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analysis/data/RQ3_data.csv

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+5beb23c7524a340001927005;1_5b69f6dd9c90670001ae3359;audio/1-8_5b69f6dd9c90670001ae3359.wav;Did Radio say "his eggcelency" at the end? 😂;audio/1-8_5c9505af51f50e0016cbc42b.wav;Did Radio say "his eggcelency" at the end? 😗;yes;false;true;01:46.2
+5beb23c7524a340001927005;88_5f540fc665e3b6148c04f10e;audio/88-1_5f540fc665e3b6148c04f10e.wav;I almost threw up so intense!!! 💪;audio/88-1_6658b2da7affbe300577b732.wav;I almost threw up so intense!!! 🤥;yes;false;true;02:02.1
+5beb23c7524a340001927005;55_5f540fc665e3b6148c04f10e;audio/55-9_5f540fc665e3b6148c04f10e.wav;I am gutted, ❤ I am so sorry!;audio/55-9_6658b2da7affbe300577b732.wav;I am gutted, 😢 I am so sorry!;yes;false;true;02:14.7
+5beb23c7524a340001927005;145_5f540fc665e3b6148c04f10e;audio/145-5_5f540fc665e3b6148c04f10e.wav;You know how it works 😈;audio/145-5_6658b2da7affbe300577b732.wav;You know how it works 🙂;no;true;false;02:26.0
+5beb23c7524a340001927005;110_5b69f6dd9c90670001ae3359;audio/110-5_5b69f6dd9c90670001ae3359.wav;Chirosa needs to cover his face 🙄;audio/110-5_5c9505af51f50e0016cbc42b.wav;Chirosa needs to cover his face 🥶;no;true;false;02:42.9
+5beb23c7524a340001927005;110_5b69f6dd9c90670001ae3359;audio/110-3_5b69f6dd9c90670001ae3359.wav;Chirosa needs to cover his face 👀;audio/110-3_5c9505af51f50e0016cbc42b.wav;Chirosa needs to cover his face 🤣;no;true;false;02:56.0
+5beb23c7524a340001927005;77_5f540fc665e3b6148c04f10e;audio/77-1_5f540fc665e3b6148c04f10e.wav;Here again 🙄;audio/77-1_6658b2da7affbe300577b732.wav;Here again 😷;yes;true;false;03:05.9
+5beb23c7524a340001927005;96_5f540fc665e3b6148c04f10e;audio/96-3_5f540fc665e3b6148c04f10e.wav;I guess it doesn't matter? But 😕 it isn't hung the right side up like she had it displayed at her art show;audio/96-3_6658b2da7affbe300577b732.wav;I guess it doesn't matter? But 🙄 it isn't hung the right side up like she had it displayed at her art show;yes;true;false;03:25.2
+5beb23c7524a340001927005;219_5f540fc665e3b6148c04f10e;audio/219-2_5f540fc665e3b6148c04f10e.wav;Absolute cinema. How does this guy do this 😶;audio/219-2_6658b2da7affbe300577b732.wav;Absolute cinema. How does this guy do this 🙂;no;false;true;03:39.9
+5beb23c7524a340001927005;attention_check;audio/attention.wav;Goldfish are said to have a 9-second attention span 👀;audio/attention2.wav;Goldfish are said to have a 9-second attention span 😂;no;true;false;04:20.2
+5beb23c7524a340001927005;88_5f540fc665e3b6148c04f10e;audio/88-7_5f540fc665e3b6148c04f10e.wav;I almost threw up so intense!!! 😳;audio/88-7_6658b2da7affbe300577b732.wav;I almost threw up so intense!!! 😇;yes;true;false;04:30.3
+5beb23c7524a340001927005;122_5f540fc665e3b6148c04f10e;audio/122-7_5f540fc665e3b6148c04f10e.wav;this was worth the wait  🤦♀;audio/122-7_6658b2da7affbe300577b732.wav;this was worth the wait  😤😤;yes;true;false;04:39.4
+5beb23c7524a340001927005;1_5b69f6dd9c90670001ae3359;audio/1-7_5b69f6dd9c90670001ae3359.wav;Did Radio say "his eggcelency" 🙄 at the end?;audio/1-7_5c9505af51f50e0016cbc42b.wav;Did Radio say "his eggcelency" 😤 at the end?;yes;true;false;04:50.1
+5fbf90f025a567296d943c7e;116_5b69f6dd9c90670001ae3359;audio/116-2_5b69f6dd9c90670001ae3359.wav;Web being his walkout song makes so much sense 🤗;audio/116-2_5c9505af51f50e0016cbc42b.wav;Web being his walkout song makes so much sense 🙂;no;true;true;03:59.1
+5beb23c7524a340001927005;151_5b69f6dd9c90670001ae3359;audio/151-5_5b69f6dd9c90670001ae3359.wav;Last time ⏰ i checked, everyone is hating and now it's like everyone agreed to accept it.;audio/151-5_5c9505af51f50e0016cbc42b.wav;Last time 🤣 i checked, everyone is hating and now it's like everyone agreed to accept it.;yes;true;false;05:05.3
+5beb23c7524a340001927005;189_5b69f6dd9c90670001ae3359;audio/189-2_5b69f6dd9c90670001ae3359.wav;Im not surprised 😱;audio/189-2_5c9505af51f50e0016cbc42b.wav;Im not surprised 🤮;no;true;true;05:18.4
+5beb23c7524a340001927005;116_5b69f6dd9c90670001ae3359;audio/116-2_5b69f6dd9c90670001ae3359.wav;Web being his walkout song makes so much sense 🤗;audio/116-2_5c9505af51f50e0016cbc42b.wav;Web being his walkout song makes so much sense 🙂;no;true;true;05:31.2
+5fbf90f025a567296d943c7e;219_5f540fc665e3b6148c04f10e;audio/219-3_5f540fc665e3b6148c04f10e.wav;Absolute cinema. How does this guy do this 🤔;audio/219-3_6658b2da7affbe300577b732.wav;Absolute cinema. How does this guy do this 😔;no;true;false;04:41.7
+5beb23c7524a340001927005;45_5f540fc665e3b6148c04f10e;audio/45-6_5f540fc665e3b6148c04f10e.wav;That boy is still in love with you 🙄;audio/45-6_6658b2da7affbe300577b732.wav;That boy is still in love with you 😡;yes;true;false;05:42.1
+5beb23c7524a340001927005;1_5b69f6dd9c90670001ae3359;audio/1-1_5b69f6dd9c90670001ae3359.wav;Did Radio say "his eggcelency" 🥚 at the end?;audio/1-1_5c9505af51f50e0016cbc42b.wav;Did Radio say "his eggcelency" 😌 at the end?;no;true;true;05:54.7
+5beb23c7524a340001927005;126_5b69f6dd9c90670001ae3359;audio/126-3_5b69f6dd9c90670001ae3359.wav;Yes we definitely lost the ability to see through the bullshit! ����;audio/126-3_5c9505af51f50e0016cbc42b.wav;Yes we definitely lost the ability to see through the bullshit! 😌;yes;false;true;06:07.5
+5fbf90f025a567296d943c7e;219_5f540fc665e3b6148c04f10e;audio/219-1_5f540fc665e3b6148c04f10e.wav;Absolute cinema 🤩 How does this guy do this;audio/219-1_6658b2da7affbe300577b732.wav;Absolute cinema 😤 How does this guy do this;no;true;false;05:19.8
+5beb23c7524a340001927005;122_5f540fc665e3b6148c04f10e;audio/122-1_5f540fc665e3b6148c04f10e.wav;this was worth the wait 🙌🏻;audio/122-1_6658b2da7affbe300577b732.wav;this was worth the wait 😂;yes;true;false;06:20.1
+6607dc40f36e36de9ec1a62c;122_5f540fc665e3b6148c04f10e;audio/122-1_5f540fc665e3b6148c04f10e.wav;this was worth the wait 🙌🏻;audio/122-1_6658b2da7affbe300577b732.wav;this was worth the wait 😂;yes;true;false;02:37.7
+5fbf90f025a567296d943c7e;145_5f540fc665e3b6148c04f10e;audio/145-3_5f540fc665e3b6148c04f10e.wav;You know how it works 😉;audio/145-3_6658b2da7affbe300577b732.wav;You know how it works 😭;no;true;false;05:41.7
+6607dc40f36e36de9ec1a62c;203_5b69f6dd9c90670001ae3359;audio/203-1_5b69f6dd9c90670001ae3359.wav;I almost have a heart attack 🤣;audio/203-1_5c9505af51f50e0016cbc42b.wav;I almost have a heart attack 😛;yes;true;false;03:17.2
+5fbf90f025a567296d943c7e;77_5f540fc665e3b6148c04f10e;audio/77-1_5f540fc665e3b6148c04f10e.wav;Here again 🙄;audio/77-1_6658b2da7affbe300577b732.wav;Here again 😷;no;true;true;06:24.7
+5a00e6da120fb300019480b3;110_5b69f6dd9c90670001ae3359;audio/110-3_5b69f6dd9c90670001ae3359.wav;Chirosa needs to cover his face 👀;audio/110-3_5c9505af51f50e0016cbc42b.wav;Chirosa needs to cover his face 🤣;no;true;true;04:08.4
+5fbf90f025a567296d943c7e;77_5f540fc665e3b6148c04f10e;audio/77-8_5f540fc665e3b6148c04f10e.wav;Here again 🤔;audio/77-8_6658b2da7affbe300577b732.wav;Here again 😢;no;false;false;06:53.0
+6607dc40f36e36de9ec1a62c;126_5b69f6dd9c90670001ae3359;audio/126-3_5b69f6dd9c90670001ae3359.wav;Yes we definitely lost the ability to see through the bullshit! 😂;audio/126-3_5c9505af51f50e0016cbc42b.wav;Yes we definitely lost the ability to see through the bullshit! 😌;yes;false;false;03:54.4
+6607dc40f36e36de9ec1a62c;126_5b69f6dd9c90670001ae3359;audio/126-6_5b69f6dd9c90670001ae3359.wav;Yes we definitely lost the ability to see through the bullshit!  🤦♀;audio/126-6_5c9505af51f50e0016cbc42b.wav;Yes we definitely lost the ability to see through the bullshit!  😛😛;yes;true;false;04:22.5
