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Unit tests for daily seasonality (Py)

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ds,y
2012-05-18,38.23
2012-05-21,34.03
2012-05-22,31.0
2012-05-23,32.0
2012-05-24,33.03
2012-05-25,31.91
2012-05-29,28.84
2012-05-30,28.19
2012-05-31,29.6
2012-06-01,27.72
2012-06-04,26.9
2012-06-05,25.87
2012-06-06,26.81
2012-06-07,26.31
2012-06-08,27.1
2012-06-11,27.01
2012-06-12,27.4
2012-06-13,27.27
2012-06-14,28.29
2012-06-15,30.01
2012-06-18,31.41
2012-06-19,31.91
2012-06-20,31.6
2012-06-21,31.84
2012-06-22,33.05
2012-06-25,32.06
2012-06-26,33.1
2012-06-27,32.23
2012-06-28,31.36
2012-06-29,31.1
2012-07-02,30.77
2012-07-03,31.2
2012-07-05,31.47
2012-07-06,31.73
2012-07-09,32.17
2012-07-10,31.47
2012-07-11,30.97
2012-07-12,30.81
2012-07-13,30.72
2012-07-16,28.25
2012-07-17,28.09
2012-07-18,29.11
2012-07-19,29.0
2012-07-20,28.76
2012-07-23,28.75
2012-07-24,28.45
2012-07-25,29.34
2012-07-26,26.85
2012-07-27,23.71
2012-07-30,23.15
2012-07-31,21.71
2012-08-01,20.88
2012-08-02,20.04
2012-08-03,21.09
2012-08-06,21.92
2012-08-07,20.72
2012-08-08,20.72
2012-08-09,21.01
2012-08-10,21.81
2012-08-13,21.6
2012-08-14,20.38
2012-08-15,21.2
2012-08-16,19.87
2012-08-17,19.05
2012-08-20,20.01
2012-08-21,19.16
2012-08-22,19.44
2012-08-23,19.44
2012-08-24,19.41
2012-08-27,19.15
2012-08-28,19.34
2012-08-29,19.1
2012-08-30,19.09
2012-08-31,18.06
2012-09-04,17.73
2012-09-05,18.58
2012-09-06,18.96
2012-09-07,18.98
2012-09-10,18.81
2012-09-11,19.43
2012-09-12,20.93
2012-09-13,20.71
2012-09-14,22.0
2012-09-17,21.52
2012-09-18,21.87
2012-09-19,23.29
2012-09-20,22.59
2012-09-21,22.86
2012-09-24,20.79
2012-09-25,20.28
2012-09-26,20.62
2012-09-27,20.32
2012-09-28,21.66
2012-10-01,21.99
2012-10-02,22.27
2012-10-03,21.83
2012-10-04,21.95
2012-10-05,20.91
2012-10-08,20.4
2012-10-09,20.23
2012-10-10,19.64
2012-10-11,19.75
2012-10-12,19.52
2012-10-15,19.52
2012-10-16,19.48
2012-10-17,19.88
2012-10-18,18.98
2012-10-19,19.0
2012-10-22,19.32
2012-10-23,19.5
2012-10-24,23.23
2012-10-25,22.56
2012-10-26,21.94
2012-10-31,21.11
2012-11-01,21.21
2012-11-02,21.18
2012-11-05,21.25
2012-11-06,21.17
2012-11-07,20.47
2012-11-08,19.99
2012-11-09,19.21
2012-11-12,20.07
2012-11-13,19.86
2012-11-14,22.36
2012-11-15,22.17
2012-11-16,23.56
2012-11-19,22.92
2012-11-20,23.1
2012-11-21,24.32
2012-11-23,24.0
2012-11-26,25.94
2012-11-27,26.15
2012-11-28,26.36
2012-11-29,27.32
2012-11-30,28.0
2012-12-03,27.04
2012-12-04,27.46
2012-12-05,27.71
2012-12-06,26.97
2012-12-07,27.49
2012-12-10,27.84
2012-12-11,27.98
2012-12-12,27.58
2012-12-13,28.24
2012-12-14,26.81
2012-12-17,26.75
2012-12-18,27.71
2012-12-19,27.41
2012-12-20,27.36
2012-12-21,26.26
2012-12-24,26.93
2012-12-26,26.51
2012-12-27,26.05
2012-12-28,25.91
2012-12-31,26.62
2013-01-02,28.0
2013-01-03,27.77
2013-01-04,28.76
2013-01-07,29.42
2013-01-08,29.06
2013-01-09,30.59
2013-01-10,31.3
2013-01-11,31.72
2013-01-14,30.95
2013-01-15,30.1
2013-01-16,29.85
2013-01-17,30.14
2013-01-18,29.66
2013-01-22,30.73
2013-01-23,30.82
2013-01-24,31.08
2013-01-25,31.54
2013-01-28,32.47
2013-01-29,30.79
2013-01-30,31.24
2013-01-31,30.98
2013-02-01,29.73
2013-02-04,28.11
2013-02-05,28.64
2013-02-06,29.05
2013-02-07,28.65
2013-02-08,28.55
2013-02-11,28.26
2013-02-12,27.37
2013-02-13,27.91
2013-02-14,28.5
2013-02-15,28.32
2013-02-19,28.93
2013-02-20,28.46
2013-02-21,27.28
2013-02-22,27.13
2013-02-25,27.27
2013-02-26,27.39
2013-02-27,26.87
2013-02-28,27.25
2013-03-01,27.78
2013-03-04,27.72
2013-03-05,27.52
2013-03-06,27.45
2013-03-07,28.58
2013-03-08,27.96
2013-03-11,28.14
2013-03-12,27.83
2013-03-13,27.08
2013-03-14,27.04
2013-03-15,26.65
2013-03-18,26.49
2013-03-19,26.55
2013-03-20,25.86
2013-03-21,25.74
2013-03-22,25.73
2013-03-25,25.13
2013-03-26,25.21
2013-03-27,26.09
2013-03-28,25.58
2013-04-01,25.53
2013-04-02,25.42
2013-04-03,26.25
2013-04-04,27.07
2013-04-05,27.39
2013-04-08,26.85
2013-04-09,26.59
2013-04-10,27.57
2013-04-11,28.02
2013-04-12,27.4
2013-04-15,26.52
2013-04-16,26.92
2013-04-17,26.63
2013-04-18,25.69
2013-04-19,25.73
2013-04-22,25.97
2013-04-23,25.98
2013-04-24,26.11
2013-04-25,26.14
2013-04-26,26.85
2013-04-29,26.98
2013-04-30,27.77
2013-05-01,27.43
2013-05-02,28.97
2013-05-03,28.31
2013-05-06,27.57
2013-05-07,26.89
2013-05-08,27.12
2013-05-09,27.04
2013-05-10,26.68
2013-05-13,26.82
2013-05-14,27.07
2013-05-15,26.6
2013-05-16,26.13
2013-05-17,26.25
2013-05-20,25.76
2013-05-21,25.66
2013-05-22,25.16
2013-05-23,25.06
2013-05-24,24.31
2013-05-28,24.1
2013-05-29,23.32
2013-05-30,24.55
2013-05-31,24.35
2013-06-03,23.85
2013-06-04,23.52
2013-06-05,22.9
2013-06-06,22.97
2013-06-07,23.29
2013-06-10,24.33
2013-06-11,24.03
2013-06-12,23.77
2013-06-13,23.73
2013-06-14,23.63
2013-06-17,24.02
2013-06-18,24.21
2013-06-19,24.31
2013-06-20,23.9
2013-06-21,24.53
2013-06-24,23.94
2013-06-25,24.25
2013-06-26,24.16
2013-06-27,24.66
2013-06-28,24.88
2013-07-01,24.81
2013-07-02,24.41
2013-07-03,24.52
2013-07-05,24.37
2013-07-08,24.71
2013-07-09,25.48
2013-07-10,25.8
2013-07-11,25.81
2013-07-12,25.91
2013-07-15,26.28
2013-07-16,26.32
2013-07-17,26.65
2013-07-18,26.18
2013-07-19,25.88
2013-07-22,26.05
2013-07-23,26.13
2013-07-24,26.51
2013-07-25,34.36
2013-07-26,34.01
2013-07-29,35.43
2013-07-30,37.63
2013-07-31,36.8
2013-08-01,37.49
2013-08-02,38.05
2013-08-05,39.19
2013-08-06,38.55
2013-08-07,38.87
2013-08-08,38.54
2013-08-09,38.5
2013-08-12,38.22
2013-08-13,37.02
2013-08-14,36.65
2013-08-15,36.56
2013-08-16,37.08
2013-08-19,37.81
2013-08-20,38.41
2013-08-21,38.32
2013-08-22,38.55
2013-08-23,40.55
2013-08-26,41.34
2013-08-27,39.64
2013-08-28,40.55
2013-08-29,41.28
2013-08-30,41.29
2013-09-03,41.87
2013-09-04,41.78
