diff --git a/.pylintrc b/.pylintrc
deleted file mode 100644
index d9c135b6e..000000000
--- a/.pylintrc
+++ /dev/null
@@ -1,534 +0,0 @@
-[MASTER]
-
-# A comma-separated list of package or module names from where C extensions may
-# be loaded. Extensions are loading into the active Python interpreter and may
-# run arbitrary code
-extension-pkg-whitelist=numpy,lhapdf,apfel,QCDNUM,xspace_bench,scipy.special,pineappl
-
-# Add files or directories to the blacklist. They should be base names, not
-# paths.
-ignore=CVS,tests,benchmarks
-
-# Add files or directories matching the regex patterns to the blacklist. The
-# regex matches against base names, not paths.
-ignore-patterns=
-
-# Python code to execute, usually for sys.path manipulation such as
-# pygtk.require().
-#init-hook=
-
-# Use multiple processes to speed up Pylint.
-jobs=1
-
-# List of plugins (as comma separated values of python modules names) to load,
-# usually to register additional checkers.
-load-plugins=
-
-# Pickle collected data for later comparisons.
-persistent=yes
-
-# Specify a configuration file.
-#rcfile=
-
-# Allow loading of arbitrary C extensions. Extensions are imported into the
-# active Python interpreter and may run arbitrary code.
-unsafe-load-any-extension=no
-
-
-[MESSAGES CONTROL]
-
-# Only show warnings with the listed confidence levels. Leave empty to show
-# all. Valid levels: HIGH, INFERENCE, INFERENCE_FAILURE, UNDEFINED
-confidence=
-
-# Disable the message, report, category or checker with the given id(s). You
-# can either give multiple identifiers separated by comma (,) or put this
-# option multiple times (only on the command line, not in the configuration
-# file where it should appear only once).You can also use "--disable=all" to
-# disable everything first and then reenable specific checks. For example, if
-# you want to run only the similarities checker, you can use "--disable=all
-# --enable=similarities". If you want to run only the classes checker, but have
-# no Warning level messages displayed, use"--disable=all --enable=classes
-# --disable=W"
-disable=
-    no-else-return,
-    print-statement,
-    parameter-unpacking,
-    unpacking-in-except,
-    old-raise-syntax,
-    backtick,
-    long-suffix,
-    old-ne-operator,
-    old-octal-literal,
-    import-star-module-level,
-    raw-checker-failed,
-    bad-inline-option,
-    locally-disabled,
-    locally-enabled,
-    file-ignored,
-    suppressed-message,
-    useless-suppression,
-    deprecated-pragma,
-    apply-builtin,
-    basestring-builtin,
-    buffer-builtin,
-    cmp-builtin,
-    coerce-builtin,
-    execfile-builtin,
-    file-builtin,
-    long-builtin,
-    raw_input-builtin,
-    reduce-builtin,
-    standarderror-builtin,
-    unicode-builtin,
-    xrange-builtin,
-    coerce-method,
-    delslice-method,
-    getslice-method,
-    setslice-method,
-    no-absolute-import,
-    old-division,
-    dict-iter-method,
-    dict-view-method,
-    next-method-called,
-    metaclass-assignment,
-    indexing-exception,
-    raising-string,
-    reload-builtin,
-    oct-method,
-    hex-method,
-    nonzero-method,
-    cmp-method,
-    input-builtin,
-    round-builtin,
-    intern-builtin,
-    unichr-builtin,
-    map-builtin-not-iterating,
-    zip-builtin-not-iterating,
-    range-builtin-not-iterating,
-    filter-builtin-not-iterating,
-    using-cmp-argument,
-    eq-without-hash,
-    div-method,
-    idiv-method,
-    rdiv-method,
-    exception-message-attribute,
-    invalid-str-codec,
-    sys-max-int,
-    bad-python3-import,
-    deprecated-string-function,
-    deprecated-str-translate-call,
-    invalid-name,
-    too-few-public-methods,
-    too-many-arguments,
-    bad-continuation,
-    redefined-outer-name,
-    missing-docstring,
-    bad-whitespace,
-    no-self-use,
-    no-else-return,
-    global-statement,
-    too-many-public-method,
-    too-many-ancestors
-
-# Enable the message, report, category or checker with the given id(s). You can
-# either give multiple identifier separated by comma (,) or put this option
-# multiple time (only on the command line, not in the configuration file where
-# it should appear only once). See also the "--disable" option for examples.
-enable=
-
-
-[REPORTS]
-
-# Python expression which should return a note less than 10 (10 is the highest
-# note). You have access to the variables errors warning, statement which
-# respectively contain the number of errors / warnings messages and the total
-# number of statements analyzed. This is used by the global evaluation report
-# (RP0004).
-evaluation=10.0 - ((float(5 * error + warning + refactor + convention) / statement) * 10)
-
-# Template used to display messages. This is a python new-style format string
-# used to format the message information. See doc for all details
-#msg-template=
-
-# Set the output format. Available formats are text, parseable, colorized, json
-# and msvs (visual studio).You can also give a reporter class, eg
-# mypackage.mymodule.MyReporterClass.
-output-format=text
-
-# Tells whether to display a full report or only the messages
-reports=no
-
-# Activate the evaluation score.
-score=yes
-
-
-[REFACTORING]
-
-# Maximum number of nested blocks for function / method body
-max-nested-blocks=5
-
-
-[MISCELLANEOUS]
-
-# List of note tags to take in consideration, separated by a comma.
-notes=FIXME,XXX
-
-
-[SIMILARITIES]
-
-# Ignore comments when computing similarities.
-ignore-comments=yes
-
-# Ignore docstrings when computing similarities.
-ignore-docstrings=yes
-
-# Ignore imports when computing similarities.
-ignore-imports=no
-
-# Minimum lines number of a similarity.
-min-similarity-lines=4
-
-
-[BASIC]
-
-# Naming hint for argument names
-argument-name-hint=(([a-z][a-z0-9_]{2,30})|(_[a-z0-9_]*))$
-
-# Naming style matching correct argument names.
-argument-naming-style=snake_case
-
-# Regular expression matching correct argument names
-#argument-rgx=(([a-z][a-z0-9_]{2,30})|(_[a-z0-9_]*))$
-
-# Naming hint for attribute names
-attr-name-hint=(([a-z][a-z0-9_]{2,30})|(_[a-z0-9_]*))$
-
-# Naming style matching correct argument names.
-attr-naming-style=snake_case
-
-# Regular expression matching correct attribute names
-#attr-rgx=(([a-z][a-z0-9_]{2,30})|(_[a-z0-9_]*))$
-
-# Bad variable names which should always be refused, separated by a comma
-bad-names=foo,bar,baz,toto,tutu,tata
-
-# Naming hint for class attribute names
-class-attribute-name-hint=([A-Za-z_][A-Za-z0-9_]{2,30}|(__.*__))$
-
-# Naming style matching correct class attribute names.
-class-attribute-naming-style=any
-
-# Regular expression matching correct class attribute names
-#class-attribute-rgx=([A-Za-z_][A-Za-z0-9_]{2,30}|(__.*__))$
-
-# Naming hint for class names
-class-name-hint=[A-Z_][a-zA-Z0-9]+$
-
-# Naming style matching correct class names.
-class-naming-style=PascalCase
-
-# Regular expression matching correct class names
-#class-rgx=[A-Z_][a-zA-Z0-9]+$
-
-# Naming hint for constant names
-const-name-hint=(([A-Z_][A-Z0-9_]*)|(__.*__))$
-
-# Naming style matching correct constant names.
-const-naming-style=snake_case
-
-# Regular expression matching correct constant names
-#const-rgx=(([A-Z_][A-Z0-9_]*)|(__.*__))$
-
-# Minimum line length for functions/classes that require docstrings, shorter
-# ones are exempt.
-docstring-min-length=-1
-
-# Naming hint for function names
-function-name-hint=(([a-z][a-z0-9_]{2,30})|(_[a-z0-9_]*))$
-
-# Naming style matching correct function names.
-function-naming-style=snake_case
-
-# Regular expression matching correct function names
-#function-rgx=(([a-z][a-z0-9_]{2,30})|(_[a-z0-9_]*))$
-
-# Good variable names which should always be accepted, separated by a comma
-good-names=i,j,k,ex,Run,_
-
-# Include a hint for the correct naming format with invalid-name
-include-naming-hint=no
-
-# Naming hint for inline iteration names
-inlinevar-name-hint=[A-Za-z_][A-Za-z0-9_]*$
-
-# Naming style matching correct inline iteration names.
-inlinevar-naming-style=any
-
-# Regular expression matching correct inline iteration names
-#inlinevar-rgx=[A-Za-z_][A-Za-z0-9_]*$
-
-# Naming hint for method names
-method-name-hint=(([a-z][a-z0-9_]{2,30})|(_[a-z0-9_]*))$
-
-# Naming style matching correct method names.
-method-naming-style=snake_case
-
-# Regular expression matching correct method names
-#method-rgx=(([a-z][a-z0-9_]{2,30})|(_[a-z0-9_]*))$
-
-# Naming hint for module names
-module-name-hint=(([a-z_][a-z0-9_]*)|([A-Z][a-zA-Z0-9]+))$
-
-# Naming style matching correct module names.
-module-naming-style=snake_case
-
-# Regular expression matching correct module names
-#module-rgx=(([a-z_][a-z0-9_]*)|([A-Z][a-zA-Z0-9]+))$
-
-# Colon-delimited sets of names that determine each other's naming style when
-# the name regexes allow several styles.
-name-group=
-
-# Regular expression which should only match function or class names that do
-# not require a docstring.
-no-docstring-rgx=^_
-
-# List of decorators that produce properties, such as abc.abstractproperty. Add
-# to this list to register other decorators that produce valid properties.
-property-classes=abc.abstractproperty
-
-# Naming hint for variable names
-variable-name-hint=(([a-z][a-z0-9_]{2,30})|(_[a-z0-9_]*))$
-
-# Naming style matching correct variable names.
-variable-naming-style=snake_case
-
-# Regular expression matching correct variable names
-#variable-rgx=(([a-z][a-z0-9_]{2,30})|(_[a-z0-9_]*))$
-
-
-[VARIABLES]
-
-# List of additional names supposed to be defined in builtins. Remember that
-# you should avoid to define new builtins when possible.
-additional-builtins=
-
-# Tells whether unused global variables should be treated as a violation.
-allow-global-unused-variables=yes
-
-# List of strings which can identify a callback function by name. A callback
-# name must start or end with one of those strings.
-callbacks=cb_,_cb
-
-# A regular expression matching the name of dummy variables (i.e. expectedly
-# not used).
-dummy-variables-rgx=_+$|(_[a-zA-Z0-9_]*[a-zA-Z0-9]+?$)|dummy|^ignored_|^unused_
-
-# Argument names that match this expression will be ignored. Default to name
-# with leading underscore
-ignored-argument-names=_.*|^ignored_|^unused_
-
-# Tells whether we should check for unused import in __init__ files.
-init-import=no
-
-# List of qualified module names which can have objects that can redefine
-# builtins.
-redefining-builtins-modules=six.moves,future.builtins
-
-
-[FORMAT]
-
-# Expected format of line ending, e.g. empty (any line ending), LF or CRLF.
-expected-line-ending-format=
-
-# Regexp for a line that is allowed to be longer than the limit.
-ignore-long-lines=^\s*(# )?<?https?://\S+>?$
-
-# Number of spaces of indent required inside a hanging  or continued line.
-indent-after-paren=4
-
-# String used as indentation unit. This is usually "    " (4 spaces) or "\t" (1
-# tab).
-indent-string='    '
-
-# Maximum number of characters on a single line.
-max-line-length=100
-
-# Maximum number of lines in a module
-max-module-lines=1000
-
-# List of optional constructs for which whitespace checking is disabled. `dict-
-# separator` is used to allow tabulation in dicts, etc.: {1  : 1,\n222: 2}.
-# `trailing-comma` allows a space between comma and closing bracket: (a, ).
-# `empty-line` allows space-only lines.
-no-space-check=trailing-comma,dict-separator
-
-# Allow the body of a class to be on the same line as the declaration if body
-# contains single statement.
-single-line-class-stmt=no
-
-# Allow the body of an if to be on the same line as the test if there is no
-# else.
-single-line-if-stmt=no
-
-
-[SPELLING]
-
-# Spelling dictionary name. Available dictionaries: none. To make it working
-# install python-enchant package.
-spelling-dict=
-
-# List of comma separated words that should not be checked.
-spelling-ignore-words=
-
-# A path to a file that contains private dictionary; one word per line.
-spelling-private-dict-file=
-
-# Tells whether to store unknown words to indicated private dictionary in
-# --spelling-private-dict-file option instead of raising a message.
-spelling-store-unknown-words=no
-
-
-[TYPECHECK]
-
-# List of decorators that produce context managers, such as
-# contextlib.contextmanager. Add to this list to register other decorators that
-# produce valid context managers.
-contextmanager-decorators=contextlib.contextmanager
-
-# List of members which are set dynamically and missed by pylint inference
-# system, and so shouldn't trigger E1101 when accessed. Python regular
-# expressions are accepted.
-generated-members=
-
-# Tells whether missing members accessed in mixin class should be ignored. A
-# mixin class is detected if its name ends with "mixin" (case insensitive).
-ignore-mixin-members=yes
-
-# This flag controls whether pylint should warn about no-member and similar
-# checks whenever an opaque object is returned when inferring. The inference
-# can return multiple potential results while evaluating a Python object, but
-# some branches might not be evaluated, which results in partial inference. In
-# that case, it might be useful to still emit no-member and other checks for
-# the rest of the inferred objects.
-ignore-on-opaque-inference=yes
-
-# List of class names for which member attributes should not be checked (useful
-# for classes with dynamically set attributes). This supports the use of
-# qualified names.
-ignored-classes=optparse.Values,thread._local,_thread._local
-
-# List of module names for which member attributes should not be checked
-# (useful for modules/projects where namespaces are manipulated during runtime
-# and thus existing member attributes cannot be deduced by static analysis. It
-# supports qualified module names, as well as Unix pattern matching.
-ignored-modules=matplotlib.cm,eko,QCDNUM
-
-# Show a hint with possible names when a member name was not found. The aspect
-# of finding the hint is based on edit distance.
-missing-member-hint=yes
-
-# The minimum edit distance a name should have in order to be considered a
-# similar match for a missing member name.
-missing-member-hint-distance=1
-
-# The total number of similar names that should be taken in consideration when
-# showing a hint for a missing member.
-missing-member-max-choices=1
-
-
-[LOGGING]
-
-# Logging modules to check that the string format arguments are in logging
-# function parameter format
-logging-modules=logging
-
-
-[DESIGN]
-
-# Maximum number of arguments for function / method
-max-args=5
-
-# Maximum number of attributes for a class (see R0902).
-max-attributes=7
-
-# Maximum number of boolean expressions in a if statement
-max-bool-expr=5
-
-# Maximum number of branch for function / method body
-max-branches=12
-
-# Maximum number of locals for function / method body
-max-locals=22
-
-# Maximum number of parents for a class (see R0901).
-max-parents=7
-
-# Maximum number of public methods for a class (see R0904).
-max-public-methods=20
-
-# Maximum number of return / yield for function / method body
-max-returns=6
-
-# Maximum number of statements in function / method body
-max-statements=50
-
-# Minimum number of public methods for a class (see R0903).
-min-public-methods=2
-
-
-[CLASSES]
-
-# List of method names used to declare (i.e. assign) instance attributes.
-defining-attr-methods=__init__,__new__,setUp
-
-# List of member names, which should be excluded from the protected access
-# warning.
-exclude-protected=_asdict,_fields,_replace,_source,_make
-
-# List of valid names for the first argument in a class method.
-valid-classmethod-first-arg=cls
-
-# List of valid names for the first argument in a metaclass class method.
-valid-metaclass-classmethod-first-arg=mcs
-
-
-[IMPORTS]
-
-# Allow wildcard imports from modules that define __all__.
-allow-wildcard-with-all=no
-
-# Analyse import fallback blocks. This can be used to support both Python 2 and
-# 3 compatible code, which means that the block might have code that exists
-# only in one or another interpreter, leading to false positives when analysed.
-analyse-fallback-blocks=no
-
-# Deprecated modules which should not be used, separated by a comma
-deprecated-modules=optparse,tkinter.tix
-
-# Create a graph of external dependencies in the given file (report RP0402 must
-# not be disabled)
-ext-import-graph=
-
-# Create a graph of every (i.e. internal and external) dependencies in the
-# given file (report RP0402 must not be disabled)
-import-graph=
-
-# Create a graph of internal dependencies in the given file (report RP0402 must
-# not be disabled)
-int-import-graph=
-
-# Force import order to recognize a module as part of the standard
-# compatibility libraries.
-known-standard-library=
-
-# Force import order to recognize a module as part of a third party library.
-known-third-party=enchant
-
-
-[EXCEPTIONS]
-
-# Exceptions that will emit a warning when being caught. Defaults to
-# "Exception"
-overgeneral-exceptions=Exception
diff --git a/benchmarks/runners/apfel_.py b/benchmarks/runners/apfel_.py
index 4368921b2..107ecea4b 100644
--- a/benchmarks/runners/apfel_.py
+++ b/benchmarks/runners/apfel_.py
@@ -58,6 +58,18 @@ def benchmark_pto(self, pto):
         self.run([{"PTO": pto}], obs_update, ["ToyLH"])
 
