$title
[1] "Saatte atılan tweet sayısı"
attr(,"class")
[1] "labels"
2022 CIDA - Sunum
1 Verinin Toplanması
1.1 Tweet sayılarının dağılımı (Zaman serisi grafiği)
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