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337 lines
16 KiB
Python
337 lines
16 KiB
Python
#!/usr/bin/env python3
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import csv
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import logging
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import os
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import re
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import warnings
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from lxml import etree as ET
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from itertools import groupby
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from operator import attrgetter
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from typing import List
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from collections.abc import MutableMapping, Sequence
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import click
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import pandas as pd
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from tqdm import tqdm
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from .lib import sorted_groupby, TagGroup, ns, flatten
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logger = logging.getLogger('mods4pandas')
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def mods_to_dict(mods, raise_errors=True):
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"""Convert MODS metadata to a nested dictionary"""
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# The approach taken here is to handle each element explicitly. This also means that ignored elements are ignored
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# explicitly.
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value = {}
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# Iterate through each group of tags
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for tag, group in sorted_groupby(mods, key=attrgetter('tag')):
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group = list(group)
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if tag == '{http://www.loc.gov/mods/v3}location':
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def only_current_location(location):
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return location.get('type') != 'former'
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value['location'] = TagGroup(tag, group) \
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.filter(only_current_location) \
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.has_attributes([{}, {'type': 'current'}]) \
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.is_singleton().descend(raise_errors)
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elif tag == '{http://www.loc.gov/mods/v3}physicalLocation':
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def no_display_label(physical_location):
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return physical_location.get('displayLabel') is None
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value['physicalLocation'] = TagGroup(tag, group).filter(no_display_label).text()
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elif tag == '{http://www.loc.gov/mods/v3}shelfLocator':
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# This element should not be repeated according to MODS-AP 2.3.1, however a few of the files contain
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# a second element with empty text and a "displayLabel" attribute set.
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def no_display_label(shelf_locator):
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return shelf_locator.get('displayLabel') is None
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value['shelfLocator'] = TagGroup(tag, group) \
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.filter(no_display_label) \
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.force_singleton() \
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.has_no_attributes() \
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.text()
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elif tag == '{http://www.loc.gov/mods/v3}originInfo':
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def has_event_type(origin_info):
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# According to MODS-AP 2.3.1, every originInfo should have its eventType set. However, some
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# are empty and not fixable.
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return origin_info.attrib.get('eventType') is not None
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tag_group = TagGroup(tag, group).fix_event_type().filter(has_event_type, warn="has no eventType")
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for event_type, grouped_group in sorted_groupby(tag_group.group, key=lambda g: g.attrib['eventType']):
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for n, e in enumerate(grouped_group):
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value['originInfo-{}{}'.format(event_type, n)] = mods_to_dict(e, raise_errors)
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elif tag == '{http://www.loc.gov/mods/v3}place':
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value['place'] = TagGroup(tag, group).force_singleton(warn=False).has_no_attributes().descend(raise_errors)
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elif tag == '{http://www.loc.gov/mods/v3}placeTerm':
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value['placeTerm'] = TagGroup(tag, group).is_singleton().has_attributes({'type': 'text'}).text()
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elif tag == '{http://www.loc.gov/mods/v3}dateIssued':
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value['dateIssued'] = TagGroup(tag, group) \
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.fix_date() \
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.sort(key=lambda d: d.attrib.get('keyDate') == 'yes', reverse=True) \
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.ignore_attributes() \
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.force_singleton() \
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.text()
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elif tag == '{http://www.loc.gov/mods/v3}dateCreated':
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value['dateCreated'] = TagGroup(tag, group) \
