho-jes: 9.295737935621312e-06
+  syst_modNP4-jes: 2.841344379725071e-06
+  syst_mcstat: 4.6721851000000005e-06
+  syst_modNP3-jes: 1.3560333044910071e-05
+  syst_mod-NP1-jes: 2.0969295372512035e-05
 - ArtUnc_1: 3.9350062337906806e-08
   ArtUnc_2: 1.429819670640598e-07
   ArtUnc_3: 9.194336221081832e-08
@@ -425,61 +425,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: 2.1177474910067453e-10
-  sys,singletop-xsec: 8.035696811233361e-07
-  sys,wjet-scale: 2.5608319570947308e-06
-  sys,laltrealcr-mujet-fake: 7.7809563e-06
-  sys,eta-jes: 8.730267651636686e-06
-  sys,statNP3-jes: 1.3439054403279851e-05
-  sys,laltrealcr-ejet-fake: 1.1305663000000002e-06
-  sys,pileoffmu-jes: 8.001223478485321e-07
-  sys,lstat-ejet-fake: 6.565723620984352e-06
-  sys,lstat-mujet-fake: 5.183466016566593e-07
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 0.0001159162977
-  sys,statNP2-jes: 2.686625865881351e-06
-  sys,elen-scale: 1.6002446956970643e-06
-  sys,punch-jes: 5.672357746400763e-07
-  sys,pileoffnpv-jes: 2.8542494588624906e-06
-  sys,lrec-eff: 8.645506999999999e-07
-  sys,pileoffpt-jes: 1.0942872701640589e-06
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 1.6625975000000002e-06
-  sys,laltfakecr-ejet-fake: 2.660156e-07
-  sys,laltpar-mujet-fake: 4.3892574e-06
-  sys,jetrec-eff: 1.1305663000000002e-06
-  sys,c/tautag-eff: 7.848023772136171e-06
-  sys,dibos-xsec: 2.3276365000000002e-06
-  sys,elen-res: 3.687819653843007e-07
-  sys,flavcomp-jes: 3.455644011044396e-07
-  sys,detNP2-jes: 1.8621092e-06
-  sys,detNP3-jes: 2.763515130949868e-06
-  sys,jetvxfrac: 1.3204122834558706e-05
-  sys,ltrig-eff: 9.310546e-07
-  sys,btag-jes: 1.69918115221846e-05
-  sys,mup-scale: 3.029396818520273e-07
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 2.514005757632507e-05
-  sys,laltpar-ejet-fake: 3.1921872000000003e-06
-  sys,statNP1-jes: 8.12219294009151e-06
-  sys,muid-res: 6.65039e-08
-  sys,pdf: 6.65039e-08
-  sys,isr-fsr: 3.452037700587666e-05
-  sys,zjet-xsec: 1.7756541300000002e-05
-  sys,ps-model: 8.53245037e-05
-  sys,flavres-jes: 1.2096902197999886e-05
-  sys,laltfakecr-mujet-fake: 4.6552730000000004e-06
-  sys,mums-res: 0.0
-  sys,mod-NP2-jes: 2.202675028365594e-06
-  sys,lid-eff: 1.5960936000000001e-06
-  sys,mixNP2-jes: 1.960173543678898e-06
-  sys,mixNP1-jes: 1.8987387554062416e-05
-  sys,btag-eff: 1.0843807072762238e-05
-  sys,pileoffrho-jes: 8.214443170159508e-06
-  sys,modNP4-jes: 3.959496104713408e-06
-  sys,mcstat: 5.2538081e-06
-  sys,modNP3-jes: 1.4066282320505692e-05
-  sys,mod-NP1-jes: 1.9207628490380945e-05
+  syst_singletop-xsec: 8.035696811233361e-07
+  syst_wjet-scale: 2.5608319570947308e-06
+  syst_laltrealcr-mujet-fake: 7.7809563e-06
+  syst_eta-jes: 8.730267651636686e-06
+  syst_statNP3-jes: 1.3439054403279851e-05
+  syst_laltrealcr-ejet-fake: 1.1305663000000002e-06
+  syst_pileoffmu-jes: 8.001223478485321e-07
+  syst_lstat-ejet-fake: 6.565723620984352e-06
+  syst_lstat-mujet-fake: 5.183466016566593e-07
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 0.0001159162977
+  syst_statNP2-jes: 2.686625865881351e-06
+  syst_elen-scale: 1.6002446956970643e-06
+  syst_punch-jes: 5.672357746400763e-07
+  syst_pileoffnpv-jes: 2.8542494588624906e-06
+  syst_lrec-eff: 8.645506999999999e-07
+  syst_pileoffpt-jes: 1.0942872701640589e-06
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 1.6625975000000002e-06
+  syst_laltfakecr-ejet-fake: 2.660156e-07
+  syst_laltpar-mujet-fake: 4.3892574e-06
+  syst_jetrec-eff: 1.1305663000000002e-06
+  syst_c/tautag-eff: 7.848023772136171e-06
+  syst_dibos-xsec: 2.3276365000000002e-06
+  syst_elen-res: 3.687819653843007e-07
+  syst_flavcomp-jes: 3.455644011044396e-07
+  syst_detNP2-jes: 1.8621092e-06
+  syst_detNP3-jes: 2.763515130949868e-06
+  syst_jetvxfrac: 1.3204122834558706e-05
+  syst_ltrig-eff: 9.310546e-07
+  syst_btag-jes: 1.69918115221846e-05
+  syst_mup-scale: 3.029396818520273e-07
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 2.514005757632507e-05
+  syst_laltpar-ejet-fake: 3.1921872000000003e-06
+  syst_statNP1-jes: 8.12219294009151e-06
+  syst_muid-res: 6.65039e-08
+  syst_pdf: 6.65039e-08
+  syst_isr-fsr: 3.452037700587666e-05
+  syst_zjet-xsec: 1.7756541300000002e-05
+  syst_ps-model: 8.53245037e-05
+  syst_flavres-jes: 1.2096902197999886e-05
+  syst_laltfakecr-mujet-fake: 4.6552730000000004e-06
+  syst_mums-res: 0.0
+  syst_mod-NP2-jes: 2.202675028365594e-06
+  syst_lid-eff: 1.5960936000000001e-06
+  syst_mixNP2-jes: 1.960173543678898e-06
+  syst_mixNP1-jes: 1.8987387554062416e-05
+  syst_btag-eff: 1.0843807072762238e-05
+  syst_pileoffrho-jes: 8.214443170159508e-06
+  syst_modNP4-jes: 3.959496104713408e-06
+  syst_mcstat: 5.2538081e-06
+  syst_modNP3-jes: 1.4066282320505692e-05
+  syst_mod-NP1-jes: 1.9207628490380945e-05
 - ArtUnc_1: -3.01501545172999e-08
   ArtUnc_2: -1.2919758631823057e-07
   ArtUnc_3: 6.682930169032262e-08
@@ -505,61 +505,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: 2.56896928050277e-10
-  sys,singletop-xsec: 5.661020182722103e-07
-  sys,wjet-scale: 3.2157530999999995e-06
-  sys,laltrealcr-mujet-fake: 5.3595885e-06
-  sys,eta-jes: 3.3758375287599462e-06
-  sys,statNP3-jes: 5.79357237996634e-06
-  sys,laltrealcr-ejet-fake: 2.2969665e-06
-  sys,pileoffmu-jes: 8.552676196346191e-07
-  sys,lstat-ejet-fake: 3.1827701450269258e-06
-  sys,lstat-mujet-fake: 1.4587696498040077e-06
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 8.493671679999999e-05
-  sys,statNP2-jes: 3.34715924802914e-07
-  sys,elen-scale: 8.44923576931701e-07
-  sys,punch-jes: 1.822624651390063e-07
-  sys,pileoffnpv-jes: 3.0166567593811113e-06
-  sys,lrec-eff: 0.0
-  sys,pileoffpt-jes: 7.553777788776354e-07
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 5.614806999999999e-07
-  sys,laltfakecr-ejet-fake: 1.7865295e-06
-  sys,laltpar-mujet-fake: 5.614806999999999e-07
-  sys,jetrec-eff: 3.573059e-07
-  sys,c/tautag-eff: 5.10437e-07
-  sys,dibos-xsec: 1.1229613999999998e-06
-  sys,elen-res: 2.3251511924188389e-07
-  sys,flavcomp-jes: 5.590333894760144e-06
-  sys,detNP2-jes: 1.3753412154207186e-06
-  sys,detNP3-jes: 2.921109248082781e-07
-  sys,jetvxfrac: 1.7790395432496513e-06
-  sys,ltrig-eff: 5.614806999999999e-07
-  sys,btag-jes: 1.080593441205106e-05
-  sys,mup-scale: 1.250310195837017e-07
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 1.2635249075552677e-06
-  sys,laltpar-ejet-fake: 6.7888121e-06
-  sys,statNP1-jes: 2.4065088158187675e-06
-  sys,muid-res: 1.0208739999999999e-07
-  sys,pdf: 4.7470641e-06
-  sys,isr-fsr: 3.900228875825765e-05
-  sys,zjet-xsec: 5.818981800000001e-06
-  sys,ps-model: 6.95725631e-05
-  sys,flavres-jes: 4.302835559797415e-06
-  sys,laltfakecr-mujet-fake: 1.4802673e-06
-  sys,mums-res: 2.0417479999999998e-07
-  sys,mod-NP2-jes: 1.5971050886483677e-06
-  sys,lid-eff: 1.531311e-07
-  sys,mixNP2-jes: 1.1762222976314427e-06
-  sys,mixNP1-jes: 2.7601382250774253e-06
-  sys,btag-eff: 7.200419071381978e-06
-  sys,pileoffrho-jes: 1.0898367867988793e-05
-  sys,modNP4-jes: 5.797449878610508e-07
-  sys,mcstat: 4.7981078e-06
-  sys,modNP3-jes: 4.594500117217146e-06
-  sys,mod-NP1-jes: 1.9651824499999997e-05
+  syst_singletop-xsec: 5.661020182722103e-07
+  syst_wjet-scale: 3.2157530999999995e-06
+  syst_laltrealcr-mujet-fake: 5.3595885e-06
+  syst_eta-jes: 3.3758375287599462e-06
+  syst_statNP3-jes: 5.79357237996634e-06
+  syst_laltrealcr-ejet-fake: 2.2969665e-06
+  syst_pileoffmu-jes: 8.552676196346191e-07
+  syst_lstat-ejet-fake: 3.1827701450269258e-06
+  syst_lstat-mujet-fake: 1.4587696498040077e-06
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 8.493671679999999e-05
+  syst_statNP2-jes: 3.34715924802914e-07
+  syst_elen-scale: 8.44923576931701e-07
+  syst_punch-jes: 1.822624651390063e-07
+  syst_pileoffnpv-jes: 3.0166567593811113e-06
+  syst_lrec-eff: 0.0
+  syst_pileoffpt-jes: 7.553777788776354e-07
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 5.614806999999999e-07
+  syst_laltfakecr-ejet-fake: 1.7865295e-06
+  syst_laltpar-mujet-fake: 5.614806999999999e-07
+  syst_jetrec-eff: 3.573059e-07
+  syst_c/tautag-eff: 5.10437e-07
+  syst_dibos-xsec: 1.1229613999999998e-06
+  syst_elen-res: 2.3251511924188389e-07
+  syst_flavcomp-jes: 5.590333894760144e-06
+  syst_detNP2-jes: 1.3753412154207186e-06
+  syst_detNP3-jes: 2.921109248082781e-07
+  syst_jetvxfrac: 1.7790395432496513e-06
+  syst_ltrig-eff: 5.614806999999999e-07
+  syst_btag-jes: 1.080593441205106e-05
+  syst_mup-scale: 1.250310195837017e-07
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 1.2635249075552677e-06
+  syst_laltpar-ejet-fake: 6.7888121e-06
+  syst_statNP1-jes: 2.4065088158187675e-06
+  syst_muid-res: 1.0208739999999999e-07
+  syst_pdf: 4.7470641e-06
+  syst_isr-fsr: 3.900228875825765e-05
+  syst_zjet-xsec: 5.818981800000001e-06
+  syst_ps-model: 6.95725631e-05
+  syst_flavres-jes: 4.302835559797415e-06
+  syst_laltfakecr-mujet-fake: 1.4802673e-06
+  syst_mums-res: 2.0417479999999998e-07
+  syst_mod-NP2-jes: 1.5971050886483677e-06
+  syst_lid-eff: 1.531311e-07
+  syst_mixNP2-jes: 1.1762222976314427e-06
+  syst_mixNP1-jes: 2.7601382250774253e-06
+  syst_btag-eff: 7.200419071381978e-06
+  syst_pileoffrho-jes: 1.0898367867988793e-05
+  syst_modNP4-jes: 5.797449878610508e-07
+  syst_mcstat: 4.7981078e-06
+  syst_modNP3-jes: 4.594500117217146e-06
+  syst_mod-NP1-jes: 1.9651824499999997e-05
 - ArtUnc_1: 1.5856113881826393e-08
   ArtUnc_2: 2.0866828886744868e-07
   ArtUnc_3: -1.3584951484187687e-08
@@ -585,61 +585,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: 3.168162899313319e-10
-  sys,singletop-xsec: 4.7153697595416635e-08
-  sys,wjet-scale: 3.0900066646163906e-06
-  sys,laltrealcr-mujet-fake: 6.479359600000001e-06
-  sys,eta-jes: 7.42622084893836e-06
-  sys,statNP3-jes: 1.067633024212472e-05
-  sys,laltrealcr-ejet-fake: 1.36121e-06
-  sys,pileoffmu-jes: 1.2250890000000003e-06
-  sys,lstat-ejet-fake: 4.243832783587497e-06
-  sys,lstat-mujet-fake: 2.5934533677479144e-07
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 3.4520285600000004e-05
-  sys,statNP2-jes: 1.7845354078271103e-06
-  sys,elen-scale: 1.3182670555162147e-06
-  sys,punch-jes: 2.9162951373650436e-07
-  sys,pileoffnpv-jes: 3.336936282606451e-06
-  sys,lrec-eff: 4.900355999999999e-07
-  sys,pileoffpt-jes: 1.2495729862785406e-06
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 1.0755281912612192e-06
-  sys,laltfakecr-ejet-fake: 1.36121e-06
-  sys,laltpar-mujet-fake: 3.7297154000000004e-06
-  sys,jetrec-eff: 6.80605e-07
-  sys,c/tautag-eff: 4.152092149096119e-06
-  sys,dibos-xsec: 1.4428826e-06
-  sys,elen-res: 3.1366957210368685e-07
-  sys,flavcomp-jes: 2.389534271294421e-06
-  sys,detNP2-jes: 6.69488413227436e-07
-  sys,detNP3-jes: 1.7224013598724628e-06
-  sys,jetvxfrac: 8.524000925208288e-06
-  sys,ltrig-eff: 7.895018000000001e-07
-  sys,btag-jes: 1.3910760372307003e-05
-  sys,mup-scale: 2.2117044633549029e-07
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 1.421261647852314e-05
-  sys,laltpar-ejet-fake: 3.2941281999999997e-06
-  sys,statNP1-jes: 3.6452990316103788e-06
-  sys,muid-res: 5.44484e-08
-  sys,pdf: 2.72242e-06
-  sys,isr-fsr: 2.5396293821011984e-05
-  sys,zjet-xsec: 1.15975092e-05
-  sys,ps-model: 4.08363e-07
-  sys,flavres-jes: 8.294707123892949e-06
-  sys,laltfakecr-mujet-fake: 3.3213524e-06
-  sys,mums-res: 0.0
-  sys,mod-NP2-jes: 5.792744267344364e-07
-  sys,lid-eff: 1.0483084656138718e-06
-  sys,mixNP2-jes: 8.926050893665127e-07
-  sys,mixNP1-jes: 1.2154340055764608e-05
-  sys,btag-eff: 1.2529048906543226e-06
-  sys,pileoffrho-jes: 8.136529587682169e-06
-  sys,modNP4-jes: 2.0053723440205913e-06
-  sys,mcstat: 4.274199400000001e-06
-  sys,modNP3-jes: 1.0723527368832879e-05
-  sys,mod-NP1-jes: 1.6647609430086225e-05
+  syst_singletop-xsec: 4.7153697595416635e-08
+  syst_wjet-scale: 3.0900066646163906e-06
+  syst_laltrealcr-mujet-fake: 6.479359600000001e-06
+  syst_eta-jes: 7.42622084893836e-06
+  syst_statNP3-jes: 1.067633024212472e-05
+  syst_laltrealcr-ejet-fake: 1.36121e-06
+  syst_pileoffmu-jes: 1.2250890000000003e-06
+  syst_lstat-ejet-fake: 4.243832783587497e-06
+  syst_lstat-mujet-fake: 2.5934533677479144e-07
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 3.4520285600000004e-05
+  syst_statNP2-jes: 1.7845354078271103e-06
+  syst_elen-scale: 1.3182670555162147e-06
+  syst_punch-jes: 2.9162951373650436e-07
+  syst_pileoffnpv-jes: 3.336936282606451e-06
+  syst_lrec-eff: 4.900355999999999e-07
+  syst_pileoffpt-jes: 1.2495729862785406e-06
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 1.0755281912612192e-06
+  syst_laltfakecr-ejet-fake: 1.36121e-06
+  syst_laltpar-mujet-fake: 3.7297154000000004e-06
+  syst_jetrec-eff: 6.80605e-07
+  syst_c/tautag-eff: 4.152092149096119e-06
+  syst_dibos-xsec: 1.4428826e-06
+  syst_elen-res: 3.1366957210368685e-07
+  syst_flavcomp-jes: 2.389534271294421e-06
+  syst_detNP2-jes: 6.69488413227436e-07
+  syst_detNP3-jes: 1.7224013598724628e-06
+  syst_jetvxfrac: 8.524000925208288e-06
+  syst_ltrig-eff: 7.895018000000001e-07
+  syst_btag-jes: 1.3910760372307003e-05
+  syst_mup-scale: 2.2117044633549029e-07
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 1.421261647852314e-05
+  syst_laltpar-ejet-fake: 3.2941281999999997e-06
+  syst_statNP1-jes: 3.6452990316103788e-06
+  syst_muid-res: 5.44484e-08
+  syst_pdf: 2.72242e-06
+  syst_isr-fsr: 2.5396293821011984e-05
+  syst_zjet-xsec: 1.15975092e-05
+  syst_ps-model: 4.08363e-07
+  syst_flavres-jes: 8.294707123892949e-06
+  syst_laltfakecr-mujet-fake: 3.3213524e-06
+  syst_mums-res: 0.0
+  syst_mod-NP2-jes: 5.792744267344364e-07
+  syst_lid-eff: 1.0483084656138718e-06
+  syst_mixNP2-jes: 8.926050893665127e-07
+  syst_mixNP1-jes: 1.2154340055764608e-05
+  syst_btag-eff: 1.2529048906543226e-06
+  syst_pileoffrho-jes: 8.136529587682169e-06
+  syst_modNP4-jes: 2.0053723440205913e-06
+  syst_mcstat: 4.274199400000001e-06
+  syst_modNP3-jes: 1.0723527368832879e-05
+  syst_mod-NP1-jes: 1.6647609430086225e-05
 - ArtUnc_1: 1.1754955977231583e-08
   ArtUnc_2: -8.748454423277843e-09
   ArtUnc_3: -2.682955240840753e-08
@@ -665,61 +665,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: 4.749915241736384e-10
-  sys,singletop-xsec: 3.7812249638005876e-07
-  sys,wjet-scale: 1.5903872794973269e-06
-  sys,laltrealcr-mujet-fake: 3.5392878000000004e-06
-  sys,eta-jes: 2.94439017079849e-06
-  sys,statNP3-jes: 5.2048350000000005e-06
-  sys,laltrealcr-ejet-fake: 9.25304e-08
-  sys,pileoffmu-jes: 1.101838059057115e-07
-  sys,lstat-ejet-fake: 1.8931581196526793e-06
-  sys,lstat-mujet-fake: 8.514203183623161e-07
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 2.29706718e-05
-  sys,statNP2-jes: 1.315256656537951e-06
-  sys,elen-scale: 7.346876977908556e-07
-  sys,punch-jes: 2.783131549253646e-07
-  sys,pileoffnpv-jes: 7.412365124566045e-07
-  sys,lrec-eff: 4.0482050000000006e-07
-  sys,pileoffpt-jes: 8.048973128311137e-07
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 8.212073000000001e-07
-  sys,laltfakecr-ejet-fake: 4.626520000000001e-07
-  sys,laltpar-mujet-fake: 1.8159091000000002e-06
-  sys,jetrec-eff: 5.320498000000001e-07
-  sys,c/tautag-eff: 3.5221757455295797e-06
-  sys,dibos-xsec: 6.477128e-07
-  sys,elen-res: 1.9933000481595842e-07
-  sys,flavcomp-jes: 2.26938351676792e-06
-  sys,detNP2-jes: 1.1264382694119229e-06
-  sys,detNP3-jes: 1.0839511562895019e-06
-  sys,jetvxfrac: 5.855115938048637e-06
-  sys,ltrig-eff: 4.3381335181378126e-07
-  sys,btag-jes: 5.4525383280703105e-06
-  sys,mup-scale: 8.732365002867207e-08
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 1.0549277238950152e-05
-  sys,laltpar-ejet-fake: 4.62652e-08
-  sys,statNP1-jes: 4.797920264138707e-06
-  sys,muid-res: 4.62652e-08
-  sys,pdf: 4.510857e-07
-  sys,isr-fsr: 1.1050411785861241e-05
-  sys,zjet-xsec: 7.2867690000000005e-06
-  sys,ps-model: 5.355196900000001e-06
-  sys,flavres-jes: 4.08465648999693e-06
-  sys,laltfakecr-mujet-fake: 1.4226549e-06
-  sys,mums-res: 1.15663e-08
-  sys,mod-NP2-jes: 1.1956863669939152e-06
-  sys,lid-eff: 7.982423099356926e-07
-  sys,mixNP2-jes: 1.4934865908468579e-06
-  sys,mixNP1-jes: 7.567825759044306e-06
-  sys,btag-eff: 5.588917066065878e-06
-  sys,pileoffrho-jes: 6.10142880874101e-07
-  sys,modNP4-jes: 1.8182558372140726e-06
-  sys,mcstat: 2.5098871000000005e-06
-  sys,modNP3-jes: 5.83329229303095e-06
-  sys,mod-NP1-jes: 3.3831526357120526e-06
+  syst_singletop-xsec: 3.7812249638005876e-07
+  syst_wjet-scale: 1.5903872794973269e-06
+  syst_laltrealcr-mujet-fake: 3.5392878000000004e-06
+  syst_eta-jes: 2.94439017079849e-06
+  syst_statNP3-jes: 5.2048350000000005e-06
+  syst_laltrealcr-ejet-fake: 9.25304e-08
+  syst_pileoffmu-jes: 1.101838059057115e-07
+  syst_lstat-ejet-fake: 1.8931581196526793e-06
+  syst_lstat-mujet-fake: 8.514203183623161e-07
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 2.29706718e-05
+  syst_statNP2-jes: 1.315256656537951e-06
+  syst_elen-scale: 7.346876977908556e-07
+  syst_punch-jes: 2.783131549253646e-07
+  syst_pileoffnpv-jes: 7.412365124566045e-07
+  syst_lrec-eff: 4.0482050000000006e-07
+  syst_pileoffpt-jes: 8.048973128311137e-07
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 8.212073000000001e-07
+  syst_laltfakecr-ejet-fake: 4.626520000000001e-07
+  syst_laltpar-mujet-fake: 1.8159091000000002e-06
+  syst_jetrec-eff: 5.320498000000001e-07
+  syst_c/tautag-eff: 3.5221757455295797e-06
+  syst_dibos-xsec: 6.477128e-07
+  syst_elen-res: 1.9933000481595842e-07
+  syst_flavcomp-jes: 2.26938351676792e-06
+  syst_detNP2-jes: 1.1264382694119229e-06
+  syst_detNP3-jes: 1.0839511562895019e-06
+  syst_jetvxfrac: 5.855115938048637e-06
+  syst_ltrig-eff: 4.3381335181378126e-07
+  syst_btag-jes: 5.4525383280703105e-06
+  syst_mup-scale: 8.732365002867207e-08
