metadata_validator.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Resolving References"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "vscode": {
     "languageId": "shellscript"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "schema_dev.json\n"
     ]
    }
   ],
   "source": [
    "ls ../output/schema/json"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Loading the gen3schemadev library"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "writing demographic.yaml to json\n",
      "writing project.yaml to json\n",
      "writing serum_marker_assay.yaml to json\n",
      "writing alignment_workflow.yaml to json\n",
      "writing lipidomics_assay.yaml to json\n",
      "writing metabolomics_file.yaml to json\n",
      "writing acknowledgement.yaml to json\n",
      "writing medical_history.yaml to json\n",
      "writing _definitions.yaml to json\n",
      "writing _settings.yaml to json\n",
      "writing blood_pressure_test.yaml to json\n",
      "writing genomics_assay.yaml to json\n",
      "writing variant_file.yaml to json\n",
      "writing program.yaml to json\n",
      "writing lipidomics_mapping.yaml to json\n",
      "writing serum_marker_file.yaml to json\n",
      "writing proteomics_assay.yaml to json\n",
      "writing sample.yaml to json\n",
      "writing unaligned_reads_file.yaml to json\n",
      "writing _terms.yaml to json\n",
      "writing aligned_reads_index_file.yaml to json\n",
      "writing variant_workflow.yaml to json\n",
      "writing proteomics_file.yaml to json\n",
      "writing exposure.yaml to json\n",
      "writing metabolomics_assay.yaml to json\n",
      "writing lipidomics_file.yaml to json\n",
      "writing aligned_reads_file.yaml to json\n",
      "writing lab_result.yaml to json\n",
      "writing medication.yaml to json\n",
      "writing publication.yaml to json\n",
      "writing subject.yaml to json\n",
      "writing core_metadata_collection.yaml to json\n",
      "../output/schema/json/unresolved/demographic.json successfully saved\n",
      "../output/schema/json/unresolved/project.json successfully saved\n",
      "../output/schema/json/unresolved/serum_marker_assay.json successfully saved\n",
      "../output/schema/json/unresolved/alignment_workflow.json successfully saved\n",
      "../output/schema/json/unresolved/lipidomics_assay.json successfully saved\n",
      "../output/schema/json/unresolved/metabolomics_file.json successfully saved\n",
      "../output/schema/json/unresolved/acknowledgement.json successfully saved\n",
      "../output/schema/json/unresolved/medical_history.json successfully saved\n",
      "../output/schema/json/unresolved/_definitions.json successfully saved\n",
      "../output/schema/json/unresolved/_settings.json successfully saved\n",
      "../output/schema/json/unresolved/blood_pressure_test.json successfully saved\n",
      "../output/schema/json/unresolved/genomics_assay.json successfully saved\n",
      "../output/schema/json/unresolved/variant_file.json successfully saved\n",
      "../output/schema/json/unresolved/program.json successfully saved\n",
      "../output/schema/json/unresolved/lipidomics_mapping.json successfully saved\n",
      "../output/schema/json/unresolved/serum_marker_file.json successfully saved\n",
      "../output/schema/json/unresolved/proteomics_assay.json successfully saved\n",
      "../output/schema/json/unresolved/sample.json successfully saved\n",
      "../output/schema/json/unresolved/unaligned_reads_file.json successfully saved\n",
      "../output/schema/json/unresolved/_terms.json successfully saved\n",
      "../output/schema/json/unresolved/aligned_reads_index_file.json successfully saved\n",
      "../output/schema/json/unresolved/variant_workflow.json successfully saved\n",
      "../output/schema/json/unresolved/proteomics_file.json successfully saved\n",
      "../output/schema/json/unresolved/exposure.json successfully saved\n",
      "../output/schema/json/unresolved/metabolomics_assay.json successfully saved\n",
      "../output/schema/json/unresolved/lipidomics_file.json successfully saved\n",
      "../output/schema/json/unresolved/aligned_reads_file.json successfully saved\n",
      "../output/schema/json/unresolved/lab_result.json successfully saved\n",
      "../output/schema/json/unresolved/medication.json successfully saved\n",
      "../output/schema/json/unresolved/publication.json successfully saved\n",
      "../output/schema/json/unresolved/subject.json successfully saved\n",
      "../output/schema/json/unresolved/core_metadata_collection.json successfully saved\n"
     ]
    }
   ],
   "source": [
    "# Refresh the gen3schemadev library\n",
    "import importlib\n",
    "import gen3schemadev\n",
    "importlib.reload(gen3schemadev)\n",
    "import os\n",
    "import shutil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# if this path exists, execute rmtree:\n",
    "output_dir = '../output/schema/json/unresolved'\n",
    "if os.path.exists(output_dir):\n",
    "    shutil.rmtree(output_dir, ignore_errors=True)\n",
    "os.makedirs(output_dir, exist_ok=True)\n",
    "\n",
    "# Initialize the SchemaValidator\n",
    "resolver = gen3schemadev.gen3validate.SchemaResolver(base_path=output_dir, bundle_json_path='../output/schema/json/schema_dev.json') #takes in a bundled json, The bundled json contains .yaml files as a key and then the contents as a value. But to maintain consistency, it resaves all the .yaml files as .json for further analysis.\n",
    "\n",
    "# Splitting jsons\n",
    "resolver.split_bundle_json(write_dir=output_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "unresolved directory has now been created after splitting bundled jsons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "vscode": {
     "languageId": "shellscript"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "schema_dev.json  \u001b[1m\u001b[36munresolved\u001b[m\u001b[m/\n"
     ]
    }
   ],
   "source": [
    "ls ../output/schema/json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "vscode": {
     "languageId": "shellscript"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_definitions.json              medical_history.json\n",
      "_settings.json                 medication.json\n",
      "_terms.json                    metabolomics_assay.json\n",
      "acknowledgement.json           metabolomics_file.json\n",
      "aligned_reads_file.json        program.json\n",
      "aligned_reads_index_file.json  project.json\n",
