Dynamics of the structure of social interaction in the professional online community of sociologists (the example of online community of sociologists "Manufactura Socpoh")
The concept of community: networking approach. The emergence of the Internet as a new challenge to communities. Sociological professional communities in Russia. Description of the main types of social interactions: commenting and reacting; results.
| Рубрика | Социология и обществознание |
| Вид | дипломная работа |
| Язык | английский |
| Дата добавления | 07.12.2019 |
| Размер файла | 1,4 M |
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Regarding the connectivity of the graph, we checked the components of the network with 818 participants. Analysis of components calculates the maximal (weakly or strongly) connected components of a graph. The size of main component is 96%, which means that from one node there is a path to another node.The network density is 0.008, it is the ratio of extant edges to potential edges.
As for the network based on reaction, the number of nodes is 1539, and it also has core-periphery structure. In the picture 5.2., we can see that there are several circles of groups based on reaction.
Picture 5.2. Post-reaction interactions across 1539 actors (AA_react.net)
So there are several types of actors in the network of the reactions:
1. Core group is the most central group. This group gives and receives the reactions from each other and the rest network, which means that they are the most active users in terms of reacting.
2. Close-to-core group is a group of several circles around the core, which means that they are more active interact with the core group and receive the reaction from the main periphery and semi-periphery.
3. Semi-periphery is the second circle after main periphery. This group is also highly connected with the core group, and this group receives reaction from the main periphery.
4. Main periphery is the biggest circle around the network. These nodes take part in the reaction with the core group and other periphery nodes.
5. Isolates - those who do not take part in the interactions. People, whose posts were not reacting by anybody, are isolates.
Presented full networks provide information only on general structures, that is why we used the procedures of network reduction for delineating the most important nodes and links. Authors claims that the visualizations can work better in the small networks: "Visualizations work much better for small (some dozens of vertices) to medium-sized (some hundreds of vertices) networks than for large networks with thousands of vertices". [Nooy W. & Mrvar A. & Batagelj V, 2011, 11]. There are several ways to reduce the network.
First, we used line cut - removing links below the threshold. Taking into account the distribution of line weights, to get the core group of communication in the network based on comments (AA_com.net), we expertly identified the line cut level - that the reducing line should be lower than 50. So, actors who have higher than 50 or more comments (or reactions) to other author could take part in the new network. We used different thresholds (such as reducing lower than 50, 60, 70, 80, 90 and 100). According to the networks, which we built, the networks with line cuts lower than 50, 70 and 100 are more informative. As for the network based on reaction, network with line cuts lower than 50, 70 and 128 are more informative.
In the picture 6.1.1., there is a network based on the comments which consists of 33 actors, which are mostly connected by one of them - Ivan Nizgoraev. However, there are several triads such as Ivan Nizgoraev, Elena Chernova, Любовь Цой; андрей игнатьев, Евгения Вежлян and Ivan Nizgoraev. Also there is more connected between each other group of people, who have the highest centrality measures: Igor Zadorin, Victor Korb, Violeta Khabibulina, Владимир Звоновский, Trilena Koneva, Alexey Alexeev, and Anton Karpov. So, this group of authors associated with Ivan Nizgoraev, as well as other active members of the group - which also are connected to each other.
Picture 6.1.1. Post-comment interactions: Line cut [lower than 50] across 33 actors (AA_com.net)
Regarding the network based on reactions in the picture 6.1.2, there are 42 actors, who have the highest degree centrality. Most of the nodes are dyads, where one of the nodes is Ivan Nizgoraev. There are several triads, where are included such actors as Igor Zadorin, Гульшат Уразалиева, Trilena Koneva, Victor Korb, Владимир Звоновский.
Picture 6.1.2. Post-reaction interactions: Line cut [lower than 50] across 42 actors(AA_react.net)
As for the network based on comments with line cut lower than 70, it is presented in the picture 6.2.1. There are relational ties, which are the base of the core group of the whole communication. The line cut was lower than 70, so only those who have more than 70 interaction with each other contains the network. There are 24 actors, which are the dyads almost only with Ivan Nizgoraev and several triads with Victor Korb, Igor Zadorin, Trilena Koneva and Violetta Khabibulina.
Picture 6.2.1. Post-comment interactions: Line cut [lower than 70] across 24 actors (AA_com.net)
The network based on the reactions consists of 24 actors also with the same line cut equal to 70 as in the network based on comments. The network is presented in the picture 3.2.2., so there are 6 actors, who create triad in their interactions: Ivan Nizgoraev, Victor Korb, Trilena Koneva, Anton Karpov, Igor Zadorin, Елена Князева. The rest of the groups are presented as dyads with Ivan Nizgoraev.
Picture 6.2.2. Post-reaction interactions: Line cut [lower than 70] across 24 actors (AA_react.net)
Regarding the network with line cut lower than 100, there are only 14 participants. (picture 6.3.1.) Again the main type of interaction is dual relation, however, there are one triad which have more than 100 comments to each other posts, they are Ivan Nizgoraev, Igor Zadorin and Victor Korb. Their communication is the most active in the network, considering the centrality measurements.
Picture 6.3.1. Post-comment interactions: Line cut [lower than 100] across 14 actors (AA_com.net)
The network based on the reactions with the line cut 128 shows 12 the most active actors in terms of receiving and giving reactions. There are only dyadic relationships in the network.
