From fdd1993932e46d74baaf009906b6cb682cb495cb Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Thu, 19 Jan 2023 15:30:26 +0000 Subject: [PATCH 01/37] update git tag versioning changes from #70 --- .github/workflows/ci.yml | 2 +- CONTRIBUTING.md | 3 +++ README.md | 3 ++- pyproject.toml | 37 +++++++++++++++++++++++++++++++++ src/_version.py | 4 ++++ src/miade/_version.py | 4 ++++ src/scripts/{miade => miade.py} | 0 src/setup.py | 26 ----------------------- 8 files changed, 51 insertions(+), 28 deletions(-) create mode 100644 CONTRIBUTING.md create mode 100644 pyproject.toml create mode 100644 src/_version.py create mode 100644 src/miade/_version.py rename src/scripts/{miade => miade.py} (100%) delete mode 100644 src/setup.py diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 869ef44..d4971a8 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -21,7 +21,7 @@ jobs: run: | python -m pip install --upgrade pip pip install pytest - pip install ./src/ + pip install ./ pip list - name: download model run: | diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md new file mode 100644 index 0000000..f0156c6 --- /dev/null +++ b/CONTRIBUTING.md @@ -0,0 +1,3 @@ +## Versioning +Versioning is performed through git tags, which should follow the [semantic versioning](https://semver.org/) approach prefixed with a "v". +E.g.: `v0.1.2-alpha` \ No newline at end of file diff --git a/README.md b/README.md index 126f73d..b760d9c 100644 --- a/README.md +++ b/README.md @@ -30,7 +30,7 @@ pip install https://huggingface.co/kormilitzin/en_core_med7_lg/resolve/main/en_c ``` Then install MiADE: ```bash -pip install -e ./src +pip install -e . ``` The `-e` flag sets the install to auto-update, useful when developing. Remove for production. @@ -135,5 +135,6 @@ allergySectionCodeValue: the SNOMED code for the allergy section code ``` ## Contributing +See [contributing](CONTRIBUTING.md) ## Licence diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..01e9004 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,37 @@ +[project] +name = "miade" +dynamic = ["version"] +dependencies = [ + "medcat==1.2.8", + "spacy==3.1.0", + "typing==3.7.4.3", + "pandas", + "typer==0.3.2", + "click==7.1.2", + "pathlib", + "pydantic", + "negspacy", + "scikit-learn", +] + +[project.scripts] +miade = "scripts.miade:app" + +[tool.setuptools_scm] +write_to = "src/_version.py" + +[tool.setuptools] +package-dir = {"" = "src"} + +[tool.setuptools.packages.find] +where = ["src"] + +[tool.setuptools.package-data] +miade = ["data/*.csv"] + +[build-system] +requires = [ + "setuptools>=45", + "setuptools_scm[toml]>=6.2", +] +build-backend = "setuptools.build_meta" diff --git a/src/_version.py b/src/_version.py new file mode 100644 index 0000000..0ba7cef --- /dev/null +++ b/src/_version.py @@ -0,0 +1,4 @@ +# file generated by setuptools_scm +# don't change, don't track in version control +__version__ = version = '0.1.dev185+g2aade13.d20230119' +__version_tuple__ = version_tuple = (0, 1, 'dev185', 'g2aade13.d20230119') diff --git a/src/miade/_version.py b/src/miade/_version.py new file mode 100644 index 0000000..71b7906 --- /dev/null +++ b/src/miade/_version.py @@ -0,0 +1,4 @@ +# file generated by setuptools_scm +# don't change, don't track in version control +__version__ = version = '0.1.dev170+gb7a0a11.d20230113' +__version_tuple__ = version_tuple = (0, 1, 'dev170', 'gb7a0a11.d20230113') \ No newline at end of file diff --git a/src/scripts/miade b/src/scripts/miade.py similarity index 100% rename from src/scripts/miade rename to src/scripts/miade.py diff --git a/src/setup.py b/src/setup.py deleted file mode 100644 index 741eaaa..0000000 --- a/src/setup.py +++ /dev/null @@ -1,26 +0,0 @@ -from setuptools import setup, find_packages - -setup( - name="miade", - version="0.2", - description="", - packages=find_packages(), - include_package_data=True, - package_data={"miade": ["data/*.csv"]}, - setup_requires=[ - "wheel", - ], - install_requires=[ - "medcat==1.2.8", - "spacy==3.1.0", - "typing==3.7.4.3", - "pandas", - "typer==0.3.2", - "click==7.1.2", - "pathlib", - "pydantic", - "negspacy", - "scikit-learn", - ], - scripts=["scripts/miade"], -) From e387e30b58ca13fc26529d070190b79c4e6b1326 Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Tue, 31 Jan 2023 17:17:00 +0000 Subject: [PATCH 02/37] added confidence to meta to match for API compatibility --- src/miade/metaannotations.py | 12 ++++++++++-- 1 file changed, 10 insertions(+), 2 deletions(-) diff --git a/src/miade/metaannotations.py b/src/miade/metaannotations.py index bce4992..400876d 100644 --- a/src/miade/metaannotations.py +++ b/src/miade/metaannotations.py @@ -11,7 +11,9 @@ def __init__(self, reaction_pos: Optional[ReactionPosition] = None, substance_category: Optional[SubstanceCategory] = None, allergy_type: Optional[AllergyType] = None, - severity: Optional[Severity] = None): + severity: Optional[Severity] = None, + confidences: Optional[Dict] = None, + ): self.presence = presence self.relevance = relevance self.laterality = laterality @@ -19,6 +21,7 @@ def __init__(self, self.substance_category = substance_category self.allergy_type = allergy_type self.severity = severity + self.confidences = confidences @classmethod def from_dict(cls, meta_anns: [Dict]): @@ -29,9 +32,11 @@ def from_dict(cls, meta_anns: [Dict]): substance_category = None allergy_type = None severity = None + confidences = {} for meta_ann in meta_anns.values(): if meta_ann["name"] == "presence": + confidences[Presence] = meta_ann["confidence"] if meta_ann["value"] == "confirmed": presence = Presence.CONFIRMED elif meta_ann["value"] == "negated": @@ -39,6 +44,7 @@ def from_dict(cls, meta_anns: [Dict]): elif meta_ann["value"] == "suspected": presence = Presence.SUSPECTED elif meta_ann["name"] == "relevance": + confidences[Relevance] = meta_ann["confidence"] if meta_ann["value"] == "present": relevance = Relevance.PRESENT elif meta_ann["value"] == "historic": @@ -46,6 +52,7 @@ def from_dict(cls, meta_anns: [Dict]): elif meta_ann["value"] == "irrelevant": relevance = Relevance.IRRELEVANT elif meta_ann["name"] == "laterality (generic)": + confidences[Laterality] = meta_ann["confidence"] if meta_ann["value"] == "none": laterality = Laterality.NO_LATERALITY elif meta_ann["value"] == "left": @@ -70,7 +77,8 @@ def from_dict(cls, meta_anns: [Dict]): reaction_pos=reaction_pos, substance_category=substance_category, allergy_type=allergy_type, - severity=severity) + severity=severity, + confidences=confidences) def __str__(self): return self.__dict__ From f7d0b82e9739b87ab78ea4731046d77d24c2efd1 Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Wed, 1 Feb 2023 15:20:54 +0000 Subject: [PATCH 03/37] :rotating_light: Black --- src/_version.py | 4 +- src/miade/__init__.py | 6 +- src/miade/_version.py | 4 +- src/miade/concept.py | 62 +++++--- src/miade/conceptfilter.py | 72 ++++++--- src/miade/core.py | 63 ++++---- src/miade/dosage.py | 4 +- src/miade/dosageextractor.py | 2 +- src/miade/metaannotations.py | 38 ++--- src/miade/model_builders/cdbbuilder.py | 4 +- src/miade/utils/miadecat.py | 106 +++++++------ src/scripts/miade.py | 196 ++++++++++++++----------- 12 files changed, 337 insertions(+), 224 deletions(-) diff --git a/src/_version.py b/src/_version.py index 0ba7cef..3dbb821 100644 --- a/src/_version.py +++ b/src/_version.py @@ -1,4 +1,4 @@ # file generated by setuptools_scm # don't change, don't track in version control -__version__ = version = '0.1.dev185+g2aade13.d20230119' -__version_tuple__ = version_tuple = (0, 1, 'dev185', 'g2aade13.d20230119') +__version__ = version = "0.1.dev185+g2aade13.d20230119" +__version_tuple__ = version_tuple = (0, 1, "dev185", "g2aade13.d20230119") diff --git a/src/miade/__init__.py b/src/miade/__init__.py index 2d1e743..3c90401 100644 --- a/src/miade/__init__.py +++ b/src/miade/__init__.py @@ -7,11 +7,7 @@ from .dosageextractor import DosageExtractor from .utils.logger import add_handlers -__all__ = ["Note", - "Concept", - "NoteProcessor", - "DosageExtractor", - "ConceptFilter"] +__all__ = ["Note", "Concept", "NoteProcessor", "DosageExtractor", "ConceptFilter"] log = logging.getLogger(__name__) log.setLevel(logging.DEBUG) diff --git a/src/miade/_version.py b/src/miade/_version.py index 71b7906..5c49cbf 100644 --- a/src/miade/_version.py +++ b/src/miade/_version.py @@ -1,4 +1,4 @@ # file generated by setuptools_scm # don't change, don't track in version control -__version__ = version = '0.1.dev170+gb7a0a11.d20230113' -__version_tuple__ = version_tuple = (0, 1, 'dev170', 'gb7a0a11.d20230113') \ No newline at end of file +__version__ = version = "0.1.dev170+gb7a0a11.d20230113" +__version_tuple__ = version_tuple = (0, 1, "dev170", "gb7a0a11.d20230113") diff --git a/src/miade/concept.py b/src/miade/concept.py index b028c02..153a845 100644 --- a/src/miade/concept.py +++ b/src/miade/concept.py @@ -46,7 +46,9 @@ def dosage(self): def dosage(self, dosage: [Dosage]): if dosage is not None: if self.category is not Category.MEDICATION: - raise ValueError(f"Dosage can only be assigned to Medication, not {self.category}.") + raise ValueError( + f"Dosage can only be assigned to Medication, not {self.category}." + ) self._dosage = dosage @property @@ -57,20 +59,40 @@ def meta(self): def meta(self, meta_anns: [MetaAnnotations]): if meta_anns is not None: if not isinstance(meta_anns, MetaAnnotations): - raise TypeError(f"Type should be MetaAnnotations, not {type(meta_anns)}") + raise TypeError( + f"Type should be MetaAnnotations, not {type(meta_anns)}" + ) if self.category is Category.PROBLEM: - if not (meta_anns.presence or meta_anns.relevance or meta_anns.laterality): - raise ValueError("Problems meta-annotations does not have one of presence, relevance or laterality.") - if self.category is Category.MEDICATION or self.category is Category.ALLERGY: - if not (meta_anns.substance_category or meta_anns.reaction_pos or meta_anns.severity or meta_anns.allergy_type): - raise ValueError("Medications or Allergy meta-annotations does not have one of substance category, " - "reaction pos, allergy type or severity.") + if not ( + meta_anns.presence or meta_anns.relevance or meta_anns.laterality + ): + raise ValueError( + "Problems meta-annotations does not have one of presence, relevance or laterality." + ) + if ( + self.category is Category.MEDICATION + or self.category is Category.ALLERGY + ): + if not ( + meta_anns.substance_category + or meta_anns.reaction_pos + or meta_anns.severity + or meta_anns.allergy_type + ): + raise ValueError( + "Medications or Allergy meta-annotations does not have one of substance category, " + "reaction pos, allergy type or severity." + ) self._meta_annotations = meta_anns @classmethod def from_entity(cls, entity: [Dict]): - meta_anns = MetaAnnotations.from_dict(entity["meta_anns"]) if entity["meta_anns"] else None + meta_anns = ( + MetaAnnotations.from_dict(entity["meta_anns"]) + if entity["meta_anns"] + else None + ) # TODO: REVIEW: keep ontologies-based category assignment? if entity["ontologies"] == ["FDB"]: @@ -83,14 +105,14 @@ def from_entity(cls, entity: [Dict]): raise ValueError(f"Entity ontology {entity['ontologies']} not recognised.") return Concept( - id=entity["cui"], - name=entity["pretty_name"], - category=category, - start=entity["start"], - end=entity["end"], - negex=entity["negex"] if entity["negex"] else False, - meta_anns=meta_anns, - ) + id=entity["cui"], + name=entity["pretty_name"], + category=category, + start=entity["start"], + end=entity["end"], + negex=entity["negex"] if entity["negex"] else False, + meta_anns=meta_anns, + ) def __str__(self): return ( @@ -103,7 +125,11 @@ def __hash__(self): return hash((self.id, self.name, self.category)) def __eq__(self, other): - return self.id == other.id and self.name == other.name and self.category == other.category + return ( + self.id == other.id + and self.name == other.name + and self.category == other.category + ) def __lt__(self, other): return int(self.id) < int(other.id) diff --git a/src/miade/conceptfilter.py b/src/miade/conceptfilter.py index 28e9d85..9db9245 100644 --- a/src/miade/conceptfilter.py +++ b/src/miade/conceptfilter.py @@ -27,15 +27,20 @@ def is_duplicate(concept: Concept, record_concepts: Optional[List[Concept]]) -> """ if concept.id in [record_concept.id for record_concept in record_concepts]: # assume medication code is snomed - log.debug(f"Filtered problem/medication {(concept.name, concept.id)}: concept exists in record") + log.debug( + f"Filtered problem/medication {(concept.name, concept.id)}: concept exists in record" + ) return True # TODO: modify if allergy is standardised SNOMED if concept.category == Category.ALLERGY and concept.name in [ - record_concept.name for record_concept in record_concepts + record_concept.name + for record_concept in record_concepts if record_concept.category == Category.ALLERGY ]: # by text match as epic does not return code - log.debug(f"Filtered allergy {(concept.name, concept.id)}: concept exists in record") + log.debug( + f"Filtered allergy {(concept.name, concept.id)}: concept exists in record" + ) return True return False @@ -51,13 +56,23 @@ def __init__(self, config: [List] = None): self.config = default_pipeline_config negated_data = pkgutil.get_data(__name__, "./data/negated.csv") - self.negated_lookup = pd.read_csv(io.BytesIO(negated_data), index_col=0, squeeze=True).T.to_dict() + self.negated_lookup = pd.read_csv( + io.BytesIO(negated_data), index_col=0, squeeze=True + ).T.to_dict() historic_data = pkgutil.get_data(__name__, "./data/historic.csv") - self.historic_lookup = pd.read_csv(io.BytesIO(historic_data), index_col=0, squeeze=True).T.to_dict() + self.historic_lookup = pd.read_csv( + io.BytesIO(historic_data), index_col=0, squeeze=True + ).T.to_dict() suspected_data = pkgutil.get_data(__name__, "./data/suspected.csv") - self.suspected_lookup = pd.read_csv(io.BytesIO(suspected_data), index_col=0, squeeze=True).T.to_dict() - - def filter(self, extracted_concepts: List[Concept], record_concepts: Optional[List[Concept]]) -> List[Concept]: + self.suspected_lookup = pd.read_csv( + io.BytesIO(suspected_data), index_col=0, squeeze=True + ).T.to_dict() + + def filter( + self, + extracted_concepts: List[Concept], + record_concepts: Optional[List[Concept]], + ) -> List[Concept]: """filters/conversions based on deduplication and meta-annotations""" # deepcopy so we still have reference to original list of concepts @@ -67,11 +82,17 @@ def filter(self, extracted_concepts: List[Concept], record_concepts: Optional[Li # meta-annotations if concept.category == Category.PROBLEM: concept = self.handle_problem_meta(concept) - elif concept.category == Category.ALLERGY or concept.category == Category.MEDICATION: + elif ( + concept.category == Category.ALLERGY + or concept.category == Category.MEDICATION + ): # TODO: REVIEW: TEMPORARY- handle reaction and problems duplications in absence of meta-annotations if concept.start is not None and concept.end is not None: - if (concept.start, concept.end) in [(concept.start, concept.end) for concept in all_concepts - if concept.category == Category.PROBLEM]: + if (concept.start, concept.end) in [ + (concept.start, concept.end) + for concept in all_concepts + if concept.category == Category.PROBLEM + ]: log.debug(f"Filtered reaction duplication of problem concept") continue concept = self.handle_meds_allergen_reaction_meta(concept) @@ -112,23 +133,38 @@ def handle_problem_meta(self, concept: [Concept]) -> Optional[Concept]: tag = " (historic)" if convert: - log.debug(f"{(concept.name, concept.id)} converted to {(concept.name + tag, str(convert))}") + log.debug( + f"{(concept.name, concept.id)} converted to {(concept.name + tag, str(convert))}" + ) concept.id = str(convert) concept.name = concept.name + tag else: if concept.negex and meta_anns is None: - log.debug(f"Filtered concept {(concept.name, concept.id)}: negation with no conversion match") + log.debug( + f"Filtered concept {(concept.name, concept.id)}: negation with no conversion match" + ) return None if meta_anns: - if meta_anns.presence is Presence.NEGATED or \ - meta_anns.presence is Presence.SUSPECTED or meta_anns.relevance is Relevance.IRRELEVANT: - log.debug(f"Filtered concept {(concept.name, concept.id)}: either no conversion match or irrelevant") + if ( + meta_anns.presence is Presence.NEGATED + or meta_anns.presence is Presence.SUSPECTED + or meta_anns.relevance is Relevance.IRRELEVANT + ): + log.debug( + f"Filtered concept {(concept.name, concept.id)}: either no conversion match or irrelevant" + ) return None return concept - def handle_meds_allergen_reaction_meta(self, concept: [Concept]) -> Optional[Concept]: + def handle_meds_allergen_reaction_meta( + self, concept: [Concept] + ) -> Optional[Concept]: return concept - def __call__(self, extracted_concepts: List[Concept], record_concepts: Optional[List[Concept]] = None): + def __call__( + self, + extracted_concepts: List[Concept], + record_concepts: Optional[List[Concept]] = None, + ): return self.filter(extracted_concepts, record_concepts) diff --git a/src/miade/core.py b/src/miade/core.py index 283e923..6000c88 100644 --- a/src/miade/core.py +++ b/src/miade/core.py @@ -35,20 +35,20 @@ def get_dosage_string(med: Concept, next_med: Optional[Concept], text: str) -> s """ # spit into sentences by newline and period sents = ( - re.findall(r"[^\s][^\n]+", text[med.start: next_med.start]) + re.findall(r"[^\s][^\n]+", text[med.start : next_med.start]) if next_med is not None - else re.findall(r"[^\s][^\n]+", text[med.start:]) + else re.findall(r"[^\s][^\n]+", text[med.start :]) ) - concept_name = text[med.start: med.end] - next_concept_name = text[next_med.start: next_med.end] if next_med else None + concept_name = text[med.start : med.end] + next_concept_name = text[next_med.start : next_med.end] if next_med else None for sent in sents: if next_med is not None: if concept_name in sent and next_concept_name not in sent: return sent elif concept_name in sent and next_concept_name in sent: - return text[med.start: next_med.start] + return text[med.start : next_med.start] else: if concept_name in sent: ind = sent.find(concept_name) @@ -58,11 +58,13 @@ def get_dosage_string(med: Concept, next_med: Optional[Concept], text: str) -> s class NoteProcessor: """docstring for NoteProcessor.""" - def __init__(self, - model_directory: Path, - problems_model_id: Optional[str] = None, - meds_allergies_model_id: Optional[str] = None, - use_negex: bool = True): + def __init__( + self, + model_directory: Path, + problems_model_id: Optional[str] = None, + meds_allergies_model_id: Optional[str] = None, + use_negex: bool = True, + ): meta_cat_config_dict = {"general": {"device": "cpu"}} self.problems_model_id = problems_model_id self.meds_allergies_model_id = meds_allergies_model_id @@ -76,7 +78,9 @@ def __init__(self, self.concept_filter = ConceptFilter() if use_negex: - log.info("Using Negex for negation detection, but preference is given to meta-annotations") + log.info( + "Using Negex for negation detection, but preference is given to meta-annotations" + ) self._add_negex_pipeline() if problems_model_id: @@ -85,7 +89,7 @@ def __init__(self, log.info(f"Configured meds/allergies model {self.meds_allergies_model_id}") def process( - self, note: Note, record_concepts: Optional[List[Concept]] = None + self, note: Note, record_concepts: Optional[List[Concept]] = None ) -> List[Concept]: concepts: List[Concept] = [] @@ -98,14 +102,22 @@ def process( concept.category = Category.PROBLEM elif annotator_id == self.meds_allergies_model_id: if concept.meta is not None: - if concept.meta.substance_category == SubstanceCategory.ADVERSE_REACTION: + if ( + concept.meta.substance_category + == SubstanceCategory.ADVERSE_REACTION + ): concept.category = Category.ALLERGY - elif concept.meta.substance_category == SubstanceCategory.TAKING: + elif ( + concept.meta.substance_category + == SubstanceCategory.TAKING + ): concept.category = Category.MEDICATION else: # TODO: TEMPORARY BEFORE POST-PROCESSING SORTED OUT concept.category = Category.MEDICATION - assert concept.category == Category.MEDICATION or Category.ALLERGY + assert ( + concept.category == Category.MEDICATION or Category.ALLERGY + ) concepts.append(concept) except ValueError as e: log.warning(f"Concept skipped: {e}") @@ -125,7 +137,7 @@ def _add_negex_pipeline(self) -> None: annotator.pipe.spacy_nlp.add_pipe("negex") def add_dosages_to_concepts( - self, concepts: List[Concept], note: Note + self, concepts: List[Concept], note: Note ) -> List[Concept]: """ Gets dosages for medication concepts @@ -138,7 +150,7 @@ def add_dosages_to_concepts( next_med_concept = ( concepts[ind + 1] if len(concepts) > ind + 1 - and concepts[ind + 1].category == Category.MEDICATION + and concepts[ind + 1].category == Category.MEDICATION else None ) if concept.category == Category.MEDICATION: @@ -150,7 +162,10 @@ def add_dosages_to_concepts( return concepts def debug( - self, debug_config_path: Path, mode: DebugMode = DebugMode.PRELOADED, code: Optional[int] = 0 + self, + debug_config_path: Path, + mode: DebugMode = DebugMode.PRELOADED, + code: Optional[int] = 0, ) -> (List[Concept], Dict): """ Returns debug configurations for end-to-end testing of the MiADE unit in NoteReader @@ -174,18 +189,12 @@ def debug( if "dosage" in concept_dict: dosage = Dosage( text="debug mode", - dose=Dose( - **concept_dict["dosage"].get("dose") - ), + dose=Dose(**concept_dict["dosage"].get("dose")), frequency=Frequency( **concept_dict["dosage"].get("frequency") ), - duration=Duration( - **concept_dict["dosage"].get("duration") - ), - route=Route( - **concept_dict["dosage"].get("route") - ), + duration=Duration(**concept_dict["dosage"].get("duration")), + route=Route(**concept_dict["dosage"].get("route")), ) elif concept_dict["ontologies"] == "ELG": category = Category.ALLERGY diff --git a/src/miade/dosage.py b/src/miade/dosage.py index de86051..797e6fe 100644 --- a/src/miade/dosage.py +++ b/src/miade/dosage.py @@ -205,9 +205,7 @@ def parse_duration( # convert all time units to days low = datetime.today() - high = datetime.today() + timedelta( - days=float(duration_dosage.value) - ) + high = datetime.today() + timedelta(days=float(duration_dosage.value)) duration_dosage.low = low.strftime("%Y%m%d") duration_dosage.high = high.strftime("%Y%m%d") duration_dosage.unit = "d" diff --git a/src/miade/dosageextractor.py b/src/miade/dosageextractor.py index 0bad9b2..c51bc40 100644 --- a/src/miade/dosageextractor.py +++ b/src/miade/dosageextractor.py @@ -63,4 +63,4 @@ def extract(self, text: str, calculate: bool = True) -> Optional[Dosage]: return dosage def __call__(self, text: str, calculate: bool = True): - return self.extract(text, calculate) \ No newline at end of file + return self.extract(text, calculate) diff --git a/src/miade/metaannotations.py b/src/miade/metaannotations.py index 400876d..acac94b 100644 --- a/src/miade/metaannotations.py +++ b/src/miade/metaannotations.py @@ -4,15 +4,16 @@ class MetaAnnotations(object): - def __init__(self, - presence: Optional[Presence] = None, - relevance: Optional[Relevance] = None, - laterality: Optional[Laterality] = None, - reaction_pos: Optional[ReactionPosition] = None, - substance_category: Optional[SubstanceCategory] = None, - allergy_type: Optional[AllergyType] = None, - severity: Optional[Severity] = None, - confidences: Optional[Dict] = None, + def __init__( + self, + presence: Optional[Presence] = None, + relevance: Optional[Relevance] = None, + laterality: Optional[Laterality] = None, + reaction_pos: Optional[ReactionPosition] = None, + substance_category: Optional[SubstanceCategory] = None, + allergy_type: Optional[AllergyType] = None, + severity: Optional[Severity] = None, + confidences: Optional[Dict] = None, ): self.presence = presence self.relevance = relevance @@ -71,18 +72,19 @@ def from_dict(cls, meta_anns: [Dict]): elif meta_ann["name"] == "severity": severity = None - return cls(presence=presence, - relevance=relevance, - laterality=laterality, - reaction_pos=reaction_pos, - substance_category=substance_category, - allergy_type=allergy_type, - severity=severity, - confidences=confidences) + return cls( + presence=presence, + relevance=relevance, + laterality=laterality, + reaction_pos=reaction_pos, + substance_category=substance_category, + allergy_type=allergy_type, + severity=severity, + confidences=confidences, + ) def __str__(self): return self.__dict__ def __eq__(self, other): return self.__dict__ == other.__dict__ - diff --git a/src/miade/model_builders/cdbbuilder.py b/src/miade/model_builders/cdbbuilder.py index c020d1b..dce84b4 100644 --- a/src/miade/model_builders/cdbbuilder.py +++ b/src/miade/model_builders/cdbbuilder.py @@ -60,7 +60,9 @@ def preprocess_snomed(self, output_dir: Path = Path.cwd()) -> Path: print("Exporting preprocessed SNOMED to csv...") if self.snomed_subset_path is not None: - snomed_subset = pd.read_csv(self.snomed_subset_path, header=0, dtype={'cui': object}) + snomed_subset = pd.read_csv( + self.snomed_subset_path, header=0, dtype={"cui": object} + ) else: snomed_subset = None diff --git a/src/miade/utils/miadecat.py b/src/miade/utils/miadecat.py index 4cbb2d8..61210b6 100644 --- a/src/miade/utils/miadecat.py +++ b/src/miade/utils/miadecat.py @@ -7,25 +7,27 @@ class MiADE_CAT(CAT): """Experimental - overriding medcat write out function - more control over spacy pipeline: add negex results""" - def _doc_to_out(self, - doc: Doc, - only_cui: bool, - addl_info: List[str], - out_with_text: bool = False) -> Dict: - out: Dict = {'entities': {}, 'tokens': []} - cnf_annotation_output = getattr(self.config, 'annotation_output', {}) + def _doc_to_out( + self, + doc: Doc, + only_cui: bool, + addl_info: List[str], + out_with_text: bool = False, + ) -> Dict: + out: Dict = {"entities": {}, "tokens": []} + cnf_annotation_output = getattr(self.config, "annotation_output", {}) if doc is not None: out_ent: Dict = {} - if self.config.general.get('show_nested_entities', False): + if self.config.general.get("show_nested_entities", False): _ents = [] for _ent in doc._.ents: - entity = Span(doc, _ent['start'], _ent['end'], label=_ent['label']) - entity._.cui = _ent['cui'] - entity._.detected_name = _ent['detected_name'] - entity._.context_similarity = _ent['context_similarity'] - entity._.id = _ent['id'] - if 'meta_anns' in _ent: - entity._.meta_anns = _ent['meta_anns'] + entity = Span(doc, _ent["start"], _ent["end"], label=_ent["label"]) + entity._.cui = _ent["cui"] + entity._.detected_name = _ent["detected_name"] + entity._.context_similarity = _ent["context_similarity"] + entity._.id = _ent["id"] + if "meta_anns" in _ent: + entity._.meta_anns = _ent["meta_anns"] _ents.append(entity) else: _ents = doc.ents @@ -35,52 +37,64 @@ def _doc_to_out(self, else: doc_tokens = [tkn.text_with_ws for tkn in list(doc)] - if cnf_annotation_output.get('doc_extended_info', False): + if cnf_annotation_output.get("doc_extended_info", False): # Add tokens if extended info - out['tokens'] = doc_tokens + out["tokens"] = doc_tokens - context_left = cnf_annotation_output.get('context_left', -1) - context_right = cnf_annotation_output.get('context_right', -1) - doc_extended_info = cnf_annotation_output.get('doc_extended_info', False) + context_left = cnf_annotation_output.get("context_left", -1) + context_right = cnf_annotation_output.get("context_right", -1) + doc_extended_info = cnf_annotation_output.get("doc_extended_info", False) for _, ent in enumerate(_ents): cui = str(ent._.cui) if not only_cui: - out_ent['pretty_name'] = self.cdb.get_name(cui) - out_ent['cui'] = cui - out_ent['type_ids'] = list(self.cdb.cui2type_ids.get(cui, '')) - out_ent['types'] = [self.cdb.addl_info['type_id2name'].get(tui, '') for tui in out_ent['type_ids']] - out_ent['source_value'] = ent.text - out_ent['detected_name'] = str(ent._.detected_name) - out_ent['acc'] = float(ent._.context_similarity) - out_ent['context_similarity'] = float(ent._.context_similarity) - out_ent['start'] = ent.start_char - out_ent['end'] = ent.end_char + out_ent["pretty_name"] = self.cdb.get_name(cui) + out_ent["cui"] = cui + out_ent["type_ids"] = list(self.cdb.cui2type_ids.get(cui, "")) + out_ent["types"] = [ + self.cdb.addl_info["type_id2name"].get(tui, "") + for tui in out_ent["type_ids"] + ] + out_ent["source_value"] = ent.text + out_ent["detected_name"] = str(ent._.detected_name) + out_ent["acc"] = float(ent._.context_similarity) + out_ent["context_similarity"] = float(ent._.context_similarity) + out_ent["start"] = ent.start_char + out_ent["end"] = ent.end_char for addl in addl_info: tmp = self.cdb.addl_info.get(addl, {}).get(cui, []) - out_ent[addl.split("2")[-1]] = list(tmp) if type(tmp) == set else tmp - out_ent['id'] = ent._.id - out_ent['meta_anns'] = {} + out_ent[addl.split("2")[-1]] = ( + list(tmp) if type(tmp) == set else tmp + ) + out_ent["id"] = ent._.id + out_ent["meta_anns"] = {} if doc_extended_info: - out_ent['start_tkn'] = ent.start - out_ent['end_tkn'] = ent.end + out_ent["start_tkn"] = ent.start + out_ent["end_tkn"] = ent.end if context_left > 0 and context_right > 0: - out_ent['context_left'] = doc_tokens[max(ent.start - context_left, 0):ent.start] - out_ent['context_right'] = doc_tokens[ent.end:min(ent.end + context_right, len(doc_tokens))] - out_ent['context_center'] = doc_tokens[ent.start:ent.end] + out_ent["context_left"] = doc_tokens[ + max(ent.start - context_left, 0) : ent.start + ] + out_ent["context_right"] = doc_tokens[ + ent.end : min(ent.end + context_right, len(doc_tokens)) + ] + out_ent["context_center"] = doc_tokens[ent.start : ent.end] - if hasattr(ent._, 'meta_anns') and ent._.meta_anns: - out_ent['meta_anns'] = ent._.meta_anns + if hasattr(ent._, "meta_anns") and ent._.meta_anns: + out_ent["meta_anns"] = ent._.meta_anns - if hasattr(ent._, 'negex'): - out_ent['negex'] = ent._.negex + if hasattr(ent._, "negex"): + out_ent["negex"] = ent._.negex - out['entities'][out_ent['id']] = dict(out_ent) + out["entities"][out_ent["id"]] = dict(out_ent) else: - out['entities'][ent._.id] = cui + out["entities"][ent._.id] = cui - if cnf_annotation_output.get('include_text_in_output', False) or out_with_text: - out['text'] = doc.text + if ( + cnf_annotation_output.get("include_text_in_output", False) + or out_with_text + ): + out["text"] = doc.text return out diff --git a/src/scripts/miade.py b/src/scripts/miade.py index a7275d5..d6d1c62 100644 --- a/src/scripts/miade.py +++ b/src/scripts/miade.py @@ -46,20 +46,17 @@ def from_yaml_file(cls, config_filepath: Path): @app.command() def build_model_pack( - cdb_data_path: Path, - vocab_path: Path, - description: Optional[str] = None, - ontology: Optional[str] = None, - tag: Optional[str] = None, - output: Optional[Path] = typer.Argument(Path.cwd()), - temp: Optional[Path] = typer.Argument(Path.cwd() / Path(".temp")) + cdb_data_path: Path, + vocab_path: Path, + description: Optional[str] = None, + ontology: Optional[str] = None, + tag: Optional[str] = None, + output: Optional[Path] = typer.Argument(Path.cwd()), + temp: Optional[Path] = typer.Argument(Path.cwd() / Path(".temp")), ): # builds from cdb already in format and vocab from another medcat model log.info(f"Building CDB from {str(cdb_data_path)}...") - cdb_builder = CDBBuilder( - temp_dir=temp, - custom_data_paths=[cdb_data_path] - ) + cdb_builder = CDBBuilder(temp_dir=temp, custom_data_paths=[cdb_data_path]) cdb_builder.preprocess() cdb = cdb_builder.create_cdb() log.info(f"CDB name2cui check: {list(cdb.cui2names.items())[:10]}") @@ -70,19 +67,25 @@ def build_model_pack( if description is None: log.info("Automatically populating description field of model card...") - split_tag = '' + split_tag = "" if tag is not None: - split_tag = ' '.join(tag.split('_')) + ' ' - description = f"MiADE {split_tag}untrained model built using cdb from " \ - f"{cdb_data_path.stem}{cdb_data_path.suffix} and vocab " \ - f"from model {vocab_path.stem}" + split_tag = " ".join(tag.split("_")) + " " + description = ( + f"MiADE {split_tag}untrained model built using cdb from " + f"{cdb_data_path.stem}{cdb_data_path.suffix} and vocab " + f"from model {vocab_path.stem}" + ) cat.config.version["location"] = str(output) cat.config.version["description"] = description cat.config.version["ontology"] = ontology current_date = datetime.datetime.now().strftime("%b_%Y") - name = f"miade_{tag}_blank_modelpack_{current_date}" if tag is not None else f"miade_blank_modelpack_{current_date}" + name = ( + f"miade_{tag}_blank_modelpack_{current_date}" + if tag is not None + else f"miade_blank_modelpack_{current_date}" + ) cat.create_model_pack(str(output), name) log.info(f"Saved model pack at {output}/{name}_{cat.config.version['id']}") @@ -90,12 +93,13 @@ def build_model_pack( @app.command() def train( - model: Path, data: Path, - checkpoint: int = 5000, - description: Optional[str] = None, - tag: Optional[str] = None, - train_partial: Optional[int] = None, - output: Optional[Path] = typer.Argument(Path.cwd()) + model: Path, + data: Path, + checkpoint: int = 5000, + description: Optional[str] = None, + tag: Optional[str] = None, + train_partial: Optional[int] = None, + output: Optional[Path] = typer.Argument(Path.cwd()), ): if data.suffix == ".csv": log.info(f"Loading text column of csv file {data}...") @@ -103,7 +107,7 @@ def train( training_data = df.text.to_list() else: log.info(f"Loading text file {data}...") - with data.open('r') as d: + with data.open("r") as d: training_data = [line.strip() for line in d] log.info(f"Training data length: {len(training_data)}") log.info(f"Data check: {training_data[0][:100]}") @@ -117,23 +121,28 @@ def train( if checkpoint: log.info(f"Checkpoint steps configured to {checkpoint}") cat.config.general["checkpoint"]["steps"] = checkpoint - cat.config.general["checkpoint"]["output_dir"] = os.path.join(Path.cwd(), "checkpoints") + cat.config.general["checkpoint"]["output_dir"] = os.path.join( + Path.cwd(), "checkpoints" + ) cat.train(training_data) if description is None: log.info("Automatically populating description field of model card...") - split_tag = '' + split_tag = "" if tag is not None: - split_tag = ' '.join(tag.split('_')) + ' ' + split_tag = " ".join(tag.split("_")) + " " description = f"MiADE {split_tag}unsupervised trained model trained on text dataset {data.stem}{data.suffix}" cat.config.version["description"] = description cat.config.version["location"] = str(output) current_date = datetime.datetime.now().strftime("%b_%Y") - name = f"miade_{tag}_unsupervised_trained_modelpack_{current_date}" if tag is not None \ + name = ( + f"miade_{tag}_unsupervised_trained_modelpack_{current_date}" + if tag is not None else f"miade_unsupervised_trained_modelpack_{current_date}" + ) cat.create_model_pack(str(output), name) log.info(f"Saved model pack at {output}/{name}_{cat.config.version['id']}") @@ -141,56 +150,64 @@ def train( @app.command() def train_supervised( - model: Path, annotations_path: Path, - nepochs: int = 1, - use_filters: bool = False, - print_stats: bool = True, - train_from_false_positives: bool = True, - is_resumed: bool = False, - description: Optional[str] = None, - tag: Optional[str] = None, - output: Optional[Path] = typer.Argument(Path.cwd()) + model: Path, + annotations_path: Path, + nepochs: int = 1, + use_filters: bool = False, + print_stats: bool = True, + train_from_false_positives: bool = True, + is_resumed: bool = False, + description: Optional[str] = None, + tag: Optional[str] = None, + output: Optional[Path] = typer.Argument(Path.cwd()), ): cat = CAT.load_model_pack(str(model)) log.info(f"Starting {nepochs} epoch(s) supervised training with {annotations_path}") - fp, fn, tp, p, r, f1, cui_counts, examples = cat.train_supervised(data_path=str(annotations_path), - nepochs=nepochs, - use_filters=use_filters, - print_stats=print_stats, - train_from_false_positives=train_from_false_positives, - is_resumed=is_resumed) + fp, fn, tp, p, r, f1, cui_counts, examples = cat.train_supervised( + data_path=str(annotations_path), + nepochs=nepochs, + use_filters=use_filters, + print_stats=print_stats, + train_from_false_positives=train_from_false_positives, + is_resumed=is_resumed, + ) # populate the description field in versioning if description is None: log.info("Automatically populating description field of model card...") - split_tag = '' + split_tag = "" if tag is not None: - split_tag = ' '.join(tag.split('_')) + ' ' + split_tag = " ".join(tag.split("_")) + " " description = f"MiADE {split_tag}supervised trained model with annotations file {annotations_path.stem}" cat.config.version["description"] = description cat.config.version["location"] = str(output) current_date = datetime.datetime.now().strftime("%b_%Y") - name = f"miade_{tag}_supervised_trained_modelpack_{current_date}" if tag is not None \ + name = ( + f"miade_{tag}_supervised_trained_modelpack_{current_date}" + if tag is not None else f"miade_supervised_trained_modelpack_{current_date}" + ) cat.create_model_pack(str(output), name) # dump the training stats into a json file for reference(they are very long) model_id = cat.config.version["id"] - training_stats = {"fp": fp, - "fn": fn, - "tp": tp, - "p": p, - "r": r, - "f1": f1, - "cui_counts": cui_counts, - "examples": examples} + training_stats = { + "fp": fp, + "fn": fn, + "tp": tp, + "p": p, + "r": r, + "f1": f1, + "cui_counts": cui_counts, + "examples": examples, + } stats_save_name = os.path.join(output, f"supervised_training_stats_{model_id}.json") - with open(stats_save_name, 'w') as f: + with open(stats_save_name, "w") as f: json.dump(training_stats, f) log.info(f"Saved training stats at {stats_save_name}") @@ -198,15 +215,15 @@ def train_supervised( @app.command() def create_bbpe_tokenizer( - train_data: Path, - name: Optional[str] = "bbpe_tokenizer", - output: Optional[Path] = typer.Argument(Path.cwd()) + train_data: Path, + name: Optional[str] = "bbpe_tokenizer", + output: Optional[Path] = typer.Argument(Path.cwd()), ): # Create, train on text and save the tokenizer log.info(f"Creating BPE tokenizer and start training on {train_data}...") tokenizer = ByteLevelBPETokenizer() tokenizer.train(str(train_data)) - tokenizer.add_tokens(['']) + tokenizer.add_tokens([""]) save_path = os.path.join(output, name) if not os.path.exists(save_path): @@ -244,7 +261,7 @@ def create_bbpe_tokenizer( log.info(f"Embedding length: {len(embeddings)}") embeddings_save_name = os.path.join(save_path, "embeddings.npy") - np.save(open(str(embeddings_save_name), 'wb'), np.array(embeddings)) + np.save(open(str(embeddings_save_name), "wb"), np.array(embeddings)) log.info(f"Saved embeddings at {embeddings_save_name}") @@ -252,15 +269,17 @@ def create_bbpe_tokenizer( def create_metacats( tokenizer_path: Path, category_names: List[str], - output: Optional[Path] = typer.Argument(Path.cwd()) + output: Optional[Path] = typer.Argument(Path.cwd()), ): log.info(f"Loading tokenizer from {tokenizer_path}/...") tokenizer = TokenizerWrapperBPE.load(str(tokenizer_path)) log.info(f"Loading embeddings from embeddings.npy...") - embeddings = np.load(str(os.path.join(tokenizer_path, 'embeddings.npy'))) + embeddings = np.load(str(os.path.join(tokenizer_path, "embeddings.npy"))) - assert len(embeddings) == tokenizer.get_size(), f"Tokenizer and embeddings not the same size {len(embeddings)}, " \ - f"{tokenizer.get_size()}" + assert len(embeddings) == tokenizer.get_size(), ( + f"Tokenizer and embeddings not the same size {len(embeddings)}, " + f"{tokenizer.get_size()}" + ) metacat = MetaCAT(tokenizer=tokenizer, embeddings=embeddings) for category in category_names: @@ -270,11 +289,12 @@ def create_metacats( @app.command() def train_metacat( - model_path: Path, annotation_path: Path, - nepochs: int = 50, - cntx_left: int = 20, - cntx_right: int = 15, - description: str = None + model_path: Path, + annotation_path: Path, + nepochs: int = 50, + cntx_left: int = 20, + cntx_right: int = 15, + description: str = None, ): mc = MetaCAT.load(str(model_path)) @@ -282,7 +302,9 @@ def train_metacat( description = f"MiADE meta-annotations model {model_path.stem} trained on {annotation_path.stem}" mc.config.general["description"] = description - mc.config.general["category_name"] = model_path.stem.split("_")[-1] # meta folder name should be e.g. meta_presence + mc.config.general["category_name"] = model_path.stem.split("_")[ + -1 + ] # meta folder name should be e.g. meta_presence mc.config.general["cntx_left"] = cntx_left mc.config.general["cntx_right"] = cntx_right mc.config.train["nepochs"] = nepochs @@ -295,7 +317,7 @@ def train_metacat( training_stats = {mc.config.general["category_name"]: report} report_save_name = os.path.join(model_path, "training_report.json") - with open(report_save_name, 'w') as f: + with open(report_save_name, "w") as f: json.dump(training_stats, f) log.info(f"Saved training report at {report_save_name}") @@ -303,9 +325,10 @@ def train_metacat( @app.command() def add_metacat_models( - model: Path, meta_cats_path: List[Path], - description: str = None, - output: Optional[Path] = typer.Argument(Path.cwd()) + model: Path, + meta_cats_path: List[Path], + description: str = None, + output: Optional[Path] = typer.Argument(Path.cwd()), ): cat = CAT.load_model_pack(str(model)) @@ -326,11 +349,17 @@ def add_metacat_models( stats[categories[-1]] = report log.info(f"Creating CAT with MetaCAT models {categories}...") - cat_w_meta = CAT(cdb=cat.cdb, vocab=cat.vocab, config=cat.config, meta_cats=meta_cats) + cat_w_meta = CAT( + cdb=cat.cdb, vocab=cat.vocab, config=cat.config, meta_cats=meta_cats + ) if description is None: log.info("Automatically populating description field of model card...") - description = cat.config.version["description"] + " | Packaged with MetaCAT model(s) " + ", ".join(categories) + description = ( + cat.config.version["description"] + + " | Packaged with MetaCAT model(s) " + + ", ".join(categories) + ) cat.config.version["description"] = description for category in categories: @@ -343,13 +372,14 @@ def add_metacat_models( @app.command() def rename_model_pack( - model: Path, new_name: str, - remove_old: bool = True, - description: Optional[str] = None, - location: Optional[str] = None, - ontology: Optional[str] = None, - performance: Optional[str] = None, - output: Optional[Path] = typer.Argument(Path.cwd()) + model: Path, + new_name: str, + remove_old: bool = True, + description: Optional[str] = None, + location: Optional[str] = None, + ontology: Optional[str] = None, + performance: Optional[str] = None, + output: Optional[Path] = typer.Argument(Path.cwd()), ): cat = CAT.load_model_pack(str(model)) if description is not None: From 5a2a16b64cdb78dce447c2279d5cb83297be2ee2 Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Wed, 1 Feb 2023 16:27:43 +0000 Subject: [PATCH 04/37] A little manual merge? added latest updated negex meta priority for testing --- src/miade/conceptfilter.py | 41 ++++++-------- tests/conftest.py | 104 ++++++++++++++++++++++++++++++------ tests/test_conceptfilter.py | 21 +++++--- 3 files changed, 117 insertions(+), 49 deletions(-) diff --git a/src/miade/conceptfilter.py b/src/miade/conceptfilter.py index 9db9245..d69ff9f 100644 --- a/src/miade/conceptfilter.py +++ b/src/miade/conceptfilter.py @@ -12,11 +12,6 @@ log = logging.getLogger(__name__) -default_pipeline_config = [ - "meta-annotations", - "deduplicate", -] - def is_duplicate(concept: Concept, record_concepts: Optional[List[Concept]]) -> bool: """ @@ -51,10 +46,7 @@ class ConceptFilter(object): Post-processing for extracted concepts: deduplication, meta-annotations """ - def __init__(self, config: [List] = None): - if config is None: - self.config = default_pipeline_config - + def __init__(self): negated_data = pkgutil.get_data(__name__, "./data/negated.csv") self.negated_lookup = pd.read_csv( io.BytesIO(negated_data), index_col=0, squeeze=True @@ -116,21 +108,18 @@ def handle_problem_meta(self, concept: [Concept]) -> Optional[Concept]: convert = False tag = "" meta_anns = concept.meta - if concept.negex and meta_anns is None: + # only get meta results if negex is positive + if concept.negex: convert = self.negated_lookup.get(int(concept.id), False) tag = " (negated)" - if meta_anns is not None: - if meta_anns.presence is Presence.NEGATED: - # TODO: account for/pick negex and meta_anns negations - convert = self.negated_lookup.get(int(concept.id), False) - tag = " (negated)" - if meta_anns.presence is Presence.SUSPECTED: - convert = self.suspected_lookup.get(int(concept.id), False) - tag = " (suspected)" - if meta_anns.relevance is Relevance.HISTORIC: - convert = self.historic_lookup.get(int(concept.id), False) - tag = " (historic)" + if meta_anns is not None: + if meta_anns.presence is Presence.SUSPECTED: + convert = self.suspected_lookup.get(int(concept.id), False) + tag = " (suspected)" + if meta_anns.relevance is Relevance.HISTORIC: + convert = self.historic_lookup.get(int(concept.id), False) + tag = " (historic)" if convert: log.debug( @@ -139,19 +128,19 @@ def handle_problem_meta(self, concept: [Concept]) -> Optional[Concept]: concept.id = str(convert) concept.name = concept.name + tag else: - if concept.negex and meta_anns is None: + if concept.negex: log.debug( f"Filtered concept {(concept.name, concept.id)}: negation with no conversion match" ) return None - if meta_anns: + if concept.negex and meta_anns is not None: if ( - meta_anns.presence is Presence.NEGATED - or meta_anns.presence is Presence.SUSPECTED + meta_anns.presence is Presence.SUSPECTED or meta_anns.relevance is Relevance.IRRELEVANT ): log.debug( - f"Filtered concept {(concept.name, concept.id)}: either no conversion match or irrelevant" + f"Filtered concept {(concept.name, concept.id)}: either suspected with no conversion " + f"match or irrelevant" ) return None diff --git a/tests/conftest.py b/tests/conftest.py index 6c9ed07..1a32a05 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -215,20 +215,92 @@ def test_medcat_concepts() -> Dict: @pytest.fixture(scope="function") def test_meta_annotations_concepts() -> List[Concept]: return [ - Concept(id="563001", name="Nystagmus", category=Category.PROBLEM, meta_anns=MetaAnnotations( - presence=Presence.NEGATED, relevance=Relevance.PRESENT, laterality=Laterality.LEFT)), - Concept(id="1415005", name="Lymphangitis", category=Category.PROBLEM, meta_anns=MetaAnnotations( - presence=Presence.NEGATED, relevance=Relevance.PRESENT, laterality=Laterality.NO_LATERALITY)), - Concept(id="123", name="negated concept", category=Category.PROBLEM, meta_anns=MetaAnnotations( - presence=Presence.NEGATED, relevance=Relevance.PRESENT, laterality=Laterality.NO_LATERALITY)), - Concept(id="3723001", name="Arthritis", category=Category.PROBLEM, meta_anns=MetaAnnotations( - presence=Presence.SUSPECTED, relevance=Relevance.PRESENT, laterality=Laterality.NO_LATERALITY)), - Concept(id="4556007", name="Gastritis", category=Category.PROBLEM, meta_anns=MetaAnnotations( - presence=Presence.SUSPECTED, relevance=Relevance.PRESENT, laterality=Laterality.NO_LATERALITY)), - Concept(id="0000", name="suspected concept", category=Category.PROBLEM, meta_anns=MetaAnnotations( - presence=Presence.SUSPECTED, relevance=Relevance.PRESENT, laterality=Laterality.NO_LATERALITY)), - Concept(id="1847009", name="Endophthalmitis", category=Category.PROBLEM, meta_anns=MetaAnnotations( - presence=Presence.CONFIRMED, relevance=Relevance.HISTORIC, laterality=Laterality.NO_LATERALITY)), - Concept(id="1912002", name="Fall", category=Category.PROBLEM, meta_anns=MetaAnnotations( - presence=Presence.CONFIRMED, relevance=Relevance.IRRELEVANT, laterality=Laterality.NO_LATERALITY)), + Concept( + id="563001", + name="Nystagmus", + category=Category.PROBLEM, + negex=True, + meta_anns=MetaAnnotations( + presence=Presence.NEGATED, + relevance=Relevance.PRESENT, + laterality=Laterality.LEFT, + ), + ), + Concept( + id="1415005", + name="Lymphangitis", + category=Category.PROBLEM, + negex=True, + meta_anns=MetaAnnotations( + presence=Presence.NEGATED, + relevance=Relevance.PRESENT, + laterality=Laterality.NO_LATERALITY, + ), + ), + Concept( + id="123", + name="negated concept", + category=Category.PROBLEM, + negex=True, + meta_anns=MetaAnnotations( + presence=Presence.NEGATED, + relevance=Relevance.PRESENT, + laterality=Laterality.NO_LATERALITY, + ), + ), + Concept( + id="3723001", + name="Arthritis", + category=Category.PROBLEM, + negex=True, + meta_anns=MetaAnnotations( + presence=Presence.SUSPECTED, + relevance=Relevance.PRESENT, + laterality=Laterality.NO_LATERALITY, + ), + ), + Concept( + id="4556007", + name="Gastritis", + category=Category.PROBLEM, + negex=True, + meta_anns=MetaAnnotations( + presence=Presence.SUSPECTED, + relevance=Relevance.PRESENT, + laterality=Laterality.NO_LATERALITY, + ), + ), + Concept( + id="0000", + name="suspected concept", + category=Category.PROBLEM, + negex=True, + meta_anns=MetaAnnotations( + presence=Presence.SUSPECTED, + relevance=Relevance.PRESENT, + laterality=Laterality.NO_LATERALITY, + ), + ), + Concept( + id="1847009", + name="Endophthalmitis", + category=Category.PROBLEM, + negex=True, + meta_anns=MetaAnnotations( + presence=Presence.CONFIRMED, + relevance=Relevance.HISTORIC, + laterality=Laterality.NO_LATERALITY, + ), + ), + Concept( + id="1912002", + name="Fall", + category=Category.PROBLEM, + negex=True, + meta_anns=MetaAnnotations( + presence=Presence.CONFIRMED, + relevance=Relevance.IRRELEVANT, + laterality=Laterality.NO_LATERALITY, + ), + ), ] diff --git a/tests/test_conceptfilter.py b/tests/test_conceptfilter.py index 1ac7673..668db4d 100644 --- a/tests/test_conceptfilter.py +++ b/tests/test_conceptfilter.py @@ -50,15 +50,22 @@ def test_meta_annotations(test_meta_annotations_concepts): test_meta_annotations_concepts[0].negex = True test_meta_annotations_concepts[0].meta = None test_meta_annotations_concepts[1].negex = False - test_meta_annotations_concepts[1].meta = None test_meta_annotations_concepts[2].negex = True - test_meta_annotations_concepts[2].meta = None + test_meta_annotations_concepts[3].negex = False assert concept_filter(extracted_concepts=test_meta_annotations_concepts) == [ - Concept(id="1415005", name="Lymphangitis", category=Category.PROBLEM), - Concept(id="274826007", name="Nystagmus (negated)", category=Category.PROBLEM), - Concept(id="413241009", name="Gastritis (suspected)", category=Category.PROBLEM), - Concept(id="431956005", name="Arthritis (suspected)", category=Category.PROBLEM), - Concept(id="115451000119100", name="Endophthalmitis (historic)", category=Category.PROBLEM), + Concept(id="1415005", name="Lymphangitis", category=Category.PROBLEM), # negex false, meta ignored + Concept( + id="3723001", name="Arthritis", category=Category.PROBLEM + ), # negex false, meta ignored + Concept(id="274826007", name="Nystagmus (negated)", category=Category.PROBLEM), # negex true, meta empty + Concept( + id="413241009", name="Gastritis (suspected)", category=Category.PROBLEM + ), # negex true, meta processed + Concept( + id="115451000119100", + name="Endophthalmitis (historic)", + category=Category.PROBLEM, + ), # negex true, meta processed ] From 3405ae9fa7dca331b14729e8bba3d92ab23440ec Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Fri, 17 Feb 2023 18:07:29 +0000 Subject: [PATCH 05/37] :white_check_mark: Updated tests --- tests/conftest.py | 8 ++++++++ tests/test_conceptfilter.py | 8 ++++++++ tests/test_core.py | 27 +++++++++++++++++++++++++-- 3 files changed, 41 insertions(+), 2 deletions(-) diff --git a/tests/conftest.py b/tests/conftest.py index 8ba56cf..d930841 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -144,6 +144,8 @@ def test_duplicate_concepts_record() -> List[Concept]: Concept(id="2", name="test2", category=Category.PROBLEM), Concept(id="3", name="test2", category=Category.PROBLEM), Concept(id="4", name="test2", category=Category.PROBLEM), + Concept(id="6", name="test2", category=Category.MEDICATION), + Concept(id="0", name="PEANUTS", category=Category.ALLERGY), ] @@ -156,6 +158,10 @@ def test_duplicate_concepts_note() -> List[Concept]: Concept(id="4", name="test2", category=Category.PROBLEM), Concept(id="5", name="test2", category=Category.PROBLEM, start=0, end=12), Concept(id="5", name="test2", category=Category.PROBLEM, start=45, end=50), + Concept(id="6", name="test2", category=Category.MEDICATION), + Concept(id="6", name="test2", category=Category.MEDICATION), + Concept(id="7", name="test2", category=Category.MEDICATION), + Concept(id="8", name="PEANUTS", category=Category.ALLERGY), ] @@ -166,6 +172,8 @@ def test_self_duplicate_concepts_note() -> List[Concept]: Concept(id="1", name="test1", category=Category.PROBLEM), Concept(id="1", name="test1", category=Category.PROBLEM), Concept(id="1", name="test1", category=Category.PROBLEM), + Concept(id="2", name="test2", category=Category.MEDICATION), + Concept(id="2", name="test2", category=Category.MEDICATION), ] diff --git a/tests/test_conceptfilter.py b/tests/test_conceptfilter.py index 600b236..ff2ed87 100644 --- a/tests/test_conceptfilter.py +++ b/tests/test_conceptfilter.py @@ -12,9 +12,11 @@ def test_deduplicate( test_duplicate_concepts_note, test_duplicate_concepts_record ) == [ Concept(id="5", name="test2", category=Category.PROBLEM), + Concept(id="7", name="test2", category=Category.MEDICATION), ] assert concept_filter(test_self_duplicate_concepts_note, record_concepts=None) == [ Concept(id="1", name="test1", category=Category.PROBLEM), + Concept(id="2", name="test2", category=Category.MEDICATION), ] assert concept_filter( extracted_concepts=test_duplicate_concepts_note, record_concepts=None @@ -24,6 +26,9 @@ def test_deduplicate( Concept(id="3", name="test2", category=Category.PROBLEM), Concept(id="4", name="test2", category=Category.PROBLEM), Concept(id="5", name="test2", category=Category.PROBLEM), + Concept(id="6", name="test2", category=Category.MEDICATION), + Concept(id="7", name="test2", category=Category.MEDICATION), + Concept(id="8", name="PEANUTS", category=Category.ALLERGY), ] assert concept_filter( extracted_concepts=test_duplicate_concepts_note, record_concepts=[] @@ -33,6 +38,9 @@ def test_deduplicate( Concept(id="3", name="test2", category=Category.PROBLEM), Concept(id="4", name="test2", category=Category.PROBLEM), Concept(id="5", name="test2", category=Category.PROBLEM), + Concept(id="6", name="test2", category=Category.MEDICATION), + Concept(id="7", name="test2", category=Category.MEDICATION), + Concept(id="8", name="PEANUTS", category=Category.ALLERGY), ] assert ( concept_filter( diff --git a/tests/test_core.py b/tests/test_core.py index 96c8591..1597707 100644 --- a/tests/test_core.py +++ b/tests/test_core.py @@ -6,13 +6,36 @@ def test_core(model_directory_path, test_note, test_negated_note, test_duplicated_note): - processor = NoteProcessor(model_directory_path) + processor = NoteProcessor(model_directory_path, problems_model_id="1", meds_allergies_model_id="2") assert processor.process(test_note) == [ Concept(id="3", name="Liver failure", category=Category.PROBLEM), + Concept(id="10", name="Paracetamol", category=Category.MEDICATION), + ] + assert processor.process(test_negated_note) == [ + Concept(id="10", name="Paracetamol", category=Category.MEDICATION), ] - assert processor.process(test_negated_note) == [] assert processor.process(test_duplicated_note) == [ Concept(id="3", name="Liver failure", category=Category.PROBLEM), + Concept(id="10", name="Paracetamol", category=Category.MEDICATION), + ] + + +def test_model_id_override(model_directory_path, test_note): + processor = NoteProcessor(model_directory_path, problems_model_id="test_probs") + processor.annotators[0].config.version["id"] = "test_probs" + processor.annotators[0].config.version["ontology"] = "FDB" + + assert processor.process(test_note) == [ + Concept(id="3", name="Liver failure", category=Category.PROBLEM), + Concept(id="10", name="Paracetamol", category=Category.PROBLEM), + ] + processor.annotators[0].config.version["id"] = "test_meds" + processor.annotators[0].config.version["ontology"] = "SNO" + processor.meds_allergies_model_id = "test_meds" + + assert processor.process(test_note) == [ + Concept(id="3", name="Liver failure", category=Category.MEDICATION), + Concept(id="10", name="Paracetamol", category=Category.MEDICATION), ] From 1a1e2bc51f16ba65cfdb5527cf3ac1c3da4a2dbe Mon Sep 17 00:00:00 2001 From: jamesbrandreth Date: Wed, 6 Sep 2023 10:55:13 +0100 Subject: [PATCH 06/37] Remove converted tag --- src/miade/annotators.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/src/miade/annotators.py b/src/miade/annotators.py index 3adeb4e..17f8696 100644 --- a/src/miade/annotators.py +++ b/src/miade/annotators.py @@ -336,7 +336,6 @@ def _validate_and_convert_substance(self, concept) -> bool: log.debug(f"Converted concept ({concept.id} | {concept.name}) to " f"({lookup_result['subsetId']} | {concept.name + tag})") concept.id = str(lookup_result["subsetId"]) - concept.name += tag # then check the allergen type from lookup result - e.g. drug, food try: @@ -359,7 +358,6 @@ def _validate_and_convert_reaction(self, concept) -> bool: f"({lookup_result} | {concept.name + tag})") concept.id = str(lookup_result) - concept.name += tag return True else: log.warning(f"Reaction not found in subset conversion for concept {concept.__str__()}") From 1747d5f4f932e9cfe42928a747743801915526b8 Mon Sep 17 00:00:00 2001 From: jamesbrandreth Date: Thu, 7 Sep 2023 12:51:25 +0100 Subject: [PATCH 07/37] :arrow_up: Upgrade python to 3.11 --- .github/workflows/ci.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 91dc33f..3872a32 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -16,7 +16,7 @@ jobs: - name: install python3 uses: actions/setup-python@v2 with: - python-version: 3.8.10 + python-version: 3.11 - name: install dependencies run: | python -m pip install --upgrade pip From 5362af17ae9aaa780816d21e51f18f3a1d87e262 Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Fri, 22 Sep 2023 17:29:26 +0100 Subject: [PATCH 08/37] :sparkles: paragraph chunking wip --- src/miade/annotators.py | 63 ++++++++++++++++++++++++++++++++++++++++ src/miade/note.py | 41 +++++++++++++++----------- src/miade/notesection.py | 10 ------- src/miade/paragraph.py | 24 +++++++++++++++ 4 files changed, 111 insertions(+), 27 deletions(-) delete mode 100644 src/miade/notesection.py create mode 100644 src/miade/paragraph.py diff --git a/src/miade/annotators.py b/src/miade/annotators.py index 3adeb4e..028fc01 100644 --- a/src/miade/annotators.py +++ b/src/miade/annotators.py @@ -11,6 +11,7 @@ from .concept import Concept, Category from .note import Note +from .paragraph import ParagraphType from .dosageextractor import DosageExtractor from .utils.miade_cat import MiADE_CAT from .utils.metaannotationstypes import * @@ -150,6 +151,68 @@ def get_concepts(self, note: Note) -> List[Concept]: return concepts + def process_paragraphs(self, note: Note, concepts: List[Concept]) -> List[Concept]: + processed_concepts: List[Concept] = [] + + for paragraph in note.paragraphs: + concept_count = 0 + for concept in concepts: + if concept.start >= paragraph.start and concept.end <= paragraph.end: + # concept is in paragraph + if concept_count > 10: + break + else: + processed_concepts.append(concept) + concept_count += 1 + + if paragraph.type == ParagraphType.prob: + # if problems + for meta in concept.meta: + if meta.name == "relevance" and meta.value == Relevance.IRRELEVANT: + meta.value = Relevance.PRESENT + # if any meds/allergy + if meta.name == "substance_category": + meta.value = SubstanceCategory.IRRELEVANT + elif paragraph.type == ParagraphType.pmh: + # if problems + for meta in concept.meta: + if meta.name == "relevance" and meta.value == Relevance.IRRELEVANT: + meta.value = Relevance.HISTORIC + # if any meds/allergy + if meta.name == "substance_category": + meta.value = SubstanceCategory.IRRELEVANT + elif paragraph.type == ParagraphType.imp: + # if problems + for meta in concept.meta: + if meta.name == "relevance" and meta.value == Relevance.IRRELEVANT: + meta.value = Relevance.PRESENT + # if any meds/allergy + if meta.name == "substance_category": + meta.value = SubstanceCategory.IRRELEVANT + elif paragraph.type == ParagraphType.med: + # if problems + for meta in concept.meta: + if meta.name == "relevance": + meta.value = Relevance.IRRELEVANT + # if any meds/allergy + if meta.name == "substance_category" and meta.value == SubstanceCategory.IRRELEVANT: + meta.value = SubstanceCategory.TAKING + elif paragraph.type == ParagraphType.allergy: + # if problems + for meta in concept.meta: + if meta.name == "relevance": + meta.value = Relevance.IRRELEVANT + elif paragraph.type == ParagraphType.exam or paragraph.type == ParagraphType.ddx or paragraph.type == ParagraphType.plan: + # if problems + for meta in concept.meta: + if meta.name == "relevance": + meta.value = Relevance.IRRELEVANT + # if any meds/allergy + if meta.name == "substance_category": + meta.value = SubstanceCategory.IRRELEVANT + + return processed_concepts + @staticmethod def deduplicate(concepts: List[Concept], record_concepts: Optional[List[Concept]]) -> List[Concept]: if record_concepts is not None: diff --git a/src/miade/note.py b/src/miade/note.py index 360e85a..a9f7afe 100644 --- a/src/miade/note.py +++ b/src/miade/note.py @@ -2,8 +2,7 @@ from typing import List, Optional -from .notesection import NoteSection -from .concept import Category +from .paragraph import Paragraph, ParagraphType class Note(object): @@ -11,23 +10,31 @@ class Note(object): def __init__(self, text: str): self.text = text - self.sections: Optional[List[NoteSection]] = [] + self.paragraphs: Optional[List[Paragraph]] = [] + self.get_paragraphs() - def get_sections(self) -> None: - sections = re.split(r"\n(?=[A-Za-z\s]+:)", self.text) - for text in sections: + def get_paragraphs(self) -> None: + paragraphs = re.split(r"\n\n+", self.text) + start = 0 + + for text in paragraphs: heading, body = text.split(":") - category = None - if re.match(r"allerg(y|ies)", heading.lower()): - category = Category.ALLERGY - elif re.match(r"medications?|mx", heading.lower()): - category = Category.MEDICATION - elif re.match(r"problems?|diagnos(is|ses)", heading.lower()): - category = Category.PROBLEM - - self.sections.append( - NoteSection(heading=heading, body=body, category=category) - ) + paragraph_type = ParagraphType.prose + + end = start + len(text) + paragraph = Paragraph(heading=heading, body=body, type=paragraph_type, start=start, end=end) + start = end + 2 # Account for the two newline characters + + # TODO: insert loading of regex config + if re.search(r"allerg(y|ies)", heading.lower()): + paragraph.type = ParagraphType.allergy + elif re.search(r"medications?|meds", heading.lower()): + paragraph.type = ParagraphType.med + elif re.search(r"problems?|diagnos(is|ses)", heading.lower()): + paragraph.type = ParagraphType.prob + # print(paragraph.__dict__) + + self.paragraphs.append(paragraph) def __str__(self): return self.text diff --git a/src/miade/notesection.py b/src/miade/notesection.py deleted file mode 100644 index c31caac..0000000 --- a/src/miade/notesection.py +++ /dev/null @@ -1,10 +0,0 @@ -from typing import Optional - -from .concept import Category - - -class NoteSection(object): - def __init__(self, heading: str, body: str, category: Optional[Category]): - self.heading = heading - self.body = body - self.category = category diff --git a/src/miade/paragraph.py b/src/miade/paragraph.py new file mode 100644 index 0000000..d7b769d --- /dev/null +++ b/src/miade/paragraph.py @@ -0,0 +1,24 @@ +from typing import Optional +from enum import Enum + + +class ParagraphType(Enum): + prob = 1 + pmh = 2 + imp = 3 + med = 4 + allergy = 5 + history = 6 + exam = 7 + ddx = 8 + plan = 9 + prose = 0 + + +class Paragraph(object): + def __init__(self, heading: str, body: str, type: ParagraphType, start: int, end: int): + self.heading = heading + self.body = body + self.type = type + self.start = start + self.end = end From f9c0109b2db42f70d5cd097511e851a9892292be Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Thu, 28 Sep 2023 16:40:56 +0100 Subject: [PATCH 09/37] Added loading regex config for paragraphs and capping problem concepts to 10 --- src/miade/annotators.py | 104 +++++++--------- src/miade/data/regex_para_chunk.csv | 10 ++ src/miade/metaannotations.py | 6 + src/miade/note.py | 72 +++++++++-- src/miade/paragraph.py | 24 ++-- tests/conftest.py | 187 ++++++++++++++++++++++++++++ tests/test_note.py | 71 +++++++++++ 7 files changed, 395 insertions(+), 79 deletions(-) create mode 100644 src/miade/data/regex_para_chunk.csv create mode 100644 tests/test_note.py diff --git a/src/miade/annotators.py b/src/miade/annotators.py index 028fc01..677f649 100644 --- a/src/miade/annotators.py +++ b/src/miade/annotators.py @@ -150,68 +150,56 @@ def get_concepts(self, note: Note) -> List[Concept]: log.warning(f"Concept skipped: {e}") return concepts - - def process_paragraphs(self, note: Note, concepts: List[Concept]) -> List[Concept]: - processed_concepts: List[Concept] = [] + @staticmethod + def process_paragraphs(note: Note, concepts: List[Concept]) -> List[Concept]: + prob_concepts: List[Concept] = [] for paragraph in note.paragraphs: - concept_count = 0 for concept in concepts: if concept.start >= paragraph.start and concept.end <= paragraph.end: - # concept is in paragraph - if concept_count > 10: - break - else: - processed_concepts.append(concept) - concept_count += 1 - - if paragraph.type == ParagraphType.prob: - # if problems - for meta in concept.meta: - if meta.name == "relevance" and meta.value == Relevance.IRRELEVANT: - meta.value = Relevance.PRESENT - # if any meds/allergy - if meta.name == "substance_category": - meta.value = SubstanceCategory.IRRELEVANT - elif paragraph.type == ParagraphType.pmh: - # if problems - for meta in concept.meta: - if meta.name == "relevance" and meta.value == Relevance.IRRELEVANT: - meta.value = Relevance.HISTORIC - # if any meds/allergy - if meta.name == "substance_category": - meta.value = SubstanceCategory.IRRELEVANT - elif paragraph.type == ParagraphType.imp: - # if problems - for meta in concept.meta: - if meta.name == "relevance" and meta.value == Relevance.IRRELEVANT: - meta.value = Relevance.PRESENT - # if any meds/allergy - if meta.name == "substance_category": - meta.value = SubstanceCategory.IRRELEVANT - elif paragraph.type == ParagraphType.med: - # if problems - for meta in concept.meta: - if meta.name == "relevance": - meta.value = Relevance.IRRELEVANT - # if any meds/allergy - if meta.name == "substance_category" and meta.value == SubstanceCategory.IRRELEVANT: - meta.value = SubstanceCategory.TAKING - elif paragraph.type == ParagraphType.allergy: - # if problems - for meta in concept.meta: - if meta.name == "relevance": - meta.value = Relevance.IRRELEVANT - elif paragraph.type == ParagraphType.exam or paragraph.type == ParagraphType.ddx or paragraph.type == ParagraphType.plan: - # if problems - for meta in concept.meta: - if meta.name == "relevance": - meta.value = Relevance.IRRELEVANT - # if any meds/allergy - if meta.name == "substance_category": - meta.value = SubstanceCategory.IRRELEVANT + if concept.meta is not None: + if paragraph.type == ParagraphType.prob or paragraph.type == ParagraphType.imp: + prob_concepts.append(concept) + # problem is present and allergy is irrelevant + for meta in concept.meta: + if meta.name == "relevance" and meta.value == Relevance.IRRELEVANT: + meta.value = Relevance.PRESENT + if meta.name == "substance_category": + meta.value = SubstanceCategory.IRRELEVANT + elif paragraph.type == ParagraphType.pmh: + prob_concepts.append(concept) + # problem is historic and allergy is irrelevant + for meta in concept.meta: + if meta.name == "relevance" and meta.value == Relevance.IRRELEVANT: + meta.value = Relevance.HISTORIC + if meta.name == "substance_category": + meta.value = SubstanceCategory.IRRELEVANT + elif paragraph.type == ParagraphType.med: + # problem is irrelevant and allergy is taking + for meta in concept.meta: + if meta.name == "relevance": + meta.value = Relevance.IRRELEVANT + if meta.name == "substance_category" and meta.value == SubstanceCategory.IRRELEVANT: + meta.value = SubstanceCategory.TAKING + elif paragraph.type == ParagraphType.allergy: + # problem is irrelevant and allergy is as is + for meta in concept.meta: + if meta.name == "relevance": + meta.value = Relevance.IRRELEVANT + elif paragraph.type == ParagraphType.exam or paragraph.type == ParagraphType.ddx or paragraph.type == ParagraphType.plan: + # problem is irrelevant and allergy is irrelevant + for meta in concept.meta: + if meta.name == "relevance": + meta.value = Relevance.IRRELEVANT + if meta.name == "substance_category": + meta.value = SubstanceCategory.IRRELEVANT + + # if more than 10 concepts in prob or imp or pmh sections, return only those and ignore all other concepts + if len(prob_concepts) > 10: + return prob_concepts + else: + return concepts - return processed_concepts @staticmethod def deduplicate(concepts: List[Concept], record_concepts: Optional[List[Concept]]) -> List[Concept]: @@ -367,6 +355,7 @@ def __call__( record_concepts: Optional[List[Concept]] = None, ): concepts = self.get_concepts(note) + concepts = self.process_paragraphs(note, concepts) concepts = self.postprocess(concepts) concepts = self.deduplicate(concepts, record_concepts) @@ -610,6 +599,7 @@ def __call__( dosage_extractor: Optional[DosageExtractor] = None ): concepts = self.get_concepts(note) + concepts = self.process_paragraphs(note, concepts) concepts = self.postprocess(concepts, note) if dosage_extractor is not None: concepts = self.add_dosages_to_concepts(dosage_extractor, concepts, note) diff --git a/src/miade/data/regex_para_chunk.csv b/src/miade/data/regex_para_chunk.csv new file mode 100644 index 0000000..a553198 --- /dev/null +++ b/src/miade/data/regex_para_chunk.csv @@ -0,0 +1,10 @@ +paragraph,regex +prob,^(prob|probs|problem|problems|diag|diagnosis|diagnoses|issue|issues)( list|) +pmh,^(hx|pmhx|pmh|medical background|past medical history|past med hist) +med,^(home |current |active |outpatient |gp |current outpatient |)(med|meds|medications|drug|drugs|rx) +allergy,^(drug |med |medication |)(allerg|allergies|allergies|allergies and intolerances|intolerances|adverse effects|adverse reactions|adverse reaction risk) +history,^(pc|hpc|presenting complaint|history of presenting complaint|history|hist|synopsis|summary|clinical summary) +exam,^(exam|examination|o/e|o / e|oe) +ddx,^(diff|differential|differential diagnosis|ddx) +imp,^(imp|impression|diagnosis|formulation|diag|dx) +plan,^(plan|recommendations|recommendation|action|actions|goal|goals|advice|decision) diff --git a/src/miade/metaannotations.py b/src/miade/metaannotations.py index a74eeb2..5226f31 100644 --- a/src/miade/metaannotations.py +++ b/src/miade/metaannotations.py @@ -35,3 +35,9 @@ def validate_value(cls, value, values): return value + def __eq__(self, other): + return ( + self.name == other.name + and self.value == other.value + ) + diff --git a/src/miade/note.py b/src/miade/note.py index a9f7afe..e7d27c8 100644 --- a/src/miade/note.py +++ b/src/miade/note.py @@ -1,38 +1,88 @@ import re +import io +import pkgutil +import logging +import pandas as pd -from typing import List, Optional +from typing import List, Optional, Dict from .paragraph import Paragraph, ParagraphType +log = logging.getLogger(__name__) + + +def load_regex_config_mappings(filename: str) -> Dict: + regex_config = pkgutil.get_data(__name__, filename) + data = pd.read_csv(io.BytesIO(regex_config),index_col=0,).squeeze("columns").T.to_dict() + regex_lookup = {} + + for paragraph, regex in data.items(): + paragraph_enum = None + try: + paragraph_enum = ParagraphType(paragraph) + except ValueError as e: + log.warning(e) + + if paragraph_enum is not None: + regex_lookup[paragraph_enum] = regex + + return regex_lookup + + class Note(object): """docstring for Note.""" - def __init__(self, text: str): + def __init__(self, text: str, regex_config_path: str = "./data/regex_para_chunk.csv"): self.text = text + self.raw_text = text + self.regex_config = load_regex_config_mappings(regex_config_path) self.paragraphs: Optional[List[Paragraph]] = [] + + self.clean_text() self.get_paragraphs() + def clean_text(self) -> None: + # Replace all types of spaces with a single normal space, preserving "\n" + self.text = re.sub(r'(?:(?!\n)\s)+', ' ', self.text) + + # Remove all punctuation except full stops, question marks, and line breaks + self.text = re.sub(r'[^\w\s.?\n]', '', self.text) + + # Remove spaces if the entire line (between two line breaks) is just spaces + self.text = re.sub(r'(?<=\n)\s+(?=\n)', '', self.text) + def get_paragraphs(self) -> None: paragraphs = re.split(r"\n\n+", self.text) start = 0 for text in paragraphs: - heading, body = text.split(":") + # Default to prose paragraph_type = ParagraphType.prose + # Use re.search to find everything before first \n + match = re.search(r'^(.*?)(?:\n|$)([\s\S]*)', text) + + # Check if a match is found + if match: + heading = match.group(1) + body = match.group(2) + else: + heading=None + body=text + end = start + len(text) paragraph = Paragraph(heading=heading, body=body, type=paragraph_type, start=start, end=end) start = end + 2 # Account for the two newline characters - # TODO: insert loading of regex config - if re.search(r"allerg(y|ies)", heading.lower()): - paragraph.type = ParagraphType.allergy - elif re.search(r"medications?|meds", heading.lower()): - paragraph.type = ParagraphType.med - elif re.search(r"problems?|diagnos(is|ses)", heading.lower()): - paragraph.type = ParagraphType.prob - # print(paragraph.__dict__) + # Convert the heading to lowercase for case-insensitive matching + if heading: + heading = heading.lower() + # Iterate through the dictionary items and patterns + for paragraph_type, pattern in self.regex_config.items(): + if re.search(pattern, heading): + paragraph.type = paragraph_type + break # Exit the loop if a match is found self.paragraphs.append(paragraph) diff --git a/src/miade/paragraph.py b/src/miade/paragraph.py index d7b769d..85ea727 100644 --- a/src/miade/paragraph.py +++ b/src/miade/paragraph.py @@ -1,18 +1,17 @@ -from typing import Optional from enum import Enum class ParagraphType(Enum): - prob = 1 - pmh = 2 - imp = 3 - med = 4 - allergy = 5 - history = 6 - exam = 7 - ddx = 8 - plan = 9 - prose = 0 + prob = "prob" + pmh = "pmh" + imp = "imp" + med = "med" + allergy = "allergy" + history = "history" + exam = "exam" + ddx = "ddx" + plan = "plan" + prose = "prose" class Paragraph(object): @@ -22,3 +21,6 @@ def __init__(self, heading: str, body: str, type: ParagraphType, start: int, end self.type = type self.start = start self.end = end + + def __str__(self): + return str(self.__dict__) diff --git a/tests/conftest.py b/tests/conftest.py index bcb3296..7ebc744 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -46,6 +46,193 @@ def test_duplicated_note() -> Note: "paracetamol 500mg oral tablets. decrease paracetamol 500mg oral tablets dosage." ) +@pytest.fixture(scope="function") +def test_clean_and_paragraphing_note() -> Note: + return Note(""" + This is an example of text with various types of spaces: +\tTabs, \u00A0Non-breaking spaces, \u2003Em spaces, \u2002En spaces. +Some lines may contain only punctuation and spaces, like this: + !? ... - -- ??? + \n +But others may have meaningful content. Detecting ?=suspected in this sentence. + +Test Paragraph Chunking: +some prose here +Penicillin + +PMH: +Penicillin +Penicillin + +Current meds: +Penicillin 500mg tablets 2 tabs qds prn +Penicillin + +Allergies: +Penicillin - rash +Penicillin + +Problems: +Penicillin +Penicillin + +Plan +Penicillin +Penicillin + +imp:: +Penicillin + """) + +@pytest.fixture(scope="function") +def test_paragraph_chunking_concepts() -> List[Concept]: + return [ + # prose + Concept( + id="764146007", + name="Penicillin", + category=Category.PROBLEM, + negex=False, + start=300, + end=310, + meta_anns=[ + MetaAnnotations(name="presence", value=Presence.CONFIRMED), + MetaAnnotations(name="relevance", value=Relevance.PRESENT), + ], + ), + # pmh + Concept( + id="764146007", + name="Penicillin", + category=Category.PROBLEM, + negex=False, + start=316, + end=326, + meta_anns=[ + MetaAnnotations(name="presence", value=Presence.CONFIRMED), + MetaAnnotations(name="relevance", value=Relevance.IRRELEVANT), + ], + ), + Concept( + id="764146007", + name="Penicillin", + category=Category.MEDICATION, + negex=False, + start=327, + end=337, + meta_anns=[ + MetaAnnotations(name="substance_category", value=SubstanceCategory.TAKING), + ], + ), + # meds + Concept( + id="764146007", + name="Penicillin", + category=Category.MEDICATION, + negex=False, + start=352, + end=362, + meta_anns=[ + MetaAnnotations(name="substance_category", value=SubstanceCategory.IRRELEVANT), + ], + ), + Concept( + id="764146007", + name="Penicillin", + category=Category.PROBLEM, + negex=False, + start=392, + end=402, + meta_anns=[ + MetaAnnotations(name="presence", value=Presence.CONFIRMED), + MetaAnnotations(name="relevance", value=Relevance.PRESENT), + ], + ), + # allergies + Concept( + id="764146007", + name="Penicillin", + category=Category.PROBLEM, + negex=False, + start=414, + end=424, + meta_anns=[ + MetaAnnotations(name="presence", value=Presence.CONFIRMED), + MetaAnnotations(name="relevance", value=Relevance.PRESENT), + ], + ), + Concept( + id="764146007", + name="Penicillin", + category=Category.MEDICATION, + negex=False, + start=431, + end=441, + meta_anns=[ + MetaAnnotations(name="substance_category", value=SubstanceCategory.ADVERSE_REACTION), + ], + ), + # probs + Concept( + id="764146007", + name="Penicillin", + category=Category.PROBLEM, + negex=False, + start=452, + end=462, + meta_anns=[ + MetaAnnotations(name="presence", value=Presence.CONFIRMED), + MetaAnnotations(name="relevance", value=Relevance.IRRELEVANT), + ], + ), + Concept( + id="764146007", + name="Penicillin", + category=Category.MEDICATION, + negex=False, + start=463, + end=473, + meta_anns=[ + MetaAnnotations(name="substance_category", value=SubstanceCategory.ADVERSE_REACTION), + ], + ), + # plan + Concept( + id="764146007", + name="Penicillin", + category=Category.PROBLEM, + negex=False, + start=479, + end=489, + meta_anns=[ + MetaAnnotations(name="presence", value=Presence.CONFIRMED), + MetaAnnotations(name="relevance", value=Relevance.PRESENT), + ], + ), + Concept( + id="764146007", + name="Penicillin", + category=Category.MEDICATION, + negex=False, + start=490, + end=500, + meta_anns=[ + MetaAnnotations(name="substance_category", value=SubstanceCategory.ADVERSE_REACTION), + ], + ), + # imp + Concept( + id="764146007", + name="Penicillin", + category=Category.MEDICATION, + negex=False, + start=507, + end=517, + meta_anns=[ + MetaAnnotations(name="substance_category", value=SubstanceCategory.ADVERSE_REACTION), + ], + ), + ] @pytest.fixture(scope="function") def temp_dir() -> Path: diff --git a/tests/test_note.py b/tests/test_note.py new file mode 100644 index 0000000..4901db0 --- /dev/null +++ b/tests/test_note.py @@ -0,0 +1,71 @@ +from miade.core import NoteProcessor +from miade.metaannotations import MetaAnnotations +from miade.utils.metaannotationstypes import * + +def test_note(model_directory_path, test_clean_and_paragraphing_note, test_paragraph_chunking_concepts): + + processor = NoteProcessor(model_directory_path) + + processor.add_annotator("problems", use_negex=True) + processor.add_annotator("meds/allergies") + + # concepts = processor.process(test_clean_and_paragraphing_note) + for paragraph in test_clean_and_paragraphing_note.paragraphs: + # TODO: write test case + print(paragraph) + + concepts = processor.annotators[0].process_paragraphs( + test_clean_and_paragraphing_note, + test_paragraph_chunking_concepts + ) + # prose + assert concepts[0].meta == [ + MetaAnnotations(name="presence", value=Presence.CONFIRMED), + MetaAnnotations(name="relevance", value=Relevance.PRESENT), + ] + # pmh + assert concepts[1].meta == [ + MetaAnnotations(name="presence", value=Presence.CONFIRMED), + MetaAnnotations(name="relevance", value=Relevance.HISTORIC), + ] + assert concepts[2].meta == [ + MetaAnnotations(name="substance_category", value=SubstanceCategory.IRRELEVANT), + ] + # meds + assert concepts[3].meta == [ + MetaAnnotations(name="substance_category", value=SubstanceCategory.TAKING), + ] + assert concepts[4].meta == [ + MetaAnnotations(name="presence", value=Presence.CONFIRMED), + MetaAnnotations(name="relevance", value=Relevance.IRRELEVANT), + ] + # allergies + assert concepts[5].meta == [ + MetaAnnotations(name="presence", value=Presence.CONFIRMED), + MetaAnnotations(name="relevance", value=Relevance.IRRELEVANT), + ] + assert concepts[6].meta == [ + MetaAnnotations(name="substance_category", value=SubstanceCategory.ADVERSE_REACTION), + ] + # probs + assert concepts[7].meta == [ + MetaAnnotations(name="presence", value=Presence.CONFIRMED), + MetaAnnotations(name="relevance", value=Relevance.PRESENT), + ] + assert concepts[8].meta == [ + MetaAnnotations(name="substance_category", value=SubstanceCategory.IRRELEVANT), + ] + # plan + assert concepts[9].meta == [ + MetaAnnotations(name="presence", value=Presence.CONFIRMED), + MetaAnnotations(name="relevance", value=Relevance.IRRELEVANT), + ] + assert concepts[10].meta == [ + MetaAnnotations(name="substance_category", value=SubstanceCategory.IRRELEVANT), + ] + # imp + assert concepts[11].meta == [ + MetaAnnotations(name="substance_category", value=SubstanceCategory.IRRELEVANT), + ] + # for concept in concepts: + # print(concept) From bc5c973e7b393e0fd010a757afc2a8abad1601bb Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Fri, 29 Sep 2023 13:16:31 +0100 Subject: [PATCH 10/37] Keep n dash between numbers, update tests --- src/miade/annotators.py | 3 +++ src/miade/note.py | 14 ++++++++---- src/miade/paragraph.py | 7 ++++++ tests/conftest.py | 48 ++++++++++++++++++++--------------------- tests/test_note.py | 26 +++++++++++++++++----- 5 files changed, 65 insertions(+), 33 deletions(-) diff --git a/src/miade/annotators.py b/src/miade/annotators.py index 677f649..cd18dc3 100644 --- a/src/miade/annotators.py +++ b/src/miade/annotators.py @@ -194,6 +194,9 @@ def process_paragraphs(note: Note, concepts: List[Concept]) -> List[Concept]: if meta.name == "substance_category": meta.value = SubstanceCategory.IRRELEVANT + + # print(len(prob_concepts)) + # if more than 10 concepts in prob or imp or pmh sections, return only those and ignore all other concepts if len(prob_concepts) > 10: return prob_concepts diff --git a/src/miade/note.py b/src/miade/note.py index e7d27c8..9cd0a95 100644 --- a/src/miade/note.py +++ b/src/miade/note.py @@ -46,8 +46,11 @@ def clean_text(self) -> None: # Replace all types of spaces with a single normal space, preserving "\n" self.text = re.sub(r'(?:(?!\n)\s)+', ' ', self.text) - # Remove all punctuation except full stops, question marks, and line breaks - self.text = re.sub(r'[^\w\s.?\n]', '', self.text) + # Remove en dashes that are not between two numbers + self.text = re.sub(r'(? None: if match: heading = match.group(1) body = match.group(2) + if body == "": + body = heading + heading = "" else: - heading=None - body=text + heading = "" + body = text end = start + len(text) paragraph = Paragraph(heading=heading, body=body, type=paragraph_type, start=start, end=end) diff --git a/src/miade/paragraph.py b/src/miade/paragraph.py index 85ea727..b134d04 100644 --- a/src/miade/paragraph.py +++ b/src/miade/paragraph.py @@ -24,3 +24,10 @@ def __init__(self, heading: str, body: str, type: ParagraphType, start: int, end def __str__(self): return str(self.__dict__) + + def __eq__(self, other): + return ( + self.type == other.type + and self.start == other.start + and self.end == other.end + ) diff --git a/tests/conftest.py b/tests/conftest.py index 7ebc744..0bd7682 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -93,8 +93,8 @@ def test_paragraph_chunking_concepts() -> List[Concept]: name="Penicillin", category=Category.PROBLEM, negex=False, - start=300, - end=310, + start=304, + end=314, meta_anns=[ MetaAnnotations(name="presence", value=Presence.CONFIRMED), MetaAnnotations(name="relevance", value=Relevance.PRESENT), @@ -106,8 +106,8 @@ def test_paragraph_chunking_concepts() -> List[Concept]: name="Penicillin", category=Category.PROBLEM, negex=False, - start=316, - end=326, + start=320, + end=330, meta_anns=[ MetaAnnotations(name="presence", value=Presence.CONFIRMED), MetaAnnotations(name="relevance", value=Relevance.IRRELEVANT), @@ -118,8 +118,8 @@ def test_paragraph_chunking_concepts() -> List[Concept]: name="Penicillin", category=Category.MEDICATION, negex=False, - start=327, - end=337, + start=331, + end=341, meta_anns=[ MetaAnnotations(name="substance_category", value=SubstanceCategory.TAKING), ], @@ -130,8 +130,8 @@ def test_paragraph_chunking_concepts() -> List[Concept]: name="Penicillin", category=Category.MEDICATION, negex=False, - start=352, - end=362, + start=356, + end=366, meta_anns=[ MetaAnnotations(name="substance_category", value=SubstanceCategory.IRRELEVANT), ], @@ -141,8 +141,8 @@ def test_paragraph_chunking_concepts() -> List[Concept]: name="Penicillin", category=Category.PROBLEM, negex=False, - start=392, - end=402, + start=396, + end=406, meta_anns=[ MetaAnnotations(name="presence", value=Presence.CONFIRMED), MetaAnnotations(name="relevance", value=Relevance.PRESENT), @@ -154,8 +154,8 @@ def test_paragraph_chunking_concepts() -> List[Concept]: name="Penicillin", category=Category.PROBLEM, negex=False, - start=414, - end=424, + start=418, + end=428, meta_anns=[ MetaAnnotations(name="presence", value=Presence.CONFIRMED), MetaAnnotations(name="relevance", value=Relevance.PRESENT), @@ -166,8 +166,8 @@ def test_paragraph_chunking_concepts() -> List[Concept]: name="Penicillin", category=Category.MEDICATION, negex=False, - start=431, - end=441, + start=435, + end=445, meta_anns=[ MetaAnnotations(name="substance_category", value=SubstanceCategory.ADVERSE_REACTION), ], @@ -178,8 +178,8 @@ def test_paragraph_chunking_concepts() -> List[Concept]: name="Penicillin", category=Category.PROBLEM, negex=False, - start=452, - end=462, + start=456, + end=466, meta_anns=[ MetaAnnotations(name="presence", value=Presence.CONFIRMED), MetaAnnotations(name="relevance", value=Relevance.IRRELEVANT), @@ -190,8 +190,8 @@ def test_paragraph_chunking_concepts() -> List[Concept]: name="Penicillin", category=Category.MEDICATION, negex=False, - start=463, - end=473, + start=467, + end=477, meta_anns=[ MetaAnnotations(name="substance_category", value=SubstanceCategory.ADVERSE_REACTION), ], @@ -202,8 +202,8 @@ def test_paragraph_chunking_concepts() -> List[Concept]: name="Penicillin", category=Category.PROBLEM, negex=False, - start=479, - end=489, + start=484, + end=494, meta_anns=[ MetaAnnotations(name="presence", value=Presence.CONFIRMED), MetaAnnotations(name="relevance", value=Relevance.PRESENT), @@ -214,8 +214,8 @@ def test_paragraph_chunking_concepts() -> List[Concept]: name="Penicillin", category=Category.MEDICATION, negex=False, - start=490, - end=500, + start=495, + end=505, meta_anns=[ MetaAnnotations(name="substance_category", value=SubstanceCategory.ADVERSE_REACTION), ], @@ -226,8 +226,8 @@ def test_paragraph_chunking_concepts() -> List[Concept]: name="Penicillin", category=Category.MEDICATION, negex=False, - start=507, - end=517, + start=511, + end=521, meta_anns=[ MetaAnnotations(name="substance_category", value=SubstanceCategory.ADVERSE_REACTION), ], diff --git a/tests/test_note.py b/tests/test_note.py index 4901db0..8395d1b 100644 --- a/tests/test_note.py +++ b/tests/test_note.py @@ -1,18 +1,30 @@ from miade.core import NoteProcessor +from miade.paragraph import Paragraph, ParagraphType from miade.metaannotations import MetaAnnotations + from miade.utils.metaannotationstypes import * def test_note(model_directory_path, test_clean_and_paragraphing_note, test_paragraph_chunking_concepts): processor = NoteProcessor(model_directory_path) - processor.add_annotator("problems", use_negex=True) + # processor.add_annotator("problems", use_negex=True) processor.add_annotator("meds/allergies") - # concepts = processor.process(test_clean_and_paragraphing_note) - for paragraph in test_clean_and_paragraphing_note.paragraphs: - # TODO: write test case - print(paragraph) + # for paragraph in test_clean_and_paragraphing_note.paragraphs: + # print(paragraph) + + assert test_clean_and_paragraphing_note.paragraphs == [ + Paragraph(heading="", body="", type=ParagraphType.prose, start=0, end=182), + Paragraph(heading="", body="", type=ParagraphType.prose, start=184, end=262), + Paragraph(heading="", body="", type=ParagraphType.prose, start=264, end=314), + Paragraph(heading="", body="", type=ParagraphType.pmh, start=316, end=341), + Paragraph(heading="", body="", type=ParagraphType.med, start=343, end=406), + Paragraph(heading="", body="", type=ParagraphType.allergy, start=408, end=445), + Paragraph(heading="", body="", type=ParagraphType.prob, start=447, end=477), + Paragraph(heading="", body="", type=ParagraphType.plan, start=479, end=505), + Paragraph(heading="", body="", type=ParagraphType.imp, start=507, end=523), + ] concepts = processor.annotators[0].process_paragraphs( test_clean_and_paragraphing_note, @@ -69,3 +81,7 @@ def test_note(model_directory_path, test_clean_and_paragraphing_note, test_parag ] # for concept in concepts: # print(concept) + +def test_long_problem_list(): + # TODO + pass \ No newline at end of file From 06adfdece66c78ba27a056d505693f94151d77c3 Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Fri, 29 Sep 2023 14:29:11 +0100 Subject: [PATCH 11/37] :white_check_mark: --- tests/test_annotator.