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dataCiteExcelToXML.py
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dataCiteExcelToXML.py
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from lxml import etree as ET
import csv
import argparse
import pandas as pd
from datetime import datetime
parser = argparse.ArgumentParser()
parser.add_argument('-e', '--excel', help='Enter Excel filename to convert to CSV, including extension. Optional - if not provided, the script will ask for input. Example: sheets.xlsx')
parser.add_argument('-c', '--CSV', help="Enter filename for CSV to be created. Optional - if not provided, the script will ask for input. Example: C:\\Users\\User1\\Desktop\\export_dataframe.csv")
args = parser.parse_args()
if args.excel:
excelfile = args.excel
else:
excelfile = input('Enter Excel filename: ')
if args.CSV:
filename = args.CSV
else:
filename = input('Enter CSV filename: ')
# Create the pd.ExcelFile() object
xls = pd.ExcelFile(excelfile)
# Extract the sheet names from xls
sheetNamesList = xls.sheet_names
sheetNamesList.pop()
# Create an empty list: listings
listings = []
# Import the data
for sheetName in sheetNamesList:
df = pd.read_excel(xls, sheet_name=sheetName, na_values='n/a')
df = df.iloc[1:, :]
df.dropna(axis=0, how='all', thresh=None, subset=None, inplace=True)
df.dropna(axis=1, how='all', thresh=None, subset=None, inplace=True)
listings.append(df)
excelfile_edited = excelfile[:-5] # createlog
f = (open('log_'+excelfile_edited+'_'+datetime.now().strftime('%Y-%m-%d %H.%M.%S')+'.txt', 'a'))
# Concatenate the listings: listing_data
listing_data = pd.concat(listings, join='outer', ignore_index=True, sort=False)
listing_data.to_csv(filename, index=False, header=True, encoding='utf-8')
print('CSV of data created, saved as {}!'.format(filename), file=f)
print()
# Find all unique requests
request_list = []
with open(filename, encoding='utf-8') as nameFile:
datacite_elements = csv.DictReader(nameFile)
for element in datacite_elements:
request = element['JHED - Request#'].strip()
if request:
if request not in request_list:
request_list.append(request)
elif not request:
print('ERROR! Your workbook has a row with a blank identifier.', file=f)
total_requests = len(request_list)
print('{} DOI requests found: {}; generating {} XML documents.'.format(total_requests, request_list, total_requests), file=f)
print('', file=f)
for x in request_list: # for each request identifier in CSV
with open(filename, encoding='utf-8') as nameFile: # open CSV
datacite_elements = csv.DictReader(nameFile) # read each row as a dictonary
attr_qname = ET.QName('http://www.w3.org/2001/XMLSchema-instance', 'schemaLocation')
datacite = 'http://datacite.org/schema/kernel-4'
xsi = 'http://www.w3.org/2001/XMLSchema-instance'
nsmap = {None: datacite, 'xsi': xsi}
resource = ET.Element('resource', {attr_qname: "http://datacite.org/schema/kernel-4 http://schema.datacite.org/meta/kernel-4.2/metadata.xsd"}, nsmap=nsmap)
identifier = ET.SubElement(resource, 'identifier')
identifier.text = ''
identifier.set('identifierType', 'DOI')
name_loop = 0
subject_loop = 0
contributor_name_loop = 0
date_loop = 0
alternative_loop = 0
related_loop = 0
geo_locations_loop = 0
funding_loop = 0
geo_polygon = []
print('Creating XML document for request with identifier "{}".'.format(x), file=f)
for element in datacite_elements:
if x in element['JHED - Request#'].strip(): # for each row in CSV where request number is found, map associated element into XML
try:
creator_name = element['creatorName'].strip()
name_type = element['nameType'].strip()
if creator_name and name_type:
name_loop = name_loop + 1
if name_loop == 1:
creators = ET.SubElement(resource, 'creators')
creator = ET.SubElement(creators, 'creator')
creatorName = ET.SubElement(creator, 'creatorName')
creatorName.text = creator_name
creatorName.set('nameType', name_type)
else:
creator = ET.SubElement(creators, 'creator')