Picture 6.3.2. Post-reaction interactions: Line cut [lower than 128] across 12 actors (AA_react.net)
Second way to reduce the number of nodes is the Island approach: "as a connected small subnetwork of size in the interval k .. K with stronger internal cohesion relatively to its neighborhood". [Nooy W. & Mrvar A. & Batagelj V, 2011]. We were trying to find subgroups with the size in the interval from 2 to 20, and we got 7 islands with 37 authors in network based on comments (AA_com.net). This method showed us the "islands" peaks of different levels. For instance, in previous approach we could not lead the peaks of interaction in the less popular communications than Ivan's Nizgoraev one. In the picture 7.1. there are a lot of dyads in the network based on comments, 5 of them are not connected with the center of the network: Sergey Sokolovsiy and, Varvara Kobyshcha, Alexander Bgk and Natalia Smirnova, Tatyana Drozdova and Irina Zet, Кирилл Зубков и Алексей Алексеевич Карякин. Others are connected with Ivan Nizgoraev, and there are as dyads with him, as triads - the core groups of the network.
Picture 7.1. Post-comment interactions: island method [2-20] across 37 actors (AA_com.net)
Regarding the network based on the reaction in the picture 7.2. (AA_react.net), tried to find subgroups with the size in the interval from 2 to 20, and we got only 2 islands with 21 authors in network. In the picture 4.2., there are two islands: the first is again "Ivan-centric" group and another one is dyad with Любовь Цой and Elena Chernova. In the island with the Ivan Nizgoraev in the center, there are people who also have reciprocal relations: Victor Korb, Igor Zadorin, андрей игнатьев, Елена Князева, Владимир Звоновский and Trilena Koneva.
Picture 7.2. Post-reaction interactions: island method [2-20] across 21 actors (AA_react.net)
This part was devoted to the analysis of the network structure of the online professional community of the sociologists. After building the main network with the whole set of nodes, we defined the groups of interaction, such as isolates, core groups, communicators and close-to-core group in the network based on comments and isolators, core group, main periphery, semi-periphery and close-to-core group in the network based on reactions.
Using the line cut method and Island approach we reduced main part of the network to visualize the interaction in the core group of the network. The center of the interaction is Ivan Nizgoraev (based on the centrality measures) and without this actor both networks loses the structure. So, based on the different method of level of the cut, there are different subgroups, but they are all centered on several participants. As for the network of comments (AA_com.net) and in the network of reactions (AA_react.net), with different level of connectedness, the core group based on the first (main) level of the main triad of Ivan Nizgoraev, Igor Zadorin and Victor Korb with the several triads of Ivan Nizgoraev, Victor Korb, Igor Zadorin, Trilena Koneva and Violetta Khabibulina.
3.2 Dynamic social network analysis of the networks based on comments and reactions
Regarding the dynamic network analysis, we add to the static network to temporal mode, which was separated to each month of the communication since September of 2011. In order to provide the structure of network formation, we decided to highlight the periods with increasing activity among periods.
In the figure 4, there are 4 extracted time periods presented:
1. September 2011-December 2014
2. January 2015-November 2015
3. December 2015-May 2016
4. June 2016-January 2018
Figure 4. Activity in each month during 8 years
In four period, the number of people who took part in reacting each other has increase from the July 2016: 1st period - 689, 2nd -740, 3rd - 769, and the 4th period - 1076 people (Table 10).
Table 10.Each network statistics in dynamic
|
Period |
N posts |
N authors |
N reactors |
|
|
1 |
12600 |
416 |
689 |
|
|
2 |
6112 |
322 |
740 |
|
|
3 |
5765 |
292 |
769 |
|
|
4 |
9828 |
463 |
1076 |
Regarding the network based on reactions (AA_react.net), we prepared the dynamical analysis of the network structure. The analysis of strong component reached the main component in each period with the different number of nodes in the main cluster: 1st period - 298 actors, 2nd - 243, 3rd - 243, and the 4th period - 314 people (Picture 8.). In the plot it is noticeable that the 2nd period in comparison with the 1st period the network structure changed - the core began to expand, but in the 3rd period with the highest points of activity, the structure began to resume with more developed periphery and in the 4th period the core became more cohesive.
Picture 8. The dynamic of the main components of the network based on reactions (AA_react.net)
There are the network densities and centralization statistics in the table 11, the network density has falling trend, so proportion of actual connections to possible connections is decreasing in each period. As for the centralization of the network in each period, there is a decrease up to the 3rd period and then it began to rise in the 4th period. So, network became less centric, and the central nodes from the 1st period are tend to go to the periphery, but then it became centric again up to the 4th period.
Table 11.Statistics based on the reaction network in dynamic (AA_react.net)
|
Period |
Density |
Centralization |
|
|
1 |
0.132 |
0.762 |
|
|
2 |
0.12 |
0.658 |
|
|
3 |
0.099 |
0.506 |
|
|
4 |
0.074 |
0.628 |
So, we decided to have a look at the 2nd period in order to show the path of the social interactions based on reactions, we draw the network with indegree centrality metric. Such visualization could simplify the network structure in terms of centrality and social interaction patterns. In the picture 9, there is a "path of reaction transition" of the reaction network in the 2nd period: in the center of the graph is the main component has abridged in 1 node. From the top of the graph are nodes that are reacting to the nodes from the component. On the bottom there is a group of nodes who receive the reaction from the component group. There are also several nodes who interact with others rare than others.
