Update engine/parser_ext.py
Browse files- engine/parser_ext.py +324 -111
engine/parser_ext.py
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# engine/parser_ext.py
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# ------------------------------------------------------------
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# Extended test parser
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#
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# ------------------------------------------------------------
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from __future__ import annotations
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@@ -23,6 +32,10 @@ import os
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import re
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from typing import Dict, Any, List
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EXTENDED_SCHEMA_PATH = os.path.join("data", "extended_schema.json")
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ALIAS_MAP_PATH = os.path.join("data", "alias_maps.json")
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@@ -77,9 +90,146 @@ CORE_FIELDS = {
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"Inositol Fermentation",
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}
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# ------------------------------------------------------------
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#
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# ------------------------------------------------------------
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def _load_extended_schema(path: str = EXTENDED_SCHEMA_PATH) -> Dict[str, Any]:
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@@ -97,6 +247,7 @@ def _load_alias_map(path: str = ALIAS_MAP_PATH) -> Dict[str, str]:
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"""
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alias_maps.json is assumed to be a simple dict like:
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{ "Field:raw_value": "canonical_value", ... }
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We keep this optional and conservative.
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"""
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if not os.path.exists(path):
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# ------------------------------------------------------------
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# Value
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# ------------------------------------------------------------
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def _bool_from_tokens(tokens: List[str]) -> str:
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"""
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Map
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"""
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t = " ".join(tokens).lower()
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# Strong negative signals
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neg_tokens = [
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"negative",
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"
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]
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if any(nt in t for nt in neg_tokens):
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return "Negative"
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# Strong positive signals
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pos_tokens = [
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"positive",
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"
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]
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if any(pt in t for pt in pos_tokens):
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return "Positive"
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return UNKNOWN
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For disc tests like Novobiocin / Optochin / Bacitracin, interpret:
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- 'sensitive', 'susceptible' as Positive
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- 'resistant', 'no zone' as Negative
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- default -> Unknown
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"""
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ph = phrase.lower()
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if any(w in ph for w in ["sensitive", "susceptible", "zone of inhibition", "clear zone"]):
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return "Positive"
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# If explicit 'positive'/'negative' appears, handle that
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if "positive" in ph:
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return "Positive"
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if "negative" in ph:
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# ------------------------------------------------------------
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#
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# ------------------------------------------------------------
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def _parse_disc_tests(text: str, parsed: Dict[str, str]) -> None:
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"""
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Handle disc tests:
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- Optochin
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- Bacitracin
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- Novobiocin
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"""
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lower = text.lower()
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for test_name in disc_fields:
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key = test_name.lower()
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segment = lower[m.start():m.end()]
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val = _disc_result_from_phrase(segment)
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if val != UNKNOWN:
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parsed
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#
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for m in re.finditer(rf"\b{re.escape(key)}\s+test[^\.
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segment = lower[m.start():m.end()]
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val = _disc_result_from_phrase(segment)
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if val != UNKNOWN:
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parsed
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) -> None:
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"""
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"""
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extra_keywords = []
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for kw in extra_keywords:
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k = kw.lower()
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pat_kw = rf"\b{re.escape(k)}\b[^\.,;]*"
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for m in re.finditer(pat_kw, lower):
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segment = lower[m.start():m.end()]
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val = _bool_from_tokens(segment.split())
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if val != UNKNOWN:
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parsed[test_name] = val
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-
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text: str,
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ext_schema: Dict[str, Any],
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alias_map: Dict[str, str],
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parsed: Dict[str, str],
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) -> None:
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"""
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For each field
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"""
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lower = text.lower()
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label = field_name.lower()
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if val == UNKNOWN:
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continue
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val = _apply_field_value_alias(field_name, val, alias_map)
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parsed[field_name] = val
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# ------------------------------------------------------------
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"""
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Parse extended-only tests from the description.
