西斯板五樓梗研究 - 成人話題討論

By Vanessa
at 2015-06-16T12:11
at 2015-06-16T12:11
Table of Contents
各位大大好
小弟人在國外,每天早上都看ptt解鄉愁。
最近想到一個議題,覺得很有趣,想要研究一下:
究竟五樓梗在西斯板上,發展到什麼樣的階段?
大家都知道五樓梗已經行之有年。可是五樓梗有多熱門?多少人玩?
玩的人口、結構是什麼?
好像還沒有資料...(或是我沒有查到?)
所以我便著手寫ptt的網頁爬蟲程式,
收集今年以來的資料(Jan 1 06:19:53 2015~Jun 12 11:53:52 2015)
再把下載到的文字資料,以統計軟體R加以分析。
以下文字很長,數字很多,請各位大大慎入。
小弟已經盡力用圖表,以及簡明的結論整理了。
希望各位大大不吝指教~~
------------------------以下認真-------------------------
1、五樓梗到底有多少?(很常見嗎?值得你研究?)
關於這個問題,在數據中
有出現五樓梗的推文(2772)占總推文(329573)的0.8411%,好像沒有很高。
然而,若是看有出現五樓梗的文章(1496)在總文章(5885)中的比例,則高達25.42%。
表示五樓梗分散的程度很高。東一點西一點,自然容易被看見。
為了輔助說明,下圖呈現五樓梗推文在各篇文章中的分布。
https://drive.google.com/file/d/0B4mKelMlFGTIQndjMDQ4TlpGZGM/view?usp=sharing
可以看到,雖然成功引起大於20個推文討論串的屈指可數(大約只有12個),
可是零零星星,小於5個推文的,則非常多。圖中那些毛毛的"草地"就是。
所以我們可以做出結論,五樓梗之所以常見,靠的未必是總數,而是靠分散。
[資料]"五樓"、"5樓"、"5F"、"5f"關鍵字=2382,"蓋"+"冒險蓋"=390,共計2772。
2、玩五樓梗的族群--多少人在玩五樓梗?
有玩過五樓梗的ID(1305)在總推文ID(41677)中占3.131%
這樣算多嗎?
小弟我的看法是,
我們可以比較,曾經噓過甲甲的ID(1364),占總ID中3.273%
曾經推文"單挑"的ID(1798)占總ID中4.314%
曾經推文"已寄信"的ID(774)占1.857%
曾經填過問卷,回應過"Done"的ID(834)占2.001%
如果你認同以上都算是常見的推文,那曾經玩過五樓梗的ID(1305)界在當中,
且大於它們的平均值,應該算是多了。
[資料]"五樓"、"5樓"、"5F"、"5f"關鍵字ID=1305,"蓋"+"冒險蓋"=79,共計1305。
所有有玩過"蓋"的人,同時都有玩過"五樓"。
3、族群結構--巨觀數據
然而,單純看玩過五樓梗的ID人數,我們仍然不知道五樓梗是如何來的。
是每人平均推文,因為基底龐大而造成?
或是1305個ID中,有特定族群貢獻龐大,而其他人只是插插花?
下圖呈現含有五樓梗推文的次數與ID間的關係。
https://drive.google.com/file/d/0B4mKelMlFGTIcC1OMnlNMG9JUzg/view?usp=sharing
紅色區域(玩過一次五樓梗)的ID,貢獻了1240個五樓推文。占總五樓推文中的44.73%
橘色區域(玩過2~10次)的ID,貢獻了1189個五樓推文。占總數的42.89%
綠色區域(玩10次以上)的ID,貢獻了343個五樓推文。占總數的12.37%
結論,五樓梗主要是由只玩過一次的插花玩家(姑且這樣稱呼),與玩過2~10次的中階玩家
,
共同貢獻的。
玩過大於10次的老手玩家,由於基底小,其貢獻只占一成多。
但值得注意的是,這些老手玩家人數只有21人,卻能在1305人中造成12.37%的貢獻。
其個人推文數量是相當驚人的!
[資料]
次數 1 2 3 4 5 6 7 8 9 10
人數 1240 213 78 33 20 17 10 11 3 1
次數11 12 13 14 15 17 18 25 31
人數 3 2 2 2 2 5 2 2 1
4、族群結構--微觀比較
對於五樓梗族群的輪廓有初步認識以後,我們要繼續深入,
看看玩五樓梗的老手們,究竟是哪些人?他們的排名、玩法與偏好。
(為了尊重大大,我把ID都打上馬賽克)
只含有"五樓"關鍵字的推文數量而言,TOP 10:
