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   "source": [
    "# QC for Value Sets and Enums\n",
    "\n",
    "This tutorial shows how to check data quality for LinkML value sets (enums with permissible values).\n",
    "\n",
    "## The Challenge\n",
    "\n",
    "Value sets often have permissible values that should include:\n",
    "- `description` - Human-readable explanation\n",
    "- `meaning` - Mapping to an ontology term (CURIE)\n",
    "- `title` - Display label\n",
    "\n",
    "However, the LinkML metamodel doesn't mark these as `recommended: true`, so we need to:\n",
    "1. Extract permissible values from the schema\n",
    "2. Define our own QC schema with recommended fields\n",
    "3. Analyze the PVs as data"
   ]
  },
  {
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    "tags": []
   },
   "source": [
    "## Setup: Create a QC Schema for Permissible Values"
   ]
  },
  {
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PV QC schema created!\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "cat > /tmp/pv_qc_schema.yaml << 'EOF'\n",
    "id: https://example.org/pv-qc\n",
    "name: permissible_value_qc\n",
    "description: Schema for QC of permissible values in value sets\n",
    "prefixes:\n",
    "  linkml: https://w3id.org/linkml/\n",
    "imports:\n",
    "  - linkml:types\n",
    "default_range: string\n",
    "\n",
    "classes:\n",
    "  PermissibleValue:\n",
    "    description: A permissible value in an enumeration\n",
    "    attributes:\n",
    "      text:\n",
    "        description: The text/code for this value\n",
    "        required: true\n",
    "        identifier: true\n",
    "      title:\n",
    "        description: Human-readable display label\n",
    "        recommended: true\n",
    "      description:\n",
    "        description: Detailed explanation of this value\n",
    "        recommended: true\n",
    "      meaning:\n",
    "        description: Ontology term CURIE mapping\n",
    "        recommended: true\n",
    "      # Additional fields we might want to track\n",
    "      unit:\n",
    "        recommended: true\n",
    "EOF\n",
    "echo \"PV QC schema created!\""
   ]
  },
  {
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   "source": [
    "## Extract Permissible Values from a Value Set\n",
    "\n",
    "Let's create a sample value set and extract its PVs:"
   ]
  },
  {
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample valueset created!\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "# Create a sample value set (like those in the valuesets repo)\n",
    "cat > /tmp/sample_valueset.yaml << 'EOF'\n",
    "id: https://example.org/valuesets/SampleStatus\n",
    "name: SampleStatus\n",
    "prefixes:\n",
    "  linkml: https://w3id.org/linkml/\n",
    "  OBI: http://purl.obolibrary.org/obo/OBI_\n",
    "  EFO: http://www.ebi.ac.uk/efo/EFO_\n",
    "imports:\n",
    "  - linkml:types\n",
    "enums:\n",
    "  SampleStatusEnum:\n",
    "    description: Status of a biological sample\n",
    "    permissible_values:\n",
    "      COLLECTED:\n",
    "        text: COLLECTED\n",
    "        title: Sample Collected\n",
    "        description: Sample has been collected from the source\n",
    "        meaning: OBI:0000659\n",
    "      PROCESSED:\n",
    "        text: PROCESSED\n",
    "        title: Sample Processed  \n",
    "        description: Sample has undergone processing\n",
    "        meaning: OBI:0000094\n",
    "      STORED:\n",
    "        text: STORED\n",
    "        title: In Storage\n",
    "        description: Sample is in long-term storage\n",
    "        meaning: OBI:0002119\n",
    "      DEPLETED:\n",
    "        text: DEPLETED\n",
    "        title: Sample Depleted\n",
    "        # Missing description!\n",
    "        meaning: EFO:0009089\n",
    "      CONTAMINATED:\n",
    "        text: CONTAMINATED\n",
    "        title: Contaminated\n",
    "        description: Sample has been contaminated\n",
    "        # Missing meaning!\n",
    "      LOST:\n",
    "        text: LOST\n",