creatorName = ET.SubElement(creator, 'creatorName')
creatorName.text = creator_name
creatorName.set('nameType', name_type)
elif creator_name:
print('ERROR! name "{}" requires a nameType.'.format(creator_name), file=f)
elif name_type:
print('ERROR! nameType "{}" requires a name.'.format(name_type), file=f)
except:
pass
try:
name_identifier = element['nameIdentifier'].strip()
name_scheme_URI = element['nameIdentifierScheme'].strip()
if name_identifier and name_scheme_URI:
nameIdentifier = ET.SubElement(creator, 'nameIdentifier')
nameIdentifier.text = name_identifier
nameIdentifier.set('nameIdentifierScheme', name_scheme_URI)
elif name_identifier:
print('ERROR! nameIdentifier "{}" requires a nameIdentifierScheme.'.format(name_identifier), file=f)
elif name_scheme_URI:
print('ERROR! nameIdentifierScheme "{}" requires a nameIdentifier.'.format(name_scheme_URI), file=f)
except:
pass
try:
organization = element['Affiliation'].strip()
if organization:
affiliation = ET.SubElement(creator, 'affiliation')
affiliation.text = organization
except:
pass
try:
title_csv = element['title'].strip()
if title_csv:
titles = ET.SubElement(resource, 'titles')
title = ET.SubElement(titles, 'title')
title.text = title_csv
except:
pass
try:
publisher_csv = element['publisher'].strip()
if publisher_csv:
publisher = ET.SubElement(resource, 'publisher')
publisher.text = publisher_csv
except:
pass
try:
publication_year = element['publicationYear'].strip()
if publication_year:
publicationYear = ET.SubElement(resource, 'publicationYear')
publicationYear.text = publication_year
except:
pass
try:
subject_csv = element['subject'].strip()
if subject_csv:
subject_loop = subject_loop + 1
if subject_loop == 1:
subjects = ET.SubElement(resource, 'subjects')
subject = ET.SubElement(subjects, 'subject')
subject.text = subject_csv
else:
subject = ET.SubElement(subjects, 'subject')
subject.text = subject_csv
except:
pass
try:
subject_scheme_URI = element['subjectSchemeURI'].strip()
if subject_scheme_URI:
subject.set('schemeURI', subject_scheme_URI)
except:
pass
try:
subject_scheme = element['subjectScheme'].strip()
if subject_scheme:
subject.set('subjectScheme', subject_scheme)
except:
pass
try:
subject_value_URI = element['valueURI'].strip()
if subject_value_URI:
subject.set('valueURI', subject_value_URI)
except:
pass
try:
contributor_name = element['contributorName'].strip()
contributor_type = element['contributorType'].strip()
if contributor_name and contributor_type:
contributor_name_loop = contributor_name_loop + 1
if contributor_name_loop == 1:
contributors = ET.SubElement(resource, 'contributors')
contributor = ET.SubElement(contributors, 'contributor')
contributorName = ET.SubElement(contributor, 'contributorName')
contributorName.text = contributor_name
contributor.set('contributorType', contributor_type)
else:
contributor = ET.SubElement(contributors, 'contributor')
contributorName = ET.SubElement(contributor, 'contributorName')
contributorName.text = contributor_name
contributor.set('contributorType', contributor_type)
elif contributor_name:
print('ERROR! contributorName "{}" requires a contributorType.'.format(contributor_name), file=f)
elif contributor_type:
print('ERROR! contributorType "{}" requires a contributorName.'.format(contributor_type), file=f)
except:
pass
try:
contributor_name_type = element['contributorNameType'].strip()
if contributor_name_type:
contributorName.set('nameType', contributor_name_type)
except:
pass
try:
contributor_name_identifier = element['contributorNameIdentifier'].strip()
contributor_identifier_scheme = element['contributorIdentifierScheme'].strip()
if contributor_name_identifier and contributor_identifier_scheme:
contributorNameIdentifier = ET.SubElement(contributor, 'nameIdentifier')
contributorNameIdentifier.text = contributor_name_identifier
contributorNameIdentifier.set('nameIdentifierScheme', contributor_identifier_scheme)
elif contributor_name_identifier:
print('ERROR! contributorNameIdentifier "{}" requires a contributorIdentifierScheme.'.format(contributor_name_identifier), file=f)
elif contributor_identifier_scheme:
print('ERROR! contributorIdentifierScheme "{}" requires a contributorNameIdentifier.'.format(contributor_identifier_scheme), file=f)
except:
pass
try:
contributor_name_scheme_URI = element['contributorSchemeURI'].strip()
if contributor_name_scheme_URI:
contributorNameIdentifier.set('schemeURI', contributor_name_scheme_URI)
except:
pass
try:
contributor_affiliation = element['contributorAffiliation']
if contributor_affiliation:
affiliation = ET.SubElement(contributor, 'affiliation')
except:
pass
try:
date_csv = element['date'].strip()
date_type = element['dateType'].strip()
if date_csv and date_type:
date_loop = date_loop + 1
if date_loop == 1:
dates = ET.SubElement(resource, 'dates')
date = ET.SubElement(dates, 'date')
date.text = date_csv
date.set('dateType', date_type)
else:
date = ET.SubElement(dates, 'date')
date.text = date_csv
date.set('dateType', date_type)
elif date_csv:
print('ERROR! Date "{}" requires a dateType'.format(date_csv), file=f)
elif date_type:
print('ERROR! DateType "{}" requires a date'.format(date_type), file=f)
except:
pass
try:
language_csv = element['language'].strip()
if language_csv:
language = ET.SubElement(resource, 'language')
language.text = language_csv
except:
pass
try:
resource_type = element['resourceType'].strip()
resource_type_general = element['generalResourceType'].strip()
if resource_type and resource_type_general:
resourceType = ET.SubElement(resource, 'resourceType')
resourceType.text = resource_type
resourceType.set('resourceTypeGeneral', resource_type_general)
elif resource_type:
print('ERROR! resourceType "{}" requires a generalResourceType'.format(resource_type), file=f)
elif resource_type_general:
print('ERROR! resourceTypeGeneral "{}" requires a resouceType'.format(resource_type_general), file=f)
except:
pass
try:
alternative_identifier = element['alternativeIdentifier'].strip()
alternative_identifier_type = element['alternativeIdentifierType'].strip()
if alternative_identifier and alternative_identifier_type:
alternative_loop = alternative_loop + 1
if alternative_loop == 1:
alternativeIdentifiers = ET.SubElement(resource, 'alternativeIdentifiers')
alternativeIdentifier = ET.SubElement(alternativeIdentifiers, 'alternativeIdentifier')
alternativeIdentifier.text = alternative_identifier
alternativeIdentifier.set('alternativeIdentifierType', alternative_identifier_type)
else:
alternativeIdentifier = ET.SubElement(alternativeIdentifiers, 'alternativeIdentifier')
alternativeIdentifier.text = alternative_identifier
alternativeIdentifier.set('alternativeIdentifierType', alternative_identifier_type)
elif alternative_identifier:
print('ERROR! alternativeIdentifier "{}" requires an alternativeIdentifierType'.format(alternative_identifier), file=f)
elif alternative_identifier_type:
print('ERROR! alternativeIdentifierType "{}" requires an alternativeIdentifier'.format(alternative_identifier_type), file=f)
else:
pass
except:
pass
try:
related_identifier = element['relatedIdentifier'].strip()
related_identifier_type = element['relatedIdentifierType'].strip()
relation_type = element['relationType'].strip()
if related_identifier and related_identifier_type and relation_type:
related_loop = related_loop + 1
if related_loop == 1:
relatedIdentifiers = ET.SubElement(resource, 'relatedIdentifiers')
relatedIdentifier = ET.SubElement(relatedIdentifiers, 'relatedIdentifier')
relatedIdentifier.text = related_identifier
relatedIdentifier.set('relatedIdentifierType', related_identifier_type)
relatedIdentifier.set('relationType', relation_type)
else:
relatedIdentifier = ET.SubElement(relatedIdentifiers, 'relatedIdentifier')
relatedIdentifier.text = related_identifier
relatedIdentifier.set('relatedIdentifierType', related_identifier_type)
relatedIdentifier.set('relationType', relation_type)
