TODO

Pre-process

Metrics

Paid $2.50 for 15 minutes with up to $4 bonus stated.

Sigh for those couple games.

## # A tibble: 5 x 3
##   gameId            total_time num_rounds
##   <chr>                  <dbl>      <dbl>
## 1 3NNzcmFe4Lqc76pWs       9.23         39
## 2 ayRiqvCEhCCSxAnS2       1.26         39
## 3 KMKga8KMs6QZFc9dR       8.14         39
## 4 Nmb4cLjaDsHqt8ByN       4.49         39
## 5 XWBXWaM8fHb2pPETr      11.2          39

Some groups come close to maxxing bonuses

## # A tibble: 10 x 3
##    playerId          data.bonus gameId           
##    <chr>                  <dbl> <chr>            
##  1 Doke7X7WNnFwHZP4E       3.82 3NNzcmFe4Lqc76pWs
##  2 ekSbCaWp5aNMFarbX       3.78 3NNzcmFe4Lqc76pWs
##  3 3XoD7AQvHu3avJ9Fo       1.84 ayRiqvCEhCCSxAnS2
##  4 STXF4MBw6pAhpFQzR       1.94 ayRiqvCEhCCSxAnS2
##  5 9d7wNGCZf54Nyvkts       3.9  KMKga8KMs6QZFc9dR
##  6 zDMEyFj4dThs4gzrp       3.88 KMKga8KMs6QZFc9dR
##  7 2kmtbTcHRHurrspLX       1.8  Nmb4cLjaDsHqt8ByN
##  8 hgJpQRAv9sMrD6464       1.72 Nmb4cLjaDsHqt8ByN
##  9 CabZtomiyfsZdYF9Q       4.28 XWBXWaM8fHb2pPETr
## 10 dhz4DnHhhaPYQNCay       4.3  XWBXWaM8fHb2pPETr

Number of utterances

pre-chat – really we want word count not utterances, but eh. From skimming people do talk some.

## # A tibble: 10 x 3
## # Groups:   gameId [5]
##    gameId            playerId              n
##    <chr>             <chr>             <int>
##  1 3NNzcmFe4Lqc76pWs Doke7X7WNnFwHZP4E     6
##  2 3NNzcmFe4Lqc76pWs ekSbCaWp5aNMFarbX     8
##  3 ayRiqvCEhCCSxAnS2 3XoD7AQvHu3avJ9Fo     7
##  4 ayRiqvCEhCCSxAnS2 STXF4MBw6pAhpFQzR     6
##  5 KMKga8KMs6QZFc9dR 9d7wNGCZf54Nyvkts     9
##  6 KMKga8KMs6QZFc9dR zDMEyFj4dThs4gzrp    15
##  7 Nmb4cLjaDsHqt8ByN 2kmtbTcHRHurrspLX     7
##  8 Nmb4cLjaDsHqt8ByN hgJpQRAv9sMrD6464     8
##  9 XWBXWaM8fHb2pPETr CabZtomiyfsZdYF9Q     4
## 10 XWBXWaM8fHb2pPETr dhz4DnHhhaPYQNCay     4
## # A tibble: 10 x 4
## # Groups:   gameId [5]
##    gameId            playerId              n data.bonus
##    <chr>             <chr>             <int>      <dbl>
##  1 3NNzcmFe4Lqc76pWs Doke7X7WNnFwHZP4E    24       3.82
##  2 3NNzcmFe4Lqc76pWs ekSbCaWp5aNMFarbX    22       3.78
##  3 KMKga8KMs6QZFc9dR 9d7wNGCZf54Nyvkts    27       3.9 
##  4 KMKga8KMs6QZFc9dR zDMEyFj4dThs4gzrp    51       3.88
##  5 Nmb4cLjaDsHqt8ByN 2kmtbTcHRHurrspLX     5       1.8 
##  6 Nmb4cLjaDsHqt8ByN hgJpQRAv9sMrD6464     5       1.72
##  7 XWBXWaM8fHb2pPETr CabZtomiyfsZdYF9Q    40       4.28
##  8 XWBXWaM8fHb2pPETr dhz4DnHhhaPYQNCay    12       4.3 
##  9 ayRiqvCEhCCSxAnS2 3XoD7AQvHu3avJ9Fo    NA       1.84
## 10 ayRiqvCEhCCSxAnS2 STXF4MBw6pAhpFQzR    NA       1.94