Picture 9. The structure of the network based on reactions in the 2 period (AA_react.net)
Regarding the static analysis of the network structure, it is core-periphery structured. Comparing the network based on commenting and the network based on reacting, there are following features: reacting network is almost two times larger than the commenting network, the network based on reacting performs more complex structure - there are more circles around the core. As for the commenting network there are groups of people who communicate with other specific groups.
The dynamic was scaled into 4 periods, where the analysis of strong component reached the main component in the network based on reations: 1st period - 298 actors, 2nd - 243, 3rd - 243, and the 4th period - 314 people. So, the component in each network based on reactions is a half of the whole network or the less.
Conclusion
The study of Russian sociologists in Facebook ("Manufactura Socpoh") is based on the network approach of the connecting people through their social interaction. The research was aimed to study the structure of the network during time in professional online community. Taking into account the static network structure, the hypothesis of core-periphery structure is confirmed. As for the active cluster of the online community who actively take part in the communication: Igor Zadorin, Victor Korb, Владимир Звоновский, Alexey Alexeev, Trilena Koneva. They have the most centralized positions in terms of popularity and activity of the participation in the online community. The network based on comments (AA_com.net) consists of 4 groups: isolates, core group, communicators, semi-periphery group. As for the network based on the reactions there are core group, close-to-core group, semi-periphery, main periphery, isolates.
As for the classification of the actors in terms of online behavior there are 4 groups in receiving and giving comments and reaction: strong involvement, medium involvement, weak involvement and no involvement. Strong involvement group is a group who more commented and more reacted. Medium involvement is a group of actors who more reacted than commented. Weak involvement is a group of actors who less liked and less commented. And the group of isolates who not commented anything is a not involvement group.
Regarding the dynamics of the network, the hypothesis of stability of the core-periphery structure is also confirmed. Highlighted activity periods are decreasing in terms of density, which means that it means that the number of actual ties relative to all possible reduced. In terms of centralization, it is decreasing up to the 3rd period and then it increasing in the 4th period. That means that up to the 3rd period, central nodes tend to go to the periphery. However, in the visualizations, it is seen the shrinking the core in the 2nd period and reproduction of the core-periphery in the 3rd period. Such possibility of the network to returning the structure is interesting and there is a need in further research. The next step is block modeling with counting incomers and outgoers.
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Appendix
Table A1.Not involvement group in terms receiving comments and reactions (comments=0)
|
Author name Reactions |
|
|