+5a00e6da120fb300019480b3;122_5f540fc665e3b6148c04f10e;audio/122-1_5f540fc665e3b6148c04f10e.wav;this was worth the wait 🙌🏻;audio/122-1_6658b2da7affbe300577b732.wav;this was worth the wait 😂;no;true;true;04:46.5
+5fbf90f025a567296d943c7e;1_5b69f6dd9c90670001ae3359;audio/1-7_5b69f6dd9c90670001ae3359.wav;Did Radio say "his eggcelency" 🙄 at the end?;audio/1-7_5c9505af51f50e0016cbc42b.wav;Did Radio say "his eggcelency" 😤 at the end?;yes;true;false;07:31.5
+6607dc40f36e36de9ec1a62c;151_5b69f6dd9c90670001ae3359;audio/151-5_5b69f6dd9c90670001ae3359.wav;Last time ⏰ i checked, everyone is hating and now it's like everyone agreed to accept it.;audio/151-5_5c9505af51f50e0016cbc42b.wav;Last time 🤣 i checked, everyone is hating and now it's like everyone agreed to accept it.;no;true;true;04:51.8
+5fbf90f025a567296d943c7e;60_5b69f6dd9c90670001ae3359;audio/60-5_5b69f6dd9c90670001ae3359.wav;My son hates you guys and I understand 🤭;audio/60-5_5c9505af51f50e0016cbc42b.wav;My son hates you guys and I understand 😞;no;false;true;07:58.2
+5a00e6da120fb300019480b3;88_5f540fc665e3b6148c04f10e;audio/88-1_5f540fc665e3b6148c04f10e.wav;I almost threw up so intense!!! 💪;audio/88-1_6658b2da7affbe300577b732.wav;I almost threw up so intense!!! 🤥;no;false;false;05:35.3
+6607dc40f36e36de9ec1a62c;116_5b69f6dd9c90670001ae3359;audio/116-2_5b69f6dd9c90670001ae3359.wav;Web being his walkout song makes so much sense 🤗;audio/116-2_5c9505af51f50e0016cbc42b.wav;Web being his walkout song makes so much sense 🙂;no;false;false;05:24.2
+5fbf90f025a567296d943c7e;9_5b69f6dd9c90670001ae3359;audio/9-4_5b69f6dd9c90670001ae3359.wav;UK it's your turn to send a song 😏 about Baked Beans on toast;audio/9-4_5c9505af51f50e0016cbc42b.wav;UK it's your turn to send a song 😮‍💨 about Baked Beans on toast;no;true;false;08:31.9
+6607dc40f36e36de9ec1a62c;219_5f540fc665e3b6148c04f10e;audio/219-1_5f540fc665e3b6148c04f10e.wav;Absolute cinema 🤩 How does this guy do this;audio/219-1_6658b2da7affbe300577b732.wav;Absolute cinema 😤 How does this guy do this;no;false;false;05:40.9
+5a00e6da120fb300019480b3;77_5f540fc665e3b6148c04f10e;audio/77-8_5f540fc665e3b6148c04f10e.wav;Here again 🤔;audio/77-8_6658b2da7affbe300577b732.wav;Here again 😢;no;false;false;06:24.5
+6607dc40f36e36de9ec1a62c;74_5f540fc665e3b6148c04f10e;audio/74-5_5f540fc665e3b6148c04f10e.wav;Jeez, knew he was strong but man that punch must've had everything on it 😮;audio/74-5_6658b2da7affbe300577b732.wav;Jeez, knew he was strong but man that punch must've had everything on it 😉;no;true;false;06:12.9
+5fbf90f025a567296d943c7e;attention_check;audio/attention.wav;Goldfish are said to have a 9-second attention span 👀;audio/attention2.wav;Goldfish are said to have a 9-second attention span 😂;no;true;false;09:15.1
+6776c927f9dc484f730bf614;219_5f540fc665e3b6148c04f10e;audio/219-3_5f540fc665e3b6148c04f10e.wav;Absolute cinema. How does this guy do this 🤔;audio/219-3_6658b2da7affbe300577b732.wav;Absolute cinema. How does this guy do this 😔;no;true;false;05:57.1
+5fbf90f025a567296d943c7e;45_5f540fc665e3b6148c04f10e;audio/45-2_5f540fc665e3b6148c04f10e.wav;That boy is still in love ❤ with you;audio/45-2_6658b2da7affbe300577b732.wav;That boy is still in love 😌 with you;no;false;false;09:44.8
+6607dc40f36e36de9ec1a62c;74_5f540fc665e3b6148c04f10e;audio/74-0_5f540fc665e3b6148c04f10e.wav;Jeez, knew he was strong but man that punch must've had everything on it ;audio/74-0_6658b2da7affbe300577b732.wav;Jeez, knew he was strong but man that punch must've had everything on it ;skip;There are no emojis;There are no emojis;06:47.4
+5a00e6da120fb300019480b3;9_5b69f6dd9c90670001ae3359;audio/9-4_5b69f6dd9c90670001ae3359.wav;UK it's your turn to send a song 😏 about Baked Beans on toast;audio/9-4_5c9505af51f50e0016cbc42b.wav;UK it's your turn to send a song 😮‍💨 about Baked Beans on toast;yes;true;false;07:20.1
+5fbf90f025a567296d943c7e;55_5f540fc665e3b6148c04f10e;audio/55-9_5f540fc665e3b6148c04f10e.wav;I am gutted, ❤ I am so sorry!;audio/55-9_6658b2da7affbe300577b732.wav;I am gutted, 😢 I am so sorry!;no;false;true;10:06.7
+6776c927f9dc484f730bf614;110_5b69f6dd9c90670001ae3359;audio/110-10_5b69f6dd9c90670001ae3359.wav;Chirosa needs to cover his face 🤭;audio/110-10_5c9505af51f50e0016cbc42b.wav;Chirosa needs to cover his face 😏;no;true;true;06:51.6
+5fbf90f025a567296d943c7e;203_5b69f6dd9c90670001ae3359;audio/203-2_5b69f6dd9c90670001ae3359.wav;I almost have a heart attack 😶;audio/203-2_5c9505af51f50e0016cbc42b.wav;I almost have a heart attack 🤨;yes;true;false;10:50.1
+6607dc40f36e36de9ec1a62c;attention_check;audio/attention.wav;Goldfish are said to have a 9-second attention span 👀;audio/attention2.wav;Goldfish are said to have a 9-second attention span 😂;no;true;false;07:53.4
+5a00e6da120fb300019480b3;9_5b69f6dd9c90670001ae3359;audio/9-6_5b69f6dd9c90670001ae3359.wav;UK ❤ it's your turn to send a song about Baked Beans on toast;audio/9-6_5c9505af51f50e0016cbc42b.wav;UK 😚 it's your turn to send a song about Baked Beans on toast;no;true;false;08:18.3
+6607dc40f36e36de9ec1a62c;55_5f540fc665e3b6148c04f10e;audio/55-1_5f540fc665e3b6148c04f10e.wav;I am gutted, I am so sorry!  🤦♀;audio/55-1_6658b2da7affbe300577b732.wav;I am gutted, I am so sorry!  🤯🤯;no;true;true;08:09.1
+6607dc40f36e36de9ec1a62c;45_5f540fc665e3b6148c04f10e;audio/45-6_5f540fc665e3b6148c04f10e.wav;That boy is still in love with you 🙄;audio/45-6_6658b2da7affbe300577b732.wav;That boy is still in love with you 😡;no;true;true;08:24.5
+5fbf90f025a567296d943c7e;122_5f540fc665e3b6148c04f10e;audio/122-7_5f540fc665e3b6148c04f10e.wav;this was worth the wait  🤦♀;audio/122-7_6658b2da7affbe300577b732.wav;this was worth the wait  😤😤;no;false;false;11:23.5
+6776c927f9dc484f730bf614;1_5b69f6dd9c90670001ae3359;audio/1-1_5b69f6dd9c90670001ae3359.wav;Did Radio say "his eggcelency" 🥚 at the end?;audio/1-1_5c9505af51f50e0016cbc42b.wav;Did Radio say "his eggcelency" 😌 at the end?;no;false;false;07:46.2
+6607dc40f36e36de9ec1a62c;145_5f540fc665e3b6148c04f10e;audio/145-3_5f540fc665e3b6148c04f10e.wav;You know how it works 😉;audio/145-3_6658b2da7affbe300577b732.wav;You know how it works 😭;no;false;false;08:40.9
+5fbf90f025a567296d943c7e;116_5b69f6dd9c90670001ae3359;audio/116-3_5b69f6dd9c90670001ae3359.wav;Web being his walkout song makes so much sense 🎶;audio/116-3_5c9505af51f50e0016cbc42b.wav;Web being his walkout song makes so much sense 😅;yes;true;false;11:53.1
+5a00e6da120fb300019480b3;74_5f540fc665e3b6148c04f10e;audio/74-0_5f540fc665e3b6148c04f10e.wav;Jeez, knew he was strong but man that punch must've had everything on it ;audio/74-0_6658b2da7affbe300577b732.wav;Jeez, knew he was strong but man that punch must've had everything on it ;yes;true;true;09:22.4
+6607dc40f36e36de9ec1a62c;96_5f540fc665e3b6148c04f10e;audio/96-1_5f540fc665e3b6148c04f10e.wav;I guess it doesn't matter? 🤔 But it isn't hung the right side up like she had it displayed at her art show;audio/96-1_6658b2da7affbe300577b732.wav;I guess it doesn't matter? 😌 But it isn't hung the right side up like she had it displayed at her art show;no;true;true;09:08.2
+5a00e6da120fb300019480b3;77_5f540fc665e3b6148c04f10e;audio/77-1_5f540fc665e3b6148c04f10e.wav;Here again 🙄;audio/77-1_6658b2da7affbe300577b732.wav;Here again 😷;no;false;false;09:48.0
+5fbf90f025a567296d943c7e;1_5b69f6dd9c90670001ae3359;audio/1-1_5b69f6dd9c90670001ae3359.wav;Did Radio say "his eggcelency" 🥚 at the end?;audio/1-1_5c9505af51f50e0016cbc42b.wav;Did Radio say "his eggcelency" 😌 at the end?;no;true;true;12:30.2