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/tests/test_annotator.py b/tests/test_annotator.py index 14589b1..2cfb524 100644 --- a/tests/test_annotator.py +++ b/tests/test_annotator.py @@ -162,19 +162,19 @@ def test_allergy_annotator(test_meds_algy_medcat_model, test_substance_concepts_ # print([concept.__str__() for concept in concepts]) assert concepts == [ - Concept(id="102263004", name="Eggs (converted)", category=Category.ALLERGY), - Concept(id="767270007", name="Penicillin (converted)", category=Category.ALLERGY), + Concept(id="102263004", name="Eggs", category=Category.ALLERGY), + Concept(id="767270007", name="Penicillin", category=Category.ALLERGY), Concept(id="7336002", name="Paracetamol", category=Category.MEDICATION), ] assert concepts[0].linked_concepts == [ Concept(id="235719002", name="Food Intolerance", category=Category.ALLERGY_TYPE), Concept(id="L", name="Low", category=Category.SEVERITY), - Concept(id="419076005", name="Rash (converted)", category=Category.REACTION), + Concept(id="419076005", name="Rash", category=Category.REACTION), ] assert concepts[1].linked_concepts == [ Concept(id="416098002", name="Drug Allergy", category=Category.ALLERGY_TYPE), Concept(id="M", name="Moderate", category=Category.SEVERITY), - Concept(id="419076005", name="Nausea (converted)", category=Category.REACTION), + Concept(id="419076005", name="Nausea", category=Category.REACTION), ] assert concepts[2].linked_concepts == [] From f0acfec99883fa5215281e6fadbbd380bceb29d3 Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Mon, 2 Oct 2023 17:55:32 +0100 Subject: [PATCH 12/37] :bug::loud_sound: Fixed negex bug and added logs for paragrapher --- src/miade/annotators.py | 36 +++++++++++++++++++++++++++++++++--- src/miade/concept.py | 4 ++-- 2 files changed, 35 insertions(+), 5 deletions(-) diff --git a/src/miade/annotators.py b/src/miade/annotators.py index cd18dc3..5b3bb2f 100644 --- a/src/miade/annotators.py +++ b/src/miade/annotators.py @@ -135,6 +135,7 @@ class Annotator: def __init__(self, cat: MiADE_CAT): self.cat = cat self.concept_types = [] + self.pipeline = [] def add_negex_pipeline(self) -> None: self.cat.pipe.spacy_nlp.add_pipe("sentencizer") @@ -157,41 +158,69 @@ def process_paragraphs(note: Note, concepts: List[Concept]) -> List[Concept]: for paragraph in note.paragraphs: for concept in concepts: if concept.start >= paragraph.start and concept.end <= paragraph.end: + # log.debug(f"({concept.name} | {concept.id}) is in {paragraph.type}") if concept.meta is not None: if paragraph.type == ParagraphType.prob or paragraph.type == ParagraphType.imp: prob_concepts.append(concept) # problem is present and allergy is irrelevant for meta in concept.meta: if meta.name == "relevance" and meta.value == Relevance.IRRELEVANT: + log.debug(f"Converted {meta.value} to " + f"{Relevance.PRESENT} for concept ({concept.name} | {concept.id}) " + f"because paragraph is {paragraph.type}") meta.value = Relevance.PRESENT if meta.name == "substance_category": + log.debug(f"Converted {meta.value} to " + f"{SubstanceCategory.IRRELEVANT} for concept ({concept.name} | {concept.id}) " + f"because paragraph is {paragraph.type}") meta.value = SubstanceCategory.IRRELEVANT elif paragraph.type == ParagraphType.pmh: prob_concepts.append(concept) # problem is historic and allergy is irrelevant for meta in concept.meta: if meta.name == "relevance" and meta.value == Relevance.IRRELEVANT: + log.debug(f"Converted {meta.value} to " + f"{Relevance.HISTORIC} for concept ({concept.name} | {concept.id}) " + f"because paragraph is {paragraph.type}") meta.value = Relevance.HISTORIC if meta.name == "substance_category": + log.debug(f"Converted {meta.value} to " + f"{SubstanceCategory.IRRELEVANT} for concept ({concept.name} | {concept.id}) " + f"because paragraph is {paragraph.type}") meta.value = SubstanceCategory.IRRELEVANT elif paragraph.type == ParagraphType.med: # problem is irrelevant and allergy is taking for meta in concept.meta: if meta.name == "relevance": + log.debug(f"Converted {meta.value} to " + f"{Relevance.IRRELEVANT} for concept ({concept.name} | {concept.id}) " + f"because paragraph is {paragraph.type}") meta.value = Relevance.IRRELEVANT if meta.name == "substance_category" and meta.value == SubstanceCategory.IRRELEVANT: + log.debug(f"Converted {meta.value} to " + f"{SubstanceCategory.TAKING} for concept ({concept.name} | {concept.id}) " + f"because paragraph is {paragraph.type}") meta.value = SubstanceCategory.TAKING elif paragraph.type == ParagraphType.allergy: # problem is irrelevant and allergy is as is for meta in concept.meta: if meta.name == "relevance": + log.debug(f"Converted {meta.value} to " + f"{Relevance.IRRELEVANT} for concept ({concept.name} | {concept.id}) " + f"because paragraph is {paragraph.type}") meta.value = Relevance.IRRELEVANT elif paragraph.type == ParagraphType.exam or paragraph.type == ParagraphType.ddx or paragraph.type == ParagraphType.plan: # problem is irrelevant and allergy is irrelevant for meta in concept.meta: if meta.name == "relevance": + log.debug(f"Converted {meta.value} to " + f"{Relevance.IRRELEVANT} for concept ({concept.name} | {concept.id}) " + f"because paragraph is {paragraph.type}") meta.value = Relevance.IRRELEVANT if meta.name == "substance_category": + log.debug(f"Converted {meta.value} to " + f"{SubstanceCategory.IRRELEVANT} for concept ({concept.name} | {concept.id}) " + f"because paragraph is {paragraph.type}") meta.value = SubstanceCategory.IRRELEVANT @@ -199,6 +228,8 @@ def process_paragraphs(note: Note, concepts: List[Concept]) -> List[Concept]: # if more than 10 concepts in prob or imp or pmh sections, return only those and ignore all other concepts if len(prob_concepts) > 10: + log.debug(f"Ignoring concepts elsewhere in the document because total prob " + f"concepts in prob, imp, pmh sections exceed 10: {len(prob_concepts)}") return prob_concepts else: return concepts @@ -273,13 +304,12 @@ def __init__(self, cat: MiADE_CAT): def _process_meta_annotations(self, concept: Concept) -> Optional[Concept]: # Add, convert, or ignore concepts - negex = hasattr(concept, "negex") meta_ann_values = [meta_ann.value for meta_ann in concept.meta] if concept.meta is not None else [] convert = False tag = "" # only get meta model results if negex is false - if negex: + if concept.negex is not None: if concept.negex: convert = self.negated_lookup.get(int(concept.id), False) tag = " (negated)" @@ -309,7 +339,7 @@ def _process_meta_annotations(self, concept: Concept) -> Optional[Concept]: log.debug( f"Filtered concept ({concept.id} | {concept.name}): negation (negex) with no conversion match") return None - if not negex and Presence.NEGATED in meta_ann_values: + if concept.negex is None and Presence.NEGATED in meta_ann_values: log.debug( f"Filtered concept ({concept.id} | {concept.name}): negation (meta model) with no conversion match") return None diff --git a/src/miade/concept.py b/src/miade/concept.py index 83afbc6..7577918 100644 --- a/src/miade/concept.py +++ b/src/miade/concept.py @@ -27,7 +27,7 @@ def __init__( end: Optional[int] = None, dosage: Optional[Dosage] = None, linked_concepts: Optional[List[Concept]] = None, - negex: Optional[bool] = False, + negex: Optional[bool] = None, meta_anns: Optional[List[MetaAnnotations]] = None, debug_dict: Optional[Dict] = None, ): @@ -60,7 +60,7 @@ def from_entity(cls, entity: [Dict]): category=None, start=entity["start"], end=entity["end"], - negex=entity["negex"] if "negex" in entity else False, + negex=entity["negex"] if "negex" in entity else None, meta_anns=meta_anns, ) From f4708f4aec0c0900ad220537dd34cfcb4f4cd31a Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Wed, 4 Oct 2023 11:08:42 +0100 Subject: [PATCH 13/37] :loud_sound: Log message adjustments to make it more readable --- src/miade/annotators.py | 95 +++++++++++++++++++++--------------- src/miade/core.py | 17 ++++--- src/miade/dosageextractor.py | 3 -- src/miade/utils/logger.py | 2 +- 4 files changed, 66 insertions(+), 51 deletions(-) diff --git a/src/miade/annotators.py b/src/miade/annotators.py index 5b3bb2f..83fedff 100644 --- a/src/miade/annotators.py +++ b/src/miade/annotators.py @@ -147,6 +147,7 @@ def get_concepts(self, note: Note) -> List[Concept]: for entity in self.cat.get_entities(note)["entities"].values(): try: concepts.append(Concept.from_entity(entity)) + log.debug(f"Detected concept ({concepts[-1].id} | {concepts[-1].name})") except ValueError as e: log.warning(f"Concept skipped: {e}") @@ -166,13 +167,13 @@ def process_paragraphs(note: Note, concepts: List[Concept]) -> List[Concept]: for meta in concept.meta: if meta.name == "relevance" and meta.value == Relevance.IRRELEVANT: log.debug(f"Converted {meta.value} to " - f"{Relevance.PRESENT} for concept ({concept.name} | {concept.id}) " - f"because paragraph is {paragraph.type}") + f"{Relevance.PRESENT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}") meta.value = Relevance.PRESENT if meta.name == "substance_category": log.debug(f"Converted {meta.value} to " - f"{SubstanceCategory.IRRELEVANT} for concept ({concept.name} | {concept.id}) " - f"because paragraph is {paragraph.type}") + f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}") meta.value = SubstanceCategory.IRRELEVANT elif paragraph.type == ParagraphType.pmh: prob_concepts.append(concept) @@ -180,47 +181,47 @@ def process_paragraphs(note: Note, concepts: List[Concept]) -> List[Concept]: for meta in concept.meta: if meta.name == "relevance" and meta.value == Relevance.IRRELEVANT: log.debug(f"Converted {meta.value} to " - f"{Relevance.HISTORIC} for concept ({concept.name} | {concept.id}) " - f"because paragraph is {paragraph.type}") + f"{Relevance.HISTORIC} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}") meta.value = Relevance.HISTORIC if meta.name == "substance_category": log.debug(f"Converted {meta.value} to " - f"{SubstanceCategory.IRRELEVANT} for concept ({concept.name} | {concept.id}) " - f"because paragraph is {paragraph.type}") + f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}") meta.value = SubstanceCategory.IRRELEVANT elif paragraph.type == ParagraphType.med: # problem is irrelevant and allergy is taking for meta in concept.meta: if meta.name == "relevance": log.debug(f"Converted {meta.value} to " - f"{Relevance.IRRELEVANT} for concept ({concept.name} | {concept.id}) " - f"because paragraph is {paragraph.type}") + f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}") meta.value = Relevance.IRRELEVANT if meta.name == "substance_category" and meta.value == SubstanceCategory.IRRELEVANT: log.debug(f"Converted {meta.value} to " - f"{SubstanceCategory.TAKING} for concept ({concept.name} | {concept.id}) " - f"because paragraph is {paragraph.type}") + f"{SubstanceCategory.TAKING} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}") meta.value = SubstanceCategory.TAKING elif paragraph.type == ParagraphType.allergy: # problem is irrelevant and allergy is as is for meta in concept.meta: if meta.name == "relevance": log.debug(f"Converted {meta.value} to " - f"{Relevance.IRRELEVANT} for concept ({concept.name} | {concept.id}) " - f"because paragraph is {paragraph.type}") + f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}") meta.value = Relevance.IRRELEVANT elif paragraph.type == ParagraphType.exam or paragraph.type == ParagraphType.ddx or paragraph.type == ParagraphType.plan: # problem is irrelevant and allergy is irrelevant for meta in concept.meta: if meta.name == "relevance": log.debug(f"Converted {meta.value} to " - f"{Relevance.IRRELEVANT} for concept ({concept.name} | {concept.id}) " - f"because paragraph is {paragraph.type}") + f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}") meta.value = Relevance.IRRELEVANT if meta.name == "substance_category": log.debug(f"Converted {meta.value} to " - f"{SubstanceCategory.IRRELEVANT} for concept ({concept.name} | {concept.id}) " - f"because paragraph is {paragraph.type}") + f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}") meta.value = SubstanceCategory.IRRELEVANT @@ -249,7 +250,7 @@ def deduplicate(concepts: List[Concept], record_concepts: Optional[List[Concept] # Filter concepts that are in record or exist in concept list for concept in concepts: if concept.id in record_ids or concept.id in existing_ids: - log.debug(f"Filtered concept ({concept.id} | {concept.name}): concept id exists in record") + log.debug(f"Removed concept ({concept.id} | {concept.name}): concept id exists in record") else: filtered_concepts.append(concept) existing_ids[concept.id] = None @@ -280,7 +281,9 @@ def add_dosages_to_concepts( if len(dosage_string.split()) > 2: concept.dosage = dosage_extractor(dosage_string) concept.category = Category.MEDICATION if concept.dosage is not None else None - # print(concept.dosage) + if concept.dosage is not None: + log.debug(f"Extracted dosage for medication concept " + f"({concept.id} | {concept.name}): {concept.dosage.text} {concept.dosage.dose}") return concepts @@ -331,26 +334,32 @@ def _process_meta_annotations(self, concept: Concept) -> Optional[Concept]: tag = " (historic)" if convert: - log.debug(f"Converted concept ({concept.id} | {concept.name}) to ({str(convert)} | {concept.name + tag})") + if tag == " (negated)" and concept.negex: + log.debug( + f"Converted concept ({concept.id} | {concept.name}) to ({str(convert)} | {concept.name + tag}): " + f"negation detected by negex") + else: + log.debug(f"Converted concept ({concept.id} | {concept.name}) to ({str(convert)} | {concept.name + tag}):" + f"detected by meta model") concept.id = str(convert) concept.name += tag else: if concept.negex: log.debug( - f"Filtered concept ({concept.id} | {concept.name}): negation (negex) with no conversion match") + f"Removed concept ({concept.id} | {concept.name}): negation (negex) with no conversion match") return None if concept.negex is None and Presence.NEGATED in meta_ann_values: log.debug( - f"Filtered concept ({concept.id} | {concept.name}): negation (meta model) with no conversion match") + f"Removed concept ({concept.id} | {concept.name}): negation (meta model) with no conversion match") return None if Presence.SUSPECTED in meta_ann_values: - log.debug(f"Filtered concept ({concept.id} | {concept.name}): suspected with no conversion match") + log.debug(f"Removed concept ({concept.id} | {concept.name}): suspected with no conversion match") return None if Relevance.IRRELEVANT in meta_ann_values: - log.debug(f"Filtered concept ({concept.id} | {concept.name}): irrelevant concept") + log.debug(f"Removed concept ({concept.id} | {concept.name}): irrelevant concept") return None if Relevance.HISTORIC in meta_ann_values: - log.debug(f"Filtered concept ({concept.id} | {concept.name}): historic with no conversion match") + log.debug(f"Removed concept ({concept.id} | {concept.name}): historic with no conversion match") return None concept.category = Category.PROBLEM @@ -361,7 +370,7 @@ def _is_blacklist(self, concept): # filtering blacklist if int(concept.id) in self.filtering_blacklist.values: log.debug( - f"Filtered concept ({concept.id} | {concept.name}): concept in problems blacklist" + f"Removed concept ({concept.id} | {concept.name}): concept in problems blacklist" ) return True return False @@ -419,16 +428,17 @@ def _validate_and_convert_substance(self, concept) -> bool: if lookup_result is not None: tag = " (converted)" log.debug(f"Converted concept ({concept.id} | {concept.name}) to " - f"({lookup_result['subsetId']} | {concept.name + tag})") + f"({lookup_result['subsetId']} | {concept.name + tag}): valid Epic allergen subset") concept.id = str(lookup_result["subsetId"]) concept.name += tag # then check the allergen type from lookup result - e.g. drug, food try: concept.category = AllergenType(str(lookup_result['allergenType']).lower()) - log.debug(f"Allergen type is {concept.category.name}") + log.debug(f"Assigned substance concept ({concept.id} | {concept.name}) " + f"to allergen type category {concept.category}") except ValueError as e: - log.warning(f"Allergen type not found: {e}") + log.warning(f"Allergen type not found for {concept.__str__()}: {e}") return True else: @@ -441,13 +451,13 @@ def _validate_and_convert_reaction(self, concept) -> bool: if lookup_result is not None: tag = " (converted)" log.debug(f"Converted concept ({concept.id} | {concept.name}) to " - f"({lookup_result} | {concept.name + tag})") + f"({lookup_result} | {concept.name + tag}): valid Epic reaction subset") concept.id = str(lookup_result) concept.name += tag return True else: - log.warning(f"Reaction not found in subset conversion for concept {concept.__str__()}") + log.warning(f"Reaction not found in Epic subset conversion for concept {concept.__str__()}") return False def _validate_and_convert_concepts(self, concept: Concept) -> Concept: @@ -489,10 +499,11 @@ def _link_reactions_to_allergens(concept_list: List[Concept], note: Note, link_d elif ReactionPos.AFTER_SUBSTANCE in meta_ann_values and allergy_concept.start > reaction_concept.start: continue else: - log.debug(f"Checking distance between {reaction_concept.name}, {allergy_concept.name}") distance = calculate_word_distance(reaction_concept.start, reaction_concept.end, allergy_concept.start, allergy_concept.end, note) + log.debug(f"Calculated distance between reaction {reaction_concept.name} " + f"and allergen {allergy_concept.name}: {distance}") if distance == -1: log.warning(f"Indices for {reaction_concept.name} or {allergy_concept.name} invalid: " f"({reaction_concept.start}, {reaction_concept.end})" @@ -504,8 +515,9 @@ def _link_reactions_to_allergens(concept_list: List[Concept], note: Note, link_d nearest_allergy_concept = allergy_concept if nearest_allergy_concept is not None: - log.debug(f"Linking reaction {reaction_concept.name} to {nearest_allergy_concept.name}") nearest_allergy_concept.linked_concepts.append(reaction_concept) + log.debug(f"Linked reaction concept {reaction_concept.name} to " + f"allergen concept {nearest_allergy_concept.name}") # Remove the linked REACTION concepts from the main list updated_concept_list = [concept for concept in concept_list if concept.category != Category.REACTION] @@ -527,6 +539,9 @@ def _convert_allergy_severity_to_code(concept: Concept) -> bool: log.warning(f"No severity annotation associated with ({concept.id} | {concept.name})") return False + log.debug(f"Linked severity concept ({concept.linked_concepts[-1].id} | {concept.linked_concepts[-1].name}) " + f"to allergen concept ({concept.id} | {concept.name}): valid meta model output") + return True def _convert_allergy_type_to_code(self, concept: Concept) -> bool: @@ -545,10 +560,11 @@ def _convert_allergy_type_to_code(self, concept: Concept) -> bool: # add resulting allergy type concept as to linked_concept if allergy_type_lookup_result is not None: - log.debug(f"Adding allergy type ({allergy_type_lookup_result[0]} | {allergy_type_lookup_result[1]})") concept.linked_concepts.append(Concept(id=str(allergy_type_lookup_result[0]), name=allergy_type_lookup_result[1], category=Category.ALLERGY_TYPE)) + log.debug(f"Linked allergytype concept ({allergy_type_lookup_result[0]} | {allergy_type_lookup_result[1]})" + f" to allergen concept ({concept.id} | {concept.name}): valid meta model output + allergytype lookup") else: log.warning(f"Allergen and adverse reaction type combination not found: {lookup_combination}") @@ -597,8 +613,9 @@ def convert_VTM_to_VMP_or_text(self, concepts: List[Concept]) -> List[Concept]: vmp_id = merged_df.at[index, 'vmpId'] if not pd.isna(vmp_id): log.debug( - f"Converted ({concept.id} | {concept.name}) with dose " - f"{int(concept.dosage.dose.value)} {concept.dosage.dose.unit} to {int(vmp_id)}") + f"Converted ({concept.id} | {concept.name}) to " + f"({int(vmp_id)} | {concept.name + ' ' + str(int(concept.dosage.dose.value)) + concept.dosage.dose.unit} " + f"tablets): valid extracted dosage + VMP lookup") concept.id = str(int(vmp_id)) concept.name += " " + str(int(concept.dosage.dose.value)) + str(concept.dosage.dose.unit) + " tablets" # If found VMP match change the dosage to 1 tablet @@ -609,7 +626,7 @@ def convert_VTM_to_VMP_or_text(self, concepts: List[Concept]) -> List[Concept]: lookup_result = self.vtm_to_text_lookup.get(int(concept.id)) if lookup_result is not None: log.debug( - f"Converted ({concept.id} | {concept.name}) to (None | {lookup_result})") + f"Converted ({concept.id} | {concept.name}) to (None | {lookup_result}: no match to VMP dosage lookup)") concept.id = None concept.name = lookup_result @@ -618,7 +635,7 @@ def convert_VTM_to_VMP_or_text(self, concepts: List[Concept]) -> List[Concept]: lookup_result = self.vtm_to_text_lookup.get(int(concept.id)) if lookup_result is not None: log.debug( - f"Converted ({concept.id} | {concept.name}) to (None | {lookup_result})") + f"Converted ({concept.id} | {concept.name}) to (None | {lookup_result}): no dosage detected") concept.id = None concept.name = lookup_result diff --git a/src/miade/core.py b/src/miade/core.py index c906e27..6e16f9c 100644 --- a/src/miade/core.py +++ b/src/miade/core.py @@ -27,7 +27,7 @@ def create_annotator(name: str, model_factory: ModelFactory): """ name = name.lower() if name not in model_factory.models: - raise ValueError(f"MedCAT model for {name} does not exist: either not configured in Config.yaml or " + raise ValueError(f"MedCAT model for {name} does not exist: either not configured in config.yaml or " f"missing from models directory") if name in model_factory.annotators.keys(): @@ -50,10 +50,14 @@ def __init__( self, model_directory: Path, log_level: int = logging.INFO, + dosage_extractor_log_level: int = logging.INFO, device: str = "cpu", custom_annotators: Optional[List[Annotator]] = None ): logging.getLogger("miade").setLevel(log_level) + logging.getLogger("miade.dosageextractor").setLevel(dosage_extractor_log_level) + logging.getLogger("miade.drugdoseade").setLevel(dosage_extractor_log_level) + self.device: str = device self.annotators: List[Annotator] = [] @@ -139,9 +143,11 @@ def add_annotator(self, name: str, use_negex=False) -> None: except Exception as e: raise Exception(f"Error creating annotator: {e}") + log.info(f"Negation detection mode: {use_negex}") + if use_negex: annotator.add_negex_pipeline() - log.info(f"Added Negex context detection for {type(annotator).__name__}") + log.info(f"Added Negex pipeline to {type(annotator).__name__}") self.annotators.append(annotator) @@ -176,6 +182,7 @@ def process(self, note: Note, record_concepts: Optional[List[Concept]] = None) - concepts: List[Concept] = [] for annotator in self.annotators: + log.debug(f"Processing concepts with {type(annotator).__name__}") if Category.MEDICATION in annotator.concept_types: detected_concepts = annotator(note, record_concepts, self.dosage_extractor) concepts.extend(detected_concepts) @@ -183,12 +190,6 @@ def process(self, note: Note, record_concepts: Optional[List[Concept]] = None) - detected_concepts = annotator(note, record_concepts) concepts.extend(detected_concepts) - if detected_concepts: - log.debug( - f"{type(annotator).__name__} detected concepts: " - f"{[(concept.id, concept.name, concept.category) for concept in detected_concepts]}" - ) - return concepts def get_concept_dicts(self, diff --git a/src/miade/dosageextractor.py b/src/miade/dosageextractor.py index 632ccae..9d8e41a 100644 --- a/src/miade/dosageextractor.py +++ b/src/miade/dosageextractor.py @@ -16,7 +16,6 @@ class DosageExtractor: """ Parses and extracts drug dosage - LIMeADE - Long Instruction Medication AI Data Extractor?? """ def __init__(self, model: str = "en_core_med7_lg"): @@ -45,8 +44,6 @@ def extract(self, text: str, calculate: bool = True) -> Optional[Dosage]: :param calculate: (bool) whether to calculate duration from total and daily dose, if given :return: dosage: (Dosage) dosage object with parsed dosages in CDA format """ - log.debug(f"Processing dose string: {text}") - doc = self.dosage_extractor(text) log.debug( diff --git a/src/miade/utils/logger.py b/src/miade/utils/logger.py index dcf8696..ad3f63a 100644 --- a/src/miade/utils/logger.py +++ b/src/miade/utils/logger.py @@ -6,7 +6,7 @@ def add_handlers(log): if len(log.handlers) == 0: formatter = logging.Formatter( - fmt="[%(asctime)s] [%(levelname)s] %(name)s: %(message)s" + fmt="[%(asctime)s] [%(levelname)s] %(name)s.%(funcName)s(): %(message)s" ) fh = logging.FileHandler("miade.log") From a5d3f542708c165a95b39dc5388bce2bc064baa6 Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Wed, 4 Oct 2023 16:12:08 +0100 Subject: [PATCH 14/37] :building_construction: Changed the way annotators and negex pipelines are configured - added options to disable pipelines --- src/miade/annotators.py | 79 ++++++++++++++++++++++++------ src/miade/core.py | 36 +++++++++----- src/miade/note.py | 7 +-- src/miade/utils/annotatorconfig.py | 7 +++ src/miade/utils/modelfactory.py | 6 ++- tests/data/models/config.yaml | 8 --- tests/test_core.py | 4 +- tests/test_note.py | 9 ++-- 8 files changed, 106 insertions(+), 50 deletions(-) create mode 100644 src/miade/utils/annotatorconfig.py delete mode 100644 tests/data/models/config.yaml diff --git a/src/miade/annotators.py b/src/miade/annotators.py index 83fedff..95dc241 100644 --- a/src/miade/annotators.py +++ b/src/miade/annotators.py @@ -9,12 +9,14 @@ from copy import deepcopy from math import inf +from medcat.cat import CAT + from .concept import Concept, Category from .note import Note from .paragraph import ParagraphType from .dosageextractor import DosageExtractor -from .utils.miade_cat import MiADE_CAT from .utils.metaannotationstypes import * +from .utils.annotatorconfig import AnnotatorConfig log = logging.getLogger(__name__) @@ -132,12 +134,17 @@ class Annotator: Docstring for Annotator """ # TODO: Create abstract class methods for easier unit testing - def __init__(self, cat: MiADE_CAT): + def __init__(self, cat: CAT, config: AnnotatorConfig = None): self.cat = cat + self.config = config if config is not None else AnnotatorConfig() + self.concept_types = [] self.pipeline = [] - def add_negex_pipeline(self) -> None: + if self.config.negation_detection == "negex": + self._add_negex_pipeline() + + def _add_negex_pipeline(self) -> None: self.cat.pipe.spacy_nlp.add_pipe("sentencizer") self.cat.pipe.spacy_nlp.enable_pipe("sentencizer") self.cat.pipe.spacy_nlp.add_pipe("negex") @@ -153,6 +160,13 @@ def get_concepts(self, note: Note) -> List[Concept]: return concepts @staticmethod + def preprocess(note: Note) -> Note: + note.clean_text() + note.get_paragraphs() + + return note + + @staticmethod def process_paragraphs(note: Note, concepts: List[Concept]) -> List[Concept]: prob_concepts: List[Concept] = [] @@ -292,13 +306,22 @@ def __call__( note: Note, record_concepts: Optional[List[Concept]] = None, ): - return self.deduplicate(self.get_concepts(note), record_concepts) + if "preprocessor" not in self.config.disable: + note = self.preprocess(note) + + concepts = self.get_concepts(note) + + if "deduplicator" not in self.config.disable: + concepts = self.deduplicate(concepts, record_concepts) + + return concepts class ProblemsAnnotator(Annotator): - def __init__(self, cat: MiADE_CAT): - super().__init__(cat) + def __init__(self, cat: CAT, config: AnnotatorConfig = None): + super().__init__(cat, config) self.concept_types = [Category.PROBLEM] + self.pipeline = ["preprocessor", "medcat", "paragrapher", "postprocessor", "deduplicator"] self.negated_lookup = load_lookup_data("./data/negated.csv", as_dict=True) self.historic_lookup = load_lookup_data("./data/historic.csv", as_dict=True) @@ -396,18 +419,30 @@ def __call__( note: Note, record_concepts: Optional[List[Concept]] = None, ): + if "preprocessor" not in self.config.disable: + note = self.preprocess(note) + concepts = self.get_concepts(note) - concepts = self.process_paragraphs(note, concepts) - concepts = self.postprocess(concepts) - concepts = self.deduplicate(concepts, record_concepts) + + if "paragrapher" not in self.config.disable: + concepts = self.process_paragraphs(note, concepts) + + if "postprocessor" not in self.config.disable: + concepts = self.postprocess(concepts) + + if "deduplicator" not in self.config.disable: + concepts = self.deduplicate(concepts, record_concepts) return concepts class MedsAllergiesAnnotator(Annotator): - def __init__(self, cat: MiADE_CAT): - super().__init__(cat) + def __init__(self, cat: CAT, config: AnnotatorConfig = None): + super().__init__(cat, config) self.concept_types = [Category.MEDICATION, Category.ALLERGY, Category.REACTION] + self.pipeline = ["preprocessor", "medcat", "paragrapher", "postprocessor", "dosage_extractor", + "vtm_converter", "deduplicator"] + # load the lookup data self.valid_meds = load_lookup_data("./data/valid_meds.csv", no_header=True) self.reactions_subset_lookup = load_lookup_data("./data/reactions_subset.csv", as_dict=True) @@ -648,12 +683,24 @@ def __call__( record_concepts: Optional[List[Concept]] = None, dosage_extractor: Optional[DosageExtractor] = None ): + if "preprocessor" not in self.config.disable: + note = self.preprocess(note) + concepts = self.get_concepts(note) - concepts = self.process_paragraphs(note, concepts) - concepts = self.postprocess(concepts, note) - if dosage_extractor is not None: + + if "paragrapher" not in self.config.disable: + concepts = self.process_paragraphs(note, concepts) + + if "postprocessor" not in self.config.disable: + concepts = self.postprocess(concepts, note) + + if dosage_extractor is not None and "dosage_extractor" not in self.config.disable: concepts = self.add_dosages_to_concepts(dosage_extractor, concepts, note) - concepts = self.convert_VTM_to_VMP_or_text(concepts) - concepts = self.deduplicate(concepts, record_concepts) + + if "VTM_convertor" not in self.config.disable: + concepts = self.convert_VTM_to_VMP_or_text(concepts) + + if "deduplicator" not in self.config.disable: + concepts = self.deduplicate(concepts, record_concepts) return concepts diff --git a/src/miade/core.py b/src/miade/core.py index 6e16f9c..5ce3af0 100644 --- a/src/miade/core.py +++ b/src/miade/core.py @@ -13,6 +13,7 @@ from .dosageextractor import DosageExtractor from .utils.miade_cat import MiADE_CAT from .utils.modelfactory import ModelFactory +from .utils.annotatorconfig import AnnotatorConfig log = logging.getLogger(__name__) @@ -31,7 +32,7 @@ def create_annotator(name: str, model_factory: ModelFactory): f"missing from models directory") if name in model_factory.annotators.keys(): - return model_factory.annotators[name](model_factory.models[name]) + return model_factory.annotators[name](cat=model_factory.models.get(name), config=model_factory.configs.get(name)) else: log.warning(f"Annotator {name} does not exist, loading generic Annotator") return Annotator(model_factory.models[name]) @@ -49,6 +50,7 @@ class NoteProcessor: def __init__( self, model_directory: Path, + model_config_path: Path = None, log_level: int = logging.INFO, dosage_extractor_log_level: int = logging.INFO, device: str = "cpu", @@ -62,17 +64,25 @@ def __init__( self.annotators: List[Annotator] = [] self.model_directory: Path = model_directory + self.model_config_path: Path = model_config_path self.model_factory: ModelFactory = self._load_model_factory(custom_annotators) self.dosage_extractor: DosageExtractor = DosageExtractor() def _load_config(self) -> Dict: """ - Loads configuration file (config.yaml) in model directory + Loads configuration file (config.yaml) in configured model path, default to model directory if not + passed explicitly :return: (Dict) config file """ - config_path = os.path.join(self.model_directory, "config.yaml") + if self.model_config_path is None: + config_path = os.path.join(self.model_directory, "config.yaml") + else: + config_path = self.model_config_path + if os.path.isfile(config_path): log.info(f"Found config file {config_path}") + else: + log.error(f"No model config file found at {config_path}") with open(config_path, "r") as f: config = yaml.safe_load(f) @@ -82,6 +92,7 @@ def _load_config(self) -> Dict: def _load_model_factory(self, custom_annotators: Optional[List[Annotator]] = None) -> ModelFactory: """ Loads model factory which maps model alias to medcat model id and miade annotator + There could be a less redundant way to structure the model configs - for now, if it ain't broke... :param custom_annotators (List[Annotators]) List of custom annotators to initialise :return: ModelFactory object """ @@ -124,31 +135,30 @@ def _load_model_factory(self, custom_annotators: Optional[List[Annotator]] = Non except AttributeError as e: log.warning(f"{annotator_string} not found: {e}") + mapped_configs = {} + # map to name if given {name: } + for name, config in config_dict["general"].items(): + mapped_configs[name] = AnnotatorConfig(**config) + model_factory_config = {"models": mapped_models, - "annotators": mapped_annotators} + "annotators": mapped_annotators, + "configs": mapped_configs} return ModelFactory(**model_factory_config) - def add_annotator(self, name: str, use_negex=False) -> None: + def add_annotator(self, name: str) -> None: """ Adds annotators to processor :param name: (str) alias of annotator to add - :param use_negex: (bool), if true, will add NegSpacy to the annotator pipeline :return: None """ try: annotator = create_annotator(name, self.model_factory) - log.info(f"Added {type(annotator).__name__} to processor") + log.info(f"Added {type(annotator).__name__} to processor with config {self.model_factory.configs.get(name)}") except Exception as e: raise Exception(f"Error creating annotator: {e}") - log.info(f"Negation detection mode: {use_negex}") - - if use_negex: - annotator.add_negex_pipeline() - log.info(f"Added Negex pipeline to {type(annotator).__name__}") - self.annotators.append(annotator) def remove_annotator(self, name: str) -> None: diff --git a/src/miade/note.py b/src/miade/note.py index 9cd0a95..78a48a1 100644 --- a/src/miade/note.py +++ b/src/miade/note.py @@ -33,15 +33,12 @@ def load_regex_config_mappings(filename: str) -> Dict: class Note(object): """docstring for Note.""" - def __init__(self, text: str, regex_config_path: str = "./data/regex_para_chunk.csv"): + def __init__(self, text: str): self.text = text self.raw_text = text - self.regex_config = load_regex_config_mappings(regex_config_path) + self.regex_config = load_regex_config_mappings("./data/regex_para_chunk.csv") self.paragraphs: Optional[List[Paragraph]] = [] - self.clean_text() - self.get_paragraphs() - def clean_text(self) -> None: # Replace all types of spaces with a single normal space, preserving "\n" self.text = re.sub(r'(?:(?!\n)\s)+', ' ', self.text) diff --git a/src/miade/utils/annotatorconfig.py b/src/miade/utils/annotatorconfig.py new file mode 100644 index 0000000..1102ff5 --- /dev/null +++ b/src/miade/utils/annotatorconfig.py @@ -0,0 +1,7 @@ +from pydantic import BaseModel +from typing import List, Optional + + +class AnnotatorConfig(BaseModel): + negation_detection: Optional[str] = "negex" + disable: List[str] = [] \ No newline at end of file diff --git a/src/miade/utils/modelfactory.py b/src/miade/utils/modelfactory.py index 36ef0ca..abe0100 100644 --- a/src/miade/utils/modelfactory.py +++ b/src/miade/utils/modelfactory.py @@ -1,13 +1,15 @@ +from medcat.cat import CAT from pydantic import BaseModel, validator from typing import Dict, Type from ..annotators import Annotator -from .miade_cat import MiADE_CAT +from .annotatorconfig import AnnotatorConfig class ModelFactory(BaseModel): - models: Dict[str, MiADE_CAT] + models: Dict[str, CAT] annotators: Dict[str, Type[Annotator]] + configs: Dict[str, AnnotatorConfig] @validator('annotators') def validate_annotators(cls, annotators): diff --git a/tests/data/models/config.yaml b/tests/data/models/config.yaml deleted file mode 100644 index fbfce95..0000000 --- a/tests/data/models/config.yaml +++ /dev/null @@ -1,8 +0,0 @@ -models: - problems: df349473b9d260a9 - meds/allergies: 75e13bf042cc55b8 - custom: 75e13bf042cc55b8 -annotators: - problems: ProblemsAnnotator - meds/allergies: MedsAllergiesAnnotator - custom: CustomAnnotator \ No newline at end of file diff --git a/tests/test_core.py b/tests/test_core.py index dc5fda5..3322806 100644 --- a/tests/test_core.py +++ b/tests/test_core.py @@ -7,7 +7,7 @@ def test_core(model_directory_path, test_note, test_negated_note, test_duplicated_note): processor = NoteProcessor(model_directory_path) - processor.add_annotator("problems", use_negex=True) + processor.add_annotator("problems") processor.add_annotator("meds/allergies") assert processor.process(test_note) == [ @@ -48,7 +48,7 @@ def test_adding_removing_annotators(model_directory_path): processor = NoteProcessor(model_directory_path) processor.add_annotator("problems") - processor.add_annotator("meds/allergies", use_negex=False) + processor.add_annotator("meds/allergies") assert len(processor.annotators) == 2 processor.print_model_cards() diff --git a/tests/test_note.py b/tests/test_note.py index 8395d1b..511e68c 100644 --- a/tests/test_note.py +++ b/tests/test_note.py @@ -6,10 +6,8 @@ def test_note(model_directory_path, test_clean_and_paragraphing_note, test_paragraph_chunking_concepts): - processor = NoteProcessor(model_directory_path) - - # processor.add_annotator("problems", use_negex=True) - processor.add_annotator("meds/allergies") + test_clean_and_paragraphing_note.clean_text() + test_clean_and_paragraphing_note.get_paragraphs() # for paragraph in test_clean_and_paragraphing_note.paragraphs: # print(paragraph) @@ -26,6 +24,9 @@ def test_note(model_directory_path, test_clean_and_paragraphing_note, test_parag Paragraph(heading="", body="", type=ParagraphType.imp, start=507, end=523), ] + processor = NoteProcessor(model_directory_path) + processor.add_annotator("meds/allergies") + concepts = processor.annotators[0].process_paragraphs( test_clean_and_paragraphing_note, test_paragraph_chunking_concepts From c85172a90366f2de441227bb3af9484d90bb89af Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Wed, 4 Oct 2023 17:05:55 +0100 Subject: [PATCH 15/37] :bug: Fixed historic concepts with no conversion are returned as is --- src/miade/annotators.py | 4 +--- tests/data/models/config.yaml | 15 +++++++++++++++ 2 files changed, 16 insertions(+), 3 deletions(-) create mode 100644 tests/data/models/config.yaml diff --git a/src/miade/annotators.py b/src/miade/annotators.py index 95dc241..5044f75 100644 --- a/src/miade/annotators.py +++ b/src/miade/annotators.py @@ -381,9 +381,7 @@ def _process_meta_annotations(self, concept: Concept) -> Optional[Concept]: if Relevance.IRRELEVANT in meta_ann_values: log.debug(f"Removed concept ({concept.id} | {concept.name}): irrelevant concept") return None - if Relevance.HISTORIC in meta_ann_values: - log.debug(f"Removed concept ({concept.id} | {concept.name}): historic with no conversion match") - return None + concept.category = Category.PROBLEM diff --git a/tests/data/models/config.yaml b/tests/data/models/config.yaml new file mode 100644 index 0000000..254b78c --- /dev/null +++ b/tests/data/models/config.yaml @@ -0,0 +1,15 @@ +models: + problems: df349473b9d260a9 + meds/allergies: 75e13bf042cc55b8 + custom: 75e13bf042cc55b8 +annotators: + problems: ProblemsAnnotator + meds/allergies: MedsAllergiesAnnotator + custom: CustomAnnotator +general: + problems: + negation_detection: negex # negex or metacat or none + disable: [] + meds/allergies: + negation_detection: None + disable: [] From 088c810a22dc3d64ca5a685dfbbfe7af773fbca5 Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Wed, 4 Oct 2023 17:21:02 +0100 Subject: [PATCH 16/37] :white_check_mark: forgot to commit updated tests --- src/miade/annotators.py | 3 ++- tests/test_annotator.py | 7 +++++++ 2 files changed, 9 insertions(+), 1 deletion(-) diff --git a/src/miade/annotators.py b/src/miade/annotators.py index 5044f75..ef99c00 100644 --- a/src/miade/annotators.py +++ b/src/miade/annotators.py @@ -381,7 +381,8 @@ def _process_meta_annotations(self, concept: Concept) -> Optional[Concept]: if Relevance.IRRELEVANT in meta_ann_values: log.debug(f"Removed concept ({concept.id} | {concept.name}): irrelevant concept") return None - + if Relevance.HISTORIC in meta_ann_values: + log.debug(f"No change to concept ({concept.id} | {concept.name}): historic with no conversion match") concept.category = Category.PROBLEM diff --git a/tests/test_annotator.py b/tests/test_annotator.py index 14589b1..94b8fb0 100644 --- a/tests/test_annotator.py +++ b/tests/test_annotator.py @@ -130,6 +130,11 @@ def test_meta_annotations(test_problems_medcat_model, test_meta_annotations_conc name="Endophthalmitis (historic)", category=Category.PROBLEM, ), # negex false, meta processed + Concept( + id="0000", + name="historic concept", + category=Category.PROBLEM, + ), ] # test just using negex for negation test_meta_annotations_concepts[0].negex = True @@ -147,6 +152,8 @@ def test_meta_annotations(test_problems_medcat_model, test_meta_annotations_conc Concept( id="413241009", name="Gastritis (suspected)", category=Category.PROBLEM ), # negex false, meta processed + Concept(id="0000", name="historic concept", category=Category.PROBLEM + ), # historic with no conversion ] From 7920df1d2c28cdcf6f61b58d2161b5436fa5dad6 Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Thu, 5 Oct 2023 17:46:31 +0100 Subject: [PATCH 17/37] Added error handling for config loading --- src/miade/core.py | 51 ++++++++++++++++++++++++++++------------------- 1 file changed, 31 insertions(+), 20 deletions(-) diff --git a/src/miade/core.py b/src/miade/core.py index 5ce3af0..880f12e 100644 --- a/src/miade/core.py +++ b/src/miade/core.py @@ -113,32 +113,43 @@ def _load_model_factory(self, custom_annotators: Optional[List[Annotator]] = Non mapped_models = {} # map to name if given {name: } - for name, model_id in config_dict["models"].items(): - cat_model = loaded_models.get(model_id) - if cat_model is None: - log.warning(f"No match for model id {model_id} in {self.model_directory}, skipping") - continue - mapped_models[name] = cat_model + if "models" in config_dict: + for name, model_id in config_dict["models"].items(): + cat_model = loaded_models.get(model_id) + if cat_model is None: + log.warning(f"No match for model id {model_id} in {self.model_directory}, skipping") + continue + mapped_models[name] = cat_model + else: + log.warning(f"No model ids configured!") mapped_annotators = {} # {name: } - for name, annotator_string in config_dict["annotators"].items(): - if custom_annotators is not None: - for annotator_class in custom_annotators: - if annotator_class.__name__ == annotator_string: + if "annotators" in config_dict: + for name, annotator_string in config_dict["annotators"].items(): + if custom_annotators is not None: + for annotator_class in custom_annotators: + if annotator_class.