yoyo******35 mm****gg vince****85 j78******22 gto***ng
31 23 22 18 17
jarh*****il jef****xx jam****545 HK****45 PIG****15
17 17 16 15 14
含有"五樓",以及"蓋"關鍵字的推文數量,TOP 10:
yoyo******35 mm****gg vince****85 j78******22 jarh*****il
31 25 25 18 18
gto***ng jef****xx jam****545 miy****26 stan****10
17 17 17 17 17
兩種排名結果大致不變,唯有gto大和jar大互換名次,
及第九、第十名以一推之差易主。
(那是因為sta大大的"蓋"推文數很多。屬於偏好"蓋"的玩家。)
由此結果可知,玩五樓梗的老手玩家中,玩"蓋"與玩"五樓"的頻率差不多。
少有只玩"蓋"或"五樓的玩家,大多是兩個都玩。
然而,要因此斷定這些TOP 10的大大就是五樓梗愛好者,是不客觀的。
以Vincent大大為例,他雖然以25推位居第二,可是他的總推文數高達5982,
五樓梗在他的總推文中只占0.4179%。
反觀gto大大,其總推文數只有43則。五樓梗就占了39.53%
因此,下表依據五樓梗在個人推文中所占比例重新排名
TOP 10五樓梗愛好者:
i3***0 gto***ng jam****545 szac******20 HK****45
40% 39.53% 39.53% 27.5% 20%
Lup******ne jarh*****il PIG****15 j78******22 mm****gg
13.48% 10.04% 5.512% 5.455% 5.376%
(只採計五樓梗推文數大於10的"老手"ID做排名。)
由此呈現出的排名,應該比較趨近大大們真實的喜好。
5、五樓梗與其他推文熱門議題
最後,整理了其他西斯板的熱門推文關鍵字,給大家參考。
https://drive.google.com/file/d/0B4mKelMlFGTIcUFkZzFJc2NTdGs/view?usp=sharing
其中"推"有43215次,由於數量太多,放在圖中會讓其他項目都縮水,
所以暫不放入。
"單挑"、"已寄信"系列推文最多,充分反映西斯板的風土民情。
"綠油油"系列位居第三,可能反映出板上單身人口的結構,有待後續研究。
"五樓"梗排在第四,其次是噓甲文、龍相關議題。
"醒醒吧,你沒有..."系列和左手梗也榜上有名。
因為其動機與"綠油油"類似,小弟我認為這三種推文很值得做為日後研究的題材,
探討其族群有沒有相關性。
[資料]
推=43215
單挑=3221
寄信=3129
高調=1288
拍拍=1311
綠=2946
甲=2230(甲甲=736,甲申=8,甲由=40)
左手=467(左手=366,手說話=11,手汗=90)
姊妹=1119(妹妹=364,姊姊=216,姐姐=539)
醒醒吧你沒有=1341(你沒有=257,醒=1084)
ADSL=356(ADSL=156,申裝=200)
頭香=245(頭香=43,頭推=202)
龍=2120(屠龍=196,龍騎=216)
魔法師=162(魔法師=104,火球=32)
---------------------------------------------------------------
在本研究中有幾點限制要跟各位大大說明(也請小力鞭~~)
首先,我只能下載到6/12當天還存在的文章及推文。
作者自刪、被刪、進水桶的那些,都是missing data。
如果除此之外還有誤差,那應該是小弟的程式有bug,或是網路不穩下載失敗
所造成的missing data。
我已經盡量檢查了,可是三十多萬筆資料,不可能一一合對...
所以我的data可能存在誤差。
分析上,因為小弟我是text-mining的新新手,有很多例外我沒辦法排除
例如,"五樓梗好玩嗎?"和"五樓肛三樓",明明一個是玩五樓梗
一個是反五樓梗。
在小弟的程序中,會把他們通通算入"玩五樓梗",而造成誤判。
小弟還在學,各位大大有更好的建議,也請不吝指教。
最後,這個研究只是茶餘飯後的消遣。
不是碩士論文,也不會在ptt以外的地方發表。
各位大大看看笑笑就好。
有被小弟提到ID的大大(雖然我有打馬賽克)