      "alignment_workflow.json        proteomics_assay.json\n",
      "blood_pressure_test.json       proteomics_file.json\n",
      "core_metadata_collection.json  publication.json\n",
      "demographic.json               sample.json\n",
      "exposure.json                  serum_marker_assay.json\n",
      "genomics_assay.json            serum_marker_file.json\n",
      "lab_result.json                subject.json\n",
      "lipidomics_assay.json          unaligned_reads_file.json\n",
      "lipidomics_file.json           variant_file.json\n",
      "lipidomics_mapping.json        variant_workflow.json\n"
     ]
    }
   ],
   "source": [
    "ls ../output/schema/json/unresolved"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../output/schema/json/unresolved/_definitions.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_terms.json successfully loaded\n",
      "../output/schema/json/unresolved/_definitions_[resolved].json successfully saved\n",
      "=== _definitions.json successfully resolved ===\n",
      "lipidomics_assay.json\n",
      "../output/schema/json/unresolved/lipidomics_assay.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/lipidomics_assay_[resolved].json successfully saved\n",
      "=== lipidomics_assay.json successfully resolved ===\n",
      "acknowledgement.json\n",
      "../output/schema/json/unresolved/acknowledgement.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/acknowledgement_[resolved].json successfully saved\n",
      "=== acknowledgement.json successfully resolved ===\n",
      "metabolomics_file.json\n",
      "../output/schema/json/unresolved/metabolomics_file.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/metabolomics_file_[resolved].json successfully saved\n",
      "=== metabolomics_file.json successfully resolved ===\n",
      "demographic.json\n",
      "../output/schema/json/unresolved/demographic.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/demographic_[resolved].json successfully saved\n",
      "=== demographic.json successfully resolved ===\n",
      "alignment_workflow.json\n",
      "../output/schema/json/unresolved/alignment_workflow.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/alignment_workflow_[resolved].json successfully saved\n",
      "=== alignment_workflow.json successfully resolved ===\n",
      "serum_marker_assay.json\n",
      "../output/schema/json/unresolved/serum_marker_assay.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/serum_marker_assay_[resolved].json successfully saved\n",
      "=== serum_marker_assay.json successfully resolved ===\n",
      "project.json\n",
      "../output/schema/json/unresolved/project.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/project_[resolved].json successfully saved\n",
      "=== project.json successfully resolved ===\n",
      "program.json\n",
      "../output/schema/json/unresolved/program.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/program_[resolved].json successfully saved\n",
      "=== program.json successfully resolved ===\n",
      "variant_file.json\n",
      "../output/schema/json/unresolved/variant_file.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/variant_file_[resolved].json successfully saved\n",
      "=== variant_file.json successfully resolved ===\n",
      "genomics_assay.json\n",
      "../output/schema/json/unresolved/genomics_assay.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/genomics_assay_[resolved].json successfully saved\n",
      "=== genomics_assay.json successfully resolved ===\n",
      "blood_pressure_test.json\n",
      "../output/schema/json/unresolved/blood_pressure_test.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/blood_pressure_test_[resolved].json successfully saved\n",
      "=== blood_pressure_test.json successfully resolved ===\n",
      "serum_marker_file.json\n",
      "../output/schema/json/unresolved/serum_marker_file.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/serum_marker_file_[resolved].json successfully saved\n",
      "=== serum_marker_file.json successfully resolved ===\n",
      "proteomics_assay.json\n",
      "../output/schema/json/unresolved/proteomics_assay.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/proteomics_assay_[resolved].json successfully saved\n",
      "=== proteomics_assay.json successfully resolved ===\n",
      "lipidomics_mapping.json\n",
      "../output/schema/json/unresolved/lipidomics_mapping.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/lipidomics_mapping_[resolved].json successfully saved\n",
      "=== lipidomics_mapping.json successfully resolved ===\n",
      "medical_history.json\n",
      "../output/schema/json/unresolved/medical_history.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/medical_history_[resolved].json successfully saved\n",
      "=== medical_history.json successfully resolved ===\n",
      "proteomics_file.json\n",
      "../output/schema/json/unresolved/proteomics_file.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/proteomics_file_[resolved].json successfully saved\n",
      "=== proteomics_file.json successfully resolved ===\n",
      "variant_workflow.json\n",
      "../output/schema/json/unresolved/variant_workflow.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/variant_workflow_[resolved].json successfully saved\n",
      "=== variant_workflow.json successfully resolved ===\n",
      "aligned_reads_index_file.json\n",
      "../output/schema/json/unresolved/aligned_reads_index_file.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/aligned_reads_index_file_[resolved].json successfully saved\n",
      "=== aligned_reads_index_file.json successfully resolved ===\n",
      "metabolomics_assay.json\n",
      "../output/schema/json/unresolved/metabolomics_assay.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/metabolomics_assay_[resolved].json successfully saved\n",
      "=== metabolomics_assay.json successfully resolved ===\n",
      "exposure.json\n",
      "../output/schema/json/unresolved/exposure.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/exposure_[resolved].json successfully saved\n",
      "=== exposure.json successfully resolved ===\n",
      "unaligned_reads_file.json\n",
      "../output/schema/json/unresolved/unaligned_reads_file.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/unaligned_reads_file_[resolved].json successfully saved\n",
      "=== unaligned_reads_file.json successfully resolved ===\n",
      "sample.json\n",