Alexander Filippov 125 Vasily Tokarev 69 Ирина Муратова 40 Мариям Бельдеубаева 28 Андрей Тарасенко 27 Andrey Andreev 26 Дмитрий Шушарин 23 Elena Trubina 22 Svetlana Bratyushchenko 22 Stepan Goncharov 22 Oleksiy Shestakovskiy 18 Kirill Kalinin 17 Anna Kruglova 17 Aleksandra Zapolskaya 17 Elena Iarskaia-Smirnova 16 Asya Fursova 16 Ksenia Kalinina 15 Vasile Cantarji 14 Виктория Яковлева 13 Наталья Ве 13 Анна Кириленко 13 Alexander Markov 12 Alina Yashina 11 Kascheeva Anastasia 11 Наталья Мураткина 11 Маша Каневская 11 Dariya Soboleva 11 Tair Faradov 11 Ruslan Mintz 10 Агния Алесина 10 Anna Yegorova 10 Natalia Alekseeva 10 Ilya Lomakin 10 Alexander Kostyukov 9 Марина Безуглова 9 Marharyta Fabrykant 9 German Safonov 9 Люба Мельник 9 Ольга Андреева 9 Anastasia McMillan 9 Владимир Костюшев 8 Elena Rozhdestvenskaya 8 Maksim Rudnev 8 Синяков Алексей 8 Natalia Galkina 8 Aleksander Beryozkin 8 Konstantin Gabov 8 George Milyutin 8 Lidia Okolskaya 7 Olga Gorodetskaya 7 Olga Echevskaya 7 Nadiia Lintsova 7 Елена Павлова 7 Ella Paneyakh 7 Chris Swader 7 Roman Starchenko 7 Yakov Shchukin 6 Anna Pechurina 6 Tanya Arzhemirskaia 6 Alekseychuk Polina 6 Shamsudin Mamaev 6 Ludmila Shubina 5 Artemiy Deineka 5 Tatiana Klimenko 5 Мария Озерова 5 Jan Levchenko 5 Rita Kuleva 5 Fenechka Iskvorina 5 Valeria Ivaniushina 5 Alexandra Orlova 5 Юлия Маркова 5 Vadim Popov 5 Irina Kosterina 5 Tatiana Fomina 5 Alexandra Nenko 5 Tatiana Vladislavovna 5 Суровегина Анна 5 Samarkin Oleg 4 Daniil Bograchev 4 Anna Borisenkova 4 Dilshod Sharipov 4 Alexander Soldatkin 4 Roman Mogilevsky 4 Irina Krasnopolskaya 4 Natalya Mosienko 4 Светлана Туровская 4 Анна Бо 4 Lelya Jvirblis 4 Ivar Maksutov 4 Svetlana Dzhakupova 4 Ирина Журавлева 4 Мария Кушева 4 Elena Gapova 3 Larisa Titarenko 3 Svetlana Chernozub 3 Vera Kharchenko 3 Sergey Astakhov 3 Veronika Ivanova 3 Alena Nefedova 3 Nikita Gorbylev 3 Mikhail Nemtsev 3 Любовь Бевзенко 3 Christian Froehlich 3 Sergei Erofeev 3 Alexandra Bolotina 3 Victoria Dudina 3 Elena Novikova 3 Moin Oleg 3 Ekaterina Riise 3 Ivan Kulyasov 3 Max Zhuma 3 Tatiana Vasilieva 3 Ксения Соколова 3 Elena L. Rusakova 3 Elizaveta Semirkhanova 3 Malk-Pathfinder Yulia 3 Sofia Tchouikina 3 Alina Dremaylova 3 Marya Golovina 3 Редакция Медия 3 Alexander Demidov 3 Daniel Vivkon 3 Tagir Kalimullin 3 Mila Novichenkova 2 Roman Romanov 2 Julia Krasheninnikova 2 Aryna Dzmitryieva 2 Marina Ovchinnikova 2 Marina Kudryavtseva 2 Anna Alimpieva 2 Виктор Коломиец 2 Anna Syroechkovskaya 2 Юлия Панченко 2 Ekaterina Klimenko 2 Mary Lagutina 2 Виктор Размеров 2 Serguei A. Oushakine 2 Anna Bulgakova 2 Elizaveta Vasilenko 2 Artem Davydov 2 Светлана Нестерова 2 Elena Omelchenko 2 Adele Ovakimyan 2 Макеева Александра 2 Igor Katorin 2 Julia Perunovskaia 2 Alexander Abashkin 2 Emil Nasritdinov 2 Настасья Сметанкина 2 Гайдамака Андрей 2 Oxana Moroz 2 Алексей Борисов 2 Глеб Павловский 2 Tatiana Zolotukhina 2 Irin Breining 2 Oleg Polukeyev 2 Владислав Тарасенко 2 Fedor Virin 2 Nica Kostenko 1 Tatyana Bahaeva 1 Василий Иванов 1 Marina Artamonova 1 Olga Griaznova 1 Igor Osipov 1 Olga Haruta 1 Guzel Guzelbaeva 1 Александр Морозов 1 Anton Dinerstein 1 Tatiana Glezer 1 Любовь Майснер 1 Efim Fidrya 1 Елена Федорова 1 Елена Мельникова 1 Valeriya Malik 1 Maxim Zharov 1 Paul Zakhartchouk 1 Анастасия Птуха 1 Свят Мурунов 1 Тамара Чибизова 1 Anna Zhelnina 1 Soboleva Soboleva 1 Saule Bekova 1 Elena Boisson 1 Irina Chudova 1 Ксения Демакова 1 Elizabeth Strokova 1 Роза Нуруллина 1 Мария Якшина 1 Mitya Zhikharevich 1 Ivan Kochedykov 1 Anna Shirokanova 1 Julia Arkhipova 1 Tatyana Mischenko 1 Vladislav Kurske 1 Сергей Шелин 1 Anya Sarang 1 Anna Korobova 1 Maxim Pshenichnikov 1 Daria Khaltourina 1 Inna Galeeva 1 Danis Garaev 1 Irina Gewinner 1 Денис Есаков 1 Anastasia Kuzikova 1 Vera Savchenko 1 Юрий Кирпичев 1 Николай Звягинцев 1 Leila Vasilieva 1 Arsenii Khitrov 1 Anna Chernykh 1 Сергей Белашко 1 Irina Yakovleva 1 Angelina Tsoy 1 Веренич Мария 1 Maxim Goryunov 1 Irina Shmerlina 1 Ar? Martirossian 1 Николай Емельянов 1 Mischa Gabowitsch 1 Григорий Тарасевич 1 Anastasia Lynskaya 1 Ольга Старовойтова 1 |