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Returns:
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{
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"raw": original_text
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}
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"""
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-
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return {
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"parsed_fields": {},
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"source": "extended_parser",
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"raw":
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}
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ext_schema = _load_extended_schema(EXTENDED_SCHEMA_PATH)
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alias_map = _load_alias_map(ALIAS_MAP_PATH)
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parsed: Dict[str, str] = {}
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# 1) Disc tests (Novobiocin / Optochin / Bacitracin) with rich language
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_parse_disc_tests(
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# 2) CAMP & PYR & Hippurate (if present in schema/gold tests)
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_parse_simple_PNV_test(text, "CAMP", parsed, extra_keywords=["CAMP reaction"])
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_parse_simple_PNV_test(text, "PYR", parsed, extra_keywords=["PYR activity"])
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_parse_simple_PNV_test(text, "Hippurate Hydrolysis", parsed, extra_keywords=["hippurate"])
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#
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return {
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"parsed_fields": parsed,
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"source": "extended_parser",
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"raw":
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}
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# engine/parser_ext.py
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# ------------------------------------------------------------
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# Extended test parser — Stage 11G (Option A: high-recall, SOTA-style)
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#
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# Goals:
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# - Focus ONLY on *extended* tests (NOT in the core DB schema).
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# - Drive behaviour entirely from extended_schema.json
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# • value_type == "enum_PNV"
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# • honour per-field aliases
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# • additional hard-coded microbiology aliases where useful
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# - Aggressive, high-recall extraction:
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# • "<test> positive/negative/variable"
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# • "<test> test positive/negative"
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# • disc tests: "novobiocin sensitive", "bacitracin resistant", etc.
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# • "non-<test>" / "no <test>" / "non acid-fast" → Negative
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# • "sensitive/susceptible" vs "resistant" → mapped to P/N
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# - Never touch core DB fields (delegate to parser_rules).
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# - Respect alias_maps.json for field/value canonicalisation.
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#
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# Output:
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# {
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# "parsed_fields": { field: value, ... },
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# "source": "extended_parser",
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# "raw": original_text
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# }
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# ------------------------------------------------------------
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from __future__ import annotations
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import re
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from typing import Dict, Any, List
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# ------------------------------------------------------------
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# Paths & constants
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# ------------------------------------------------------------
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EXTENDED_SCHEMA_PATH = os.path.join("data", "extended_schema.json")
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ALIAS_MAP_PATH = os.path.join("data", "alias_maps.json")
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"Inositol Fermentation",
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}
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# Extra microbiology-driven aliases that are too domain-specific to live
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# directly in extended_schema.json, but very useful for parsing.
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EXTRA_FIELD_ALIASES: Dict[str, List[str]] = {
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"Hippurate Hydrolysis": [
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"hippurate",
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"hippurate test",
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],
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"CAMP": [
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"camp test",
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"camp reaction",
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],
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"PYR": [
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"pyr test",
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"pyr reaction",
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"pyr activity",
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],
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"Acid Fast": [
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"acid-fast",
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"acid fast",
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"acid-fast stain",
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"acid fast stain",
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],
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"Gas Production": [
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"gas production",
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"gas-producing",
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"gas producing",
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"gas producer",
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],
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"Bile Solubility": [
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"bile solubility",
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"bile soluble",
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],
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"Bile Resistance": [
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"bile resistance",
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"bile resistant",
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],
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"Glucose Oxidation": [
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"oxidation of glucose",
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"glucose oxidation",
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],
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"Mannose Fermentation": [
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"mannose positive",
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"mannose negative",
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"ferments mannose",
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"does not ferment mannose",
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],
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"Fructose Fermentation": [
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"fructose positive",
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"fructose negative",
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"ferments fructose",
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"does not ferment fructose",
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],
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"Inulin Fermentation": [
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"inulin positive",
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"inulin negative",
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"ferments inulin",
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"does not ferment inulin",
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],
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"Glycerol Fermentation": [
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"glycerol positive",
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"glycerol negative",
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"ferments glycerol",
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"does not ferment glycerol",
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],
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"Cellobiose Fermentation": [
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"cellobiose positive",
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| 159 |
+
"cellobiose negative",
|
| 160 |
+
"ferments cellobiose",
|
| 161 |
+
"does not ferment cellobiose",
|
| 162 |
+
],
|
| 163 |
+
"Casein Hydrolysis": [
|
| 164 |
+
"caseinase",
|
| 165 |
+
"casein hydrolysis",
|
| 166 |
+
],
|
| 167 |
+
"Tyrosine Hydrolysis": [
|
| 168 |
+
"tyrosine hydrolysis",
|
| 169 |
+
],
|
| 170 |
+
"Iron Oxidation": [
|
| 171 |
+
"iron oxidation",
|
| 172 |
+
],
|
| 173 |
+
"Sulfur Utilization": [
|
| 174 |
+
"sulfur utilization",
|
| 175 |
+
"sulphur utilization",
|
| 176 |
+
"sulfur utilisation",
|
| 177 |
+
"sulphur utilisation",
|
| 178 |
+
],
|
| 179 |
+
"Antibiotic Resistance": [
|
| 180 |
+
"antibiotic resistance",
|
| 181 |
+
"antibiotic-resistant",
|
| 182 |
+
"antibiotic resistant",
|
| 183 |
+
],
|
| 184 |
+
}
|
| 185 |
+
|
| 186 |
+
# Disc tests we treat with special "sensitive / resistant" logic
|
| 187 |
+
DISC_TEST_FIELDS = {"Optochin", "Bacitracin", "Novobiocin"}
|
| 188 |
+
|
| 189 |
+
|
| 190 |
+
# ------------------------------------------------------------
|
| 191 |
+
# Basic helpers
|
| 192 |
+
# ------------------------------------------------------------
|
| 193 |
+
|
| 194 |
+
def _clean_text(text: str) -> str:
|
| 195 |
+
"""
|
| 196 |
+
Normalise a few unicode oddities and collapse whitespace.