 
+class BenchmarkPositivity(ApfelBenchmark):
+    update = {
+        "NCPositivityCharge": ["up", "down", "strange", "all"],
+    }
+
+    def benchmark_pto(self, pto):
+        obs_update = observables.build(
+            **(observables.default_config[pto]), update=self.update
+        )
+        self.run([{"PTO": pto}], obs_update, ["ToyLH"])
+
+
 class BenchmarkPropagatorCorrection(ApfelBenchmark):
     update = {
         "prDIS": ["NC", "CC"],
@@ -262,12 +274,17 @@ def benchmark_nlo(self):
 
 
 if __name__ == "__main__":
-    plain = BenchmarkPlain()
-    # plain.benchmark_lo()
-    # plain.benchmark_nlo()
+    # plain = BenchmarkPlain()
+    # plain.benchmark_pto(0)
+    # plain.benchmark_pto(1)
+
+    # proj = BenchmarkProjectile()
+    # proj.benchmark_pto(0)
+    # proj.benchmark_pto(1)
 
-    # proj = BenchmarkTMC()
-    # proj.benchmark_lo()
+    pos = BenchmarkPositivity()
+    pos.benchmark_pto(0)
+    pos.benchmark_pto(1)
 
     # ffns = BenchmarkICFFNS()
     # ffns.benchmark_lo()
@@ -275,8 +292,8 @@ def benchmark_nlo(self):
     # fonll = BenchmarkICFONLL()
     # fonll.benchmark_nlo()
 
-    xs = BenchmarkXS()
-    xs.benchmark_pto(0)
+    # xs = BenchmarkXS()
+    # xs.benchmark_pto(0)
 
 # def plain_assert_external(theory, obs, sf, yad):
 #     # APFEL has a discretization in Q2/m2
diff --git a/benchmarks/runners/sandbox.py b/benchmarks/runners/sandbox.py
index 311a0ac05..7663b9602 100644
--- a/benchmarks/runners/sandbox.py
+++ b/benchmarks/runners/sandbox.py
@@ -25,11 +25,11 @@
 
 class Sandbox(Runner):
 
-    #  external comparison program
+    # external comparison program
     external = "APFEL"
-    #  external = "xspace_bench"
-    #  external = "QCDNUM"
-    #  external = "void"
+    # external = "xspace_bench"
+    # external = "QCDNUM"
+    # external = "void"
 
     #  alphas_from_lhapdf = True
 
@@ -79,8 +79,8 @@ def generate_observables():
             #  "XSNUTEVCC_charm"
         ]
         #update = {"prDIS": ["EM"],"interpolation_xgrid":[interpolation_xgrid], "interpolation_polynomial_degree": [4]}
-        #update = {"prDIS": ["EM"], "ProjectileDIS": ["electron"]}
-        update = {"prDIS": ["CC"], "ProjectileDIS": ["electron"]}
+        update = {"prDIS": ["EM"], "ProjectileDIS": ["electron"], "NCPositivityCharge": ["strange"]}
+        #update = {"prDIS": ["CC"], "ProjectileDIS": ["electron"]}
         #update = {"prDIS": ["EM"], "ProjectileDIS": ["electron"], "TargetDIS":["lead"]}
         #update= {}
         # card["PropagatorCorrection"] = .999
@@ -95,7 +95,8 @@ def doit(self):
                 #{"PTO": 1, "FNS": "FFNS", "mc": 1.95, "mb": 1e6, "mt": 1e8, "NfFF": 3},
                 #{"PTO": 2, "FNS": "FFNS", "mc": 1.95, "mb": 1e6, "mt": 1e8, "NfFF": 4},
                 #{"PTO": 2, "FNS": "FONLL-C","NfFF":4,"IC":1,"mc":1.51,"Qmc":1.51,"mb":1e6,"mt":1e7,"ModEv":"TRN","MaxNfPdf":5,"MaxNfAs": 5, "Qmb":4.92,"Qmt":172.5,"alphas":0.118,"alphaqed":0.007496252,"Q0":1.65},
-                #{"PTO": 1, "FNS": "FONLL-A", "mc": 1.95, "mb": 1e6,"mt": 1e8, "NfFF": 4, "IC":0},
+                #{"PTO": 1, "FNS": "FONLL-A","IC":0},
+                {"PTO": 2, "FNS": "FONLL-C","IC":0},
                 #{"PTO": 2, "FNS": "FONLL-B", "mc": 1.51, "NfFF": 4, "kbThr": 100, "ktThr": 100, "alphas": .3, "Qref": 3},
                 #{"PTO": 2, "FNS": "FONLL-B", "mc": 1.95, "mb": 1e6, "mt": 1e8, "NfFF": 4},
                 #{"PTO": 2, "FNS": "FONLL-C", "mc": 1.95, "mb": 1e6, "mt": 1e8, "NfFF": 4},
@@ -108,20 +109,20 @@ def doit(self):
                 #{"PTO": 1, "IC": 1, "FNS": "FONLL-A", "NfFF": 4, "mc": 1.51, "mb": 1e6, "mt": 1e8},
                 #{"PTO": 1, "IC": 1, "FNS": "FFNS", "NfFF": 3, "mc": 1.51, "XIF": 1, "XIR": 1},
                 #{"PTO": 1, "IC": 1, "FNS": "FFNS", "NfFF": 3, "mc": 1.51, "XIF": 2, "XIR": 1},
-                {"PTO": 2, "FNS": "FFNS", "mc": 1.95, "mb": 1e6, "mt": 1e8, "NfFF": 3, "XIF": 2},
+                #{"PTO": 2, "FNS": "FFNS", "mc": 1.95, "mb": 1e6, "mt": 1e8, "NfFF": 3, "XIF": 2},
             ], self.generate_observables(), [
                 # "uonly",
                 # "ubaronly",
-                # "dbaronly",
+                # "donly",
                 # "conly",
                 # "toygonly",
                 # "toyuonly",
                 # "toyantichsing",
                 # "toyt3only",
                 # "conly",
-                "ToyLH",
+                # "ToyLH",
                 # "gonly",
-                # "NNPDF31_nnlo_as_0118",
+                "NNPDF31_nnlo_as_0118",
                 # "NN31g",
                 # "NN31u",
                 # "NN31c",
diff --git a/extras/data/Makefile b/extras/data/Makefile
index 66d075664..712dbcdb2 100644
--- a/extras/data/Makefile
+++ b/extras/data/Makefile
@@ -2,7 +2,7 @@ PY=python3
 