When they talk

(Full chat transcript at bottom)

What do people choose

“AA”:Best for P1 “BB”:Best for P2

Looks like there’s convergence by 20 for the groups that converge, but it may not be obvious they have – 40 rounds looks right.

Player 2 prefers option B, player 1 prefers action A.

What do they say about the game

## # A tibble: 10 x 3
##    playerId human workedWell   
##    <chr>    <chr> <chr>        
##  1 Do       yes   stronglyAgree
##  2 ek       yes   stronglyAgree
##  3 ST       yes   neutral      
##  4 3X       no    neutral      
##  5 zD       yes   stronglyAgree
##  6 9d       yes   stronglyAgree
##  7 hg       yes   stronglyAgree
##  8 2k       yes   agree        
##  9 Ca       yes   stronglyAgree
## 10 dh       yes   stronglyAgree
## # A tibble: 10 x 2
##    playerId fair                                
##    <chr>    <chr>                               
##  1 Do       very fair                           
##  2 ek       yes                                 
##  3 ST       Yes.                                
##  4 3X       I think it was ok                   
##  5 zD       Yes                                 
##  6 9d       Yes, the payment was more than fair.
##  7 hg       Yes                                 
##  8 2k       Yes it was definitely fair.         
##  9 Ca       Yes                                 
## 10 dh       yes
## # A tibble: 10 x 2
##    playerId chatUseful                                                          
##    <chr>    <chr>                                                               
##  1 Do       very easy                                                           
##  2 ek       yes                                                                 
##  3 ST       Yes, of course!                                                     
##  4 3X       Yes, it was pretty straightforward                                  
##  5 zD       Really easy                                                         
##  6 9d       Yes, it was very easy to use and made the study much more interesti…
##  7 hg       Yes                                                                 
##  8 2k       Yes very easy and simple.                                           
##  9 Ca       Yes                                                                 
## 10 dh       yes