|
| 197 |
+
We keep case sensitive content for matching, but most
|
| 198 |
+
logic will run on .lower() views.
|
| 199 |
+
|
| 200 |
+
Also:
|
| 201 |
+
- strip degree symbols (not vital for extended tests, but harmless)
|
| 202 |
+
- normalise subscript ₂ → 2 if ever encountered
|
| 203 |
+
"""
|
| 204 |
+
if not text:
|
| 205 |
+
return ""
|
| 206 |
+
s = text.replace("°", "").replace("º", "")
|
| 207 |
+
s = s.replace("₂", "2")
|
| 208 |
+
# collapse whitespace
|
| 209 |
+
return " ".join(s.split())
|
| 210 |
+
|
| 211 |
+
|
| 212 |
+
def _norm(s: str) -> str:
|
| 213 |
+
return s.strip().lower()
|
| 214 |
+
|
| 215 |
+
|
| 216 |
+
def _set_if_stronger(parsed: Dict[str, str], field: str, value: str) -> None:
|
| 217 |
+
"""
|
| 218 |
+
Write value to parsed[field] if:
|
| 219 |
+
- field not present, or
|
| 220 |
+
- we are replacing Unknown with a concrete value.
|
| 221 |
+
|
| 222 |
+
Extended parser only ever writes extended tests, so this is mostly
|
| 223 |
+
about avoiding weaker overwrites (e.g. UNKNOWN over Positive).
|
| 224 |
+
"""
|
| 225 |
+
if not value:
|
| 226 |
+
return
|
| 227 |
+
if field not in parsed or parsed[field] == UNKNOWN:
|
| 228 |
+
parsed[field] = value
|
| 229 |
+
|
| 230 |
|
| 231 |
# ------------------------------------------------------------
|
| 232 |
+
# Loading schema & alias maps
|
| 233 |
# ------------------------------------------------------------
|
| 234 |
|
| 235 |
def _load_extended_schema(path: str = EXTENDED_SCHEMA_PATH) -> Dict[str, Any]:
|
|
|
|
| 247 |
"""
|
| 248 |
alias_maps.json is assumed to be a simple dict like:
|
| 249 |
{ "Field:raw_value": "canonical_value", ... }
|
| 250 |
+
|
| 251 |
We keep this optional and conservative.
|
| 252 |
"""
|
| 253 |
if not os.path.exists(path):
|
|
|
|
| 277 |
|
| 278 |
|
| 279 |
# ------------------------------------------------------------
|
| 280 |
+
# Value → P/N/V logic
|
| 281 |
# ------------------------------------------------------------
|
| 282 |
|
| 283 |
def _bool_from_tokens(tokens: List[str]) -> str:
|
| 284 |
"""
|
| 285 |
+
Map text tokens into Positive / Negative / Variable.
|
| 286 |
+
|
| 287 |
+
This is intentionally high-recall and slightly aggressive.
|
| 288 |
+
We consider a phrase "negative" if any strong negative token appears,
|
| 289 |
+
and "positive" if any strong positive token appears, with a bias:
|
| 290 |
+
- negative has priority when both appear.
