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    "funny_jokes = [\n",
    "    {\"topic\": \"Fishing\", \"joke\": \"Give a man a fish, and he’ll probably follow you home expecting more fish.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Family\", \"joke\": \"Where there’s a will – there’s a relative!\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Holidays\", \"joke\": \"1st of December, World Aids Day….I don’t think it’ll ever take off like Christmas.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Drinking\", \"joke\": \"I like a drink as much as the next man. Unless the next man is Mel Gibson.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Celebrity\", \"joke\": \"It’s gonna be a night of partying and heavy drinking. Or as Charlie calls it: breakfast.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Movies\", \"joke\": \"It seems like everything this year was three-dimensional, except the characters in The Tourist.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Religion\", \"joke\": \"You won’t burn in hell. But be nice anyway.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Inspiration\", \"joke\": \"My greatest hero is Nelson Mandela. What a man. Incarcerated for 25 years, he was released in 1990 and he hasn’t reoffended. I think he’s going straight, which shows you prison does work.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Philosophy\", \"joke\": \"Remember, when you are dead, you do not know you are dead. It is only painful for others. The same applies when you are stupid.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Life\", \"joke\": \"Mondays are fine. It’s your life that sucks.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Religion\", \"joke\": \"Remember, if you don’t sin, then Jesus died for nothing.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Activism\", \"joke\": \"I could solve the world’s problems if I… cared.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Identity\", \"joke\": \"I can have a go at the French cause I’m half French half English with a stupid name like Gervais. No I am, I’m half French half English and um I’ve got qualities of both, French and English which is good, so um… I am crap in bed but at least I’ve got bad breath.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Military\", \"joke\": \"Do commandos not wear pants? They must wear pants, don’t they?\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Equality\", \"joke\": \"Same sex marriage is not a gay privilege, it’s equal rights. Privilege would be something like gay people not paying taxes. Like churches don’t.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Folklore\", \"joke\": \"I’ve never worked out what the moral of Humpty Dumpty is. I can only think of: Don’t sit on a wall, if you’re an egg.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Employment\", \"joke\": \"Avoid employing unlucky people – throw half of the pile of CVs in the bin without reading them.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Awards\", \"joke\": \"For any of you who don’t know, the Golden Globes are just like the Oscars, but without all that esteem. The Golden Globes are to the Oscars what Kim Kardashian is to Kate Middleton. A bit louder, a bit trashier, a bit drunker, and more easily bought.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Workplace\", \"joke\": \"If your boss is getting you down, look at him through the prongs of a fork and imagine him in jail.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Humor\", \"joke\": \"I can’t find someone funny whom I don’t like. Hitler told great jokes.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Culture\", \"joke\": \"America champions the underdog. We champion the under dog until he’s not the underdog anymore, and he annoys us.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Betrayal\", \"joke\": \"You have to be 100% behind someone, before you can stab them in the back.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Health\", \"joke\": \"Remember, being healthy is basically dying as slowly as possible.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Atheism\", \"joke\": \"I’d like to thank God for making me an atheist.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Music Industry\", \"joke\": \"Piracy doesn’t kill music, boy bands do.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Wealth\", \"joke\": \"My wealth and happiness would suggest that God definitely does love me. If he existed of course. Which he doesn’t.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Social Media\", \"joke\": \"Following someone on Twitter and asking them to tweet about something else is like stalking someone and asking them to go a different route.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Fame\", \"joke\": \"Please don’t worship me. I’m just an ordinary guy, with lots of followers trying to spread my message. Sort of like Jesus Christ I guess.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Technology\", \"joke\": \"iPhones are Barbie Dolls for grown men. You carry them round, dress them up in little outfits, accessorise, & get a new one every year.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Generosity\", \"joke\": \"Give a man a fish, and he’ll probably follow you home expecting more fish.\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Environment\", \"joke\": \"It seems to be true, particularly in middle America, that those most militant about using up fossil fuels, don’t actually believe in fossils\", \"comedian\": \"Ricky Gervais\"},\n",
    "    {\"topic\": \"Drinking\", \"joke\": \"My father drank so heavily, when he blew on the birthday cake he lit the candles.\", \"comedian\": \"Les Dawson\"},\n",
    "    {\"topic\": \"Police\", \"joke\": \"I was in my car driving back from work. A police officer pulled me over and knocked on my window. I said, ‘One minute I’m on the phone.’\", \"comedian\": \"Alan Carr\"},\n",
    "    {\"topic\": \"Overthinking\", \"joke\": \"I worry about ridiculous things, you know, how does a guy who drives a snowplough get to work in the morning… that can keep me awake for days.\", \"comedian\": \"Billy Connolly\"},\n",
    "    {\"topic\": \"Relationships\", \"joke\": \"I used to go out with a giraffe. Used to take it to the pictures and that. You’d always get some bloke complaining that he couldn’t see the screen.\", \"comedian\": \"Paul Merton\"},\n",
    "    {\"topic\": \"Music\", \"joke\": \"Here’s a picture of me with REM. That’s me in the corner.\", \"comedian\": \"Milton Jones\"},\n",
    "    {\"topic\": \"Optimism\", \"joke\": \"People say ‘Bill, are you an optimist?’ And I say, ‘I hope so.’\", \"comedian\": \"Bill Bailey\"},\n",
    "    {\"topic\": \"Customer Service\", \"joke\": \"I rang up British Telecom and said: ‘I want to report a nuisance caller.’ He said: ‘Not you again.’\", \"comedian\": \"Tim Vine\"},\n",
    "    {\"topic\": \"Obesity\", \"joke\": \"Life is like a box of chocolates. It doesn’t last long if you’re fat.\", \"comedian\": \"Joe Lycett\"},\n",
    "    {\"topic\": \"Religion\", \"joke\": \"We weren’t very religious. On Hanukkah, my mother had our menorah on a dimmer.\", \"comedian\": \"Richard Lewis\"},\n",
    "    {\"topic\": \"Beauty\", \"joke\": \"My girlfriend is absolutely beautiful. Body like a Greek statue – completely pale, no arms.\", \"comedian\": \"Phil Wang\"},\n",
    "    {\"topic\": \"Weather\", \"joke\": \"Normally you have news, weather and travel. But not on snow day. On a snow day, the news is weather is travel.\", \"comedian\": \"Michael McIntyre\"},\n",
    "    {\"topic\": \"Personal Improvement\", \"joke\": \"I bought myself some glasses. My observational comedy improved.\", \"comedian\": \"Sara Pascoe\"},\n",
    "    {\"topic\": \"Sports\", \"joke\": \"If I was an Olympic athlete, I’d rather come in last than win the silver medal. You win the gold, you feel good. You win the bronze, you think, ‘at least I got something.’ But you win that silver, that’s like, ‘Congratulations, you almost won! Of all the losers, you came in first! You’re the number one loser! No one lost ahead of you!’\", \"comedian\": \"Jerry Seinfeld\"},\n",
    "    {\"topic\": \"Identity\", \"joke\": \"My star sign is Pyrex. I was a test-tube baby.\", \"comedian\": \"Billy Connolly\"},\n",
    "    {\"topic\": \"Marriage\", \"joke\": \"I always take my wife morning tea in my pyjamas. But is she grateful? No, she says she’d rather have it in a cup.\", \"comedian\": \"Eric Morecambe\"},\n",
    "    {\"topic\": \"Shopping\", \"joke\": \"A man walks into a chemist’s and says, ‘Can I have a bar of soap, please?’ The chemist says, ‘Do you want it scented?’ And the man says, ‘No, I’ll take it with me now.’\", \"comedian\": \"Ronnie Barker\"},\n",
    "    {\"topic\": \"Crime\", \"joke\": \"Crime in multi-storey car parks. That is wrong on so many different levels.\", \"comedian\": \"Tim Vine\"},\n",
    "    {\"topic\": \"Social Class\", \"joke\": \"You know you’re working class when your TV is bigger than your bookcase.\", \"comedian\": \"Rob Beckett\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"Owls haven’t got necks, have they? An owl is essentially a one-piece unit.\", \"comedian\": \"Ross Noble\"},\n",
    "    {\"topic\": \"Fashion\", \"joke\": \"If you arrive fashionably late in Crocs, you’re just late.\", \"comedian\": \"Joel Dommett\"},\n",
    "    {\"topic\": \"Technology\", \"joke\": \"My phone will ring at 2am and my wife’ll look at me and go, “Who’s that calling at this time?” I say, “I don’t know. If I knew that we wouldn’t need the bloody phone.”\", \"comedian\": \"Lee Evans\"},\n",
    "    {\"topic\": \"Philosophy\", \"joke\": \"I doubt there’s a heaven; I think the people from hell have probably bought it for a timeshare.\", \"comedian\": \"Victoria Wood\"},\n",
    "    {\"topic\": \"Fitness\", \"joke\": \"I said to the gym instructor: “Can you teach me to do the splits?”, He said: “How flexible are you?”, I said: “I can’t make Tuesdays.”\", \"comedian\": \"Tommy Cooper\"},\n",
    "    {\"topic\": \"Insurance\", \"joke\": \"Do Transformers get car, or life insurance?\", \"comedian\": \"Russell Howard\"},\n",
    "    {\"topic\": \"Police\", \"joke\": \"Alright lads, a giant fly is attacking the police station. I’ve called the SWAT team!\", \"comedian\": \"Greg Davies\"},\n",
    "    {\"topic\": \"Healthcare\", \"joke\": \"A good rule to remember for life is that when it comes to plastic surgery and sushi, never be attracted by a bargain.\", \"comedian\": \"Graham Norton\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"Two monkeys were getting into the bath. One said: ‘Oo, oo, oo, aah aah aah.’ The other replied: ‘Well, put some cold in it then.’\", \"comedian\": \"Harry Hill\"},\n",
    "    {\"topic\": \"Suburban Life\", \"joke\": \"My parents did just well enough so I could grow up poor around white people. When Nas and them used to talk about the projects, I used to get jealous. It sounded fun. Everybody in the projects was poor, and that’s fair. But if you were poor in Silver Spring, nigga, it felt like it was only happening to you.\", \"comedian\": \"Dave Chappelle\"},\n",
    "    {\"topic\": \"Cultural Identity\", \"joke\": \"What is Rachel willing to do, so that we blacks believe that she believes she is actually one of us? Bitch, are you willing to put a lien on your house so that you can invest in a mixtape that probably won’t work out?\", \"comedian\": \"Dave Chappelle\"},\n",
    "    {\"topic\": \"Aging\", \"joke\": \"I don’t like looking at my dick anymore. My dick looks distinguished. It’s old, an old-looking dick. It’s got salt-and-pepper hair all around it. My dick looks like Morgan Freeman in the ’90s.\", \"comedian\": \"Dave Chappelle\"},\n",
    "    {\"topic\": \"Fatherhood\", \"joke\": \"This motherfucker calls me up in the middle of the night. It was one o'clock in the morning and he goes, 'Dad, don’t be mad […] I’m at a party and my designated driver had too much to drink. Me and friends need you to come pick us up.' I said, 'Jesus Christ, it’s one o'clock in the morning. Nigga, I am shit-faced!'\", \"comedian\": \"Dave Chappelle\"},\n",
    "    {\"topic\": \"Political Commentary\", \"joke\": \"Eight years later, I’m pulling up to the polls again. This time, I’m driving a brand-new Porsche because the Obama years were very good to me […] I walked up and saw a long, long line of dusty white people […] I stood with them in line, like all us Americans are required to do in a democracy. Nobody skips the line to vote. And I listened to them say naïve, poor white people things.\", \"comedian\": \"Dave Chappelle\"},\n",
    "    {\"topic\": \"Leadership\", \"joke\": \"This motherfucker [Donald Trump] grabbed the podium and he goes, 'You don’t know how scary the things I read in my briefings are.' Holy shit, man, you ain’t supposed to tell us that, bro!\", \"comedian\": \"Dave Chappelle\"},\n",
    "    {\"topic\": \"Religious Satire\", \"joke\": \"I respect everybody’s beliefs, except Amish people. They are the only ones I can say clearly, 'Their God is wrong.' The speed limit is 75 miles an hour in Ohio, and one lane of traffic is blocked by a goddamned horse and buggy?\", \"comedian\": \"Dave Chappelle\"},\n",
    "    {\"topic\": \"Hollywood\", \"joke\": \"You think I go to a Hollywood meeting with all them white people by myself? I bring my nigga Mac Mittens from the streets […] He’s not even qualified to listen to these meetings, he just makes me feel good.\", \"comedian\": \"Dave Chappelle\"},\n",
    "    {\"topic\": \"Comedy Culture\", \"joke\": \"The tough part of being a comedian and knowing the motherfucker is, everybody comes up to me like, 'Did you know? Did you know what Louis was doing?' No, bitch, I did not know.\", \"comedian\": \"Dave Chappelle\"},\n",
    "    {\"topic\": \"National Identity\", \"joke\": \"I could kill every white person in America at one time. You know how I’d do it? Just wait for the Super Bowl, and right when they sing the National Anthem, I’d have O.J. Simpson walk to the 50-yard line with them bad knees.\", \"comedian\": \"Dave Chappelle\"},\n",
    "    {\"topic\": \"Gender Relations\", \"joke\": \"I used to do shows for drug dealers that wanted to clean their money up. One time I did a real good set, and these motherfuckers called me into the back room. They gave me $25,000 in cash […] I jumped on the subway and started heading towards Brooklyn at one o’clock in the morning.\", \"comedian\": \"Dave Chappelle\"},\n",
    "    {\"topic\": \"Scottish Heritage\", \"joke\": \"Scottish-Americans tell you that if you want to identify tartans, it’s easy – you simply look under the kilt, and if it’s a quarter-pounder, you know it’s a McDonald’s.\", \"comedian\": \"Billy Connolly\"},\n",
    "    {\"topic\": \"Judgement\", \"joke\": \"Before you judge a man, walk a mile in his shoes. After that who cares? He’s a mile away and you’ve got his shoes!\", \"comedian\": \"Billy Connolly\"},\n",
    "    {\"topic\": \"Weather\", \"joke\": \"I hate all those weathermen, too, who tell you that rain is bad weather. There’s no such thing as bad weather, just the wrong clothing, so get yourself a sexy raincoat and live a little.\", \"comedian\": \"Billy Connolly\"},\n",
    "    {\"topic\": \"Film Industry\", \"joke\": \"I’m a huge film star, but you have to hurry to the movies because I usually die in the first 15 f***ing minutes. I’m the only guy I know who died in a f***ing Muppet Movie.\", \"comedian\": \"Billy Connolly\"},\n",
    "    {\"topic\": \"Appearance\", \"joke\": \"I always look skint. When I buy a Big Issue, people take it out of my hand and give me a pound.\", \"comedian\": \"Billy Connolly\"},\n",
    "    {\"topic\": \"Sex Therapy\", \"joke\": \"One sex therapist claims that the most effective way to arouse your man is to spend 10 minutes licking his ears. Personally, I think its bollocks.\", \"comedian\": \"Billy Connolly\"},\n",
    "    {\"topic\": \"Cinema\", \"joke\": \"When people say while watching a film ‘did you see that? No tosser, I paid ten quid to come to the cinema and stare at the f***ing floor.\", \"comedian\": \"Billy Connolly\"},\n",
    "    {\"topic\": \"Aeroplane Comfort\", \"joke\": \"I get claustrophobic easily and I don’t get why aeroplane toilets don’t f***ing have windows. I mean it’s not as if anyone can f***ing see in. Unless of course you are the most determined pervert in the world.\", \"comedian\": \"Billy Connolly\"},\n",
    "    {\"topic\": \"Astrology\", \"joke\": \"My star sign is Pyrex. I was a test-tube baby.\", \"comedian\": \"Billy Connolly\"},\n",
    "    {\"topic\": \"Parenting\", \"joke\": \"Don’t buy one of those baby intercoms. Babies pretend to be dead. They’re bastards, and they do it on purpose.\", \"comedian\": \"Billy Connolly\"},\n",
    "    {\"topic\": \"Common Sayings\", \"joke\": \"Why do people say ‘Oh you want to have your cake and eat it too?’ Dead right! What good is a cake if you can’t eat it?\", \"comedian\": \"Billy Connolly\"},\n",
    "    {\"topic\": \"Life Perception\", \"joke\": \"When people say ‘life is short’. What the f***? Life is the longest damn thing anyone ever f***ing does! What can you do that’s longer?\", \"comedian\": \"Billy Connolly\"},\n",
    "    {\"topic\": \"Dating\", \"joke\": \"I like a woman with a head on her shoulders. I hate necks.\", \"comedian\": \"Steve Martin\"},\n",
    "    {\"topic\": \"Growing Up\", \"joke\": \"I have a lot of growing up to do. I realised that the other day inside my fort.\", \"comedian\": \"Zach Galifianakis\"},\n",
    "    {\"topic\": \"Employment\", \"joke\": \"I used to work at McDonald’s making minimum wage. You know what that means when someone pays you minimum wage? You know what your boss was trying to say? ‘Hey, if I could pay you less, I would, but it’s against the law.’\", \"comedian\": \"Chris Rock\"},\n",
    "    {\"topic\": \"Love\", \"joke\": \"Love is like a fart. If you have to force it it’s probably s***.\", \"comedian\": \"Stephen K. Amos\"},\n",
    "    {\"topic\": \"Convenience\", \"joke\": \"I like an escalator because an escalator can never break. It can only become stairs. There would never be an ‘Escalator Temporarily Out of Order’ sign, only ‘Escalator Temporarily Stairs’.\", \"comedian\": \"Mitch Hedberg\"},\n",
    "    {\"topic\": \"Sports\", \"joke\": \"If I was an Olympic athlete, I’d rather come in last than win the silver medal. You win the gold, you feel good. You win the bronze, you think, ‘at least I got something.’ But you win that silver, that’s like, ‘Congratulations, you almost won! Of all the losers, you came in first! You’re the number one loser! No one lost ahead of you!’\", \"comedian\": \"Jerry Seinfeld\"},\n",
    "    {\"topic\": \"Religion\", \"joke\": \"We weren’t very religious. On Hanukkah, my mother had our menorah on a dimmer.\", \"comedian\": \"Richard Lewis\"},\n",
    "    {\"topic\": \"Beauty\", \"joke\": \"My girlfriend is absolutely beautiful. Body like a Greek statue – completely pale, no arms.\", \"comedian\": \"Phil Wang\"},\n",
    "    {\"topic\": \"Creation\", \"joke\": \"If God had written the Bible, the first line should have been ‘It’s round.'\", \"comedian\": \"Eddie Izzard\"},\n",
    "    {\"topic\": \"Self-Improvement\", \"joke\": \"I bought myself some glasses. My observational comedy improved.\", \"comedian\": \"Sara Pascoe\"},\n",
    "    {\"topic\": \"Politics\", \"joke\": \"Trump’s nothing like Hitler. There’s no way he could write a book.\", \"comedian\": \"Frankie Boyle\"},\n",
    "    {\"topic\": \"Social Class\", \"joke\": \"You know you’re working class when your TV is bigger than your book case.\", \"comedian\": \"Rob Beckett\"},\n",
    "    {\"topic\": \"Conflict\", \"joke\": \"Most of my life is spent avoiding conflict. I hardly ever visit Syria.\", \"comedian\": \"Alex Horne\"},\n",
    "    {\"topic\": \"Relaxation\", \"joke\": \"A spa hotel? It’s like a normal hotel, only in reception there’s a picture of a pebble.\", \"comedian\": \"Rhod Gilbert\"},\n",
    "    {\"topic\": \"Health\", \"joke\": \"Life is like a box of chocolates. It doesn’t last long if you’re fat.\", \"comedian\": \"Joe Lycett\"},\n",
    "    {\"topic\": \"Career\", \"joke\": \"My Dad said, always leave them wanting more. Ironically, that’s how he lost his job in disaster relief.\", \"comedian\": \"Mark Watson\"},\n",
    "    {\"topic\": \"Memory\", \"joke\": \"Apparently smoking cannabis can affect your short term memory. Well if that’s true, what do you think smoking cannabis does?\", \"comedian\": \"Mickey P Kerr\"},\n",
    "    {\"topic\": \"Philosophy\", \"joke\": \"How many philosophers does it take to change a lightbulb?…. none. They’re not really into that sort of thing. If it’s that dark, light a candle.\", \"comedian\": \"Phil Cornwell\"},\n",
    "    {\"topic\": \"Marriage\", \"joke\": \"The first time I met my wife, I knew she was a keeper. She was wearing massive gloves.\", \"comedian\": \"Alun Cochrane\"},\n",
    "    {\"topic\": \"Childhood\", \"joke\": \"As a kid I was made to walk the plank. We couldn’t afford a dog.\", \"comedian\": \"Gary Delaney\"},\n",
    "    {\"topic\": \"Misunderstanding\", \"joke\": \"Two fish in a tank. One says: ‘How do you drive this thing?'\", \"comedian\": \"Peter Kay\"},\n",
    "    {\"topic\": \"Entertainment\", \"joke\": \"I saw a documentary on how ships are kept together. Riveting!\", \"comedian\": \"Stewart Francis\"},\n",
    "    {\"topic\": \"Music\", \"joke\": \"People who like trance music are very persistent. They don’t techno for an answer.\", \"comedian\": \"Joel Dommett\"},\n",
    "    {\"topic\": \"Dating\", \"joke\": \"I used to go out with a giraffe. Used to take it to the pictures and that. You’d always get some bloke complaining that he couldn’t see the screen. It’s a giraffe, mate. What do you expect? ‘Well he can take his hat off for a start!’\", \"comedian\": \"Paul Merton\"},\n",
    "    {\"topic\": \"Weather\", \"joke\": \"Normally you have news, weather and travel. But not on snow day. On a snow day, news is weather is travel.\", \"comedian\": \"Michael McIntyre\"},\n",
    "    {\"topic\": \"Music\", \"joke\": \"Here’s a picture of me with REM. That’s me in the corner.\", \"comedian\": \"Milton Jones\"},\n",
    "    {\"topic\": \"Sarcasm\", \"joke\": \"Someone showed me a photograph of my local MP the other day. ‘Would you buy a second-hand car from this man?’ they asked. ‘Would you buy a second-hand car?’ I replied.\", \"comedian\": \"Miles Jupp\"},\n",
    "    {\"topic\": \"Culture\", \"joke\": \"With stand-up in Britain, what you have to do is bloody swearing. In Germany, we don’t have to swear. Reason being, things work.\", \"comedian\": \"Henning When\"},\n",
    "    {\"topic\": \"Learning\", \"joke\": \"I’m learning the hokey cokey. Not all of it. But – I’ve got the ins and outs.\", \"comedian\": \"Iain Stirling\"},\n",
    "    {\"topic\": \"Identity\", \"joke\": \"Roses are red, violets are blue, I’m a schizophrenic, and so am I.\", \"comedian\": \"Billy Connolly\"},\n",
    "    {\"topic\": \"Parenting\", \"joke\": \"My mother told me, you don’t have to put anything in your mouth you don’t want to. Then she made me eat broccoli, which felt like double standards.\", \"comedian\": \"Sarah Millican\"},\n",
    "    {\"topic\": \"Vengeance\", \"joke\": \"My therapist says I have a preoccupation with vengeance. We’ll see about that.\", \"comedian\": \"Stewart Francis\"},\n",
    "    {\"topic\": \"Family\", \"joke\": \"I’m sure wherever my Dad is, he’s looking down on us. He’s not dead, just very condescending.\", \"comedian\": \"Jack Whitehall\"},\n",
    "    {\"topic\": \"Marriage\", \"joke\": \"‘What’s a couple?’ I asked my mum. She said, ‘Two or three’. Which probably explains why her marriage collapsed.\", \"comedian\": \"Josie Long\"},\n",
    "    {\"topic\": \"Injury\", \"joke\": \"The easiest time to add insult to injury is when you’re signing somebody’s cast.\", \"comedian\": \"Demetri Martin\"},\n",
    "    {\"topic\": \"Communication\", \"joke\": \"I was in my car driving back from work. A police officer pulled me over and knocked on my window. I said, ‘One minute I’m on the phone.'\", \"comedian\": \"Alan Carr\"},\n",
    "    {\"topic\": \"Afterlife\", \"joke\": \"I doubt there’s a heaven; I think the people from hell have probably bought it for a timeshare.\", \"comedian\": \"Victoria Wood\"},\n",
    "    {\"topic\": \"Flexibility\", \"joke\": \"I said to the gym instructor: ‘Can you teach me to do the splits?’ He said: ‘How flexible are you?’ I said: ‘I can’t make Tuesdays.’\", \"comedian\": \"Tommy Cooper\"},\n",
    "    {\"topic\": \"Misunderstanding\", \"joke\": \"A man walks into a chemist’s and says, ‘Can I have a bar of soap, please?’ The chemist says, ‘Do you want it scented?’ And the man says, ‘No, I’ll take it with me now.'\", \"comedian\": \"Ronnie Barker\"},\n",
    "    {\"topic\": \"Humor\", \"joke\": \"It’s really hard to define ‘virtue signalling’, as I was saying the other day to some of my Muslim friends over a fair-trade coffee in our local feminist bookshop.\", \"comedian\": \"Lucy Porter\"},\n",
    "    {\"topic\": \"Creation\", \"joke\": \"If we were truly created by God, then why do we still occasionally bite the insides of our own mouths?\", \"comedian\": \"Dara Ó Briain\"},\n",
    "    {\"topic\": \"Insurance\", \"joke\": \"Do Transformers get car, or life insurance?\", \"comedian\": \"Russell Howard\"},\n",
    "    {\"topic\": \"Emergency\", \"joke\": \"Alright lads, a giant fly is attacking the police station. I’ve called the SWAT team!\", \"comedian\": \"Greg Davies\"},\n",
    "    {\"topic\": \"Consumerism\", \"joke\": \"A good rule to remember for life is that when it comes to plastic surgery and sushi, never be attracted by a bargain.\", \"comedian\": \"Graham Norton\"},\n",
    "    {\"topic\": \"Family\", \"joke\": \"My father drank so heavily, when he blew on the birthday cake he lit the candles.\", \"comedian\": \"Les Dawson\"},\n",
    "    {\"topic\": \"Therapy\", \"joke\": \"I’ve been feeling suicidal so my therapist suggested I do CBT. Now I can ride a motorbike, how’s that going to help?\", \"comedian\": \"Eric Lampaert\"},\n",
    "]\n",
    "\n",
    "len(funny_jokes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "127"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "not_funny_jokes = [\n",
    "    {\"topic\": \"Science\", \"joke\": \"Why don't scientists trust atoms? Because they make up everything.\"},\n",
    "    {\"topic\": \"Field\", \"joke\": \"Why did the scarecrow win an award? Because he was outstanding in his field.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"Why do cows have hooves instead of feet? Because they lactose.\"},\n",
    "    {\"topic\": \"Food\", \"joke\": \"What do you call fake spaghetti? An impasta.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"How does a penguin build its house? Igloos it together.\"},\n",
    "    {\"topic\": \"Halloween\", \"joke\": \"What do you get when you cross a snowman and a vampire? Frostbite.\"},\n",
    "    {\"topic\": \"Books\", \"joke\": \"Why was the math book sad? It had too many problems.\"},\n",
    "    {\"topic\": \"Food\", \"joke\": \"What do you call cheese that isn't yours? Nacho cheese.\"},\n",
    "    {\"topic\": \"Skeletons\", \"joke\": \"Why don't skeletons fight each other? They don't have the guts.\"},\n",
    "    {\"topic\": \"Walls\", \"joke\": \"What did one wall say to the other wall? I'll meet you at the corner.\"},\n",
    "    {\"topic\": \"Transportation\", \"joke\": \"Why did the bicycle fall over? It was two-tired.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"What do you call a bear with no teeth? A gummy bear.\"},\n",
    "    {\"topic\": \"Gym\", \"joke\": \"Why don't some couples go to the gym? Because some relationships don't work out.\"},\n",
    "    {\"topic\": \"Factories\", \"joke\": \"What do you call a factory that makes good products? A satisfactory.\"},\n",
    "    {\"topic\": \"Golf\", \"joke\": \"Why did the golfer bring an extra pair of pants? In case he got a hole in one.\"},\n",
    "    {\"topic\": \"Cleaning\", \"joke\": \"What did the janitor say when he jumped out of the closet? Supplies!\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"What do you call a fish with no eyes? Fsh.\"},\n",
    "    {\"topic\": \"Charity\", \"joke\": \"Why don't oysters donate to charity? Because they are shellfish.\"},\n",
    "    {\"topic\": \"Food\", \"joke\": \"What did the grape do when it got stepped on? Nothing but let out a little wine.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"Why was the big cat disqualified from the race? Because it was a cheetah.\"},\n",
    "    {\"topic\": \"Fashion\", \"joke\": \"What do you call a belt made of watches? A waist of time.\"},\n",
    "    {\"topic\": \"Body\", \"joke\": \"Why can't your nose be 12 inches long? Because then it would be a foot.\"},\n",
    "    {\"topic\": \"Sports\", \"joke\": \"Why don't some fish play basketball? Because they are afraid of the net.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"What do you call a pile of cats? A meowtain.\"},\n",
    "    {\"topic\": \"Coffee\", \"joke\": \"Why did the coffee file a police report? It got mugged.\"},\n",
    "    {\"topic\": \"Weather\", \"joke\": \"Why did the stadium get hot after the game? All the fans left.\"},\n",
    "    {\"topic\": \"Plates\", \"joke\": \"What did one plate say to the other plate? Lunch is on me.\"},\n",
    "    {\"topic\": \"Space\", \"joke\": \"How do you organize a space party? You planet.\"},\n",
    "    {\"topic\": \"Food\", \"joke\": \"Why don't eggs tell jokes? They'd crack each other up.\"},\n",
    "    {\"topic\": \"Halloween\", \"joke\": \"How does a vampire start a letter? Tomb it may concern.\"},\n",
    "    {\"topic\": \"Technology\", \"joke\": \"Why did the computer go to the doctor? It had a virus.\"},\n",
    "    {\"topic\": \"Boomerangs\", \"joke\": \"What do you call a boomerang that doesn't come back? A stick.\"},\n",
    "    {\"topic\": \"Ghosts\", \"joke\": \"Why are ghosts bad at lying? Because you can see right through them.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"What do you get when you cross a sheep and a kangaroo? A woolly jumper.\"},\n",
    "    {\"topic\": \"Food\", \"joke\": \"Why did the tomato turn red? Because it saw the salad dressing.\"},\n",
    "    {\"topic\": \"School\", \"joke\": \"Why did the math teacher take off points? Because the student's answer was too square.\"},\n",
    "    {\"topic\": \"Birds\", \"joke\": \"Why do seagulls fly over the ocean? Because if they flew over the bay, they'd be bagels.\"},\n",
    "    {\"topic\": \"Food\", \"joke\": \"Why was the baby strawberry crying? Because its parents were in a jam.\"},\n",
    "    {\"topic\": \"Technology\", \"joke\": \"What do you call a droid that takes the long way around? R2 detour.\"},\n",
    "    {\"topic\": \"Fashion\", \"joke\": \"Why did the scarecrow get promoted? He was outstanding in his field.\"},\n",
    "    {\"topic\": \"Fashion\", \"joke\": \"What did one hat say to the other hat? You stay here, I'll go on ahead.\"},\n",
    "    {\"topic\": \"Fashion\", \"joke\": \"Why was the belt arrested? It held up a pair of pants.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"What do you call an alligator in a vest? An investigator.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"Why don't you see elephants hiding in trees? Because they're so good at it.\"},\n",
    "    {\"topic\": \"Books\", \"joke\": \"Why did the math book look sad? Because it had too many problems.\"},\n",
    "    {\"topic\": \"Bees\", \"joke\": \"Why do bees have sticky hair? Because they use honeycombs.\"},\n",
    "    {\"topic\": \"Music\", \"joke\": \"Why did the chicken join a band? Because it had the drumsticks.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"How do you catch a squirrel? Climb a tree and act like a nut.\"},\n",
    "    {\"topic\": \"Technology\", \"joke\": \"Why was the computer cold? It left its Windows open.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"What do you call a magic dog? A labracadabrador.\"},\n",
    "    {\"topic\": \"Sports\", \"joke\": \"Why don't some fish play basketball? Because they're afraid of the net.\"},\n",
    "    {\"topic\": \"Oceans\", \"joke\": \"What did one ocean say to the other ocean? Nothing, they just waved.\"},\n",
    "    {\"topic\": \"Dogs\", \"joke\": \"Why did the cowboy get a dachshund? Because he wanted to get a long little doggie.\"},\n",
    "    {\"topic\": \"Snowmen\", \"joke\": \"What do you call a snowman with a six-pack? An abdominal snowman.\"},\n",
    "    {\"topic\": \"Food\", \"joke\": \"Why did the tomato turn red? Because it saw the salad dressing.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"How does a penguin build its house? Igloos it together.\"},\n",
    "    {\"topic\": \"Golf\", \"joke\": \"Why did the golfer bring extra pants? In case he got a hole in one.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"What do you call an alligator in a vest? An investigator.\"},\n",
    "    {\"topic\": \"Fashion\", \"joke\": \"Why do cows wear bells? Because their horns don't work.\"},\n",
    "    {\"topic\": \"Field\", \"joke\": \"Why did the scarecrow become a successful neurosurgeon? Because he was outstanding in his field.\"},\n",
    "    {\"topic\": \"Cleaning\", \"joke\": \"What did the janitor say when he jumped out of the closet? Supplies!\"},\n",
    "    {\"topic\": \"Science\", \"joke\": \"Why don't scientists trust atoms? Because they make up everything.\"},\n",