__name__ == annotator_string: + mapped_annotators[name] = annotator_class + break + if name not in mapped_annotators: + try: + annotator_class = getattr(sys.modules[__name__], annotator_string) mapped_annotators[name] = annotator_class - break - if name not in mapped_annotators: - try: - annotator_class = getattr(sys.modules[__name__], annotator_string) - mapped_annotators[name] = annotator_class - except AttributeError as e: - log.warning(f"{annotator_string} not found: {e}") + except AttributeError as e: + log.warning(f"{annotator_string} not found: {e}") + else: + log.warning(f"No annotators configured!") mapped_configs = {} - # map to name if given {name: } - for name, config in config_dict["general"].items(): - mapped_configs[name] = AnnotatorConfig(**config) + if "general" in config_dict: + for name, config in config_dict["general"].items(): + try: + mapped_configs[name] = AnnotatorConfig(**config) + except Exception as e: + log.error(f"Error processing config for '{name}': {str(e)}") + else: + log.warning("No general settings configured, using default settings.") model_factory_config = {"models": mapped_models, "annotators": mapped_annotators, From 72f31cf1d3e88ce010d6b96fa100826f82ffc8ff Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Tue, 10 Oct 2023 14:47:15 +0100 Subject: [PATCH 18/37] :arrow_up: MedCAT==1.9.3 --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 31f351d..31bad4a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -15,7 +15,7 @@ description = "A set of tools for extracting formattable data from clinical note requires-python = ">=3.8" dynamic = ["version"] dependencies = [ - "medcat==1.7.0", + "medcat==1.9.3", "spacy>=3.4.2, <3.5.0", # need to be compatible with latest med7 model "numpy>=1.22.0", "pandas>=1.4.2", # support 2.0.0 From 5c2eb5a34ad8b98460117e7e904eae9b63fbf535 Mon Sep 17 00:00:00 2001 From: Jennifer Jiang <37081323+jenniferajiang@users.noreply.github.com> Date: Mon, 30 Oct 2023 11:13:10 +0000 Subject: [PATCH 19/37] Algorithm tweak to default to adverse reaction in allergy paragraphs (#93) --- src/miade/annotators.py | 5 +++++ tests/conftest.py | 2 +- 2 files changed, 6 insertions(+), 1 deletion(-) diff --git a/src/miade/annotators.py b/src/miade/annotators.py index 008a137..1db8d43 100644 --- a/src/miade/annotators.py +++ b/src/miade/annotators.py @@ -224,6 +224,11 @@ def process_paragraphs(note: Note, concepts: List[Concept]) -> List[Concept]: f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " f"paragraph is {paragraph.type}") meta.value = Relevance.IRRELEVANT + if meta.name == "substance_category": + log.debug(f"Converted {meta.value} to " + f"{SubstanceCategory.ADVERSE_REACTION} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}") + meta.value = SubstanceCategory.ADVERSE_REACTION elif paragraph.type == ParagraphType.exam or paragraph.type == ParagraphType.ddx or paragraph.type == ParagraphType.plan: # problem is irrelevant and allergy is irrelevant for meta in concept.meta: diff --git a/tests/conftest.py b/tests/conftest.py index 0bd7682..d8ab718 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -169,7 +169,7 @@ def test_paragraph_chunking_concepts() -> List[Concept]: start=435, end=445, meta_anns=[ - MetaAnnotations(name="substance_category", value=SubstanceCategory.ADVERSE_REACTION), + MetaAnnotations(name="substance_category", value=SubstanceCategory.TAKING), ], ), # probs From 8956c181e077298751392f0f5c27aaf48005f9e4 Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Mon, 30 Oct 2023 11:49:09 +0000 Subject: [PATCH 20/37] :construction_worker: Install pytorch cpu --- .github/workflows/ci.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 3872a32..ce3cd5a 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -21,6 +21,7 @@ jobs: run: | python -m pip install --upgrade pip pip install pytest + pip install torch --index-url https://download.pytorch.org/whl/cpu pip install ./ pip list - name: download model From 3109cd0535aa51807779847b667cb002d7887fae Mon Sep 17 00:00:00 2001 From: Jennifer Jiang <37081323+jenniferajiang@users.noreply.github.com> Date: Mon, 30 Oct 2023 11:59:41 +0000 Subject: [PATCH 21/37] Update lookup data (#94) * :card_file_box: Update latest lookup table data * :white_check_mark: Update tests --- src/miade/data/allergens_subset.csv | 12161 ++++- src/miade/data/historic.csv | 1328 +- src/miade/data/negated.csv | 57 +- src/miade/data/problem_blacklist.csv | 68323 ++++++++++++++++++++++++- src/miade/data/suspected.csv | 38 +- src/miade/data/vtm_to_text.csv | 16 +- src/miade/data/vtm_to_vmp.csv | 897 +- tests/test_annotator.py | 4 +- 8 files changed, 81828 insertions(+), 996 deletions(-) diff --git a/src/miade/data/allergens_subset.csv b/src/miade/data/allergens_subset.csv index aa410f2..9ca15ae 100644 --- a/src/miade/data/allergens_subset.csv +++ b/src/miade/data/allergens_subset.csv @@ -18,6 +18,7 @@ allergensId,subsetId,allergenType 1269009,763805006,Drug Class 1336006,304275008,Drug Class 1394007,767270007,Drug Class +1450002,53041004,Food 1476002,404642006,Drug Class 1609002,767407009,Drug Ingredient 1668008,764147003,Drug Class @@ -81,6 +82,7 @@ allergensId,subsetId,allergenType 5739006,372679000,Drug Class 5767002,372788003,Drug Class 5896008,86922003,Drug Class +5955009,53041004,Food 5989005,112133008,Drug Class 6054001,372806008,Drug Class 6237004,123682001,Drug Class @@ -88,7 +90,8 @@ allergensId,subsetId,allergenType 6257000,767403008,Chemical 6495008,23295004,Drug Ingredient 6513000,860766002,Drug Class -6524003,53527002,Food +6524003,53041004,Food +6611005,53041004,Food 6699008,767464004,Drug Class 6702001,767407009,Drug Ingredient 6808006,767270007,Drug Class @@ -102,9 +105,11 @@ allergensId,subsetId,allergenType 7284008,767407009,Drug Ingredient 7325009,767178007,Drug 7327001,767407009,Drug Ingredient +7382005,53041004,Food 7434003,767403008,Chemical 7509000,387168006,Drug Ingredient 7549008,23295004,Drug Ingredient +7608003,53041004,Food 7661006,735971005,Drug Ingredient 7774008,87708000,Drug 7791007,256355007,Drug Ingredient @@ -122,6 +127,7 @@ allergensId,subsetId,allergenType 8237006,21847005,Drug 8252004,860766002,Drug Class 8261004,767407009,Drug Ingredient +8300003,53041004,Food 8365006,21847005,Drug 8450009,21847005,Drug 8689007,763805006,Drug Class @@ -133,6 +139,7 @@ allergensId,subsetId,allergenType 9315007,21847005,Drug 9396007,767270007,Drug Class 9457002,23295004,Drug Ingredient +9471005,53041004,Food 9539001,767407009,Drug Ingredient 9663002,767621000,Drug Class 9676008,23295004,Drug Ingredient @@ -188,6 +195,7 @@ allergensId,subsetId,allergenType 13195007,112133008,Drug Class 13342004,259296007,Drug 13502005,372633005,Drug Class +13531009,53041004,Food 13577000,13577000,Food 13585009,764147003,Drug Class 13718001,112133008,Drug Class @@ -237,6 +245,7 @@ allergensId,subsetId,allergenType 17848009,767621000,Drug Class 17874003,21847005,Drug 17908000,304275008,Drug Class +17916009,53041004,Food 17917000,767108006,Drug Class 17932007,23295004,Drug Ingredient 17942009,23295004,Drug Ingredient @@ -299,6 +308,7 @@ allergensId,subsetId,allergenType 21888005,767305000,Environmental 21961001,21847005,Drug 22005007,373477003,Drug Class +22077000,22077000,Drug Ingredient 22165008,372665008,Drug Class 22192002,255637000,Drug Class 22250002,23295004,Drug Ingredient @@ -356,6 +366,7 @@ allergensId,subsetId,allergenType 25538002,767407009,Drug Ingredient 25620006,21847005,Drug 25743006,255620007,Food +25770004,53041004,Food 25796002,771452004,Drug Class 25818006,767407009,Drug Ingredient 25886000,23295004,Drug Ingredient @@ -393,6 +404,7 @@ allergensId,subsetId,allergenType 28588009,28588009,Drug Ingredient 28647000,255620007,Food 28662003,769166001,Drug Class +28748001,28748001,Drug Class 28823005,21847005,Drug 28825003,32824001,Drug Class 28829009,53034005,Drug Ingredient @@ -406,6 +418,7 @@ allergensId,subsetId,allergenType 29246005,112133008,Drug Class 29263009,29263009,Drug Ingredient 29301006,373227004,Drug Class +29308000,53041004,Food 29527005,372679000,Drug Class 29531004,767305000,Environmental 29588002,372806008,Drug Class @@ -449,6 +462,7 @@ allergensId,subsetId,allergenType 32431007,767362004,Drug Class 32436002,35098001,Drug Class 32445001,767178007,Drug +32663005,53041004,Food 32707001,416394007,Drug Ingredient 32757009,373253007,Drug Class 32824001,32824001,Drug Class @@ -493,7 +507,7 @@ allergensId,subsetId,allergenType 35473009,23295004,Drug Ingredient 35584000,767403008,Chemical 35733004,87708000,Drug -35748005,53527002,Food +35748005,53041004,Food 35815003,767407009,Drug Ingredient 35864006,372806008,Drug Class 35871001,86922003,Drug Class @@ -517,6 +531,7 @@ allergensId,subsetId,allergenType 37086005,21847005,Drug 37202001,418497006,Drug Class 37237003,87708000,Drug +37318009,53041004,Food 37365003,23295004,Drug Ingredient 37411004,387033008,Drug Ingredient 37433002,418497006,Drug Class @@ -561,9 +576,11 @@ allergensId,subsetId,allergenType 40710000,426722004,Drug Class 40763008,21847005,Drug 40813005,21847005,Drug +40820003,40820003,Drug Class 40924008,87708000,Drug 41067005,35098001,Drug Class 41153003,372700007,Drug Class +41193000,41193000,Drug Class 41261002,767407009,Drug Ingredient 41332001,428787002,Drug Class 41433005,767108006,Drug Class @@ -649,6 +666,7 @@ allergensId,subsetId,allergenType 47380007,767164006,Drug Class 47646004,86922003,Drug Class 47677002,47677002,Drug Ingredient +47711003,53041004,Food 47714006,23295004,Drug Ingredient 47826006,767407009,Drug Ingredient 47937008,372591000,Drug @@ -710,8 +728,10 @@ allergensId,subsetId,allergenType 51905005,51905005,Drug Ingredient 51922007,767270007,Drug Class 51963001,767406000,Food +52086008,53041004,Food 52130006,87708000,Drug 52209008,767178007,Drug +52243004,53041004,Food 52275001,372679000,Drug Class 52283007,52283007,Drug 52370008,418497006,Drug Class @@ -724,14 +744,15 @@ allergensId,subsetId,allergenType 52850008,767621000,Drug Class 52885008,404642006,Drug Class 53022002,21847005,Drug +53041004,53041004,Food 53052005,372816000,Drug Class 53090004,372788003,Drug Class 53175000,21847005,Drug 53289003,21847005,Drug 53405009,372806008,Drug Class -53410008,53527002,Food +53410008,53041004,Food 53499005,103069003,Drug -53527002,53527002,Food +53527002,53041004,Food 53560004,767513003,Drug Class 53563002,767164006,Drug Class 53577004,372788003,Drug Class @@ -739,6 +760,7 @@ allergensId,subsetId,allergenType 53806002,767164006,Drug Class 53856007,387033008,Drug Ingredient 53875002,255620007,Food +53878000,53041004,Food 54041009,21847005,Drug 54062005,764147003,Drug Class 54103000,112133008,Drug Class @@ -750,6 +772,7 @@ allergensId,subsetId,allergenType 54202003,21847005,Drug 54228000,23295004,Drug Ingredient 54256005,767108006,Drug Class +54331001,53041004,Food 54508000,767270007,Drug Class 54588003,21847005,Drug 54661002,767407009,Drug Ingredient @@ -768,7 +791,9 @@ allergensId,subsetId,allergenType 55706007,23295004,Drug Ingredient 55792003,21847005,Drug 55793008,373288007,Drug Class +55816008,53041004,Food 55902002,55902002,Drug Ingredient +55939001,53041004,Food 56085009,372679000,Drug Class 56146000,304275008,Drug Class 56156001,304275008,Drug Class @@ -788,6 +813,7 @@ allergensId,subsetId,allergenType 57244003,304275008,Drug Class 57273000,767513003,Drug Class 57279001,767305000,Environmental +57466007,53041004,Food 57583000,372622007,Drug Class 57818005,86922003,Drug Class 57830004,112133008,Drug Class @@ -806,7 +832,7 @@ allergensId,subsetId,allergenType 58620008,32824001,Drug Class 58624004,23295004,Drug Ingredient 58721000,767270007,Drug Class -58732000,53527002,Food +58732000,53041004,Food 58783000,387031005,Drug Ingredient 58793007,21847005,Drug 58796004,767164006,Drug Class @@ -843,17 +869,21 @@ allergensId,subsetId,allergenType 60905001,255637000,Drug Class 60924003,23295004,Drug Ingredient 60988002,372665008,Drug Class +61020000,61020000,Drug Ingredient 61068006,767407009,Drug Ingredient 61116002,112133008,Drug Class 61224000,416394007,Drug Ingredient 61359002,767407009,Drug Ingredient +61398007,53041004,Food 61429008,767164006,Drug Class 61540003,21847005,Drug +61731000,53041004,Food 61742009,372679000,Drug Class 61773008,373477003,Drug Class 61813008,23295004,Drug Ingredient 61863003,385420005,Drug 61899008,18220004,Drug Class +61905008,53041004,Food 61925007,32824001,Drug Class 62036000,62036000,Drug Ingredient 62145002,23295004,Drug Ingredient @@ -872,6 +902,7 @@ allergensId,subsetId,allergenType 63306009,112133008,Drug Class 63349005,767513003,Drug Class 63383003,767513003,Drug Class +63441007,53041004,Food 63461001,21847005,Drug 63545000,372664007,Drug Class 63735004,112133008,Drug Class @@ -899,6 +930,7 @@ allergensId,subsetId,allergenType 65054007,767513003,Drug Class 65088001,373254001,Drug Class 65097002,112133008,Drug Class +65104003,53041004,Food 65123005,65123005,Drug 65125003,112133008,Drug Class 65183007,65183007,Drug Class @@ -952,7 +984,7 @@ allergensId,subsetId,allergenType 67921009,767164006,Drug Class 67928003,387092000,Drug Ingredient 67980007,304275008,Drug Class -67990004,53527002,Food +67990004,53041004,Food 68077006,87708000,Drug 68329003,767108006,Drug Class 68357005,767403008,Chemical @@ -1024,10 +1056,12 @@ allergensId,subsetId,allergenType 73029005,23295004,Drug Ingredient 73131003,87708000,Drug 73187006,18220004,Drug Class +73213007,53041004,Food 73246001,763805006,Drug Class 73334003,86922003,Drug Class 73386007,79522001,Drug Class 73393006,21847005,Drug +73421003,53041004,Food 73444000,300961004,Drug Class 73461002,23295004,Drug Ingredient 73553009,73553009,Drug Ingredient @@ -1040,6 +1074,7 @@ allergensId,subsetId,allergenType 74237004,372679000,Drug Class 74242007,255620007,Food 74273006,300961004,Drug Class +74470007,74470007,Drug Class 74554008,426722004,Drug Class 74600002,387075009,Drug 74665005,767108006,Drug Class @@ -1073,15 +1108,18 @@ allergensId,subsetId,allergenType 76525000,372622007,Drug Class 76527008,767403008,Chemical 76533004,767407009,Drug Ingredient +76613006,53041004,Food 76617007,767270007,Drug Class 76674005,21847005,Drug 77014007,21847005,Drug 77353007,387050005,Drug Class 77582009,23295004,Drug Ingredient +77594000,53041004,Food 77673009,372622007,Drug Class 77722008,255620007,Food 77764008,372622007,Drug Class 77799007,767108006,Drug Class +77824003,53041004,Food 77934006,767407009,Drug Ingredient 78003007,23295004,Drug Ingredient 78134008,404642006,Drug Class @@ -1108,6 +1146,7 @@ allergensId,subsetId,allergenType 79549001,418920007,Environmental 79576001,767464004,Drug Class 79937008,767403008,Chemical +79976009,53041004,Food 80164009,767407009,Drug Ingredient 80237000,80237000,Food 80312007,767362004,Drug Class @@ -1129,11 +1168,13 @@ allergensId,subsetId,allergenType 81461000,23295004,Drug Ingredient 81860007,373227004,Drug Class 81868000,226365003,Drug +81886002,53041004,Food 81948005,767270007,Drug Class 82131004,372798009,Drug Class 82160008,387033008,Drug Ingredient 82216000,404642006,Drug Class 82322007,82322007,Drug Ingredient +82337006,53041004,Food 82450006,21847005,Drug 82566005,255620007,Food 82572005,767407009,Drug Ingredient @@ -1200,6 +1241,7 @@ allergensId,subsetId,allergenType 86922003,86922003,Drug Class 86928004,767407009,Drug Ingredient 86953001,767513003,Drug Class +86977007,86977007,Drug Class 86988001,32824001,Drug Class 87028007,418497006,Drug Class 87067001,767407009,Drug Ingredient @@ -1217,6 +1259,7 @@ allergensId,subsetId,allergenType 87468001,31539008,Drug Ingredient 87524001,112133008,Drug Class 87585002,767178007,Drug +87645001,53041004,Food 87708000,87708000,Drug 87744005,767178007,Drug 87831009,373253007,Drug Class @@ -1232,6 +1275,7 @@ allergensId,subsetId,allergenType 88730001,23295004,Drug Ingredient 88736007,304275008,Drug Class 88757004,372788003,Drug Class +88863000,53041004,Food 88954003,767270007,Drug Class 88970001,21847005,Drug 89055006,764146007,Drug Class @@ -1248,9 +1292,11 @@ allergensId,subsetId,allergenType 89867007,259296007,Drug 89889006,418497006,Drug Class 90058002,767108006,Drug Class +90086005,53041004,Food 90095002,21847005,Drug 90118002,373227004,Drug Class -90136002,53527002,Food +90136002,53041004,Food +90170001,53041004,Food 90344009,404642006,Drug Class 90404003,23295004,Drug Ingredient 90495007,21847005,Drug @@ -1278,6 +1324,7 @@ allergensId,subsetId,allergenType 95975008,767407009,Drug Ingredient 95976009,767108006,Drug Class 95977000,767270007,Drug Class +95979002,53041004,Food 95987001,767407009,Drug Ingredient 95993009,373307003,Drug Ingredient 95996001,418497006,Drug Class @@ -1376,6 +1423,7 @@ allergensId,subsetId,allergenType 96235001,372664007,Drug Class 96254001,372622007,Drug Class 96258003,96258003,Drug Ingredient +96259006,53041004,Food 96265006,373288007,Drug Class 96266007,300961004,Drug Class 96267003,373477003,Drug Class @@ -1489,6 +1537,7 @@ allergensId,subsetId,allergenType 108660001,372679000,Drug Class 108674008,255637000,Drug Class 108677001,764147003,Drug Class +108707008,53041004,Food 108721005,108721005,Drug Ingredient 108788001,372540003,Drug Class 108790000,372540003,Drug Class @@ -1515,6 +1564,7 @@ allergensId,subsetId,allergenType 109066000,304275008,Drug Class 109070008,304275008,Drug Class 109071007,123682001,Drug Class +109143003,109143003,Drug Class 109194005,372711004,Drug Class 109209001,426722004,Drug Class 109211005,426722004,Drug Class @@ -1542,6 +1592,7 @@ allergensId,subsetId,allergenType 111123003,404642006,Drug Class 111124009,372798009,Drug Class 111125005,767621000,Drug Class +111126006,53041004,Food 111132001,111132001,Drug 111133006,300961004,Drug Class 111134000,111134000,Drug Ingredient @@ -1571,6 +1622,8 @@ allergensId,subsetId,allergenType 115497005,18220004,Drug Class 115502007,1052201004,Drug Class 115503002,18220004,Drug Class +115537005,53041004,Food +115538000,53041004,Food 115557009,372664007,Drug Class 115558004,372664007,Drug Class 115559007,372664007,Drug Class @@ -1580,6 +1633,7 @@ allergensId,subsetId,allergenType 115587003,35098001,Drug Class 115589000,115589000,Drug Ingredient 115599005,259296007,Drug +115617001,53041004,Food 115618006,79522001,Drug Class 115619003,79522001,Drug Class 116070003,1052201004,Drug Class @@ -1599,6 +1653,10 @@ allergensId,subsetId,allergenType 116202001,50863008,Drug Ingredient 116203006,50863008,Drug Ingredient 116252005,767407009,Drug Ingredient +116267009,53041004,Food +116268004,53041004,Food +116269007,53041004,Food +116271007,53041004,Food 116347002,372722000,Drug Class 116348007,372622007,Drug Class 116352007,404642006,Drug Class @@ -1613,6 +1671,7 @@ allergensId,subsetId,allergenType 116543002,372722000,Drug Class 116546005,116546005,Drug 116551004,373248002,Drug Class +116552006,53041004,Food 116562004,372656001,Drug Class 116563009,373253007,Drug Class 116572001,304275008,Drug Class @@ -1647,6 +1706,7 @@ allergensId,subsetId,allergenType 117152006,372806008,Drug Class 117153001,372664007,Drug Class 117155008,373700004,Drug Class +117157000,53041004,Food 117158005,372664007,Drug Class 117159002,372664007,Drug Class 117160007,372664007,Drug Class @@ -1654,6 +1714,8 @@ allergensId,subsetId,allergenType 117178002,372665008,Drug Class 117180008,372798009,Drug Class 117181007,372798009,Drug Class +117445004,53041004,Food +117446003,53041004,Food 117448002,373307003,Drug Ingredient 117492000,304275008,Drug Class 117493005,372664007,Drug Class @@ -1672,6 +1734,7 @@ allergensId,subsetId,allergenType 125707004,373288007,Drug Class 125709001,35098001,Drug Class 125710006,372665008,Drug Class +126070004,53041004,Food 126072007,32824001,Drug Class 126074008,32824001,Drug Class 126075009,32824001,Drug Class @@ -1705,6 +1768,7 @@ allergensId,subsetId,allergenType 126174006,1052201004,Drug Class 126183001,1052201004,Drug Class 126184007,1052201004,Drug Class +126185008,126185008,Drug Ingredient 126202002,126202002,Drug Ingredient 126204001,18220004,Drug Class 126223008,103069003,Drug @@ -1730,27 +1794,27 @@ allergensId,subsetId,allergenType 130663004,387219000,Drug Ingredient 224763009,21847005,Drug 226017009,13577000,Food -226018004,53527002,Food -226019007,53527002,Food +226018004,53041004,Food +226019007,53041004,Food 226021002,102263004,Food 226022009,102263004,Food 226023004,255620007,Food 226024005,255620007,Food -226025006,53527002,Food -226031009,53527002,Food -226036004,53527002,Food 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allergensId,subsetId,allergenType 391828004,391828004,Drug Ingredient 391834006,300961004,Drug Class 391858005,391858005,Drug Ingredient +391867005,391867005,Drug 392551007,112133008,Drug Class +395273005,395273005,Drug +395435009,395435009,Drug +395439003,395439003,Drug 395730000,773603001,Drug Class 395741003,372733002,Drug Class 395760005,426722004,Drug Class @@ -4409,6 +4534,7 @@ allergensId,subsetId,allergenType 395945000,773603001,Drug Class 395946004,860766002,Drug Class 395948003,372800002,Drug Class +395951005,53041004,Food 395958004,395958004,Drug Ingredient 395959007,764147003,Drug Class 395967004,304275008,Drug Class @@ -4446,8 +4572,21 @@ allergensId,subsetId,allergenType 396466006,373227004,Drug Class 397178007,373227004,Drug Class 397545008,112133008,Drug Class +398643005,398643005,Drug 398686005,111136003,Drug Ingredient +398695002,398695002,Drug +398709005,398709005,Drug 398715005,372679000,Drug Class +398722002,398722002,Drug +398770008,398770008,Drug 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Class 412302003,372800002,Drug Class 412309007,767403008,Chemical @@ -4618,18 +4774,24 @@ allergensId,subsetId,allergenType 412327005,255637000,Drug Class 412341001,372665008,Drug Class 412343003,764147003,Drug Class +412349004,412349004,Drug 412354008,771452004,Drug Class 412357001,412357001,Drug Ingredient +412362000,412362000,Drug 412363005,304275008,Drug Class 412379006,372540003,Drug Class 412384000,373225007,Drug Class 412390001,767270007,Drug Class 412392009,372912004,Drug Class 412393004,767407009,Drug Ingredient +412399000,412399000,Drug +412420008,412420008,Drug 412429009,418497006,Drug Class 412432007,373254001,Drug Class 412436005,256440004,Drug Ingredient 412454009,421556008,Drug Ingredient +412499001,412499001,Drug +412500005,412500005,Drug 412503007,21847005,Drug 412515006,412515006,Drug Ingredient 412516007,767007003,Drug Class @@ -4637,6 +4799,7 @@ allergensId,subsetId,allergenType 412528004,407313002,Drug Class 412533000,391858005,Drug Ingredient 412552006,21847005,Drug +412556009,412556009,Drug 412583005,256259004,Drug Ingredient 412600001,385420005,Drug 412601002,255620007,Food @@ -4653,12 +4816,17 @@ allergensId,subsetId,allergenType 412637007,112133008,Drug Class 412638002,112133008,Drug Class 412639005,767407009,Drug Ingredient +413381000,413381000,Drug +413396001,413396001,Drug 413480003,256350002,Drug Ingredient 413483001,87708000,Drug 413575009,413575009,Drug Class +413717007,413717007,Drug 413948005,372540003,Drug Class +413966000,53041004,Food 414074006,102263004,Food 414140005,1052201004,Drug Class +414175005,414175005,Drug 414275002,304275008,Drug Class 414288004,413575009,Drug Class 414290003,255620007,Food @@ -4668,6 +4836,7 @@ allergensId,subsetId,allergenType 414542006,255620007,Food 414568004,414568004,Drug Ingredient 414674005,372806008,Drug Class +414749000,53041004,Food 414779007,404642006,Drug Class 414983003,102263004,Food 415054006,767178007,Drug @@ -4680,6 +4849,8 @@ allergensId,subsetId,allergenType 416147006,764147003,Drug Class 416198000,226916002,Food 416394007,416394007,Drug Ingredient +416617005,416617005,Drug +416734006,53041004,Food 417034006,21847005,Drug 417063009,108659006,Drug Class 417288007,764146007,Drug Class @@ -4691,6 +4862,7 @@ allergensId,subsetId,allergenType 417987009,31539008,Drug Ingredient 418000008,418000008,Drug Class 418025004,385420005,Drug +418031001,418031001,Drug 418080006,372907000,Drug Class 418190000,418190000,Drug Ingredient 418233006,26351002,Drug Class @@ -4699,6 +4871,7 @@ allergensId,subsetId,allergenType 418326009,23295004,Drug Ingredient 418371001,35098001,Drug Class 418407000,418497006,Drug Class +418467003,418467003,Drug 418497006,418497006,Drug Class 418502008,418502008,Drug Ingredient 418504009,418504009,Food @@ -4718,6 +4891,7 @@ allergensId,subsetId,allergenType 418966002,372800002,Drug Class 418981008,418981008,Drug Ingredient 419040009,304275008,Drug Class +419062009,53041004,Food 419079003,26351002,Drug Class 419090008,767407009,Drug Ingredient 419098001,385420005,Drug @@ -4726,8 +4900,10 @@ allergensId,subsetId,allergenType 419213004,767270007,Drug Class 419315008,32824001,Drug Class 419339003,372622007,Drug Class +419343004,53041004,Food 419345006,32824001,Drug Class 419369005,372806008,Drug Class +419371005,419371005,Drug 419384001,372711004,Drug Class 419389006,26351002,Drug Class 419420009,255620007,Food @@ -4741,22 +4917,29 @@ allergensId,subsetId,allergenType 419632002,372806008,Drug Class 419657007,372664007,Drug Class 419688006,26351002,Drug Class +419731002,419731002,Drug +419745008,419745008,Drug 419790004,419790004,Drug Ingredient 419841009,773603001,Drug Class 419843007,103069003,Drug 419846004,767270007,Drug Class 419852003,767407009,Drug Ingredient 419909004,385420005,Drug +419919005,419919005,Drug +419926005,419926005,Drug 419933005,304275008,Drug Class 420009009,26351002,Drug Class +420069006,53041004,Food 420076001,373700004,Drug Class 420084002,112133008,Drug Class 420092006,373307003,Drug Ingredient +420151004,53041004,Food 420164003,1052201004,Drug Class 420192008,372622007,Drug Class 420222008,372798009,Drug Class 420307001,420307001,Drug Ingredient 420388008,112133008,Drug Class +420413009,420413009,Drug 420442001,420442001,Drug Ingredient 420447007,420447007,Drug Ingredient 420463004,767464004,Drug Class @@ -4766,25 +4949,39 @@ allergensId,subsetId,allergenType 420495003,373225007,Drug Class 420558000,420558000,Drug Ingredient 420616006,767403008,Chemical +420635006,420635006,Drug +420639000,420639000,Drug 420702005,420702005,Drug Ingredient +420743005,420743005,Drug 420803009,108405004,Drug Class +420815008,420815008,Drug 420823005,735215001,Food 420837001,96367001,Drug Ingredient 420839003,112133008,Drug Class +420857002,420857002,Drug 420946006,420946006,Drug Class 420968001,373307003,Drug Ingredient +420982001,420982001,Drug 420993004,387280008,Drug Ingredient 421012002,771452004,Drug Class 421048000,406769001,Drug Class 421053005,767178007,Drug +421072005,421072005,Drug 421158004,421158004,Drug Ingredient 421212007,373307003,Drug Ingredient +421236006,421236006,Drug +421313004,421313004,Drug +421323008,421323008,Drug 421405001,421405001,Drug +421408004,421408004,Drug 421439002,767403008,Chemical 421556008,421556008,Drug Ingredient 421565001,767464004,Drug Class +421613006,421613006,Drug +421616003,421616003,Drug 421621000,87708000,Drug 421678008,112133008,Drug Class +421680002,421680002,Drug 421691009,112133008,Drug Class 421700007,764147003,Drug Class 421702004,767403008,Chemical @@ -4793,8 +4990,13 @@ allergensId,subsetId,allergenType 421921003,421921003,Drug Class 421930006,421795007,Drug Ingredient 421962009,773603001,Drug Class +421992000,421992000,Drug +422016001,422016001,Drug +422021003,422021003,Drug 422073002,422073002,Drug Ingredient 422091007,422091007,Drug Ingredient +422101002,422101002,Drug +422107003,422107003,Drug 422128007,255637000,Drug Class 422160004,87708000,Drug 422164008,422164008,Drug Ingredient @@ -4803,17 +5005,35 @@ allergensId,subsetId,allergenType 422303009,112133008,Drug Class 422335009,422335009,Drug Ingredient 422346007,96367001,Drug Ingredient +422439004,422439004,Drug +422509007,422509007,Drug +422600002,422600002,Drug 422638003,767407009,Drug Ingredient 422721009,13577000,Food 422932000,13577000,Food 422988009,767164006,Drug Class +422997008,422997008,Drug 423045006,387050005,Drug Class +423321003,423321003,Drug Ingredient 423347007,373227004,Drug Class +423524007,423524007,Drug +423835008,423835008,Drug +423967005,423967005,Drug Class +423978002,423978002,Drug 423994009,35098001,Drug Class 424000002,112133008,Drug Class +424034001,424034001,Drug +424102008,424102008,Drug +424117007,424117007,Drug 424281006,387050005,Drug Class +424310002,424310002,Drug +424349004,424349004,Drug 424521005,372664007,Drug Class +424534006,424534006,Drug +424706002,424706002,Drug 424973003,372665008,Drug Class +425114007,425114007,Drug +425245004,425245004,Drug 425329004,767513003,Drug Class 425436002,108405004,Drug Class 425461004,372806008,Drug Class @@ -4825,6 +5045,7 @@ allergensId,subsetId,allergenType 425650004,372665008,Drug Class 425652007,35098001,Drug Class 425702007,767513003,Drug Class +425741009,425741009,Drug 425812008,108659006,Drug Class 425819004,32824001,Drug Class 425867009,103069003,Drug @@ -4843,6 +5064,7 @@ allergensId,subsetId,allergenType 426471008,373254001,Drug Class 426474000,32824001,Drug Class 426476003,360201004,Drug Class +426478002,426478002,Drug 426551002,372722000,Drug Class 426582003,32824001,Drug Class 426594007,373225007,Drug Class @@ -4850,6 +5072,7 @@ allergensId,subsetId,allergenType 426604008,373227004,Drug Class 426653008,418965003,Drug Class 426681002,32824001,Drug Class +426687003,426687003,Drug 426701005,255620007,Food 426722004,426722004,Drug Class 426726001,35098001,Drug Class @@ -4863,13 +5086,18 @@ allergensId,subsetId,allergenType 427076004,372907000,Drug Class 427097003,373227004,Drug Class 427098008,764147003,Drug Class +427104004,427104004,Drug +427164001,427164001,Drug +427238000,53041004,Food 427266008,304275008,Drug Class 427292001,96367001,Drug Ingredient 427322009,372711004,Drug Class 427332002,360201004,Drug Class 427377000,767621000,Drug Class 427378005,420946006,Drug Class +427408008,427408008,Drug 427483001,764146007,Drug Class +427566007,427566007,Drug 427618005,387050005,Drug Class 427652008,767007003,Drug Class 427671005,372806008,Drug Class @@ -4898,6 +5126,7 @@ allergensId,subsetId,allergenType 429018001,112133008,Drug Class 429029002,112133008,Drug Class 429178005,373225007,Drug Class +429431002,429431002,Drug 429463008,767407009,Drug Ingredient 429803003,428787002,Drug Class 429934000,304275008,Drug Class @@ -4923,6 +5152,7 @@ allergensId,subsetId,allergenType 437917007,123682001,Drug Class 438200007,304275008,Drug Class 438256006,372806008,Drug Class +438394008,53041004,Food 438443002,304275008,Drug Class 438935000,860766002,Drug Class 438942000,123682001,Drug Class @@ -4930,6 +5160,8 @@ allergensId,subsetId,allergenType 439183007,764147003,Drug Class 439255000,35098001,Drug Class 440223009,385420005,Drug +440265003,440265003,Drug +441338003,53041004,Food 441469003,372679000,Drug Class 441553007,372722000,Drug Class 441570004,372525000,Drug Class @@ -4946,6 +5178,7 @@ allergensId,subsetId,allergenType 442346000,103069003,Drug 442356001,442356001,Drug Ingredient 442424007,404642006,Drug Class +442447008,442447008,Drug 442508008,767407009,Drug Ingredient 442642007,767560006,Drug Class 442699004,404642006,Drug Class @@ -4953,6 +5186,7 @@ allergensId,subsetId,allergenType 442870007,372722000,Drug Class 442924004,35098001,Drug Class 443045001,764147003,Drug Class +443247003,53041004,Food 443411002,112133008,Drug Class 443586000,372912004,Drug Class 443616002,372806008,Drug Class @@ -4988,8 +5222,8 @@ allergensId,subsetId,allergenType 472740000,782576004,Environmental 472743003,782576004,Environmental 472744009,256277009,Drug Ingredient -608772009,53527002,Food -608773004,53527002,Food +608772009,53041004,Food +608773004,53041004,Food 697986002,112133008,Drug Class 697987006,112133008,Drug Class 697996006,372610009,Drug Class @@ -5043,6 +5277,7 @@ allergensId,subsetId,allergenType 703085003,414355008,Drug Class 703087006,304275008,Drug Class 703107005,703107005,Drug Ingredient +703109008,53041004,Food 703110003,123682001,Drug Class 703111004,123682001,Drug Class 703112006,21847005,Drug @@ -5056,6 +5291,7 @@ allergensId,subsetId,allergenType 703409004,372679000,Drug Class 703410009,372679000,Drug Class 703414000,860926007,Drug Class +703416003,53041004,Food 703418002,360201004,Drug Class 703435003,404642006,Drug Class 703471002,360201004,Drug Class @@ -5098,6 +5334,8 @@ allergensId,subsetId,allergenType 706939009,112133008,Drug Class 706949007,304275008,Drug Class 706950007,304275008,Drug Class +706978008,53041004,Food +706979000,53041004,Food 706988009,112133008,Drug Class 706989001,112133008,Drug Class 706990005,112133008,Drug Class @@ -5183,6 +5421,7 @@ allergensId,subsetId,allergenType 708662002,373227004,Drug Class 708663007,373227004,Drug Class 708703004,87708000,Drug +708704005,53041004,Food 708705006,767407009,Drug Ingredient 708718003,771452004,Drug Class 708719006,304275008,Drug Class @@ -5231,8 +5470,10 @@ allergensId,subsetId,allergenType 709047006,372907000,Drug Class 709131007,15331006,Drug 709162006,709162006,Environmental +709540004,53041004,Food 709592008,767407009,Drug Ingredient 709611009,1052201004,Drug Class +709844000,53041004,Food 710035004,255620007,Food 710036003,255620007,Food 710037007,10827009,Drug Ingredient @@ -5666,6 +5907,9 @@ allergensId,subsetId,allergenType 713648000,21847005,Drug 713664008,15331006,Drug 714082002,387092000,Drug Ingredient +714686000,714686000,Drug +714769003,714769003,Drug +714775007,714775007,Drug 715180004,767007003,Drug Class 715213000,123682001,Drug Class 715259003,767407009,Drug Ingredient @@ -5678,6 +5922,8 @@ allergensId,subsetId,allergenType 715539003,715517000,Drug Ingredient 715557002,304275008,Drug Class 715558007,304275008,Drug Class +715718008,715718008,Drug +715845001,715845001,Drug 715854003,304275008,Drug Class 716018007,767407009,Drug Ingredient 716040003,123682001,Drug Class @@ -5913,6 +6159,7 @@ allergensId,subsetId,allergenType 725560008,79522001,Drug Class 725562000,767407009,Drug Ingredient 725569009,763805006,Drug Class +725570005,53041004,Food 725572002,396345004,Drug Class 725574001,35098001,Drug Class 725576004,372788003,Drug Class @@ -5938,6 +6185,7 @@ allergensId,subsetId,allergenType 725661001,767407009,Drug Ingredient 725662008,372722000,Drug Class 725664009,767407009,Drug Ingredient +725665005,53041004,Food 725666006,404642006,Drug Class 725668007,396345004,Drug Class 725669004,396345004,Drug Class @@ -5950,6 +6198,7 @@ allergensId,subsetId,allergenType 725708002,373253007,Drug Class 725709005,404642006,Drug Class 725710000,404642006,Drug Class +725713003,53041004,Food 725717002,372722000,Drug Class 725719004,763805006,Drug Class 725720005,372722000,Drug Class @@ -6017,6 +6266,7 @@ allergensId,subsetId,allergenType 734303007,372800002,Drug Class 734448007,767513003,Drug Class 734451000,108659006,Drug Class +734452007,53041004,Food 734455009,373254001,Drug Class 734459003,428787002,Drug Class 734462000,767178007,Drug @@ -6055,6 +6305,7 @@ allergensId,subsetId,allergenType 734881000,734881000,Food 734969000,372679000,Drug Class 734970004,372679000,Drug Class +734971000,53041004,Food 734972007,771452004,Drug Class 734976005,767403008,Chemical 735002001,255620007,Food @@ -6104,6 +6355,8 @@ allergensId,subsetId,allergenType 735123009,255620007,Food 735124003,255620007,Food 735135008,771452004,Drug Class +735154008,53041004,Food +735155009,53041004,Food 735165003,304275008,Drug Class 735166002,771452004,Drug Class 735168001,789254008,Drug Class @@ -6134,6 +6387,7 @@ allergensId,subsetId,allergenType 736031006,735029006,Food 736159005,735029006,Food 736162008,735029006,Food +736813006,53041004,Food 736837006,767407009,Drug Ingredient 736859008,372806008,Drug Class 736862006,404642006,Drug Class @@ -6172,16 +6426,20 @@ allergensId,subsetId,allergenType 763428004,112133008,Drug Class 763429007,112133008,Drug Class 763430002,112133008,Drug Class +763540002,763540002,Drug 763671001,395936001,Drug Ingredient +763706000,763706000,Drug 763805006,763805006,Drug Class 764146007,764146007,Drug Class 764147003,764147003,Drug Class 764357006,764357006,Drug Class 764502005,372806008,Drug Class 764504006,372806008,Drug Class +764606000,764606000,Drug 764617004,304275008,Drug Class 764657001,418920007,Environmental 764663005,372798009,Drug Class +764879009,764879009,Drug Class 765097005,735029006,Food 765098000,735029006,Food 765099008,735971005,Drug Ingredient @@ -6231,7 +6489,9 @@ allergensId,subsetId,allergenType 767724004,3829006,Drug Ingredient 767725003,372639009,Drug Class 767846002,3829006,Drug Ingredient +767871004,767871004,Drug 768043006,372622007,Drug Class +768060001,768060001,Drug 768145002,372907000,Drug Class 768368002,767403008,Chemical 768369005,87708000,Drug @@ -6247,6 +6507,9 @@ allergensId,subsetId,allergenType 768550004,103069003,Drug 768557001,767108006,Drug Class 768558006,767108006,Drug Class +768561007,768561007,Drug +768574001,768574001,Drug +768612003,768612003,Drug Class 768645003,31539008,Drug Ingredient 768651008,391784006,Drug Ingredient 768652001,391784006,Drug Ingredient @@ -6261,24 +6524,41 @@ allergensId,subsetId,allergenType 769098005,773603001,Drug Class 769166001,769166001,Drug Class 770326002,255620007,Food +770888008,770888008,Drug +770927001,770927001,Drug +770928006,770928006,Drug +770932000,770932000,Drug +770933005,770933005,Drug +770956001,770956001,Drug +770960003,770960003,Drug 771374006,372656001,Drug Class 771384007,771384007,Drug Class 771452004,771452004,Drug Class 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787054008,373288007,Drug Class 787920005,103069003,Drug 787921009,65183007,Drug Class @@ -6339,6 +6621,7 @@ allergensId,subsetId,allergenType 788298000,767407009,Drug Ingredient 789066008,767007003,Drug Class 789067004,406769001,Drug Class +789073003,789073003,Drug 789081002,418497006,Drug Class 789082009,418497006,Drug Class 789154000,789154000,Drug Ingredient @@ -6357,6 +6640,11 @@ allergensId,subsetId,allergenType 819018009,255620007,Food 819974004,255620007,Food 830162004,123682001,Drug Class +836374004,836374004,Drug Ingredient +836377006,836377006,Drug Ingredient +836382004,836382004,Drug Ingredient +836383009,836383009,Drug Ingredient +836390004,836390004,Drug Ingredient 838284008,372722000,Drug Class 840571004,782576004,Environmental 840572006,782576004,Environmental @@ -6373,15 +6661,22 @@ allergensId,subsetId,allergenType 870361009,112133008,Drug Class 870362002,112133008,Drug Class 870500007,256259004,Drug Ingredient +870615002,870615002,Drug 871696008,35098001,Drug Class 871697004,35098001,Drug Class +871732000,871732000,Drug Ingredient +871804001,871804001,Drug +871831003,871831003,Drug +871875004,871875004,Drug 876835008,255620007,Food +876844009,53041004,Food 878874009,10827009,Drug Ingredient 890230007,1052201004,Drug Class 890462007,35098001,Drug Class 895415002,103069003,Drug 895431005,372913009,Drug Class 895433008,767407009,Drug Ingredient +895541005,895541005,Drug 895592002,767407009,Drug Ingredient 897038008,404642006,Drug Class 897039000,304275008,Drug Class @@ -6423,19 +6718,29 @@ allergensId,subsetId,allergenType 1157109000,263894008,Drug Class 1157112002,263894008,Drug Class 1157170002,1157170002,Drug Ingredient +1172494003,1172494003,Drug Ingredient +1172854008,1172854008,Drug +1179571000,1179571000,Drug Class +1193562006,1193562006,Drug +1197608001,1197608001,Drug Class +1201840006,1201840006,Drug 161000221102,161000221102,Drug 341000220102,372733002,Drug Class 361000220103,372656001,Drug Class 371000220109,372656001,Drug Class 411000220105,373225007,Drug Class 421000220103,372806008,Drug Class +601000221108,601000221108,Drug Ingredient +1031000221108,1031000221108,Drug Ingredient +1131000221109,1131000221109,Drug Ingredient 16211000122103,372664007,Drug Class 18991000122102,372665008,Drug Class 20551000122108,860766002,Drug Class 24631000087102,24631000087102,Drug Ingredient +28531000087107,28531000087107,Drug 136501000146105,372665008,Drug Class 301371000000104,112133008,Drug Class -325481000000104,53527002,Food +325481000000104,53041004,Food 436801000124100,255620007,Food 436811000124102,255620007,Food 436821000124105,255620007,Food @@ -6474,6 +6779,7 @@ allergensId,subsetId,allergenType 3575111000001107,34239008,Drug Ingredient 3576911000001103,263894008,Drug Class 3579511000001100,259296007,Drug +3581411000001108,53041004,Food 3584511000001109,372800002,Drug Class 3585311000001104,87708000,Drug 3585711000001100,372800002,Drug Class @@ -6502,6 +6808,7 @@ allergensId,subsetId,allergenType 4266411000001106,767403008,Chemical 4266511000001105,767403008,Chemical 4318311000001106,1557002,Drug Ingredient +4337411000001107,53041004,Food 4368611000001102,387307005,Chemical 4389811000001107,386901006,Drug Ingredient 4436111000001108,4436111000001108,Drug Ingredient @@ -6522,6 +6829,7 @@ allergensId,subsetId,allergenType 4778611000001107,82622003,Drug 4812211000001103,396065004,Drug Ingredient 4875211000001100,278910002,Drug Ingredient +4933511000001105,4933511000001105,Drug 4978311000001105,4978311000001105,Drug Ingredient 5000611000001108,373537008,Drug 5000811000001107,372800002,Drug Class @@ -6529,9 +6837,12 @@ allergensId,subsetId,allergenType 5002211000001107,53034005,Drug Ingredient 5002411000001106,112133008,Drug Class 5050311000001109,256277009,Drug Ingredient +5145011000001105,53041004,Food 5145411000001101,373537008,Drug 5175411000001102,373288007,Drug Class +5175511000001103,53041004,Food 5175711000001108,227400003,Drug Ingredient +5214111000001104,53041004,Food 5214211000001105,311731000,Drug 5214311000001102,31347007,Drug 5214511000001108,387131008,Drug Ingredient @@ -6546,6 +6857,7 @@ allergensId,subsetId,allergenType 5244111000001109,5244111000001109,Drug Ingredient 5253011000001109,112133008,Drug Class 5375811000001107,256259004,Drug Ingredient +7409611000001106,7409611000001106,Drug Ingredient 7488111000001106,7488111000001106,Drug Ingredient 7523811000001109,74523009,Drug Ingredient 7968211000001100,7968211000001100,Drug Ingredient @@ -6566,12 +6878,31 @@ allergensId,subsetId,allergenType 8987611000001109,8987611000001109,Drug Ingredient 8988211000001106,255620007,Food 8988711000001104,255620007,Food +9214401000001100,9214401000001100,Drug +9344601000001101,9344601000001101,Drug +9367001000001105,9367001000001105,Drug +9502701000001108,9502701000001108,Drug 9750811000001109,9750811000001109,Drug Ingredient +9820811000001105,9820811000001105,Drug 9832011000001102,28942008,Drug 9832211000001107,373288007,Drug Class 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12227811000001109,259296007,Drug 12234801000001104,255620007,Food 12303911000001105,227215000,Drug Ingredient +12874301000001102,12874301000001102,Drug +12913411000001108,12913411000001108,Drug +13297501000001108,13297501000001108,Drug +13298401000001108,13298401000001108,Drug 13299801000001102,8030004,Drug Ingredient 13531511000001103,13531511000001103,Drug Ingredient +13572711000001103,13572711000001103,Drug 13640211000001101,13640211000001101,Drug Ingredient 13803611000001109,13803611000001109,Drug Ingredient 14676611000001104,259296007,Drug 14683411000001101,21847005,Drug +15364811000001101,15364811000001101,Drug 15412011000001109,47677002,Drug Ingredient +15516311000001103,15516311000001103,Drug Ingredient 15521411000001108,372806008,Drug Class +15991011000001102,15991011000001102,Drug 16247311000001104,21847005,Drug 16609711000001103,259296007,Drug 16750111000001107,311731000,Drug +17066911000001103,17066911000001103,Drug 17156811000001108,21847005,Drug 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7571003,102905003 9957009,162154003 13197004,169450001 13954005,733740006 +15167005,1141703009 16001004,162357001 16932000,70790008 16985007,440565004 17369002,15011000119104 +17971005,1157030006 +18085000,748071000000101 18618006,34189007 19693008,299316003 20036005,289805000 @@ -22,13 +29,13 @@ findingId,situationId 22166009,298291002 22253000,81765008 23133003,298320009 +23986001,1109141000000102 24184005,371622005 25064002,162298006 25762009,274547000 26628009,225438003 26680000,299052005 27624003,473143003 -29555009,846723006 29857009,161971004 30746006,274621000 30760008,707199000 @@ -37,12 +44,11 @@ findingId,situationId 34095006,860981000 35187000,300434009 35611005,274810006 +36406009,838471000000109 36649002,274823004 38341003,371622005 39051003,299730006 -39055007,299883008 39843000,708167009 -40733004,397680002 43381005,315213009 43408002,247079003 43478001,297125009 @@ -50,8 +56,11 @@ findingId,situationId 44717005,298297003 46742003,846719003 47944004,278683009 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+16554781000119103 +16554931000119102 +16555401000119103 +16555451000119104 +16555501000119102 +16555561000119101 +16555611000119103 +16557031000119108 +16558481000119100 +16558541000119106 +16558601000119105 +16558661000119106 +16558721000119108 +16558781000119107 +16558841000119108 +16558901000119101 +16558961000119100 +16559021000119103 +16559081000119104 +16559141000119108 +16559201000119102 +16559261000119101 +16559321000119100 +16559621000119108 +16559741000119107 +16559801000119103 +16560241000119104 +16561811000119107 +16609791000119102 +16629601000119108 +16631761000119104 +16631961000119101 +16656451000119100 +24830001000004106 +25060001000004106 +25110001000004102 +345713791000132107 +450229981000132104 +899020431000132100 diff --git a/src/miade/data/suspected.csv b/src/miade/data/suspected.csv index b37f436..0979161 100644 --- a/src/miade/data/suspected.csv +++ b/src/miade/data/suspected.csv @@ -5,6 +5,7 @@ findingId,situationId 4834000,772154007 7573000,428655008 8531006,162594009 +11282001,947451000000106 14168008,722545003 14189004,772152006 14448006,787772009 @@ -14,9 +15,10 @@ findingId,situationId 16726004,717781006 23502006,714327004 24700007,700409000 +27718001,950121000000105 27836007,772146005 30242009,772157000 -32895009,700102000 +31323000,1239951000000108 35489007,473126001 36171008,1081901000112109 36653000,772212002 @@ -24,19 +26,18 @@ findingId,situationId 37109004,707860005 38341003,417312002 38362002,418429061000132101 -40733004,473130003 40930008,473124003 -50043002,394966004 +41962002,1110651000000104 +44808001,841481000000100 50239007,697959002 55184003,439597005 -55680006,473128000 -56265001,394886001 56717001,772170009 58750007,772161006 58849003,871484007 59282003,417113001 61462000,772168000 63650001,772160007 +66091009,1097291000000101 67924001,772159002 68566005,314940005 69588003,718311001 @@ -47,13 +48,16 @@ findingId,situationId 75258004,394988004 75478009,406136005 75702008,772163009 +76175005,951831000000106 76272004,371397000 76902006,772153001 81004002,772148006 84114007,394887005 84757009,407625007 85904008,772164003 +87827003,951701000000106 89765005,697956009 +91302008,859701000000104 93143009,315262009 