elif related_identifier or (related_identifier and related_identifier_type) or (related_identifier and relation_type):
print('ERROR! relatedIdentifier "{}" requires a relatedIdentifierType and a relationType'.format(related_identifier), file=f)
elif related_identifier_type or (related_identifier_type and relation_type):
print('ERROR! relatedIdentifierType "{}" requires an relatedIdentifier and a relationType'.format(related_identifier_type), file=f)
elif relation_type:
print('ERROR! relationType "{}" requires an relatedIdentifier and a relatedIdentifierType'.format(relation_type), file=f)
else:
pass
except:
pass
try:
related_metadata_scheme = element['relatedMetadataScheme'].strip()
if related_metadata_scheme:
relatedIdentifier.set('relatedMetadataScheme', related_metadata_scheme)
except:
pass
try:
related_scheme_uri = element['relatedSchemeURI'].strip()
if related_scheme_uri:
relatedIdentifier.set('schemeURI', related_scheme_uri)
except:
pass
try:
related_scheme_type = element['relatedSchemeType'].strip()
if related_scheme_type:
relatedIdentifier.set('schemeType', related_scheme_type)
except:
pass
try:
size_csv = element['size'].strip()
if size_csv:
sizes = ET.SubElement(resource, 'sizes')
size = ET.SubElement(sizes, 'size')
size.text = size_csv
except:
pass
try:
format_csv = element['format'].strip()
if format_csv:
formats = ET.SubElement(resource, 'formats')
format = ET.SubElement(formats, 'format')
format.text = format_csv
except:
pass
try:
version_csv = element['version'].strip()
if version_csv:
version = ET.SubElement(resource, 'version')
version.text = version_csv
except:
pass
try:
rights_csv = element['rights'].strip()
if rights_csv:
rightsList = ET.SubElement(resource, 'rightsList')
rights = ET.SubElement(rightsList, 'rights')
rights.text = rights_csv
except:
pass
try:
rights_uri = element['rightsURI'].strip()
if rights_uri:
rights.set('rightsURI', rights_uri)
except:
pass
try:
description_csv = element['description'].strip()
description_type = element['descriptionType'].strip()
if description_csv and description_type:
descriptions = ET.SubElement(resource, 'descriptions')
description = ET.SubElement(descriptions, 'description')
description.set('descriptionType', description_type)
description.text = description_csv
elif description_csv:
print('ERROR! description "{}" requires a descriptionType.'.format(description_csv), file=f)
elif description_type:
print('ERROR! descriptionType "{}" requires a description.'.format(description_type), file=f)
except:
pass
geo_location_loop = 0
try:
geo_location_place = element['geoLocationPlace'].strip()
if geo_location_place:
geo_locations_loop = geo_locations_loop + 1
geo_location_loop = geo_location_loop + 1
if geo_locations_loop == 1:
geoLocations = ET.SubElement(resource, 'geoLocations')
geoLocation = ET.SubElement(geoLocations, 'geoLocation')
geoLocationPlace = ET.SubElement(geoLocation, 'geoLocationPlace')
geoLocationPlace.text = geo_location_place
elif geo_location_loop == 1:
geoLocation = ET.SubElement(geoLocations, 'geoLocation')
geoLocationPlace = ET.SubElement(geoLocation, 'geoLocationPlace')
geoLocationPlace.text = geo_location_place
else:
geoLocationPlace = ET.SubElement(geoLocation, 'geoLocationPlace')
geoLocationPlace.text = geo_location_place
except:
pass
try:
point_longitude = element['pointLongitude'].strip()
point_latitude = element['pointLatitude'].strip()
if point_longitude and point_latitude:
geo_locations_loop = geo_locations_loop + 1
geo_location_loop = geo_location_loop + 1
if geo_locations_loop == 1:
geoLocations = ET.SubElement(resource, 'geoLocations')
geoLocation = ET.SubElement(geoLocations, 'geoLocation')
geoLocationPoint = ET.SubElement(geoLocation, 'geoLocationPoint')
geoPointLongitude = ET.SubElement(geoLocationPoint, 'pointLongitude')
geoPointLatitude = ET.SubElement(geoLocationPoint, 'pointLatitude')
geoPointLongitude.text = point_longitude
geoPointLatitude.text = point_latitude