    "    {\"topic\": \"Skeletons\", \"joke\": \"Why did the skeleton go to the party alone? He had no body to go with him.\"},\n",
    "    {\"topic\": \"Transportation\", \"joke\": \"Why did the bicycle fall over? It was two-tired.\"},\n",
    "    {\"topic\": \"Technology\", \"joke\": \"Why did the computer go to the doctor? It had a virus.\"},\n",
    "    {\"topic\": \"Food\", \"joke\": \"What did the grape do when it got stepped on? Nothing but let out a little wine.\"},\n",
    "    {\"topic\": \"Ghosts\", \"joke\": \"Why do ghosts like elevators? Because it lifts their spirits.\"},\n",
    "    {\"topic\": \"Science\", \"joke\": \"Why can't you trust an atom? Because they make up everything.\"},\n",
    "    {\"topic\": \"Food\", \"joke\": \"What do you call fake spaghetti? An impasta.\"},\n",
    "    {\"topic\": \"Cleaning\", \"joke\": \"How do you make a tissue dance? Put a little boogie in it.\"},\n",
    "    {\"topic\": \"Charity\", \"joke\": \"Why don't oysters donate to charity? Because they are shellfish.\"},\n",
    "    {\"topic\": \"Boomerangs\", \"joke\": \"What do you call a boomerang that doesn't come back? A stick.\"},\n",
    "    {\"topic\": \"Books\", \"joke\": \"Why did the math book look sad? Because it had too many problems.\"},\n",
    "    {\"topic\": \"Skeletons\", \"joke\": \"Why don't skeletons fight each other? They don't have the guts.\"},\n",
    "    {\"topic\": \"Walls\", \"joke\": \"What did one wall say to the other wall? I'll meet you at the corner.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"What do you call a bear with no teeth? A gummy bear.\"},\n",
    "    {\"topic\": \"Plates\", \"joke\": \"What did one plate say to the other plate? Lunch is on me.\"},\n",
    "    {\"topic\": \"Space\", \"joke\": \"How do you organize a space party? You planet.\"},\n",
    "    {\"topic\": \"Food\", \"joke\": \"Why don't eggs tell jokes? They'd crack each other up.\"},\n",
    "    {\"topic\": \"Halloween\", \"joke\": \"How does a vampire start a letter? Tomb it may concern.\"},\n",
    "    {\"topic\": \"Coffee\", \"joke\": \"Why did the coffee file a police report? It got mugged.\"},\n",
    "    {\"topic\": \"Golf\", \"joke\": \"Why did the golfer bring an extra pair of pants? In case he got a hole in one.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"What do you call a fish with no eyes? Fsh.\"},\n",
    "    {\"topic\": \"Food\", \"joke\": \"Why did the tomato turn red? Because it saw the salad dressing.\"},\n",
    "    {\"topic\": \"Birds\", \"joke\": \"Why don't seagulls fly over the bay? Because then they'd be bagels.\"},\n",
    "    {\"topic\": \"Food\", \"joke\": \"Why do cows have hooves instead of feet? Because they lactose.\"},\n",
    "    {\"topic\": \"Sports\", \"joke\": \"Why don't some fish play basketball? Because they're afraid of the net.\"},\n",
    "    {\"topic\": \"Field\", \"joke\": \"Why did the scarecrow win an award? Because he was outstanding in his field.\"},\n",
    "    {\"topic\": \"Food\", \"joke\": \"What do you call cheese that isn't yours? Nacho cheese.\"},\n",
    "    {\"topic\": \"Transportation\", \"joke\": \"Why did the bicycle fall over? It was two-tired.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"How does a penguin build its house? Igloos it together.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"What do you call a pile of cats? A meowtain.\"},\n",
    "    {\"topic\": \"Fashion\", \"joke\": \"What did one hat say to the other hat? You stay here, I'll go on ahead.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"What do you call an alligator in a vest? An investigator.\"},\n",
    "    {\"topic\": \"Charity\", \"joke\": \"Why don't oysters donate to charity? Because they are shellfish.\"},\n",
    "    {\"topic\": \"Food\", \"joke\": \"What did the grape do when it got stepped on? Nothing but let out a little wine.\"},\n",
    "    {\"topic\": \"Golf\", \"joke\": \"Why did the golfer bring an extra pair of pants? In case he got a hole in one.\"},\n",
    "    {\"topic\": \"Food\", \"joke\": \"Why was the baby strawberry crying? Because its parents were in a jam.\"},\n",
    "    {\"topic\": \"Factories\", \"joke\": \"What do you call a factory that makes good products? A satisfactory.\"},\n",
    "    {\"topic\": \"Skeletons\", \"joke\": \"Why don't skeletons fight each other? They don't have the guts.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"What do you call a fish with no eyes? Fsh.\"},\n",
    "    {\"topic\": \"Gym\", \"joke\": \"Why don't some couples go to the gym? Because some relationships don't work out.\"},\n",
    "    {\"topic\": \"Field\", \"joke\": \"Why did the scarecrow win an award? Because he was outstanding in his field.\"},\n",
    "    {\"topic\": \"Food\", \"joke\": \"What do you call fake spaghetti? An impasta.\"},\n",
    "    {\"topic\": \"Halloween\", \"joke\": \"How does a vampire start a letter? Tomb it may concern.\"},\n",
    "    {\"topic\": \"Technology\", \"joke\": \"Why did the computer go to the doctor? It had a virus.\"},\n",
    "    {\"topic\": \"Boomerangs\", \"joke\": \"What do you call a boomerang that doesn't come back? A stick.\"},\n",
    "    {\"topic\": \"Food\", \"joke\": \"Why did the tomato turn red? Because it saw the salad dressing.\"},\n",
    "    {\"topic\": \"Birds\", \"joke\": \"Why do seagulls fly over the ocean? Because if they flew over the bay, they'd be bagels.\"},\n",
    "    {\"topic\": \"Food\", \"joke\": \"Why was the baby strawberry crying? Because its parents were in a jam.\"},\n",
    "    {\"topic\": \"Technology\", \"joke\": \"What do you call a droid that takes the long way around? R2 detour.\"},\n",
    "    {\"topic\": \"Fashion\", \"joke\": \"Why did the scarecrow get promoted? He was outstanding in his field.\"},\n",
    "    {\"topic\": \"Fashion\", \"joke\": \"What did one hat say to the other hat? You stay here, I'll go on ahead.\"},\n",
    "    {\"topic\": \"Fashion\", \"joke\": \"Why was the belt arrested? It held up a pair of pants.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"What do you call an alligator in a vest? An investigator.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"Why don't you see elephants hiding in trees? Because they're so good at it.\"},\n",
    "    {\"topic\": \"Books\", \"joke\": \"Why did the math book look sad? Because it had too many problems.\"},\n",
    "    {\"topic\": \"Bees\", \"joke\": \"Why do bees have sticky hair? Because they use honeycombs.\"},\n",
    "    {\"topic\": \"Music\", \"joke\": \"Why did the chicken join a band? Because it had the drumsticks.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"How do you catch a squirrel? Climb a tree and act like a nut.\"},\n",
    "    {\"topic\": \"Technology\", \"joke\": \"Why was the computer cold? It left its Windows open.\"},\n",
    "    {\"topic\": \"Animals\", \"joke\": \"What do you call a magic dog? A labracadabrador.\"},\n",
    "    {\"topic\": \"Sports\", \"joke\": \"Why don't some fish play basketball? Because they're afraid of the net.\"},\n",
    "    {\"topic\": \"Oceans\", \"joke\": \"What did one ocean say to the other ocean? Nothing, they just waved.\"},\n",
    "    {\"topic\": \"Dogs\", \"joke\": \"Why did the cowboy get a dachshund? Because he wanted to get a long little doggie.\"},\n",
    "    {\"topic\": \"Snowmen\", \"joke\": \"What do you call a snowman with a six-pack? An abdominal snowman.\"},\n",
    "    {\"topic\": \"Food\", \"joke\": \"Why did the tomato turn red? Because it saw the salad dressing.\"}\n",
    "]\n",
    "\n",
    "len(not_funny_jokes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training data shape:  (177, 3)\n",
      "Testing data shape:  (38, 3)\n",
      "Development data shape:  (39, 3)\n",
      "       topic                                               joke  label\n",
      "0  Insurance        Do Transformers get car, or life insurance?      1\n",
      "1      Books  Why did the math book look sad? Because it had...      0\n",
      "2    Fashion  Why did the scarecrow get promoted? He was out...      0\n",
      "3     Sports  Why don't some fish play basketball? Because t...      0\n",
      "4    Charity  Why don't oysters donate to charity? Because t...      0\n"
     ]
    }
   ],
   "source": [
    "# make a test set for evaluating where the jokes are funny or not 1 or 0\n",
    "# 1 = funny, 0 = not funny\n",
    "funny = [1] * len(funny_jokes)\n",
    "not_funny = [0] * len(not_funny_jokes)\n",
    "\n",
    "# combine the jokes and the labels\n",
    "jokes = funny_jokes + not_funny_jokes\n",
    "labels = funny + not_funny\n",
    "\n",
    "# shuffle the jokes and labels\n",
    "import random\n",
    "\n",
    "combined = list(zip(jokes, labels))\n",
    "random.shuffle(combined)\n",
    "\n",
    "jokes[:], labels[:] = zip(*combined)\n",
    "\n",
    "# calculate split indices\n",
    "train_split = int(0.7 * len(jokes))\n",
    "test_split = int(0.85 * len(jokes))  # 70% train + 15% test = 85%\n",
    "\n",
    "# split the data into training, testing, and development sets\n",
    "jokes_train = jokes[:train_split]\n",
    "jokes_test = jokes[train_split:test_split]\n",
    "jokes_dev = jokes[test_split:]\n",
    "\n",
    "labels_train = labels[:train_split]\n",
    "labels_test = labels[train_split:test_split]\n",
    "labels_dev = labels[test_split:]\n",
    "\n",
    "# convert the jokes and labels into pandas dataframes\n",
    "import pandas as pd\n",
    "\n",
    "# create the DataFrame for training set\n",
    "train_df = pd.DataFrame({\n",
    "    \"topic\": [joke[\"topic\"] for joke in jokes_train],\n",
    "    \"joke\": [joke[\"joke\"] for joke in jokes_train],\n",
    "    \"label\": labels_train\n",
    "})\n",
    "\n",
    "# save the training data to a csv file\n",
    "train_df.to_csv(\"train.csv\", index=False)\n",
    "\n",
    "# create the DataFrame for testing set\n",
    "test_df = pd.DataFrame({\n",
    "    \"topic\": [joke[\"topic\"] for joke in jokes_test],\n",
    "    \"joke\": [joke[\"joke\"] for joke in jokes_test],\n",
    "    \"label\": labels_test\n",
    "})\n",
    "\n",
    "# save the testing data to a csv file\n",
    "test_df.to_csv(\"test.csv\", index=False)\n",
    "\n",
    "# create the DataFrame for development set\n",
    "dev_df = pd.DataFrame({\n",
    "    \"topic\": [joke[\"topic\"] for joke in jokes_dev],\n",
    "    \"joke\": [joke[\"joke\"] for joke in jokes_dev],\n",
    "    \"label\": labels_dev\n",
    "})\n",
    "\n",
    "# save the development data to a csv file\n",
    "dev_df.to_csv(\"dev.csv\", index=False)\n",
    "\n",
    "# Display the shape each dataframe to verify\n",
    "print(\"Training data shape: \", train_df.shape)\n",
    "print(\"Testing data shape: \", test_df.shape)\n",
    "print(\"Development data shape: \", dev_df.shape)\n",
    "\n",
    "print(dev_df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rationale: produce the answer. We need to consider if the joke about heavy drinking and lighting candles on a birthday cake would be appropriate and humorous to an adult audience at a comedy show.\n",
      "---\n",
      "Joke: No\n"
     ]
    }
   ],
   "source": [
    "import dspy\n",
    "\n",
    "gpt3_5_turbo = dspy.OpenAI(model='gpt-3.5-turbo')\n",
    "gpt4_turbo = dspy.OpenAI(model='gpt-4-turbo')\n",
    "\n",
    "dspy.configure(lm=gpt3_5_turbo)\n",
    "\n",
    "# Define the signature for automatic assessments.\n",
    "class Assess(dspy.Signature):\n",
    "    \"\"\"Assess the quality of a joke along the specified dimension.\"\"\"\n",
    "    joke = dspy.InputField(desc=\"The joke to be assessed.\")\n",
    "    topic = dspy.InputField(desc=\"The topic related to the joke.\")\n",
    "    question = dspy.InputField(desc=\"The question to assess the joke against.\")\n",
    "    answer = dspy.OutputField(desc=\"Answer to the question, only respond Yes or No.\")\n",
    "\n",
    "# create a CoT module\n",
    "class CoT(dspy.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "\n",
    "        self.signature = Assess\n",
    "        self.prog = dspy.ChainOfThought(Assess)\n",
    "\n",
    "    def forward(self, topic, joke):\n",
    "        question = \"Would this joke actually be funny to an adult attending a comedy show?\"\n",
    "        return self.prog(topic=topic, joke=joke, question=question)\n",
    "\n",
    "assess_joke_chain = CoT()\n",
    "\n",
    "response = assess_joke_chain(topic=\"food\", joke=\"My father drank so heavily, when he blew on the birthday cake he lit the candles.\")\n",
    "print(f\"Rationale: {response.rationale}\")\n",
    "print(\"---\")\n",
    "print(f\"Joke: {response.answer}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def metric(example, pred, trace=None):\n",
    "    # convert the prediction to a boolean\n",
    "    pred = 'yes' in pred['answer'].lower()\n",
    "\n",
    "    # get the actual label\n",
    "    label = example[\"label\"]\n",
    "\n",
    "    # return the accuracy\n",
    "    return pred == label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading data files: 100%|██████████| 1/1 [00:00<00:00, 11214.72it/s]\n",
      "Extracting data files: 100%|██████████| 1/1 [00:00<00:00, 447.01it/s]\n",
      "Generating train split: 39 examples [00:00, 2294.12 examples/s]\n",
      "Average Metric: 18 / 39  (46.2): 100%|██████████| 39/39 [00:02<00:00, 19.47it/s] \n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "  text-align: left;\n",
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       "#T_828f7 td {\n",
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       "#T_828f7_row0_col0, #T_828f7_row0_col1, #T_828f7_row0_col2, #T_828f7_row0_col3, #T_828f7_row0_col4, #T_828f7_row0_col5, #T_828f7_row1_col0, #T_828f7_row1_col1, #T_828f7_row1_col2, #T_828f7_row1_col3, #T_828f7_row1_col4, #T_828f7_row1_col5, #T_828f7_row2_col0, #T_828f7_row2_col1, #T_828f7_row2_col2, #T_828f7_row2_col3, #T_828f7_row2_col4, #T_828f7_row2_col5, #T_828f7_row3_col0, #T_828f7_row3_col1, #T_828f7_row3_col2, #T_828f7_row3_col3, #T_828f7_row3_col4, #T_828f7_row3_col5, #T_828f7_row4_col0, #T_828f7_row4_col1, #T_828f7_row4_col2, #T_828f7_row4_col3, #T_828f7_row4_col4, #T_828f7_row4_col5 {\n",
       "  text-align: left;\n",
       "  white-space: pre-wrap;\n",
       "  word-wrap: break-word;\n",
       "  max-width: 400px;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_828f7\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_828f7_level0_col0\" class=\"col_heading level0 col0\" >topic</th>\n",
       "      <th id=\"T_828f7_level0_col1\" class=\"col_heading level0 col1\" >joke</th>\n",
       "      <th id=\"T_828f7_level0_col2\" class=\"col_heading level0 col2\" >label</th>\n",
       "      <th id=\"T_828f7_level0_col3\" class=\"col_heading level0 col3\" >rationale</th>\n",
       "      <th id=\"T_828f7_level0_col4\" class=\"col_heading level0 col4\" >answer</th>\n",
       "      <th id=\"T_828f7_level0_col5\" class=\"col_heading level0 col5\" >metric</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_828f7_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_828f7_row0_col0\" class=\"data row0 col0\" >Insurance</td>\n",
       "      <td id=\"T_828f7_row0_col1\" class=\"data row0 col1\" >Do Transformers get car, or life insurance?</td>\n",
       "      <td id=\"T_828f7_row0_col2\" class=\"data row0 col2\" >1</td>\n",
       "      <td id=\"T_828f7_row0_col3\" class=\"data row0 col3\" >produce the answer. We need to consider if the joke plays on a common theme or stereotype related to Transformers and insurance, and if it...</td>\n",
       "      <td id=\"T_828f7_row0_col4\" class=\"data row0 col4\" >Yes</td>\n",
       "      <td id=\"T_828f7_row0_col5\" class=\"data row0 col5\" >✔️ [True]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_828f7_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_828f7_row1_col0\" class=\"data row1 col0\" >Books</td>\n",
       "      <td id=\"T_828f7_row1_col1\" class=\"data row1 col1\" >Why did the math book look sad? Because it had too many problems.</td>\n",
       "      <td id=\"T_828f7_row1_col2\" class=\"data row1 col2\" >0</td>\n",
       "      <td id=\"T_828f7_row1_col3\" class=\"data row1 col3\" >produce the answer. We need to consider if the joke is clever and if it plays on a common stereotype or expectation related to math...</td>\n",
       "      <td id=\"T_828f7_row1_col4\" class=\"data row1 col4\" >Yes</td>\n",
       "      <td id=\"T_828f7_row1_col5\" class=\"data row1 col5\" >False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_828f7_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_828f7_row2_col0\" class=\"data row2 col0\" >Fashion</td>\n",
       "      <td id=\"T_828f7_row2_col1\" class=\"data row2 col1\" >Why did the scarecrow get promoted? He was outstanding in his field.</td>\n",
       "      <td id=\"T_828f7_row2_col2\" class=\"data row2 col2\" >0</td>\n",
       "      <td id=\"T_828f7_row2_col3\" class=\"data row2 col3\" >produce the answer. We need to consider if the pun in the joke is clever and if the audience would appreciate the play on words.</td>\n",
       "      <td id=\"T_828f7_row2_col4\" class=\"data row2 col4\" >Yes</td>\n",
       "      <td id=\"T_828f7_row2_col5\" class=\"data row2 col5\" >False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_828f7_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_828f7_row3_col0\" class=\"data row3 col0\" >Sports</td>\n",
       "      <td id=\"T_828f7_row3_col1\" class=\"data row3 col1\" >Why don't some fish play basketball? Because they're afraid of the net.</td>\n",
       "      <td id=\"T_828f7_row3_col2\" class=\"data row3 col2\" >0</td>\n",
       "      <td id=\"T_828f7_row3_col3\" class=\"data row3 col3\" >produce the answer. We need to consider the audience's sense of humor and whether the joke is clever or unexpected.</td>\n",
       "      <td id=\"T_828f7_row3_col4\" class=\"data row3 col4\" >No</td>\n",
       "      <td id=\"T_828f7_row3_col5\" class=\"data row3 col5\" >✔️ [True]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_828f7_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_828f7_row4_col0\" class=\"data row4 col0\" >Charity</td>\n",
       "      <td id=\"T_828f7_row4_col1\" class=\"data row4 col1\" >Why don't oysters donate to charity? Because they are shellfish.</td>\n",
       "      <td id=\"T_828f7_row4_col2\" class=\"data row4 col2\" >0</td>\n",
       "      <td id=\"T_828f7_row4_col3\" class=\"data row4 col3\" >produce the answer. We need to consider the audience's sense of humor and whether they would find a pun involving oysters and shellfish amusing.</td>\n",
       "      <td id=\"T_828f7_row4_col4\" class=\"data row4 col4\" >Yes</td>\n",
       "      <td id=\"T_828f7_row4_col5\" class=\"data row4 col5\" >False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x173150760>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <div style='\n",
       "                    text-align: center;\n",
       "                    font-size: 16px;\n",
       "                    font-weight: bold;\n",
       "                    color: #555;\n",
       "                    margin: 10px 0;'>\n",
       "                    ... 34 more rows not displayed ...\n",
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      "text/plain": [
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    {
     "data": {
      "text/plain": [
       "46.15"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from dspy.evaluate import Evaluate\n",
    "from dspy.datasets import DataLoader\n",
    "\n",
    "dl = DataLoader()\n",
    "\n",
    "devset = dl.from_csv(\n",
    "    \"dev.csv\",\n",
    "    fields=(\"topic\", \"joke\", \"label\"),\n",
    "    input_keys=(\"topic\", \"joke\")\n",
    ")\n",
    "\n",
    "evaluate = Evaluate(metric=metric, devset=devset, num_threads=8, display_progress=True, display_table=5)\n",
    "evaluate(assess_joke_chain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading data files: 100%|██████████| 1/1 [00:00<00:00, 1934.64it/s]\n",
      "Extracting data files: 100%|██████████| 1/1 [00:00<00:00, 382.38it/s]\n",
      "Generating train split: 177 examples [00:00, 33135.10 examples/s]\n",
      "Downloading data files: 100%|██████████| 1/1 [00:00<00:00, 3771.86it/s]\n",
      "Extracting data files: 100%|██████████| 1/1 [00:00<00:00, 465.72it/s]\n",
      "Generating train split: 38 examples [00:00, 8099.17 examples/s]\n",
      "Average Metric: 23 / 38  (60.5): 100%|██████████| 38/38 [00:01<00:00, 19.68it/s] \n",
      "Average Metric: 23 / 38  (60.5): 100%|██████████| 38/38 [00:00<00:00, 2523.73it/s]\n",
      "  7%|▋         | 13/177 [00:39<08:18,  3.04s/it]\n",
      "Average Metric: 30 / 38  (78.9): 100%|██████████| 38/38 [00:23<00:00,  1.59it/s]\n",
      "  5%|▍         | 8/177 [00:07<02:48,  1.00it/s]\n",
      "Average Metric: 32 / 38  (84.2): 100%|██████████| 38/38 [00:23<00:00,  1.61it/s]\n",
      "  2%|▏         | 3/177 [00:08<08:02,  2.77s/it]\n",
      "Average Metric: 29 / 38  (76.3): 100%|██████████| 38/38 [00:22<00:00,  1.70it/s]\n",
      "  1%|          | 1/177 [00:00<00:00, 281.14it/s]\n",
      "Average Metric: 13 / 38  (34.2): 100%|██████████| 38/38 [00:18<00:00,  2.08it/s]\n",
      "  3%|▎         | 5/177 [00:25<14:50,  5.18s/it]\n",
      "Average Metric: 22 / 38  (57.9): 100%|██████████| 38/38 [00:18<00:00,  2.09it/s]\n",
      "  3%|▎         | 5/177 [00:23<13:20,  4.65s/it]\n",
      "Average Metric: 26 / 38  (68.4): 100%|██████████| 38/38 [00:23<00:00,  1.64it/s]\n",
      "  3%|▎         | 5/177 [00:09<05:11,  1.81s/it]\n",
      "Average Metric: 22 / 38  (57.9): 100%|██████████| 38/38 [00:26<00:00,  1.46it/s]\n",
      "  2%|▏         | 3/177 [00:16<15:47,  5.45s/it]\n",
      "Average Metric: 23 / 38  (60.5): 100%|██████████| 38/38 [00:20<00:00,  1.85it/s]\n",
      "  4%|▍         | 7/177 [00:06<02:44,  1.03it/s]\n",
      "Average Metric: 32 / 38  (84.2): 100%|██████████| 38/38 [00:26<00:00,  1.43it/s]\n",
      "  2%|▏         | 4/177 [00:09<06:50,  2.38s/it]\n",
      "Average Metric: 21 / 38  (55.3): 100%|██████████| 38/38 [00:21<00:00,  1.79it/s]\n",
      "  5%|▌         | 9/177 [00:48<15:05,  5.39s/it]\n",
      "Average Metric: 19 / 38  (50.0): 100%|██████████| 38/38 [00:23<00:00,  1.64it/s]\n",
      "  1%|          | 1/177 [00:00<00:00, 225.59it/s]\n",
      "Average Metric: 16 / 38  (42.1): 100%|██████████| 38/38 [00:15<00:00,  2.50it/s]\n",
      "  5%|▍         | 8/177 [00:17<06:16,  2.23s/it]\n",
      "Average Metric: 22 / 38  (57.9): 100%|██████████| 38/38 [00:23<00:00,  1.62it/s]\n",
      "  5%|▌         | 9/177 [00:09<03:02,  1.08s/it]\n",
      "Average Metric: 34 / 38  (89.5): 100%|██████████| 38/38 [00:22<00:00,  1.68it/s]\n",
      "  3%|▎         | 6/177 [00:09<04:34,  1.61s/it]\n",
      "Average Metric: 22 / 38  (57.9): 100%|██████████| 38/38 [00:23<00:00,  1.59it/s]\n",
      "  1%|          | 2/177 [00:00<00:00, 414.76it/s]\n",
      "Average Metric: 28 / 38  (73.7): 100%|██████████| 38/38 [00:18<00:00,  2.06it/s]\n",
      "  3%|▎         | 5/177 [00:28<16:31,  5.76s/it]\n",
      "Average Metric: 20 / 38  (52.6): 100%|██████████| 38/38 [00:24<00:00,  1.57it/s]\n"
     ]
    }
   ],
   "source": [
    "# Another pro-tip would be to specify the teacher settings when you create MIPRO just like you can for BootstrapFewshotWithRandomSearch.  Setting a model like GPT-4 as a teacher will give you big improvements on a smaller student model for the bootstrapped demos\n",
    "# https://x.com/michaelryan207/status/1790520737864028394\n",
    "\n",
    "from dspy.teleprompt import BootstrapFewShotWithRandomSearch\n",
    "\n",
    "trainset = dl.from_csv(\n",
    "    \"train.csv\",\n",
    "    fields=(\"topic\", \"joke\", \"label\"),\n",
    "    input_keys=(\"topic\", \"joke\")\n",
    ")\n",
    "testset = dl.from_csv(\n",
    "    \"test.csv\",\n",
    "    fields=(\"topic\", \"joke\", \"label\"),\n",
    "    input_keys=(\"topic\", \"joke\")\n",
    ")\n",
    "\n",
    "optimizer = BootstrapFewShotWithRandomSearch(metric=metric, \n",
    "                                             max_bootstrapped_demos=8, # how many synthetic examples we will add to the prompt\n",
    "                                             max_labeled_demos=16, # how many labeled examples from our training data we will add to the prompt\n",
    "                                             teacher_settings=dict(lm=gpt4_turbo), # the model that generates new synthetic examples to add to the prompt\n",
    "                                             num_candidate_programs=16 # Number of candidate programs to generate during random search.\n",
    "                                             )\n",
    "\n",
    "cot_compiled = optimizer.compile(CoT(), trainset=trainset, valset=testset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rationale: produce the answer. We start by analyzing the content of the joke, which involves a darkly humorous scenario of a father who drinks heavily and inadvertently lights the birthday candles by blowing on the cake. This scenario is unexpected and plays on the idea of alcohol consumption leading to unintended consequences, which is a common theme in comedy. Next, we consider the audience, which in this case is adults at a comedy show. Adult audiences at comedy shows are typically open to a range of humor styles, including dark humor, satire, and observational comedy. The joke's dark humor and unexpected twist might resonate with adults who appreciate edgier or more subversive comedy. Additionally, the joke's relatability to family dynamics and birthday celebrations could also enhance its comedic\n",
      "---\n",
      "Joke: Yes.\n"
     ]
    }
   ],
   "source": [
    "response = cot_compiled(topic=\"food\", joke=\"My father drank so heavily, when he blew on the birthday cake he lit the candles.\")\n",
    "print(f\"Rationale: {response.rationale}\")\n",
    "print(\"---\")\n",
    "print(f\"Joke: {response.answer}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 31 / 39  (79.5): 100%|██████████| 39/39 [00:00<00:00, 3549.02it/s] \n"
     ]
    },
    {
     "data": {
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       "  word-wrap: break-word;\n",
       "  max-width: 400px;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_5a979\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_5a979_level0_col0\" class=\"col_heading level0 col0\" >topic</th>\n",
       "      <th id=\"T_5a979_level0_col1\" class=\"col_heading level0 col1\" >joke</th>\n",
       "      <th id=\"T_5a979_level0_col2\" class=\"col_heading level0 col2\" >label</th>\n",
       "      <th id=\"T_5a979_level0_col3\" class=\"col_heading level0 col3\" >rationale</th>\n",
       "      <th id=\"T_5a979_level0_col4\" class=\"col_heading level0 col4\" >answer</th>\n",
       "      <th id=\"T_5a979_level0_col5\" class=\"col_heading level0 col5\" >metric</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_5a979_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_5a979_row0_col0\" class=\"data row0 col0\" >Afterlife</td>\n",
       "      <td id=\"T_5a979_row0_col1\" class=\"data row0 col1\" >I doubt there’s a heaven; I think the people from hell have probably bought it for a timeshare.</td>\n",
       "      <td id=\"T_5a979_row0_col2\" class=\"data row0 col2\" >1</td>\n",
       "      <td id=\"T_5a979_row0_col3\" class=\"data row0 col3\" >produce the answer. We start by analyzing the content of the joke, which involves a clever twist on the concept of heaven and hell by...</td>\n",
       "      <td id=\"T_5a979_row0_col4\" class=\"data row0 col4\" >Yes.</td>\n",
       "      <td id=\"T_5a979_row0_col5\" class=\"data row0 col5\" >✔️ [True]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5a979_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_5a979_row1_col0\" class=\"data row1 col0\" >Field</td>\n",
       "      <td id=\"T_5a979_row1_col1\" class=\"data row1 col1\" >Why did the scarecrow become a successful neurosurgeon? Because he was outstanding in his field.</td>\n",
       "      <td id=\"T_5a979_row1_col2\" class=\"data row1 col2\" >0</td>\n",
       "      <td id=\"T_5a979_row1_col3\" class=\"data row1 col3\" >produce the answer. We start by analyzing the joke, which is a play on words between the literal meaning of \"outstanding in his field\" as...</td>\n",
       "      <td id=\"T_5a979_row1_col4\" class=\"data row1 col4\" >Yes.</td>\n",
       "      <td id=\"T_5a979_row1_col5\" class=\"data row1 col5\" >False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5a979_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_5a979_row2_col0\" class=\"data row2 col0\" >Activism</td>\n",
       "      <td id=\"T_5a979_row2_col1\" class=\"data row2 col1\" >I could solve the world’s problems if I… cared.</td>\n",
       "      <td id=\"T_5a979_row2_col2\" class=\"data row2 col2\" >1</td>\n",
       "      <td id=\"T_5a979_row2_col3\" class=\"data row2 col3\" >produce the answer. We start by analyzing the content of the joke, which involves a play on words between \"solving the world's problems\" and \"caring.\"...</td>\n",
       "      <td id=\"T_5a979_row2_col4\" class=\"data row2 col4\" >Yes.</td>\n",
       "      <td id=\"T_5a979_row2_col5\" class=\"data row2 col5\" >✔️ [True]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5a979_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_5a979_row3_col0\" class=\"data row3 col0\" >Technology</td>\n",
       "      <td id=\"T_5a979_row3_col1\" class=\"data row3 col1\" >What do you call a droid that takes the long way around? R2 detour.</td>\n",
       "      <td id=\"T_5a979_row3_col2\" class=\"data row3 col2\" >0</td>\n",
       "      <td id=\"T_5a979_row3_col3\" class=\"data row3 col3\" >produce the answer. We start by analyzing the joke, which is a play on words involving the Star Wars droid R2-D2 and the phrase \"detour.\"...</td>\n",
       "      <td id=\"T_5a979_row3_col4\" class=\"data row3 col4\" >No</td>\n",
       "      <td id=\"T_5a979_row3_col5\" class=\"data row3 col5\" >✔️ [True]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5a979_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_5a979_row4_col0\" class=\"data row4 col0\" >National Identity</td>\n",
       "      <td id=\"T_5a979_row4_col1\" class=\"data row4 col1\" >I could kill every white person in America at one time. You know how I’d do it? Just wait for the Super Bowl, and right...</td>\n",
       "      <td id=\"T_5a979_row4_col2\" class=\"data row4 col2\" >1</td>\n",
       "      <td id=\"T_5a979_row4_col3\" class=\"data row4 col3\" >produce the answer. We start by analyzing the content and context of the joke. The joke involves a controversial and racially charged scenario, using O.J....</td>\n",
       "      <td id=\"T_5a979_row4_col4\" class=\"data row4 col4\" >No</td>\n",
       "      <td id=\"T_5a979_row4_col5\" class=\"data row4 col5\" >False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
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       "79.49"
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     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "evaluate = Evaluate(metric=metric, devset=devset, num_threads=8, display_progress=True, display_table=5)\n",
    "evaluate(cot_compiled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[93m\u001b[1mWARNING: Projected Language Model (LM) Calls\u001b[0m\n",
      "\n",
      "Please be advised that based on the parameters you have set, the maximum number of LM calls is projected as follows:\n",
      "\n",
      "\u001b[93m- Task Model: \u001b[94m\u001b[1m177\u001b[0m\u001b[93m examples in dev set * \u001b[94m\u001b[1m30\u001b[0m\u001b[93m trials * \u001b[94m\u001b[1m# of LM calls in your program\u001b[0m\u001b[93m = (\u001b[94m\u001b[1m5310 * # of LM calls in your program\u001b[0m\u001b[93m) task model calls\u001b[0m\n",
      "\u001b[93m- Prompt Model: # data summarizer calls (max \u001b[94m\u001b[1m10\u001b[0m\u001b[93m) + \u001b[94m\u001b[1m20\u001b[0m\u001b[93m * \u001b[94m\u001b[1m1\u001b[0m\u001b[93m lm calls in program = \u001b[94m\u001b[1m30\u001b[0m\u001b[93m prompt model calls\u001b[0m\n",
      "\n",
      "\u001b[93m\u001b[1mEstimated Cost Calculation:\u001b[0m\n",
      "\n",
      "\u001b[93mTotal Cost = (Number of calls to task model * (Avg Input Token Length per Call * Task Model Price per Input Token + Avg Output Token Length per Call * Task Model Price per Output Token) \n",
      "            + (Number of calls to prompt model * (Avg Input Token Length per Call * Task Prompt Price per Input Token + Avg Output Token Length per Call * Prompt Model Price per Output Token).\u001b[0m\n",
      "\n",
      "For a preliminary estimate of potential costs, we recommend you perform your own calculations based on the task\n",
      "and prompt models you intend to use. If the projected costs exceed your budget or expectations, you may consider:\n",
      "\n",
      "\u001b[93m- Reducing the number of trials (`num_trials`), the size of the trainset, or the number of LM calls in your program.\u001b[0m\n",
      "\u001b[93m- Using a cheaper task model to optimize the prompt.\u001b[0m\n",
      "To proceed with the execution of this program, please confirm by typing \u001b[94m'y'\u001b[0m for yes or \u001b[94m'n'\u001b[0m for no.\n",
      "\n",
      "If you would like to bypass this confirmation step in future executions, set the \u001b[93m`requires_permission_to_run`\u001b[0m flag to \u001b[93m`False`.\u001b[0m\n",
      "\n",
      "\u001b[93mAwaiting your input...\u001b[0m\n",