      "../output/schema/json/unresolved/sample.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/sample_[resolved].json successfully saved\n",
      "=== sample.json successfully resolved ===\n",
      "subject.json\n",
      "../output/schema/json/unresolved/subject.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/subject_[resolved].json successfully saved\n",
      "=== subject.json successfully resolved ===\n",
      "publication.json\n",
      "../output/schema/json/unresolved/publication.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/publication_[resolved].json successfully saved\n",
      "=== publication.json successfully resolved ===\n",
      "medication.json\n",
      "../output/schema/json/unresolved/medication.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/medication_[resolved].json successfully saved\n",
      "=== medication.json successfully resolved ===\n",
      "core_metadata_collection.json\n",
      "../output/schema/json/unresolved/core_metadata_collection.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/core_metadata_collection_[resolved].json successfully saved\n",
      "=== core_metadata_collection.json successfully resolved ===\n",
      "lipidomics_file.json\n",
      "../output/schema/json/unresolved/lipidomics_file.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/lipidomics_file_[resolved].json successfully saved\n",
      "=== lipidomics_file.json successfully resolved ===\n",
      "lab_result.json\n",
      "../output/schema/json/unresolved/lab_result.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/lab_result_[resolved].json successfully saved\n",
      "=== lab_result.json successfully resolved ===\n",
      "aligned_reads_file.json\n",
      "../output/schema/json/unresolved/aligned_reads_file.json successfully loaded\n",
      "Reference file: ../output/schema/json/unresolved/_definitions_[resolved].json successfully loaded\n",
      "../output/schema/json/unresolved/aligned_reads_file_[resolved].json successfully saved\n",
      "=== aligned_reads_file.json successfully resolved ===\n"
     ]
    }
   ],
   "source": [
    "# resolving definition file\n",
    "resolver.resolve_refs('_definitions.json', reference_fn='_terms.json') # you must make sure the reference file is in the same directory as the schema you want to resolve, resolve_refs is tailored to gen3 _definitions and _terms files\n",
    "\n",
    "# resolving other schemas based on the resolved definition file\n",
    "jsonfn = [fn for fn in os.listdir(output_dir) if not fn.startswith('_')] # excluding any filename starting with _\n",
    "refFn = '_definitions_[resolved].json' # this is the reference file\n",
    "for fn in jsonfn:\n",
    "    print(fn)\n",
    "    resolver.resolve_refs(fn, refFn)\n",
    "\n",
    "# moving resolved schemas\n",
    "target_dir = os.path.join(output_dir, '../resolved')\n",
    "os.makedirs(target_dir, exist_ok=True)\n",
    "resolver.move_resolved_schemas(target_dir=target_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "resolved json folder has now been created"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "vscode": {
     "languageId": "shellscript"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[36mresolved\u001b[m\u001b[m/        schema_dev.json  \u001b[1m\u001b[36munresolved\u001b[m\u001b[m/\n"
     ]
    }
   ],
   "source": [
    "ls ../output/schema/json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "vscode": {
     "languageId": "shellscript"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_definitions_[resolved].json\n",
      "acknowledgement_[resolved].json\n",
      "aligned_reads_file_[resolved].json\n",
      "aligned_reads_index_file_[resolved].json\n",
      "alignment_workflow_[resolved].json\n",
      "blood_pressure_test_[resolved].json\n",
      "core_metadata_collection_[resolved].json\n",
      "demographic_[resolved].json\n",
      "exposure_[resolved].json\n",
      "genomics_assay_[resolved].json\n",
      "lab_result_[resolved].json\n",
      "lipidomics_assay_[resolved].json\n",
      "lipidomics_file_[resolved].json\n",
      "lipidomics_mapping_[resolved].json\n",
      "medical_history_[resolved].json\n",
      "medication_[resolved].json\n",
      "metabolomics_assay_[resolved].json\n",
      "metabolomics_file_[resolved].json\n",
      "program_[resolved].json\n",
      "project_[resolved].json\n",
      "proteomics_assay_[resolved].json\n",
      "proteomics_file_[resolved].json\n",
      "publication_[resolved].json\n",
      "sample_[resolved].json\n",
      "serum_marker_assay_[resolved].json\n",
      "serum_marker_file_[resolved].json\n",
      "subject_[resolved].json\n",
      "unaligned_reads_file_[resolved].json\n",
      "variant_file_[resolved].json\n",
      "variant_workflow_[resolved].json\n"
     ]
    }
   ],
   "source": [
    "ls ../output/schema/json/resolved"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loading test data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is what the format of some example synthetic metadata looks like"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example data to validate\n",
    "data = [\n",
    "    {\n",
    "        \"baseline_age\": 44.551604483338444,\n",
    "        \"bmi_baseline\": 69.49984415734117,\n",
    "        \"education\": \"some high school\",\n",
    "        \"height_baseline\": 28.455180087075295,\n",
    "        \"height_measurement_type\": \"measured\",\n",
    "        \"month_birth\": 95,\n",
    "        \"sex\": \"unknown\",\n",
    "        \"subjects\": {\n",
    "            \"submitter_id\": \"subject_fa5accb2dd\"\n",
    "        },\n",
    "        \"submitter_id\": \"demographic_f1ef81262e\",\n",
    "        \"type\": \"demographic\",\n",
    "        \"weight_baseline\": 58.119230095521665,\n",
    "        \"weight_measurement_type\": \"self-reported\",\n",
    "        \"year_birth\": 91\n",
    "    },\n",
    "    {\n",
    "        \"baseline_age\": 38.35644611317575,\n",
    "        \"bmi_baseline\": 97.20516654488404,\n",
    "        \"education\": \"completed high school\",\n",
    "        \"height_baseline\": 16.176756789005243,\n",
    "        \"height_measurement_type\": \"self-reported\",\n",
    "        \"month_birth\": 71,\n",
    "        \"sex\": \"unknown\",\n",
    "        \"subjects\": {\n",
    "            \"submitter_id\": \"subject_bcb11209bb\"\n",
    "        },\n",
    "        \"submitter_id\": \"demographic_1b59b7bdca\",\n",
    "        \"type\": \"demographic\",\n",