 PACKAGE=machinery
 OUTPUT=_runcards
-IGNORE=Makefile ${PACKAGE} README.md ${OUTPUT} banana.yaml benchmark.db
+IGNORE=Makefile ${PACKAGE} README.md ${OUTPUT} banana.yaml benchmark.db __pycache__
 FOLDERS=$(filter-out ${IGNORE},$(wildcard *))
 
 all:
diff --git a/extras/data/POS_F2C/c.yaml b/extras/data/POS_F2C/c.yaml
new file mode 100644
index 000000000..8885ae049
--- /dev/null
+++ b/extras/data/POS_F2C/c.yaml
@@ -0,0 +1,2 @@
+NCPositivityCharge: all
+obs: F2_charm
diff --git a/extras/data/POS_F2C/metadata.yaml b/extras/data/POS_F2C/metadata.yaml
new file mode 100644
index 000000000..b0813bff3
--- /dev/null
+++ b/extras/data/POS_F2C/metadata.yaml
@@ -0,0 +1,6 @@
+arxiv:
+hepdata:
+y_label: F2c
+y_label_tex: $F_2^{c}$
+description: DIS positivity for charm quark
+nnpdf_id: POSF2C
diff --git a/extras/data/POS_F2D/d.yaml b/extras/data/POS_F2D/d.yaml
new file mode 100644
index 000000000..ccf524c3e
--- /dev/null
+++ b/extras/data/POS_F2D/d.yaml
@@ -0,0 +1,2 @@
+NCPositivityCharge: down
+obs: F2_light
diff --git a/extras/data/POS_F2D/metadata.yaml b/extras/data/POS_F2D/metadata.yaml
new file mode 100644
index 000000000..35587b44b
--- /dev/null
+++ b/extras/data/POS_F2D/metadata.yaml
@@ -0,0 +1,6 @@
+arxiv:
+hepdata:
+y_label: F2d
+y_label_tex: $F_2^{d}$
+description: DIS positivity for down quark
+nnpdf_id: POSF2DW
diff --git a/extras/data/POS_F2S/metadata.yaml b/extras/data/POS_F2S/metadata.yaml
new file mode 100644
index 000000000..f50a368db
--- /dev/null
+++ b/extras/data/POS_F2S/metadata.yaml
@@ -0,0 +1,6 @@
+arxiv:
+hepdata:
+y_label: F2s
+y_label_tex: $F_2^{s}$
+description: DIS positivity for strange quark
+nnpdf_id: POSF2S
diff --git a/extras/data/POS_F2S/s.yaml b/extras/data/POS_F2S/s.yaml
new file mode 100644
index 000000000..b4e5186b4
--- /dev/null
+++ b/extras/data/POS_F2S/s.yaml
@@ -0,0 +1,2 @@
+NCPositivityCharge: strange
+obs: F2_light
diff --git a/extras/data/POS_F2U/metadata.yaml b/extras/data/POS_F2U/metadata.yaml
new file mode 100644
index 000000000..5e07f6321
--- /dev/null
+++ b/extras/data/POS_F2U/metadata.yaml
@@ -0,0 +1,6 @@
+arxiv:
+hepdata:
+y_label: F2u
+y_label_tex: $F_2^{u}$
+description: DIS positivity for up quark
+nnpdf_id: POSF2U
diff --git a/extras/data/POS_F2U/u.yaml b/extras/data/POS_F2U/u.yaml
new file mode 100644
index 000000000..50814c2f8
--- /dev/null
+++ b/extras/data/POS_F2U/u.yaml
@@ -0,0 +1,2 @@
+NCPositivityCharge: up
+obs: F2_light
diff --git a/extras/data/POS_FLL/g.yaml b/extras/data/POS_FLL/g.yaml
new file mode 100644
index 000000000..c9ada1e46
--- /dev/null
+++ b/extras/data/POS_FLL/g.yaml
@@ -0,0 +1,2 @@
+NCPositivityCharge: all
+obs: FL_light
diff --git a/extras/data/POS_FLL/metadata.yaml b/extras/data/POS_FLL/metadata.yaml
new file mode 100644
index 000000000..28d6ed4d2
--- /dev/null
+++ b/extras/data/POS_FLL/metadata.yaml
@@ -0,0 +1,6 @@
+arxiv:
+hepdata:
+y_label: FL_light
+y_label_tex: $F_L^{light}$
+description: DIS positivity for light longitudinal structure function
+nnpdf_id: POSFLL
diff --git a/extras/data/README.md b/extras/data/README.md
index fdee99578..0dd6e6060 100644
--- a/extras/data/README.md
+++ b/extras/data/README.md
@@ -3,5 +3,5 @@
 In order to generate `observable.yaml` run from this folder:
 
 ```sh
-python -m parse <EXPERIMENT/subpath>
+python -m machinery generate <EXPERIMENT/subpath>
 ```
diff --git a/extras/data/machinery/benchmark/__init__.py b/extras/data/machinery/benchmark/__init__.py
index a7c04ba0e..6afff05c2 100644
--- a/extras/data/machinery/benchmark/__init__.py
+++ b/extras/data/machinery/benchmark/__init__.py
@@ -37,6 +37,7 @@ def main(args):
     if args.lo:
         print("LO comparison")
         theory["PTO"] = 0
+        theory["TMC"] = 0
         theory["FNS"] = "ZM-VFNS"
 
     for folder in args.folders:
diff --git a/extras/data/machinery/generate/POS.py b/extras/data/machinery/generate/POS.py
new file mode 100644
index 000000000..02121cee8
--- /dev/null
+++ b/extras/data/machinery/generate/POS.py
@@ -0,0 +1,72 @@
+# -*- coding: utf-8 -*-
+"""Generator for positivity datasets."""
+import copy
+
+import yaml
+
+from .utils import obs_template
+
+
+def _make_kins():
+    """Generate kinematics.
+
+    Routine is taken from https://github.com/NNPDF/nnpdf/blob/17952b40f02d23fc2b29a702ea93db6dc4e3b2fa/buildmaster/filters/POS.cc
+    and meta data from https://github.com/NNPDF/nnpdf/blob/17952b40f02d23fc2b29a702ea93db6dc4e3b2fa/buildmaster/meta/POSF2U.yaml .
+
+    Returns
+    -------
+    list
+        list of kinematics
+    """
+    # from meta
+    fNData = 20
+
+    q2pos = 5.0  # GeV2
+    xmin = 5e-7
+    xmax = 0.9
+    xch = 0.1
+    nxposlog = fNData / 2
+    step = (xmax - xch) / (fNData - nxposlog)
+
+    xs = []
+    for j in range(fNData):
+        if j < nxposlog:
+            xs.append(xmin * pow(xch / xmin, j / (nxposlog - 1)))
+        else:
+            xs.append(xch + step * (1 + j - nxposlog))
+    return [{"Q2": q2pos, "x": x, "y": 1.0} for x in xs]
+
+
+def dump(src_path, _target):
+    """Compute positivity observables.
+
+    Parameters
+    ----------
+    src_path : str
+        input path
+
+    Returns
+    -------
+    dict
+        observables dictionary, corresponding to the runcard
+    """
+    obs = copy.deepcopy(obs_template)
+    with open(src_path, "r", encoding="utf-8") as f:
+        obs_update = yaml.safe_load(f)
+    obs["NCPositivityCharge"] = obs_update["NCPositivityCharge"]
+    obs["observables"][obs_update["obs"]] = _make_kins()
+    obs["prDIS"] = "EM"
+    obs["ProjectileDIS"] = "electron"
+    obs["TargetDIS"] = "proton"
+
+    return obs
+
+
+# renaming
+new_names = {
+    "u": "NNPDF_POS_F2U_40",
+    "d": "NNPDF_POS_F2D_40",
+    "s": "NNPDF_POS_F2S_40",
+    "c": "NNPDF_POS_F2C_40",
+    "g": "NNPDF_POS_FLL_40",
+}
diff --git a/extras/data/machinery/generate/__init__.py b/extras/data/machinery/generate/__init__.py
index ce3c24925..8f501bffa 100644
--- a/extras/data/machinery/generate/__init__.py
+++ b/extras/data/machinery/generate/__init__.py
@@ -1,11 +1,9 @@
 # -*- coding: utf-8 -*-
-import argparse
-
-from . import BCDMS, CHORUS, HERA, NMC, NUTEV, SLAC, utils
+from . import BCDMS, CHORUS, HERA, NMC, NUTEV, POS, SLAC, utils
 
 exps = {
-    getattr(m, "__name__").split(".")[-1]: m
-    for m in [CHORUS, HERA, NMC, NUTEV, SLAC, BCDMS]
+    getattr(m, "__name__").rsplit(".", maxsplit=1)[-1]: m
+    for m in [BCDMS, CHORUS, HERA, NMC, NUTEV, POS, SLAC]
 }
 
 
@@ -27,7 +25,9 @@ def cli(subparsers):
 def main(args):
     for i in args.inputs:
         path = utils.runcards.parent / i
-        exp = exps[list(filter(lambda e: e in path.parent.name, exps.keys()))[0]]
+        exp = exps[
+            list(filter(lambda e, path=path: e in path.parent.name, exps.keys()))[0]
+        ]
         try:
             new_name = exp.new_names[path.stem]
         except KeyError:
diff --git a/extras/data/machinery/generate/template/observable.yaml b/extras/data/machinery/generate/template/observable.yaml
index d93a309d1..cb8e2182e 100644
--- a/extras/data/machinery/generate/template/observable.yaml
+++ b/extras/data/machinery/generate/template/observable.yaml
@@ -1,3 +1,4 @@
+NCPositivityCharge: null
 interpolation_polynomial_degree: 4
 interpolation_xgrid: []
 interpolation_is_log: true
diff --git a/extras/data/machinery/generate/utils.py b/extras/data/machinery/generate/utils.py
index 233a5f9a6..809302b13 100644
--- a/extras/data/machinery/generate/utils.py
+++ b/extras/data/machinery/generate/utils.py
@@ -4,63 +4,12 @@
 import numpy as np
 import yaml
 
+from yadmark.data import pineappl_xgrid
+
 here = pathlib.Path(__file__).parent
 template = here / "template"
 runcards = here.parents[1] / "_runcards"
 
-pineapple_xgrid = [
-    1.9999999999999954e-07,
-    3.034304765867952e-07,
-    4.6035014748963906e-07,
-    6.984208530700364e-07,
-    1.0596094959101024e-06,
-    1.607585498470808e-06,
-    2.438943292891682e-06,
-    3.7002272069854957e-06,
-    5.613757716930151e-06,
-    8.516806677573355e-06,
-    1.292101569074731e-05,
-    1.9602505002391748e-05,
-    2.97384953722449e-05,
-    4.511438394964044e-05,
-    6.843744918967896e-05,
-    0.00010381172986576898,
-    0.00015745605600841445,
-    0.00023878782918561914,
-    0.00036205449638139736,
-    0.0005487795323670796,
-    0.0008314068836488144,
-    0.0012586797144272762,
-    0.0019034634022867384,
-    0.0028738675812817515,
-    0.004328500638820811,
-    0.006496206194633799,
-    0.009699159574043398,
-    0.014375068581090129,
-    0.02108918668378717,
-    0.030521584007828916,
-    0.04341491741702269,
-    0.060480028754447364,
-    0.08228122126204893,
-    0.10914375746330703,
-    0.14112080644440345,
-    0.17802566042569432,
-    0.2195041265003886,
-    0.2651137041582823,
-    0.31438740076927585,
-    0.3668753186482242,
-    0.4221667753589648,
-    0.4798989029610255,
-    0.5397572337880445,
-    0.601472197967335,
-    0.6648139482473823,
-    0.7295868442414312,
-    0.7956242522922756,
-    0.8627839323906108,
-    0.9309440808717544,
-    1,
-]
-
 
 def load(path, skiprows, fields):
     """
@@ -88,7 +37,7 @@ def load(path, skiprows, fields):
 # Load obs template
 with open(template / "observable.yaml", encoding="utf-8") as o:
     obs_template = yaml.safe_load(o)
-obs_template["interpolation_xgrid"] = pineapple_xgrid
+obs_template["interpolation_xgrid"] = pineappl_xgrid
 
