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Add fix for normalizing DOIs

This commit is contained in:
2024-04-25 12:49:19 +03:00
parent 736948ed2c
commit 5be2195325
6 changed files with 91 additions and 1 deletions

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@ -395,3 +395,74 @@ def countries_match_regions(row, exclude):
row[region_column_name] = "||".join(missing_regions)
return row
def normalize_dois(field):
"""Normalize DOIs.
DOIs are meant to be globally unique identifiers. They are case insensitive,
but in order to compare them robustly they should be normalized to a common
format:
- strip leading and trailing whitespace
- lowercase all ASCII characters
- convert all variations to https://doi.org/10.xxxx/xxxx URI format
Return string with normalized DOI.
See: https://www.crossref.org/documentation/member-setup/constructing-your-dois/
"""
# Skip fields with missing values
if pd.isna(field):
return
# Try to split multi-value field on "||" separator
values = field.split("||")
# Initialize an empty list to hold the de-duplicated values
new_values = []
# Iterate over all values (most items will only have one DOI)
for value in values:
# Strip leading and trailing whitespace
new_value = value.strip()
new_value = new_value.lower()
# Convert to HTTPS
pattern = re.compile(r"^http://")
match = re.findall(pattern, new_value)
if match:
new_value = re.sub(pattern, "https://", new_value)
# Convert dx.doi.org to doi.org
pattern = re.compile(r"dx\.doi\.org")
match = re.findall(pattern, new_value)
if match:
new_value = re.sub(pattern, "doi.org", new_value)
# Replace values like doi: 10.11648/j.jps.20140201.14
pattern = re.compile(r"^doi: 10\.")
match = re.findall(pattern, new_value)
if match:
new_value = re.sub(pattern, "https://doi.org/10.", new_value)
# Replace values like 10.3390/foods12010115
pattern = re.compile(r"^10\.")
match = re.findall(pattern, new_value)
if match:
new_value = re.sub(pattern, "https://doi.org/10.", new_value)
if new_value != value:
print(f"{Fore.GREEN}Normalized DOI: {Fore.RESET}{value}")
new_values.append(new_value)
new_field = "||".join(new_values)
return new_field