      "\n",
      "Creating basic bootstrap: 1/19\n"
     ]
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      "[I 2024-05-15 16:36:38,614] A new study created in memory with name: no-name-dff7cff3-815d-4833-bd67-947836cc570e\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b3899d0>) History:\n",
      "\n",
      "\n",
      "\n",
      "You are an instruction optimizer for large language models. I will give you a ``signature`` of fields (inputs and outputs) in English. Specifically, I will give you some ``observations`` I have made about the dataset and task, along with some ``examples`` of the expected inputs and outputs. I will also provide you with the current ``basic instruction`` that is being used for this task.\n",
      "\n",
      "    Your task is to propose a new improved instruction and prefix for the output field that will lead a good language model to perform the task well. Don't be afraid to be creative.\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Observations: Observations about the dataset and task\n",
      "\n",
      "Examples: Example(s) of the task\n",
      "\n",
      "Basic Instruction: The initial instructions before optimization\n",
      "\n",
      "Proposed Instruction: The improved instructions for the language model\n",
      "\n",
      "Proposed Prefix For Output Field: The string at the end of the prompt, which will help the model start solving the task\n",
      "\n",
      "---\n",
      "\n",
      "Observations: The dataset exhibits a wide-ranging topic diversity from Animals to Movies, and a consistent joke structure with a setup and punchline, ideal for comedy. It includes concise jokes labeled for potentially sorting by type or appropriateness, and features word play and cultural references, serving well for training machine learning models in humor recognition and generation. Overall, the dataset's varied humorous elements and structured format make it a versatile resource for studying and applying natural language processing in the context of humor.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: What did one hat say to the other hat? You stay here, I'll go on ahead.\n",
      "Topic: Fashion\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "Answer: No»\n",
      "[2] «Joke: How does a vampire start a letter? Tomb it may concern.\n",
      "Topic: Halloween\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "Answer: No»\n",
      "[3] «Joke: I always look skint. When I buy a Big Issue, people take it out of my hand and give me a pound.\n",
      "Topic: Appearance\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "Answer: Yes.»\n",
      "[4] «Joke: If we were truly created by God, then why do we still occasionally bite the insides of our own mouths?\n",
      "Topic: Creation\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "Answer: Yes»\n",
      "[5] «Joke: Why did the tomato turn red? Because it saw the salad dressing.\n",
      "Topic: Food\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "Answer: No»\n",
      "[6] «Joke: What do you call a fish with no eyes? Fsh.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "Answer: No»\n",
      "[7] «Joke: Why did the scarecrow win an award? Because he was outstanding in his field.\n",
      "Topic: Field\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "Answer: No»\n",
      "[8] «Joke: What did one plate say to the other plate? Lunch is on me.\n",
      "Topic: Plates\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "Answer: No»\n",
      "\n",
      "Basic Instruction: Assess the quality of a joke along the specified dimension.\n",
      "\n",
      "Proposed Instruction:\u001b[32m Proposed Instruction:\n",
      "\"Analyze the humor in a given joke within the context of an adult attending a comedy show. Consider factors such as the sophistication and appeal of the joke's punchline, the cultural and topical relevance, and whether the humor is likely to generate genuine laughter in such a setting. For each joke, there's a specified topic that might help contextualize the humor for the intended audience. Your task is to decide whether the joke is amusing enough to elicit laughter from adults in a comedy show atmosphere, taking into account the aforementioned factors.\"\n",
      "\n",
      "Proposed Prefix For Output Field:\n",
      "\"Judgment on humor suitability: \"\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #0\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Proposed Instruction: Evaluate the provided joke, considering its content and structure, and determine if it would be amusing to an adult attending a comedy show. Take into account the joke's topic, cultural references, and wordplay as part of your assessment. Your judgment should reflect typical adult humor appreciation in a comedic environment.\n",
      "p: Humor assessment result:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 44 / 100  (44.0): 100%|██████████| 100/100 [00:00<00:00, 3235.75it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 44.0\n",
      "curr average score: 44.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 38 / 77  (49.4): 100%|██████████| 77/77 [00:00<00:00, 4076.92it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 49.35"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[I 2024-05-15 16:36:38,802] Trial 0 finished with value: 46.32740112994351 and parameters: {'11462666752_predictor_instruction': 11, '11462666752_predictor_demos': 14}. Best is trial 0 with value: 46.32740112994351.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "curr average score: 46.32740112994351\n",
      "Fully evaled score: 46.32740112994351\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "Proposed Instruction: Evaluate the provided joke, considering its content and structure, and determine if it would be amusing to an adult attending a comedy show. Take into account the joke's topic, cultural references, and wordplay as part of your assessment. Your judgment should reflect typical adult humor appreciation in a comedic environment.\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Humor assessment result: Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: iPhones are Barbie Dolls for grown men. You carry them round, dress them up in little outfits, accessorise, & get a new one every year.\n",
      "\n",
      "Topic: Technology\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context and audience of the joke. The joke is about iPhones, a popular and widely recognized piece of technology, making it a relatable topic for many adults. The comparison to Barbie Dolls, which are typically associated with children, introduces a humorous contrast by suggesting that adults treat their iPhones similarly to how children treat toys. This element of absurdity and exaggeration is a common comedic technique. Next, we consider the setting of a comedy show, where the audience is generally prepared to engage with humor, including playful critiques and observational comedy. The joke plays on societal observations about consumer behavior and the culture surrounding technology and gadgets, which can resonate with an adult audience who might recognize these behaviors in themselves or others.\n",
      "\n",
      "Humor assessment result: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: The easiest time to add insult to injury is when you’re signing somebody’s cast.\n",
      "\n",
      "Topic: Injury\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is about adding insult to injury in a literal and humorous way by writing on someone's cast. This joke plays on the common phrase \"add insult to injury,\" using it in a literal sense which creates a pun. Next, we consider the audience, which in this case is an adult attending a comedy show. Adults are likely to understand the play on words and the situational humor involved in signing someone's cast, possibly with a humorous or teasing message. The joke is light-hearted and not overly complex, making it easily accessible and understandable. However, we must also consider the sensitivity of the topic. Jokes about injuries might be sensitive for some; however, the joke\n",
      "\n",
      "Humor assessment result: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I respect everybody’s beliefs, except Amish people. They are the only ones I can say clearly, 'Their God is wrong.' The speed limit is 75 miles an hour in Ohio, and one lane of traffic is blocked by a goddamned horse and buggy?\n",
      "\n",
      "Topic: Religious Satire\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We need to consider the context of the joke, the audience, and the nature of humor. 1. **Context of the Joke**: The joke is a piece of religious satire that plays on the contrast between modern life (represented by the speed limit) and the traditional Amish lifestyle (represented by the horse and buggy). It uses hyperbole and irony to highlight this contrast. 2. **Audience**: The audience at a comedy show generally expects jokes that are sharp, possibly edgy, and that challenge everyday norms or highlight absurdities in society. This joke fits within those expectations as it comments on the clash between modernity and traditionalism. 3. **Nature of Humor**: Humor often works by subverting expectations\n",
      "\n",
      "Humor assessment result: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I’m sure wherever my Dad is, he’s looking down on us. He’s not dead, just very condescending.\n",
      "\n",
      "Topic: Family\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the structure and content of the joke. The joke plays on the expectation that the phrase \"looking down on us\" will refer to a deceased person watching over their loved ones from an afterlife perspective. However, the punchline subverts this expectation by revealing that the father is not dead but rather condescending, implying he metaphorically looks down on others due to his attitude. This twist creates a humorous effect through the unexpected reinterpretation of a common phrase. Next, we evaluate the appropriateness of the topic. The joke is about family dynamics, specifically the relationship between a parent and child, which is a relatable topic for many adults. The humor does not rely on obscure references or inside knowledge, making it\n",
      "\n",
      "Humor assessment result: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Scottish-Americans tell you that if you want to identify tartans, it’s easy – you simply look under the kilt, and if it’s a quarter-pounder, you know it’s a McDonald’s.\n",
      "\n",
      "Topic: Scottish Heritage\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the context and content of the joke. The joke plays on the stereotype of Scottish kilts and cleverly incorporates a pun involving the McDonald's fast-food chain, known for its \"quarter-pounder\" burger. The humor arises from the unexpected connection between a traditional Scottish garment and a popular American fast-food item, creating a surprising and humorous juxtaposition. Next, we evaluate the audience. Adults attending a comedy show generally expect jokes that are clever, slightly edgy, or play on common stereotypes and cultural references. This joke fits within those parameters by using a well-known cultural reference (McDonald's) and a light-hearted poke at Scottish heritage without being overtly offensive. Furthermore, the joke's structure leads to a\n",
      "\n",
      "Humor assessment result: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Before you judge a man, walk a mile in his shoes. After that who cares? He’s a mile away and you’ve got his shoes!\n",
      "\n",
      "Topic: Judgement\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the structure and content of the joke. The joke plays on the common moral advice to empathize with others by metaphorically walking in their shoes, but then twists it into a literal and selfish interpretation. This unexpected turn can elicit surprise and amusement, which are key elements of humor. Next, consider the audience. Adults attending a comedy show typically expect jokes that are clever, relatable, and possibly a bit edgy. This joke meets these criteria by subverting a well-known saying in a playful way, making it relatable and slightly irreverent. Furthermore, the joke is clean and does not rely on offensive or divisive topics, making it broadly acceptable in a diverse audience setting. It's also succinct\n",
      "\n",
      "Humor assessment result: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Normally you have news, weather and travel. But not on snow day. On a snow day, news is weather is travel.\n",
      "\n",
      "Topic: Weather\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to Reasoning: Let's think step by step in order to assess whether this joke would be funny to an adult attending a comedy show. First, consider the structure and content of the joke. It plays on the merging of typically separate news segments into one due to the impact of a snow day, which is a clever observation about how snow can disrupt daily routines and systems. This kind of observational humor can be appealing because it reflects a shared experience, making it relatable to many adults, especially those who live in areas where snow is common. Next, evaluate the context in which the joke is delivered. Comedy shows often feature a variety of jokes, including observational humor. Adults attending such shows are generally receptive to humor that involves everyday situations presented in a humorous\n",
      "\n",
      "Humor assessment result: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Do Transformers get car, or life insurance?\n",
      "\n",
      "Topic: Insurance\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to Reasoning: Let's think step by step in order to assess whether this joke would be funny to an adult attending a comedy show. First, consider the nature of the joke: it plays on the dual identity of Transformers as both vehicles and sentient beings, which is a clever twist on the concept of insurance. The humor arises from applying a mundane, everyday concern (insurance) to a fantastical concept (Transformers). Next, evaluate the audience: adults at a comedy show are likely looking for humor that is quick to understand, slightly unexpected, and relatable. The joke about Transformers involves a popular culture reference which most adults would recognize, adding to its accessibility and potential appeal. However, the simplicity and predictability of the punchline might not\n",
      "\n",
      "Humor assessment result: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: This motherfucker [Donald Trump] grabbed the podium and he goes, 'You don’t know how scary the things I read in my briefings are.' Holy shit, man, you ain’t supposed to tell us that, bro!\n",
      "\n",
      "Topic: Leadership\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. First, we need to consider the content and context of the joke. The joke involves a satirical commentary on Donald Trump's leadership style and his tendency to make controversial statements. The humor comes from the absurdity of a leader openly admitting to being scared by the information in his briefings, which is unexpected and plays on the public perception of Trump. Next, we consider the audience at a comedy show. Adult audiences at comedy shows often appreciate political satire and jokes that poke fun at public figures, especially those in positions of power. The joke's relevance to current events and its sharp critique of leadership qualities can resonate with adults who follow politics and enjoy humor that challenges authority. However, it's important to note that political humor can be\n",
      "\n",
      "Humor assessment result:\u001b[32m Yes\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #1\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Proposed Instruction: Read the provided joke carefully, noting its structure and the topic it pertains to. Following your assessment of the joke, consider the humor often appreciated by adults in a comedy show setting, which might include factors such as sophistication, relevance, delivery, and the impact of the punchline. Determine whether the given joke would likely amuse an adult audience in such an environment. Base your judgment on the overall effectiveness of the joke's humor, its context, and how well it might resonate with an adult audience at a comedy show.\n",
      "p: Adult audience amusement verdict:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 78 / 100  (78.0): 100%|██████████| 100/100 [00:00<00:00, 2826.39it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 78.0\n",
      "curr average score: 78.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 58 / 77  (75.3): 100%|██████████| 77/77 [00:00<00:00, 3992.11it/s]\n",
      "[I 2024-05-15 16:36:38,954] Trial 1 finished with value: 76.83412429378531 and parameters: {'11462666752_predictor_instruction': 10, '11462666752_predictor_demos': 9}. Best is trial 1 with value: 76.83412429378531.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 75.32\n",
      "curr average score: 76.83412429378531\n",
      "Fully evaled score: 76.83412429378531\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "Proposed Instruction: Read the provided joke carefully, noting its structure and the topic it pertains to. Following your assessment of the joke, consider the humor often appreciated by adults in a comedy show setting, which might include factors such as sophistication, relevance, delivery, and the impact of the punchline. Determine whether the given joke would likely amuse an adult audience in such an environment. Base your judgment on the overall effectiveness of the joke's humor, its context, and how well it might resonate with an adult audience at a comedy show.\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Adult audience amusement verdict: Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why do cows have hooves instead of feet? Because they lactose.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the structure and content of the joke. The joke plays on the words \"lactose\" and \"lack toes,\" which is a form of wordplay involving homophones. This type of humor relies on the listener catching the pun between the biological term for a sugar in milk and the phrase suggesting an absence of toes. Next, consider the setting of an adult attending a comedy show. Comedy shows typically feature a range of humor from simple to complex, often tailored to provoke thought or challenge societal norms. The audience generally expects a higher level of comedic craft, including sharp wit, clever observations, or subversive commentary. The joke in question is relatively simple and might be more appealing to a younger audience\n",
      "\n",
      "Adult audience amusement verdict: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call cheese that isn't yours? Nacho cheese.\n",
      "\n",
      "Topic: Food\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple play on words between \"nacho\" and \"not your.\" This type of humor is generally straightforward and often categorized as a pun. Next, we consider the audience, which in this case is adults at a comedy show. Adults attending a comedy show typically expect a higher level of sophistication or complexity in humor, possibly involving satire, observational humor, or more intricate wordplay. The simplicity and predictability of the \"Nacho cheese\" joke might not meet these expectations, as it is commonly known and often associated with children's humor. Therefore, the joke might not be as effective in making an adult audience laugh in a comedy show setting.\n",
      "\n",
      "Adult audience amusement verdict: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why was the big cat disqualified from the race? Because it was a cheetah.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple play on words linking \"cheetah\" with \"cheater.\" This type of pun is straightforward and lacks complexity, often appealing more to children due to its simplicity and clear linguistic twist. Adults, especially in a comedy show setting, typically expect a higher level of sophistication or originality in humor, which might include satirical elements, observational comedy, or more intricate wordplay. The setting of a comedy show also raises expectations for humor that is either relatable on a personal level or challenges common perceptions. This joke, while clean and harmless, does not meet these criteria and is unlikely to elicit a strong reaction from an adult audience in a comedy show environment\n",
      "\n",
      "Adult audience amusement verdict: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Love is like a fart. If you have to force it it’s probably s***.\n",
      "\n",
      "Topic: Love\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the setting of a comedy show, which typically features an audience that expects humor, including jokes that might be crude or edgy. The joke in question uses a metaphor comparing love to a fart, employing a bit of shock value and crudeness, which are common elements in adult humor, especially in a comedy club environment. The punchline plays on the double meaning of \"force\" and the unexpected comparison, which can lead to surprise and laughter. Given that adult audiences at comedy shows are often receptive to a wide range of humor styles, including toilet humor, the joke could be appreciated for its boldness and simplicity.\n",
      "\n",
      "Adult audience amusement verdict: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why was the baby strawberry crying? Because its parents were in a jam.\n",
      "\n",
      "Topic: Food\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple pun involving strawberries and the phrase \"in a jam,\" which is a play on words referring to both a difficult situation and the food product made from crushed fruit. Next, we consider the audience, which in this case is adults at a comedy show. Adults attending a comedy show typically expect a higher level of sophistication or edginess in humor, which might include topical references, observational humor, or more complex wordplay. The joke in question is quite gentle and more likely to appeal to children due to its simplicity and the cute imagery of baby strawberries. Therefore, it might not meet the comedic expectations of an adult audience at a comedy show, who might find it\n",
      "\n",
      "Adult audience amusement verdict: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't oysters donate to charity? Because they are shellfish.\n",
      "\n",
      "Topic: Charity\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the structure and content of the joke. The joke plays on the word \"shellfish,\" which sounds like \"selfish,\" implying that oysters don't donate to charity because they are selfish, but with a pun involving their shells. This type of pun is simple and relies on wordplay, which is a common comedic technique. Next, we consider the audience. Adults attending a comedy show typically expect a higher level of sophistication or originality in humor. Puns, while enjoyable, are often seen as a lighter form of humor that might not meet the expectations of an audience seeking more elaborate comedy. Furthermore, the topic of charity, while relatable, is used here in a very straightforward way without adding layers\n",
      "\n",
      "Adult audience amusement verdict: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why was the computer cold? It left its Windows open.\n",
      "\n",
      "Topic: Technology\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is technology, specifically referencing the operating system Windows in a pun format. The joke plays on the double meaning of \"Windows\" as both a computer operating system and physical windows that can be opened and closed. Next, we consider the audience, which is adults attending a comedy show. Adults at a comedy show typically expect a higher level of sophistication or originality in humor. Puns, while clever, are often seen as simple or \"dad jokes\" and might not meet the comedic expectations of an adult audience in a comedy show setting, where the anticipation for humor is generally higher and seeks more complexity or edginess. Furthermore, the joke is quite straightforward and lacks an\n",
      "\n",
      "Adult audience amusement verdict: element of surprise or complexity that might elicit a stronger reaction from an adult audience in a comedy show environment. Answer: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the coffee file a police report? It got mugged.\n",
      "\n",
      "Topic: Coffee\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a pun based on the word \"mugged,\" referring both to being robbed and to a coffee mug. Next, we evaluate the setting, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from simple to complex, often with an expectation for more sophisticated, edgy, or topical humor. This joke is relatively simple and might be perceived as more suitable for a light-hearted or casual setting rather than a comedy show where adults expect a higher level of comedic craft. Additionally, the joke is quite clean and lacks the edginess often appreciated in adult comedy settings. Therefore, while the joke might elicit a mild chuckle, it may\n",
      "\n",
      "Adult audience amusement verdict: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Same sex marriage is not a gay privilege, it’s equal rights. Privilege would be something like gay people not paying taxes. Like churches don’t.\n",
      "\n",
      "Topic: Equality\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the structure and content of the joke. The joke involves a play on words and a satirical comparison between same-sex marriage and tax privileges for churches. It touches on a social issue and uses irony to make a point about equality and privilege. Next, we consider the audience, which in this case is adults at a comedy show. Adults attending a comedy show typically appreciate humor that challenges societal norms, offers social commentary, or uses satire to highlight absurdities. The joke in question is more sophisticated and thought-provoking compared to simple puns or wordplay, which might resonate well with an adult audience seeking humor that is both clever and relevant. Therefore, the joke is likely to amuse an adult audience in\n",
      "\n",
      "Adult audience amusement verdict:\u001b[32m Yes\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #2\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Proposed Instruction: Evaluate whether the provided joke, given its content and context, would be perceived as humorous by an adult audience in a comedy show setting. Consider the joke's structure, punchline effectiveness, topic relevance, and potential for broad appeal. You are expected to base your judgment on the joke's potential to engage and entertain an adult audience, not personal taste.\n",
      "p: Humor assessment:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 71 / 100  (71.0): 100%|██████████| 100/100 [00:00<00:00, 1750.05it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 71.0\n",
      "curr average score: 71.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 62 / 77  (80.5): 100%|██████████| 77/77 [00:00<00:00, 4118.72it/s]\n",
      "[I 2024-05-15 16:36:39,127] Trial 2 finished with value: 75.14146892655367 and parameters: {'11462666752_predictor_instruction': 8, '11462666752_predictor_demos': 12}. Best is trial 1 with value: 76.83412429378531.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 80.52\n",
      "curr average score: 75.14146892655367\n",
      "Fully evaled score: 75.14146892655367\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "Proposed Instruction: Evaluate whether the provided joke, given its content and context, would be perceived as humorous by an adult audience in a comedy show setting. Consider the joke's structure, punchline effectiveness, topic relevance, and potential for broad appeal. You are expected to base your judgment on the joke's potential to engage and entertain an adult audience, not personal taste.\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Humor assessment: Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Do Transformers get car, or life insurance?\n",
      "\n",
      "Topic: Insurance\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to Reasoning: Let's think step by step in order to assess whether this joke would be funny to an adult attending a comedy show. First, consider the nature of the joke: it plays on the dual identity of Transformers as both vehicles and sentient beings, which is a clever twist on the concept of insurance. The humor arises from applying a mundane, everyday concern (insurance) to a fantastical concept (Transformers). Next, evaluate the audience: adults at a comedy show are likely looking for humor that is quick to understand, slightly unexpected, and relatable. The joke about Transformers involves a popular culture reference which most adults would recognize, adding to its accessibility and potential appeal. However, the simplicity and predictability of the punchline might not\n",
      "\n",
      "Humor assessment: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Do Transformers get car, or life insurance?\n",
      "\n",
      "Topic: Insurance\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to Reasoning: Let's think step by step in order to assess whether this joke would be funny to an adult attending a comedy show. First, consider the nature of the joke: it plays on the dual identity of Transformers as both vehicles and sentient beings, which is a clever twist on the concept of insurance. The humor arises from applying a mundane, everyday concern (insurance) to a fantastical concept (Transformers). Next, evaluate the audience: adults at a comedy show are likely looking for humor that is quick to understand, slightly unexpected, and relatable. The joke about Transformers involves a popular culture reference which most adults would recognize, adding to its accessibility and potential appeal. However, the simplicity and predictability of the punchline might not\n",
      "\n",
      "Humor assessment: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call a boomerang that doesn't come back? A stick.\n",
      "\n",
      "Topic: Boomerangs\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is about boomerangs. The punchline plays on the expected behavior of a boomerang, which is to return to the thrower, and humorously labels a non-returning boomerang as simply a \"stick.\" This twist is simple and relies on straightforward wordplay. Next, we consider the audience. Adults attending a comedy show typically expect a higher level of sophistication or originality in humor. They might appreciate clever wordplay, satire, or jokes that involve more complex ideas or cultural references. The joke in question is quite basic and might be more appealing to children or in a casual setting rather than a comedy show aimed at adults. It lacks layers, depth\n",
      "\n",
      "Humor assessment: No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call a magic dog? A labracadabrador.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the nature of the joke. It's a pun combining \"labrador,\" a breed of dog, and \"abracadabra,\" a common magic spell phrase. This type of joke is simple and relies on wordplay, which is often appreciated for its cleverness rather than its comedic impact. Next, we consider the audience. Adults attending a comedy show typically expect a higher level of sophistication or edginess in humor, which might include topical, observational, or satirical jokes rather than straightforward puns. Furthermore, the setting of a comedy show suggests that the audience is looking for laughter that comes from more than just a play on words. They might prefer jokes that relate to their experiences, social commentary,\n",
      "\n",
      "Humor assessment: No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: How does a vampire start a letter? Tomb it may concern.\n",
      "\n",
      "Topic: Halloween\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the context of the joke, which is a play on words substituting \"To whom it may concern\" with \"Tomb it may concern,\" using a pun related to vampires and Halloween. Next, we evaluate the audience, which in this case is adults at a comedy show. Adults at a comedy show generally expect a higher level of sophistication or originality in humor, which might include topical humor, observational comedy, or more complex puns. This joke, while clever, is relatively simple and might be perceived as more suitable for children or a casual setting rather than a comedy show designed for adults. Therefore, the humor might not align well with the expectations of an adult audience at a comedy show.\n",
      "\n",
      "Humor assessment: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: The tough part of being a comedian and knowing the motherfucker is, everybody comes up to me like, 'Did you know? Did you know what Louis was doing?' No, bitch, I did not know.\n",
      "\n",