如果覺得不妥,可以來信跟小弟說,
會幫你除名。
謝謝大家~~
--
小弟人在國外,每天早上都看ptt解鄉愁。
最近想到一個議題,覺得很有趣,想要研究一下:
究竟五樓梗在西斯板上,發展到什麼樣的階段?
大家都知道五樓梗已經行之有年。可是五樓梗有多熱門?多少人玩?
玩的人口、結構是什麼?
好像還沒有資料...(或是我沒有查到?)
所以我便著手寫ptt的網頁爬蟲程式,
收集今年以來的資料(Jan 1 06:19:53 2015~Jun 12 11:53:52 2015)
再把下載到的文字資料,以統計軟體R加以分析。
以下文字很長,數字很多,請各位大大慎入。
小弟已經盡力用圖表,以及簡明的結論整理了。
希望各位大大不吝指教~~
------------------------以下認真-------------------------
1、五樓梗到底有多少?(很常見嗎?值得你研究?)
關於這個問題,在數據中
有出現五樓梗的推文(2772)占總推文(329573)的0.8411%,好像沒有很高。
然而,若是看有出現五樓梗的文章(1496)在總文章(5885)中的比例,則高達25.42%。
表示五樓梗分散的程度很高。東一點西一點,自然容易被看見。
為了輔助說明,下圖呈現五樓梗推文在各篇文章中的分布。
https://drive.google.com/file/d/0B4mKelMlFGTIQndjMDQ4TlpGZGM/view?usp=sharing
可以看到,雖然成功引起大於20個推文討論串的屈指可數(大約只有12個),
可是零零星星,小於5個推文的,則非常多。圖中那些毛毛的"草地"就是。
所以我們可以做出結論,五樓梗之所以常見,靠的未必是總數,而是靠分散。
[資料]"五樓"、"5樓"、"5F"、"5f"關鍵字=2382,"蓋"+"冒險蓋"=390,共計2772。
2、玩五樓梗的族群--多少人在玩五樓梗?
有玩過五樓梗的ID(1305)在總推文ID(41677)中占3.131%
這樣算多嗎?
小弟我的看法是,
我們可以比較,曾經噓過甲甲的ID(1364),占總ID中3.273%
曾經推文"單挑"的ID(1798)占總ID中4.314%
曾經推文"已寄信"的ID(774)占1.857%
曾經填過問卷,回應過"Done"的ID(834)占2.001%
如果你認同以上都算是常見的推文,那曾經玩過五樓梗的ID(1305)界在當中,
且大於它們的平均值,應該算是多了。
[資料]"五樓"、"5樓"、"5F"、"5f"關鍵字ID=1305,"蓋"+"冒險蓋"=79,共計1305。
所有有玩過"蓋"的人,同時都有玩過"五樓"。
3、族群結構--巨觀數據
然而,單純看玩過五樓梗的ID人數,我們仍然不知道五樓梗是如何來的。
是每人平均推文,因為基底龐大而造成?
或是1305個ID中,有特定族群貢獻龐大,而其他人只是插插花?
下圖呈現含有五樓梗推文的次數與ID間的關係。
https://drive.google.com/file/d/0B4mKelMlFGTIcC1OMnlNMG9JUzg/view?usp=sharing
紅色區域(玩過一次五樓梗)的ID,貢獻了1240個五樓推文。占總五樓推文中的44.73%
橘色區域(玩過2~10次)的ID,貢獻了1189個五樓推文。占總數的42.89%
綠色區域(玩10次以上)的ID,貢獻了343個五樓推文。占總數的12.37%
結論,五樓梗主要是由只玩過一次的插花玩家(姑且這樣稱呼),與玩過2~10次的中階玩家
,
共同貢獻的。
玩過大於10次的老手玩家,由於基底小,其貢獻只占一成多。
但值得注意的是,這些老手玩家人數只有21人,卻能在1305人中造成12.37%的貢獻。
其個人推文數量是相當驚人的!
[資料]
次數 1 2 3 4 5 6 7 8 9 10
人數 1240 213 78 33 20 17 10 11 3 1
次數11 12 13 14 15 17 18 25 31
人數 3 2 2 2 2 5 2 2 1
4、族群結構--微觀比較
對於五樓梗族群的輪廓有初步認識以後,我們要繼續深入,
看看玩五樓梗的老手們,究竟是哪些人?他們的排名、玩法與偏好。
(為了尊重大大,我把ID都打上馬賽克)
只含有"五樓"關鍵字的推文數量而言,TOP 10:
yoyo******35 mm****gg vince****85 j78******22 gto***ng