 # Load metadata template
 with open(template / "metadata.yaml", encoding="utf-8") as m:
@@ -105,7 +54,7 @@ def dump(exp, path, new_name):
     print(f"exp   = {exp.__name__.split('.')[-1]}\tdataset = {path.stem}")
     print(f"#bins = {bins}")
     print(f"\tWriting: {path}\n\tto: {target.parent}")
-    with open(target, "w") as o:
+    with open(target, "w", encoding="utf-8") as o:
         yaml.safe_dump(obs, o)
     with open(target.with_name("metadata.txt"), "w", encoding="utf-8") as m:
         for k, v in metadata(path, new_name).items():
diff --git a/extras/data/navigator.py b/extras/data/navigator.py
deleted file mode 100644
index 5203824f9..000000000
--- a/extras/data/navigator.py
+++ /dev/null
@@ -1,15 +0,0 @@
-# -*- coding: utf-8 -*-
-import IPython
-
-cmds = """
-import banana
-banana.register(".")
-from yadmark.navigator import *
-"""
-
-args = ["--pylab"]
-for cmd in cmds.splitlines():
-    args.append(f"--InteractiveShellApp.exec_lines={cmd}")
-
-
-IPython.start_ipython(args)
diff --git a/poetry.lock b/poetry.lock
index a1a350352..2b1bca241 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -32,20 +32,20 @@ python-versions = "*"
 
 [[package]]
 name = "astroid"
-version = "2.11.7"
+version = "2.12.9"
 description = "An abstract syntax tree for Python with inference support."
 category = "dev"
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.7.2"
 
 [package.dependencies]
 lazy-object-proxy = ">=1.4.0"
 typing-extensions = {version = ">=3.10", markers = "python_version < \"3.10\""}
-wrapt = ">=1.11,<2"
+wrapt = {version = ">=1.11,<2", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "asttokens"
-version = "2.0.5"
+version = "2.0.8"
 description = "Annotate AST trees with source code positions"
 category = "main"
 optional = false
@@ -55,7 +55,7 @@ python-versions = "*"
 six = "*"
 
 [package.extras]
-test = ["astroid", "pytest"]
+test = ["astroid (<=2.5.3)", "pytest"]
 
 [[package]]
 name = "asv"
@@ -88,13 +88,13 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
-docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "mypy (>=0.900,!=0.940)", "pytest-mypy-plugins", "cloudpickle"]
+dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
+docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"]
+tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"]
+tests_no_zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"]
 
 [[package]]
-name = "babel"
+name = "Babel"
 version = "2.10.3"
 description = "Internationalization utilities"
 category = "main"
@@ -164,11 +164,11 @@ webencodings = "*"
 
 [package.extras]
 css = ["tinycss2 (>=1.1.0,<1.2)"]
-dev = ["build (==0.8.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "pip-tools (==6.6.2)", "pytest (==7.1.2)", "Sphinx (==4.3.2)", "tox (==3.25.0)", "twine (==4.0.1)", "wheel (==0.37.1)", "black (==22.3.0)", "mypy (==0.961)"]
+dev = ["Sphinx (==4.3.2)", "black (==22.3.0)", "build (==0.8.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "mypy (==0.961)", "pip-tools (==6.6.2)", "pytest (==7.1.2)", "tox (==3.25.0)", "twine (==4.0.1)", "wheel (==0.37.1)"]
 
 [[package]]
 name = "certifi"
-version = "2022.6.15"
+version = "2022.6.15.1"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
@@ -187,7 +187,7 @@ pycparser = "*"
 
 [[package]]
 name = "charset-normalizer"
-version = "2.1.0"
+version = "2.1.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "main"
 optional = false
@@ -224,11 +224,11 @@ optional = false
 python-versions = "*"
 
 [package.extras]
-test = ["hypothesis (==3.55.3)", "flake8 (==3.7.8)"]
+test = ["flake8 (==3.7.8)", "hypothesis (==3.55.3)"]
 
 [[package]]
 name = "coverage"
-version = "6.4.2"
+version = "6.4.4"
 description = "Code coverage measurement for Python"
 category = "dev"
 optional = false
@@ -274,7 +274,7 @@ graph = ["objgraph (>=1.7.2)"]
 
 [[package]]
 name = "distlib"
-version = "0.3.5"
+version = "0.3.6"
 description = "Distribution utilities"
 category = "dev"
 optional = false
@@ -304,9 +304,9 @@ PyYAML = ">=6.0,<7.0"
 scipy = ">=1.7.3,<2.0.0"
 
 [package.extras]
+box = ["banana-hep (>=0.6.5,<0.7.0)", "matplotlib (>=3.5.1,<4.0.0)", "pandas (>=1.3.0,<2.0.0)", "sqlalchemy (>=1.4.21,<2.0.0)"]
 docs = ["Sphinx (>=4.3.2,<5.0.0)", "nbsphinx (>=0.8.8,<0.9.0)", "sphinx-rtd-theme (>=1.0.0,<2.0.0)", "sphinxcontrib-bibtex (>=2.4.1,<3.0.0)"]
 mark = ["banana-hep (>=0.6.5,<0.7.0)", "matplotlib (>=3.5.1,<4.0.0)", "pandas (>=1.3.0,<2.0.0)", "sqlalchemy (>=1.4.21,<2.0.0)"]
-box = ["banana-hep (>=0.6.5,<0.7.0)", "matplotlib (>=3.5.1,<4.0.0)", "pandas (>=1.3.0,<2.0.0)", "sqlalchemy (>=1.4.21,<2.0.0)"]
 
 [[package]]
 name = "entrypoints"
@@ -318,7 +318,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "exceptiongroup"
-version = "1.0.0rc8"
+version = "1.0.0rc9"
 description = "Backport of PEP 654 (exception groups)"
 category = "dev"
 optional = false
@@ -329,7 +329,7 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "executing"
-version = "0.9.1"
+version = "1.0.0"
 description = "Get the currently executing AST node of a frame, and other information"
 category = "main"
 optional = false
@@ -356,32 +356,32 @@ optional = false
 python-versions = "*"
 
 [package.extras]
-devel = ["colorama", "jsonschema", "json-spec", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
+devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
 
 [[package]]
 name = "filelock"
-version = "3.7.1"
+version = "3.8.0"
 description = "A platform independent file lock."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo (>=2021.8.17b43)", "sphinx (>=4.1)", "sphinx-autodoc-typehints (>=1.12)"]
-testing = ["covdefaults (>=1.2.0)", "coverage (>=4)", "pytest (>=4)", "pytest-cov", "pytest-timeout (>=1.4.2)"]
+docs = ["furo (>=2022.6.21)", "sphinx (>=5.1.1)", "sphinx-autodoc-typehints (>=1.19.1)"]
+testing = ["covdefaults (>=2.2)", "coverage (>=6.4.2)", "pytest (>=7.1.2)", "pytest-cov (>=3)", "pytest-timeout (>=2.1)"]
 
 [[package]]
 name = "fonttools"
-version = "4.34.4"
+version = "4.37.1"
 description = "Tools to manipulate font files"
 category = "main"
 optional = true
 python-versions = ">=3.7"
 
 [package.extras]
-all = ["fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "zopfli (>=0.1.4)", "lz4 (>=1.7.4.2)", "matplotlib", "sympy", "skia-pathops (>=0.5.0)", "uharfbuzz (>=0.23.0)", "brotlicffi (>=0.8.0)", "scipy", "brotli (>=1.0.1)", "munkres", "unicodedata2 (>=14.0.0)", "xattr"]
+all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=14.0.0)", "xattr", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
-interpolatable = ["scipy", "munkres"]
+interpolatable = ["munkres", "scipy"]
 lxml = ["lxml (>=4.0,<5)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
@@ -390,22 +390,22 @@ symfont = ["sympy"]
 type1 = ["xattr"]
 ufo = ["fs (>=2.2.0,<3)"]
 unicode = ["unicodedata2 (>=14.0.0)"]
-woff = ["zopfli (>=0.1.4)", "brotlicffi (>=0.8.0)", "brotli (>=1.0.1)"]
+woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 
 [[package]]
 name = "greenlet"
-version = "1.1.2"
+version = "1.1.3"
 description = "Lightweight in-process concurrent programming"
 category = "main"
 optional = true
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
 
 [package.extras]
-docs = ["sphinx"]
+docs = ["Sphinx"]
 
 [[package]]
 name = "hypothesis"
-version = "6.53.0"
+version = "6.54.5"
 description = "A library for property-based testing"
 category = "dev"
 optional = false
@@ -417,11 +417,11 @@ exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 sortedcontainers = ">=2.1.0,<3.0.0"
 
 [package.extras]
-all = ["black (>=19.10b0)", "click (>=7.0)", "django (>=2.2)", "dpcontracts (>=0.4)", "lark-parser (>=0.6.5)", "libcst (>=0.3.16)", "numpy (>=1.9.0)", "pandas (>=1.0)", "pytest (>=4.6)", "python-dateutil (>=1.4)", "pytz (>=2014.1)", "redis (>=3.0.0)", "rich (>=9.0.0)", "importlib-metadata (>=3.6)", "backports.zoneinfo (>=0.2.1)", "tzdata (>=2022.1)"]
-cli = ["click (>=7.0)", "black (>=19.10b0)", "rich (>=9.0.0)"]
+all = ["backports.zoneinfo (>=0.2.1)", "black (>=19.10b0)", "click (>=7.0)", "django (>=3.2)", "dpcontracts (>=0.4)", "importlib-metadata (>=3.6)", "lark-parser (>=0.6.5)", "libcst (>=0.3.16)", "numpy (>=1.9.0)", "pandas (>=1.0)", "pytest (>=4.6)", "python-dateutil (>=1.4)", "pytz (>=2014.1)", "redis (>=3.0.0)", "rich (>=9.0.0)", "tzdata (>=2022.2)"]
+cli = ["black (>=19.10b0)", "click (>=7.0)", "rich (>=9.0.0)"]
 codemods = ["libcst (>=0.3.16)"]
 dateutil = ["python-dateutil (>=1.4)"]
-django = ["django (>=2.2)"]
+django = ["django (>=3.2)"]
 dpcontracts = ["dpcontracts (>=0.4)"]
 ghostwriter = ["black (>=19.10b0)"]
 lark = ["lark-parser (>=0.6.5)"]
@@ -430,7 +430,7 @@ pandas = ["pandas (>=1.0)"]
 pytest = ["pytest (>=4.6)"]
 pytz = ["pytz (>=2014.1)"]
 redis = ["redis (>=3.0.0)"]
-zoneinfo = ["backports.zoneinfo (>=0.2.1)", "tzdata (>=2022.1)"]
+zoneinfo = ["backports.zoneinfo (>=0.2.1)", "tzdata (>=2022.2)"]
 
 [[package]]
 name = "idna"
@@ -460,9 +460,9 @@ python-versions = ">=3.7"
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
+docs = ["jaraco.packaging (>=9)", "rst.linker (>=1.9)", "sphinx"]
 perf = ["ipython"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)"]
 
 [[package]]
 name = "importlib-resources"
@@ -476,8 +476,8 @@ python-versions = ">=3.7"
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "jaraco.tidelift (>=1.4)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+docs = ["jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx"]
+testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
 
 [[package]]
 name = "iniconfig"
@@ -489,7 +489,7 @@ python-versions = "*"
 
 [[package]]
 name = "ipython"
-version = "8.4.0"
+version = "8.5.0"
 description = "IPython: Productive Interactive Computing"
 category = "main"
 optional = false
@@ -504,13 +504,13 @@ jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
 pickleshare = "*"
-prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
+prompt-toolkit = ">3.0.1,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5"
 