      "Topic: Comedy Culture\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the context and content of the joke. The joke references a real-life situation involving comedian Louis C.K., who faced public allegations of sexual misconduct. The humor attempts to derive from the speaker's exasperation and surprise at being expected to know about another comedian's private actions, using a casual and somewhat confrontational tone. Next, we evaluate the audience's potential reaction. Adults attending a comedy show generally expect humor that may include topical, edgy, or controversial themes. The joke's reference to a well-known scandal within the comedy community and its candid, somewhat irreverent delivery align with the types of themes that might be explored in adult comedy settings. However, the effectiveness of the joke can vary widely based on\n",
      "\n",
      "Humor assessment: Yes.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: My star sign is Pyrex. I was a test-tube baby.\n",
      "\n",
      "Topic: Identity\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a play on the concept of star signs and identity, using the brand \"Pyrex,\" known for its glassware, to make a pun about being a \"test-tube baby.\" This joke relies on the audience's familiarity with astrology and the concept of test-tube babies, which are both fairly common knowledge. Next, we evaluate the humor's sophistication and relevance. The joke combines wordplay and a surprising twist, which are elements that can appeal to an adult audience. It's light-hearted and doesn't delve into controversial or offensive territory, making it suitable for a general audience. However, the effectiveness of humor can be subjective. What one person finds funny, another\n",
      "\n",
      "Humor assessment: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What did one hat say to the other hat? You stay here, I'll go on ahead.\n",
      "\n",
      "Topic: Fashion\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple play on words involving hats and the phrase \"go on ahead,\" which sounds like \"go on a head.\" This type of pun is straightforward and lacks complexity, which might be more appealing to children or in a casual setting rather than to adults seeking more sophisticated humor at a comedy show. Adults attending a comedy show typically expect a higher level of wit, originality, or edginess in the jokes presented. Therefore, while the joke is clean and harmless, it may not meet the comedic expectations of an adult audience at a comedy show, where the humor is often more nuanced or layered.\n",
      "\n",
      "Humor assessment: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Remember, when you are dead, you do not know you are dead. It is only painful for others. The same applies when you are stupid.\n",
      "\n",
      "Topic: Philosophy\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the content and context of the joke, which involves a philosophical reflection on the concepts of death and stupidity. The humor arises from the unexpected comparison between being dead and being stupid, highlighting the impact on others rather than the individual themselves. Next, we evaluate the audience, which in this case is adults at a comedy show. While adults attending a comedy show may appreciate humor that is thought-provoking or introspective, this joke's focus on darker themes like death and stupidity might not align well with the typical expectations of light-hearted entertainment at a comedy show. The joke's tone and subject matter may be too serious or morbid for a comedy setting, where audiences often seek laughter and levity rather than contemplation of\n",
      "\n",
      "Humor assessment:\u001b[32m No\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #3\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Proposed Instruction:\n",
      "\"Analyze the humor in a given joke within the context of an adult attending a comedy show. Consider factors such as the sophistication and appeal of the joke's punchline, the cultural and topical relevance, and whether the humor is likely to generate genuine laughter in such a setting. For each joke, there's a specified topic that might help contextualize the humor for the intended audience. Your task is to decide whether the joke is amusing enough to elicit laughter from adults in a comedy show atmosphere, taking into account the aforementioned factors.\n",
      "p: Judgment on humor suitability:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 47 / 100  (47.0): 100%|██████████| 100/100 [00:00<00:00, 1266.15it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 47.0\n",
      "curr average score: 47.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 33 / 77  (42.9): 100%|██████████| 77/77 [00:00<00:00, 3164.18it/s]\n",
      "[I 2024-05-15 16:36:39,348] Trial 3 finished with value: 45.19898305084745 and parameters: {'11462666752_predictor_instruction': 19, '11462666752_predictor_demos': 14}. Best is trial 1 with value: 76.83412429378531.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 42.86\n",
      "curr average score: 45.19898305084745\n",
      "Fully evaled score: 45.19898305084745\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "Proposed Instruction:\n",
      "\"Analyze the humor in a given joke within the context of an adult attending a comedy show. Consider factors such as the sophistication and appeal of the joke's punchline, the cultural and topical relevance, and whether the humor is likely to generate genuine laughter in such a setting. For each joke, there's a specified topic that might help contextualize the humor for the intended audience. Your task is to decide whether the joke is amusing enough to elicit laughter from adults in a comedy show atmosphere, taking into account the aforementioned factors.\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Judgment on humor suitability: Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: iPhones are Barbie Dolls for grown men. You carry them round, dress them up in little outfits, accessorise, & get a new one every year.\n",
      "\n",
      "Topic: Technology\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context and audience of the joke. The joke is about iPhones, a popular and widely recognized piece of technology, making it a relatable topic for many adults. The comparison to Barbie Dolls, which are typically associated with children, introduces a humorous contrast by suggesting that adults treat their iPhones similarly to how children treat toys. This element of absurdity and exaggeration is a common comedic technique. Next, we consider the setting of a comedy show, where the audience is generally prepared to engage with humor, including playful critiques and observational comedy. The joke plays on societal observations about consumer behavior and the culture surrounding technology and gadgets, which can resonate with an adult audience who might recognize these behaviors in themselves or others.\n",
      "\n",
      "Judgment on humor suitability: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: The easiest time to add insult to injury is when you’re signing somebody’s cast.\n",
      "\n",
      "Topic: Injury\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is about adding insult to injury in a literal and humorous way by writing on someone's cast. This joke plays on the common phrase \"add insult to injury,\" using it in a literal sense which creates a pun. Next, we consider the audience, which in this case is an adult attending a comedy show. Adults are likely to understand the play on words and the situational humor involved in signing someone's cast, possibly with a humorous or teasing message. The joke is light-hearted and not overly complex, making it easily accessible and understandable. However, we must also consider the sensitivity of the topic. Jokes about injuries might be sensitive for some; however, the joke\n",
      "\n",
      "Judgment on humor suitability: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I respect everybody’s beliefs, except Amish people. They are the only ones I can say clearly, 'Their God is wrong.' The speed limit is 75 miles an hour in Ohio, and one lane of traffic is blocked by a goddamned horse and buggy?\n",
      "\n",
      "Topic: Religious Satire\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We need to consider the context of the joke, the audience, and the nature of humor. 1. **Context of the Joke**: The joke is a piece of religious satire that plays on the contrast between modern life (represented by the speed limit) and the traditional Amish lifestyle (represented by the horse and buggy). It uses hyperbole and irony to highlight this contrast. 2. **Audience**: The audience at a comedy show generally expects jokes that are sharp, possibly edgy, and that challenge everyday norms or highlight absurdities in society. This joke fits within those expectations as it comments on the clash between modernity and traditionalism. 3. **Nature of Humor**: Humor often works by subverting expectations\n",
      "\n",
      "Judgment on humor suitability: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I’m sure wherever my Dad is, he’s looking down on us. He’s not dead, just very condescending.\n",
      "\n",
      "Topic: Family\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the structure and content of the joke. The joke plays on the expectation that the phrase \"looking down on us\" will refer to a deceased person watching over their loved ones from an afterlife perspective. However, the punchline subverts this expectation by revealing that the father is not dead but rather condescending, implying he metaphorically looks down on others due to his attitude. This twist creates a humorous effect through the unexpected reinterpretation of a common phrase. Next, we evaluate the appropriateness of the topic. The joke is about family dynamics, specifically the relationship between a parent and child, which is a relatable topic for many adults. The humor does not rely on obscure references or inside knowledge, making it\n",
      "\n",
      "Judgment on humor suitability: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Scottish-Americans tell you that if you want to identify tartans, it’s easy – you simply look under the kilt, and if it’s a quarter-pounder, you know it’s a McDonald’s.\n",
      "\n",
      "Topic: Scottish Heritage\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the context and content of the joke. The joke plays on the stereotype of Scottish kilts and cleverly incorporates a pun involving the McDonald's fast-food chain, known for its \"quarter-pounder\" burger. The humor arises from the unexpected connection between a traditional Scottish garment and a popular American fast-food item, creating a surprising and humorous juxtaposition. Next, we evaluate the audience. Adults attending a comedy show generally expect jokes that are clever, slightly edgy, or play on common stereotypes and cultural references. This joke fits within those parameters by using a well-known cultural reference (McDonald's) and a light-hearted poke at Scottish heritage without being overtly offensive. Furthermore, the joke's structure leads to a\n",
      "\n",
      "Judgment on humor suitability: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Before you judge a man, walk a mile in his shoes. After that who cares? He’s a mile away and you’ve got his shoes!\n",
      "\n",
      "Topic: Judgement\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the structure and content of the joke. The joke plays on the common moral advice to empathize with others by metaphorically walking in their shoes, but then twists it into a literal and selfish interpretation. This unexpected turn can elicit surprise and amusement, which are key elements of humor. Next, consider the audience. Adults attending a comedy show typically expect jokes that are clever, relatable, and possibly a bit edgy. This joke meets these criteria by subverting a well-known saying in a playful way, making it relatable and slightly irreverent. Furthermore, the joke is clean and does not rely on offensive or divisive topics, making it broadly acceptable in a diverse audience setting. It's also succinct\n",
      "\n",
      "Judgment on humor suitability: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Normally you have news, weather and travel. But not on snow day. On a snow day, news is weather is travel.\n",
      "\n",
      "Topic: Weather\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to Reasoning: Let's think step by step in order to assess whether this joke would be funny to an adult attending a comedy show. First, consider the structure and content of the joke. It plays on the merging of typically separate news segments into one due to the impact of a snow day, which is a clever observation about how snow can disrupt daily routines and systems. This kind of observational humor can be appealing because it reflects a shared experience, making it relatable to many adults, especially those who live in areas where snow is common. Next, evaluate the context in which the joke is delivered. Comedy shows often feature a variety of jokes, including observational humor. Adults attending such shows are generally receptive to humor that involves everyday situations presented in a humorous\n",
      "\n",
      "Judgment on humor suitability: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Do Transformers get car, or life insurance?\n",
      "\n",
      "Topic: Insurance\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to Reasoning: Let's think step by step in order to assess whether this joke would be funny to an adult attending a comedy show. First, consider the nature of the joke: it plays on the dual identity of Transformers as both vehicles and sentient beings, which is a clever twist on the concept of insurance. The humor arises from applying a mundane, everyday concern (insurance) to a fantastical concept (Transformers). Next, evaluate the audience: adults at a comedy show are likely looking for humor that is quick to understand, slightly unexpected, and relatable. The joke about Transformers involves a popular culture reference which most adults would recognize, adding to its accessibility and potential appeal. However, the simplicity and predictability of the punchline might not\n",
      "\n",
      "Judgment on humor suitability: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: This motherfucker [Donald Trump] grabbed the podium and he goes, 'You don’t know how scary the things I read in my briefings are.' Holy shit, man, you ain’t supposed to tell us that, bro!\n",
      "\n",
      "Topic: Leadership\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. First, consider the context of the joke, which involves a satirical commentary on a political figure (Donald Trump) and his behavior during a public appearance. The humor arises from the unexpected and candid nature of Trump's statement about the contents of his briefings, which is typically not something a leader would openly share. This element of surprise and irreverence can be appealing to adults in a comedy show setting who enjoy political satire and commentary. Next, think about the audience at a comedy show, who are likely open to jokes that push boundaries and challenge authority figures. The joke plays on the absurdity of a leader revealing sensitive information in a casual manner, which can generate laughter from those who appreciate sharp wit and social commentary. Jud\n",
      "\n",
      "Judgment on humor suitability:\u001b[32m Yes\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #4\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Proposed Instruction: Evaluate the provided joke based on its humor appropriateness for an adult attending a comedy show. Consider factors such as the relevance of the topic, joke structure, timing, and the likelihood of eliciting laughter among an adult audience. Your assessment should reflect whether an everyday adult at a comedy show would actually find it funny, taking into account the subtleties of cultural context and the sophistication of humor that might be expected at such an event.\n",
      "p: Humor Assessment:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 70 / 100  (70.0): 100%|██████████| 100/100 [00:00<00:00, 3240.12it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 70.0\n",
      "curr average score: 70.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 56 / 77  (72.7): 100%|██████████| 77/77 [00:00<00:00, 1232.83it/s]\n",
      "[I 2024-05-15 16:36:39,539] Trial 4 finished with value: 71.18762711864406 and parameters: {'11462666752_predictor_instruction': 18, '11462666752_predictor_demos': 2}. Best is trial 1 with value: 76.83412429378531.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 72.73\n",
      "curr average score: 71.18762711864406\n",
      "Fully evaled score: 71.18762711864406\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "Proposed Instruction: Evaluate the provided joke based on its humor appropriateness for an adult attending a comedy show. Consider factors such as the relevance of the topic, joke structure, timing, and the likelihood of eliciting laughter among an adult audience. Your assessment should reflect whether an everyday adult at a comedy show would actually find it funny, taking into account the subtleties of cultural context and the sophistication of humor that might be expected at such an event.\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Humor Assessment: Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I worry about ridiculous things, you know, how does a guy who drives a snowplough get to work in the morning… that can keep me awake for days.\n",
      "\n",
      "Topic: Overthinking\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the content of the joke. The joke plays on the idea of overthinking a simple situation, which is a common human experience, making it relatable to many people. The humor arises from the absurdity of worrying about how a snowplough driver gets to work, especially when it's their job to clear the snow that would presumably be in their way. Next, we consider the setting of an adult attending a comedy show. Adults at a comedy show are typically there to enjoy humor and are likely open to different types of jokes, including those based on everyday observations and absurdities. The joke's light-hearted take on overthinking, a common adult behavior, aligns well with the kind of humor that\n",
      "\n",
      "Humor Assessment: Yes.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Here’s a picture of me with REM. That’s me in the corner.\n",
      "\n",
      "Topic: Music\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the content of the joke. The joke references the song \"Losing My Religion\" by R.E.M., specifically the lyric \"That's me in the corner.\" This is a clever play on words, using the song's lyrics to create a humorous situation in an imagined photograph with the band. Next, we evaluate the audience. Adults attending a comedy show are likely to have a broad range of cultural references and experiences. Given that R.E.M. was a popular band from the 1980s to the early 2000s, many adults would likely recognize the reference. The joke hinges on familiarity with the song, and for those who know it, the pun could be amusing. However, humor is\n",
      "\n",
      "Humor Assessment: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the computer go to the doctor? It had a virus.\n",
      "\n",
      "Topic: Technology\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple play on words linking technology (a computer) with health (a virus). This type of joke is straightforward and relies on a basic pun. Next, we consider the audience, which in this case is adults at a comedy show. Adults attending a comedy show generally expect a higher level of sophistication or originality in humor, which might include observational comedy, satire, or more complex wordplay. The joke in question is quite basic and might be perceived as overly simplistic or childish for an adult audience in a comedy setting. Therefore, it might not meet the comedic expectations of adults looking for more nuanced or edgy humor at a comedy show.\n",
      "\n",
      "Humor Assessment: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: If I was an Olympic athlete, I’d rather come in last than win the silver medal. You win the gold, you feel good. You win the bronze, you think, ‘at least I got something.’ But you win that silver, that’s like, ‘Congratulations, you almost won! Of all the losers, you came in first! You’re the number one loser! No one lost ahead of you!’\n",
      "\n",
      "Topic: Sports\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context and setting of the joke, which is a comedy show attended by adults. The joke plays on the common perceptions and emotions associated with winning and losing in competitive sports, particularly the Olympics. It humorously exaggerates the feelings associated with winning different medals, turning the usual disappointment of not winning gold into a comedic scenario where winning silver is portrayed as being the \"number one loser.\" This twist on expectations can be amusing because it subverts the typical pride associated with winning an Olympic medal. Next, we consider the audience's likely familiarity with the topic. Sports, especially the Olympics, are widely recognized and understood, making the joke accessible to a broad audience. The humor derives from a playful critique of competitive spirit\n",
      "\n",
      "Humor Assessment: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: If we were truly created by God, then why do we still occasionally bite the insides of our own mouths?\n",
      "\n",
      "Topic: Creation\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a humorous take on the concept of human creation and imperfection. The joke plays on the idea that if a perfect being created humans, then why do they have such a simple flaw like accidentally biting the inside of their own mouths. This could be seen as a light-hearted way to question perfection in creation, which might resonate with an adult audience who can appreciate existential and ironic humor. Next, we consider the setting of a comedy show, where adults expect to be entertained with jokes that are often reflective, ironic, or have a twist. The joke in question fits this mold by using a common human experience (biting the inside of one's mouth) to make a larger\n",
      "\n",
      "Humor Assessment: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: People say ‘Bill, are you an optimist?’ And I say, ‘I hope so.’\n",
      "\n",
      "Topic: Optimism\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the structure and content of the joke. The joke plays on the concept of optimism, specifically using a self-referential and somewhat ironic statement. The humor arises from the contradiction between being an optimist and merely hoping to be one, which subtly undermines the very definition of optimism. Next, we consider the audience. Adults attending a comedy show typically expect humor that is either relatable, clever, surprising, or a combination of these elements. This joke offers a light, clever twist on the concept of optimism, which could be relatable to many as it touches on the common human experience of aspiring to be more positive. However, the simplicity and mild nature of the joke might not elicit a strong laughter response\n",
      "\n",
      "Humor Assessment: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Remember, when you are dead, you do not know you are dead. It is only painful for others. The same applies when you are stupid.\n",
      "\n",
      "Topic: Philosophy\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a comedy show attended by adults. The joke plays on the comparison between being dead and being stupid, suggesting that both states are only painful or problematic to others, not to the person who is dead or stupid. This kind of humor, which involves a bit of dark comedy and a twist of logic, is generally appreciated in adult settings where audiences expect a higher level of wit and often enjoy humor that makes them think while they laugh. Next, we consider the audience's likely familiarity with the concept. The joke touches on philosophical ideas about awareness and the impact of one's state of being on others, which are topics that adults are more likely to have contemplated. This familiarity can\n",
      "\n",
      "Humor Assessment: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why do cows have hooves instead of feet? Because they lactose.\n",
      "\n",
      "Topic: Food\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a play on words between \"lack toes\" and \"lactose.\" This type of pun is simple and relies on a basic form of wordplay. Next, we consider the audience, which in this case is an adult attending a comedy show. Adults at a comedy show typically expect a higher level of sophistication or originality in humor, which might include observational humor, satire, or more complex puns. The joke in question is relatively straightforward and might be perceived as more suitable for children or a casual setting rather than a comedy show designed for adults. Therefore, the likelihood that this joke would be funny to an adult at a comedy show is lower, as it\n",
      "\n",
      "Humor Assessment: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the math book look sad? Because it had too many problems.\n",
      "\n",
      "Topic: Books\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the structure of the joke, which is a simple play on words linking the emotional state of being sad with the concept of having problems, in this case, math problems. The humor arises from the pun and the relatable situation of feeling overwhelmed by too many problems. Next, we consider the audience, which in this case is adults at a comedy show. Adults attending a comedy show typically expect humor that is either clever, relatable, or surprising. While the joke is straightforward and might be considered more suitable for a younger audience, adults can still appreciate the light-hearted nature of the pun and the universal experience of having too many problems. However, the simplicity of the joke might not elicit a strong laughter response\n",
      "\n",
      "Humor Assessment:\u001b[32m Yes\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #5\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Proposed Instruction: Evaluate the presented joke by considering its audience appropriateness and humor effectiveness for a typical adult attending a comedy show. Provide a clear, concise judgment on whether the joke would likely elicit laughter or be well-received in that specific setting, taking into account any cultural references, wordplay, or humor style it utilizes.\n",
      "p: Likely reception at a comedy show:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 73 / 100  (73.0): 100%|██████████| 100/100 [00:00<00:00, 2055.03it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 73.0\n",
      "curr average score: 73.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 60 / 77  (77.9): 100%|██████████| 77/77 [00:00<00:00, 974.72it/s] \n",
      "[I 2024-05-15 16:36:39,793] Trial 5 finished with value: 75.14033898305085 and parameters: {'11462666752_predictor_instruction': 3, '11462666752_predictor_demos': 6}. Best is trial 1 with value: 76.83412429378531.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 77.92\n",
      "curr average score: 75.14033898305085\n",
      "Fully evaled score: 75.14033898305085\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "Proposed Instruction: Evaluate the presented joke by considering its audience appropriateness and humor effectiveness for a typical adult attending a comedy show. Provide a clear, concise judgment on whether the joke would likely elicit laughter or be well-received in that specific setting, taking into account any cultural references, wordplay, or humor style it utilizes.\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Likely reception at a comedy show: Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: How does a penguin build its house? Igloos it together.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple pun based on the wordplay between \"igloos\" and \"glues.\" Next, we evaluate the audience, which in this case is adults at a comedy show. Adults attending a comedy show typically expect sophisticated humor, clever punchlines, or jokes that relate to common adult experiences or societal observations. The joke provided is quite simplistic and seems more suited to a younger audience or a casual setting rather than a comedy show designed for adults. It relies on a straightforward pun that might not meet the comedic expectations of an adult audience looking for more complex or edgy humor.\n",
      "\n",
      "Likely reception at a comedy show: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why do cows have hooves instead of feet? Because they lactose.\n",
      "\n",
      "Topic: Food\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a play on words between \"lack toes\" and \"lactose.\" This type of pun is simple and relies on a basic form of wordplay. Next, we consider the audience, which in this case is an adult attending a comedy show. Adults at a comedy show typically expect a higher level of sophistication or originality in humor, which might include observational humor, satire, or more complex puns. The joke in question is relatively straightforward and might be perceived as more suitable for children or a casual setting rather than a comedy show designed for adults. Therefore, the likelihood that this joke would be funny to an adult at a comedy show is lower, as it\n",
      "\n",
      "Likely reception at a comedy show: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What did one plate say to the other plate? Lunch is on me.\n",
      "\n",
      "Topic: Plates\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the context of the joke, which is a simple play on words involving plates and the concept of paying for a meal. The joke is straightforward and lacks complexity, which might be more appealing to children due to its simplicity and directness. Adults, especially in a comedy show setting, generally expect a higher level of sophistication or a punchline that offers a surprising twist or deeper humor. Comedy shows often feature jokes that challenge perceptions, involve clever wordplay, or have a setup that leads to an unexpected conclusion, which this joke does not provide. Therefore, the humor might be perceived as too mild or predictable for an adult audience in a comedy show environment.\n",
      "\n",
      "Likely reception at a comedy show: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't some fish play basketball? Because they're afraid of the net.\n",
      "\n",
      "Topic: Sports\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple pun linking the concept of fish avoiding nets in water to the basketball net. Next, we evaluate the audience, which in this case is adults at a comedy show. Adults attending a comedy show typically expect a higher level of sophistication or wit in humor, possibly with layers of meaning or clever twists. This joke, while cute and possibly amusing in a light-hearted setting, might be perceived as too simplistic or predictable for an adult comedy show audience, who might prefer more complex or edgy humor. Therefore, the joke might not meet the comedic expectations of this specific audience.\n",
      "\n",
      "Likely reception at a comedy show: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: If we were truly created by God, then why do we still occasionally bite the insides of our own mouths?\n",
      "\n",
      "Topic: Creation\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a humorous take on the concept of human creation and imperfection. The joke plays on the idea that if a perfect being created humans, then why do they have such a simple flaw like accidentally biting the inside of their own mouths. This could be seen as a light-hearted way to question perfection in creation, which might resonate with an adult audience who can appreciate existential and ironic humor. Next, we consider the setting of a comedy show, where adults expect to be entertained with jokes that are often reflective, ironic, or have a twist. The joke in question fits this mold by using a common human experience (biting the inside of one's mouth) to make a larger\n",
      "\n",
      "Likely reception at a comedy show: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why do seagulls fly over the ocean? Because if they flew over the bay, they'd be bagels.\n",
      "\n",
      "Topic: Birds\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to Reasoning: Let's think step by step in order to assess whether this joke would be funny to an adult attending a comedy show. First, consider the nature of the joke. It is a simple play on words, connecting \"bay\" with \"bagels\" to create a pun based on the similarity in sound. This type of humor is straightforward and often categorized as a \"dad joke,\" which is typically known for being endearingly corny and simple. Next, consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or edginess in the humor, which might include topical, observational, or satirical jokes that provoke thought or a strong emotional response. The simplicity and innocence of a pun like this might\n",
      "\n",