    "        # Missing title, description, and meaning!\n",
    "      UNKNOWN:\n",
    "        text: UNKNOWN\n",
    "        title: Unknown Status\n",
    "        # Missing description and meaning\n",
    "EOF\n",
    "echo \"Sample valueset created!\""
   ]
  },
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   "source": [
    "## Extract PVs and Convert to Data Format\n",
    "\n",
    "We'll use Python to extract permissible values and write them as data:"
   ]
  },
  {
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracted 7 permissible values:\n",
      "  COLLECTED: meaning=OBI:0000659\n",
      "  PROCESSED: meaning=OBI:0000094\n",
      "  STORED: meaning=OBI:0002119\n",
      "  DEPLETED: meaning=EFO:0009089\n",
      "  CONTAMINATED: meaning=MISSING\n",
      "  LOST: meaning=MISSING\n",
      "  UNKNOWN: meaning=MISSING\n"
     ]
    }
   ],
   "source": [
    "import yaml\n",
    "\n",
    "\n",
    "def extract_pvs_from_schema(schema_path: str) -> list[dict]:\n",
    "    \"\"\"Extract all permissible values from a LinkML schema.\"\"\"\n",
    "    with open(schema_path) as f:\n",
    "        schema = yaml.safe_load(f)\n",
    "\n",
    "    pvs = []\n",
    "    for enum_name, enum_def in schema.get('enums', {}).items():\n",
    "        for pv_name, pv_def in enum_def.get('permissible_values', {}).items():\n",
    "            pv = {'text': pv_name}\n",
    "            if isinstance(pv_def, dict):\n",
    "                pv.update(pv_def)\n",
    "            pvs.append(pv)\n",
    "\n",
    "    return pvs\n",
    "\n",
    "\n",
    "# Extract PVs\n",
    "pvs = extract_pvs_from_schema('/tmp/sample_valueset.yaml')\n",
    "print(f\"Extracted {len(pvs)} permissible values:\")\n",
    "for pv in pvs:\n",
    "    print(f\"  {pv.get('text')}: meaning={pv.get('meaning', 'MISSING')}\")"
   ]
  },
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PVs written to /tmp/pvs_data.yaml\n",
      "\n",
      "Contents:\n",
      "- description: Sample has been collected from the source\n",
      "  meaning: OBI:0000659\n",
      "  text: COLLECTED\n",
      "  title: Sample Collected\n",
      "- description: Sample has undergone processing\n",
      "  meaning: OBI:0000094\n",
      "  text: PROCESSED\n",
      "  title: Sample Processed\n",
      "- description: Sample is in long-term storage\n",
      "  meaning: OBI:0002119\n",
      "  text: STORED\n",
      "  title: In Storage\n",
      "- meaning: EFO:0009089\n",
      "  text: DEPLETED\n",
      "  title: Sample Depleted\n",
      "- description: Sample has been contaminated\n",
      "  text: CONTAMINATED\n",
      "  title: Contaminated\n",
      "- text: LOST\n",
      "- text: UNKNOWN\n",
      "  title: Unknown Status\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Write PVs as YAML data for QC\n",
    "with open('/tmp/pvs_data.yaml', 'w') as f:\n",
    "    yaml.dump(pvs, f)\n",
    "\n",
    "print(\"PVs written to /tmp/pvs_data.yaml\")\n",
    "print(\"\\nContents:\")\n",
    "with open('/tmp/pvs_data.yaml') as f:\n",
    "    print(f.read())"
   ]
  },
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   "source": [
    "## Run QC on Permissible Values"
   ]
  },
  {
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   "id": "26501d85",
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Compliance Report: /tmp/pvs_data.yaml\n",
      "Target Class: PermissibleValue\n",
      "Global Compliance: 50.0% (14/28"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ")\n",
      "Weighted Compliance: 50.0%\n",
      "\n",
      "Summary by Slot:\n",
      "  description: 57.1%\n",
      "  meaning: 57.1%\n",
      "  title: 85.7%\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  unit: 0.0%\n",
      "\n",
      "Aggregated Scores by List Path:\n",
      "  [].description: 57.1% (4/7)\n",
      "  [].meaning: 57.1% (4/7"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ")\n",
      "  [].title: 85.7% (6/7)\n",
      "  [].unit: 0.0% (0/7)\n",
      "\n",
      "Detailed Path Scores:\n",
      "  [0] (PermissibleValue): 75."