 [package.extras]
-all = ["black", "Sphinx (>=1.3)", "ipykernel", "nbconvert", "nbformat", "ipywidgets", "notebook", "ipyparallel", "qtconsole", "pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "numpy (>=1.19)", "pandas", "trio"]
+all = ["Sphinx (>=1.3)", "black", "curio", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.19)", "pandas", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "testpath", "trio"]
 black = ["black"]
 doc = ["Sphinx (>=1.3)"]
 kernel = ["ipykernel"]
@@ -520,7 +520,7 @@ notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
 test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test_extra = ["pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "trio"]
+test_extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
 
 [[package]]
 name = "isort"
@@ -531,10 +531,10 @@ optional = false
 python-versions = ">=3.6.1,<4.0"
 
 [package.extras]
-pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
-requirements_deprecated_finder = ["pipreqs", "pip-api"]
 colors = ["colorama (>=0.4.3,<0.5.0)"]
+pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
 plugins = ["setuptools"]
+requirements_deprecated_finder = ["pip-api", "pipreqs"]
 
 [[package]]
 name = "jedi"
@@ -552,7 +552,7 @@ qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
 testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"]
 
 [[package]]
-name = "jinja2"
+name = "Jinja2"
 version = "3.1.2"
 description = "A very fast and expressive template engine."
 category = "main"
@@ -567,7 +567,7 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "jsonschema"
-version = "4.8.0"
+version = "4.16.0"
 description = "An implementation of JSON Schema validation for Python"
 category = "main"
 optional = false
@@ -576,6 +576,7 @@ python-versions = ">=3.7"
 [package.dependencies]
 attrs = ">=17.4.0"
 importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
+pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""}
 pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
 
 [package.extras]
@@ -584,7 +585,7 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jupyter-client"
-version = "7.3.4"
+version = "7.3.5"
 description = "Jupyter protocol implementation and client libraries"
 category = "main"
 optional = false
@@ -596,11 +597,11 @@ jupyter-core = ">=4.9.2"
 nest-asyncio = ">=1.5.4"
 python-dateutil = ">=2.8.2"
 pyzmq = ">=23.0"
-tornado = ">=6.0"
+tornado = ">=6.2"
 traitlets = "*"
 
 [package.extras]
-doc = ["ipykernel", "myst-parser", "sphinx-rtd-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt"]
+doc = ["ipykernel", "myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
 test = ["codecov", "coverage", "ipykernel (>=6.5)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
@@ -654,7 +655,7 @@ optional = false
 python-versions = ">=3.6"
 
 [[package]]
-name = "leprohq"
+name = "LeProHQ"
 version = "0.2.3"
 description = "(Un-)polarized Leptoproduction of Heavy Quarks"
 category = "main"
@@ -674,6 +675,20 @@ category = "main"
 optional = false
 python-versions = ">=3.7,<3.11"
 
+[[package]]
+name = "lxml"
+version = "4.9.1"
+description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, != 3.4.*"
+
+[package.extras]
+cssselect = ["cssselect (>=0.7)"]
+html5 = ["html5lib"]
+htmlsoup = ["BeautifulSoup4"]
+source = ["Cython (>=0.29.7)"]
+
 [[package]]
 name = "lz4"
 version = "3.1.10"
@@ -685,10 +700,10 @@ python-versions = ">=3.5"
 [package.extras]
 docs = ["sphinx (>=1.6.0)", "sphinx-bootstrap-theme"]
 flake8 = ["flake8"]
-tests = ["pytest (!=3.3.0)", "psutil", "pytest-cov"]
+tests = ["psutil", "pytest (!=3.3.0)", "pytest-cov"]
 
 [[package]]
-name = "markupsafe"
+name = "MarkupSafe"
 version = "2.1.1"
 description = "Safely add untrusted strings to HTML/XML markup."
 category = "main"
@@ -697,7 +712,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "matplotlib"
-version = "3.5.2"
+version = "3.5.3"
 description = "Python plotting package"
 category = "main"
 optional = true
@@ -712,11 +727,11 @@ packaging = ">=20.0"
 pillow = ">=6.2.0"
 pyparsing = ">=2.2.1"
 python-dateutil = ">=2.7"
-setuptools_scm = ">=4"
+setuptools_scm = ">=4,<7"
 
 [[package]]
 name = "matplotlib-inline"
-version = "0.1.3"
+version = "0.1.6"
 description = "Inline Matplotlib backend for Jupyter"
 category = "main"
 optional = false
@@ -735,15 +750,15 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "mistune"
-version = "0.8.4"
-description = "The fastest markdown parser in pure Python"
+version = "2.0.4"
+description = "A sane Markdown parser with useful plugins and renderers"
 category = "main"
 optional = false
 python-versions = "*"
 
 [[package]]
 name = "nbclient"
-version = "0.6.6"
+version = "0.6.8"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 category = "main"
 optional = false
@@ -756,12 +771,12 @@ nest-asyncio = "*"
 traitlets = ">=5.2.2"
 
 [package.extras]
-sphinx = ["autodoc-traits", "mock", "moto", "myst-parser", "Sphinx (>=1.7)", "sphinx-book-theme"]
-test = ["black", "check-manifest", "flake8", "ipykernel", "ipython (<8.0.0)", "ipywidgets (<8.0.0)", "mypy", "pip (>=18.1)", "pre-commit", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "setuptools (>=60.0)", "testpath", "twine (>=1.11.0)", "xmltodict"]
+sphinx = ["Sphinx (>=1.7)", "autodoc-traits", "mock", "moto", "myst-parser", "sphinx-book-theme"]
+test = ["black", "check-manifest", "flake8", "ipykernel", "ipython", "ipywidgets", "mypy", "nbconvert", "pip (>=18.1)", "pre-commit", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "setuptools (>=60.0)", "testpath", "twine (>=1.11.0)", "xmltodict"]
 
 [[package]]
 name = "nbconvert"
-version = "6.5.0"
+version = "7.0.0"
 description = "Converting Jupyter Notebooks"
 category = "main"
 optional = false
@@ -771,12 +786,13 @@ python-versions = ">=3.7"
 beautifulsoup4 = "*"
 bleach = "*"
 defusedxml = "*"
-entrypoints = ">=0.2.2"
+importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""}
 jinja2 = ">=3.0"
 jupyter-core = ">=4.7"
 jupyterlab-pygments = "*"
-MarkupSafe = ">=2.0"
-mistune = ">=0.8.1,<2"
+lxml = "*"
+markupsafe = ">=2.0"
+mistune = ">=2.0.3,<3"
 nbclient = ">=0.5.0"
 nbformat = ">=5.1"
 packaging = "*"
@@ -786,10 +802,12 @@ tinycss2 = "*"
 traitlets = ">=5.0"
 
 [package.extras]
-all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)", "tornado (>=6.1)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
-docs = ["sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
+all = ["ipykernel", "ipython", "ipywidgets (>=7)", "nbsphinx (>=0.2.12)", "pre-commit", "pyppeteer (>=1,<1.1)", "pyqtwebengine (>=5.15)", "pytest", "pytest-cov", "pytest-dependency", "sphinx (==5.0.2)", "sphinx-rtd-theme", "tornado (>=6.1)"]
+docs = ["ipython", "nbsphinx (>=0.2.12)", "sphinx (==5.0.2)", "sphinx-rtd-theme"]
+qtpdf = ["pyqtwebengine (>=5.15)"]
+qtpng = ["pyqtwebengine (>=5.15)"]
 serve = ["tornado (>=6.1)"]
-test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)"]
+test = ["ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)", "pytest", "pytest-cov", "pytest-dependency"]
 webpdf = ["pyppeteer (>=1,<1.1)"]
 
 [[package]]
@@ -807,7 +825,7 @@ jupyter-core = "*"
 traitlets = ">=5.1"
 
 [package.extras]
-test = ["check-manifest", "testpath", "pytest", "pre-commit"]
+test = ["check-manifest", "pre-commit", "pytest", "testpath"]
 
 [[package]]
 name = "nbsphinx"
@@ -844,6 +862,7 @@ python-versions = ">=3.7,<3.11"
 [package.dependencies]
 llvmlite = ">=0.38.0rc1,<0.39"
 numpy = ">=1.18,<1.23"
+setuptools = "*"
 
 [[package]]
 name = "numpy"
@@ -866,7 +885,7 @@ pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 
 [[package]]
 name = "pandas"
-version = "1.4.3"
+version = "1.4.4"
 description = "Powerful data structures for data analysis, time series, and statistics"
 category = "main"
 optional = false
@@ -962,7 +981,7 @@ optional = false
 python-versions = "*"
 
 [[package]]
-name = "pillow"
+name = "Pillow"
 version = "9.2.0"
 description = "Python Imaging Library (Fork)"
 category = "main"
@@ -984,6 +1003,14 @@ python-versions = "*"
 [package.dependencies]
 numpy = ">=1.16.0,<2.0.0"
 
+[[package]]
+name = "pkgutil_resolve_name"
+version = "1.3.10"
+description = "Resolve a name to an object."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "platformdirs"
 version = "2.5.2"
@@ -993,8 +1020,8 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)", "sphinx (>=4)"]
-test = ["appdirs (==1.4.4)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)", "pytest (>=6)"]
+docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx (>=4)", "sphinx-autodoc-typehints (>=1.12)"]
+test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
 
 [[package]]
 name = "pluggy"
@@ -1005,8 +1032,8 @@ optional = false
 python-versions = ">=3.6"
 
 [package.extras]
-testing = ["pytest-benchmark", "pytest"]
-dev = ["tox", "pre-commit"]
+dev = ["pre-commit", "tox"]
+testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "poethepoet"
@@ -1022,7 +1049,7 @@ tomlkit = ">=0.6.0,<1.0.0"
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.30"
+version = "3.0.31"
 description = "Library for building powerful interactive command lines in Python"
 category = "main"
 optional = false
@@ -1095,23 +1122,26 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
-name = "pygments"
-version = "2.12.0"
+name = "Pygments"
+version = "2.13.0"
 description = "Pygments is a syntax highlighting package written in Python."
 category = "main"
 optional = false
 python-versions = ">=3.6"
 
+[package.extras]
+plugins = ["importlib-metadata"]
+
 [[package]]
 name = "pylint"
-version = "2.14.5"
+version = "2.15.2"
 description = "python code static checker"
 category = "dev"
 optional = false
 python-versions = ">=3.7.2"
 
 [package.dependencies]
-astroid = ">=2.11.6,<=2.12.0-dev0"
+astroid = ">=2.12.9,<=2.14.0-dev0"
 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
 dill = ">=0.2"
 isort = ">=4.2.5,<6"
@@ -1134,7 +1164,7 @@ optional = false
 python-versions = ">=3.6.8"
 
 [package.extras]
-diagrams = ["railroad-diagrams", "jinja2"]
+diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pyreadline"
@@ -1195,7 +1225,7 @@ pytest = ">=4.6"
 toml = "*"
 
 [package.extras]
-testing = ["fields", "hunter", "process-tests", "six", "pytest-xdist", "virtualenv"]
+testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtualenv"]
 
 [[package]]
 name = "pytest-env"
@@ -1221,7 +1251,7 @@ six = ">=1.5"
 
 [[package]]
 name = "pytz"
-version = "2022.1"
+version = "2022.2.1"
 description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
@@ -1244,7 +1274,7 @@ optional = false
 python-versions = "*"
 
 [[package]]
-name = "pyyaml"
+name = "PyYAML"
 version = "6.0"
 description = "YAML parser and emitter for Python"
 category = "main"
@@ -1253,7 +1283,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "pyzmq"
-version = "23.2.0"
+version = "23.2.1"
 description = "Python bindings for 0MQ"
 category = "main"
 optional = false
@@ -1312,7 +1342,7 @@ jupyter = ["ipywidgets (>=7.5.1,<8.0.0)"]
 
 [[package]]
 name = "scipy"
-version = "1.9.0"
+version = "1.9.1"
 description = "SciPy: Scientific Library for Python"
 category = "main"
 optional = false
@@ -1321,18 +1351,31 @@ python-versions = ">=3.8,<3.12"
 [package.dependencies]
 numpy = ">=1.18.5,<1.25.0"
 