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 1.0549277238950152e-05
+  syst_laltpar-ejet-fake: 4.62652e-08
+  syst_statNP1-jes: 4.797920264138707e-06
+  syst_muid-res: 4.62652e-08
+  syst_pdf: 4.510857e-07
+  syst_isr-fsr: 1.1050411785861241e-05
+  syst_zjet-xsec: 7.2867690000000005e-06
+  syst_ps-model: 5.355196900000001e-06
+  syst_flavres-jes: 4.08465648999693e-06
+  syst_laltfakecr-mujet-fake: 1.4226549e-06
+  syst_mums-res: 1.15663e-08
+  syst_mod-NP2-jes: 1.1956863669939152e-06
+  syst_lid-eff: 7.982423099356926e-07
+  syst_mixNP2-jes: 1.4934865908468579e-06
+  syst_mixNP1-jes: 7.567825759044306e-06
+  syst_btag-eff: 5.588917066065878e-06
+  syst_pileoffrho-jes: 6.10142880874101e-07
+  syst_modNP4-jes: 1.8182558372140726e-06
+  syst_mcstat: 2.5098871000000005e-06
+  syst_modNP3-jes: 5.83329229303095e-06
+  syst_mod-NP1-jes: 3.3831526357120526e-06
 - ArtUnc_1: 2.6468185837118432e-08
   ArtUnc_2: -2.9584803887430473e-08
   ArtUnc_3: 2.2012578683225462e-08
@@ -745,61 +745,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: 5.798939284403355e-10
-  sys,singletop-xsec: 2.96210673250036e-07
-  sys,wjet-scale: 1.915434e-07
-  sys,laltrealcr-mujet-fake: 5.661171600000001e-07
-  sys,eta-jes: 8.758171323468029e-07
-  sys,statNP3-jes: 1.7050112377103853e-06
-  sys,laltrealcr-ejet-fake: 2.341086e-07
-  sys,pileoffmu-jes: 3.878049475035134e-07
-  sys,lstat-ejet-fake: 1.1379963639302067e-06
-  sys,lstat-mujet-fake: 3.1333162839590584e-07
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 1.4123133360000001e-05
-  sys,statNP2-jes: 6.646989046016357e-07
-  sys,elen-scale: 3.112211875509095e-07
-  sys,punch-jes: 1.645242717368401e-07
-  sys,pileoffnpv-jes: 2.774258544984213e-07
-  sys,lrec-eff: 2.0856948000000001e-07
-  sys,pileoffpt-jes: 1.6588145032724426e-07
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 4.4489797812025665e-07
-  sys,laltfakecr-ejet-fake: 9.7048656e-07
-  sys,laltpar-mujet-fake: 5.6186064e-07
-  sys,jetrec-eff: 2.2985208e-07
-  sys,c/tautag-eff: 1.8134373822488834e-06
-  sys,dibos-xsec: 3.1072596e-07
-  sys,elen-res: 1.0434987047788033e-07
-  sys,flavcomp-jes: 2.29176349482551e-06
-  sys,detNP2-jes: 8.68087487068233e-07
-  sys,detNP3-jes: 6.330741814368445e-07
-  sys,jetvxfrac: 2.77387647035772e-06
-  sys,ltrig-eff: 1.5964787427806611e-07
-  sys,btag-jes: 1.7949535898864554e-06
-  sys,mup-scale: 4.3146502151896396e-08
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 5.429402747025549e-06
-  sys,laltpar-ejet-fake: 4.0862592000000005e-07
-  sys,statNP1-jes: 2.681103357663237e-06
-  sys,muid-res: 8.513040000000001e-09
-  sys,pdf: 8.8535616e-07
-  sys,isr-fsr: 4.025227824850474e-06
-  sys,zjet-xsec: 3.09023352e-06
-  sys,ps-model: 2.5241163599999997e-06
-  sys,flavres-jes: 1.108331113975025e-06
-  sys,laltfakecr-mujet-fake: 5.873997600000001e-07
-  sys,mums-res: 2.9795640000000002e-08
-  sys,mod-NP2-jes: 9.42862416796411e-07
-  sys,lid-eff: 3.6404445645133567e-07
-  sys,mixNP2-jes: 7.997359971196763e-07
-  sys,mixNP1-jes: 3.43598464709926e-06
-  sys,btag-eff: 5.047763888849473e-06
-  sys,pileoffrho-jes: 1.1020750080276103e-06
-  sys,modNP4-jes: 1.1331700476978638e-06
-  sys,mcstat: 1.41742116e-06
-  sys,modNP3-jes: 2.0443740314264796e-06
-  sys,mod-NP1-jes: 5.850315378621385e-07
+  syst_singletop-xsec: 2.96210673250036e-07
+  syst_wjet-scale: 1.915434e-07
+  syst_laltrealcr-mujet-fake: 5.661171600000001e-07
+  syst_eta-jes: 8.758171323468029e-07
+  syst_statNP3-jes: 1.7050112377103853e-06
+  syst_laltrealcr-ejet-fake: 2.341086e-07
+  syst_pileoffmu-jes: 3.878049475035134e-07
+  syst_lstat-ejet-fake: 1.1379963639302067e-06
+  syst_lstat-mujet-fake: 3.1333162839590584e-07
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 1.4123133360000001e-05
+  syst_statNP2-jes: 6.646989046016357e-07
+  syst_elen-scale: 3.112211875509095e-07
+  syst_punch-jes: 1.645242717368401e-07
+  syst_pileoffnpv-jes: 2.774258544984213e-07
+  syst_lrec-eff: 2.0856948000000001e-07
+  syst_pileoffpt-jes: 1.6588145032724426e-07
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 4.4489797812025665e-07
+  syst_laltfakecr-ejet-fake: 9.7048656e-07
+  syst_laltpar-mujet-fake: 5.6186064e-07
+  syst_jetrec-eff: 2.2985208e-07
+  syst_c/tautag-eff: 1.8134373822488834e-06
+  syst_dibos-xsec: 3.1072596e-07
+  syst_elen-res: 1.0434987047788033e-07
+  syst_flavcomp-jes: 2.29176349482551e-06
+  syst_detNP2-jes: 8.68087487068233e-07
+  syst_detNP3-jes: 6.330741814368445e-07
+  syst_jetvxfrac: 2.77387647035772e-06
+  syst_ltrig-eff: 1.5964787427806611e-07
+  syst_btag-jes: 1.7949535898864554e-06
+  syst_mup-scale: 4.3146502151896396e-08
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 5.429402747025549e-06
+  syst_laltpar-ejet-fake: 4.0862592000000005e-07
+  syst_statNP1-jes: 2.681103357663237e-06
+  syst_muid-res: 8.513040000000001e-09
+  syst_pdf: 8.8535616e-07
+  syst_isr-fsr: 4.025227824850474e-06
+  syst_zjet-xsec: 3.09023352e-06
+  syst_ps-model: 2.5241163599999997e-06
+  syst_flavres-jes: 1.108331113975025e-06
+  syst_laltfakecr-mujet-fake: 5.873997600000001e-07
+  syst_mums-res: 2.9795640000000002e-08
+  syst_mod-NP2-jes: 9.42862416796411e-07
+  syst_lid-eff: 3.6404445645133567e-07
+  syst_mixNP2-jes: 7.997359971196763e-07
+  syst_mixNP1-jes: 3.43598464709926e-06
+  syst_btag-eff: 5.047763888849473e-06
+  syst_pileoffrho-jes: 1.1020750080276103e-06
+  syst_modNP4-jes: 1.1331700476978638e-06
+  syst_mcstat: 1.41742116e-06
+  syst_modNP3-jes: 2.0443740314264796e-06
+  syst_mod-NP1-jes: 5.850315378621385e-07
 - ArtUnc_1: -3.955905941633644e-09
   ArtUnc_2: -1.823865290553321e-08
   ArtUnc_3: -2.000019068663233e-08
@@ -825,61 +825,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: 8.364047609253432e-10
-  sys,singletop-xsec: 1.6003407188046426e-07
-  sys,wjet-scale: 1.0738681106042026e-07
-  sys,laltrealcr-mujet-fake: 5.406624e-08
-  sys,eta-jes: 2.726615233449003e-07
-  sys,statNP3-jes: 4.909770849593222e-07
-  sys,laltrealcr-ejet-fake: 1.2915824e-07
-  sys,pileoffmu-jes: 1.2943735051458987e-07
-  sys,lstat-ejet-fake: 4.0301674223342333e-07
-  sys,lstat-mujet-fake: 1.4827200153583685e-07
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 7.27341112e-06
-  sys,statNP2-jes: 2.7204039737678964e-07
-  sys,elen-scale: 1.1548553926380915e-07
-  sys,punch-jes: 1.494368534196943e-07
-  sys,pileoffnpv-jes: 2.2057500100857126e-07
-  sys,lrec-eff: 8.335888477053421e-08
-  sys,pileoffpt-jes: 2.991452662565129e-08
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 1.2544410221483034e-07
-  sys,laltfakecr-ejet-fake: 4.835924800000001e-07
-  sys,laltpar-mujet-fake: 1.2014720000000002e-08
-  sys,jetrec-eff: 1.1564168000000001e-07
-  sys,c/tautag-eff: 7.682799733606066e-07
-  sys,dibos-xsec: 9.161224000000001e-08
-  sys,elen-res: 2.83664937525384e-08
-  sys,flavcomp-jes: 9.272667139382308e-07
-  sys,detNP2-jes: 4.200664199204673e-07
-  sys,detNP3-jes: 2.9862361630591246e-07
-  sys,jetvxfrac: 1.085257891215649e-06
-  sys,ltrig-eff: 5.3325895289204484e-08
-  sys,btag-jes: 6.825871060941096e-07
-  sys,mup-scale: 2.604512734119763e-08
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 2.7569245218376988e-06
-  sys,laltpar-ejet-fake: 2.553128e-07
-  sys,statNP1-jes: 1.0211084600099304e-06
-  sys,muid-res: 6.007360000000001e-09
-  sys,pdf: 3.9948944000000007e-07
-  sys,isr-fsr: 7.309237113423851e-07
-  sys,zjet-xsec: 7.1187216e-07
-  sys,ps-model: 1.12638e-06
-  sys,flavres-jes: 6.117721782346093e-07
-  sys,laltfakecr-mujet-fake: 2.6132016e-07
-  sys,mums-res: 1.5018400000000003e-09
-  sys,mod-NP2-jes: 4.856566029156586e-07
-  sys,lid-eff: 1.314496130699334e-07
-  sys,mixNP2-jes: 3.9555454963340573e-07
-  sys,mixNP1-jes: 1.729723804700449e-06
-  sys,btag-eff: 2.9143134577445993e-06
-  sys,pileoffrho-jes: 3.679806823376054e-07
-  sys,modNP4-jes: 5.386939091399911e-07
-  sys,mcstat: 7.3740344e-07
-  sys,modNP3-jes: 6.980503206298823e-07
-  sys,mod-NP1-jes: 2.919244357659674e-07
+  syst_singletop-xsec: 1.6003407188046426e-07
+  syst_wjet-scale: 1.0738681106042026e-07
+  syst_laltrealcr-mujet-fake: 5.406624e-08
+  syst_eta-jes: 2.726615233449003e-07
+  syst_statNP3-jes: 4.909770849593222e-07
+  syst_laltrealcr-ejet-fake: 1.2915824e-07
+  syst_pileoffmu-jes: 1.2943735051458987e-07
+  syst_lstat-ejet-fake: 4.0301674223342333e-07
+  syst_lstat-mujet-fake: 1.4827200153583685e-07
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 7.27341112e-06
+  syst_statNP2-jes: 2.7204039737678964e-07
+  syst_elen-scale: 1.1548553926380915e-07
+  syst_punch-jes: 1.494368534196943e-07
+  syst_pileoffnpv-jes: 2.2057500100857126e-07
+  syst_lrec-eff: 8.335888477053421e-08
+  syst_pileoffpt-jes: 2.991452662565129e-08
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 1.2544410221483034e-07
+  syst_laltfakecr-ejet-fake: 4.835924800000001e-07
+  syst_laltpar-mujet-fake: 1.2014720000000002e-08
+  syst_jetrec-eff: 1.1564168000000001e-07
+  syst_c/tautag-eff: 7.682799733606066e-07
+  syst_dibos-xsec: 9.161224000000001e-08
+  syst_elen-res: 2.83664937525384e-08
+  syst_flavcomp-jes: 9.272667139382308e-07
+  syst_detNP2-jes: 4.200664199204673e-07
+  syst_detNP3-jes: 2.9862361630591246e-07
+  syst_jetvxfrac: 1.085257891215649e-06
+  syst_ltrig-eff: 5.3325895289204484e-08
+  syst_btag-jes: 6.825871060941096e-07
+  syst_mup-scale: 2.604512734119763e-08
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 2.7569245218376988e-06
+  syst_laltpar-ejet-fake: 2.553128e-07
+  syst_statNP1-jes: 1.0211084600099304e-06
+  syst_muid-res: 6.007360000000001e-09
+  syst_pdf: 3.9948944000000007e-07
+  syst_isr-fsr: 7.309237113423851e-07
+  syst_zjet-xsec: 7.1187216e-07
+  syst_ps-model: 1.12638e-06
+  syst_flavres-jes: 6.117721782346093e-07
+  syst_laltfakecr-mujet-fake: 2.6132016e-07
+  syst_mums-res: 1.5018400000000003e-09
+  syst_mod-NP2-jes: 4.856566029156586e-07
+  syst_lid-eff: 1.314496130699334e-07
+  syst_mixNP2-jes: 3.9555454963340573e-07
+  syst_mixNP1-jes: 1.729723804700449e-06
+  syst_btag-eff: 2.9143134577445993e-06
+  syst_pileoffrho-jes: 3.679806823376054e-07
+  syst_modNP4-jes: 5.386939091399911e-07
+  syst_mcstat: 7.3740344e-07
+  syst_modNP3-jes: 6.980503206298823e-07
+  syst_mod-NP1-jes: 2.919244357659674e-07
 - ArtUnc_1: -6.254459426165127e-10
   ArtUnc_2: -8.61534643616709e-09
   ArtUnc_3: -9.54429365441051e-09
@@ -905,58 +905,58 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: 9.3600136100836e-10
-  sys,singletop-xsec: 1.0257758733633549e-07
-  sys,wjet-scale: 4.918015930746105e-08
-  sys,laltrealcr-mujet-fake: 1.3087726400000002e-07
-  sys,eta-jes: 4.6764955844985296e-08
-  sys,statNP3-jes: 1.4158352403830106e-07
-  sys,laltrealcr-ejet-fake: 3.6533224e-08
-  sys,pileoffmu-jes: 8.201959629156767e-08
-  sys,lstat-ejet-fake: 2.3414499417137887e-07
-  sys,lstat-mujet-fake: 7.509845290426183e-08
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 3.781389416e-06
-  sys,statNP2-jes: 8.261066869264953e-08
-  sys,elen-scale: 3.148358399659098e-08
-  sys,punch-jes: 3.142978557135228e-08
-  sys,pileoffnpv-jes: 4.485046492893415e-08
-  sys,lrec-eff: 2.408784e-08
-  sys,pileoffpt-jes: 7.509416046032107e-08
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 1.3907120908196635e-09
-  sys,laltfakecr-ejet-fake: 7.1862056e-08
-  sys,laltpar-mujet-fake: 1.1642456e-08
-  sys,jetrec-eff: 3.5328832e-08
-  sys,c/tautag-eff: 2.041683251715078e-07
-  sys,dibos-xsec: 4.01464e-09
-  sys,elen-res: 8.234906447057672e-09
-  sys,flavcomp-jes: 4.2710953835772873e-07
-  sys,detNP2-jes: 1.3481541297938946e-07
-  sys,detNP3-jes: 9.449596149375004e-08
-  sys,jetvxfrac: 3.3622915590611264e-07
-  sys,ltrig-eff: 1.3050667819236225e-08
-  sys,btag-jes: 2.0272302229146857e-07
-  sys,mup-scale: 8.276392384414842e-09
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 1.162627752696449e-06
-  sys,laltpar-ejet-fake: 9.233672e-09
-  sys,statNP1-jes: 3.644675728388987e-07
-  sys,muid-res: 4.01464e-09
-  sys,pdf: 1.68213416e-07
-  sys,isr-fsr: 4.0156811622417787e-07
-  sys,zjet-xsec: 2.5894428000000003e-07
-  sys,ps-model: 1.61789992e-07
-  sys,flavres-jes: 1.478281815853055e-07
-  sys,laltfakecr-mujet-fake: 2.3284912e-08
-  sys,mums-res: 6.824888000000001e-09
-  sys,mod-NP2-jes: 3.099085609499903e-07
-  sys,lid-eff: 3.4931982223945094e-08
-  sys,mixNP2-jes: 1.562065160877596e-07
-  sys,mixNP1-jes: 6.925858787835182e-07
-  sys,btag-eff: 1.0727223816862859e-06
-  sys,pileoffrho-jes: 2.7775180286602007e-07
-  sys,modNP4-jes: 1.8122564771610002e-07
-  sys,mcstat: 3.88617152e-07
-  sys,modNP3-jes: 1.358531575666625e-07
-  sys,mod-NP1-jes: 1.605919982050383e-07
+  syst_singletop-xsec: 1.0257758733633549e-07
+  syst_wjet-scale: 4.918015930746105e-08
+  syst_laltrealcr-mujet-fake: 1.3087726400000002e-07
+  syst_eta-jes: 4.6764955844985296e-08
+  syst_statNP3-jes: 1.4158352403830106e-07
+  syst_laltrealcr-ejet-fake: 3.6533224e-08
+  syst_pileoffmu-jes: 8.201959629156767e-08
+  syst_lstat-ejet-fake: 2.3414499417137887e-07
+  syst_lstat-mujet-fake: 7.509845290426183e-08
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 3.781389416e-06
+  syst_statNP2-jes: 8.261066869264953e-08
+  syst_elen-scale: 3.148358399659098e-08
+  syst_punch-jes: 3.142978557135228e-08
+  syst_pileoffnpv-jes: 4.485046492893415e-08
+  syst_lrec-eff: 2.408784e-08
+  syst_pileoffpt-jes: 7.509416046032107e-08
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 1.3907120908196635e-09
+  syst_laltfakecr-ejet-fake: 7.1862056e-08
+  syst_laltpar-mujet-fake: 1.1642456e-08
+  syst_jetrec-eff: 3.5328832e-08
+  syst_c/tautag-eff: 2.041683251715078e-07
+  syst_dibos-xsec: 4.01464e-09
+  syst_elen-res: 8.234906447057672e-09
+  syst_flavcomp-jes: 4.2710953835772873e-07
+  syst_detNP2-jes: 1.3481541297938946e-07
+  syst_detNP3-jes: 9.449596149375004e-08
+  syst_jetvxfrac: 3.3622915590611264e-07
+  syst_ltrig-eff: 1.3050667819236225e-08
+  syst_btag-jes: 2.0272302229146857e-07
+  syst_mup-scale: 8.276392384414842e-09
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 1.162627752696449e-06
+  syst_laltpar-ejet-fake: 9.233672e-09
+  syst_statNP1-jes: 3.644675728388987e-07
+  syst_muid-res: 4.01464e-09
+  syst_pdf: 1.68213416e-07
+  syst_isr-fsr: 4.0156811622417787e-07
+  syst_zjet-xsec: 2.5894428000000003e-07
+  syst_ps-model: 1.61789992e-07
+  syst_flavres-jes: 1.478281815853055e-07
+  syst_laltfakecr-mujet-fake: 2.3284912e-08
+  syst_mums-res: 6.824888000000001e-09
+  syst_mod-NP2-jes: 3.099085609499903e-07
+  syst_lid-eff: 3.4931982223945094e-08
+  syst_mixNP2-jes: 1.562065160877596e-07
+  syst_mixNP1-jes: 6.925858787835182e-07
+  syst_btag-eff: 1.0727223816862859e-06
+  syst_pileoffrho-jes: 2.7775180286602007e-07
+  syst_modNP4-jes: 1.8122564771610002e-07
+  syst_mcstat: 3.88617152e-07
+  syst_modNP3-jes: 1.358531575666625e-07
+  syst_mod-NP1-jes: 1.605919982050383e-07
diff --git a/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyt.yaml b/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyt.yaml
index 5e3e73b496..e2bdea856d 100644
--- a/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyt.yaml
+++ b/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyt.yaml
@@ -99,223 +99,223 @@ definitions:
     definition: artificial uncertainty 25
     treatment: ADD
     type: ATLAS8TEVTTB151104716unc25
-  sys,singletop-xsec:
+  syst_singletop-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,wjet-scale:
+  syst_wjet-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltrealcr-mujet-fake:
+  syst_laltrealcr-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,eta-jes:
+  syst_eta-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP3-jes:
+  syst_statNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltrealcr-ejet-fake:
+  syst_laltrealcr-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffmu-jes:
+  syst_pileoffmu-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lstat-ejet-fake:
+  syst_lstat-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lstat-mujet-fake:
+  syst_lstat-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,etmsoft-scale:
+  syst_etmsoft-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,hardscat-model:
+  syst_hardscat-model:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP2-jes:
+  syst_statNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,elen-scale:
+  syst_elen-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,punch-jes:
+  syst_punch-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffnpv-jes:
+  syst_pileoffnpv-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lrec-eff:
+  syst_lrec-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffpt-jes:
+  syst_pileoffpt-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jeten-res:
+  syst_jeten-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lighttag-eff:
+  syst_lighttag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltfakecr-ejet-fake:
+  syst_laltfakecr-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltpar-mujet-fake:
+  syst_laltpar-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jetrec-eff:
+  syst_jetrec-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,c/tautag-eff:
+  syst_c/tautag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,dibos-xsec:
+  syst_dibos-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,elen-res:
+  syst_elen-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,flavcomp-jes:
+  syst_flavcomp-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP2-jes:
+  syst_detNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP3-jes:
+  syst_detNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jetvxfrac:
+  syst_jetvxfrac:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,ltrig-eff:
+  syst_ltrig-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,btag-jes:
+  syst_btag-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mup-scale:
+  syst_mup-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,singlephpt-jes:
+  syst_singlephpt-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,etmsoft-res:
+  syst_etmsoft-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP1-jes:
+  syst_detNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltpar-ejet-fake:
+  syst_laltpar-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP1-jes:
+  syst_statNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,muid-res:
+  syst_muid-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pdf:
+  syst_pdf:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,isr-fsr:
+  syst_isr-fsr:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,zjet-xsec:
+  syst_zjet-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,ps-model:
+  syst_ps-model:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,flavres-jes:
+  syst_flavres-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltfakecr-mujet-fake:
+  syst_laltfakecr-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mums-res:
+  syst_mums-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mod-NP2-jes:
+  syst_mod-NP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lid-eff:
+  syst_lid-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mixNP2-jes:
+  syst_mixNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mixNP1-jes:
+  syst_mixNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,btag-eff:
+  syst_btag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffrho-jes:
+  syst_pileoffrho-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,modNP4-jes:
+  syst_modNP4-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mcstat:
+  syst_mcstat:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,modNP3-jes:
+  syst_modNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mod-NP1-jes:
+  syst_mod-NP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
@@ -349,61 +349,61 @@ bins:
   ArtUnc_23: -5.948989742695756e-07
   ArtUnc_24: -5.610902314048098e-07
   ArtUnc_25: -0.00010061224703916684
-  sys,singletop-xsec: 0.5394515474022182
-  sys,wjet-scale: 0.8396472000000001
-  sys,laltrealcr-mujet-fake: 0.45815532000000003
-  sys,eta-jes: 0.0581458257371963
-  sys,statNP3-jes: 0.07362061144359779
-  sys,laltrealcr-ejet-fake: 0.05293428000000001
-  sys,pileoffmu-jes: 0.1570623956590807
-  sys,lstat-ejet-fake: 0.7635135956872972
-  sys,lstat-mujet-fake: 0.042680884230966915
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 5.828246760000001
-  sys,statNP2-jes: 0.14064442985397183
-  sys,elen-scale: 0.21172728507331412
-  sys,punch-jes: 0.0060539015623315194
-  sys,pileoffnpv-jes: 1.086666515529627
-  sys,lrec-eff: 0.44355276000000005
-  sys,pileoffpt-jes: 0.022130828860501363
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.9427786635039423
-  sys,laltfakecr-ejet-fake: 0.7155254400000002
-  sys,laltpar-mujet-fake: 0.41252232000000005
-  sys,jetrec-eff: 0.09126600000000001
-  sys,c/tautag-eff: 1.8344484162379069
-  sys,dibos-xsec: 0.16792944
-  sys,elen-res: 0.06116184027414154
-  sys,flavcomp-jes: 3.056162444132086
-  sys,detNP2-jes: 0.3508035205499603
-  sys,detNP3-jes: 0.05664377068673307
-  sys,jetvxfrac: 1.187367503216403
-  sys,ltrig-eff: 2.30172852
-  sys,btag-jes: 0.9656805389070645
-  sys,mup-scale: 0.032176928171763076
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 0.335029517843956
-  sys,laltpar-ejet-fake: 0.6479886
-  sys,statNP1-jes: 1.595363095119158
-  sys,muid-res: 0.005475960000000001
-  sys,pdf: 0.38879316
-  sys,isr-fsr: 11.78468718365993
-  sys,zjet-xsec: 2.00237604
-  sys,ps-model: 6.403222560000001
-  sys,flavres-jes: 1.9411460779263754
-  sys,laltfakecr-mujet-fake: 0.43077551999999997
-  sys,mums-res: 0.0182532
-  sys,mod-NP2-jes: 0.13507368
-  sys,lid-eff: 2.4094224000000004
-  sys,mixNP2-jes: 0.6842266253482544
-  sys,mixNP1-jes: 0.5330582911745285
-  sys,btag-eff: 7.6195853392974575
-  sys,pileoffrho-jes: 3.007221624574729
-  sys,modNP4-jes: 0.044440076073827786
-  sys,mcstat: 0.273798
-  sys,modNP3-jes: 0.22546027236531319
-  sys,mod-NP1-jes: 4.05039567079057
+  syst_singletop-xsec: 0.5394515474022182
+  syst_wjet-scale: 0.8396472000000001
+  syst_laltrealcr-mujet-fake: 0.45815532000000003
+  syst_eta-jes: 0.0581458257371963
+  syst_statNP3-jes: 0.07362061144359779
+  syst_laltrealcr-ejet-fake: 0.05293428000000001
+  syst_pileoffmu-jes: 0.1570623956590807
+  syst_lstat-ejet-fake: 0.7635135956872972
+  syst_lstat-mujet-fake: 0.042680884230966915
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 5.828246760000001
+  syst_statNP2-jes: 0.14064442985397183
+  syst_elen-scale: 0.21172728507331412
+  syst_punch-jes: 0.0060539015623315194
+  syst_pileoffnpv-jes: 1.086666515529627
+  syst_lrec-eff: 0.44355276000000005
+  syst_pileoffpt-jes: 0.022130828860501363
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.9427786635039423
+  syst_laltfakecr-ejet-fake: 0.7155254400000002
+  syst_laltpar-mujet-fake: 0.41252232000000005
+  syst_jetrec-eff: 0.09126600000000001
+  syst_c/tautag-eff: 1.8344484162379069
+  syst_dibos-xsec: 0.16792944
+  syst_elen-res: 0.06116184027414154
+  syst_flavcomp-jes: 3.056162444132086
+  syst_detNP2-jes: 0.3508035205499603
+  syst_detNP3-jes: 0.05664377068673307
+  syst_jetvxfrac: 1.187367503216403
+  syst_ltrig-eff: 2.30172852
+  syst_btag-jes: 0.9656805389070645
+  syst_mup-scale: 0.032176928171763076
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 0.335029517843956
+  syst_laltpar-ejet-fake: 0.6479886
+  syst_statNP1-jes: 1.595363095119158
+  syst_muid-res: 0.005475960000000001
+  syst_pdf: 0.38879316
+  syst_isr-fsr: 11.78468718365993
+  syst_zjet-xsec: 2.00237604
+  syst_ps-model: 6.403222560000001
+  syst_flavres-jes: 1.9411460779263754
+  syst_laltfakecr-mujet-fake: 0.43077551999999997
+  syst_mums-res: 0.0182532
+  syst_mod-NP2-jes: 0.13507368
+  syst_lid-eff: 2.4094224000000004
+  syst_mixNP2-jes: 0.6842266253482544
+  syst_mixNP1-jes: 0.5330582911745285
+  syst_btag-eff: 7.6195853392974575
+  syst_pileoffrho-jes: 3.007221624574729
+  syst_modNP4-jes: 0.044440076073827786
+  syst_mcstat: 0.273798
+  syst_modNP3-jes: 0.22546027236531319
+  syst_mod-NP1-jes: 4.05039567079057
   lumi: 5.110896
 - ArtUnc_1: -0.2616642012488623
   ArtUnc_2: 0.49696569066969876
@@ -430,61 +430,61 @@ bins:
   ArtUnc_23: -5.756599746459576e-07
   ArtUnc_24: -5.416079551925264e-07
   ArtUnc_25: -9.738078881718213e-05
-  sys,singletop-xsec: 0.4633094724383548
-  sys,wjet-scale: 0.68134758
-  sys,laltrealcr-mujet-fake: 0.35310714
-  sys,eta-jes: 0.32095922336419247
-  sys,statNP3-jes: 0.06115276064512786
-  sys,laltrealcr-ejet-fake: 0.07294231999999999
-  sys,pileoffmu-jes: 0.1976498589996307
-  sys,lstat-ejet-fake: 0.6776504002768013
-  sys,lstat-mujet-fake: 0.024406553096058034
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 5.96303466
-  sys,statNP2-jes: 0.10964870725693895
-  sys,elen-scale: 0.18620345541985628
-  sys,punch-jes: 0.005498234244955376
-  sys,pileoffnpv-jes: 1.0867715211409281
-  sys,lrec-eff: 0.40449831999999997
-  sys,pileoffpt-jes: 0.024406553096058034
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.82889
-  sys,laltfakecr-ejet-fake: 0.68632092
-  sys,laltpar-mujet-fake: 0.35973826
-  sys,jetrec-eff: 0.09117789999999999
-  sys,c/tautag-eff: 1.617164814853865
-  sys,dibos-xsec: 0.1492002
-  sys,elen-res: 0.04903078781457524
-  sys,flavcomp-jes: 3.0365682333196817
-  sys,detNP2-jes: 0.2846510119441299
-  sys,detNP3-jes: 0.05701293176521534
-  sys,jetvxfrac: 1.1148305498560496
-  sys,ltrig-eff: 2.09543392
-  sys,btag-jes: 0.9002508618105465
-  sys,mup-scale: 0.029597293050674413
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 0.3081286391308585
-  sys,laltpar-ejet-fake: 0.54872518
-  sys,statNP1-jes: 1.4540467195686515
-  sys,muid-res: 0.0016577800000000002
-  sys,pdf: 0.24203587999999998
-  sys,isr-fsr: 10.53934101107919
-  sys,zjet-xsec: 1.7821135
-  sys,ps-model: 5.91661682
-  sys,flavres-jes: 1.8646250405561642
-  sys,laltfakecr-mujet-fake: 0.3812894
-  sys,mums-res: 0.0082889
-  sys,mod-NP2-jes: 0.10472591343221742
-  sys,lid-eff: 2.1882696
-  sys,mixNP2-jes: 0.6292820205851145
-  sys,mixNP1-jes: 0.49811530585551894
-  sys,btag-eff: 6.979915699297444
-  sys,pileoffrho-jes: 2.774135709265587
-  sys,modNP4-jes: 0.046499177575723846
-  sys,mcstat: 0.24037809999999998
-  sys,modNP3-jes: 0.21676226302892923
-  sys,mod-NP1-jes: 3.7358603801011654
+  syst_singletop-xsec: 0.4633094724383548
+  syst_wjet-scale: 0.68134758
+  syst_laltrealcr-mujet-fake: 0.35310714
+  syst_eta-jes: 0.32095922336419247
+  syst_statNP3-jes: 0.06115276064512786
+  syst_laltrealcr-ejet-fake: 0.07294231999999999
+  syst_pileoffmu-jes: 0.1976498589996307
+  syst_lstat-ejet-fake: 0.6776504002768013
+  syst_lstat-mujet-fake: 0.024406553096058034
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 5.96303466
+  syst_statNP2-jes: 0.10964870725693895
+  syst_elen-scale: 0.18620345541985628
+  syst_punch-jes: 0.005498234244955376
+  syst_pileoffnpv-jes: 1.0867715211409281
+  syst_lrec-eff: 0.40449831999999997
+  syst_pileoffpt-jes: 0.024406553096058034
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.82889
+  syst_laltfakecr-ejet-fake: 0.68632092
+  syst_laltpar-mujet-fake: 0.35973826
+  syst_jetrec-eff: 0.09117789999999999
+  syst_c/tautag-eff: 1.617164814853865
+  syst_dibos-xsec: 0.1492002
+  syst_elen-res: 0.04903078781457524
+  syst_flavcomp-jes: 3.0365682333196817
+  syst_detNP2-jes: 0.2846510119441299
+  syst_detNP3-jes: 0.05701293176521534
+  syst_jetvxfrac: 1.1148305498560496
+  syst_ltrig-eff: 2.09543392
+  syst_btag-jes: 0.9002508618105465
+  syst_mup-scale: 0.029597293050674413
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 0.3081286391308585
+  syst_laltpar-ejet-fake: 0.54872518
+  syst_statNP1-jes: 1.4540467195686515
+  syst_muid-res: 0.0016577800000000002
+  syst_pdf: 0.24203587999999998
+  syst_isr-fsr: 10.53934101107919
+  syst_zjet-xsec: 1.7821135
+  syst_ps-model: 5.91661682
+  syst_flavres-jes: 1.8646250405561642
+  syst_laltfakecr-mujet-fake: 0.3812894
+  syst_mums-res: 0.0082889
+  syst_mod-NP2-jes: 0.10472591343221742
+  syst_lid-eff: 2.1882696
+  syst_mixNP2-jes: 0.6292820205851145
+  syst_mixNP1-jes: 0.49811530585551894
+  syst_btag-eff: 6.979915699297444
+  syst_pileoffrho-jes: 2.774135709265587
+  syst_modNP4-jes: 0.046499177575723846
+  syst_mcstat: 0.24037809999999998
+  syst_modNP3-jes: 0.21676226302892923
+  syst_mod-NP1-jes: 3.7358603801011654
   lumi: 4.6417839999999995
 - ArtUnc_1: 0.12870895065416935
   ArtUnc_2: 0.35648034359873954
@@ -511,61 +511,61 @@ bins:
   ArtUnc_23: -5.421633338037342e-07
   ArtUnc_24: -5.045881491190621e-07
   ArtUnc_25: -9.17201470386624e-05
-  sys,singletop-xsec: 0.349206905811841
-  sys,wjet-scale: 0.48995788
-  sys,laltrealcr-mujet-fake: 0.2758476
-  sys,eta-jes: 0.6995271253015907
-  sys,statNP3-jes: 0.039690384283813634
-  sys,laltrealcr-ejet-fake: 0.05516952
-  sys,pileoffmu-jes: 0.24432216
-  sys,lstat-ejet-fake: 0.47550690568714643
-  sys,lstat-mujet-fake: 0.05232851115217401
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 4.96394324
-  sys,statNP2-jes: 0.0965511277877809
-  sys,elen-scale: 0.14589832199389682
-  sys,punch-jes: 0.0034127289881852618
-  sys,pileoffnpv-jes: 0.8281375976489035
-  sys,lrec-eff: 0.32313576
-  sys,pileoffpt-jes: 0.011375763293950873
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.6502122
-  sys,laltfakecr-ejet-fake: 0.49915279999999995
-  sys,laltpar-mujet-fake: 0.361229
-  sys,jetrec-eff: 0.08012715999999999
-  sys,c/tautag-eff: 1.2012509790923467
-  sys,dibos-xsec: 0.09983056
-  sys,elen-res: 0.03682656297633
-  sys,flavcomp-jes: 2.6258228676624693
-  sys,detNP2-jes: 0.22461876
-  sys,detNP3-jes: 0.03415256
-  sys,jetvxfrac: 0.8950200620974569
-  sys,ltrig-eff: 1.6708483200000002
-  sys,btag-jes: 0.680730846291879
-  sys,mup-scale: 0.023644079999999998
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 0.23428549519542008
-  sys,laltpar-ejet-fake: 0.32707644
-  sys,statNP1-jes: 1.1690698759091809
-  sys,muid-res: 0.0065678
-  sys,pdf: 0.06173731999999999
-  sys,isr-fsr: 8.341458068021787
-  sys,zjet-xsec: 1.2557633599999998
-  sys,ps-model: 5.2397908399999995
-  sys,flavres-jes: 1.5871327533470925
-  sys,laltfakecr-mujet-fake: 0.3218222
-  sys,mums-res: 0.0065678
-  sys,mod-NP2-jes: 0.08540160622439838
-  sys,lid-eff: 1.7299585199999998
-  sys,mixNP2-jes: 0.47880072832640475
-  sys,mixNP1-jes: 0.37528009198848317
-  sys,btag-eff: 5.579234883114004
-  sys,pileoffrho-jes: 2.2481627368105412
-  sys,modNP4-jes: 0.023644079999999998
-  sys,mcstat: 0.23381368
-  sys,modNP3-jes: 0.17617381316846384
-  sys,mod-NP1-jes: 3.065917137255724
+  syst_singletop-xsec: 0.349206905811841
+  syst_wjet-scale: 0.48995788
+  syst_laltrealcr-mujet-fake: 0.2758476
+  syst_eta-jes: 0.6995271253015907
+  syst_statNP3-jes: 0.039690384283813634
+  syst_laltrealcr-ejet-fake: 0.05516952
+  syst_pileoffmu-jes: 0.24432216
+  syst_lstat-ejet-fake: 0.47550690568714643
+  syst_lstat-mujet-fake: 0.05232851115217401
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 4.96394324
+  syst_statNP2-jes: 0.0965511277877809
+  syst_elen-scale: 0.14589832199389682
+  syst_punch-jes: 0.0034127289881852618
+  syst_pileoffnpv-jes: 0.8281375976489035
+  syst_lrec-eff: 0.32313576
+  syst_pileoffpt-jes: 0.011375763293950873
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.6502122
+  syst_laltfakecr-ejet-fake: 0.49915279999999995
+  syst_laltpar-mujet-fake: 0.361229
+  syst_jetrec-eff: 0.08012715999999999
+  syst_c/tautag-eff: 1.2012509790923467
+  syst_dibos-xsec: 0.09983056
+  syst_elen-res: 0.03682656297633
+  syst_flavcomp-jes: 2.6258228676624693
+  syst_detNP2-jes: 0.22461876
+  syst_detNP3-jes: 0.03415256
+  syst_jetvxfrac: 0.8950200620974569
+  syst_ltrig-eff: 1.6708483200000002
+  syst_btag-jes: 0.680730846291879
+  syst_mup-scale: 0.023644079999999998
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 0.23428549519542008
+  syst_laltpar-ejet-fake: 0.32707644
+  syst_statNP1-jes: 1.1690698759091809
+  syst_muid-res: 0.0065678
+  syst_pdf: 0.06173731999999999
+  syst_isr-fsr: 8.341458068021787
+  syst_zjet-xsec: 1.2557633599999998
+  syst_ps-model: 5.2397908399999995
+  syst_flavres-jes: 1.5871327533470925
+  syst_laltfakecr-mujet-fake: 0.3218222
+  syst_mums-res: 0.0065678
+  syst_mod-NP2-jes: 0.08540160622439838
+  syst_lid-eff: 1.7299585199999998
+  syst_mixNP2-jes: 0.47880072832640475
+  syst_mixNP1-jes: 0.37528009198848317
+  syst_btag-eff: 5.579234883114004
+  syst_pileoffrho-jes: 2.2481627368105412
+  syst_modNP4-jes: 0.023644079999999998
+  syst_mcstat: 0.23381368
+  syst_modNP3-jes: 0.17617381316846384
+  syst_mod-NP1-jes: 3.065917137255724
   lumi: 3.677968
 - ArtUnc_1: 0.16411375613270995
   ArtUnc_2: 0.07862385023610152
@@ -592,61 +592,61 @@ bins:
   ArtUnc_23: -4.870951971964978e-07
   ArtUnc_24: -4.490747432486816e-07
   ArtUnc_25: -8.241473296330671e-05
-  sys,singletop-xsec: 0.21391223179042176
-  sys,wjet-scale: 0.31405718400000004
-  sys,laltrealcr-mujet-fake: 0.19254696399999996
-  sys,eta-jes: 0.9585860028298857
-  sys,statNP3-jes: 0.03739652172960511
-  sys,laltrealcr-ejet-fake: 0.017759186
-  sys,pileoffmu-jes: 0.27671994338762085
-  sys,lstat-ejet-fake: 0.23555540589058357
-  sys,lstat-mujet-fake: 0.10765934358573065
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 4.26687811
-  sys,statNP2-jes: 0.07709384216230053
-  sys,elen-scale: 0.09913926986015682
-  sys,punch-jes: 0.008604770830222673
-  sys,pileoffnpv-jes: 0.5547839997903166
-  sys,lrec-eff: 0.232738806
-  sys,pileoffpt-jes: 0.01295149998023827
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.49024744851648017
-  sys,laltfakecr-ejet-fake: 0.260779626
-  sys,laltpar-mujet-fake: 0.20095920999999997
-  sys,jetrec-eff: 0.03364898399999999
-  sys,c/tautag-eff: 0.79963099014256
-  sys,dibos-xsec: 0.06636327399999999
-  sys,elen-res: 0.025236737999999998
-  sys,flavcomp-jes: 1.9815096151360259
-  sys,detNP2-jes: 0.18343354866331543
-  sys,detNP3-jes: 0.03999299936750315
-  sys,jetvxfrac: 0.6229121933459856
-  sys,ltrig-eff: 1.192669544
-  sys,btag-jes: 0.4752500794837133
-  sys,mup-scale: 0.01760478221740817
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 0.19491171539146393
-  sys,laltpar-ejet-fake: 0.250497992
-  sys,statNP1-jes: 0.8979781648504658
-  sys,muid-res: 0.002804082
-  sys,pdf: 0.014955103999999999
-  sys,isr-fsr: 6.667310267198808
-  sys,zjet-xsec: 0.7608409159999999
-  sys,ps-model: 3.297600432
-  sys,flavres-jes: 1.2463143868143987
-  sys,laltfakecr-mujet-fake: 0.20750206799999998
-  sys,mums-res: 0.00934694
-  sys,mod-NP2-jes: 0.07330498218072648
-  sys,lid-eff: 1.230991998
-  sys,mixNP2-jes: 0.3832815292991476
-  sys,mixNP1-jes: 0.32154560435120055
-  sys,btag-eff: 4.01071681625937
-  sys,pileoffrho-jes: 1.7101300866330107
-  sys,modNP4-jes: 0.030631734953885065
-  sys,mcstat: 0.20843676199999997
-  sys,modNP3-jes: 0.1346024267740495
-  sys,mod-NP1-jes: 2.2692007958142004
+  syst_singletop-xsec: 0.21391223179042176
+  syst_wjet-scale: 0.31405718400000004
+  syst_laltrealcr-mujet-fake: 0.19254696399999996
+  syst_eta-jes: 0.9585860028298857
+  syst_statNP3-jes: 0.03739652172960511
+  syst_laltrealcr-ejet-fake: 0.017759186
+  syst_pileoffmu-jes: 0.27671994338762085
+  syst_lstat-ejet-fake: 0.23555540589058357
+  syst_lstat-mujet-fake: 0.10765934358573065
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 4.26687811
+  syst_statNP2-jes: 0.07709384216230053
+  syst_elen-scale: 0.09913926986015682
+  syst_punch-jes: 0.008604770830222673
+  syst_pileoffnpv-jes: 0.5547839997903166
+  syst_lrec-eff: 0.232738806
+  syst_pileoffpt-jes: 0.01295149998023827
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.49024744851648017
