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[ Stefano Pigozzi | Tema Data Analytics | Big Data Analytics | A.A. 2022/2023 | Unimore ]
# Data analytics
> ### Data processing e exploratory data analytics su dataset provenienti da più sorgenti
>
> Lattività da svolgere consiste nel:
>
> 1. Scegliere due o più dataset provenienti da due o più sorgenti.
> * Il dataset finale deve essere costituito almeno da due file.
> 2. Usando [pandas](https://pandas.pydata.org/) implementare le operazioni di data processing necessarie (principalmente join e selezioni) per mettere in collegamento i dataset e per preparare i dati al passo successivo
> 3. Usando pacchetti Python quali [pandas](https://pandas.pydata.org/), [scipy](https://scipy.org/), [matplotlib](https://matplotlib.org/) e [seaborn](https://seaborn.pydata.org/) implementare attività di data cleaning, exploratory data analysis estraendo dati statistici e di visualizzazione dei risultati attraverso il quale sia possibile "raccontare qualcosa sui dati" (storytelling), eventualmente partendo da dei quesiti di ricerca.
> L'uso dei pacchetti non deve necessariamente essere limitato alle istruzioni viste a lezione. Le documentazioni dei pacchetti stessi e i volumi messi a disposizione su Dolly fornisco spunti duso interessanti!
> 4. Produrre un notebook Jupyter (https://jupyter.org/) che contenga:
> * una introduzione allargomento scelto, alle sorgenti dati e agli obiettivi del progetto specificando eventualmente i quesiti di ricerca
> * una sezione per ogni fase del progetto di data analytics
## [Vedi README.ipynb](README.ipynb)

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Categoria: Tutte le categorie
Mese,Deep Rock Galactic: (Tutto il mondo)
2004-01,0
2004-02,0
2004-03,0
2004-04,0
2004-05,1
2004-06,2
2004-07,0
2004-08,0
2004-09,1
2004-10,1
2004-11,0
2004-12,0
2005-01,1
2005-02,1
2005-03,1
2005-04,0
2005-05,1
2005-06,1
2005-07,0
2005-08,0
2005-09,3
2005-10,1
2005-11,1
2005-12,1
2006-01,1
2006-02,2
2006-03,2
2006-04,2
2006-05,1
2006-06,4
2006-07,1
2006-08,1
2006-09,1
2006-10,1
2006-11,0
2006-12,0
2007-01,< 1
2007-02,1
2007-03,1
2007-04,1
2007-05,1
2007-06,1
2007-07,1
2007-08,1
2007-09,< 1
2007-10,1
2007-11,1
2007-12,1
2008-01,1
2008-02,1
2008-03,1
2008-04,1
2008-05,2
2008-06,2
2008-07,2
2008-08,1
2008-09,1
2008-10,1
2008-11,1
2008-12,1
2009-01,1
2009-02,1
2009-03,1
2009-04,1
2009-05,1
2009-06,1
2009-07,1
2009-08,1
2009-09,< 1
2009-10,< 1
2009-11,1
2009-12,1
2010-01,1
2010-02,< 1
2010-03,1
2010-04,1
2010-05,< 1
2010-06,1
2010-07,< 1
2010-08,1
2010-09,1
2010-10,< 1
2010-11,1
2010-12,< 1
2011-01,1
2011-02,1
2011-03,1
2011-04,< 1
2011-05,1
2011-06,1
2011-07,< 1
2011-08,1
2011-09,1
2011-10,< 1
2011-11,1
2011-12,1
2012-01,1
2012-02,1
2012-03,1
2012-04,1
2012-05,1
2012-06,< 1
2012-07,1
2012-08,< 1
2012-09,< 1
2012-10,1
2012-11,< 1
2012-12,1
2013-01,< 1
2013-02,< 1
2013-03,1
2013-04,< 1
2013-05,< 1
2013-06,1
2013-07,< 1
2013-08,< 1
2013-09,< 1
2013-10,1
2013-11,1
2013-12,< 1
2014-01,1
2014-02,1
2014-03,1
2014-04,1
2014-05,1
2014-06,1
2014-07,< 1
2014-08,< 1
2014-09,< 1
2014-10,< 1
2014-11,1
2014-12,< 1
2015-01,< 1
2015-02,< 1
2015-03,1
2015-04,1
2015-05,< 1
2015-06,< 1
2015-07,1
2015-08,1
2015-09,1
2015-10,1
2015-11,< 1
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2016-01,1
2016-02,< 1
2016-03,< 1
2016-04,< 1
2016-05,< 1
2016-06,< 1
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2016-12,< 1
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2017-04,1
2017-05,< 1
2017-06,2
2017-07,1
2017-08,1
2017-09,1
2017-10,1
2017-11,1
2017-12,1
2018-01,1
2018-02,3
2018-03,12
2018-04,5
2018-05,4
2018-06,4
2018-07,4
2018-08,2
2018-09,3
2018-10,3
2018-11,3
2018-12,5
2019-01,4
2019-02,4
2019-03,8
2019-04,3
2019-05,4
2019-06,4
2019-07,5
2019-08,3
2019-09,6
2019-10,5
2019-11,5
2019-12,7
2020-01,7
2020-02,9
2020-03,16
2020-04,9
2020-05,28
2020-06,21
2020-07,16
2020-08,10
2020-09,15
2020-10,12
2020-11,20
2020-12,20
2021-01,21
2021-02,22
2021-03,21
2021-04,12
2021-05,15
2021-06,14
2021-07,16
2021-08,11
2021-09,11
2021-10,11
2021-11,30
2021-12,25
2022-01,100
2022-02,46
2022-03,24
2022-04,30
2022-05,37
2022-06,39
2022-07,33
2022-08,23
2022-09,25
2022-10,24
2022-11,54
2022-12,47
2023-01,44
2023-02,40
2023-03,56
2023-04,41
2023-05,37
2023-06,43
1 Categoria: Tutte le categorie
2 Mese,Deep Rock Galactic: (Tutto il mondo)
3 2004-01,0
4 2004-02,0
5 2004-03,0
6 2004-04,0
7 2004-05,1
8 2004-06,2
9 2004-07,0
10 2004-08,0
11 2004-09,1
12 2004-10,1
13 2004-11,0
14 2004-12,0
15 2005-01,1
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20 2005-06,1
21 2005-07,0
22 2005-08,0
23 2005-09,3
24 2005-10,1
25 2005-11,1
26 2005-12,1
27 2006-01,1
28 2006-02,2
29 2006-03,2
30 2006-04,2
31 2006-05,1
32 2006-06,4
33 2006-07,1
34 2006-08,1
35 2006-09,1
36 2006-10,1
37 2006-11,0
38 2006-12,0
39 2007-01,< 1
40 2007-02,1
41 2007-03,1
42 2007-04,1
43 2007-05,1
44 2007-06,1
45 2007-07,1
46 2007-08,1
47 2007-09,< 1
48 2007-10,1
49 2007-11,1
50 2007-12,1
51 2008-01,1
52 2008-02,1
53 2008-03,1
54 2008-04,1
55 2008-05,2
56 2008-06,2
57 2008-07,2
58 2008-08,1
59 2008-09,1
60 2008-10,1
61 2008-11,1
62 2008-12,1
63 2009-01,1
64 2009-02,1
65 2009-03,1
66 2009-04,1
67 2009-05,1
68 2009-06,1
69 2009-07,1
70 2009-08,1
71 2009-09,< 1
72 2009-10,< 1
73 2009-11,1
74 2009-12,1
75 2010-01,1
76 2010-02,< 1
77 2010-03,1
78 2010-04,1
79 2010-05,< 1
80 2010-06,1
81 2010-07,< 1
82 2010-08,1
83 2010-09,1
84 2010-10,< 1
85 2010-11,1
86 2010-12,< 1
87 2011-01,1
88 2011-02,1
89 2011-03,1
90 2011-04,< 1
91 2011-05,1
92 2011-06,1
93 2011-07,< 1
94 2011-08,1
95 2011-09,1
96 2011-10,< 1
97 2011-11,1
98 2011-12,1
99 2012-01,1
100 2012-02,1
101 2012-03,1
102 2012-04,1
103 2012-05,1
104 2012-06,< 1
105 2012-07,1
106 2012-08,< 1
107 2012-09,< 1
108 2012-10,1
109 2012-11,< 1
110 2012-12,1
111 2013-01,< 1
112 2013-02,< 1
113 2013-03,1
114 2013-04,< 1
115 2013-05,< 1
116 2013-06,1
117 2013-07,< 1
118 2013-08,< 1
119 2013-09,< 1
120 2013-10,1
121 2013-11,1
122 2013-12,< 1
123 2014-01,1
124 2014-02,1
125 2014-03,1
126 2014-04,1
127 2014-05,1
128 2014-06,1
129 2014-07,< 1
130 2014-08,< 1
131 2014-09,< 1
132 2014-10,< 1
133 2014-11,1
134 2014-12,< 1
135 2015-01,< 1
136 2015-02,< 1
137 2015-03,1
138 2015-04,1
139 2015-05,< 1
140 2015-06,< 1
141 2015-07,1
142 2015-08,1
143 2015-09,1
144 2015-10,1
145 2015-11,< 1
146 2015-12,< 1
147 2016-01,1
148 2016-02,< 1
149 2016-03,< 1
150 2016-04,< 1
151 2016-05,< 1
152 2016-06,< 1
153 2016-07,< 1
154 2016-08,< 1
155 2016-09,< 1
156 2016-10,1
157 2016-11,< 1
158 2016-12,< 1
159 2017-01,< 1
160 2017-02,1
161 2017-03,1
162 2017-04,1
163 2017-05,< 1
164 2017-06,2
165 2017-07,1
166 2017-08,1
167 2017-09,1
168 2017-10,1
169 2017-11,1
170 2017-12,1
171 2018-01,1
172 2018-02,3
173 2018-03,12
174 2018-04,5
175 2018-05,4
176 2018-06,4
177 2018-07,4
178 2018-08,2
179 2018-09,3
180 2018-10,3
181 2018-11,3
182 2018-12,5
183 2019-01,4
184 2019-02,4
185 2019-03,8
186 2019-04,3
187 2019-05,4
188 2019-06,4
189 2019-07,5
190 2019-08,3
191 2019-09,6
192 2019-10,5
193 2019-11,5
194 2019-12,7
195 2020-01,7
196 2020-02,9
197 2020-03,16
198 2020-04,9
199 2020-05,28
200 2020-06,21
201 2020-07,16
202 2020-08,10
203 2020-09,15
204 2020-10,12
205 2020-11,20
206 2020-12,20
207 2021-01,21
208 2021-02,22
209 2021-03,21
210 2021-04,12
211 2021-05,15
212 2021-06,14
213 2021-07,16
214 2021-08,11
215 2021-09,11
216 2021-10,11
217 2021-11,30
218 2021-12,25
219 2022-01,100
220 2022-02,46
221 2022-03,24
222 2022-04,30
223 2022-05,37
224 2022-06,39
225 2022-07,33
226 2022-08,23
227 2022-09,25
228 2022-10,24
229 2022-11,54
230 2022-12,47
231 2023-01,44
232 2023-02,40
233 2023-03,56
234 2023-04,41
235 2023-05,37
236 2023-06,43

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"DateTime","Final price","Flags"
"2018-02-28 08:20:42",22.99,
"2018-04-24 21:20:02",20.69,
"2018-04-27 17:10:39",22.99,
"2018-05-10 17:10:57",17.24,
"2018-05-14 17:13:08",22.99,
"2018-06-21 23:09:08",17.24,
"2018-07-05 17:49:16",22.99,
"2018-09-04 17:10:34",16.09,
"2018-09-07 17:10:36",22.99,
"2018-10-29 17:45:11",17.24,
"2018-11-01 18:51:50",22.99,
"2018-11-13 18:20:32",17.24,
"2018-11-18 18:30:14",22.99,
"2018-11-21 18:55:58",17.24,
"2018-11-27 19:25:05",22.99,
"2018-12-20 18:48:14",17.24,
"2019-01-03 20:06:14",22.99,
"2019-02-04 19:43:31",17.24,
"2019-02-11 21:58:39",22.99,
"2019-02-28 18:10:57",17.24,
"2019-03-04 18:23:50",22.99,
"2019-03-28 16:10:16",27.99,
"2019-05-22 17:10:36",18.75,
"2019-05-28 17:11:03",27.99,
"2019-06-25 22:12:54",18.19,
"2019-07-09 20:22:49",27.99,
"2019-09-12 17:12:14",18.19,
"2019-09-18 17:10:17",27.99,
"2019-10-28 19:43:31",20.99,
"2019-11-01 17:18:56",27.99,
"2019-11-10 16:29:55",24.91,
"2019-11-12 17:24:08",27.99,
"2019-11-21 18:02:52",18.75,
"2019-11-26 17:55:53",27.99,
"2019-11-26 18:08:30",18.75,
"2019-12-03 18:11:45",27.99,
"2019-12-19 18:09:48",18.75,
"2020-01-02 18:13:46",27.99,
"2020-01-23 18:11:25",19.59,
"2020-01-27 18:52:36",27.99,
"2020-02-27 18:21:04",13.99,
"2020-03-12 18:12:33",27.99,
"2020-04-03 19:20:29",29.99,
"2020-05-13 13:00:00",,
"2020-06-25 17:13:55",22.49,
"2020-07-09 18:05:48",29.99,
"2020-09-10 17:01:29",20.99,
"2020-09-28 17:23:09",29.99,
"2020-10-29 17:03:19",20.99,
"2020-11-02 19:13:42",29.99,
"2020-11-25 18:07:25",20.99,
"2020-12-08 18:10:53",29.99,
"2020-12-22 18:06:33",0,
"2020-12-22 18:45:07",20.99,
"2021-01-05 19:48:45",29.99,
"2021-02-11 18:07:28",19.49,
"2021-02-15 19:32:27",29.99,
"2021-02-25 18:08:54",19.49,
"2021-03-14 17:05:18",29.99,
"2021-05-13 17:09:29",17.99,
"2021-05-22 17:05:28",29.99,
"2021-06-22 17:06:35",14.99,
"2021-07-08 18:22:38",29.99,
"2021-09-14 17:12:34",19.49,
"2021-09-21 17:05:24",29.99,
"2021-11-04 17:10:24",14.99,
"2021-11-15 18:01:57",29.99,
"2021-11-24 18:08:32",14.99,
"2021-12-01 18:20:35",29.99,
"2021-12-22 18:02:37",14.99,
"2022-01-05 18:21:03",29.99,
"2022-01-27 18:22:28",14.99,
"2022-02-03 18:22:28",29.99,
"2022-02-24 18:01:45",14.99,
"2022-03-07 18:40:15",29.99,
"2022-04-28 10:05:02",14.99,
"2022-05-05 10:05:02",29.99,
"2022-06-09 17:01:45",9.89,
"2022-07-07 17:22:31",29.99,
"2022-08-05 17:01:44",14.99,
"2022-08-12 17:01:44",29.99,
"2022-09-15 17:10:03",14.99,
"2022-09-29 17:01:47",29.99,
"2022-11-03 17:10:03",9.89,
"2022-11-17 18:01:47",29.99,
"2022-11-22 18:09:41",9.89,
"2022-11-29 18:22:30",29.99,
"2022-12-15 18:01:47",9.9,
"2022-12-22 18:20:53",9.89,
"2023-01-05 18:28:27",29.99,
"2023-01-21 18:05:03",9.89,
"2023-01-31 18:01:49",29.99,
"2023-03-02 18:01:46",9.89,
"2023-03-23 17:22:29",29.99,
"2023-04-20 17:01:45",9.89,
"2023-05-04 17:01:47",29.99,
"2023-06-15 17:01:49",9.89,
"2023-06-29 13:31:17",9.89,
1 DateTime Final price Flags
2 2018-02-28 08:20:42 22.99
3 2018-04-24 21:20:02 20.69
4 2018-04-27 17:10:39 22.99
5 2018-05-10 17:10:57 17.24
6 2018-05-14 17:13:08 22.99
7 2018-06-21 23:09:08 17.24
8 2018-07-05 17:49:16 22.99
9 2018-09-04 17:10:34 16.09
10 2018-09-07 17:10:36 22.99
11 2018-10-29 17:45:11 17.24
12 2018-11-01 18:51:50 22.99
13 2018-11-13 18:20:32 17.24
14 2018-11-18 18:30:14 22.99
15 2018-11-21 18:55:58 17.24
16 2018-11-27 19:25:05 22.99
17 2018-12-20 18:48:14 17.24
18 2019-01-03 20:06:14 22.99
19 2019-02-04 19:43:31 17.24
20 2019-02-11 21:58:39 22.99
21 2019-02-28 18:10:57 17.24
22 2019-03-04 18:23:50 22.99
23 2019-03-28 16:10:16 27.99
24 2019-05-22 17:10:36 18.75
25 2019-05-28 17:11:03 27.99
26 2019-06-25 22:12:54 18.19
27 2019-07-09 20:22:49 27.99
28 2019-09-12 17:12:14 18.19
29 2019-09-18 17:10:17 27.99
30 2019-10-28 19:43:31 20.99
31 2019-11-01 17:18:56 27.99
32 2019-11-10 16:29:55 24.91
33 2019-11-12 17:24:08 27.99
34 2019-11-21 18:02:52 18.75
35 2019-11-26 17:55:53 27.99
36 2019-11-26 18:08:30 18.75
37 2019-12-03 18:11:45 27.99
38 2019-12-19 18:09:48 18.75
39 2020-01-02 18:13:46 27.99
40 2020-01-23 18:11:25 19.59
41 2020-01-27 18:52:36 27.99
42 2020-02-27 18:21:04 13.99
43 2020-03-12 18:12:33 27.99
44 2020-04-03 19:20:29 29.99
45 2020-05-13 13:00:00
46 2020-06-25 17:13:55 22.49
47 2020-07-09 18:05:48 29.99
48 2020-09-10 17:01:29 20.99
49 2020-09-28 17:23:09 29.99
50 2020-10-29 17:03:19 20.99
51 2020-11-02 19:13:42 29.99
52 2020-11-25 18:07:25 20.99
53 2020-12-08 18:10:53 29.99
54 2020-12-22 18:06:33 0
55 2020-12-22 18:45:07 20.99
56 2021-01-05 19:48:45 29.99
57 2021-02-11 18:07:28 19.49
58 2021-02-15 19:32:27 29.99
59 2021-02-25 18:08:54 19.49
60 2021-03-14 17:05:18 29.99
61 2021-05-13 17:09:29 17.99
62 2021-05-22 17:05:28 29.99
63 2021-06-22 17:06:35 14.99
64 2021-07-08 18:22:38 29.99
65 2021-09-14 17:12:34 19.49
66 2021-09-21 17:05:24 29.99
67 2021-11-04 17:10:24 14.99
68 2021-11-15 18:01:57 29.99
69 2021-11-24 18:08:32 14.99
70 2021-12-01 18:20:35 29.99
71 2021-12-22 18:02:37 14.99
72 2022-01-05 18:21:03 29.99
73 2022-01-27 18:22:28 14.99
74 2022-02-03 18:22:28 29.99
75 2022-02-24 18:01:45 14.99
76 2022-03-07 18:40:15 29.99
77 2022-04-28 10:05:02 14.99
78 2022-05-05 10:05:02 29.99
79 2022-06-09 17:01:45 9.89
80 2022-07-07 17:22:31 29.99
81 2022-08-05 17:01:44 14.99
82 2022-08-12 17:01:44 29.99
83 2022-09-15 17:10:03 14.99
84 2022-09-29 17:01:47 29.99
85 2022-11-03 17:10:03 9.89
86 2022-11-17 18:01:47 29.99
87 2022-11-22 18:09:41 9.89
88 2022-11-29 18:22:30 29.99
89 2022-12-15 18:01:47 9.9
90 2022-12-22 18:20:53 9.89
91 2023-01-05 18:28:27 29.99
92 2023-01-21 18:05:03 9.89
93 2023-01-31 18:01:49 29.99
94 2023-03-02 18:01:46 9.89
95 2023-03-23 17:22:29 29.99
96 2023-04-20 17:01:45 9.89
97 2023-05-04 17:01:47 29.99
98 2023-06-15 17:01:49 9.89
99 2023-06-29 13:31:17 9.89