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.fix_date() \
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.sort(key=lambda d: d.attrib.get('keyDate') == 'yes', reverse=True) \
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.ignore_attributes() \
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.force_singleton() \
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.text()
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elif tag == '{http://www.loc.gov/mods/v3}dateCaptured':
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value['dateCaptured'] = TagGroup(tag, group).fix_date().ignore_attributes().is_singleton().text()
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elif tag == '{http://www.loc.gov/mods/v3}dateOther':
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value['dateOther'] = TagGroup(tag, group).fix_date().ignore_attributes().is_singleton().text()
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elif tag == '{http://www.loc.gov/mods/v3}publisher':
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value['publisher'] = TagGroup(tag, group).force_singleton(warn=False).has_no_attributes().text()
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elif tag == '{http://www.loc.gov/mods/v3}edition':
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value['edition'] = TagGroup(tag, group).force_singleton().has_no_attributes().text()
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elif tag == '{http://www.loc.gov/mods/v3}classification':
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authorities = {e.attrib['authority'] for e in group}
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for authority in authorities:
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sub_group = [e for e in group if e.attrib.get('authority') == authority]
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value['classification-{}'.format(authority)] = TagGroup(tag, sub_group).text_set()
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elif tag == '{http://www.loc.gov/mods/v3}recordInfo':
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value['recordInfo'] = TagGroup(tag, group).is_singleton().has_no_attributes().descend(raise_errors)
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elif tag == '{http://www.loc.gov/mods/v3}recordIdentifier':
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value['recordIdentifier'] = TagGroup(tag, group).is_singleton().has_attributes({'source': 'gbv-ppn'}).text()
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elif tag == '{http://www.loc.gov/mods/v3}identifier':
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for e in group:
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if len(e.attrib) != 1:
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raise ValueError('Unknown attributes for identifier {}'.format(e.attrib))
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value['identifier-{}'.format(e.attrib['type'])] = e.text
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elif tag == '{http://www.loc.gov/mods/v3}titleInfo':
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def only_standard_title(title_info):
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return title_info.attrib.get('type') is None
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value['titleInfo'] = TagGroup(tag, group) \
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.filter(only_standard_title) \
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.is_singleton().has_no_attributes().descend(raise_errors)
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elif tag == '{http://www.loc.gov/mods/v3}title':
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value['title'] = TagGroup(tag, group).is_singleton().has_no_attributes().text()
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elif tag == '{http://www.loc.gov/mods/v3}partName':
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value['partName'] = TagGroup(tag, group).is_singleton().has_no_attributes().text()
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elif tag == '{http://www.loc.gov/mods/v3}subTitle':
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value['subTitle'] = TagGroup(tag, group).force_singleton().has_no_attributes().text()
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elif tag == '{http://www.loc.gov/mods/v3}note':
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# This could be useful if distinguished by type attribute.
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pass
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elif tag == '{http://www.loc.gov/mods/v3}part':
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pass
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elif tag == '{http://www.loc.gov/mods/v3}abstract':
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value['abstract'] = TagGroup(tag, group).has_no_attributes().text()
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elif tag == '{http://www.loc.gov/mods/v3}subject':
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authorities = {e.attrib.get('authority') for e in group}
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for authority in authorities:
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k = 'subject-{}'.format(authority) if authority is not None else 'subject'
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sub_group = [e for e in group if e.attrib.get('authority') == authority]
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value[k] = TagGroup(tag, sub_group).force_singleton().descend(raise_errors)
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elif tag == '{http://www.loc.gov/mods/v3}topic':
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TagGroup(tag, group).text_set()
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elif tag == '{http://www.loc.gov/mods/v3}cartographics':
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pass
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elif tag == '{http://www.loc.gov/mods/v3}geographic':
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TagGroup(tag, group).text_set()
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elif tag == '{http://www.loc.gov/mods/v3}temporal':
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TagGroup(tag, group).text_set()
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elif tag == '{http://www.loc.gov/mods/v3}genre':
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authorities = {e.attrib.get('authority') for e in group}