2013-09-05,42.66
2013-09-06,43.95
2013-09-09,44.04
2013-09-10,43.6
2013-09-11,45.04
2013-09-12,44.75
2013-09-13,44.31
2013-09-16,42.51
2013-09-17,45.07
2013-09-18,45.23
2013-09-19,45.98
2013-09-20,47.49
2013-09-23,47.19
2013-09-24,48.45
2013-09-25,49.46
2013-09-26,50.39
2013-09-27,51.24
2013-09-30,50.23
2013-10-01,50.42
2013-10-02,50.28
2013-10-03,49.18
2013-10-04,51.04
2013-10-07,50.52
2013-10-08,47.14
2013-10-09,46.77
2013-10-10,49.05
2013-10-11,49.11
2013-10-14,49.51
2013-10-15,49.5
2013-10-16,51.14
2013-10-17,52.21
2013-10-18,54.22
2013-10-21,53.85
2013-10-22,52.68
2013-10-23,51.9
2013-10-24,52.45
2013-10-25,51.95
2013-10-28,50.23
2013-10-29,49.4
2013-10-30,49.01
2013-10-31,50.21
2013-11-01,49.75
2013-11-04,48.22
2013-11-05,50.11
2013-11-06,49.12
2013-11-07,47.56
2013-11-08,47.53
2013-11-11,46.2
2013-11-12,46.61
2013-11-13,48.71
2013-11-14,48.99
2013-11-15,49.01
2013-11-18,45.83
2013-11-19,46.36
2013-11-20,46.43
2013-11-21,46.7
2013-11-22,46.23
2013-11-25,44.82
2013-11-26,45.89
2013-11-27,46.49
2013-11-29,47.01
2013-12-02,47.06
2013-12-03,46.73
2013-12-04,48.62
2013-12-05,48.34
2013-12-06,47.94
2013-12-09,48.84
2013-12-10,50.25
2013-12-11,49.38
2013-12-12,51.83
2013-12-13,53.32
2013-12-16,53.81
2013-12-17,54.86
2013-12-18,55.57
2013-12-19,55.05
2013-12-20,55.12
2013-12-23,57.77
2013-12-24,57.96
2013-12-26,57.73
2013-12-27,55.44
2013-12-30,53.71
2013-12-31,54.65
2014-01-02,54.71
2014-01-03,54.56
2014-01-06,57.2
2014-01-07,57.92
2014-01-08,58.23
2014-01-09,57.22
2014-01-10,57.94
2014-01-13,55.91
2014-01-14,57.74
2014-01-15,57.6
2014-01-16,57.19
2014-01-17,56.3
2014-01-21,58.51
2014-01-22,57.51
2014-01-23,56.63
2014-01-24,54.45
2014-01-27,53.55
2014-01-28,55.14
2014-01-29,53.53
2014-01-30,61.08
2014-01-31,62.57
2014-02-03,61.48
2014-02-04,62.75
2014-02-05,62.19
2014-02-06,62.16
2014-02-07,64.32
2014-02-10,63.55
2014-02-11,64.85
2014-02-12,64.45
2014-02-13,67.33
2014-02-14,67.09
2014-02-18,67.3
2014-02-19,68.06
2014-02-20,69.63
2014-02-21,68.59
2014-02-24,70.78
2014-02-25,69.85
2014-02-26,69.26
2014-02-27,68.94
2014-02-28,68.46
2014-03-03,67.41
2014-03-04,68.8
2014-03-05,71.57
2014-03-06,70.84
2014-03-07,69.8
2014-03-10,72.03
2014-03-11,70.1
2014-03-12,70.88
2014-03-13,68.83
2014-03-14,67.72
2014-03-17,68.74
2014-03-18,69.19
2014-03-19,68.24
2014-03-20,66.97
2014-03-21,67.24
2014-03-24,64.1
2014-03-25,64.89
2014-03-26,60.39
2014-03-27,60.97
2014-03-28,60.01
2014-03-31,60.24
2014-04-01,62.62
2014-04-02,62.72
2014-04-03,59.49
2014-04-04,56.75
2014-04-07,56.95
2014-04-08,58.19
2014-04-09,62.41
2014-04-10,59.16
2014-04-11,58.53
2014-04-14,58.89
2014-04-15,59.09
2014-04-16,59.72
2014-04-17,58.94
2014-04-21,61.24
2014-04-22,63.03
2014-04-23,61.36
2014-04-24,60.87
2014-04-25,57.71
2014-04-28,56.14
2014-04-29,58.15
2014-04-30,59.78
2014-05-01,61.15
2014-05-02,60.46
2014-05-05,61.22
2014-05-06,58.53
2014-05-07,57.39
2014-05-08,56.76
2014-05-09,57.24
2014-05-12,59.83
2014-05-13,59.83
2014-05-14,59.23
2014-05-15,57.92
2014-05-16,58.02
2014-05-19,59.21
2014-05-20,58.56
2014-05-21,60.49
2014-05-22,60.52
2014-05-23,61.35
2014-05-27,63.48
2014-05-28,63.51
2014-05-29,63.83
2014-05-30,63.30
1 ds y
2 2012-05-18 38.23
3 2012-05-21 34.03
4 2012-05-22 31.0
5 2012-05-23 32.0
6 2012-05-24 33.03
7 2012-05-25 31.91
8 2012-05-29 28.84
9 2012-05-30 28.19
10 2012-05-31 29.6
11 2012-06-01 27.72
12 2012-06-04 26.9
13 2012-06-05 25.87
14 2012-06-06 26.81
15 2012-06-07 26.31
16 2012-06-08 27.1
17 2012-06-11 27.01
18 2012-06-12 27.4
19 2012-06-13 27.27
20 2012-06-14 28.29
21 2012-06-15 30.01
22 2012-06-18 31.41
23 2012-06-19 31.91
24 2012-06-20 31.6
25 2012-06-21 31.84
26 2012-06-22 33.05
27 2012-06-25 32.06
28 2012-06-26 33.1
29 2012-06-27 32.23
30 2012-06-28 31.36
31 2012-06-29 31.1
32 2012-07-02 30.77
33 2012-07-03 31.2
34 2012-07-05 31.47
35 2012-07-06 31.73
36 2012-07-09 32.17
37 2012-07-10 31.47
38 2012-07-11 30.97
39 2012-07-12 30.81
40 2012-07-13 30.72
41 2012-07-16 28.25
42 2012-07-17 28.09
43 2012-07-18 29.11
44 2012-07-19 29.0
45 2012-07-20 28.76
46 2012-07-23 28.75
47 2012-07-24 28.45
48 2012-07-25 29.34
49 2012-07-26 26.85
50 2012-07-27 23.71
51 2012-07-30 23.15
52 2012-07-31 21.71
53 2012-08-01 20.88
54 2012-08-02 20.04
55 2012-08-03 21.09
56 2012-08-06 21.92
57 2012-08-07 20.72
58 2012-08-08 20.72
59 2012-08-09 21.01
60 2012-08-10 21.81
61 2012-08-13 21.6
62 2012-08-14 20.38
63 2012-08-15 21.2
64 2012-08-16 19.87
65 2012-08-17 19.05
66 2012-08-20 20.01
67 2012-08-21 19.16
68 2012-08-22 19.44
69 2012-08-23 19.44
70 2012-08-24 19.41
71 2012-08-27 19.15
72 2012-08-28 19.34
73 2012-08-29 19.1
74 2012-08-30 19.09
75 2012-08-31 18.06
76 2012-09-04 17.73
77 2012-09-05 18.58
78 2012-09-06 18.96
79 2012-09-07 18.98
80 2012-09-10 18.81
81 2012-09-11 19.43
82 2012-09-12 20.93
83 2012-09-13 20.71
84 2012-09-14 22.0
85 2012-09-17 21.52
86 2012-09-18 21.87
87 2012-09-19 23.29
88 2012-09-20 22.59
89 2012-09-21 22.86
90 2012-09-24 20.79
91 2012-09-25 20.28
92 2012-09-26 20.62
93 2012-09-27 20.32
94 2012-09-28 21.66
95 2012-10-01 21.99
96 2012-10-02 22.27
97 2012-10-03 21.83
98 2012-10-04 21.95
99 2012-10-05 20.91
100 2012-10-08 20.4
101 2012-10-09 20.23
102 2012-10-10 19.64
103 2012-10-11 19.75
104 2012-10-12 19.52
105 2012-10-15 19.52
106 2012-10-16 19.48
107 2012-10-17 19.88
108 2012-10-18 18.98
109 2012-10-19 19.0
110 2012-10-22 19.32
111 2012-10-23 19.5
112 2012-10-24 23.23
113 2012-10-25 22.56
114 2012-10-26 21.94
115 2012-10-31 21.11
116 2012-11-01 21.21
117 2012-11-02 21.18
118 2012-11-05 21.25
119 2012-11-06 21.17
120 2012-11-07 20.47
121 2012-11-08 19.99
122 2012-11-09 19.21
123 2012-11-12 20.07
124 2012-11-13 19.86
125 2012-11-14 22.36
126 2012-11-15 22.17
127 2012-11-16 23.56