Table B1. Strong involvement group in terms of receiving comments and reactions (comments>40)
|
Author name Reactions |
|
|
Ivan Nizgoraev 7887 Igor Zadorin 2229 Trilena Koneva 2082 Владимир Звоновский 1705 Victor Korb 1282 Alexey Alexeev 1029 Анна Кулешова 853 Larisa Pautova 813 Елена Князева 808 Timur Osmanov 710 Валерий Фёдоров 478 Violetta Khabibulina 456 Alexei Titkov 392 Дмитрий Фролов 264 Evgeni Varshaver 236 Elena Chernova 130 |
Table C1. Medium involvement group in terms of receiving comments and reactions
|
Author name Comments Reactions |
|
|
Maxim Tikhonov 47 251 Иван Климов 47 353 Мария Мацкевич 44 439 Alexander Semeonov 42 335 Denis Strebkov 41 357 Alexei Kouprianov 41 192 Masha Volkenstein 41 170 Nikita Krylnikov 39 245 Liudmila Presnyakova 38 296 Mikhail Dymshits 38 348 Boris Zeitlin 38 116 Ilya Shteynberg 37 125 андрей игнатьев 36 643 Сергей Петров 36 114 Виктор Гребенников 35 167 Эдуард Бабушкин 35 167 Леонид Блехер 34 269 Nataliya Demina 34 136 Екатерина Сухорученкова 34 183 Сергей Белановский 33 228 Любовь Цой 32 213 Elena Grach 30 238 Петр Залесский 30 415 Olga Karaeva 29 143 Petr V. Ivanov 29 200 Марина Пугачева 29 258 Anton Smolkin 28 221 Volodymyr Paniotto 27 248 Darya Maltseva 27 186 Olena Zlobina 26 118 Павел Романов 26 130 Alexander Chepurenko 26 320 Denis Volkov 26 116 Asmik Novikova 24 151 Вадим Иншаков 24 111 Михаил Черныш 23 180 Karina Pipiia 21 104 Kolozaridi Polina 20 148 Anna Gotlib 20 262 Vladimir Kartavtsev 20 131 Alexander Erofeev 19 189 Oleg Oberemko 19 203 Alexander Artamonov 19 204 Mikhail Timofeev 19 381 Katerina Guba 19 182 Iskender Yasaveyev 18 164 Гульшат Уразалиева 18 103 Alexey Makarov 18 116 Tatiana Barchunova 17 146 Vitaly Kurennoj 17 211 Mikhail Krymskiy 17 183 Сергей Проценко 17 156 Alexey Kuzmin 16 140 Tatyana Cherkashina 16 191 Anton Karpov 15 536 Katerina Kozhevina 15 104 Svetlana Volodina 14 252 Sergey Abashin 14 158 Greg Yudin 11 196 Pavel Lebedev 11 102 Alexander Shashkin 10 267 Nikita Pokrovsky 10 169 Olga Rybakova 6 113 Alexandrina Vanke 6 148 Regina Gromova 5 106 Irina Kozina 2 109 |
Table D1. Weak involvement group in terms of receiving comments and reactions
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Author name Comments Reactions |
|
|
Кузнецов Роман 42 85 Евгения Вежлян 40 70 Юлия Епихина 29 54 Olga Dymarskaya 28 20 Maria Turovets 24 25 Павел Егоров 24 26 Alexander Philippov 22 97 Anton Kropachev 20 50 Rouslan Khestanov 20 50 Roman Dubrovsky 20 86 Nikolay Ryazantsev 18 90 Diana Pavlova 18 35 Vladimir Solodnikov 18 17 Ksenia Tkacheva 17 65 Лев Астафьев 17 30 Alexander Makarov 16 51 Marya Leonteva 16 69 Vasily Zharkov 16 54 Nadia Galieva 16 61 Yegor Bardakhanov 15 70 Daria Khlevnyuk 15 38 Arthur Goncharov 15 93 Maria Polikashina 14 44 Ксения Мануильская 14 25 Elena Vyugovskaya 14 45 Natalia Smirnova 14 34 Sergey Sibirtsev 13 30 Daria Khlopova 13 73 Andrey Bogolepov 13 73 Andrey Shevchuk 13 35 Roman Bumagin 13 26 Alexander Noda 13 40 Андрей Вейхер 13 46 Max Mak 13 16 Ирина Шушпанова 13 40 Nadezhda Shilova 13 31 Anna Zavaley 13 49 Daniel Alexandrov 13 92 Vera Dubina 13 34 Оксана Карпенко 13 16 Ольга Гуркина 13 10 Евгений Киселев 12 28 Андрей Гречко 12 62 Сергей Давыдов 12 27 Sandomirsky Mark 12 8 Masha Plotko 12 0 Вероника Бизюкова 11 24 Rus Krychkov 11 31 Vladimir Magun 11 17 Nadia Evstigneeva 11 38 Yulia Chursina 11 7 Георгий Хазагеров 11 28 Олег Кормушин 10 47 Alexander Bgk 10 59 Ekaterina Khodzhaeva 10 60 Olga Kamenchuk 10 43 Валентина Шилова 10 28 Elena Mosicheva 10 12 Anastasia Fitisova 10 19 Дарья Шмидт 10 66 Olga Doobrovskaya 10 20 Olga Lukinova 10 59 Olessia Kirtchik 10 55 Valentin Gatsko 9 2 Konstantin