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edx-platform/lms/djangoapps/instructor_analytics/basic.py
2014-09-16 18:43:48 +05:00

285 lines
12 KiB
Python

"""
Student and course analytics.
Serve miscellaneous course and student data
"""
from shoppingcart.models import PaidCourseRegistration, CouponRedemption, Invoice, RegistrationCodeRedemption
from django.contrib.auth.models import User
import xmodule.graders as xmgraders
from django.core.exceptions import ObjectDoesNotExist
STUDENT_FEATURES = ('id', 'username', 'first_name', 'last_name', 'is_staff', 'email')
PROFILE_FEATURES = ('name', 'language', 'location', 'year_of_birth', 'gender',
'level_of_education', 'mailing_address', 'goals')
ORDER_ITEM_FEATURES = ('list_price', 'unit_cost', 'order_id')
ORDER_FEATURES = ('purchase_time',)
SALE_FEATURES = ('total_amount', 'company_name', 'company_contact_name', 'company_contact_email', 'recipient_name',
'recipient_email', 'customer_reference_number', 'internal_reference')
AVAILABLE_FEATURES = STUDENT_FEATURES + PROFILE_FEATURES
COURSE_REGISTRATION_FEATURES = ('code', 'course_id', 'created_by', 'created_at')
COUPON_FEATURES = ('course_id', 'percentage_discount', 'description')
def sale_record_features(course_id, features):
"""
Return list of sales features as dictionaries.
sales_records(course_id, ['company_name, total_codes', total_amount])
would return [
{'company_name': 'group_A', 'total_codes': '1', total_amount:'total_amount1 in decimal'.}
{'company_name': 'group_B', 'total_codes': '2', total_amount:'total_amount2 in decimal'.}
{'company_name': 'group_C', 'total_codes': '3', total_amount:'total_amount3 in decimal'.}
]
"""
sales = Invoice.objects.filter(course_id=course_id)
def sale_records_info(sale, features):
""" convert sales records to dictionary """
sale_features = [x for x in SALE_FEATURES if x in features]
course_reg_features = [x for x in COURSE_REGISTRATION_FEATURES if x in features]
# Extracting sale information
sale_dict = dict((feature, getattr(sale, feature))
for feature in sale_features)
total_used_codes = RegistrationCodeRedemption.objects.filter(registration_code__in=sale.courseregistrationcode_set.all()).count()
sale_dict.update({"invoice_number": getattr(sale, 'id')})
sale_dict.update({"total_codes": sale.courseregistrationcode_set.all().count()})
sale_dict.update({'total_used_codes': total_used_codes})
codes = list()
for reg_code in sale.courseregistrationcode_set.all():
codes.append(reg_code.code)
# Extracting registration code information
obj_course_reg_code = sale.courseregistrationcode_set.all()[:1].get()
course_reg_dict = dict((feature, getattr(obj_course_reg_code, feature))
for feature in course_reg_features)
course_reg_dict['course_id'] = course_id.to_deprecated_string()
course_reg_dict.update({'codes': ", ".join(codes)})
sale_dict.update(dict(course_reg_dict.items()))
return sale_dict
return [sale_records_info(sale, features) for sale in sales]
def purchase_transactions(course_id, features):
"""
Return list of purchased transactions features as dictionaries.
purchase_transactions(course_id, ['username, email', unit_cost])
would return [
{'username': 'username1', 'email': 'email1', unit_cost:'cost1 in decimal'.}
{'username': 'username2', 'email': 'email2', unit_cost:'cost2 in decimal'.}
{'username': 'username3', 'email': 'email3', unit_cost:'cost3 in decimal'.}
]
"""
purchased_courses = PaidCourseRegistration.objects.filter(course_id=course_id, status='purchased').order_by('user')
def purchase_transactions_info(purchased_course, features):
""" convert purchase transactions to dictionary """
coupon_code_dict = dict()
student_features = [x for x in STUDENT_FEATURES if x in features]
order_features = [x for x in ORDER_FEATURES if x in features]
order_item_features = [x for x in ORDER_ITEM_FEATURES if x in features]
# Extracting user information
student_dict = dict((feature, getattr(purchased_course.user, feature))
for feature in student_features)
# Extracting Order information
order_dict = dict((feature, getattr(purchased_course.order, feature))
for feature in order_features)
# Extracting OrderItem information
order_item_dict = dict((feature, getattr(purchased_course, feature))
for feature in order_item_features)
order_item_dict.update({"orderitem_id": getattr(purchased_course, 'id')})
coupon_redemption = CouponRedemption.objects.select_related('coupon').filter(order_id=purchased_course.order_id)
if coupon_redemption:
# we format the coupon codes in comma separated way if there are more then one coupon against a order id.
coupon_codes = list()
for redemption in coupon_redemption:
coupon_codes.append(redemption.coupon.code)
coupon_code_dict = {'coupon_code': ", ".join(coupon_codes)}
else:
coupon_code_dict = {'coupon_code': 'None'}
student_dict.update(dict(order_dict.items() + order_item_dict.items() + coupon_code_dict.items()))
student_dict.update({'course_id': course_id.to_deprecated_string()})
return student_dict
return [purchase_transactions_info(purchased_course, features) for purchased_course in purchased_courses]
def enrolled_students_features(course_id, features):
"""
Return list of student features as dictionaries.
