2022 CIDA - Sunum

Author

Züleyha Özbaş Anbarlı, Naim Çınar

1 Verinin Toplanması

1.1 Tweet sayılarının dağılımı (Zaman serisi grafiği)

$title
[1] "Saatte atılan tweet sayısı"

attr(,"class")
[1] "labels"

1.2 Tüm Tweetlere Erişim

Code
get_all_tweets(
  query = c("Pınar Gültekin", "#PınarGültekin", "#PınarGültekinİçinAdalet"),
  start_tweets = "2020-07-21T10:00:00Z",
  end_tweets = "2022-05-05T10:00:00Z",
  lang = "tr",
  file = "pinargultekin",
  data_path = "pg-tweet-data",
  n = 632200,
)

Veriyi oluşturan toplam tweet sayısı:

Code
nrow(joined)
[1] 478278

1.2.1 Quoted, Retweet, Unique (replyto dahil) Tweet Sayıları

Code
joined %>%
  count(sourcetweet_type, name = "frequency")
  sourcetweet_type frequency
1           quoted      7620
2        retweeted    412642
3             <NA>     58016

2 Sosyal Ağ Analizi

2.1 Analiz için Verinin Hazırlanması

Bir temizlik aşamasının ardından verimizdeki toplam tweet sayısı: 443811

IGRAPH da1878f DN-- 182668 412615 -- 
+ attr: name (v/c), device (e/c), relationship_type (e/c),
| created_at_round (e/n)
IGRAPH 762b833 DN-- 7301 7615 -- 
+ attr: name (v/c), device (e/c), relationship_type (e/c),
| created_at_round (e/n)
IGRAPH 476230f DN-- 6416 6962 -- 
+ attr: name (v/c), device (e/c), relationship_type (e/c),
| created_at_round (e/n)
IGRAPH bd55e4e DN-- 14226 16619 -- 
+ attr: name (v/c), device (e/c), relationship_type (e/c),
| created_at_round (e/n)
IGRAPH e607555 DN-- 194261 443811 -- 
+ attr: name (v/c), device (e/c), relationship_type (e/c),
| created_at_round (e/n)

Seçilen zaman aralığı için oluşturan ağdaki node (düğüm)-edge (ayrıt) sayıları:

IGRAPH 0b5c565 DN-- 15719 35851 -- 
+ attr: name (v/c), device (e/c), relationship_type (e/c),
| created_at_round (e/n)
IGRAPH eafd0da DN-- 363 296 -- 
+ attr: name (v/c), device (e/c), relationship_type (e/c),
| created_at_round (e/n)
IGRAPH 8c39ba7 DN-- 705 758 -- 
+ attr: name (v/c), device (e/c), relationship_type (e/c),
| created_at_round (e/n)
IGRAPH 93b6552 DN-- 1044 1316 -- 
+ attr: name (v/c), device (e/c), relationship_type (e/c),
| created_at_round (e/n)
IGRAPH 97730e8 DN-- 16601 38221 -- 
+ attr: name (v/c), device (e/c), relationship_type (e/c),
| created_at_round (e/n)

Ağın tamamı için (whole_graph) merkezilik ölçümleri

Out-degree: Whole

  denizschmosby     aktepeyekta         gmrrty3   fahri10698828       umitcan25 
            107              95              85              75              62 
     battalgaz3        ykilicer arslansabanrt11  hudutsuzmenzil        kaangucl 
             59              59              57              57              51 

In-degree: Whole

      yenisafak    themarginale       debuffer2       zekibahce      medyaadami 
           3007            1612            1567            1127             936 
ajanshaberresmi    asliaydincer        hurriyet   anadoluajansi     malikejder_ 
            903             879             855             853             801 

Eigenvector Centrality: Whole

    malikejder_       yenisafak      milli_1980 allahuekber1453     sertansar13 
      1.0000000       0.3171611       0.2037130       0.2016161       0.1903845 
        yzehrak ajanshaberresmi      tayfungolu        alkaptan    sevincomer35 
      0.1896759       0.1837170       0.1771896       0.1686358       0.1673198 

Closeness: Whole

aahmetterdogann ibrahim61966688      dilek__rte       mondstern         ikiyaka 
    0.001512859     0.001517451     0.001517451     0.001519757     0.001522070 
      dilikedi1     diiek__rte_   enimenelegzet      ismhndncsy         dondu_e 
    0.001522070     0.001547988     0.001577287     0.001602564     0.001626016 

Betweenness: Whole

ferayicinadale1   denizschmosby     malikejder_       zekibahce   sanli_turk___ 
      24653.522       23747.595       12569.292        9507.165        6389.786 
      drhuriyet belkibirgun2335 hayriyeberberl1  kampuscadilari      umutmurare 
       5784.300        5271.323        4713.151        3443.000        3264.622 

Retweet ağı merkezilik ölçümleri

Out-degree: Retweet

    aktepeyekta         gmrrty3   fahri10698828       umitcan25      battalgaz3 
             95              85              75              62              59 
arslansabanrt11  hudutsuzmenzil        ykilicer        kaangucl     fedaimalkoc 
             57              57              55              51              49 

In-degree: Retweet

      yenisafak    themarginale       debuffer2       zekibahce      medyaadami 
           2988            1608            1549            1116             931 
ajanshaberresmi    asliaydincer   anadoluajansi        hurriyet     malikejder_ 
            890             873             829             816             786 

Eigenvector centrality: Retweet

      yenisafak     malikejder_       debuffer2 ajanshaberresmi      medyaadami 
      1.0000000       0.9925583       0.4401774       0.3855562       0.3697849 
    sertansar13      umutmurare      milli_1980       drhuriyet allahuekber1453 
      0.2716061       0.2582650       0.2481627       0.2442386       0.2428237 