+6607dc40f36e36de9ec1a62c;151_5b69f6dd9c90670001ae3359;audio/151-0_5b69f6dd9c90670001ae3359.wav;Last time i checked, everyone is hating and now it's like everyone agreed to accept it. ;audio/151-0_5c9505af51f50e0016cbc42b.wav;Last time i checked, everyone is hating and now it's like everyone agreed to accept it. ;skip;There are no emojis;There are no emojis;09:31.5
+6776c927f9dc484f730bf614;1_5b69f6dd9c90670001ae3359;audio/1-8_5b69f6dd9c90670001ae3359.wav;Did Radio say "his eggcelency" at the end? 😂;audio/1-8_5c9505af51f50e0016cbc42b.wav;Did Radio say "his eggcelency" at the end? 😗;no;true;true;08:54.7
+5a00e6da120fb300019480b3;45_5f540fc665e3b6148c04f10e;audio/45-7_5f540fc665e3b6148c04f10e.wav;That boy is still in love with you 🤐;audio/45-7_6658b2da7affbe300577b732.wav;That boy is still in love with you 😵;yes;false;true;10:24.3
+6607dc40f36e36de9ec1a62c;110_5b69f6dd9c90670001ae3359;audio/110-10_5b69f6dd9c90670001ae3359.wav;Chirosa needs to cover his face 🤭;audio/110-10_5c9505af51f50e0016cbc42b.wav;Chirosa needs to cover his face 😏;no;false;false;10:19.4
+6776c927f9dc484f730bf614;45_5f540fc665e3b6148c04f10e;audio/45-2_5f540fc665e3b6148c04f10e.wav;That boy is still in love ❤ with you;audio/45-2_6658b2da7affbe300577b732.wav;That boy is still in love 😌 with you;no;false;true;10:01.1
+5a00e6da120fb300019480b3;attention_check;audio/attention.wav;Goldfish are said to have a 9-second attention span 👀;audio/attention2.wav;Goldfish are said to have a 9-second attention span 😂;no;true;false;11:16.8
+6776c927f9dc484f730bf614;151_5b69f6dd9c90670001ae3359;audio/151-5_5b69f6dd9c90670001ae3359.wav;Last time ⏰ i checked, everyone is hating and now it's like everyone agreed to accept it.;audio/151-5_5c9505af51f50e0016cbc42b.wav;Last time 🤣 i checked, everyone is hating and now it's like everyone agreed to accept it.;no;false;false;10:33.4
+5a00e6da120fb300019480b3;110_5b69f6dd9c90670001ae3359;audio/110-10_5b69f6dd9c90670001ae3359.wav;Chirosa needs to cover his face 🤭;audio/110-10_5c9505af51f50e0016cbc42b.wav;Chirosa needs to cover his face 😏;no;true;true;11:49.0
+6607dc40f36e36de9ec1a62c;110_5b69f6dd9c90670001ae3359;audio/110-3_5b69f6dd9c90670001ae3359.wav;Chirosa needs to cover his face 👀;audio/110-3_5c9505af51f50e0016cbc42b.wav;Chirosa needs to cover his face 🤣;no;true;false;11:32.9
+5fbf90f025a567296d943c7e;74_5f540fc665e3b6148c04f10e;audio/74-0_5f540fc665e3b6148c04f10e.wav;Jeez, knew he was strong but man that punch must've had everything on it ;audio/74-0_6658b2da7affbe300577b732.wav;Jeez, knew he was strong but man that punch must've had everything on it ;no;true;true;14:48.2
+5a00e6da120fb300019480b3;145_5f540fc665e3b6148c04f10e;audio/145-5_5f540fc665e3b6148c04f10e.wav;You know how it works 😈;audio/145-5_6658b2da7affbe300577b732.wav;You know how it works 🙂;no;true;true;12:10.6
+6776c927f9dc484f730bf614;9_5b69f6dd9c90670001ae3359;audio/9-5_5b69f6dd9c90670001ae3359.wav;UK it's your turn to send a song about Baked 🤤 Beans on toast;audio/9-5_5c9505af51f50e0016cbc42b.wav;UK it's your turn to send a song about Baked 😪 Beans on toast;no;true;false;11:13.5
+6607dc40f36e36de9ec1a62c;1_5b69f6dd9c90670001ae3359;audio/1-7_5b69f6dd9c90670001ae3359.wav;Did Radio say "his eggcelency" 🙄 at the end?;audio/1-7_5c9505af51f50e0016cbc42b.wav;Did Radio say "his eggcelency" 😤 at the end?;yes;false;false;11:55.4
+5fbf90f025a567296d943c7e;60_5b69f6dd9c90670001ae3359;audio/60-7_5b69f6dd9c90670001ae3359.wav;My son hates you guys and I understand 😮;audio/60-7_5c9505af51f50e0016cbc42b.wav;My son hates you guys and I understand 😑;no;false;true;15:11.4
+5a00e6da120fb300019480b3;45_5f540fc665e3b6148c04f10e;audio/45-6_5f540fc665e3b6148c04f10e.wav;That boy is still in love with you 🙄;audio/45-6_6658b2da7affbe300577b732.wav;That boy is still in love with you 😡;yes;true;false;12:32.4
+6607dc40f36e36de9ec1a62c;126_5b69f6dd9c90670001ae3359;audio/126-8_5b69f6dd9c90670001ae3359.wav;Yes we definitely lost the ability to see through the bullshit! 😢;audio/126-8_5c9505af51f50e0016cbc42b.wav;Yes we definitely lost the ability to see through the bullshit! 😘;yes;true;false;12:13.5
+6776c927f9dc484f730bf614;219_5f540fc665e3b6148c04f10e;audio/219-2_5f540fc665e3b6148c04f10e.wav;Absolute cinema. How does this guy do this 😶;audio/219-2_6658b2da7affbe300577b732.wav;Absolute cinema. How does this guy do this 🙂;no;false;false;11:49.8
+6607dc40f36e36de9ec1a62c;189_5b69f6dd9c90670001ae3359;audio/189-2_5b69f6dd9c90670001ae3359.wav;Im not surprised 😱;audio/189-2_5c9505af51f50e0016cbc42b.wav;Im not surprised 🤮;no;false;true;12:34.0
+5fbf90f025a567296d943c7e;9_5b69f6dd9c90670001ae3359;audio/9-6_5b69f6dd9c90670001ae3359.wav;UK ❤ it's your turn to send a song about Baked Beans on toast;audio/9-6_5c9505af51f50e0016cbc42b.wav;UK 😚 it's your turn to send a song about Baked Beans on toast;yes;false;true;15:36.7
+5a00e6da120fb300019480b3;126_5b69f6dd9c90670001ae3359;audio/126-6_5b69f6dd9c90670001ae3359.wav;Yes we definitely lost the ability to see through the bullshit!  🤦♀;audio/126-6_5c9505af51f50e0016cbc42b.wav;Yes we definitely lost the ability to see through the bullshit!  😛😛;yes;true;false;13:00.6
+6776c927f9dc484f730bf614;203_5b69f6dd9c90670001ae3359;audio/203-2_5b69f6dd9c90670001ae3359.wav;I almost have a heart attack 😶;audio/203-2_5c9505af51f50e0016cbc42b.wav;I almost have a heart attack 🤨;no;false;false;12:16.5
+5fbf90f025a567296d943c7e;219_5f540fc665e3b6148c04f10e;audio/219-2_5f540fc665e3b6148c04f10e.wav;Absolute cinema. How does this guy do this 😶;audio/219-2_6658b2da7affbe300577b732.wav;Absolute cinema. How does this guy do this 🙂;no;false;false;15:56.8
+5a00e6da120fb300019480b3;219_5f540fc665e3b6148c04f10e;audio/219-1_5f540fc665e3b6148c04f10e.wav;Absolute cinema 🤩 How does this guy do this;audio/219-1_6658b2da7affbe300577b732.wav;Absolute cinema 😤 How does this guy do this;no;false;false;13:29.3
+5a00e6da120fb300019480b3;55_5f540fc665e3b6148c04f10e;audio/55-9_5f540fc665e3b6148c04f10e.wav;I am gutted, ❤ I am so sorry!;audio/55-9_6658b2da7affbe300577b732.wav;I am gutted, 😢 I am so sorry!;no;true;true;14:06.2
+6776c927f9dc484f730bf614;attention_check;audio/attention.wav;Goldfish are said to have a 9-second attention span 👀;audio/attention2.wav;Goldfish are said to have a 9-second attention span 😂;no;true;false;13:08.5
+5a00e6da120fb300019480b3;45_5f540fc665e3b6148c04f10e;audio/45-2_5f540fc665e3b6148c04f10e.wav;That boy is still in love ❤ with you;audio/45-2_6658b2da7affbe300577b732.wav;That boy is still in love 😌 with you;yes;true;false;14:31.6
+6776c927f9dc484f730bf614;88_5f540fc665e3b6148c04f10e;audio/88-0_5f540fc665e3b6148c04f10e.wav;I almost threw up  so intense!!!;audio/88-0_6658b2da7affbe300577b732.wav;I almost threw up  so intense!!!;no;true;true;13:40.6
+5a00e6da120fb300019480b3;74_5f540fc665e3b6148c04f10e;audio/74-2_5f540fc665e3b6148c04f10e.wav;Jeez, 🫨 knew he was strong but man that punch 🤛 must've had everything on it;audio/74-2_6658b2da7affbe300577b732.wav;Jeez, 😀 knew he was strong but man that punch 😀 must've had everything on it;no;false;false;15:04.0
+6776c927f9dc484f730bf614;110_5b69f6dd9c90670001ae3359;audio/110-3_5b69f6dd9c90670001ae3359.wav;Chirosa needs to cover his face 👀;audio/110-3_5c9505af51f50e0016cbc42b.wav;Chirosa needs to cover his face 🤣;no;false;true;14:23.9
+5a00e6da120fb300019480b3;126_5b69f6dd9c90670001ae3359;audio/126-8_5b69f6dd9c90670001ae3359.wav;Yes we definitely lost the ability to see through the bullshit! 😢;audio/126-8_5c9505af51f50e0016cbc42b.wav;Yes we definitely lost the ability to see through the bullshit! 😘;yes;true;false;15:26.8