Efimov 9 27 Dmitry Loboyko 9 17 Mariya Makusheva 9 55 Konstantin Kazenin 9 31 Roman Ogloblin 9 26 Sergey Gnedkov 9 32 Anna Rocheva 9 85 Simon Kordonsky 9 99 Николай Калмыков 9 18 Grigoriy Dobromelov 9 1 Temur Kadirov 9 15 Игорь Шкрадюк 8 56 Nadezhda Korytnikova 8 65 Kristina Konstantinova 8 18 Yulia Baskakova 8 26 Paul Kroopkin 8 42 Леонид Бляхер 8 49 Alisa Maximova 8 30 David Hurma 8 20 Natalia Voronina 8 15 Alexandra Dmitrieva 8 22 Kristina Smolentseva 8 3 Oleg Zhuravlev 7 25 Anastasia Anosova 7 30 Ольга Крокинская 7 72 Анна Благодарова 7 87 Евгения Литвинова 7 10 Vladimir Balakirev 7 60 Vadim Novikov 7 47 Владимир Попов 7 14 Нелли Романович 7 23 Svetlana Bardina 7 25 Elena Tykanova 7 21 Anton Gumenskiy 7 10 Altajskij Shaman 7 38 Ирина Тартаковская 7 6 Alexander Chilingaryan 7 16 Юрий Шевцов 7 5 Kirill Sh 7 6 Nikolay Petyaev 7 8 Alexander Kustov 7 10 Natalia Martynova 7 27 Asya Mikheeva 7 10 Солозобов Юрий 7 30 Александр Ослон 7 50 Алексей Алексеевич Карякин 7 2 Tatiana Pavlova 6 1 Olga Isupova 6 18 Виктория Реммлер 6 55 Vladimir Volokhonsky 6 22 Alexander Mescheryakov 6 11 Vladimir Ruvinsky 6 0 Артем Космарский 6 25 Natalie Bukarinova 6 10 Boris Doktorov 6 57 Victoria Gornostaeva 6 16 Elena Zhigarina 6 37 Anna Ipatova 6 62 Сергей Ушкин 6 16 Lyubov Borusyak 6 69 Raisa Akifyeva 6 5 Ольга Соколенко 6 5 Алексей Новиков 6 18 Михаил Рожанский 6 20 Tatyana Drozdova 6 6 Varvara Kobyshcha 6 13 Ivan Napreenko 6 0 Katia Pavlenko 6 20 Евгений Новичихин 6 3 Olga R. Gulina 6 22 Dusyanya Tugunova 6 2 Aleksandra Burdyak 5 56 Ольга Стучевская 5 28 Irina Strapatshuk 5 4 Anna Yakovleva 5 82 Vitaly Lekhtsier 5 13 Michail Maiatsky 5 7 Serhii Dembitskyi 5 6 Elijah Lomakin 5 28 Tatiana Karabchuk 5 13 Elena Tsatsura 5 40 Denis Sivkov 5 3 Arevik G Markaryan 5 31 Valeriya Lokotina 5 23 Yana Lokteva 5 15 Iren Simonova 5 3 Natalia Samutina 5 13 Darya Prosyanyuk 5 36 Ekaterina Kuldina 5 32 Alina Bogatkova 5 11 Guram Svanidze 5 7 Kristina Anisenko 5 21 Алексей Неживой 5 1 Karpenko Tetyana 5 4 Timoor Aimaletdinov 5 0 Evgeni Morgunov 4 11 Olga Savinskaya 4 21 Roman Abramov 4 53 Юлия Быченко 4 0 Александр Романович 4 48 Александр Одинцов 4 3 Alexey Serdyuk 4 5 Vadim Chukhalo 4 28 Anna Temkina 4 15 Maria Papanthymou 4 0 Александр Ребров 4 4 Evgeny Shtorn 4 68 Oleg Y. Selivanov 4 21 Tamara Kousimova 4 67 Елена Михайлова 4 5 Yakov Gilinskiy 4 26 Константин Терешин 4 9 Natalia Kasatkina 4 2 Dmitry Saponov 4 16 Leonid Yuldashev 4 39 Irina Osipova 4 12 Georgy Niedecker 4 7 Andrey Gavrilov 4 8 Nikita Sleptcov 4 1 Victoria Silaeva 4 11 Olga Gurova 4 26 Евгения Брылова 4 7 Igor Chirikov 4 15 Дмитрий Панин 4 3 Irina Zet 4 2 Polina Dyachkina 4 41 Tatiana Tatarchevskiy 4 18 Alex Lomizov 4 32 Alexey Trizno 4 4 Anastasia Lazibnaya 4 26 Gordey Yastrebov 4 26 Sergey Tarasov 4 3 Stanislav Lvovsky 4 12 Svetlana Prantsuzova 4 9 Ivan Bergan 4 0 Alexandra Strelova 4 3 Ignat Bogdan 3 5 Yulia Kormushina 3 20 Alexander Suvalko 3 5 Ksenia Eritsyan 3 1 Ефим Галицкий 3 58 Valentin Nemirovskiy 3 4 Yulia Khmelevskaya 3 3 Stepanov Boris 3 4 Владимир Николаев 3 75 Ulubey Mutaev 3 23 Zulfia Sergeeva 3 1 Nelli Galaktionova 3 5 Al Pokrovsky 3 3 Dina Tanatova 3 14 Dmitry Dubrovsky 3 3 Екатер Сирина 3 31 Anna Nemirovskaya 3 10 Natalia Nemirova 3 2 Татьяна Антонова 3 0 Vladimir Ilin 3 12 Anton Khlybov 3 0 Roman Pustovoit 3 14 Polina Batanova 3 26 Сергей Мохов 3 22 Андрей Дюмин 3 25 Alexandra Pisareva 3 22 Andrei Korbut 3 78 Maria Shtopina 3 24 Vardan Barsegyan 3 0 Андрей Алексеев 3 15 Anastasiya Astakhova 3 22 Valya Kuskova 3 3 Natalia Shavshukova 3 1 Иван Полукаров 3 3 Anton Kazun 3 22 Stas Moiseev 3 18 Natalie Conroy 3 5 Alexey Bessudnov 3 48 Kostya Belyanin 3 1 Andrey Fesenko 