elif geo_location_loop == 1:
geoLocation = ET.SubElement(geoLocations, 'geoLocation')
geoLocationPoint = ET.SubElement(geoLocation, 'geoLocationPoint')
geoPointLongitude = ET.SubElement(geoLocationPoint, 'pointLongitude')
geoPointLatitude = ET.SubElement(geoLocationPoint, 'pointLatitude')
geoPointLongitude.text = point_longitude
geoPointLatitude.text = point_latitude
else:
geoLocationPoint = ET.SubElement(geoLocation, 'geoLocationPoint')
geoPointLongitude = ET.SubElement(geoLocationPoint, 'pointLongitude')
geoPointLatitude = ET.SubElement(geoLocationPoint, 'pointLatitude')
geoPointLongitude.text = point_longitude
geoPointLatitude.text = point_latitude
elif point_latitude or point_longitude:
print('ERROR! geoLocationPoint requires both pointLongitude and pointLatitude.', file=f)
except:
pass
try:
westbound_longitude = element['westBoundLongitude'].strip()
eastbound_longitude = element['eastBoundLongitude'].strip()
southbound_latitude = element['southBoundLatitude'].strip()
northbound_latitude = element['northBoundLatitude'].strip()
if westbound_longitude and eastbound_longitude and southbound_latitude and northbound_latitude:
geo_locations_loop = geo_locations_loop + 1
geo_location_loop = geo_location_loop + 1
if geo_locations_loop == 1:
geoLocations = ET.SubElement(resource, 'geoLocations')
geoLocation = ET.SubElement(geoLocations, 'geoLocation')
geoLocationBox = ET.SubElement(geoLocation, 'geoLocationBox')
westBoundLongitude = ET.SubElement(geoLocationBox, 'westBoundLongitude')
eastBoundLongitude = ET.SubElement(geoLocationBox, 'eastBoundLongitude')
southBoundLatitude = ET.SubElement(geoLocationBox, 'southBoundLatitude')
northBoundLatitude = ET.SubElement(geoLocationBox, 'northBoundLatitude')
westBoundLongitude.text = westbound_longitude
eastBoundLongitude.text = eastbound_longitude
southBoundLatitude.text = southbound_latitude
northBoundLatitude.text = northbound_latitude
elif geo_location_loop == 1:
geoLocation = ET.SubElement(geoLocations, 'geoLocation')
geoLocationBox = ET.SubElement(geoLocation, 'geoLocationBox')
westBoundLongitude = ET.SubElement(geoLocationBox, 'westBoundLongitude')
eastBoundLongitude = ET.SubElement(geoLocationBox, 'eastBoundLongitude')
southBoundLatitude = ET.SubElement(geoLocationBox, 'southBoundLatitude')
northBoundLatitude = ET.SubElement(geoLocationBox, 'northBoundLatitude')
westBoundLongitude.text = westbound_longitude
eastBoundLongitude.text = eastbound_longitude
southBoundLatitude.text = southbound_latitude
northBoundLatitude.text = northbound_latitude
else:
geoLocationBox = ET.SubElement(geoLocation, 'geoLocationBox')
westBoundLongitude = ET.SubElement(geoLocationBox, 'westBoundLongitude')
eastBoundLongitude = ET.SubElement(geoLocationBox, 'eastBoundLongitude')
southBoundLatitude = ET.SubElement(geoLocationBox, 'southBoundLatitude')
northBoundLatitude = ET.SubElement(geoLocationBox, 'northBoundLatitude')
westBoundLongitude.text = westbound_longitude
eastBoundLongitude.text = eastbound_longitude
southBoundLatitude.text = southbound_latitude
northBoundLatitude.text = northbound_latitude
elif westbound_longitude or eastbound_longitude or southbound_latitude or northbound_latitude:
print('ERROR! One or more points from your geobox is missing.', file=f)
except:
pass
try:
polygon_long = element['polyPointLongitude']
polygon_lat = element['polyPointLatitude']
geo_location_polygon = element['geoLocationPolygon'].strip()
if geo_location_polygon:
geo_locations_loop = geo_locations_loop + 1
geo_location_loop = geo_location_loop + 1
if geo_location_polygon not in geo_polygon and geo_locations_loop == 1:
geoLocations = ET.SubElement(resource, 'geoLocations')
geoLocation = ET.SubElement(geoLocations, 'geoLocation')
geoLocationPolygon = ET.SubElement(geoLocation, 'geoLocationPolygon')
polygonPoint = ET.SubElement(geoLocationPolygon, 'polygonPoint')
polyPointLongitude = ET.SubElement(polygonPoint, 'pointLongitude')
