-
Notifications
You must be signed in to change notification settings - Fork 0
/
My_Modules.py
548 lines (415 loc) · 16.1 KB
/
My_Modules.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
import csv
import statistics
import random
## Print File
def printfile(filename):
readMe = open (filename, 'r').read()
print (readMe)
## Reset skip book file
def resetskipfile(userid):
## Reading skip file.
skiprows = []
with open("user_book_skip.csv") as skipfile:
allskiprows = csv.reader(skipfile, delimiter=",")
for skiprow in allskiprows:
if len(skiprow)>0:
rowuserid = skiprow[0]
if rowuserid != str(userid):
skiprows.append(skiprow)
## Empty skip file
file = open("user_book_skip.csv","w")
file.close()
## Add back skip records of other users
appenduserfile = open("user_book_skip.csv","a")
i=1
for skiprow in skiprows:
userid = skiprow[0]
bookid = skiprow[1]
userinfo = userid + "," + bookid
appenduserfile.write(userinfo)
# print (i,len(skiprows), userinfo)
if i != len(skiprows):
appenduserfile.write ("\n")
i+=1
appenduserfile.close()
## Read user file
def readuser():
## Reading user file.
with open("user.csv") as userfile:
users = csv.reader(userfile, delimiter=",")
## Building user list
allusers = []
for user in users:
## 0, user id; 1 name; 2 age; 3 gender
userid = user[0]
username = user[1]
userage = user[2]
usergender = user[3]
user = (userid, username, userage, usergender)
allusers.append(user)
return(allusers)
## Read book file
def readbook():
## Reading book file.
with open("book.csv") as bookfile:
books = csv.reader(bookfile, delimiter=",")
## Building book list
allbooks = []
for book in books:
bookid = book[0]
bookname = book[1]
booktheme = book[2]
## 0, book id; 1 name; 2 theme
book = (bookid, bookname, booktheme)
allbooks.append(book)
return(allbooks)
## Read user skip book file
def readskiphistory(myuserid):
## Reading user skip book file.
with open("user_book_skip.csv") as skiphistoryfile:
allskiphistory = csv.reader(skiphistoryfile, delimiter=",")
## Building skip book list
allskipbooks = []
for skiphistory in allskiphistory:
if len(skiphistory) <=0:
break
skipuserid = skiphistory[0]
if skipuserid == myuserid:
skipbookid = skiphistory[1]
skipbook = (skipuserid, skipbookid)
allskipbooks.append(skipbook)
return(allskipbooks)
## Return user info of userid
def getuserinfo(myuserid):
## Read user file
allusers = readuser()
## Find user of userid, return user info
for user in allusers:
userid = user[0]
username = user[1]
userage = user[2]
usergender = user[3]
if userid == myuserid: ## Found user
## Return user name, age and gender
return(username, userage, usergender)
break
## Return book info of book id
def getbookinfo(mybookid):
## Reading book file
allbooks = readbook()
## Find book and return book info
for book in allbooks:
bookid = book[0]
bookname = book[1]
booktheme = book[2]
if bookid == mybookid: ## Found
## Return book name, theme
return(bookname, booktheme)
break
## Return userid of username
def getuserid(myusername):
## Reading user file
allusers = readuser()
## Find user and return username
for user in allusers:
username = user[1]
userid = user[0]
if username == myusername:
return(userid)
break
## Read book borrow file
## Return one user's borrow history; return all history when myuserid is None
def readborrowhistory(myuserid):
