def create_department_topic_matrix(self):
"""populate a dictionary of departments with topics (and weights) that best describe them"""
doc_topic = self.model.transform(self.tf) # document-topic matrix
depts = {}
doc_titles = KeystractExtractor.get_doc_titles()
dept_names = departments.get_departments()
# associate documents with departments
for i, row in enumerate(doc_topic):
row = list(row)
max_tup = (row.index(max(row)), max(row))
for dept in dept_names:
if doc_titles[i] in dept_names[dept]:
if dept not in depts:
depts[dept] = [max_tup]
else:
depts[dept].append(max_tup)
for d in depts:
topics = list(set([n for n, _ in depts[d]]))
new_topics = [(t, sum(n for i, n in depts[d] if i == t))
for t in topics]
new_val = [0] * NUM_TOPICS
for i, _ in enumerate(new_val):
for j in new_topics:
if j[0] == i:
new_val[i] = j[1]
new_val.insert(0, d)
depts[d] = new_val
for val in list(depts.values()):
# for now, prints to console. should export as xlsx file.
print('\t'.join([str(v) for v in val]))
def __init__(self, **kwargs):
if 'data' in kwargs:
data = kwargs['data']
else:
raise ValueError('no data provided')
self.contact_id = int(data['contact_id']);
self.name = data['membership_name']
deps = get_departments()
if self.name in deps:
self.department = deps[self.name]
else:
sys.stderr.write('Unknown department: ' + self.name + "\n")
self.department = None
if data['status_id'] == 2:
self.active = True
else:
self.active = False
import categories
from database import Database
if __name__ == '__main__':
with Database('courses.db') as db:
db.drop_and_create_raw_course_data_table()
courses = set()
for i in range(7):
for j in range(14):
print((i + 1, j + 1))
data = catalogs.get_courses_of_week(i + 1, j + 1)
parsed_data = catalogs.parse(data)
courses.update(parsed_data)
departs = departments.get_departments()
for college in departs.values():
for department in college:
print(department)
data = catalogs.get_courses_of_departments(department[0])
parsed_data = catalogs.parse(data)
courses.update(parsed_data)
cats = categories.get_categories()
for programs in cats.values():
for program in programs:
print(program)
data = catalogs.get_courses_of_programs(program[0])
parsed_data = catalogs.parse(data)
courses.update(parsed_data)
# -*- coding: utf-8 -*-
#
# Pirate Party Switzerland membership management script
# Created by Stefan Thoeni at 2015-12-5
#
# Assign member ids to new members
#
import sys
import os
from departments import get_departments
def get_number(dep):
return dep.number
deps = get_departments()
sys.stdout.write('department,1.0\n')
sys.stdout.write('id,parent,name\n')
depnums = list()
for dep in sorted(deps.values(), key=get_number):
if not dep.number in depnums:
sys.stdout.write(str(dep.number) + ",")
if dep.parent == None:
sys.stdout.write("None,")
else:
sys.stdout.write(str(deps[dep.parent].fullname) + ",")
sys.stdout.write(dep.fullname + "\n")
depnums.append(dep.number)