+[[package]]
+name = "setuptools"
+version = "65.3.0"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mock", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+
 [[package]]
 name = "setuptools-scm"
-version = "7.0.5"
+version = "6.4.2"
 description = "the blessed package to manage your versions by scm tags"
 category = "main"
 optional = true
-python-versions = ">=3.7"
+python-versions = ">=3.6"
 
 [package.dependencies]
 packaging = ">=20.0"
+setuptools = "*"
 tomli = ">=1.0.0"
-typing-extensions = "*"
 
 [package.extras]
 test = ["pytest (>=6.2)", "virtualenv (>20)"]
@@ -1371,7 +1414,7 @@ optional = false
 python-versions = ">=3.6"
 
 [[package]]
-name = "sphinx"
+name = "Sphinx"
 version = "4.5.0"
 description = "Python documentation generator"
 category = "main"
@@ -1399,8 +1442,8 @@ sphinxcontrib-serializinghtml = ">=1.1.5"
 
 [package.extras]
 docs = ["sphinxcontrib-websupport"]
-lint = ["flake8 (>=3.5.0)", "isort", "mypy (>=0.931)", "docutils-stubs", "types-typed-ast", "types-requests"]
-test = ["pytest", "pytest-cov", "html5lib", "cython", "typed-ast"]
+lint = ["docutils-stubs", "flake8 (>=3.5.0)", "isort", "mypy (>=0.931)", "types-requests", "types-typed-ast"]
+test = ["cython", "html5lib", "pytest", "pytest-cov", "typed-ast"]
 
 [[package]]
 name = "sphinx-rtd-theme"
@@ -1426,12 +1469,12 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
 name = "sphinxcontrib-bibtex"
-version = "2.4.2"
+version = "2.5.0"
 description = "Sphinx extension for BibTeX style citations."
 category = "main"
 optional = false
@@ -1439,6 +1482,7 @@ python-versions = ">=3.6"
 
 [package.dependencies]
 docutils = ">=0.8"
+importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""}
 pybtex = ">=0.24"
 pybtex-docutils = ">=1.0.0"
 Sphinx = ">=2.1"
@@ -1455,7 +1499,7 @@ python-versions = "*"
 Sphinx = ">=2.0"
 
 [package.extras]
-test = ["mypy", "pytest", "flake8-import-order", "flake8", "tox"]
+test = ["flake8", "flake8-import-order", "mypy", "pytest", "tox"]
 
 [[package]]
 name = "sphinxcontrib-devhelp"
@@ -1466,7 +1510,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
@@ -1478,8 +1522,8 @@ optional = false
 python-versions = ">=3.6"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
-test = ["pytest", "html5lib"]
+lint = ["docutils-stubs", "flake8", "mypy"]
+test = ["html5lib", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-jsmath"
@@ -1490,7 +1534,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-test = ["pytest", "flake8", "mypy"]
+test = ["flake8", "mypy", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-qthelp"
@@ -1501,7 +1545,7 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
@@ -1513,12 +1557,12 @@ optional = false
 python-versions = ">=3.5"
 
 [package.extras]
-lint = ["flake8", "mypy", "docutils-stubs"]
+lint = ["docutils-stubs", "flake8", "mypy"]
 test = ["pytest"]
 
 [[package]]
-name = "sqlalchemy"
-version = "1.4.39"
+name = "SQLAlchemy"
+version = "1.4.41"
 description = "Database Abstraction Library"
 category = "main"
 optional = true
@@ -1528,29 +1572,29 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 greenlet = {version = "!=0.4.17", markers = "python_version >= \"3\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"}
 
 [package.extras]
-aiomysql = ["greenlet (!=0.4.17)", "aiomysql"]
-aiosqlite = ["typing_extensions (!=3.10.0.1)", "greenlet (!=0.4.17)", "aiosqlite"]
+aiomysql = ["aiomysql", "greenlet (!=0.4.17)"]
+aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
 asyncio = ["greenlet (!=0.4.17)"]
-asyncmy = ["greenlet (!=0.4.17)", "asyncmy (>=0.2.3,!=0.2.4)"]
-mariadb_connector = ["mariadb (>=1.0.1)"]
+asyncmy = ["asyncmy (>=0.2.3,!=0.2.4)", "greenlet (!=0.4.17)"]
+mariadb_connector = ["mariadb (>=1.0.1,!=1.1.2)"]
 mssql = ["pyodbc"]
 mssql_pymssql = ["pymssql"]
 mssql_pyodbc = ["pyodbc"]
-mypy = ["sqlalchemy2-stubs", "mypy (>=0.910)"]
-mysql = ["mysqlclient (>=1.4.0,<2)", "mysqlclient (>=1.4.0)"]
+mypy = ["mypy (>=0.910)", "sqlalchemy2-stubs"]
+mysql = ["mysqlclient (>=1.4.0)", "mysqlclient (>=1.4.0,<2)"]
 mysql_connector = ["mysql-connector-python"]
-oracle = ["cx_oracle (>=7,<8)", "cx_oracle (>=7)"]
+oracle = ["cx_oracle (>=7)", "cx_oracle (>=7,<8)"]
 postgresql = ["psycopg2 (>=2.7)"]
-postgresql_asyncpg = ["greenlet (!=0.4.17)", "asyncpg"]
+postgresql_asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
 postgresql_pg8000 = ["pg8000 (>=1.16.6,!=1.29.0)"]
 postgresql_psycopg2binary = ["psycopg2-binary"]
 postgresql_psycopg2cffi = ["psycopg2cffi"]
-pymysql = ["pymysql (<1)", "pymysql"]
-sqlcipher = ["sqlcipher3-binary"]
+pymysql = ["pymysql", "pymysql (<1)"]
+sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
 name = "stack-data"
-version = "0.3.0"
+version = "0.5.0"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 category = "main"
 optional = false
@@ -1562,7 +1606,7 @@ executing = "*"
 pure-eval = "*"
 
 [package.extras]
-tests = ["pytest", "typeguard", "pygments", "littleutils", "cython"]
+tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "tinycss2"
@@ -1576,8 +1620,8 @@ python-versions = ">=3.6"
 webencodings = ">=0.4"
 
 [package.extras]
-test = ["coverage", "pytest-isort", "pytest-flake8", "pytest-cov", "pytest"]
-doc = ["sphinx-rtd-theme", "sphinx"]
+doc = ["sphinx", "sphinx_rtd_theme"]
+test = ["coverage[toml]", "pytest", "pytest-cov", "pytest-flake8", "pytest-isort"]
 
 [[package]]
 name = "toml"
@@ -1597,7 +1641,7 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "tomlkit"
-version = "0.11.1"
+version = "0.11.4"
 description = "Style preserving TOML library"
 category = "dev"
 optional = false
@@ -1613,7 +1657,7 @@ python-versions = ">= 3.7"
 
 [[package]]
 name = "traitlets"
-version = "5.3.0"
+version = "5.4.0"
 description = ""
 category = "main"
 optional = false
@@ -1632,33 +1676,33 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "urllib3"
-version = "1.26.11"
+version = "1.26.12"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, <4"
 
 [package.extras]
-brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"]
-secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
+secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.16.2"
+version = "20.16.5"
 description = "Virtual Python Environment builder"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
-distlib = ">=0.3.1,<1"
-filelock = ">=3.2,<4"
-platformdirs = ">=2,<3"
+distlib = ">=0.3.5,<1"
+filelock = ">=3.4.1,<4"
+platformdirs = ">=2.4,<3"
 
 [package.extras]
-docs = ["proselint (>=0.10.2)", "sphinx (>=3)", "sphinx-argparse (>=0.2.5)", "sphinx-rtd-theme (>=0.4.3)", "towncrier (>=21.3)"]
-testing = ["coverage (>=4)", "coverage-enable-subprocess (>=1)", "flaky (>=3)", "packaging (>=20.0)", "pytest (>=4)", "pytest-env (>=0.6.2)", "pytest-freezegun (>=0.4.1)", "pytest-mock (>=2)", "pytest-randomly (>=1)", "pytest-timeout (>=1)"]
+docs = ["proselint (>=0.13)", "sphinx (>=5.1.1)", "sphinx-argparse (>=0.3.1)", "sphinx-rtd-theme (>=1)", "towncrier (>=21.9)"]
+testing = ["coverage (>=6.2)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=21.3)", "pytest (>=7.0.1)", "pytest-env (>=0.6.2)", "pytest-freezegun (>=0.4.2)", "pytest-mock (>=3.6.1)", "pytest-randomly (>=3.10.3)", "pytest-timeout (>=2.1)"]
 
 [[package]]
 name = "wcwidth"
@@ -1701,8 +1745,8 @@ optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "jaraco.tidelift (>=1.4)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+docs = ["jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx"]
+testing = ["func-timeout", "jaraco.itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
 
 [extras]
 docs = ["Sphinx", "sphinx-rtd-theme", "recommonmark", "sphinxcontrib-bibtex", "sphinxcontrib-details-directive", "nbsphinx"]
@@ -1737,12 +1781,12 @@ appnope = [
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 astroid = [
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+    {file = "astroid-2.12.9-py3-none-any.whl", hash = "sha256:27a22f40e45af6d362498647a0940e8ae9c35f71cb572a1b6f8f810122a11918"},
+    {file = "astroid-2.12.9.tar.gz", hash = "sha256:0dafbfcf4ebdecd3c8f6d742c9d9c88508229ca823d5c98ab872d964f3321e56"},
 ]
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-    {file = "asttokens-2.0.5.tar.gz", hash = "sha256:9a54c114f02c7a9480d56550932546a3f1fe71d8a02f1bc7ccd0ee3ee35cf4d5"},
+    {file = "asttokens-2.0.8-py2.py3-none-any.whl", hash = "sha256:e3305297c744ae53ffa032c45dc347286165e4ffce6875dc662b205db0623d86"},
+    {file = "asttokens-2.0.8.tar.gz", hash = "sha256:c61e16246ecfb2cde2958406b4c8ebc043c9e6d73aaa83c941673b35e5d3a76b"},
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@@ -1754,7 +1798,7 @@ attrs = [
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 ]
-babel = [
+Babel = [
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 ]
@@ -1775,8 +1819,8 @@ bleach = [
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 ]
 certifi = [
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-    {file = "certifi-2022.6.15.tar.gz", hash = "sha256:84c85a9078b11105f04f3036a9482ae10e4621616db313fe045dd24743a0820d"},
+    {file = "certifi-2022.6.15.1-py3-none-any.whl", hash = "sha256:43dadad18a7f168740e66944e4fa82c6611848ff9056ad910f8f7a3e46ab89e0"},
+    {file = "certifi-2022.6.15.1.tar.gz", hash = "sha256:cffdcd380919da6137f76633531a5817e3a9f268575c128249fb637e4f9e73fb"},
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 cffi = [
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@@ -1845,8 +1889,8 @@ cffi = [
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 charset-normalizer = [
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-    {file = "charset_normalizer-2.1.0-py3-none-any.whl", hash = "sha256:5189b6f22b01957427f35b6a08d9a0bc45b46d3788ef5a92e978433c7a35f8a5"},
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@@ -1861,47 +1905,56 @@ commonmark = [
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 coverage = [
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@@ -2899,8 +3078,8 @@ tomli = [
     {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
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+    {file = "tomlkit-0.11.4.tar.gz", hash = "sha256:3235a9010fae54323e727c3ac06fb720752fe6635b3426e379daec60fbd44a83"},
 ]
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@@ -2916,20 +3095,20 @@ tornado = [
     {file = "tornado-6.2.tar.gz", hash = "sha256:9b630419bde84ec666bfd7ea0a4cb2a8a651c2d5cccdbdd1972a0c859dfc3c13"},
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diff --git a/pyproject.toml b/pyproject.toml
index 6205a86c3..2705bb3b2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -147,3 +147,22 @@ markers = [
   'fonll: FONLL',
 ]
 env = ["NUMBA_DISABLE_JIT=1"]
+
+
+[tool.pylint.master]
+# extensions not to check
+extension-pkg-whitelist = ["numpy","numba","lhapdf","apfel","QCDNUM","xspace_bench","scipy.special","pineappl"]
+ignore-paths = ["benchmarks/", "docs/", "tests/"]
+jobs = 1 # has to be 1 as pylint is NOT threadsafe
+[tool.pylint.messages_control]
+disable = ["invalid-name", "fixme"]
+[tool.pylint.reports]
+# Available formats are:
+# text, parseable, colorized, json and msvs (visual studio).
+output-format = "colorized"
+[tool.pylint.format]
+# Maximum number of characters on a single line.
+max-line-length = 100
+[tool.pylint.design]
+# Maximum number of arguments for function / method
+max-args = 10
diff --git a/src/yadism/coefficient_functions/coupling_constants.py b/src/yadism/coefficient_functions/coupling_constants.py
index 3c02e7684..2cecf606a 100644
--- a/src/yadism/coefficient_functions/coupling_constants.py
+++ b/src/yadism/coefficient_functions/coupling_constants.py
@@ -2,9 +2,12 @@
 import logging
 
 import numpy as np
+from eko import basis_rotation as br
 
 logger = logging.getLogger(__name__)
 