3 5 Kirill Gavrilov 3 4 Victor Vakhshtayn 3 7 Oleg Kavykin 3 1 Ekaterina Savastenko 3 1 Sergey Gureev 3 8 Oksana Ivankova-Stetsyuk 3 8 Viktor Voronkov 3 10 Dmitriy Adamchuk 3 7 Marisya Prorokova 3 2 Yury Voynilov 3 7 Dilya Akhmedzhanova 3 2 Igor Chistov 3 1 Владимир Коршаков 3 5 Irina Trotsuk 3 0 Olga Filippova 3 2 Sergey Chernysh 3 1 Vlad Gubarenko 3 16 Ivan Pavluytkin 3 9 Kseniya Medvedeva 3 39 Lily Zemnukhova 3 15 Almakaeva Anna 3 23 Irina Ksenofontova 3 27 Vasily Gatov 3 7 Галина Саганенко 3 5 Vadim Treskin 3 9 Ivan Nikitin 3 3 Владимир Батуров 3 4 Alexey Astafiev 3 3 Alexandra Yatsyk 3 7 Anne Le Huerou 3 6 Anya Petukhova 3 4 Александр Зырянов 3 3 Anna Artyushina-Piskareva 3 12 Andrew Priepa 3 3 Арина Талан 3 0 Ирина Чеховских 2 0 Iaroslav Golubinov 2 3 Татьяна Хайнасова 2 36 Alexey Konnov 2 14 Елена Андреева 2 2 Rustem Yahin 2 7 Валерий Кибенко 2 13 Rumia Romashkina 2 4 Любовь Назарова 2 4 Sergey Shpilkin 2 2 Mila Bogomolova 2 2 Alexandr Semenov 2 2 Евгений Креславский 2 3 Lev Biryukov 2 2 Alexey Knorre 2 2 Liquik Moquik 2 7 Alexander Shirokov 2 0 Alina Lesovodskaya 2 11 Nikolai Ssorin-Chaikov 2 16 Elena Yudina 2 2 Katerina Lytkina 2 0 Пётр Королёв 2 1 Anya Kozyrevskaya 2 3 Natalia Losenkova 2 8 Alexandra Kurlenkova 2 6 Yana Mikhaylova 2 11 Alexey Fedorovsky 2 4 Андрей Визминтинов 2 6 Kirill Novikov 2 15 Irina Starodubrovskaya 2 2 Alexandre Serkin 2 8 Валентина Сбродовская 2 2 Artemii Plekhanov 2 26 Yuriy Savelyev 2 0 Svetlana Borisova 2 6 Виктор Щербина 2 1 Tymofii Brik 2 12 Valentine Bianki 2 3 Ilya Pogudin 2 3 Natasha Makarova 2 3 Татьяна Зиглина 2 3 Dmitry Zakotyansky 2 3 Serguei Alex Gachkov 2 0 Андрей Мальцев 2 2 Анна Павлова 2 1 Inna Kouper 2 19 Катерина Никифорова 2 7 Alexander Kolmakov 2 1 Alexander Marey 2 1 Elena Menshikova 2 8 Yakov Okhonko 2 21 Anna Grigoryeva 2 5 Alla Makarentseva 2 20 Елена Яковлева 2 2 Nevegin Yuri 2 2 Mikhail Vasyanin 2 6 Natalia Taubina 2 5 Ani Muradyan 2 11 Ekaterina Tarnovskaya 2 2 Палатников Денис 2 3 Svetlana Davydova 2 0 Roman Iferov 2 10 Natalya Vyuzhanina 2 1 Ольга Евдокимова 2 6 Stepantsev Sergey 2 5 Bassem Jarboui 2 4 Ilya Matveev 2 4 Nickolas Salokhin 2 0 Nadejda Petrova 1 3 Lara Petrova 1 18 Сергей Хайкин 1 4 Natalia Firsova 1 4 Nataliya Mastikova 1 21 владимир колесов 1 2 Margarita Prokhodskaia 1 0 Elena Nedoseka 1 1 Elena Ivanshina 1 1 Ирина Янковская 1 1 Anna Leontieva 1 7 Евгений Большов 1 0 Varvara Zotova 1 4 Inna Smirnova 1 1 Anna Strelnikova 1 15 Adele Kaveeva 1 7 Rolf Schwery 1 6 Nikolaenko Anton 1 0 Kirill Rodin 1 4 Andrey Indukaev 1 2 Alla Petrenko 1 3 Oleg Dembo 1 32 Anzhela Smelova 1 21 Kristina Popova 1 6 Иван Груздев 1 13 Maxim Nee 1 1 Максим Одинцов 1 18 Клименко Людмила 1 1 Сергей Лебедев 1 10 Владимир Изгаршев 1 7 Katya Bar 1 1 Peter Meylakhs 1 23 Yury Zhegusov 1 2 Константин Айзенберг 1 4 Мария Леншина 1 5 Владимир Коробов 1 3 Sergey Yakovlev 1 0 Inna Ivanova 1 4 Olga Rogacheva 1 0 Elena Fostachuk 1 1 Alexander Dolgov 1 1 Ann Los 1 3 Татьяна Иванова 1 6 Irina Basalaeva 1 2 Veralana Tim 1 0 Марианна Чеховская 1 2 Anna Kuchenkova 1 1 Daria Skibo 1 0 Павел Шевченко 1 9 Irina Mersianova 1 2 Александр Юсуповский 1 2 Oxana Krivenchenko 1 9 Vladimir Blinov 1 7 Katya Malofeeva 1 3 Viola Yermakova 1 0 Georgy Krysenko 1 5 David Tchuradze 1 1 Lev Gudkov 1 12 Maria Eflova 1 1 Татьяна Кривошея 1 1 Alexander Venevitin 1 5 Tatiana Krihtova 1 20 Anna Turchik 1 6 Philipp Upravitelev 1 2 Sergey Soshnikov 1 2 Anna Klepikova 1 13 Denis Dokuchaev 1 2 Alexandr Tolmach 1 1 Катерина Сазонова 1 6 Daria Kudryavtseva 1 3 Nadya Sivtseva 1 0 Tatiana Goncharenko 1 3 Eugenia Spasskaya 1 0 Alexander Formozov 1 0 |
Table A2.Not involvement group in terms giving comments and reactions (comments=0)