View file

@ -0,0 +1,237 @@
Categoria: Tutte le categorie
Mese,Factorio: (Tutto il mondo)
2004-01,0
2004-02,0
2004-03,0
2004-04,0
2004-05,1
2004-06,0
2004-07,0
2004-08,0
2004-09,1
2004-10,0
2004-11,0
2004-12,0
2005-01,0
2005-02,0
2005-03,0
2005-04,0
2005-05,0
2005-06,1
2005-07,1
2005-08,0
2005-09,0
2005-10,0
2005-11,0
2005-12,0
2006-01,0
2006-02,0
2006-03,< 1
2006-04,1
2006-05,0
2006-06,1
2006-07,0
2006-08,0
2006-09,0
2006-10,0
2006-11,0
2006-12,0
2007-01,0
2007-02,0
2007-03,< 1
2007-04,0
2007-05,1
2007-06,0
2007-07,0
2007-08,< 1
2007-09,< 1
2007-10,0
2007-11,0
2007-12,0
2008-01,0
2008-02,0
2008-03,0
2008-04,0
2008-05,0
2008-06,0
2008-07,0
2008-08,< 1
2008-09,0
2008-10,0
2008-11,0
2008-12,0
2009-01,0
2009-02,0
2009-03,0
2009-04,0
2009-05,< 1
2009-06,< 1
2009-07,0
2009-08,0
2009-09,0
2009-10,0
2009-11,0
2009-12,0
2010-01,0
2010-02,< 1
2010-03,0
2010-04,< 1
2010-05,0
2010-06,< 1
2010-07,0
2010-08,0
2010-09,0
2010-10,< 1
2010-11,0
2010-12,0
2011-01,< 1
2011-02,< 1
2011-03,0
2011-04,< 1
2011-05,0
2011-06,< 1
2011-07,0
2011-08,0
2011-09,< 1
2011-10,< 1
2011-11,< 1
2011-12,< 1
2012-01,0
2012-02,< 1
2012-03,< 1
2012-04,0
2012-05,0
2012-06,< 1
2012-07,< 1
2012-08,0
2012-09,0
2012-10,0
2012-11,< 1
2012-12,0
2013-01,< 1
2013-02,2
2013-03,3
2013-04,1
2013-05,1
2013-06,1
2013-07,1
2013-08,1
2013-09,1
2013-10,1
2013-11,1
2013-12,1
2014-01,2
2014-02,2
2014-03,3
2014-04,5
2014-05,19
2014-06,10
2014-07,8
2014-08,12
2014-09,6
2014-10,6
2014-11,12
2014-12,15
2015-01,16
2015-02,12
2015-03,10
2015-04,10
2015-05,14
2015-06,12
2015-07,13
2015-08,14
2015-09,12
2015-10,11
2015-11,9
2015-12,10
2016-01,9
2016-02,21
2016-03,100
2016-04,90
2016-05,55
2016-06,42
2016-07,40
2016-08,33
2016-09,34
2016-10,31
2016-11,33
2016-12,33
2017-01,42
2017-02,47
2017-03,39
2017-04,50
2017-05,78
2017-06,47
2017-07,41
2017-08,42
2017-09,41
2017-10,38
2017-11,39
2017-12,50
2018-01,45
2018-02,39
2018-03,38
2018-04,49
2018-05,42
2018-06,38
2018-07,36
2018-08,30
2018-09,28
2018-10,30
2018-11,31
2018-12,29
2019-01,35
2019-02,34
2019-03,51
2019-04,36
2019-05,34
2019-06,30
2019-07,28
2019-08,27
2019-09,26
2019-10,28
2019-11,28
2019-12,25
2020-01,30
2020-02,28
2020-03,35
2020-04,40
2020-05,30
2020-06,33
2020-07,27
2020-08,68
2020-09,56
2020-10,37
2020-11,29
2020-12,25
2021-01,30
2021-02,32
2021-03,27
2021-04,25
2021-05,23
2021-06,29
2021-07,25
2021-08,25
2021-09,29
2021-10,27
2021-11,24
2021-12,27
2022-01,47
2022-02,44
2022-03,37
2022-04,48
2022-05,46
2022-06,46
2022-07,51
2022-08,47
2022-09,49
2022-10,51
2022-11,54
2022-12,57
2023-01,59
2023-02,49
2023-03,46
2023-04,49
2023-05,39
2023-06,40
1 Categoria: Tutte le categorie
2 Mese,Factorio: (Tutto il mondo)
3 2004-01,0
4 2004-02,0
5 2004-03,0
6 2004-04,0
7 2004-05,1
8 2004-06,0
9 2004-07,0
10 2004-08,0
11 2004-09,1
12 2004-10,0
13 2004-11,0
14 2004-12,0
15 2005-01,0
16 2005-02,0
17 2005-03,0
18 2005-04,0
19 2005-05,0
20 2005-06,1
21 2005-07,1
22 2005-08,0
23 2005-09,0
24 2005-10,0
25 2005-11,0
26 2005-12,0
27 2006-01,0
28 2006-02,0
29 2006-03,< 1
30 2006-04,1
31 2006-05,0
32 2006-06,1
33 2006-07,0
34 2006-08,0
35 2006-09,0
36 2006-10,0
37 2006-11,0
38 2006-12,0
39 2007-01,0
40 2007-02,0
41 2007-03,< 1
42 2007-04,0
43 2007-05,1
44 2007-06,0
45 2007-07,0
46 2007-08,< 1
47 2007-09,< 1
48 2007-10,0
49 2007-11,0
50 2007-12,0
51 2008-01,0
52 2008-02,0
53 2008-03,0
54 2008-04,0
55 2008-05,0
56 2008-06,0
57 2008-07,0
58 2008-08,< 1
59 2008-09,0
60 2008-10,0
61 2008-11,0
62 2008-12,0
63 2009-01,0
64 2009-02,0
65 2009-03,0
66 2009-04,0
67 2009-05,< 1
68 2009-06,< 1
69 2009-07,0
70 2009-08,0
71 2009-09,0
72 2009-10,0
73 2009-11,0
74 2009-12,0
75 2010-01,0
76 2010-02,< 1
77 2010-03,0
78 2010-04,< 1
79 2010-05,0
80 2010-06,< 1
81 2010-07,0
82 2010-08,0
83 2010-09,0
84 2010-10,< 1
85 2010-11,0
86 2010-12,0
87 2011-01,< 1
88 2011-02,< 1
89 2011-03,0
90 2011-04,< 1
91 2011-05,0
92 2011-06,< 1
93 2011-07,0
94 2011-08,0
95 2011-09,< 1
96 2011-10,< 1
97 2011-11,< 1
98 2011-12,< 1
99 2012-01,0
100 2012-02,< 1
101 2012-03,< 1
102 2012-04,0
103 2012-05,0
104 2012-06,< 1
105 2012-07,< 1
106 2012-08,0
107 2012-09,0
108 2012-10,0
109 2012-11,< 1
110 2012-12,0
111 2013-01,< 1
112 2013-02,2
113 2013-03,3
114 2013-04,1
115 2013-05,1
116 2013-06,1
117 2013-07,1
118 2013-08,1
119 2013-09,1
120 2013-10,1
121 2013-11,1
122 2013-12,1
123 2014-01,2
124 2014-02,2
125 2014-03,3
126 2014-04,5
127 2014-05,19
128 2014-06,10
129 2014-07,8
130 2014-08,12
131 2014-09,6
132 2014-10,6
133 2014-11,12
134 2014-12,15
135 2015-01,16
136 2015-02,12
137 2015-03,10
138 2015-04,10
139 2015-05,14
140 2015-06,12
141 2015-07,13
142 2015-08,14
143 2015-09,12
144 2015-10,11
145 2015-11,9
146 2015-12,10
147 2016-01,9
148 2016-02,21
149 2016-03,100
150 2016-04,90
151 2016-05,55
152 2016-06,42
153 2016-07,40
154 2016-08,33
155 2016-09,34
156 2016-10,31
157 2016-11,33
158 2016-12,33
159 2017-01,42
160 2017-02,47
161 2017-03,39
162 2017-04,50
163 2017-05,78
164 2017-06,47
165 2017-07,41
166 2017-08,42
167 2017-09,41
168 2017-10,38
169 2017-11,39
170 2017-12,50
171 2018-01,45
172 2018-02,39
173 2018-03,38
174 2018-04,49
175 2018-05,42
176 2018-06,38
177 2018-07,36
178 2018-08,30
179 2018-09,28
180 2018-10,30
181 2018-11,31
182 2018-12,29
183 2019-01,35
184 2019-02,34
185 2019-03,51
186 2019-04,36
187 2019-05,34
188 2019-06,30
189 2019-07,28
190 2019-08,27
191 2019-09,26
192 2019-10,28
193 2019-11,28
194 2019-12,25
195 2020-01,30
196 2020-02,28
197 2020-03,35
198 2020-04,40
199 2020-05,30
200 2020-06,33
201 2020-07,27
202 2020-08,68
203 2020-09,56
204 2020-10,37
205 2020-11,29
206 2020-12,25
207 2021-01,30
208 2021-02,32
209 2021-03,27
210 2021-04,25
211 2021-05,23
212 2021-06,29
213 2021-07,25
214 2021-08,25
215 2021-09,29
216 2021-10,27
217 2021-11,24
218 2021-12,27
219 2022-01,47
220 2022-02,44
221 2022-03,37
222 2022-04,48
223 2022-05,46
224 2022-06,46
225 2022-07,51
226 2022-08,47
227 2022-09,49
228 2022-10,51
229 2022-11,54
230 2022-12,57
231 2023-01,59
232 2023-02,49
233 2023-03,46
234 2023-04,49
235 2023-05,39
236 2023-06,40

View file

@ -0,0 +1,33 @@
Charts.Load().then(function() {
let tooltip = {"valueDecimals":2,"valuePrefix":"","valueSuffix":"\u20ac"};
let max = 35;
let chartOverview = (function() {
let setup = (new Charts.Gallery.History.Price())
.setTitle("Price (EUR)");
return (new Charts.Builder(setup, [{"zIndex":4,"name":"Best Price","data":[[1456427084000,18.1289],[1456427432000,18.1289],[1456621072000,18.1289],[1456622141000,19.99],[1457119152000,19.99],[1457739994000,20],[1457739995000,20],[1466127950000,20],[1523893638000,20],[1523897173000,20],[1523907171000,20],[1523907986000,20],[1523923954000,20],[1523924213000,25],[1535697978000,25],[1535698293000,25],[1535863935000,25],[1535948075000,25],[1536030470000,25],[1536031675000,25],[1568930407000,25],[1568932858000,25],[1584738289000,25],[1584744566000,25],[1598270976000,25],[1598274927000,25],[1619957233000,25],[1619985050000,25],[1638885876000,25],[1638888069000,24.99],[1657901478000,24.99],[1657902794000,24.99],[1658851632000,24.99],[1658854564000,24.99],[1660040458000,24.99],[1660041037000,30],[1664893579000,30],[1664894441000,30],[1674768529000,30],[1674770589000,30],[1674806631000,30],[1674807362000,30],[1674824524000,30],[1674825028000,31.99],[1680042302000,31.99],[1680045006000,31.99],[1680063207000,31.99],[1680066402000,31.99],[1686013828000,31.99],[1686014648000,31.99],[1686016864000,31.99]],"step":true,"color":"#90ee7e"},{"zIndex":2,"name":"Best Regular Price","data":[[1456427084000,18.1289],[1456427432000,18.1289],[1456621072000,18.1289],[1456622141000,19.99],[1457119152000,19.99],[1457739994000,20],[1457739995000,20],[1466127950000,20],[1523893638000,20],[1523897173000,20],[1523907171000,20],[1523907986000,20],[1523923954000,20],[1523924213000,25],[1535697978000,25],[1535698293000,25],[1535863935000,25],[1535948075000,25],[1536030470000,25],[1536031675000,25],[1568930407000,25],[1568932858000,25],[1584738289000,25],[1584744566000,25],[1598270976000,25],[1598274927000,25],[1619957233000,25],[1619985050000,25],[1638885876000,25],[1638888069000,24.99],[1657901478000,24.99],[1657902794000,24.99],[1658851632000,24.99],[1658854564000,24.99],[1660040458000,24.99],[1660041037000,30],[1664893579000,30],[1664894441000,30],[1674768529000,30],[1674770589000,30],[1674806631000,30],[1674807362000,30],[1674824524000,30],[1674825028000,31.99],[1680042302000,31.99],[1680045006000,31.99],[1680063207000,31.99],[1680066402000,31.99],[1686013828000,31.99],[1686014648000,31.99],[1686016864000,31.99]],"step":true,"color":"#2b908f"},{"zIndex":1,"name":"Worst Regular Price","data":[[1456427084000,18.1289],[1456427432000,20],[1456621072000,20],[1456622141000,20],[1457119152000,20],[1457739994000,20],[1457739995000,20],[1466127950000,20],[1523893638000,20],[1523897173000,25],[1523907171000,25],[1523907986000,25],[1523923954000,25],[1523924213000,25],[1535697978000,25],[1535698293000,25.89],[1535863935000,25.89],[1535948075000,30],[1536030470000,30],[1536031675000,25.89],[1568930407000,25.89],[1568932858000,26.99],[1584738289000,26.99],[1584744566000,26.49],[1598270976000,26.49],[1598274927000,25.09],[1619957233000,25.09],[1619985050000,26.59],[1638885876000,26.59],[1638888069000,25],[1657901478000,25],[1657902794000,30],[1658851632000,30],[1658854564000,30],[1660040458000,30],[1660041037000,30.09],[1664893579000,30.09],[1664894441000,30],[1674768529000,30],[1674770589000,32],[1674806631000,32],[1674807362000,32],[1674824524000,32],[1674825028000,32],[1680042302000,32],[1680045006000,35],[1680063207000,35],[1680066402000,32],[1686013828000,32],[1686014648000,32],[1686016864000,31.99]],"step":true,"color":"#f04848","visible":false},{"zIndex":3,"type":"area","name":"Historical Low","data":[[1456427084000,18.1289],[1686016981000,18.1289]],"step":true,"color":"#ffb726","lineWidth":1.5,"fillOpacity":0.1}]))
.setTooltip(tooltip)
.setDefaultValueRange(0, max)
.enableLegend()
.enableRangeSelector();
})();
let chartDetail = (function(){
let setup = (new Charts.Gallery.History.Price())
.useThinLine()
.setTooltipDealFormat()
.setTitle("Price (EUR)");
return (new Charts.Builder(setup, [{"name":"Humble Store","data":[[1456427084000,18.1289],[1456427432000,18.1289],[1456621072000,18.1289],[1456622141000,19.99],[1457119152000,19.99],[1457739994000,null],[1457739995000,20],[1466127950000,20],[1523893638000,20],[1523897173000,20],[1523907171000,20],[1523907986000,25],[1523923954000,25],[1523924213000,25],[1535697978000,25],[1535698293000,25],[1535863935000,25],[1535948075000,25],[1536030470000,25],[1536031675000,25],[1568930407000,25],[1568932858000,25],[1584738289000,25],[1584744566000,25],[1598270976000,25],[1598274927000,25],[1619957233000,25],[1619985050000,25],[1638885876000,25],[1638888069000,25],[1657901478000,25],[1657902794000,25],[1658851632000,25],[1658854564000,30],[1660040458000,30],[1660041037000,30],[1664893579000,30],[1664894441000,30],[1674768529000,30],[1674770589000,30],[1674806631000,30],[1674807362000,32],[1674824524000,32],[1674825028000,32],[1680042302000,32],[1680045006000,32],[1680063207000,32],[1680066402000,32],[1686013828000,32],[1686014648000,32],[1686016864000,null]],"step":true},{"name":"Steam","data":[[1456427432000,20],[1456621072000,20],[1456622141000,20],[1457119152000,20],[1457739994000,20],[1457739995000,20],[1466127950000,20],[1523893638000,20],[1523897173000,25],[1523907171000,25],[1523907986000,25],[1523923954000,25],[1523924213000,25],[1535697978000,25],[1535698293000,25],[1535863935000,25],[1535948075000,25],[1536030470000,25],[1536031675000,25],[1568930407000,25],[1568932858000,25],[1584738289000,25],[1584744566000,25],[1598270976000,25],[1598274927000,25],[1619957233000,25],[1619985050000,25],[1638885876000,25],[1638888069000,25],[1657901478000,25],[1657902794000,30],[1658851632000,30],[1658854564000,30],[1660040458000,30],[1660041037000,30],[1664893579000,30],[1664894441000,30],[1674768529000,30],[1674770589000,32],[1674806631000,32],[1674807362000,32],[1674824524000,32],[1674825028000,32],[1680042302000,32],[1680045006000,35],[1680063207000,35],[1680066402000,32],[1686013828000,32],[1686014648000,null],[1686016864000,null]],"step":true},{"name":"GOG","data":[[1466127950000,20],[1523893638000,20],[1523897173000,20],[1523907171000,20],[1523907986000,20],[1523923954000,20],[1523924213000,25],[1535697978000,25],[1535698293000,25.89],[1535863935000,25.89],[1535948075000,30],[1536030470000,30],[1536031675000,25.89],[1568930407000,25.89],[1568932858000,26.99],[1584738289000,26.99],[1584744566000,26.49],[1598270976000,26.49],[1598274927000,25.09],[1619957233000,25.09],[1619985050000,26.59],[1638885876000,26.59],[1638888069000,24.99],[1657901478000,24.99],[1657902794000,24.99],[1658851632000,24.99],[1658854564000,24.99],[1660040458000,24.99],[1660041037000,30.09],[1664893579000,30.09],[1664894441000,30],[1674768529000,30],[1674770589000,30],[1674806631000,30],[1674807362000,30],[1674824524000,30],[1674825028000,31.99],[1680042302000,31.99],[1680045006000,31.99],[1680063207000,31.99],[1680066402000,31.99],[1686013828000,31.99],[1686014648000,31.99],[1686016864000,31.99]],"step":true}]))
.setTooltip(tooltip)
.setDefaultValueRange(0, max)
.enableRangeSelector();
})();
(new Charts.Tabs("cp", "chart-price"))
.add("overview", chartOverview)
.add("detail", chartDetail)
.load();
});

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@ -0,0 +1 @@
427520

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@ -0,0 +1,7 @@
"DateTime","Final price","Flags"
"2016-02-25 19:10:10",20,
"2018-04-16 16:30:16",25,
"2020-08-14 08:58:00",,
"2022-07-15 16:15:01",30,
"2023-01-26 22:05:04",32,
"2023-06-06 00:49:06",32,
1 DateTime Final price Flags
2 2016-02-25 19:10:10 20
3 2018-04-16 16:30:16 25
4 2020-08-14 08:58:00
5 2022-07-15 16:15:01 30
6 2023-01-26 22:05:04 32
7 2023-06-06 00:49:06 32