128 2012-11-19 22.92
129 2012-11-20 23.1
130 2012-11-21 24.32
131 2012-11-23 24.0
132 2012-11-26 25.94
133 2012-11-27 26.15
134 2012-11-28 26.36
135 2012-11-29 27.32
136 2012-11-30 28.0
137 2012-12-03 27.04
138 2012-12-04 27.46
139 2012-12-05 27.71
140 2012-12-06 26.97
141 2012-12-07 27.49
142 2012-12-10 27.84
143 2012-12-11 27.98
144 2012-12-12 27.58
145 2012-12-13 28.24
146 2012-12-14 26.81
147 2012-12-17 26.75
148 2012-12-18 27.71
149 2012-12-19 27.41
150 2012-12-20 27.36
151 2012-12-21 26.26
152 2012-12-24 26.93
153 2012-12-26 26.51
154 2012-12-27 26.05
155 2012-12-28 25.91
156 2012-12-31 26.62
157 2013-01-02 28.0
158 2013-01-03 27.77
159 2013-01-04 28.76
160 2013-01-07 29.42
161 2013-01-08 29.06
162 2013-01-09 30.59
163 2013-01-10 31.3
164 2013-01-11 31.72
165 2013-01-14 30.95
166 2013-01-15 30.1
167 2013-01-16 29.85
168 2013-01-17 30.14
169 2013-01-18 29.66
170 2013-01-22 30.73
171 2013-01-23 30.82
172 2013-01-24 31.08
173 2013-01-25 31.54
174 2013-01-28 32.47
175 2013-01-29 30.79
176 2013-01-30 31.24
177 2013-01-31 30.98
178 2013-02-01 29.73
179 2013-02-04 28.11
180 2013-02-05 28.64
181 2013-02-06 29.05
182 2013-02-07 28.65
183 2013-02-08 28.55
184 2013-02-11 28.26
185 2013-02-12 27.37
186 2013-02-13 27.91
187 2013-02-14 28.5
188 2013-02-15 28.32
189 2013-02-19 28.93
190 2013-02-20 28.46
191 2013-02-21 27.28
192 2013-02-22 27.13
193 2013-02-25 27.27
194 2013-02-26 27.39
195 2013-02-27 26.87
196 2013-02-28 27.25
197 2013-03-01 27.78
198 2013-03-04 27.72
199 2013-03-05 27.52
200 2013-03-06 27.45
201 2013-03-07 28.58
202 2013-03-08 27.96
203 2013-03-11 28.14
204 2013-03-12 27.83
205 2013-03-13 27.08
206 2013-03-14 27.04
207 2013-03-15 26.65
208 2013-03-18 26.49
209 2013-03-19 26.55
210 2013-03-20 25.86
211 2013-03-21 25.74
212 2013-03-22 25.73
213 2013-03-25 25.13
214 2013-03-26 25.21
215 2013-03-27 26.09
216 2013-03-28 25.58
217 2013-04-01 25.53
218 2013-04-02 25.42
219 2013-04-03 26.25
220 2013-04-04 27.07
221 2013-04-05 27.39
222 2013-04-08 26.85
223 2013-04-09 26.59
224 2013-04-10 27.57
225 2013-04-11 28.02
226 2013-04-12 27.4
227 2013-04-15 26.52
228 2013-04-16 26.92
229 2013-04-17 26.63
230 2013-04-18 25.69
231 2013-04-19 25.73
232 2013-04-22 25.97
233 2013-04-23 25.98
234 2013-04-24 26.11
235 2013-04-25 26.14
236 2013-04-26 26.85
237 2013-04-29 26.98
238 2013-04-30 27.77
239 2013-05-01 27.43
240 2013-05-02 28.97
241 2013-05-03 28.31
242 2013-05-06 27.57
243 2013-05-07 26.89
244 2013-05-08 27.12
245 2013-05-09 27.04
246 2013-05-10 26.68
247 2013-05-13 26.82
248 2013-05-14 27.07
249 2013-05-15 26.6
250 2013-05-16 26.13
251 2013-05-17 26.25
252 2013-05-20 25.76
253 2013-05-21 25.66
254 2013-05-22 25.16
255 2013-05-23 25.06
256 2013-05-24 24.31
257 2013-05-28 24.1
258 2013-05-29 23.32
259 2013-05-30 24.55
260 2013-05-31 24.35
261 2013-06-03 23.85
262 2013-06-04 23.52
263 2013-06-05 22.9
264 2013-06-06 22.97
265 2013-06-07 23.29
266 2013-06-10 24.33
267 2013-06-11 24.03
268 2013-06-12 23.77
269 2013-06-13 23.73
270 2013-06-14 23.63
271 2013-06-17 24.02
272 2013-06-18 24.21
273 2013-06-19 24.31
274 2013-06-20 23.9
275 2013-06-21 24.53
276 2013-06-24 23.94
277 2013-06-25 24.25
278 2013-06-26 24.16
279 2013-06-27 24.66
280 2013-06-28 24.88
281 2013-07-01 24.81
282 2013-07-02 24.41
283 2013-07-03 24.52
284 2013-07-05 24.37
285 2013-07-08 24.71
286 2013-07-09 25.48
287 2013-07-10 25.8
288 2013-07-11 25.81
289 2013-07-12 25.91
290 2013-07-15 26.28
291 2013-07-16 26.32
292 2013-07-17 26.65
293 2013-07-18 26.18
294 2013-07-19 25.88
295 2013-07-22 26.05
296 2013-07-23 26.13
297 2013-07-24 26.51
298 2013-07-25 34.36
299 2013-07-26 34.01
300 2013-07-29 35.43
301 2013-07-30 37.63
302 2013-07-31 36.8
303 2013-08-01 37.49
304 2013-08-02 38.05
305 2013-08-05 39.19
306 2013-08-06 38.55
307 2013-08-07 38.87
308 2013-08-08 38.54
309 2013-08-09 38.5
310 2013-08-12 38.22
311 2013-08-13 37.02
312 2013-08-14 36.65
313 2013-08-15 36.56
314 2013-08-16 37.08
315 2013-08-19 37.81
316 2013-08-20 38.41
317 2013-08-21 38.32
318 2013-08-22 38.55
319 2013-08-23 40.55
320 2013-08-26 41.34
321 2013-08-27 39.64
322 2013-08-28 40.55
323 2013-08-29 41.28
324 2013-08-30 41.29
325 2013-09-03 41.87
326 2013-09-04 41.78
327 2013-09-05 42.66
328 2013-09-06 43.95
329 2013-09-09 44.04
330 2013-09-10 43.6
331 2013-09-11 45.04
332 2013-09-12 44.75
333 2013-09-13 44.31
334 2013-09-16 42.51
335 2013-09-17 45.07
336 2013-09-18 45.23
337 2013-09-19 45.98
338 2013-09-20 47.49
339 2013-09-23 47.19
340 2013-09-24 48.45
341 2013-09-25 49.46
342 2013-09-26 50.39
343 2013-09-27 51.24
344 2013-09-30 50.23
345 2013-10-01 50.42
346 2013-10-02 50.28
347 2013-10-03 49.18
348 2013-10-04 51.04
349 2013-10-07 50.52
350 2013-10-08 47.14
351 2013-10-09 46.77
352 2013-10-10 49.05
353 2013-10-11 49.11
354 2013-10-14 49.51
355 2013-10-15 49.5
356 2013-10-16 51.14
357 2013-10-17 52.21
358 2013-10-18 54.22
359 2013-10-21 53.85
360 2013-10-22 52.68
361 2013-10-23 51.9
362 2013-10-24 52.45
363 2013-10-25 51.95
364 2013-10-28 50.23
365 2013-10-29 49.4
366 2013-10-30 49.01
367 2013-10-31 50.21
368 2013-11-01 49.75
369 2013-11-04 48.22
370 2013-11-05 50.11
371 2013-11-06 49.12
372 2013-11-07 47.56
373 2013-11-08 47.53
374 2013-11-11 46.2
375 2013-11-12 46.61
376 2013-11-13 48.71
377 2013-11-14 48.99
378 2013-11-15 49.01
379 2013-11-18 45.83
380 2013-11-19 46.36
381 2013-11-20 46.43
382 2013-11-21 46.7
383 2013-11-22 46.23
384 2013-11-25 44.82
385 2013-11-26 45.89
386 2013-11-27 46.49
387 2013-11-29 47.01
388 2013-12-02 47.06
389 2013-12-03 46.73
390 2013-12-04 48.62
391 2013-12-05 48.34
392 2013-12-06 47.94
393 2013-12-09 48.84
394 2013-12-10 50.25
395 2013-12-11 49.38
396 2013-12-12 51.83
397 2013-12-13 53.32