31 23 22 18 17
jarh*****il jef****xx jam****545 HK****45 PIG****15
17 17 16 15 14
含有"五樓",以及"蓋"關鍵字的推文數量,TOP 10:
yoyo******35 mm****gg vince****85 j78******22 jarh*****il
31 25 25 18 18
gto***ng jef****xx jam****545 miy****26 stan****10
17 17 17 17 17
兩種排名結果大致不變,唯有gto大和jar大互換名次,
及第九、第十名以一推之差易主。
(那是因為sta大大的"蓋"推文數很多。屬於偏好"蓋"的玩家。)
由此結果可知,玩五樓梗的老手玩家中,玩"蓋"與玩"五樓"的頻率差不多。
少有只玩"蓋"或"五樓的玩家,大多是兩個都玩。
然而,要因此斷定這些TOP 10的大大就是五樓梗愛好者,是不客觀的。
以Vincent大大為例,他雖然以25推位居第二,可是他的總推文數高達5982,
五樓梗在他的總推文中只占0.4179%。
反觀gto大大,其總推文數只有43則。五樓梗就占了39.53%
因此,下表依據五樓梗在個人推文中所占比例重新排名
TOP 10五樓梗愛好者:
i3***0 gto***ng jam****545 szac******20 HK****45
40% 39.53% 39.53% 27.5% 20%
Lup******ne jarh*****il PIG****15 j78******22 mm****gg
13.48% 10.04% 5.512% 5.455% 5.376%
(只採計五樓梗推文數大於10的"老手"ID做排名。)
由此呈現出的排名,應該比較趨近大大們真實的喜好。
5、五樓梗與其他推文熱門議題
最後,整理了其他西斯板的熱門推文關鍵字,給大家參考。
https://drive.google.com/file/d/0B4mKelMlFGTIcUFkZzFJc2NTdGs/view?usp=sharing
其中"推"有43215次,由於數量太多,放在圖中會讓其他項目都縮水,
所以暫不放入。
"單挑"、"已寄信"系列推文最多,充分反映西斯板的風土民情。
"綠油油"系列位居第三,可能反映出板上單身人口的結構,有待後續研究。
"五樓"梗排在第四,其次是噓甲文、龍相關議題。
"醒醒吧,你沒有..."系列和左手梗也榜上有名。
因為其動機與"綠油油"類似,小弟我認為這三種推文很值得做為日後研究的題材,
探討其族群有沒有相關性。
[資料]
推=43215
單挑=3221
寄信=3129
高調=1288
拍拍=1311
綠=2946
甲=2230(甲甲=736,甲申=8,甲由=40)
左手=467(左手=366,手說話=11,手汗=90)
姊妹=1119(妹妹=364,姊姊=216,姐姐=539)
醒醒吧你沒有=1341(你沒有=257,醒=1084)
ADSL=356(ADSL=156,申裝=200)
頭香=245(頭香=43,頭推=202)
龍=2120(屠龍=196,龍騎=216)
魔法師=162(魔法師=104,火球=32)
---------------------------------------------------------------
在本研究中有幾點限制要跟各位大大說明(也請小力鞭~~)
首先,我只能下載到6/12當天還存在的文章及推文。
作者自刪、被刪、進水桶的那些,都是missing data。
如果除此之外還有誤差,那應該是小弟的程式有bug,或是網路不穩下載失敗
所造成的missing data。
我已經盡量檢查了,可是三十多萬筆資料,不可能一一合對...
所以我的data可能存在誤差。
分析上,因為小弟我是text-mining的新新手,有很多例外我沒辦法排除
例如,"五樓梗好玩嗎?"和"五樓肛三樓",明明一個是玩五樓梗
一個是反五樓梗。
在小弟的程序中,會把他們通通算入"玩五樓梗",而造成誤判。
小弟還在學,各位大大有更好的建議,也請不吝指教。
最後,這個研究只是茶餘飯後的消遣。
不是碩士論文,也不會在ptt以外的地方發表。
各位大大看看笑笑就好。
有被小弟提到ID的大大(雖然我有打馬賽克)
如果覺得不妥,可以來信跟小弟說,
會幫你除名。
謝謝大家~~
--
Tags:
成人
All Comments