View file

@ -0,0 +1,237 @@
Categoria: Tutte le categorie
Mese,Omori: (Tutto il mondo)
2004-01,5
2004-02,8
2004-03,2
2004-04,0
2004-05,1
2004-06,0
2004-07,3
2004-08,5
2004-09,3
2004-10,2
2004-11,1
2004-12,2
2005-01,2
2005-02,4
2005-03,2
2005-04,3
2005-05,3
2005-06,3
2005-07,2
2005-08,3
2005-09,3
2005-10,2
2005-11,2
2005-12,1
2006-01,2
2006-02,3
2006-03,2
2006-04,2
2006-05,2
2006-06,2
2006-07,2
2006-08,2
2006-09,2
2006-10,1
2006-11,2
2006-12,1
2007-01,2
2007-02,2
2007-03,1
2007-04,2
2007-05,2
2007-06,1
2007-07,2
2007-08,2
2007-09,2
2007-10,1
2007-11,2
2007-12,1
2008-01,2
2008-02,1
2008-03,2
2008-04,2
2008-05,2
2008-06,1
2008-07,1
2008-08,2
2008-09,2
2008-10,1
2008-11,1
2008-12,1
2009-01,2
2009-02,1
2009-03,2
2009-04,2
2009-05,2
2009-06,1
2009-07,2
2009-08,2
2009-09,1
2009-10,1
2009-11,1
2009-12,1
2010-01,1
2010-02,2
2010-03,1
2010-04,2
2010-05,1
2010-06,2
2010-07,1
2010-08,2
2010-09,1
2010-10,1
2010-11,1
2010-12,1
2011-01,2
2011-02,1
2011-03,1
2011-04,1
2011-05,2
2011-06,2
2011-07,2
2011-08,2
2011-09,1
2011-10,1
2011-11,1
2011-12,1
2012-01,2
2012-02,2
2012-03,1
2012-04,1
2012-05,2
2012-06,2
2012-07,2
2012-08,2
2012-09,1
2012-10,1
2012-11,1
2012-12,2
2013-01,2
2013-02,1
2013-03,2
2013-04,1
2013-05,1
2013-06,1
2013-07,1
2013-08,1
2013-09,1
2013-10,1
2013-11,1
2013-12,1
2014-01,1
2014-02,2
2014-03,1
2014-04,3
2014-05,3
2014-06,3
2014-07,2
2014-08,2
2014-09,2
2014-10,2
2014-11,2
2014-12,2
2015-01,2
2015-02,2
2015-03,2
2015-04,2
2015-05,2
2015-06,2
2015-07,2
2015-08,2
2015-09,2
2015-10,2
2015-11,2
2015-12,2
2016-01,2
2016-02,3
2016-03,2
2016-04,2
2016-05,2
2016-06,2
2016-07,2
2016-08,2
2016-09,2
2016-10,2
2016-11,2
2016-12,3
2017-01,4
2017-02,3
2017-03,3
2017-04,2
2017-05,2
2017-06,2
2017-07,2
2017-08,2
2017-09,2
2017-10,2
2017-11,2
2017-12,2
2018-01,2
2018-02,2
2018-03,2
2018-04,2
2018-05,2
2018-06,2
2018-07,2
2018-08,2
2018-09,2
2018-10,2
2018-11,2
2018-12,1
2019-01,2
2019-02,2
2019-03,2
2019-04,2
2019-05,1
2019-06,1
2019-07,1
2019-08,2
2019-09,2
2019-10,2
2019-11,2
2019-12,2
2020-01,2
2020-02,1
2020-03,2
2020-04,1
2020-05,2
2020-06,2
2020-07,1
2020-08,1
2020-09,2
2020-10,1
2020-11,2
2020-12,11
2021-01,40
2021-02,47
2021-03,39
2021-04,41
2021-05,46
2021-06,46
2021-07,51
2021-08,45
2021-09,33
2021-10,25
2021-11,28
2021-12,43
2022-01,62
2022-02,51
2022-03,56
2022-04,57
2022-05,49
2022-06,80
2022-07,100
2022-08,80
2022-09,65
2022-10,60
2022-11,60
2022-12,69
2023-01,78
2023-02,75
2023-03,67
2023-04,62
2023-05,53
2023-06,57
1 Categoria: Tutte le categorie
2 Mese,Omori: (Tutto il mondo)
3 2004-01,5
4 2004-02,8
5 2004-03,2
6 2004-04,0
7 2004-05,1
8 2004-06,0
9 2004-07,3
10 2004-08,5
11 2004-09,3
12 2004-10,2
13 2004-11,1
14 2004-12,2
15 2005-01,2
16 2005-02,4
17 2005-03,2
18 2005-04,3
19 2005-05,3
20 2005-06,3
21 2005-07,2
22 2005-08,3
23 2005-09,3
24 2005-10,2
25 2005-11,2
26 2005-12,1
27 2006-01,2
28 2006-02,3
29 2006-03,2
30 2006-04,2
31 2006-05,2
32 2006-06,2
33 2006-07,2
34 2006-08,2
35 2006-09,2
36 2006-10,1
37 2006-11,2
38 2006-12,1
39 2007-01,2
40 2007-02,2
41 2007-03,1
42 2007-04,2
43 2007-05,2
44 2007-06,1
45 2007-07,2
46 2007-08,2
47 2007-09,2
48 2007-10,1
49 2007-11,2
50 2007-12,1
51 2008-01,2
52 2008-02,1
53 2008-03,2
54 2008-04,2
55 2008-05,2
56 2008-06,1
57 2008-07,1
58 2008-08,2
59 2008-09,2
60 2008-10,1
61 2008-11,1
62 2008-12,1
63 2009-01,2
64 2009-02,1
65 2009-03,2
66 2009-04,2
67 2009-05,2
68 2009-06,1
69 2009-07,2
70 2009-08,2
71 2009-09,1
72 2009-10,1
73 2009-11,1
74 2009-12,1
75 2010-01,1
76 2010-02,2
77 2010-03,1
78 2010-04,2
79 2010-05,1
80 2010-06,2
81 2010-07,1
82 2010-08,2
83 2010-09,1
84 2010-10,1
85 2010-11,1
86 2010-12,1
87 2011-01,2
88 2011-02,1
89 2011-03,1
90 2011-04,1
91 2011-05,2
92 2011-06,2
93 2011-07,2
94 2011-08,2
95 2011-09,1
96 2011-10,1
97 2011-11,1
98 2011-12,1
99 2012-01,2
100 2012-02,2
101 2012-03,1
102 2012-04,1
103 2012-05,2
104 2012-06,2
105 2012-07,2
106 2012-08,2
107 2012-09,1
108 2012-10,1
109 2012-11,1
110 2012-12,2
111 2013-01,2
112 2013-02,1
113 2013-03,2
114 2013-04,1
115 2013-05,1
116 2013-06,1
117 2013-07,1
118 2013-08,1
119 2013-09,1
120 2013-10,1
121 2013-11,1
122 2013-12,1
123 2014-01,1
124 2014-02,2
125 2014-03,1
126 2014-04,3
127 2014-05,3
128 2014-06,3
129 2014-07,2
130 2014-08,2
131 2014-09,2
132 2014-10,2
133 2014-11,2
134 2014-12,2
135 2015-01,2
136 2015-02,2
137 2015-03,2
138 2015-04,2
139 2015-05,2
140 2015-06,2
141 2015-07,2
142 2015-08,2
143 2015-09,2
144 2015-10,2
145 2015-11,2
146 2015-12,2
147 2016-01,2
148 2016-02,3
149 2016-03,2
150 2016-04,2
151 2016-05,2
152 2016-06,2
153 2016-07,2
154 2016-08,2
155 2016-09,2
156 2016-10,2
157 2016-11,2
158 2016-12,3
159 2017-01,4
160 2017-02,3
161 2017-03,3
162 2017-04,2
163 2017-05,2
164 2017-06,2
165 2017-07,2
166 2017-08,2
167 2017-09,2
168 2017-10,2
169 2017-11,2
170 2017-12,2
171 2018-01,2
172 2018-02,2
173 2018-03,2
174 2018-04,2
175 2018-05,2
176 2018-06,2
177 2018-07,2
178 2018-08,2
179 2018-09,2
180 2018-10,2
181 2018-11,2
182 2018-12,1
183 2019-01,2
184 2019-02,2
185 2019-03,2
186 2019-04,2
187 2019-05,1
188 2019-06,1
189 2019-07,1
190 2019-08,2
191 2019-09,2
192 2019-10,2
193 2019-11,2
194 2019-12,2
195 2020-01,2
196 2020-02,1
197 2020-03,2
198 2020-04,1
199 2020-05,2
200 2020-06,2
201 2020-07,1
202 2020-08,1
203 2020-09,2
204 2020-10,1
205 2020-11,2
206 2020-12,11
207 2021-01,40
208 2021-02,47
209 2021-03,39
210 2021-04,41
211 2021-05,46
212 2021-06,46
213 2021-07,51
214 2021-08,45
215 2021-09,33
216 2021-10,25
217 2021-11,28
218 2021-12,43
219 2022-01,62
220 2022-02,51
221 2022-03,56
222 2022-04,57
223 2022-05,49
224 2022-06,80
225 2022-07,100
226 2022-08,80
227 2022-09,65
228 2022-10,60
229 2022-11,60
230 2022-12,69
231 2023-01,78
232 2023-02,75
233 2023-03,67
234 2023-04,62
235 2023-05,53
236 2023-06,57

33
data/omori/itad-price.js Normal file
View file

@ -0,0 +1,33 @@
Charts.Load().then(function() {
let tooltip = {"valueDecimals":2,"valuePrefix":"","valueSuffix":"\u20ac"};
let max = 29.99;
let chartOverview = (function() {
let setup = (new Charts.Gallery.History.Price())
.setTitle("Price (EUR)");
return (new Charts.Builder(setup, [{"zIndex":4,"name":"Best Price","data":[[1608884472000,16.79],[1613066666000,16.79],[1613069933000,13.43],[1613239833000,13.43],[1613240474000,16.79],[1624899924000,16.79],[1624901288000,13.43],[1625771329000,13.43],[1625773191000,16.79],[1640193725000,16.79],[1640204687000,13.43],[1641413536000,13.43],[1641415776000,16.79],[1643311393000,16.79],[1643313907000,13.43],[1643918831000,13.43],[1643919056000,16.79],[1647090960000,12.59],[1647277491000,12.59],[1647883146000,null],[1647883919000,16.79],[1655690677000,16.79],[1656019339000,16.79],[1656021998000,10.07],[1657221607000,10.07],[1657222825000,16.79],[1666718801000,16.79],[1666719344000,12.59],[1667323234000,12.59],[1667323472000,16.79],[1669136966000,16.79],[1669146862000,12.59],[1669753174000,12.59],[1669753347000,16.79],[1671747365000,16.79],[1671748197000,11.75],[1672953591000,11.75],[1672956954000,16.79],[1678987377000,16.79],[1678989333000,12.59],[1679599168000,12.59],[1679601207000,16.79],[1688044215000,16.79],[1688044823000,29.99]],"step":true,"color":"#90ee7e"},{"zIndex":2,"name":"Best Regular Price","data":[[1608884472000,16.79],[1613066666000,16.79],[1613069933000,16.79],[1613239833000,16.79],[1613240474000,16.79],[1624899924000,16.79],[1624901288000,16.79],[1625771329000,16.79],[1625773191000,16.79],[1640193725000,16.79],[1640204687000,16.79],[1641413536000,16.79],[1641415776000,16.79],[1643311393000,16.79],[1643313907000,16.79],[1643918831000,16.79],[1643919056000,16.79],[1647090960000,16.79],[1647277491000,16.79],[1647883146000,null],[1647883919000,16.79],[1655690677000,16.79],[1656019339000,16.79],[1656021998000,16.79],[1657221607000,16.79],[1657222825000,16.79],[1666718801000,16.79],[1666719344000,16.79],[1667323234000,16.79],[1667323472000,16.79],[1669136966000,16.79],[1669146862000,16.79],[1669753174000,16.79],[1669753347000,16.79],[1671747365000,16.79],[1671748197000,16.79],[1672953591000,16.79],[1672956954000,16.79],[1678987377000,16.79],[1678989333000,16.79],[1679599168000,16.79],[1679601207000,16.79],[1688044215000,16.79],[1688044823000,29.99]],"step":true,"color":"#2b908f"},{"zIndex":1,"name":"Worst Regular Price","data":[[1608884472000,16.79],[1613066666000,16.79],[1613069933000,16.79],[1613239833000,16.79],[1613240474000,16.79],[1624899924000,16.79],[1624901288000,16.79],[1625771329000,16.79],[1625773191000,16.79],[1640193725000,16.79],[1640204687000,16.79],[1641413536000,16.79],[1641415776000,16.79],[1643311393000,16.79],[1643313907000,16.79],[1643918831000,16.79],[1643919056000,16.79],[1647090960000,16.79],[1647277491000,16.79],[1647883146000,null],[1647883919000,16.79],[1655690677000,29.99],[1656019339000,29.99],[1656021998000,29.99],[1657221607000,29.99],[1657222825000,29.99],[1666718801000,29.99],[1666719344000,29.99],[1667323234000,29.99],[1667323472000,29.99],[1669136966000,29.99],[1669146862000,29.99],[1669753174000,29.99],[1669753347000,29.99],[1671747365000,29.99],[1671748197000,29.99],[1672953591000,29.99],[1672956954000,29.99],[1678987377000,29.99],[1678989333000,29.99],[1679599168000,29.99],[1679601207000,29.99],[1688044215000,29.99],[1688044823000,29.99]],"step":true,"color":"#f04848","visible":false},{"zIndex":3,"type":"area","name":"Historical Low","data":[[1608884472000,16.79],[1613069933000,13.43],[1647090960000,12.59],[1656021998000,10.07],[1688044843000,10.07]],"step":true,"color":"#ffb726","lineWidth":1.5,"fillOpacity":0.1}]))
.setTooltip(tooltip)
.setDefaultValueRange(0, max)
.enableLegend()
.enableRangeSelector();
})();
let chartDetail = (function(){
let setup = (new Charts.Gallery.History.Price())
.useThinLine()
.setTooltipDealFormat()
.setTitle("Price (EUR)");
return (new Charts.Builder(setup, [{"name":"Steam","data":[[1608884472000,16.79],[1613066666000,16.79],[1613069933000,13.43],[1613239833000,13.43],[1613240474000,16.79],[1624899924000,16.79],[1624901288000,13.43],[1625771329000,13.43],[1625773191000,16.79],[1640193725000,16.79],[1640204687000,13.43],[1641413536000,13.43],[1641415776000,16.79],[1643311393000,16.79],[1643313907000,13.43],[1643918831000,13.43],[1643919056000,16.79],[1647090960000,12.59],[1647277491000,12.59],[1647883146000,null],[1647883919000,16.79],[1655690677000,16.79],[1656019339000,16.79],[1656021998000,10.07],[1657221607000,10.07],[1657222825000,16.79],[1666718801000,16.79],[1666719344000,12.59],[1667323234000,12.59],[1667323472000,16.79],[1669136966000,16.79],[1669146862000,12.59],[1669753174000,12.59],[1669753347000,16.79],[1671747365000,16.79],[1671748197000,11.75],[1672953591000,11.75],[1672956954000,16.79],[1678987377000,16.79],[1678989333000,12.59],[1679599168000,12.59],[1679601207000,16.79],[1688044215000,16.79],[1688044823000,null]],"step":true},{"name":"Microsoft Store","data":[[1655690677000,29.99],[1656019339000,29.99],[1656021998000,29.99],[1657221607000,29.99],[1657222825000,29.99],[1666718801000,29.99],[1666719344000,29.99],[1667323234000,29.99],[1667323472000,29.99],[1669136966000,29.99],[1669146862000,29.99],[1669753174000,29.99],[1669753347000,29.99],[1671747365000,29.99],[1671748197000,29.99],[1672953591000,29.99],[1672956954000,29.99],[1678987377000,29.99],[1678989333000,29.99],[1679599168000,29.99],[1679601207000,29.99],[1688044215000,29.99],[1688044823000,29.99]],"step":true}]))
.setTooltip(tooltip)
.setDefaultValueRange(0, max)
.enableRangeSelector();
})();
(new Charts.Tabs("cp", "chart-price"))
.add("overview", chartOverview)
.add("detail", chartDetail)
.load();
});