|
| 291 |
"""
|
| 292 |
t = " ".join(tokens).lower()
|
| 293 |
|
| 294 |
# Strong negative signals
|
| 295 |
neg_tokens = [
|
| 296 |
+
"negative",
|
| 297 |
+
"neg",
|
| 298 |
+
"-",
|
| 299 |
+
"no",
|
| 300 |
+
"not",
|
| 301 |
+
"non",
|
| 302 |
+
"resistant",
|
| 303 |
+
"no zone",
|
| 304 |
+
"no growth",
|
| 305 |
+
"fails to",
|
| 306 |
+
"does not",
|
| 307 |
+
"doesn't",
|
| 308 |
+
"without",
|
| 309 |
+
"lacks",
|
| 310 |
+
"absent",
|
| 311 |
]
|
| 312 |
if any(nt in t for nt in neg_tokens):
|
| 313 |
return "Negative"
|
| 314 |
|
| 315 |
# Strong positive signals
|
| 316 |
pos_tokens = [
|
| 317 |
+
"positive",
|
| 318 |
+
"pos",
|
| 319 |
+
"+",
|
| 320 |
+
"sensitive",
|
| 321 |
+
"susceptible",
|
| 322 |
+
"clear zone",
|
| 323 |
+
"zone of inhibition",
|
| 324 |
+
"with growth",
|
| 325 |
]
|
| 326 |
if any(pt in t for pt in pos_tokens):
|
| 327 |
return "Positive"
|
| 328 |
|
| 329 |
+
# Variable
|
| 330 |
+
var_tokens = ["variable", "var", "v"]
|
| 331 |
+
if any(vt in t for vt in var_tokens):
|
| 332 |
+
return "Variable"
|
| 333 |
+
|
| 334 |
return UNKNOWN
|
| 335 |
|
| 336 |
|
|
|
|
| 339 |
For disc tests like Novobiocin / Optochin / Bacitracin, interpret:
|
| 340 |
- 'sensitive', 'susceptible' as Positive
|
| 341 |
- 'resistant', 'no zone' as Negative
|
| 342 |
+
- explicit 'positive/negative' if present
|
| 343 |
- default -> Unknown
|
| 344 |
"""
|
| 345 |
ph = phrase.lower()
|
|
|
|
| 350 |
if any(w in ph for w in ["sensitive", "susceptible", "zone of inhibition", "clear zone"]):
|
| 351 |
return "Positive"
|
| 352 |
|
|
|
|
| 353 |
if "positive" in ph:
|
| 354 |
return "Positive"
|
| 355 |
if "negative" in ph:
|
|
|
|
| 359 |
|
| 360 |
|
| 361 |
# ------------------------------------------------------------
|
| 362 |
+
# Disc test parsing
|
| 363 |
# ------------------------------------------------------------
|
| 364 |
|
| 365 |
def _parse_disc_tests(text: str, parsed: Dict[str, str]) -> None:
|
| 366 |
"""
|
| 367 |
+
Handle disc tests explicitly:
|
| 368 |
- Optochin
|
| 369 |
- Bacitracin
|
| 370 |
- Novobiocin
|
| 371 |
+
|
| 372 |
+
We look for segments like:
|
| 373 |
+
'optochin sensitive', 'bacitracin resistant', 'novobiocin sensitive',
|
| 374 |
+
'<test> test positive', etc.
|
| 375 |
"""
|
| 376 |
lower = text.lower()
|
| 377 |
|
| 378 |
+
for test_name in DISC_TEST_FIELDS:
|
|
|
|
|
|
|
| 379 |
key = test_name.lower()
|
| 380 |
+
|
| 381 |
+
# Segments like "optochin sensitive..."
|
| 382 |
+
for m in re.finditer(rf"\b{re.escape(key)}\b[^\.;,\n]*", lower):
|
| 383 |
segment = lower[m.start():m.end()]
|
| 384 |
val = _disc_result_from_phrase(segment)
|
| 385 |
if val != UNKNOWN:
|
| 386 |
+
_set_if_stronger(parsed, test_name, val)