Chat

gameId playerId repNum text
Nm 2k NA Hi there
Nm hg NA Hiya, should we answer the questions on the right first?
Nm 2k NA Yeah lets do it
Nm hg NA The weather here is rainy. What about you?
Nm 2k NA It is the same here, hailstoning!
Nm 2k NA whats your fav flavour of pie?
Nm hg NA o wow sounds crazy over there.
Nm hg NA I dont really have one , maybe apple
Nm hg NA yours?
Nm 2k NA Hmm im the same, Im not the biggest fan but I’ll eat anything haha
Nm 2k NA An animal you think looks silly?
Nm hg NA Maybe a sloth. Not really the way they look but the way they move
Nm hg NA what about you??
Nm 2k NA Cool haha I can see that! ermm probably babboons, they look funny haha
Nm hg NA Oh thats a good one, or orangutans
Nm 2k 4 Ahh i feel like we need some luck haha
Nm hg 6 This is going by so fast lol
Nm 2k 10 were getting some points now haha
Nm hg 11 how bout we alternate, you get more first then me
Nm hg 11 then u then me
Nm 2k 12 yeah
Nm hg 16 I dont think that works lol
Nm 2k 18 lets just hope for the best haha
Nm 2k 39 been fun, thanks!
Nm hg 39 Thanks to you too for being quick
ay ST NA Hi
ay 3X NA Hi!
ay ST NA Your favourite flavor pie?
ay 3X NA Apple pie, what about you?
ay ST NA Me too.
ay ST NA And, whats your favourite animal?
ay 3X NA Yeah, great! I guess we both like apples. :P
ay 3X NA Well, I live with two cats
ay 3X NA So I’ll say “cat”
ay ST NA Oh okay thats nice!
ay 3X NA Let’s try our best, even if it’s just luck, I guess
ay 3X NA ^^
ay ST NA Okaaay
XW Ca NA hello
XW dh NA hi
XW Ca NA I don’t know any ice breakers sorry
XW dh NA ahah dont worry
XW dh NA where are you from?
XW Ca NA Portugal, you?
XW dh NA Portugal too ahah
XW Ca NA Boa :)
XW Ca 0 want to win more money first?
XW dh 0 sure
XW Ca 0 so, green box
XW Ca 0 right?
XW dh 0 ya
XW Ca 1 purple?
XW dh 1 yes
XW Ca 2 uncolored?
XW dh 2 ok
XW Ca 3 red
XW dh 4 green?
XW Ca 4 ye
XW Ca 5 uncolored
XW dh 6 green
XW dh 7 pink’
XW dh 7 ?
XW Ca 7 sure
XW Ca 8 blue
XW Ca 9 we’re even now :D
XW Ca 9 purple?
XW dh 9 sure
XW Ca 10 blue
XW Ca 11 red
XW Ca 12 green
XW Ca 13 blue
XW Ca 14 blue
XW Ca 15 green
XW Ca 16 ehm
XW Ca 16 purple
XW Ca 16 so, first one
XW Ca 17 pink
XW Ca 18 green
XW Ca 19 pink
XW Ca 20 blue
XW Ca 21 pink
XW Ca 22 green
XW Ca 23 uncolored
XW Ca 24 pink?
XW Ca 26 yellow
XW Ca 27 green
XW Ca 28 up to you
XW dh 28 second
XW Ca 29 okay they are probably not in the same order
XW dh 29 yeah…
XW Ca 29 let’s go blue
XW dh 29 blue
XW Ca 30 purple
XW Ca 31 green
XW Ca 32 uncolored
XW Ca 33 pink
XW Ca 34 purple
XW Ca 36 go uncolored
KM zD NA Hello
KM 9d NA Hi
KM zD NA Let’s work as a team?
KM 9d NA Of course
KM 9d NA We choose always the same color?
KM zD NA Depends
KM zD NA We try to split the points 50/50
KM 9d NA first of all, where are you from?
KM zD NA Portugal and you?
KM 9d NA Tambem ahahah
KM zD NA ahahahah
KM zD NA às tantas conheço-te
KM zD NA Lisboa?
KM 9d NA Achas que ha alguma regra no jogo ou vai ser random?
KM 9d NA Aveiro
KM zD NA dá para falar não dá?
KM zD NA durante o jogo
KM zD NA se der logo vemos…
KM 9d NA Eu pensava que so dava para falar agora, mas nao sei´
KM zD NA se n der logo vemos
KM zD NA ahahah
KM zD NA até já
