# Script: demo_recommendation
# ---------------------------
# script to demonstrate the recommendation capabilities
# of SpotOn class
import json
from SpotOn import SpotOn
from util import *
import numpy as np
if __name__ == "__main__":
print_header ("RECOMMENDATION DEMO")
#=====[ Step 1: construct/load SpotOn object ]=====
so = SpotOn ()
so.load ()
#=====[ Step 2: get user, activities ]=====
all_activities = json.load (open('activities_new.json', 'r'))
user = [
all_activities[94],
all_activities[196],
all_activities[101],
all_activities[365]
]
activities = all_activities
#=====[ DISPLAY USER ]=====
print_header ("USER REP:")
# Script: demo_lda
# ----------------
# provides a demo/test for finding topics using LDA
from SpotOn import SpotOn
from util import *
if __name__ == "__main__":
print_header ("LDA DEMONSTRATION")
#=====[ Step 1: construct SpotOn ]=====
so = SpotOn ()
#=====[ Step 2: load/train semantic analysis ]=====
# so.semantic_analysis.load ()
so.train_semantic_analysis ()
#=====[ Step 3: print lda topics ]=====
so.print_lda_topics ()
#=====[ Step 4: save the model ]=====
# so.semantic_analysis.save ()
# Script: demo_recommendation
# ---------------------------
# script to demonstrate the recommendation capabilities
# of SpotOn class
import json
from SpotOn import SpotOn
import numpy as np
from util import *
if __name__ == "__main__":
print_header ("RECOMMENDATION DEMO")
#=====[ Step 1: construct/load SpotOn object ]=====
so = SpotOn ()
so.load ()
#=====[ Step 2: get user representation(s) ]=====
ce_json = json.load (open('demo_calendar_events.json', 'r'))
user_mother = [
ce_json[1], # zumba class
ce_json[28], # yoga class
ce_json[9], # family shenanigans
ce_json[8] # women in business
]
user_mother = so.calendar_events_to_user_representation (user_mother)
user_graduate = [
ce_json[36], # wine/drink night
ce_json[55], # running and walking in austin
]
user_graduate = so.calendar_events_to_user_representation (user_graduate)