      "Likely reception at a comedy show: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why was the math book sad? It had too many problems.\n",
      "\n",
      "Topic: Books\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple play on words linking the emotional state of a math book to the mathematical problems it contains. This type of joke is straightforward and relies on a pun, which is a common form of humor. However, the complexity and depth of the humor are relatively low, as it does not involve intricate wordplay, satire, or references that might require more thought or cultural knowledge. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or edginess in the humor, which might include topical references, observational humor about adult life, or more complex interplays of language and ideas. The simplicity and innocence of a pun about a math\n",
      "\n",
      "Likely reception at a comedy show: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why do cows have hooves instead of feet? Because they lactose.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the structure and content of the joke. The joke plays on the words \"lactose\" and \"lack toes,\" which is a form of wordplay involving homophones. This type of humor relies on the listener catching the pun between the biological term for a sugar in milk and the phrase suggesting an absence of toes. Next, consider the setting of an adult attending a comedy show. Comedy shows typically feature a range of humor from simple to complex, often tailored to provoke thought or challenge societal norms. The audience generally expects a higher level of comedic craft, including sharp wit, clever observations, or subversive commentary. The joke in question is relatively simple and might be more appealing to a younger audience\n",
      "\n",
      "Likely reception at a comedy show: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Remember, when you are dead, you do not know you are dead. It is only painful for others. The same applies when you are stupid.\n",
      "\n",
      "Topic: Philosophy\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the content of the joke, which involves a clever comparison between being dead and being stupid, highlighting the impact on others rather than the individual. This joke combines elements of dark humor, observational humor, and a twist in perspective, which can be appealing to an adult audience seeking thought-provoking or edgy humor. Next, consider the context of a comedy show attended by adults. Comedy shows often feature jokes that challenge norms, offer social commentary, or provide a fresh take on common experiences. The joke in question fits this mold by using a philosophical comparison to deliver a punchline that is both humorous and reflective. Therefore, the likelihood that this joke would be well-received and elicit laughter from an adult audience\n",
      "\n",
      "Likely reception at a comedy show:\u001b[32m Yes\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #6\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Proposed Instruction: Read the provided joke carefully and determine its effectiveness and appeal to an adult audience, particularly for those attending a comedy show. Consider the humorous aspects, the relevance and relatability of the topic, the structure of the joke, and overall comedic timing and delivery that might be involved when performed live. Your task is to evaluate if the general adult audience at a comedy show would likely find the joke funny. Answer with 'Yes' or 'No'.\n",
      "p: Humor Evaluation:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 75 / 100  (75.0): 100%|██████████| 100/100 [00:00<00:00, 2192.99it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 75.0\n",
      "curr average score: 75.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 57 / 77  (74.0): 100%|██████████| 77/77 [00:00<00:00, 1608.95it/s]\n",
      "[I 2024-05-15 16:36:39,991] Trial 6 finished with value: 74.57802259887006 and parameters: {'11462666752_predictor_instruction': 7, '11462666752_predictor_demos': 1}. Best is trial 1 with value: 76.83412429378531.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 74.03\n",
      "curr average score: 74.57802259887006\n",
      "Fully evaled score: 74.57802259887006\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "Proposed Instruction: Read the provided joke carefully and determine its effectiveness and appeal to an adult audience, particularly for those attending a comedy show. Consider the humorous aspects, the relevance and relatability of the topic, the structure of the joke, and overall comedic timing and delivery that might be involved when performed live. Your task is to evaluate if the general adult audience at a comedy show would likely find the joke funny. Answer with 'Yes' or 'No'.\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Humor Evaluation: Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: If I was an Olympic athlete, I’d rather come in last than win the silver medal. You win the gold, you feel good. You win the bronze, you think, ‘at least I got something.’ But you win that silver, that’s like, ‘Congratulations, you almost won! Of all the losers, you came in first! You’re the number one loser! No one lost ahead of you!’\n",
      "\n",
      "Topic: Sports\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context and setting of the joke, which is a comedy show attended by adults. The joke plays on the common perceptions and emotions associated with winning and losing in competitive sports, particularly the Olympics. It humorously exaggerates the feelings associated with winning different medals, turning the usual disappointment of not winning gold into a comedic scenario where winning silver is portrayed as being the \"number one loser.\" This twist on expectations can be amusing because it subverts the typical pride associated with winning an Olympic medal. Next, we consider the audience's likely familiarity with the topic. Sports, especially the Olympics, are widely recognized and understood, making the joke accessible to a broad audience. The humor derives from a playful critique of competitive spirit\n",
      "\n",
      "Humor Evaluation: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What did one wall say to the other wall? I'll meet you at the corner.\n",
      "\n",
      "Topic: Walls\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is about walls speaking to each other, a simple and playful personification. Next, we evaluate the setting: an adult attending a comedy show typically expects a higher level of humor, possibly with more complexity, wit, or edginess. This joke, while clean and possibly amusing in a light-hearted setting, lacks the sophistication and punch that might be expected in a comedy show environment. It is more likely to be appreciated in a casual or family-friendly context rather than a comedy show primarily attended by adults seeking more mature or sophisticated humor.\n",
      "\n",
      "Humor Evaluation: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What did the grape do when it got stepped on? Nothing but let out a little wine.\n",
      "\n",
      "Topic: Food\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a pun on the word \"wine,\" playing on the similarity in sound between \"wine\" and \"whine.\" The joke is simple and relies on a common form of wordplay. Next, we consider the audience, which in this case is an adult attending a comedy show. Adults at comedy shows typically expect a higher level of sophistication or originality in humor, which might include topical, observational, or more complex jokes. Puns, especially simple ones like this, might be perceived as too basic or childish for such an audience. Therefore, while the joke might elicit a mild amusement, it may not meet the expectations for humor at an adult comedy show. Answer\n",
      "\n",
      "Humor Evaluation: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I like a woman with a head on her shoulders. I hate necks.\n",
      "\n",
      "Topic: Dating\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the structure and content of the joke. The joke plays on the expectation of a typical compliment about a person's qualities and then twists it with a literal interpretation of \"a head on her shoulders,\" humorously declaring a dislike for necks. This unexpected turn can elicit a surprise laugh due to its absurdity. Next, we evaluate the audience. Adults attending a comedy show typically expect jokes that are clever, slightly edgy, or playfully subversive. This joke fits within those parameters as it is light-hearted, not offensive, and involves a playful use of language. Furthermore, the topic of dating is a common and relatable theme, which can make the joke more engaging for an adult audience who might\n",
      "\n",
      "Humor Evaluation: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why do cows have hooves instead of feet? Because they lactose.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the structure and content of the joke. The joke plays on the words \"lactose\" and \"lack toes,\" which is a form of wordplay involving homophones. This type of humor relies on the listener catching the pun between the biological term for a sugar in milk and the phrase suggesting an absence of toes. Next, consider the setting of an adult attending a comedy show. Comedy shows typically feature a range of humor from simple to complex, often tailored to provoke thought or challenge societal norms. The audience generally expects a higher level of comedic craft, including sharp wit, clever observations, or subversive commentary. The joke in question is relatively simple and might be more appealing to a younger audience\n",
      "\n",
      "Humor Evaluation: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What did one hat say to the other hat? You stay here, I'll go on ahead.\n",
      "\n",
      "Topic: Fashion\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple play on words involving hats and the phrase \"go on ahead,\" which sounds like \"go on a head.\" This type of pun is straightforward and lacks complexity, which might be more appealing to children or in a casual setting rather than to adults seeking more sophisticated humor at a comedy show. Adults attending a comedy show typically expect a higher level of wit, originality, or edginess in the jokes presented. Therefore, while the joke is clean and harmless, it may not meet the comedic expectations of an adult audience at a comedy show, where the humor is often more nuanced or layered.\n",
      "\n",
      "Humor Evaluation: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you get when you cross a snowman and a vampire? Frostbite.\n",
      "\n",
      "Topic: Halloween\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the context of the joke, which combines elements of a snowman and a vampire to create a pun on \"frostbite.\" This joke is simple and relies on a straightforward wordplay, typical of light, family-friendly humor. Next, we evaluate the setting: an adult attending a comedy show likely expects more sophisticated, edgy, or topical humor than what this joke offers. The simplicity and predictability of the punchline might not meet the comedic expectations of an adult audience in a comedy show setting, where the humor is often more nuanced or complex. Therefore, while the joke might be amusing in a casual or child-friendly setting, it may not elicit a strong laughter response in a comedy show attended by adults\n",
      "\n",
      "Humor Evaluation: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Eight years later, I’m pulling up to the polls again. This time, I’m driving a brand-new Porsche because the Obama years were very good to me […] I walked up and saw a long, long line of dusty white people […] I stood with them in line, like all us Americans are required to do in a democracy. Nobody skips the line to vote. And I listened to them say naïve, poor white people things.\n",
      "\n",
      "Topic: Political Commentary\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first need to consider the context and content of the joke. The joke references a personal experience of economic success during the Obama years contrasted with the portrayal of other voters in line as \"dusty white people\" saying \"naïve, poor white people things.\" This sets up a socio-economic and possibly racial contrast. Next, we consider the audience at a comedy show, which is typically diverse in terms of political beliefs and personal experiences. The humor in this joke hinges on political and economic disparities, which can be sensitive topics. The joke might resonate with some members of the audience who feel they have experienced similar economic success or who appreciate political humor. However, it could also alienate or offend others who might feel stereot\n",
      "\n",
      "Humor Evaluation: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: If I was an Olympic athlete, I’d rather come in last than win the silver medal. You win the gold, you feel good. You win the bronze, you think, ‘at least I got something.’ But you win that silver, that’s like, ‘Congratulations, you almost won! Of all the losers, you came in first! You’re the number one loser! No one lost ahead of you!’\n",
      "\n",
      "Topic: Sports\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context and setting of the joke, which is a comedy show attended by adults. The joke plays on the common perceptions and emotions associated with winning and losing in competitive sports, particularly the Olympics. It humorously exaggerates the feelings associated with winning different medals, turning the usual disappointment of not winning gold into a comedic scenario where winning silver is portrayed as being the \"number one loser.\" This twist on expectations can be amusing because it subverts the typical pride associated with winning an Olympic medal. Next, we consider the audience's likely familiarity with the topic. Sports, especially the Olympics, are widely recognized and understood, making the joke accessible to a broad audience. The humor derives from a playful critique of competitive spirit\n",
      "\n",
      "Humor Evaluation:\u001b[32m Yes\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #7\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Assess the quality of a joke along the specified dimension.\n",
      "p: Answer:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 83 / 100  (83.0): 100%|██████████| 100/100 [00:00<00:00, 4219.41it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 83.0\n",
      "curr average score: 83.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 61 / 77  (79.2): 100%|██████████| 77/77 [00:00<00:00, 1376.75it/s]\n",
      "[I 2024-05-15 16:36:40,157] Trial 7 finished with value: 81.35559322033897 and parameters: {'11462666752_predictor_instruction': 0, '11462666752_predictor_demos': 5}. Best is trial 7 with value: 81.35559322033897.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 79.22\n",
      "curr average score: 81.35559322033897\n",
      "Fully evaled score: 81.35559322033897\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "Assess the quality of a joke along the specified dimension.\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Answer: Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call fake spaghetti? An impasta.\n",
      "\n",
      "Topic: Food\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a pun on the word \"pasta,\" turning it into \"impasta\" to suggest something that is fake or imitating pasta. Next, we evaluate the setting, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from light-hearted puns to more sophisticated or edgy jokes. Adults might appreciate a clever play on words, but their expectations in a comedy show setting might lean towards more complex or original humor. The joke in question is quite simple and might be perceived as more suitable for children or casual settings rather than a comedy show aimed at adults. Therefore, the effectiveness and reception of the joke might be limited in this specific context\n",
      "\n",
      "Answer: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: How do you catch a squirrel? Climb a tree and act like a nut.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the nature of the joke, which is a simple, playful pun intended to create a humorous image of someone acting silly to catch a squirrel. Next, we evaluate the setting – an adult attending a comedy show typically expects more sophisticated, clever, or edgy humor than what might be found in simple puns or children's jokes. This joke, while potentially amusing in a light-hearted or casual context, might not meet the expectations for humor complexity and depth that adults anticipate in a comedy show setting. Therefore, the likelihood of this joke being genuinely funny to an adult audience in such a setting is lower.\n",
      "\n",
      "Answer: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call a boomerang that doesn't come back? A stick.\n",
      "\n",
      "Topic: Boomerangs\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is about boomerangs. The punchline plays on the expected behavior of a boomerang, which is to return to the thrower, and humorously labels a non-returning boomerang as simply a \"stick.\" This twist is simple and relies on straightforward wordplay. Next, we consider the audience. Adults attending a comedy show typically expect a higher level of sophistication or originality in humor. They might appreciate clever wordplay, satire, or jokes that involve more complex ideas or cultural references. The joke in question is quite basic and might be more appealing to children or in a casual setting rather than a comedy show aimed at adults. It lacks layers, depth\n",
      "\n",
      "Answer: No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: If God had written the Bible, the first line should have been ‘It’s round.'\n",
      "\n",
      "Topic: Creation\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the content of the joke. The joke plays on the historical controversy and misunderstanding about the shape of the Earth, referencing the idea that if God had written the Bible, clarifying the Earth's roundness could have prevented such misconceptions. This joke might appeal to those with some knowledge of history or religious texts, adding a layer of intellectual humor. Next, consider the setting of an adult comedy show, which typically features a variety of humor styles, including observational, satirical, and sometimes intellectual jokes. The audience at such events is generally open to a wide range of topics, including light-hearted jabs at historical or religious subjects. However, the effectiveness of the joke also depends on the delivery and the context in\n",
      "\n",
      "Answer: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I have a lot of growing up to do. I realised that the other day inside my fort.\n",
      "\n",
      "Topic: Growing Up\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the content of the joke. The joke plays on the juxtaposition of the phrase \"growing up\" with the image of an adult inside a child-like fort, which is inherently humorous due to its irony and unexpectedness. Adults can relate to the nostalgia of childhood and the humorous denial of adult responsibilities, which is a common theme in humor aimed at adults. Next, consider the setting of a comedy show, where the audience is typically open to a wide range of humor, including playful and light-hearted jokes. The context of a comedy show also means that the audience is primed for humor and more likely to appreciate the joke. Finally, the simplicity and relatability of the joke contribute to its effectiveness\n",
      "\n",
      "Answer: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I used to go out with a giraffe. Used to take it to the pictures and that. You’d always get some bloke complaining that he couldn’t see the screen. It’s a giraffe, mate. What do you expect? ‘Well he can take his hat off for a start!’\n",
      "\n",
      "Topic: Dating\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the structure and content of the joke. The joke involves an absurd and humorous scenario where someone is dating a giraffe and takes it to a movie theater, leading to a predictable complaint from another moviegoer about their blocked view. The punchline, suggesting the giraffe could \"take his hat off,\" adds an additional layer of absurdity by treating the giraffe as if it were a human behaving inconsiderately. Next, we consider the audience. Adults attending a comedy show generally expect jokes that are clever, surprising, or play on words and situations in unexpected ways. The absurdity and visual humor implied in the joke about dating a giraffe fit well within the kind of humor that might appeal to adults\n",
      "\n",
      "Answer: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: This motherfucker calls me up in the middle of the night. It was one o'clock in the morning and he goes, 'Dad, don’t be mad […] I’m at a party and my designated driver had too much to drink. Me and friends need you to come pick us up.' I said, 'Jesus Christ, it’s one o'clock in the morning. Nigga, I am shit-faced!'\n",
      "\n",
      "Topic: Fatherhood\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context and setting of the joke. The joke is set in a scenario where a father receives a late-night call from his son, who is at a party and needs a ride because the designated driver is intoxicated. The punchline reveals that the father himself is too intoxicated to drive, which adds an unexpected twist and highlights the irony of the situation. Next, we analyze the humor style. The joke uses situational irony and a bit of shock value due to the father's irresponsible admission, which can be a common comedic technique to elicit laughter. The humor also plays on the reversal of expectations where typically a parent would be the responsible figure. Considering the audience, adults at a comedy show are generally more receptive\n",
      "\n",
      "Answer: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't skeletons fight each other? They don't have the guts.\n",
      "\n",
      "Topic: Skeletons\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is about skeletons and uses a pun on the phrase \"don't have the guts.\" This phrase typically means lacking courage, but in the context of the joke, it refers to the literal absence of internal organs in skeletons. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or wit in humor. They might appreciate clever wordplay, satire, or jokes that relate to more complex life experiences. The joke in question is relatively simple and relies on a straightforward pun. It's more likely to appeal to a younger audience or be seen as a light, perhaps even groan-worthy, pun among adults. While it might elicit\n",
      "\n",
      "Answer: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I said to the gym instructor: ‘Can you teach me to do the splits?’ He said: ‘How flexible are you?’ I said: ‘I can’t make Tuesdays.’\n",
      "\n",
      "Topic: Flexibility\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to\u001b[32m produce the answer. We start by analyzing the content of the joke, which involves a humorous exchange between someone wanting to learn to do the splits and a gym instructor. The punchline, where the person humorously misunderstands the question about flexibility, adds a layer of wit and unexpectedness to the joke. Next, consider the audience at a comedy show, where adults typically expect jokes that are clever, witty, or play on words and situations in unexpected ways. The joke's play on words and the misinterpretation of the question about flexibility might resonate with adults who appreciate clever humor. The relatability of the situation, combined with the light-hearted tone, could contribute to the joke's effectiveness in a comedy show setting.\n",
      "\n",
      "Answer: Yes\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #8\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Proposed Instruction: Evaluate the provided joke to determine its humorous appeal specifically for an adult audience at a comedy show. Consider the joke's structure, topic relevance, and overall comedic impact. Your assessment should reflect whether the average adult would find the joke amusing during a live comedy performance.\n",
      "p: Humor Evaluation:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 79 / 100  (79.0): 100%|██████████| 100/100 [00:00<00:00, 4186.39it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 79.0\n",
      "curr average score: 79.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 60 / 77  (77.9): 100%|██████████| 77/77 [00:00<00:00, 1578.35it/s]\n",
      "[I 2024-05-15 16:36:40,324] Trial 8 finished with value: 78.53016949152543 and parameters: {'11462666752_predictor_instruction': 4, '11462666752_predictor_demos': 18}. Best is trial 7 with value: 81.35559322033897.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 77.92\n",
      "curr average score: 78.53016949152543\n",
      "Fully evaled score: 78.53016949152543\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "Proposed Instruction: Evaluate the provided joke to determine its humorous appeal specifically for an adult audience at a comedy show. Consider the joke's structure, topic relevance, and overall comedic impact. Your assessment should reflect whether the average adult would find the joke amusing during a live comedy performance.\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Humor Evaluation: Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Do Transformers get car, or life insurance?\n",
      "\n",
      "Topic: Insurance\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to Reasoning: Let's think step by step in order to assess whether this joke would be funny to an adult attending a comedy show. First, consider the nature of the joke: it plays on the dual identity of Transformers as both vehicles and sentient beings, which is a clever twist on the concept of insurance. The humor arises from applying a mundane, everyday concern (insurance) to a fantastical concept (Transformers). Next, evaluate the audience: adults at a comedy show are likely looking for humor that is quick to understand, slightly unexpected, and relatable. The joke about Transformers involves a popular culture reference which most adults would recognize, adding to its accessibility and potential appeal. However, the simplicity and predictability of the punchline might not\n",
      "\n",
      "Humor Evaluation: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the scarecrow win an award? Because he was outstanding in his field.\n",
      "\n",
      "Topic: Field\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the structure and content of the joke. The joke is a play on words where \"outstanding in his field\" refers both to the scarecrow's literal position in a field and metaphorically implies excellence. This type of pun is simple and straightforward, often appealing more to a younger audience or those who enjoy light, pun-based humor. Next, consider the setting of an adult attending a comedy show. Comedy shows typically feature a range of humor styles, including sophisticated, topical, satirical, or dark humor. Adults might expect a higher level of complexity or edginess in the jokes presented at such events. Given the simplicity and gentle humor of the joke, it might not meet the expectations of adults at a\n",
      "\n",
      "Humor Evaluation: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't skeletons fight each other? They don't have the guts.\n",
      "\n",
      "Topic: Skeletons\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is about skeletons and uses a pun on the phrase \"don't have the guts.\" This phrase typically means lacking courage, but in the context of the joke, it refers to the literal absence of internal organs in skeletons. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or wit in humor. They might appreciate clever wordplay, satire, or jokes that relate to more complex life experiences. The joke in question is relatively simple and relies on a straightforward pun. It's more likely to appeal to a younger audience or be seen as a light, perhaps even groan-worthy, pun among adults. While it might elicit\n",
      "\n",
      "Humor Evaluation: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Mondays are fine. It’s your life that sucks.\n",
      "\n",
      "Topic: Life\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to Reasoning: Let's think step by step in order to assess whether this joke would be funny to an adult attending a comedy show. First, consider the context of the joke. It plays on the common sentiment that Mondays are typically disliked because they mark the beginning of the workweek. However, the punchline twists this by suggesting that it's not Mondays that are the problem, but the person's life in general. This kind of humor is often appreciated in adult settings, especially in a comedy show where audiences expect a bit of cynicism and dark humor. Additionally, the joke's structure is straightforward and delivers a quick, surprising punchline, which is effective in a comedy setting. Therefore, it is likely that this joke could be funny to an\n",
      "\n",
      "Humor Evaluation: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call a magic dog? A labracadabrador.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the nature of the joke. It's a pun combining \"labrador,\" a breed of dog, and \"abracadabra,\" a common magic spell phrase. This type of joke is simple and relies on wordplay, which is often appreciated for its cleverness rather than its comedic impact. Next, we consider the audience. Adults attending a comedy show typically expect a higher level of sophistication or edginess in humor, which might include topical, observational, or satirical jokes rather than straightforward puns. Furthermore, the setting of a comedy show suggests that the audience is looking for laughter that comes from more than just a play on words. They might prefer jokes that relate to their experiences, social commentary,\n",
      "\n",
      "Humor Evaluation: No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't oysters donate to charity? Because they are shellfish.\n",
      "\n",
      "Topic: Charity\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the structure and content of the joke. The joke plays on the word \"shellfish,\" which sounds like \"selfish,\" implying that oysters don't donate to charity because they are selfish, but with a pun involving their shells. This type of pun is simple and relies on wordplay, which is a common comedic technique. Next, we consider the audience. Adults attending a comedy show typically expect a higher level of sophistication or originality in humor. Puns, while enjoyable, are often seen as a lighter form of humor that might not meet the expectations of an audience seeking more elaborate comedy. Furthermore, the topic of charity, while relatable, is used here in a very straightforward way without adding layers\n",
      "\n",
      "Humor Evaluation: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call a boomerang that doesn't come back? A stick.\n",
      "\n",
      "Topic: Boomerangs\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is about boomerangs. The punchline plays on the expected behavior of a boomerang, which is to return to the thrower, and humorously labels a non-returning boomerang as simply a \"stick.\" This twist is simple and relies on straightforward wordplay. Next, we consider the audience. Adults attending a comedy show typically expect a higher level of sophistication or originality in humor. They might appreciate clever wordplay, satire, or jokes that involve more complex ideas or cultural references. The joke in question is quite basic and might be more appealing to children or in a casual setting rather than a comedy show aimed at adults. It lacks layers, depth\n",
      "\n",
      "Humor Evaluation: No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the tomato turn red? Because it saw the salad dressing.\n",
      "\n",
      "Topic: Food\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple, playful pun related to food. The joke uses a common anthropomorphic theme where the tomato is personified to experience embarrassment, a human emotion, upon \"seeing\" the salad dressing. This type of humor is typically straightforward and light, often appealing more to children due to its simplicity and innocence. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or complexity in humor, which might include satire, irony, dark humor, or more intricate jokes that play on words in a more subtle or layered way. The setting of a comedy show sets expectations for a type of humor that is often edgier or more intellectually stimulating\n",
      "\n",
      "Humor Evaluation: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: If I was an Olympic athlete, I’d rather come in last than win the silver medal. You win the gold, you feel good. You win the bronze, you think, ‘at least I got something.’ But you win that silver, that’s like, ‘Congratulations, you almost won! Of all the losers, you came in first! You’re the number one loser! No one lost ahead of you!’\n",
      "\n",