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1] (PermissibleVal"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [2] (Permis"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [3]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " (PermissibleValue): 50.0%\n",
      "    - title: OK\n",
      "    - description: MISSING\n",
      "    - meaning: OK\n",
      "    - unit: "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MISSING\n",
      "  [4] (PermissibleValue): 50.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: MISSING"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    - unit: MISSING\n",
      "  [5] (PermissibleValue): 0.0%\n",
      "    - title: MISSING\n",
      "    - description: MISSING\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    - meaning: MISSING\n",
      "    - unit: MISSING\n",
      "  [6] (PermissibleValue): 25.0%\n",
      "    - title: OK\n",
      "    - des"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cription: MISSING\n",
      "    - meaning: MISSING\n",
      "    - unit: MISSING\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "linkml-data-qc /tmp/pvs_data.yaml \\\n",
    "    -s /tmp/pv_qc_schema.yaml \\\n",
    "    -t PermissibleValue"
   ]
  },
  {
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   "source": [
    "## Configure Weights and Thresholds\n",
    "\n",
    "We can prioritize `meaning` (ontology mappings) as most important:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Compliance Report: /tmp/pvs_data.yaml\n",
      "Target Class: PermissibleValue\n",
      "Global Compliance: 50.0% (14/28"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ")\n",
      "Weighted Compliance: 55.2%\n",
      "Config: /tmp/pv_qc_config.yaml\n",
      "\n",
      "Summary by Slot:\n",
      "  description: 57.1%\n",
      " "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " meaning: 57.1%\n",
      "  title: 85.7%\n",
      "  unit: 0.0%\n",
      "\n",
      "Threshold Violations (3):\n",
      "  [].description: 57.1% < 70."
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0% (shortfall: 12.9%)\n",
      "  [].meaning: 57.1% < 80.0% (shortfall: 22.9%)\n",
      "  [].title: 85.7% < 90.0% (shor"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tfall: 4.3%)\n",
      "\n",
      "Aggregated Scores by List Path:\n",
      "  [].description: 57.1% (4/7)\n",
      "  [].meaning: 57.1% (4/7"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ")\n",
      "  [].title: 85.7% (6/7)\n",
      "  [].unit: 0.0% (0/7)\n",
      "\n",
      "Detailed Path Scores:\n",
      "  [0] (PermissibleValue): 75."
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1] (PermissibleVal"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [2] (Permis"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [3]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " (PermissibleValue): 50.0%\n",
      "    - title: OK\n",
      "    - description: MISSING\n",
      "    - meaning: OK\n",
      "    - unit: "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MISSING\n",
      "  [4] (PermissibleValue): 50.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: MISSING"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    - unit: MISSING\n",
      "  [5] (PermissibleValue): 0.0%\n",
      "    - title: MISSING\n",
      "    - description: MISSING\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    - meaning: MISSING\n",
      "    - unit: MISSING\n",
      "  [6] (PermissibleValue): 25.0%\n",
      "    - title: OK\n",
      "    - des"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cription: MISSING\n",
      "    - meaning: MISSING\n",
      "    - unit: MISSING\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "cat > /tmp/pv_qc_config.yaml << 'EOF'\n",
    "default_weight: 1.0\n",
    "\n",
    "slots:\n",
    "  meaning:\n",
    "    weight: 3.0           # Ontology mappings are critical\n",
    "    min_compliance: 80.0  # At least 80% should have mappings\n",
    "  description:\n",
    "    weight: 2.0           # Descriptions are important\n",
    "    min_compliance: 70.0\n",
    "  title:\n",
    "    weight: 1.5           # Titles are nice to have\n",
    "    min_compliance: 90.0\n",
    "EOF\n",
    "\n",
    "linkml-data-qc /tmp/pvs_data.yaml \\\n",
    "    -s /tmp/pv_qc_schema.yaml \\\n",
    "    -t PermissibleValue \\\n",
    "    -c /tmp/pv_qc_config.yaml"
   ]
  },
  {
   "cell_type": "markdown",
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     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Analyzing Multiple Value Sets\n",
    "\n",
    "Let's create a function to QC an entire directory of value sets:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b98cfa8d",
   "metadata": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error processing /tmp/pvs_data.yaml: 'list' object has no attribute 'get'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error processing /tmp/celltype_pvs.yaml: 'list' object has no attribute 'get'\n",
      "Error processing /tmp/pvs_sample_valueset2.yaml: 'list' object has no attribute 'get'\n",
