Resume parser in Python : Parses pdf and docx resumes and classifies lines of the resume into various fields.
To run : $ python3 parser/src/demo/rule_based_parser.py
Python Environment Required to run: absl-py==0.8.1 apturl==0.5.2 asgiref==3.2.3 asn1crypto==0.24.0 astor==0.8.0 attrs==19.3.0 backcall==0.1.0 blis==0.4.1 Brlapi==0.6.6 cachetools==3.1.1 catalogue==0.0.8 certifi==2019.11.28 chardet==3.0.4 Click==7.0 command-not-found==0.3 configobj==5.0.6 configparser==4.0.2 cryptography==2.1.4 cupshelpers==1.0 cycler==0.10.0 cymem==2.0.3 decorator==4.4.1 defer==1.0.6 distro==1.4.0 distro-info===0.18ubuntu0.18.04.1 Django==3.0.1 django-crispy-forms==1.8.1 docx==0.2.4 docx2txt==0.8 en-core-web-md==2.2.5 en-core-web-sm==2.2.5 etelemetry==0.1.2 filelock==3.0.12 fitz==0.0.1.dev2 funcsigs==1.0.2 future==0.18.2 gast==0.3.2 google-auth==1.7.1 google-auth-oauthlib==0.4.1 google-pasta==0.1.8 grpcio==1.25.0 h5py==2.10.0 httplib2==0.14.0 idna==2.8 importlib-metadata==1.3.0 isodate==0.6.0 joblib==0.14.0 jsonschema==3.2.0 Keras==2.3.1 Keras-Applications==1.0.8 Keras-Preprocessing==1.1.0 keyring==10.6.0 keyrings.alt==3.0 kiwisolver==1.1.0 language-selector==0.1 launchpadlib==1.10.6 lazr.restfulclient==0.13.5 lazr.uri==1.0.3 louis==3.5.0 lxml==4.4.2 macaroonbakery==1.1.3 Mako==1.0.7 Markdown==3.1.1 MarkupSafe==1.0 matplotlib==3.1.2 mcpi==1.1.0 minecart==0.3.0 more-itertools==8.0.2 murmurhash==1.0.2 netifaces==0.10.4 networkx==2.4 neurdflib==5.0.1 nibabel==2.5.1 nipype==1.3.1 nltk==3.4.5 numpy==1.18.0 oauth==1.0.1 oauthlib==3.1.0 olefile==0.45.1 packaging==19.2 pandas==0.25.3 ParallelDots==3.2.13 pdfminer==20191125 pdfminer.six==20191110 pdfminer3k==1.3.1 pexpect==4.2.1 Pillow==6.2.1 plac==1.1.3 pluggy==0.13.1 ply==3.11 preshed==3.0.2 protobuf==3.11.1 prov==1.5.3 py==1.8.0 pyasn1==0.4.8 pyasn1-modules==0.2.7 pycairo==1.16.2 pycrypto==2.6.1 pycryptodome==3.9.4 pycups==1.9.73 pydot==1.4.1 pydotplus==2.0.2 Pygments==2.5.2 pygobject==3.26.1 pymacaroons==0.13.0 PyNaCl==1.1.2 pyparsing==2.4.5 PyPDF2==1.26.0 pyresparser==1.0.6 pyRFC3339==1.0 pyrsistent==0.15.6 pytest==5.3.2 python-apt==1.6.4 python-dateutil==2.8.1 python-debian==0.1.32 python-docx==0.8.10 pytz==2019.3 pyxdg==0.25 pyxnat==1.2.1.0.post3 PyYAML==5.2 rdflib==4.2.2 reportlab==3.4.0 requests==2.22.0 requests-oauthlib==1.3.0 requests-unixsocket==0.1.5 rsa==4.0 scikit-learn==0.22 scipy==1.3.3 SecretStorage==2.3.1 simplejson==3.17.0 six==1.13.0 sklearn==0.0 sortedcontainers==2.1.0 spacy==2.2.3 sqlparse==0.3.0 srsly==0.2.0 system-service==0.3 systemd-python==234 tabula-py==1.4.3 tb-nightly==1.14.0a20190301 tensorboard==2.0.2 tensorflow==2.0.0a0 tensorflow-estimator==2.0.1 termcolor==1.1.0 tf-estimator-nightly==1.14.0.dev2019030115 thinc==7.3.1 tqdm==4.41.0 traits==5.2.0 ubuntu-drivers-common==0.0.0 ufw==0.36 unattended-upgrades==0.1 urllib3==1.25.7 usb-creator==0.3.3 wadllib==1.3.2 wasabi==0.4.2 wcwidth==0.1.7 Werkzeug==0.16.0 wrapt==1.11.2 xkit==0.0.0 xlrd==1.2.0 zipp==0.6.0 zope.interface==4.3.2
parser/src/util/AllCompanies.txt : Contains names of all companies in india ( Manually add) (while adding try putting small length keywords of the company as bigger words often give poor similarity) parser/src/util/indianNames.txt : Contains all indian names parser/src/util/allColleges : Contains all keywords related to college names (which must be there in a college name) parser/src/util/skills.csv : Contains many skill keywords parser/src/util/allDegrees : contains all education degrees offered in india (not being used anywhere in the code though)
parser/dataset contains resumes. Currently using content of parser/dataset/samplecv for parsing and writing into a json file which can be found in demo folder after running the script given above.
parser/src/util/parser_rules.py is the main file which has all extraction functions and which use helper functions which are present in other files in the same folder.
parser/src/demo/rule_based_parser.py is the file to be run which creates a resume object by calling resume class in parser/src/parser_classes/rule_based_parser.py and calls parse member function of the resume class which further calls all extract functions from parser_rules.py.