View file

@ -0,0 +1 @@
1150690

View file

@ -0,0 +1,918 @@
"DateTime","Players","Average Players","Flags"
"2020-12-25 00:00:00",2354,,
"2020-12-26 00:00:00",2867,,
"2020-12-27 00:00:00",2931,,
"2020-12-28 00:00:00",2921,,
"2020-12-29 00:00:00",2757,,
"2020-12-30 00:00:00",2742,,
"2020-12-31 00:00:00",2656,,
"2021-01-01 00:00:00",2508,,
"2021-01-02 00:00:00",2633,,
"2021-01-03 00:00:00",2507,,
"2021-01-04 00:00:00",2442,,
"2021-01-05 00:00:00",2358,,
"2021-01-06 00:00:00",2319,,
"2021-01-07 00:00:00",2203,,
"2021-01-08 00:00:00",2299,,
"2021-01-09 00:00:00",2352,,
"2021-01-10 00:00:00",2373,,
"2021-01-11 00:00:00",2350,,
"2021-01-12 00:00:00",2170,,
"2021-01-13 00:00:00",2102,,
"2021-01-14 00:00:00",2025,,
"2021-01-15 00:00:00",1966,,
"2021-01-16 00:00:00",2100,,
"2021-01-17 00:00:00",2179,,
"2021-01-18 00:00:00",2150,,
"2021-01-19 00:00:00",2033,,
"2021-01-20 00:00:00",1910,,
"2021-01-21 00:00:00",1786,,
"2021-01-22 00:00:00",1723,,
"2021-01-23 00:00:00",2016,,
"2021-01-24 00:00:00",1983,,
"2021-01-25 00:00:00",1980,,
"2021-01-26 00:00:00",1901,,
"2021-01-27 00:00:00",1804,,
"2021-01-28 00:00:00",1766,,
"2021-01-29 00:00:00",1755,,
"2021-01-30 00:00:00",2239,,
"2021-01-31 00:00:00",2287,,
"2021-02-01 00:00:00",2246,,
"2021-02-02 00:00:00",2113,,
"2021-02-03 00:00:00",2014,,
"2021-02-04 00:00:00",1919,,
"2021-02-05 00:00:00",1887,,
"2021-02-06 00:00:00",2213,,
"2021-02-07 00:00:00",2205,,
"2021-02-08 00:00:00",2075,,
"2021-02-09 00:00:00",1855,,
"2021-02-10 00:00:00",1921,,
"2021-02-11 00:00:00",2017,,
"2021-02-12 00:00:00",2688,,
"2021-02-13 00:00:00",3166,,
"2021-02-14 00:00:00",3019,,
"2021-02-15 00:00:00",2819,,
"2021-02-16 00:00:00",2729,,
"2021-02-17 00:00:00",2560,,
"2021-02-18 00:00:00",2360,,
"2021-02-19 00:00:00",2375,,
"2021-02-20 00:00:00",2424,,
"2021-02-21 00:00:00",2434,,
"2021-02-22 00:00:00",2275,,
"2021-02-23 00:00:00",1973,,
"2021-02-24 00:00:00",1904,,
"2021-02-25 00:00:00",1766,,
"2021-02-26 00:00:00",1679,,
"2021-02-27 00:00:00",2001,,
"2021-02-28 00:00:00",1966,,
"2021-03-01 00:00:00",1886,,
"2021-03-02 00:00:00",1779,,
"2021-03-03 00:00:00",1557,,
"2021-03-04 00:00:00",1566,,
"2021-03-05 00:00:00",1514,,
"2021-03-06 00:00:00",1713,,
"2021-03-07 00:00:00",1824,,
"2021-03-08 00:00:00",1675,,
"2021-03-09 00:00:00",1514,,
"2021-03-10 00:00:00",1517,,
"2021-03-11 00:00:00",1436,,
"2021-03-12 00:00:00",1441,,
"2021-03-13 00:00:00",1666,,
"2021-03-14 00:00:00",1665,,
"2021-03-15 00:00:00",1604,,
"2021-03-16 00:00:00",1567,,
"2021-03-17 00:00:00",1502,,
"2021-03-18 00:00:00",1447,,
"2021-03-19 00:00:00",1405,,
"2021-03-20 00:00:00",1603,,
"2021-03-21 00:00:00",1601,,
"2021-03-22 00:00:00",1562,,
"2021-03-23 00:00:00",1466,,
"2021-03-24 00:00:00",1451,,
"2021-03-25 00:00:00",1487,,
"2021-03-26 00:00:00",1433,,
"2021-03-27 00:00:00",1637,,
"2021-03-28 00:00:00",1610,,
"2021-03-29 00:00:00",1598,,
"2021-03-30 00:00:00",1491,,
"2021-03-31 00:00:00",1489,,
"2021-04-01 00:00:00",1413,,
"2021-04-02 00:00:00",1474,,
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1 DateTime Players Average Players Flags
2 2020-12-25 00:00:00 2354
3 2020-12-26 00:00:00 2867
4 2020-12-27 00:00:00 2931
5 2020-12-28 00:00:00 2921
6 2020-12-29 00:00:00 2757
7 2020-12-30 00:00:00 2742
8 2020-12-31 00:00:00 2656
9 2021-01-01 00:00:00 2508
10 2021-01-02 00:00:00 2633
11 2021-01-03 00:00:00 2507
12 2021-01-04 00:00:00 2442
13 2021-01-05 00:00:00 2358
14 2021-01-06 00:00:00 2319
15 2021-01-07 00:00:00 2203
16 2021-01-08 00:00:00 2299
17 2021-01-09 00:00:00 2352
18 2021-01-10 00:00:00 2373
19 2021-01-11 00:00:00 2350
20 2021-01-12 00:00:00 2170
21 2021-01-13 00:00:00 2102
22 2021-01-14 00:00:00 2025
23 2021-01-15 00:00:00 1966
24 2021-01-16 00:00:00 2100
25 2021-01-17 00:00:00 2179
26 2021-01-18 00:00:00 2150
27 2021-01-19 00:00:00 2033
28 2021-01-20 00:00:00 1910
29 2021-01-21 00:00:00 1786
30 2021-01-22 00:00:00 1723
31 2021-01-23 00:00:00 2016
32 2021-01-24 00:00:00 1983
33 2021-01-25 00:00:00 1980
34 2021-01-26 00:00:00 1901
35 2021-01-27 00:00:00 1804
36 2021-01-28 00:00:00 1766
37 2021-01-29 00:00:00 1755
38 2021-01-30 00:00:00 2239
39 2021-01-31 00:00:00 2287
40 2021-02-01 00:00:00 2246
41 2021-02-02 00:00:00 2113
42 2021-02-03 00:00:00 2014
43 2021-02-04 00:00:00 1919
44 2021-02-05 00:00:00 1887
45 2021-02-06 00:00:00 2213
46 2021-02-07 00:00:00 2205
47 2021-02-08 00:00:00 2075
48 2021-02-09 00:00:00 1855
49 2021-02-10 00:00:00 1921
50 2021-02-11 00:00:00 2017
51 2021-02-12 00:00:00 2688
52 2021-02-13 00:00:00 3166
53 2021-02-14 00:00:00 3019
54 2021-02-15 00:00:00 2819
55 2021-02-16 00:00:00 2729
56 2021-02-17 00:00:00 2560
57 2021-02-18 00:00:00 2360
58 2021-02-19 00:00:00 2375
59 2021-02-20 00:00:00 2424
60 2021-02-21 00:00:00 2434
61 2021-02-22 00:00:00 2275
62 2021-02-23 00:00:00 1973
63 2021-02-24 00:00:00 1904
64 2021-02-25 00:00:00 1766
65 2021-02-26 00:00:00 1679
66 2021-02-27 00:00:00 2001
67 2021-02-28 00:00:00 1966
68 2021-03-01 00:00:00 1886
69 2021-03-02 00:00:00 1779
70 2021-03-03 00:00:00 1557
71 2021-03-04 00:00:00 1566
72 2021-03-05 00:00:00 1514
73 2021-03-06 00:00:00 1713
74 2021-03-07 00:00:00 1824
75 2021-03-08 00:00:00 1675
76 2021-03-09 00:00:00 1514
77 2021-03-10 00:00:00 1517
78 2021-03-11 00:00:00 1436
79 2021-03-12 00:00:00 1441
80 2021-03-13 00:00:00 1666
81 2021-03-14 00:00:00 1665
82 2021-03-15 00:00:00 1604
83 2021-03-16 00:00:00 1567
84 2021-03-17 00:00:00 1502
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616 2022-08-31 00:00:00 791
617 2022-09-01 00:00:00 764
618 2022-09-02 00:00:00 796
619 2022-09-03 00:00:00 1016
620 2022-09-04 00:00:00 1023
621 2022-09-05 00:00:00 1052
622 2022-09-06 00:00:00 955
623 2022-09-07 00:00:00 811
624 2022-09-08 00:00:00 788
625 2022-09-09 00:00:00 761
626 2022-09-10 00:00:00 957
627 2022-09-11 00:00:00 1029
628 2022-09-12 00:00:00 843
629 2022-09-13 00:00:00 759
630 2022-09-14 00:00:00 688
631 2022-09-15 00:00:00 676
632 2022-09-16 00:00:00 717
633 2022-09-17 00:00:00 1029
634 2022-09-18 00:00:00 1070
635 2022-09-19 00:00:00 902
636 2022-09-20 00:00:00 720
637 2022-09-21 00:00:00 693
638 2022-09-22 00:00:00 668
639 2022-09-23 00:00:00 738 568
640 2022-09-24 00:00:00 968 737
641 2022-09-25 00:00:00 1018 789
642 2022-09-26 00:00:00 850 609
643 2022-09-27 00:00:00 791 554
644 2022-09-28 00:00:00 765 515
645 2022-09-29 00:00:00 676 499
646 2022-09-30 00:00:00 701 541
647 2022-10-01 00:00:00 898 691
648 2022-10-02 00:00:00 885 697
649 2022-10-03 00:00:00 774 545
650 2022-10-04 00:00:00 684 518
651 2022-10-05 00:00:00 674 517
652 2022-10-06 00:00:00 631 483
653 2022-10-07 00:00:00 666 518
654 2022-10-08 00:00:00 900 676
655 2022-10-09 00:00:00 865 704
656 2022-10-10 00:00:00 759 592
657 2022-10-11 00:00:00 691 509
658 2022-10-12 00:00:00 666 503
659 2022-10-13 00:00:00 623 466
660 2022-10-14 00:00:00 691 508
661 2022-10-15 00:00:00 879 678
662 2022-10-16 00:00:00 871 717
663 2022-10-17 00:00:00 758 524
664 2022-10-18 00:00:00 635 485
665 2022-10-19 00:00:00 615 472
666 2022-10-20 00:00:00 632 483
667 2022-10-21 00:00:00 701 522
668 2022-10-22 00:00:00 867 665
669 2022-10-23 00:00:00 905 706
670 2022-10-24 00:00:00 746 534
671 2022-10-25 00:00:00 662 509
672 2022-10-26 00:00:00 740 580
673 2022-10-27 00:00:00 784 639
674 2022-10-28 00:00:00 857 713
675 2022-10-29 00:00:00 1110 875
676 2022-10-30 00:00:00 1157 950
677 2022-10-31 00:00:00 990 756
678 2022-11-01 00:00:00 929 767
679 2022-11-02 00:00:00 910 682
680 2022-11-03 00:00:00 890 660
681 2022-11-04 00:00:00 874 669
682 2022-11-05 00:00:00 1123 881
683 2022-11-06 00:00:00 1091 880
684 2022-11-07 00:00:00 895 618
685 2022-11-08 00:00:00 754 596
686 2022-11-09 00:00:00 767 568
687 2022-11-10 00:00:00 713 553
688 2022-11-11 00:00:00 846 640
689 2022-11-12 00:00:00 1003 801
690 2022-11-13 00:00:00 1006 801
691 2022-11-14 00:00:00 874 610
692 2022-11-15 00:00:00 746 566
693 2022-11-16 00:00:00 720 532
694 2022-11-17 00:00:00 680 541
695 2022-11-18 00:00:00 714 562
696 2022-11-19 00:00:00 877 706
697 2022-11-20 00:00:00 859 729
698 2022-11-21 00:00:00 771 584
699 2022-11-22 00:00:00 731 573
700 2022-11-23 00:00:00 910 685
701 2022-11-24 00:00:00 978 753
702 2022-11-25 00:00:00 1064 819
703 2022-11-26 00:00:00 1222 1015
704 2022-11-27 00:00:00 1251 1051
705 2022-11-28 00:00:00 1169 817
706 2022-11-29 00:00:00 1056 787
707 2022-11-30 00:00:00 1011 744
708 2022-12-01 00:00:00 896 687
709 2022-12-02 00:00:00 905 723
710 2022-12-03 00:00:00 1119 903
711 2022-12-04 00:00:00 1064 892
712 2022-12-05 00:00:00 933 674
713 2022-12-06 00:00:00 840 645
714 2022-12-07 00:00:00 839 594
715 2022-12-08 00:00:00 765 611
716 2022-12-09 00:00:00 792 599
717 2022-12-10 00:00:00 1030 776
718 2022-12-11 00:00:00 955 797
719 2022-12-12 00:00:00 855 626
720 2022-12-13 00:00:00 778 582
721 2022-12-14 00:00:00 722 587
722 2022-12-15 00:00:00 762 600
723 2022-12-16 00:00:00 791 622
724 2022-12-17 00:00:00 969 775
725 2022-12-18 00:00:00 940 793
726 2022-12-19 00:00:00 904 708
727 2022-12-20 00:00:00 910 692
728 2022-12-21 00:00:00 888 699
729 2022-12-22 00:00:00 982 733
730 2022-12-23 00:00:00 1171 945
731 2022-12-24 00:00:00 1198 1006
732 2022-12-25 00:00:00 1557 1147
733 2022-12-26 00:00:00 1735 1363
734 2022-12-27 00:00:00 1794 1442
735 2022-12-28 00:00:00 1767 1459
736 2022-12-29 00:00:00 1787 1463
737 2022-12-30 00:00:00 1734 1466
738 2022-12-31 00:00:00 1625 1376
739 2023-01-01 00:00:00 1847 1425
740 2023-01-02 00:00:00 1845 1540
741 2023-01-03 00:00:00 1808 1450
742 2023-01-04 00:00:00 1698 1383
743 2023-01-05 00:00:00 1686 1327
744 2023-01-06 00:00:00 1596 1304
745 2023-01-07 00:00:00 1657 1386
746 2023-01-08 00:00:00 1568 1376
747 2023-01-09 00:00:00 1448 1070
748 2023-01-10 00:00:00 1334 993
749 2023-01-11 00:00:00 1287 967
750 2023-01-12 00:00:00 1252 954
751 2023-01-13 00:00:00 1223 975
752 2023-01-14 00:00:00 1435 1144
753 2023-01-15 00:00:00 1472 1206
754 2023-01-16 00:00:00 1389 1036
755 2023-01-17 00:00:00 1201 889
756 2023-01-18 00:00:00 1071 815
757 2023-01-19 00:00:00 977 801
758 2023-01-20 00:00:00 1006 815
759 2023-01-21 00:00:00 1276 973
760 2023-01-22 00:00:00 1264 1022
761 2023-01-23 00:00:00 1070 809
762 2023-01-24 00:00:00 996 768
763 2023-01-25 00:00:00 909 764
764 2023-01-26 00:00:00 887 745
765 2023-01-27 00:00:00 1003 778
766 2023-01-28 00:00:00 1349 981
767 2023-01-29 00:00:00 1338 1016
768 2023-01-30 00:00:00 1093 817
769 2023-01-31 00:00:00 987 768
770 2023-02-01 00:00:00 965 774
771 2023-02-02 00:00:00 940 743
772 2023-02-03 00:00:00 1046 784
773 2023-02-04 00:00:00 1285 972
774 2023-02-05 00:00:00 1241 972
775 2023-02-06 00:00:00 1046 767
776 2023-02-07 00:00:00 867 699
777 2023-02-08 00:00:00 880 695
778 2023-02-09 00:00:00 857 686
779 2023-02-10 00:00:00 927 705
780 2023-02-11 00:00:00 1162 888
781 2023-02-12 00:00:00 1251 935
782 2023-02-13 00:00:00 980 718
783 2023-02-14 00:00:00 823 657
784 2023-02-15 00:00:00 843 653
785 2023-02-16 00:00:00 842 653
786 2023-02-17 00:00:00 977 707
787 2023-02-18 00:00:00 1112 858
788 2023-02-19 00:00:00 1124 885
789 2023-02-20 00:00:00 1084 788
790 2023-02-21 00:00:00 927 712
791 2023-02-22 00:00:00 910 699
792 2023-02-23 00:00:00 894 687
793 2023-02-24 00:00:00 878 698
794 2023-02-25 00:00:00 1046 833
795 2023-02-26 00:00:00 1085 852
796 2023-02-27 00:00:00 877 636
797 2023-02-28 00:00:00 782 615
798 2023-03-01 00:00:00 753 589
799 2023-03-02 00:00:00 730 559
800 2023-03-03 00:00:00 769 600
801 2023-03-04 00:00:00 1046 790
802 2023-03-05 00:00:00 1037 840
803 2023-03-06 00:00:00 858 603
804 2023-03-07 00:00:00 699 558
805 2023-03-08 00:00:00 694 550
806 2023-03-09 00:00:00 687 531
807 2023-03-10 00:00:00 769 579
808 2023-03-11 00:00:00 1067 797
809 2023-03-12 00:00:00 999 819
810 2023-03-13 00:00:00 833 608
811 2023-03-14 00:00:00 796 574
812 2023-03-15 00:00:00 768 589
813 2023-03-16 00:00:00 807 587
814 2023-03-17 00:00:00 982 712
815 2023-03-18 00:00:00 1163 941
816 2023-03-19 00:00:00 1289 1013
817 2023-03-20 00:00:00 1006 756
818 2023-03-21 00:00:00 953 750
819 2023-03-22 00:00:00 933 739
820 2023-03-23 00:00:00 923 736
821 2023-03-24 00:00:00 1024 778
822 2023-03-25 00:00:00 1212 972
823 2023-03-26 00:00:00 1192 960
824 2023-03-27 00:00:00 902 699
825 2023-03-28 00:00:00 822 652
826 2023-03-29 00:00:00 781 632
827 2023-03-30 00:00:00 768 621
828 2023-03-31 00:00:00 849 656
829 2023-04-01 00:00:00 1036 836
830 2023-04-02 00:00:00 1126 891
831 2023-04-03 00:00:00 853 669
832 2023-04-04 00:00:00 842 660
833 2023-04-05 00:00:00 806 673
834 2023-04-06 00:00:00 832 658
835 2023-04-07 00:00:00 991 750
836 2023-04-08 00:00:00 999 811
837 2023-04-09 00:00:00 962 790
838 2023-04-10 00:00:00 874 682
839 2023-04-11 00:00:00 751 599
840 2023-04-12 00:00:00 675 545
841 2023-04-13 00:00:00 658 521
842 2023-04-14 00:00:00 741 556
843 2023-04-15 00:00:00 908 687
844 2023-04-16 00:00:00 924 712
845 2023-04-17 00:00:00 762 525
846 2023-04-18 00:00:00 618 495
847 2023-04-19 00:00:00 615 474
848 2023-04-20 00:00:00 614 484
849 2023-04-21 00:00:00 673 524
850 2023-04-22 00:00:00 865 668
851 2023-04-23 00:00:00 911 699
852 2023-04-24 00:00:00 747 526
853 2023-04-25 00:00:00 629 508
854 2023-04-26 00:00:00 594 470
855 2023-04-27 00:00:00 597 465
856 2023-04-28 00:00:00 641 496
857 2023-04-29 00:00:00 826 642
858 2023-04-30 00:00:00 892 698
859 2023-05-01 00:00:00 735 589
860 2023-05-02 00:00:00 621 485
861 2023-05-03 00:00:00 567 474
862 2023-05-04 00:00:00 566 443
863 2023-05-05 00:00:00 604 476
864 2023-05-06 00:00:00 766 602
865 2023-05-07 00:00:00 824 656
866 2023-05-08 00:00:00 666 513
867 2023-05-09 00:00:00 620 459
868 2023-05-10 00:00:00 556 436
869 2023-05-11 00:00:00 539 420
870 2023-05-12 00:00:00 570 453
871 2023-05-13 00:00:00 748 588
872 2023-05-14 00:00:00 746 603
873 2023-05-15 00:00:00 588 462
874 2023-05-16 00:00:00 568 429
875 2023-05-17 00:00:00 532 437
876 2023-05-18 00:00:00 557 452
877 2023-05-19 00:00:00 579 467
878 2023-05-20 00:00:00 807 594
879 2023-05-21 00:00:00 753 605
880 2023-05-22 00:00:00 585 457
881 2023-05-23 00:00:00 582 447
882 2023-05-24 00:00:00 577 452
883 2023-05-25 00:00:00 601 454
884 2023-05-26 00:00:00 695 493
885 2023-05-27 00:00:00 756 590
886 2023-05-28 00:00:00 777 627
887 2023-05-29 00:00:00 757 562
888 2023-05-30 00:00:00 651 495
889 2023-05-31 00:00:00 624 492
890 2023-06-01 00:00:00 656 497
891 2023-06-02 00:00:00 679 514
892 2023-06-03 00:00:00 745 589
893 2023-06-04 00:00:00 779 617
894 2023-06-05 00:00:00 638 504
895 2023-06-06 00:00:00 662 513
896 2023-06-07 00:00:00 630 495
897 2023-06-08 00:00:00 659 504
898 2023-06-09 00:00:00 670 528
899 2023-06-10 00:00:00 738 602
900 2023-06-11 00:00:00 746 604
901 2023-06-12 00:00:00 718 531
902 2023-06-13 00:00:00 660 518
903 2023-06-14 00:00:00 651 498
904 2023-06-15 00:00:00 646 500
905 2023-06-16 00:00:00 656 495
906 2023-06-17 00:00:00 731 576
907 2023-06-18 00:00:00 762 599
908 2023-06-19 00:00:00 744 555
909 2023-06-20 00:00:00 749 551
910 2023-06-21 00:00:00 680 536
911 2023-06-22 00:00:00 692 550
912 2023-06-23 00:00:00 744 573
913 2023-06-24 00:00:00 767 616
914 2023-06-25 00:00:00 786 613
915 2023-06-26 00:00:00 780 584
916 2023-06-27 00:00:00 718 580
917 2023-06-28 00:00:00 696 566
918 2023-06-29 00:00:00 651 566