95921002,697957000 95922009,700254002 @@ -65,6 +69,7 @@ findingId,situationId 126952004,315263004 128049000,427261003 128053003,432805000 +128271002,1142109000 128596003,429244009 128937004,734930006 129836000,697958005 @@ -81,9 +86,11 @@ findingId,situationId 199616008,309738002 202821008,430187003 205791004,609418009 +206525008,1067111000000100 225820007,771385008 225824003,697949003 225826001,702579009 +230690007,769211000000103 235919008,390926006 238079002,698600006 240523007,772158005 @@ -127,15 +134,17 @@ findingId,situationId 408856003,401204006 409498004,772151004 409506009,773115001 -414531002,772147001 417357006,473131004 418189009,162596006 418496002,702953007 419052002,397657005 424413001,315261002 428905002,868252007 +439960005,897261000000108 +442696006,505251000000100 444557007,12399411000119106 447404002,787774005 +473383000,1110641000000102 473456000,931000122109 609417004,609416008 609429008,609420007 @@ -151,9 +160,24 @@ findingId,situationId 732291000,123381000119108 734932003,734931005 773113008,773114002 -783724009,237152002 783726006,237153007 840539006,840544004 +1149222004,473128000 +1149327007,772147001 +63061000119104,1110771000000104 +125511000119108,1110691000000107 +125521000119101,1110681000000105 +144021000000102,144041000000109 +144421000000108,144431000000105 +205171000000107,1087071000000109 +809261000000103,809831000000107 +821491000000101,1087691000000104 +822021000000103,1087841000000108 +822031000000101,1087851000000106 +1110661000000101,1110671000000108 +1110701000000107,1110711000000109 +1110721000000103,1110731000000101 +1110741000000105,1110751000000108 12399011000119104,15912911000119102 12399051000119103,12399491000119102 12399091000119108,12399291000119101 diff --git a/src/miade/data/vtm_to_text.csv b/src/miade/data/vtm_to_text.csv index 00c1d4d..a73454d 100644 --- a/src/miade/data/vtm_to_text.csv +++ b/src/miade/data/vtm_to_text.csv @@ -1,4 +1,12 @@ vtmId,text +28748001,CHLORAL HYDRATE ORAL +40820003,CARBAMAZEPINE ORAL +41193000,ACICLOVIR ORAL +74470007,CYCLOPHOSPHAMIDE ORAL +86977007,MESALAZINE ORAL +109143003,LEFLUNOMIDE ORAL +333847008,KETAMINE ORAL +404830004,CO-CARELDOPA ORAL 302007,SPIRAMYCIN ORAL 544002,MELPHALAN ORAL 796001,DIGOXIN ORAL @@ -76,7 +84,6 @@ vtmId,text 27479000,ZIDOVUDINE ORAL 27658006,AMOXICILLIN ORAL 27754002,PIROXICAM ORAL -28748001,CHLORAL HYDRATE ORAL 29175007,RIFAMPICIN ORAL 29439004,CAPTOPRIL ORAL 29877002,ISOCARBOXAZID ORAL @@ -110,10 +117,8 @@ vtmId,text 40232005,KETOCONAZOLE ORAL 40339003,CALCIUM LACTATE ORAL 40556005,PHENYTOIN ORAL -40820003,CARBAMAZEPINE ORAL 40999006,LOMUSTINE ORAL 41147003,PERPHENAZINE ORAL -41193000,ACICLOVIR ORAL 42082003,VANCOMYCIN ORAL 42348003,METHYLTESTOSTERONE ORAL 42444000,SECOBARBITAL ORAL @@ -212,7 +217,6 @@ vtmId,text 73986003,CEFUROXIME ORAL 74065006,PRAZEPAM ORAL 74213004,INDAPAMIDE ORAL -74470007,CYCLOPHOSPHAMIDE ORAL 74771007,PHENOXYBENZAMINE ORAL 75959001,TAMOXIFEN ORAL 76058001,PRAZOSIN ORAL @@ -248,7 +252,6 @@ vtmId,text 85354008,CYCLIZINE ORAL 85591001,TIMOLOL ORAL 86647004,BUMETANIDE ORAL -86977007,MESALAZINE ORAL 87285001,NIMODIPINE ORAL 87567009,MEFLOQUINE ORAL 87617007,NALTREXONE ORAL @@ -382,7 +385,6 @@ vtmId,text 109129008,TACROLIMUS ORAL 109139002,CABERGOLINE ORAL 109141001,RILUZOLE ORAL -109143003,LEFLUNOMIDE ORAL 109218004,IOHEXOL ORAL 111127002,ALPRAZOLAM ORAL 111137007,LACTULOSE ORAL @@ -486,7 +488,6 @@ vtmId,text 329923004,ACECLOFENAC ORAL 329961001,DEXKETOPROFEN ORAL 332304007,SULFUR ORAL -333847008,KETAMINE ORAL 346359007,BUTOBARBITAL ORAL 346441008,FISH OIL ORAL 346464005,GLYCINE ORAL @@ -545,7 +546,6 @@ vtmId,text 398699008,EPLERENONE ORAL 398762003,ZONISAMIDE ORAL 400526000,METHOXSALEN ORAL -404830004,CO-CARELDOPA ORAL 404833002,GLYCEROL ORAL 404851001,PALONOSETRON ORAL 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407979001,20,mg,39706711000001105 407979001,5,mg,39706811000001102 420507002,1,mg,39707011000001106 +420507002,500,microgram,39707111000001107 108432009,50,mg,39707311000001109 108432009,75,mg,39707411000001102 +108432009,37.5,mg,39707611000001104 429346008,10,mg,39707711000001108 429346008,2,mg,39707911000001105 429346008,25,mg,39708111000001108 @@ -868,28 +1551,54 @@ vtmId,dose,unit,vmpId 57811004,30,mg,39708511000001104 57811004,40,mg,39708711000001109 89092006,10,mg,39708811000001101 +91143003,200,microgram,39709711000001100 +91143003,400,microgram,39709811000001108 36410311000001109,20,mg,39712711000001109 108624006,40,microgram,39717411000001100 414570008,1,g,39717911000001108 +90332006,500,mg,39720311000001101 27754002,10,mg,39721011000001108 27754002,20,mg,39721211000001103 52388000,5,mg,39722711000001103 +116084008,300,mg,39723211000001104 +68088000,100,mg,39724211000001101 +68088000,200,mg,39725211000001100 +68088000,400,mg,39725711000001107 703580004,20,mg,39726011000001101 703580004,30,mg,39726211000001106 703580004,40,mg,39727811000001109 421552005,10,mg,39728011000001102 421552005,5,mg,39730811000001107 421552005,70,mg,39731311000001108 +427002003,150,mg,39731411000001101 +427002003,300,mg,39731511000001102 +134529000,12.5,mg,39731611000001103 108537001,10,mg,39731911000001109 108537001,5,mg,39732011000001102 +27658006,250,mg,39732311000001104 +27658006,500,mg,39732411000001106 +354049008,100,mg,39732611000001109 +108976008,500,microgram,39732811000001108 108600003,20,mg,39733011000001106 108600003,40,mg,39733111000001107 108600003,80,mg,39733211000001101 +96034006,500,mg,39733511000001103 350631001,16,mg,39733611000001104 350631001,8,mg,39733711000001108 +385558007,125,mg,39733911000001105 +385558007,62.5,mg,39734011000001108 +703586005,100,mg,39734111000001109 +703586005,500,mg,39734211000001103 91452003,10,mg,39734311000001106 91452003,5,mg,39734411000001104 +703681008,100,mg,39734511000001100 +4937008,250,mg,39735011000001107 +4937008,500,mg,39735111000001108 +13414000,500,mg,39735211000001102 +54887004,250,mg,39735311000001105 +54887004,500,mg,39735911000001106 350631001,24,mg,39818211000001102 +39807711000001105,100,mg,39818911000001106 89029005,3,mg,39819311000001104 442004000,25,mg,39819711000001100 36408111000001106,30,mg,39832211000001109 @@ -897,34 +1606,51 @@ vtmId,dose,unit,vmpId 36408311000001108,20,mg,39832411000001108 36408311000001108,40,mg,39832511000001107 36408311000001108,5,mg,39832611000001106 +83973001,1500,mg,39878811000001109 108539003,10,mg,39879111000001109 16602005,15,mg,39933911000001104 -16602005,5,mg,39934011000001101 +16602005,2.5,mg,39934011000001101 16602005,5,mg,39934111000001100 -39933711000001101,5,mg,39934411000001105 +39933711000001101,13.5,mg,39934311000001103 +39933711000001101,4.5,mg,39934411000001105 39933711000001101,9,mg,39934511000001109 +407033009,120,mg,39964711000001109 407033009,90,mg,39964811000001101 7092007,25,mg,39992211000001108 39976211000001104,10,mg,39992311000001100 -39976211000001104,5,mg,39992411000001107 +39976211000001104,2.5,mg,39992411000001107 39976211000001104,5,mg,39992511000001106 +3814009,100,mg,40087611000001101 3814009,25,mg,40087711000001105 38030311000001103,30,mg,40087811000001102 16602005,10,mg,40103411000001101 16602005,5,mg,40103511000001102 +40111311000001109,100,mg,40110511000001105 +40111311000001109,150,mg,40110611000001109 40111311000001109,20,mg,40110711000001100 40111311000001109,50,mg,40110811000001108 40111311000001109,70,mg,40110911000001103 +40164311000001106,100,mg,40163011000001106 +40164311000001106,200,mg,40163111000001107 40156411000001104,30,mg,40163411000001102 40164311000001106,50,mg,40163611000001104 +40156511000001100,600,mg,40163711000001108 40125911000001101,10,mg,40163911000001105 40125911000001101,25,mg,40164011000001108 +40200511000001106,100,mg,40206211000001105 +40200511000001106,12.5,mg,40206311000001102 +40200511000001106,150,mg,40206511000001108 +40200511000001106,200,mg,40206611000001107 40200511000001106,25,mg,40206711000001103 40200511000001106,50,mg,40207211000001107 +40227711000001107,150,mg,40227811000001104 +40230911000001106,150,mg,40235311000001103 40230911000001106,50,mg,40235411000001105 40240711000001108,20,mg,40241111000001101 40240711000001108,2,mg,40241211000001107 40240711000001108,3,mg,40241311000001104 +40238711000001106,120,mg,40241511000001105 +40277911000001105,200,mg,40261911000001107 40240711000001108,10,mg,40272211000001104 40240711000001108,4,mg,40272311000001107 40240711000001108,5,mg,40272411000001100 @@ -932,10 +1658,15 @@ vtmId,dose,unit,vmpId 40240711000001108,7,mg,40272611000001102 40240711000001108,8,mg,40272711000001106 40240711000001108,9,mg,40272811000001103 +40268611000001109,225,mg,40272911000001108 40338011000001101,40,mg,40289611000001103 +40337911000001103,998,mg,40289911000001109 +40583711000001103,150,mg,40330011000001103 13868211000001103,20,mg,40389511000001108 +40390111000001105,400,mg,40389711000001103 350358003,20,microgram,40484011000001105 350358003,5,microgram,40484111000001106 +40487911000001103,231,mg,40491511000001103 91452003,30,mg,40548611000001106 91452003,15,mg,40548711000001102 703786007,7,mg,40558711000001100 diff --git a/tests/test_annotator.py b/tests/test_annotator.py index b337c11..ac49517 100644 --- a/tests/test_annotator.py +++ b/tests/test_annotator.py @@ -126,8 +126,8 @@ def test_meta_annotations(test_problems_medcat_model, test_meta_annotations_conc id="413241009", name="Gastritis (suspected)", category=Category.PROBLEM ), Concept( - id="115451000119100", - name="Endophthalmitis (historic)", + id="1847009", + name="Endophthalmitis", category=Category.PROBLEM, ), # negex false, meta processed Concept( From 95bbfeb9cbd3d4561ac1857ffb0d66917c8a9714 Mon Sep 17 00:00:00 2001 From: Jennifer Jiang <37081323+jenniferajiang@users.noreply.github.com> Date: Mon, 30 Oct 2023 14:55:26 +0000 Subject: [PATCH 22/37] :bug: Fixed vtm deduplication bug (#96) --- src/miade/annotators.py | 11 ++++++++--- tests/conftest.py | 22 ++++++++++++++++++++++ tests/test_annotator.py | 9 +++++++++ 3 files changed, 39 insertions(+), 3 deletions(-) diff --git a/src/miade/annotators.py b/src/miade/annotators.py index 1db8d43..c405aaa 100644 --- a/src/miade/annotators.py +++ b/src/miade/annotators.py @@ -259,20 +259,25 @@ def process_paragraphs(note: Note, concepts: List[Concept]) -> List[Concept]: def deduplicate(concepts: List[Concept], record_concepts: Optional[List[Concept]]) -> List[Concept]: if record_concepts is not None: record_ids = {record_concept.id for record_concept in record_concepts} + record_names = {record_concept.name for record_concept in record_concepts} else: record_ids = set() + record_names = set() # Use an OrderedDict to keep track of ids as it preservers original MedCAT order (the order it appears in text) filtered_concepts: List[Concept] = [] - existing_ids = OrderedDict() + existing_concepts = OrderedDict() # Filter concepts that are in record or exist in concept list for concept in concepts: - if concept.id in record_ids or concept.id in existing_ids: + if concept.id is not None and (concept.id in record_ids or concept.id in existing_concepts): log.debug(f"Removed concept ({concept.id} | {concept.name}): concept id exists in record") + # check name match for null ids - VTM deduplication + elif concept.id is None and (concept.name in record_names or concept.name in existing_concepts.values()): + log.debug(f"Removed concept ({concept.id} | {concept.name}): concept name exists in record") else: filtered_concepts.append(concept) - existing_ids[concept.id] = None + existing_concepts[concept.id] = concept.name return filtered_concepts diff --git a/tests/conftest.py b/tests/conftest.py index d8ab718..b1dacc0 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -369,6 +369,28 @@ def test_self_duplicate_concepts_note() -> List[Concept]: ] +@pytest.fixture(scope="function") +def test_duplicate_vtm_concept_note() -> List[Concept]: + return [ + Concept(id="1", name="prob1", category=Category.PROBLEM), + Concept(id="1", name="prob2", category=Category.PROBLEM), + Concept(id=None, name="vtm1", category=Category.MEDICATION), + Concept(id=None, name="vtm1", category=Category.MEDICATION), + Concept(id=None, name="vtm2", category=Category.MEDICATION), + Concept(id="2", name="vmp 20mg", category=Category.MEDICATION), + Concept(id=None, name="vtm3", category=Category.MEDICATION), + ] + + +@pytest.fixture(scope="function") +def test_duplicate_vtm_concept_record() -> List[Concept]: + return [ + Concept(id="1", name="prob1", category=Category.PROBLEM), + Concept(id=None, name="vtm2", category=Category.MEDICATION), + Concept(id="2", name="vmp 20mg", category=Category.MEDICATION), + ] + + @pytest.fixture(scope="function") def test_medcat_concepts() -> Dict: return { diff --git a/tests/test_annotator.py b/tests/test_annotator.py index ac49517..71e94f2 100644 --- a/tests/test_annotator.py +++ b/tests/test_annotator.py @@ -68,6 +68,8 @@ def test_deduplicate( test_duplicate_concepts_note, test_duplicate_concepts_record, test_self_duplicate_concepts_note, + test_duplicate_vtm_concept_note, + test_duplicate_vtm_concept_record, ): annotator = Annotator(test_problems_medcat_model) @@ -104,6 +106,13 @@ def test_deduplicate( Concept(id="5", name="test2", category=Category.PROBLEM), Concept(id="6", name="test2", category=Category.MEDICATION), ] + # test vtm deduplication (string match) + assert annotator.deduplicate( + concepts=test_duplicate_vtm_concept_note, record_concepts=test_duplicate_vtm_concept_record + ) == [ + Concept(id=None, name="vtm1", category=Category.MEDICATION), + Concept(id=None, name="vtm3", category=Category.MEDICATION), + ] assert ( annotator.deduplicate( concepts=[], record_concepts=test_duplicate_concepts_record From 8bf1bfb28dbbf12c9a2de4ef89a7e0d97f0fab60 Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Mon, 30 Oct 2023 15:02:23 +0000 Subject: [PATCH 23/37] :construction_worker: Run tests on dev PRs --- .github/workflows/ci.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index ce3cd5a..2b0fe90 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -7,6 +7,7 @@ on: pull_request: branches: - master + - dev jobs: Test: From ca7dbe0bb6242680d3c6548746918f5f70453179 Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Mon, 30 Oct 2023 17:14:09 +0000 Subject: [PATCH 24/37] :bug: Fixed prob list cap bug to return exactly first 10 prob concepts --- configs/miade_config.yaml | 13 +++++++++++++ src/miade/annotators.py | 4 ++-- 2 files changed, 15 insertions(+), 2 deletions(-) create mode 100644 configs/miade_config.yaml diff --git a/configs/miade_config.yaml b/configs/miade_config.yaml new file mode 100644 index 0000000..22d9280 --- /dev/null +++ b/configs/miade_config.yaml @@ -0,0 +1,13 @@ +models: + problems: f25ec9423958e8d6 + meds/allergies: a146c741501cf1f7 +annotators: + problems: ProblemsAnnotator + meds/allergies: MedsAllergiesAnnotator +general: + problems: + negation_detection: None # negex or metacat or none + disable: [] + meds/allergies: + negation_detection: None + disable: [] \ No newline at end of file diff --git a/src/miade/annotators.py b/src/miade/annotators.py index c405aaa..aafa7f1 100644 --- a/src/miade/annotators.py +++ b/src/miade/annotators.py @@ -248,9 +248,9 @@ def process_paragraphs(note: Note, concepts: List[Concept]) -> List[Concept]: # if more than 10 concepts in prob or imp or pmh sections, return only those and ignore all other concepts if len(prob_concepts) > 10: - log.debug(f"Ignoring concepts elsewhere in the document because total prob " + log.debug(f"Returning only first 10 problems found because total prob " f"concepts in prob, imp, pmh sections exceed 10: {len(prob_concepts)}") - return prob_concepts + return prob_concepts[:10] else: return concepts From dbb165d8fe16601053e4793db39743c574c8387d Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Mon, 30 Oct 2023 17:16:07 +0000 Subject: [PATCH 25/37] :wrench: Update sample miade config --- configs/miade_config.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/configs/miade_config.yaml b/configs/miade_config.yaml index 22d9280..7322add 100644 --- a/configs/miade_config.yaml +++ b/configs/miade_config.yaml @@ -6,7 +6,7 @@ annotators: meds/allergies: MedsAllergiesAnnotator general: problems: - negation_detection: None # negex or metacat or none + negation_detection: None disable: [] meds/allergies: negation_detection: None From 3bffac2d023ccf7e957dc58404f78e7e62ce6c1d Mon Sep 17 00:00:00 2001 From: Jennifer Jiang <37081323+jenniferajiang@users.noreply.github.com> Date: Thu, 2 Nov 2023 15:46:30 +0000 Subject: [PATCH 26/37] Revert long problems list filtering and add numbering to problems list (#99) * Revert long problems list capping - it was correct the way it was before * :sparkles: Add numbering function to ProblemsAnnotator pipeline --- src/miade/annotators.py | 15 +++++++++++++-- tests/test_core.py | 6 +++--- 2 files changed, 16 insertions(+), 5 deletions(-) diff --git a/src/miade/annotators.py b/src/miade/annotators.py index aafa7f1..681a3be 100644 --- a/src/miade/annotators.py +++ b/src/miade/annotators.py @@ -248,9 +248,9 @@ def process_paragraphs(note: Note, concepts: List[Concept]) -> List[Concept]: # if more than 10 concepts in prob or imp or pmh sections, return only those and ignore all other concepts if len(prob_concepts) > 10: - log.debug(f"Returning only first 10 problems found because total prob " + log.debug(f"Ignoring concepts elsewhere in the document because " f"concepts in prob, imp, pmh sections exceed 10: {len(prob_concepts)}") - return prob_concepts[:10] + return prob_concepts else: return concepts @@ -311,6 +311,14 @@ def add_dosages_to_concepts( return concepts + @staticmethod + def add_numbering_to_name(concepts: List[Concept]) -> List[Concept]: + # Prepend numbering to problem concepts e.g. 00 asthma, 01 stroke... + for i, concept in enumerate(concepts): + concept.name = f"{i:02} {concept.name}" + + return concepts + def __call__( self, note: Note, @@ -442,6 +450,9 @@ def __call__( if "deduplicator" not in self.config.disable: concepts = self.deduplicate(concepts, record_concepts) + if "add_numbering" not in self.config.disable: + concepts = self.add_numbering_to_name(concepts) + return concepts diff --git a/tests/test_core.py b/tests/test_core.py index 3322806..d51e752 100644 --- a/tests/test_core.py +++ b/tests/test_core.py @@ -11,19 +11,19 @@ def test_core(model_directory_path, test_note, test_negated_note, test_duplicate processor.add_annotator("meds/allergies") assert processor.process(test_note) == [ - Concept(id="59927004", name="liver failure", category=Category.PROBLEM), + Concept(id="59927004", name="00 liver failure", category=Category.PROBLEM), Concept(id="322236009", name="paracetamol 500mg oral tablets", category=Category.MEDICATION), ] assert processor.process(test_negated_note) == [ Concept(id="322236009", name="paracetamol 500mg oral tablets", category=Category.MEDICATION), ] assert processor.process(test_duplicated_note) == [ - Concept(id="59927004", name="liver failure", category=Category.PROBLEM), + Concept(id="59927004", name="00 liver failure", category=Category.PROBLEM), Concept(id="322236009", name="paracetamol 500mg oral tablets", category=Category.MEDICATION), ] assert processor.get_concept_dicts(test_note) == [ { - 'name': 'liver failure', 'id': '59927004', 'category': 'PROBLEM', 'start': 12, 'end': 25, + 'name': '00 liver failure', 'id': '59927004', 'category': 'PROBLEM', 'start': 12, 'end': 25, 'dosage': None, 'linked_concepts': [], 'negex': False, 'meta': None, 'debug': None }, { From a1b9aa815393e33eff7f351bc8ed7a51b63aef4f Mon Sep 17 00:00:00 2001 From: Jennifer Jiang <37081323+jenniferajiang@users.noreply.github.com> Date: Mon, 6 Nov 2023 14:45:05 +0000 Subject: [PATCH 27/37] Streamlit trainer preprocessing (#97) * Added train csv preprocessing steps * :bug: Fixed train_csv document loading --- streamlit_app/.env | 1 + streamlit_app/app.py | 22 +++- streamlit_app/utils.py | 289 +++++++++++++++++++++++++++++++++++++++++ 3 files changed, 311 insertions(+), 1 deletion(-) create mode 100644 streamlit_app/utils.py diff --git a/streamlit_app/.env b/streamlit_app/.env index b6f8a42..31527f7 100644 --- a/streamlit_app/.env +++ b/streamlit_app/.env @@ -1,5 +1,6 @@ VIZ_DATA_PATH=./samples/problems_synthetic_train_example.csv +TRAIN_CSV_DIR=./samples/ SYNTH_CSV_DIR=./samples/ TRAIN_JSON_DIR=./samples/ TEST_JSON_DIR=./samples/ diff --git a/streamlit_app/app.py b/streamlit_app/app.py index 48409c1..e43c29e 100644 --- a/streamlit_app/app.py +++ b/streamlit_app/app.py @@ -1,4 +1,5 @@ import os +import json from time import sleep import numpy as np @@ -20,6 +21,7 @@ from medcat.cat import CAT from miade.utils.miade_meta_cat import MiADE_MetaCAT +from utils import * load_dotenv(find_dotenv()) @@ -227,7 +229,7 @@ def aggrid_interactive_table(df: pd.DataFrame): # load data -train_data_df = load_csv_data(os.getenv("VIZ_DATA_PATH")) +# train_data_df = load_csv_data(os.getenv("VIZ_DATA_PATH")) tab1, tab2, tab3, tab4 = st.tabs(["Train", "Test", "Data", "Try"]) @@ -238,8 +240,26 @@ def aggrid_interactive_table(df: pd.DataFrame): st.markdown("**Adjust** the sliders to vary the amount of synthetic data " " you want to include in the training data in addition to your annotations:") train_json_path = st.selectbox("Select annotated training data", TRAIN_JSON_OPTIONS) + + train_csv = train_json_path.replace(".json", ".csv") + train_csv_path = os.path.join(os.getenv("TRAIN_CSV_DIR"), train_csv) + train_json_path = os.path.join(os.getenv("TRAIN_JSON_DIR"), train_json_path) + if not os.path.exists(train_csv_path): + with open(train_json_path) as file: + train_data = json.load(file) + train_text = load_documents(train_data) + train_annotations = load_annotations(train_data) + valid_train_ann = get_valid_annotations(train_annotations) + if "problems" in train_json_path: + train_data_df = get_probs_meta_classes_data(train_text, valid_train_ann) + else: + train_data_df = get_meds_meta_classes_data(train_text, valid_train_ann) + train_data_df.to_csv(train_csv_path, index=False) + else: + train_data_df = load_csv_data(train_csv_path) + synth_csv_path = st.selectbox("Select synthetic data file:", SYNTH_DATA_OPTIONS) synth_csv_path = os.path.join(os.getenv("SYNTH_CSV_DIR"), synth_csv_path) diff --git a/streamlit_app/utils.py b/streamlit_app/utils.py new file mode 100644 index 0000000..23869cd --- /dev/null +++ b/streamlit_app/utils.py @@ -0,0 +1,289 @@ +import pandas as pd + +from medcat.meta_cat import MetaCAT +from medcat.config_meta_cat import ConfigMetaCAT +from medcat.tokenizers.meta_cat_tokenizers import TokenizerWrapperBPE + +from typing import Optional + + +def load_documents(data): + documents = {} + for i in range(0,len(data['projects'][0]['documents'])): + documents[data['projects'][0]['documents'][i]['id']] = data['projects'][0]['documents'][i]['text'] + return documents + + +def load_annotations(data): + annotations = [] + for i in range(0,len(data['projects'][0]['documents'])): + document_id = data['projects'][0]['documents'][i]['id'] + annotations.extend([Annotation.from_dict(ann, document_id) for ann in data['projects'][0]['documents'][i]['annotations']]) + return annotations + + +def get_valid_annotations(data): + annotations = [] + for ann in data: + if not ann.deleted and not ann.killed and not ann.irrelevant: + annotations.append(ann) + return annotations + + +def get_probs_meta_classes_data(documents, annotations, ): + r_labels = [] + p_labels = [] + l_labels = [] + cuis = [] + names = [] + texts = [] + tokens = [] + for ann in annotations: + r_labels.append(ann.meta_relevance) + p_labels.append(ann.meta_presence) + l_labels.append(ann.meta_laterality) + + cuis.append(ann.cui) + names.append(ann.value.lower()) + + document = documents[ann.document_id].lower() + _start = max(0, ann.start - 70) + _end = min(len(document), ann.end + 1 + 70) + texts.append(document[_start:_end]) + + # doc_text = tokenizer(document) + # ind = 0 + # for ind, pair in enumerate(doc_text['offset_mapping']): + # if ann.start >= pair[0] and ann.start < pair[1]: + # break + # t_start = max(0, ind - 15) + # t_end = min(len(doc_text['input_ids']), ind + 1 + 10) + # tkns = doc_text['tokens'][t_start:t_end] + # tokens.append(tkns) + + df = pd.DataFrame({"text": texts, + "cui": cuis, + "name": names, + # "tokens": tokens, + "relevance": r_labels, + "presence": p_labels, + "laterality (generic)": l_labels, }) + return df + + +def get_meds_meta_classes_data(documents, annotations, ): + substance_labels = [] + allergy_labels = [] + severity_labels = [] + reaction_labels = [] + cuis = [] + names = [] + texts = [] + tokens = [] + for ann in annotations: + substance_labels.append(ann.meta_substance_cat) + allergy_labels.append(ann.meta_allergy_type) + severity_labels.append(ann.meta_severity) + reaction_labels.append(ann.meta_reaction_pos) + + cuis.append(ann.cui) + names.append(ann.value.lower()) + + document = documents[ann.document_id].lower() + _start = max(0, ann.start - 70) + _end = min(len(document), ann.end + 1 + 70) + texts.append(document[_start:_end]) + + # doc_text = tokenizer(document) + # ind = 0 + # for ind, pair in enumerate(doc_text['offset_mapping']): + # if ann.start >= pair[0] and ann.start < pair[1]: + # break + # t_start = max(0, ind - 15) + # t_end = min(len(doc_text['input_ids']), ind + 1 + 10) + # tkns = doc_text['tokens'][t_start:t_end] + # tokens.append(tkns) + + df = pd.DataFrame({"text": texts, + "cui": cuis, + "name": names, + # "tokens": tokens, + "substance_category": substance_labels, + "allergy_type": allergy_labels, + "severity": severity_labels, + "reaction_pos": reaction_labels}) + return df + + + + +class Annotation: + def __init__( + self, + alternative, + id, + document_id, + cui, + value, + deleted, + start, + end, + irrelevant, + killed, + manually_created, + meta_laterality, + meta_presence, + meta_relevance, + meta_allergy_type, + meta_substance_cat, + meta_severity, + meta_reaction_pos, + dictionary + ): + self.alternative = alternative + self.id = id + self.value = value + self.document_id = document_id + self.cui = cui + self.deleted = deleted + self.start = start + self.end = end + self.irrelevant = irrelevant + self.killed = killed + self.manually_created = manually_created + self.meta_laterality = meta_laterality + self.meta_presence = meta_presence + self.meta_relevance = meta_relevance + self.meta_allergy_type = meta_allergy_type + self.meta_substance_cat = meta_substance_cat + self.meta_severity = meta_severity + self.meta_reaction_pos = meta_reaction_pos + self.dict: Optional[dict] = dictionary + + @classmethod + def from_dict(cls, d, document_id): + meta_laterality = None + meta_presence = None + meta_relevance = None + + meta_allergy_type = None + meta_substance_cat = None + meta_severity = None + meta_reaction_pos = None + + meta_anns = d.get("meta_anns") + if meta_anns is not None: + meta_ann_l = meta_anns.get('laterality (generic)') + if meta_ann_l is not None: + meta_laterality = meta_ann_l['value'] + meta_ann_r = meta_anns.get('relevance') + if meta_ann_r is not None: + meta_relevance = meta_ann_r['value'] + meta_ann_p = meta_anns.get('presence') + if meta_ann_p is not None: + meta_presence = meta_ann_p['value'] + + meta_ann_allergy = meta_anns.get('allergy_type') + if meta_ann_allergy is not None: + meta_allergy_type = meta_ann_allergy['value'] + meta_ann_substance = meta_anns.get('substance_category') + if meta_ann_substance is not None: + meta_substance_cat = meta_ann_substance['value'] + meta_ann_severity = meta_anns.get('severity') + if meta_ann_severity is not None: + meta_severity = meta_ann_severity['value'] + meta_ann_reaction = meta_anns.get('reaction_pos') + if meta_ann_reaction is not None: + meta_reaction_pos = meta_ann_reaction['value'] + return cls( + alternative=d['alternative'], + id=d['id'], + document_id=document_id, + cui=d['cui'], + value=d['value'], + deleted=d['deleted'], + start=d['start'], + end=d['end'], + irrelevant=d['irrelevant'], + killed=d['killed'], + manually_created=d['manually_created'], + meta_laterality=meta_laterality, + meta_presence=meta_presence, + meta_relevance=meta_relevance, + meta_allergy_type=meta_allergy_type, + meta_substance_cat=meta_substance_cat, + meta_severity=meta_severity, + meta_reaction_pos=meta_reaction_pos, + dictionary=d, + ) + + def __str__(self): + return f""" +--- + id: {self.id} + document_id: {self.document_id} + cui: {self.cui} + value: {self.value} + start: {self.start} + end: {self.end} + + deleted: {self.deleted} + irrelevant: {self.irrelevant} + killed: {self.killed} +manually created: {self.manually_created} + + laterality: {self.meta_laterality} + presence: {self.meta_presence} + relevance: {self.meta_relevance} + + substance category: {self.meta_substance_cat} + allergy type: {self.meta_allergy_type} + severity: {self.meta_severity} + reaction pos: {self.reaction_pos} +--- + """ + + def __eq__(self, other): + return ( + self.alternative == other.alternative + and + self.cui == other.cui + and + self.document_id == other.document_id + and + self.deleted == other.deleted + and + self.start == other.start + and + self.end == other.end + and + self.irrelevant == other.irrelevant + and + self.killed == other.killed + and + self.manually_created == other.manually_created + and + self.meta_laterality == other.meta_laterality + and + self.meta_presence == other.meta_presence + and + self.meta_relevance == other.meta_relevance + and + self.meta_substance_cat == other.meta_substance_cat + and + self.meta_allergy_type == other.meta_allergy_type + and + self.meta_severity == other.meta_severity + and + self.meta_reaction_pos == other.meta_reaction_pos + + ) + + def is_same_model_annotation(self, other): + return ( + self.cui == other.cui + and + self.start == other.start + and + self.end == other.end + ) From 4f4185472bb6fadea0a754b59500003c1ca9494f Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Tue, 14 Nov 2023 12:02:47 +0000 Subject: [PATCH 28/37] Update problem blacklist --- src/miade/data/problem_blacklist.csv | 8721 ++++++++++++++++++++++++++ 1 file changed, 8721 insertions(+) diff --git a/src/miade/data/problem_blacklist.csv b/src/miade/data/problem_blacklist.csv index b796b5d..1b91206 100644 --- a/src/miade/data/problem_blacklist.csv +++ b/src/miade/data/problem_blacklist.csv @@ -6,6 +6,7 @@ 133000 135007 142007 +144008 146005 153001 160007 @@ -31,7 +32,9 @@ 348003 351005 352003 +369001 374009 +382009 388008 389000 401004 @@ -98,6 +101,7 @@ 814007 817000 831000 +844005 851001 853003 867007 @@ -136,6 +140,7 @@ 1093006 1103000 1104006 +1111005 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update-blacklist -417708006 -417709003 -417724007 -417728005 -<<<<<<< HEAD -======= -417749006 ->>>>>>> update-blacklist -417753008 -417884003 -417885002 -417897001 -417899003 -417905003 -417912007 -417917001 -417925004 -417931001 -417936006 -417944006 -417945007 -417958008 -417968003 -417970007 -417972004 -417973009 -417974003 -417983008 -417984002 -417986000 -417994007 -418003005 -418012007 -418015009 -418023006 -418024000 -418029005 -418030000 -418041003 -418046008 -418050001 -418062002 -418066004 -418069006 -418074003 -418076001 -418086000 -418090003 -418095008 -418099002 -418105000 -418110001 -418120006 -418121005 -418123008 -418129007 -418132005 -418135007 -418151004 -418153001 -418154007 -418156009 -418158005 -418160007 -418167005 -418169008 -418170009 -418178002 -418180008 -418181007 -418193003 -418196006 -418199004 -418202009 -418203004 -418206007 -418207003 -418210005 -418214001 -418219006 -418220000 -418231008 -418234000 -418244003 -418249008 -418253005 -418255003 -418263002 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-420034009 -420036006 -420039004 -420040002 -420041003 -420046008 -420052009 -420060005 -<<<<<<< HEAD -======= -420061009 -420066004 ->>>>>>> update-blacklist -420068003 -420071006 -420073009 -420078000 -420085001 -420088004 -420095008 -420102002 -420105000 -420106004 -420108003 -420117003 -420122003 -420128004 -420130002 -420131003 -420136008 -420137004 -420139001 -420145009 -420154007 -420161006 -420171008 -420199004 -420202009 -420206007 -420210005 -420213007 -420225005 -420227002 -420231008 -420233006 -420237007 -420260004 -420355001 -420377002 -420424006 -420454001 -420476005 -420526005 -420529003 -420595000 -420650002 -420679009 -420729000 -420734001 -420807005 -420848008 -420880005 -420892005 -<<<<<<< HEAD -======= -420904002 ->>>>>>> update-blacklist -420965003 -421022008 -421037007 -421175005 -421239004 -421265000 -421266004 -421339001 -421388001 -421422004 -421442008 -421483006 -421551003 -421584003 -421617007 -421635003 -421728001 -421865005 -421928009 -421946003 -<<<<<<< HEAD -======= -422015002 ->>>>>>> update-blacklist -422037009 -422103004 -422130009 -422134000 -422181004 -422246005 -422329009 -422395007 -<<<<<<< HEAD -422424000 -422440002 -422463007 -422533001 -422550004 -422618004 -422649009 -422678005 -422685009 -422744007 -422759001 -======= -422423006 -422424000 -422438007 -422440002 -422454005 -422463007 -422483008 -422526001 -422533001 -422550004 -422555009 -422618004 -422649009 -422651008 -422663003 -422678005 -422685009 -422700009 -422716006 -422744007 -422759001 -422766000 ->>>>>>> update-blacklist -422779009 -422808006 -422834003 -422847008 -<<<<<<< HEAD -422865007 -422875005 -422940006 -======= -422857009 -422865007 -422875005 -422896003 -422923002 -422935003 -422940006 -422941005 ->>>>>>> update-blacklist -422952004 -422967000 -422972009 -423001006 -423006001 -423039003 -423040001 -423047003 -<<<<<<< HEAD -423076000 -423079007 -423110000 -423113003 -423162003 -423167009 -423171007 -======= -423066003 -423076000 -423079007 -423098009 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->>>>>>> update-blacklist -423733006 -423736003 -423779001 -423785008 -423786009 -423791005 -<<<<<<< HEAD -423803008 -423826001 -423827005 -423846006 -423850004 -======= -423798004 -423803008 -423824003 -423826001 -423827005 -423839002 -423846006 -423850004 -423859003 ->>>>>>> update-blacklist -423860008 -423861007 -423877008 -423880009 -423895006 -423899000 -423911002 -423944008 -423956009 -423996006 -424008009 -424016000 -424029000 -<<<<<<< HEAD -======= -424056003 ->>>>>>> update-blacklist -424064009 -424065005 -424067002 -424074007 -424085009 -424088006 -<<<<<<< HEAD -424128006 -======= -424093009 -424128006 -424133005 ->>>>>>> update-blacklist -424134004 -424137006 -424139009 -424148004 -424150007 -424154003 -424172009 -424183000 -424184006 -424186008 -424203006 -424225000 -<<<<<<< HEAD -424252005 -424257004 -424265001 -424282004 -======= -424228003 -424252005 -424257004 -424265001 -424272000 -424282004 -424284003 ->>>>>>> update-blacklist -424287005 -424291000 -424294008 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->>>>>>> update-blacklist -735941002 -735942009 -735953003 -735998009 -735999001 -736001000 -<<<<<<< HEAD -736012000 -======= -736011007 -736012000 -736014004 ->>>>>>> update-blacklist -736017006 -736018001 -736019009 -736020003 -736021004 -736025008 -736026009 -736047008 -736048003 -736065007 -736081002 -736082009 -736083004 -736084005 -736086007 -736099005 -736100002 -736118004 -<<<<<<< HEAD -======= -736121002 ->>>>>>> update-blacklist -736122009 -736132002 -736154000 -736155004 -736156003 -736157007 -736158002 -736160000 -736161001 -736163003 -736164009 -736165005 -736166006 -736169004 -736276004 -736281008 -736293004 -736294005 -736295006 -736303005 -736344006 -736345007 -736346008 -736388004 -736430001 -736459001 -736465001 -736484003 -736485002 -736486001 -736487005 -736488000 -736490004 -736511004 -736512006 -736513001 -736514007 -736519002 -<<<<<<< HEAD -======= -736522000 ->>>>>>> update-blacklist -736525003 -736530004 -736531000 -736601004 -736607000 -736612004 -736613009 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-16656451000119100 -24830001000004106 -25060001000004106 -25110001000004102 -<<<<<<< HEAD -345713791000132107 -450229981000132104 -899020431000132100 -======= -133978931000132109 -345713791000132107 -450229981000132104 -899020431000132100 -978253001000132109 ->>>>>>> update-blacklist +722243006 \ No newline at end of file From 69eeb5781b4689b26752a7fbea742bff978c440b Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Tue, 14 Nov 2023 12:20:59 +0000 Subject: [PATCH 30/37] Update blacklist --- src/miade/data/problem_blacklist.csv | 76696 ++++++++++++++++++++++++- 1 file changed, 76691 insertions(+), 5 deletions(-) diff --git a/src/miade/data/problem_blacklist.csv b/src/miade/data/problem_blacklist.csv index 70edb8b..1b91206 100644 --- a/src/miade/data/problem_blacklist.csv +++ b/src/miade/data/problem_blacklist.csv @@ -1,14 +1,8693 @@ +104001 +115006 +119000 +121005 +128004 +133000 +135007 +142007 +144008 +146005 +153001 +160007 +166001 +170009 +174000 +176003 +189009 +197002 +230009 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+16631761000119104 +16631961000119101 +16656451000119100 +24830001000004106 +25060001000004106 +25110001000004102 +133978931000132109 +345713791000132107 +450229981000132104 +899020431000132100 +978253001000132109 From 75c8695d0ef384f9af825ea0b347538288b4265a Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Wed, 15 Nov 2023 10:19:15 +0000 Subject: [PATCH 31/37] :card_file_box: Update problems blacklist v2 --- src/miade/data/problem_blacklist.csv | 10 ---------- 1 file changed, 10 deletions(-) diff --git a/src/miade/data/problem_blacklist.csv b/src/miade/data/problem_blacklist.csv index 1b91206..5c53c02 100644 --- a/src/miade/data/problem_blacklist.csv +++ b/src/miade/data/problem_blacklist.csv @@ -15697,7 +15697,6 @@ 105523009 105524003 105525002 -105529008 105530003 105531004 105532006 @@ -19507,7 +19506,6 @@ 160720000 160721001 160724009 -160725005 160729004 160731008 160739005 @@ -21186,7 +21184,6 @@ 170720001 170721002 170722009 -170727003 170730005 170731009 170732002 @@ -37547,7 +37544,6 @@ 300976007 300977003 300978008 -300994001 301029007 301037004 301038009 @@ -48510,7 +48506,6 @@ 416032004 416055001 416059007 -416075005 416076006 416081002 416090009 @@ -66398,12 +66393,10 @@ 298191000000102 298201000000100 298641000000100 -298651000000102 298711000000107 298941000000105 298971000000104 299191000000106 -299201000000108 299211000000105 299311000000100 299331000000108 @@ -66659,7 +66652,6 @@ 324031000000107 324041000000103 324051000000100 -324061000000102 324081000000106 324851000000106 324861000000109 @@ -66895,7 +66887,6 @@ 355681000000101 355831000000104 355871000000102 -355931000000108 359071000000107 359151000000102 359641000000107 @@ -68327,7 +68318,6 @@ 712801000000108 712821000000104 712941000000102 -713031000000100 713081000000101 713421000000108 713431000000105 From 4ceab9303e443cc4162fef02f15ab88f1c25c092 Mon Sep 17 00:00:00 2001 From: James Brandreth <30596689+jamesbrandreth@users.noreply.github.com> Date: Tue, 21 Nov 2023 19:04:31 +0200 Subject: [PATCH 32/37] Switch to Ruff for formatting and Linting (#104) * Add ruff cache to gitignore * :construction_worker: Add Ruff to CI * :construction_worker: Set permitted line length to 100 * :rotating_light: ruff format * :rotating_light: ruff lint * Re-instate install test * :bug: Fix import cleanup regressions * :rotating_light: ruff format --- .github/workflows/ci.yml | 4 + .gitignore | 3 + pyproject.toml | 5 + src/miade/annotators.py | 289 +++++++++++------- src/miade/concept.py | 11 +- src/miade/core.py | 50 +-- src/miade/dosage.py | 21 +- src/miade/dosageextractor.py | 16 +- src/miade/drugdoseade/entities_refiner.py | 6 +- src/miade/drugdoseade/pattern_matcher.py | 14 +- src/miade/drugdoseade/preprocessor.py | 7 +- src/miade/drugdoseade/utils.py | 4 +- src/miade/metaannotations.py | 24 +- src/miade/model_builders/cdbbuilder.py | 15 +- src/miade/model_builders/preprocess_elg.py | 2 +- .../model_builders/preprocess_snomeduk.py | 38 +-- src/miade/model_builders/vocabbuilder.py | 11 +- src/miade/note.py | 19 +- src/miade/paragraph.py | 6 +- src/miade/utils/annotatorconfig.py | 2 +- src/miade/utils/logger.py | 4 +- src/miade/utils/miade_cat.py | 48 +-- src/miade/utils/miade_meta_cat.py | 109 ++++--- src/miade/utils/modelfactory.py | 4 +- src/scripts/build_model_pack.py | 10 +- src/scripts/miade.py | 36 +-- streamlit_app/app.py | 103 ++++--- streamlit_app/utils.py | 213 ++++++------- tests/conftest.py | 226 ++++++++------ tests/test_annotator.py | 49 +-- tests/test_cdbbuilder.py | 2 - tests/test_core.py | 59 ++-- tests/test_dosageextractor.py | 15 +- tests/test_install.py | 2 +- tests/test_note.py | 14 +- 35 files changed, 725 insertions(+), 716 deletions(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 2b0fe90..3befd09 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -31,3 +31,7 @@ jobs: pip install https://huggingface.co/kormilitzin/en_core_med7_lg/resolve/main/en_core_med7_lg-any-py3-none-any.whl - name: run pytest run: pytest ./tests/* + - name: install ruff + run: pip install ruff + - name: ruff format + run: ruff format --check . diff --git a/.gitignore b/.gitignore index a423ca1..2c5f129 100644 --- a/.gitignore +++ b/.gitignore @@ -22,6 +22,9 @@ __pycache__/ .ipynb_checkpoints/ .idea/ +# Linting +.ruff_cache/ + # Pytest .pytest_cache/ diff --git a/pyproject.toml b/pyproject.toml index 31bad4a..ffde221 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -56,3 +56,8 @@ where = ["src"] [tool.setuptools.package-data] miade = ["data/*.csv"] +[tool.ruff] +line-length = 120 + +[tool.ruff.lint] +ignore = ["E721"] \ No newline at end of file diff --git a/src/miade/annotators.py b/src/miade/annotators.py index 681a3be..9b41a40 100644 --- a/src/miade/annotators.py +++ b/src/miade/annotators.py @@ -2,6 +2,8 @@ import logging import pkgutil import re +from enum import Enum + import pandas as pd from typing import List, Optional, Tuple, Dict @@ -15,7 +17,13 @@ from .note import Note from .paragraph import ParagraphType from .dosageextractor import DosageExtractor -from .utils.metaannotationstypes import * +from .utils.metaannotationstypes import ( + Presence, + Relevance, + ReactionPos, + SubstanceCategory, + Severity, +) from .utils.annotatorconfig import AnnotatorConfig log = logging.getLogger(__name__) @@ -23,6 +31,7 @@ # Precompile regular expressions sent_regex = re.compile(r"[^\s][^\n]+") + class AllergenType(Enum): FOOD = "food" DRUG = "drug" @@ -40,16 +49,12 @@ def load_lookup_data(filename: str, as_dict: bool = False, no_header: bool = Fal pd.read_csv( io.BytesIO(lookup_data), index_col=0, - ).squeeze("columns") + ) + .squeeze("columns") .T.to_dict() ) if no_header: - return ( - pd.read_csv( - io.BytesIO(lookup_data), - header=None - ) - ) + return pd.read_csv(io.BytesIO(lookup_data), header=None) else: return pd.read_csv(io.BytesIO(lookup_data)).drop_duplicates() @@ -59,14 +64,14 @@ def load_allergy_type_combinations(filename: str) -> Dict: df = pd.read_csv(io.BytesIO(data)) # Convert 'allergenType' and 'adverseReactionType' columns to lowercase - df['allergenType'] = df['allergenType'].str.lower() - df['adverseReactionType'] = df['adverseReactionType'].str.lower() + df["allergenType"] = df["allergenType"].str.lower() + df["adverseReactionType"] = df["adverseReactionType"].str.lower() # Create a tuple column containing (reaction_id, reaction_name) for each row - df['reaction_id_name'] = list(zip(df['adverseReactionId'], df['adverseReactionName'])) + df["reaction_id_name"] = list(zip(df["adverseReactionId"], df["adverseReactionName"])) # Set (allergenType, adverseReactionType) as the index and convert to dictionary - result_dict = df.set_index(['allergenType', 'adverseReactionType'])['reaction_id_name'].to_dict() + result_dict = df.set_index(["allergenType", "adverseReactionType"])["reaction_id_name"].to_dict() return result_dict @@ -79,10 +84,10 @@ def get_dosage_string(med: Concept, next_med: Optional[Concept], text: str) -> s :param text: (str) whole text :return: (str) dosage text """ - sents = sent_regex.findall(text[med.start: next_med.start] if next_med is not None else text[med.start:]) + sents = sent_regex.findall(text[med.start : next_med.start] if next_med is not None else text[med.start :]) - concept_name = text[med.start: med.end] - next_concept_name = text[next_med.start: next_med.end] if next_med else None + concept_name = text[med.start : med.end] + next_concept_name = text[next_med.start : next_med.end] if next_med else None for sent in sents: if concept_name in sent: @@ -90,7 +95,7 @@ def get_dosage_string(med: Concept, next_med: Optional[Concept], text: str) -> s if next_concept_name not in sent: return sent else: - return text[med.start: next_med.start] + return text[med.start : next_med.start] else: ind = sent.find(concept_name) return sent[ind:] @@ -133,6 +138,7 @@ class Annotator: """ Docstring for Annotator """ + # TODO: Create abstract class methods for easier unit testing def __init__(self, cat: CAT, config: AnnotatorConfig = None): self.cat = cat @@ -159,6 +165,7 @@ def get_concepts(self, note: Note) -> List[Concept]: log.warning(f"Concept skipped: {e}") return concepts + @staticmethod def preprocess(note: Note) -> Note: note.clean_text() @@ -180,81 +187,105 @@ def process_paragraphs(note: Note, concepts: List[Concept]) -> List[Concept]: # problem is present and allergy is irrelevant for meta in concept.meta: if meta.name == "relevance" and meta.value == Relevance.IRRELEVANT: - log.debug(f"Converted {meta.value} to " - f"{Relevance.PRESENT} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}") + log.debug( + f"Converted {meta.value} to " + f"{Relevance.PRESENT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}" + ) meta.value = Relevance.PRESENT if meta.name == "substance_category": - log.debug(f"Converted {meta.value} to " - f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}") + log.debug( + f"Converted {meta.value} to " + f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}" + ) meta.value = SubstanceCategory.IRRELEVANT elif paragraph.type == ParagraphType.pmh: prob_concepts.append(concept) # problem is historic and allergy is irrelevant for meta in concept.meta: if meta.name == "relevance" and meta.value == Relevance.IRRELEVANT: - log.debug(f"Converted {meta.value} to " - f"{Relevance.HISTORIC} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}") + log.debug( + f"Converted {meta.value} to " + f"{Relevance.HISTORIC} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}" + ) meta.value = Relevance.HISTORIC if meta.name == "substance_category": - log.debug(f"Converted {meta.value} to " - f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}") + log.debug( + f"Converted {meta.value} to " + f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}" + ) meta.value = SubstanceCategory.IRRELEVANT elif paragraph.type == ParagraphType.med: # problem is irrelevant and allergy is taking for meta in concept.meta: if meta.name == "relevance": - log.debug(f"Converted {meta.value} to " - f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}") + log.debug( + f"Converted {meta.value} to " + f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}" + ) meta.value = Relevance.IRRELEVANT if meta.name == "substance_category" and meta.value == SubstanceCategory.IRRELEVANT: - log.debug(f"Converted {meta.value} to " - f"{SubstanceCategory.TAKING} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}") + log.debug( + f"Converted {meta.value} to " + f"{SubstanceCategory.TAKING} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}" + ) meta.value = SubstanceCategory.TAKING elif paragraph.type == ParagraphType.allergy: # problem is irrelevant and allergy is as is for meta in concept.meta: if meta.name == "relevance": - log.debug(f"Converted {meta.value} to " - f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}") + log.debug( + f"Converted {meta.value} to " + f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}" + ) meta.value = Relevance.IRRELEVANT if meta.name == "substance_category": - log.debug(f"Converted {meta.value} to " - f"{SubstanceCategory.ADVERSE_REACTION} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}") + log.debug( + f"Converted {meta.value} to " + f"{SubstanceCategory.ADVERSE_REACTION} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}" + ) meta.value = SubstanceCategory.ADVERSE_REACTION - elif paragraph.type == ParagraphType.exam or paragraph.type == ParagraphType.ddx or paragraph.type == ParagraphType.plan: + elif ( + paragraph.type == ParagraphType.exam + or paragraph.type == ParagraphType.ddx + or paragraph.type == ParagraphType.plan + ): # problem is irrelevant and allergy is irrelevant for meta in concept.meta: if meta.name == "relevance": - log.debug(f"Converted {meta.value} to " - f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}") + log.debug( + f"Converted {meta.value} to " + f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}" + ) meta.value = Relevance.IRRELEVANT if meta.name == "substance_category": - log.debug(f"Converted {meta.value} to " - f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}") + log.debug( + f"Converted {meta.value} to " + f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}" + ) meta.value = SubstanceCategory.IRRELEVANT - # print(len(prob_concepts)) # if more than 10 concepts in prob or imp or pmh sections, return only those and ignore all other concepts if len(prob_concepts) > 10: - log.debug(f"Ignoring concepts elsewhere in the document because " - f"concepts in prob, imp, pmh sections exceed 10: {len(prob_concepts)}") + log.debug( + f"Ignoring concepts elsewhere in the document because " + f"concepts in prob, imp, pmh sections exceed 10: {len(prob_concepts)}" + ) return prob_concepts else: return concepts - @staticmethod def deduplicate(concepts: List[Concept], record_concepts: Optional[List[Concept]]) -> List[Concept]: if record_concepts is not None: @@ -283,9 +314,7 @@ def deduplicate(concepts: List[Concept], record_concepts: Optional[List[Concept] @staticmethod def add_dosages_to_concepts( - dosage_extractor: DosageExtractor, - concepts: List[Concept], - note: Note + dosage_extractor: DosageExtractor, concepts: List[Concept], note: Note ) -> List[Concept]: """ Gets dosages for medication concepts @@ -296,18 +325,16 @@ def add_dosages_to_concepts( """ for ind, concept in enumerate(concepts): - next_med_concept = ( - concepts[ind + 1] - if len(concepts) > ind + 1 - else None - ) + next_med_concept = concepts[ind + 1] if len(concepts) > ind + 1 else None dosage_string = get_dosage_string(concept, next_med_concept, note.text) if len(dosage_string.split()) > 2: concept.dosage = dosage_extractor(dosage_string) concept.category = Category.MEDICATION if concept.dosage is not None else None if concept.dosage is not None: - log.debug(f"Extracted dosage for medication concept " - f"({concept.id} | {concept.name}): {concept.dosage.text} {concept.dosage.dose}") + log.debug( + f"Extracted dosage for medication concept " + f"({concept.id} | {concept.name}): {concept.dosage.text} {concept.dosage.dose}" + ) return concepts @@ -378,20 +405,23 @@ def _process_meta_annotations(self, concept: Concept) -> Optional[Concept]: if tag == " (negated)" and concept.negex: log.debug( f"Converted concept ({concept.id} | {concept.name}) to ({str(convert)} | {concept.name + tag}): " - f"negation detected by negex") + f"negation detected by negex" + ) else: - log.debug(f"Converted concept ({concept.id} | {concept.name}) to ({str(convert)} | {concept.name + tag}):" - f"detected by meta model") + log.debug( + f"Converted concept ({concept.id} | {concept.name}) to ({str(convert)} | {concept.name + tag}):" + f"detected by meta model" + ) concept.id = str(convert) concept.name += tag else: if concept.negex: - log.debug( - f"Removed concept ({concept.id} | {concept.name}): negation (negex) with no conversion match") + log.debug(f"Removed concept ({concept.id} | {concept.name}): negation (negex) with no conversion match") return None if concept.negex is None and Presence.NEGATED in meta_ann_values: log.debug( - f"Removed concept ({concept.id} | {concept.name}): negation (meta model) with no conversion match") + f"Removed concept ({concept.id} | {concept.name}): negation (meta model) with no conversion match" + ) return None if Presence.SUSPECTED in meta_ann_values: log.debug(f"Removed concept ({concept.id} | {concept.name}): suspected with no conversion match") @@ -409,9 +439,7 @@ def _process_meta_annotations(self, concept: Concept) -> Optional[Concept]: def _is_blacklist(self, concept): # filtering blacklist if int(concept.id) in self.filtering_blacklist.values: - log.debug( - f"Removed concept ({concept.id} | {concept.name}): concept in problems blacklist" - ) + log.debug(f"Removed concept ({concept.id} | {concept.name}): concept in problems blacklist") return True return False @@ -460,8 +488,15 @@ class MedsAllergiesAnnotator(Annotator): def __init__(self, cat: CAT, config: AnnotatorConfig = None): super().__init__(cat, config) self.concept_types = [Category.MEDICATION, Category.ALLERGY, Category.REACTION] - self.pipeline = ["preprocessor", "medcat", "paragrapher", "postprocessor", "dosage_extractor", - "vtm_converter", "deduplicator"] + self.pipeline = [ + "preprocessor", + "medcat", + "paragrapher", + "postprocessor", + "dosage_extractor", + "vtm_converter", + "deduplicator", + ] # load the lookup data self.valid_meds = load_lookup_data("./data/valid_meds.csv", no_header=True) @@ -482,15 +517,19 @@ def _validate_and_convert_substance(self, concept) -> bool: lookup_result = self.allergens_subset_lookup.get(int(concept.id)) if lookup_result is not None: tag = " (converted)" - log.debug(f"Converted concept ({concept.id} | {concept.name}) to " - f"({lookup_result['subsetId']} | {concept.name + tag}): valid Epic allergen subset") + log.debug( + f"Converted concept ({concept.id} | {concept.name}) to " + f"({lookup_result['subsetId']} | {concept.name + tag}): valid Epic allergen subset" + ) concept.id = str(lookup_result["subsetId"]) # then check the allergen type from lookup result - e.g. drug, food try: - concept.category = AllergenType(str(lookup_result['allergenType']).lower()) - log.debug(f"Assigned substance concept ({concept.id} | {concept.name}) " - f"to allergen type category {concept.category}") + concept.category = AllergenType(str(lookup_result["allergenType"]).lower()) + log.debug( + f"Assigned substance concept ({concept.id} | {concept.name}) " + f"to allergen type category {concept.category}" + ) except ValueError as e: log.warning(f"Allergen type not found for {concept.__str__()}: {e}") @@ -504,8 +543,10 @@ def _validate_and_convert_reaction(self, concept) -> bool: lookup_result = self.reactions_subset_lookup.get(int(concept.id), None) if lookup_result is not None: tag = " (converted)" - log.debug(f"Converted concept ({concept.id} | {concept.name}) to " - f"({lookup_result} | {concept.name + tag}): valid Epic reaction subset") + log.debug( + f"Converted concept ({concept.id} | {concept.name}) to " + f"({lookup_result} | {concept.name + tag}): valid Epic reaction subset" + ) concept.id = str(lookup_result) return True @@ -526,7 +567,8 @@ def _validate_and_convert_concepts(self, concept: Concept) -> Concept: if self._validate_meds(concept): concept.category = Category.MEDICATION if SubstanceCategory.NOT_SUBSTANCE in meta_ann_values and ( - ReactionPos.BEFORE_SUBSTANCE in meta_ann_values or ReactionPos.AFTER_SUBSTANCE in meta_ann_values): + ReactionPos.BEFORE_SUBSTANCE in meta_ann_values or ReactionPos.AFTER_SUBSTANCE in meta_ann_values + ): if self._validate_and_convert_reaction(concept): concept.category = Category.REACTION @@ -540,9 +582,9 @@ def _link_reactions_to_allergens(concept_list: List[Concept], note: Note, link_d for reaction_concept in reaction_concepts: nearest_allergy_concept = None min_distance = inf - meta_ann_values = [ - meta_ann.value for meta_ann in reaction_concept.meta - ] if reaction_concept.meta is not None else [] + meta_ann_values = ( + [meta_ann.value for meta_ann in reaction_concept.meta] if reaction_concept.meta is not None else [] + ) for allergy_concept in allergy_concepts: # skip if allergy is after and meta is before_substance @@ -552,15 +594,19 @@ def _link_reactions_to_allergens(concept_list: List[Concept], note: Note, link_d elif ReactionPos.AFTER_SUBSTANCE in meta_ann_values and allergy_concept.start > reaction_concept.start: continue else: - distance = calculate_word_distance(reaction_concept.start, reaction_concept.end, - allergy_concept.start, allergy_concept.end, - note) - log.debug(f"Calculated distance between reaction {reaction_concept.name} " - f"and allergen {allergy_concept.name}: {distance}") + distance = calculate_word_distance( + reaction_concept.start, reaction_concept.end, allergy_concept.start, allergy_concept.end, note + ) + log.debug( + f"Calculated distance between reaction {reaction_concept.name} " + f"and allergen {allergy_concept.name}: {distance}" + ) if distance == -1: - log.warning(f"Indices for {reaction_concept.name} or {allergy_concept.name} invalid: " - f"({reaction_concept.start}, {reaction_concept.end})" - f"({allergy_concept.start}, {allergy_concept.end})") + log.warning( + f"Indices for {reaction_concept.name} or {allergy_concept.name} invalid: " + f"({reaction_concept.start}, {reaction_concept.end})" + f"({allergy_concept.start}, {allergy_concept.end})" + ) continue if distance <= link_distance and distance < min_distance: @@ -569,8 +615,10 @@ def _link_reactions_to_allergens(concept_list: List[Concept], note: Note, link_d if nearest_allergy_concept is not None: nearest_allergy_concept.linked_concepts.append(reaction_concept) - log.debug(f"Linked reaction concept {reaction_concept.name} to " - f"allergen concept {nearest_allergy_concept.name}") + log.debug( + f"Linked reaction concept {reaction_concept.name} to " + f"allergen concept {nearest_allergy_concept.name}" + ) # Remove the linked REACTION concepts from the main list updated_concept_list = [concept for concept in concept_list if concept.category != Category.REACTION] @@ -592,8 +640,10 @@ def _convert_allergy_severity_to_code(concept: Concept) -> bool: log.warning(f"No severity annotation associated with ({concept.id} | {concept.name})") return False - log.debug(f"Linked severity concept ({concept.linked_concepts[-1].id} | {concept.linked_concepts[-1].name}) " - f"to allergen concept ({concept.id} | {concept.name}): valid meta model output") + log.debug( + f"Linked severity concept ({concept.linked_concepts[-1].id} | {concept.linked_concepts[-1].name}) " + f"to allergen concept ({concept.id} | {concept.name}): valid meta model output" + ) return True @@ -601,8 +651,10 @@ def _convert_allergy_type_to_code(self, concept: Concept) -> bool: # get the ALLERGYTYPE meta-annotation allergy_type = [meta_ann for meta_ann in concept.meta if meta_ann.name == "allergytype"] if len(allergy_type) != 1: - log.warning(f"Unable to map allergy type code: allergytype meta-annotation " - f"not found for concept {concept.__str__()}") + log.warning( + f"Unable to map allergy type code: allergytype meta-annotation " + f"not found for concept {concept.__str__()}" + ) return False else: allergy_type = allergy_type[0].value @@ -613,17 +665,22 @@ def _convert_allergy_type_to_code(self, concept: Concept) -> bool: # add resulting allergy type concept as to linked_concept if allergy_type_lookup_result is not None: - concept.linked_concepts.append(Concept(id=str(allergy_type_lookup_result[0]), - name=allergy_type_lookup_result[1], - category=Category.ALLERGY_TYPE)) - log.debug(f"Linked allergytype concept ({allergy_type_lookup_result[0]} | {allergy_type_lookup_result[1]})" - f" to allergen concept ({concept.id} | {concept.name}): valid meta model output + allergytype lookup") + concept.linked_concepts.append( + Concept( + id=str(allergy_type_lookup_result[0]), + name=allergy_type_lookup_result[1], + category=Category.ALLERGY_TYPE, + ) + ) + log.debug( + f"Linked allergytype concept ({allergy_type_lookup_result[0]} | {allergy_type_lookup_result[1]})" + f" to allergen concept ({concept.id} | {concept.name}): valid meta model output + allergytype lookup" + ) else: log.warning(f"Allergen and adverse reaction type combination not found: {lookup_combination}") return True - def postprocess(self, concepts: List[Concept], note: Note) -> List[Concept]: # deepcopy so we still have reference to original list of concepts all_concepts = deepcopy(concepts) @@ -653,22 +710,27 @@ def convert_VTM_to_VMP_or_text(self, concepts: List[Concept]) -> List[Concept]: med_concepts_no_dose = [concept for concept in concepts if concept not in med_concepts_with_dose] # Create a temporary DataFrame to match vtmId, dose, and unit - temp_df = pd.DataFrame({'vtmId': [int(concept.id) for concept in med_concepts_with_dose], - 'dose': [float(concept.dosage.dose.value) for concept in med_concepts_with_dose], - 'unit': [concept.dosage.dose.unit for concept in med_concepts_with_dose]}) + temp_df = pd.DataFrame( + { + "vtmId": [int(concept.id) for concept in med_concepts_with_dose], + "dose": [float(concept.dosage.dose.value) for concept in med_concepts_with_dose], + "unit": [concept.dosage.dose.unit for concept in med_concepts_with_dose], + } + ) # Merge with the lookup df to get vmpId - merged_df = temp_df.merge(self.vtm_to_vmp_lookup, on=['vtmId', 'dose', 'unit'], how='left') + merged_df = temp_df.merge(self.vtm_to_vmp_lookup, on=["vtmId", "dose", "unit"], how="left") # Update id in the concepts list for index, concept in enumerate(med_concepts_with_dose): # Convert VTM to VMP id - vmp_id = merged_df.at[index, 'vmpId'] + vmp_id = merged_df.at[index, "vmpId"] if not pd.isna(vmp_id): log.debug( f"Converted ({concept.id} | {concept.name}) to " f"({int(vmp_id)} | {concept.name + ' ' + str(int(concept.dosage.dose.value)) + concept.dosage.dose.unit} " - f"tablets): valid extracted dosage + VMP lookup") + f"tablets): valid extracted dosage + VMP lookup" + ) concept.id = str(int(vmp_id)) concept.name += " " + str(int(concept.dosage.dose.value)) + str(concept.dosage.dose.unit) + " tablets" # If found VMP match change the dosage to 1 tablet @@ -679,7 +741,8 @@ def convert_VTM_to_VMP_or_text(self, concepts: List[Concept]) -> List[Concept]: lookup_result = self.vtm_to_text_lookup.get(int(concept.id)) if lookup_result is not None: log.debug( - f"Converted ({concept.id} | {concept.name}) to (None | {lookup_result}: no match to VMP dosage lookup)") + f"Converted ({concept.id} | {concept.name}) to (None | {lookup_result}: no match to VMP dosage lookup)" + ) concept.id = None concept.name = lookup_result @@ -687,19 +750,17 @@ def convert_VTM_to_VMP_or_text(self, concepts: List[Concept]) -> List[Concept]: for concept in med_concepts_no_dose: lookup_result = self.vtm_to_text_lookup.get(int(concept.id)) if lookup_result is not None: - log.debug( - f"Converted ({concept.id} | {concept.name}) to (None | {lookup_result}): no dosage detected") + log.debug(f"Converted ({concept.id} | {concept.name}) to (None | {lookup_result}): no dosage detected") concept.id = None concept.name = lookup_result return concepts - def __call__( self, note: Note, record_concepts: Optional[List[Concept]] = None, - dosage_extractor: Optional[DosageExtractor] = None + dosage_extractor: Optional[DosageExtractor] = None, ): if "preprocessor" not in self.config.disable: note = self.preprocess(note) diff --git a/src/miade/concept.py b/src/miade/concept.py index a866f0a..1e22036 100644 --- a/src/miade/concept.py +++ b/src/miade/concept.py @@ -31,7 +31,6 @@ def __init__( meta_anns: Optional[List[MetaAnnotations]] = None, debug_dict: Optional[Dict] = None, ): - self.name = name self.id = id self.category = category @@ -54,7 +53,9 @@ def from_entity(cls, entity: [Dict]): return Concept( id=entity["cui"], - name=entity["source_value"], # can also use detected_name which is spell checked but delimited by ~ e.g. liver~failure + name=entity[ + "source_value" + ], # can also use detected_name which is spell checked but delimited by ~ e.g. liver~failure category=None, start=entity["start"], end=entity["end"], @@ -72,11 +73,7 @@ def __hash__(self): return hash((self.id, self.name, self.category)) def __eq__(self, other): - return ( - self.id == other.id - and self.name == other.name - and self.category == other.category - ) + return self.id == other.id and self.name == other.name and self.category == other.category def __lt__(self, other): return int(self.id) < int(other.id) diff --git a/src/miade/core.py b/src/miade/core.py index f9e8bb5..2e63791 100644 --- a/src/miade/core.py +++ b/src/miade/core.py @@ -3,15 +3,14 @@ import yaml import logging -from negspacy.negation import Negex +from negspacy.negation import Negex # noqa: F401 from pathlib import Path from typing import List, Optional, Dict from .concept import Concept, Category from .note import Note -from .annotators import Annotator, ProblemsAnnotator, MedsAllergiesAnnotator +from .annotators import Annotator, ProblemsAnnotator, MedsAllergiesAnnotator # noqa: F401 from .dosageextractor import DosageExtractor -from .utils.metaannotationstypes import SubstanceCategory from .utils.miade_cat import MiADE_CAT from .utils.modelfactory import ModelFactory from .utils.annotatorconfig import AnnotatorConfig @@ -29,11 +28,15 @@ def create_annotator(name: str, model_factory: ModelFactory): """ name = name.lower() if name not in model_factory.models: - raise ValueError(f"MedCAT model for {name} does not exist: either not configured in config.yaml or " - f"missing from models directory") + raise ValueError( + f"MedCAT model for {name} does not exist: either not configured in config.yaml or " + f"missing from models directory" + ) if name in model_factory.annotators.keys(): - return model_factory.annotators[name](cat=model_factory.models.get(name), config=model_factory.configs.get(name)) + return model_factory.annotators[name]( + cat=model_factory.models.get(name), config=model_factory.configs.get(name) + ) else: log.warning(f"Annotator {name} does not exist, loading generic Annotator") return Annotator(model_factory.models[name]) @@ -48,6 +51,7 @@ class NoteProcessor: :param device (str) whether inference should be run on cpu or gpu - default "cpu" :param custom_annotators (List[Annotators]) List of custom annotators """ + def __init__( self, model_directory: Path, @@ -55,7 +59,7 @@ def __init__( log_level: int = logging.INFO, dosage_extractor_log_level: int = logging.INFO, device: str = "cpu", - custom_annotators: Optional[List[Annotator]] = None + custom_annotators: Optional[List[Annotator]] = None, ): logging.getLogger("miade").setLevel(log_level) logging.getLogger("miade.dosageextractor").setLevel(dosage_extractor_log_level) @@ -122,7 +126,7 @@ def _load_model_factory(self, custom_annotators: Optional[List[Annotator]] = Non continue mapped_models[name] = cat_model else: - log.warning(f"No model ids configured!") + log.warning("No model ids configured!") mapped_annotators = {} # {name: } @@ -140,7 +144,7 @@ def _load_model_factory(self, custom_annotators: Optional[List[Annotator]] = Non except AttributeError as e: log.warning(f"{annotator_string} not found: {e}") else: - log.warning(f"No annotators configured!") + log.warning("No annotators configured!") mapped_configs = {} if "general" in config_dict: @@ -152,13 +156,10 @@ def _load_model_factory(self, custom_annotators: Optional[List[Annotator]] = Non else: log.warning("No general settings configured, using default settings.") - model_factory_config = {"models": mapped_models, - "annotators": mapped_annotators, - "configs": mapped_configs} + model_factory_config = {"models": mapped_models, "annotators": mapped_annotators, "configs": mapped_configs} return ModelFactory(**model_factory_config) - def add_annotator(self, name: str) -> None: """ Adds annotators to processor @@ -167,7 +168,9 @@ def add_annotator(self, name: str) -> None: """ try: annotator = create_annotator(name, self.model_factory) - log.info(f"Added {type(annotator).__name__} to processor with config {self.model_factory.configs.get(name)}") + log.info( + f"Added {type(annotator).__name__} to processor with config {self.model_factory.configs.get(name)}" + ) except Exception as e: raise Exception(f"Error creating annotator: {e}") @@ -214,11 +217,9 @@ def process(self, note: Note, record_concepts: Optional[List[Concept]] = None) - return concepts - def get_concept_dicts(self, - note: Note, - filter_uncategorized: bool = True, - record_concepts: Optional[List[Concept]] = None - ) -> List[Dict]: + def get_concept_dicts( + self, note: Note, filter_uncategorized: bool = True, record_concepts: Optional[List[Concept]] = None + ) -> List[Dict]: """ Returns concepts in dictionary format :param note: (Note) note containing text to extract concepts from @@ -233,10 +234,12 @@ def get_concept_dicts(self, continue concept_dict = concept.__dict__ if concept.dosage is not None: - concept_dict["dosage"] = {"dose": concept.dosage.dose.dict() if concept.dosage.dose else None, - "duration": concept.dosage.duration.dict() if concept.dosage.duration else None, - "frequency": concept.dosage.frequency.dict() if concept.dosage.frequency else None, - "route": concept.dosage.route.dict() if concept.dosage.route else None} + concept_dict["dosage"] = { + "dose": concept.dosage.dose.dict() if concept.dosage.dose else None, + "duration": concept.dosage.duration.dict() if concept.dosage.duration else None, + "frequency": concept.dosage.frequency.dict() if concept.dosage.frequency else None, + "route": concept.dosage.route.dict() if concept.dosage.route else None, + } if concept.meta is not None: meta_anns = [] for meta in concept.meta: @@ -249,4 +252,3 @@ def get_concept_dicts(self, concept_list.append(concept_dict) return concept_list - diff --git a/src/miade/dosage.py b/src/miade/dosage.py index 1acd30c..24b48f8 100644 --- a/src/miade/dosage.py +++ b/src/miade/dosage.py @@ -62,9 +62,7 @@ class Route(BaseModel): code_system: Optional[str] = ROUTE_CODE_SYSTEM -def parse_dose( - text: str, quantities: List[str], units: List[str], results: Dict -) -> Optional[Dose]: +def parse_dose(text: str, quantities: List[str], units: List[str], results: Dict) -> Optional[Dose]: """ :param text: (str) string containing dose :param quantities: (list) list of quantity entities NER @@ -99,7 +97,7 @@ def parse_dose( else: try: quantity_dosage.value = float(quantities[0]) - except: + except ValueError: quantity_dosage.value = float(re.sub(r"[^\d.]+", "", quantities[0])) quantity_dosage.unit = units[0] elif len(quantities) == 2 and len(units) == 2: @@ -107,7 +105,7 @@ def parse_dose( try: quantity_dosage.low = float(quantities[0]) quantity_dosage.high = float(quantities[1]) - except: + except ValueError: quantity_dosage.low = float(re.sub(r"[^\d.]+", "", quantities[0])) quantity_dosage.high = float(re.sub(r"[^\d.]+", "", quantities[1])) if units[0] == units[1]: @@ -119,8 +117,7 @@ def parse_dose( # use caliber results as backup if results["units"] is not None: log.debug( - f"Inconclusive dose entities {quantities}, " - f"using lookup results {results['qty']} {results['units']}" + f"Inconclusive dose entities {quantities}, " f"using lookup results {results['qty']} {results['units']}" ) quantity_dosage.unit = results["units"] # only autofill 1 if non-quantitative units e.g. tab, cap, puff @@ -165,7 +162,7 @@ def parse_frequency(text: str, results: Dict) -> Optional[Frequency]: if results["freq"] is not None and results["time"] is not None: try: frequency_dosage.value = results["time"] / results["freq"] - except ZeroDivisionError as e: + except ZeroDivisionError: frequency_dosage.value = None # here i convert time to hours if not institution specified # (every X hrs as opposed to X times day) but it's arbitrary really... @@ -327,13 +324,9 @@ def from_doc(cls, doc: Doc, calculate: bool = True): # if duration not given in text could extract this from total dose if given if total_dose is not None and dose is not None and doc._.results["freq"]: if dose.value is not None: - daily_dose = float(dose.value) * ( - round(doc._.results["freq"] / doc._.results["time"]) - ) + daily_dose = float(dose.value) * (round(doc._.results["freq"] / doc._.results["time"])) elif dose.high is not None: - daily_dose = float(dose.high) * ( - round(doc._.results["freq"] / doc._.results["time"]) - ) + daily_dose = float(dose.high) * (round(doc._.results["freq"] / doc._.results["time"])) duration = parse_duration( text=duration_text, diff --git a/src/miade/dosageextractor.py b/src/miade/dosageextractor.py index 9d8e41a..d3269c6 100644 --- a/src/miade/dosageextractor.py +++ b/src/miade/dosageextractor.py @@ -5,10 +5,9 @@ from typing import Optional from .dosage import Dosage -from .drugdoseade.preprocessor import Preprocessor -from .drugdoseade.pattern_matcher import PatternMatcher -from .drugdoseade.entities_refiner import EntitiesRefiner - +from .drugdoseade.preprocessor import Preprocessor # noqa: F401 +from .drugdoseade.pattern_matcher import PatternMatcher # noqa: F401 +from .drugdoseade.entities_refiner import EntitiesRefiner # noqa: F401 log = logging.getLogger(__name__) @@ -46,17 +45,12 @@ def extract(self, text: str, calculate: bool = True) -> Optional[Dosage]: """ doc = self.dosage_extractor(text) - log.debug( - f"NER results: {[(e.text, e.label_, e._.total_dose) for e in doc.ents]}" - ) + log.debug(f"NER results: {[(e.text, e.label_, e._.total_dose) for e in doc.ents]}") log.debug(f"Lookup results: {doc._.results}") dosage = Dosage.from_doc(doc=doc, calculate=calculate) - if all( - v is None - for v in [dosage.dose, dosage.frequency, dosage.route, dosage.duration] - ): + if all(v is None for v in [dosage.dose, dosage.frequency, dosage.route, dosage.duration]): return None return dosage diff --git a/src/miade/drugdoseade/entities_refiner.py b/src/miade/drugdoseade/entities_refiner.py index 569e737..48a67c3 100644 --- a/src/miade/drugdoseade/entities_refiner.py +++ b/src/miade/drugdoseade/entities_refiner.py @@ -14,11 +14,7 @@ def EntitiesRefiner(doc): new_ents = [] for ind, ent in enumerate(doc.ents): # combine consecutive labels with the same tag - if ( - ent.label_ == "DURATION" - or ent.label_ == "FREQUENCY" - or ent.label_ == "DOSAGE" - ) and ind != 0: + if (ent.label_ == "DURATION" or ent.label_ == "FREQUENCY" or ent.label_ == "DOSAGE") and ind != 0: prev_ent = doc.ents[ind - 1] if prev_ent.label_ == ent.label_: new_ent = Span(doc, prev_ent.start, ent.end, label=ent.label) diff --git a/src/miade/drugdoseade/pattern_matcher.py b/src/miade/drugdoseade/pattern_matcher.py index 6243e47..316dee1 100644 --- a/src/miade/drugdoseade/pattern_matcher.py +++ b/src/miade/drugdoseade/pattern_matcher.py @@ -18,11 +18,7 @@ @spacy.registry.misc("patterns_lookup_table.v1") def create_patterns_dict(): patterns_data = pkgutil.get_data(__name__, "../data/patterns.csv") - patterns_dict = ( - pd.read_csv(io.BytesIO(patterns_data), index_col=0) - .squeeze("columns") - .T.to_dict() - ) + patterns_dict = pd.read_csv(io.BytesIO(patterns_data), index_col=0).squeeze("columns").T.to_dict() return patterns_dict @@ -67,9 +63,7 @@ def __call__(self, doc: Doc) -> Doc: # rule-based matching based on structure of dosage - HIE medication e.g. take 2 every day, 24 tablets expression = r"(?Pstart [\w\s,-]+ ), (?P\d+) (?P[a-z]+ )?$" for match in re.finditer(expression, dose_string): - dose_string = match.group( - "dose_string" - ) # remove total dose component for lookup + dose_string = match.group("dose_string") # remove total dose component for lookup start, end = match.span("total_dose") total_dose_span = doc.char_span(start, end, alignment_mode="contract") total_dose_span.label_ = "DOSAGE" @@ -81,9 +75,7 @@ def __call__(self, doc: Doc) -> Doc: unit_span = doc.char_span(start, end, alignment_mode="contract") unit_span.label_ = "FORM" unit_span._.total_dose = True - doc._.results[ - "units" - ] = unit_span.text # set unit in results dict as well + doc._.results["units"] = unit_span.text # set unit in results dict as well new_entities.append(unit_span) # lookup patterns from CALIBERdrugdose - returns dosage results in doc._.results attribute diff --git a/src/miade/drugdoseade/preprocessor.py b/src/miade/drugdoseade/preprocessor.py index dc92297..0168687 100644 --- a/src/miade/drugdoseade/preprocessor.py +++ b/src/miade/drugdoseade/preprocessor.py @@ -81,8 +81,7 @@ def __call__(self, doc: Doc) -> Doc: # remove numbers relating to strength of med e.g. aspirin 200mg tablets... processed_text = re.sub( - r" (\d+\.?\d*) (mg|ml|g|mcg|microgram|gram|%)" - r"(\s|/)(tab|cap|gel|cream|dose|pessaries)", + r" (\d+\.?\d*) (mg|ml|g|mcg|microgram|gram|%)" r"(\s|/)(tab|cap|gel|cream|dose|pessaries)", "", processed_text, ) @@ -102,9 +101,7 @@ def __call__(self, doc: Doc) -> Doc: if replacement == " ": log.debug(f"Removed multiword match '{words}'") else: - log.debug( - f"Replaced multiword match '{words}' with '{replacement}'" - ) + log.debug(f"Replaced multiword match '{words}' with '{replacement}'") processed_text = new_text # numbers replace 2 diff --git a/src/miade/drugdoseade/utils.py b/src/miade/drugdoseade/utils.py index 7f846b8..8f0ac7c 100644 --- a/src/miade/drugdoseade/utils.py +++ b/src/miade/drugdoseade/utils.py @@ -92,9 +92,7 @@ def numbers_replace(text): text, ) # 3 weeks... - text = re.sub( - r" ([\d.]+) (week) ", lambda m: " {:g} days ".format(int(m.group(1)) * 7), text - ) + text = re.sub(r" ([\d.]+) (week) ", lambda m: " {:g} days ".format(int(m.group(1)) * 7), text) # 3 months ... NB assume 30 days in a month text = re.sub( r" ([\d.]+) (month) ", diff --git a/src/miade/metaannotations.py b/src/miade/metaannotations.py index 5226f31..9bdb16a 100644 --- a/src/miade/metaannotations.py +++ b/src/miade/metaannotations.py @@ -1,8 +1,16 @@ from typing import Optional from pydantic import BaseModel, validator - -from .utils.metaannotationstypes import * - +from enum import Enum + +from .utils.metaannotationstypes import ( + Presence, + Relevance, + Laterality, + ReactionPos, + SubstanceCategory, + AllergyType, + Severity, +) META_ANNS_DICT = { "presence": Presence, @@ -11,7 +19,7 @@ "substance_category": SubstanceCategory, "reaction_pos": ReactionPos, "allergy_type": AllergyType, - "severity": Severity + "severity": Severity, } @@ -20,7 +28,7 @@ class MetaAnnotations(BaseModel): value: Enum confidence: Optional[float] - @validator('value', pre=True) + @validator("value", pre=True) def validate_value(cls, value, values): enum_dict = META_ANNS_DICT if isinstance(value, str): @@ -36,8 +44,4 @@ def validate_value(cls, value, values): return value def __eq__(self, other): - return ( - self.name == other.name - and self.value == other.value - ) - + return self.name == other.name and self.value == other.value diff --git a/src/miade/model_builders/cdbbuilder.py b/src/miade/model_builders/cdbbuilder.py index 840c52d..33f11c0 100644 --- a/src/miade/model_builders/cdbbuilder.py +++ b/src/miade/model_builders/cdbbuilder.py @@ -1,4 +1,3 @@ -import os from pathlib import Path from shutil import copy from typing import List, Optional @@ -60,24 +59,18 @@ def preprocess_snomed(self, output_dir: Path = Path.cwd()) -> Path: print("Exporting preprocessed SNOMED to csv...") if self.snomed_subset_path is not None: - snomed_subset = pd.read_csv( - str(self.snomed_subset_path), header=0, dtype={"cui": object} - ) + snomed_subset = pd.read_csv(str(self.snomed_subset_path), header=0, dtype={"cui": object}) else: snomed_subset = None if self.snomed_exclusions_path is not None: - snomed_exclusions = pd.read_csv( - str(self.snomed_exclusions_path), sep="\n", header=None - ) + snomed_exclusions = pd.read_csv(str(self.snomed_exclusions_path), sep="\n", header=None) snomed_exclusions.columns = ["cui"] else: snomed_exclusions = None output_file = output_dir / Path("preprocessed_snomed.csv") - df = self.snomed.to_concept_df( - subset_list=snomed_subset, exclusion_list=snomed_exclusions - ) + df = self.snomed.to_concept_df(subset_list=snomed_subset, exclusion_list=snomed_exclusions) df.to_csv(str(output_file), index=False) return output_file @@ -105,7 +98,7 @@ def preprocess(self): if self.elg_data_path: self.vocab_files.append(str(self.preprocess_elg(self.temp_dir))) if self.custom_data_paths: - string_paths = [str(path) for path in self.custom_data_paths] + string_paths = [str(path) for path in self.custom_data_paths] self.vocab_files.extend(string_paths) def create_cdb(self) -> CDB: diff --git a/src/miade/model_builders/preprocess_elg.py b/src/miade/model_builders/preprocess_elg.py index c3323e9..5127aeb 100644 --- a/src/miade/model_builders/preprocess_elg.py +++ b/src/miade/model_builders/preprocess_elg.py @@ -1,4 +1,4 @@ -from pandas import DataFrame, read_csv, isnull +from pandas import DataFrame, read_csv from pathlib import Path diff --git a/src/miade/model_builders/preprocess_snomeduk.py b/src/miade/model_builders/preprocess_snomeduk.py index 275fd82..11242e8 100644 --- a/src/miade/model_builders/preprocess_snomeduk.py +++ b/src/miade/model_builders/preprocess_snomeduk.py @@ -2,7 +2,6 @@ with a few minor changes adapted to reading snomed UK folder paths""" import os -import json import re import hashlib import pandas as pd @@ -11,9 +10,7 @@ def parse_file(filename, first_row_header=True, columns=None): with open(filename, encoding="utf-8") as f: entities = [[n.strip() for n in line.split("\t")] for line in f] - return pd.DataFrame( - entities[1:], columns=entities[0] if first_row_header else columns - ) + return pd.DataFrame(entities[1:], columns=entities[0] if first_row_header else columns) class Snomed: @@ -64,9 +61,7 @@ def to_concept_df(self, subset_list=None, exclusion_list=None): if uk_code is None or snomed_v is None: raise FileNotFoundError("Could not find file matching pattern") - int_terms = parse_file( - f"{contents_path}/sct2_Concept_{uk_code}Snapshot_{snomed_v}_{snomed_release}.txt" - ) + int_terms = parse_file(f"{contents_path}/sct2_Concept_{uk_code}Snapshot_{snomed_v}_{snomed_release}.txt") active_terms = int_terms[int_terms.active == "1"] del int_terms @@ -86,16 +81,10 @@ def to_concept_df(self, subset_list=None, exclusion_list=None): del active_terms del active_descs - active_with_primary_desc = _[ - _["typeId"] == "900000000000003001" - ] # active description - active_with_synonym_desc = _[ - _["typeId"] == "900000000000013009" - ] # active synonym + active_with_primary_desc = _[_["typeId"] == "900000000000003001"] # active description + active_with_synonym_desc = _[_["typeId"] == "900000000000013009"] # active synonym del _ - active_with_all_desc = pd.concat( - [active_with_primary_desc, active_with_synonym_desc] - ) + active_with_all_desc = pd.concat([active_with_primary_desc, active_with_synonym_desc]) active_snomed_df = active_with_all_desc[["id_x", "term", "typeId"]] del active_with_all_desc @@ -110,12 +99,8 @@ def to_concept_df(self, subset_list=None, exclusion_list=None): ) active_snomed_df.reset_index(drop=True, inplace=True) - temp_df = active_snomed_df[active_snomed_df["name_status"] == "P"][ - ["cui", "name"] - ] - temp_df["description_type_ids"] = temp_df["name"].str.extract( - r"\((\w+\s?.?\s?\w+.?\w+.?\w+.?)\)$" - ) + temp_df = active_snomed_df[active_snomed_df["name_status"] == "P"][["cui", "name"]] + temp_df["description_type_ids"] = temp_df["name"].str.extract(r"\((\w+\s?.?\s?\w+.?\w+.?\w+.?)\)$") active_snomed_df = pd.merge( active_snomed_df, temp_df.loc[:, ["cui", "description_type_ids"]], @@ -129,10 +114,7 @@ def to_concept_df(self, subset_list=None, exclusion_list=None): active_snomed_df["type_ids"] = ( active_snomed_df["description_type_ids"] .dropna() - .apply( - lambda x: int(hashlib.sha256(x.encode("utf-8")).hexdigest(), 16) - % 10**8 - ) + .apply(lambda x: int(hashlib.sha256(x.encode("utf-8")).hexdigest(), 16) % 10**8) ) df2merge.append(active_snomed_df) @@ -184,8 +166,6 @@ def list_all_relationships(self): active_relat = int_relat[int_relat.active == "1"] del int_relat - all_rela.extend( - [relationship for relationship in active_relat["typeId"].unique()] - ) + all_rela.extend([relationship for relationship in active_relat["typeId"].unique()]) return all_rela diff --git a/src/miade/model_builders/vocabbuilder.py b/src/miade/model_builders/vocabbuilder.py index d15ff90..643f596 100644 --- a/src/miade/model_builders/vocabbuilder.py +++ b/src/miade/model_builders/vocabbuilder.py @@ -29,9 +29,7 @@ def create_new_vocab( make_vocab = MakeVocab(cdb=cdb, config=config) make_vocab.make(training_data_list, out_folder=str(output_dir)) - make_vocab.add_vectors( - in_path=str(output_dir / "data.txt"), unigram_table_size=unigram_table_size - ) + make_vocab.add_vectors(in_path=str(output_dir / "data.txt"), unigram_table_size=unigram_table_size) self.vocab = make_vocab.vocab return self.vocab @@ -43,11 +41,6 @@ def update_vocab(self) -> Vocab: self.vocab.make_unigram_table() return self.vocab - def make_model_pack(self, - cdb: CDB, - save_name: str, - output_dir: Path = Path.cwd() - ) -> None: + def make_model_pack(self, cdb: CDB, save_name: str, output_dir: Path = Path.cwd()) -> None: cat = CAT(cdb=cdb, config=cdb.config, vocab=self.vocab) cat.create_model_pack(str(output_dir), save_name) - diff --git a/src/miade/note.py b/src/miade/note.py index 7877820..3c98815 100644 --- a/src/miade/note.py +++ b/src/miade/note.py @@ -14,7 +14,14 @@ def load_regex_config_mappings(filename: str) -> Dict: regex_config = pkgutil.get_data(__name__, filename) - data = pd.read_csv(io.BytesIO(regex_config),index_col=0,).squeeze("columns").T.to_dict() + data = ( + pd.read_csv( + io.BytesIO(regex_config), + index_col=0, + ) + .squeeze("columns") + .T.to_dict() + ) regex_lookup = {} for paragraph, regex in data.items(): @@ -41,16 +48,16 @@ def __init__(self, text: str, regex_config_path: str = "./data/regex_para_chunk. def clean_text(self) -> None: # Replace all types of spaces with a single normal space, preserving "\n" - self.text = re.sub(r'(?:(?!\n)\s)+', ' ', self.text) + self.text = re.sub(r"(?:(?!\n)\s)+", " ", self.text) # Remove en dashes that are not between two numbers - self.text = re.sub(r'(? None: paragraphs = re.split(r"\n\n+", self.text) @@ -61,7 +68,7 @@ def get_paragraphs(self) -> None: paragraph_type = ParagraphType.prose # Use re.search to find everything before first \n - match = re.search(r'^(.*?)(?:\n|$)([\s\S]*)', text) + match = re.search(r"^(.*?)(?:\n|$)([\s\S]*)", text) # Check if a match is found if match: diff --git a/src/miade/paragraph.py b/src/miade/paragraph.py index b134d04..62bedeb 100644 --- a/src/miade/paragraph.py +++ b/src/miade/paragraph.py @@ -26,8 +26,4 @@ def __str__(self): return str(self.__dict__) def __eq__(self, other): - return ( - self.type == other.type - and self.start == other.start - and self.end == other.end - ) + return self.type == other.type and self.start == other.start and self.end == other.end diff --git a/src/miade/utils/annotatorconfig.py b/src/miade/utils/annotatorconfig.py index 1102ff5..7c086bc 100644 --- a/src/miade/utils/annotatorconfig.py +++ b/src/miade/utils/annotatorconfig.py @@ -4,4 +4,4 @@ class AnnotatorConfig(BaseModel): negation_detection: Optional[str] = "negex" - disable: List[str] = [] \ No newline at end of file + disable: List[str] = [] diff --git a/src/miade/utils/logger.py b/src/miade/utils/logger.py index ad3f63a..a1cad54 100644 --- a/src/miade/utils/logger.py +++ b/src/miade/utils/logger.py @@ -5,9 +5,7 @@ def add_handlers(log): if len(log.handlers) == 0: - formatter = logging.Formatter( - fmt="[%(asctime)s] [%(levelname)s] %(name)s.%(funcName)s(): %(message)s" - ) + formatter = logging.Formatter(fmt="[%(asctime)s] [%(levelname)s] %(name)s.