initial import of material for public archive into git
We're creating a fresh archive because the history for our old chapter includes API keys, data files, and other material we can't share.
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177
code/data_processing/00_abstracts_to_tsv.py
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177
code/data_processing/00_abstracts_to_tsv.py
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from collections import Counter
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from datetime import datetime
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import json
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import argparse
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import csv
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import random
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random.seed(2017)
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def main():
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parser = argparse.ArgumentParser(description='Change a big ugly abstract file to a nice CSV')
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parser.add_argument('-i', help='Abstract file')
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parser.add_argument('-o', help='TSV output file')
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args = parser.parse_args()
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with open(args.i, 'r') as i:
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with open(args.o, 'w') as o:
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# Have to get the field names
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first_line = clean_abstract(json.loads(next(i)))
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fieldnames = first_line.keys()
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output = csv.DictWriter(o, fieldnames, delimiter='\t')
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output.writeheader()
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output.writerow(first_line)
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for line in i:
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output.writerow(clean_abstract(json.loads(line)))
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def clean_abstract(json_response):
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result = json_response['abstracts-retrieval-response']
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head = result['item']['bibrecord']['head']
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try:
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attributes = {
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'modal_country': get_country(head),
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'abstract' : get_abstract(result),
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'title' : get_title(result),
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'source_title': get_source_title(head),
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'language': result['language']['@xml:lang'],
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'first_ASJC_subject_area': get_subject(result, '$'),
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'first_ASJC_classification': get_subject(result, '@code'),
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'first_CPX_class': get_CPX_class(head, 'classification-description'),
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'date': to_date(result['coredata']['prism:coverDate']),
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'aggregation_type' : if_exists('prism:aggregationType',result['coredata'],else_val='NA'),
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'eid' : result['coredata']['eid'],
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'cited_by_count': result['coredata']['citedby-count'],
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'num_citations': get_citation_count(result)
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}
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except KeyError:
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raise
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except TypeError:
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# print(result)
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raise
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return attributes
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def get_citation_count(result):
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try:
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return result['item']['bibrecord']['tail']['bibliography']['@refcount']
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except TypeError:
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return None
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def get_title(result):
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try:
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return result['coredata']['dc:title']
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except KeyError:
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raise
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def get_source_title(head):
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try:
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return head['source']['sourcetitle']
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except KeyError:
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raise
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def get_abstract(result):
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try:
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abstract = result['coredata']['dc:description']
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abstract = abstract.replace('\n',' ')
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return abstract
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except KeyError:
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return None
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def get_auth_names(head):
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try:
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auth_info = [x['author'] for x in make_list(head['author-group'])]
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except KeyError:
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print(head)
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auth_names = []
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for auth_group in auth_info:
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for auth in make_list(auth_group):
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auth_names.append('{} {}'.format(
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auth['preferred-name']['ce:given-name'],
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auth['preferred-name']['ce:surname']))
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return auth_names
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def get_country(head):
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all_countries = get_aff_info(head, 'country')
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if all_countries:
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# Find the mode. If there's more than one, choose randomly
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modes = Counter
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s = set(all_countries)
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max_count = max([all_countries.count(x) for x in s])
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modes = [x for x in s if all_countries.count(x) == max_count]
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return random.choice(modes)
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def get_aff_info(head, affiliation_key):
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aff_info = []
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try:
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authors = make_list(head['author-group'])
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except KeyError:
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return None
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for x in authors:
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try:
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num_auth = len(make_list(x['author']))
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except KeyError:
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# Apparently there are things called "collaborations", which don't have affiliation info.
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# I'm just skipping them
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continue
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except TypeError:
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# And apparently "None" appears in the author list for no reason. :)
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continue
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try:
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curr_inst = x['affiliation'][affiliation_key]
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# Add one instance for each author from this institution
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aff_info += [curr_inst] * num_auth
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except KeyError:
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# If there isn't affiliation info for these authors, return empty str
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aff_info += [''] * num_auth
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return aff_info
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def get_keywords(head):
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cite_info = head['citation-info']
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try:
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keywords = [x for x in
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make_list(cite_info['author-keywords']['author-keyword'])]
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# When there's only one keyword, it's a string. Otherwise, we will
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# have a list of dictionaries
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if len(keywords) == 1:
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return keywords
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else:
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return [x['$'] for x in keywords]
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except KeyError:
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return None
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def get_subject(result, key):
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try:
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return [x[key] for x in make_list(result['subject-areas']['subject-area'])][0]
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except KeyError:
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print(result)
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raise
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def get_CPX_class(head, class_key):
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try:
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for x in head['enhancement']['classificationgroup']['classifications']:
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if x['@type'] == 'CPXCLASS':
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try:
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return [y[class_key] for y in make_list(x['classification'])][0]
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except (KeyError, TypeError):
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return None
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except KeyError:
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print(head['enhancement']['classificationgroup'])
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raise
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def to_date(date_string):
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return datetime.strptime(date_string, '%Y-%m-%d')
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def if_exists(key, dictionary, else_val = None):
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try:
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return dictionary[key]
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except KeyError:
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return else_val
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def make_list(list_or_dict):
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return list_or_dict if isinstance(list_or_dict, list) else [list_or_dict]
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if __name__ == '__main__':
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main()
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