|
| 387 |
|
| 388 |
+
# Segments like "optochin test positive..."
|
| 389 |
+
for m in re.finditer(rf"\b{re.escape(key)}\s+test[^\.;,\n]*", lower):
|
| 390 |
segment = lower[m.start():m.end()]
|
| 391 |
val = _disc_result_from_phrase(segment)
|
| 392 |
if val != UNKNOWN:
|
| 393 |
+
_set_if_stronger(parsed, test_name, val)
|
| 394 |
|
| 395 |
|
| 396 |
+
# ------------------------------------------------------------
|
| 397 |
+
# Schema-driven extended parsing
|
| 398 |
+
# ------------------------------------------------------------
|
| 399 |
+
|
| 400 |
+
def _build_field_keywords(ext_schema: Dict[str, Any]) -> Dict[str, List[str]]:
|
|
|
|
| 401 |
"""
|
| 402 |
+
Build a mapping:
|
| 403 |
+
field_name -> list of keywords/synonyms (lowercased)
|
| 404 |
+
|
| 405 |
+
Sources:
|
| 406 |
+
- field name itself
|
| 407 |
+
- 'aliases' array in extended_schema.json
|
| 408 |
+
- EXTRA_FIELD_ALIASES hard-coded here
|
| 409 |
"""
|
| 410 |
+
field_kw: Dict[str, List[str]] = {}
|
|
|
|
| 411 |
|
| 412 |
+
for field_name, meta in ext_schema.items():
|
| 413 |
+
if not isinstance(meta, dict):
|
| 414 |
+
continue
|
| 415 |
+
if meta.get("value_type") != "enum_PNV":
|
| 416 |
+
continue
|
| 417 |
+
if field_name in CORE_FIELDS:
|
| 418 |
+
# Extended parser never touches core DB fields.
|
| 419 |
+
continue
|
| 420 |
|
| 421 |
+
kws: List[str] = []
|
| 422 |
+
|
| 423 |
+
# Canonical field label
|
| 424 |
+
kws.append(field_name)
|
| 425 |
+
|
| 426 |
+
# schema-defined aliases
|
| 427 |
+
aliases = meta.get("aliases", [])
|
| 428 |
+
if isinstance(aliases, list):
|
| 429 |
+
for a in aliases:
|
| 430 |
+
if isinstance(a, str) and a.strip():
|
| 431 |
+
kws.append(a)
|
| 432 |
+
|
| 433 |
+
# extra hard-coded aliases
|
| 434 |
+
extra = EXTRA_FIELD_ALIASES.get(field_name, [])
|
| 435 |
+
for a in extra:
|
| 436 |
+
if isinstance(a, str) and a.strip():
|
| 437 |
+
kws.append(a)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 438 |
|
| 439 |
+
# de-duplicate & normalise spacing
|
| 440 |
+
normed: List[str] = []
|
| 441 |
+
seen = set()
|
| 442 |
+
for k in kws:
|
| 443 |
+
kk = " ".join(k.strip().split())
|
| 444 |
+
if kk and kk.lower() not in seen:
|
| 445 |
+
seen.add(kk.lower())
|
| 446 |
+
normed.append(kk)
|
| 447 |
|
| 448 |
+
field_kw[field_name] = normed
|
| 449 |
+
|
| 450 |
+
return field_kw
|
| 451 |
+
|
| 452 |
+
|
| 453 |
+
def _parse_schema_enum_pnv(
|
| 454 |
text: str,
|
| 455 |
ext_schema: Dict[str, Any],
|
| 456 |
alias_map: Dict[str, str],
|
| 457 |
parsed: Dict[str, str],
|
| 458 |
) -> None:
|
| 459 |
"""
|
| 460 |
+
High-recall parsing for enum_PNV extended tests driven by schema.
|
| 461 |
|
| 462 |
+
For each field (not in CORE_FIELDS):
|
| 463 |
+
- For each keyword/synonym:
|
| 464 |
+
• "<kw> positive/negative/variable"
|
| 465 |
+
• "<kw> test positive/negative"
|
| 466 |
+
• "non-<kw>" / "no <kw>" style negatives (via _bool_from_tokens)
|
| 467 |
"""
|
| 468 |
lower = text.lower()
|
| 469 |
+
field_keywords = _build_field_keywords(ext_schema)
|
| 470 |
+
|
| 471 |
+
for field_name, keywords in field_keywords.items():
|
| 472 |
+
for kw in keywords:
|
| 473 |
+
key = kw.lower()
|
| 474 |
+
|
| 475 |
+
# Pattern 1: "<kw> ... (up to sentence/phrase boundary)"
|
| 476 |
+
pat_direct = rf"\b{re.escape(key)}\b[^\.;,\n]*"
|
| 477 |
+
for m in re.finditer(pat_direct, lower):
|
| 478 |
+
segment = lower[m.start():m.end()]
|
| 479 |
+
tokens = segment.split()
|
| 480 |
+
val = _bool_from_tokens(tokens)
|
| 481 |
+
if val != UNKNOWN:
|
| 482 |
+
val = _apply_field_value_alias(field_name, val, alias_map)
|
| 483 |
+
_set_if_stronger(parsed, field_name, val)