+  syst_laltfakecr-ejet-fake: 0.260779626
+  syst_laltpar-mujet-fake: 0.20095920999999997
+  syst_jetrec-eff: 0.03364898399999999
+  syst_c/tautag-eff: 0.79963099014256
+  syst_dibos-xsec: 0.06636327399999999
+  syst_elen-res: 0.025236737999999998
+  syst_flavcomp-jes: 1.9815096151360259
+  syst_detNP2-jes: 0.18343354866331543
+  syst_detNP3-jes: 0.03999299936750315
+  syst_jetvxfrac: 0.6229121933459856
+  syst_ltrig-eff: 1.192669544
+  syst_btag-jes: 0.4752500794837133
+  syst_mup-scale: 0.01760478221740817
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 0.19491171539146393
+  syst_laltpar-ejet-fake: 0.250497992
+  syst_statNP1-jes: 0.8979781648504658
+  syst_muid-res: 0.002804082
+  syst_pdf: 0.014955103999999999
+  syst_isr-fsr: 6.667310267198808
+  syst_zjet-xsec: 0.7608409159999999
+  syst_ps-model: 3.297600432
+  syst_flavres-jes: 1.2463143868143987
+  syst_laltfakecr-mujet-fake: 0.20750206799999998
+  syst_mums-res: 0.00934694
+  syst_mod-NP2-jes: 0.07330498218072648
+  syst_lid-eff: 1.230991998
+  syst_mixNP2-jes: 0.3832815292991476
+  syst_mixNP1-jes: 0.32154560435120055
+  syst_btag-eff: 4.01071681625937
+  syst_pileoffrho-jes: 1.7101300866330107
+  syst_modNP4-jes: 0.030631734953885065
+  syst_mcstat: 0.20843676199999997
+  syst_modNP3-jes: 0.1346024267740495
+  syst_mod-NP1-jes: 2.2692007958142004
   lumi: 2.6171432
 - ArtUnc_1: 0.035804518664529494
   ArtUnc_2: -0.02044939747415
@@ -673,59 +673,59 @@ bins:
   ArtUnc_23: -6.877283115465248e-07
   ArtUnc_24: -6.239551004495684e-07
   ArtUnc_25: -0.00011640007192427719
-  sys,singletop-xsec: 0.0823934793165242
-  sys,wjet-scale: 0.12045110000000002
-  sys,laltrealcr-mujet-fake: 0.08525435
-  sys,eta-jes: 0.5775054988205571
-  sys,statNP3-jes: 0.017767032650670735
-  sys,laltrealcr-ejet-fake: 0.032850300000000006
-  sys,pileoffmu-jes: 0.1972975312932646
-  sys,lstat-ejet-fake: 0.029546227412437953
-  sys,lstat-mujet-fake: 0.03725489732634993
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 1.7469320249999998
-  sys,statNP2-jes: 0.02937751651674925
-  sys,elen-scale: 0.04520596950029111
-  sys,punch-jes: 0.0010160426543549981
-  sys,pileoffnpv-jes: 0.2154045928081009
-  sys,lrec-eff: 0.09776875
-  sys,pileoffpt-jes: 0.013215789296283064
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.24305326981089037
-  sys,laltfakecr-ejet-fake: 0.05279512500000001
-  sys,laltpar-mujet-fake: 0.10676347500000002
-  sys,jetrec-eff: 0.014860850000000002
-  sys,c/tautag-eff: 0.306016312444064
-  sys,dibos-xsec: 0.031677075
-  sys,elen-res: 0.01015289751210215
-  sys,flavcomp-jes: 0.8362586350157776
-  sys,detNP2-jes: 0.07560704668412613
-  sys,detNP3-jes: 0.012712945413306814
-  sys,jetvxfrac: 0.23588825788446025
-  sys,ltrig-eff: 0.4990117
-  sys,btag-jes: 0.18831256170496954
-  sys,mup-scale: 0.007061042963596101
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 0.0937167400663455
-  sys,laltpar-ejet-fake: 0.0391075
-  sys,statNP1-jes: 0.37661984434241597
-  sys,muid-res: 0.0023464500000000004
-  sys,pdf: 0.57331595
-  sys,isr-fsr: 2.8794391685527114
-  sys,zjet-xsec: 0.30973140000000005
-  sys,ps-model: 1.1830018750000002
-  sys,flavres-jes: 0.5552946553919699
-  sys,laltfakecr-mujet-fake: 0.09151155000000001
-  sys,mums-res: 0.0015643000000000002
-  sys,mod-NP2-jes: 0.026616094470357593
-  sys,lid-eff: 0.51700115
-  sys,mixNP2-jes: 0.16217781702949927
-  sys,mixNP1-jes: 0.14000921948488784
-  sys,btag-eff: 1.6999937474017894
-  sys,pileoffrho-jes: 0.7254991474820986
-  sys,modNP4-jes: 0.011171336490769582
-  sys,mcstat: 0.12084217500000001
-  sys,modNP3-jes: 0.04576914313263495
-  sys,mod-NP1-jes: 0.9537044242645872
+  syst_singletop-xsec: 0.0823934793165242
+  syst_wjet-scale: 0.12045110000000002
+  syst_laltrealcr-mujet-fake: 0.08525435
+  syst_eta-jes: 0.5775054988205571
+  syst_statNP3-jes: 0.017767032650670735
+  syst_laltrealcr-ejet-fake: 0.032850300000000006
+  syst_pileoffmu-jes: 0.1972975312932646
+  syst_lstat-ejet-fake: 0.029546227412437953
+  syst_lstat-mujet-fake: 0.03725489732634993
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 1.7469320249999998
+  syst_statNP2-jes: 0.02937751651674925
+  syst_elen-scale: 0.04520596950029111
+  syst_punch-jes: 0.0010160426543549981
+  syst_pileoffnpv-jes: 0.2154045928081009
+  syst_lrec-eff: 0.09776875
+  syst_pileoffpt-jes: 0.013215789296283064
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.24305326981089037
+  syst_laltfakecr-ejet-fake: 0.05279512500000001
+  syst_laltpar-mujet-fake: 0.10676347500000002
+  syst_jetrec-eff: 0.014860850000000002
+  syst_c/tautag-eff: 0.306016312444064
+  syst_dibos-xsec: 0.031677075
+  syst_elen-res: 0.01015289751210215
+  syst_flavcomp-jes: 0.8362586350157776
+  syst_detNP2-jes: 0.07560704668412613
+  syst_detNP3-jes: 0.012712945413306814
+  syst_jetvxfrac: 0.23588825788446025
+  syst_ltrig-eff: 0.4990117
+  syst_btag-jes: 0.18831256170496954
+  syst_mup-scale: 0.007061042963596101
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 0.0937167400663455
+  syst_laltpar-ejet-fake: 0.0391075
+  syst_statNP1-jes: 0.37661984434241597
+  syst_muid-res: 0.0023464500000000004
+  syst_pdf: 0.57331595
+  syst_isr-fsr: 2.8794391685527114
+  syst_zjet-xsec: 0.30973140000000005
+  syst_ps-model: 1.1830018750000002
+  syst_flavres-jes: 0.5552946553919699
+  syst_laltfakecr-mujet-fake: 0.09151155000000001
+  syst_mums-res: 0.0015643000000000002
+  syst_mod-NP2-jes: 0.026616094470357593
+  syst_lid-eff: 0.51700115
+  syst_mixNP2-jes: 0.16217781702949927
+  syst_mixNP1-jes: 0.14000921948488784
+  syst_btag-eff: 1.6999937474017894
+  syst_pileoffrho-jes: 0.7254991474820986
+  syst_modNP4-jes: 0.011171336490769582
+  syst_mcstat: 0.12084217500000001
+  syst_modNP3-jes: 0.04576914313263495
+  syst_mod-NP1-jes: 0.9537044242645872
   lumi: 1.09501
diff --git a/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyt_norm.yaml b/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyt_norm.yaml
index ba1a791a48..ea89c1dc9f 100644
--- a/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyt_norm.yaml
+++ b/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyt_norm.yaml
@@ -99,223 +99,223 @@ definitions:
     definition: artificial uncertainty 25
     treatment: ADD
     type: ATLAS8TEVTTB151104716unc25
-  sys,singletop-xsec:
+  syst_singletop-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,wjet-scale:
+  syst_wjet-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltrealcr-mujet-fake:
+  syst_laltrealcr-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,eta-jes:
+  syst_eta-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP3-jes:
+  syst_statNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltrealcr-ejet-fake:
+  syst_laltrealcr-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffmu-jes:
+  syst_pileoffmu-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lstat-ejet-fake:
+  syst_lstat-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lstat-mujet-fake:
+  syst_lstat-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,etmsoft-scale:
+  syst_etmsoft-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,hardscat-model:
+  syst_hardscat-model:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP2-jes:
+  syst_statNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,elen-scale:
+  syst_elen-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,punch-jes:
+  syst_punch-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffnpv-jes:
+  syst_pileoffnpv-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lrec-eff:
+  syst_lrec-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffpt-jes:
+  syst_pileoffpt-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jeten-res:
+  syst_jeten-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lighttag-eff:
+  syst_lighttag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltfakecr-ejet-fake:
+  syst_laltfakecr-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltpar-mujet-fake:
+  syst_laltpar-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jetrec-eff:
+  syst_jetrec-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,c/tautag-eff:
+  syst_c/tautag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,dibos-xsec:
+  syst_dibos-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,elen-res:
+  syst_elen-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,flavcomp-jes:
+  syst_flavcomp-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP2-jes:
+  syst_detNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP3-jes:
+  syst_detNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jetvxfrac:
+  syst_jetvxfrac:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,ltrig-eff:
+  syst_ltrig-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,btag-jes:
+  syst_btag-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mup-scale:
+  syst_mup-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,singlephpt-jes:
+  syst_singlephpt-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,etmsoft-res:
+  syst_etmsoft-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP1-jes:
+  syst_detNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltpar-ejet-fake:
+  syst_laltpar-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP1-jes:
+  syst_statNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,muid-res:
+  syst_muid-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pdf:
+  syst_pdf:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,isr-fsr:
+  syst_isr-fsr:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,zjet-xsec:
+  syst_zjet-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,ps-model:
+  syst_ps-model:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,flavres-jes:
+  syst_flavres-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltfakecr-mujet-fake:
+  syst_laltfakecr-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mums-res:
+  syst_mums-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mod-NP2-jes:
+  syst_mod-NP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lid-eff:
+  syst_lid-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mixNP2-jes:
+  syst_mixNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mixNP1-jes:
+  syst_mixNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,btag-eff:
+  syst_btag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffrho-jes:
+  syst_pileoffrho-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,modNP4-jes:
+  syst_modNP4-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mcstat:
+  syst_mcstat:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,modNP3-jes:
+  syst_modNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mod-NP1-jes:
+  syst_mod-NP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
@@ -345,61 +345,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: 3.795466826868431e-14
-  sys,singletop-xsec: 0.0002179152294247873
-  sys,wjet-scale: 0.00047283342524136694
-  sys,laltrealcr-mujet-fake: 0.00020016699000000002
-  sys,eta-jes: 0.0036242895400030208
-  sys,statNP3-jes: 8.368606126713518e-05
-  sys,laltrealcr-ejet-fake: 8.973003e-05
-  sys,pileoffmu-jes: 0.0008021541474912204
-  sys,lstat-ejet-fake: 0.0005738472772603555
-  sys,lstat-mujet-fake: 0.00016737212253427035
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 0.00425182296
-  sys,statNP2-jes: 2.8458953190757042e-05
-  sys,elen-scale: 2.289237245671798e-05
-  sys,punch-jes: 2.2630736750337474e-05
-  sys,pileoffnpv-jes: 0.00010301567605523092
-  sys,lrec-eff: 2.0706930000000002e-05
-  sys,pileoffpt-jes: 6.575333385274905e-05
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 4.831617000000001e-05
-  sys,laltfakecr-ejet-fake: 0.00033821319
-  sys,laltpar-mujet-fake: 8.973003e-05
-  sys,jetrec-eff: 0.0
-  sys,c/tautag-eff: 0.0005384686638825927
-  sys,dibos-xsec: 5.5218480000000005e-05
-  sys,elen-res: 3.144151839883175e-05
-  sys,flavcomp-jes: 0.0016116080923609592
-  sys,detNP2-jes: 6.511626230760563e-05
-  sys,detNP3-jes: 2.988787902397685e-05
-  sys,jetvxfrac: 4.719383483001435e-05
-  sys,ltrig-eff: 4.831617000000001e-05
-  sys,btag-jes: 6.867711737015395e-05
-  sys,mup-scale: 1.7932727414386108e-05
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 9.05229470013499e-05
-  sys,laltpar-ejet-fake: 0.00051767325
-  sys,statNP1-jes: 0.0002218155878547702
-  sys,muid-res: 2.0706930000000002e-05
-  sys,pdf: 0.00216042303
-  sys,isr-fsr: 0.001899712713575944
-  sys,zjet-xsec: 0.00081447258
-  sys,ps-model: 0.00033131088000000003
-  sys,flavres-jes: 0.0009386316839227532
-  sys,laltfakecr-mujet-fake: 1.3804620000000001e-05
-  sys,mums-res: 7.592541e-05
-  sys,mod-NP2-jes: 4.526147350067495e-05
-  sys,lid-eff: 6.902310000000001e-06
-  sys,mixNP2-jes: 6.996573098870815e-05
-  sys,mixNP1-jes: 0.00012708500482329889
-  sys,btag-eff: 0.0004452257473357511
-  sys,pileoffrho-jes: 0.0005266941960903654
-  sys,modNP4-jes: 3.5865454828772216e-05
-  sys,mcstat: 0.0008627887500000001
-  sys,modNP3-jes: 5.97757580479537e-05
-  sys,mod-NP1-jes: 0.0006838513923559398
+  syst_singletop-xsec: 0.0002179152294247873
+  syst_wjet-scale: 0.00047283342524136694
+  syst_laltrealcr-mujet-fake: 0.00020016699000000002
+  syst_eta-jes: 0.0036242895400030208
+  syst_statNP3-jes: 8.368606126713518e-05
+  syst_laltrealcr-ejet-fake: 8.973003e-05
+  syst_pileoffmu-jes: 0.0008021541474912204
+  syst_lstat-ejet-fake: 0.0005738472772603555
+  syst_lstat-mujet-fake: 0.00016737212253427035
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 0.00425182296
+  syst_statNP2-jes: 2.8458953190757042e-05
+  syst_elen-scale: 2.289237245671798e-05
+  syst_punch-jes: 2.2630736750337474e-05
+  syst_pileoffnpv-jes: 0.00010301567605523092
+  syst_lrec-eff: 2.0706930000000002e-05
+  syst_pileoffpt-jes: 6.575333385274905e-05
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 4.831617000000001e-05
+  syst_laltfakecr-ejet-fake: 0.00033821319
+  syst_laltpar-mujet-fake: 8.973003e-05
+  syst_jetrec-eff: 0.0
+  syst_c/tautag-eff: 0.0005384686638825927
+  syst_dibos-xsec: 5.5218480000000005e-05
+  syst_elen-res: 3.144151839883175e-05
+  syst_flavcomp-jes: 0.0016116080923609592
+  syst_detNP2-jes: 6.511626230760563e-05
+  syst_detNP3-jes: 2.988787902397685e-05
+  syst_jetvxfrac: 4.719383483001435e-05
+  syst_ltrig-eff: 4.831617000000001e-05
+  syst_btag-jes: 6.867711737015395e-05
+  syst_mup-scale: 1.7932727414386108e-05
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 9.05229470013499e-05
+  syst_laltpar-ejet-fake: 0.00051767325
+  syst_statNP1-jes: 0.0002218155878547702
+  syst_muid-res: 2.0706930000000002e-05
+  syst_pdf: 0.00216042303
+  syst_isr-fsr: 0.001899712713575944
+  syst_zjet-xsec: 0.00081447258
+  syst_ps-model: 0.00033131088000000003
+  syst_flavres-jes: 0.0009386316839227532
+  syst_laltfakecr-mujet-fake: 1.3804620000000001e-05
+  syst_mums-res: 7.592541e-05
+  syst_mod-NP2-jes: 4.526147350067495e-05
+  syst_lid-eff: 6.902310000000001e-06
+  syst_mixNP2-jes: 6.996573098870815e-05
+  syst_mixNP1-jes: 0.00012708500482329889
+  syst_btag-eff: 0.0004452257473357511
+  syst_pileoffrho-jes: 0.0005266941960903654
+  syst_modNP4-jes: 3.5865454828772216e-05
+  syst_mcstat: 0.0008627887500000001
+  syst_modNP3-jes: 5.97757580479537e-05
+  syst_mod-NP1-jes: 0.0006838513923559398
 - ArtUnc_1: -0.00016143691145700182
   ArtUnc_2: -0.0006422143077395175
   ArtUnc_3: -0.001957942043872373
@@ -425,61 +425,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: 3.702459160576196e-14
-  sys,singletop-xsec: 9.726683648077179e-05
-  sys,wjet-scale: 0.0001253752
-  sys,laltrealcr-mujet-fake: 5.641884e-05
-  sys,eta-jes: 0.001986264791873774
-  sys,statNP3-jes: 0.0001574382568966044
-  sys,laltrealcr-ejet-fake: 1.253752e-05
-  sys,pileoffmu-jes: 0.0005658228753202076
-  sys,lstat-ejet-fake: 0.0004772807610246643
-  sys,lstat-mujet-fake: 0.00020629840558865402
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 0.00122867696
-  sys,statNP2-jes: 5.319219246757178e-05
-  sys,elen-scale: 5.428905410227737e-06
-  sys,punch-jes: 2.0791124820788316e-05
-  sys,pileoffnpv-jes: 0.00043458379331505866
-  sys,lrec-eff: 1.253752e-05
-  sys,pileoffpt-jes: 0.00011400701361478251
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.00015045024000000001
-  sys,laltfakecr-ejet-fake: 0.00044508195999999996
-  sys,laltpar-mujet-fake: 0.00013164396
-  sys,jetrec-eff: 3.13438e-05
-  sys,c/tautag-eff: 0.00030406717147891585
-  sys,dibos-xsec: 3.7612560000000004e-05
-  sys,elen-res: 1.6286716230683214e-05
-  sys,flavcomp-jes: 0.0005009029524604458
-  sys,detNP2-jes: 0.00010243238241561699
-  sys,detNP3-jes: 2.714452705113869e-05
-  sys,jetvxfrac: 0.00019544059476819854
-  sys,ltrig-eff: 2.855556080179831e-05
-  sys,btag-jes: 0.0001523644008853026
-  sys,mup-scale: 1.0857810820455475e-05
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 0.0001574382568966044
-  sys,laltpar-ejet-fake: 0.00031970675999999995
-  sys,statNP1-jes: 0.0003148765137932088
-  sys,muid-res: 6.26876e-06
-  sys,pdf: 0.00154211496
-  sys,isr-fsr: 0.0018561537953755937
-  sys,zjet-xsec: 0.0006018009600000001
-  sys,ps-model: 9.40314e-05
-  sys,flavres-jes: 0.00046206332150148084
-  sys,laltfakecr-mujet-fake: 2.507504e-05
-  sys,mums-res: 3.13438e-05
-  sys,mod-NP2-jes: 5.1216191207808496e-05
-  sys,lid-eff: 0.0
-  sys,mixNP2-jes: 5.9717959512505106e-05
-  sys,mixNP1-jes: 0.00013029372984546571
-  sys,btag-eff: 0.00017871464066294176
-  sys,pileoffrho-jes: 0.00031323419904314857
-  sys,modNP4-jes: 4.34312432818219e-05
-  sys,mcstat: 0.0007522512
-  sys,modNP3-jes: 9.772029738409927e-05
-  sys,mod-NP1-jes: 0.0003857580167018007
+  syst_singletop-xsec: 9.726683648077179e-05
+  syst_wjet-scale: 0.0001253752
+  syst_laltrealcr-mujet-fake: 5.641884e-05
+  syst_eta-jes: 0.001986264791873774
+  syst_statNP3-jes: 0.0001574382568966044