398 2013-12-16 53.81
399 2013-12-17 54.86
400 2013-12-18 55.57
401 2013-12-19 55.05
402 2013-12-20 55.12
403 2013-12-23 57.77
404 2013-12-24 57.96
405 2013-12-26 57.73
406 2013-12-27 55.44
407 2013-12-30 53.71
408 2013-12-31 54.65
409 2014-01-02 54.71
410 2014-01-03 54.56
411 2014-01-06 57.2
412 2014-01-07 57.92
413 2014-01-08 58.23
414 2014-01-09 57.22
415 2014-01-10 57.94
416 2014-01-13 55.91
417 2014-01-14 57.74
418 2014-01-15 57.6
419 2014-01-16 57.19
420 2014-01-17 56.3
421 2014-01-21 58.51
422 2014-01-22 57.51
423 2014-01-23 56.63
424 2014-01-24 54.45
425 2014-01-27 53.55
426 2014-01-28 55.14
427 2014-01-29 53.53
428 2014-01-30 61.08
429 2014-01-31 62.57
430 2014-02-03 61.48
431 2014-02-04 62.75
432 2014-02-05 62.19
433 2014-02-06 62.16
434 2014-02-07 64.32
435 2014-02-10 63.55
436 2014-02-11 64.85
437 2014-02-12 64.45
438 2014-02-13 67.33
439 2014-02-14 67.09
440 2014-02-18 67.3
441 2014-02-19 68.06
442 2014-02-20 69.63
443 2014-02-21 68.59
444 2014-02-24 70.78
445 2014-02-25 69.85
446 2014-02-26 69.26
447 2014-02-27 68.94
448 2014-02-28 68.46
449 2014-03-03 67.41
450 2014-03-04 68.8
451 2014-03-05 71.57
452 2014-03-06 70.84
453 2014-03-07 69.8
454 2014-03-10 72.03
455 2014-03-11 70.1
456 2014-03-12 70.88
457 2014-03-13 68.83
458 2014-03-14 67.72
459 2014-03-17 68.74
460 2014-03-18 69.19
461 2014-03-19 68.24
462 2014-03-20 66.97
463 2014-03-21 67.24
464 2014-03-24 64.1
465 2014-03-25 64.89
466 2014-03-26 60.39
467 2014-03-27 60.97
468 2014-03-28 60.01
469 2014-03-31 60.24
470 2014-04-01 62.62
471 2014-04-02 62.72
472 2014-04-03 59.49
473 2014-04-04 56.75
474 2014-04-07 56.95
475 2014-04-08 58.19
476 2014-04-09 62.41
477 2014-04-10 59.16
478 2014-04-11 58.53
479 2014-04-14 58.89
480 2014-04-15 59.09
481 2014-04-16 59.72
482 2014-04-17 58.94
483 2014-04-21 61.24
484 2014-04-22 63.03
485 2014-04-23 61.36
486 2014-04-24 60.87
487 2014-04-25 57.71
488 2014-04-28 56.14
489 2014-04-29 58.15
490 2014-04-30 59.78
491 2014-05-01 61.15
492 2014-05-02 60.46
493 2014-05-05 61.22
494 2014-05-06 58.53
495 2014-05-07 57.39
496 2014-05-08 56.76
497 2014-05-09 57.24
498 2014-05-12 59.83
499 2014-05-13 59.83
500 2014-05-14 59.23
501 2014-05-15 57.92
502 2014-05-16 58.02
503 2014-05-19 59.21
504 2014-05-20 58.56
505 2014-05-21 60.49
506 2014-05-22 60.52
507 2014-05-23 61.35
508 2014-05-27 63.48
509 2014-05-28 63.51
510 2014-05-29 63.83
511 2014-05-30 63.30

864
python/fbprophet/tests/data2.csv Normal file
View file

@ -0,0 +1,864 @@
ds,y
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2017-01-01 05:20:00,-1.4
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2017-01-01 05:40:00,-1.6
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2017-01-01 05:50:00,-1.2
2017-01-01 05:55:00,-1.4
2017-01-01 06:00:00,-1.2
2017-01-01 06:05:00,-0.9
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2017-01-01 06:30:00,-1.2
2017-01-01 06:35:00,-1.1
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2017-01-01 06:45:00,-1.3
2017-01-01 06:50:00,-1.4
2017-01-01 06:55:00,-1.7
2017-01-01 07:00:00,-1.7
2017-01-01 07:05:00,-1.7
2017-01-01 07:10:00,-1.8
2017-01-01 07:15:00,-2.4
2017-01-01 07:20:00,-2.9
2017-01-01 07:25:00,-3.2
2017-01-01 07:30:00,-3.4
2017-01-01 07:35:00,-3.6
2017-01-01 07:40:00,-3.6
2017-01-01 07:45:00,-3.5
2017-01-01 07:50:00,-3.5
2017-01-01 07:55:00,-3.5
2017-01-01 08:00:00,-3.6
2017-01-01 08:05:00,-3.7
2017-01-01 08:10:00,-3.6
2017-01-01 08:15:00,-3.6
2017-01-01 08:20:00,-3.8
2017-01-01 08:25:00,-4.0
2017-01-01 08:30:00,-3.9
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2017-01-01 08:50:00,-4.1
2017-01-01 08:55:00,-4.1
2017-01-01 09:00:00,-4.2
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2017-01-01 09:10:00,-4.2
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2017-01-01 09:50:00,-4.3
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2017-01-01 11:00:00,-4.7
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2017-01-01 13:15:00,-6.1
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2017-01-01 16:10:00,-6.2
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2017-01-01 19:00:00,1.0
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2017-01-01 19:10:00,1.1
2017-01-01 19:15:00,1.3
2017-01-01 19:20:00,1.0
2017-01-01 19:25:00,1.2
2017-01-01 19:30:00,1.3
2017-01-01 19:35:00,0.9
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2017-01-01 20:55:00,1.7
2017-01-01 21:00:00,1.5
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2017-01-01 21:10:00,1.6
2017-01-01 21:15:00,1.7
2017-01-01 21:20:00,1.9
2017-01-01 21:25:00,1.6
2017-01-01 21:30:00,1.8
2017-01-01 21:35:00,1.8
2017-01-01 21:40:00,1.5
2017-01-01 21:45:00,1.6
2017-01-01 21:50:00,1.6
2017-01-01 21:55:00,1.4
2017-01-01 22:00:00,1.1
2017-01-01 22:05:00,1.5
2017-01-01 22:10:00,1.5
2017-01-01 22:15:00,1.6
2017-01-01 22:20:00,1.5
2017-01-01 22:25:00,1.1
2017-01-01 22:30:00,1.0
2017-01-01 22:35:00,1.0
2017-01-01 22:40:00,1.1
2017-01-01 22:45:00,1.1
2017-01-01 22:50:00,0.7
2017-01-01 22:55:00,0.6
2017-01-01 23:00:00,0.5
2017-01-01 23:05:00,0.3
2017-01-01 23:10:00,0.5
2017-01-01 23:15:00,0.2
2017-01-01 23:20:00,0.2
2017-01-01 23:25:00,0.0
2017-01-01 23:30:00,-0.2
2017-01-01 23:35:00,-0.3
2017-01-01 23:40:00,-0.5
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2017-01-01 23:55:00,-1.3
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2017-01-02 00:15:00,-2.4
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2017-01-02 00:30:00,-3.2
2017-01-02 00:35:00,-3.5
2017-01-02 00:40:00,-3.9
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2017-01-02 00:50:00,-4.2
2017-01-02 00:55:00,-4.4
2017-01-02 01:00:00,-4.6
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2017-01-02 01:10:00,-5.0