    "        \"weight_baseline\": 15.800063976385903,\n",
    "        \"weight_measurement_type\": \"measured\",\n",
    "        \"year_birth\": 80\n",
    "    },\n",
    "    {\n",
    "        \"baseline_age\": 28.835599723618532,\n",
    "        \"bmi_baseline\": 16.806715829105013,\n",
    "        \"education\": \"some high school\",\n",
    "        \"height_baseline\": 35.59827856373142,\n",
    "        \"height_measurement_type\": \"measured\",\n",
    "        \"month_birth\": 64,\n",
    "        \"sex\": \"male\",\n",
    "        \"subjects\": {\n",
    "            \"submitter_id\": \"subject_3025f4b546\"\n",
    "        },\n",
    "        \"submitter_id\": \"demographic_777ad20bd9\",\n",
    "        \"type\": \"demographic\",\n",
    "        \"weight_baseline\": 27.296469629078345,\n",
    "        \"weight_measurement_type\": 'measured',\n",
    "        \"year_birth\": 36\n",
    "    }\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to get some errors, I'm going to use some of my own synthetic data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../output/schema/json/unresolved/../../../synthetic_data/raw_gen3schemadev/AusDiab/demographic.json successfully loaded\n"
     ]
    }
   ],
   "source": [
    "# loading some synthetic data\n",
    "data = resolver.read_json('../../../synthetic_data/raw_gen3schemadev/AusDiab/demographic.json')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Running the validator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../output/schema/json/resolved/demographic_[resolved].json successfully loaded\n",
      "=== Validating item 1 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 2 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 3 of 110 ===\n",
      "Invalid key: ['weight_measurement_type']\n",
      "Schema path: ['properties', 'weight_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 4 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 5 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 6 of 110 ===\n",
      "Invalid key: ['weight_measurement_type']\n",
      "Schema path: ['properties', 'weight_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 7 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 8 of 110 ===\n",
      "Invalid key: ['education']\n",
      "Schema path: ['properties', 'education', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "Validation error: None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "=== FAIL ===\n",
      "=== Validating item 9 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 10 of 110 ===\n",
      "Invalid key: ['weight_measurement_type']\n",
      "Schema path: ['properties', 'weight_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 11 of 110 ===\n",
      "Invalid key: ['education']\n",
      "Schema path: ['properties', 'education', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "Validation error: None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "=== FAIL ===\n",
      "=== Validating item 12 of 110 ===\n",
      "Invalid key: ['education']\n",
      "Schema path: ['properties', 'education', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "Validation error: None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "=== FAIL ===\n",
      "=== Validating item 13 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 14 of 110 ===\n",
      "Invalid key: ['education']\n",
      "Schema path: ['properties', 'education', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "Validation error: None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "=== FAIL ===\n",
      "=== Validating item 15 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 16 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 17 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 18 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 19 of 110 ===\n",
      "Invalid key: ['weight_measurement_type']\n",
      "Schema path: ['properties', 'weight_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 20 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 21 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 22 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 23 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 24 of 110 ===\n",
      "Invalid key: ['weight_measurement_type']\n",
      "Schema path: ['properties', 'weight_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 25 of 110 ===\n",
      "Invalid key: ['weight_measurement_type']\n",
      "Schema path: ['properties', 'weight_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 26 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 27 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 28 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 29 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 30 of 110 ===\n",
      "Invalid key: ['education']\n",
      "Schema path: ['properties', 'education', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "Validation error: None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "=== FAIL ===\n",
      "=== Validating item 31 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 32 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 33 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 34 of 110 ===\n",
      "Invalid key: ['education']\n",
      "Schema path: ['properties', 'education', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "Validation error: None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "=== FAIL ===\n",
      "=== Validating item 35 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 36 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 37 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 38 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 39 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 40 of 110 ===\n",
      "Invalid key: ['weight_measurement_type']\n",
      "Schema path: ['properties', 'weight_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 41 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 42 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 43 of 110 ===\n",
      "Invalid key: ['weight_measurement_type']\n",
      "Schema path: ['properties', 'weight_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 44 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 45 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 46 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 47 of 110 ===\n",
      "Invalid key: ['education']\n",