By Todd Johnson
at 2015-06-20T00:09
at 2015-06-20T00:09

By Ursula
at 2015-06-23T12:08
at 2015-06-23T12:08

By Madame
at 2015-06-27T00:06
at 2015-06-27T00:06

By Damian
at 2015-06-30T12:05
at 2015-06-30T12:05

By Isabella
at 2015-07-04T00:03
at 2015-07-04T00:03

By Jacky
at 2015-07-07T12:02
at 2015-07-07T12:02

By Steve
at 2015-07-11T00:01
at 2015-07-11T00:01

By Olivia
at 2015-07-14T11:59
at 2015-07-14T11:59

By Selena
at 2015-07-17T23:58
at 2015-07-17T23:58

By Wallis
at 2015-07-21T11:56
at 2015-07-21T11:56

By Todd Johnson
at 2015-07-24T23:55
at 2015-07-24T23:55

By Michael
at 2015-07-28T11:54
at 2015-07-28T11:54

By Ursula
at 2015-07-31T23:52
at 2015-07-31T23:52

By Emma
at 2015-08-04T11:51
at 2015-08-04T11:51

By William
at 2015-08-07T23:49
at 2015-08-07T23:49

By Irma
at 2015-08-11T11:48
at 2015-08-11T11:48

By Sarah
at 2015-08-14T23:46
at 2015-08-14T23:46

By Leila
at 2015-08-18T11:45
at 2015-08-18T11:45

By Ina
at 2015-08-21T23:44
at 2015-08-21T23:44

By Zenobia
at 2015-08-25T11:42
at 2015-08-25T11:42

By Bethany
at 2015-08-28T23:41
at 2015-08-28T23:41

By Candice
at 2015-09-01T11:39
at 2015-09-01T11:39

By Lucy
at 2015-09-04T23:38
at 2015-09-04T23:38

By Ula
at 2015-09-08T11:37
at 2015-09-08T11:37

By Jacob
at 2015-09-11T23:35
at 2015-09-11T23:35

By Mason
at 2015-09-15T11:34
at 2015-09-15T11:34

By Ivy
at 2015-09-18T23:32
at 2015-09-18T23:32

By Kristin
at 2015-09-22T11:31
at 2015-09-22T11:31

By Odelette
at 2015-09-25T23:29
at 2015-09-25T23:29

By Andrew
at 2015-09-29T11:28
at 2015-09-29T11:28

By Delia
at 2015-10-02T23:27
at 2015-10-02T23:27

By Candice
at 2015-10-06T11:25
at 2015-10-06T11:25

By Ursula
at 2015-10-09T23:24
at 2015-10-09T23:24

By Olive
at 2015-10-13T11:22
at 2015-10-13T11:22

By Lily
at 2015-10-16T23:21
at 2015-10-16T23:21

By Yedda
at 2015-10-20T11:20
at 2015-10-20T11:20

By Emma
at 2015-10-23T23:18
at 2015-10-23T23:18

By Kristin
at 2015-10-27T11:17
at 2015-10-27T11:17

By Gary
at 2015-10-30T23:15
at 2015-10-30T23:15

By Victoria
at 2015-11-03T11:14
at 2015-11-03T11:14

By Anonymous
at 2015-11-06T23:12
at 2015-11-06T23:12

By Freda
at 2015-11-10T11:11
at 2015-11-10T11:11

By Daniel
at 2015-11-13T23:10
at 2015-11-13T23:10

By Heather
at 2015-11-17T11:08
at 2015-11-17T11:08

By Anonymous
at 2015-11-20T23:07
at 2015-11-20T23:07

By Jake
at 2015-11-24T11:05
at 2015-11-24T11:05

By Carol
at 2015-11-27T23:04
at 2015-11-27T23:04

By Yuri
at 2015-12-01T11:03
at 2015-12-01T11:03

By Gary
at 2015-12-04T23:01
at 2015-12-04T23:01

By Edith
at 2015-12-08T11:00
at 2015-12-08T11:00

By Hardy
at 2015-12-11T22:58
at 2015-12-11T22:58

By Damian
at 2015-12-15T10:57
at 2015-12-15T10:57

By George
at 2015-12-18T22:55
at 2015-12-18T22:55

By Tristan Cohan
at 2015-12-22T10:54
at 2015-12-22T10:54

By Mary
at 2015-12-25T22:53
at 2015-12-25T22:53

By Mia
at 2015-12-29T10:51
at 2015-12-29T10:51

By Hardy
at 2016-01-01T22:50
at 2016-01-01T22:50

By Una
at 2016-01-05T10:48
at 2016-01-05T10:48

By Ingrid
at 2016-01-08T22:47
at 2016-01-08T22:47

By Bethany
at 2016-01-12T10:46
at 2016-01-12T10:46

By Sierra Rose
at 2016-01-15T22:44
at 2016-01-15T22:44

By Harry
at 2016-01-19T10:43
at 2016-01-19T10:43

By Olive
at 2016-01-22T22:41
at 2016-01-22T22:41

By Zenobia
at 2016-01-26T10:40
at 2016-01-26T10:40

By Edwina
at 2016-01-29T22:38