2017-01-02 01:15:00,-5.1
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437 2017-01-02 12:20:00 -4.9
438 2017-01-02 12:25:00 -5.0
439 2017-01-02 12:30:00 -5.3
440 2017-01-02 12:35:00 -5.5
441 2017-01-02 12:40:00 -5.5
442 2017-01-02 12:45:00 -5.6
443 2017-01-02 12:50:00 -5.9
444 2017-01-02 12:55:00 -6.1
445 2017-01-02 13:00:00 -6.0
446 2017-01-02 13:05:00 -6.1
447 2017-01-02 13:10:00 -6.1
448 2017-01-02 13:15:00 -6.0
449 2017-01-02 13:20:00 -5.7
450 2017-01-02 13:25:00 -5.5
451 2017-01-02 13:30:00 -5.3
452 2017-01-02 13:35:00 -5.2
453 2017-01-02 13:40:00 -5.1
454 2017-01-02 13:45:00 -5.0
455 2017-01-02 13:50:00 -5.0
456 2017-01-02 13:55:00 -5.0
457 2017-01-02 14:00:00 -4.9
458 2017-01-02 14:05:00 -4.9
459 2017-01-02 14:10:00 -5.0
460 2017-01-02 14:15:00 -4.9
461 2017-01-02 14:20:00 -4.9
462 2017-01-02 14:25:00 -4.9
463 2017-01-02 14:30:00 -4.9
464 2017-01-02 14:35:00 -4.9
465 2017-01-02 14:40:00 -5.0
466 2017-01-02 14:45:00 -4.9
467 2017-01-02 14:50:00 -4.9
468 2017-01-02 14:55:00 -5.0
469 2017-01-02 15:00:00 -4.9
470 2017-01-02 15:05:00 -4.9
471 2017-01-02 15:10:00 -4.9
472 2017-01-02 15:15:00 -4.9
473 2017-01-02 15:20:00 -4.9
474 2017-01-02 15:25:00 -4.9
475 2017-01-02 15:30:00 -4.9
476 2017-01-02 15:35:00 -4.9
477 2017-01-02 15:40:00 -4.9
478 2017-01-02 15:45:00 -4.9
479 2017-01-02 15:50:00 -4.9
480 2017-01-02 15:55:00 -4.9
481 2017-01-02 16:00:00 -4.9
482 2017-01-02 16:05:00 -4.9
483 2017-01-02 16:10:00 -4.9
484 2017-01-02 16:15:00 -4.9
485 2017-01-02 16:20:00 -4.9
486 2017-01-02 16:25:00 -4.8
487 2017-01-02 16:30:00 -4.8
488 2017-01-02 16:35:00 -4.7
489 2017-01-02 16:40:00 -4.8
490 2017-01-02 16:45:00 -4.8
491 2017-01-02 16:50:00 -4.8
492 2017-01-02 16:55:00 -4.9
493 2017-01-02 17:00:00 -4.8
494 2017-01-02 17:05:00 -4.8
495 2017-01-02 17:10:00 -4.8
496 2017-01-02 17:15:00 -4.8
497 2017-01-02 17:20:00 -4.7
498 2017-01-02 17:25:00 -4.7
499 2017-01-02 17:30:00 -4.7
500 2017-01-02 17:35:00 -4.7
501 2017-01-02 17:40:00 -4.7
502 2017-01-02 17:45:00 -4.6
503 2017-01-02 17:50:00 -4.7
504 2017-01-02 17:55:00 -4.7
505 2017-01-02 18:00:00 -4.5
506 2017-01-02 18:05:00 -4.6
507 2017-01-02 18:10:00 -4.5
508 2017-01-02 18:15:00 -4.4
509 2017-01-02 18:20:00 -4.6
510 2017-01-02 18:25:00 -4.6
511 2017-01-02 18:30:00 -4.5
512 2017-01-02 18:35:00 -4.4
513 2017-01-02 18:40:00 -4.4
514 2017-01-02 18:45:00 -4.4
515 2017-01-02 18:50:00 -4.3
516 2017-01-02 18:55:00 -4.2
517 2017-01-02 19:00:00 -4.2
518 2017-01-02 19:05:00 -4.2
519 2017-01-02 19:10:00 -4.2
520 2017-01-02 19:15:00 -4.1
521 2017-01-02 19:20:00 -4.2
522 2017-01-02 19:25:00 -4.2
523 2017-01-02 19:30:00 -4.1
524 2017-01-02 19:35:00 -3.9
525 2017-01-02 19:40:00 -3.9
526 2017-01-02 19:45:00 -4.1
527 2017-01-02 19:50:00 -4.2
528 2017-01-02 19:55:00 -4.0
529 2017-01-02 20:00:00 -4.0
530 2017-01-02 20:05:00 -4.1
531 2017-01-02 20:10:00 -4.0
532 2017-01-02 20:15:00 -4.1
533 2017-01-02 20:20:00 -4.1
534 2017-01-02 20:25:00 -4.0
535 2017-01-02 20:30:00 -4.2
536 2017-01-02 20:35:00 -4.1
537 2017-01-02 20:40:00 -4.1
538 2017-01-02 20:45:00 -4.2
539 2017-01-02 20:50:00 -4.1
540 2017-01-02 20:55:00 -4.3
541 2017-01-02 21:00:00 -4.3
542 2017-01-02 21:05:00 -4.4
543 2017-01-02 21:10:00 -4.5
544 2017-01-02 21:15:00 -4.4
545 2017-01-02 21:20:00 -4.2
546 2017-01-02 21:25:00 -4.5
547 2017-01-02 21:30:00 -4.4
548 2017-01-02 21:35:00 -4.2
549 2017-01-02 21:40:00 -4.3
550 2017-01-02 21:45:00 -4.3
551 2017-01-02 21:50:00 -4.2
552 2017-01-02 21:55:00 -4.2
553 2017-01-02 22:00:00 -4.3
554 2017-01-02 22:05:00 -4.2
555 2017-01-02 22:10:00 -4.3
556 2017-01-02 22:15:00 -4.4
557 2017-01-02 22:20:00 -4.3
558 2017-01-02 22:25:00 -4.3
559 2017-01-02 22:30:00 -4.0
560 2017-01-02 22:35:00 -4.3
561 2017-01-02 22:40:00 -4.1
562 2017-01-02 22:45:00 -4.2
563 2017-01-02 22:50:00 -4.0
564 2017-01-02 22:55:00 -3.9
565 2017-01-02 23:00:00 -4.0
566 2017-01-02 23:05:00 -4.1
567 2017-01-02 23:10:00 -4.1
568 2017-01-02 23:15:00 -4.0
569 2017-01-02 23:20:00 -4.1
570 2017-01-02 23:25:00 -4.2
571 2017-01-02 23:30:00 -4.3
572 2017-01-02 23:35:00 -4.2
573 2017-01-02 23:40:00 -4.3
574 2017-01-02 23:45:00 -4.3
575 2017-01-02 23:50:00 -4.3
576 2017-01-02 23:55:00 -4.4
577 2017-01-03 00:00:00 -4.5
578 2017-01-03 00:05:00 -4.5
579 2017-01-03 00:10:00 -4.5
580 2017-01-03 00:15:00 -4.5
581 2017-01-03 00:20:00 -4.6
582 2017-01-03 00:25:00 -4.6
583 2017-01-03 00:30:00 -4.5
584 2017-01-03 00:35:00 -4.6
585 2017-01-03 00:40:00 -4.6
586 2017-01-03 00:45:00 -4.5
587 2017-01-03 00:50:00 -4.5
588 2017-01-03 00:55:00 -4.6
589 2017-01-03 01:00:00 -4.5
590 2017-01-03 01:05:00 -4.6
591 2017-01-03 01:10:00 -4.7
592 2017-01-03 01:15:00 -4.7
593 2017-01-03 01:20:00 -4.7
594 2017-01-03 01:25:00 -4.9
595 2017-01-03 01:30:00 -4.9
596 2017-01-03 01:35:00 -4.9
597 2017-01-03 01:40:00 -5.0
598 2017-01-03 01:45:00 -5.0
599 2017-01-03 01:50:00 -5.2
600 2017-01-03 01:55:00 -5.2
601 2017-01-03 02:00:00 -5.5
602 2017-01-03 02:05:00 -5.3
603 2017-01-03 02:10:00 -5.2
604 2017-01-03 02:15:00 -5.2
605 2017-01-03 02:20:00 -5.9
606 2017-01-03 02:25:00 -6.4
607 2017-01-03 02:30:00 -6.5
608 2017-01-03 02:35:00 -6.0
609 2017-01-03 02:40:00 -5.8
610 2017-01-03 02:45:00 -5.5
611 2017-01-03 02:50:00 -5.4
612 2017-01-03 02:55:00 -5.5
613 2017-01-03 03:00:00 -6.3
614 2017-01-03 03:05:00 -6.3
615 2017-01-03 03:10:00 -6.8
616 2017-01-03 03:15:00 -6.3
617 2017-01-03 03:20:00 -5.8
618 2017-01-03 03:25:00 -6.8
619 2017-01-03 03:30:00 -6.2
620 2017-01-03 03:35:00 -5.7
621 2017-01-03 03:40:00 -5.4
622 2017-01-03 03:45:00 -5.3
623 2017-01-03 03:50:00 -5.3
624 2017-01-03 03:55:00 -5.2
625 2017-01-03 04:00:00 -5.3
626 2017-01-03 04:05:00 -5.3
627 2017-01-03 04:10:00 -5.2