View file

@ -0,0 +1,24 @@
"DateTime","Final price","Flags"
"2020-12-25 08:05:03",16.79,
"2021-02-11 18:05:33",13.43,
"2021-02-13 18:05:09",16.79,
"2021-06-24 19:03:06",13.43,
"2021-07-08 18:02:20",16.79,
"2021-12-22 18:10:12",13.43,
"2021-12-22 18:13:21",13.43,
"2022-01-05 18:10:03",16.79,
"2022-01-27 18:24:16",13.43,
"2022-02-03 18:24:24",16.79,
"2022-03-14 18:40:07",12.59,
"2022-03-21 17:22:57",16.79,
"2022-06-23 17:12:06",10.07,
"2022-07-07 17:27:56",16.79,
"2022-10-25 17:19:26",12.59,
"2022-11-01 17:22:49",16.79,
"2022-11-22 18:11:38",12.59,
"2022-11-29 18:27:58",16.79,
"2022-12-22 18:12:00",11.75,
"2023-01-05 18:30:31",16.79,
"2023-03-16 17:24:10",12.59,
"2023-03-23 17:24:19",16.79,
"2023-06-29 13:27:03",16.79,
1 DateTime Final price Flags
2 2020-12-25 08:05:03 16.79
3 2021-02-11 18:05:33 13.43
4 2021-02-13 18:05:09 16.79
5 2021-06-24 19:03:06 13.43
6 2021-07-08 18:02:20 16.79
7 2021-12-22 18:10:12 13.43
8 2021-12-22 18:13:21 13.43
9 2022-01-05 18:10:03 16.79
10 2022-01-27 18:24:16 13.43
11 2022-02-03 18:24:24 16.79
12 2022-03-14 18:40:07 12.59
13 2022-03-21 17:22:57 16.79
14 2022-06-23 17:12:06 10.07
15 2022-07-07 17:27:56 16.79
16 2022-10-25 17:19:26 12.59
17 2022-11-01 17:22:49 16.79
18 2022-11-22 18:11:38 12.59
19 2022-11-29 18:27:58 16.79
20 2022-12-22 18:12:00 11.75
21 2023-01-05 18:30:31 16.79
22 2023-03-16 17:24:10 12.59
23 2023-03-23 17:24:19 16.79
24 2023-06-29 13:27:03 16.79

View file

@ -0,0 +1,237 @@
Categoria: Tutte le categorie
Mese,Potion Craft: Alchemist Simulator: (Tutto il mondo)
2004-01,0
2004-02,0
2004-03,5
2004-04,0
2004-05,0
2004-06,0
2004-07,0
2004-08,5
2004-09,0
2004-10,0
2004-11,0
2004-12,0
2005-01,0
2005-02,0
2005-03,0
2005-04,0
2005-05,0
2005-06,0
2005-07,0
2005-08,0
2005-09,0
2005-10,0
2005-11,0
2005-12,0
2006-01,0
2006-02,2
2006-03,0
2006-04,2
2006-05,0
2006-06,0
2006-07,0
2006-08,0
2006-09,0
2006-10,0
2006-11,2
2006-12,0
2007-01,0
2007-02,2
2007-03,1
2007-04,0
2007-05,0
2007-06,0
2007-07,0
2007-08,0
2007-09,0
2007-10,1
2007-11,0
2007-12,0
2008-01,0
2008-02,0
2008-03,1
2008-04,0
2008-05,0
2008-06,0
2008-07,0
2008-08,1
2008-09,0
2008-10,1
2008-11,0
2008-12,0
2009-01,0
2009-02,0
2009-03,0
2009-04,0
2009-05,0
2009-06,< 1
2009-07,0
2009-08,0
2009-09,1
2009-10,1
2009-11,0
2009-12,0
2010-01,0
2010-02,0
2010-03,0
2010-04,1
2010-05,0
2010-06,0
2010-07,0
2010-08,0
2010-09,0
2010-10,0
2010-11,0
2010-12,1
2011-01,0
2011-02,0
2011-03,0
2011-04,0
2011-05,0
2011-06,0
2011-07,0
2011-08,< 1
2011-09,1
2011-10,0
2011-11,0
2011-12,0
2012-01,0
2012-02,0
2012-03,0
2012-04,0
2012-05,< 1
2012-06,0
2012-07,0
2012-08,0
2012-09,0
2012-10,0
2012-11,0
2012-12,0
2013-01,0
2013-02,< 1
2013-03,0
2013-04,0
2013-05,0
2013-06,0
2013-07,0
2013-08,0
2013-09,0
2013-10,< 1
2013-11,< 1
2013-12,0
2014-01,0
2014-02,0
2014-03,0
2014-04,0
2014-05,0
2014-06,< 1
2014-07,0
2014-08,< 1
2014-09,0
2014-10,0
2014-11,0
2014-12,0
2015-01,0
2015-02,0
2015-03,0
2015-04,0
2015-05,0
2015-06,0
2015-07,0
2015-08,< 1
2015-09,0
2015-10,0
2015-11,0
2015-12,0
2016-01,0
2016-02,< 1
2016-03,0
2016-04,0
2016-05,0
2016-06,0
2016-07,0
2016-08,< 1
2016-09,0
2016-10,< 1
2016-11,0
2016-12,0
2017-01,0
2017-02,0
2017-03,0
2017-04,0
2017-05,0
2017-06,0
2017-07,0
2017-08,0
2017-09,< 1
2017-10,0
2017-11,0
2017-12,0
2018-01,0
2018-02,0
2018-03,0
2018-04,< 1
2018-05,0
2018-06,0
2018-07,0
2018-08,0
2018-09,0
2018-10,0
2018-11,0
2018-12,0
2019-01,0
2019-02,0
2019-03,0
2019-04,0
2019-05,< 1
2019-06,1
2019-07,0
2019-08,0
2019-09,0
2019-10,0
2019-11,0
2019-12,0
2020-01,< 1
2020-02,0
2020-03,0
2020-04,0
2020-05,< 1
2020-06,0
2020-07,0
2020-08,0
2020-09,0
2020-10,0
2020-11,< 1
2020-12,0
2021-01,< 1
2021-02,0
2021-03,0
2021-04,0
2021-05,0
2021-06,0
2021-07,0
2021-08,< 1
2021-09,0
2021-10,0
2021-11,0
2021-12,0
2022-01,17
2022-02,14
2022-03,10
2022-04,13
2022-05,16
2022-06,12
2022-07,11
2022-08,17
2022-09,14
2022-10,10
2022-11,8
2022-12,100
2023-01,67
2023-02,29
2023-03,28
2023-04,22
2023-05,18
2023-06,24
1 Categoria: Tutte le categorie
2 Mese,Potion Craft: Alchemist Simulator: (Tutto il mondo)
3 2004-01,0
4 2004-02,0
5 2004-03,5
6 2004-04,0
7 2004-05,0
8 2004-06,0
9 2004-07,0
10 2004-08,5
11 2004-09,0
12 2004-10,0
13 2004-11,0
14 2004-12,0
15 2005-01,0
16 2005-02,0
17 2005-03,0
18 2005-04,0
19 2005-05,0
20 2005-06,0
21 2005-07,0
22 2005-08,0
23 2005-09,0
24 2005-10,0
25 2005-11,0
26 2005-12,0
27 2006-01,0
28 2006-02,2
29 2006-03,0
30 2006-04,2
31 2006-05,0
32 2006-06,0
33 2006-07,0
34 2006-08,0
35 2006-09,0
36 2006-10,0
37 2006-11,2
38 2006-12,0
39 2007-01,0
40 2007-02,2
41 2007-03,1
42 2007-04,0
43 2007-05,0
44 2007-06,0
45 2007-07,0
46 2007-08,0
47 2007-09,0
48 2007-10,1
49 2007-11,0
50 2007-12,0
51 2008-01,0
52 2008-02,0
53 2008-03,1
54 2008-04,0
55 2008-05,0
56 2008-06,0
57 2008-07,0
58 2008-08,1
59 2008-09,0
60 2008-10,1
61 2008-11,0
62 2008-12,0
63 2009-01,0
64 2009-02,0
65 2009-03,0
66 2009-04,0
67 2009-05,0
68 2009-06,< 1
69 2009-07,0
70 2009-08,0
71 2009-09,1
72 2009-10,1
73 2009-11,0
74 2009-12,0
75 2010-01,0
76 2010-02,0
77 2010-03,0
78 2010-04,1
79 2010-05,0
80 2010-06,0
81 2010-07,0
82 2010-08,0
83 2010-09,0
84 2010-10,0
85 2010-11,0
86 2010-12,1
87 2011-01,0
88 2011-02,0
89 2011-03,0
90 2011-04,0
91 2011-05,0
92 2011-06,0
93 2011-07,0
94 2011-08,< 1
95 2011-09,1
96 2011-10,0
97 2011-11,0
98 2011-12,0
99 2012-01,0
100 2012-02,0
101 2012-03,0
102 2012-04,0
103 2012-05,< 1
104 2012-06,0
105 2012-07,0
106 2012-08,0
107 2012-09,0
108 2012-10,0
109 2012-11,0
110 2012-12,0
111 2013-01,0
112 2013-02,< 1
113 2013-03,0
114 2013-04,0
115 2013-05,0
116 2013-06,0
117 2013-07,0
118 2013-08,0
119 2013-09,0
120 2013-10,< 1
121 2013-11,< 1
122 2013-12,0
123 2014-01,0
124 2014-02,0
125 2014-03,0
126 2014-04,0
127 2014-05,0
128 2014-06,< 1
129 2014-07,0
130 2014-08,< 1
131 2014-09,0
132 2014-10,0
133 2014-11,0
134 2014-12,0
135 2015-01,0
136 2015-02,0
137 2015-03,0
138 2015-04,0
139 2015-05,0
140 2015-06,0
141 2015-07,0
142 2015-08,< 1
143 2015-09,0
144 2015-10,0
145 2015-11,0
146 2015-12,0
147 2016-01,0
148 2016-02,< 1
149 2016-03,0
150 2016-04,0
151 2016-05,0
152 2016-06,0
153 2016-07,0
154 2016-08,< 1
155 2016-09,0
156 2016-10,< 1
157 2016-11,0
158 2016-12,0
159 2017-01,0
160 2017-02,0
161 2017-03,0
162 2017-04,0
163 2017-05,0
164 2017-06,0
165 2017-07,0
166 2017-08,0
167 2017-09,< 1
168 2017-10,0
169 2017-11,0
170 2017-12,0
171 2018-01,0
172 2018-02,0
173 2018-03,0
174 2018-04,< 1
175 2018-05,0
176 2018-06,0
177 2018-07,0
178 2018-08,0
179 2018-09,0
180 2018-10,0
181 2018-11,0
182 2018-12,0
183 2019-01,0
184 2019-02,0
185 2019-03,0
186 2019-04,0
187 2019-05,< 1
188 2019-06,1
189 2019-07,0
190 2019-08,0
191 2019-09,0
192 2019-10,0
193 2019-11,0
194 2019-12,0
195 2020-01,< 1
196 2020-02,0
197 2020-03,0
198 2020-04,0
199 2020-05,< 1
200 2020-06,0
201 2020-07,0
202 2020-08,0
203 2020-09,0
204 2020-10,0
205 2020-11,< 1
206 2020-12,0
207 2021-01,< 1
208 2021-02,0
209 2021-03,0
210 2021-04,0
211 2021-05,0
212 2021-06,0
213 2021-07,0
214 2021-08,< 1
215 2021-09,0
216 2021-10,0
217 2021-11,0
218 2021-12,0
219 2022-01,17
220 2022-02,14
221 2022-03,10
222 2022-04,13
223 2022-05,16
224 2022-06,12
225 2022-07,11
226 2022-08,17
227 2022-09,14
228 2022-10,10
229 2022-11,8
230 2022-12,100
231 2023-01,67
232 2023-02,29
233 2023-03,28
234 2023-04,22
235 2023-05,18
236 2023-06,24