      "Schema path: ['properties', 'education', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "Validation error: None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "=== FAIL ===\n",
      "=== Validating item 48 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 49 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 50 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 51 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 52 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 53 of 110 ===\n",
      "Invalid key: ['education']\n",
      "Schema path: ['properties', 'education', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "Validation error: None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "=== FAIL ===\n",
      "=== Validating item 54 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 55 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 56 of 110 ===\n",
      "Invalid key: ['weight_measurement_type']\n",
      "Schema path: ['properties', 'weight_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 57 of 110 ===\n",
      "Invalid key: ['weight_measurement_type']\n",
      "Schema path: ['properties', 'weight_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 58 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 59 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 60 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 61 of 110 ===\n",
      "Invalid key: ['education']\n",
      "Schema path: ['properties', 'education', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "Validation error: None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "=== FAIL ===\n",
      "=== Validating item 62 of 110 ===\n",
      "Invalid key: ['education']\n",
      "Schema path: ['properties', 'education', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "Validation error: None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "=== FAIL ===\n",
      "=== Validating item 63 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 64 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 65 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 66 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 67 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 68 of 110 ===\n",
      "Invalid key: ['weight_measurement_type']\n",
      "Schema path: ['properties', 'weight_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 69 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 70 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 71 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 72 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 73 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 74 of 110 ===\n",
      "Invalid key: ['education']\n",
      "Schema path: ['properties', 'education', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "Validation error: None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "=== FAIL ===\n",
      "=== Validating item 75 of 110 ===\n",
      "Invalid key: ['education']\n",
      "Schema path: ['properties', 'education', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "Validation error: None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "=== FAIL ===\n",
      "=== Validating item 76 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 77 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 78 of 110 ===\n",
      "Invalid key: ['education']\n",
      "Schema path: ['properties', 'education', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "Validation error: None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "=== FAIL ===\n",
      "=== Validating item 79 of 110 ===\n",
      "Invalid key: ['weight_measurement_type']\n",
      "Schema path: ['properties', 'weight_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 80 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 81 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 82 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 83 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 84 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 85 of 110 ===\n",
      "Invalid key: ['education']\n",
      "Schema path: ['properties', 'education', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "Validation error: None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "=== FAIL ===\n",
      "=== Validating item 86 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 87 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 88 of 110 ===\n",
      "Invalid key: ['education']\n",
      "Schema path: ['properties', 'education', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "Validation error: None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "=== FAIL ===\n",
      "=== Validating item 89 of 110 ===\n",
      "Invalid key: ['education']\n",
      "Schema path: ['properties', 'education', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "Validation error: None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "=== FAIL ===\n",
      "=== Validating item 90 of 110 ===\n",
      "Invalid key: ['weight_measurement_type']\n",
      "Schema path: ['properties', 'weight_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 91 of 110 ===\n",
      "Invalid key: ['weight_measurement_type']\n",
      "Schema path: ['properties', 'weight_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 92 of 110 ===\n",
      "Invalid key: ['education']\n",
      "Schema path: ['properties', 'education', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "Validation error: None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "=== FAIL ===\n",
      "=== Validating item 93 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 94 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 95 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 96 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 97 of 110 ===\n",
      "Invalid key: ['education']\n",
      "Schema path: ['properties', 'education', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "Validation error: None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "=== FAIL ===\n",
      "=== Validating item 98 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 99 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 100 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 101 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 102 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 103 of 110 ===\n",
      "Invalid key: ['height_measurement_type']\n",
