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Thanos Giannakopoulos
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Data and notebook for processing aggregated results
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‎.gitignore‎

Lines changed: 2 additions & 2 deletions
Original file line numberDiff line numberDiff line change
@@ -7,9 +7,9 @@ code/local/key.txt
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code/local/parser.py
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# Remove unnecessary code files (to be added later)
10-
# code/local/libraries.py
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code/local/utils_event_detection.py
1211
code/local/utils_mobility.py
1312

14-
# Remove unnecessary data files (to be added later)
13+
# Remove unnecessary data files
1514
data/tweets_*
15+
data/processed_tweets*

‎code/local/mobility_patterns_aggregated.ipynb‎

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‎data/canton_locations.pickle‎

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‎data/detected_events_dbscan_2010.csv‎

Lines changed: 13 additions & 15 deletions
Original file line numberDiff line numberDiff line change
@@ -1,15 +1,13 @@
1-
|hashtag|dayOfTweet|usersPerHashtag|spamEvent|std
2-
0|#esc|2010-05-29|5|False|60.82111862967405
3-
1|#twittboat|2010-07-04|4|False|231.30003077412488
4-
2|#twittboat|2010-07-03|4|False|214.1751693652545
5-
3|#worldcup|2010-06-16|4|False|108.75589979739372
6-
4|#Gotthard|2010-10-15|3|False|140.64017607705176
7-
5|#muse|2010-06-02|3|False|136.4442015017743
8-
6|#bcch5|2010-09-04|3|False|130.23499725322918
9-
7|#ger|2010-07-07|3|False|85.85146767023717
10-
8|#ff|2010-12-03|2|False|105.32286314729205
11-
9|#swisscrmforum|2010-06-24|1|True|135.0385973972308
12-
10|#mcw|2010-06-12|1|True|114.1560941644227
13-
11|#bosw|2010-03-25|1|True|100.4235689959112
14-
12|#IABC|2010-12-08|1|True|32.59626529391225
15-
13|#schwstv|2010-09-04|1|True|12.909829265589329
1+
|hashtag|dayOfTweet|usersPerHashtag|spamEvent|std|approxLocation
2+
0|#tedxzh|2010-10-20|5|False|178.50588605988514|('47.383', '8.536')
3+
1|#gotthard|2010-10-15|4|False|159.25078633156642|('47.567', '7.597')
4+
2|#esc|2010-05-29|4|False|61.58595232128521|('47.162', '8.291')
5+
3|#fb|2010-10-07|3|False|257.94816691354674|('46.289', '7.972')
6+
4|#tedxgeneva|2010-12-06|2|False|153.59691866211566|('46.194', '6.154')
7+
5|#ff|2010-12-03|2|False|105.32286314729205|('47.588', '9.624')
8+
6|#bcbs10|2010-06-05|1|True|197.4894326352784|('47.667', '9.170')
9+
7|#sechselaeuten|2010-04-19|1|True|187.07063955579306|('47.366', '8.545')
10+
8|#swisscrmforum|2010-06-24|1|True|135.0385973972308|('47.411', '8.552')
11+
9|#bosw|2010-03-25|1|True|100.4235689959112|('47.365', '8.539')
12+
10|#iabc|2010-12-08|1|True|32.59626529391225|('47.364', '8.535')
13+
11|#switzerland|2010-12-08|1|True|17.66601171237221|('47.364', '8.535')