+flavors = br.quark_names
+
 
 class CouplingConstants:
     """
@@ -223,6 +226,22 @@ def get_weight(self, pid, Q2, quark_coupling_type, cc_mask=None):
             return self.leptonic_coupling(
                 "WW", quark_coupling_type
             ) * self.partonic_coupling("WW", pid, quark_coupling_type, cc_mask=cc_mask)
+        # NC or EM
+        # are we in positivity mode?
+        # Note that for yadism the values None and "all" are equivalent
+        # (they both mean no restriction on the couplings),
+        # but this might be not the case for the caller (e.g. pinefarm)
+        # since he may want to do further adjustments (such as deactivate TMC
+        # in the theory).
+        if (
+            self.obs_config["nc_pos_charge"] is not None
+            and self.obs_config["nc_pos_charge"] != "all"
+        ):
+            pos = self.obs_config["nc_pos_charge"][0]
+            pos_pid = 1 + flavors.index(pos)
+            if abs(pid) != pos_pid:
+                return 0.0
+
         w_phph = (
             self.leptonic_coupling("phph", quark_coupling_type)
             * self.propagator_factor("phph", Q2)
@@ -301,6 +320,7 @@ def from_dict(cls, theory, observables):
             "projectilePID": projectile_pids[proj],
             "polarization": observables["PolarizationDIS"],
             "propagatorCorrection": observables["PropagatorCorrection"],
+            "nc_pos_charge": observables["NCPositivityCharge"],
         }
         o = cls(theory_config, obs_config)
         return o
@@ -376,13 +396,13 @@ def __call__(self, pid):
             return self[pid]
         return self[:, pid]
 
-    def masked(self, flavors):
+    def masked(self, flavs):
         """
         Apply a mask according to the flavor
 
         Parameters
         ----------
-            flavors : str
+            flavs : str
                 participating flavors as single characters
 
         Returns
@@ -391,13 +411,13 @@ def masked(self, flavors):
                 masked matrix
         """
         op = np.zeros((3, 3))
-        if "dus" in flavors:
+        if "dus" in flavs:
             op += np.array([[1, 1, 0], [0, 0, 0], [0, 0, 0]])
-        if "c" in flavors:
+        if "c" in flavs:
             op += np.array([[0, 0, 0], [1, 1, 0], [0, 0, 0]])
-        if "b" in flavors:
+        if "b" in flavs:
             op += np.array([[0, 0, 1], [0, 0, 1], [0, 0, 0]])
-        if "t" in flavors:
+        if "t" in flavs:
             op += np.array([[0, 0, 0], [0, 0, 0], [1, 1, 1]])
         return type(self)(self.m * op)
 
diff --git a/src/yadism/coefficient_functions/fonll/kernels.py b/src/yadism/coefficient_functions/fonll/kernels.py
index 95ef8570a..d385ace8a 100644
--- a/src/yadism/coefficient_functions/fonll/kernels.py
+++ b/src/yadism/coefficient_functions/fonll/kernels.py
@@ -3,6 +3,7 @@
 from eko.constants import TR
 
 from .. import heavy, kernels, light
+from ..coupling_constants import flavors
 
 
 def import_pc_module(kind, process, subpkg=None):
@@ -44,7 +45,7 @@ def generate_light(esf, nl, pto_evol):
 
     if esf.process == "CC":
         light_weights = kernels.cc_weights(
-            esf.info.coupling_constants, esf.Q2, kind, kernels.flavors[:nl], nl
+            esf.info.coupling_constants, esf.Q2, kind, flavors[:nl], nl
         )
     else:
         light_weights = light.kernels.nc_weights(
@@ -115,7 +116,7 @@ def generate_light_diff(esf, nl, pto_evol):
     light_cfs = import_pc_module(kind, esf.process, "light")
     if esf.process == "CC":
         light_weights = kernels.cc_weights(
-            esf.info.coupling_constants, esf.Q2, kind, kernels.flavors[:nl], nl + 1
+            esf.info.coupling_constants, esf.Q2, kind, flavors[:nl], nl + 1
         )
     else:
         light_weights = light.kernels.nc_weights(
@@ -177,7 +178,7 @@ def generate_heavy_diff(esf, nl, pto_evol):
     asys = []
     if esf.process == "CC":
         wa = kernels.cc_weights(
-            esf.info.coupling_constants, esf.Q2, kind, kernels.flavors[ihq - 1], nl
+            esf.info.coupling_constants, esf.Q2, kind, flavors[ihq - 1], nl
         )
         asys = [
             -kernels.Kernel(wa["ns"], fonll_cfs.AsyQuark(esf, nl, mu2hq=mu2hq)),
@@ -232,7 +233,7 @@ def generate_heavy_intrinsic_diff(esf, nl, pto_evol):
         k.min_order = 2
     if esf.process == "CC":
         w = kernels.cc_weights(
-            esf.info.coupling_constants, esf.Q2, kind, kernels.flavors[ihq - 1], ihq
+            esf.info.coupling_constants, esf.Q2, kind, flavors[ihq - 1], ihq
         )
         wq = {k: v for k, v in w["ns"].items() if abs(k) == ihq}
         if kind == "F3":
diff --git a/src/yadism/coefficient_functions/heavy/kernels.py b/src/yadism/coefficient_functions/heavy/kernels.py
index 8f6df9379..a26aa5232 100644
--- a/src/yadism/coefficient_functions/heavy/kernels.py
+++ b/src/yadism/coefficient_functions/heavy/kernels.py
@@ -1,5 +1,6 @@
 # -*- coding: utf-8 -*-
 from .. import kernels
+from ..coupling_constants import flavors
 from ..light.kernels import nc_weights as light_nc_weights
 
 
@@ -29,7 +30,7 @@ def generate(esf, nf, ihq):
     if esf.process == "CC":
         # TODO: use ihq for couplings
         w = kernels.cc_weights(
-            esf.info.coupling_constants, esf.Q2, kind, kernels.flavors[nf], nf
+            esf.info.coupling_constants, esf.Q2, kind, flavors[nf], nf
         )
         return (
             kernels.Kernel(w["ns"], pcs.NonSinglet(esf, nf, m2hq=m2hq)),
diff --git a/src/yadism/coefficient_functions/intrinsic/kernels.py b/src/yadism/coefficient_functions/intrinsic/kernels.py
index 980e65bf7..2c04eb947 100644
--- a/src/yadism/coefficient_functions/intrinsic/kernels.py
+++ b/src/yadism/coefficient_functions/intrinsic/kernels.py
@@ -1,5 +1,6 @@
 # -*- coding: utf-8 -*-
 from .. import kernels
+from ..coupling_constants import flavors
 
 
 def import_pc_module(kind, process):
@@ -28,7 +29,7 @@ def generate(esf, ihq):
     m2hq = esf.info.m2hq[ihq - 4]
     if esf.process == "CC":
         w = kernels.cc_weights(
-            esf.info.coupling_constants, esf.Q2, kind, kernels.flavors[ihq - 1], ihq
+            esf.info.coupling_constants, esf.Q2, kind, flavors[ihq - 1], ihq
         )
         wq = {k: v for k, v in w["ns"].items() if abs(k) == ihq}
         if kind == "F3":
diff --git a/src/yadism/coefficient_functions/kernels.py b/src/yadism/coefficient_functions/kernels.py
index 891acf762..55e0f56aa 100644
--- a/src/yadism/coefficient_functions/kernels.py
+++ b/src/yadism/coefficient_functions/kernels.py
@@ -3,6 +3,8 @@
 import importlib
 from numbers import Number
 
+from .coupling_constants import flavors
+
 
 def import_local(kind, process, sibling):
     """
@@ -106,9 +108,6 @@ def __rmul__(self, f):
         )
 
 
-flavors = "duscbt"
-
-
 def cc_weights(coupling_constants, Q2, kind, cc_mask, nf):
     """
     Collect the weights of the partons.
diff --git a/src/yadism/coefficient_functions/light/kernels.py b/src/yadism/coefficient_functions/light/kernels.py
index be2aeceaa..92b087f07 100644
--- a/src/yadism/coefficient_functions/light/kernels.py
+++ b/src/yadism/coefficient_functions/light/kernels.py
@@ -1,5 +1,6 @@
 # -*- coding: utf-8 -*-
 from .. import kernels
+from ..coupling_constants import flavors
 
 
 def import_pc_module(kind, process):
@@ -26,13 +27,13 @@ def generate(esf, nf):
     pcs = import_pc_module(kind, esf.process)
     if esf.process == "CC":
         weights_even = kernels.cc_weights_even(
-            esf.info.coupling_constants, esf.Q2, kind, kernels.flavors[:nf], nf
+            esf.info.coupling_constants, esf.Q2, kind, flavors[:nf], nf
         )
         ns_even = kernels.Kernel(weights_even["ns"], pcs.NonSingletEven(esf, nf))
         g = kernels.Kernel(weights_even["g"], pcs.Gluon(esf, nf))
         s = kernels.Kernel(weights_even["s"], pcs.Singlet(esf, nf))
         weights_odd = kernels.cc_weights_odd(
-            esf.info.coupling_constants, esf.Q2, kind, kernels.flavors[:nf], nf
+            esf.info.coupling_constants, esf.Q2, kind, flavors[:nf], nf
         )
         ns_odd = kernels.Kernel(weights_odd["ns"], pcs.NonSingletOdd(esf, nf))
         return (ns_even, g, s, ns_odd)
diff --git a/src/yadmark/benchmark/external/apfel_utils.py b/src/yadmark/benchmark/external/apfel_utils.py
index 1d180f7af..bedf51ec6 100644
--- a/src/yadmark/benchmark/external/apfel_utils.py
+++ b/src/yadmark/benchmark/external/apfel_utils.py
@@ -31,6 +31,9 @@ def load_apfel(theory, observables, pdf="ToyLH", use_external_grid=False):
     apfel.SetPolarizationDIS(observables.get("PolarizationDIS", 0))
     apfel.SetProjectileDIS(observables.get("ProjectileDIS", "electron"))
     apfel.SetTargetDIS(observables.get("TargetDIS", "proton"))
+    charge = observables.get("NCPositivityCharge")
+    if charge is not None:
+        apfel.SelectCharge(charge)
 