at 2016-01-29T22:38

By Rosalind
at 2016-02-02T10:37
at 2016-02-02T10:37

By Bethany
at 2016-02-05T22:36
at 2016-02-05T22:36

By Quintina
at 2016-02-09T10:34
at 2016-02-09T10:34

By Daph Bay
at 2016-02-12T22:33
at 2016-02-12T22:33

By Christine
at 2016-02-16T10:31
at 2016-02-16T10:31

By Isla
at 2016-02-19T22:30
at 2016-02-19T22:30

By Sarah
at 2016-02-23T10:29
at 2016-02-23T10:29

By William
at 2016-02-26T22:27
at 2016-02-26T22:27

By Quintina
at 2016-03-01T10:26
at 2016-03-01T10:26

By Kelly
at 2016-03-04T22:24
at 2016-03-04T22:24

By Gary
at 2016-03-08T10:23
at 2016-03-08T10:23

By Quanna
at 2016-03-11T22:21
at 2016-03-11T22:21

By Edith
at 2016-03-15T10:20
at 2016-03-15T10:20

By Candice
at 2016-03-18T22:19
at 2016-03-18T22:19

By Ivy
at 2016-03-22T10:17
at 2016-03-22T10:17

By Ivy
at 2016-03-25T22:16
at 2016-03-25T22:16

By Enid
at 2016-03-29T10:14
at 2016-03-29T10:14

By Ophelia
at 2016-04-01T22:13
at 2016-04-01T22:13

By Robert
at 2016-04-05T10:12
at 2016-04-05T10:12

By Candice
at 2016-04-08T22:10
at 2016-04-08T22:10

By Eartha
at 2016-04-12T10:09
at 2016-04-12T10:09

By Doris
at 2016-04-15T22:07
at 2016-04-15T22:07

By Megan
at 2016-04-19T10:06
at 2016-04-19T10:06

By Mary
at 2016-04-22T22:04
at 2016-04-22T22:04

By Ingrid
at 2016-04-26T10:03
at 2016-04-26T10:03

By Michael
at 2016-04-29T22:02
at 2016-04-29T22:02

By Cara
at 2016-05-03T10:00
at 2016-05-03T10:00

By Victoria
at 2016-05-06T21:59
at 2016-05-06T21:59

By Ula
at 2016-05-10T09:57
at 2016-05-10T09:57

By Charlie
at 2016-05-13T21:56
at 2016-05-13T21:56

By Ina
at 2016-05-17T09:55
at 2016-05-17T09:55

By Jack
at 2016-05-20T21:53
at 2016-05-20T21:53

By Cara
at 2016-05-24T09:52
at 2016-05-24T09:52

By Tracy
at 2016-05-27T21:50
at 2016-05-27T21:50

By Tom
at 2016-05-31T09:49
at 2016-05-31T09:49

By Isla
at 2016-06-03T21:47
at 2016-06-03T21:47

By Eartha
at 2016-06-07T09:46
at 2016-06-07T09:46

By Joe
at 2016-06-10T21:45
at 2016-06-10T21:45

By Elizabeth
at 2016-06-14T09:43
at 2016-06-14T09:43

By Necoo
at 2016-06-17T21:42
at 2016-06-17T21:42

By Heather
at 2016-06-21T09:40
at 2016-06-21T09:40

By Edwina
at 2016-06-24T21:39
at 2016-06-24T21:39

By Zenobia
at 2016-06-28T09:38
at 2016-06-28T09:38

By Tristan Cohan
at 2016-07-01T21:36
at 2016-07-01T21:36

By Charlotte
at 2016-07-05T09:35
at 2016-07-05T09:35

By Ursula
at 2016-07-08T21:33
at 2016-07-08T21:33

By Suhail Hany
at 2016-07-12T09:32
at 2016-07-12T09:32

By Harry
at 2016-07-15T21:30
at 2016-07-15T21:30

By Sarah
at 2016-07-19T09:29
at 2016-07-19T09:29

By Zenobia
at 2016-07-22T21:28
at 2016-07-22T21:28

By Lucy
at 2016-07-26T09:26
at 2016-07-26T09:26

By Olga
at 2016-07-29T21:25
at 2016-07-29T21:25

By Poppy
at 2016-08-02T09:23
at 2016-08-02T09:23

By Ina
at 2016-08-05T21:22
at 2016-08-05T21:22

By Xanthe
at 2016-08-09T09:21
at 2016-08-09T09:21

By Hardy
at 2016-08-12T21:19
at 2016-08-12T21:19

By Candice
at 2016-08-16T09:18
at 2016-08-16T09:18

By Cara
at 2016-08-19T21:16
at 2016-08-19T21:16

By Ula
at 2016-08-23T09:15
at 2016-08-23T09:15

By Delia
at 2016-08-26T21:13
at 2016-08-26T21:13

By Kelly
at 2016-08-30T09:12
at 2016-08-30T09:12

By Necoo
at 2016-09-02T21:11
at 2016-09-02T21:11

By Selena
at 2016-09-06T09:09
at 2016-09-06T09:09

By Robert
at 2016-09-09T21:08
at 2016-09-09T21:08

By Valerie
at 2016-09-13T09:06