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"DateTime","Players","Average Players","Flags"
"2021-09-21 00:00:00",4202,,
"2021-09-22 00:00:00",7046,,
"2021-09-23 00:00:00",6694,,
"2021-09-24 00:00:00",5837,,
"2021-09-25 00:00:00",6301,,
"2021-09-26 00:00:00",6276,,
"2021-09-27 00:00:00",5039,,
"2021-09-28 00:00:00",4405,,
"2021-09-29 00:00:00",3657,,
"2021-09-30 00:00:00",3151,,
"2021-10-01 00:00:00",2975,,
"2021-10-02 00:00:00",3206,,
"2021-10-03 00:00:00",3070,,
"2021-10-04 00:00:00",2298,,
"2021-10-05 00:00:00",1852,,
"2021-10-06 00:00:00",2010,,
"2021-10-07 00:00:00",2386,,
"2021-10-08 00:00:00",2213,,
"2021-10-09 00:00:00",2403,,
"2021-10-10 00:00:00",2174,,
"2021-10-11 00:00:00",1514,,
"2021-10-12 00:00:00",1317,,
"2021-10-13 00:00:00",1129,,
"2021-10-14 00:00:00",1218,,
"2021-10-15 00:00:00",1116,,
"2021-10-16 00:00:00",1322,,
"2021-10-17 00:00:00",1395,,
"2021-10-18 00:00:00",953,,
"2021-10-19 00:00:00",941,,
"2021-10-20 00:00:00",859,,
"2021-10-21 00:00:00",1552,,
"2021-10-22 00:00:00",1942,,
"2021-10-23 00:00:00",2081,,
"2021-10-24 00:00:00",1859,,
"2021-10-25 00:00:00",1435,,
"2021-10-26 00:00:00",1176,,
"2021-10-27 00:00:00",1034,,
"2021-10-28 00:00:00",895,,
"2021-10-29 00:00:00",883,,
"2021-10-30 00:00:00",977,,
"2021-10-31 00:00:00",1011,,
"2021-11-01 00:00:00",830,,
"2021-11-02 00:00:00",768,,
"2021-11-03 00:00:00",707,,
"2021-11-04 00:00:00",653,,
"2021-11-05 00:00:00",615,,
"2021-11-06 00:00:00",730,,
"2021-11-07 00:00:00",733,,
"2021-11-08 00:00:00",535,,
"2021-11-09 00:00:00",483,,
"2021-11-10 00:00:00",460,,
"2021-11-11 00:00:00",479,,
"2021-11-12 00:00:00",461,,
"2021-11-13 00:00:00",566,,
"2021-11-14 00:00:00",611,,
"2021-11-15 00:00:00",494,,
"2021-11-16 00:00:00",477,,
"2021-11-17 00:00:00",436,,
"2021-11-18 00:00:00",393,,
"2021-11-19 00:00:00",417,,
"2021-11-20 00:00:00",471,,
"2021-11-21 00:00:00",466,,
"2021-11-22 00:00:00",376,,
"2021-11-23 00:00:00",346,,
"2021-11-24 00:00:00",523,,
"2021-11-25 00:00:00",886,,
"2021-11-26 00:00:00",1063,,
"2021-11-27 00:00:00",1251,,
"2021-11-28 00:00:00",1259,,
"2021-11-29 00:00:00",951,,
"2021-11-30 00:00:00",895,,
"2021-12-01 00:00:00",826,,
"2021-12-02 00:00:00",656,,
"2021-12-03 00:00:00",632,,
"2021-12-04 00:00:00",665,,
"2021-12-05 00:00:00",628,,
"2021-12-06 00:00:00",457,,
"2021-12-07 00:00:00",404,,
"2021-12-08 00:00:00",426,,
"2021-12-09 00:00:00",441,,
"2021-12-10 00:00:00",450,,
"2021-12-11 00:00:00",560,,
"2021-12-12 00:00:00",524,,
"2021-12-13 00:00:00",400,,
"2021-12-14 00:00:00",339,,
"2021-12-15 00:00:00",333,,
"2021-12-16 00:00:00",379,,
"2021-12-17 00:00:00",370,,
"2021-12-18 00:00:00",430,,
"2021-12-19 00:00:00",440,,
"2021-12-20 00:00:00",362,,
"2021-12-21 00:00:00",567,,
"2021-12-22 00:00:00",734,,
"2021-12-23 00:00:00",1062,,
"2021-12-24 00:00:00",1072,,
"2021-12-25 00:00:00",1420,,
"2021-12-26 00:00:00",1470,,
"2021-12-27 00:00:00",1436,,
"2021-12-28 00:00:00",1327,,
"2021-12-29 00:00:00",1234,,
"2021-12-30 00:00:00",1099,,
"2021-12-31 00:00:00",972,,
"2022-01-01 00:00:00",1211,,
"2022-01-02 00:00:00",1210,,
"2022-01-03 00:00:00",1020,,
"2022-01-04 00:00:00",933,,
"2022-01-05 00:00:00",872,,
"2022-01-06 00:00:00",768,,
"2022-01-07 00:00:00",669,,
"2022-01-08 00:00:00",788,,
"2022-01-09 00:00:00",874,,
"2022-01-10 00:00:00",688,,
"2022-01-11 00:00:00",656,,
"2022-01-12 00:00:00",574,,
"2022-01-13 00:00:00",527,,
"2022-01-14 00:00:00",515,,
"2022-01-15 00:00:00",626,,
"2022-01-16 00:00:00",640,,
"2022-01-17 00:00:00",530,,
"2022-01-18 00:00:00",460,,
"2022-01-19 00:00:00",401,,
"2022-01-20 00:00:00",431,,
"2022-01-21 00:00:00",449,,
"2022-01-22 00:00:00",499,,
"2022-01-23 00:00:00",503,,
"2022-01-24 00:00:00",399,,
"2022-01-25 00:00:00",380,,
"2022-01-26 00:00:00",345,,
"2022-01-27 00:00:00",407,,
"2022-01-28 00:00:00",600,,
"2022-01-29 00:00:00",801,,
"2022-01-30 00:00:00",788,,
"2022-01-31 00:00:00",605,,
"2022-02-01 00:00:00",618,,
"2022-02-02 00:00:00",617,,
"2022-02-03 00:00:00",649,,
"2022-02-04 00:00:00",544,,
"2022-02-05 00:00:00",579,,
"2022-02-06 00:00:00",510,,
"2022-02-07 00:00:00",384,,
"2022-02-08 00:00:00",328,,
"2022-02-09 00:00:00",329,,
"2022-02-10 00:00:00",313,,
"2022-02-11 00:00:00",341,,
"2022-02-12 00:00:00",431,,
"2022-02-13 00:00:00",384,,
"2022-02-14 00:00:00",305,,
"2022-02-15 00:00:00",295,,
"2022-02-16 00:00:00",271,,
"2022-02-17 00:00:00",267,,
"2022-02-18 00:00:00",304,,
"2022-02-19 00:00:00",363,,
"2022-02-20 00:00:00",347,,
"2022-02-21 00:00:00",802,,
"2022-02-22 00:00:00",1140,,
"2022-02-23 00:00:00",1018,,
"2022-02-24 00:00:00",688,,
"2022-02-25 00:00:00",554,,
"2022-02-26 00:00:00",508,,
"2022-02-27 00:00:00",464,,
"2022-02-28 00:00:00",339,,
"2022-03-01 00:00:00",305,,
"2022-03-02 00:00:00",302,,
"2022-03-03 00:00:00",288,,
"2022-03-04 00:00:00",294,,
"2022-03-05 00:00:00",333,,
"2022-03-06 00:00:00",326,,
"2022-03-07 00:00:00",263,,
"2022-03-08 00:00:00",248,,
"2022-03-09 00:00:00",239,,
"2022-03-10 00:00:00",237,,
"2022-03-11 00:00:00",243,,
"2022-03-12 00:00:00",313,,
"2022-03-13 00:00:00",305,,
"2022-03-14 00:00:00",224,,
"2022-03-15 00:00:00",207,,
"2022-03-16 00:00:00",213,,
"2022-03-17 00:00:00",216,,
"2022-03-18 00:00:00",235,,
"2022-03-19 00:00:00",262,,
"2022-03-20 00:00:00",283,,
"2022-03-21 00:00:00",237,,
"2022-03-22 00:00:00",204,,
"2022-03-23 00:00:00",194,,
"2022-03-24 00:00:00",193,,
"2022-03-25 00:00:00",223,,
"2022-03-26 00:00:00",311,,
"2022-03-27 00:00:00",293,,
"2022-03-28 00:00:00",397,,
"2022-03-29 00:00:00",608,,
"2022-03-30 00:00:00",671,,
"2022-03-31 00:00:00",700,,
"2022-04-01 00:00:00",672,,
"2022-04-02 00:00:00",836,,
"2022-04-03 00:00:00",901,,
"2022-04-04 00:00:00",627,,
"2022-04-05 00:00:00",477,,
"2022-04-06 00:00:00",402,,
"2022-04-07 00:00:00",345,,
"2022-04-08 00:00:00",351,,
"2022-04-09 00:00:00",438,,
"2022-04-10 00:00:00",529,,
"2022-04-11 00:00:00",398,,
"2022-04-12 00:00:00",394,,
"2022-04-13 00:00:00",321,,
"2022-04-14 00:00:00",337,,
"2022-04-15 00:00:00",350,,
"2022-04-16 00:00:00",377,,
"2022-04-17 00:00:00",343,,
"2022-04-18 00:00:00",303,,
"2022-04-19 00:00:00",244,,
"2022-04-20 00:00:00",227,,
"2022-04-21 00:00:00",251,,
"2022-04-22 00:00:00",271,,
"2022-04-23 00:00:00",312,,
"2022-04-24 00:00:00",322,,
"2022-04-25 00:00:00",233,,
"2022-04-26 00:00:00",230,,
"2022-04-27 00:00:00",208,,
"2022-04-28 00:00:00",243,,
"2022-04-29 00:00:00",258,,
"2022-04-30 00:00:00",322,,
"2022-05-01 00:00:00",309,,
"2022-05-02 00:00:00",276,,
"2022-05-03 00:00:00",254,,
"2022-05-04 00:00:00",415,,
"2022-05-05 00:00:00",541,,
"2022-05-06 00:00:00",492,,
"2022-05-07 00:00:00",509,,
"2022-05-08 00:00:00",492,,
"2022-05-09 00:00:00",400,,
"2022-05-10 00:00:00",396,,
"2022-05-11 00:00:00",339,,
"2022-05-12 00:00:00",310,,
"2022-05-13 00:00:00",331,,
"2022-05-14 00:00:00",404,,
"2022-05-15 00:00:00",384,,
"2022-05-16 00:00:00",305,,
"2022-05-17 00:00:00",306,,
"2022-05-18 00:00:00",291,,
"2022-05-19 00:00:00",269,,
"2022-05-20 00:00:00",294,,
"2022-05-21 00:00:00",341,,
"2022-05-22 00:00:00",363,,
"2022-05-23 00:00:00",307,,
"2022-05-24 00:00:00",292,,
"2022-05-25 00:00:00",267,,
"2022-05-26 00:00:00",305,,
"2022-05-27 00:00:00",293,,
"2022-05-28 00:00:00",375,,
"2022-05-29 00:00:00",337,,
"2022-05-30 00:00:00",297,,
"2022-05-31 00:00:00",266,,
"2022-06-01 00:00:00",256,,
"2022-06-02 00:00:00",257,,
"2022-06-03 00:00:00",253,,
"2022-06-04 00:00:00",312,,
"2022-06-05 00:00:00",312,,
"2022-06-06 00:00:00",268,,
"2022-06-07 00:00:00",252,,
"2022-06-08 00:00:00",230,,
"2022-06-09 00:00:00",248,,
"2022-06-10 00:00:00",253,,
"2022-06-11 00:00:00",282,,
"2022-06-12 00:00:00",324,,
"2022-06-13 00:00:00",295,,
"2022-06-14 00:00:00",304,,
"2022-06-15 00:00:00",292,,
"2022-06-16 00:00:00",298,,
"2022-06-17 00:00:00",255,,
"2022-06-18 00:00:00",287,,
"2022-06-19 00:00:00",304,,
"2022-06-20 00:00:00",281,,
"2022-06-21 00:00:00",242,,
"2022-06-22 00:00:00",241,,
"2022-06-23 00:00:00",308,,
"2022-06-24 00:00:00",575,,
"2022-06-25 00:00:00",808,,
"2022-06-26 00:00:00",919,,
"2022-06-27 00:00:00",715,,
"2022-06-28 00:00:00",639,,
"2022-06-29 00:00:00",598,,
"2022-06-30 00:00:00",544,,
"2022-07-01 00:00:00",526,,
"2022-07-02 00:00:00",607,,
"2022-07-03 00:00:00",597,,
"2022-07-04 00:00:00",567,,
"2022-07-05 00:00:00",471,,
"2022-07-06 00:00:00",554,,
"2022-07-07 00:00:00",537,,
"2022-07-08 00:00:00",510,,
"2022-07-09 00:00:00",498,,
"2022-07-10 00:00:00",466,,
"2022-07-11 00:00:00",354,,
"2022-07-12 00:00:00",360,,
"2022-07-13 00:00:00",339,,
"2022-07-14 00:00:00",319,,
"2022-07-15 00:00:00",308,,
"2022-07-16 00:00:00",320,,
"2022-07-17 00:00:00",335,,
"2022-07-18 00:00:00",327,,
"2022-07-19 00:00:00",294,,
"2022-07-20 00:00:00",258,,
"2022-07-21 00:00:00",261,,
"2022-07-22 00:00:00",273,,
"2022-07-23 00:00:00",286,,
"2022-07-24 00:00:00",305,,
"2022-07-25 00:00:00",268,,
"2022-07-26 00:00:00",294,,
"2022-07-27 00:00:00",290,,
"2022-07-28 00:00:00",334,,
"2022-07-29 00:00:00",304,,
"2022-07-30 00:00:00",332,,
"2022-07-31 00:00:00",341,,
"2022-08-01 00:00:00",893,,
"2022-08-02 00:00:00",1001,,
"2022-08-03 00:00:00",909,,
"2022-08-04 00:00:00",966,,
"2022-08-05 00:00:00",1226,,
"2022-08-06 00:00:00",1255,,
"2022-08-07 00:00:00",1292,,
"2022-08-08 00:00:00",1223,,
"2022-08-09 00:00:00",1149,,
"2022-08-10 00:00:00",1039,,
"2022-08-11 00:00:00",918,,
"2022-08-12 00:00:00",785,,
"2022-08-13 00:00:00",780,,
"2022-08-14 00:00:00",764,,
"2022-08-15 00:00:00",647,,
"2022-08-16 00:00:00",564,,
"2022-08-17 00:00:00",527,,
"2022-08-18 00:00:00",559,,
"2022-08-19 00:00:00",531,,
"2022-08-20 00:00:00",593,,
"2022-08-21 00:00:00",622,,
"2022-08-22 00:00:00",582,,
"2022-08-23 00:00:00",519,,
"2022-08-24 00:00:00",474,,
"2022-08-25 00:00:00",451,,
"2022-08-26 00:00:00",493,,
"2022-08-27 00:00:00",562,,
"2022-08-28 00:00:00",588,,
"2022-08-29 00:00:00",451,,
"2022-08-30 00:00:00",436,,
"2022-08-31 00:00:00",371,,
"2022-09-01 00:00:00",381,,
"2022-09-02 00:00:00",384,,
"2022-09-03 00:00:00",515,,
"2022-09-04 00:00:00",506,,
"2022-09-05 00:00:00",570,,
"2022-09-06 00:00:00",485,,
"2022-09-07 00:00:00",452,,
"2022-09-08 00:00:00",412,,
"2022-09-09 00:00:00",447,,
"2022-09-10 00:00:00",506,,
"2022-09-11 00:00:00",558,,
"2022-09-12 00:00:00",413,,
"2022-09-13 00:00:00",397,,
"2022-09-14 00:00:00",378,,
"2022-09-15 00:00:00",328,,
"2022-09-16 00:00:00",356,,
"2022-09-17 00:00:00",415,,
"2022-09-18 00:00:00",444,,
"2022-09-19 00:00:00",347,,
"2022-09-20 00:00:00",299,,
"2022-09-21 00:00:00",273,,
"2022-09-22 00:00:00",285,,
"2022-09-23 00:00:00",315,226,
"2022-09-24 00:00:00",362,271,
"2022-09-25 00:00:00",413,300,
"2022-09-26 00:00:00",311,229,
"2022-09-27 00:00:00",270,205,
"2022-09-28 00:00:00",277,187,
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1 DateTime Players Average Players Flags
2 2021-09-21 00:00:00 4202
3 2021-09-22 00:00:00 7046
4 2021-09-23 00:00:00 6694
5 2021-09-24 00:00:00 5837
6 2021-09-25 00:00:00 6301
7 2021-09-26 00:00:00 6276
8 2021-09-27 00:00:00 5039
9 2021-09-28 00:00:00 4405
10 2021-09-29 00:00:00 3657
11 2021-09-30 00:00:00 3151
12 2021-10-01 00:00:00 2975
13 2021-10-02 00:00:00 3206
14 2021-10-03 00:00:00 3070
15 2021-10-04 00:00:00 2298
16 2021-10-05 00:00:00 1852
17 2021-10-06 00:00:00 2010
18 2021-10-07 00:00:00 2386
19 2021-10-08 00:00:00 2213
20 2021-10-09 00:00:00 2403
21 2021-10-10 00:00:00 2174
22 2021-10-11 00:00:00 1514
23 2021-10-12 00:00:00 1317
24 2021-10-13 00:00:00 1129
25 2021-10-14 00:00:00 1218
26 2021-10-15 00:00:00 1116
27 2021-10-16 00:00:00 1322
28 2021-10-17 00:00:00 1395
29 2021-10-18 00:00:00 953
30 2021-10-19 00:00:00 941
31 2021-10-20 00:00:00 859
32 2021-10-21 00:00:00 1552
33 2021-10-22 00:00:00 1942
34 2021-10-23 00:00:00 2081
35 2021-10-24 00:00:00 1859
36 2021-10-25 00:00:00 1435
37 2021-10-26 00:00:00 1176
38 2021-10-27 00:00:00 1034
39 2021-10-28 00:00:00 895
40 2021-10-29 00:00:00 883
41 2021-10-30 00:00:00 977
42 2021-10-31 00:00:00 1011
43 2021-11-01 00:00:00 830
44 2021-11-02 00:00:00 768
45 2021-11-03 00:00:00 707
46 2021-11-04 00:00:00 653
47 2021-11-05 00:00:00 615
48 2021-11-06 00:00:00 730
49 2021-11-07 00:00:00 733
50 2021-11-08 00:00:00 535
51 2021-11-09 00:00:00 483
52 2021-11-10 00:00:00 460
53 2021-11-11 00:00:00 479
54 2021-11-12 00:00:00 461
55 2021-11-13 00:00:00 566
56 2021-11-14 00:00:00 611
57 2021-11-15 00:00:00 494
58 2021-11-16 00:00:00 477
59 2021-11-17 00:00:00 436
60 2021-11-18 00:00:00 393
61 2021-11-19 00:00:00 417
62 2021-11-20 00:00:00 471
63 2021-11-21 00:00:00 466
64 2021-11-22 00:00:00 376
65 2021-11-23 00:00:00 346
66 2021-11-24 00:00:00 523
67 2021-11-25 00:00:00 886
68 2021-11-26 00:00:00 1063
69 2021-11-27 00:00:00 1251
70 2021-11-28 00:00:00 1259
71 2021-11-29 00:00:00 951
72 2021-11-30 00:00:00 895
73 2021-12-01 00:00:00 826
74 2021-12-02 00:00:00 656
75 2021-12-03 00:00:00 632
76 2021-12-04 00:00:00 665
77 2021-12-05 00:00:00 628
78 2021-12-06 00:00:00 457
79 2021-12-07 00:00:00 404
80 2021-12-08 00:00:00 426
81 2021-12-09 00:00:00 441
82 2021-12-10 00:00:00 450
83 2021-12-11 00:00:00 560
84 2021-12-12 00:00:00 524
85 2021-12-13 00:00:00 400
86 2021-12-14 00:00:00 339
87 2021-12-15 00:00:00 333
88 2021-12-16 00:00:00 379
89 2021-12-17 00:00:00 370
90 2021-12-18 00:00:00 430
91 2021-12-19 00:00:00 440
92 2021-12-20 00:00:00 362
93 2021-12-21 00:00:00 567
94 2021-12-22 00:00:00 734
95 2021-12-23 00:00:00 1062
96 2021-12-24 00:00:00 1072
97 2021-12-25 00:00:00 1420
98 2021-12-26 00:00:00 1470
99 2021-12-27 00:00:00 1436
100 2021-12-28 00:00:00 1327
101 2021-12-29 00:00:00 1234
102 2021-12-30 00:00:00 1099
103 2021-12-31 00:00:00 972
104 2022-01-01 00:00:00 1211
105 2022-01-02 00:00:00 1210
106 2022-01-03 00:00:00 1020
107 2022-01-04 00:00:00 933
108 2022-01-05 00:00:00 872
109 2022-01-06 00:00:00 768
110 2022-01-07 00:00:00 669
111 2022-01-08 00:00:00 788
112 2022-01-09 00:00:00 874
113 2022-01-10 00:00:00 688
114 2022-01-11 00:00:00 656
115 2022-01-12 00:00:00 574
116 2022-01-13 00:00:00 527
117 2022-01-14 00:00:00 515
118 2022-01-15 00:00:00 626
119 2022-01-16 00:00:00 640
120 2022-01-17 00:00:00 530
121 2022-01-18 00:00:00 460
122 2022-01-19 00:00:00 401
123 2022-01-20 00:00:00 431
124 2022-01-21 00:00:00 449
125 2022-01-22 00:00:00 499
126 2022-01-23 00:00:00 503
127 2022-01-24 00:00:00 399
128 2022-01-25 00:00:00 380
129 2022-01-26 00:00:00 345
130 2022-01-27 00:00:00 407
131 2022-01-28 00:00:00 600
132 2022-01-29 00:00:00 801
133 2022-01-30 00:00:00 788
134 2022-01-31 00:00:00 605
135 2022-02-01 00:00:00 618
136 2022-02-02 00:00:00 617
137 2022-02-03 00:00:00 649
138 2022-02-04 00:00:00 544
139 2022-02-05 00:00:00 579
140 2022-02-06 00:00:00 510
141 2022-02-07 00:00:00 384
142 2022-02-08 00:00:00 328
143 2022-02-09 00:00:00 329
144 2022-02-10 00:00:00 313
145 2022-02-11 00:00:00 341
146 2022-02-12 00:00:00 431
147 2022-02-13 00:00:00 384
148 2022-02-14 00:00:00 305
149 2022-02-15 00:00:00 295
150 2022-02-16 00:00:00 271
151 2022-02-17 00:00:00 267
152 2022-02-18 00:00:00 304
153 2022-02-19 00:00:00 363
154 2022-02-20 00:00:00 347
155 2022-02-21 00:00:00 802
156 2022-02-22 00:00:00 1140
157 2022-02-23 00:00:00 1018
158 2022-02-24 00:00:00 688
159 2022-02-25 00:00:00 554
160 2022-02-26 00:00:00 508
161 2022-02-27 00:00:00 464
162 2022-02-28 00:00:00 339
163 2022-03-01 00:00:00 305
164 2022-03-02 00:00:00 302
165 2022-03-03 00:00:00 288
166 2022-03-04 00:00:00 294
167 2022-03-05 00:00:00 333
168 2022-03-06 00:00:00 326
169 2022-03-07 00:00:00 263
170 2022-03-08 00:00:00 248
171 2022-03-09 00:00:00 239
172 2022-03-10 00:00:00 237
173 2022-03-11 00:00:00 243
174 2022-03-12 00:00:00 313
175 2022-03-13 00:00:00 305
176 2022-03-14 00:00:00 224
177 2022-03-15 00:00:00 207
178 2022-03-16 00:00:00 213
179 2022-03-17 00:00:00 216
180 2022-03-18 00:00:00 235
181 2022-03-19 00:00:00 262
182 2022-03-20 00:00:00 283
183 2022-03-21 00:00:00 237
184 2022-03-22 00:00:00 204
185 2022-03-23 00:00:00 194
186 2022-03-24 00:00:00 193
187 2022-03-25 00:00:00 223
188 2022-03-26 00:00:00 311
189 2022-03-27 00:00:00 293
190 2022-03-28 00:00:00 397
191 2022-03-29 00:00:00 608
192 2022-03-30 00:00:00 671
193 2022-03-31 00:00:00 700
194 2022-04-01 00:00:00 672
195 2022-04-02 00:00:00 836
196 2022-04-03 00:00:00 901
197 2022-04-04 00:00:00 627
198 2022-04-05 00:00:00 477
199 2022-04-06 00:00:00 402
200 2022-04-07 00:00:00 345
201 2022-04-08 00:00:00 351
202 2022-04-09 00:00:00 438
203 2022-04-10 00:00:00 529
204 2022-04-11 00:00:00 398
205 2022-04-12 00:00:00 394
206 2022-04-13 00:00:00 321
207 2022-04-14 00:00:00 337
208 2022-04-15 00:00:00 350
209 2022-04-16 00:00:00 377
210 2022-04-17 00:00:00 343
211 2022-04-18 00:00:00 303
212 2022-04-19 00:00:00 244
213 2022-04-20 00:00:00 227
214 2022-04-21 00:00:00 251
215 2022-04-22 00:00:00 271
216 2022-04-23 00:00:00 312
217 2022-04-24 00:00:00 322
218 2022-04-25 00:00:00 233
219 2022-04-26 00:00:00 230
220 2022-04-27 00:00:00 208
221 2022-04-28 00:00:00 243
222 2022-04-29 00:00:00 258
223 2022-04-30 00:00:00 322
224 2022-05-01 00:00:00 309
225 2022-05-02 00:00:00 276
226 2022-05-03 00:00:00 254
227 2022-05-04 00:00:00 415
228 2022-05-05 00:00:00 541
229 2022-05-06 00:00:00 492
230 2022-05-07 00:00:00 509
231 2022-05-08 00:00:00 492
232 2022-05-09 00:00:00 400
233 2022-05-10 00:00:00 396
234 2022-05-11 00:00:00 339
235 2022-05-12 00:00:00 310
236 2022-05-13 00:00:00 331
237 2022-05-14 00:00:00 404
238 2022-05-15 00:00:00 384
239 2022-05-16 00:00:00 305
240 2022-05-17 00:00:00 306
241 2022-05-18 00:00:00 291
242 2022-05-19 00:00:00 269
243 2022-05-20 00:00:00 294
244 2022-05-21 00:00:00 341
245 2022-05-22 00:00:00 363
246 2022-05-23 00:00:00 307
247 2022-05-24 00:00:00 292
248 2022-05-25 00:00:00 267
249 2022-05-26 00:00:00 305
250 2022-05-27 00:00:00 293
251 2022-05-28 00:00:00 375
252 2022-05-29 00:00:00 337
253 2022-05-30 00:00:00 297
254 2022-05-31 00:00:00 266
255 2022-06-01 00:00:00 256
256 2022-06-02 00:00:00 257
257 2022-06-03 00:00:00 253
258 2022-06-04 00:00:00 312
259 2022-06-05 00:00:00 312
260 2022-06-06 00:00:00 268
261 2022-06-07 00:00:00 252
262 2022-06-08 00:00:00 230
263 2022-06-09 00:00:00 248
264 2022-06-10 00:00:00 253
265 2022-06-11 00:00:00 282
266 2022-06-12 00:00:00 324
267 2022-06-13 00:00:00 295
268 2022-06-14 00:00:00 304
269 2022-06-15 00:00:00 292
270 2022-06-16 00:00:00 298
271 2022-06-17 00:00:00 255
272 2022-06-18 00:00:00 287
273 2022-06-19 00:00:00 304
274 2022-06-20 00:00:00 281
275 2022-06-21 00:00:00 242
276 2022-06-22 00:00:00 241
277 2022-06-23 00:00:00 308
278 2022-06-24 00:00:00 575
279 2022-06-25 00:00:00 808
280 2022-06-26 00:00:00 919
281 2022-06-27 00:00:00 715
282 2022-06-28 00:00:00 639
283 2022-06-29 00:00:00 598
284 2022-06-30 00:00:00 544
285 2022-07-01 00:00:00 526
286 2022-07-02 00:00:00 607
287 2022-07-03 00:00:00 597
288 2022-07-04 00:00:00 567
289 2022-07-05 00:00:00 471
290 2022-07-06 00:00:00 554
291 2022-07-07 00:00:00 537
292 2022-07-08 00:00:00 510
293 2022-07-09 00:00:00 498
294 2022-07-10 00:00:00 466
295 2022-07-11 00:00:00 354
296 2022-07-12 00:00:00 360
297 2022-07-13 00:00:00 339
298 2022-07-14 00:00:00 319
299 2022-07-15 00:00:00 308
300 2022-07-16 00:00:00 320
301 2022-07-17 00:00:00 335
302 2022-07-18 00:00:00 327
303 2022-07-19 00:00:00 294
304 2022-07-20 00:00:00 258
305 2022-07-21 00:00:00 261
306 2022-07-22 00:00:00 273
307 2022-07-23 00:00:00 286
308 2022-07-24 00:00:00 305
309 2022-07-25 00:00:00 268
310 2022-07-26 00:00:00 294
311 2022-07-27 00:00:00 290
312 2022-07-28 00:00:00 334
313 2022-07-29 00:00:00 304
314 2022-07-30 00:00:00 332
315 2022-07-31 00:00:00 341
316 2022-08-01 00:00:00 893
317 2022-08-02 00:00:00 1001
318 2022-08-03 00:00:00 909
319 2022-08-04 00:00:00 966
320 2022-08-05 00:00:00 1226
321 2022-08-06 00:00:00 1255
322 2022-08-07 00:00:00 1292
323 2022-08-08 00:00:00 1223
324 2022-08-09 00:00:00 1149
325 2022-08-10 00:00:00 1039
326 2022-08-11 00:00:00 918
327 2022-08-12 00:00:00 785
328 2022-08-13 00:00:00 780
329 2022-08-14 00:00:00 764
330 2022-08-15 00:00:00 647
331 2022-08-16 00:00:00 564
332 2022-08-17 00:00:00 527
333 2022-08-18 00:00:00 559
334 2022-08-19 00:00:00 531
335 2022-08-20 00:00:00 593
336 2022-08-21 00:00:00 622
337 2022-08-22 00:00:00 582
338 2022-08-23 00:00:00 519
339 2022-08-24 00:00:00 474
340 2022-08-25 00:00:00 451
341 2022-08-26 00:00:00 493
342 2022-08-27 00:00:00 562
343 2022-08-28 00:00:00 588
344 2022-08-29 00:00:00 451
345 2022-08-30 00:00:00 436
346 2022-08-31 00:00:00 371
347 2022-09-01 00:00:00 381
348 2022-09-02 00:00:00 384
349 2022-09-03 00:00:00 515
350 2022-09-04 00:00:00 506
351 2022-09-05 00:00:00 570
352 2022-09-06 00:00:00 485
353 2022-09-07 00:00:00 452
354 2022-09-08 00:00:00 412
355 2022-09-09 00:00:00 447
356 2022-09-10 00:00:00 506
357 2022-09-11 00:00:00 558
358 2022-09-12 00:00:00 413
359 2022-09-13 00:00:00 397
360 2022-09-14 00:00:00 378
361 2022-09-15 00:00:00 328
362 2022-09-16 00:00:00 356
363 2022-09-17 00:00:00 415
364 2022-09-18 00:00:00 444
365 2022-09-19 00:00:00 347
366 2022-09-20 00:00:00 299
367 2022-09-21 00:00:00 273
368 2022-09-22 00:00:00 285
369 2022-09-23 00:00:00 315 226
370 2022-09-24 00:00:00 362 271
371 2022-09-25 00:00:00 413 300
372 2022-09-26 00:00:00 311 229
373 2022-09-27 00:00:00 270 205
374 2022-09-28 00:00:00 277 187
375 2022-09-29 00:00:00 267 195
376 2022-09-30 00:00:00 287 199
377 2022-10-01 00:00:00 343 251
378 2022-10-02 00:00:00 365 263
379 2022-10-03 00:00:00 280 204
380 2022-10-04 00:00:00 240 188
381 2022-10-05 00:00:00 246 182
382 2022-10-06 00:00:00 263 189
383 2022-10-07 00:00:00 262 196
384 2022-10-08 00:00:00 308 224
385 2022-10-09 00:00:00 350 242
386 2022-10-10 00:00:00 297 203
387 2022-10-11 00:00:00 249 186
388 2022-10-12 00:00:00 257 186
389 2022-10-13 00:00:00 240 183
390 2022-10-14 00:00:00 259 175
391 2022-10-15 00:00:00 306 218
392 2022-10-16 00:00:00 302 227
393 2022-10-17 00:00:00 236 164
394 2022-10-18 00:00:00 222 158
395 2022-10-19 00:00:00 209 153
396 2022-10-20 00:00:00 236 166
397 2022-10-21 00:00:00 218 163
398 2022-10-22 00:00:00 279 199
399 2022-10-23 00:00:00 290 210
400 2022-10-24 00:00:00 219 162
401 2022-10-25 00:00:00 208 155
402 2022-10-26 00:00:00 200 154
403 2022-10-27 00:00:00 190 148
404 2022-10-28 00:00:00 213 153
405 2022-10-29 00:00:00 267 189
406 2022-10-30 00:00:00 268 199
407 2022-10-31 00:00:00 209 151
408 2022-11-01 00:00:00 201 150
409 2022-11-02 00:00:00 210 144
410 2022-11-03 00:00:00 196 140
411 2022-11-04 00:00:00 232 161
412 2022-11-05 00:00:00 295 212
413 2022-11-06 00:00:00 296 227
414 2022-11-07 00:00:00 219 160
415 2022-11-08 00:00:00 220 157
416 2022-11-09 00:00:00 232 152
417 2022-11-10 00:00:00 200 148
418 2022-11-11 00:00:00 215 162
419 2022-11-12 00:00:00 276 191
420 2022-11-13 00:00:00 255 199
421 2022-11-14 00:00:00 226 149
422 2022-11-15 00:00:00 197 142
423 2022-11-16 00:00:00 195 141
424 2022-11-17 00:00:00 192 131
425 2022-11-18 00:00:00 191 134
426 2022-11-19 00:00:00 215 167
427 2022-11-20 00:00:00 252 184
428 2022-11-21 00:00:00 202 144
429 2022-11-22 00:00:00 210 139
430 2022-11-23 00:00:00 277 203
431 2022-11-24 00:00:00 314 225
432 2022-11-25 00:00:00 353 249
433 2022-11-26 00:00:00 422 329
434 2022-11-27 00:00:00 430 339
435 2022-11-28 00:00:00 319 266
436 2022-11-29 00:00:00 322 247
437 2022-11-30 00:00:00 259 213
438 2022-12-01 00:00:00 243 192
439 2022-12-02 00:00:00 615 341
440 2022-12-03 00:00:00 956 734
441 2022-12-04 00:00:00 998 807
442 2022-12-05 00:00:00 801 611
443 2022-12-06 00:00:00 825 623
444 2022-12-07 00:00:00 596 510
445 2022-12-08 00:00:00 618 489
446 2022-12-09 00:00:00 678 519
447 2022-12-10 00:00:00 758 591
448 2022-12-11 00:00:00 836 637
449 2022-12-12 00:00:00 601 486
450 2022-12-13 00:00:00 4781 1344
451 2022-12-14 00:00:00 8523 5916
452 2022-12-15 00:00:00 7421 5896
453 2022-12-16 00:00:00 7645 5556
454 2022-12-17 00:00:00 9548 6900
455 2022-12-18 00:00:00 10161 7540
456 2022-12-19 00:00:00 8086 6196
457 2022-12-20 00:00:00 7431 5717
458 2022-12-21 00:00:00 6268 4835
459 2022-12-22 00:00:00 5397 4251
460 2022-12-23 00:00:00 6140 4638
461 2022-12-24 00:00:00 6332 4775
462 2022-12-25 00:00:00 6179 4802
463 2022-12-26 00:00:00 6135 4759
464 2022-12-27 00:00:00 5723 4516
465 2022-12-28 00:00:00 5473 4242
466 2022-12-29 00:00:00 5141 3997
467 2022-12-30 00:00:00 4960 3827
468 2022-12-31 00:00:00 4790 3675
469 2023-01-01 00:00:00 4972 3817
470 2023-01-02 00:00:00 4806 3813
471 2023-01-03 00:00:00 4097 3199
472 2023-01-04 00:00:00 3926 2975
473 2023-01-05 00:00:00 3733 2776
474 2023-01-06 00:00:00 3536 2621
475 2023-01-07 00:00:00 3470 2636
476 2023-01-08 00:00:00 3278 2561
477 2023-01-09 00:00:00 2479 1967
478 2023-01-10 00:00:00 2313 1784
479 2023-01-11 00:00:00 2133 1638
480 2023-01-12 00:00:00 1975 1526
481 2023-01-13 00:00:00 1928 1499
482 2023-01-14 00:00:00 2264 1695
483 2023-01-15 00:00:00 2220 1731
484 2023-01-16 00:00:00 1669 1399
485 2023-01-17 00:00:00 1571 1240
486 2023-01-18 00:00:00 1358 1110
487 2023-01-19 00:00:00 1358 1069
488 2023-01-20 00:00:00 1426 1126
489 2023-01-21 00:00:00 1921 1425
490 2023-01-22 00:00:00 2201 1633
491 2023-01-23 00:00:00 1831 1386
492 2023-01-24 00:00:00 1765 1375
493 2023-01-25 00:00:00 1765 1344
494 2023-01-26 00:00:00 1645 1268
495 2023-01-27 00:00:00 1712 1288
496 2023-01-28 00:00:00 1698 1325
497 2023-01-29 00:00:00 1639 1267
498 2023-01-30 00:00:00 1214 947
499 2023-01-31 00:00:00 1094 857
500 2023-02-01 00:00:00 1020 803
501 2023-02-02 00:00:00 1060 803
502 2023-02-03 00:00:00 1077 808
503 2023-02-04 00:00:00 1239 954
504 2023-02-05 00:00:00 1339 1032
505 2023-02-06 00:00:00 1002 757
506 2023-02-07 00:00:00 958 705
507 2023-02-08 00:00:00 891 656
508 2023-02-09 00:00:00 833 625
509 2023-02-10 00:00:00 842 621
510 2023-02-11 00:00:00 948 716
511 2023-02-12 00:00:00 975 773
512 2023-02-13 00:00:00 757 590
513 2023-02-14 00:00:00 698 524
514 2023-02-15 00:00:00 692 511
515 2023-02-16 00:00:00 672 510
516 2023-02-17 00:00:00 712 540
517 2023-02-18 00:00:00 841 649
518 2023-02-19 00:00:00 884 674
519 2023-02-20 00:00:00 712 550
520 2023-02-21 00:00:00 690 518
521 2023-02-22 00:00:00 662 503
522 2023-02-23 00:00:00 648 494
523 2023-02-24 00:00:00 645 476
524 2023-02-25 00:00:00 737 563
525 2023-02-26 00:00:00 765 581
526 2023-02-27 00:00:00 572 444
527 2023-02-28 00:00:00 546 423
528 2023-03-01 00:00:00 527 399
529 2023-03-02 00:00:00 515 406
530 2023-03-03 00:00:00 568 430
531 2023-03-04 00:00:00 1122 814
532 2023-03-05 00:00:00 1219 962
533 2023-03-06 00:00:00 945 734
534 2023-03-07 00:00:00 874 672
535 2023-03-08 00:00:00 849 643
536 2023-03-09 00:00:00 851 622
537 2023-03-10 00:00:00 885 636
538 2023-03-11 00:00:00 965 720
539 2023-03-12 00:00:00 874 689
540 2023-03-13 00:00:00 605 487
541 2023-03-14 00:00:00 578 444
542 2023-03-15 00:00:00 611 436
543 2023-03-16 00:00:00 607 430
544 2023-03-17 00:00:00 1171 818
545 2023-03-18 00:00:00 1704 1256
546 2023-03-19 00:00:00 1795 1365
547 2023-03-20 00:00:00 1449 1044
548 2023-03-21 00:00:00 1431 1062
549 2023-03-22 00:00:00 1352 1030
550 2023-03-23 00:00:00 1452 1056
551 2023-03-24 00:00:00 1314 960
552 2023-03-25 00:00:00 1346 1019
553 2023-03-26 00:00:00 1270 970
554 2023-03-27 00:00:00 934 685
555 2023-03-28 00:00:00 817 616
556 2023-03-29 00:00:00 763 567
557 2023-03-30 00:00:00 733 546
558 2023-03-31 00:00:00 755 536
559 2023-04-01 00:00:00 890 647
560 2023-04-02 00:00:00 893 669
561 2023-04-03 00:00:00 696 517
562 2023-04-04 00:00:00 692 504
563 2023-04-05 00:00:00 663 517
564 2023-04-06 00:00:00 619 472
565 2023-04-07 00:00:00 711 511
566 2023-04-08 00:00:00 774 587
567 2023-04-09 00:00:00 760 593
568 2023-04-10 00:00:00 671 476
569 2023-04-11 00:00:00 555 415
570 2023-04-12 00:00:00 545 391
571 2023-04-13 00:00:00 601 445
572 2023-04-14 00:00:00 1224 820
573 2023-04-15 00:00:00 1449 1069
574 2023-04-16 00:00:00 1469 1117
575 2023-04-17 00:00:00 1148 818
576 2023-04-18 00:00:00 1116 763
577 2023-04-19 00:00:00 1057 720
578 2023-04-20 00:00:00 1017 700
579 2023-04-21 00:00:00 880 630
580 2023-04-22 00:00:00 938 693
581 2023-04-23 00:00:00 907 663
582 2023-04-24 00:00:00 657 490
583 2023-04-25 00:00:00 630 459
584 2023-04-26 00:00:00 548 406
585 2023-04-27 00:00:00 562 433
586 2023-04-28 00:00:00 583 419
587 2023-04-29 00:00:00 693 525
588 2023-04-30 00:00:00 716 540
589 2023-05-01 00:00:00 649 497
590 2023-05-02 00:00:00 530 407
591 2023-05-03 00:00:00 501 378
592 2023-05-04 00:00:00 495 366
593 2023-05-05 00:00:00 513 400
594 2023-05-06 00:00:00 646 480
595 2023-05-07 00:00:00 644 512
596 2023-05-08 00:00:00 511 383
597 2023-05-09 00:00:00 481 364
598 2023-05-10 00:00:00 438 336
599 2023-05-11 00:00:00 499 355
600 2023-05-12 00:00:00 515 360
601 2023-05-13 00:00:00 581 426
602 2023-05-14 00:00:00 553 433
603 2023-05-15 00:00:00 455 339
604 2023-05-16 00:00:00 441 325
605 2023-05-17 00:00:00 446 327
606 2023-05-18 00:00:00 440 326
607 2023-05-19 00:00:00 423 317
608 2023-05-20 00:00:00 513 375
609 2023-05-21 00:00:00 529 390
610 2023-05-22 00:00:00 429 305
611 2023-05-23 00:00:00 388 292
612 2023-05-24 00:00:00 401 291
613 2023-05-25 00:00:00 366 290
614 2023-05-26 00:00:00 502 350
615 2023-05-27 00:00:00 1151 831
616 2023-05-28 00:00:00 1272 991
617 2023-05-29 00:00:00 1190 867
618 2023-05-30 00:00:00 973 740
619 2023-05-31 00:00:00 944 734
620 2023-06-01 00:00:00 1012 760
621 2023-06-02 00:00:00 1053 758
622 2023-06-03 00:00:00 1009 762
623 2023-06-04 00:00:00 949 729
624 2023-06-05 00:00:00 716 539
625 2023-06-06 00:00:00 615 491
626 2023-06-07 00:00:00 626 464
627 2023-06-08 00:00:00 582 440
628 2023-06-09 00:00:00 603 443
629 2023-06-10 00:00:00 652 493
630 2023-06-11 00:00:00 636 503
631 2023-06-12 00:00:00 510 398
632 2023-06-13 00:00:00 544 400
633 2023-06-14 00:00:00 539 422
634 2023-06-15 00:00:00 535 410
635 2023-06-16 00:00:00 563 431
636 2023-06-17 00:00:00 644 485
637 2023-06-18 00:00:00 664 515
638 2023-06-19 00:00:00 617 442
639 2023-06-20 00:00:00 529 419
640 2023-06-21 00:00:00 521 395
641 2023-06-22 00:00:00 525 407
642 2023-06-23 00:00:00 525 399
643 2023-06-24 00:00:00 561 454
644 2023-06-25 00:00:00 579 461
645 2023-06-26 00:00:00 497 385
646 2023-06-27 00:00:00 504 387
647 2023-06-28 00:00:00 457 367
648 2023-06-29 00:00:00 530 395
649 2023-06-30 00:00:00 719 395