polyPointLatitude = ET.SubElement(polygonPoint, 'pointLatitude')
polyPointLongitude.text = polygon_long
polyPointLatitude.text = polygon_lat
geo_polygon.append(geo_location_polygon)
elif geo_location_polygon not in geo_polygon and geo_location_loop == 1:
geoLocation = ET.SubElement(geoLocations, 'geoLocation')
geoLocationPolygon = ET.SubElement(geoLocation, 'geoLocationPolygon')
polygonPoint = ET.SubElement(geoLocationPolygon, 'polygonPoint')
polyPointLongitude = ET.SubElement(polygonPoint, 'pointLongitude')
polyPointLatitude = ET.SubElement(polygonPoint, 'pointLatitude')
polyPointLongitude.text = polygon_long
polyPointLatitude.text = polygon_lat
geo_polygon.append(geo_location_polygon)
elif geo_location_polygon not in geo_polygon and geo_locations_loop != 1:
geoLocationPolygon = ET.SubElement(geoLocation, 'geoLocationPolygon')
polygonPoint = ET.SubElement(geoLocationPolygon, 'polygonPoint')
polyPointLongitude = ET.SubElement(polygonPoint, 'pointLongitude')
polyPointLatitude = ET.SubElement(polygonPoint, 'pointLatitude')
polyPointLongitude.text = polygon_long
polyPointLatitude.text = polygon_lat
geo_polygon.append(geo_location_polygon)
elif geo_location_polygon in geo_polygon and geo_locations_loop != 1:
polygonPoint = ET.SubElement(geoLocationPolygon, 'polygonPoint')
polyPointLongitude = ET.SubElement(polygonPoint, 'pointLongitude')
polyPointLatitude = ET.SubElement(polygonPoint, 'pointLatitude')
polyPointLongitude.text = polygon_long
polyPointLatitude.text = polygon_lat
else:
print('error!')
except:
pass
try:
funder_name = element['funderName'].strip()
if funder_name:
funding_loop = funding_loop + 1
if funding_loop == 1:
fundingReferences = ET.SubElement(resource, 'fundingReferences')
fundingReference = ET.SubElement(fundingReferences, 'fundingReference')
funderName = ET.SubElement(fundingReference, 'funderName')
funderName.text = funder_name
else:
fundingReference = ET.SubElement(fundingReferences, 'fundingReference')
funderName = ET.SubElement(fundingReference, 'funderName')
funderName.text = funder_name
except:
pass
try:
funder_identifier = element['funderIdentifier'].strip()
funder_identifier_type = element['funderIdentifierType'].strip()
if funder_identifier and funder_identifier_type:
funderIdentifier = ET.SubElement(fundingReference, 'funderIdentifier')
funderIdentifier.text = funder_identifier
funderIdentifier.set('funderIdentifierType', funder_identifier_type)
elif funder_identifier:
print('ERROR! funderIdentifier "{}" requires a funderIdentifierType.'.format(funder_identifier), file=f)
elif funder_identifier_type:
print('ERROR! funderIdentifierType "{}" requires a funderIdentifier.'.format(funder_identifier_type), file=f)
except:
pass
try:
award_number = element['awardNumber'].strip()
if award_number:
awardNumber = ET.SubElement(fundingReference, 'awardNumber')
awardNumber.text = award_number
except:
pass
try:
award_title = element['awardTitle'].strip()
if award_title:
awardTitle = ET.SubElement(fundingReference, 'awardTitle')
awardTitle.text = award_title
except:
pass
try:
award_uri = element['awardURI'].strip()
if award_uri:
awardNumber.set('awardURI', award_uri)
except:
pass
else:
pass
required_list = set(['titles', 'creators', 'publisher', 'publicationYear', 'resourceType'])
list_elements = set()
for child in resource.iter():
child = child.tag
list_elements.add(child)
missing_elements = required_list.difference(list_elements)
if missing_elements is not None:
for missing in missing_elements:
print(('"{}" is missing required element "{}".'.format(x, missing)), file=f)
tree = ET.ElementTree(resource)
xmlfile = 'dataCite_'+x+'.xml'
ET.tostring(tree, encoding='utf-8') # encodes characters properly
tree.write(open(xmlfile, 'wb')) # Creates XML document
print('XML document for ""{}" request created, saved as "{}".'.format(x, xmlfile), file=f)
print('', file=f)
f.close() # print log to terminal
name = f.name
log = open(name)
log = log.read()
print(log)
print('Script finished')