      "Schema path: ['properties', 'height_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 104 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 105 of 110 ===\n",
      "Invalid key: ['education']\n",
      "Schema path: ['properties', 'education', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "Validation error: None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\n",
      "=== FAIL ===\n",
      "=== Validating item 106 of 110 ===\n",
      "Invalid key: ['weight_measurement_type']\n",
      "Schema path: ['properties', 'weight_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 107 of 110 ===\n",
      "Invalid key: ['weight_measurement_type']\n",
      "Schema path: ['properties', 'weight_measurement_type', 'enum']\n",
      "Validator: enum\n",
      "Validator value: ['self-reported', 'measured']\n",
      "Validation error: None is not one of ['self-reported', 'measured']\n",
      "=== FAIL ===\n",
      "=== Validating item 108 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 109 of 110 ===\n",
      "=== SUCCESS ===\n",
      "=== Validating item 110 of 110 ===\n",
      "=== SUCCESS ===\n"
     ]
    }
   ],
   "source": [
    "# Running validation\n",
    "validator = gen3schemadev.gen3validate.SchemaValidator(data=data, schema_fn='../output/schema/json/resolved/demographic_[resolved].json') # takes the data as a list of jsons, and the schema to validate against"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "=== VALIDATION RESULTS ===\n",
      "Total number of data objects: 110\n",
      "Number of successful validations: 46\n",
      "Number of failed validations: 64\n"
     ]
    }
   ],
   "source": [
    "# Printing summary\n",
    "validator.print_summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"3\": {\n",
      "        \"Invalid key\": [\n",
      "            \"weight_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"weight_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"6\": {\n",
      "        \"Invalid key\": [\n",
      "            \"weight_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"weight_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"8\": {\n",
      "        \"Invalid key\": [\n",
      "            \"education\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"education\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"primary school\",\n",
      "            \"some high school\",\n",
      "            \"completed high school\",\n",
      "            \"some university, other tertiary or TAFE education\",\n",
      "            \"completed university, other tertiary or TAFE education\",\n",
      "            \"not collected\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\"\n",
      "    },\n",
      "    \"9\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"10\": {\n",
      "        \"Invalid key\": [\n",
      "            \"weight_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"weight_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"11\": {\n",
      "        \"Invalid key\": [\n",
      "            \"education\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"education\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"primary school\",\n",
      "            \"some high school\",\n",
      "            \"completed high school\",\n",
      "            \"some university, other tertiary or TAFE education\",\n",
      "            \"completed university, other tertiary or TAFE education\",\n",
      "            \"not collected\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\"\n",
      "    },\n",
      "    \"12\": {\n",
      "        \"Invalid key\": [\n",
      "            \"education\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"education\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"primary school\",\n",
      "            \"some high school\",\n",
      "            \"completed high school\",\n",
      "            \"some university, other tertiary or TAFE education\",\n",
      "            \"completed university, other tertiary or TAFE education\",\n",
      "            \"not collected\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\"\n",
      "    },\n",
      "    \"13\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"14\": {\n",
      "        \"Invalid key\": [\n",
      "            \"education\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"education\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"primary school\",\n",
      "            \"some high school\",\n",
      "            \"completed high school\",\n",
      "            \"some university, other tertiary or TAFE education\",\n",
      "            \"completed university, other tertiary or TAFE education\",\n",
      "            \"not collected\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\"\n",
      "    },\n",
      "    \"15\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"16\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"19\": {\n",
      "        \"Invalid key\": [\n",
      "            \"weight_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"weight_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"22\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"24\": {\n",
      "        \"Invalid key\": [\n",
      "            \"weight_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"weight_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"25\": {\n",
      "        \"Invalid key\": [\n",
      "            \"weight_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"weight_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"26\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"29\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"30\": {\n",
      "        \"Invalid key\": [\n",
      "            \"education\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"education\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"primary school\",\n",
      "            \"some high school\",\n",
      "            \"completed high school\",\n",
      "            \"some university, other tertiary or TAFE education\",\n",
      "            \"completed university, other tertiary or TAFE education\",\n",
      "            \"not collected\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\"\n",
      "    },\n",
      "    \"31\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"34\": {\n",
      "        \"Invalid key\": [\n",
      "            \"education\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"education\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"primary school\",\n",