‎data/detected_events_dbscan_2011.csv‎

Lines changed: 69 additions & 55 deletions
Original file line numberDiff line numberDiff line change
@@ -1,55 +1,69 @@
1-
|hashtag|dayOfTweet|usersPerHashtag|spamEvent|std
2-
0|#iPad2|2011-03-25|10|False|150.03209290358188
3-
1|#tedxzh|2011-10-04|10|False|141.89047713875303
4-
2|#fec11|2011-09-09|9|False|285.77287222917886
5-
3|#lift11|2011-02-02|9|False|269.03729877898115
6-
4|#bosw|2011-03-31|9|False|141.61012608073833
7-
5|#lift11|2011-02-03|7|False|330.87502080855506
8-
6|#uxcon11|2011-10-29|6|False|192.72466837919515
9-
7|#ew11|2011-10-23|6|False|138.71314270633164
10-
8|#pokeRT|2011-02-08|5|False|87.1247880425545
11-
9|#esc|2011-05-14|5|False|42.84544547369658
12-
10|#Lift11|2011-02-04|4|False|154.1450637925522
13-
11|#smgzh|2011-06-01|4|False|67.99039831504554
14-
12|#smgzh|2011-09-07|4|False|55.56790350429666
15-
13|#swlau|2011-03-20|4|False|50.26242453594726
16-
14|#pokeRT|2011-06-21|3|False|241.9235245505195
17-
15|#fb|2011-08-12|3|False|173.3159891607391
18-
16|#fb|2011-03-27|3|False|155.2666550379272
19-
17|#smmk11|2011-03-24|3|False|140.23094324175412
20-
18|#odch11|2011-06-24|3|False|113.05739095561758
21-
19|#applestoreZH|2011-03-25|3|False|79.50190342992526
22-
20|#obstech|2011-11-25|3|False|61.52081199595772
23-
21|#som11|2011-03-31|3|False|42.07943878321478
24-
22|#Android|2011-08-02|2|False|350.14408595023554
25-
23|#som11|2011-03-30|2|False|142.0900722833691
26-
24|#emex11|2011-08-24|2|False|132.01658997578699
27-
25|#gdi|2011-01-26|2|False|102.18068207896957
28-
26|#g_ch|2011-03-09|2|False|50.71696209491329
29-
27|#fcz|2011-10-30|2|False|42.40278517357315
30-
28|#fcz|2011-10-02|2|False|33.02080505881732
31-
29|#missCH|2011-09-24|2|False|15.650299019840828
32-
30|#oasg|2011-07-03|1|True|330.55022363005645
33-
31|#oasg|2011-07-02|1|True|316.70928541160396
34-
32|#zvilla|2011-06-18|1|True|228.11009361496428
35-
33|#11-ICML|2011-06-15|1|True|222.09337179452638
36-
34|#UTMB2011|2011-08-25|1|True|198.3342916254471
37-
35|#imkforum|2011-12-01|1|True|119.98059454206195
38-
36|#11ICML|2011-06-16|1|True|110.26634516025278
39-
37|#11-ICML|2011-06-16|1|True|110.19640464794364
40-
38|#Denkfest|2011-09-10|1|True|109.31622007836816
41-
39|#18|2011-08-12|1|True|107.01029618167068
42-
40|#BattesimoPupo|2011-05-07|1|True|104.79153674242737
43-
41|#dtzh|2011-07-06|1|True|96.78115113386242
44-
42|#IGEP|2011-11-17|1|True|65.13516341018617
45-
43|#moonandstars|2011-07-12|1|True|40.043490150023906
46-
44|#awesomezh1|2011-07-22|1|True|39.97568070728717
47-
45|#iliasconf|2011-08-18|1|True|39.637180917808834
48-
46|#gc|2011-10-02|1|True|34.10135921949866
49-
47|#letzigrund|2011-10-02|1|True|34.10135921949866
50-
48|#XF11|2011-08-24|1|True|32.335215409141064
51-
49|#Heimfahrt|2011-05-27|1|True|17.91621223220765
52-
50|#Velo|2011-05-27|1|True|17.91621223220765
53-
51|#iae|2011-11-18|1|True|9.707682602398775
54-
52|#FilmCommissionVdA|2011-11-29|1|True|6.955441292991187
55-
53|#pir@tage|2011-11-18|1|True|3.745909227076919
1+
|hashtag|dayOfTweet|usersPerHashtag|spamEvent|std|approxLocation
2+
0|#ipad2|2011-03-25|10|False|216.86853688700256|('47.375', '8.539')
3+
1|#tedxzh|2011-10-04|10|False|173.80296425517292|('47.416', '8.561')
4+
2|#bosw|2011-03-31|9|False|143.11174300879222|('47.365', '8.538')
5+
3|#lift11|2011-02-03|8|False|318.43010761421834|('46.220', '6.138')
6+
4|#fec11|2011-09-09|8|False|275.3290491862215|('47.377', '8.537')
7+
5|#lift11|2011-02-02|8|False|269.85483039754706|('46.220', '6.138')
8+
6|#lift11|2011-02-04|7|False|227.93561998517188|('46.232', '6.079')
9+
7|#ew11|2011-10-23|7|False|195.8634472165635|('47.408', '8.724')
10+
8|#pokert|2011-02-08|7|False|93.94334301284239|('47.374', '8.525')
11+
9|#pokert|2011-11-15|5|False|203.72460540833967|('47.377', '8.537')
12+
10|#smgzh|2011-06-01|4|False|67.99039831504554|('47.365', '8.548')
13+
11|#som11|2011-03-31|4|False|40.67921604698495|('47.389', '8.519')
14+
12|#erugf|2011-07-31|3|False|243.46423426649443|('46.897', '7.408')
15+