628 2017-01-03 04:15:00 -5.2
629 2017-01-03 04:20:00 -5.6
630 2017-01-03 04:25:00 -6.1
631 2017-01-03 04:30:00 -6.1
632 2017-01-03 04:35:00 -6.1
633 2017-01-03 04:40:00 -6.0
634 2017-01-03 04:45:00 -5.8
635 2017-01-03 04:50:00 -5.6
636 2017-01-03 04:55:00 -5.7
637 2017-01-03 05:00:00 -5.6
638 2017-01-03 05:05:00 -6.1
639 2017-01-03 05:10:00 -5.8
640 2017-01-03 05:15:00 -5.9
641 2017-01-03 05:20:00 -5.8
642 2017-01-03 05:25:00 -6.3
643 2017-01-03 05:30:00 -6.4
644 2017-01-03 05:35:00 -6.5
645 2017-01-03 05:40:00 -6.5
646 2017-01-03 05:45:00 -5.9
647 2017-01-03 05:50:00 -5.7
648 2017-01-03 05:55:00 -5.8
649 2017-01-03 06:00:00 -6.0
650 2017-01-03 06:05:00 -6.3
651 2017-01-03 06:10:00 -6.7
652 2017-01-03 06:15:00 -6.6
653 2017-01-03 06:20:00 -6.5
654 2017-01-03 06:25:00 -6.4
655 2017-01-03 06:30:00 -6.1
656 2017-01-03 06:35:00 -6.3
657 2017-01-03 06:40:00 -6.2
658 2017-01-03 06:45:00 -6.1
659 2017-01-03 06:50:00 -6.1
660 2017-01-03 06:55:00 -6.0
661 2017-01-03 07:00:00 -6.0
662 2017-01-03 07:05:00 -6.2
663 2017-01-03 07:10:00 -6.4
664 2017-01-03 07:15:00 -6.2
665 2017-01-03 07:20:00 -6.1
666 2017-01-03 07:25:00 -5.9
667 2017-01-03 07:30:00 -5.9
668 2017-01-03 07:35:00 -5.9
669 2017-01-03 07:40:00 -6.2
670 2017-01-03 07:45:00 -6.4
671 2017-01-03 07:50:00 -6.2
672 2017-01-03 07:55:00 -6.0
673 2017-01-03 08:00:00 -5.9
674 2017-01-03 08:05:00 -5.9
675 2017-01-03 08:10:00 -5.8
676 2017-01-03 08:15:00 -5.8
677 2017-01-03 08:20:00 -5.8
678 2017-01-03 08:25:00 -5.8
679 2017-01-03 08:30:00 -6.0
680 2017-01-03 08:35:00 -5.9
681 2017-01-03 08:40:00 -5.9
682 2017-01-03 08:45:00 -5.8
683 2017-01-03 08:50:00 -5.8
684 2017-01-03 08:55:00 -5.7
685 2017-01-03 09:00:00 -5.8
686 2017-01-03 09:05:00 -5.8
687 2017-01-03 09:10:00 -6.0
688 2017-01-03 09:15:00 -6.1
689 2017-01-03 09:20:00 -6.0
690 2017-01-03 09:25:00 -5.9
691 2017-01-03 09:30:00 -6.0
692 2017-01-03 09:35:00 -6.0
693 2017-01-03 09:40:00 -6.1
694 2017-01-03 09:45:00 -6.2
695 2017-01-03 09:50:00 -6.1
696 2017-01-03 09:55:00 -6.3
697 2017-01-03 10:00:00 -6.3
698 2017-01-03 10:05:00 -6.1
699 2017-01-03 10:10:00 -6.0
700 2017-01-03 10:15:00 -5.9
701 2017-01-03 10:20:00 -5.8
702 2017-01-03 10:25:00 -5.7
703 2017-01-03 10:30:00 -5.7
704 2017-01-03 10:35:00 -5.8
705 2017-01-03 10:40:00 -5.6
706 2017-01-03 10:45:00 -5.6
707 2017-01-03 10:50:00 -5.6
708 2017-01-03 10:55:00 -5.6
709 2017-01-03 11:00:00 -5.5
710 2017-01-03 11:05:00 -5.6
711 2017-01-03 11:10:00 -5.7
712 2017-01-03 11:15:00 -5.7
713 2017-01-03 11:20:00 -5.8
714 2017-01-03 11:25:00 -5.7
715 2017-01-03 11:30:00 -5.6
716 2017-01-03 11:35:00 -5.5
717 2017-01-03 11:40:00 -5.3
718 2017-01-03 11:45:00 -5.2
719 2017-01-03 11:50:00 -5.1
720 2017-01-03 11:55:00 -5.0
721 2017-01-03 12:00:00 -5.1
722 2017-01-03 12:05:00 -5.0
723 2017-01-03 12:10:00 -5.0
724 2017-01-03 12:15:00 -5.0
725 2017-01-03 12:20:00 -4.8
726 2017-01-03 12:25:00 -4.8
727 2017-01-03 12:30:00 -4.7
728 2017-01-03 12:35:00 -4.6
729 2017-01-03 12:40:00 -4.5
730 2017-01-03 12:45:00 -4.4
731 2017-01-03 12:50:00 -4.5
732 2017-01-03 12:55:00 -4.6
733 2017-01-03 13:00:00 -4.6
734 2017-01-03 13:05:00 -4.6
735 2017-01-03 13:10:00 -4.5
736 2017-01-03 13:15:00 -4.5
737 2017-01-03 13:20:00 -4.5
738 2017-01-03 13:25:00 -4.3
739 2017-01-03 13:30:00 -4.3
740 2017-01-03 13:35:00 -4.3
741 2017-01-03 13:40:00 -4.2
742 2017-01-03 13:45:00 -4.2
743 2017-01-03 13:50:00 -4.2
744 2017-01-03 13:55:00 -4.2
745 2017-01-03 14:00:00 -4.3
746 2017-01-03 14:05:00 -4.3
747 2017-01-03 14:10:00 -4.3
748 2017-01-03 14:15:00 -4.3
749 2017-01-03 14:20:00 -4.3
750 2017-01-03 14:25:00 -4.3
751 2017-01-03 14:30:00 -4.4
752 2017-01-03 14:35:00 -4.4
753 2017-01-03 14:40:00 -4.4
754 2017-01-03 14:45:00 -4.5
755 2017-01-03 14:50:00 -4.6
756 2017-01-03 14:55:00 -4.5
757 2017-01-03 15:00:00 -4.5
758 2017-01-03 15:05:00 -4.5
759 2017-01-03 15:10:00 -4.5
760 2017-01-03 15:15:00 -4.5
761 2017-01-03 15:20:00 -4.5
762 2017-01-03 15:25:00 -4.5
763 2017-01-03 15:30:00 -4.5
764 2017-01-03 15:35:00 -4.5
765 2017-01-03 15:40:00 -4.5
766 2017-01-03 15:45:00 -4.6
767 2017-01-03 15:50:00 -4.6
768 2017-01-03 15:55:00 -4.5
769 2017-01-03 16:00:00 -4.6
770 2017-01-03 16:05:00 -4.5
771 2017-01-03 16:10:00 -4.3
772 2017-01-03 16:15:00 -4.2
773 2017-01-03 16:20:00 -4.3
774 2017-01-03 16:25:00 -4.2
775 2017-01-03 16:30:00 -4.1
776 2017-01-03 16:35:00 -4.0
777 2017-01-03 16:40:00 -3.9
778 2017-01-03 16:45:00 -3.8
779 2017-01-03 16:50:00 -3.7
780 2017-01-03 16:55:00 -3.7
781 2017-01-03 17:00:00 -3.4
782 2017-01-03 17:05:00 -3.3
783 2017-01-03 17:10:00 -3.5
784 2017-01-03 17:15:00 -3.4
785 2017-01-03 17:20:00 -3.3
786 2017-01-03 17:25:00 -3.2
787 2017-01-03 17:30:00 -3.1
788 2017-01-03 17:35:00 -3.0
789 2017-01-03 17:40:00 -2.7
790 2017-01-03 17:45:00 -2.6
791 2017-01-03 17:50:00 -2.2
792 2017-01-03 17:55:00 -2.4
793 2017-01-03 18:00:00 -2.4
794 2017-01-03 18:05:00 -2.7
795 2017-01-03 18:10:00 -2.7
796 2017-01-03 18:15:00 -2.6
797 2017-01-03 18:20:00 -2.7
798 2017-01-03 18:25:00 -2.5
799 2017-01-03 18:30:00 -2.5
800 2017-01-03 18:35:00 -2.6
801 2017-01-03 18:40:00 -2.6
802 2017-01-03 18:45:00 -2.6
803 2017-01-03 18:50:00 -2.9
804 2017-01-03 18:55:00 -2.7
805 2017-01-03 19:00:00 -2.5
806 2017-01-03 19:05:00 -2.3
807 2017-01-03 19:10:00 -2.3
808 2017-01-03 19:15:00 -2.3
809 2017-01-03 19:20:00 -2.3
810 2017-01-03 19:25:00 -2.2
811 2017-01-03 19:30:00 -2.1
812 2017-01-03 19:35:00 -2.3
813 2017-01-03 19:40:00 -2.2
814 2017-01-03 19:45:00 -2.0
815 2017-01-03 19:50:00 -1.9
816 2017-01-03 19:55:00 -1.8
817 2017-01-03 20:00:00 -1.8
818 2017-01-03 20:05:00 -1.9
819 2017-01-03 20:10:00 -1.8
820 2017-01-03 20:15:00 -1.6
821 2017-01-03 20:20:00 -1.5
822 2017-01-03 20:25:00 -1.1