View file

@ -0,0 +1,37 @@
"DateTime","Final price","Flags"
"2021-09-21 16:50:11",11.24,
"2021-09-28 17:10:58",12.49,
"2021-11-24 18:14:28",9.99,
"2021-12-01 18:20:54",12.49,
"2021-12-22 18:05:21",9.99,
"2022-01-05 18:58:26",12.49,
"2022-01-27 18:24:25",9.99,
"2022-02-03 18:24:37",12.49,
"2022-02-21 18:22:56",9.36,
"2022-02-23 18:02:17",12.49,
"2022-03-28 17:23:12",9.99,
"2022-04-04 17:23:09",12.49,
"2022-06-23 17:27:24",8.74,
"2022-06-23 17:30:52",8.74,
"2022-07-07 17:24:53",12.49,
"2022-08-04 17:02:33",8.74,
"2022-08-11 17:02:42",12.49,
"2022-11-22 18:11:50",9.99,
"2022-11-29 18:24:32",12.49,
"2022-12-13 17:00:07",,
"2022-12-13 17:05:02",9.99,
"2022-12-20 18:02:28",12.49,
"2022-12-22 18:25:22",9.99,
"2023-01-05 18:25:05",12.49,
"2023-01-20 18:02:24",9.99,
"2023-01-27 18:22:30",12.49,
"2023-03-03 18:02:32",9.99,
"2023-03-10 18:02:25",12.49,
"2023-03-16 17:24:25",8.11,
"2023-03-23 17:24:32",12.49,
"2023-04-13 17:15:04",8.74,
"2023-04-20 17:02:34",12.49,
"2023-05-26 17:02:54",8.11,
"2023-06-02 17:02:36",12.49,
"2023-06-29 17:30:34",8.11,
"2023-06-30 13:54:10",8.11,
1 DateTime Final price Flags
2 2021-09-21 16:50:11 11.24
3 2021-09-28 17:10:58 12.49
4 2021-11-24 18:14:28 9.99
5 2021-12-01 18:20:54 12.49
6 2021-12-22 18:05:21 9.99
7 2022-01-05 18:58:26 12.49
8 2022-01-27 18:24:25 9.99
9 2022-02-03 18:24:37 12.49
10 2022-02-21 18:22:56 9.36
11 2022-02-23 18:02:17 12.49
12 2022-03-28 17:23:12 9.99
13 2022-04-04 17:23:09 12.49
14 2022-06-23 17:27:24 8.74
15 2022-06-23 17:30:52 8.74
16 2022-07-07 17:24:53 12.49
17 2022-08-04 17:02:33 8.74
18 2022-08-11 17:02:42 12.49
19 2022-11-22 18:11:50 9.99
20 2022-11-29 18:24:32 12.49
21 2022-12-13 17:00:07
22 2022-12-13 17:05:02 9.99
23 2022-12-20 18:02:28 12.49
24 2022-12-22 18:25:22 9.99
25 2023-01-05 18:25:05 12.49
26 2023-01-20 18:02:24 9.99
27 2023-01-27 18:22:30 12.49
28 2023-03-03 18:02:32 9.99
29 2023-03-10 18:02:25 12.49
30 2023-03-16 17:24:25 8.11
31 2023-03-23 17:24:32 12.49
32 2023-04-13 17:15:04 8.74
33 2023-04-20 17:02:34 12.49
34 2023-05-26 17:02:54 8.11
35 2023-06-02 17:02:36 12.49
36 2023-06-29 17:30:34 8.11
37 2023-06-30 13:54:10 8.11