|
Author name Reactions |
|
|
Zhanna Chernova 134 Любовь Бронзино 115 Aigul Mavletova 77 Alexandr Strepetov 66 Валерий Кибенко 65 Olga Chepurnaya 62 Владимир Иванец 51 Olja Pinchuk 48 Daria Rud 44 Liza Polukhina 42 Марина Кошелец 41 Evgeniya Iskakova 41 Larisa Shpakovskaya 39 Pablo I. Shvilin 35 Oksana Zaporozhets 33 Andrey Teslya 32 Dasha Lokteva 31 Alexander Kondakov 30 Anna Istomina 29 Serge Trophimov 28 Татьяна Немтинова 28 Diliara Valeeva 26 Evgenia Kogan 26 Konstantin Fursov 25 Atner Yegorov 24 Olga Olisova 23 Anzhela Smelova 23 Link Dlink 23 Владимир Гольбрайх 22 Alexandra Timokhovich 20 Ekaterina Arutyunova 20 Оксана Олійник 20 Andrey Degtyarev 19 Oleg Mogilevskiy 19 Евгений Михайленко 18 Natalia Pyajve 17 Irina Krasnopolskaya 17 Ольга Беличенко 17 Marina Vituhnovskaja 17 Irina Dusacova 17 Александр Гапич 17 Anastasia Amirkhanian 17 Anna Troshina 17 Saniya Sagnaeva 16 Irina Korneeva 15 Татьяна Солуянова 15 Павел Иванов 15 Dana Assalauova 15 Marlon Martirosoff 15 Anna Grigoryeva 15 Ilyas Tugushev 15 Elena Vasilyeva 15 Valentin Gatsko 14 Natalia Pushkareva 14 George Tipunov 14 Konstantin Abramov 14 Litvinovich Vladimir 14 Alexandra Valberg 14 Мариям Бельдеубаева 13 Vika Mukha 13 Igor Baklanov 13 Мария Румянцева 13 Rita Kuleva 13 Yuliya Averkina 13 Taradina Larisa 13 Boris Lyukmanov 13 Galina Trofimova 13 Nataliya Mastikova 12 Светлана Боброва 12 Yulia Skokova 12 Alexander Makhov 12 Raisa Barash 12 Dmitrii Nechiporuk 12 Михаил Акулов 12 Anna Yatvetskaya 12 Alexandr Nazarenko 12 Elena Chikadze 12 Сергей Дамберг 12 Diana Karliner 12 Maria Yurlova 11 Anna Petuhova 11 Elena Selezneva 11 Yana Ryzhova 11 Dmitrii Dunaev 11 Alexandra Pannikova 11 Liudmila Shilova 11 Анна- Мария Самохвалова 11 Aygul Kostyrko 11 Natalia Kukarenko 11 Katrin Sakharova 11 Ruslan Mintz 10 Олег Агапов 10 Svetlana Zhuravleva 10 Костя Гаазе 10 Marina Byistrova 10 Eugenia Erdakova 10 Veronica Usacheva 10 Olga Feigina 10 Alena Kolesnikova 10 Tatiana Barandova 9 Anna Borisenkova 9 Alina Vladimirova 9 Vlad Tupikin 9 Mariya Kamenskaya 9 Alla Salmina 9 Marina Gordeeva 9 Anton Kazun 9 Tatiana Levina 9 Олег Праздничков 9 Марина Кудрявцева 9 Katerina Chirikova 9 Mikhail Konkov 9 Ирина Дуденкова 9 Christine Murzina 9 Anton Lerner 8 Katerina Bogomolova 8 Andrey Nikonov 8 Daria Oreshina 8 Maxim Markin 8 Nina Shekhter 8 Olga Molyarenko 8 Tonia Samsonova 8 Arnold Giskin 8 Inna Yurevna 8 Anya Shevchenko 8 Rustam Muryasov 8 ФОМ 7 Владимир Александрович Гриценко 7 Mariya Makhova 7 Sofia Dokuka 7 Svetlana Klimova 7 Dmytro Chuchko 7 Dmitry A. Roy 7 Елена Джибилова 7 Pavel Stepantsov 7 Aleksandra Rysyova 7 Elena Mezentseva 7 Olga Ryabova 7 Alexandr Boronnikov 7 Olga Baklanova 7 Daria Logashkina 7 Ann Zueva 7 Elena Sirotkina 7 Степан Львов 7 Анна Степнова 7 Alexander Akishin 7 Maria Eflova 7 Eugenia Koro 7 Evgeny Bik 7 Анна Гарицкая 7 Oksana Hlopkova 7 Ольга Скворцова 6 Чолпон Бейшеналиева 6 Елена Каганская 6 Anastasia Cherkashina 6 Anton Dinerstein 6 Tatiana Weiser 6 Oleg Tkachev 6 Anna Ganzha 6 Beatrice SA 6 Olga Logunova 6 Юрий Андреевич 6 Svetlana Olshanskaya 6 Anna Avdeeva 6 Елена Крыжановская 6 Александр Забелин 6 Vera Galindabaeva 6 Margarita Zavadskaya 6 Anna Zhirikova 6 Evgeniya Golman 6 Galina Efimova 6 Анна Резниченко 6 Varya Aralova 6 Vera Koenig 6 Anastasia Kondrateva 6 Julia Polevaya 6 Bagrat M. Harutyunyan 6 Andrey Zakharov 6 Oleg Volodin 6 Leisan Khalioullina 6 Dina Markova 6 Andrea Ambrosi 6 Yana Krupets 6 Евгения Щербакова-Королева 6 Inna Lisovich 6 Adel Shaykhutdinova 5 Lisa Shea 5 Інна Волосевич 5 Yulia Solovyova 5 Elya Znamenskaya 5 Наталья Седова 5 Maxim Slav 5 |
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