823 2017-01-03 20:30:00 -1.6
824 2017-01-03 20:35:00 -2.2
825 2017-01-03 20:40:00 -2.2
826 2017-01-03 20:45:00 -2.3
827 2017-01-03 20:50:00 -2.4
828 2017-01-03 20:55:00 -2.4
829 2017-01-03 21:00:00 -2.4
830 2017-01-03 21:05:00 -2.3
831 2017-01-03 21:10:00 -2.4
832 2017-01-03 21:15:00 -2.5
833 2017-01-03 21:20:00 -2.3
834 2017-01-03 21:25:00 -2.1
835 2017-01-03 21:30:00 -2.2
836 2017-01-03 21:35:00 -2.2
837 2017-01-03 21:40:00 -2.3
838 2017-01-03 21:45:00 -2.3
839 2017-01-03 21:50:00 -2.3
840 2017-01-03 21:55:00 -2.3
841 2017-01-03 22:00:00 -2.4
842 2017-01-03 22:05:00 -2.3
843 2017-01-03 22:10:00 -2.3
844 2017-01-03 22:15:00 -2.4
845 2017-01-03 22:20:00 -2.4
846 2017-01-03 22:25:00 -2.5
847 2017-01-03 22:30:00 -2.5
848 2017-01-03 22:35:00 -2.7
849 2017-01-03 22:40:00 -2.7
850 2017-01-03 22:45:00 -2.8
851 2017-01-03 22:50:00 -2.8
852 2017-01-03 22:55:00 -2.8
853 2017-01-03 23:00:00 -2.8
854 2017-01-03 23:05:00 -2.8
855 2017-01-03 23:10:00 -2.8
856 2017-01-03 23:15:00 -2.7
857 2017-01-03 23:20:00 -2.7
858 2017-01-03 23:25:00 -2.6
859 2017-01-03 23:30:00 -2.6
860 2017-01-03 23:35:00 -2.5
861 2017-01-03 23:40:00 -2.5
862 2017-01-03 23:45:00 -2.4
863 2017-01-03 23:50:00 -2.4
864 2017-01-03 23:55:00 -2.4

550
python/fbprophet/tests/test_prophet.py
View file

@ -10,10 +10,7 @@ from __future__ import division
from __future__ import print_function
from __future__ import unicode_literals
try:
from StringIO import StringIO
except ImportError:
from io import StringIO
import os
import numpy as np
import pandas as pd
@ -24,6 +21,15 @@ from fbprophet import Prophet
# fb-block 1 end
# fb-block 2
DATA = pd.read_csv(
os.path.join(os.path.dirname(__file__), 'data.csv'),
parse_dates=['ds'],
)
DATA2 = pd.read_csv(
os.path.join(os.path.dirname(__file__), 'data2.csv'),
parse_dates=['ds'],
)
class TestProphet(TestCase):
def test_fit_predict(self):
@ -298,517 +304,25 @@ class TestProphet(TestCase):
m.fit(DATA)
self.assertEqual(m.seasonalities['yearly'], (365.25, 7))
DATA = pd.read_csv(StringIO("""
ds,y
2012-05-18,38.23
2012-05-21,34.03
2012-05-22,31.0
2012-05-23,32.0
2012-05-24,33.03
2012-05-25,31.91
2012-05-29,28.84
2012-05-30,28.19
2012-05-31,29.6
2012-06-01,27.72
2012-06-04,26.9
2012-06-05,25.87
2012-06-06,26.81
2012-06-07,26.31
2012-06-08,27.1
2012-06-11,27.01
2012-06-12,27.4
2012-06-13,27.27
2012-06-14,28.29
2012-06-15,30.01
2012-06-18,31.41
2012-06-19,31.91
2012-06-20,31.6
2012-06-21,31.84
2012-06-22,33.05
2012-06-25,32.06
2012-06-26,33.1
2012-06-27,32.23
2012-06-28,31.36
2012-06-29,31.1
2012-07-02,30.77
2012-07-03,31.2
2012-07-05,31.47
2012-07-06,31.73
2012-07-09,32.17
2012-07-10,31.47
2012-07-11,30.97
2012-07-12,30.81
2012-07-13,30.72
2012-07-16,28.25
2012-07-17,28.09
2012-07-18,29.11
2012-07-19,29.0
2012-07-20,28.76
2012-07-23,28.75
2012-07-24,28.45
2012-07-25,29.34
2012-07-26,26.85
2012-07-27,23.71
2012-07-30,23.15
2012-07-31,21.71
2012-08-01,20.88
2012-08-02,20.04
2012-08-03,21.09
2012-08-06,21.92
2012-08-07,20.72
2012-08-08,20.72
2012-08-09,21.01
2012-08-10,21.81
2012-08-13,21.6
2012-08-14,20.38
2012-08-15,21.2
2012-08-16,19.87
2012-08-17,19.05
2012-08-20,20.01
2012-08-21,19.16
2012-08-22,19.44
2012-08-23,19.44
2012-08-24,19.41
2012-08-27,19.15
2012-08-28,19.34
2012-08-29,19.1
2012-08-30,19.09
2012-08-31,18.06
2012-09-04,17.73
2012-09-05,18.58
2012-09-06,18.96
2012-09-07,18.98
2012-09-10,18.81
2012-09-11,19.43
2012-09-12,20.93
2012-09-13,20.71
2012-09-14,22.0
2012-09-17,21.52
2012-09-18,21.87
2012-09-19,23.29
2012-09-20,22.59
2012-09-21,22.86
2012-09-24,20.79
2012-09-25,20.28
2012-09-26,20.62
2012-09-27,20.32
2012-09-28,21.66
2012-10-01,21.99
2012-10-02,22.27
2012-10-03,21.83
2012-10-04,21.95
2012-10-05,20.91
2012-10-08,20.4
2012-10-09,20.23
2012-10-10,19.64
2012-10-11,19.75
2012-10-12,19.52
2012-10-15,19.52
2012-10-16,19.48
2012-10-17,19.88
2012-10-18,18.98
2012-10-19,19.0
2012-10-22,19.32
2012-10-23,19.5
2012-10-24,23.23
2012-10-25,22.56
2012-10-26,21.94
2012-10-31,21.11
2012-11-01,21.21
2012-11-02,21.18
2012-11-05,21.25
2012-11-06,21.17
2012-11-07,20.47
2012-11-08,19.99
2012-11-09,19.21
2012-11-12,20.07
2012-11-13,19.86
2012-11-14,22.36
2012-11-15,22.17
2012-11-16,23.56
2012-11-19,22.92
2012-11-20,23.1
2012-11-21,24.32
2012-11-23,24.0
2012-11-26,25.94
2012-11-27,26.15
2012-11-28,26.36
2012-11-29,27.32
2012-11-30,28.0
2012-12-03,27.04
2012-12-04,27.46
2012-12-05,27.71
2012-12-06,26.97
2012-12-07,27.49
2012-12-10,27.84
2012-12-11,27.98
2012-12-12,27.58
2012-12-13,28.24
2012-12-14,26.81
2012-12-17,26.75
2012-12-18,27.71
2012-12-19,27.41
2012-12-20,27.36
2012-12-21,26.26
2012-12-24,26.93
2012-12-26,26.51
2012-12-27,26.05
2012-12-28,25.91
2012-12-31,26.62
2013-01-02,28.0
2013-01-03,27.77
2013-01-04,28.76
2013-01-07,29.42
2013-01-08,29.06
2013-01-09,30.59
2013-01-10,31.3
2013-01-11,31.72
2013-01-14,30.95
2013-01-15,30.1
2013-01-16,29.85
2013-01-17,30.14
2013-01-18,29.66
2013-01-22,30.73
2013-01-23,30.82
2013-01-24,31.08
2013-01-25,31.54
2013-01-28,32.47
2013-01-29,30.79
2013-01-30,31.24
2013-01-31,30.98
2013-02-01,29.73
2013-02-04,28.11
2013-02-05,28.64
2013-02-06,29.05
2013-02-07,28.65
2013-02-08,28.55
2013-02-11,28.26
2013-02-12,27.37
2013-02-13,27.91
2013-02-14,28.5
2013-02-15,28.32
2013-02-19,28.93
2013-02-20,28.46
2013-02-21,27.28
2013-02-22,27.13
2013-02-25,27.27
2013-02-26,27.39
2013-02-27,26.87
2013-02-28,27.25
2013-03-01,27.78
2013-03-04,27.72
2013-03-05,27.52
2013-03-06,27.45
2013-03-07,28.58
2013-03-08,27.96
2013-03-11,28.14
2013-03-12,27.83
2013-03-13,27.08
2013-03-14,27.04
2013-03-15,26.65
2013-03-18,26.49
2013-03-19,26.55
2013-03-20,25.86
2013-03-21,25.74
2013-03-22,25.73
2013-03-25,25.13
2013-03-26,25.21
2013-03-27,26.09
2013-03-28,25.58