%(funcName)s(): %(message)s") fh = logging.FileHandler("miade.log") ch = logging.StreamHandler() diff --git a/src/miade/utils/miade_cat.py b/src/miade/utils/miade_cat.py index 7c1f698..aef9190 100644 --- a/src/miade/utils/miade_cat.py +++ b/src/miade/utils/miade_cat.py @@ -3,9 +3,9 @@ import pandas as pd from copy import deepcopy -from typing import Union, List, Tuple, Optional, Dict, Iterable, Set +from typing import List, Tuple, Optional, Dict, Set -from tqdm.autonotebook import tqdm, trange +from tqdm.autonotebook import trange from spacy.tokens import Span, Doc from medcat.cat import CAT @@ -17,6 +17,7 @@ logger = logging.getLogger("cat") + class MiADE_CAT(CAT): """Experimental - overriding medcat write out function - more control over spacy pipeline: add negex results""" @@ -64,10 +65,7 @@ def _doc_to_out( out_ent["pretty_name"] = self.cdb.get_name(cui) out_ent["cui"] = cui out_ent["type_ids"] = list(self.cdb.cui2type_ids.get(cui, "")) - out_ent["types"] = [ - self.cdb.addl_info["type_id2name"].get(tui, "") - for tui in out_ent["type_ids"] - ] + out_ent["types"] = [self.cdb.addl_info["type_id2name"].get(tui, "") for tui in out_ent["type_ids"]] out_ent["source_value"] = ent.text out_ent["detected_name"] = str(ent._.detected_name) out_ent["acc"] = float(ent._.context_similarity) @@ -76,9 +74,7 @@ def _doc_to_out( out_ent["end"] = ent.end_char for addl in addl_info: tmp = self.cdb.addl_info.get(addl, {}).get(cui, []) - out_ent[addl.split("2")[-1]] = ( - list(tmp) if type(tmp) == set else tmp - ) + out_ent[addl.split("2")[-1]] = list(tmp) if type(tmp) == set else tmp out_ent["id"] = ent._.id out_ent["meta_anns"] = {} @@ -87,12 +83,8 @@ def _doc_to_out( out_ent["end_tkn"] = ent.end if context_left > 0 and context_right > 0: - out_ent["context_left"] = doc_tokens[ - max(ent.start - context_left, 0) : ent.start - ] - out_ent["context_right"] = doc_tokens[ - ent.end : min(ent.end + context_right, len(doc_tokens)) - ] + out_ent["context_left"] = doc_tokens[max(ent.start - context_left, 0) : ent.start] + out_ent["context_right"] = doc_tokens[ent.end : min(ent.end + context_right, len(doc_tokens))] out_ent["context_center"] = doc_tokens[ent.start : ent.end] if hasattr(ent._, "meta_anns") and ent._.meta_anns: @@ -105,10 +97,7 @@ def _doc_to_out( else: out["entities"][ent._.id] = cui - if ( - cnf_annotation_output.get("include_text_in_output", False) - or out_with_text - ): + if cnf_annotation_output.get("include_text_in_output", False) or out_with_text: out["text"] = doc.text return out @@ -132,7 +121,6 @@ def train_supervised( checkpoint: Optional[Checkpoint] = None, is_resumed: bool = False, ) -> Tuple: - checkpoint = self._init_ckpts(is_resumed, checkpoint) # Backup filters @@ -149,9 +137,7 @@ def train_supervised( test_set = data train_set = data else: - train_set, test_set, _, _ = make_mc_train_test( - data, self.cdb, test_size=test_size - ) + train_set, test_set, _, _ = make_mc_train_test(data, self.cdb, test_size=test_size) if print_stats > 0: fp, fn, tp, p, r, f1, cui_counts, examples = self._print_stats( @@ -184,9 +170,7 @@ def train_supervised( self.unlink_concept_name(ann["cui"], ann["value"]) latest_trained_step = checkpoint.count if checkpoint is not None else 0 - current_epoch, current_project, current_document = self._get_training_start( - train_set, latest_trained_step - ) + current_epoch, current_project, current_document = self._get_training_start(train_set, latest_trained_step) for epoch in trange( current_epoch, @@ -221,9 +205,7 @@ def train_supervised( ) if project_filter: - filters["cuis"] = intersect_nonempty_set( - project_filter, filters["cuis"] - ) + filters["cuis"] = intersect_nonempty_set(project_filter, filters["cuis"]) for idx_doc in trange( current_document, @@ -243,9 +225,7 @@ def train_supervised( cui = ann["cui"] start = ann["start"] end = ann["end"] - spacy_entity = tkns_from_doc( - spacy_doc=spacy_doc, start=start, end=end - ) + spacy_entity = tkns_from_doc(spacy_doc=spacy_doc, start=start, end=end) deleted = ann.get("deleted", False) self.add_and_train_concept( cui=cui, @@ -288,9 +268,7 @@ def train_supervised( name = synth_data.name.values[i] start = synth_data.start.values[i] end = synth_data.end.values[i] - spacy_entity = tkns_from_doc( - spacy_doc=spacy_doc, start=start, end=end - ) + spacy_entity = tkns_from_doc(spacy_doc=spacy_doc, start=start, end=end) self.add_and_train_concept( cui=cui, name=name, diff --git a/src/miade/utils/miade_meta_cat.py b/src/miade/utils/miade_meta_cat.py index 996ca99..487c153 100644 --- a/src/miade/utils/miade_meta_cat.py +++ b/src/miade/utils/miade_meta_cat.py @@ -18,6 +18,7 @@ logger = logging.getLogger("meta_cat") + # Hacky as hell, just for the dashboard, NOT permanent solution - will not merge with main branch def create_batch_piped_data(data: List, start_ind: int, end_ind: int, device: torch.device, pad_id: int) -> Tuple: """Creates a batch given data and start/end that denote batch size, will also add @@ -41,7 +42,7 @@ def create_batch_piped_data(data: List, start_ind: int, end_ind: int, device: to Center positions for the data """ max_seq_len = max([len(x[0]) for x in data]) - x = [x[0][0:max_seq_len] + [pad_id]*max(0, max_seq_len - len(x[0])) for x in data[start_ind:end_ind]] + x = [x[0][0:max_seq_len] + [pad_id] * max(0, max_seq_len - len(x[0])) for x in data[start_ind:end_ind]] cpos = [x[1] for x in data[start_ind:end_ind]] y = None if len(data[0]) == 3: @@ -54,17 +55,17 @@ def create_batch_piped_data(data: List, start_ind: int, end_ind: int, device: to return x, cpos, y -def print_report(epoch: int, running_loss: List, all_logits: List, y: Any, name: str = 'Train') -> None: - r''' Prints some basic stats during training +def print_report(epoch: int, running_loss: List, all_logits: List, y: Any, name: str = "Train") -> None: + r"""Prints some basic stats during training Args: epoch running_loss all_logits y name - ''' + """ if all_logits: - print(f'Epoch: {epoch} ' + "*"*50 + f" {name}") + print(f"Epoch: {epoch} " + "*" * 50 + f" {name}") print(classification_report(y, np.argmax(np.concatenate(all_logits, axis=0), axis=1))) @@ -75,11 +76,11 @@ def eval_model(model: nn.Module, data: List, config: ConfigMetaCAT, tokenizer: T data config """ - device = torch.device(config.general['device']) # Create a torch device - batch_size_eval = config.general['batch_size_eval'] - pad_id = config.model['padding_idx'] - ignore_cpos = config.model['ignore_cpos'] - class_weights = config.train['class_weights'] + device = torch.device(config.general["device"]) # Create a torch device + batch_size_eval = config.general["batch_size_eval"] + pad_id = config.model["padding_idx"] + ignore_cpos = config.model["ignore_cpos"] + class_weights = config.train["class_weights"] if class_weights is not None: class_weights = torch.FloatTensor(class_weights).to(device) @@ -96,8 +97,9 @@ def eval_model(model: nn.Module, data: List, config: ConfigMetaCAT, tokenizer: T with torch.no_grad(): for i in range(num_batches): - x, cpos, y = create_batch_piped_data(data, i * batch_size_eval, (i + 1) * batch_size_eval, - device=device, pad_id=pad_id) + x, cpos, y = create_batch_piped_data( + data, i * batch_size_eval, (i + 1) * batch_size_eval, device=device, pad_id=pad_id + ) logits = model(x, cpos, ignore_cpos=ignore_cpos) loss = criterion(logits, y) @@ -105,39 +107,46 @@ def eval_model(model: nn.Module, data: List, config: ConfigMetaCAT, tokenizer: T running_loss.append(loss.item()) all_logits.append(logits.detach().cpu().numpy()) - print_report(0, running_loss, all_logits, y=y_eval, name='Eval') + print_report(0, running_loss, all_logits, y=y_eval, name="Eval") - score_average = config.train['score_average'] + score_average = config.train["score_average"] predictions = np.argmax(np.concatenate(all_logits, axis=0), axis=1) precision, recall, f1, support = precision_recall_fscore_support(y_eval, predictions, average=score_average) - labels = [name for (name, _) in sorted(config.general['category_value2id'].items(), key=lambda x: x[1])] + labels = [name for (name, _) in sorted(config.general["category_value2id"].items(), key=lambda x: x[1])] confusion = pd.DataFrame( - data=confusion_matrix(y_eval, predictions, ), + data=confusion_matrix( + y_eval, + predictions, + ), columns=["true " + label for label in labels], index=["predicted " + label for label in labels], ) - examples: Dict = {'FP': {}, 'FN': {}, 'TP': {}} - id2category_value = {v: k for k, v in config.general['category_value2id'].items()} + examples: Dict = {"FP": {}, "FN": {}, "TP": {}} + id2category_value = {v: k for k, v in config.general["category_value2id"].items()} for i, p in enumerate(predictions): y = id2category_value[y_eval[i]] p = id2category_value[p] c = data[i][1] tkns = data[i][0] assert tokenizer.hf_tokenizers is not None - text = tokenizer.hf_tokenizers.decode(tkns[0:c]) + " <<" + tokenizer.hf_tokenizers.decode( - tkns[c:c + 1]).strip() + ">> " + \ - tokenizer.hf_tokenizers.decode(tkns[c + 1:]) + text = ( + tokenizer.hf_tokenizers.decode(tkns[0:c]) + + " <<" + + tokenizer.hf_tokenizers.decode(tkns[c : c + 1]).strip() + + ">> " + + tokenizer.hf_tokenizers.decode(tkns[c + 1 :]) + ) info = "Predicted: {}, True: {}".format(p, y) if p != y: # We made a mistake - examples['FN'][y] = examples['FN'].get(y, []) + [(info, text)] - examples['FP'][p] = examples['FP'].get(p, []) + [(info, text)] + examples["FN"][y] = examples["FN"].get(y, []) + [(info, text)] + examples["FP"][p] = examples["FP"].get(p, []) + [(info, text)] else: - examples['TP'][y] = examples['TP'].get(y, []) + [(info, text)] + examples["TP"][y] = examples["TP"].get(y, []) + [(info, text)] - return {'precision': precision, 'recall': recall, 'f1': f1, 'examples': examples, 'confusion matrix': confusion} + return {"precision": precision, "recall": recall, "f1": f1, "examples": examples, "confusion matrix": confusion} def prepare_from_miade_csv( @@ -181,11 +190,7 @@ def prepare_from_miade_csv( e_ind = p_ind ln = e_ind - s_ind - tkns = ( - tkns[:cpos] - + tokenizer(replace_center)["input_ids"] - + tkns[cpos + ln + 1 :] - ) + tkns = tkns[:cpos] + tokenizer(replace_center)["input_ids"] + tkns[cpos + ln + 1 :] value = data[category_name].values[i] sample = [tkns, cpos, value] @@ -222,9 +227,7 @@ def train( # Create directories if they don't exist if t_config["auto_save_model"]: if save_dir_path is None: - raise Exception( - "The `save_dir_path` argument is required if `aut_save_model` is `True` in the config" - ) + raise Exception("The `save_dir_path` argument is required if `aut_save_model` is `True` in the config") else: os.makedirs(save_dir_path, exist_ok=True) @@ -276,9 +279,7 @@ def train( g_config["category_value2id"] = category_value2id else: # We already have everything, just get the data - data, _ = encode_category_values( - data, existing_category_value2id=category_value2id - ) + data, _ = encode_category_values(data, existing_category_value2id=category_value2id) # Make sure the config number of classes is the same as the one found in the data if len(category_value2id) != self.config.model["nclasses"]: @@ -287,22 +288,16 @@ def train( self.config.model["nclasses"], len(category_value2id) ) ) - logger.warning( - "Auto-setting the nclasses value in config and rebuilding the model." - ) + logger.warning("Auto-setting the nclasses value in config and rebuilding the model.") self.config.model["nclasses"] = len(category_value2id) self.model = self.get_model(embeddings=self.embeddings) - report = train_model( - self.model, data=data, config=self.config, save_dir_path=save_dir_path - ) + report = train_model(self.model, data=data, config=self.config, save_dir_path=save_dir_path) # If autosave, then load the best model here if t_config["auto_save_model"]: if save_dir_path is None: - raise Exception( - "The `save_dir_path` argument is required if `aut_save_model` is `True` in the config" - ) + raise Exception("The `save_dir_path` argument is required if `aut_save_model` is `True` in the config") else: path = os.path.join(save_dir_path, "model.dat") device = torch.device(g_config["device"]) @@ -315,31 +310,35 @@ def train( return report def eval(self, json_path: str) -> Dict: - """Evaluate from json. - - """ + """Evaluate from json.""" g_config = self.config.general t_config = self.config.train - with open(json_path, 'r') as f: + with open(json_path, "r") as f: data_loaded: Dict = json.load(f) # Prepare the data assert self.tokenizer is not None - data = prepare_from_json(data_loaded, g_config['cntx_left'], g_config['cntx_right'], self.tokenizer, - cui_filter=t_config['cui_filter'], - replace_center=g_config['replace_center'], prerequisites=t_config['prerequisites'], - lowercase=g_config['lowercase']) + data = prepare_from_json( + data_loaded, + g_config["cntx_left"], + g_config["cntx_right"], + self.tokenizer, + cui_filter=t_config["cui_filter"], + replace_center=g_config["replace_center"], + prerequisites=t_config["prerequisites"], + lowercase=g_config["lowercase"], + ) # Check is the name there - category_name = g_config['category_name'] + category_name = g_config["category_name"] if category_name not in data: raise Exception("The category name does not exist in this json file.") data = data[category_name] # We already have everything, just get the data - category_value2id = g_config['category_value2id'] + category_value2id = g_config["category_value2id"] data, _ = encode_category_values(data, existing_category_value2id=category_value2id) # Run evaluation diff --git a/src/miade/utils/modelfactory.py b/src/miade/utils/modelfactory.py index abe0100..bbeb5a1 100644 --- a/src/miade/utils/modelfactory.py +++ b/src/miade/utils/modelfactory.py @@ -11,7 +11,7 @@ class ModelFactory(BaseModel): annotators: Dict[str, Type[Annotator]] configs: Dict[str, AnnotatorConfig] - @validator('annotators') + @validator("annotators") def validate_annotators(cls, annotators): for annotator_name, annotator_class in annotators.items(): if not issubclass(annotator_class, Annotator): @@ -19,4 +19,4 @@ def validate_annotators(cls, annotators): return annotators class Config: - arbitrary_types_allowed = True \ No newline at end of file + arbitrary_types_allowed = True diff --git a/src/scripts/build_model_pack.py b/src/scripts/build_model_pack.py index b92be9f..b234e75 100644 --- a/src/scripts/build_model_pack.py +++ b/src/scripts/build_model_pack.py @@ -19,11 +19,8 @@ def build_model_pack( unigram_table_size: int, output_dir: Path, ): - # TODO: option to input list of concept csv files - cdb_builder = CDBBuilder( - snomed_data_path=snomed_data_path, fdb_data_path=fdb_data_path, config=config - ) + cdb_builder = CDBBuilder(snomed_data_path=snomed_data_path, fdb_data_path=fdb_data_path, config=config) cdb_builder.preprocess_snomed(output_dir=output_dir) cdb = cdb_builder.create_cdb(["preprocessed_snomed.csv"]) @@ -43,7 +40,6 @@ def build_model_pack( if __name__ == "__main__": - parser = argparse.ArgumentParser() parser.add_argument("config_file") args = parser.parse_args() @@ -52,9 +48,7 @@ def build_model_pack( with open(config_file, "r") as stream: config = yaml.safe_load(stream) - with open( - Path(config["unsupervised_training_data_file"]), "r", encoding="utf-8" - ) as training_data: + with open(Path(config["unsupervised_training_data_file"]), "r", encoding="utf-8") as training_data: training_data_list = [line.strip() for line in training_data] # Load MedCAT configuration diff --git a/src/scripts/miade.py b/src/scripts/miade.py index 80f5e92..edcd851 100644 --- a/src/scripts/miade.py +++ b/src/scripts/miade.py @@ -83,11 +83,7 @@ def build_model_pack( cat.config.version["ontology"] = ontology current_date = datetime.datetime.now().strftime("%b_%Y") - name = ( - f"miade_{tag}_blank_modelpack_{current_date}" - if tag is not None - else f"miade_blank_modelpack_{current_date}" - ) + name = f"miade_{tag}_blank_modelpack_{current_date}" if tag is not None else f"miade_blank_modelpack_{current_date}" cat.create_model_pack(str(output), name) log.info(f"Saved model pack at {output}/{name}_{cat.config.version['id']}") @@ -123,9 +119,7 @@ def train( if checkpoint: log.info(f"Checkpoint steps configured to {checkpoint}") cat.config.general["checkpoint"]["steps"] = checkpoint - cat.config.general["checkpoint"]["output_dir"] = os.path.join( - Path.cwd(), "checkpoints" - ) + cat.config.general["checkpoint"]["output_dir"] = os.path.join(Path.cwd(), "checkpoints") cat.train(training_data) @@ -246,7 +240,7 @@ def create_bbpe_tokenizer( data.append(tokenizer.encode(line).tokens) step += 1 - log.info(f"Started training word2vec model with tokenized text...") + log.info("Started training word2vec model with tokenized text...") w2v = Word2Vec(data, vector_size=300, min_count=1) log.info(f"Creating embeddings matrix, vocab size {tokenizer.get_vocab_size()}") @@ -277,19 +271,17 @@ def create_metacats( ): log.info(f"Loading tokenizer from {tokenizer_path}/...") tokenizer = TokenizerWrapperBPE.load(str(tokenizer_path)) - log.info(f"Loading embeddings from embeddings.npy...") + log.info("Loading embeddings from embeddings.npy...") embeddings = np.load(str(os.path.join(tokenizer_path, "embeddings.npy"))) assert len(embeddings) == tokenizer.get_size(), ( - f"Tokenizer and embeddings not the same size {len(embeddings)}, " - f"{tokenizer.get_size()}" + f"Tokenizer and embeddings not the same size {len(embeddings)}, " f"{tokenizer.get_size()}" ) metacat = MetaCAT(tokenizer=tokenizer, embeddings=embeddings) for category in category_names: - metacat.config.general[ - 'description'] = f"MiADE blank {category} MetaCAT model" - metacat.config.general['category_name'] = category + metacat.config.general["description"] = f"MiADE blank {category} MetaCAT model" + metacat.config.general["category_name"] = category metacat.save(str(os.path.join(output, f"meta_{category}"))) log.info(f"Saved meta_{category} at {output}") @@ -310,9 +302,7 @@ def train_metacat( description = f"MiADE meta-annotations model {model_path.stem} trained on {annotation_path.stem}" mc.config.general["description"] = description - mc.config.general["category_name"] = model_path.stem.split("_")[ - -1 - ] # meta folder name should be e.g. meta_presence + mc.config.general["category_name"] = model_path.stem.split("_")[-1] # meta folder name should be e.g. meta_presence mc.config.general["cntx_left"] = cntx_left mc.config.general["cntx_right"] = cntx_right mc.config.train["nepochs"] = nepochs @@ -361,17 +351,11 @@ def add_metacat_models( stats[categories[-1]] = report log.info(f"Creating CAT with MetaCAT models {categories}...") - cat_w_meta = CAT( - cdb=cat.cdb, vocab=cat.vocab, config=cat.config, meta_cats=meta_cats - ) + cat_w_meta = CAT(cdb=cat.cdb, vocab=cat.vocab, config=cat.config, meta_cats=meta_cats) if description is None: log.info("Automatically populating description field of model card...") - description = ( - cat.config.version["description"] - + " | Packaged with MetaCAT model(s) " - + ", ".join(categories) - ) + description = cat.config.version["description"] + " | Packaged with MetaCAT model(s) " + ", ".join(categories) cat.config.version["description"] = description for category in categories: diff --git a/streamlit_app/app.py b/streamlit_app/app.py index e43c29e..de29ed0 100644 --- a/streamlit_app/app.py +++ b/streamlit_app/app.py @@ -1,3 +1,5 @@ +# ruff: noqa: F811 + import os import json from time import sleep @@ -21,7 +23,13 @@ from medcat.cat import CAT from miade.utils.miade_meta_cat import MiADE_MetaCAT -from utils import * +from utils import ( + load_documents, + load_annotations, + get_valid_annotations, + get_probs_meta_classes_data, + get_meds_meta_classes_data, +) load_dotenv(find_dotenv()) @@ -39,10 +47,12 @@ def new_write(string): stdout.write = new_write yield + @st.cache_data def load_csv_data(csv_path): return pd.read_csv(csv_path) + @st.cache_data def get_label_counts(name, train, synth): real_counts = {} @@ -55,18 +65,21 @@ def get_label_counts(name, train, synth): synthetic_counts = synthetic_labels.value_counts().to_dict() return real_counts, synthetic_counts + @st.cache_data def get_chart_data(labels, label_count, synth_add_count): return pd.DataFrame( - {"real": [label_count.get(labels[i], 0) for i in range(len(labels))], - "synthetic": synth_add_count.values()}, - index=category_labels) + {"real": [label_count.get(labels[i], 0) for i in range(len(labels))], "synthetic": synth_add_count.values()}, + index=category_labels, + ) + @st.cache_data def make_train_data(synth_df, name, labels, synth_add_count): - return pd.concat([synth_df[synth_df[name] == label][:synth_add_count[label]] - for label in labels], - ignore_index=True) + return pd.concat( + [synth_df[synth_df[name] == label][: synth_add_count[label]] for label in labels], ignore_index=True + ) + @st.cache_resource def load_metacat_model(path): @@ -81,6 +94,7 @@ def load_metacat_model(path): name = None return model, name + @st.cache_resource def load_medcat_model(path): try: @@ -90,6 +104,7 @@ def load_medcat_model(path): model = None return model + MIN_HEIGHT = 27 MAX_HEIGHT = 800 ROW_HEIGHT = 35 @@ -99,21 +114,20 @@ def load_medcat_model(path): TEST_JSON_OPTIONS = [f for f in os.listdir(os.getenv("TEST_JSON_DIR")) if ".json" in f] MEDCAT_OPTIONS = [f for f in os.listdir(os.getenv("SAVE_DIR")) if ".zip" in f] -MODEL_OPTIONS = ["/".join(f[0].split("/")[-2:]) for f in os.walk(os.getenv("MODELS_DIR")) - if 'meta_' in f[0].split("/")[-1] and ".ipynb_checkpoints" not in f[0]] +MODEL_OPTIONS = [ + "/".join(f[0].split("/")[-2:]) + for f in os.walk(os.getenv("MODELS_DIR")) + if "meta_" in f[0].split("/")[-1] and ".ipynb_checkpoints" not in f[0] +] -st.set_page_config( - layout="wide", page_icon="🖱️", page_title="MiADE train app" -) +st.set_page_config(layout="wide", page_icon="🖱️", page_title="MiADE train app") st.title("🖱️ MiADE Training Dashboard") -st.write( - """Hello! Train, test, and experiment with MedCAT models used in MiADE""" -) +st.write("""Hello! Train, test, and experiment with MedCAT models used in MiADE""") def present_confusion_matrix(model, data): data_name = Path(data).stem - model_name = model.config.general['category_name'] + model_name = model.config.general["category_name"] title = f"{model_name} evaluated against\n{data_name}" evaluation = model.eval(data) @@ -121,7 +135,8 @@ def present_confusion_matrix(model, data): cm = evaluation["confusion matrix"].values label_names = [name.split()[-1] for name in list(evaluation["confusion matrix"].columns)] stats_text = "\n\nPrecision={:0.3f}\nRecall={:0.3f}\nF1 Score={:0.3f}".format( - evaluation['precision'], evaluation['recall'], evaluation['f1']) + evaluation["precision"], evaluation["recall"], evaluation["f1"] + ) group_counts = ["{0:0.0f}".format(value) for value in cm.flatten()] group_percentages = ["{0:.2%}".format(value) for value in cm.flatten() / np.sum(cm)] @@ -135,16 +150,16 @@ def present_confusion_matrix(model, data): square=True, xticklabels=label_names, yticklabels=label_names, - fmt='', + fmt="", ) - conf.set(xlabel='True' + stats_text, ylabel='Predicted', title=title) + conf.set(xlabel="True" + stats_text, ylabel="Predicted", title=title) st.write(evaluation) return plt def add_metacat_models( - model: str, - meta_cats_path: List, + model: str, + meta_cats_path: List, ): out_dir = os.getenv("SAVE_DIR", "./") cat = CAT.load_model_pack(str(model)) @@ -160,7 +175,7 @@ def add_metacat_models( description = cat.config.version["description"] + " | Packaged with MetaCAT model(s) " + ", ".join(categories) cat.config.version["description"] = description - save_name = Path(model).stem.rsplit("_", 3)[0] + "_w_meta_" + datetime.now().strftime('%b_%Y').lower() + save_name = Path(model).stem.rsplit("_", 3)[0] + "_w_meta_" + datetime.now().strftime("%b_%Y").lower() try: cat_w_meta.create_model_pack(save_dir_path=out_dir, model_pack_name=save_name) st.success("Saved MedCAT modelpack at " + out_dir + save_name + "_" + cat_w_meta.config.version["id"]) @@ -197,6 +212,7 @@ def aggrid_interactive_table(df: pd.DataFrame): return selection + # side bar st.sidebar.subheader("Select model to train") model_path = st.sidebar.selectbox("Select MetaCAT model path", MODEL_OPTIONS) @@ -221,7 +237,7 @@ def aggrid_interactive_table(df: pd.DataFrame): metacat_paths = [os.path.join(os.getenv("MODELS_DIR"), "/".join(path.split("/")[-2:])) for path in selected_models] selected_medcat = st.selectbox("Select MedCAT modelpack to package with:", MEDCAT_OPTIONS) medcat_path = os.getenv("SAVE_DIR") + selected_medcat - submit = st.form_submit_button(label='Save') + submit = st.form_submit_button(label="Save") if submit: add_metacat_models(medcat_path, metacat_paths) # update options probably a better way to do this @@ -237,8 +253,10 @@ def aggrid_interactive_table(df: pd.DataFrame): col1, col2, col3 = st.columns(3) with col1: - st.markdown("**Adjust** the sliders to vary the amount of synthetic data " - " you want to include in the training data in addition to your annotations:") + st.markdown( + "**Adjust** the sliders to vary the amount of synthetic data " + " you want to include in the training data in addition to your annotations:" + ) train_json_path = st.selectbox("Select annotated training data", TRAIN_JSON_OPTIONS) train_csv = train_json_path.replace(".json", ".csv") @@ -266,9 +284,7 @@ def aggrid_interactive_table(df: pd.DataFrame): all_synth_df = load_csv_data(synth_csv_path) if mc is not None: category_labels = list(mc.config.general["category_value2id"].keys()) - real_label_counts, synthetic_label_counts = get_label_counts( - model_name, train_data_df, all_synth_df - ) + real_label_counts, synthetic_label_counts = get_label_counts(model_name, train_data_df, all_synth_df) if real_label_counts: max_class = max(real_label_counts.values()) else: @@ -279,10 +295,12 @@ def aggrid_interactive_table(df: pd.DataFrame): synth_add_dict = {} for i in range(len(category_labels)): - synth_add_dict[category_labels[i]] = st.slider(category_labels[i] + " (synthetic)", - min_value=0, - max_value=synthetic_label_counts.get(category_labels[i], 0), - value=max_class - real_label_counts.get(category_labels[i], 0)) + synth_add_dict[category_labels[i]] = st.slider( + category_labels[i] + " (synthetic)", + min_value=0, + max_value=synthetic_label_counts.get(category_labels[i], 0), + value=max_class - real_label_counts.get(category_labels[i], 0), + ) with col2: st.markdown("**Visualise** the ratio of real and synthetic in your overall training set:") if mc is not None: @@ -296,7 +314,7 @@ def aggrid_interactive_table(df: pd.DataFrame): if mc is not None: st.dataframe(synth_train_df[["text", model_name]], height=500) - if st.button('Train'): + if st.button("Train"): if mc is not None: with st.spinner("Training MetaCAT..."): date_id = datetime.now().strftime("%y%m%d%H%M%S") @@ -323,7 +341,7 @@ def aggrid_interactive_table(df: pd.DataFrame): if synth_data_column is not None: synth_count = synth_data_column.value_counts().to_dict() if not train_count: - train_length = 1 #min. num data in json + train_length = 1 # min. num data in json else: train_length = len(train_data_df) total_count = train_length + len(synth_train_df) @@ -341,15 +359,18 @@ def aggrid_interactive_table(df: pd.DataFrame): with st.expander("Expand to see training logs"): output = st.empty() with st_capture(output.code): - report = mc.train(json_path=train_json_path, - synthetic_csv_path=data_save_name, - save_dir_path=model_save_name) + report = mc.train( + json_path=train_json_path, synthetic_csv_path=data_save_name, save_dir_path=model_save_name + ) st.success(f"Done! Model saved at {model_save_name}") st.write("Training report:") st.write(report) - MODEL_OPTIONS = ["/".join(f[0].split("/")[-2:]) for f in os.walk(os.getenv("MODELS_DIR")) - if 'meta_' in f[0].split("/")[-1] and ".ipynb_checkpoints" not in f[0]] + MODEL_OPTIONS = [ + "/".join(f[0].split("/")[-2:]) + for f in os.walk(os.getenv("MODELS_DIR")) + if "meta_" in f[0].split("/")[-1] and ".ipynb_checkpoints" not in f[0] + ] else: st.error("No model loaded") @@ -373,7 +394,7 @@ def aggrid_interactive_table(df: pd.DataFrame): cm.pyplot(plt) if is_save: try: - plt.savefig(model_path + "/confusion_matrix.png", format='png', bbox_inches="tight", dpi=200) + plt.savefig(model_path + "/confusion_matrix.png", format="png", bbox_inches="tight", dpi=200) except Exception as e: st.error(f"Could not save image: {e}") @@ -406,5 +427,5 @@ def aggrid_interactive_table(df: pd.DataFrame): cat = load_medcat_model(medcat_path) output = cat.get_entities(text) doc = cat(text) - visualize_ner(doc, title=None, show_table=False, displacy_options={"colors":{"concept":"#F17156"}}) + visualize_ner(doc, title=None, show_table=False, displacy_options={"colors": {"concept": "#F17156"}}) st.write(output) diff --git a/streamlit_app/utils.py b/streamlit_app/utils.py index 23869cd..1ee0dec 100644 --- a/streamlit_app/utils.py +++ b/streamlit_app/utils.py @@ -1,24 +1,23 @@ import pandas as pd -from medcat.meta_cat import MetaCAT -from medcat.config_meta_cat import ConfigMetaCAT -from medcat.tokenizers.meta_cat_tokenizers import TokenizerWrapperBPE from typing import Optional def load_documents(data): documents = {} - for i in range(0,len(data['projects'][0]['documents'])): - documents[data['projects'][0]['documents'][i]['id']] = data['projects'][0]['documents'][i]['text'] + for i in range(0, len(data["projects"][0]["documents"])): + documents[data["projects"][0]["documents"][i]["id"]] = data["projects"][0]["documents"][i]["text"] return documents def load_annotations(data): annotations = [] - for i in range(0,len(data['projects'][0]['documents'])): - document_id = data['projects'][0]['documents'][i]['id'] - annotations.extend([Annotation.from_dict(ann, document_id) for ann in data['projects'][0]['documents'][i]['annotations']]) + for i in range(0, len(data["projects"][0]["documents"])): + document_id = data["projects"][0]["documents"][i]["id"] + annotations.extend( + [Annotation.from_dict(ann, document_id) for ann in data["projects"][0]["documents"][i]["annotations"]] + ) return annotations @@ -30,14 +29,17 @@ def get_valid_annotations(data): return annotations -def get_probs_meta_classes_data(documents, annotations, ): +def get_probs_meta_classes_data( + documents, + annotations, +): r_labels = [] p_labels = [] l_labels = [] cuis = [] names = [] texts = [] - tokens = [] + # tokens = [] for ann in annotations: r_labels.append(ann.meta_relevance) p_labels.append(ann.meta_presence) @@ -61,17 +63,24 @@ def get_probs_meta_classes_data(documents, annotations, ): # tkns = doc_text['tokens'][t_start:t_end] # tokens.append(tkns) - df = pd.DataFrame({"text": texts, - "cui": cuis, - "name": names, - # "tokens": tokens, - "relevance": r_labels, - "presence": p_labels, - "laterality (generic)": l_labels, }) + df = pd.DataFrame( + { + "text": texts, + "cui": cuis, + "name": names, + # "tokens": tokens, + "relevance": r_labels, + "presence": p_labels, + "laterality (generic)": l_labels, + } + ) return df -def get_meds_meta_classes_data(documents, annotations, ): +def get_meds_meta_classes_data( + documents, + annotations, +): substance_labels = [] allergy_labels = [] severity_labels = [] @@ -79,7 +88,7 @@ def get_meds_meta_classes_data(documents, annotations, ): cuis = [] names = [] texts = [] - tokens = [] + # tokens = [] for ann in annotations: substance_labels.append(ann.meta_substance_cat) allergy_labels.append(ann.meta_allergy_type) @@ -104,41 +113,43 @@ def get_meds_meta_classes_data(documents, annotations, ): # tkns = doc_text['tokens'][t_start:t_end] # tokens.append(tkns) - df = pd.DataFrame({"text": texts, - "cui": cuis, - "name": names, - # "tokens": tokens, - "substance_category": substance_labels, - "allergy_type": allergy_labels, - "severity": severity_labels, - "reaction_pos": reaction_labels}) + df = pd.DataFrame( + { + "text": texts, + "cui": cuis, + "name": names, + # "tokens": tokens, + "substance_category": substance_labels, + "allergy_type": allergy_labels, + "severity": severity_labels, + "reaction_pos": reaction_labels, + } + ) return df - - class Annotation: def __init__( - self, - alternative, - id, - document_id, - cui, - value, - deleted, - start, - end, - irrelevant, - killed, - manually_created, - meta_laterality, - meta_presence, - meta_relevance, - meta_allergy_type, - meta_substance_cat, - meta_severity, - meta_reaction_pos, - dictionary + self, + alternative, + id, + document_id, + cui, + value, + deleted, + start, + end, + irrelevant, + killed, + manually_created, + meta_laterality, + meta_presence, + meta_relevance, + meta_allergy_type, + meta_substance_cat, + meta_severity, + meta_reaction_pos, + dictionary, ): self.alternative = alternative self.id = id @@ -173,40 +184,40 @@ def from_dict(cls, d, document_id): meta_anns = d.get("meta_anns") if meta_anns is not None: - meta_ann_l = meta_anns.get('laterality (generic)') + meta_ann_l = meta_anns.get("laterality (generic)") if meta_ann_l is not None: - meta_laterality = meta_ann_l['value'] - meta_ann_r = meta_anns.get('relevance') + meta_laterality = meta_ann_l["value"] + meta_ann_r = meta_anns.get("relevance") if meta_ann_r is not None: - meta_relevance = meta_ann_r['value'] - meta_ann_p = meta_anns.get('presence') + meta_relevance = meta_ann_r["value"] + meta_ann_p = meta_anns.get("presence") if meta_ann_p is not None: - meta_presence = meta_ann_p['value'] + meta_presence = meta_ann_p["value"] - meta_ann_allergy = meta_anns.get('allergy_type') + meta_ann_allergy = meta_anns.get("allergy_type") if meta_ann_allergy is not None: - meta_allergy_type = meta_ann_allergy['value'] - meta_ann_substance = meta_anns.get('substance_category') + meta_allergy_type = meta_ann_allergy["value"] + meta_ann_substance = meta_anns.get("substance_category") if meta_ann_substance is not None: - meta_substance_cat = meta_ann_substance['value'] - meta_ann_severity = meta_anns.get('severity') + meta_substance_cat = meta_ann_substance["value"] + meta_ann_severity = meta_anns.get("severity") if meta_ann_severity is not None: - meta_severity = meta_ann_severity['value'] - meta_ann_reaction = meta_anns.get('reaction_pos') + meta_severity = meta_ann_severity["value"] + meta_ann_reaction = meta_anns.get("reaction_pos") if meta_ann_reaction is not None: - meta_reaction_pos = meta_ann_reaction['value'] + meta_reaction_pos = meta_ann_reaction["value"] return cls( - alternative=d['alternative'], - id=d['id'], + alternative=d["alternative"], + id=d["id"], document_id=document_id, - cui=d['cui'], - value=d['value'], - deleted=d['deleted'], - start=d['start'], - end=d['end'], - irrelevant=d['irrelevant'], - killed=d['killed'], - manually_created=d['manually_created'], + cui=d["cui"], + value=d["value"], + deleted=d["deleted"], + start=d["start"], + end=d["end"], + irrelevant=d["irrelevant"], + killed=d["killed"], + manually_created=d["manually_created"], meta_laterality=meta_laterality, meta_presence=meta_presence, meta_relevance=meta_relevance, @@ -245,45 +256,23 @@ def __str__(self): def __eq__(self, other): return ( - self.alternative == other.alternative - and - self.cui == other.cui - and - self.document_id == other.document_id - and - self.deleted == other.deleted - and - self.start == other.start - and - self.end == other.end - and - self.irrelevant == other.irrelevant - and - self.killed == other.killed - and - self.manually_created == other.manually_created - and - self.meta_laterality == other.meta_laterality - and - self.meta_presence == other.meta_presence - and - self.meta_relevance == other.meta_relevance - and - self.meta_substance_cat == other.meta_substance_cat - and - self.meta_allergy_type == other.meta_allergy_type - and - self.meta_severity == other.meta_severity - and - self.meta_reaction_pos == other.meta_reaction_pos - + self.alternative == other.alternative + and self.cui == other.cui + and self.document_id == other.document_id + and self.deleted == other.deleted + and self.start == other.start + and self.end == other.end + and self.irrelevant == other.irrelevant + and self.killed == other.killed + and self.manually_created == other.manually_created + and self.meta_laterality == other.meta_laterality + and self.meta_presence == other.meta_presence + and self.meta_relevance == other.meta_relevance + and self.meta_substance_cat == other.meta_substance_cat + and self.meta_allergy_type == other.meta_allergy_type + and self.meta_severity == other.meta_severity + and self.meta_reaction_pos == other.meta_reaction_pos ) def is_same_model_annotation(self, other): - return ( - self.cui == other.cui - and - self.start == other.start - and - self.end == other.end - ) + return self.cui == other.cui and self.start == other.start and self.end == other.end diff --git a/tests/conftest.py b/tests/conftest.py index b1dacc0..66b2c93 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -8,7 +8,15 @@ from miade.note import Note from miade.concept import Concept, Category from miade.metaannotations import MetaAnnotations -from miade.utils.metaannotationstypes import * +from miade.utils.metaannotationstypes import ( + Presence, + Relevance, + Laterality, + ReactionPos, + SubstanceCategory, + AllergyType, + Severity, +) from miade.utils.miade_cat import MiADE_CAT @@ -19,12 +27,16 @@ def model_directory_path() -> Path: @pytest.fixture(scope="function") def test_problems_medcat_model() -> MiADE_CAT: - return MiADE_CAT.load_model_pack(str("./tests/data/models/miade_problems_blank_modelpack_Jun_2023_df349473b9d260a9.zip")) + return MiADE_CAT.load_model_pack( + str("./tests/data/models/miade_problems_blank_modelpack_Jun_2023_df349473b9d260a9.zip") + ) @pytest.fixture(scope="function") def test_meds_algy_medcat_model() -> MiADE_CAT: - return MiADE_CAT.load_model_pack(str("./tests/data/models/miade_meds_allergy_blank_modelpack_Jun_2023_75e13bf042cc55b8.zip")) + return MiADE_CAT.load_model_pack( + str("./tests/data/models/miade_meds_allergy_blank_modelpack_Jun_2023_75e13bf042cc55b8.zip") + ) @pytest.fixture(scope="function") @@ -34,21 +46,21 @@ def test_note() -> Note: @pytest.fixture(scope="function") def test_negated_note() -> Note: - return Note( - text="Patient does not have liver failure. Patient is taking paracetamol 500mg oral tablets." - ) + return Note(text="Patient does not have liver failure. Patient is taking paracetamol 500mg oral tablets.") @pytest.fixture(scope="function") def test_duplicated_note() -> Note: return Note( text="Patient has liver failure. The liver failure is quite bad. Patient is taking " - "paracetamol 500mg oral tablets. decrease paracetamol 500mg oral tablets dosage." + "paracetamol 500mg oral tablets. decrease paracetamol 500mg oral tablets dosage." ) + @pytest.fixture(scope="function") def test_clean_and_paragraphing_note() -> Note: - return Note(""" + return Note( + """ This is an example of text with various types of spaces: \tTabs, \u00A0Non-breaking spaces, \u2003Em spaces, \u2002En spaces. Some lines may contain only punctuation and spaces, like this: @@ -82,7 +94,9 @@ def test_clean_and_paragraphing_note() -> Note: imp:: Penicillin - """) + """ + ) + @pytest.fixture(scope="function") def test_paragraph_chunking_concepts() -> List[Concept]: @@ -234,6 +248,7 @@ def test_paragraph_chunking_concepts() -> List[Concept]: ), ] + @pytest.fixture(scope="function") def temp_dir() -> Path: return Path("./tests/data/temp") @@ -302,33 +317,22 @@ def test_med_concepts() -> List[Concept]: start=0, end=19, ), - Concept( - id="1", name="Paracetamol", category=Category.MEDICATION, start=32, end=43 - ), - Concept( - id="2", name="Aspirin", category=Category.MEDICATION, start=99, end=107 - ), - Concept( - id="3", name="Doxycycline", category=Category.MEDICATION, start=144, end=156 - ), + Concept(id="1", name="Paracetamol", category=Category.MEDICATION, start=32, end=43), + Concept(id="2", name="Aspirin", category=Category.MEDICATION, start=99, end=107), + Concept(id="3", name="Doxycycline", category=Category.MEDICATION, start=144, end=156), ] @pytest.fixture(scope="function") def test_miade_doses() -> (List[Note], pd.DataFrame): extracted_doses = pd.read_csv("./tests/examples/common_doses_for_miade.csv") - return [ - Note(text=dose) for dose in extracted_doses.dosestring.to_list() - ], extracted_doses + return [Note(text=dose) for dose in extracted_doses.dosestring.to_list()], extracted_doses @pytest.fixture(scope="function") def test_miade_med_concepts() -> List[Concept]: data = pd.read_csv("./tests/examples/common_doses_for_miade.csv") - return [ - Concept(id="387337001", name=drug, category=Category.MEDICATION) - for drug in data.drug.to_list() - ] + return [Concept(id="387337001", name=drug, category=Category.MEDICATION) for drug in data.drug.to_list()] @pytest.fixture(scope="function") @@ -455,7 +459,7 @@ def test_meta_annotations_concepts() -> List[Concept]: meta_anns=[ MetaAnnotations(name="presence", value=Presence.CONFIRMED), MetaAnnotations(name="relevance", value=Relevance.PRESENT), - MetaAnnotations(name="laterality (generic)", value=Laterality.LEFT) + MetaAnnotations(name="laterality (generic)", value=Laterality.LEFT), ], ), Concept( @@ -466,7 +470,7 @@ def test_meta_annotations_concepts() -> List[Concept]: meta_anns=[ MetaAnnotations(name="presence", value=Presence.NEGATED), MetaAnnotations(name="relevance", value=Relevance.PRESENT), - MetaAnnotations(name="laterality (generic)", value=Laterality.NO_LATERALITY) + MetaAnnotations(name="laterality (generic)", value=Laterality.NO_LATERALITY), ], ), Concept( @@ -477,7 +481,7 @@ def test_meta_annotations_concepts() -> List[Concept]: meta_anns=[ MetaAnnotations(name="presence", value=Presence.NEGATED), MetaAnnotations(name="relevance", value=Relevance.PRESENT), - MetaAnnotations(name="laterality (generic)", value=Laterality.NO_LATERALITY) + MetaAnnotations(name="laterality (generic)", value=Laterality.NO_LATERALITY), ], ), Concept( @@ -488,7 +492,7 @@ def test_meta_annotations_concepts() -> List[Concept]: meta_anns=[ MetaAnnotations(name="presence", value=Presence.SUSPECTED), MetaAnnotations(name="relevance", value=Relevance.PRESENT), - MetaAnnotations(name="laterality (generic)", value=Laterality.NO_LATERALITY) + MetaAnnotations(name="laterality (generic)", value=Laterality.NO_LATERALITY), ], ), Concept( @@ -499,7 +503,7 @@ def test_meta_annotations_concepts() -> List[Concept]: meta_anns=[ MetaAnnotations(name="presence", value=Presence.SUSPECTED), MetaAnnotations(name="relevance", value=Relevance.PRESENT), - MetaAnnotations(name="laterality (generic)", value=Laterality.NO_LATERALITY) + MetaAnnotations(name="laterality (generic)", value=Laterality.NO_LATERALITY), ], ), Concept( @@ -510,7 +514,7 @@ def test_meta_annotations_concepts() -> List[Concept]: meta_anns=[ MetaAnnotations(name="presence", value=Presence.SUSPECTED), MetaAnnotations(name="relevance", value=Relevance.PRESENT), - MetaAnnotations(name="laterality (generic)", value=Laterality.NO_LATERALITY) + MetaAnnotations(name="laterality (generic)", value=Laterality.NO_LATERALITY), ], ), Concept( @@ -521,7 +525,7 @@ def test_meta_annotations_concepts() -> List[Concept]: meta_anns=[ MetaAnnotations(name="presence", value=Presence.CONFIRMED), MetaAnnotations(name="relevance", value=Relevance.HISTORIC), - MetaAnnotations(name="laterality (generic)", value=Laterality.NO_LATERALITY) + MetaAnnotations(name="laterality (generic)", value=Laterality.NO_LATERALITY), ], ), Concept( @@ -532,7 +536,7 @@ def test_meta_annotations_concepts() -> List[Concept]: meta_anns=[ MetaAnnotations(name="presence", value=Presence.CONFIRMED), MetaAnnotations(name="relevance", value=Relevance.IRRELEVANT), - MetaAnnotations(name="laterality (generic)", value=Laterality.NO_LATERALITY) + MetaAnnotations(name="laterality (generic)", value=Laterality.NO_LATERALITY), ], ), Concept( @@ -543,7 +547,7 @@ def test_meta_annotations_concepts() -> List[Concept]: meta_anns=[ MetaAnnotations(name="presence", value=Presence.CONFIRMED), MetaAnnotations(name="relevance", value=Relevance.HISTORIC), - MetaAnnotations(name="laterality (generic)", value=Laterality.NO_LATERALITY) + MetaAnnotations(name="laterality (generic)", value=Laterality.NO_LATERALITY), ], ), ] @@ -556,80 +560,113 @@ def test_filtering_list_concepts() -> List[Concept]: Concept(id="13543005", name="Pressure", category=Category.PROBLEM), Concept(id="19342008", name="Subacute disease", category=Category.PROBLEM), Concept(id="76797004", name="Failure", category=Category.PROBLEM), - Concept(id="123", name="real concept", category=Category.PROBLEM) + Concept(id="123", name="real concept", category=Category.PROBLEM), ] + @pytest.fixture(scope="function") def test_meds_allergy_note() -> Note: return Note( text="Intolerant of eggs mild rash. Allergies: moderate nausea due to penicillin. Taking paracetamol for pain." ) + @pytest.fixture(scope="function") def test_substance_concepts_with_meta_anns() -> List[Concept]: return [ - Concept(id="226021002", name="Eggs", start=14, end=17, meta_anns=[ - MetaAnnotations(name="reactionpos", value=ReactionPos.NOT_REACTION), - MetaAnnotations(name="category", value=SubstanceCategory.ADVERSE_REACTION), - MetaAnnotations(name="allergytype", value=AllergyType.INTOLERANCE), - MetaAnnotations(name="severity", value=Severity.MILD), - ]), - Concept(id="159002", name="Penicillin", start=64, end=73, meta_anns=[ - MetaAnnotations(name="reactionpos", value=ReactionPos.NOT_REACTION), - MetaAnnotations(name="category", value=SubstanceCategory.ADVERSE_REACTION), - MetaAnnotations(name="allergytype", value=AllergyType.ALLERGY), - MetaAnnotations(name="severity", value=Severity.MODERATE), - ]), - Concept(id="140004", name="Rash", start=24, end=27, meta_anns=[ - MetaAnnotations(name="reactionpos", value=ReactionPos.AFTER_SUBSTANCE), - MetaAnnotations(name="category", value=SubstanceCategory.NOT_SUBSTANCE), - MetaAnnotations(name="allergytype", value=AllergyType.UNSPECIFIED), - MetaAnnotations(name="severity", value=Severity.UNSPECIFIED), - ]), - Concept(id="832007", name="Nausea", start=50, end=55, meta_anns=[ - MetaAnnotations(name="reactionpos", value=ReactionPos.BEFORE_SUBSTANCE), - MetaAnnotations(name="category", value=SubstanceCategory.NOT_SUBSTANCE), - MetaAnnotations(name="allergytype", value=AllergyType.UNSPECIFIED), - MetaAnnotations(name="severity", value=Severity.UNSPECIFIED), - ]), - Concept(id="7336002", name="Paracetamol", start=83, end=93, - dosage=Dosage( - dose=Dose(value=50, unit="mg"), - duration=None, - frequency=None, - route=None - ), - meta_anns=[ - MetaAnnotations(name="reactionpos", value=ReactionPos.NOT_REACTION), - MetaAnnotations(name="category", value=SubstanceCategory.TAKING), - MetaAnnotations(name="allergytype", value=AllergyType.UNSPECIFIED), - MetaAnnotations(name="severity", value=Severity.UNSPECIFIED), - ]), + Concept( + id="226021002", + name="Eggs", + start=14, + end=17, + meta_anns=[ + MetaAnnotations(name="reactionpos", value=ReactionPos.NOT_REACTION), + MetaAnnotations(name="category", value=SubstanceCategory.ADVERSE_REACTION), + MetaAnnotations(name="allergytype", value=AllergyType.INTOLERANCE), + MetaAnnotations(name="severity", value=Severity.MILD), + ], + ), + Concept( + id="159002", + name="Penicillin", + start=64, + end=73, + meta_anns=[ + MetaAnnotations(name="reactionpos", value=ReactionPos.NOT_REACTION), + MetaAnnotations(name="category", value=SubstanceCategory.ADVERSE_REACTION), + MetaAnnotations(name="allergytype", value=AllergyType.ALLERGY), + MetaAnnotations(name="severity", value=Severity.MODERATE), + ], + ), + Concept( + id="140004", + name="Rash", + start=24, + end=27, + meta_anns=[ + MetaAnnotations(name="reactionpos", value=ReactionPos.AFTER_SUBSTANCE), + MetaAnnotations(name="category", value=SubstanceCategory.NOT_SUBSTANCE), + MetaAnnotations(name="allergytype", value=AllergyType.UNSPECIFIED), + MetaAnnotations(name="severity", value=Severity.UNSPECIFIED), + ], + ), + Concept( + id="832007", + name="Nausea", + start=50, + end=55, + meta_anns=[ + MetaAnnotations(name="reactionpos", value=ReactionPos.BEFORE_SUBSTANCE), + MetaAnnotations(name="category", value=SubstanceCategory.NOT_SUBSTANCE), + MetaAnnotations(name="allergytype", value=AllergyType.UNSPECIFIED), + MetaAnnotations(name="severity", value=Severity.UNSPECIFIED), + ], + ), + Concept( + id="7336002", + name="Paracetamol", + start=83, + end=93, + dosage=Dosage(dose=Dose(value=50, unit="mg"), duration=None, frequency=None, route=None), + meta_anns=[ + MetaAnnotations(name="reactionpos", value=ReactionPos.NOT_REACTION), + MetaAnnotations(name="category", value=SubstanceCategory.TAKING), + MetaAnnotations(name="allergytype", value=AllergyType.UNSPECIFIED), + MetaAnnotations(name="severity", value=Severity.UNSPECIFIED), + ], + ), ] + @pytest.fixture(scope="function") def test_vtm_concepts() -> List[Concept]: return [ Concept( - id="302007", name="Spiramycin", category=Category.MEDICATION, - dosage=Dosage( - dose=Dose(value=10, unit="mg"), - duration=None, - frequency=None, - route=None, - ), + id="302007", + name="Spiramycin", + category=Category.MEDICATION, + dosage=Dosage( + dose=Dose(value=10, unit="mg"), + duration=None, + frequency=None, + route=None, ), + ), Concept( - id="7336002", name="Paracetamol", category=Category.MEDICATION, - dosage=Dosage( - dose=Dose(value=50, unit="mg"), - duration=None, - frequency=None, - route=None, - ), + id="7336002", + name="Paracetamol", + category=Category.MEDICATION, + dosage=Dosage( + dose=Dose(value=50, unit="mg"), + duration=None, + frequency=None, + route=None, ), + ), Concept( - id="7947003", name="Aspirin", category=Category.MEDICATION, + id="7947003", + name="Aspirin", + category=Category.MEDICATION, dosage=Dosage( dose=None, duration=None, @@ -637,12 +674,11 @@ def test_vtm_concepts() -> List[Concept]: route=Route(full_name="Oral", value="C38288"), ), ), + Concept(id="6247001", name="Folic acid", category=Category.MEDICATION, dosage=None), Concept( - id="6247001", name="Folic acid", category=Category.MEDICATION, - dosage=None - ), - Concept( - id="350057002", name="Selenium", category=Category.MEDICATION, + id="350057002", + name="Selenium", + category=Category.MEDICATION, dosage=Dosage( dose=Dose(value=50, unit="microgram"), duration=None, @@ -651,7 +687,9 @@ def test_vtm_concepts() -> List[Concept]: ), ), Concept( - id="350057002", name="Selenium", category=Category.MEDICATION, + id="350057002", + name="Selenium", + category=Category.MEDICATION, dosage=Dosage( dose=Dose(value=10, unit="microgram"), duration=None, @@ -659,4 +697,4 @@ def test_vtm_concepts() -> List[Concept]: route=None, ), ), - ] \ No newline at end of file + ] diff --git a/tests/test_annotator.py b/tests/test_annotator.py index 71e94f2..6b5165b 100644 --- a/tests/test_annotator.py +++ b/tests/test_annotator.py @@ -3,6 +3,7 @@ from miade.dosage import Dose, Frequency, Dosage, Route from miade.dosageextractor import DosageExtractor + def test_dosage_text_splitter(test_meds_algy_medcat_model, test_med_concepts, test_med_note): annotator = MedsAllergiesAnnotator(test_meds_algy_medcat_model) dosage_extractor = DosageExtractor() @@ -14,9 +15,7 @@ def test_dosage_text_splitter(test_meds_algy_medcat_model, test_med_concepts, te assert concepts[2].dosage.text == "aspirin IM q daily x 2 weeks with concurrent " assert concepts[3].dosage.text == "DOXYCYCLINE 500mg tablets for two weeks" - assert concepts[0].dosage.dose == Dose( - source="75 mg", value=75, unit="mg", low=None, high=None - ) + assert concepts[0].dosage.dose == Dose(source="75 mg", value=75, unit="mg", low=None, high=None) assert concepts[0].dosage.frequency == Frequency( source="start 75 mg every day ", @@ -32,6 +31,7 @@ def test_dosage_text_splitter(test_meds_algy_medcat_model, test_med_concepts, te def test_calculate_word_distance(): from miade.note import Note + note = Note("the quick broooooown fox jumped over the lazy dog") start1, end1 = 10, 20 start2, end2 = 10, 20 @@ -62,7 +62,6 @@ def test_calculate_word_distance(): assert calculate_word_distance(start1, end1, start2, end2, note) == 1 - def test_deduplicate( test_problems_medcat_model, test_duplicate_concepts_note, @@ -79,14 +78,11 @@ def test_deduplicate( Concept(id="7", name="test2", category=Category.MEDICATION), Concept(id="5", name="test2", category=Category.PROBLEM), ] - assert annotator.deduplicate( - concepts=test_self_duplicate_concepts_note, record_concepts=None) == [ + assert annotator.deduplicate(concepts=test_self_duplicate_concepts_note, record_concepts=None) == [ Concept(id="1", name="test1", category=Category.PROBLEM), Concept(id="2", name="test2", category=Category.MEDICATION), ] - assert annotator.deduplicate( - concepts=test_duplicate_concepts_note, record_concepts=None - ) == [ + assert annotator.deduplicate(concepts=test_duplicate_concepts_note, record_concepts=None) == [ Concept(id="1", name="test1", category=Category.PROBLEM), Concept(id="2", name="test2", category=Category.PROBLEM), Concept(id="3", name="test2", category=Category.PROBLEM), @@ -95,9 +91,7 @@ def test_deduplicate( Concept(id="5", name="test2", category=Category.PROBLEM), Concept(id="6", name="test2", category=Category.MEDICATION), ] - assert annotator.deduplicate( - concepts=test_duplicate_concepts_note, record_concepts=[] - ) == [ + assert annotator.deduplicate(concepts=test_duplicate_concepts_note, record_concepts=[]) == [ Concept(id="1", name="test1", category=Category.PROBLEM), Concept(id="2", name="test2", category=Category.PROBLEM), Concept(id="3", name="test2", category=Category.PROBLEM), @@ -113,27 +107,17 @@ def test_deduplicate( Concept(id=None, name="vtm1", category=Category.MEDICATION), Concept(id=None, name="vtm3", category=Category.MEDICATION), ] - assert ( - annotator.deduplicate( - concepts=[], record_concepts=test_duplicate_concepts_record - ) - == [] - ) + assert annotator.deduplicate(concepts=[], record_concepts=test_duplicate_concepts_record) == [] + def test_meta_annotations(test_problems_medcat_model, test_meta_annotations_concepts): annotator = ProblemsAnnotator(test_problems_medcat_model) assert annotator.postprocess(test_meta_annotations_concepts) == [ Concept(id="274826007", name="Nystagmus (negated)", category=Category.PROBLEM), # negex true, meta ignored - Concept( - id="302064001", name="Lymphangitis (negated)", category=Category.PROBLEM - ), # negex true, meta ignored - Concept( - id="431956005", name="Arthritis (suspected)", category=Category.PROBLEM - ), # negex false, meta processed - Concept( - id="413241009", name="Gastritis (suspected)", category=Category.PROBLEM - ), + Concept(id="302064001", name="Lymphangitis (negated)", category=Category.PROBLEM), # negex true, meta ignored + Concept(id="431956005", name="Arthritis (suspected)", category=Category.PROBLEM), # negex false, meta processed + Concept(id="413241009", name="Gastritis (suspected)", category=Category.PROBLEM), Concept( id="1847009", name="Endophthalmitis", @@ -158,11 +142,8 @@ def test_meta_annotations(test_problems_medcat_model, test_meta_annotations_conc Concept( id="1415005", name="Lymphangitis", category=Category.PROBLEM ), # negex false, meta processed but ignore negation - Concept( - id="413241009", name="Gastritis (suspected)", category=Category.PROBLEM - ), # negex false, meta processed - Concept(id="0000", name="historic concept", category=Category.PROBLEM - ), # historic with no conversion + Concept(id="413241009", name="Gastritis (suspected)", category=Category.PROBLEM), # negex false, meta processed + Concept(id="0000", name="historic concept", category=Category.PROBLEM), # historic with no conversion ] @@ -172,6 +153,7 @@ def test_problems_filtering_list(test_problems_medcat_model, test_filtering_list Concept(id="123", name="real concept", category=Category.PROBLEM), ] + def test_allergy_annotator(test_meds_algy_medcat_model, test_substance_concepts_with_meta_anns, test_meds_allergy_note): annotator = MedsAllergiesAnnotator(test_meds_algy_medcat_model) concepts = annotator.postprocess(test_substance_concepts_with_meta_anns, test_meds_allergy_note) @@ -194,6 +176,7 @@ def test_allergy_annotator(test_meds_algy_medcat_model, test_substance_concepts_ ] assert concepts[2].linked_concepts == [] + def test_vtm_med_conversions(test_meds_algy_medcat_model, test_vtm_concepts): annotator = MedsAllergiesAnnotator(test_meds_algy_medcat_model) concepts = annotator.convert_VTM_to_VMP_or_text(test_vtm_concepts) @@ -231,4 +214,4 @@ def test_vtm_med_conversions(test_meds_algy_medcat_model, test_vtm_concepts): frequency=None, duration=None, route=None, - ) \ No newline at end of file + ) diff --git a/tests/test_cdbbuilder.py b/tests/test_cdbbuilder.py index fddc58d..522c242 100644 --- a/tests/test_cdbbuilder.py +++ b/tests/test_cdbbuilder.py @@ -1,5 +1,3 @@ -from pathlib import Path - from miade.model_builders import CDBBuilder diff --git a/tests/test_core.py b/tests/test_core.py index d51e752..1b020e0 100644 --- a/tests/test_core.py +++ b/tests/test_core.py @@ -2,7 +2,12 @@ from miade.concept import Concept, Category from miade.annotators import Annotator from miade.metaannotations import MetaAnnotations -from miade.utils.metaannotationstypes import * +from miade.utils.metaannotationstypes import ( + Presence, + Relevance, + Laterality, +) + def test_core(model_directory_path, test_note, test_negated_note, test_duplicated_note): processor = NoteProcessor(model_directory_path) @@ -23,24 +28,34 @@ def test_core(model_directory_path, test_note, test_negated_note, test_duplicate ] assert processor.get_concept_dicts(test_note) == [ { - 'name': '00 liver failure', 'id': '59927004', 'category': 'PROBLEM', 'start': 12, 'end': 25, - 'dosage': None, 'linked_concepts': [], 'negex': False, 'meta': None, 'debug': None + "name": "00 liver failure", + "id": "59927004", + "category": "PROBLEM", + "start": 12, + "end": 25, + "dosage": None, + "linked_concepts": [], + "negex": False, + "meta": None, + "debug": None, }, { - 'name': 'paracetamol 500mg oral tablets', 'id': '322236009', 'category': 'MEDICATION', 'start': 40, 'end': 70, - 'dosage': { - 'dose': { - 'source': '500 mg by mouth tab', 'value': 500.0, 'unit': '{tbl}', 'low': None, 'high': None - }, - 'duration': None, - 'frequency': None, - 'route': { - 'source': 'by mouth', 'full_name': 'Oral', 'value': 'C38288', 'code_system': 'NCI Thesaurus' - } + "name": "paracetamol 500mg oral tablets", + "id": "322236009", + "category": "MEDICATION", + "start": 40, + "end": 70, + "dosage": { + "dose": {"source": "500 mg by mouth tab", "value": 500.0, "unit": "{tbl}", "low": None, "high": None}, + "duration": None, + "frequency": None, + "route": {"source": "by mouth", "full_name": "Oral", "value": "C38288", "code_system": "NCI Thesaurus"}, }, - 'linked_concepts': [], - 'negex': False, 'meta': None, 'debug': None - } + "linked_concepts": [], + "negex": False, + "meta": None, + "debug": None, + }, ] @@ -62,9 +77,11 @@ def test_adding_removing_annotators(model_directory_path): processor.print_model_cards() + def test_adding_custom_annotators(model_directory_path): class CustomAnnotator(Annotator): pass + processor = NoteProcessor(model_directory_path, custom_annotators=[CustomAnnotator]) processor.add_annotator("custom") @@ -73,6 +90,7 @@ class CustomAnnotator(Annotator): processor.remove_annotator("custom") assert len(processor.annotators) == 0 + def test_meta_from_entity(test_medcat_concepts): assert Concept.from_entity(test_medcat_concepts["0"]) == Concept( id="0", @@ -82,8 +100,8 @@ def test_meta_from_entity(test_medcat_concepts): end=11, meta_anns=[ MetaAnnotations(name="presence", value=Presence.NEGATED), - MetaAnnotations(name="relevance", value=Relevance.HISTORIC) - ] + MetaAnnotations(name="relevance", value=Relevance.HISTORIC), + ], ) assert Concept.from_entity(test_medcat_concepts["1"]) == Concept( id="0", @@ -94,7 +112,6 @@ def test_meta_from_entity(test_medcat_concepts): meta_anns=[ MetaAnnotations(name="presence", value=Presence.SUSPECTED, confidence=1), MetaAnnotations(name="relevance", value=Relevance.IRRELEVANT, confidence=1), - MetaAnnotations(name="laterality (generic)", value=Laterality.NO_LATERALITY, confidence=1) - ] + MetaAnnotations(name="laterality (generic)", value=Laterality.NO_LATERALITY, confidence=1), + ], ) - diff --git a/tests/test_dosageextractor.py b/tests/test_dosageextractor.py index d99a1d7..d23516c 100644 --- a/tests/test_dosageextractor.py +++ b/tests/test_dosageextractor.py @@ -1,4 +1,3 @@ -import pytest from pandas import isnull # from devtools import debug @@ -38,21 +37,13 @@ def test_dosage_extractor(test_miade_doses, test_miade_med_concepts): if not isnull(doses.timeinterval_value.values[ind]): assert dosage.frequency - assert round(dosage.frequency.value, 3) == round( - doses.timeinterval_value.values[ind], 3 - ) + assert round(dosage.frequency.value, 3) == round(doses.timeinterval_value.values[ind], 3) assert dosage.frequency.unit == doses.timeinterval_unit.values[ind] if not isnull(doses.institution_specified.values[ind]): assert dosage.frequency - assert ( - dosage.frequency.institutionSpecified - == doses.institution_specified.values[ind] - ) + assert dosage.frequency.institutionSpecified == doses.institution_specified.values[ind] if not isnull(doses.precondition_as_required.values[ind]): assert dosage.frequency - assert ( - dosage.frequency.preconditionAsRequired - == doses.precondition_as_required.values[ind] - ) + assert dosage.frequency.preconditionAsRequired == doses.precondition_as_required.values[ind] diff --git a/tests/test_install.py b/tests/test_install.py index fafce3f..1882e65 100644 --- a/tests/test_install.py +++ b/tests/test_install.py @@ -1,2 +1,2 @@ def test_install(): - import miade + import miade # noqa diff --git a/tests/test_note.py b/tests/test_note.py index 511e68c..329639b 100644 --- a/tests/test_note.py +++ b/tests/test_note.py @@ -2,10 +2,14 @@ from miade.paragraph import Paragraph, ParagraphType from miade.metaannotations import MetaAnnotations -from miade.utils.metaannotationstypes import * +from miade.utils.metaannotationstypes import ( + Presence, + Relevance, + SubstanceCategory, +) -def test_note(model_directory_path, test_clean_and_paragraphing_note, test_paragraph_chunking_concepts): +def test_note(model_directory_path, test_clean_and_paragraphing_note, test_paragraph_chunking_concepts): test_clean_and_paragraphing_note.clean_text() test_clean_and_paragraphing_note.get_paragraphs() @@ -28,8 +32,7 @@ def test_note(model_directory_path, test_clean_and_paragraphing_note, test_parag processor.add_annotator("meds/allergies") concepts = processor.annotators[0].process_paragraphs( - test_clean_and_paragraphing_note, - test_paragraph_chunking_concepts + test_clean_and_paragraphing_note, test_paragraph_chunking_concepts ) # prose assert concepts[0].meta == [ @@ -83,6 +86,7 @@ def test_note(model_directory_path, test_clean_and_paragraphing_note, test_parag # for concept in concepts: # print(concept) + def test_long_problem_list(): # TODO - pass \ No newline at end of file + pass From ecb9e9381e79d141797ea7d3f118077cb8e09524 Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Wed, 29 Nov 2023 16:35:03 +0000 Subject: [PATCH 33/37] :bug: Fix allergy_type and reaction filtering bug --- src/miade/annotators.py | 91 ++++++++++++++++++++++++----------------- tests/conftest.py | 12 +++--- 2 files changed, 59 insertions(+), 44 deletions(-) diff --git a/src/miade/annotators.py b/src/miade/annotators.py index 681a3be..5d18153 100644 --- a/src/miade/annotators.py +++ b/src/miade/annotators.py @@ -19,6 +19,7 @@ from .utils.annotatorconfig import AnnotatorConfig log = logging.getLogger(__name__) +log.setLevel(logging.DEBUG) # Precompile regular expressions sent_regex = re.compile(r"[^\s][^\n]+") @@ -185,10 +186,11 @@ def process_paragraphs(note: Note, concepts: List[Concept]) -> List[Concept]: f"paragraph is {paragraph.type}") meta.value = Relevance.PRESENT if meta.name == "substance_category": - log.debug(f"Converted {meta.value} to " - f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}") - meta.value = SubstanceCategory.IRRELEVANT + if meta.value != SubstanceCategory.IRRELEVANT: + log.debug(f"Converted {meta.value} to " + f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}") + meta.value = SubstanceCategory.IRRELEVANT elif paragraph.type == ParagraphType.pmh: prob_concepts.append(concept) # problem is historic and allergy is irrelevant @@ -199,49 +201,57 @@ def process_paragraphs(note: Note, concepts: List[Concept]) -> List[Concept]: f"paragraph is {paragraph.type}") meta.value = Relevance.HISTORIC if meta.name == "substance_category": - log.debug(f"Converted {meta.value} to " - f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}") - meta.value = SubstanceCategory.IRRELEVANT + if meta.value != SubstanceCategory.IRRELEVANT: + log.debug(f"Converted {meta.value} to " + f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}") + meta.value = SubstanceCategory.IRRELEVANT elif paragraph.type == ParagraphType.med: # problem is irrelevant and allergy is taking for meta in concept.meta: if meta.name == "relevance": - log.debug(f"Converted {meta.value} to " - f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}") - meta.value = Relevance.IRRELEVANT + if meta.value != Relevance.IRRELEVANT: + log.debug(f"Converted {meta.value} to " + f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}") + meta.value = Relevance.IRRELEVANT if meta.name == "substance_category" and meta.value == SubstanceCategory.IRRELEVANT: - log.debug(f"Converted {meta.value} to " - f"{SubstanceCategory.TAKING} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}") - meta.value = SubstanceCategory.TAKING + if meta.value != SubstanceCategory.TAKING: + log.debug(f"Converted {meta.value} to " + f"{SubstanceCategory.TAKING} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}") + meta.value = SubstanceCategory.TAKING elif paragraph.type == ParagraphType.allergy: # problem is irrelevant and allergy is as is for meta in concept.meta: if meta.name == "relevance": - log.debug(f"Converted {meta.value} to " - f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}") - meta.value = Relevance.IRRELEVANT + if meta.value != Relevance.IRRELEVANT: + log.debug(f"Converted {meta.value} to " + f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}") + meta.value = Relevance.IRRELEVANT if meta.name == "substance_category": - log.debug(f"Converted {meta.value} to " - f"{SubstanceCategory.ADVERSE_REACTION} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}") - meta.value = SubstanceCategory.ADVERSE_REACTION + # DO NOT CONVERT REACTIONS + if meta.value != SubstanceCategory.ADVERSE_REACTION and meta.value != SubstanceCategory.NOT_SUBSTANCE: + log.debug(f"Converted {meta.value} to " + f"{SubstanceCategory.ADVERSE_REACTION} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}") + meta.value = SubstanceCategory.ADVERSE_REACTION elif paragraph.type == ParagraphType.exam or paragraph.type == ParagraphType.ddx or paragraph.type == ParagraphType.plan: # problem is irrelevant and allergy is irrelevant for meta in concept.meta: if meta.name == "relevance": - log.debug(f"Converted {meta.value} to " - f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}") - meta.value = Relevance.IRRELEVANT + if meta.value != Relevance.IRRELEVANT: + log.debug(f"Converted {meta.value} to " + f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}") + meta.value = Relevance.IRRELEVANT if meta.name == "substance_category": - log.debug(f"Converted {meta.value} to " - f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}") - meta.value = SubstanceCategory.IRRELEVANT + if meta.value != SubstanceCategory.IRRELEVANT: + log.debug(f"Converted {meta.value} to " + f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}") + meta.value = SubstanceCategory.IRRELEVANT # print(len(prob_concepts)) @@ -503,10 +513,8 @@ def _validate_and_convert_reaction(self, concept) -> bool: # check if substance is valid reaction - if it is, convert it to Epic subset and return that concept lookup_result = self.reactions_subset_lookup.get(int(concept.id), None) if lookup_result is not None: - tag = " (converted)" log.debug(f"Converted concept ({concept.id} | {concept.name}) to " - f"({lookup_result} | {concept.name + tag}): valid Epic reaction subset") - + f"({lookup_result} | {concept.name}): valid Epic reaction subset") concept.id = str(lookup_result) return True else: @@ -522,6 +530,13 @@ def _validate_and_convert_concepts(self, concept: Concept) -> Concept: self._convert_allergy_type_to_code(concept) self._convert_allergy_severity_to_code(concept) concept.category = Category.ALLERGY + else: + log.warning(f"Double-checking if concept ({concept.id} | {concept.name}) is in reaction subset") + if self._validate_and_convert_reaction(concept) and ( + ReactionPos.BEFORE_SUBSTANCE in meta_ann_values or ReactionPos.AFTER_SUBSTANCE in meta_ann_values): + concept.category = Category.REACTION + else: + log.warning(f"Reaction concept ({concept.id} | {concept.name}) not in subset or reaction_pos is NOT_REACTION") if SubstanceCategory.TAKING in meta_ann_values: if self._validate_meds(concept): concept.category = Category.MEDICATION @@ -599,9 +614,9 @@ def _convert_allergy_severity_to_code(concept: Concept) -> bool: def _convert_allergy_type_to_code(self, concept: Concept) -> bool: # get the ALLERGYTYPE meta-annotation - allergy_type = [meta_ann for meta_ann in concept.meta if meta_ann.name == "allergytype"] + allergy_type = [meta_ann for meta_ann in concept.meta if meta_ann.name == "allergy_type"] if len(allergy_type) != 1: - log.warning(f"Unable to map allergy type code: allergytype meta-annotation " + log.warning(f"Unable to map allergy type code: allergy_type meta-annotation " f"not found for concept {concept.__str__()}") return False else: @@ -616,7 +631,7 @@ def _convert_allergy_type_to_code(self, concept: Concept) -> bool: concept.linked_concepts.append(Concept(id=str(allergy_type_lookup_result[0]), name=allergy_type_lookup_result[1], category=Category.ALLERGY_TYPE)) - log.debug(f"Linked allergytype concept ({allergy_type_lookup_result[0]} | {allergy_type_lookup_result[1]})" + log.debug(f"Linked allergy_type concept ({allergy_type_lookup_result[0]} | {allergy_type_lookup_result[1]})" f" to allergen concept ({concept.id} | {concept.name}): valid meta model output + allergytype lookup") else: log.warning(f"Allergen and adverse reaction type combination not found: {lookup_combination}") diff --git a/tests/conftest.py b/tests/conftest.py index b1dacc0..0b9b252 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -571,25 +571,25 @@ def test_substance_concepts_with_meta_anns() -> List[Concept]: Concept(id="226021002", name="Eggs", start=14, end=17, meta_anns=[ MetaAnnotations(name="reactionpos", value=ReactionPos.NOT_REACTION), MetaAnnotations(name="category", value=SubstanceCategory.ADVERSE_REACTION), - MetaAnnotations(name="allergytype", value=AllergyType.INTOLERANCE), + MetaAnnotations(name="allergy_type", value=AllergyType.INTOLERANCE), MetaAnnotations(name="severity", value=Severity.MILD), ]), Concept(id="159002", name="Penicillin", start=64, end=73, meta_anns=[ MetaAnnotations(name="reactionpos", value=ReactionPos.NOT_REACTION), MetaAnnotations(name="category", value=SubstanceCategory.ADVERSE_REACTION), - MetaAnnotations(name="allergytype", value=AllergyType.ALLERGY), + MetaAnnotations(name="allergy_type", value=AllergyType.ALLERGY), MetaAnnotations(name="severity", value=Severity.MODERATE), ]), Concept(id="140004", name="Rash", start=24, end=27, meta_anns=[ MetaAnnotations(name="reactionpos", value=ReactionPos.AFTER_SUBSTANCE), MetaAnnotations(name="category", value=SubstanceCategory.NOT_SUBSTANCE), - MetaAnnotations(name="allergytype", value=AllergyType.UNSPECIFIED), + MetaAnnotations(name="allergy_type", value=AllergyType.UNSPECIFIED), MetaAnnotations(name="severity", value=Severity.UNSPECIFIED), ]), Concept(id="832007", name="Nausea", start=50, end=55, meta_anns=[ MetaAnnotations(name="reactionpos", value=ReactionPos.BEFORE_SUBSTANCE), - MetaAnnotations(name="category", value=SubstanceCategory.NOT_SUBSTANCE), - MetaAnnotations(name="allergytype", value=AllergyType.UNSPECIFIED), + MetaAnnotations(name="category", value=SubstanceCategory.ADVERSE_REACTION), + MetaAnnotations(name="allergy_type", value=AllergyType.UNSPECIFIED), MetaAnnotations(name="severity", value=Severity.UNSPECIFIED), ]), Concept(id="7336002", name="Paracetamol", start=83, end=93, @@ -602,7 +602,7 @@ def test_substance_concepts_with_meta_anns() -> List[Concept]: meta_anns=[ MetaAnnotations(name="reactionpos", value=ReactionPos.NOT_REACTION), MetaAnnotations(name="category", value=SubstanceCategory.TAKING), - MetaAnnotations(name="allergytype", value=AllergyType.UNSPECIFIED), + MetaAnnotations(name="allergy_type", value=AllergyType.UNSPECIFIED), MetaAnnotations(name="severity", value=Severity.UNSPECIFIED), ]), ] From 17cf7ed6c5f451a3dd91fe54dc21ff8e5553b507 Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Thu, 30 Nov 2023 10:45:01 +0000 Subject: [PATCH 34/37] Remove debug logging --- src/miade/annotators.py | 1 - tests/conftest.py | 10 +++++----- 2 files changed, 5 insertions(+), 6 deletions(-) diff --git a/src/miade/annotators.py b/src/miade/annotators.py index 5d18153..f0001a5 100644 --- a/src/miade/annotators.py +++ b/src/miade/annotators.py @@ -19,7 +19,6 @@ from .utils.annotatorconfig import AnnotatorConfig log = logging.getLogger(__name__) -log.setLevel(logging.DEBUG) # Precompile regular expressions sent_regex = re.compile(r"[^\s][^\n]+") diff --git a/tests/conftest.py b/tests/conftest.py index 0b9b252..6818025 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -569,25 +569,25 @@ def test_meds_allergy_note() -> Note: def test_substance_concepts_with_meta_anns() -> List[Concept]: return [ Concept(id="226021002", name="Eggs", start=14, end=17, meta_anns=[ - MetaAnnotations(name="reactionpos", value=ReactionPos.NOT_REACTION), + MetaAnnotations(name="reaction_pos", value=ReactionPos.NOT_REACTION), MetaAnnotations(name="category", value=SubstanceCategory.ADVERSE_REACTION), MetaAnnotations(name="allergy_type", value=AllergyType.INTOLERANCE), MetaAnnotations(name="severity", value=Severity.MILD), ]), Concept(id="159002", name="Penicillin", start=64, end=73, meta_anns=[ - MetaAnnotations(name="reactionpos", value=ReactionPos.NOT_REACTION), + MetaAnnotations(name="reaction_pos", value=ReactionPos.NOT_REACTION), MetaAnnotations(name="category", value=SubstanceCategory.ADVERSE_REACTION), MetaAnnotations(name="allergy_type", value=AllergyType.ALLERGY), MetaAnnotations(name="severity", value=Severity.MODERATE), ]), Concept(id="140004", name="Rash", start=24, end=27, meta_anns=[ - MetaAnnotations(name="reactionpos", value=ReactionPos.AFTER_SUBSTANCE), + MetaAnnotations(name="reaction_pos", value=ReactionPos.AFTER_SUBSTANCE), MetaAnnotations(name="category", value=SubstanceCategory.NOT_SUBSTANCE), MetaAnnotations(name="allergy_type", value=AllergyType.UNSPECIFIED), MetaAnnotations(name="severity", value=Severity.UNSPECIFIED), ]), Concept(id="832007", name="Nausea", start=50, end=55, meta_anns=[ - MetaAnnotations(name="reactionpos", value=ReactionPos.BEFORE_SUBSTANCE), + MetaAnnotations(name="reaction_pos", value=ReactionPos.BEFORE_SUBSTANCE), MetaAnnotations(name="category", value=SubstanceCategory.ADVERSE_REACTION), MetaAnnotations(name="allergy_type", value=AllergyType.UNSPECIFIED), MetaAnnotations(name="severity", value=Severity.UNSPECIFIED), @@ -600,7 +600,7 @@ def test_substance_concepts_with_meta_anns() -> List[Concept]: route=None ), meta_anns=[ - MetaAnnotations(name="reactionpos", value=ReactionPos.NOT_REACTION), + MetaAnnotations(name="reaction_pos", value=ReactionPos.NOT_REACTION), MetaAnnotations(name="category", value=SubstanceCategory.TAKING), MetaAnnotations(name="allergy_type", value=AllergyType.UNSPECIFIED), MetaAnnotations(name="severity", value=Severity.UNSPECIFIED), From a587eb3b5d7cffdb93da1f5abdcd9de349ab42be Mon Sep 17 00:00:00 2001 From: jenniferajiang Date: Thu, 30 Nov 2023 12:06:03 +0000 Subject: [PATCH 35/37] Remove (converted) tag --- src/miade/annotators.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/src/miade/annotators.py b/src/miade/annotators.py index 3710933..155f860 100644 --- a/src/miade/annotators.py +++ b/src/miade/annotators.py @@ -519,10 +519,9 @@ def _validate_and_convert_substance(self, concept) -> bool: # check if substance is valid substance for allergy - if it is, convert it to Epic subset and return that concept lookup_result = self.allergens_subset_lookup.get(int(concept.id)) if lookup_result is not None: - tag = " (converted)" log.debug( f"Converted concept ({concept.id} | {concept.name}) to " - f"({lookup_result['subsetId']} | {concept.name + tag}): valid Epic allergen subset" + f"({lookup_result['subsetId']} | {concept.name}): valid Epic allergen subset" ) concept.id = str(lookup_result["subsetId"]) From 18ac309eb2df6ee2beb2177265b98058f20203ed Mon Sep 17 00:00:00 2001 From: Jennifer Jiang <37081323+jenniferajiang@users.noreply.github.com> Date: Thu, 30 Nov 2023 15:44:28 +0000 Subject: [PATCH 36/37] :truck: Move lookup data outside package (#107) * :truck: Move lookup data outside package * :truck: Add lookup data to lookup_data/ * :rotating_light: ruff formatting --- configs/miade_config.yaml | 2 + .../data => lookup_data}/allergens_subset.csv | 0 .../data => lookup_data}/allergy_type.csv | 0 {src/miade/data => lookup_data}/historic.csv | 0 {src/miade/data => lookup_data}/negated.csv | 0 .../problem_blacklist.csv | 0 .../data => lookup_data}/reactions_subset.csv | 0 {src/miade/data => lookup_data}/suspected.csv | 0 .../miade/data => lookup_data}/valid_meds.csv | 0 .../data => lookup_data}/vtm_to_text.csv | 0 .../miade/data => lookup_data}/vtm_to_vmp.csv | 0 src/miade/annotators.py | 134 +++++++++++------- src/miade/utils/annotatorconfig.py | 1 + tests/data/models/config.yaml | 2 + 14 files changed, 85 insertions(+), 54 deletions(-) rename {src/miade/data => lookup_data}/allergens_subset.csv (100%) rename {src/miade/data => lookup_data}/allergy_type.csv (100%) rename {src/miade/data => lookup_data}/historic.csv (100%) rename {src/miade/data => lookup_data}/negated.csv (100%) rename {src/miade/data => lookup_data}/problem_blacklist.csv (100%) rename {src/miade/data => lookup_data}/reactions_subset.csv (100%) rename {src/miade/data => lookup_data}/suspected.csv (100%) rename {src/miade/data => lookup_data}/valid_meds.csv (100%) rename {src/miade/data => lookup_data}/vtm_to_text.csv (100%) rename {src/miade/data => lookup_data}/vtm_to_vmp.csv (100%) diff --git a/configs/miade_config.yaml b/configs/miade_config.yaml index 7322add..141e002 100644 --- a/configs/miade_config.yaml +++ b/configs/miade_config.yaml @@ -6,8 +6,10 @@ annotators: meds/allergies: MedsAllergiesAnnotator general: problems: + lookup_data_path: "./lookup_data/" negation_detection: None disable: [] meds/allergies: + lookup_data_path: "./lookup_data/" negation_detection: None disable: [] \ No newline at end of file diff --git a/src/miade/data/allergens_subset.csv b/lookup_data/allergens_subset.csv similarity index 100% rename from src/miade/data/allergens_subset.csv rename to lookup_data/allergens_subset.csv diff --git a/src/miade/data/allergy_type.csv b/lookup_data/allergy_type.csv similarity index 100% rename from src/miade/data/allergy_type.csv rename to lookup_data/allergy_type.csv diff --git a/src/miade/data/historic.csv b/lookup_data/historic.csv similarity index 100% rename from src/miade/data/historic.csv rename to lookup_data/historic.csv diff --git a/src/miade/data/negated.csv b/lookup_data/negated.csv similarity index 100% rename from src/miade/data/negated.csv rename to lookup_data/negated.csv diff --git a/src/miade/data/problem_blacklist.csv b/lookup_data/problem_blacklist.csv similarity index 100% rename from src/miade/data/problem_blacklist.csv rename to lookup_data/problem_blacklist.csv diff --git a/src/miade/data/reactions_subset.csv b/lookup_data/reactions_subset.csv similarity index 100% rename from src/miade/data/reactions_subset.csv rename to lookup_data/reactions_subset.csv diff --git a/src/miade/data/suspected.csv b/lookup_data/suspected.csv similarity index 100% rename from src/miade/data/suspected.csv rename to lookup_data/suspected.csv diff --git a/src/miade/data/valid_meds.csv b/lookup_data/valid_meds.csv similarity index 100% rename from src/miade/data/valid_meds.csv rename to lookup_data/valid_meds.csv diff --git a/src/miade/data/vtm_to_text.csv b/lookup_data/vtm_to_text.csv similarity index 100% rename from src/miade/data/vtm_to_text.csv rename to lookup_data/vtm_to_text.csv diff --git a/src/miade/data/vtm_to_vmp.csv b/lookup_data/vtm_to_vmp.csv similarity index 100% rename from src/miade/data/vtm_to_vmp.csv rename to lookup_data/vtm_to_vmp.csv diff --git a/src/miade/annotators.py b/src/miade/annotators.py index 155f860..158b1c9 100644 --- a/src/miade/annotators.py +++ b/src/miade/annotators.py @@ -1,6 +1,5 @@ -import io +import os import logging -import pkgutil import re from enum import Enum @@ -43,25 +42,23 @@ class AllergenType(Enum): def load_lookup_data(filename: str, as_dict: bool = False, no_header: bool = False): - lookup_data = pkgutil.get_data(__name__, filename) if as_dict: return ( pd.read_csv( - io.BytesIO(lookup_data), + filename, index_col=0, ) .squeeze("columns") .T.to_dict() ) if no_header: - return pd.read_csv(io.BytesIO(lookup_data), header=None) + return pd.read_csv(filename, header=None) else: - return pd.read_csv(io.BytesIO(lookup_data)).drop_duplicates() + return pd.read_csv(filename).drop_duplicates() def load_allergy_type_combinations(filename: str) -> Dict: - data = pkgutil.get_data(__name__, filename) - df = pd.read_csv(io.BytesIO(data)) + df = pd.read_csv(filename) # Convert 'allergenType' and 'adverseReactionType' columns to lowercase df["allergenType"] = df["allergenType"].str.lower() @@ -196,10 +193,10 @@ def process_paragraphs(note: Note, concepts: List[Concept]) -> List[Concept]: if meta.name == "substance_category": if meta.value != SubstanceCategory.IRRELEVANT: log.debug( - f"Converted {meta.value} to " - f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}" - ) + f"Converted {meta.value} to " + f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}" + ) meta.value = SubstanceCategory.IRRELEVANT elif paragraph.type == ParagraphType.pmh: prob_concepts.append(concept) @@ -215,10 +212,10 @@ def process_paragraphs(note: Note, concepts: List[Concept]) -> List[Concept]: if meta.name == "substance_category": if meta.value != SubstanceCategory.IRRELEVANT: log.debug( - f"Converted {meta.value} to " - f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}" - ) + f"Converted {meta.value} to " + f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}" + ) meta.value = SubstanceCategory.IRRELEVANT elif paragraph.type == ParagraphType.med: # problem is irrelevant and allergy is taking @@ -226,18 +223,18 @@ def process_paragraphs(note: Note, concepts: List[Concept]) -> List[Concept]: if meta.name == "relevance": if meta.value != Relevance.IRRELEVANT: log.debug( - f"Converted {meta.value} to " - f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}" - ) + f"Converted {meta.value} to " + f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}" + ) meta.value = Relevance.IRRELEVANT if meta.name == "substance_category" and meta.value == SubstanceCategory.IRRELEVANT: if meta.value != SubstanceCategory.TAKING: log.debug( - f"Converted {meta.value} to " - f"{SubstanceCategory.TAKING} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}" - ) + f"Converted {meta.value} to " + f"{SubstanceCategory.TAKING} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}" + ) meta.value = SubstanceCategory.TAKING elif paragraph.type == ParagraphType.allergy: # problem is irrelevant and allergy is as is @@ -245,36 +242,45 @@ def process_paragraphs(note: Note, concepts: List[Concept]) -> List[Concept]: if meta.name == "relevance": if meta.value != Relevance.IRRELEVANT: log.debug( - f"Converted {meta.value} to " - f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}" - ) + f"Converted {meta.value} to " + f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}" + ) meta.value = Relevance.IRRELEVANT if meta.name == "substance_category": # DO NOT CONVERT REACTIONS - if meta.value != SubstanceCategory.ADVERSE_REACTION and meta.value != SubstanceCategory.NOT_SUBSTANCE: - log.debug(f"Converted {meta.value} to " - f"{SubstanceCategory.ADVERSE_REACTION} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}") + if ( + meta.value != SubstanceCategory.ADVERSE_REACTION + and meta.value != SubstanceCategory.NOT_SUBSTANCE + ): + log.debug( + f"Converted {meta.value} to " + f"{SubstanceCategory.ADVERSE_REACTION} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}" + ) meta.value = SubstanceCategory.ADVERSE_REACTION - elif paragraph.type == ParagraphType.exam or paragraph.type == ParagraphType.ddx or paragraph.type == ParagraphType.plan: + elif ( + paragraph.type == ParagraphType.exam + or paragraph.type == ParagraphType.ddx + or paragraph.type == ParagraphType.plan + ): # problem is irrelevant and allergy is irrelevant for meta in concept.meta: if meta.name == "relevance": if meta.value != Relevance.IRRELEVANT: log.debug( - f"Converted {meta.value} to " - f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}" - ) + f"Converted {meta.value} to " + f"{Relevance.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}" + ) meta.value = Relevance.IRRELEVANT if meta.name == "substance_category": if meta.value != SubstanceCategory.IRRELEVANT: log.debug( - f"Converted {meta.value} to " - f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " - f"paragraph is {paragraph.type}" - ) + f"Converted {meta.value} to " + f"{SubstanceCategory.IRRELEVANT} for concept ({concept.id} | {concept.name}): " + f"paragraph is {paragraph.type}" + ) meta.value = SubstanceCategory.IRRELEVANT # print(len(prob_concepts)) @@ -371,10 +377,18 @@ def __init__(self, cat: CAT, config: AnnotatorConfig = None): self.concept_types = [Category.PROBLEM] self.pipeline = ["preprocessor", "medcat", "paragrapher", "postprocessor", "deduplicator"] - self.negated_lookup = load_lookup_data("./data/negated.csv", as_dict=True) - self.historic_lookup = load_lookup_data("./data/historic.csv", as_dict=True) - self.suspected_lookup = load_lookup_data("./data/suspected.csv", as_dict=True) - self.filtering_blacklist = load_lookup_data("./data/problem_blacklist.csv", no_header=True) + self._load_problems_lookup_data() + + def _load_problems_lookup_data(self) -> None: + if not os.path.isdir(self.config.lookup_data_path): + raise RuntimeError(f"No lookup data configured: {self.config.lookup_data_path} does not exist!") + else: + self.negated_lookup = load_lookup_data(self.config.lookup_data_path + "negated.csv", as_dict=True) + self.historic_lookup = load_lookup_data(self.config.lookup_data_path + "historic.csv", as_dict=True) + self.suspected_lookup = load_lookup_data(self.config.lookup_data_path + "suspected.csv", as_dict=True) + self.filtering_blacklist = load_lookup_data( + self.config.lookup_data_path + "problem_blacklist.csv", no_header=True + ) def _process_meta_annotations(self, concept: Concept) -> Optional[Concept]: # Add, convert, or ignore concepts @@ -501,13 +515,22 @@ def __init__(self, cat: CAT, config: AnnotatorConfig = None): "deduplicator", ] - # load the lookup data - self.valid_meds = load_lookup_data("./data/valid_meds.csv", no_header=True) - self.reactions_subset_lookup = load_lookup_data("./data/reactions_subset.csv", as_dict=True) - self.allergens_subset_lookup = load_lookup_data("./data/allergens_subset.csv", as_dict=True) - self.allergy_type_lookup = load_allergy_type_combinations("./data/allergy_type.csv") - self.vtm_to_vmp_lookup = load_lookup_data("./data/vtm_to_vmp.csv") - self.vtm_to_text_lookup = load_lookup_data("./data/vtm_to_text.csv", as_dict=True) + self._load_med_allergy_lookup_data() + + def _load_med_allergy_lookup_data(self) -> None: + if not os.path.isdir(self.config.lookup_data_path): + raise RuntimeError(f"No lookup data configured: {self.config.lookup_data_path} does not exist!") + else: + self.valid_meds = load_lookup_data(self.config.lookup_data_path + "valid_meds.csv", no_header=True) + self.reactions_subset_lookup = load_lookup_data( + self.config.lookup_data_path + "reactions_subset.csv", as_dict=True + ) + self.allergens_subset_lookup = load_lookup_data( + self.config.lookup_data_path + "allergens_subset.csv", as_dict=True + ) + self.allergy_type_lookup = load_allergy_type_combinations(self.config.lookup_data_path + "allergy_type.csv") + self.vtm_to_vmp_lookup = load_lookup_data(self.config.lookup_data_path + "vtm_to_vmp.csv") + self.vtm_to_text_lookup = load_lookup_data(self.config.lookup_data_path + "vtm_to_text.csv", as_dict=True) def _validate_meds(self, concept) -> bool: # check if substance is valid med @@ -566,10 +589,13 @@ def _validate_and_convert_concepts(self, concept: Concept) -> Concept: else: log.warning(f"Double-checking if concept ({concept.id} | {concept.name}) is in reaction subset") if self._validate_and_convert_reaction(concept) and ( - ReactionPos.BEFORE_SUBSTANCE in meta_ann_values or ReactionPos.AFTER_SUBSTANCE in meta_ann_values): + ReactionPos.BEFORE_SUBSTANCE in meta_ann_values or ReactionPos.AFTER_SUBSTANCE in meta_ann_values + ): concept.category = Category.REACTION else: - log.warning(f"Reaction concept ({concept.id} | {concept.name}) not in subset or reaction_pos is NOT_REACTION") + log.warning( + f"Reaction concept ({concept.id} | {concept.name}) not in subset or reaction_pos is NOT_REACTION" + ) if SubstanceCategory.TAKING in meta_ann_values: if self._validate_meds(concept): concept.category = Category.MEDICATION diff --git a/src/miade/utils/annotatorconfig.py b/src/miade/utils/annotatorconfig.py index 7c086bc..50cd89b 100644 --- a/src/miade/utils/annotatorconfig.py +++ b/src/miade/utils/annotatorconfig.py @@ -3,5 +3,6 @@ class AnnotatorConfig(BaseModel): + lookup_data_path: Optional[str] = "./lookup_data/" negation_detection: Optional[str] = "negex" disable: List[str] = [] diff --git a/tests/data/models/config.yaml b/tests/data/models/config.yaml index 254b78c..1f6f91a 100644 --- a/tests/data/models/config.yaml +++ b/tests/data/models/config.yaml @@ -8,8 +8,10 @@ annotators: custom: CustomAnnotator general: problems: + lookup_data_path: "./lookup_data/" negation_detection: negex # negex or metacat or none disable: [] meds/allergies: + lookup_data_path: "./lookup_data/" negation_detection: None disable: [] From 57728d71454f0c215807632b7718e2d96d5250eb Mon Sep 17 00:00:00 2001 From: Jennifer Jiang <37081323+jenniferajiang@users.noreply.github.com> Date: Wed, 17 Jan 2024 15:29:02 +0000 Subject: [PATCH 37/37] Put paragraph body in header (#111) --- src/miade/note.py | 9 +++------ 1 file changed, 3 insertions(+), 6 deletions(-) diff --git a/src/miade/note.py b/src/miade/note.py index 3c98815..cda38f9 100644 --- a/src/miade/note.py +++ b/src/miade/note.py @@ -43,7 +43,7 @@ class Note(object): def __init__(self, text: str, regex_config_path: str = "./data/regex_para_chunk.csv"): self.text = text self.raw_text = text - self.regex_config = load_regex_config_mappings("./data/regex_para_chunk.csv") + self.regex_config = load_regex_config_mappings(regex_config_path) self.paragraphs: Optional[List[Paragraph]] = [] def clean_text(self) -> None: @@ -74,12 +74,9 @@ def get_paragraphs(self) -> None: if match: heading = match.group(1) body = match.group(2) - if body == "": - body = heading - heading = "" else: - heading = "" - body = text + heading = text + body = "" end = start + len(text) paragraph = Paragraph(heading=heading, body=body, type=paragraph_type, start=start, end=end)