at 2016-09-13T09:06

By Ula
at 2016-09-16T21:05
at 2016-09-16T21:05

By Charlie
at 2016-09-20T09:04
at 2016-09-20T09:04

By Heather
at 2016-09-23T21:02
at 2016-09-23T21:02

By Callum
at 2016-09-27T09:01
at 2016-09-27T09:01

By Zenobia
at 2016-09-30T20:59
at 2016-09-30T20:59

By Donna
at 2016-10-04T08:58
at 2016-10-04T08:58

By Elvira
at 2016-10-07T20:56
at 2016-10-07T20:56

By Hedy
at 2016-10-11T08:55
at 2016-10-11T08:55

By Lauren
at 2016-10-14T20:54
at 2016-10-14T20:54

By Jacob
at 2016-10-18T08:52
at 2016-10-18T08:52

By Candice
at 2016-10-21T20:51
at 2016-10-21T20:51

By Andy
at 2016-10-25T08:49
at 2016-10-25T08:49

By Barb Cronin
at 2016-10-28T20:48
at 2016-10-28T20:48

By Bethany
at 2016-11-01T08:47
at 2016-11-01T08:47

By Jacob
at 2016-11-04T20:45
at 2016-11-04T20:45

By Victoria
at 2016-11-08T08:44
at 2016-11-08T08:44

By Kristin
at 2016-11-11T20:42
at 2016-11-11T20:42

By Iris
at 2016-11-15T08:41
at 2016-11-15T08:41

By Agnes
at 2016-11-18T20:39
at 2016-11-18T20:39

By Oscar
at 2016-11-22T08:38
at 2016-11-22T08:38

By Noah
at 2016-11-25T20:37
at 2016-11-25T20:37

By Oscar
at 2016-11-29T08:35
at 2016-11-29T08:35

By Charlie
at 2016-12-02T20:34
at 2016-12-02T20:34

By Rachel
at 2016-12-06T08:32
at 2016-12-06T08:32

By Agatha
at 2016-12-09T20:31
at 2016-12-09T20:31

By Quanna
at 2016-12-13T08:30
at 2016-12-13T08:30

By Ula
at 2016-12-16T20:28
at 2016-12-16T20:28

By Ida
at 2016-12-20T08:27
at 2016-12-20T08:27

By Anthony
at 2016-12-23T20:25
at 2016-12-23T20:25

By Lauren
at 2016-12-27T08:24
at 2016-12-27T08:24

By Puput
at 2016-12-30T20:22
at 2016-12-30T20:22

By Michael
at 2017-01-03T08:21
at 2017-01-03T08:21

By Odelette
at 2017-01-06T20:20
at 2017-01-06T20:20

By Eden
at 2017-01-10T08:18
at 2017-01-10T08:18

By Lucy
at 2017-01-13T20:17
at 2017-01-13T20:17

By Rebecca
at 2017-01-17T08:15
at 2017-01-17T08:15

By Erin
at 2017-01-20T20:14
at 2017-01-20T20:14

By Ina
at 2017-01-24T08:13
at 2017-01-24T08:13

By Joseph
at 2017-01-27T20:11
at 2017-01-27T20:11

By Leila
at 2017-01-31T08:10
at 2017-01-31T08:10

By Christine
at 2017-02-03T20:08
at 2017-02-03T20:08

By Iris
at 2017-02-07T08:07
at 2017-02-07T08:07

By Jack
at 2017-02-10T20:05
at 2017-02-10T20:05

By Mia
at 2017-02-14T08:04
at 2017-02-14T08:04

By Sarah
at 2017-02-17T20:03
at 2017-02-17T20:03

By Carolina Franco
at 2017-02-21T08:01
at 2017-02-21T08:01

By Ina
at 2017-02-24T20:00
at 2017-02-24T20:00

By Hedwig
at 2017-02-28T07:58
at 2017-02-28T07:58

By Victoria
at 2017-03-03T19:57
at 2017-03-03T19:57

By Charlotte
at 2017-03-07T07:56
at 2017-03-07T07:56

By Una
at 2017-03-10T19:54
at 2017-03-10T19:54

By Edward Lewis
at 2017-03-14T07:53
at 2017-03-14T07:53

By Kelly
at 2017-03-17T19:51
at 2017-03-17T19:51

By Ula
at 2017-03-21T07:50
at 2017-03-21T07:50

By Rosalind
at 2017-03-24T19:48
at 2017-03-24T19:48

By Edward Lewis
at 2017-03-28T07:47
at 2017-03-28T07:47

By Thomas
at 2017-03-31T19:46
at 2017-03-31T19:46

By Edith
at 2017-04-04T07:44
at 2017-04-04T07:44

By Quintina
at 2017-04-07T19:43
at 2017-04-07T19:43

By Doris
at 2017-04-11T07:41
at 2017-04-11T07:41

By Jessica
at 2017-04-14T19:40
at 2017-04-14T19:40

By Xanthe
at 2017-04-18T07:39
at 2017-04-18T07:39

By Jessica
at 2017-04-21T19:37
at 2017-04-21T19:37

By Jake
at 2017-04-25T07:36
at 2017-04-25T07:36