      "            \"some high school\",\n",
      "            \"completed high school\",\n",
      "            \"some university, other tertiary or TAFE education\",\n",
      "            \"completed university, other tertiary or TAFE education\",\n",
      "            \"not collected\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\"\n",
      "    },\n",
      "    \"35\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"36\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"39\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"40\": {\n",
      "        \"Invalid key\": [\n",
      "            \"weight_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"weight_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"43\": {\n",
      "        \"Invalid key\": [\n",
      "            \"weight_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"weight_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"44\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"47\": {\n",
      "        \"Invalid key\": [\n",
      "            \"education\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"education\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"primary school\",\n",
      "            \"some high school\",\n",
      "            \"completed high school\",\n",
      "            \"some university, other tertiary or TAFE education\",\n",
      "            \"completed university, other tertiary or TAFE education\",\n",
      "            \"not collected\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\"\n",
      "    },\n",
      "    \"48\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"49\": {\n",
      "        \"Invalid key\": [\n",
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      "        ],\n",
      "        \"Schema path\": [\n",
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      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"51\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
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      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"52\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"53\": {\n",
      "        \"Invalid key\": [\n",
      "            \"education\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"education\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"primary school\",\n",
      "            \"some high school\",\n",
      "            \"completed high school\",\n",
      "            \"some university, other tertiary or TAFE education\",\n",
      "            \"completed university, other tertiary or TAFE education\",\n",
      "            \"not collected\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\"\n",
      "    },\n",
      "    \"54\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"56\": {\n",
      "        \"Invalid key\": [\n",
      "            \"weight_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"weight_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"57\": {\n",
      "        \"Invalid key\": [\n",
      "            \"weight_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"weight_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"58\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"60\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"61\": {\n",
      "        \"Invalid key\": [\n",
      "            \"education\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"education\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
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      "            \"completed high school\",\n",
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      "            \"completed university, other tertiary or TAFE education\",\n",
      "            \"not collected\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\"\n",
      "    },\n",
      "    \"62\": {\n",
      "        \"Invalid key\": [\n",
      "            \"education\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"education\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"primary school\",\n",
      "            \"some high school\",\n",
      "            \"completed high school\",\n",
      "            \"some university, other tertiary or TAFE education\",\n",
      "            \"completed university, other tertiary or TAFE education\",\n",
      "            \"not collected\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\"\n",
      "    },\n",
      "    \"65\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"68\": {\n",
      "        \"Invalid key\": [\n",
      "            \"weight_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"weight_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"74\": {\n",
      "        \"Invalid key\": [\n",
      "            \"education\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"education\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"primary school\",\n",
      "            \"some high school\",\n",
      "            \"completed high school\",\n",
      "            \"some university, other tertiary or TAFE education\",\n",
      "            \"completed university, other tertiary or TAFE education\",\n",
      "            \"not collected\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\"\n",
      "    },\n",
      "    \"75\": {\n",
      "        \"Invalid key\": [\n",
      "            \"education\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"education\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"primary school\",\n",
      "            \"some high school\",\n",
      "            \"completed high school\",\n",
      "            \"some university, other tertiary or TAFE education\",\n",
      "            \"completed university, other tertiary or TAFE education\",\n",
      "            \"not collected\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\"\n",
      "    },\n",
      "    \"78\": {\n",
      "        \"Invalid key\": [\n",
      "            \"education\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"education\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"primary school\",\n",
      "            \"some high school\",\n",
      "            \"completed high school\",\n",
      "            \"some university, other tertiary or TAFE education\",\n",
      "            \"completed university, other tertiary or TAFE education\",\n",
