I am trying to process a lot resume in Python. An example of a resume may look like the below. Unfortunately, each resume may not use the same format. Is there a good way to do this besides using regex to extract certain fields from the resume (assuming I converted all of them into plain text) with python?
Name: Someone
Tel: xxx-xxxxxxx
Add: 123 Some Street
Email: [email protected]
Objective/Goal
To obtain a position in...
Education
2004 - 2006: University of XYZ
Work Experience
2006 - 2008: Programmer
Skills
Programming skills: Python, ..
Let's say I am only interested to extract a few fields in there, how can I get all the text between the field name and the next field? For example I just want to get the name and work experience field, it should return the following.
NameField = 'Someone'
WorkExpField = '2006 - 2008: Programmer...'
My "I'm going to try this, but too lazy to make pretty" approach for different format resumes. I'm willing to test it out on different resume formats. Additional advice/opinions welcome!
import string
class Resume():
def __init__(self,filename):
self.filepath = filename
self.load()
self.parse()
def load(self):
with open(self.filepath,'rb') as f:
self.content = f.read().splitlines()
def checkLine(self,word,value, content, line):
if word in content.lower():
value = self.addValue(value,line)
return value
def addValue(self,value,line):
value[line] = value.get(line,0) + 1
return value
def dict_List(self,dict_, content):
new = [(key,value) for key,value in dict_.items() if dict_[key] == max(dict_.values())]
return [(x[0],content[x[0]]) for x in sorted(new)]
def get_name(self):
names = []
for each in self.name:
if each[0] not in self.headings:
each = each[1].replace('Name',"")
if each[0] not in string.letters:
each = each[1:]
names.append(each.strip())
else:
index = self.headings[self.headings.index(each[0])+1]
names.append("\n".join(self.content[each[0]+1:index]))
if len(names) == 1:
return names[0]
else:
return names
def get_work(self):
experience = []
for each in self.work:
index = self.headings[self.headings.index(each[0])+1]
experience.append("\n".join(self.content[each[0]+1:index]))
if len(experience) == 1:
return experience[0]
else:
return epxerience
def parse(self):
name = dict()
work_experience = dict()
isHeading = dict()
for line_num in range(len(self.content)):
for checkName in ["name",":"]:
name.update(self.checkLine(checkName,name,self.content[line_num], line_num))
for checkWork in ["work","experience"]:
work_experience.update(self.checkLine(checkWork,work_experience, self.content[line_num],line_num))
if line_num != len(self.content) - 1:
if len(self.content[line_num + 1]) > len(self.content[line_num]):
isHeading.update(self.addValue(isHeading,line_num))
if line_num > 0:
if self.content[line_num - 1] == "":
isHeading.update(self.addValue(isHeading,line_num))
if len(self.content[line_num]) == len(self.content[line_num].lstrip()):
isHeading.update(self.addValue(isHeading,line_num))
if self.content[line_num] == "":
isHeading[line_num] = isHeading.get(line_num,0) - 1
self.name = self.dict_List(name, self.content)
self.work = self.dict_List(work_experience, self.content)
self.headings = self.dict_List(isHeading, self.content)
self.headings = [x[0] for x in self.headings]
if __name__ == "__main__":
resume = Resume(filename = 'sampleresume.txt')
print resume.get_name()
print resume.get_work()
Yields:
Someone
2006 - 2008: Programmer
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