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for authority in authorities:
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k = 'genre-{}'.format(authority) if authority is not None else 'genre'
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value[k] = {e.text for e in group if e.attrib.get('authority') == authority}
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elif tag == '{http://www.loc.gov/mods/v3}language':
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value["language"] = TagGroup(tag, group) \
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.merge_sub_tags_to_set()
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elif tag == '{http://www.loc.gov/mods/v3}languageTerm':
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value['languageTerm'] = TagGroup(tag, group) \
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.has_attributes({'authority': 'iso639-2b', 'type': 'code'}) \
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.text_set()
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elif tag == '{http://www.loc.gov/mods/v3}scriptTerm':
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value['scriptTerm'] = TagGroup(tag, group) \
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.fix_script_term() \
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.has_attributes({'authority': 'iso15924', 'type': 'code'}) \
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.text_set()
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elif tag == '{http://www.loc.gov/mods/v3}relatedItem':
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pass
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elif tag == '{http://www.loc.gov/mods/v3}name':
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for n, e in enumerate(group):
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value['name{}'.format(n)] = mods_to_dict(e, raise_errors)
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elif tag == '{http://www.loc.gov/mods/v3}role':
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value["role"] = TagGroup(tag, group) \
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.has_no_attributes() \
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.merge_sub_tags_to_set()
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elif tag == '{http://www.loc.gov/mods/v3}roleTerm':
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value['roleTerm'] = TagGroup(tag, group) \
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.has_attributes({'authority': 'marcrelator', 'type': 'code'}) \
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.text_set()
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elif tag == '{http://www.loc.gov/mods/v3}namePart':
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for e in group:
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if not e.attrib.get('type'):
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value['namePart'] = e.text
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else:
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value['namePart-{}'.format(e.attrib['type'])] = e.text
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elif tag == '{http://www.loc.gov/mods/v3}nameIdentifier':
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# TODO Use this (e.g. <mods:nameIdentifier type="ppn">106168096</mods:nameIdentifier>) or the
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# mods:name@valueURI to disambiguate
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pass
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elif tag == '{http://www.loc.gov/mods/v3}displayForm':
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value['displayForm'] = TagGroup(tag, group).is_singleton().has_no_attributes().text()
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elif tag == '{http://www.loc.gov/mods/v3}physicalDescription':
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pass
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elif tag == '{http://www.loc.gov/mods/v3}extension':
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pass
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elif tag == '{http://www.loc.gov/mods/v3}accessCondition':
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for e in group:
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if not e.attrib.get('type'):
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raise ValueError('Unknown attributes for accessCondition {}'.format(e.attrib))
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value['accessCondition-{}'.format(e.attrib['type'])] = e.text
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elif tag == '{http://www.loc.gov/mods/v3}typeOfResource':
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value['typeOfResource'] = TagGroup(tag, group).is_singleton().has_no_attributes().text()
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elif tag == '{http://www.loc.gov/mods/v3}mods':
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# XXX Ignore nested mods:mods for now (used in mods:subject)
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pass
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else:
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if raise_errors:
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raise ValueError('Unknown tag "{}"'.format(tag))
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else:
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pass
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return value
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def mets_to_dict(mets, raise_errors=True):
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"""Convert METS metadata to a nested dictionary"""
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# The approach taken here is to handle each element explicitly. This also means that ignored elements are ignored
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# explicitly.
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value = {}
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# Iterate through each group of tags
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for tag, group in sorted_groupby(mets, key=attrgetter('tag')):
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group = list(group)
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# XXX Namespaces seem to use a trailing / sometimes, sometimes not.