## Reading book borrow file.
with open("user_book.csv") as userbookfile:
userbooks = csv.reader(userbookfile, delimiter=",")
## Building book list
allborrowhistory = []
for userbook in userbooks:
#0, user id; 1 book id; 2 rating
borrowuserid = userbook[0]
borrowbookid = userbook[1]
borrowbookrating = userbook[2]
## Return all history when myusername is None
## Return only the user's history if myusername is not None
if myuserid is None or borrowuserid == str(myuserid):
borrowusername,borrowuserage,borrowusergender = getuserinfo(borrowuserid)
borrowbookname,borrowbooktheme = getbookinfo(borrowbookid)
borrowhistory = (borrowuserid, borrowbookid, borrowbookrating, borrowusername,borrowuserage,borrowusergender, borrowbookname,borrowbooktheme)
allborrowhistory.append(borrowhistory)
return(allborrowhistory)
## Check if user exists
def userexisting(checkusername):
# Read user file
allusers = readuser()
## Check if user exists
for user in allusers:
username = user[1] #1 user name
if checkusername == username:
return(True)
break
return(False)
## Check if book exists
def bookexisting(mybookid):
# Read user file
allbooks = readbook()
## Check if user exists
for book in allbooks:
bookid = book[0] #1 user name
if bookid == mybookid:
return(True)
break
return(False)
## Add new user to user file
def adduser(userinfo):
# Read user file
allusers = readuser()
## Getting last user id
lastuser = allusers[len(allusers) - 1]
lastuserid = lastuser[0] # 0 user id
## Getting new user id
newuserid = int(lastuserid) + 1
## Preparing new user info with the id
userinfo = str(newuserid) + "," + userinfo
## Adding new user to the user file
appenduserfile = open("user.csv","a")
appenduserfile.write("\n")
appenduserfile.write(userinfo)
appenduserfile.close()
## Add new borrows
def addborrow(userid, bookid):
borrow = str(userid) + "," + str(bookid) + ",0"
## Adding new borrow to the borrow file
appenduserfile = open("user_book.csv","a")
appenduserfile.write("\n")
appenduserfile.write(borrow)
appenduserfile.close()
## Add skip books
def addskip(userid, bookid):
skip = str(userid) + "," + str(bookid)
## Adding new skip to the skip file
appenduserfile = open("user_book_skip.csv","a")
appenduserfile.write("\n")
appenduserfile.write(skip)
appenduserfile.close()
## Return top 2 themes of the user borrow history
def returntop2theme (userid):
## Collect all themes that current user is interested
allthemes = []
borrowhistory = readborrowhistory(userid)
# print ("???")
## Go through borrow history to build theme counts
for bhistory in borrowhistory:
isnewtheme = True
historytheme = bhistory[7]
for theme in allthemes:
## theme[1] stores theme; theme[0] stores counts
# print("?", theme)
themename = theme[1]
themecount = theme[0]
## counts books of same theme
if themename == historytheme:
theme[0] = theme[0] + 1
isnewtheme = False
break
## Add new theme to theme list
if isnewtheme:
newtheme = [1, historytheme]
allthemes.append(newtheme)
allthemes.sort(reverse=True)
## Return top2 theme
top2theme = []
i=1
for theme in allthemes:
top2theme.append(theme[1])
if i==2:
break
i +=1
return (top2theme)
## Check the book has ever been borrowed before
def isborrowed(userid, bookid):
## Read borrow history
allborrowhistry = readborrowhistory(userid)
borrowed = False
for borrowhistory in allborrowhistry:
borrowuserid = borrowhistory[0]
borrowbookid = borrowhistory[1]
if borrowuserid == userid and borrowbookid == bookid:
borrowed=True
break
return(borrowed)
## Check the book has ever been skipped before
def isskipped(userid, bookid):
## Read skip history
allskiphistry = readskiphistory(userid)
skipped = False
for skiphistory in allskiphistry:
skipuserid = skiphistory[0]
skipbookid = skiphistory[1]
if skipuserid == userid and skipbookid == bookid:
skipped = True
break
return(skipped)
## Return book mean rating
def returnbookrating(bookid):
bookratings = []
allborrowhistory = readborrowhistory(None)
for borrowhistory in allborrowhistory:
borrowbookid = borrowhistory[1]
borrowbookrating = borrowhistory[2]
## Get all ratings of the book
# print ("?", bookid, borrowbookid, bookname)
if borrowbookid == bookid and borrowbookrating != 0: #0 rating should be excluded
bookratings.append(int(borrowbookrating))
# print ("?bookratings", bookratings)
if len(bookratings) >= 1:
rating = statistics.mean(bookratings)
else:
rating = 0
return (rating)
## Return book by theme, with highest average ratings
## Exclude the book the user already borrowed or skipped
def returnbookbytheme(userid, mytheme):
allbooks = readbook()
returnbooks = []
for book in allbooks:
# print ("?isborrowed", username, book[0], isborrowed(username, book[0]))
## book[0] = book id, book[1]=book name, book[2] = theme
bookid = book[0]
bookname = book[1]
booktheme = book[2]
if booktheme == mytheme and not isborrowed(userid, bookid) and not isskipped(userid, bookid):