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@ -0,0 +1,237 @@
Categoria: Tutte le categorie
Mese,Untitled Goose Game: (Tutto il mondo)
2004-01,0
2004-02,0
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2022-12,12
2023-01,10
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1 Categoria: Tutte le categorie
2 Mese,Untitled Goose Game: (Tutto il mondo)
3 2004-01,0
4 2004-02,0
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236 2023-06,9

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"DateTime","Final price","Flags"
"2020-09-23 17:00:07",12.59,
"2020-09-23 17:50:07",0,
"2020-09-23 17:55:07",12.59,
"2020-10-07 17:03:15",16.79,
"2020-11-24 18:00:09",12.59,
"2020-12-01 19:05:58",16.79,
"2020-12-22 18:13:38",12.59,
"2021-01-05 18:56:26",16.79,
"2021-02-11 18:08:45",10.07,
"2021-02-15 19:03:22",16.79,
"2021-03-25 17:07:19",10.07,
"2021-03-29 17:46:00",16.79,
"2021-06-24 17:35:58",8.39,
"2021-07-08 17:56:23",16.79,
"2021-07-28 17:09:42",8.39,
"2021-08-02 17:24:31",16.79,
"2021-09-30 17:16:46",8.39,
"2021-10-07 17:10:38",16.79,
"2021-11-24 18:09:08",8.39,
"2021-12-01 18:21:37",16.79,
"2021-12-22 18:03:59",8.39,
"2022-01-05 18:10:03",16.79,
"2022-01-27 18:23:18",8.39,
"2022-02-03 18:23:20",16.79,
"2022-02-28 18:22:32",8.39,
"2022-03-08 07:02:05",16.79,
"2022-04-07 07:05:04",8.39,
"2022-04-11 17:02:22",16.79,
"2022-06-18 17:01:58",16.79,
"2022-06-23 17:24:54",8.39,
"2022-06-23 17:27:26",8.39,
"2022-07-07 17:23:35",16.79,
"2022-09-29 17:05:05",8.39,
"2022-10-06 17:02:16",16.79,
"2022-11-22 18:17:16",8.39,
"2022-11-29 18:27:49",16.79,
"2022-12-22 18:17:02",8.39,
"2023-01-05 18:28:58",16.79,
"2023-02-13 18:22:23",8.39,
"2023-02-19 18:02:02",16.79,
"2023-03-16 17:31:57",8.39,
"2023-03-23 17:23:20",16.79,
"2023-06-21 17:02:01",8.39,
"2023-06-29 13:57:14",8.39,
1 DateTime Final price Flags
2 2020-09-23 17:00:07 12.59
3 2020-09-23 17:50:07 0
4 2020-09-23 17:55:07 12.59
5 2020-10-07 17:03:15 16.79
6 2020-11-24 18:00:09 12.59
7 2020-12-01 19:05:58 16.79
8 2020-12-22 18:13:38 12.59
9 2021-01-05 18:56:26 16.79
10 2021-02-11 18:08:45 10.07
11 2021-02-15 19:03:22 16.79
12 2021-03-25 17:07:19 10.07
13 2021-03-29 17:46:00 16.79
14 2021-06-24 17:35:58 8.39
15 2021-07-08 17:56:23 16.79
16 2021-07-28 17:09:42 8.39
17 2021-08-02 17:24:31 16.79
18 2021-09-30 17:16:46 8.39
19 2021-10-07 17:10:38 16.79
20 2021-11-24 18:09:08 8.39
21 2021-12-01 18:21:37 16.79
22 2021-12-22 18:03:59 8.39
23 2022-01-05 18:10:03 16.79
24 2022-01-27 18:23:18 8.39
25 2022-02-03 18:23:20 16.79
26 2022-02-28 18:22:32 8.39
27 2022-03-08 07:02:05 16.79
28 2022-04-07 07:05:04 8.39
29 2022-04-11 17:02:22 16.79
30 2022-06-18 17:01:58 16.79
31 2022-06-23 17:24:54 8.39
32 2022-06-23 17:27:26 8.39
33 2022-07-07 17:23:35 16.79
34 2022-09-29 17:05:05 8.39
35 2022-10-06 17:02:16 16.79
36 2022-11-22 18:17:16 8.39
37 2022-11-29 18:27:49 16.79
38 2022-12-22 18:17:02 8.39
39 2023-01-05 18:28:58 16.79
40 2023-02-13 18:22:23 8.39
41 2023-02-19 18:02:02 16.79
42 2023-03-16 17:31:57 8.39
43 2023-03-23 17:23:20 16.79
44 2023-06-21 17:02:01 8.39
45 2023-06-29 13:57:14 8.39

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2741
poetry.lock generated Normal file

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28
pyproject.toml Normal file
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[tool.poetry]
name = "unimore_bda_3"
version = "0.1.0"
description = ""
authors = ["Stefano Pigozzi <me@steffo.eu>"]
readme = "README.md"
[tool.poetry.dependencies]
python = "^3.10"
numpy = "^1.23.5"
scipy = "^1.9.3"
pandas = "^1.5.2"
matplotlib = "^3.6.2"
sortedcontainers = "^2.4.0"
httpx = "^0.24.1"
seaborn = "^0.12.2"
jupyter = "^1.0.0"
[tool.poetry.group.dev.dependencies]
sphinx = "^5.3.0"
sphinx-rtd-theme = "^1.1.1"
sphinx-autobuild = "^2021.3.14"
rinohtype = "^0.5.4"
pillow = "^9.3.0"
[build-system]
requires = ["poetry-core"]
build-backend = "poetry.core.masonry.api"

23
unimore-bda-3.iml Normal file
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<?xml version="1.0" encoding="UTF-8"?>
<module type="PYTHON_MODULE" version="4">
<component name="NewModuleRootManager" inherit-compiler-output="true">
<exclude-output />
<content url="file://$MODULE_DIR$">
<sourceFolder url="file://$MODULE_DIR$/data" type="java-resource" />
<sourceFolder url="file://$MODULE_DIR$/docs/source" isTestSource="false" />
<sourceFolder url="file://$MODULE_DIR$/unimore_bda_3" isTestSource="false" />
<sourceFolder url="file://$MODULE_DIR$/media" type="java-resource" />
<excludeFolder url="file://$MODULE_DIR$/docs/build" />
<excludeFolder url="file://$MODULE_DIR$/.venv" />
</content>
<orderEntry type="inheritedJdk" />
<orderEntry type="sourceFolder" forTests="false" />
</component>
<component name="TemplatesService">
<option name="TEMPLATE_FOLDERS">
<list>
<option value="$MODULE_DIR$/docs/source/_templates" />
</list>
</option>
</component>
</module>

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from . import gtrends
from . import itad
from . import steam
from . import steamdb
__all__ = (
"gtrends",
"itad",
"steam",
"steamdb",
)

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from unimore_bda_3.prelude import *
def load(fd: t.IO[str], query_name: str) -> pd.DataFrame:
"""
Import a Google Trends CSV file into a :class:`pandas.DataFrame`.
"""
dataframe = pd.read_csv(fd, sep=",", header=1)
dataframe.rename(inplace=True, columns={
"Mese": "Date",
f"{query_name}: (Tutto il mondo)": "Google Trends · Score",
})
dataframe["Date"] = pd.to_datetime(dataframe["Date"])
dataframe["Google Trends · Score"] = dataframe["Google Trends · Score"].map(lambda x: int(x) if x != "< 1" else 0) / 100
dataframe.set_index("Date", inplace=True)
return dataframe

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from unimore_bda_3.prelude import *
import re
import json
PRICE_REGEX = re.compile(r"""Charts[.]Builder[(]setup, (.+?)[)]""")
"""
A regex to extract price JSON data from a price graph ``<script>`` object.
"""
def _load_price_series(src: dict) -> pd.Series:
"""
Load the contents of a IsThereAnyDeal price graph series into a `pandas.Series`.
"""
index = [pd.Timestamp(item[0], unit="ms", tz="utc") for item in src["data"]]
data = [item[1] for item in src["data"]]
series = pd.Series(
data=data,
index=index,
name=f"""ITAD · {src["name"]}"""
)
if "Worst" in series.name or "High" in series.name:
series = series.groupby(series.index.date).max()
else:
series = series.groupby(series.index.date).min()
return series
def _load_price_dataframe(match: str) -> pd.DataFrame:
"""
Load the contents of a IsThereAnyDeal price graph ``Charts.Builder`` into a `pandas.DataFrame`.
"""
srcs: list = json.loads(match)
dataframe = pd.DataFrame(
data=[_load_price_series(src) for src in srcs]
).T
dataframe.index = pd.to_datetime(dataframe.index)
return dataframe
def load(fd: t.IO[str]) -> list[pd.DataFrame]:
"""
Load the contents of a IsThereAnyDeal price graph ``<script>`` object into a `list` of `pandas.DataFrame`\\ s.
"""
data = fd.read()
matches: list[str] = PRICE_REGEX.findall(data)
return [_load_price_dataframe(match) for match in matches]
__all__ = (
"load",
)

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from unimore_bda_3.prelude import *
import httpx
import collections
steam_api = httpx.Client(base_url="https://api.steampowered.com")
def _load_news(appid: int) -> list[dict]:
"""
Load all news items for the given app id, from the most recent to the least recent.
"""
count = 100
enddate = {}
newsitems = []
while count == 100:
request = steam_api.get(
"/ISteamNews/GetNewsForApp/v0002/",
params={
"appid": appid,
"count": 100,
"format": "json",
**enddate,
}
)
request.raise_for_status()
data = request.json()["appnews"]
count = len(data["newsitems"])
newsitems.extend(data["newsitems"])
enddate = {"enddate": newsitems[-1]["date"]}
return newsitems
def _categorize_news(news: list[dict]) -> dict[str, list[dict]]:
"""
Group news items by their tags.
"""
result = collections.defaultdict(list)
for item in news:
tags = item.get("tags", [])
if tags:
for tag in set(item.get("tags", [])):
result[tag].append(item)
else:
result["no_tags"].append(item)
return result
def _serialize_news(name: str, news: list[dict]) -> pd.Series:
"""
Convert a list of news into a `pandas.Series` with the dates as index and 1 as the data.
"""
index = pd.to_datetime([datetime.fromtimestamp(item["date"]) for item in news])
return pd.Series(
data=[1 for _ in index],
index=index,
name=f"""Steam · Count of News tagged {name}""",
dtype=np.uint8,
)
def fetch(appid: int) -> pd.DataFrame:
"""
Load announcements related to a certain app id into a `pandas.DataFrame`.
"""
raw_news = _load_news(appid=appid)
categorized_news = _categorize_news(news=raw_news)
serialized_news = [_serialize_news(name=name, news=news).to_frame() for name, news in categorized_news.items()]
dataframe = utils.join_frames(*serialized_news).fillna(0)
dataframe = dataframe.groupby(dataframe.index.date).sum()
dataframe.index = pd.to_datetime(dataframe.index)
return dataframe
def load(fd: t.IO[str]) -> pd.DataFrame:
"""
Load announcements related to the app id contained in the given file into a `pandas.DataFrame`.
"""
appid = int(fd.read().strip())
data = fetch(appid=appid)
return data
__all__ = (
"fetch",
"load",
)

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from unimore_bda_3.prelude import *
def load_players(fd: t.IO[str]) -> pd.DataFrame:
"""
Import a SteamDB "Lifetime player count history" CSV file into a `pandas.DataFrame`.
"""
dataframe = pd.read_csv(fd, sep=",")
dataframe.rename(inplace=True, columns={
"DateTime": "Date",
"Players": "SteamDB · Peak concurrent players",
"Average Players": "SteamDB · Day average of concurrent players",
"Flags": "SteamDB · Player count flags",
})
dataframe["Date"] = pd.to_datetime(dataframe["Date"])
dataframe.set_index("Date", inplace=True)
dataframe = dataframe.groupby(dataframe.index.date).max()
dataframe.index = pd.to_datetime(dataframe.index)
return dataframe
def load_price(fd: t.IO[str]) -> pd.DataFrame:
"""
Import a SteamDB "Price history" CSV file into a `pandas.DataFrame`.
"""
dataframe = pd.read_csv(fd, sep=",")
dataframe.rename(inplace=True, columns={
"DateTime": "Date",
"Final price": "SteamDB · Steam",
"Flags": "SteamDB · Price flags",
})
dataframe["Date"] = pd.to_datetime(dataframe["Date"])
dataframe.set_index("Date", inplace=True)
dataframe = dataframe.groupby(dataframe.index.date).min()
dataframe.index = pd.to_datetime(dataframe.index)
return dataframe

25
unimore_bda_3/post.py Normal file
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from unimore_bda_3.prelude import *
def add_scores(dataframe: pd.DataFrame):
for base in [1.01, 1.02, 1.03, 1.04, 1.05, 1.06, 1.07, 1.08, 1.09, 1.1, 1.11, 1.12, 1.13, 1.14, 1.15]:
score = pd.Series(dtype=float)
prev_date = None
for date, value in dataframe["Cumulative · Is something happening?"].items():
if not prev_date:
score[date] = 0
elif value:
score[date] = 1
else:
score[date] = score[prev_date] / base
prev_date = date
dataframe[f"Cumulative · General happening score with base {base}"] = score
dataframe[f"Cumulative · Scaled general happening score with base {base}"] = dataframe[f"Cumulative · General happening score with base {base}"] * dataframe["Google Trends · Score"]
return dataframe
__all__ = (
"add_scores",
)

41
unimore_bda_3/prelude.py Normal file
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"""
This package is to be imported in all other packages with a wildcard import::
from unimore_bda_3.prelude import *
"""
import typing as t
import matplotlib as mpl
import matplotlib.ticker as tick
import matplotlib.pyplot as plt
import matplotlib.dates as mpld
import matplotlib.container as mplc
import numpy as np
import scipy as sp
import pandas as pd
import sortedcontainers as sc
import seaborn as sb
import seaborn.objects as so
from pathlib import Path
from datetime import datetime
from . import utils
__all__ = (
"t",
"tick",
"mpl",
"plt",
"mplc",
"mpld",
"np",
"sp",
"pd",
"sc",
"sb",
"so",
"Path",
"datetime",
"utils",
)

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from unimore_bda_3.prelude import *
import unimore_bda_3.loaders as loaders
def process_game(name: str, path: Path) -> pd.DataFrame:
steam_appid_path = path.joinpath("steam_appid.txt")
gtrends_worldwide_path = path.joinpath("gtrends-worldwide.csv")
steamdb_players_path = path.joinpath("steamdb-players.csv")
steamdb_price_path = path.joinpath("steamdb-price.csv")
itad_price_path = path.joinpath("itad-price.js")
with open(steam_appid_path) as fd:
steam_news: pd.DataFrame = loaders.steam.load(fd=fd)
with open(gtrends_worldwide_path) as fd:
google_trends: pd.DataFrame = loaders.gtrends.load(fd=fd, query_name=name)
with open(steamdb_players_path) as fd:
steamdb_players: pd.DataFrame = loaders.steamdb.load_players(fd=fd)
with open(steamdb_price_path) as fd:
steamdb_price: pd.DataFrame = loaders.steamdb.load_price(fd=fd)
with open(itad_price_path) as fd:
itad_prices: list[pd.DataFrame] = loaders.itad.load(fd=fd)
dataframe: pd.DataFrame = utils.join_frames(steamdb_players, steamdb_price, google_trends, steam_news, *itad_prices)
dataframe["SteamDB · Steam"].fillna(method="ffill", inplace=True)
dataframe["Google Trends · Score"].fillna(method="ffill", inplace=True)
dataframe["ITAD · Best Price"].fillna(method="ffill", inplace=True)
dataframe["ITAD · Best Regular Price"].fillna(method="ffill", inplace=True)
dataframe["ITAD · Worst Regular Price"].fillna(method="ffill", inplace=True)
dataframe["ITAD · Historical Low"].fillna(method="ffill", inplace=True)
news_columns = list(filter(lambda c: c.startswith("Steam · Count of News tagged"), dataframe.columns))
for news_col_name in news_columns:
dataframe[news_col_name].fillna(0, inplace=True)
dataframe["Steam · Is there News?"] = pd.Series(data=False, dtype=bool)
dataframe["Steam · Is there News?"] = (dataframe[news_columns] > 0).any(axis="columns")
dataframe["SteamDB · Relative concurrent players"] = dataframe["SteamDB · Peak concurrent players"] / dataframe["SteamDB · Peak concurrent players"].max()
dataframe["SteamDB · Relative Steam price"] = dataframe["SteamDB · Steam"] / dataframe["SteamDB · Steam"].max()
dataframe["ITAD · Relative Best Price"] = dataframe["ITAD · Best Price"] / dataframe["ITAD · Best Price"].max()
dataframe["ITAD · Best price change from previous day"] = dataframe["ITAD · Best Price"].diff()
dataframe["SteamDB · Steam price change from previous day"] = - dataframe["SteamDB · Steam"].diff()
dataframe["SteamDB · Is there a discount?"] = dataframe["SteamDB · Steam price change from previous day"] < 0
dataframe["ITAD · Is there a discount?"] = dataframe["ITAD · Best price change from previous day"] < 0
dataframe["Cumulative · Is something happening on Steam?"] = dataframe["Steam · Is there News?"] + dataframe["SteamDB · Is there a discount?"]
dataframe["Cumulative · Is something happening?"] = dataframe["Steam · Is there News?"] + dataframe["SteamDB · Is there a discount?"] + dataframe["ITAD · Is there a discount?"]
return dataframe
__all__ = (
"process_game",
)

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unimore_bda_3/utils.py Normal file
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import pandas as pd
def merge_dicts(*dicts: dict) -> dict:
"""
Merge all :class:`dict`s passed as arguments into a single one.
:param dicts: The :class:`dict`s to merge.
:return: The merged :class:`dict`s.
"""
result = dict()
for d in dicts:
result |= d
return result
def join_frames(*dfs: pd.DataFrame, **kwargs) -> pd.DataFrame:
"""
Join multiple :class:`pandas.DataFrame`s in a single expression.
:param dfs: The :class:`pandas.DataFrame`s to join.
:param kwargs: Keyword arguments to pass to :meth:`pandas.DataFrame.join`.
:return: The resulting :class:`pandas.DataFrame`.
"""
if len(dfs) == 0:
return pd.DataFrame()
elif len(dfs) == 1:
return dfs[0]
else:
return dfs[0].join(dfs[1:], **kwargs)
__all__ = (
"merge_dicts",
)