      "Topic: Sports\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the structure and content of the joke. The joke is a humorous take on the perspective of winning different medals at the Olympics, with a focus on the perceived disappointment of winning the silver medal. It uses exaggeration and sarcasm to highlight the absurdity of valuing one medal over another. This type of humor is often appreciated by adults for its wit and social commentary. Next, we consider the audience. Adults attending a comedy show typically expect humor that is clever, thought-provoking, and relatable. The joke about Olympic medals touches on themes of competition, success, and self-worth, which are relevant to many adults. The punchline is delivered in a way that is both unexpected and thought-pro\n",
      "\n",
      "Humor Evaluation:\u001b[32m Yes\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #9\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: ---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "p: Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 80 / 100  (80.0): 100%|██████████| 100/100 [00:00<00:00, 2886.93it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 80.0\n",
      "curr average score: 80.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 70 / 77  (90.9): 100%|██████████| 77/77 [00:00<00:00, 1620.62it/s]\n",
      "[I 2024-05-15 16:36:40,515] Trial 9 finished with value: 84.74615819209039 and parameters: {'11462666752_predictor_instruction': 6, '11462666752_predictor_demos': 10}. Best is trial 9 with value: 84.74615819209039.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 90.91\n",
      "curr average score: 84.74615819209039\n",
      "Fully evaled score: 84.74615819209039\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call an alligator in a vest? An investigator.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the nature of the joke. It's a pun, combining \"alligator\" and \"investigator\" to create a humorous image of an alligator dressed as an investigator. Puns are a form of wordplay that often elicit a groan or a chuckle depending on the audience's taste for simple, playful humor. Next, we consider the setting of the joke, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from observational to sophisticated, dark, or even blue humor. The audience at such events generally expects a higher level of comedic craft or a more complex set of themes. Given that the joke is very simple and relies on a straightforward pun, it might\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the coffee file a police report? It got mugged.\n",
      "\n",
      "Topic: Coffee\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a pun based on the word \"mugged,\" referring both to being robbed and to a coffee mug. Next, we evaluate the setting, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from simple to complex, often with an expectation for more sophisticated, edgy, or topical humor. This joke is relatively simple and might be perceived as more suitable for a light-hearted or casual setting rather than a comedy show where adults expect a higher level of comedic craft. Additionally, the joke is quite clean and lacks the edginess often appreciated in adult comedy settings. Therefore, while the joke might elicit a mild chuckle, it may\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call a pile of cats? A meowtain.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a play on words combining \"meow,\" a sound that cats make, and \"mountain,\" to create \"meowtain.\" This type of joke is a pun, which relies on the sound similarity between the two words for its humor. Next, we consider the audience. Adults attending a comedy show typically expect a certain level of sophistication or novelty in humor, which might include topical humor, observational comedy, or more complex wordplay. Puns, while popular among various audiences, are often considered lighter or more simplistic forms of humor. They might be perceived as charming or mildly amusing but might not elicit a strong laughter response in a setting where expectations for originality\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't scientists trust atoms? Because they make up everything.\n",
      "\n",
      "Topic: Science\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is based on a pun involving atoms and the phrase \"make up everything,\" referring to the fact that atoms are the fundamental building blocks of matter. This joke plays on the dual meaning of \"make up,\" as in to constitute, and to fabricate or lie. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of humor, possibly with more complexity or edginess. This joke, while clever, is relatively simple and might be seen as more suitable for a general audience or children due to its straightforward and clean humor. Furthermore, the setting of a comedy show often sets expectations for a continuous flow of laughter and jokes that are more\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the tomato turn red? Because it saw the salad dressing.\n",
      "\n",
      "Topic: Food\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple, playful pun related to food. The joke uses a common anthropomorphic theme where the tomato is personified to experience embarrassment, a human emotion, upon \"seeing\" the salad dressing. This type of humor is typically straightforward and light, often appealing more to children due to its simplicity and innocence. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or complexity in humor, which might include satire, irony, dark humor, or more intricate jokes that play on words in a more subtle or layered way. The setting of a comedy show sets expectations for a type of humor that is often edgier or more intellectually stimulating\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: How do you catch a squirrel? Climb a tree and act like a nut.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the nature of the joke, which is a simple, playful pun intended to create a humorous image of someone acting silly to catch a squirrel. Next, we evaluate the setting – an adult attending a comedy show typically expects more sophisticated, clever, or edgy humor than what might be found in simple puns or children's jokes. This joke, while potentially amusing in a light-hearted or casual context, might not meet the expectations for humor complexity and depth that adults anticipate in a comedy show setting. Therefore, the likelihood of this joke being genuinely funny to an adult audience in such a setting is lower.\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I’m sure wherever my Dad is, he’s looking down on us. He’s not dead, just very condescending.\n",
      "\n",
      "Topic: Family\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the structure and content of the joke. The joke plays on the expectation that the phrase \"looking down on us\" will refer to a deceased person watching over their loved ones from an afterlife perspective. However, the punchline subverts this expectation by revealing that the father is not dead but rather condescending, implying he metaphorically looks down on others due to his attitude. This twist creates a humorous effect through the unexpected reinterpretation of a common phrase. Next, we evaluate the appropriateness of the topic. The joke is about family dynamics, specifically the relationship between a parent and child, which is a relatable topic for many adults. The humor does not rely on obscure references or inside knowledge, making it\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't skeletons fight each other? They don't have the guts.\n",
      "\n",
      "Topic: Skeletons\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is about skeletons and uses a pun on the phrase \"don't have the guts.\" This phrase typically means lacking courage, but in the context of the joke, it refers to the literal absence of internal organs in skeletons. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or wit in humor. They might appreciate clever wordplay, satire, or jokes that relate to more complex life experiences. The joke in question is relatively simple and relies on a straightforward pun. It's more likely to appeal to a younger audience or be seen as a light, perhaps even groan-worthy, pun among adults. While it might elicit\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What did one wall say to the other wall? I'll meet you at the corner.\n",
      "\n",
      "Topic: Walls\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the joke's structure, which is a play on the idea of walls having a conversation and arranging to meet at a corner, a common feature in architectural design. The humor here lies in the anthropomorphism of inanimate objects and the unexpected twist of walls making plans to meet. Next, we consider the audience – adults attending a comedy show typically expect humor that is more sophisticated, clever, or edgy. This joke, while light-hearted and whimsical, may be perceived as too simplistic or lacking in depth for an adult comedy setting. The joke's humor relies on a basic form of wordplay and does not delve into complex themes or cultural references that might engage an adult audience. Therefore, the likelihood of\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\u001b[32m No\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #10\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: ---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "p: Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 80 / 100  (80.0): 100%|██████████| 100/100 [00:00<00:00, 1389.62it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 80.0\n",
      "curr average score: 80.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 70 / 77  (90.9): 100%|██████████| 77/77 [00:00<00:00, 1700.61it/s] \n",
      "[I 2024-05-15 16:36:40,747] Trial 10 finished with value: 84.74615819209039 and parameters: {'11462666752_predictor_instruction': 6, '11462666752_predictor_demos': 10}. Best is trial 9 with value: 84.74615819209039.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 90.91\n",
      "curr average score: 84.74615819209039\n",
      "Fully evaled score: 84.74615819209039\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call an alligator in a vest? An investigator.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the nature of the joke. It's a pun, combining \"alligator\" and \"investigator\" to create a humorous image of an alligator dressed as an investigator. Puns are a form of wordplay that often elicit a groan or a chuckle depending on the audience's taste for simple, playful humor. Next, we consider the setting of the joke, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from observational to sophisticated, dark, or even blue humor. The audience at such events generally expects a higher level of comedic craft or a more complex set of themes. Given that the joke is very simple and relies on a straightforward pun, it might\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the coffee file a police report? It got mugged.\n",
      "\n",
      "Topic: Coffee\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a pun based on the word \"mugged,\" referring both to being robbed and to a coffee mug. Next, we evaluate the setting, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from simple to complex, often with an expectation for more sophisticated, edgy, or topical humor. This joke is relatively simple and might be perceived as more suitable for a light-hearted or casual setting rather than a comedy show where adults expect a higher level of comedic craft. Additionally, the joke is quite clean and lacks the edginess often appreciated in adult comedy settings. Therefore, while the joke might elicit a mild chuckle, it may\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call a pile of cats? A meowtain.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a play on words combining \"meow,\" a sound that cats make, and \"mountain,\" to create \"meowtain.\" This type of joke is a pun, which relies on the sound similarity between the two words for its humor. Next, we consider the audience. Adults attending a comedy show typically expect a certain level of sophistication or novelty in humor, which might include topical humor, observational comedy, or more complex wordplay. Puns, while popular among various audiences, are often considered lighter or more simplistic forms of humor. They might be perceived as charming or mildly amusing but might not elicit a strong laughter response in a setting where expectations for originality\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't scientists trust atoms? Because they make up everything.\n",
      "\n",
      "Topic: Science\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is based on a pun involving atoms and the phrase \"make up everything,\" referring to the fact that atoms are the fundamental building blocks of matter. This joke plays on the dual meaning of \"make up,\" as in to constitute, and to fabricate or lie. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of humor, possibly with more complexity or edginess. This joke, while clever, is relatively simple and might be seen as more suitable for a general audience or children due to its straightforward and clean humor. Furthermore, the setting of a comedy show often sets expectations for a continuous flow of laughter and jokes that are more\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the tomato turn red? Because it saw the salad dressing.\n",
      "\n",
      "Topic: Food\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple, playful pun related to food. The joke uses a common anthropomorphic theme where the tomato is personified to experience embarrassment, a human emotion, upon \"seeing\" the salad dressing. This type of humor is typically straightforward and light, often appealing more to children due to its simplicity and innocence. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or complexity in humor, which might include satire, irony, dark humor, or more intricate jokes that play on words in a more subtle or layered way. The setting of a comedy show sets expectations for a type of humor that is often edgier or more intellectually stimulating\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: How do you catch a squirrel? Climb a tree and act like a nut.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the nature of the joke, which is a simple, playful pun intended to create a humorous image of someone acting silly to catch a squirrel. Next, we evaluate the setting – an adult attending a comedy show typically expects more sophisticated, clever, or edgy humor than what might be found in simple puns or children's jokes. This joke, while potentially amusing in a light-hearted or casual context, might not meet the expectations for humor complexity and depth that adults anticipate in a comedy show setting. Therefore, the likelihood of this joke being genuinely funny to an adult audience in such a setting is lower.\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I’m sure wherever my Dad is, he’s looking down on us. He’s not dead, just very condescending.\n",
      "\n",
      "Topic: Family\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the structure and content of the joke. The joke plays on the expectation that the phrase \"looking down on us\" will refer to a deceased person watching over their loved ones from an afterlife perspective. However, the punchline subverts this expectation by revealing that the father is not dead but rather condescending, implying he metaphorically looks down on others due to his attitude. This twist creates a humorous effect through the unexpected reinterpretation of a common phrase. Next, we evaluate the appropriateness of the topic. The joke is about family dynamics, specifically the relationship between a parent and child, which is a relatable topic for many adults. The humor does not rely on obscure references or inside knowledge, making it\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't skeletons fight each other? They don't have the guts.\n",
      "\n",
      "Topic: Skeletons\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is about skeletons and uses a pun on the phrase \"don't have the guts.\" This phrase typically means lacking courage, but in the context of the joke, it refers to the literal absence of internal organs in skeletons. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or wit in humor. They might appreciate clever wordplay, satire, or jokes that relate to more complex life experiences. The joke in question is relatively simple and relies on a straightforward pun. It's more likely to appeal to a younger audience or be seen as a light, perhaps even groan-worthy, pun among adults. While it might elicit\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't scientists trust atoms? Because they make up everything.\n",
      "\n",
      "Topic: Science\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is based on a pun involving atoms and the phrase \"make up everything,\" referring to the fact that atoms are the fundamental building blocks of matter. This joke plays on the dual meaning of \"make up,\" as in to constitute, and to fabricate or lie. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of humor, possibly with more complexity or edginess. This joke, while clever, is relatively simple and might be seen as more suitable for a general audience or children due to its straightforward and clean humor. Furthermore, the setting of a comedy show often sets expectations for a continuous flow of laughter and jokes that are more intellectually\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\u001b[32m No\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #11\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: ---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "p: Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 80 / 100  (80.0): 100%|██████████| 100/100 [00:00<00:00, 3850.32it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 80.0\n",
      "curr average score: 80.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 70 / 77  (90.9): 100%|██████████| 77/77 [00:00<00:00, 2945.41it/s]\n",
      "[I 2024-05-15 16:36:40,918] Trial 11 finished with value: 84.74615819209039 and parameters: {'11462666752_predictor_instruction': 6, '11462666752_predictor_demos': 10}. Best is trial 9 with value: 84.74615819209039.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 90.91\n",
      "curr average score: 84.74615819209039\n",
      "Fully evaled score: 84.74615819209039\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call an alligator in a vest? An investigator.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the nature of the joke. It's a pun, combining \"alligator\" and \"investigator\" to create a humorous image of an alligator dressed as an investigator. Puns are a form of wordplay that often elicit a groan or a chuckle depending on the audience's taste for simple, playful humor. Next, we consider the setting of the joke, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from observational to sophisticated, dark, or even blue humor. The audience at such events generally expects a higher level of comedic craft or a more complex set of themes. Given that the joke is very simple and relies on a straightforward pun, it might\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the coffee file a police report? It got mugged.\n",
      "\n",
      "Topic: Coffee\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a pun based on the word \"mugged,\" referring both to being robbed and to a coffee mug. Next, we evaluate the setting, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from simple to complex, often with an expectation for more sophisticated, edgy, or topical humor. This joke is relatively simple and might be perceived as more suitable for a light-hearted or casual setting rather than a comedy show where adults expect a higher level of comedic craft. Additionally, the joke is quite clean and lacks the edginess often appreciated in adult comedy settings. Therefore, while the joke might elicit a mild chuckle, it may\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call a pile of cats? A meowtain.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a play on words combining \"meow,\" a sound that cats make, and \"mountain,\" to create \"meowtain.\" This type of joke is a pun, which relies on the sound similarity between the two words for its humor. Next, we consider the audience. Adults attending a comedy show typically expect a certain level of sophistication or novelty in humor, which might include topical humor, observational comedy, or more complex wordplay. Puns, while popular among various audiences, are often considered lighter or more simplistic forms of humor. They might be perceived as charming or mildly amusing but might not elicit a strong laughter response in a setting where expectations for originality\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't scientists trust atoms? Because they make up everything.\n",
      "\n",
      "Topic: Science\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is based on a pun involving atoms and the phrase \"make up everything,\" referring to the fact that atoms are the fundamental building blocks of matter. This joke plays on the dual meaning of \"make up,\" as in to constitute, and to fabricate or lie. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of humor, possibly with more complexity or edginess. This joke, while clever, is relatively simple and might be seen as more suitable for a general audience or children due to its straightforward and clean humor. Furthermore, the setting of a comedy show often sets expectations for a continuous flow of laughter and jokes that are more\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the tomato turn red? Because it saw the salad dressing.\n",
      "\n",
      "Topic: Food\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple, playful pun related to food. The joke uses a common anthropomorphic theme where the tomato is personified to experience embarrassment, a human emotion, upon \"seeing\" the salad dressing. This type of humor is typically straightforward and light, often appealing more to children due to its simplicity and innocence. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or complexity in humor, which might include satire, irony, dark humor, or more intricate jokes that play on words in a more subtle or layered way. The setting of a comedy show sets expectations for a type of humor that is often edgier or more intellectually stimulating\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: How do you catch a squirrel? Climb a tree and act like a nut.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the nature of the joke, which is a simple, playful pun intended to create a humorous image of someone acting silly to catch a squirrel. Next, we evaluate the setting – an adult attending a comedy show typically expects more sophisticated, clever, or edgy humor than what might be found in simple puns or children's jokes. This joke, while potentially amusing in a light-hearted or casual context, might not meet the expectations for humor complexity and depth that adults anticipate in a comedy show setting. Therefore, the likelihood of this joke being genuinely funny to an adult audience in such a setting is lower.\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I’m sure wherever my Dad is, he’s looking down on us. He’s not dead, just very condescending.\n",
      "\n",
      "Topic: Family\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the structure and content of the joke. The joke plays on the expectation that the phrase \"looking down on us\" will refer to a deceased person watching over their loved ones from an afterlife perspective. However, the punchline subverts this expectation by revealing that the father is not dead but rather condescending, implying he metaphorically looks down on others due to his attitude. This twist creates a humorous effect through the unexpected reinterpretation of a common phrase. Next, we evaluate the appropriateness of the topic. The joke is about family dynamics, specifically the relationship between a parent and child, which is a relatable topic for many adults. The humor does not rely on obscure references or inside knowledge, making it\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't skeletons fight each other? They don't have the guts.\n",
      "\n",
      "Topic: Skeletons\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is about skeletons and uses a pun on the phrase \"don't have the guts.\" This phrase typically means lacking courage, but in the context of the joke, it refers to the literal absence of internal organs in skeletons. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or wit in humor. They might appreciate clever wordplay, satire, or jokes that relate to more complex life experiences. The joke in question is relatively simple and relies on a straightforward pun. It's more likely to appeal to a younger audience or be seen as a light, perhaps even groan-worthy, pun among adults. While it might elicit\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't scientists trust atoms? Because they make up everything.\n",
      "\n",
      "Topic: Science\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is based on a pun involving atoms and the phrase \"make up everything,\" referring to the fact that atoms are the fundamental building blocks of matter. This joke plays on the dual meaning of \"make up,\" as in to constitute, and to fabricate or lie. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of humor, possibly with more complexity or edginess. This joke, while clever, is relatively simple and might be seen as more suitable for a general audience or children due to its straightforward and clean humor. Furthermore, the setting of a comedy show often sets expectations for a continuous flow of laughter and jokes that are more intellectually\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\u001b[32m No\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #12\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: ---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "p: Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 80 / 100  (80.0): 100%|██████████| 100/100 [00:00<00:00, 1422.47it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 80.0\n",
      "curr average score: 80.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 70 / 77  (90.9): 100%|██████████| 77/77 [00:00<00:00, 2134.15it/s]\n",
      "[I 2024-05-15 16:36:41,149] Trial 12 finished with value: 84.74615819209039 and parameters: {'11462666752_predictor_instruction': 6, '11462666752_predictor_demos': 10}. Best is trial 9 with value: 84.74615819209039.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 90.91\n",
      "curr average score: 84.74615819209039\n",
      "Fully evaled score: 84.74615819209039\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call an alligator in a vest? An investigator.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the nature of the joke. It's a pun, combining \"alligator\" and \"investigator\" to create a humorous image of an alligator dressed as an investigator. Puns are a form of wordplay that often elicit a groan or a chuckle depending on the audience's taste for simple, playful humor. Next, we consider the setting of the joke, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from observational to sophisticated, dark, or even blue humor. The audience at such events generally expects a higher level of comedic craft or a more complex set of themes. Given that the joke is very simple and relies on a straightforward pun, it might\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the coffee file a police report? It got mugged.\n",
      "\n",
      "Topic: Coffee\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a pun based on the word \"mugged,\" referring both to being robbed and to a coffee mug. Next, we evaluate the setting, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from simple to complex, often with an expectation for more sophisticated, edgy, or topical humor. This joke is relatively simple and might be perceived as more suitable for a light-hearted or casual setting rather than a comedy show where adults expect a higher level of comedic craft. Additionally, the joke is quite clean and lacks the edginess often appreciated in adult comedy settings. Therefore, while the joke might elicit a mild chuckle, it may\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call a pile of cats? A meowtain.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a play on words combining \"meow,\" a sound that cats make, and \"mountain,\" to create \"meowtain.\" This type of joke is a pun, which relies on the sound similarity between the two words for its humor. Next, we consider the audience. Adults attending a comedy show typically expect a certain level of sophistication or novelty in humor, which might include topical humor, observational comedy, or more complex wordplay. Puns, while popular among various audiences, are often considered lighter or more simplistic forms of humor. They might be perceived as charming or mildly amusing but might not elicit a strong laughter response in a setting where expectations for originality\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't scientists trust atoms? Because they make up everything.\n",
      "\n",
      "Topic: Science\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is based on a pun involving atoms and the phrase \"make up everything,\" referring to the fact that atoms are the fundamental building blocks of matter. This joke plays on the dual meaning of \"make up,\" as in to constitute, and to fabricate or lie. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of humor, possibly with more complexity or edginess. This joke, while clever, is relatively simple and might be seen as more suitable for a general audience or children due to its straightforward and clean humor. Furthermore, the setting of a comedy show often sets expectations for a continuous flow of laughter and jokes that are more\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the tomato turn red? Because it saw the salad dressing.\n",
      "\n",
      "Topic: Food\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple, playful pun related to food. The joke uses a common anthropomorphic theme where the tomato is personified to experience embarrassment, a human emotion, upon \"seeing\" the salad dressing. This type of humor is typically straightforward and light, often appealing more to children due to its simplicity and innocence. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or complexity in humor, which might include satire, irony, dark humor, or more intricate jokes that play on words in a more subtle or layered way. The setting of a comedy show sets expectations for a type of humor that is often edgier or more intellectually stimulating\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: How do you catch a squirrel? Climb a tree and act like a nut.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the nature of the joke, which is a simple, playful pun intended to create a humorous image of someone acting silly to catch a squirrel. Next, we evaluate the setting – an adult attending a comedy show typically expects more sophisticated, clever, or edgy humor than what might be found in simple puns or children's jokes. This joke, while potentially amusing in a light-hearted or casual context, might not meet the expectations for humor complexity and depth that adults anticipate in a comedy show setting. Therefore, the likelihood of this joke being genuinely funny to an adult audience in such a setting is lower.\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I’m sure wherever my Dad is, he’s looking down on us. He’s not dead, just very condescending.\n",
      "\n",
      "Topic: Family\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the structure and content of the joke. The joke plays on the expectation that the phrase \"looking down on us\" will refer to a deceased person watching over their loved ones from an afterlife perspective. However, the punchline subverts this expectation by revealing that the father is not dead but rather condescending, implying he metaphorically looks down on others due to his attitude. This twist creates a humorous effect through the unexpected reinterpretation of a common phrase. Next, we evaluate the appropriateness of the topic. The joke is about family dynamics, specifically the relationship between a parent and child, which is a relatable topic for many adults. The humor does not rely on obscure references or inside knowledge, making it\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't skeletons fight each other? They don't have the guts.\n",
      "\n",
      "Topic: Skeletons\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is about skeletons and uses a pun on the phrase \"don't have the guts.\" This phrase typically means lacking courage, but in the context of the joke, it refers to the literal absence of internal organs in skeletons. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or wit in humor. They might appreciate clever wordplay, satire, or jokes that relate to more complex life experiences. The joke in question is relatively simple and relies on a straightforward pun. It's more likely to appeal to a younger audience or be seen as a light, perhaps even groan-worthy, pun among adults. While it might elicit\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: This motherfucker [Donald Trump] grabbed the podium and he goes, 'You don’t know how scary the things I read in my briefings are.' Holy shit, man, you ain’t supposed to tell us that, bro!\n",