      "            \"not collected\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\"\n",
      "    },\n",
      "    \"79\": {\n",
      "        \"Invalid key\": [\n",
      "            \"weight_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"weight_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"80\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"81\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"83\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"85\": {\n",
      "        \"Invalid key\": [\n",
      "            \"education\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"education\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"primary school\",\n",
      "            \"some high school\",\n",
      "            \"completed high school\",\n",
      "            \"some university, other tertiary or TAFE education\",\n",
      "            \"completed university, other tertiary or TAFE education\",\n",
      "            \"not collected\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\"\n",
      "    },\n",
      "    \"86\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"88\": {\n",
      "        \"Invalid key\": [\n",
      "            \"education\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"education\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"primary school\",\n",
      "            \"some high school\",\n",
      "            \"completed high school\",\n",
      "            \"some university, other tertiary or TAFE education\",\n",
      "            \"completed university, other tertiary or TAFE education\",\n",
      "            \"not collected\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\"\n",
      "    },\n",
      "    \"89\": {\n",
      "        \"Invalid key\": [\n",
      "            \"education\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"education\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"primary school\",\n",
      "            \"some high school\",\n",
      "            \"completed high school\",\n",
      "            \"some university, other tertiary or TAFE education\",\n",
      "            \"completed university, other tertiary or TAFE education\",\n",
      "            \"not collected\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\"\n",
      "    },\n",
      "    \"90\": {\n",
      "        \"Invalid key\": [\n",
      "            \"weight_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"weight_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"91\": {\n",
      "        \"Invalid key\": [\n",
      "            \"weight_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"weight_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"92\": {\n",
      "        \"Invalid key\": [\n",
      "            \"education\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"education\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"primary school\",\n",
      "            \"some high school\",\n",
      "            \"completed high school\",\n",
      "            \"some university, other tertiary or TAFE education\",\n",
      "            \"completed university, other tertiary or TAFE education\",\n",
      "            \"not collected\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\"\n",
      "    },\n",
      "    \"94\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"95\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"97\": {\n",
      "        \"Invalid key\": [\n",
      "            \"education\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"education\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"primary school\",\n",
      "            \"some high school\",\n",
      "            \"completed high school\",\n",
      "            \"some university, other tertiary or TAFE education\",\n",
      "            \"completed university, other tertiary or TAFE education\",\n",
      "            \"not collected\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\"\n",
      "    },\n",
      "    \"99\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
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      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"102\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
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      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"103\": {\n",
      "        \"Invalid key\": [\n",
      "            \"height_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"height_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"105\": {\n",
      "        \"Invalid key\": [\n",
      "            \"education\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"education\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"primary school\",\n",
      "            \"some high school\",\n",
      "            \"completed high school\",\n",
      "            \"some university, other tertiary or TAFE education\",\n",
      "            \"completed university, other tertiary or TAFE education\",\n",
      "            \"not collected\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['primary school', 'some high school', 'completed high school', 'some university, other tertiary or TAFE education', 'completed university, other tertiary or TAFE education', 'not collected']\"\n",
      "    },\n",
      "    \"106\": {\n",
      "        \"Invalid key\": [\n",
      "            \"weight_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"weight_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    },\n",
      "    \"107\": {\n",
      "        \"Invalid key\": [\n",
      "            \"weight_measurement_type\"\n",
      "        ],\n",
      "        \"Schema path\": [\n",
      "            \"properties\",\n",
      "            \"weight_measurement_type\",\n",
      "            \"enum\"\n",
      "        ],\n",
      "        \"Validator\": \"enum\",\n",
      "        \"Validator value\": [\n",
      "            \"self-reported\",\n",
      "            \"measured\"\n",
      "        ],\n",
      "        \"Validation error\": \"None is not one of ['self-reported', 'measured']\"\n",
      "    }\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "# Printing error messages\n",
    "validator.print_errors()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# graphing summary of error keys\n",
    "validator.plot_invalid_keys()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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