## collect all book of same theme and not borrowed before
## returnbook 0 - rating, 1- book id, 2- book name
bookrating = returnbookrating(bookid)
returnbook = (bookrating, bookid, bookname, booktheme)
returnbooks.append (returnbook)
## Sorting books by rating desc
returnbooks.sort(reverse=True)
## Return top one book
## print ("?returnbooks", returnbooks)
if len(returnbooks)>0:
## Return book of top rating
returnbook = returnbooks[0]
return(returnbook)
def maxbookid():
## Read book file
allbooks = readbook()
## Getting last book id
lastbook = allbooks[len(allbooks) - 1]
lastbookid = lastbook[0] # 0 book id
return(lastbookid)
## Return book by age, with highest average ratings
## Exclude the book the user already borrowed or skipped
def returnbookbyage(userid):
username,userage,usergender = getuserinfo(userid)
## Store return books
returnbooks = []
## Read borrow history
allborrowhistory = readborrowhistory(None)
for borrowhistory in allborrowhistory:
borrowuserid = borrowhistory[0]
borrowuserage = borrowhistory[4]
borrowusergender = borrowhistory[5]
borrowbookid = borrowhistory[1]
borrowbookname = borrowhistory[6]
borrowbooktheme = borrowhistory[7]
borrowusername,borrowuserage,borrowusergender = getuserinfo(borrowuserid)
## Skip current user history, and retrun book of same age group (age differnece <=2)
if borrowuserid != userid and abs(int(userage) - int(borrowuserage)) <= 2:
borrowbookrating = returnbookrating(borrowbookid)
returnbook = (borrowbookrating, borrowbookid, borrowbookname, borrowbooktheme)
returnbooks.append (returnbook)
## Sorting books by rating desc
returnbooks.sort(reverse=True)
## Return 2 books of toping rating
## print ("?returnbooks", returnbooks)
returnbook1=None
if len(returnbooks)>=1:
returnbook1 = returnbooks[0]
returnbook2 = None
if len(returnbooks)>=2:
returnbook2 = returnbooks[1]
return(returnbook1, returnbook2)
## Returning book randomly
def returnbookrandomly(myuserid):
## Prepare book list
availblebooklist = []
allbooks = readbook()
rowid = 1
for book in allbooks:
bookid = book[0]
if not isborrowed(myuserid,bookid) and not isskipped (myuserid, bookid):
availblebook = (rowid,bookid)
availblebooklist.append(availblebook)
rowid += 1
## Return max rows
maxrowid = rowid - 1
## No book availble
if maxrowid<=0:
return
## Return random book id
## randombookid is required to be string for the function call for getbookinfo
randomrowid = random.randint(1,int(maxrowid))
randombook = availblebooklist[randomrowid-1]
randombookid = str(randombook[1])
randombookname,randombooktheme = getbookinfo(randombookid)
radombookrating = returnbookrating(randombookid)
suggestbook = (radombookrating, randombookid, randombookname, randombooktheme)
return(suggestbook)
############################################################
## Return Suggested Books
## A total of 5 books will be suggested
## 2 of them are suggested according to the users history
## 2 of them are going to be according to the users age group
## 1 will be randomly generated
## Previously skipped books will not be recommanded again.
## High rating books will be recommended first
### Recommendations will be getting better and better from machine learning (after more and more user data collected)
############################################################
def suggestbooks(userid):
## Store suggested books
suggestedbooks = []
## Find top 2 themes the user may be interesed according to borrow history
themes = returntop2theme(userid)
# print ("?themes", themes)
## User has history with at least one theme, suggest one book of the theme
if len(themes)>=1:
top1theme = themes[0]
suggestbook = returnbookbytheme(userid, top1theme)
if suggestbook is not None:
suggestedbooks.append(suggestbook)
## User has history with another theme, suggest one book of 2nd theme
if len(themes)>=2:
top2theme = themes[1]
suggestbook = returnbookbytheme(userid, top2theme)
if suggestbook is not None:
suggestedbooks.append(suggestbook)
## Suggest books of same age group
suggestbook1,suggestbook2 = returnbookbyage (userid)
if suggestbook1 is not None:
suggestedbooks.append(suggestbook1)
if suggestbook2 is not None:
suggestedbooks.append(suggestbook2)
## Randomly suggest more books until 5 books
trycount = 1
while len(suggestedbooks) < 5:
randomsuggestbook = returnbookrandomly(userid)
if randomsuggestbook is not None:
randomsuggestbookid = randomsuggestbook[1]
## Checking if this random book is already suggested or not
issuggested = False
for book in suggestedbooks:
bookid = book[1]
if bookid == randomsuggestbookid:
issuggested = True
break
if not isborrowed(userid, randomsuggestbookid) and not issuggested and not isskipped(userid, randomsuggestbookid):
suggestedbooks.append(randomsuggestbook)
trycount += trycount
## stop if trycount >10000
if trycount>10000:
break
## return suggested books
return (suggestedbooks)
############################################################