+6776c927f9dc484f730bf614;60_5b69f6dd9c90670001ae3359;audio/60-5_5b69f6dd9c90670001ae3359.wav;My son hates you guys and I understand 🤭;audio/60-5_5c9505af51f50e0016cbc42b.wav;My son hates you guys and I understand 😞;no;true;true;14:52.9
+5a00e6da120fb300019480b3;151_5b69f6dd9c90670001ae3359;audio/151-4_5b69f6dd9c90670001ae3359.wav;Last time i checked, everyone is hating and now it's like everyone agreed to accept it. 😭;audio/151-4_5c9505af51f50e0016cbc42b.wav;Last time i checked, everyone is hating and now it's like everyone agreed to accept it. 🥵;no;false;false;16:00.3
+6776c927f9dc484f730bf614;151_5b69f6dd9c90670001ae3359;audio/151-0_5b69f6dd9c90670001ae3359.wav;Last time i checked, everyone is hating and now it's like everyone agreed to accept it. ;audio/151-0_5c9505af51f50e0016cbc42b.wav;Last time i checked, everyone is hating and now it's like everyone agreed to accept it. ;no;true;true;15:54.4
+6776c927f9dc484f730bf614;88_5f540fc665e3b6148c04f10e;audio/88-1_5f540fc665e3b6148c04f10e.wav;I almost threw up so intense!!! 💪;audio/88-1_6658b2da7affbe300577b732.wav;I almost threw up so intense!!! 🤥;no;false;false;16:17.1
+6776c927f9dc484f730bf614;126_5b69f6dd9c90670001ae3359;audio/126-3_5b69f6dd9c90670001ae3359.wav;Yes we definitely lost the ability to see through the bullshit! 😂;audio/126-3_5c9505af51f50e0016cbc42b.wav;Yes we definitely lost the ability to see through the bullshit! 😌;no;true;true;16:39.0
+6776c927f9dc484f730bf614;151_5b69f6dd9c90670001ae3359;audio/151-4_5b69f6dd9c90670001ae3359.wav;Last time i checked, everyone is hating and now it's like everyone agreed to accept it. 😭;audio/151-4_5c9505af51f50e0016cbc42b.wav;Last time i checked, everyone is hating and now it's like everyone agreed to accept it. 🥵;yes;true;false;17:39.5
+6776c927f9dc484f730bf614;77_5f540fc665e3b6148c04f10e;audio/77-6_5f540fc665e3b6148c04f10e.wav;Here again ❓;audio/77-6_6658b2da7affbe300577b732.wav;Here again 😗;no;true;true;17:56.6
+6776c927f9dc484f730bf614;126_5b69f6dd9c90670001ae3359;audio/126-6_5b69f6dd9c90670001ae3359.wav;Yes we definitely lost the ability to see through the bullshit!  🤦♀;audio/126-6_5c9505af51f50e0016cbc42b.wav;Yes we definitely lost the ability to see through the bullshit!  😛😛;yes;false;true;18:47.3
+6776c927f9dc484f730bf614;96_5f540fc665e3b6148c04f10e;audio/96-1_5f540fc665e3b6148c04f10e.wav;I guess it doesn't matter? 🤔 But it isn't hung the right side up like she had it displayed at her art show;audio/96-1_6658b2da7affbe300577b732.wav;I guess it doesn't matter? 😌 But it isn't hung the right side up like she had it displayed at her art show;no;false;false;19:41.3
+66a41543adadffb17baf40b8;88_5f540fc665e3b6148c04f10e;audio/88-1_5f540fc665e3b6148c04f10e.wav;I almost threw up so intense!!! 💪;audio/88-1_6658b2da7affbe300577b732.wav;I almost threw up so intense!!! 🤥;no;false;true;03:14.2
+66a41543adadffb17baf40b8;151_5b69f6dd9c90670001ae3359;audio/151-4_5b69f6dd9c90670001ae3359.wav;Last time i checked, everyone is hating and now it's like everyone agreed to accept it. 😭;audio/151-4_5c9505af51f50e0016cbc42b.wav;Last time i checked, everyone is hating and now it's like everyone agreed to accept it. 🥵;no;true;true;03:52.9
+66a41543adadffb17baf40b8;122_5f540fc665e3b6148c04f10e;audio/122-7_5f540fc665e3b6148c04f10e.wav;this was worth the wait  🤦♀;audio/122-7_6658b2da7affbe300577b732.wav;this was worth the wait  😤😤;no;true;false;04:17.0
+66a41543adadffb17baf40b8;60_5b69f6dd9c90670001ae3359;audio/60-5_5b69f6dd9c90670001ae3359.wav;My son hates you guys and I understand 🤭;audio/60-5_5c9505af51f50e0016cbc42b.wav;My son hates you guys and I understand 😞;no;false;false;04:37.2
+66a41543adadffb17baf40b8;9_5b69f6dd9c90670001ae3359;audio/9-6_5b69f6dd9c90670001ae3359.wav;UK ❤ it's your turn to send a song about Baked Beans on toast;audio/9-6_5c9505af51f50e0016cbc42b.wav;UK 😚 it's your turn to send a song about Baked Beans on toast;no;true;true;05:04.5
+66a41543adadffb17baf40b8;77_5f540fc665e3b6148c04f10e;audio/77-1_5f540fc665e3b6148c04f10e.wav;Here again 🙄;audio/77-1_6658b2da7affbe300577b732.wav;Here again 😷;no;true;true;05:22.0
+66a41543adadffb17baf40b8;110_5b69f6dd9c90670001ae3359;audio/110-3_5b69f6dd9c90670001ae3359.wav;Chirosa needs to cover his face 👀;audio/110-3_5c9505af51f50e0016cbc42b.wav;Chirosa needs to cover his face 🤣;no;true;true;05:43.1
+66a41543adadffb17baf40b8;110_5b69f6dd9c90670001ae3359;audio/110-5_5b69f6dd9c90670001ae3359.wav;Chirosa needs to cover his face 🙄;audio/110-5_5c9505af51f50e0016cbc42b.wav;Chirosa needs to cover his face 🥶;no;true;false;06:12.4
+6346921046fa377ce55acbc1;55_5f540fc665e3b6148c04f10e;audio/55-1_5f540fc665e3b6148c04f10e.wav;I am gutted, I am so sorry!  🤦♀;audio/55-1_6658b2da7affbe300577b732.wav;I am gutted, I am so sorry!  🤯🤯;no;true;true;02:26.3
+669677d986a5a20026bbf20e;145_5f540fc665e3b6148c04f10e;audio/145-4_5f540fc665e3b6148c04f10e.wav;You know how it works 👍;audio/145-4_6658b2da7affbe300577b732.wav;You know how it works 😤;no;true;true;03:03.9
+5ee5defbfe74a3000d106f51;96_5f540fc665e3b6148c04f10e;audio/96-3_5f540fc665e3b6148c04f10e.wav;I guess it doesn't matter? But 😕 it isn't hung the right side up like she had it displayed at her art show;audio/96-3_6658b2da7affbe300577b732.wav;I guess it doesn't matter? But 🙄 it isn't hung the right side up like she had it displayed at her art show;yes;true;false;02:35.2
+6346921046fa377ce55acbc1;145_5f540fc665e3b6148c04f10e;audio/145-3_5f540fc665e3b6148c04f10e.wav;You know how it works 😉;audio/145-3_6658b2da7affbe300577b732.wav;You know how it works 😭;yes;true;false;02:55.6
+5ee5defbfe74a3000d106f51;203_5b69f6dd9c90670001ae3359;audio/203-1_5b69f6dd9c90670001ae3359.wav;I almost have a heart attack 🤣;audio/203-1_5c9505af51f50e0016cbc42b.wav;I almost have a heart attack 😛;no;true;false;02:52.7
+5ee5defbfe74a3000d106f51;145_5f540fc665e3b6148c04f10e;audio/145-3_5f540fc665e3b6148c04f10e.wav;You know how it works 😉;audio/145-3_6658b2da7affbe300577b732.wav;You know how it works 😭;yes;true;false;03:03.6
+6346921046fa377ce55acbc1;74_5f540fc665e3b6148c04f10e;audio/74-5_5f540fc665e3b6148c04f10e.wav;Jeez, knew he was strong but man that punch must've had everything on it 😮;audio/74-5_6658b2da7affbe300577b732.wav;Jeez, knew he was strong but man that punch must've had everything on it 😉;yes;true;false;03:15.1
+669677d986a5a20026bbf20e;151_5b69f6dd9c90670001ae3359;audio/151-4_5b69f6dd9c90670001ae3359.wav;Last time i checked, everyone is hating and now it's like everyone agreed to accept it. 😭;audio/151-4_5c9505af51f50e0016cbc42b.wav;Last time i checked, everyone is hating and now it's like everyone agreed to accept it. 🥵;no;false;false;03:53.7
+5ee5defbfe74a3000d106f51;189_5b69f6dd9c90670001ae3359;audio/189-1_5b69f6dd9c90670001ae3359.wav;Im not surprised 🙄;audio/189-1_5c9505af51f50e0016cbc42b.wav;Im not surprised 😔;no;false;false;03:20.4
+6346921046fa377ce55acbc1;122_5f540fc665e3b6148c04f10e;audio/122-1_5f540fc665e3b6148c04f10e.wav;this was worth the wait 🙌🏻;audio/122-1_6658b2da7affbe300577b732.wav;this was worth the wait 😂;yes;true;false;03:31.0
+5ee5defbfe74a3000d106f51;1_5b69f6dd9c90670001ae3359;audio/1-8_5b69f6dd9c90670001ae3359.wav;Did Radio say "his eggcelency" at the end? 😂;audio/1-8_5c9505af51f50e0016cbc42b.wav;Did Radio say "his eggcelency" at the end? 😗;yes;true;false;03:34.5
+5ee5defbfe74a3000d106f51;88_5f540fc665e3b6148c04f10e;audio/88-1_5f540fc665e3b6148c04f10e.wav;I almost threw up so intense!!! 💪;audio/88-1_6658b2da7affbe300577b732.wav;I almost threw up so intense!!! 🤥;yes;true;false;03:46.0
