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App Files Community
shollercoaster commited on
Commit
25a7261
·
1 Parent(s): df63509

first commit

Browse files
Files changed (4) hide show
  1. Pop_Data.csv +169 -0
  2. app.py +17 -0
  3. dynamic_pricing.py +100 -0
  4. requirements.txt +7 -0
Pop_Data.csv ADDED
@@ -0,0 +1,169 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ place,url,scrape_time,day_of_week,hour_of_day,popularity_percent_normal,Base_Price
2
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,0,24,200
3
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,1,9,200
4
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,2,1,200
5
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,3,1,200
6
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,4,2,200
7
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,5,2,200
8
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,6,5,200
9
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,7,8,200
10
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,8,12,200
11
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,9,15,200
12
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,10,17,200
13
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,11,21,200
14
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,12,26,200
15
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,13,33,200
16
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,14,42,210
17
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,15,50,250
18
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,16,54,270
19
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,17,51,255
20
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,18,44,220
21
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,19,36,200
22
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,20,32,200
23
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,21,31,200
24
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,22,31,200
25
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Monday,23,29,200
26
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,0,23,200
27
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,1,15,200
28
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,2,8,200
29
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,3,3,200
30
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,4,1,200
31
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,5,1,200
32
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,6,2,200
33
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,7,5,200
34
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,8,7,200
35
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,9,10,200
36
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,10,15,200
37
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,11,20,200
38
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,12,27,200
39
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,13,35,200
40
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,14,42,210
41
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,15,47,235
42
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,16,48,240
43
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,17,46,230
44
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,18,40,200
45
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,19,31,200
46
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,20,22,200
47
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,21,14,200
48
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,22,8,200
49
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Tuesday,23,3,200
50
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,0,1,200
51
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,1,1,200
52
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,2,1,200
53
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,3,1,200
54
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,4,1,200
55
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,5,3,200
56
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,6,30,200
57
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,7,64,320
58
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,8,48,240
59
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,9,23,200
60
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,10,25,200
61
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,11,31,200
62
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,12,31,200
63
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,13,34,200
64
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,14,48,240
65
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,15,70,350
66
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,16,90,400
67
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,17,99,400
68
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,18,93,400
69
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,19,73,365
70
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,20,49,245
71
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,21,27,200
72
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,22,12,200
73
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Wednesday,23,3,200
74
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,0,1,200
75
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,1,1,200
76
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,2,1,200
77
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,3,1,200
78
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,4,1,200
79
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,5,4,200
80
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,6,33,200
81
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,7,65,325
82
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,8,47,235
83
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,9,26,200
84
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,10,27,200
85
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,11,31,200
86
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,12,35,200
87
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,13,43,215
88
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,14,55,275
89
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,15,68,340
90
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,16,79,395
91
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,17,84,400
92
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,18,82,400
93
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,19,74,370
94
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,20,61,305
95
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,21,47,235
96
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,22,32,200
97
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Thursday,23,20,200
98
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,0,11,200
99
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,1,5,200
100
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,2,1,200
101
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,3,1,200
102
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,4,1,200
103
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,5,6,200
104
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,6,30,200
105
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,7,57,285
106
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,8,48,240
107
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,9,24,200
108
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,10,23,200
109
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,11,35,200
110
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,12,39,200
111
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,13,38,200
112
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,14,45,225
113
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,15,61,305
114
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,16,79,395
115
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,17,90,400
116
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,18,88,400
117
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,19,76,380
118
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,20,57,285
119
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,21,36,200
120
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,22,20,200
121
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Friday,23,9,200
122
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,0,2,250
123
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,1,1,250
124
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,2,1,250
125
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,3,1,250
126
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,4,1,250
127
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,5,5,250
128
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,6,30,250
129
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,7,60,370
130
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,8,57,352
131
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,9,29,250
132
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,10,15,250
133
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,11,19,250
134
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,12,32,250
135
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,13,48,298
136
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,14,65,400
137
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,15,79,484
138
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,16,86,500
139
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,17,85,500
140
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,18,77,472
141
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,19,62,382
142
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,20,46,286
143
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,21,37,250
144
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,22,37,250
145
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Saturday,23,24,250
146
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,0,6,250
147
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,1,,250
148
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,2,1,250
149
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,3,1,250
150
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,4,5,250
151
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,5,13,250
152
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,6,23,250
153
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,7,33,250
154
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,8,41,256
155
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,9,43,268
156
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,10,38,250
157
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,11,31,250
158
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,12,27,250
159
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,13,33,250
160
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,14,51,316
161
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,15,77,472
162
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,16,97,500
163
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,17,100,500
164
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,18,82,500
165
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,19,56,346
166
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,20,38,250
167
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,21,36,250
168
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,22,42,262
169
+ AnRYn1F8NfSGLexf7.20200318_161636,https://goo.gl/maps/AnRYn1F8NfSGLexf7,20200318_161636,Sunday,23,39,250
app.py ADDED
@@ -0,0 +1,17 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from flask import Flask, request, jsonify
2
+ from dynamic_pricing import predict
3
+
4
+ app = Flask(__name__)
5
+ @app.route('/predict', methods=['POST'])
6
+ def predict():
7
+ # Get data from the request
8
+ data = request.get_json()
9
+
10
+ # Use your machine learning model to make predictions
11
+ prediction = predict(data) # Replace with your model code
12
+
13
+ # Return the prediction as a JSON response
14
+ return jsonify({'prediction': prediction})
15
+
16
+ if __name__ == '__main__':
17
+ app.run(debug=True)
dynamic_pricing.py ADDED
@@ -0,0 +1,100 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # -*- coding: utf-8 -*-
2
+ """dynamic pricing.ipynb
3
+
4
+ Automatically generated by Colaboratory.