      "Error processing /tmp/pvs_sample_valueset.yaml: 'list' object has no attribute 'get'\n",
      "\n",
      "=== Value Set QC Summary ===\n",
      "File                             PVs  Overall  Meaning     Desc\n",
      "-----------------------------------------------------------------\n",
      "sample_valueset.yaml               7    50.0%    57.1%    57.1%\n",
      "sample_valueset2.yaml              2    75.0%   100.0%   100.0%\n"
     ]
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "\n",
    "from linkml_data_qc import ComplianceAnalyzer, QCConfig, SlotQCConfig\n",
    "\n",
    "\n",
    "def analyze_valueset_directory(vs_dir: str, schema_path: str, config: QCConfig = None):\n",
    "    \"\"\"Analyze all value sets in a directory.\"\"\"\n",
    "    results = []\n",
    "\n",
    "    for vs_file in Path(vs_dir).glob('*.yaml'):\n",
    "        try:\n",
    "            pvs = extract_pvs_from_schema(str(vs_file))\n",
    "            if not pvs:\n",
    "                continue\n",
    "\n",
    "            # Write to temp file\n",
    "            temp_path = f'/tmp/pvs_{vs_file.stem}.yaml'\n",
    "            with open(temp_path, 'w') as f:\n",
    "                yaml.dump(pvs, f)\n",
    "\n",
    "            # Analyze\n",
    "            analyzer = ComplianceAnalyzer(schema_path, config)\n",
    "            report = analyzer.analyze_file(temp_path, 'PermissibleValue')\n",
    "\n",
    "            results.append({\n",
    "                'file': vs_file.name,\n",
    "                'pv_count': len(pvs),\n",
    "                'compliance': report.global_compliance,\n",
    "                'meaning_pct': report.summary_by_slot.get('meaning', 0),\n",
    "                'description_pct': report.summary_by_slot.get('description', 0),\n",
    "            })\n",
    "        except Exception as e:\n",
    "            print(f\"Error processing {vs_file}: {e}\")\n",
    "\n",
    "    return results\n",
    "\n",
    "\n",
    "# Create another sample valueset\n",
    "with open('/tmp/sample_valueset2.yaml', 'w') as f:\n",
    "    yaml.dump({\n",
    "        'id': 'https://example.org/vs2',\n",
    "        'name': 'test2',\n",
    "        'enums': {\n",
    "            'TestEnum': {\n",
    "                'permissible_values': {\n",
    "                    'A': {'text': 'A', 'title': 'Value A', 'description': 'First value', 'meaning': 'EX:001'},\n",
    "                    'B': {'text': 'B', 'title': 'Value B', 'description': 'Second value', 'meaning': 'EX:002'},\n",
    "                }\n",
    "            }\n",
    "        }\n",
    "    }, f)\n",
    "\n",
    "# Analyze\n",
    "config = QCConfig(\n",
    "    slots={\n",
    "        'meaning': SlotQCConfig(weight=3.0),\n",
    "        'description': SlotQCConfig(weight=2.0),\n",
    "    }\n",
    ")\n",
    "\n",
    "results = analyze_valueset_directory('/tmp', '/tmp/pv_qc_schema.yaml', config)\n",
    "\n",
    "print(\"\\n=== Value Set QC Summary ===\")\n",
    "print(f\"{'File':<30} {'PVs':>5} {'Overall':>8} {'Meaning':>8} {'Desc':>8}\")\n",
    "print(\"-\" * 65)\n",
    "for r in sorted(results, key=lambda x: x['compliance']):\n",
    "    print(f\"{r['file']:<30} {r['pv_count']:>5} {r['compliance']:>7.1f}% {r['meaning_pct']:>7.1f}% {r['description_pct']:>7.1f}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3407d83d",
   "metadata": {
    "papermill": {
     "duration": 0.001957,
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     "start_time": "2025-12-07T05:30:34.376912",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Real-World Example: Cell Type Value Set\n",
    "\n",
    "Let's analyze a real value set from the valuesets repository (if available):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d35564e9",
   "metadata": {
    "execution": {
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    },
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 3119 permissible values in CellType\n",
      "\n",
      "Sample PVs:\n",
      "  CL:0011105: meaning=✓ desc=✓\n",
      "  CL:0002656: meaning=✓ desc=✓\n",
      "  CL:4033014: meaning=✓ desc=✓\n",
      "  CL:4030031: meaning=✓ desc=✓\n",
      "  CL:4052036: meaning=✓ desc=✓\n"
     ]
    }
   ],
   "source": [
    "# Try to find a real valueset\n",
    "vs_path = Path('/Users/cjm/repos/valuesets/src/valuesets/expanded/bio/CellType.yaml')\n",
    "\n",
    "if vs_path.exists():\n",
    "    pvs = extract_pvs_from_schema(str(vs_path))\n",
    "    print(f\"Found {len(pvs)} permissible values in CellType\")\n",
    "\n",
    "    # Sample some PVs\n",
    "    print(\"\\nSample PVs:\")\n",
    "    for pv in pvs[:5]:\n",
    "        has_meaning = '✓' if pv.get('meaning') else '✗'\n",
    "        has_desc = '✓' if pv.get('description') else '✗'\n",
    "        print(f\"  {pv.get('text', 'N/A')}: meaning={has_meaning} desc={has_desc}\")\n",
    "\n",
    "    # Write and analyze\n",
    "    with open('/tmp/celltype_pvs.yaml', 'w') as f:\n",
    "        yaml.dump(pvs, f)\n",
    "else:\n",
    "    print(\"CellType valueset not found - using sample data\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "66bf1d58",