+  syst_laltrealcr-ejet-fake: 1.253752e-05
+  syst_pileoffmu-jes: 0.0005658228753202076
+  syst_lstat-ejet-fake: 0.0004772807610246643
+  syst_lstat-mujet-fake: 0.00020629840558865402
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 0.00122867696
+  syst_statNP2-jes: 5.319219246757178e-05
+  syst_elen-scale: 5.428905410227737e-06
+  syst_punch-jes: 2.0791124820788316e-05
+  syst_pileoffnpv-jes: 0.00043458379331505866
+  syst_lrec-eff: 1.253752e-05
+  syst_pileoffpt-jes: 0.00011400701361478251
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.00015045024000000001
+  syst_laltfakecr-ejet-fake: 0.00044508195999999996
+  syst_laltpar-mujet-fake: 0.00013164396
+  syst_jetrec-eff: 3.13438e-05
+  syst_c/tautag-eff: 0.00030406717147891585
+  syst_dibos-xsec: 3.7612560000000004e-05
+  syst_elen-res: 1.6286716230683214e-05
+  syst_flavcomp-jes: 0.0005009029524604458
+  syst_detNP2-jes: 0.00010243238241561699
+  syst_detNP3-jes: 2.714452705113869e-05
+  syst_jetvxfrac: 0.00019544059476819854
+  syst_ltrig-eff: 2.855556080179831e-05
+  syst_btag-jes: 0.0001523644008853026
+  syst_mup-scale: 1.0857810820455475e-05
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 0.0001574382568966044
+  syst_laltpar-ejet-fake: 0.00031970675999999995
+  syst_statNP1-jes: 0.0003148765137932088
+  syst_muid-res: 6.26876e-06
+  syst_pdf: 0.00154211496
+  syst_isr-fsr: 0.0018561537953755937
+  syst_zjet-xsec: 0.0006018009600000001
+  syst_ps-model: 9.40314e-05
+  syst_flavres-jes: 0.00046206332150148084
+  syst_laltfakecr-mujet-fake: 2.507504e-05
+  syst_mums-res: 3.13438e-05
+  syst_mod-NP2-jes: 5.1216191207808496e-05
+  syst_lid-eff: 0.0
+  syst_mixNP2-jes: 5.9717959512505106e-05
+  syst_mixNP1-jes: 0.00013029372984546571
+  syst_btag-eff: 0.00017871464066294176
+  syst_pileoffrho-jes: 0.00031323419904314857
+  syst_modNP4-jes: 4.34312432818219e-05
+  syst_mcstat: 0.0007522512
+  syst_modNP3-jes: 9.772029738409927e-05
+  syst_mod-NP1-jes: 0.0003857580167018007
 - ArtUnc_1: -0.0011331839724454012
   ArtUnc_2: 0.0008926633691618374
   ArtUnc_3: -0.001054727537670549
@@ -505,61 +505,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: 3.592655218274785e-14
-  sys,singletop-xsec: 8.237036664335057e-06
-  sys,wjet-scale: 9.195881874570595e-05
-  sys,laltrealcr-mujet-fake: 6.457256e-05
-  sys,eta-jes: 0.00023513949462510632
-  sys,statNP3-jes: 4.7318173140103366e-05
-  sys,laltrealcr-ejet-fake: 4.96712e-06
-  sys,pileoffmu-jes: 9.345580510282708e-05
-  sys,lstat-ejet-fake: 0.00013335121521301858
-  sys,lstat-mujet-fake: 3.871486893281185e-05
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 3.4769839999999996e-05
-  sys,statNP2-jes: 2.1508260518228807e-05
-  sys,elen-scale: 8.603304207291522e-06
-  sys,punch-jes: 1.7206608414583045e-05
-  sys,pileoffnpv-jes: 0.0002451941699078084
-  sys,lrec-eff: 4.96712e-06
-  sys,pileoffpt-jes: 5.463832e-05
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.00014404648
-  sys,laltfakecr-ejet-fake: 0.00018378343999999998
-  sys,laltpar-mujet-fake: 0.00017881631999999999
-  sys,jetrec-eff: 5.4638319999999996e-05
-  sys,c/tautag-eff: 6.218826305298453e-05
-  sys,dibos-xsec: 3.4769839999999996e-05
-  sys,elen-res: 4.96712e-06
-  sys,flavcomp-jes: 0.00045697504
-  sys,detNP2-jes: 6.967260082215392e-05
-  sys,detNP3-jes: 3.3962172209138806e-05
-  sys,jetvxfrac: 0.00011804097063334578
-  sys,ltrig-eff: 1.986848e-05
-  sys,btag-jes: 6.452478155468641e-05
-  sys,mup-scale: 4.301652103645761e-06
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 0.00011678014974699081
-  sys,laltpar-ejet-fake: 0.0001490136
-  sys,statNP1-jes: 8.14289601070774e-05
-  sys,muid-res: 2.4835600000000003e-05
-  sys,pdf: 0.00073016664
-  sys,isr-fsr: 0.0016359931923457403
-  sys,zjet-xsec: 0.00011921088
-  sys,ps-model: 0.002235204
-  sys,flavres-jes: 0.0001548594757312474
-  sys,laltfakecr-mujet-fake: 5.4638319999999996e-05
-  sys,mums-res: 2.4835600000000003e-05
-  sys,mod-NP2-jes: 3.441321682916609e-05
-  sys,lid-eff: 9.93424e-06
-  sys,mixNP2-jes: 0.0001108458207827936
-  sys,mixNP1-jes: 0.00015541609695079076
-  sys,btag-eff: 4.4704079999999996e-05
-  sys,pileoffrho-jes: 0.00010754130259114401
-  sys,modNP4-jes: 3.547233197598376e-05
-  sys,mcstat: 0.0007351337599999999
-  sys,modNP3-jes: 5.59214773473949e-05
-  sys,mod-NP1-jes: 0.00012533983798800443
+  syst_singletop-xsec: 8.237036664335057e-06
+  syst_wjet-scale: 9.195881874570595e-05
+  syst_laltrealcr-mujet-fake: 6.457256e-05
+  syst_eta-jes: 0.00023513949462510632
+  syst_statNP3-jes: 4.7318173140103366e-05
+  syst_laltrealcr-ejet-fake: 4.96712e-06
+  syst_pileoffmu-jes: 9.345580510282708e-05
+  syst_lstat-ejet-fake: 0.00013335121521301858
+  syst_lstat-mujet-fake: 3.871486893281185e-05
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 3.4769839999999996e-05
+  syst_statNP2-jes: 2.1508260518228807e-05
+  syst_elen-scale: 8.603304207291522e-06
+  syst_punch-jes: 1.7206608414583045e-05
+  syst_pileoffnpv-jes: 0.0002451941699078084
+  syst_lrec-eff: 4.96712e-06
+  syst_pileoffpt-jes: 5.463832e-05
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.00014404648
+  syst_laltfakecr-ejet-fake: 0.00018378343999999998
+  syst_laltpar-mujet-fake: 0.00017881631999999999
+  syst_jetrec-eff: 5.4638319999999996e-05
+  syst_c/tautag-eff: 6.218826305298453e-05
+  syst_dibos-xsec: 3.4769839999999996e-05
+  syst_elen-res: 4.96712e-06
+  syst_flavcomp-jes: 0.00045697504
+  syst_detNP2-jes: 6.967260082215392e-05
+  syst_detNP3-jes: 3.3962172209138806e-05
+  syst_jetvxfrac: 0.00011804097063334578
+  syst_ltrig-eff: 1.986848e-05
+  syst_btag-jes: 6.452478155468641e-05
+  syst_mup-scale: 4.301652103645761e-06
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 0.00011678014974699081
+  syst_laltpar-ejet-fake: 0.0001490136
+  syst_statNP1-jes: 8.14289601070774e-05
+  syst_muid-res: 2.4835600000000003e-05
+  syst_pdf: 0.00073016664
+  syst_isr-fsr: 0.0016359931923457403
+  syst_zjet-xsec: 0.00011921088
+  syst_ps-model: 0.002235204
+  syst_flavres-jes: 0.0001548594757312474
+  syst_laltfakecr-mujet-fake: 5.4638319999999996e-05
+  syst_mums-res: 2.4835600000000003e-05
+  syst_mod-NP2-jes: 3.441321682916609e-05
+  syst_lid-eff: 9.93424e-06
+  syst_mixNP2-jes: 0.0001108458207827936
+  syst_mixNP1-jes: 0.00015541609695079076
+  syst_btag-eff: 4.4704079999999996e-05
+  syst_pileoffrho-jes: 0.00010754130259114401
+  syst_modNP4-jes: 3.547233197598376e-05
+  syst_mcstat: 0.0007351337599999999
+  syst_modNP3-jes: 5.59214773473949e-05
+  syst_mod-NP1-jes: 0.00012533983798800443
 - ArtUnc_1: -0.0007279330405026796
   ArtUnc_2: 0.0009953017792790255
   ArtUnc_3: 0.0004323649802874068
@@ -585,61 +585,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: 3.372873363856128e-14
-  sys,singletop-xsec: 0.00012569750108611257
-  sys,wjet-scale: 0.00019439585000000003
-  sys,laltrealcr-mujet-fake: 5.6551520000000004e-05
-  sys,eta-jes: 0.0018737716942308046
-  sys,statNP3-jes: 2.9145986281153705e-05
-  sys,laltrealcr-ejet-fake: 7.775833999999999e-05
-  sys,pileoffmu-jes: 0.0003325784145336083
-  sys,lstat-ejet-fake: 0.00032551681973500815
-  sys,lstat-mujet-fake: 0.00023569244228637687
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 0.0028629207
-  sys,statNP2-jes: 4.285317132479579e-05
-  sys,elen-scale: 2.754846728022586e-05
-  sys,punch-jes: 3.3344123291820104e-05
-  sys,pileoffnpv-jes: 0.0001377423364011293
-  sys,lrec-eff: 1.060341e-05
-  sys,pileoffpt-jes: 6.12188161782797e-05
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.0
-  sys,laltfakecr-ejet-fake: 0.00022620608000000001
-  sys,laltpar-mujet-fake: 8.129281000000001e-05
-  sys,jetrec-eff: 4.9482580000000005e-05
-  sys,c/tautag-eff: 0.0002527269629845547
-  sys,dibos-xsec: 4.241364e-05
-  sys,elen-res: 8.65764801117486e-06
-  sys,flavcomp-jes: 0.0007964487206289928
-  sys,detNP2-jes: 4.591411213370977e-05
-  sys,detNP3-jes: 3.673128970696782e-05
-  sys,jetvxfrac: 7.040163860502165e-05
-  sys,ltrig-eff: 2.8275760000000002e-05
-  sys,btag-jes: 0.00013162045478330134
-  sys,mup-scale: 6.12188161782797e-06
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 6.352220440468592e-05
-  sys,laltpar-ejet-fake: 3.8879169999999997e-05
-  sys,statNP1-jes: 0.0002330272077093726
-  sys,muid-res: 1.060341e-05
-  sys,pdf: 0.00040999852000000005
-  sys,isr-fsr: 0.0029024046705965812
-  sys,zjet-xsec: 0.00059379096
-  sys,ps-model: 9.896516000000001e-05
-  sys,flavres-jes: 0.000527145790703046
-  sys,laltfakecr-mujet-fake: 3.8879169999999997e-05
-  sys,mums-res: 3.181023e-05
-  sys,mod-NP2-jes: 4.072316881720374e-05
-  sys,lid-eff: 7.0689400000000005e-06
-  sys,mixNP2-jes: 0.00011259103975924672
-  sys,mixNP1-jes: 0.00012499986833897336
-  sys,btag-eff: 0.0001838603980130452
-  sys,pileoffrho-jes: 0.00038094881008866546
-  sys,modNP4-jes: 3.2152022789701346e-05
-  sys,mcstat: 0.00066448036
-  sys,modNP3-jes: 5.922215167728774e-05
-  sys,mod-NP1-jes: 0.0004279044901580858
+  syst_singletop-xsec: 0.00012569750108611257
+  syst_wjet-scale: 0.00019439585000000003
+  syst_laltrealcr-mujet-fake: 5.6551520000000004e-05
+  syst_eta-jes: 0.0018737716942308046
+  syst_statNP3-jes: 2.9145986281153705e-05
+  syst_laltrealcr-ejet-fake: 7.775833999999999e-05
+  syst_pileoffmu-jes: 0.0003325784145336083
+  syst_lstat-ejet-fake: 0.00032551681973500815
+  syst_lstat-mujet-fake: 0.00023569244228637687
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 0.0028629207
+  syst_statNP2-jes: 4.285317132479579e-05
+  syst_elen-scale: 2.754846728022586e-05
+  syst_punch-jes: 3.3344123291820104e-05
+  syst_pileoffnpv-jes: 0.0001377423364011293
+  syst_lrec-eff: 1.060341e-05
+  syst_pileoffpt-jes: 6.12188161782797e-05
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.0
+  syst_laltfakecr-ejet-fake: 0.00022620608000000001
+  syst_laltpar-mujet-fake: 8.129281000000001e-05
+  syst_jetrec-eff: 4.9482580000000005e-05
+  syst_c/tautag-eff: 0.0002527269629845547
+  syst_dibos-xsec: 4.241364e-05
+  syst_elen-res: 8.65764801117486e-06
+  syst_flavcomp-jes: 0.0007964487206289928
+  syst_detNP2-jes: 4.591411213370977e-05
+  syst_detNP3-jes: 3.673128970696782e-05
+  syst_jetvxfrac: 7.040163860502165e-05
+  syst_ltrig-eff: 2.8275760000000002e-05
+  syst_btag-jes: 0.00013162045478330134
+  syst_mup-scale: 6.12188161782797e-06
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 6.352220440468592e-05
+  syst_laltpar-ejet-fake: 3.8879169999999997e-05
+  syst_statNP1-jes: 0.0002330272077093726
+  syst_muid-res: 1.060341e-05
+  syst_pdf: 0.00040999852000000005
+  syst_isr-fsr: 0.0029024046705965812
+  syst_zjet-xsec: 0.00059379096
+  syst_ps-model: 9.896516000000001e-05
+  syst_flavres-jes: 0.000527145790703046
+  syst_laltfakecr-mujet-fake: 3.8879169999999997e-05
+  syst_mums-res: 3.181023e-05
+  syst_mod-NP2-jes: 4.072316881720374e-05
+  syst_lid-eff: 7.0689400000000005e-06
+  syst_mixNP2-jes: 0.00011259103975924672
+  syst_mixNP1-jes: 0.00012499986833897336
+  syst_btag-eff: 0.0001838603980130452
+  syst_pileoffrho-jes: 0.00038094881008866546
+  syst_modNP4-jes: 3.2152022789701346e-05
+  syst_mcstat: 0.00066448036
+  syst_modNP3-jes: 5.922215167728774e-05
+  syst_mod-NP1-jes: 0.0004279044901580858
 - ArtUnc_1: -0.00012223409172037826
   ArtUnc_2: 0.0002535024566737831
   ArtUnc_3: 0.00016124329449965463
@@ -665,58 +665,58 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: 4.9400587559166885e-14
-  sys,singletop-xsec: 7.862817936792636e-05
-  sys,wjet-scale: 0.00012348589752541423
-  sys,laltrealcr-mujet-fake: 7.394100000000002e-06
-  sys,eta-jes: 0.001445552979637875
-  sys,statNP3-jes: 2.232969231913418e-05
-  sys,laltrealcr-ejet-fake: 6.358926e-05
-  sys,pileoffmu-jes: 0.0004476179527230197
-  sys,lstat-ejet-fake: 0.00037524383647397964
-  sys,lstat-mujet-fake: 6.915756713172319e-05
-  sys,etmsoft-scale: 0.0
-  sys,hardscat-model: 0.00104700456
-  sys,statNP2-jes: 2.5613913752490073e-06
-  sys,elen-scale: 1.6649043939118544e-05
-  sys,punch-jes: 2.5613913752490073e-06
-  sys,pileoffnpv-jes: 9.020498958024607e-05
-  sys,lrec-eff: 5.91528e-06
-  sys,pileoffpt-jes: 4.5073696124675644e-05
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.00014418874179629527
-  sys,laltfakecr-ejet-fake: 0.00030611574000000006
-  sys,laltpar-mujet-fake: 5.0279880000000005e-05
-  sys,jetrec-eff: 1.774584e-05
-  sys,c/tautag-eff: 0.00021371251536848724
-  sys,dibos-xsec: 4.43646e-06
-  sys,elen-res: 1.408765256386954e-05
-  sys,flavcomp-jes: 0.0003630698865190374
-  sys,detNP2-jes: 2.689460944011458e-05
-  sys,detNP3-jes: 2.5613913752490073e-06
-  sys,jetvxfrac: 9.0277691578411e-05
-  sys,ltrig-eff: 1.114033494194407e-05
-  sys,btag-jes: 5.9023261411863714e-05
-  sys,mup-scale: 1.2806956876245036e-06
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0
-  sys,detNP1-jes: 7.854121473476395e-05
-  sys,laltpar-ejet-fake: 0.00026470878000000003
-  sys,statNP1-jes: 8.875384357775612e-05
-  sys,muid-res: 8.87292e-06
-  sys,pdf: 0.00202154694
-  sys,isr-fsr: 0.0018467631815545344
-  sys,zjet-xsec: 0.00027949698000000005
-  sys,ps-model: 0.0008118721800000002
-  sys,flavres-jes: 0.0003772817335389182
-  sys,laltfakecr-mujet-fake: 0.0
-  sys,mums-res: 5.91528e-06
-  sys,mod-NP2-jes: 2.5613913752490073e-06
-  sys,lid-eff: 4.43646e-06
-  sys,mixNP2-jes: 4.7414576165850094e-05
-  sys,mixNP1-jes: 7.354063467910241e-05
-  sys,btag-eff: 0.00015972625219086062
-  sys,pileoffrho-jes: 0.00021247072114944474
-  sys,modNP4-jes: 1.0245565500996029e-05
-  sys,mcstat: 0.00036970500000000007
-  sys,modNP3-jes: 1.729334409565426e-05
-  sys,mod-NP1-jes: 0.00021883038511089542
+  syst_singletop-xsec: 7.862817936792636e-05
+  syst_wjet-scale: 0.00012348589752541423
+  syst_laltrealcr-mujet-fake: 7.394100000000002e-06
+  syst_eta-jes: 0.001445552979637875
+  syst_statNP3-jes: 2.232969231913418e-05
+  syst_laltrealcr-ejet-fake: 6.358926e-05
+  syst_pileoffmu-jes: 0.0004476179527230197
+  syst_lstat-ejet-fake: 0.00037524383647397964
+  syst_lstat-mujet-fake: 6.915756713172319e-05
+  syst_etmsoft-scale: 0.0
+  syst_hardscat-model: 0.00104700456
+  syst_statNP2-jes: 2.5613913752490073e-06
+  syst_elen-scale: 1.6649043939118544e-05
+  syst_punch-jes: 2.5613913752490073e-06
+  syst_pileoffnpv-jes: 9.020498958024607e-05
+  syst_lrec-eff: 5.91528e-06
+  syst_pileoffpt-jes: 4.5073696124675644e-05
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.00014418874179629527
+  syst_laltfakecr-ejet-fake: 0.00030611574000000006
+  syst_laltpar-mujet-fake: 5.0279880000000005e-05
+  syst_jetrec-eff: 1.774584e-05
+  syst_c/tautag-eff: 0.00021371251536848724
+  syst_dibos-xsec: 4.43646e-06
+  syst_elen-res: 1.408765256386954e-05
+  syst_flavcomp-jes: 0.0003630698865190374
+  syst_detNP2-jes: 2.689460944011458e-05
+  syst_detNP3-jes: 2.5613913752490073e-06
+  syst_jetvxfrac: 9.0277691578411e-05
+  syst_ltrig-eff: 1.114033494194407e-05
+  syst_btag-jes: 5.9023261411863714e-05
+  syst_mup-scale: 1.2806956876245036e-06
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0
+  syst_detNP1-jes: 7.854121473476395e-05
+  syst_laltpar-ejet-fake: 0.00026470878000000003
+  syst_statNP1-jes: 8.875384357775612e-05
+  syst_muid-res: 8.87292e-06
+  syst_pdf: 0.00202154694
+  syst_isr-fsr: 0.0018467631815545344
+  syst_zjet-xsec: 0.00027949698000000005
+  syst_ps-model: 0.0008118721800000002
+  syst_flavres-jes: 0.0003772817335389182
+  syst_laltfakecr-mujet-fake: 0.0
+  syst_mums-res: 5.91528e-06
+  syst_mod-NP2-jes: 2.5613913752490073e-06
+  syst_lid-eff: 4.43646e-06
+  syst_mixNP2-jes: 4.7414576165850094e-05
+  syst_mixNP1-jes: 7.354063467910241e-05
+  syst_btag-eff: 0.00015972625219086062
+  syst_pileoffrho-jes: 0.00021247072114944474
+  syst_modNP4-jes: 1.0245565500996029e-05
+  syst_mcstat: 0.00036970500000000007
+  syst_modNP3-jes: 1.729334409565426e-05
+  syst_mod-NP1-jes: 0.00021883038511089542
diff --git a/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyttBar.yaml b/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyttBar.yaml
index 5312498dc3..b27e1b8b32 100644
--- a/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyttBar.yaml
+++ b/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyttBar.yaml
@@ -99,223 +99,223 @@ definitions:
     definition: artificial uncertainty 25
     treatment: ADD
     type: ATLAS8TEVTTB151104716unc25
-  sys,singletop-xsec:
+  syst_singletop-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,wjet-scale:
+  syst_wjet-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltrealcr-mujet-fake:
+  syst_laltrealcr-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,eta-jes:
+  syst_eta-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP3-jes:
+  syst_statNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltrealcr-ejet-fake:
+  syst_laltrealcr-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffmu-jes:
+  syst_pileoffmu-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lstat-ejet-fake:
+  syst_lstat-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lstat-mujet-fake:
+  syst_lstat-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,etmsoft-scale:
+  syst_etmsoft-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,hardscat-model:
+  syst_hardscat-model:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP2-jes:
+  syst_statNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,elen-scale:
+  syst_elen-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,punch-jes:
+  syst_punch-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffnpv-jes:
+  syst_pileoffnpv-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lrec-eff:
+  syst_lrec-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffpt-jes:
+  syst_pileoffpt-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jeten-res:
+  syst_jeten-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lighttag-eff:
+  syst_lighttag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltfakecr-ejet-fake:
+  syst_laltfakecr-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltpar-mujet-fake:
+  syst_laltpar-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jetrec-eff:
+  syst_jetrec-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,c/tautag-eff:
+  syst_c/tautag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,dibos-xsec:
+  syst_dibos-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,elen-res:
+  syst_elen-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,flavcomp-jes:
+  syst_flavcomp-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP2-jes:
+  syst_detNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP3-jes:
+  syst_detNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jetvxfrac:
+  syst_jetvxfrac:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,ltrig-eff:
+  syst_ltrig-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,btag-jes:
+  syst_btag-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mup-scale:
+  syst_mup-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,singlephpt-jes:
+  syst_singlephpt-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,etmsoft-res:
+  syst_etmsoft-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP1-jes:
+  syst_detNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltpar-ejet-fake:
+  syst_laltpar-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP1-jes:
+  syst_statNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,muid-res:
+  syst_muid-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pdf:
+  syst_pdf:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,isr-fsr:
+  syst_isr-fsr:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,zjet-xsec:
+  syst_zjet-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,ps-model:
+  syst_ps-model:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,flavres-jes:
+  syst_flavres-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltfakecr-mujet-fake:
+  syst_laltfakecr-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mums-res:
+  syst_mums-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mod-NP2-jes:
+  syst_mod-NP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lid-eff:
+  syst_lid-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mixNP2-jes:
+  syst_mixNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mixNP1-jes:
+  syst_mixNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,btag-eff:
+  syst_btag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffrho-jes:
+  syst_pileoffrho-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,modNP4-jes:
+  syst_modNP4-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mcstat:
+  syst_mcstat:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,modNP3-jes:
+  syst_modNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mod-NP1-jes:
+  syst_mod-NP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
@@ -349,61 +349,61 @@ bins:
   ArtUnc_23: 3.436337624116301e-07
   ArtUnc_24: 6.280876920921697e-07
   ArtUnc_25: 7.897498186072514e-05
-  sys,singletop-xsec: 0.6465201649775901
-  sys,wjet-scale: 0.92026665
-  sys,laltrealcr-mujet-fake: 0.08204787
-  sys,eta-jes: 0.3021677778034197
-  sys,statNP3-jes: 0.059749447994710374
-  sys,laltrealcr-ejet-fake: 0.13748562
-  sys,pileoffmu-jes: 0.30360254883848464
-  sys,lstat-ejet-fake: 0.929329842035627
-  sys,lstat-mujet-fake: 0.011522519958876183
-  sys,etmsoft-scale: 0.041957258190160614
-  sys,hardscat-model: 7.821157770000001
-  sys,statNP2-jes: 0.16737427033080593
-  sys,elen-scale: 0.13895757075072473
-  sys,punch-jes: 0.008870040000000001
-  sys,pileoffnpv-jes: 1.3483167430433844
-  sys,lrec-eff: 0.5166798300000001
-  sys,pileoffpt-jes: 0.018652146122017033
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 1.1231699095256267
-  sys,laltfakecr-ejet-fake: 0.9091790999999999
-  sys,laltpar-mujet-fake: 0.30823389
-  sys,jetrec-eff: 0.10644048
-  sys,c/tautag-eff: 2.135464432709039
-  sys,dibos-xsec: 0.1995759
-  sys,elen-res: 0.06060743269826482
-  sys,flavcomp-jes: 3.990461309010172
-  sys,detNP2-jes: 0.42569694892944127
-  sys,detNP3-jes: 0.06881430540153916
-  sys,jetvxfrac: 1.5079899543322046
-  sys,ltrig-eff: 2.6743170600000004
-  sys,btag-jes: 1.1608929592683197
-  sys,mup-scale: 0.025931596452275645
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.051851339814942825
-  sys,detNP1-jes: 0.4023604525883382
-  sys,laltpar-ejet-fake: 0.7805635200000001
-  sys,statNP1-jes: 1.9688950861068713
-  sys,muid-res: 0.017740080000000002
-  sys,pdf: 0.30379887000000005
-  sys,isr-fsr: 13.329490561425136
-  sys,zjet-xsec: 2.21085747
-  sys,ps-model: 7.21356003
-  sys,flavres-jes: 2.515847676101649
-  sys,laltfakecr-mujet-fake: 0.60316272
-  sys,mums-res: 0.015522570000000001
-  sys,mod-NP2-jes: 0.1601527418751287
-  sys,lid-eff: 2.9781159300000004
-  sys,mixNP2-jes: 0.854066714793191
-  sys,mixNP1-jes: 0.658659264989245
-  sys,btag-eff: 9.368774988924878
-  sys,pileoffrho-jes: 3.7496925332059003
-  sys,modNP4-jes: 0.06279900621252059
-  sys,mcstat: 0.34149654
-  sys,modNP3-jes: 0.3073212059693745
-  sys,mod-NP1-jes: 5.02721352710252
+  syst_singletop-xsec: 0.6465201649775901
+  syst_wjet-scale: 0.92026665
+  syst_laltrealcr-mujet-fake: 0.08204787
+  syst_eta-jes: 0.3021677778034197
+  syst_statNP3-jes: 0.059749447994710374
+  syst_laltrealcr-ejet-fake: 0.13748562
+  syst_pileoffmu-jes: 0.30360254883848464
+  syst_lstat-ejet-fake: 0.929329842035627
+  syst_lstat-mujet-fake: 0.011522519958876183
+  syst_etmsoft-scale: 0.041957258190160614
+  syst_hardscat-model: 7.821157770000001
+  syst_statNP2-jes: 0.16737427033080593
+  syst_elen-scale: 0.13895757075072473
+  syst_punch-jes: 0.008870040000000001
+  syst_pileoffnpv-jes: 1.3483167430433844
+  syst_lrec-eff: 0.5166798300000001
+  syst_pileoffpt-jes: 0.018652146122017033
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 1.1231699095256267
+  syst_laltfakecr-ejet-fake: 0.9091790999999999
+  syst_laltpar-mujet-fake: 0.30823389
+  syst_jetrec-eff: 0.10644048
+  syst_c/tautag-eff: 2.135464432709039
+  syst_dibos-xsec: 0.1995759
+  syst_elen-res: 0.06060743269826482
+  syst_flavcomp-jes: 3.990461309010172
+  syst_detNP2-jes: 0.42569694892944127
+  syst_detNP3-jes: 0.06881430540153916
+  syst_jetvxfrac: 1.5079899543322046
+  syst_ltrig-eff: 2.6743170600000004
+  syst_btag-jes: 1.1608929592683197
+  syst_mup-scale: 0.025931596452275645
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.051851339814942825
+  syst_detNP1-jes: 0.4023604525883382
+  syst_laltpar-ejet-fake: 0.7805635200000001
+  syst_statNP1-jes: 1.9688950861068713
+  syst_muid-res: 0.017740080000000002
+  syst_pdf: 0.30379887000000005
+  syst_isr-fsr: 13.329490561425136
+  syst_zjet-xsec: 2.21085747
+  syst_ps-model: 7.21356003
+  syst_flavres-jes: 2.515847676101649
+  syst_laltfakecr-mujet-fake: 0.60316272
+  syst_mums-res: 0.015522570000000001
+  syst_mod-NP2-jes: 0.1601527418751287
+  syst_lid-eff: 2.9781159300000004
+  syst_mixNP2-jes: 0.854066714793191
+  syst_mixNP1-jes: 0.658659264989245
+  syst_btag-eff: 9.368774988924878
+  syst_pileoffrho-jes: 3.7496925332059003
+  syst_modNP4-jes: 0.06279900621252059
+  syst_mcstat: 0.34149654
+  syst_modNP3-jes: 0.3073212059693745
+  syst_mod-NP1-jes: 5.02721352710252
   lumi: 6.209028
 - ArtUnc_1: -0.2705759243522331
   ArtUnc_2: 0.9235362730417213
@@ -430,61 +430,61 @@ bins:
   ArtUnc_23: 3.269639826816714e-07
   ArtUnc_24: 5.961267146031061e-07
   ArtUnc_25: 7.513941463893221e-05
-  sys,singletop-xsec: 0.5643446861334569
-  sys,wjet-scale: 0.874534
-  sys,laltrealcr-mujet-fake: 0.1057576
-  sys,eta-jes: 0.4800974339928928
-  sys,statNP3-jes: 0.06379781313618829
-  sys,laltrealcr-ejet-fake: 0.1362646
-  sys,pileoffmu-jes: 0.25999251557396796
-  sys,lstat-ejet-fake: 0.7898551051378158
-  sys,lstat-mujet-fake: 0.01761322466216791
-  sys,etmsoft-scale: 0.05550262184969284
-  sys,hardscat-model: 7.9033468000000004
-  sys,statNP2-jes: 0.15726153836447104
-  sys,elen-scale: 0.13294193153595293
-  sys,punch-jes: 0.0020338
-  sys,pileoffnpv-jes: 1.2356347673725718
-  sys,lrec-eff: 0.47794299999999995
-  sys,pileoffpt-jes: 0.021786355706955668
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 1.0291028
-  sys,laltfakecr-ejet-fake: 0.8155538
-  sys,laltpar-mujet-fake: 0.3437122
-  sys,jetrec-eff: 0.1077914
-  sys,c/tautag-eff: 1.947364031018204
-  sys,dibos-xsec: 0.1850758
-  sys,elen-res: 0.08515285254951828
-  sys,flavcomp-jes: 3.779962021496337
-  sys,detNP2-jes: 0.37937866511210144
-  sys,detNP3-jes: 0.059050289388960654
-  sys,jetvxfrac: 1.3399933271705347
-  sys,ltrig-eff: 2.4751346
-  sys,btag-jes: 1.0220097957068461
-  sys,mup-scale: 0.0223718
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0792595109797556
-  sys,detNP1-jes: 0.3413937915836783
-  sys,laltpar-ejet-fake: 0.5816667999999999
-  sys,statNP1-jes: 1.8233022671499397
-  sys,muid-res: 0.0020338
-  sys,pdf: 0.16677160000000002
-  sys,isr-fsr: 12.498723608736798
-  sys,zjet-xsec: 2.0622732
-  sys,ps-model: 7.7833526
-  sys,flavres-jes: 2.311575199373386
-  sys,laltfakecr-mujet-fake: 0.42913179999999995
-  sys,mums-res: 0.018304199999999996
-  sys,mod-NP2-jes: 0.15409642391188055
-  sys,lid-eff: 2.7171568
-  sys,mixNP2-jes: 0.7822195480499001
-  sys,mixNP1-jes: 0.5777021340498839
-  sys,btag-eff: 8.602785222343691
-  sys,pileoffrho-jes: 3.3945596442512715
-  sys,modNP4-jes: 0.031556686176308184
-  sys,mcstat: 0.29083339999999996
-  sys,modNP3-jes: 0.2688368973346293
-  sys,mod-NP1-jes: 4.57809193157874
+  syst_singletop-xsec: 0.5643446861334569
+  syst_wjet-scale: 0.874534
+  syst_laltrealcr-mujet-fake: 0.1057576
+  syst_eta-jes: 0.4800974339928928
+  syst_statNP3-jes: 0.06379781313618829
+  syst_laltrealcr-ejet-fake: 0.1362646
+  syst_pileoffmu-jes: 0.25999251557396796
+  syst_lstat-ejet-fake: 0.7898551051378158
+  syst_lstat-mujet-fake: 0.01761322466216791
+  syst_etmsoft-scale: 0.05550262184969284
+  syst_hardscat-model: 7.9033468000000004
+  syst_statNP2-jes: 0.15726153836447104
+  syst_elen-scale: 0.13294193153595293
+  syst_punch-jes: 0.0020338
+  syst_pileoffnpv-jes: 1.2356347673725718
+  syst_lrec-eff: 0.47794299999999995
+  syst_pileoffpt-jes: 0.021786355706955668
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 1.0291028
+  syst_laltfakecr-ejet-fake: 0.8155538
+  syst_laltpar-mujet-fake: 0.3437122
+  syst_jetrec-eff: 0.1077914
+  syst_c/tautag-eff: 1.947364031018204
+  syst_dibos-xsec: 0.1850758
+  syst_elen-res: 0.08515285254951828
+  syst_flavcomp-jes: 3.779962021496337
+  syst_detNP2-jes: 0.37937866511210144
+  syst_detNP3-jes: 0.059050289388960654
+  syst_jetvxfrac: 1.3399933271705347
+  syst_ltrig-eff: 2.4751346
+  syst_btag-jes: 1.0220097957068461
+  syst_mup-scale: 0.0223718
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0792595109797556
+  syst_detNP1-jes: 0.3413937915836783
+  syst_laltpar-ejet-fake: 0.5816667999999999
+  syst_statNP1-jes: 1.8233022671499397
+  syst_muid-res: 0.0020338
+  syst_pdf: 0.16677160000000002
+  syst_isr-fsr: 12.498723608736798
+  syst_zjet-xsec: 2.0622732
+  syst_ps-model: 7.7833526
+  syst_flavres-jes: 2.311575199373386
+  syst_laltfakecr-mujet-fake: 0.42913179999999995
+  syst_mums-res: 0.018304199999999996
+  syst_mod-NP2-jes: 0.15409642391188055
+  syst_lid-eff: 2.7171568
+  syst_mixNP2-jes: 0.7822195480499001
+  syst_mixNP1-jes: 0.5777021340498839
+  syst_btag-eff: 8.602785222343691
+  syst_pileoffrho-jes: 3.3945596442512715
+  syst_modNP4-jes: 0.031556686176308184
+  syst_mcstat: 0.29083339999999996
+  syst_modNP3-jes: 0.2688368973346293
+  syst_mod-NP1-jes: 4.57809193157874
   lumi: 5.69464
 - ArtUnc_1: 0.3343208362749091
   ArtUnc_2: 0.8386185770033565
@@ -511,61 +511,61 @@ bins:
   ArtUnc_23: 3.1023831837540187e-07
   ArtUnc_24: 5.631215939812193e-07
   ArtUnc_25: 7.132485580736777e-05
-  sys,singletop-xsec: 0.4483914562400547
-  sys,wjet-scale: 0.6521277000000001
-  sys,laltrealcr-mujet-fake: 0.22131795
-  sys,eta-jes: 0.7322961901819527
-  sys,statNP3-jes: 0.038820605452774694
-  sys,laltrealcr-ejet-fake: 0.06926745000000001
-  sys,pileoffmu-jes: 0.2766613009598865
-  sys,lstat-ejet-fake: 0.5486649819088574
-  sys,lstat-mujet-fake: 0.019020386039507054
-  sys,etmsoft-scale: 0.03365145222374325
-  sys,hardscat-model: 6.1411507499999995
-  sys,statNP2-jes: 0.11747145669166563
-  sys,elen-scale: 0.20775427065744043
-  sys,punch-jes: 0.005852426473694479
-  sys,pileoffnpv-jes: 1.056986944967185
-  sys,lrec-eff: 0.40377854999999996
-  sys,pileoffpt-jes: 0.024872812513201538
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.8649984
-  sys,laltfakecr-ejet-fake: 0.5710341000000001
-  sys,laltpar-mujet-fake: 0.3142377
-  sys,jetrec-eff: 0.0810936
-  sys,c/tautag-eff: 1.5703442293974599
-  sys,dibos-xsec: 0.11319314999999999
-  sys,elen-res: 0.04985309031696907
-  sys,flavcomp-jes: 3.170263953897682
-  sys,detNP2-jes: 0.2729742920570395
-  sys,detNP3-jes: 0.04922652603853434
-  sys,jetvxfrac: 1.1046212730247185
-  sys,ltrig-eff: 2.1151914
-  sys,btag-jes: 0.870096273868017
-  sys,mup-scale: 0.03634281445804487
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.06291358459221566
-  sys,detNP1-jes: 0.28407889500433675
-  sys,laltpar-ejet-fake: 0.45108315
-  sys,statNP1-jes: 1.5130727310397962
-  sys,muid-res: 0.0
-  sys,pdf: 0.04899405
-  sys,isr-fsr: 11.165689443251958
-  sys,zjet-xsec: 1.7215495499999998
-  sys,ps-model: 7.21901985
-  sys,flavres-jes: 1.959223595907605
-  sys,laltfakecr-mujet-fake: 0.3750579
-  sys,mums-res: 0.04223625
-  sys,mod-NP2-jes: 0.10221870595995076
-  sys,lid-eff: 2.2199373000000002
-  sys,mixNP2-jes: 0.5997595089952035
-  sys,mixNP1-jes: 0.46121985000000004
-  sys,btag-eff: 7.1411488232046825
-  sys,pileoffrho-jes: 2.8639057892304884
-  sys,modNP4-jes: 0.035114558842166875
-  sys,mcstat: 0.28720650000000003
-  sys,modNP3-jes: 0.2326707571315997
-  sys,mod-NP1-jes: 3.8291922797999702
+  syst_singletop-xsec: 0.4483914562400547
+  syst_wjet-scale: 0.6521277000000001
+  syst_laltrealcr-mujet-fake: 0.22131795
+  syst_eta-jes: 0.7322961901819527
+  syst_statNP3-jes: 0.038820605452774694
+  syst_laltrealcr-ejet-fake: 0.06926745000000001
+  syst_pileoffmu-jes: 0.2766613009598865
+  syst_lstat-ejet-fake: 0.5486649819088574
+  syst_lstat-mujet-fake: 0.019020386039507054
+  syst_etmsoft-scale: 0.03365145222374325
+  syst_hardscat-model: 6.1411507499999995
+  syst_statNP2-jes: 0.11747145669166563
+  syst_elen-scale: 0.20775427065744043
+  syst_punch-jes: 0.005852426473694479
+  syst_pileoffnpv-jes: 1.056986944967185
+  syst_lrec-eff: 0.40377854999999996
+  syst_pileoffpt-jes: 0.024872812513201538
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.8649984
+  syst_laltfakecr-ejet-fake: 0.5710341000000001
+  syst_laltpar-mujet-fake: 0.3142377
+  syst_jetrec-eff: 0.0810936
+  syst_c/tautag-eff: 1.5703442293974599
+  syst_dibos-xsec: 0.11319314999999999
+  syst_elen-res: 0.04985309031696907
+  syst_flavcomp-jes: 3.170263953897682
+  syst_detNP2-jes: 0.2729742920570395
+  syst_detNP3-jes: 0.04922652603853434
+  syst_jetvxfrac: 1.1046212730247185
+  syst_ltrig-eff: 2.1151914
+  syst_btag-jes: 0.870096273868017
+  syst_mup-scale: 0.03634281445804487
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.06291358459221566
+  syst_detNP1-jes: 0.28407889500433675
+  syst_laltpar-ejet-fake: 0.45108315
+  syst_statNP1-jes: 1.5130727310397962
+  syst_muid-res: 0.0
+  syst_pdf: 0.04899405
+  syst_isr-fsr: 11.165689443251958
+  syst_zjet-xsec: 1.7215495499999998
+  syst_ps-model: 7.21901985
+  syst_flavres-jes: 1.959223595907605
+  syst_laltfakecr-mujet-fake: 0.3750579
+  syst_mums-res: 0.04223625
+  syst_mod-NP2-jes: 0.10221870595995076
+  syst_lid-eff: 2.2199373000000002
+  syst_mixNP2-jes: 0.5997595089952035
+  syst_mixNP1-jes: 0.46121985000000004
+  syst_btag-eff: 7.1411488232046825
+  syst_pileoffrho-jes: 2.8639057892304884
+  syst_modNP4-jes: 0.035114558842166875
+  syst_mcstat: 0.28720650000000003
+  syst_modNP3-jes: 0.2326707571315997
+  syst_mod-NP1-jes: 3.8291922797999702
   lumi: 4.73046
 - ArtUnc_1: 0.20774308609350942
   ArtUnc_2: 0.04129425277120698
@@ -592,61 +592,61 @@ bins:
   ArtUnc_23: 3.4661933070274466e-07
   ArtUnc_24: 6.241136601870737e-07
   ArtUnc_25: 7.971300588685219e-05
-  sys,singletop-xsec: 0.2968835668462463
-  sys,wjet-scale: 0.42046742
-  sys,laltrealcr-mujet-fake: 0.60956031
-  sys,eta-jes: 0.8826390028268558
-  sys,statNP3-jes: 0.055599418786387494
-  sys,laltrealcr-ejet-fake: 0.0117449
-  sys,pileoffmu-jes: 0.2995133728059289
-  sys,lstat-ejet-fake: 0.33056990735950526
-  sys,lstat-mujet-fake: 0.042719803412612986
-  sys,etmsoft-scale: 0.03158046148415662
-  sys,hardscat-model: 4.30802932
-  sys,statNP2-jes: 0.08730814553243357
-  sys,elen-scale: 0.196649052356332
-  sys,punch-jes: 0.0030514145294723563
-  sys,pileoffnpv-jes: 0.7670570721744071
-  sys,lrec-eff: 0.29949495
-  sys,pileoffpt-jes: 0.020770549324013437
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.6324634102597463
-  sys,laltfakecr-ejet-fake: 0.34530006
-  sys,laltpar-mujet-fake: 0.32650822000000007
-  sys,jetrec-eff: 0.06342246
-  sys,c/tautag-eff: 1.070547957131054
-  sys,dibos-xsec: 0.10452961000000001
-  sys,elen-res: 0.022377039882797278
-  sys,flavcomp-jes: 2.301596708569426
-  sys,detNP2-jes: 0.22139292267356533
-  sys,detNP3-jes: 0.04280045253747675
-  sys,jetvxfrac: 0.7693931507380046
-  sys,ltrig-eff: 1.56676966
-  sys,btag-jes: 0.6456178580782034
-  sys,mup-scale: 0.027469008678412475
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.03559983617717749
-  sys,detNP1-jes: 0.2671977656452345
-  sys,laltpar-ejet-fake: 0.34060209999999996
-  sys,statNP1-jes: 1.0682144740170072
-  sys,muid-res: 0.01644286
-  sys,pdf: 0.09748267000000001