+5ee5defbfe74a3000d106f51;145_5f540fc665e3b6148c04f10e;audio/145-5_5f540fc665e3b6148c04f10e.wav;You know how it works 😈;audio/145-5_6658b2da7affbe300577b732.wav;You know how it works 🙂;no;true;true;03:56.8
+6346921046fa377ce55acbc1;151_5b69f6dd9c90670001ae3359;audio/151-4_5b69f6dd9c90670001ae3359.wav;Last time i checked, everyone is hating and now it's like everyone agreed to accept it. 😭;audio/151-4_5c9505af51f50e0016cbc42b.wav;Last time i checked, everyone is hating and now it's like everyone agreed to accept it. 🥵;yes;false;true;04:04.6
+669677d986a5a20026bbf20e;1_5b69f6dd9c90670001ae3359;audio/1-8_5b69f6dd9c90670001ae3359.wav;Did Radio say "his eggcelency" at the end? 😂;audio/1-8_5c9505af51f50e0016cbc42b.wav;Did Radio say "his eggcelency" at the end? 😗;no;false;false;04:42.6
+6346921046fa377ce55acbc1;77_5f540fc665e3b6148c04f10e;audio/77-1_5f540fc665e3b6148c04f10e.wav;Here again 🙄;audio/77-1_6658b2da7affbe300577b732.wav;Here again 😷;yes;true;false;04:19.1
+5ee5defbfe74a3000d106f51;60_5b69f6dd9c90670001ae3359;audio/60-7_5b69f6dd9c90670001ae3359.wav;My son hates you guys and I understand 😮;audio/60-7_5c9505af51f50e0016cbc42b.wav;My son hates you guys and I understand 😑;no;true;true;04:20.4
+669677d986a5a20026bbf20e;77_5f540fc665e3b6148c04f10e;audio/77-6_5f540fc665e3b6148c04f10e.wav;Here again ❓;audio/77-6_6658b2da7affbe300577b732.wav;Here again 😗;no;false;false;04:57.7
+5ee5defbfe74a3000d106f51;77_5f540fc665e3b6148c04f10e;audio/77-8_5f540fc665e3b6148c04f10e.wav;Here again 🤔;audio/77-8_6658b2da7affbe300577b732.wav;Here again 😢;no;true;true;04:29.9
+6346921046fa377ce55acbc1;219_5f540fc665e3b6148c04f10e;audio/219-3_5f540fc665e3b6148c04f10e.wav;Absolute cinema. How does this guy do this 🤔;audio/219-3_6658b2da7affbe300577b732.wav;Absolute cinema. How does this guy do this 😔;no;true;false;04:45.7
+5ee5defbfe74a3000d106f51;attention_check;audio/attention.wav;Goldfish are said to have a 9-second attention span 👀;audio/attention2.wav;Goldfish are said to have a 9-second attention span 😂;no;true;false;04:50.8
+669677d986a5a20026bbf20e;1_5b69f6dd9c90670001ae3359;audio/1-7_5b69f6dd9c90670001ae3359.wav;Did Radio say "his eggcelency" 🙄 at the end?;audio/1-7_5c9505af51f50e0016cbc42b.wav;Did Radio say "his eggcelency" 😤 at the end?;no;false;false;05:34.5
+6346921046fa377ce55acbc1;74_5f540fc665e3b6148c04f10e;audio/74-0_5f540fc665e3b6148c04f10e.wav;Jeez, knew he was strong but man that punch must've had everything on it ;audio/74-0_6658b2da7affbe300577b732.wav;Jeez, knew he was strong but man that punch must've had everything on it ;no;true;true;05:06.4
+5ee5defbfe74a3000d106f51;77_5f540fc665e3b6148c04f10e;audio/77-1_5f540fc665e3b6148c04f10e.wav;Here again 🙄;audio/77-1_6658b2da7affbe300577b732.wav;Here again 😷;yes;true;false;05:00.6
+5ee5defbfe74a3000d106f51;122_5f540fc665e3b6148c04f10e;audio/122-1_5f540fc665e3b6148c04f10e.wav;this was worth the wait 🙌🏻;audio/122-1_6658b2da7affbe300577b732.wav;this was worth the wait 😂;yes;true;false;05:10.1
+6346921046fa377ce55acbc1;219_5f540fc665e3b6148c04f10e;audio/219-1_5f540fc665e3b6148c04f10e.wav;Absolute cinema 🤩 How does this guy do this;audio/219-1_6658b2da7affbe300577b732.wav;Absolute cinema 😤 How does this guy do this;yes;true;false;05:23.5
+5ee5defbfe74a3000d106f51;74_5f540fc665e3b6148c04f10e;audio/74-2_5f540fc665e3b6148c04f10e.wav;Jeez, 🫨 knew he was strong but man that punch 🤛 must've had everything on it;audio/74-2_6658b2da7affbe300577b732.wav;Jeez, 😀 knew he was strong but man that punch 😀 must've had everything on it;no;false;false;05:29.0
+669677d986a5a20026bbf20e;116_5b69f6dd9c90670001ae3359;audio/116-3_5b69f6dd9c90670001ae3359.wav;Web being his walkout song makes so much sense 🎶;audio/116-3_5c9505af51f50e0016cbc42b.wav;Web being his walkout song makes so much sense 😅;no;true;true;06:06.5
+6346921046fa377ce55acbc1;attention_check;audio/attention.wav;Goldfish are said to have a 9-second attention span 👀;audio/attention2.wav;Goldfish are said to have a 9-second attention span 😂;no;true;false;05:44.7
+5ee5defbfe74a3000d106f51;122_5f540fc665e3b6148c04f10e;audio/122-7_5f540fc665e3b6148c04f10e.wav;this was worth the wait  🤦♀;audio/122-7_6658b2da7affbe300577b732.wav;this was worth the wait  😤😤;no;false;false;05:38.3
+5ee5defbfe74a3000d106f51;203_5b69f6dd9c90670001ae3359;audio/203-2_5b69f6dd9c90670001ae3359.wav;I almost have a heart attack 😶;audio/203-2_5c9505af51f50e0016cbc42b.wav;I almost have a heart attack 🤨;yes;false;true;05:49.7
+6346921046fa377ce55acbc1;110_5b69f6dd9c90670001ae3359;audio/110-5_5b69f6dd9c90670001ae3359.wav;Chirosa needs to cover his face 🙄;audio/110-5_5c9505af51f50e0016cbc42b.wav;Chirosa needs to cover his face 🥶;yes;false;true;06:02.1
+5ee5defbfe74a3000d106f51;116_5b69f6dd9c90670001ae3359;audio/116-2_5b69f6dd9c90670001ae3359.wav;Web being his walkout song makes so much sense 🤗;audio/116-2_5c9505af51f50e0016cbc42b.wav;Web being his walkout song makes so much sense 🙂;no;true;true;06:01.8
+5ee5defbfe74a3000d106f51;219_5f540fc665e3b6148c04f10e;audio/219-3_5f540fc665e3b6148c04f10e.wav;Absolute cinema. How does this guy do this 🤔;audio/219-3_6658b2da7affbe300577b732.wav;Absolute cinema. How does this guy do this 😔;yes;true;false;06:12.1
+6346921046fa377ce55acbc1;110_5b69f6dd9c90670001ae3359;audio/110-10_5b69f6dd9c90670001ae3359.wav;Chirosa needs to cover his face 🤭;audio/110-10_5c9505af51f50e0016cbc42b.wav;Chirosa needs to cover his face 😏;no;true;true;06:24.2
+5ee5defbfe74a3000d106f51;189_5b69f6dd9c90670001ae3359;audio/189-2_5b69f6dd9c90670001ae3359.wav;Im not surprised 😱;audio/189-2_5c9505af51f50e0016cbc42b.wav;Im not surprised 🤮;yes;false;true;06:25.6
+5ee5defbfe74a3000d106f51;219_5f540fc665e3b6148c04f10e;audio/219-2_5f540fc665e3b6148c04f10e.wav;Absolute cinema. How does this guy do this 😶;audio/219-2_6658b2da7affbe300577b732.wav;Absolute cinema. How does this guy do this 🙂;yes;false;true;06:37.5
+6346921046fa377ce55acbc1;126_5b69f6dd9c90670001ae3359;audio/126-8_5b69f6dd9c90670001ae3359.wav;Yes we definitely lost the ability to see through the bullshit! 😢;audio/126-8_5c9505af51f50e0016cbc42b.wav;Yes we definitely lost the ability to see through the bullshit! 😘;no;true;true;06:53.8
+5ee5defbfe74a3000d106f51;151_5b69f6dd9c90670001ae3359;audio/151-5_5b69f6dd9c90670001ae3359.wav;Last time ⏰ i checked, everyone is hating and now it's like everyone agreed to accept it.;audio/151-5_5c9505af51f50e0016cbc42b.wav;Last time 🤣 i checked, everyone is hating and now it's like everyone agreed to accept it.;yes;true;false;06:53.5
+6346921046fa377ce55acbc1;88_5f540fc665e3b6148c04f10e;audio/88-1_5f540fc665e3b6148c04f10e.wav;I almost threw up so intense!!! 💪;audio/88-1_6658b2da7affbe300577b732.wav;I almost threw up so intense!!! 🤥;no;false;false;07:17.2
+6346921046fa377ce55acbc1;203_5b69f6dd9c90670001ae3359;audio/203-1_5b69f6dd9c90670001ae3359.wav;I almost have a heart attack 🤣;audio/203-1_5c9505af51f50e0016cbc42b.wav;I almost have a heart attack 😛;no;true;true;07:36.9
+669677d986a5a20026bbf20e;55_5f540fc665e3b6148c04f10e;audio/55-1_5f540fc665e3b6148c04f10e.wav;I am gutted, I am so sorry!  🤦♀;audio/55-1_6658b2da7affbe300577b732.wav;I am gutted, I am so sorry!  🤯🤯;no;true;true;08:06.6
+6346921046fa377ce55acbc1;55_5f540fc665e3b6148c04f10e;audio/55-9_5f540fc665e3b6148c04f10e.wav;I am gutted, ❤ I am so sorry!;audio/55-9_6658b2da7affbe300577b732.wav;I am gutted, 😢 I am so sorry!;no;true;true;07:52.2
+669677d986a5a20026bbf20e;9_5b69f6dd9c90670001ae3359;audio/9-5_5b69f6dd9c90670001ae3359.wav;UK it's your turn to send a song about Baked 🤤 Beans on toast;audio/9-5_5c9505af51f50e0016cbc42b.wav;UK it's your turn to send a song about Baked 😪 Beans on toast;yes;true;false;08:26.7