      "\n",
      "Topic: Leadership\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the content and context of the joke, which involves a political figure, Donald Trump, making a statement about the frightening content of his briefings. The humor in this joke comes from the unexpected and candid nature of Trump's supposed revelation, creating a sense of irony and absurdity. Next, we evaluate the topic of the joke, which is leadership and political figures. Humor related to politics can be divisive and polarizing, especially in a comedy show setting where audiences may have varying political beliefs. While some adults may find this joke funny due to its satirical take on a prominent figure, others may not appreciate the political nature of the humor. Additionally, the use of strong language and the specific reference to a political\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\u001b[32m Yes\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #13\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Proposed Instruction: Evaluate the humor of each provided joke, considering if it would suit an adult audience at a comedy show. Analyze the joke's core elements such as topic relevance, punchline effectiveness, and audience appropriateness. Your response should not only reflect whether the joke is likely to evoke laughter from an adult audience but also offer a brief reasoning stating why it might or might not work based on its comedic value and context.\n",
      "p: Response:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 54 / 100  (54.0): 100%|██████████| 100/100 [00:00<00:00, 3952.42it/s]\n",
      "[I 2024-05-15 16:36:41,240] Trial 13 pruned. \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 54.0\n",
      "curr average score: 54.0\n",
      "Trial pruned.\n",
      "Starting trial #14\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Proposed Instruction: Evaluate the appeal and effectiveness of a joke in a specified context. Consider the joke's setup and punchline, its relevancy to the assigned topic, and whether it is likely to amuse an adult audience in a comedy show setting. For each query, determine if the joke's humor, tone, and content align well enough to be perceived as funny and engaging by an adult audience.\n",
      "p: Assessment of humor:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 46 / 100  (46.0): 100%|██████████| 100/100 [00:00<00:00, 1028.93it/s]\n",
      "[I 2024-05-15 16:36:41,356] Trial 14 pruned. \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 46.0\n",
      "curr average score: 46.0\n",
      "Trial pruned.\n",
      "Starting trial #15\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Proposed Instruction: Analyze the joke provided and its topic, then determine whether it would be considered humorous to an adult attending a comedy show. Use the cultural context, structure of the joke, and the potential audience's understanding of the topic to guide your decision. Your assessment should consider how the joke's wordplay, metaphor, cultural relevance, or unexpected twist contributes to its comedic value. Base your evaluation on whether the joke is likely to elicit laughter or appreciation from an adult audience in a comedy show setting.\n",
      "p: Judgement on humor:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 73 / 100  (73.0): 100%|██████████| 100/100 [00:00<00:00, 3694.41it/s]\n",
      "[I 2024-05-15 16:36:41,438] Trial 15 pruned. \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 73.0\n",
      "curr average score: 73.0\n",
      "Trial pruned.\n",
      "Starting trial #16\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Proposed Instruction: Evaluate the provided joke in the context of a real-world adult comedy show setting. Consider the joke's topic, structure, and cultural references to determine if it would likely be appreciated or found humorous by an adult audience in a comedy club. Elaborate briefly on your reasoning to support your decision about the joke's effectiveness in making an adult audience laugh during a comedy show.\n",
      "p: Assessment of humor for adult comedy show:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 65 / 100  (65.0): 100%|██████████| 100/100 [00:00<00:00, 1804.15it/s]\n",
      "[I 2024-05-15 16:36:41,544] Trial 16 pruned. \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 65.0\n",
      "curr average score: 65.0\n",
      "Trial pruned.\n",
      "Starting trial #17\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: ---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "p: Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 80 / 100  (80.0): 100%|██████████| 100/100 [00:00<00:00, 1312.39it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 80.0\n",
      "curr average score: 80.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 70 / 77  (90.9): 100%|██████████| 77/77 [00:00<00:00, 4132.69it/s] \n",
      "[I 2024-05-15 16:36:41,754] Trial 17 finished with value: 84.74615819209039 and parameters: {'11462666752_predictor_instruction': 6, '11462666752_predictor_demos': 10}. Best is trial 9 with value: 84.74615819209039.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 90.91\n",
      "curr average score: 84.74615819209039\n",
      "Fully evaled score: 84.74615819209039\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call an alligator in a vest? An investigator.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the nature of the joke. It's a pun, combining \"alligator\" and \"investigator\" to create a humorous image of an alligator dressed as an investigator. Puns are a form of wordplay that often elicit a groan or a chuckle depending on the audience's taste for simple, playful humor. Next, we consider the setting of the joke, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from observational to sophisticated, dark, or even blue humor. The audience at such events generally expects a higher level of comedic craft or a more complex set of themes. Given that the joke is very simple and relies on a straightforward pun, it might\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the coffee file a police report? It got mugged.\n",
      "\n",
      "Topic: Coffee\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a pun based on the word \"mugged,\" referring both to being robbed and to a coffee mug. Next, we evaluate the setting, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from simple to complex, often with an expectation for more sophisticated, edgy, or topical humor. This joke is relatively simple and might be perceived as more suitable for a light-hearted or casual setting rather than a comedy show where adults expect a higher level of comedic craft. Additionally, the joke is quite clean and lacks the edginess often appreciated in adult comedy settings. Therefore, while the joke might elicit a mild chuckle, it may\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call a pile of cats? A meowtain.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a play on words combining \"meow,\" a sound that cats make, and \"mountain,\" to create \"meowtain.\" This type of joke is a pun, which relies on the sound similarity between the two words for its humor. Next, we consider the audience. Adults attending a comedy show typically expect a certain level of sophistication or novelty in humor, which might include topical humor, observational comedy, or more complex wordplay. Puns, while popular among various audiences, are often considered lighter or more simplistic forms of humor. They might be perceived as charming or mildly amusing but might not elicit a strong laughter response in a setting where expectations for originality\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't scientists trust atoms? Because they make up everything.\n",
      "\n",
      "Topic: Science\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is based on a pun involving atoms and the phrase \"make up everything,\" referring to the fact that atoms are the fundamental building blocks of matter. This joke plays on the dual meaning of \"make up,\" as in to constitute, and to fabricate or lie. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of humor, possibly with more complexity or edginess. This joke, while clever, is relatively simple and might be seen as more suitable for a general audience or children due to its straightforward and clean humor. Furthermore, the setting of a comedy show often sets expectations for a continuous flow of laughter and jokes that are more\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the tomato turn red? Because it saw the salad dressing.\n",
      "\n",
      "Topic: Food\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple, playful pun related to food. The joke uses a common anthropomorphic theme where the tomato is personified to experience embarrassment, a human emotion, upon \"seeing\" the salad dressing. This type of humor is typically straightforward and light, often appealing more to children due to its simplicity and innocence. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or complexity in humor, which might include satire, irony, dark humor, or more intricate jokes that play on words in a more subtle or layered way. The setting of a comedy show sets expectations for a type of humor that is often edgier or more intellectually stimulating\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: How do you catch a squirrel? Climb a tree and act like a nut.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the nature of the joke, which is a simple, playful pun intended to create a humorous image of someone acting silly to catch a squirrel. Next, we evaluate the setting – an adult attending a comedy show typically expects more sophisticated, clever, or edgy humor than what might be found in simple puns or children's jokes. This joke, while potentially amusing in a light-hearted or casual context, might not meet the expectations for humor complexity and depth that adults anticipate in a comedy show setting. Therefore, the likelihood of this joke being genuinely funny to an adult audience in such a setting is lower.\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I’m sure wherever my Dad is, he’s looking down on us. He’s not dead, just very condescending.\n",
      "\n",
      "Topic: Family\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the structure and content of the joke. The joke plays on the expectation that the phrase \"looking down on us\" will refer to a deceased person watching over their loved ones from an afterlife perspective. However, the punchline subverts this expectation by revealing that the father is not dead but rather condescending, implying he metaphorically looks down on others due to his attitude. This twist creates a humorous effect through the unexpected reinterpretation of a common phrase. Next, we evaluate the appropriateness of the topic. The joke is about family dynamics, specifically the relationship between a parent and child, which is a relatable topic for many adults. The humor does not rely on obscure references or inside knowledge, making it\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't skeletons fight each other? They don't have the guts.\n",
      "\n",
      "Topic: Skeletons\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is about skeletons and uses a pun on the phrase \"don't have the guts.\" This phrase typically means lacking courage, but in the context of the joke, it refers to the literal absence of internal organs in skeletons. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or wit in humor. They might appreciate clever wordplay, satire, or jokes that relate to more complex life experiences. The joke in question is relatively simple and relies on a straightforward pun. It's more likely to appeal to a younger audience or be seen as a light, perhaps even groan-worthy, pun among adults. While it might elicit\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Eight years later, I’m pulling up to the polls again. This time, I’m driving a brand-new Porsche because the Obama years were very good to me […] I walked up and saw a long, long line of dusty white people […] I stood with them in line, like all us Americans are required to do in a democracy. Nobody skips the line to vote. And I listened to them say naïve, poor white people things.\n",
      "\n",
      "Topic: Political Commentary\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the content and structure of the joke. The joke involves political commentary, specifically referencing the Obama years and the experience of voting in a democracy. It also includes observations about the behavior and statements of certain individuals in line to vote. This type of humor relies on satire, social commentary, and potentially controversial topics, which can be appreciated by adults in a comedy show setting. Next, we evaluate the sophistication and complexity of the humor. The joke requires an understanding of political context, social dynamics, and the nuances of democracy, which may be more suitable for an adult audience familiar with these topics. The humor in this joke is likely to resonate with adults who appreciate political satire and commentary, making it more likely to be funny in\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\u001b[32m Yes\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #18\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Proposed Instruction: Evaluate the provided joke in terms of its humor and relevance to its specified topic. Consider whether the joke would likely be appreciated by an adult audience in the context of a comedy show. Base your judgment on the joke's cleverness, timing, and potential appeal to a mature audience. Your assessment should consider nuances in humor such as wordplay, cultural references, and underlying themes potentially connected to the topic.\n",
      "p: Humor Evaluation:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 73 / 100  (73.0): 100%|██████████| 100/100 [00:00<00:00, 4060.71it/s]\n",
      "[I 2024-05-15 16:36:41,851] Trial 18 pruned. \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 73.0\n",
      "curr average score: 73.0\n",
      "Trial pruned.\n",
      "Starting trial #19\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Proposed Instruction:\n",
      "Evaluate the comedic appeal of the provided joke within the context of its topic and intended audience. Consider key elements such as punchline effectiveness, topic relevance, and potential audience reaction to determine if the joke is likely to be found humorous by an adult audience at a comedy show. Provide your assessment based on whether the joke would evoke laughter and amusement in this setting.\n",
      "p: Humor Assessment:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 71 / 100  (71.0): 100%|██████████| 100/100 [00:00<00:00, 1827.78it/s]\n",
      "[I 2024-05-15 16:36:41,962] Trial 19 pruned. \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 71.0\n",
      "curr average score: 71.0\n",
      "Trial pruned.\n",
      "Starting trial #20\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Based on the observations and examples you've shared, here is an optimized version of the instructions and prefix for the output field:\n",
      "\n",
      "---\n",
      "\n",
      "Observations: The dataset exhibits jokes with a uniform structure comprising a set-up and punchline, targeting a diverse range of topics from animals to technology. The jokes often use word play and cultural references, making them suitable for training models to understand humor. Each entry includes a relevance query about whether the joke would appeal to an adult in a comedy show setting, providing a basis for assessing humor appropriateness in different contexts.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: Why do seagulls fly over the ocean? Because if they flew over the bay, they'd be bagels.\n",
      "Topic: Birds\n",
      "Question: Would\n",
      "p: Proposed Instruction: Evaluate the humor of the provided joke by considering its structure, wordplay, and cultural references. Determine if the joke would likely be appreciated by an adult audience at a comedy show. Consider the topic and the style of the joke in your assessment. Provide a clear and concise answer.\n",
      "\n",
      "Proposed Prefix For Output Field: \"Humor Evaluation:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 81 / 100  (81.0): 100%|██████████| 100/100 [00:00<00:00, 1452.28it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 81.0\n",
      "curr average score: 81.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 54 / 77  (70.1): 100%|██████████| 77/77 [00:00<00:00, 1496.60it/s]\n",
      "[I 2024-05-15 16:36:42,197] Trial 20 finished with value: 76.2712429378531 and parameters: {'11462666752_predictor_instruction': 13, '11462666752_predictor_demos': 17}. Best is trial 9 with value: 84.74615819209039.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 70.13\n",
      "curr average score: 76.2712429378531\n",
      "Fully evaled score: 76.2712429378531\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "Based on the observations and examples you've shared, here is an optimized version of the instructions and prefix for the output field:\n",
      "\n",
      "---\n",
      "\n",
      "Observations: The dataset exhibits jokes with a uniform structure comprising a set-up and punchline, targeting a diverse range of topics from animals to technology. The jokes often use word play and cultural references, making them suitable for training models to understand humor. Each entry includes a relevance query about whether the joke would appeal to an adult in a comedy show setting, providing a basis for assessing humor appropriateness in different contexts.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: Why do seagulls fly over the ocean? Because if they flew over the bay, they'd be bagels.\n",
      "Topic: Birds\n",
      "Question: Would\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of the provided joke by considering its structure, wordplay, and cultural references. Determine if the joke would likely be appreciated by an adult audience at a comedy show. Consider the topic and the style of the joke in your assessment. Provide a clear and concise answer.\n",
      "\n",
      "Proposed Prefix For Output Field: \"Humor Evaluation: Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: People say ‘Bill, are you an optimist?’ And I say, ‘I hope so.’\n",
      "\n",
      "Topic: Optimism\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the structure and content of the joke. The joke plays on the concept of optimism, specifically using a self-referential and somewhat ironic statement. The humor arises from the contradiction between being an optimist and merely hoping to be one, which subtly undermines the very definition of optimism. Next, we consider the audience. Adults attending a comedy show typically expect humor that is either relatable, clever, surprising, or a combination of these elements. This joke offers a light, clever twist on the concept of optimism, which could be relatable to many as it touches on the common human experience of aspiring to be more positive. However, the simplicity and mild nature of the joke might not elicit a strong laughter response\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of the provided joke by considering its structure, wordplay, and cultural references. Determine if the joke would likely be appreciated by an adult audience at a comedy show. Consider the topic and the style of the joke in your assessment. Provide a clear and concise answer.\n",
      "\n",
      "Proposed Prefix For Output Field: \"Humor Evaluation: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the cowboy get a dachshund? Because he wanted to get a long little doggie.\n",
      "\n",
      "Topic: Dogs\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the structure and content of the joke. The joke plays on the phrase \"get along little doggie,\" which is a cliché associated with cowboys herding cattle, but twists it with the wordplay on \"a long little doggie,\" referring to the dachshund's distinctive long body. This type of pun is simple and relies on a basic form of wordplay. Next, consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or novelty in humor, which might include topical references, observational humor, or more complex wordplay. This joke, while clever, is quite straightforward and might be perceived as more suitable for children or a family-friendly setting due to its simplicity\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of the provided joke by considering its structure, wordplay, and cultural references. Determine if the joke would likely be appreciated by an adult audience at a comedy show. Consider the topic and the style of the joke in your assessment. Provide a clear and concise answer.\n",
      "\n",
      "Proposed Prefix For Output Field: \"Humor Evaluation: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: My star sign is Pyrex. I was a test-tube baby.\n",
      "\n",
      "Topic: Identity\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a play on the concept of star signs and identity, using the brand \"Pyrex,\" known for its glassware, to make a pun about being a \"test-tube baby.\" This joke relies on the audience's familiarity with astrology and the concept of test-tube babies, which are both fairly common knowledge. Next, we evaluate the humor's sophistication and relevance. The joke combines wordplay and a surprising twist, which are elements that can appeal to an adult audience. It's light-hearted and doesn't delve into controversial or offensive territory, making it suitable for a general audience. However, the effectiveness of humor can be subjective. What one person finds funny, another\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of the provided joke by considering its structure, wordplay, and cultural references. Determine if the joke would likely be appreciated by an adult audience at a comedy show. Consider the topic and the style of the joke in your assessment. Provide a clear and concise answer.\n",
      "\n",
      "Proposed Prefix For Output Field: \"Humor Evaluation: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call cheese that isn't yours? Nacho cheese.\n",
      "\n",
      "Topic: Food\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple play on words between \"nacho\" and \"not your.\" This type of humor is generally straightforward and often categorized as a pun. Next, we consider the audience, which in this case is adults at a comedy show. Adults attending a comedy show typically expect a higher level of sophistication or complexity in humor, possibly involving satire, observational humor, or more intricate wordplay. The simplicity and predictability of the \"Nacho cheese\" joke might not meet these expectations, as it is commonly known and often associated with children's humor. Therefore, the joke might not be as effective in making an adult audience laugh in a comedy show setting.\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of the provided joke by considering its structure, wordplay, and cultural references. Determine if the joke would likely be appreciated by an adult audience at a comedy show. Consider the topic and the style of the joke in your assessment. Provide a clear and concise answer.\n",
      "\n",
      "Proposed Prefix For Output Field: \"Humor Evaluation: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Remember, when you are dead, you do not know you are dead. It is only painful for others. The same applies when you are stupid.\n",
      "\n",
      "Topic: Philosophy\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a comedy show attended by adults. The joke plays on the comparison between being dead and being stupid, suggesting that both states are only painful or problematic to others, not to the person who is dead or stupid. This kind of humor, which involves a bit of dark comedy and a twist of logic, is generally appreciated in adult settings where audiences expect a higher level of wit and often enjoy humor that makes them think while they laugh. Next, we consider the audience's likely familiarity with the concept. The joke touches on philosophical ideas about awareness and the impact of one's state of being on others, which are topics that adults are more likely to have contemplated. This familiarity can\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of the provided joke by considering its structure, wordplay, and cultural references. Determine if the joke would likely be appreciated by an adult audience at a comedy show. Consider the topic and the style of the joke in your assessment. Provide a clear and concise answer.\n",
      "\n",
      "Proposed Prefix For Output Field: \"Humor Evaluation: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I used to go out with a giraffe. Used to take it to the pictures and that. You’d always get some bloke complaining that he couldn’t see the screen.\n",
      "\n",
      "Topic: Relationships\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which involves a humorous and absurd scenario of dating a giraffe and the practical issues that arise from it, such as obstructing the view at a movie theater. This scenario is exaggerated and unexpected, which are common elements in humor. Next, we consider the audience, which in this case is an adult attending a comedy show. Adults at a comedy show are typically open to a variety of humor styles, including absurd, situational, and light-hearted jokes. The joke does not rely on complex wordplay or niche knowledge, making it accessible to a broad audience. Additionally, the imagery of a giraffe at a movie theater is visually amusing and can evoke a playful mental picture, enhancing\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of the provided joke by considering its structure, wordplay, and cultural references. Determine if the joke would likely be appreciated by an adult audience at a comedy show. Consider the topic and the style of the joke in your assessment. Provide a clear and concise answer.\n",
      "\n",
      "Proposed Prefix For Output Field: \"Humor Evaluation: Yes.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the math book look sad? Because it had too many problems.\n",
      "\n",
      "Topic: Books\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to Reasoning: Let's think step by step in order to assess whether this joke would be funny to an adult attending a comedy show. First, consider the context of the joke—it's a simple, pun-based joke that plays on the double meaning of \"problems\" as both mathematical equations and difficulties in life. This type of humor is straightforward and often categorized as a \"dad joke,\" which is typically known for being endearingly corny and simple. Next, consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or edginess in the humor, something that challenges their thinking or offers a novel perspective. They might appreciate clever wordplay, satire, observational humor about adult life, or even dark humor, which\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of the provided joke by considering its structure, wordplay, and cultural references. Determine if the joke would likely be appreciated by an adult audience at a comedy show. Consider the topic and the style of the joke in your assessment. Provide a clear and concise answer.\n",
      "\n",
      "Proposed Prefix For Output Field: \"Humor Evaluation: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: My mother told me, you don’t have to put anything in your mouth you don’t want to. Then she made me eat broccoli, which felt like double standards.\n",
      "\n",
      "Topic: Parenting\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context and content of the joke. The joke revolves around a common childhood experience of being forced to eat something undesirable, despite parental advice suggesting choice and autonomy. This scenario is relatable for many adults, especially those who have experienced similar contradictions in parenting either as children or as parents themselves. The humor arises from the irony and the perceived \"double standards\" mentioned in the joke, which is a clever twist on words and expectations. Given that the joke taps into universal themes and presents a humorous contradiction, it is likely to elicit laughter from an adult audience at a comedy show, who can appreciate both the irony and the relatability of the situation.\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of the provided joke by considering its structure, wordplay, and cultural references. Determine if the joke would likely be appreciated by an adult audience at a comedy show. Consider the topic and the style of the joke in your assessment. Provide a clear and concise answer.\n",
      "\n",
      "Proposed Prefix For Output Field: \"Humor Evaluation: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I said to the gym instructor: ‘Can you teach me to do the splits?’ He said: ‘How flexible are you?’ I said: ‘I can’t make Tuesdays.’\n",
      "\n",
      "Topic: Flexibility\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the structure and content of the joke, which involves a humorous exchange between a gym instructor and a person seeking to learn the splits. The punchline, where the person humorously misunderstands the question about flexibility, adds a layer of wit and unexpectedness to the joke. Next, consider the audience. Adults at a comedy show typically appreciate clever wordplay, situational humor, and jokes that involve a twist or misinterpretation. This joke combines elements of wordplay and a playful misunderstanding, making it likely to resonate with an adult audience seeking light-hearted and clever humor. The joke's relatability to common experiences of miscommunication and the playful tone of the interaction further enhance its potential to elicit laughter in\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of the provided joke by considering its structure, wordplay, and cultural references. Determine if the joke would likely be appreciated by an adult audience at a comedy show. Consider the topic and the style of the joke in your assessment. Provide a clear and concise answer.\n",
      "\n",
      "Proposed Prefix For Output Field: \"Humor Evaluation:\u001b[32m Yes\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #21\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: ---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "p: Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 80 / 100  (80.0): 100%|██████████| 100/100 [00:00<00:00, 4166.18it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 80.0\n",
      "curr average score: 80.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 70 / 77  (90.9): 100%|██████████| 77/77 [00:00<00:00, 711.80it/s] \n",
      "[I 2024-05-15 16:36:42,435] Trial 21 finished with value: 84.74615819209039 and parameters: {'11462666752_predictor_instruction': 6, '11462666752_predictor_demos': 10}. Best is trial 9 with value: 84.74615819209039.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 90.91\n",
      "curr average score: 84.74615819209039\n",
      "Fully evaled score: 84.74615819209039\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call an alligator in a vest? An investigator.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the nature of the joke. It's a pun, combining \"alligator\" and \"investigator\" to create a humorous image of an alligator dressed as an investigator. Puns are a form of wordplay that often elicit a groan or a chuckle depending on the audience's taste for simple, playful humor. Next, we consider the setting of the joke, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from observational to sophisticated, dark, or even blue humor. The audience at such events generally expects a higher level of comedic craft or a more complex set of themes. Given that the joke is very simple and relies on a straightforward pun, it might\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the coffee file a police report? It got mugged.\n",
      "\n",
      "Topic: Coffee\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a pun based on the word \"mugged,\" referring both to being robbed and to a coffee mug. Next, we evaluate the setting, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from simple to complex, often with an expectation for more sophisticated, edgy, or topical humor. This joke is relatively simple and might be perceived as more suitable for a light-hearted or casual setting rather than a comedy show where adults expect a higher level of comedic craft. Additionally, the joke is quite clean and lacks the edginess often appreciated in adult comedy settings. Therefore, while the joke might elicit a mild chuckle, it may\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call a pile of cats? A meowtain.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a play on words combining \"meow,\" a sound that cats make, and \"mountain,\" to create \"meowtain.\" This type of joke is a pun, which relies on the sound similarity between the two words for its humor. Next, we consider the audience. Adults attending a comedy show typically expect a certain level of sophistication or novelty in humor, which might include topical humor, observational comedy, or more complex wordplay. Puns, while popular among various audiences, are often considered lighter or more simplistic forms of humor. They might be perceived as charming or mildly amusing but might not elicit a strong laughter response in a setting where expectations for originality\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't scientists trust atoms? Because they make up everything.\n",