Closeness: Retweet

   borankaplan6     bahgunaydin       ahmt_gzel     nur26139681      tevfikaliz 
    0.006024096     0.006493506     0.006535948     0.006622517     0.006896552 
urfaliogluihsan         meb6307        ilkatman      yusra__571       sskartal3 
    0.006896552     0.006944444     0.006944444     0.006993007     0.006993007 

Betweenness: Retweet

Quoted ağı merkezilik ölçümleri

Out-degree: Quoted

politicalinnov2       aahmttprk      emtevbrane yildizdilek2009   unsalkartal58 
             21               5               5               4               4 
 muradcobanoglu     albay_birol       dcankocak    ahmettozlu29 yunus_arslan_ya 
              3               3               2               2               2 

In-degree: Quoted

  sgirgin48tbmm        hurriyet     devapartisi       yenisafak       debuffer2 
             31              19              15              14               9 
  anadoluajansi ajanshaberresmi      enginozkoc   unsalkartal58          takvim 
              9               8               5               4               4 

Eigenvector Centrality: Quoted

politicalinnov2     devapartisi      alibabacan  zehrasucubenli       ebruemre_ 
     1.00000000      0.97849211      0.13046561      0.13046561      0.06523281 
  mustafaucak07    gurler_rustu       dcankocak yildizdilek2009    connectumkut 
     0.06523281      0.00000000      0.00000000      0.00000000      0.00000000 

Closeness: Quoted

yildizdilek2009       aahmttprk      emtevbrane politicalinnov2    ahmettozlu29 
      0.1666667       0.2000000       0.2000000       0.2000000       0.2500000 
      insanvard   bozdagbulentt         29ercan        aygun_tk        yahreynn 
      0.2500000       0.3333333       0.3333333       0.3333333       0.3333333 

Betweenness: Quoted

      debuffer2 yankibuyuksezer      medyaadami        enveryan      ersinceliq 
              9               1               1               1               1 
 biriktisatci11    gurler_rustu       dcankocak yildizdilek2009    connectumkut 
              1               0               0               0               0 

Replyto ağı merkezilik ölçümleri

Out-degree: Reply to

  denizschmosby         orca34o    vatan66sever    okan54359803     malikejder_ 
             40              20              19              16              15 
       tumham11     murat202202 belkibirgun2335       sedatkck3     1071fatihan 
             14              13              12              12              11 

In-degree: Reply to

 kilicdarogluk  sgirgin48tbmm  herkesicinchp   eczozgurozel     enginozkoc 
            53             39             29             28             18 
   malikejder_    gazetesozcu canan_kaftanci  cumhuriyetgzt       alimahir 
            15             13             11              8              8 

Eigenvector Centrality: Reply to

  malikejder_ sgirgin48tbmm herkesicinchp kilicdarogluk  vatan66sever 
 1.000000e+00  1.897354e-16  1.691355e-16  1.422473e-16  1.298874e-16 
      orca34o      tumham11  okan54359803    enginozkoc   murat202202 
 1.263096e-16  1.110223e-16  1.101549e-16  1.095044e-16  9.367507e-17 

Closeness: Reply to

belkibirgun2335   denizschmosby       yunlu1905         orca34o    vatan66sever 
     0.01694915      0.02777778      0.04000000      0.04166667      0.05555556 
    murat202202    okan54359803   ziyahafizoglu       sedatkck3    cerkes_giray 
     0.08333333      0.08333333      0.10000000      0.11111111      0.11111111 

Betweeenness: Reply to

  denizschmosby    okan54359803       zekibahce belkibirgun2335        yazparov 
           26.0            12.0             4.5             3.0             3.0 
    akantalyali      medyaadami     murat202202      miraataba1         slmhktn 
            2.0             1.5             0.0             0.0             0.0 

Mentions ağı merkezilik ölçümleri

Out-degree: Mentions

  denizschmosby    bizimtvcomtr    vatan66sever        kpopabla    okan54359803 
             67              32              26              23              22 
        orca34o     murat202202 belkibirgun2335     1071fatihan     executive61 
             20              18              16              15              15 

In-degree: Mentions

 herkesicinchp  kilicdarogluk  sgirgin48tbmm   eczozgurozel   bizimtvcomtr 
           157             97             84             34             32 
   gazetesozcu     enginozkoc  cumhuriyetgzt       hurriyet canan_kaftanci 
            18             18             17             15             15 

Eigenvector Centrality: Mentions

   bizimtvcomtr    manisa451907         chn_dgn       aahmttprk ferayicinadale1 
   1.000000e+00    3.725319e-16    3.020587e-16    3.009745e-16    2.994566e-16 
       ferayici         xxccyyy belkibirgun2335      ethmaximum        tumham11 
   2.706169e-16    2.595580e-16    2.524023e-16    2.475234e-16    2.469813e-16 

Closeness: Mentions

belkibirgun2335       yunlu1905   denizschmosby         orca34o    vatan66sever 
     0.01639344      0.03125000      0.03333333      0.04166667      0.05263158 
   okan54359803 smailen89581578     murat202202        kpopabla    cerkes_giray 
     0.06666667      0.07142857      0.08333333      0.08333333      0.10000000 

Betweenness: Mentions

 denizschmosby   okan54359803    haberturktv      zekibahce  aydemirbulent 
          26.0           15.0            9.0            4.5            4.0 
      yazparov        slmhktn    akantalyali gultekindavasi     medyaadami 
           4.0            3.0            2.0            2.0            1.5