5
+
6
+ Original file is located at
7
+ https://colab.research.google.com/drive/1pMuvzwELNm1DsTdL5dfBdA2HCjB6uwgh
8
+ """
9
+
10
+ # Commented out IPython magic to ensure Python compatibility.
11
+ import datetime
12
+
13
+ import numpy as np
14
+ import pandas as pd
15
+
16
+ import matplotlib.pyplot as plt
17
+ import seaborn as sns
18
+ # %matplotlib inline
19
+
20
+ from sklearn.model_selection import train_test_split
21
+ from sklearn.linear_model import LinearRegression
22
+ from sklearn.ensemble import RandomForestRegressor
23
+ from sklearn.preprocessing import StandardScaler
24
+ from sklearn.metrics import r2_score
25
+
26
+ dataset = pd.read_csv("Pop_Data.csv")
27
+ dataset.head(5)
28
+
29
+ X_train, X_test, y_train, y_test = train_test_split(dataset.iloc[:, :-1],
30
+ dataset.iloc[:, -1],
31
+ test_size = 0.3,
32
+ random_state = 42)
33
+
34
+ X_train.info()
35
+
36
+ """# EDA"""
37
+
38
+ X_train = X_train.iloc[:, 3:]
39
+ X_test = X_test.iloc[:, 3:]
40
+
41
+ X_train.info
42
+
43
+ plt.figure(figsize = (12, 8))
44
+ plot = sns.countplot(x = 'day_of_week', data = X_train)
45
+ plt.xticks(rotation = 90)
46
+ for p in plot.patches:
47
+ plot.annotate(p.get_height(),
48
+ (p.get_x() + p.get_width() / 2.0,
49
+ p.get_height()),
50
+ ha = 'center',
51
+ va = 'center',
52
+ xytext = (0, 5),
53
+ textcoords = 'offset points')
54
+
55
+ plt.title("Price changes based on day")
56
+ plt.xlabel("Day")
57
+ plt.ylabel("Price")
58
+
59
+ print(sum(X_train["day_of_week"].isnull()))
60
+ print(sum(X_test["day_of_week"].isnull()))
61
+
62
+ print(sum(X_train["hour_of_day"].isnull()))
63
+ print(sum(X_test["hour_of_day"].isnull()))
64
+
65
+ print(sum(X_train["popularity_percent_normal"].isnull()))
66
+ print(sum(X_test["popularity_percent_normal"].isnull()))
67
+
68
+ X_train["popularity_percent_normal"].fillna(X_train["popularity_percent_normal"].astype("float64").mean(), inplace = True)
69
+
70
+ X_train = pd.get_dummies(X_train,
71
+ columns = ["day_of_week"],
72
+ drop_first = True)
73
+
74
+ X_test = pd.get_dummies(X_test,
75
+ columns = ["day_of_week"],
76
+ drop_first = True)
77
+
78
+ missing_cols = set(X_train.columns) - set(X_test.columns)
79
+ for col in missing_cols:
80
+ X_test[col] = 0
81
+ X_test = X_test[X_train.columns]
82
+
83
+ standardScaler = StandardScaler()
84
+ standardScaler.fit(X_train)
85
+ X_train = standardScaler.transform(X_train)
86
+ X_test = standardScaler.transform(X_test)
87
+
88
+ linearRegression = LinearRegression()
89
+ linearRegression.fit(X_train, y_train)
90
+ y_pred = linearRegression.predict(X_test)
91
+ r2_score(y_test, y_pred)
92
+
93
+ rf = RandomForestRegressor(n_estimators = 100)
94
+ rf.fit(X_train, y_train)
95
+ y_pred = rf.predict(X_test)
96
+ r2_score(y_test, y_pred)
97
+
98
+ def predict(x_test):
99
+ return rf.predict(x_test)
100
+
requirements.txt ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ pandas
2
+ matplotlib.pylot
3
+ numpy
4
+ seaborn
5
+ scikit-learn
6
+ sklearn
7
+ flask