-  sys,isr-fsr: 8.778926986372753
-  sys,zjet-xsec: 1.14982571
-  sys,ps-model: 4.743765109999999
-  sys,flavres-jes: 1.4636558278449832
-  sys,laltfakecr-mujet-fake: 0.19966330000000004
-  sys,mums-res: 0.00822143
-  sys,mod-NP2-jes: 0.07261682757579178
-  sys,lid-eff: 1.50569618
-  sys,mixNP2-jes: 0.47159356801588453
-  sys,mixNP1-jes: 0.4160381124414298
-  sys,btag-eff: 4.970931211744019
-  sys,pileoffrho-jes: 2.075454103240018
-  sys,modNP4-jes: 0.03722873939862153
-  sys,mcstat: 0.22550208000000002
-  sys,modNP3-jes: 0.1386296275033342
-  sys,mod-NP1-jes: 2.7988219915213457
+  syst_singletop-xsec: 0.2968835668462463
+  syst_wjet-scale: 0.42046742
+  syst_laltrealcr-mujet-fake: 0.60956031
+  syst_eta-jes: 0.8826390028268558
+  syst_statNP3-jes: 0.055599418786387494
+  syst_laltrealcr-ejet-fake: 0.0117449
+  syst_pileoffmu-jes: 0.2995133728059289
+  syst_lstat-ejet-fake: 0.33056990735950526
+  syst_lstat-mujet-fake: 0.042719803412612986
+  syst_etmsoft-scale: 0.03158046148415662
+  syst_hardscat-model: 4.30802932
+  syst_statNP2-jes: 0.08730814553243357
+  syst_elen-scale: 0.196649052356332
+  syst_punch-jes: 0.0030514145294723563
+  syst_pileoffnpv-jes: 0.7670570721744071
+  syst_lrec-eff: 0.29949495
+  syst_pileoffpt-jes: 0.020770549324013437
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.6324634102597463
+  syst_laltfakecr-ejet-fake: 0.34530006
+  syst_laltpar-mujet-fake: 0.32650822000000007
+  syst_jetrec-eff: 0.06342246
+  syst_c/tautag-eff: 1.070547957131054
+  syst_dibos-xsec: 0.10452961000000001
+  syst_elen-res: 0.022377039882797278
+  syst_flavcomp-jes: 2.301596708569426
+  syst_detNP2-jes: 0.22139292267356533
+  syst_detNP3-jes: 0.04280045253747675
+  syst_jetvxfrac: 0.7693931507380046
+  syst_ltrig-eff: 1.56676966
+  syst_btag-jes: 0.6456178580782034
+  syst_mup-scale: 0.027469008678412475
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.03559983617717749
+  syst_detNP1-jes: 0.2671977656452345
+  syst_laltpar-ejet-fake: 0.34060209999999996
+  syst_statNP1-jes: 1.0682144740170072
+  syst_muid-res: 0.01644286
+  syst_pdf: 0.09748267000000001
+  syst_isr-fsr: 8.778926986372753
+  syst_zjet-xsec: 1.14982571
+  syst_ps-model: 4.743765109999999
+  syst_flavres-jes: 1.4636558278449832
+  syst_laltfakecr-mujet-fake: 0.19966330000000004
+  syst_mums-res: 0.00822143
+  syst_mod-NP2-jes: 0.07261682757579178
+  syst_lid-eff: 1.50569618
+  syst_mixNP2-jes: 0.47159356801588453
+  syst_mixNP1-jes: 0.4160381124414298
+  syst_btag-eff: 4.970931211744019
+  syst_pileoffrho-jes: 2.075454103240018
+  syst_modNP4-jes: 0.03722873939862153
+  syst_mcstat: 0.22550208000000002
+  syst_modNP3-jes: 0.1386296275033342
+  syst_mod-NP1-jes: 2.7988219915213457
   lumi: 3.288572
 - ArtUnc_1: 0.00678491890284974
   ArtUnc_2: -0.05413053897544706
@@ -673,59 +673,59 @@ bins:
   ArtUnc_23: 5.716637545573051e-07
   ArtUnc_24: 1.0077391641701514e-06
   ArtUnc_25: 0.0001315846277340393
-  sys,singletop-xsec: 0.06792676511515891
-  sys,wjet-scale: 0.12224527199999999
-  sys,laltrealcr-mujet-fake: 0.423717352
-  sys,eta-jes: 0.3949289236353195
-  sys,statNP3-jes: 0.025092195766552434
-  sys,laltrealcr-ejet-fake: 0.01159508
-  sys,pileoffmu-jes: 0.12167293172442757
-  sys,lstat-ejet-fake: 0.0608236106814151
-  sys,lstat-mujet-fake: 0.1380007393290597
-  sys,etmsoft-scale: 0.02941568815843845
-  sys,hardscat-model: 1.9979979279999998
-  sys,statNP2-jes: 0.022309116929549316
-  sys,elen-scale: 0.1082580805538335
-  sys,punch-jes: 0.003049829483020977
-  sys,pileoffnpv-jes: 0.18157544405082834
-  sys,lrec-eff: 0.105680872
-  sys,pileoffpt-jes: 0.01004163383891287
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.18535578402853783
-  sys,laltfakecr-ejet-fake: 0.07785268
-  sys,laltpar-mujet-fake: 0.270331008
-  sys,jetrec-eff: 0.016895688
-  sys,c/tautag-eff: 0.2936869054258171
-  sys,dibos-xsec: 0.025840464
-  sys,elen-res: 0.01441007599154314
-  sys,flavcomp-jes: 0.697912309892471
-  sys,detNP2-jes: 0.06000886856533444
-  sys,detNP3-jes: 0.01573792352446383
-  sys,jetvxfrac: 0.20941647107540798
-  sys,ltrig-eff: 0.5088583680000001
-  sys,btag-jes: 0.18490678793994703
-  sys,mup-scale: 0.013678423774864704
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.01922255620591892
-  sys,detNP1-jes: 0.08998540741447679
-  sys,laltpar-ejet-fake: 0.061288279999999994
-  sys,statNP1-jes: 0.30031485610604075
-  sys,muid-res: 0.001325152
-  sys,pdf: 0.7818396799999999
-  sys,isr-fsr: 3.1070164144188883
-  sys,zjet-xsec: 0.310416856
-  sys,ps-model: 1.1048454799999998
-  sys,flavres-jes: 0.4409644885669146
-  sys,laltfakecr-mujet-fake: 0.109656328
-  sys,mums-res: 0.024184024
-  sys,mod-NP2-jes: 0.025182246675355083
-  sys,lid-eff: 0.4223922
-  sys,mixNP2-jes: 0.12919159516769682
-  sys,mixNP1-jes: 0.123901712
-  sys,btag-eff: 1.405136836207867
-  sys,pileoffrho-jes: 0.6014818754420922
-  sys,modNP4-jes: 0.012928723773509588
-  sys,mcstat: 0.09706738399999999
-  sys,modNP3-jes: 0.030768791008600648
-  sys,mod-NP1-jes: 0.8140959578713352
+  syst_singletop-xsec: 0.06792676511515891
+  syst_wjet-scale: 0.12224527199999999
+  syst_laltrealcr-mujet-fake: 0.423717352
+  syst_eta-jes: 0.3949289236353195
+  syst_statNP3-jes: 0.025092195766552434
+  syst_laltrealcr-ejet-fake: 0.01159508
+  syst_pileoffmu-jes: 0.12167293172442757
+  syst_lstat-ejet-fake: 0.0608236106814151
+  syst_lstat-mujet-fake: 0.1380007393290597
+  syst_etmsoft-scale: 0.02941568815843845
+  syst_hardscat-model: 1.9979979279999998
+  syst_statNP2-jes: 0.022309116929549316
+  syst_elen-scale: 0.1082580805538335
+  syst_punch-jes: 0.003049829483020977
+  syst_pileoffnpv-jes: 0.18157544405082834
+  syst_lrec-eff: 0.105680872
+  syst_pileoffpt-jes: 0.01004163383891287
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.18535578402853783
+  syst_laltfakecr-ejet-fake: 0.07785268
+  syst_laltpar-mujet-fake: 0.270331008
+  syst_jetrec-eff: 0.016895688
+  syst_c/tautag-eff: 0.2936869054258171
+  syst_dibos-xsec: 0.025840464
+  syst_elen-res: 0.01441007599154314
+  syst_flavcomp-jes: 0.697912309892471
+  syst_detNP2-jes: 0.06000886856533444
+  syst_detNP3-jes: 0.01573792352446383
+  syst_jetvxfrac: 0.20941647107540798
+  syst_ltrig-eff: 0.5088583680000001
+  syst_btag-jes: 0.18490678793994703
+  syst_mup-scale: 0.013678423774864704
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.01922255620591892
+  syst_detNP1-jes: 0.08998540741447679
+  syst_laltpar-ejet-fake: 0.061288279999999994
+  syst_statNP1-jes: 0.30031485610604075
+  syst_muid-res: 0.001325152
+  syst_pdf: 0.7818396799999999
+  syst_isr-fsr: 3.1070164144188883
+  syst_zjet-xsec: 0.310416856
+  syst_ps-model: 1.1048454799999998
+  syst_flavres-jes: 0.4409644885669146
+  syst_laltfakecr-mujet-fake: 0.109656328
+  syst_mums-res: 0.024184024
+  syst_mod-NP2-jes: 0.025182246675355083
+  syst_lid-eff: 0.4223922
+  syst_mixNP2-jes: 0.12919159516769682
+  syst_mixNP1-jes: 0.123901712
+  syst_btag-eff: 1.405136836207867
+  syst_pileoffrho-jes: 0.6014818754420922
+  syst_modNP4-jes: 0.012928723773509588
+  syst_mcstat: 0.09706738399999999
+  syst_modNP3-jes: 0.030768791008600648
+  syst_mod-NP1-jes: 0.8140959578713352
   lumi: 0.9276063999999999
diff --git a/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyttBar_norm.yaml b/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyttBar_norm.yaml
index 5dd88befda..34043646a9 100644
--- a/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyttBar_norm.yaml
+++ b/nnpdf_data/nnpdf_data/new_commondata/ATLAS_TTBAR_8TEV_LJ_DIF/uncertainties_dSig_dyttBar_norm.yaml
@@ -99,223 +99,223 @@ definitions:
     definition: artificial uncertainty 25
     treatment: ADD
     type: ATLAS8TEVTTB151104716unc25
-  sys,singletop-xsec:
+  syst_singletop-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,wjet-scale:
+  syst_wjet-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltrealcr-mujet-fake:
+  syst_laltrealcr-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,eta-jes:
+  syst_eta-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP3-jes:
+  syst_statNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltrealcr-ejet-fake:
+  syst_laltrealcr-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffmu-jes:
+  syst_pileoffmu-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lstat-ejet-fake:
+  syst_lstat-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lstat-mujet-fake:
+  syst_lstat-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,etmsoft-scale:
+  syst_etmsoft-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,hardscat-model:
+  syst_hardscat-model:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP2-jes:
+  syst_statNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,elen-scale:
+  syst_elen-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,punch-jes:
+  syst_punch-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffnpv-jes:
+  syst_pileoffnpv-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lrec-eff:
+  syst_lrec-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffpt-jes:
+  syst_pileoffpt-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jeten-res:
+  syst_jeten-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lighttag-eff:
+  syst_lighttag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltfakecr-ejet-fake:
+  syst_laltfakecr-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltpar-mujet-fake:
+  syst_laltpar-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jetrec-eff:
+  syst_jetrec-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,c/tautag-eff:
+  syst_c/tautag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,dibos-xsec:
+  syst_dibos-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,elen-res:
+  syst_elen-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,flavcomp-jes:
+  syst_flavcomp-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP2-jes:
+  syst_detNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP3-jes:
+  syst_detNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,jetvxfrac:
+  syst_jetvxfrac:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,ltrig-eff:
+  syst_ltrig-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,btag-jes:
+  syst_btag-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mup-scale:
+  syst_mup-scale:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,singlephpt-jes:
+  syst_singlephpt-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,etmsoft-res:
+  syst_etmsoft-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,detNP1-jes:
+  syst_detNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltpar-ejet-fake:
+  syst_laltpar-ejet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,statNP1-jes:
+  syst_statNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,muid-res:
+  syst_muid-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pdf:
+  syst_pdf:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,isr-fsr:
+  syst_isr-fsr:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,zjet-xsec:
+  syst_zjet-xsec:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,ps-model:
+  syst_ps-model:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,flavres-jes:
+  syst_flavres-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,laltfakecr-mujet-fake:
+  syst_laltfakecr-mujet-fake:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mums-res:
+  syst_mums-res:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mod-NP2-jes:
+  syst_mod-NP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,lid-eff:
+  syst_lid-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mixNP2-jes:
+  syst_mixNP2-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mixNP1-jes:
+  syst_mixNP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,btag-eff:
+  syst_btag-eff:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,pileoffrho-jes:
+  syst_pileoffrho-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,modNP4-jes:
+  syst_modNP4-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mcstat:
+  syst_mcstat:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,modNP3-jes:
+  syst_modNP3-jes:
     definition: ''
     treatment: MULT
     type: CORR
-  sys,mod-NP1-jes:
+  syst_mod-NP1-jes:
     definition: ''
     treatment: MULT
     type: CORR
@@ -345,61 +345,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: 1.1460699348648485e-13
-  sys,singletop-xsec: 0.000252192739164907
-  sys,wjet-scale: 0.0001673862
-  sys,laltrealcr-mujet-fake: 0.0031301219399999997
-  sys,eta-jes: 0.00308505016065823
-  sys,statNP3-jes: 0.00010275863221073971
-  sys,laltrealcr-ejet-fake: 0.00026781792
-  sys,pileoffmu-jes: 0.000523918137524334
-  sys,lstat-ejet-fake: 0.000902052835577376
-  sys,lstat-mujet-fake: 0.0006813152967818311
-  sys,etmsoft-scale: 0.00020341900215885947
-  sys,hardscat-model: 0.0047705067
-  sys,statNP2-jes: 2.744061790791299e-05
-  sys,elen-scale: 0.0007452446438369059
-  sys,punch-jes: 3.8124021429134085e-05
-  sys,pileoffnpv-jes: 0.00016670480665938422
-  sys,lrec-eff: 0.0001673862
-  sys,pileoffpt-jes: 4.348821043288284e-05
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.00012985922371041292
-  sys,laltfakecr-ejet-fake: 0.00055237446
-  sys,laltpar-mujet-fake: 0.0012972430499999998
-  sys,jetrec-eff: 2.510793e-05
-  sys,c/tautag-eff: 0.00024696556117121695
-  sys,dibos-xsec: 5.021586e-05
-  sys,elen-res: 4.348821043288284e-05
-  sys,flavcomp-jes: 0.0009080894189196659
-  sys,detNP2-jes: 9.569968388819304e-05
-  sys,detNP3-jes: 2.1744105216441422e-05
-  sys,jetvxfrac: 0.00024400522001523866
-  sys,ltrig-eff: 0.0007576306031947036
-  sys,btag-jes: 7.24803507214714e-05
-  sys,mup-scale: 8.327358307250806e-05
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0001449607014429428
-  sys,detNP1-jes: 0.00016796060449581404
-  sys,laltpar-ejet-fake: 0.0005858517000000001
-  sys,statNP1-jes: 0.00016670480665938422
-  sys,muid-res: 8.36931e-05
-  sys,pdf: 0.00423487086
-  sys,isr-fsr: 0.008293782464204051
-  sys,zjet-xsec: 5.021586e-05
-  sys,ps-model: 0.00414280845
-  sys,flavres-jes: 0.000505131367330483
-  sys,laltfakecr-mujet-fake: 0.00026781792
-  sys,mums-res: 0.00010880102999999999
-  sys,mod-NP2-jes: 2.744061790791299e-05
-  sys,lid-eff: 0.00024696556117121695
-  sys,mixNP2-jes: 0.00010147249101005997
-  sys,mixNP1-jes: 0.00014800906449859844
-  sys,btag-eff: 4.64100690442287e-05
-  sys,pileoffrho-jes: 0.0003211841979768405
-  sys,modNP4-jes: 2.899214028858856e-05
-  sys,mcstat: 0.0010880103
-  sys,modNP3-jes: 0.00010944292955149318
-  sys,mod-NP1-jes: 0.0004186328527361442
+  syst_singletop-xsec: 0.000252192739164907
+  syst_wjet-scale: 0.0001673862
+  syst_laltrealcr-mujet-fake: 0.0031301219399999997
+  syst_eta-jes: 0.00308505016065823
+  syst_statNP3-jes: 0.00010275863221073971
+  syst_laltrealcr-ejet-fake: 0.00026781792
+  syst_pileoffmu-jes: 0.000523918137524334
+  syst_lstat-ejet-fake: 0.000902052835577376
+  syst_lstat-mujet-fake: 0.0006813152967818311
+  syst_etmsoft-scale: 0.00020341900215885947
+  syst_hardscat-model: 0.0047705067
+  syst_statNP2-jes: 2.744061790791299e-05
+  syst_elen-scale: 0.0007452446438369059
+  syst_punch-jes: 3.8124021429134085e-05
+  syst_pileoffnpv-jes: 0.00016670480665938422
+  syst_lrec-eff: 0.0001673862
+  syst_pileoffpt-jes: 4.348821043288284e-05
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.00012985922371041292
+  syst_laltfakecr-ejet-fake: 0.00055237446
+  syst_laltpar-mujet-fake: 0.0012972430499999998
+  syst_jetrec-eff: 2.510793e-05
+  syst_c/tautag-eff: 0.00024696556117121695
+  syst_dibos-xsec: 5.021586e-05
+  syst_elen-res: 4.348821043288284e-05
+  syst_flavcomp-jes: 0.0009080894189196659
+  syst_detNP2-jes: 9.569968388819304e-05
+  syst_detNP3-jes: 2.1744105216441422e-05
+  syst_jetvxfrac: 0.00024400522001523866
+  syst_ltrig-eff: 0.0007576306031947036
+  syst_btag-jes: 7.24803507214714e-05
+  syst_mup-scale: 8.327358307250806e-05
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0001449607014429428
+  syst_detNP1-jes: 0.00016796060449581404
+  syst_laltpar-ejet-fake: 0.0005858517000000001
+  syst_statNP1-jes: 0.00016670480665938422
+  syst_muid-res: 8.36931e-05
+  syst_pdf: 0.00423487086
+  syst_isr-fsr: 0.008293782464204051
+  syst_zjet-xsec: 5.021586e-05
+  syst_ps-model: 0.00414280845
+  syst_flavres-jes: 0.000505131367330483
+  syst_laltfakecr-mujet-fake: 0.00026781792
+  syst_mums-res: 0.00010880102999999999
+  syst_mod-NP2-jes: 2.744061790791299e-05
+  syst_lid-eff: 0.00024696556117121695
+  syst_mixNP2-jes: 0.00010147249101005997
+  syst_mixNP1-jes: 0.00014800906449859844
+  syst_btag-eff: 4.64100690442287e-05
+  syst_pileoffrho-jes: 0.0003211841979768405
+  syst_modNP4-jes: 2.899214028858856e-05
+  syst_mcstat: 0.0010880103
+  syst_modNP3-jes: 0.00010944292955149318
+  syst_mod-NP1-jes: 0.0004186328527361442
 - ArtUnc_1: -0.0008173194033852813
   ArtUnc_2: -0.003309945472255771
   ArtUnc_3: -0.0008202592626190879
@@ -425,61 +425,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: 1.0717999421711153e-13
-  sys,singletop-xsec: 0.00012008646293530175
-  sys,wjet-scale: 0.0002686586
-  sys,laltrealcr-mujet-fake: 0.0021876485999999997
-  sys,eta-jes: 0.0020862236923265796
-  sys,statNP3-jes: 0.000132951527168664
-  sys,laltrealcr-ejet-fake: 0.00028401051999999994
-  sys,pileoffmu-jes: 0.0006390323140406354
-  sys,lstat-ejet-fake: 0.0005654609394627031
-  sys,lstat-mujet-fake: 0.0005916342959005547
-  sys,etmsoft-scale: 0.0002768404969825065
-  sys,hardscat-model: 0.0015044881599999998
-  sys,statNP2-jes: 3.2566340208700146e-05
-  sys,elen-scale: 0.0005409646084302621
-  sys,punch-jes: 1.2729139612888217e-05
-  sys,pileoffnpv-jes: 3.98854581505992e-05
-  sys,lrec-eff: 0.00013816727999999999
-  sys,pileoffpt-jes: 0.00010496717429434404
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 0.00012281536