|
| 484 |
+
|
| 485 |
+
# Pattern 2: "<kw> test ..."
|
| 486 |
+
pat_test = rf"\b{re.escape(key)}\s+test[^\.;,\n]*"
|
| 487 |
+
for m in re.finditer(pat_test, lower):
|
| 488 |
+
segment = lower[m.start():m.end()]
|
| 489 |
+
tokens = segment.split()
|
| 490 |
+
val = _bool_from_tokens(tokens)
|
| 491 |
+
if val != UNKNOWN:
|
| 492 |
+
val = _apply_field_value_alias(field_name, val, alias_map)
|
| 493 |
+
_set_if_stronger(parsed, field_name, val)
|
| 494 |
+
|
| 495 |
+
# Extra aggressive negative patterns of the form:
|
| 496 |
+
# - "non-<label>", "non <label>"
|
| 497 |
+
# - "no <label>"
|
| 498 |
+
# This is especially useful for things like "non acid-fast"
|
| 499 |
+
# or "non CAMP reacting".
|
| 500 |
label = field_name.lower()
|
| 501 |
+
if re.search(rf"\bnon[- ]{re.escape(label)}\b", lower) or re.search(
|
| 502 |
+
rf"\bno\s+{re.escape(label)}\b", lower
|
| 503 |
+
):
|
| 504 |
+
val = _apply_field_value_alias(field_name, "Negative", alias_map)
|
| 505 |
+
_set_if_stronger(parsed, field_name, val)
|
|
|
|
|
|
|
|
|
|
|
|
|
| 506 |
|
| 507 |
|
| 508 |
# ------------------------------------------------------------
|
|
|
|
| 513 |
"""
|
| 514 |
Parse extended-only tests from the description.
|
| 515 |
|
| 516 |
+
Behaviour:
|
| 517 |
+
- If text empty → return empty parsed_fields.
|
| 518 |
+
- Loads extended_schema.json + alias_maps.json
|
| 519 |
+
- Runs:
|
| 520 |
+
1) disc test parsing (Optochin / Bacitracin / Novobiocin)
|
| 521 |
+
2) generic schema-driven enum_PNV parsing for all ext fields
|
| 522 |
+
- Never touches core DB fields.
|
| 523 |
|
| 524 |
Returns:
|
| 525 |
{
|
|
|
|
| 528 |
"raw": original_text
|
| 529 |
}
|
| 530 |
"""
|
| 531 |
+
original = text or ""
|
| 532 |
+
if not original.strip():
|
| 533 |
return {
|
| 534 |
"parsed_fields": {},
|
| 535 |
"source": "extended_parser",
|
| 536 |
+
"raw": original,
|
| 537 |
}
|
| 538 |
|
| 539 |
+
text_clean = _clean_text(original)
|
| 540 |
+
|
| 541 |
ext_schema = _load_extended_schema(EXTENDED_SCHEMA_PATH)
|
| 542 |
alias_map = _load_alias_map(ALIAS_MAP_PATH)
|
| 543 |
|
| 544 |
parsed: Dict[str, str] = {}
|
| 545 |
|
| 546 |
# 1) Disc tests (Novobiocin / Optochin / Bacitracin) with rich language
|
| 547 |
+
_parse_disc_tests(text_clean, parsed)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 548 |
|
| 549 |
+
# 2) All other enum_PNV extended tests from extended_schema.json
|
| 550 |
+
_parse_schema_enum_pnv(text_clean, ext_schema, alias_map, parsed)
|
| 551 |
|
| 552 |
return {
|
| 553 |
"parsed_fields": parsed,
|
| 554 |
"source": "extended_parser",
|
| 555 |
+
"raw": original,
|
| 556 |
}
|