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2025-12-07T05:30:38.263356Z"
    },
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== CellType Value Set QC ===\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Compliance Report: /tmp/celltype_pvs.yaml\n",
      "Target Class: PermissibleValue\n",
      "Global Compliance: 74.2% (9"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "252/12476)\n",
      "Weighted Compliance: 85.8%\n",
      "Config: /tmp/pv_qc_config.yaml\n",
      "\n",
      "Summary by Slot:\n",
      "  description"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ": 96.6%\n",
      "  meaning: 100.0%\n",
      "  title: 100.0%\n",
      "  unit: 0.0%\n",
      "\n",
      "Aggregated Scores by List Path:\n",
      "  [].descrip"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tion: 96.6% (3014/3119)\n",
      "  [].meaning: 100.0% (3119/3119)\n",
      "  [].title: 100.0% (3119/3119)\n",
      "  [].unit: 0"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".0% (0/3119)\n",
      "\n",
      "Detailed Path Scores:\n",
      "  [0] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - descriptio"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - de"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scription: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [2] (PermissibleValue): 75.0%\n",
      "    - title: OK\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [3] (PermissibleValue): 75.0%\n",
      "    - ti"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tle: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [4] (PermissibleValue): 75.0%\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [5] (PermissibleValue)"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ": 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [6] (Permissib"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "leValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [7] (P"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  [8] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MISSING\n",
      "  [9] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- unit: MISSING\n",
      "  [10] (PermissibleValue): 50.0%\n",
      "    - title: OK\n",
      "    - description: MISSING\n",
      "    - me"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "aning: OK\n",
      "    - unit: MISSING\n",
      "  [11] (PermissibleValue): 50.0%\n",
      "    - title: OK\n",
      "    - description: MI"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SSING\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [12] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - d"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "escription: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [13] (PermissibleValue): 75.0%\n",
      "    - title: O"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "K\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [14] (PermissibleValue): 75.0%\n",
      "    -"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [15] (PermissibleValue): 75"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [16] (PermissibleV"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [17] (Per"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "missibleValue): 50.0%\n",
      "    - title: OK\n",
      "    - description: MISSING\n",
      "    - meaning: OK\n",
      "    - unit: MISSI"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NG\n",
      "  [18] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - un"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "it: MISSING\n",
      "  [19] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    - unit: MISSING\n",
      "  [20] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - me"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "aning: OK\n",
      "    - unit: MISSING\n",
      "  [21] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [22] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - descri"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ption: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [23] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "   "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [24] (PermissibleValue): 75.0%\n",
      "    - titl"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "e: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [25] (PermissibleValue): 75.0%\n",
      " "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [26] (PermissibleValue)"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ": 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [27] (Permissi"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [28] "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSIN"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "G\n",
      "  [29] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - uni"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "t: MISSING\n",
      "  [30] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    - unit: MISSING\n",
      "  [31] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - mea"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ning: OK\n",
      "    - unit: MISSING\n",