13|#pokert|2011-06-21|3|False|230.32994581897555|('47.374', '8.525')
16+
14|#fb|2011-03-27|3|False|155.2666550379272|('47.790', '7.350')
17+
15|#smmk11|2011-03-24|3|False|140.23094324175412|('47.366', '8.538')
18+
16|#chch|2011-07-31|3|False|133.11003727487878|('46.897', '7.408')
19+
17|#odch11|2011-06-24|3|False|113.05739095561758|('46.939', '7.443')
20+
18|#migipedia|2011-03-31|3|False|76.56753370640807|('47.365', '8.539')
21+
19|#smgzh|2011-09-07|3|False|47.7639356046426|('47.365', '8.547')
22+
20|#swlau|2011-03-20|3|False|40.86605467489312|('46.518', '6.568')
23+
21|#pokert|2011-04-05|3|False|15.580476474278056|('47.374', '8.524')
24+
22|#android|2011-08-02|2|False|350.14408595023554|('47.500', '8.750')
25+
23|#jan25|2011-01-30|2|False|344.3840313518762|('47.388', '8.618')
26+
24|#egypt|2011-01-30|2|False|316.40133326041115|('47.388', '8.618')
27+
25|#oasg|2011-07-02|2|False|294.6179486157077|('47.423', '9.322')
28+
26|#rhok|2011-06-04|2|False|277.390058871623|('47.560', '7.613')
29+
27|#scs11|2011-02-19|2|False|181.2885612619959|('47.530', '7.588')
30+
28|#fb|2011-08-12|2|False|176.6654769884275|('47.226', '8.819')
31+
29|#mdw11|2011-11-30|2|False|163.72802625042883|('46.209', '6.139')
32+
30|#som11|2011-03-30|2|False|146.67971773676166|('47.390', '8.517')
33+
31|#gdi|2011-01-26|2|False|102.18068207896957|('47.302', '8.553')
34+
32|#tedxrc2|2011-11-27|2|False|83.90588597123143|('46.205', '6.137')
35+
33|#ff|2011-12-30|2|False|77.00442219331553|('46.488', '6.563')
36+
34|#gch|2011-03-09|2|False|50.71696209491329|('47.365', '8.524')
37+
35|#fcz|2011-10-30|2|False|42.40278517357315|('47.382', '8.505')
38+
36|#xf11|2011-08-24|2|False|40.38733477064985|('47.411', '8.553')
39+
37|#chtd|2011-05-03|2|False|38.06044461700948|('47.562', '7.599')
40+
38|#fcz|2011-10-02|2|False|33.02080505881732|('47.382', '8.504')
41+
39|#20peopleilove|2011-05-22|2|False|25.092992633820856|('47.366', '8.556')
42+
40|#missch|2011-09-24|2|False|23.870551101232312|('47.408', '8.724')
43+
41|#jan25|2011-01-28|1|True|352.732414003716|('47.377', '8.537')
44+
42|#oasg|2011-07-03|1|True|338.71500508275375|('47.414', '9.327')
45+
43|#zvilla|2011-06-18|1|True|229.1981869678885|('47.226', '8.819')
46+
44|#11icml|2011-06-15|1|True|222.09337179452638|('46.005', '8.957')
47+
45|#utmb2011|2011-08-25|1|True|198.3342916254471|('45.923', '6.872')
48+
46|#osx|2011-09-11|1|True|143.72269061578103|('47.500', '8.750')
49+
47|#sonntagsprojekt|2011-07-24|1|True|125.79214789437091|('47.377', '8.537')
50+
48|#imkforum|2011-12-01|1|True|124.88030046151948|('46.854', '9.514')
51+
49|#denkfest|2011-09-10|1|True|109.31622007836816|('47.375', '8.528')
52+
50|#11icml|2011-06-16|1|True|108.53589431057749|('46.005', '8.957')
53+
51|#dtzh|2011-07-06|1|True|96.78115113386242|('47.387', '8.500')
54+
52|#scbrühl|2011-06-11|1|True|95.47776581713727|('47.434', '9.406')
55+
53|#emex11|2011-08-24|1|True|93.75073517651555|('47.412', '8.553')
56+
54|#marktplatzsg|2011-05-15|1|True|77.10398967475957|('47.424', '9.363')
57+
55|#igep|2011-11-17|1|True|68.82026245449487|('46.854', '9.514')
58+
56|#titlis|2011-10-05|1|True|54.563854290283935|('46.771', '8.423')
59+
57|#moonandstars|2011-07-12|1|True|40.043490150023906|('46.170', '8.795')
60+
58|#awesomezh1|2011-07-22|1|True|39.97568070728717|('47.370', '8.549')
61+
59|#gc|2011-10-02|1|True|34.10135921949866|('47.382', '8.504')
62+
60|#letzigrund|2011-10-02|1|True|34.10135921949866|('47.382', '8.504')
63+
61|#gklol|2011-12-15|1|True|28.116387721458842|('46.109', '7.122')
64+
62|#wettendass|2011-11-05|1|True|26.595912500389886|('47.481', '8.696')
65+
63|#pirtage|2011-11-18|1|True|20.92221189590823|('45.919', '6.158')
66+
64|#heimfahrt|2011-05-27|1|True|17.91621223220765|('47.144', '8.896')
67+
65|#velo|2011-05-27|1|True|17.91621223220765|('47.144', '8.896')
68+
66|#iae|2011-11-18|1|True|9.707682602398775|('45.919', '6.158')
69+
67|#filmcommissionvda|2011-11-29|1|True|6.955441292991187|('45.734', '7.293')

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