2013-04-01,25.53
2013-04-02,25.42
2013-04-03,26.25
2013-04-04,27.07
2013-04-05,27.39
2013-04-08,26.85
2013-04-09,26.59
2013-04-10,27.57
2013-04-11,28.02
2013-04-12,27.4
2013-04-15,26.52
2013-04-16,26.92
2013-04-17,26.63
2013-04-18,25.69
2013-04-19,25.73
2013-04-22,25.97
2013-04-23,25.98
2013-04-24,26.11
2013-04-25,26.14
2013-04-26,26.85
2013-04-29,26.98
2013-04-30,27.77
2013-05-01,27.43
2013-05-02,28.97
2013-05-03,28.31
2013-05-06,27.57
2013-05-07,26.89
2013-05-08,27.12
2013-05-09,27.04
2013-05-10,26.68
2013-05-13,26.82
2013-05-14,27.07
2013-05-15,26.6
2013-05-16,26.13
2013-05-17,26.25
2013-05-20,25.76
2013-05-21,25.66
2013-05-22,25.16
2013-05-23,25.06
2013-05-24,24.31
2013-05-28,24.1
2013-05-29,23.32
2013-05-30,24.55
2013-05-31,24.35
2013-06-03,23.85
2013-06-04,23.52
2013-06-05,22.9
2013-06-06,22.97
2013-06-07,23.29
2013-06-10,24.33
2013-06-11,24.03
2013-06-12,23.77
2013-06-13,23.73
2013-06-14,23.63
2013-06-17,24.02
2013-06-18,24.21
2013-06-19,24.31
2013-06-20,23.9
2013-06-21,24.53
2013-06-24,23.94
2013-06-25,24.25
2013-06-26,24.16
2013-06-27,24.66
2013-06-28,24.88
2013-07-01,24.81
2013-07-02,24.41
2013-07-03,24.52
2013-07-05,24.37
2013-07-08,24.71
2013-07-09,25.48
2013-07-10,25.8
2013-07-11,25.81
2013-07-12,25.91
2013-07-15,26.28
2013-07-16,26.32
2013-07-17,26.65
2013-07-18,26.18
2013-07-19,25.88
2013-07-22,26.05
2013-07-23,26.13
2013-07-24,26.51
2013-07-25,34.36
2013-07-26,34.01
2013-07-29,35.43
2013-07-30,37.63
2013-07-31,36.8
2013-08-01,37.49
2013-08-02,38.05
2013-08-05,39.19
2013-08-06,38.55
2013-08-07,38.87
2013-08-08,38.54
2013-08-09,38.5
2013-08-12,38.22
2013-08-13,37.02
2013-08-14,36.65
2013-08-15,36.56
2013-08-16,37.08
2013-08-19,37.81
2013-08-20,38.41
2013-08-21,38.32
2013-08-22,38.55
2013-08-23,40.55
2013-08-26,41.34
2013-08-27,39.64
2013-08-28,40.55
2013-08-29,41.28
2013-08-30,41.29
2013-09-03,41.87
2013-09-04,41.78
2013-09-05,42.66
2013-09-06,43.95
2013-09-09,44.04
2013-09-10,43.6
2013-09-11,45.04
2013-09-12,44.75
2013-09-13,44.31
2013-09-16,42.51
2013-09-17,45.07
2013-09-18,45.23
2013-09-19,45.98
2013-09-20,47.49
2013-09-23,47.19
2013-09-24,48.45
2013-09-25,49.46
2013-09-26,50.39
2013-09-27,51.24
2013-09-30,50.23
2013-10-01,50.42
2013-10-02,50.28
2013-10-03,49.18
2013-10-04,51.04
2013-10-07,50.52
2013-10-08,47.14
2013-10-09,46.77
2013-10-10,49.05
2013-10-11,49.11
2013-10-14,49.51
2013-10-15,49.5
2013-10-16,51.14
2013-10-17,52.21
2013-10-18,54.22
2013-10-21,53.85
2013-10-22,52.68
2013-10-23,51.9
2013-10-24,52.45
2013-10-25,51.95
2013-10-28,50.23
2013-10-29,49.4
2013-10-30,49.01
2013-10-31,50.21
2013-11-01,49.75
2013-11-04,48.22
2013-11-05,50.11
2013-11-06,49.12
2013-11-07,47.56
2013-11-08,47.53
2013-11-11,46.2
2013-11-12,46.61
2013-11-13,48.71
2013-11-14,48.99
2013-11-15,49.01
2013-11-18,45.83
2013-11-19,46.36
2013-11-20,46.43
2013-11-21,46.7
2013-11-22,46.23
2013-11-25,44.82
2013-11-26,45.89
2013-11-27,46.49
2013-11-29,47.01
2013-12-02,47.06
2013-12-03,46.73
2013-12-04,48.62
2013-12-05,48.34
2013-12-06,47.94
2013-12-09,48.84
2013-12-10,50.25
2013-12-11,49.38
2013-12-12,51.83
2013-12-13,53.32
2013-12-16,53.81
2013-12-17,54.86
2013-12-18,55.57
2013-12-19,55.05
2013-12-20,55.12
2013-12-23,57.77
2013-12-24,57.96
2013-12-26,57.73
2013-12-27,55.44
2013-12-30,53.71
2013-12-31,54.65
2014-01-02,54.71
2014-01-03,54.56
2014-01-06,57.2
2014-01-07,57.92
2014-01-08,58.23
2014-01-09,57.22
2014-01-10,57.94
2014-01-13,55.91
2014-01-14,57.74
2014-01-15,57.6
2014-01-16,57.19
2014-01-17,56.3
2014-01-21,58.51
2014-01-22,57.51
2014-01-23,56.63
2014-01-24,54.45
2014-01-27,53.55
2014-01-28,55.14
2014-01-29,53.53
2014-01-30,61.08
2014-01-31,62.57
2014-02-03,61.48
2014-02-04,62.75
2014-02-05,62.19
2014-02-06,62.16
2014-02-07,64.32
2014-02-10,63.55
2014-02-11,64.85
2014-02-12,64.45
2014-02-13,67.33
2014-02-14,67.09
2014-02-18,67.3
2014-02-19,68.06
2014-02-20,69.63
2014-02-21,68.59
2014-02-24,70.78
2014-02-25,69.85
2014-02-26,69.26
2014-02-27,68.94
2014-02-28,68.46
2014-03-03,67.41
2014-03-04,68.8
2014-03-05,71.57
2014-03-06,70.84
2014-03-07,69.8
2014-03-10,72.03
2014-03-11,70.1
2014-03-12,70.88
2014-03-13,68.83
2014-03-14,67.72
2014-03-17,68.74
2014-03-18,69.19
2014-03-19,68.24
2014-03-20,66.97
2014-03-21,67.24
2014-03-24,64.1
2014-03-25,64.89
2014-03-26,60.39
2014-03-27,60.97
2014-03-28,60.01
2014-03-31,60.24
2014-04-01,62.62
2014-04-02,62.72
2014-04-03,59.49
2014-04-04,56.75
2014-04-07,56.95
2014-04-08,58.19
2014-04-09,62.41
2014-04-10,59.16
2014-04-11,58.53
2014-04-14,58.89
2014-04-15,59.09
2014-04-16,59.72
2014-04-17,58.94
2014-04-21,61.24
2014-04-22,63.03
2014-04-23,61.36
2014-04-24,60.87
2014-04-25,57.71
2014-04-28,56.14
2014-04-29,58.15
2014-04-30,59.78
2014-05-01,61.15
2014-05-02,60.46
2014-05-05,61.22
2014-05-06,58.53
2014-05-07,57.39
2014-05-08,56.76
2014-05-09,57.24
2014-05-12,59.83
2014-05-13,59.83
2014-05-14,59.23
2014-05-15,57.92
2014-05-16,58.02
2014-05-19,59.21
2014-05-20,58.56
2014-05-21,60.49
2014-05-22,60.52
2014-05-23,61.35
2014-05-27,63.48
2014-05-28,63.51
2014-05-29,63.83
2014-05-30,63.30
"""), parse_dates=['ds'])
def test_auto_daily_seasonality(self):
# Should be enabled
m = Prophet()
self.assertEqual(m.yearly_seasonality, 'auto')
m.fit(DATA2)
self.assertIn('daily', m.seasonalities)
self.assertEqual(m.seasonalities['daily'], (1, 4))
# Should be disabled due to too short history
N = 430
train = DATA2.head(N)
m = Prophet()
m.fit(train)
self.assertNotIn('daily', m.seasonalities)
m = Prophet(daily_seasonality=True)
m.fit(train)
self.assertIn('daily', m.seasonalities)
m = Prophet(daily_seasonality=7)
m.fit(DATA2)
self.assertEqual(m.seasonalities['daily'], (1, 7))
m = Prophet()
m.fit(DATA)
self.assertNotIn('daily', m.seasonalities)