enrolled_students_features(course_id, ['username, first_name'])
would return [
{'username': 'username1', 'first_name': 'firstname1'}
{'username': 'username2', 'first_name': 'firstname2'}
{'username': 'username3', 'first_name': 'firstname3'}
]
"""
students = User.objects.filter(
courseenrollment__course_id=course_id,
courseenrollment__is_active=1,
).order_by('username').select_related('profile')
def extract_student(student, features):
""" convert student to dictionary """
student_features = [x for x in STUDENT_FEATURES if x in features]
profile_features = [x for x in PROFILE_FEATURES if x in features]
student_dict = dict((feature, getattr(student, feature))
for feature in student_features)
profile = student.profile
if profile is not None:
profile_dict = dict((feature, getattr(profile, feature))
for feature in profile_features)
student_dict.update(profile_dict)
return student_dict
return [extract_student(student, features) for student in students]
def coupon_codes_features(features, coupons_list):
"""
Return list of Coupon Codes as dictionaries.
coupon_codes_features
would return [
{'course_id': 'edX/Open_DemoX/edx_demo_course,, 'discount': '213' ..... }
{'course_id': 'edX/Open_DemoX/edx_demo_course,, 'discount': '234' ..... }
]
"""
def extract_coupon(coupon, features):
""" convert coupon_codes to dictionary
:param coupon_codes:
:param features:
"""
coupon_features = [x for x in COUPON_FEATURES if x in features]
coupon_dict = dict((feature, getattr(coupon, feature)) for feature in coupon_features)
coupon_dict['code_redeemed_count'] = coupon.couponredemption_set.all().count()
# we have to capture the redeemed_by value in the case of the downloading and spent registration
# codes csv. In the case of active and generated registration codes the redeemed_by value will be None.
# They have not been redeemed yet
coupon_dict['course_id'] = coupon_dict['course_id'].to_deprecated_string()
return coupon_dict
return [extract_coupon(coupon, features) for coupon in coupons_list]
def course_registration_features(features, registration_codes, csv_type):
"""
Return list of Course Registration Codes as dictionaries.
course_registration_features
would return [
{'code': 'code1', 'course_id': 'edX/Open_DemoX/edx_demo_course, ..... }
{'code': 'code2', 'course_id': 'edX/Open_DemoX/edx_demo_course, ..... }
]
"""
def extract_course_registration(registration_code, features, csv_type):
""" convert registration_code to dictionary
:param registration_code:
:param features:
:param csv_type:
"""
registration_features = [x for x in COURSE_REGISTRATION_FEATURES if x in features]
course_registration_dict = dict((feature, getattr(registration_code, feature)) for feature in registration_features)
course_registration_dict['company_name'] = None
if registration_code.invoice:
course_registration_dict['company_name'] = getattr(registration_code.invoice, 'company_name')
course_registration_dict['redeemed_by'] = None
if registration_code.invoice:
sale_invoice = Invoice.objects.get(id=registration_code.invoice_id)
course_registration_dict['invoice_id'] = sale_invoice.id
course_registration_dict['purchaser'] = sale_invoice.recipient_name
course_registration_dict['customer_reference_number'] = sale_invoice.customer_reference_number
course_registration_dict['internal_reference'] = sale_invoice.internal_reference
# we have to capture the redeemed_by value in the case of the downloading and spent registration
# codes csv. In the case of active and generated registration codes the redeemed_by value will be None.
# They have not been redeemed yet
if csv_type is not None:
try:
redeemed_by = getattr(registration_code.registrationcoderedemption_set.get(registration_code=registration_code), 'redeemed_by')
course_registration_dict['redeemed_by'] = getattr(redeemed_by, 'email')
except ObjectDoesNotExist:
pass
course_registration_dict['course_id'] = course_registration_dict['course_id'].to_deprecated_string()
return course_registration_dict
return [extract_course_registration(code, features, csv_type) for code in registration_codes]
def dump_grading_context(course):
"""
Render information about course grading context
(e.g. which problems are graded in what assignments)
Useful for debugging grading_policy.json and policy.json
Returns HTML string
"""
hbar = "{}\n".format("-" * 77)
msg = hbar
msg += "Course grader:\n"
msg += '%s\n' % course.grader.__class__
graders = {}
if isinstance(course.grader, xmgraders.WeightedSubsectionsGrader):
msg += '\n'
msg += "Graded sections:\n"
for subgrader, category, weight in course.grader.sections:
msg += " subgrader=%s, type=%s, category=%s, weight=%s\n"\
% (subgrader.__class__, subgrader.type, category, weight)
subgrader.index = 1
graders[subgrader.type] = subgrader
msg += hbar
msg += "Listing grading context for course %s\n" % course.id.to_deprecated_string()
gcontext = course.grading_context
msg += "graded sections:\n"
msg += '%s\n' % gcontext['graded_sections'].keys()
for (gsomething, gsvals) in gcontext['graded_sections'].items():
msg += "--> Section %s:\n" % (gsomething)
for sec in gsvals:
sdesc = sec['section_descriptor']
frmat = getattr(sdesc, 'format', None)
aname = ''
if frmat in graders:
gform = graders[frmat]
aname = '%s %02d' % (gform.short_label, gform.index)
gform.index += 1
elif sdesc.display_name in graders:
gform = graders[sdesc.display_name]
aname = '%s' % gform.short_label
notes = ''
if getattr(sdesc, 'score_by_attempt', False):
notes = ', score by attempt!'
msg += " %s (format=%s, Assignment=%s%s)\n"\
% (sdesc.display_name, frmat, aname, notes)
msg += "all descriptors:\n"
msg += "length=%d\n" % len(gcontext['all_descriptors'])
msg = '<pre>%s</pre>' % msg.replace('<', '&lt;')
return msg