+669677d986a5a20026bbf20e;145_5f540fc665e3b6148c04f10e;audio/145-5_5f540fc665e3b6148c04f10e.wav;You know how it works 😈;audio/145-5_6658b2da7affbe300577b732.wav;You know how it works 🙂;no;false;true;08:42.6
+6346921046fa377ce55acbc1;77_5f540fc665e3b6148c04f10e;audio/77-6_5f540fc665e3b6148c04f10e.wav;Here again ❓;audio/77-6_6658b2da7affbe300577b732.wav;Here again 😗;no;false;false;08:17.4
+669677d986a5a20026bbf20e;attention_check;audio/attention.wav;Goldfish are said to have a 9-second attention span 👀;audio/attention2.wav;Goldfish are said to have a 9-second attention span 😂;no;true;false;09:07.1
+6346921046fa377ce55acbc1;151_5b69f6dd9c90670001ae3359;audio/151-0_5b69f6dd9c90670001ae3359.wav;Last time i checked, everyone is hating and now it's like everyone agreed to accept it. ;audio/151-0_5c9505af51f50e0016cbc42b.wav;Last time i checked, everyone is hating and now it's like everyone agreed to accept it. ;no;true;true;08:47.3
+6346921046fa377ce55acbc1;45_5f540fc665e3b6148c04f10e;audio/45-2_5f540fc665e3b6148c04f10e.wav;That boy is still in love ❤ with you;audio/45-2_6658b2da7affbe300577b732.wav;That boy is still in love 😌 with you;no;false;false;09:21.0
+669677d986a5a20026bbf20e;96_5f540fc665e3b6148c04f10e;audio/96-3_5f540fc665e3b6148c04f10e.wav;I guess it doesn't matter? But 😕 it isn't hung the right side up like she had it displayed at her art show;audio/96-3_6658b2da7affbe300577b732.wav;I guess it doesn't matter? But 🙄 it isn't hung the right side up like she had it displayed at her art show;yes;true;false;09:49.6
+64f3036a5b5f2feae0b1f51b;1_5b69f6dd9c90670001ae3359;audio/1-8_5b69f6dd9c90670001ae3359.wav;Did Radio say "his eggcelency" at the end? 😂;audio/1-8_5c9505af51f50e0016cbc42b.wav;Did Radio say "his eggcelency" at the end? 😗;yes;false;true;02:51.8
+669677d986a5a20026bbf20e;110_5b69f6dd9c90670001ae3359;audio/110-5_5b69f6dd9c90670001ae3359.wav;Chirosa needs to cover his face 🙄;audio/110-5_5c9505af51f50e0016cbc42b.wav;Chirosa needs to cover his face 🥶;no;true;true;10:03.9
+64f3036a5b5f2feae0b1f51b;203_5b69f6dd9c90670001ae3359;audio/203-2_5b69f6dd9c90670001ae3359.wav;I almost have a heart attack 😶;audio/203-2_5c9505af51f50e0016cbc42b.wav;I almost have a heart attack 🤨;yes;true;false;03:04.0
+6346921046fa377ce55acbc1;145_5f540fc665e3b6148c04f10e;audio/145-4_5f540fc665e3b6148c04f10e.wav;You know how it works 👍;audio/145-4_6658b2da7affbe300577b732.wav;You know how it works 😤;no;false;true;09:38.6
+669677d986a5a20026bbf20e;55_5f540fc665e3b6148c04f10e;audio/55-9_5f540fc665e3b6148c04f10e.wav;I am gutted, ❤ I am so sorry!;audio/55-9_6658b2da7affbe300577b732.wav;I am gutted, 😢 I am so sorry!;no;true;true;10:16.3
+64f3036a5b5f2feae0b1f51b;55_5f540fc665e3b6148c04f10e;audio/55-1_5f540fc665e3b6148c04f10e.wav;I am gutted, I am so sorry!  🤦♀;audio/55-1_6658b2da7affbe300577b732.wav;I am gutted, I am so sorry!  🤯🤯;no;true;true;03:16.6
+669677d986a5a20026bbf20e;219_5f540fc665e3b6148c04f10e;audio/219-1_5f540fc665e3b6148c04f10e.wav;Absolute cinema 🤩 How does this guy do this;audio/219-1_6658b2da7affbe300577b732.wav;Absolute cinema 😤 How does this guy do this;yes;true;false;10:34.8
+64f3036a5b5f2feae0b1f51b;116_5b69f6dd9c90670001ae3359;audio/116-2_5b69f6dd9c90670001ae3359.wav;Web being his walkout song makes so much sense 🤗;audio/116-2_5c9505af51f50e0016cbc42b.wav;Web being his walkout song makes so much sense 🙂;no;false;true;03:33.2
+64f3036a5b5f2feae0b1f51b;45_5f540fc665e3b6148c04f10e;audio/45-6_5f540fc665e3b6148c04f10e.wav;That boy is still in love with you 🙄;audio/45-6_6658b2da7affbe300577b732.wav;That boy is still in love with you 😡;no;true;true;03:46.6
+669677d986a5a20026bbf20e;1_5b69f6dd9c90670001ae3359;audio/1-1_5b69f6dd9c90670001ae3359.wav;Did Radio say "his eggcelency" 🥚 at the end?;audio/1-1_5c9505af51f50e0016cbc42b.wav;Did Radio say "his eggcelency" 😌 at the end?;yes;false;true;10:49.2
+64f3036a5b5f2feae0b1f51b;122_5f540fc665e3b6148c04f10e;audio/122-7_5f540fc665e3b6148c04f10e.wav;this was worth the wait  🤦♀;audio/122-7_6658b2da7affbe300577b732.wav;this was worth the wait  😤😤;no;true;true;03:58.7
+669677d986a5a20026bbf20e;122_5f540fc665e3b6148c04f10e;audio/122-7_5f540fc665e3b6148c04f10e.wav;this was worth the wait  🤦♀;audio/122-7_6658b2da7affbe300577b732.wav;this was worth the wait  😤😤;yes;false;true;11:03.7
+66a41543adadffb17baf40b8;1_5b69f6dd9c90670001ae3359;audio/1-1_5b69f6dd9c90670001ae3359.wav;Did Radio say "his eggcelency" 🥚 at the end?;audio/1-1_5c9505af51f50e0016cbc42b.wav;Did Radio say "his eggcelency" 😌 at the end?;no;true;true;15:54.8
+669677d986a5a20026bbf20e;110_5b69f6dd9c90670001ae3359;audio/110-10_5b69f6dd9c90670001ae3359.wav;Chirosa needs to cover his face 🤭;audio/110-10_5c9505af51f50e0016cbc42b.wav;Chirosa needs to cover his face 😏;no;true;true;11:18.8
+64f3036a5b5f2feae0b1f51b;74_5f540fc665e3b6148c04f10e;audio/74-2_5f540fc665e3b6148c04f10e.wav;Jeez, 🫨 knew he was strong but man that punch 🤛 must've had everything on it;audio/74-2_6658b2da7affbe300577b732.wav;Jeez, 😀 knew he was strong but man that punch 😀 must've had everything on it;no;false;false;04:17.9
+64f3036a5b5f2feae0b1f51b;219_5f540fc665e3b6148c04f10e;audio/219-1_5f540fc665e3b6148c04f10e.wav;Absolute cinema 🤩 How does this guy do this;audio/219-1_6658b2da7affbe300577b732.wav;Absolute cinema 😤 How does this guy do this;no;true;true;04:32.3
+66a41543adadffb17baf40b8;attention_check;audio/attention.wav;Goldfish are said to have a 9-second attention span 👀;audio/attention2.wav;Goldfish are said to have a 9-second attention span 😂;no;true;false;16:22.8
+669677d986a5a20026bbf20e;126_5b69f6dd9c90670001ae3359;audio/126-3_5b69f6dd9c90670001ae3359.wav;Yes we definitely lost the ability to see through the bullshit! 😂;audio/126-3_5c9505af51f50e0016cbc42b.wav;Yes we definitely lost the ability to see through the bullshit! 😌;yes;false;true;11:39.8
+64f3036a5b5f2feae0b1f51b;9_5b69f6dd9c90670001ae3359;audio/9-6_5b69f6dd9c90670001ae3359.wav;UK ❤ it's your turn to send a song about Baked Beans on toast;audio/9-6_5c9505af51f50e0016cbc42b.wav;UK 😚 it's your turn to send a song about Baked Beans on toast;yes;true;false;04:49.5
+669677d986a5a20026bbf20e;189_5b69f6dd9c90670001ae3359;audio/189-2_5b69f6dd9c90670001ae3359.wav;Im not surprised 😱;audio/189-2_5c9505af51f50e0016cbc42b.wav;Im not surprised 🤮;yes;false;true;11:55.9
+66a41543adadffb17baf40b8;145_5f540fc665e3b6148c04f10e;audio/145-3_5f540fc665e3b6148c04f10e.wav;You know how it works 😉;audio/145-3_6658b2da7affbe300577b732.wav;You know how it works 😭;no;true;false;16:47.9
+64f3036a5b5f2feae0b1f51b;attention_check;audio/attention.wav;Goldfish are said to have a 9-second attention span 👀;audio/attention2.wav;Goldfish are said to have a 9-second attention span 😂;no;true;false;05:07.3
+669677d986a5a20026bbf20e;116_5b69f6dd9c90670001ae3359;audio/116-2_5b69f6dd9c90670001ae3359.wav;Web being his walkout song makes so much sense 🤗;audio/116-2_5c9505af51f50e0016cbc42b.wav;Web being his walkout song makes so much sense 🙂;no;true;true;12:10.6
+64f3036a5b5f2feae0b1f51b;110_5b69f6dd9c90670001ae3359;audio/110-5_5b69f6dd9c90670001ae3359.wav;Chirosa needs to cover his face 🙄;audio/110-5_5c9505af51f50e0016cbc42b.wav;Chirosa needs to cover his face 🥶;no;true;true;05:19.1
+66a41543adadffb17baf40b8;74_5f540fc665e3b6148c04f10e;audio/74-2_5f540fc665e3b6148c04f10e.wav;Jeez, 🫨 knew he was strong but man that punch 🤛 must've had everything on it;audio/74-2_6658b2da7affbe300577b732.wav;Jeez, 😀 knew he was strong but man that punch 😀 must've had everything on it;no;true;true;17:17.1