KM zD NA boa sorte
KM 9d NA boa sorte´
KM zD 0 da para falar
KM 9d 0 yes
KM zD 0 vermelho
KM zD 3 verde
KM zD 4 vamos trocando
KM zD 4 ora ganha um ora outro
KM 9d 4 ok ok
KM 9d 5 verde´
KM zD 5 merda
KM zD 5 escolhi a outra
KM zD 6 escolhemos sempre a da direita
KM 9d 6 vermelho
KM zD 6 agora é a amarela
KM zD 6 porra
KM zD 6 ahahahh
KM 9d 7 qual?
KM zD 7 a da direita
KM zD 7 a verde
KM zD 8 direita
KM zD 8 sempre a da direita
KM zD 15 direita pah
KM 9d 16 a tua direita nao é igual à minha xD
KM zD 17 qual selecionaste?
KM zD 17 com calma
KM zD 17 temos 3 minutos…
KM 9d 17 agora a roxa
KM zD 17 para aproxima ganho eu
KM 9d 18 escolhe
KM zD 18 azul
KM zD 19 azul de novo pode ser?
KM 9d 20 azul
KM zD 20 azul
KM zD 21 ~verde
KM zD 22 amarelo
KM zD 23 roxo
KM 9d 23 roxo
KM zD 24 roxo
KM 9d 24 amarelo
KM 9d 24 qual?
KM zD 24 roxo
KM zD 24 ganhas tu
KM zD 25 roxo
KM 9d 25 tens de ganhar tu
KM zD 26 amarelo ok?
KM 9d 26 amarelo
KM zD 27 top
KM zD 27 o prolific paga
KM zD 27 vermelho
KM 9d 28 espera
KM zD 28 ok
KM 9d 28 verde e ganhas tu
KM zD 28 ok thanks
KM 9d 29 amarelo´
KM zD 29 okapa
KM 9d 30 vermelo
KM 9d 31 red
KM zD 31 vai dando tu as calls
KM 9d 32 azul
KM 9d 33 azul
KM zD 33 achas que vamos receber a gutia?
KM zD 33 guita
KM 9d 33 acho que so vai ate 2.5 xD
KM 9d 34 roxo
KM zD 34 ent bora despachar isto?
KM zD 34 metemos ao calhas?
KM 9d 34 nao xD pode ser que deem
KM zD 34 okok
KM 9d 35 verde
KM 9d 36 roxo
KM zD 36 ahahhahah
KM zD 36 são as duas
KM zD 36 vou meter a roxo
KM 9d 37 ja temos o mesmo valor agora
KM zD 37 top
KM zD 37 GG
KM zD 37 azul
KM zD 38 sem cor
KM zD 39 roxo
3N ek NA hi
3N Do NA hello!
3N ek NA how are you?
3N Do NA I’m fine, I thought it would never find a partner :P
3N Do NA You?
3N ek NA im fine too yeah i was a bit late i was making myself some tea
3N ek NA so where are you from?
3N Do NA I’m from Greece
3N ek NA oh nice
3N ek NA i’m from Poland
3N Do NA It’s both nice and bad :/
3N Do NA Oh nice!
3N ek NA yeah same here
3N ek NA lets get maximum bonus :D
3N ek 0 okej should we open both green?
3N Do 0 altrght
3N Do 1 now I open thw tight ine
3N Do 1 right
3N ek 1 this more green one?
3N ek 1 lets do this like you got more and next round i got more points
3N Do 1 yeah, weird colors tho
3N Do 1 oh basically I meant to get the one that maximizes your points
3N Do 1 we’’ll fix it next round
3N ek 2 oh shit
3N Do 2 f*cking colors
3N Do 4 i chose yellow
3N ek 4 oh
3N ek 5 what color did you take? 
3N Do 5 the pink one
3N ek 6 take this brownish
3N Do 7 green?
3N ek 7 yeah one for me one for you
3N ek 7 and lets do it to the end
3N ek 16 omg sorry
3N Do 16 the blue/green
3N Do 16 it’s ok
3N ek 18 now this more wooden one right?
3N Do 18 the kinda red one
3N Do 18 gives you 6
3N ek 21 oh
3N ek 22 purple now
3N Do 24 pink?
3N ek 24 puprle?
3N ek 24 yeah xd
3N Do 28 you’d get 5 with the green
3N ek 28 sory im doing it too fast
3N Do 28 it’s ok np
3N ek 28 pink now
3N Do 28 ok
3N Do 29 pink
3N ek 31 yellow right?
3N Do 31 yes
3N ek 36 purple
3N Do 37 do u want 1 extra?
3N Do 37 since I have more?
3N ek 37 no thats fine
3N Do 37 also, which one now?
3N ek 37 now i took yellow
3N ek 39 green?
3N Do 39 yeah