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# (e.g. {http://www.loc.gov/METS/} vs {http://www.loc.gov/METS})
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if tag == '{http://www.loc.gov/METS/}amdSec':
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pass # TODO
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elif tag == '{http://www.loc.gov/METS/}dmdSec':
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pass # TODO
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elif tag == '{http://www.loc.gov/METS/}metsHdr':
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pass # TODO
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elif tag == '{http://www.loc.gov/METS/}structLink':
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pass # TODO
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elif tag == '{http://www.loc.gov/METS/}structMap':
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pass # TODO
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elif tag == '{http://www.loc.gov/METS/}fileSec':
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value['fileSec'] = TagGroup(tag, group) \
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.is_singleton().descend(raise_errors)
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elif tag == '{http://www.loc.gov/METS/}fileGrp':
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for e in group:
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use = e.attrib.get('USE')
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if not use:
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raise ValueError('No USE attribute for fileGrp {}'.format(e))
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value[f'fileGrp-{use}-count'] = len(e)
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else:
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if raise_errors:
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print(value)
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raise ValueError('Unknown tag "{}"'.format(tag))
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else:
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pass
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return value
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@click.command()
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@click.argument('mets_files', type=click.Path(exists=True), required=True, nargs=-1)
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@click.option('--output', '-o', 'output_file', type=click.Path(), help='Output pickle file',
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default='mods_info_df.pkl', show_default=True)
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@click.option('--output-csv', type=click.Path(), help='Output CSV file')
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@click.option('--output-xlsx', type=click.Path(), help='Output Excel .xlsx file')
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def process(mets_files: List[str], output_file: str, output_csv: str, output_xlsx: str):
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"""
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A tool to convert the MODS metadata in INPUT to a pandas DataFrame.
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INPUT is assumed to be a METS document with MODS metadata. INPUT may optionally be a directory. The tool then reads
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all files in the directory.
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mods4pandas writes two output files: A pickled pandas DataFrame and a CSV file with all conversion warnings.
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"""
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# Extend file list if directories are given
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mets_files_real = []
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for m in mets_files:
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if os.path.isdir(m):
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logger.info('Scanning directory {}'.format(m))
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mets_files_real.extend(f.path for f in tqdm(os.scandir(m), leave=False)
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if f.is_file() and not f.name.startswith('.'))
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else:
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mets_files_real.append(m)
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# Process METS files
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with open(output_file + '.warnings.csv', 'w') as csvfile:
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csvwriter = csv.writer(csvfile)
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mods_info = []
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logger.info('Processing METS files')
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for mets_file in tqdm(mets_files_real, leave=False):
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try:
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root = ET.parse(mets_file).getroot()
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mets = root # XXX .find('mets:mets', ns) does not work here
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mods = root.find('mets:dmdSec//mods:mods', ns)
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with warnings.catch_warnings(record=True) as caught_warnings:
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warnings.simplefilter('always') # do NOT filter double occurrences
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# MODS
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d = flatten(mods_to_dict(mods, raise_errors=True))
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# METS
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d_mets = flatten(mets_to_dict(mets, raise_errors=True))
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for k, v in d_mets.items():
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d[f"mets_{k}"] = v
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# "meta"
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d['mets_file'] = mets_file
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mods_info.append(d)
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if caught_warnings:
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# PyCharm thinks caught_warnings is not Iterable:
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# noinspection PyTypeChecker
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for caught_warning in caught_warnings:
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csvwriter.writerow([mets_file, caught_warning.message])
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except Exception as e:
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logger.error('Exception in {}: {}'.format(mets_file, e))
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#import traceback; traceback.print_exc()
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# Convert the mods_info List[Dict] to a pandas DataFrame
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columns = []
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for m in mods_info:
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for c in m.keys():
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if c not in columns:
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columns.append(c)
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data = [[m.get(c) for c in columns] for m in mods_info]
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index = [m['recordInfo_recordIdentifier'] for m in mods_info] # PPN
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mods_info_df = pd.DataFrame(data=data, index=index, columns=columns)
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# Pickle the DataFrame
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logger.info('Writing DataFrame to {}'.format(output_file))
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mods_info_df.to_pickle(output_file)
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if output_csv:
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logger.info('Writing CSV to {}'.format(output_csv))
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mods_info_df.to_csv(output_csv)
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if output_xlsx:
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logger.info('Writing Excel .xlsx to {}'.format(output_xlsx))
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mods_info_df.to_excel(output_xlsx)
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def main():
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logging.basicConfig(level=logging.INFO)
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for prefix, uri in ns.items():
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ET.register_namespace(prefix, uri)
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process()
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if __name__ == '__main__':
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main()
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