+64f3036a5b5f2feae0b1f51b;45_5f540fc665e3b6148c04f10e;audio/45-2_5f540fc665e3b6148c04f10e.wav;That boy is still in love ❤ with you;audio/45-2_6658b2da7affbe300577b732.wav;That boy is still in love 😌 with you;no;false;false;05:32.1
+64f3036a5b5f2feae0b1f51b;9_5b69f6dd9c90670001ae3359;audio/9-4_5b69f6dd9c90670001ae3359.wav;UK it's your turn to send a song 😏 about Baked Beans on toast;audio/9-4_5c9505af51f50e0016cbc42b.wav;UK it's your turn to send a song 😮‍💨 about Baked Beans on toast;yes;false;true;05:46.4
+66a41543adadffb17baf40b8;219_5f540fc665e3b6148c04f10e;audio/219-2_5f540fc665e3b6148c04f10e.wav;Absolute cinema. How does this guy do this 😶;audio/219-2_6658b2da7affbe300577b732.wav;Absolute cinema. How does this guy do this 🙂;no;true;true;17:41.2
+64f3036a5b5f2feae0b1f51b;74_5f540fc665e3b6148c04f10e;audio/74-5_5f540fc665e3b6148c04f10e.wav;Jeez, knew he was strong but man that punch must've had everything on it 😮;audio/74-5_6658b2da7affbe300577b732.wav;Jeez, knew he was strong but man that punch must've had everything on it 😉;yes;true;false;06:02.0
+66a41543adadffb17baf40b8;88_5f540fc665e3b6148c04f10e;audio/88-7_5f540fc665e3b6148c04f10e.wav;I almost threw up so intense!!! 😳;audio/88-7_6658b2da7affbe300577b732.wav;I almost threw up so intense!!! 😇;no;true;true;18:00.4
+64f3036a5b5f2feae0b1f51b;74_5f540fc665e3b6148c04f10e;audio/74-0_5f540fc665e3b6148c04f10e.wav;Jeez, knew he was strong but man that punch must've had everything on it ;audio/74-0_6658b2da7affbe300577b732.wav;Jeez, knew he was strong but man that punch must've had everything on it ;no;true;true;06:48.6
+66a41543adadffb17baf40b8;88_5f540fc665e3b6148c04f10e;audio/88-0_5f540fc665e3b6148c04f10e.wav;I almost threw up  so intense!!!;audio/88-0_6658b2da7affbe300577b732.wav;I almost threw up  so intense!!!;yes;true;true;18:42.2
+64f3036a5b5f2feae0b1f51b;145_5f540fc665e3b6148c04f10e;audio/145-3_5f540fc665e3b6148c04f10e.wav;You know how it works 😉;audio/145-3_6658b2da7affbe300577b732.wav;You know how it works 😭;yes;true;false;06:59.0
+64f3036a5b5f2feae0b1f51b;45_5f540fc665e3b6148c04f10e;audio/45-7_5f540fc665e3b6148c04f10e.wav;That boy is still in love with you 🤐;audio/45-7_6658b2da7affbe300577b732.wav;That boy is still in love with you 😵;no;true;true;07:09.2
+64f3036a5b5f2feae0b1f51b;9_5b69f6dd9c90670001ae3359;audio/9-5_5b69f6dd9c90670001ae3359.wav;UK it's your turn to send a song about Baked 🤤 Beans on toast;audio/9-5_5c9505af51f50e0016cbc42b.wav;UK it's your turn to send a song about Baked 😪 Beans on toast;yes;true;false;07:26.9
+66a41543adadffb17baf40b8;116_5b69f6dd9c90670001ae3359;audio/116-3_5b69f6dd9c90670001ae3359.wav;Web being his walkout song makes so much sense 🎶;audio/116-3_5c9505af51f50e0016cbc42b.wav;Web being his walkout song makes so much sense 😅;no;true;true;19:17.8
+64f3036a5b5f2feae0b1f51b;77_5f540fc665e3b6148c04f10e;audio/77-6_5f540fc665e3b6148c04f10e.wav;Here again ❓;audio/77-6_6658b2da7affbe300577b732.wav;Here again 😗;yes;true;false;07:38.5
+66a41543adadffb17baf40b8;203_5b69f6dd9c90670001ae3359;audio/203-1_5b69f6dd9c90670001ae3359.wav;I almost have a heart attack 🤣;audio/203-1_5c9505af51f50e0016cbc42b.wav;I almost have a heart attack 😛;no;false;true;19:36.4
+64f3036a5b5f2feae0b1f51b;96_5f540fc665e3b6148c04f10e;audio/96-3_5f540fc665e3b6148c04f10e.wav;I guess it doesn't matter? But 😕 it isn't hung the right side up like she had it displayed at her art show;audio/96-3_6658b2da7affbe300577b732.wav;I guess it doesn't matter? But 🙄 it isn't hung the right side up like she had it displayed at her art show;yes;true;false;08:00.1
+66a41543adadffb17baf40b8;96_5f540fc665e3b6148c04f10e;audio/96-3_5f540fc665e3b6148c04f10e.wav;I guess it doesn't matter? But 😕 it isn't hung the right side up like she had it displayed at her art show;audio/96-3_6658b2da7affbe300577b732.wav;I guess it doesn't matter? But 🙄 it isn't hung the right side up like she had it displayed at her art show;no;true;false;20:03.0
+66a41543adadffb17baf40b8;189_5b69f6dd9c90670001ae3359;audio/189-2_5b69f6dd9c90670001ae3359.wav;Im not surprised 😱;audio/189-2_5c9505af51f50e0016cbc42b.wav;Im not surprised 🤮;no;false;true;20:21.7
+66a41543adadffb17baf40b8;1_5b69f6dd9c90670001ae3359;audio/1-7_5b69f6dd9c90670001ae3359.wav;Did Radio say "his eggcelency" 🙄 at the end?;audio/1-7_5c9505af51f50e0016cbc42b.wav;Did Radio say "his eggcelency" 😤 at the end?;no;true;true;20:44.2

analysis/scripts/rq1.R

@@ -0,0 +1,65 @@
+library(tidyverse) # lifeline
+library(brms)      # Bayesian models
+library(ggplot2)   # The bomb for plots
+library(sjPlot)    # Automatic tables (LaTeX/HTML)
+library(lme4)      # Frequentist models 
+
+# 1. Load and Clean
+emoji_df <- read.csv("RQ1_data.csv") %>%
+  filter(gender != "Prefer not to say")
+
+# 2. Factor Leveling
+# Ensure target is a factor for logistic models if it's not already 0/1
+emoji_df$target <- as.numeric(as.factor(emoji_df$target)) - 1 
+
+emoji_df$two_emojis <- fct_relevel(as.factor(emoji_df$two_emojis), "False")
+emoji_df$gender     <- fct_relevel(as.factor(emoji_df$gender), "Male")
+emoji_df$mic        <- fct_relevel(as.factor(emoji_df$mic), "laptop")
+
+# 3. Scaling Numeric Variables
+emoji_df <- emoji_df %>% 
+  mutate(z_age = scale(age),
+         z_emoji_use = scale(emoji_use))
+
+# --- FREQUENTIST MODEL ---
+freq_logistic <- glmer(
+  target ~ z_age + gender + mic + z_emoji_use + two_emojis + (1|utterance_id) + (1|listener_id),
+  data = emoji_df,
+  family = binomial,
+  control = glmerControl(optimizer = "bobyqa")
+)
+
+summary(freq_logistic)
+
+# --- BAYESIAN MODEL ---
+bayesian_logistic <- brm(
+  target ~ z_age + gender + mic + z_emoji_use + two_emojis + (1|utterance_id) + (1|listener_id),
+  data = emoji_df,
+  family = bernoulli(),
+  warmup = 1000,
+  iter = 2000,
+  seed = 11,
+  chains = 4,
+  cores = 4,
+  prior = c(set_prior('normal(0, 0.5)', class = "b"))
+)
+
+summary(bayesian_logistic)
+
+
+# --- SAVE RESULTS TO CSV ---
+
+# 1. Save Frequentist Coefficients
+freq_results <- as.data.frame(summary(freq_logistic)$coefficients)
+freq_results$term <- rownames(freq_results)
+write.csv(freq_results, "RQ1_Frequentist_Results_singleemoji.csv", row.names = FALSE)
+
+# 2. Save Bayesian Coefficients (with 95% Credible Intervals)
+bayesian_results <- as.data.frame(fixef(bayesian_logistic))
+bayesian_results$term <- rownames(bayesian_results)
+write.csv(bayesian_results, "RQ1_Bayesian_Results_singleemoji.csv", row.names = FALSE)
+
+# --- GET LATEX TABLE (sjPlot) ---
+# This creates a nice HTML table you can copy-paste into Word/LaTeX
+tab_model(freq_logistic, file = "RQ1_Table.doc") # Saves as a Word doc
+# tab_model(freq_logistic) # Displays in RStudio Viewer

analysis/scripts/rq2.R

@@ -0,0 +1,78 @@
+library(tidyverse) 
+library(brms)      
+library(lme4)      
+
+# 1. Data Preparation
+emoji_df <- read.csv("RQ2_data.csv")
+
+# Ensure proper factoring
+emoji_df$two_emojis <- fct_relevel(as.factor(emoji_df$two_emojis), "False")
+
+# Scale and Center variables (as.numeric prevents matrix issues in CSV export)
+emoji_df <- emoji_df %>% mutate(
+  z_speaker_variability = as.numeric(scale(percentage_different)),
+  z_speaker_emoji_use   = as.numeric(scale(speaker_emoji_usage)),
+  z_listener_emoji_use  = as.numeric(scale(listener_age)), # Fixed based on your previous logic
+  z_listener_age        = as.numeric(scale(listener_age))
+)
+
+# Subset to only pairs judged as different
+distinct_pairs_df <- emoji_df %>% filter(similar_sounding == "no")
+
+# 2. Frequentist Models (lme4)