      "  [32] (PermissibleValue): 50.0%\n",
      "    - title: OK\n",
      "    - description: MIS"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SING\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [33] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - de"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scription: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [34] (PermissibleValue): 75.0%\n",
      "    - title: OK"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
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      "  [1884] (PermissibleValue): 75.0%\n",
      "   "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1885] (PermissibleValue)"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ": 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1886] (Permis"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [18"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "87] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MI"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SSING\n",
      "  [1888] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "   "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " - unit: MISSING\n",
      "  [1889] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - mean"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ing: OK\n",
      "    - unit: MISSING\n",
      "  [1890] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1891] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - desc"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ription: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1892] (PermissibleValue): 75.0%\n",
      "    - title: OK"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1893] (PermissibleValue): 75.0%\n",
      "    "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1894] (PermissibleValue):"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1895] (Permiss"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [189"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MIS"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SING\n",
      "  [1897] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- unit: MISSING\n",
      "  [1898] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meani"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ng: OK\n",
      "    - unit: MISSING\n",
      "  [1899] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1900] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - descr"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iption: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1901] (PermissibleValue): 75.0%\n",
      "    - title: OK\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1902] (PermissibleValue): 75.0%\n",
      "    -"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1903] (PermissibleValue): "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1904] (Permissi"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1905"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISS"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ING\n",
      "  [1906] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    -"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " unit: MISSING\n",
      "  [1907] (PermissibleValue): 50.0%\n",
      "    - title: OK\n",
      "    - description: MISSING\n",
      "    - m"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "eaning: OK\n",
      "    - unit: MISSING\n",
      "  [1908] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description:"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1909] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - d"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "escription: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1910] (PermissibleValue): 75.0%\n",
      "    - title:"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1911] (PermissibleValue): 75.0%\n",
      " "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1912] (PermissibleValu"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "e): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1913] (Perm"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "issibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  ["
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1914] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MISSING\n",
      "  [1915] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      " "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   - unit: MISSING\n",
      "  [1916] (PermissibleValue): 50.0%\n",
      "    - title: OK\n",
      "    - description: MISSING\n",
      "   "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1917] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - descript"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ion: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1918] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "   "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1919] (PermissibleValue): 75.0%\n",
      "    - ti"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tle: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1920] (PermissibleValue): 75."