     # apfel initialization for DIS
     apfel.InitializeAPFEL_DIS()
diff --git a/src/yadmark/benchmark/runner.py b/src/yadmark/benchmark/runner.py
index 7397d1594..ee41aa7e5 100644
--- a/src/yadmark/benchmark/runner.py
+++ b/src/yadmark/benchmark/runner.py
@@ -120,6 +120,11 @@ def log(self, t, o, _pdf, me, ext):
             esfs = []
 
             obs_kins = kins.copy()
+
+            # skip if it is empty
+            if len(me[sf]) == 0:
+                continue
+
             if "y" in me[sf][0]:
                 obs_kins += ["y"]
 
diff --git a/src/yadmark/data/db.py b/src/yadmark/data/db.py
index 2b8f1f038..88b9e9946 100644
--- a/src/yadmark/data/db.py
+++ b/src/yadmark/data/db.py
@@ -15,3 +15,4 @@ class Observable(Base):
     observables = Column(Text)
     prDIS = Column(Text)
     TargetDIS = Column(Text)
+    NCPositivityCharge = Column(Text)
diff --git a/src/yadmark/data/observables.py b/src/yadmark/data/observables.py
index 2ac7a7bb6..41eaeadc5 100644
--- a/src/yadmark/data/observables.py
+++ b/src/yadmark/data/observables.py
@@ -14,6 +14,7 @@
     PolarizationDIS=0,
     PropagatorCorrection=0,
     TargetDIS="proton",
+    NCPositivityCharge=None,
     observables={},
 )
 default_card = dict(sorted(default_card.items()))
diff --git a/tests/yadism/cf/test_coupling_constants.py b/tests/yadism/cf/test_coupling_constants.py
index 2aa679283..848633509 100644
--- a/tests/yadism/cf/test_coupling_constants.py
+++ b/tests/yadism/cf/test_coupling_constants.py
@@ -16,7 +16,11 @@ def test_get_weight(self):
 
         # EM
         obs_d = dict(
-            projectilePID=11, polarization=0.0, process="EM", propagatorCorrection=0
+            projectilePID=11,
+            polarization=0.0,
+            process="EM",
+            propagatorCorrection=0,
+            nc_pos_charge=None,
         )
         assert coupl.CouplingConstants(th_d, obs_d).get_weight(1, 90, "VA") == 0
         assert coupl.CouplingConstants(th_d, obs_d).get_weight(1, 90, "AV") == 0
@@ -28,6 +32,7 @@ def test_get_weight(self):
             polarization=0.0,
             process="NC",
             propagatorCorrection=0.5,
+            nc_pos_charge=None,
         )
         assert coupl.CouplingConstants(th_d, obs_d).get_weight(1, 0, "VA") == 0
         assert coupl.CouplingConstants(th_d, obs_d).get_weight(1, 0, "AV") == 0
@@ -38,26 +43,66 @@ def test_get_weight(self):
             sin2theta_weak=0.5,
             CKM="0.97428 0.22530 0.003470 0.22520 0.97345 0.041000 0.00862 0.04030 0.999152",
         )
-        obs_d = dict(prDIS="CC", PolarizationDIS=0.0, PropagatorCorrection=0)
-        assert coupl.CouplingConstants.from_dict(th_d, obs_d).get_weight(
-            1, 0, None, cc_mask="b"
-        ) == coupl.CouplingConstants.from_dict(th_d, obs_d).get_weight(
-            1, 0, None, cc_mask="b"
+        obs_d = dict(
+            prDIS="CC",
+            PolarizationDIS=0.0,
+            PropagatorCorrection=0,
+            NCPositivityCharge=None,
         )
-        assert coupl.CouplingConstants.from_dict(th_d, obs_d).get_weight(
-            1, 0, None, cc_mask="b"
-        ) == coupl.CouplingConstants.from_dict(th_d, obs_d).get_weight(
-            1, 0, None, cc_mask="b"
+        assert (
+            coupl.CouplingConstants.from_dict(th_d, obs_d).get_weight(
+                1, 0, None, cc_mask="b"
+            )
+            == 0
         )
 
         # Unknown
         th_d = dict(sin2theta_weak=1.0)
         obs_d = dict(
-            projectilePID=11, polarization=0.0, process="XX", propagatorCorrection=0
+            projectilePID=11,
+            polarization=0.0,
+            process="XX",
+            propagatorCorrection=0,
+            nc_pos_charge=None,
         )
         with pytest.raises(ValueError, match="Unknown"):
             coupl.CouplingConstants(th_d, obs_d).get_weight(1, 90, "VV")
 
+    def test_pos(self):
+        th_d = dict(sin2theta_weak=1.0)
+
+        # EM
+        obs_d = dict(
+            projectilePID=11,
+            polarization=0.0,
+            process="EM",
+            propagatorCorrection=0,
+            nc_pos_charge="up",
+        )
+        assert coupl.CouplingConstants(th_d, obs_d).get_weight(1, 90.0, "VV") == 0.0
+        assert (
+            coupl.CouplingConstants(th_d, obs_d).get_weight(2, 90.0, "VV") == 4.0 / 9.0
+        )
+        assert coupl.CouplingConstants(th_d, obs_d).get_weight(3, 90.0, "VV") == 0.0
+
+        # must have no effect in CC
+        th_d = dict(
+            sin2theta_weak=0.5,
+            CKM="0.97428 0.22530 0.003470 0.22520 0.97345 0.041000 0.00862 0.04030 0.999152",
+        )
+        obs_d = dict(
+            prDIS="CC",
+            PolarizationDIS=0.0,
+            PropagatorCorrection=0,
+            NCPositivityCharge="up",
+        )
+        assert not np.isclose(
+            coupl.CouplingConstants.from_dict(th_d, obs_d).get_weight(
+                1, 90.0, None, cc_mask="dus"
+            ),
+            0.0,
+        )
+
     def test_from_dict(self):
         sin2tw = 0.5
         MZ = 80
@@ -66,7 +111,12 @@ def test_from_dict(self):
             MZ=MZ,
             CKM="0.97428 0.22530 0.003470 0.22520 0.97345 0.041000 0.00862 0.04030 0.999152",
         )
-        obs_d = dict(PolarizationDIS=0.0, prDIS="EM", PropagatorCorrection=0)
+        obs_d = dict(
+            PolarizationDIS=0.0,
+            prDIS="EM",
+            PropagatorCorrection=0,
+            NCPositivityCharge=None,
+        )
         coupl_const = coupl.CouplingConstants.from_dict(th_d, obs_d)
 
         assert coupl_const.theory_config["MZ2"] == MZ**2
@@ -89,7 +139,11 @@ def test_cc(self):
             CKM="0.97428 0.22530 0.003470 0.22520 0.97345 0.041000 0.00862 0.04030 0.999152",
         )
         obs_d = dict(
-            prDIS="EM", projectilePID=11, PolarizationDIS=0.0, PropagatorCorrection=0
+            prDIS="EM",
+            projectilePID=11,
+            PolarizationDIS=0.0,
+            PropagatorCorrection=0,
+            NCPositivityCharge=None,
         )
         coupl_const = coupl.CouplingConstants.from_dict(th_d, obs_d)
 
@@ -104,6 +158,7 @@ def test_pure_em(self):
                 projectilePID=projPID,
                 polarization=0.0,
                 propagatorCorrection=0,
+                nc_pos_charge=None,
             )
             coupl_const = coupl.CouplingConstants(th_d, obs_d)
 
@@ -120,11 +175,19 @@ def test_nc_interference(self):
         th_d = dict(sin2theta_weak=1.0)
 
         obs_d_em = dict(
-            process="EM", projectilePID=11, polarization=0.5, propagatorCorrection=0
+            process="EM",
+            projectilePID=11,
+            polarization=0.5,
+            propagatorCorrection=0,
+            nc_pos_charge=None,
         )
         coupl_const_em = coupl.CouplingConstants(th_d, obs_d_em)
         obs_d_ep = dict(
-            process="EM", projectilePID=-11, polarization=-0.5, propagatorCorrection=0
+            process="EM",
+            projectilePID=-11,
+            polarization=-0.5,
+            propagatorCorrection=0,
+            nc_pos_charge=None,
         )
         coupl_const_ep = coupl.CouplingConstants(th_d, obs_d_ep)
 
@@ -139,11 +202,19 @@ def test_pure_z(self):
         th_d = dict(sin2theta_weak=1.0)
 
         obs_d_nu = dict(
-            process="EM", projectilePID=12, polarization=0.7, propagatorCorrection=0
+            process="EM",
+            projectilePID=12,
+            polarization=0.7,
+            propagatorCorrection=0,
+            nc_pos_charge=None,
         )
         coupl_const_nu = coupl.CouplingConstants(th_d, obs_d_nu)
         obs_d_nubar = dict(
-            process="EM", projectilePID=-12, polarization=-0.7, propagatorCorrection=0
+            process="EM",
+            projectilePID=-12,
+            polarization=-0.7,
+            propagatorCorrection=0,
+            nc_pos_charge=None,
         )
         coupl_const_nubar = coupl.CouplingConstants(th_d, obs_d_nubar)
 
@@ -157,7 +228,11 @@ def test_pure_z(self):
     def test_unknown(self):
         th_d = dict(sin2theta_weak=1.0)
         obs_d = dict(
-            process="EM", projectilePID=12, polarization=0.7, propagatorCorrection=0
+            process="EM",
+            projectilePID=12,
+            polarization=0.7,
+            propagatorCorrection=0,
+            nc_pos_charge=None,
         )
         coupl_const = coupl.CouplingConstants(th_d, obs_d)
         with pytest.raises(ValueError, match="Unknown"):
@@ -169,28 +244,28 @@ def test_unknown(self):
 class TestPropagator:
     def test_cc(self):
         th_d = dict(sin2theta_weak=0.5, MZ2=100, MW2=80**2)
-        obs_d = dict(process="EM", propagatorCorrection=0)
+        obs_d = dict(process="EM", propagatorCorrection=0, nc_pos_charge=None)
         coupl_const = coupl.CouplingConstants(th_d, obs_d)
 
         assert coupl_const.propagator_factor("WW", 0.0) == 0.0
 
     def test_pure_em(self):
         th_d = dict(sin2theta_weak=0.5, MZ2=80, MW2=100**2)
-        obs_d = dict(process="EM", propagatorCorrection=0)
+        obs_d = dict(process="EM", propagatorCorrection=0, nc_pos_charge=None)
         coupl_const = coupl.CouplingConstants(th_d, obs_d)
 
         assert coupl_const.propagator_factor("phph", 91.2) == 1.0
 
     def test_nc_interference(self):
         th_d = dict(sin2theta_weak=0.5, MZ2=100, MW2=80**2)
-        obs_d = dict(process="EM", propagatorCorrection=0)
+        obs_d = dict(process="EM", propagatorCorrection=0, nc_pos_charge=None)
         coupl_const = coupl.CouplingConstants(th_d, obs_d)
 
         assert coupl_const.propagator_factor("phZ", 0.0) == 0.0
 
     def test_pure_z(self):
         th_d = dict(sin2theta_weak=0.5, MZ2=80, MW2=100**2)
-        obs_d = dict(process="EM", propagatorCorrection=0)
+        obs_d = dict(process="EM", propagatorCorrection=0, nc_pos_charge=None)
         coupl_const = coupl.CouplingConstants(th_d, obs_d)
 
         assert coupl_const.propagator_factor(
@@ -199,7 +274,7 @@ def test_pure_z(self):
 
     def test_unknown(self):
         th_d = dict(sin2theta_weak=0.5, MZ2=91.1876)
-        obs_d = dict(process="EM", propagatorCorrection=0)
+        obs_d = dict(process="EM", propagatorCorrection=0, nc_pos_charge=None)
         coupl_const = coupl.CouplingConstants(th_d, obs_d)
 
         with pytest.raises(ValueError, match="Unknown"):
diff --git a/tests/yadism/test_runner.py b/tests/yadism/test_runner.py
index 6d7eca087..4f7da5cf5 100644
--- a/tests/yadism/test_runner.py
+++ b/tests/yadism/test_runner.py
@@ -106,6 +106,7 @@ def fake_update(*args):
             ProjectileDIS="electron",
             PolarizationDIS=0.0,
             PropagatorCorrection=0.0,
+            NCPositivityCharge=None,
             observables={
                 "F2_charm": [dict(x=0.1, Q2=10.0)],
                 "XSCHORUSCC": [dict(x=0.1, y=0.5, Q2=10.0)],