+freq_rq2_accuracy <- glmer(
+  is_correct ~ z_speaker_variability + two_emojis + 
+    (z_speaker_emoji_use * z_listener_emoji_use) + 
+    (1 | utterance_id) + (1 | listener_id),
+  data = distinct_pairs_df, family = binomial,
+  control = glmerControl(optimizer = "bobyqa")
+)
+
+freq_rq2_pass <- glmer(
+  is_pass ~ z_speaker_variability + two_emojis + 
+    (z_speaker_emoji_use * z_listener_emoji_use) + 
+    (1 | utterance_id) + (1 | listener_id),
+  data = distinct_pairs_df, family = binomial,
+  control = glmerControl(optimizer = "bobyqa")
+)
+
+summary(freq_rq2_accuracy)
+summary(freq_rq2_pass)
+
+
+# 3. Bayesian Models (brms)
+bayesian_rq2_accuracy <- brm(
+  is_correct ~ z_speaker_variability + two_emojis + 
+    (z_speaker_emoji_use * z_listener_emoji_use) + 
+    (1 | utterance_id) + (1 | listener_id),
+  data = distinct_pairs_df, family = bernoulli(),
+  warmup = 1000, iter = 2000, seed = 11, chains = 4, cores = 4,
+  prior = c(set_prior('normal(0,0.5)', class = "b"))
+)
+
+bayesian_rq2_pass <- brm(
+  is_pass ~ z_speaker_variability + two_emojis + 
+    (z_speaker_emoji_use * z_listener_emoji_use) + 
+    (1 | utterance_id) + (1 | listener_id),
+  data = distinct_pairs_df, family = bernoulli(),
+  warmup = 1000, iter = 2000, seed = 11, chains = 4, cores = 4,
+  prior = c(set_prior('normal(0,0.5)', class = "b"))
+)
+
+summary(bayesian_rq2_accuracy)
+summary(bayesian_rq2_pass)
+
+
+# --- Frequentist Results ---
+write.csv(as.data.frame(summary(freq_rq2_accuracy)$coefficients), 
+          "RQ2_Freq_Accuracy_singleemoji.csv")
+
+write.csv(as.data.frame(summary(freq_rq2_pass)$coefficients), 
+          "RQ2_Freq_Pass_singleemoji.csv")
+
+# --- Bayesian Results ---
+write.csv(as.data.frame(fixef(bayesian_rq2_accuracy)), 
+          "RQ2_Bayes_Accuracy_singleemoji.csv")
+
+write.csv(as.data.frame(fixef(bayesian_rq2_pass)), 
+          "RQ2_Bayes_Pass_singleemoji.csv")

analysis/scripts/rq3.r

@@ -0,0 +1,71 @@
+library(tidyverse)
+library(brms)
+library(lme4)
+
+# 1. Load the data
+raw_data <- read.table("RQ3_data.csv", sep=";", stringsAsFactors = FALSE, quote="")
+
+# 2. Rename and Clean Columns
+clean_data <- raw_data %>%
+  rename(
+    listener_id = V1,
+    id_mix = V2,
+    wav_a = V3,
+    text_a = V4,
+    wav_b = V5,
+    text_b = V6,
+    perceived_similarity = V7,
+    acc_a = V8,
+    acc_b = V9
+  ) %>%
+  filter(!str_detect(id_mix, "attention_check"))
+
+# 3. Create Success Logic and Extract IDs
+clean_data_final <- clean_data %>%
+  # SUCCESS = T/F; FAILURE = anything else (T/T, F/T, F/F)
+  mutate(disc_success = if_else(acc_a == "true" & acc_b == "false", 1, 0)) %>%
+  # Force 'no' (Different) to be the baseline
+  mutate(perceived_similarity = factor(perceived_similarity, levels = c("yes", "no"))) %>%
+  # Split the ID mix into utterance and speaker IDs
+  separate_wider_delim(
+    cols = id_mix, 
+    delim = "_", 
+    names = c("utterance_id", "speaker_id"),
+    cols_remove = FALSE
+  ) %>%
+  # Extract specific speaker IDs from wav files (alphanumeric ID after the underscore)
+  mutate(
+    speaker_a_id = str_extract(wav_a, "(?<=_)[a-z0-9]+(?=\\.wav)"),
+    speaker_b_id = str_extract(wav_b, "(?<=_)[a-z0-9]+(?=\\.wav)")
+  )
+
+# 4. Verify Mapping
+print(table(clean_data_final$perceived_similarity, clean_data_final$disc_success))
+
+# 5. Run Bayesian Model
+fit_rq3_disc_bayes <- brm(
+  formula = disc_success ~ perceived_similarity + (1 | utterance_id) + (1 | listener_id) + (1 | speaker_a_id),
+  data = clean_data_final,
+  family = bernoulli("logit"),
+  prior = set_prior("normal(0, 1)", class = "b"),
+  chains = 4, iter = 2000, warmup = 1000, cores = 4
+)
+
+# 6. Run Frequentist Model
+fit_rq3_frequentist <- glmer(
+  disc_success ~ perceived_similarity + (1 | utterance_id) + (1 | listener_id) + (1 | speaker_a_id),
+  data = clean_data_final,
+  family = binomial(link = "logit")
+)
+
+# Save Frequentist summary
+write.csv(as.data.frame(summary(fit_rq3_frequentist)$coefficients), 
+          "RQ3_Frequentist_Results_no.csv")
+
+# Save Bayesian summary (Fixed Effects)
+write.csv(as.data.frame(fixef(fit_rq3_disc_bayes)), 
+          "Q3_Bayesian_Results_no.csv")
+
+# Final check of the summaries
+summary(fit_rq3_disc_bayes)
+summary(fit_rq3_frequentist)

analysis/scripts/rq4.R

@@ -0,0 +1,80 @@
+# 1. Load Required Libraries
+library(tidyverse)
+library(lme4)      
+library(lmerTest)  
+library(brms)      
+library(emmeans)   
+
+# 2. Setup folders and file list
+input_files <- list(
+  "RQ4_data.csv",
+  "RQ4_data_stretch.csv"
+)
+
+freq_results_list <- list()
+bayes_hyp_list <- list()
+
+# 3. Process each file
+for (file_path in input_files) {
+  # Load current file
+  current_df <- read_csv(file_path) %>%
+    mutate(
+      condition = factor(condition, levels = c("with/without_emoji", "same_label", "diff_label")),
+      participant_id = as.factor(participant_id),
+      utterance_id = as.factor(utterance_id)
+    )
+  
+  # Identify numeric metrics in this specific file
+  # (Excludes IDs and factor columns)
+  current_metrics <- names(current_df)[sapply(current_df, is.numeric)]
+  current_metrics <- current_metrics[!current_metrics %in% c("participant_id", "utterance_id", "condition")]
+
+  for (m in current_metrics) {
+    message(paste("\n--- Processing:", m, "from", basename(file_path), "---"))
+    # 1. Create a safe Log-Transformed variable (fixes skew)
+    # Using log1p is slightly more precise for small numbers than log(x + 1)
+    # If your data is huge, log(x) is fine.
+    # We take absolute value just in case a 'diff' metric was signed negative
+    temp_log <- log(abs(current_df[[m]]) + 0.001)
+    
+    # 2. Z-Score the log values (fixes scale for priors & comparison)
+    # as.vector prevents it from becoming a matrix class which breaks some functions
+    final_var_name <- paste0("scaled_log_", m)
+    current_df[[final_var_name]] <- as.vector(scale(temp_log))
+    
+    # 3. Formula using the SCALED LOG outcome
+    formula_rq4 <- as.formula(paste(final_var_name, "~ condition + (1 + condition | participant_id) + (1 | utterance_id)"))
+    # --- Frequentist (LMM) ---
+    fit_lmm <- lmer(formula_rq4, data = current_df)
+    lmm_comps <- as.data.frame(pairs(emmeans(fit_lmm, "condition"), reverse = TRUE))
+    freq_results_list[[m]] <- lmm_comps %>% mutate(Feature = m)
+    
+    # --- Bayesian (BRMS) ---
+    fit_brm <- brm(
+      formula = formula_rq4,
+      data = current_df,
+      family = gaussian(),
+      prior = c(set_prior("normal(0, 0.5)", class = "b")),
+      chains = 4, iter = 4000, warmup = 2000, cores = 4, seed = 11,control = list(adapt_delta = 0.99),
+    )
+    
+    # Hypotheses
+    h1 <- hypothesis(fit_brm, "conditiondiff_label > 0")                     
+    h2 <- hypothesis(fit_brm, "conditionsame_label < 0")                    
+    h3 <- hypothesis(fit_brm, "conditiondiff_label > conditionsame_label") 
+    
+    bayes_hyp_list[[m]] <- bind_rows(h1$hypothesis, h2$hypothesis, h3$hypothesis) %>%
+      mutate(Feature = m,
+             Comparison = c("Diff vs Added", "Same vs Added", "Diff vs Same"))
+  }
+}
+
+# 4. Combine all results from both files
+Table_RQ4_Frequentist <- bind_rows(freq_results_list)
+Table_RQ4_Bayesian <- bind_rows(bayes_hyp_list)
+
+# 5. Export to Downloads
+write.csv(Table_RQ4_Frequentist, "RQ4_Frequentist_logz.csv", row.names = FALSE)
+write.csv(Table_RQ4_Bayesian, "RQ4_Bayesian_logz.csv", row.names = FALSE)
+
+message("Done! Check your Downloads folder for the two final tables.")