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1921] (Permissible"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Value): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1922] ("
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "  [1923] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - un"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "it: MISSING\n",
      "  [1924] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OK\n",
      "    - unit: MISSING\n",
      "  [1925] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1926] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - descripti"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "on: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1927] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1928] (PermissibleValue): 75.0%\n",
      "    - tit"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "le: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1929] (PermissibleValue): 75.0"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1930] (PermissibleV"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1931] (P"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  [1932] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - uni"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "t: MISSING\n",
      "  [1933] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: O"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "K\n",
      "    - unit: MISSING\n",
      "  [1934] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    -"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1935] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - descriptio"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1936] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    -"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1937] (PermissibleValue): 75.0%\n",
      "    - titl"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "e: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1938] (PermissibleValue): 75.0%"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1939] (PermissibleVa"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1940] (Pe"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rmissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      " "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [1941] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ": MISSING\n",
      "  [1942] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    - unit: MISSING\n",
      "  [1943] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1944] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ": OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1945] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1946] (PermissibleValue): 75.0%\n",
      "    - title"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ": OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1947] (PermissibleValue): 75.0%\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1948] (PermissibleVal"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1949] (Per"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "missibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1950] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit:"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " MISSING\n",
      "  [1951] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    - unit: MISSING\n",
      "  [1952] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - m"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "eaning: OK\n",
      "    - unit: MISSING\n",
      "  [1953] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description:"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1954] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - d"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "escription: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1955] (PermissibleValue): 75.0%\n",
      "    - title:"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1956] (PermissibleValue): 75.0%\n",
      " "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1957] (PermissibleValu"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "e): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1958] (Perm"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "issibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  ["
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1959] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MISSING\n",
      "  [1960] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      " "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   - unit: MISSING\n",
      "  [1961] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - me"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "aning: OK\n",
      "    - unit: MISSING\n",
      "  [1962] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1963] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - de"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scription: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1964] (PermissibleValue): 75.0%\n",
      "    - title: "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1965] (PermissibleValue): 75.0%\n",
      "  "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1966] (PermissibleValue"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1967] (Permi"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ssibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "968] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: M"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "  [1969] (PermissibleValue): 75.0%\n",
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      "    - description: OK\n",
      "    - meaning: OK\n",
      "  "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  - unit: MISSING\n",
      "  [1970] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - mea"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "    - unit: MISSING\n",
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      "    - title: OK\n",
      "    - description: O"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "K\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1972] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - des"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cription: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1973] (PermissibleValue): 75.0%\n",
      "    - title: O"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "K\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1974] (PermissibleValue): 75.0%\n",
      "   "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1975] (PermissibleValue)"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ": 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1976] (Permis"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [19"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "77] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MI"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SSING\n",
      "  [1978] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "   "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " - unit: MISSING\n",
      "  [1979] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - mean"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ing: OK\n",
      "    - unit: MISSING\n",
      "  [1980] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1981] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - desc"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ription: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1982] (PermissibleValue): 75.0%\n",
      "    - title: OK"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1983] (PermissibleValue): 75.0%\n",
      "    "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1984] (PermissibleValue):"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1985] (Permiss"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [198"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MIS"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SING\n",
