Use PyCharm community Python Console as Django Shell.

community_to_shell.py

# Change the run script on `settings> Build Execution and Deployment > Console > Python Console` to
# hoping you have your settings at project/project/settings.py (if not, change accordingly;)
import os,sys,django;sys.path.extend([WORKING_DIR_AND_PYTHON_PATHS])
os.environ['DJANGO_SETTINGS_MODULE'] = WORKING_DIR_AND_PYTHON_PATHS.split('/')[-1]+'.settings'
print('Python {0} on {1} using {2} as settings'.format(sys.version, sys.platform, os.environ['DJANGO_SETTINGS_MODULE']))
django.setup()