-  sys,laltfakecr-ejet-fake: 0.00043752972000000003
-  sys,laltpar-mujet-fake: 0.000959495
-  sys,jetrec-eff: 1.535192e-05
-  sys,c/tautag-eff: 0.00018422304000000002
-  sys,dibos-xsec: 5.373172e-05
-  sys,elen-res: 0.0001066378443652571
-  sys,flavcomp-jes: 0.0004258601577920676
-  sys,detNP2-jes: 5.982818722589879e-05
-  sys,detNP3-jes: 3.496566186808423e-05
-  sys,jetvxfrac: 0.00014624667988553038
-  sys,ltrig-eff: 0.0006064979962675464
-  sys,btag-jes: 0.00020464028742106768
-  sys,mup-scale: 7.471749655918351e-05
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0003456739706385263
-  sys,detNP1-jes: 0.0002659861360623166
-  sys,laltpar-ejet-fake: 3.070384e-05
-  sys,statNP1-jes: 4.65330345090324e-05
-  sys,muid-res: 1.535192e-05
-  sys,pdf: 0.003454182
-  sys,isr-fsr: 0.007055517418901417
-  sys,zjet-xsec: 0.00017654708
-  sys,ps-model: 0.0007829479199999999
-  sys,flavres-jes: 0.00046317279470684105
-  sys,laltfakecr-mujet-fake: 0.00022260284
-  sys,mums-res: 1.535192e-05
-  sys,mod-NP2-jes: 5.091655845155287e-05
-  sys,lid-eff: 0.00017654708
-  sys,mixNP2-jes: 2.6590305433732798e-05
-  sys,mixNP1-jes: 0.00022912451303198792
-  sys,btag-eff: 7.67596e-06
-  sys,pileoffrho-jes: 0.00040697068366359946
-  sys,modNP4-jes: 8.078013420895758e-05
-  sys,mcstat: 0.0009287911599999999
-  sys,modNP3-jes: 8.641849265963158e-05
-  sys,mod-NP1-jes: 0.0005159478608946729
+  syst_singletop-xsec: 0.00012008646293530175
+  syst_wjet-scale: 0.0002686586
+  syst_laltrealcr-mujet-fake: 0.0021876485999999997
+  syst_eta-jes: 0.0020862236923265796
+  syst_statNP3-jes: 0.000132951527168664
+  syst_laltrealcr-ejet-fake: 0.00028401051999999994
+  syst_pileoffmu-jes: 0.0006390323140406354
+  syst_lstat-ejet-fake: 0.0005654609394627031
+  syst_lstat-mujet-fake: 0.0005916342959005547
+  syst_etmsoft-scale: 0.0002768404969825065
+  syst_hardscat-model: 0.0015044881599999998
+  syst_statNP2-jes: 3.2566340208700146e-05
+  syst_elen-scale: 0.0005409646084302621
+  syst_punch-jes: 1.2729139612888217e-05
+  syst_pileoffnpv-jes: 3.98854581505992e-05
+  syst_lrec-eff: 0.00013816727999999999
+  syst_pileoffpt-jes: 0.00010496717429434404
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 0.00012281536
+  syst_laltfakecr-ejet-fake: 0.00043752972000000003
+  syst_laltpar-mujet-fake: 0.000959495
+  syst_jetrec-eff: 1.535192e-05
+  syst_c/tautag-eff: 0.00018422304000000002
+  syst_dibos-xsec: 5.373172e-05
+  syst_elen-res: 0.0001066378443652571
+  syst_flavcomp-jes: 0.0004258601577920676
+  syst_detNP2-jes: 5.982818722589879e-05
+  syst_detNP3-jes: 3.496566186808423e-05
+  syst_jetvxfrac: 0.00014624667988553038
+  syst_ltrig-eff: 0.0006064979962675464
+  syst_btag-jes: 0.00020464028742106768
+  syst_mup-scale: 7.471749655918351e-05
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0003456739706385263
+  syst_detNP1-jes: 0.0002659861360623166
+  syst_laltpar-ejet-fake: 3.070384e-05
+  syst_statNP1-jes: 4.65330345090324e-05
+  syst_muid-res: 1.535192e-05
+  syst_pdf: 0.003454182
+  syst_isr-fsr: 0.007055517418901417
+  syst_zjet-xsec: 0.00017654708
+  syst_ps-model: 0.0007829479199999999
+  syst_flavres-jes: 0.00046317279470684105
+  syst_laltfakecr-mujet-fake: 0.00022260284
+  syst_mums-res: 1.535192e-05
+  syst_mod-NP2-jes: 5.091655845155287e-05
+  syst_lid-eff: 0.00017654708
+  syst_mixNP2-jes: 2.6590305433732798e-05
+  syst_mixNP1-jes: 0.00022912451303198792
+  syst_btag-eff: 7.67596e-06
+  syst_pileoffrho-jes: 0.00040697068366359946
+  syst_modNP4-jes: 8.078013420895758e-05
+  syst_mcstat: 0.0009287911599999999
+  syst_modNP3-jes: 8.641849265963158e-05
+  syst_mod-NP1-jes: 0.0005159478608946729
 - ArtUnc_1: -0.002611086587337312
   ArtUnc_2: -0.00025714944685773064
   ArtUnc_3: 0.0013733410798208627
@@ -505,61 +505,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: 1.0408067927972082e-13
-  sys,singletop-xsec: 2.276801645874317e-05
-  sys,wjet-scale: 5.101056e-05
-  sys,laltrealcr-mujet-fake: 0.0013135219199999998
-  sys,eta-jes: 0.00047685112057754207
-  sys,statNP3-jes: 0.00013541238123163774
-  sys,laltrealcr-ejet-fake: 7.651584e-05
-  sys,pileoffmu-jes: 0.00024898284512788106
-  sys,lstat-ejet-fake: 0.00019327192859305774
-  sys,lstat-mujet-fake: 0.0004307202980073858
-  sys,etmsoft-scale: 0.00018774987349039893
-  sys,hardscat-model: 0.0029203545600000004
-  sys,statNP2-jes: 4.9698495923929124e-05
-  sys,elen-scale: 0.00011596315715583464
-  sys,punch-jes: 2.2088220410635167e-05
-  sys,pileoffnpv-jes: 0.0001415413784368995
-  sys,lrec-eff: 8.926847999999999e-05
-  sys,pileoffpt-jes: 0.00011975774657984176
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 6.376319999999999e-05
-  sys,laltfakecr-ejet-fake: 3.825792e-05
-  sys,laltpar-mujet-fake: 0.00068864256
-  sys,jetrec-eff: 1.275264e-05
-  sys,c/tautag-eff: 2.550528e-05
-  sys,dibos-xsec: 0.00010839744
-  sys,elen-res: 5.522055102658792e-06
-  sys,flavcomp-jes: 0.000204837729332652
-  sys,detNP2-jes: 0.00015152986073797603
-  sys,detNP3-jes: 3.535840486827425e-05
-  sys,jetvxfrac: 3.865438571861154e-05
-  sys,ltrig-eff: 0.00027740656309679766
-  sys,btag-jes: 8.289215999999999e-05
-  sys,mup-scale: 2.2088220410635167e-05
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.0002705807000302808
-  sys,detNP1-jes: 0.00020130901621136398
-  sys,laltpar-ejet-fake: 9.564479999999998e-05
-  sys,statNP1-jes: 3.865438571861154e-05
-  sys,muid-res: 6.37632e-06
-  sys,pdf: 0.00216157248
-  sys,isr-fsr: 0.0030792872696603513
-  sys,zjet-xsec: 0.00017853695999999999
-  sys,ps-model: 0.0036026207999999994
-  sys,flavres-jes: 0.00023840957305837197
-  sys,laltfakecr-mujet-fake: 0.00012115008000000001
-  sys,mums-res: 0.00020404224
-  sys,mod-NP2-jes: 5.870025092721835e-05
-  sys,lid-eff: 6.37632e-06
-  sys,mixNP2-jes: 0.00018793926025437047
-  sys,mixNP1-jes: 0.0002627477146400996
-  sys,btag-eff: 1.912896e-05
-  sys,pileoffrho-jes: 0.00017796673510049455
-  sys,modNP4-jes: 5.800348735579267e-05
-  sys,mcstat: 0.0009245664
-  sys,modNP3-jes: 8.115730399827731e-05
-  sys,mod-NP1-jes: 0.0003235471940034319
+  syst_singletop-xsec: 2.276801645874317e-05
+  syst_wjet-scale: 5.101056e-05
+  syst_laltrealcr-mujet-fake: 0.0013135219199999998
+  syst_eta-jes: 0.00047685112057754207
+  syst_statNP3-jes: 0.00013541238123163774
+  syst_laltrealcr-ejet-fake: 7.651584e-05
+  syst_pileoffmu-jes: 0.00024898284512788106
+  syst_lstat-ejet-fake: 0.00019327192859305774
+  syst_lstat-mujet-fake: 0.0004307202980073858
+  syst_etmsoft-scale: 0.00018774987349039893
+  syst_hardscat-model: 0.0029203545600000004
+  syst_statNP2-jes: 4.9698495923929124e-05
+  syst_elen-scale: 0.00011596315715583464
+  syst_punch-jes: 2.2088220410635167e-05
+  syst_pileoffnpv-jes: 0.0001415413784368995
+  syst_lrec-eff: 8.926847999999999e-05
+  syst_pileoffpt-jes: 0.00011975774657984176
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 6.376319999999999e-05
+  syst_laltfakecr-ejet-fake: 3.825792e-05
+  syst_laltpar-mujet-fake: 0.00068864256
+  syst_jetrec-eff: 1.275264e-05
+  syst_c/tautag-eff: 2.550528e-05
+  syst_dibos-xsec: 0.00010839744
+  syst_elen-res: 5.522055102658792e-06
+  syst_flavcomp-jes: 0.000204837729332652
+  syst_detNP2-jes: 0.00015152986073797603
+  syst_detNP3-jes: 3.535840486827425e-05
+  syst_jetvxfrac: 3.865438571861154e-05
+  syst_ltrig-eff: 0.00027740656309679766
+  syst_btag-jes: 8.289215999999999e-05
+  syst_mup-scale: 2.2088220410635167e-05
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.0002705807000302808
+  syst_detNP1-jes: 0.00020130901621136398
+  syst_laltpar-ejet-fake: 9.564479999999998e-05
+  syst_statNP1-jes: 3.865438571861154e-05
+  syst_muid-res: 6.37632e-06
+  syst_pdf: 0.00216157248
+  syst_isr-fsr: 0.0030792872696603513
+  syst_zjet-xsec: 0.00017853695999999999
+  syst_ps-model: 0.0036026207999999994
+  syst_flavres-jes: 0.00023840957305837197
+  syst_laltfakecr-mujet-fake: 0.00012115008000000001
+  syst_mums-res: 0.00020404224
+  syst_mod-NP2-jes: 5.870025092721835e-05
+  syst_lid-eff: 6.37632e-06
+  syst_mixNP2-jes: 0.00018793926025437047
+  syst_mixNP1-jes: 0.0002627477146400996
+  syst_btag-eff: 1.912896e-05
+  syst_pileoffrho-jes: 0.00017796673510049455
+  syst_modNP4-jes: 5.800348735579267e-05
+  syst_mcstat: 0.0009245664
+  syst_modNP3-jes: 8.115730399827731e-05
+  syst_mod-NP1-jes: 0.0003235471940034319
 - ArtUnc_1: -0.0008721521638405283
   ArtUnc_2: 0.0019857021980425565
   ArtUnc_3: 0.00033708349493200425
@@ -585,61 +585,61 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: 1.2378988365098798e-13
-  sys,singletop-xsec: 4.038445665662347e-05
-  sys,wjet-scale: 0.00016401249
-  sys,laltrealcr-mujet-fake: 0.0007978985999999999
-  sys,eta-jes: 0.0010953427590436708
-  sys,statNP3-jes: 4.815220747797757e-05
-  sys,laltrealcr-ejet-fake: 0.0001773108
-  sys,pileoffmu-jes: 0.00024894651011638343
-  sys,lstat-ejet-fake: 0.0005621409546154574
-  sys,lstat-mujet-fake: 0.00018185165420223895
-  sys,etmsoft-scale: 7.636081619379847e-05
-  sys,hardscat-model: 0.0018750617099999997
-  sys,statNP2-jes: 7.350917435971852e-06
-  sys,elen-scale: 0.0001403866027173487
-  sys,punch-jes: 1.1516674287400637e-05
-  sys,pileoffnpv-jes: 0.00022533126385740083
-  sys,lrec-eff: 8.86554e-06
-  sys,pileoffpt-jes: 7.23981405396304e-05
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 7.092432e-05
-  sys,laltfakecr-ejet-fake: 0.00021720573
-  sys,laltpar-mujet-fake: 7.092432e-05
-  sys,jetrec-eff: 1.3298309999999998e-05
-  sys,c/tautag-eff: 9.535608490644147e-05
-  sys,dibos-xsec: 2.6596619999999997e-05
-  sys,elen-res: 0.0001088513586197191
-  sys,flavcomp-jes: 0.00026510595963292685
-  sys,detNP2-jes: 3.655355784813839e-05
-  sys,detNP3-jes: 1.9194457145667732e-05
-  sys,jetvxfrac: 4.9905588578736094e-05
-  sys,ltrig-eff: 0.00016625842417364024
-  sys,btag-jes: 0.00010966067354441518
-  sys,mup-scale: 1.8276778924069195e-05
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 0.00010748896001573928
-  sys,detNP1-jes: 0.0001255342933148779
-  sys,laltpar-ejet-fake: 3.546216e-05
-  sys,statNP1-jes: 7.839238131189457e-05
-  sys,muid-res: 5.7626009999999994e-05
-  sys,pdf: 0.0012633394499999998
-  sys,isr-fsr: 0.002620723203769138
-  sys,zjet-xsec: 5.7626009999999994e-05
-  sys,ps-model: 0.00142735194
-  sys,flavres-jes: 0.00024867010023325344
-  sys,laltfakecr-mujet-fake: 0.0003102939
-  sys,mums-res: 5.7626009999999994e-05
-  sys,mod-NP2-jes: 3.7613300717283506e-05
-  sys,lid-eff: 0.00013966743128346522
-  sys,mixNP2-jes: 0.00010918930217920652
-  sys,mixNP1-jes: 0.00018420012912055754
-  sys,btag-eff: 8.86554e-06
-  sys,pileoffrho-jes: 0.0002017153894087104
-  sys,modNP4-jes: 2.5464324962694373e-05
-  sys,mcstat: 0.00071367597
-  sys,modNP3-jes: 3.1656309695191885e-05
-  sys,mod-NP1-jes: 0.0002961259570187734
+  syst_singletop-xsec: 4.038445665662347e-05
+  syst_wjet-scale: 0.00016401249
+  syst_laltrealcr-mujet-fake: 0.0007978985999999999
+  syst_eta-jes: 0.0010953427590436708
+  syst_statNP3-jes: 4.815220747797757e-05
+  syst_laltrealcr-ejet-fake: 0.0001773108
+  syst_pileoffmu-jes: 0.00024894651011638343
+  syst_lstat-ejet-fake: 0.0005621409546154574
+  syst_lstat-mujet-fake: 0.00018185165420223895
+  syst_etmsoft-scale: 7.636081619379847e-05
+  syst_hardscat-model: 0.0018750617099999997
+  syst_statNP2-jes: 7.350917435971852e-06
+  syst_elen-scale: 0.0001403866027173487
+  syst_punch-jes: 1.1516674287400637e-05
+  syst_pileoffnpv-jes: 0.00022533126385740083
+  syst_lrec-eff: 8.86554e-06
+  syst_pileoffpt-jes: 7.23981405396304e-05
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 7.092432e-05
+  syst_laltfakecr-ejet-fake: 0.00021720573
+  syst_laltpar-mujet-fake: 7.092432e-05
+  syst_jetrec-eff: 1.3298309999999998e-05
+  syst_c/tautag-eff: 9.535608490644147e-05
+  syst_dibos-xsec: 2.6596619999999997e-05
+  syst_elen-res: 0.0001088513586197191
+  syst_flavcomp-jes: 0.00026510595963292685
+  syst_detNP2-jes: 3.655355784813839e-05
+  syst_detNP3-jes: 1.9194457145667732e-05
+  syst_jetvxfrac: 4.9905588578736094e-05
+  syst_ltrig-eff: 0.00016625842417364024
+  syst_btag-jes: 0.00010966067354441518
+  syst_mup-scale: 1.8276778924069195e-05
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 0.00010748896001573928
+  syst_detNP1-jes: 0.0001255342933148779
+  syst_laltpar-ejet-fake: 3.546216e-05
+  syst_statNP1-jes: 7.839238131189457e-05
+  syst_muid-res: 5.7626009999999994e-05
+  syst_pdf: 0.0012633394499999998
+  syst_isr-fsr: 0.002620723203769138
+  syst_zjet-xsec: 5.7626009999999994e-05
+  syst_ps-model: 0.00142735194
+  syst_flavres-jes: 0.00024867010023325344
+  syst_laltfakecr-mujet-fake: 0.0003102939
+  syst_mums-res: 5.7626009999999994e-05
+  syst_mod-NP2-jes: 3.7613300717283506e-05
+  syst_lid-eff: 0.00013966743128346522
+  syst_mixNP2-jes: 0.00010918930217920652
+  syst_mixNP1-jes: 0.00018420012912055754
+  syst_btag-eff: 8.86554e-06
+  syst_pileoffrho-jes: 0.0002017153894087104
+  syst_modNP4-jes: 2.5464324962694373e-05
+  syst_mcstat: 0.00071367597
+  syst_modNP3-jes: 3.1656309695191885e-05
+  syst_mod-NP1-jes: 0.0002961259570187734
 - ArtUnc_1: 1.5013172367939154e-05
   ArtUnc_2: 0.00024219763161619434
   ArtUnc_3: -9.628002367410729e-05
@@ -665,58 +665,58 @@ bins:
   ArtUnc_23: 0.0
   ArtUnc_24: 0.0
   ArtUnc_25: 2.176596120038148e-13
-  sys,singletop-xsec: 7.109092829753948e-05
-  sys,wjet-scale: 3.250884e-05
-  sys,laltrealcr-mujet-fake: 0.00117281892
-  sys,eta-jes: 0.0008600455760057767
-  sys,statNP3-jes: 5.1260127846062784e-05
-  sys,laltrealcr-ejet-fake: 8.002176e-05
-  sys,pileoffmu-jes: 0.0002112177346042427
-  sys,lstat-ejet-fake: 0.0001880535884461094
-  sys,lstat-mujet-fake: 0.0004223022193134557
-  sys,etmsoft-scale: 9.86026083271452e-05
-  sys,hardscat-model: 0.0025506936000000003
-  sys,statNP2-jes: 9.188085014974557e-06
-  sys,elen-scale: 0.0002413253374727387
-  sys,punch-jes: 1.0609486713465456e-05
-  sys,pileoffnpv-jes: 8.134900761124748e-05
-  sys,lrec-eff: 8.190204215103981e-05
-  sys,pileoffpt-jes: 3.248478610103505e-05
-  sys,jeten-res: 0.0
-  sys,lighttag-eff: 4.6262580000000005e-05
-  sys,laltfakecr-ejet-fake: 0.00013628706000000002
-  sys,laltpar-mujet-fake: 0.0006514271400000001
-  sys,jetrec-eff: 0.0
-  sys,c/tautag-eff: 5.814753186949468e-05
-  sys,dibos-xsec: 7.502040000000001e-06
-  sys,elen-res: 2.080041212313593e-05
-  sys,flavcomp-jes: 0.0002625914939811271
-  sys,detNP2-jes: 2.0734543201864853e-06
-  sys,detNP3-jes: 1.7448851968341642e-05
-  sys,jetvxfrac: 3.1705427363951426e-05
-  sys,ltrig-eff: 0.0002995203758447447
-  sys,btag-jes: 3.9829756838387806e-05
-  sys,mup-scale: 2.7902479416152256e-05
-  sys,singlephpt-jes: 0.0
-  sys,etmsoft-res: 6.49695722020701e-05
-  sys,detNP1-jes: 9.491060723695324e-05
-  sys,laltpar-ejet-fake: 0.00012128298000000001
-  sys,statNP1-jes: 1.2298541526713647e-05
-  sys,muid-res: 3.7510200000000003e-06
-  sys,pdf: 0.0025006800000000004
-  sys,isr-fsr: 0.003045396736912885
-  sys,zjet-xsec: 6.87687e-05
-  sys,ps-model: 0.0005126394
-  sys,flavres-jes: 0.00017299031161546359
-  sys,laltfakecr-mujet-fake: 0.00011378094
-  sys,mums-res: 8.377278e-05
-  sys,mod-NP2-jes: 1.125306e-05
-  sys,lid-eff: 4.8146208406331434e-05
-  sys,mixNP2-jes: 1.2674155765884369e-05
-  sys,mixNP1-jes: 7.803113393212418e-05
-  sys,btag-eff: 1.3158306323486316e-05
-  sys,pileoffrho-jes: 0.0001271095299621437
-  sys,modNP4-jes: 1.625442e-05
-  sys,mcstat: 0.00029132922000000004
-  sys,modNP3-jes: 4.639755499141308e-05
-  sys,mod-NP1-jes: 0.00018012166474779735
+  syst_singletop-xsec: 7.109092829753948e-05
+  syst_wjet-scale: 3.250884e-05
+  syst_laltrealcr-mujet-fake: 0.00117281892
+  syst_eta-jes: 0.0008600455760057767
+  syst_statNP3-jes: 5.1260127846062784e-05
+  syst_laltrealcr-ejet-fake: 8.002176e-05
+  syst_pileoffmu-jes: 0.0002112177346042427
+  syst_lstat-ejet-fake: 0.0001880535884461094
+  syst_lstat-mujet-fake: 0.0004223022193134557
+  syst_etmsoft-scale: 9.86026083271452e-05
+  syst_hardscat-model: 0.0025506936000000003
+  syst_statNP2-jes: 9.188085014974557e-06
+  syst_elen-scale: 0.0002413253374727387
+  syst_punch-jes: 1.0609486713465456e-05
+  syst_pileoffnpv-jes: 8.134900761124748e-05
+  syst_lrec-eff: 8.190204215103981e-05
+  syst_pileoffpt-jes: 3.248478610103505e-05
+  syst_jeten-res: 0.0
+  syst_lighttag-eff: 4.6262580000000005e-05
+  syst_laltfakecr-ejet-fake: 0.00013628706000000002
+  syst_laltpar-mujet-fake: 0.0006514271400000001
+  syst_jetrec-eff: 0.0
+  syst_c/tautag-eff: 5.814753186949468e-05
+  syst_dibos-xsec: 7.502040000000001e-06
+  syst_elen-res: 2.080041212313593e-05
+  syst_flavcomp-jes: 0.0002625914939811271
+  syst_detNP2-jes: 2.0734543201864853e-06
+  syst_detNP3-jes: 1.7448851968341642e-05
+  syst_jetvxfrac: 3.1705427363951426e-05
+  syst_ltrig-eff: 0.0002995203758447447
+  syst_btag-jes: 3.9829756838387806e-05
+  syst_mup-scale: 2.7902479416152256e-05
+  syst_singlephpt-jes: 0.0
+  syst_etmsoft-res: 6.49695722020701e-05
+  syst_detNP1-jes: 9.491060723695324e-05
+  syst_laltpar-ejet-fake: 0.00012128298000000001
+  syst_statNP1-jes: 1.2298541526713647e-05
+  syst_muid-res: 3.7510200000000003e-06
+  syst_pdf: 0.0025006800000000004
+  syst_isr-fsr: 0.003045396736912885
+  syst_zjet-xsec: 6.87687e-05
+  syst_ps-model: 0.0005126394
+  syst_flavres-jes: 0.00017299031161546359
+  syst_laltfakecr-mujet-fake: 0.00011378094
+  syst_mums-res: 8.377278e-05
+  syst_mod-NP2-jes: 1.125306e-05
+  syst_lid-eff: 4.8146208406331434e-05
+  syst_mixNP2-jes: 1.2674155765884369e-05
+  syst_mixNP1-jes: 7.803113393212418e-05
+  syst_btag-eff: 1.3158306323486316e-05
+  syst_pileoffrho-jes: 0.0001271095299621437
+  syst_modNP4-jes: 1.625442e-05
+  syst_mcstat: 0.00029132922000000004
+  syst_modNP3-jes: 4.639755499141308e-05
+  syst_mod-NP1-jes: 0.00018012166474779735