      "  [1987] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- unit: MISSING\n",
      "  [1988] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meani"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ng: OK\n",
      "    - unit: MISSING\n",
      "  [1989] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1990] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - descr"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iption: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1991] (PermissibleValue): 75.0%\n",
      "    - title: OK\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1992] (PermissibleValue): 75.0%\n",
      "    -"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1993] (PermissibleValue): "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1994] (Permissi"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [1995"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISS"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ING\n",
      "  [1996] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    -"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " unit: MISSING\n",
      "  [1997] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meanin"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "g: OK\n",
      "    - unit: MISSING\n",
      "  [1998] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      " "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   - meaning: OK\n",
      "    - unit: MISSING\n",
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      "    - title: OK\n",
      "    - descri"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "    - meaning: OK\n",
      "    - unit: MISSING\n",
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      "    - title: OK\n",
      " "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
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      "    - "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [2002] (PermissibleValue): 7"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [2003] (Permissib"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "leValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "    - unit: MISSI"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "  [2005] (PermissibleValue): 75.0%\n",
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      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - "
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "unit: MISSING\n",
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      "    - description: OK\n",
      "    - meaning"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "    - unit: MISSING\n",
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      "    - title: OK\n",
      "    - description: OK\n",
      "  "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "    - unit: MISSING\n",
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      "    - title: OK\n",
      "    - descrip"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "    - meaning: OK\n",
      "    - unit: MISSING\n",
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      "    - title: OK\n",
      "  "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
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      "    - t"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "    - title: OK\n",
      "    - description: OK\n",
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      "    - unit: MISSING\n",
      "  [2012] (Permissibl"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "    - meaning: OK\n",
      "    - unit: MISSIN"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "  [2014] (PermissibleValue): 75.0%\n",
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      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - u"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nit: MISSING\n",
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      "    - title: OK\n",
      "    - description: OK\n",
      "    - meaning:"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "    - unit: MISSING\n",
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      "    - title: OK\n",
      "    - description: OK\n",
      "   "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "    - unit: MISSING\n",
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      "    - title: OK\n",
      "    - descript"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "    - meaning: OK\n",
      "    - unit: MISSING\n",
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      "    - title: OK\n",
      "   "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "    - meaning: OK\n",
      "    - unit: MISSING\n",
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      "    - ti"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [2020] (PermissibleValue): 75."
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "    - title: OK\n",
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      " title: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [3110] (PermissibleValue): "
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      "75.0%\n",
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      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
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      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [3112"
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      "    - meaning: OK\n",
      "    -"
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      " unit: MISSING\n",
      "  [3114] (PermissibleValue): 75.0%\n",
      "    - title: OK\n",
      "    - description: OK\n",
      "    - meanin"
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      "  [3115] (PermissibleValue): 50.0%\n",
      "    - title: OK\n",
      "    - description: MISS"
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      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [3116] (PermissibleValue): 50.0%\n",
      "    - title: OK\n",
      "    - d"
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     "text": [
      "escription: MISSING\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [3117] (PermissibleValue): 75.0%\n",
      "    - t"
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      "itle: OK\n",
      "    - description: OK\n",
      "    - meaning: OK\n",
      "    - unit: MISSING\n",
      "  [3118] (PermissibleValue): 75"
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      "    - description: OK\n",
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   "source": [
    "%%bash\n",
    "if [ -f /tmp/celltype_pvs.yaml ]; then\n",
    "    echo \"=== CellType Value Set QC ===\"\n",
    "    linkml-data-qc /tmp/celltype_pvs.yaml \\\n",
    "        -s /tmp/pv_qc_schema.yaml \\\n",
    "        -t PermissibleValue \\\n",
    "        -c /tmp/pv_qc_config.yaml\n",
    "else\n",
    "    echo \"No CellType data available\"\n",
    "fi"
   ]
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   "source": [
    "## Key Takeaways\n",
    "\n",
    "1. **Schema-as-data**: Treat LinkML schemas as data conforming to the metamodel\n",
    "2. **Custom QC schema**: Define your own schema with `recommended: true` for fields that matter\n",
    "3. **Extraction**: Write a simple function to extract PVs from enum definitions\n",
    "4. **Configuration**: Use weights to prioritize `meaning` (ontology mappings) over descriptions\n",
    "5. **Automation**: Wrap in a function to process entire directories of value sets\n",
    "\n",
    "## CI/CD Integration\n",
    "\n",
    "```bash\n",
    "# Extract PVs from all schemas\n",
    "python extract_pvs.py schemas/*.yaml > pvs.yaml\n",
    "\n",
    "# Run QC with 80% meaning coverage requirement\n",
    "linkml-data-qc pvs.yaml \\\n",
    "    -s pv_qc_schema.yaml \\\n",
    "    -t PermissibleValue \\\n",
    "    -c pv_config.yaml \\\n",
    "    --fail-on-violations\n",
    "```"
   ]
  }
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