By Ivy
at 2017-04-28T19:34
at 2017-04-28T19:34

By Hazel
at 2017-05-02T07:33
at 2017-05-02T07:33

By Delia
at 2017-05-05T19:31
at 2017-05-05T19:31

By Genevieve
at 2017-05-09T07:30
at 2017-05-09T07:30

By Andrew
at 2017-05-12T19:29
at 2017-05-12T19:29

By Damian
at 2017-05-16T07:27
at 2017-05-16T07:27

By Ethan
at 2017-05-19T19:26
at 2017-05-19T19:26

By Yedda
at 2017-05-23T07:24
at 2017-05-23T07:24

By Franklin
at 2017-05-26T19:23
at 2017-05-26T19:23

By Irma
at 2017-05-30T07:22
at 2017-05-30T07:22

By Lily
at 2017-06-02T19:20
at 2017-06-02T19:20

By Rachel
at 2017-06-06T07:19
at 2017-06-06T07:19

By Valerie
at 2017-06-09T19:17
at 2017-06-09T19:17

By Ivy
at 2017-06-13T07:16
at 2017-06-13T07:16

By Caroline
at 2017-06-16T19:14
at 2017-06-16T19:14

By Sierra Rose
at 2017-06-20T07:13
at 2017-06-20T07:13

By Tom
at 2017-06-23T19:12
at 2017-06-23T19:12

By Joe
at 2017-06-27T07:10
at 2017-06-27T07:10

By Yuri
at 2017-06-30T19:09
at 2017-06-30T19:09

By Linda
at 2017-07-04T07:07
at 2017-07-04T07:07

By Franklin
at 2017-07-07T19:06
at 2017-07-07T19:06

By Linda
at 2017-07-11T07:05
at 2017-07-11T07:05

By Joe
at 2017-07-14T19:03
at 2017-07-14T19:03

By Cara
at 2017-07-18T07:02
at 2017-07-18T07:02

By Kyle
at 2017-07-21T19:00
at 2017-07-21T19:00

By John
at 2017-07-25T06:59
at 2017-07-25T06:59

By Hedda
at 2017-07-28T18:57
at 2017-07-28T18:57

By Edith
at 2017-08-01T06:56
at 2017-08-01T06:56

By Lauren
at 2017-08-04T18:55
at 2017-08-04T18:55

By Hazel
at 2017-08-08T06:53
at 2017-08-08T06:53

By Zanna
at 2017-08-11T18:52
at 2017-08-11T18:52

By Caitlin
at 2017-08-15T06:50
at 2017-08-15T06:50

By Charlotte
at 2017-08-18T18:49
at 2017-08-18T18:49

By Lucy
at 2017-08-22T06:48
at 2017-08-22T06:48

By Delia
at 2017-08-25T18:46
at 2017-08-25T18:46

By Erin
at 2017-08-29T06:45
at 2017-08-29T06:45

By Megan
at 2017-09-01T18:43
at 2017-09-01T18:43

By David
at 2017-09-05T06:42
at 2017-09-05T06:42

By Hedy
at 2017-09-08T18:40
at 2017-09-08T18:40

By Belly
at 2017-09-12T06:39
at 2017-09-12T06:39

By Todd Johnson
at 2017-09-15T18:38
at 2017-09-15T18:38

By Oliver
at 2017-09-19T06:36
at 2017-09-19T06:36

By Ursula
at 2017-09-22T18:35
at 2017-09-22T18:35

By Kristin
at 2017-09-26T06:33
at 2017-09-26T06:33

By Bennie
at 2017-09-29T18:32
at 2017-09-29T18:32

By Jacky
at 2017-10-03T06:31
at 2017-10-03T06:31

By Tristan Cohan
at 2017-10-06T18:29
at 2017-10-06T18:29

By Tristan Cohan
at 2017-10-10T06:28
at 2017-10-10T06:28

By Bethany
at 2017-10-13T18:26
at 2017-10-13T18:26

By Rebecca
at 2017-10-17T06:25
at 2017-10-17T06:25

By Oliver
at 2017-10-20T18:23
at 2017-10-20T18:23

By Thomas
at 2017-10-24T06:22
at 2017-10-24T06:22

By Tristan Cohan
at 2017-10-27T18:21
at 2017-10-27T18:21

By Audriana
at 2017-10-31T06:19
at 2017-10-31T06:19

By Edward Lewis
at 2017-11-03T18:18
at 2017-11-03T18:18

By Poppy
at 2017-11-07T06:16
at 2017-11-07T06:16

By Victoria
at 2017-11-10T18:15
at 2017-11-10T18:15

By Wallis
at 2017-11-14T06:14
at 2017-11-14T06:14
Related Posts
想成為夜王的男人......番外

By Andy
at 2015-06-16T03:35
at 2015-06-16T03:35
陌生人-【二】

By Ethan
at 2015-06-16T01:44
at 2015-06-16T01:44
神騎寶貝大濕

By Joe
at 2015-06-16T01:05
at 2015-06-16T01:05
最小陰莖比賽 去年亞軍雪恥奪冠

By Kama
at 2015-06-16T01:01
at 2015-06-16T01:01
8少女裸視訊 竟說沒啥大不了

By Heather
at 2015-06-15T23:19
at 2015-06-15T23:19