      "\n",
      "Topic: Science\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is based on a pun involving atoms and the phrase \"make up everything,\" referring to the fact that atoms are the fundamental building blocks of matter. This joke plays on the dual meaning of \"make up,\" as in to constitute, and to fabricate or lie. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of humor, possibly with more complexity or edginess. This joke, while clever, is relatively simple and might be seen as more suitable for a general audience or children due to its straightforward and clean humor. Furthermore, the setting of a comedy show often sets expectations for a continuous flow of laughter and jokes that are more\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the tomato turn red? Because it saw the salad dressing.\n",
      "\n",
      "Topic: Food\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple, playful pun related to food. The joke uses a common anthropomorphic theme where the tomato is personified to experience embarrassment, a human emotion, upon \"seeing\" the salad dressing. This type of humor is typically straightforward and light, often appealing more to children due to its simplicity and innocence. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or complexity in humor, which might include satire, irony, dark humor, or more intricate jokes that play on words in a more subtle or layered way. The setting of a comedy show sets expectations for a type of humor that is often edgier or more intellectually stimulating\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: How do you catch a squirrel? Climb a tree and act like a nut.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the nature of the joke, which is a simple, playful pun intended to create a humorous image of someone acting silly to catch a squirrel. Next, we evaluate the setting – an adult attending a comedy show typically expects more sophisticated, clever, or edgy humor than what might be found in simple puns or children's jokes. This joke, while potentially amusing in a light-hearted or casual context, might not meet the expectations for humor complexity and depth that adults anticipate in a comedy show setting. Therefore, the likelihood of this joke being genuinely funny to an adult audience in such a setting is lower.\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I’m sure wherever my Dad is, he’s looking down on us. He’s not dead, just very condescending.\n",
      "\n",
      "Topic: Family\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the structure and content of the joke. The joke plays on the expectation that the phrase \"looking down on us\" will refer to a deceased person watching over their loved ones from an afterlife perspective. However, the punchline subverts this expectation by revealing that the father is not dead but rather condescending, implying he metaphorically looks down on others due to his attitude. This twist creates a humorous effect through the unexpected reinterpretation of a common phrase. Next, we evaluate the appropriateness of the topic. The joke is about family dynamics, specifically the relationship between a parent and child, which is a relatable topic for many adults. The humor does not rely on obscure references or inside knowledge, making it\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't skeletons fight each other? They don't have the guts.\n",
      "\n",
      "Topic: Skeletons\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is about skeletons and uses a pun on the phrase \"don't have the guts.\" This phrase typically means lacking courage, but in the context of the joke, it refers to the literal absence of internal organs in skeletons. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or wit in humor. They might appreciate clever wordplay, satire, or jokes that relate to more complex life experiences. The joke in question is relatively simple and relies on a straightforward pun. It's more likely to appeal to a younger audience or be seen as a light, perhaps even groan-worthy, pun among adults. While it might elicit\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Eight years later, I’m pulling up to the polls again. This time, I’m driving a brand-new Porsche because the Obama years were very good to me […] I walked up and saw a long, long line of dusty white people […] I stood with them in line, like all us Americans are required to do in a democracy. Nobody skips the line to vote. And I listened to them say naïve, poor white people things.\n",
      "\n",
      "Topic: Political Commentary\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the content and structure of the joke. The joke involves political commentary, specifically referencing the Obama years and the experience of voting in a democracy. It also includes observations about the behavior and statements of certain individuals in line to vote. This type of humor relies on satire, social commentary, and potentially controversial topics, which can be appreciated by adults in a comedy show setting. Next, we evaluate the sophistication and complexity of the humor. The joke requires an understanding of political context, social dynamics, and the nuances of democracy, which may be more suitable for an adult audience familiar with these topics. The humor in this joke is likely to resonate with adults who appreciate political satire and commentary, making it more likely to be funny in\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\u001b[32m Yes\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #22\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Proposed Instruction: Evaluate the given joke's comedic effectiveness regarding its topic and structure. Determine if it would resonate humorously with an adult audience in a comedy show setting. Consider the joke's contextual relevance, wit, and potential cultural or topical impact, making sure to assess both the setup and punchline.\n",
      "p: Comedic Suitability:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 67 / 100  (67.0): 100%|██████████| 100/100 [00:00<00:00, 3971.54it/s]\n",
      "[I 2024-05-15 16:36:42,513] Trial 22 pruned. \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 67.0\n",
      "curr average score: 67.0\n",
      "Trial pruned.\n",
      "Starting trial #23\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Proposed Instruction: Evaluate the presented joke with reference to its content and appropriateness for an adult audience at a comedy show. Consider the context, cultural relevance, and sophistication of the humor. Determine whether the joke would likely elicit laughter from an adult demographic in a comedy club setting. Please provide a binary response ('Yes' or 'No') and, if possible, briefly justify your decision based on the humor and thematic relevance to the adult audience.\n",
      "p: Humor assessment for comedy show audience:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 67 / 100  (67.0): 100%|██████████| 100/100 [00:00<00:00, 1597.82it/s]\n",
      "[I 2024-05-15 16:36:42,626] Trial 23 pruned. \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 67.0\n",
      "curr average score: 67.0\n",
      "Trial pruned.\n",
      "Starting trial #24\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: ---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "p: Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 72 / 100  (72.0): 100%|██████████| 100/100 [00:00<00:00, 3989.48it/s]\n",
      "[I 2024-05-15 16:36:42,712] Trial 24 pruned. \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 72.0\n",
      "curr average score: 72.0\n",
      "Trial pruned.\n",
      "Starting trial #25\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Observations: The dataset involves jokes from various topics and primarily focuses on their potential humor effectiveness in an adult comedy show setting. Each joke includes a setup and punchline format, covers a variety of themes like Animals, Food, and Technology, and demands an evaluation based on its likely reception at a comedy show targeted towards adults. The task requires understanding of humor, context sensitivity, and culture-specific nuance recognition.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: Why do cows have hooves instead of feet? Because they lactose.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "Answer: No»\n",
      "[2] «Joke: What do you call cheese that isn't yours? Nacho\n",
      "p: Proposed Prefix For Output Field: \"Assessment:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 81 / 100  (81.0): 100%|██████████| 100/100 [00:00<00:00, 1436.57it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 81.0\n",
      "curr average score: 81.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 62 / 77  (80.5): 100%|██████████| 77/77 [00:00<00:00, 1365.10it/s]\n",
      "[I 2024-05-15 16:36:42,957] Trial 25 finished with value: 80.79118644067798 and parameters: {'11462666752_predictor_instruction': 9, '11462666752_predictor_demos': 10}. Best is trial 9 with value: 84.74615819209039.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 80.52\n",
      "curr average score: 80.79118644067798\n",
      "Fully evaled score: 80.79118644067798\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "Observations: The dataset involves jokes from various topics and primarily focuses on their potential humor effectiveness in an adult comedy show setting. Each joke includes a setup and punchline format, covers a variety of themes like Animals, Food, and Technology, and demands an evaluation based on its likely reception at a comedy show targeted towards adults. The task requires understanding of humor, context sensitivity, and culture-specific nuance recognition.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: Why do cows have hooves instead of feet? Because they lactose.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "Answer: No»\n",
      "[2] «Joke: What do you call cheese that isn't yours? Nacho\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Proposed Prefix For Output Field: \"Assessment: Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call an alligator in a vest? An investigator.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the nature of the joke. It's a pun, combining \"alligator\" and \"investigator\" to create a humorous image of an alligator dressed as an investigator. Puns are a form of wordplay that often elicit a groan or a chuckle depending on the audience's taste for simple, playful humor. Next, we consider the setting of the joke, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from observational to sophisticated, dark, or even blue humor. The audience at such events generally expects a higher level of comedic craft or a more complex set of themes. Given that the joke is very simple and relies on a straightforward pun, it might\n",
      "\n",
      "Proposed Prefix For Output Field: \"Assessment: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the coffee file a police report? It got mugged.\n",
      "\n",
      "Topic: Coffee\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a pun based on the word \"mugged,\" referring both to being robbed and to a coffee mug. Next, we evaluate the setting, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from simple to complex, often with an expectation for more sophisticated, edgy, or topical humor. This joke is relatively simple and might be perceived as more suitable for a light-hearted or casual setting rather than a comedy show where adults expect a higher level of comedic craft. Additionally, the joke is quite clean and lacks the edginess often appreciated in adult comedy settings. Therefore, while the joke might elicit a mild chuckle, it may\n",
      "\n",
      "Proposed Prefix For Output Field: \"Assessment: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call a pile of cats? A meowtain.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a play on words combining \"meow,\" a sound that cats make, and \"mountain,\" to create \"meowtain.\" This type of joke is a pun, which relies on the sound similarity between the two words for its humor. Next, we consider the audience. Adults attending a comedy show typically expect a certain level of sophistication or novelty in humor, which might include topical humor, observational comedy, or more complex wordplay. Puns, while popular among various audiences, are often considered lighter or more simplistic forms of humor. They might be perceived as charming or mildly amusing but might not elicit a strong laughter response in a setting where expectations for originality\n",
      "\n",
      "Proposed Prefix For Output Field: \"Assessment: No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't scientists trust atoms? Because they make up everything.\n",
      "\n",
      "Topic: Science\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is based on a pun involving atoms and the phrase \"make up everything,\" referring to the fact that atoms are the fundamental building blocks of matter. This joke plays on the dual meaning of \"make up,\" as in to constitute, and to fabricate or lie. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of humor, possibly with more complexity or edginess. This joke, while clever, is relatively simple and might be seen as more suitable for a general audience or children due to its straightforward and clean humor. Furthermore, the setting of a comedy show often sets expectations for a continuous flow of laughter and jokes that are more\n",
      "\n",
      "Proposed Prefix For Output Field: \"Assessment: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the tomato turn red? Because it saw the salad dressing.\n",
      "\n",
      "Topic: Food\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple, playful pun related to food. The joke uses a common anthropomorphic theme where the tomato is personified to experience embarrassment, a human emotion, upon \"seeing\" the salad dressing. This type of humor is typically straightforward and light, often appealing more to children due to its simplicity and innocence. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or complexity in humor, which might include satire, irony, dark humor, or more intricate jokes that play on words in a more subtle or layered way. The setting of a comedy show sets expectations for a type of humor that is often edgier or more intellectually stimulating\n",
      "\n",
      "Proposed Prefix For Output Field: \"Assessment: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: How do you catch a squirrel? Climb a tree and act like a nut.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the nature of the joke, which is a simple, playful pun intended to create a humorous image of someone acting silly to catch a squirrel. Next, we evaluate the setting – an adult attending a comedy show typically expects more sophisticated, clever, or edgy humor than what might be found in simple puns or children's jokes. This joke, while potentially amusing in a light-hearted or casual context, might not meet the expectations for humor complexity and depth that adults anticipate in a comedy show setting. Therefore, the likelihood of this joke being genuinely funny to an adult audience in such a setting is lower.\n",
      "\n",
      "Proposed Prefix For Output Field: \"Assessment: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I’m sure wherever my Dad is, he’s looking down on us. He’s not dead, just very condescending.\n",
      "\n",
      "Topic: Family\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the structure and content of the joke. The joke plays on the expectation that the phrase \"looking down on us\" will refer to a deceased person watching over their loved ones from an afterlife perspective. However, the punchline subverts this expectation by revealing that the father is not dead but rather condescending, implying he metaphorically looks down on others due to his attitude. This twist creates a humorous effect through the unexpected reinterpretation of a common phrase. Next, we evaluate the appropriateness of the topic. The joke is about family dynamics, specifically the relationship between a parent and child, which is a relatable topic for many adults. The humor does not rely on obscure references or inside knowledge, making it\n",
      "\n",
      "Proposed Prefix For Output Field: \"Assessment: Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't skeletons fight each other? They don't have the guts.\n",
      "\n",
      "Topic: Skeletons\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is about skeletons and uses a pun on the phrase \"don't have the guts.\" This phrase typically means lacking courage, but in the context of the joke, it refers to the literal absence of internal organs in skeletons. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or wit in humor. They might appreciate clever wordplay, satire, or jokes that relate to more complex life experiences. The joke in question is relatively simple and relies on a straightforward pun. It's more likely to appeal to a younger audience or be seen as a light, perhaps even groan-worthy, pun among adults. While it might elicit\n",
      "\n",
      "Proposed Prefix For Output Field: \"Assessment: No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What did one wall say to the other wall? I'll meet you at the corner.\n",
      "\n",
      "Topic: Walls\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the joke, which is a simple play on words involving walls meeting at a corner. The humor comes from the unexpected personification of inanimate objects and the anticipation of a punchline based on their interaction. Next, we consider the audience at an adult comedy show. Adults attending such events typically expect humor that is more sophisticated, clever, or edgy, often involving social commentary, observational humor, or dark comedy. This joke, while light-hearted and playful, may be perceived as too simplistic or juvenile for an adult audience seeking more nuanced or intellectually stimulating humor. Therefore, the likelihood of this joke being genuinely funny to an adult attending a comedy show is lower. Proposed Prefix For Output Field: \"Assessment\n",
      "\n",
      "Proposed Prefix For Output Field: \"Assessment:\u001b[32m No\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #26\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: ---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "p: Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 80 / 100  (80.0): 100%|██████████| 100/100 [00:00<00:00, 4076.14it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 80.0\n",
      "curr average score: 80.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 70 / 77  (90.9): 100%|██████████| 77/77 [00:00<00:00, 773.08it/s] \n",
      "[I 2024-05-15 16:36:43,189] Trial 26 finished with value: 84.74615819209039 and parameters: {'11462666752_predictor_instruction': 6, '11462666752_predictor_demos': 10}. Best is trial 9 with value: 84.74615819209039.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 90.91\n",
      "curr average score: 84.74615819209039\n",
      "Fully evaled score: 84.74615819209039\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call an alligator in a vest? An investigator.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the nature of the joke. It's a pun, combining \"alligator\" and \"investigator\" to create a humorous image of an alligator dressed as an investigator. Puns are a form of wordplay that often elicit a groan or a chuckle depending on the audience's taste for simple, playful humor. Next, we consider the setting of the joke, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from observational to sophisticated, dark, or even blue humor. The audience at such events generally expects a higher level of comedic craft or a more complex set of themes. Given that the joke is very simple and relies on a straightforward pun, it might\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the coffee file a police report? It got mugged.\n",
      "\n",
      "Topic: Coffee\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a pun based on the word \"mugged,\" referring both to being robbed and to a coffee mug. Next, we evaluate the setting, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from simple to complex, often with an expectation for more sophisticated, edgy, or topical humor. This joke is relatively simple and might be perceived as more suitable for a light-hearted or casual setting rather than a comedy show where adults expect a higher level of comedic craft. Additionally, the joke is quite clean and lacks the edginess often appreciated in adult comedy settings. Therefore, while the joke might elicit a mild chuckle, it may\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call a pile of cats? A meowtain.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a play on words combining \"meow,\" a sound that cats make, and \"mountain,\" to create \"meowtain.\" This type of joke is a pun, which relies on the sound similarity between the two words for its humor. Next, we consider the audience. Adults attending a comedy show typically expect a certain level of sophistication or novelty in humor, which might include topical humor, observational comedy, or more complex wordplay. Puns, while popular among various audiences, are often considered lighter or more simplistic forms of humor. They might be perceived as charming or mildly amusing but might not elicit a strong laughter response in a setting where expectations for originality\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't scientists trust atoms? Because they make up everything.\n",
      "\n",
      "Topic: Science\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is based on a pun involving atoms and the phrase \"make up everything,\" referring to the fact that atoms are the fundamental building blocks of matter. This joke plays on the dual meaning of \"make up,\" as in to constitute, and to fabricate or lie. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of humor, possibly with more complexity or edginess. This joke, while clever, is relatively simple and might be seen as more suitable for a general audience or children due to its straightforward and clean humor. Furthermore, the setting of a comedy show often sets expectations for a continuous flow of laughter and jokes that are more\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the tomato turn red? Because it saw the salad dressing.\n",
      "\n",
      "Topic: Food\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple, playful pun related to food. The joke uses a common anthropomorphic theme where the tomato is personified to experience embarrassment, a human emotion, upon \"seeing\" the salad dressing. This type of humor is typically straightforward and light, often appealing more to children due to its simplicity and innocence. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or complexity in humor, which might include satire, irony, dark humor, or more intricate jokes that play on words in a more subtle or layered way. The setting of a comedy show sets expectations for a type of humor that is often edgier or more intellectually stimulating\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: How do you catch a squirrel? Climb a tree and act like a nut.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the nature of the joke, which is a simple, playful pun intended to create a humorous image of someone acting silly to catch a squirrel. Next, we evaluate the setting – an adult attending a comedy show typically expects more sophisticated, clever, or edgy humor than what might be found in simple puns or children's jokes. This joke, while potentially amusing in a light-hearted or casual context, might not meet the expectations for humor complexity and depth that adults anticipate in a comedy show setting. Therefore, the likelihood of this joke being genuinely funny to an adult audience in such a setting is lower.\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I’m sure wherever my Dad is, he’s looking down on us. He’s not dead, just very condescending.\n",
      "\n",
      "Topic: Family\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the structure and content of the joke. The joke plays on the expectation that the phrase \"looking down on us\" will refer to a deceased person watching over their loved ones from an afterlife perspective. However, the punchline subverts this expectation by revealing that the father is not dead but rather condescending, implying he metaphorically looks down on others due to his attitude. This twist creates a humorous effect through the unexpected reinterpretation of a common phrase. Next, we evaluate the appropriateness of the topic. The joke is about family dynamics, specifically the relationship between a parent and child, which is a relatable topic for many adults. The humor does not rely on obscure references or inside knowledge, making it\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't skeletons fight each other? They don't have the guts.\n",
      "\n",
      "Topic: Skeletons\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is about skeletons and uses a pun on the phrase \"don't have the guts.\" This phrase typically means lacking courage, but in the context of the joke, it refers to the literal absence of internal organs in skeletons. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or wit in humor. They might appreciate clever wordplay, satire, or jokes that relate to more complex life experiences. The joke in question is relatively simple and relies on a straightforward pun. It's more likely to appeal to a younger audience or be seen as a light, perhaps even groan-worthy, pun among adults. While it might elicit\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't scientists trust atoms? Because they make up everything.\n",
      "\n",
      "Topic: Science\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is based on a pun involving atoms and the phrase \"make up everything,\" referring to the fact that atoms are the fundamental building blocks of matter. This joke plays on the dual meaning of \"make up,\" as in to constitute, and to fabricate or lie. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of humor, possibly with more complexity or edginess. This joke, while clever, is relatively simple and might be seen as more suitable for a general audience or children due to its straightforward and clean humor. Furthermore, the setting of a comedy show often sets expectations for a continuous flow of laughter and jokes that are more intellectually\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\u001b[32m No\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #27\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: ---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "p: Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 80 / 100  (80.0): 100%|██████████| 100/100 [00:00<00:00, 3931.01it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 80.0\n",
      "curr average score: 80.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 70 / 77  (90.9): 100%|██████████| 77/77 [00:00<00:00, 4050.28it/s]\n",
      "[I 2024-05-15 16:36:43,363] Trial 27 finished with value: 84.74615819209039 and parameters: {'11462666752_predictor_instruction': 6, '11462666752_predictor_demos': 10}. Best is trial 9 with value: 84.74615819209039.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 90.91\n",
      "curr average score: 84.74615819209039\n",
      "Fully evaled score: 84.74615819209039\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call an alligator in a vest? An investigator.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the nature of the joke. It's a pun, combining \"alligator\" and \"investigator\" to create a humorous image of an alligator dressed as an investigator. Puns are a form of wordplay that often elicit a groan or a chuckle depending on the audience's taste for simple, playful humor. Next, we consider the setting of the joke, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from observational to sophisticated, dark, or even blue humor. The audience at such events generally expects a higher level of comedic craft or a more complex set of themes. Given that the joke is very simple and relies on a straightforward pun, it might\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the coffee file a police report? It got mugged.\n",
      "\n",
      "Topic: Coffee\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a pun based on the word \"mugged,\" referring both to being robbed and to a coffee mug. Next, we evaluate the setting, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from simple to complex, often with an expectation for more sophisticated, edgy, or topical humor. This joke is relatively simple and might be perceived as more suitable for a light-hearted or casual setting rather than a comedy show where adults expect a higher level of comedic craft. Additionally, the joke is quite clean and lacks the edginess often appreciated in adult comedy settings. Therefore, while the joke might elicit a mild chuckle, it may\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call a pile of cats? A meowtain.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a play on words combining \"meow,\" a sound that cats make, and \"mountain,\" to create \"meowtain.\" This type of joke is a pun, which relies on the sound similarity between the two words for its humor. Next, we consider the audience. Adults attending a comedy show typically expect a certain level of sophistication or novelty in humor, which might include topical humor, observational comedy, or more complex wordplay. Puns, while popular among various audiences, are often considered lighter or more simplistic forms of humor. They might be perceived as charming or mildly amusing but might not elicit a strong laughter response in a setting where expectations for originality\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't scientists trust atoms? Because they make up everything.\n",
      "\n",
      "Topic: Science\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is based on a pun involving atoms and the phrase \"make up everything,\" referring to the fact that atoms are the fundamental building blocks of matter. This joke plays on the dual meaning of \"make up,\" as in to constitute, and to fabricate or lie. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of humor, possibly with more complexity or edginess. This joke, while clever, is relatively simple and might be seen as more suitable for a general audience or children due to its straightforward and clean humor. Furthermore, the setting of a comedy show often sets expectations for a continuous flow of laughter and jokes that are more\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the tomato turn red? Because it saw the salad dressing.\n",
      "\n",
      "Topic: Food\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple, playful pun related to food. The joke uses a common anthropomorphic theme where the tomato is personified to experience embarrassment, a human emotion, upon \"seeing\" the salad dressing. This type of humor is typically straightforward and light, often appealing more to children due to its simplicity and innocence. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or complexity in humor, which might include satire, irony, dark humor, or more intricate jokes that play on words in a more subtle or layered way. The setting of a comedy show sets expectations for a type of humor that is often edgier or more intellectually stimulating\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: How do you catch a squirrel? Climb a tree and act like a nut.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the nature of the joke, which is a simple, playful pun intended to create a humorous image of someone acting silly to catch a squirrel. Next, we evaluate the setting – an adult attending a comedy show typically expects more sophisticated, clever, or edgy humor than what might be found in simple puns or children's jokes. This joke, while potentially amusing in a light-hearted or casual context, might not meet the expectations for humor complexity and depth that adults anticipate in a comedy show setting. Therefore, the likelihood of this joke being genuinely funny to an adult audience in such a setting is lower.\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I’m sure wherever my Dad is, he’s looking down on us. He’s not dead, just very condescending.\n",
      "\n",
      "Topic: Family\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the structure and content of the joke. The joke plays on the expectation that the phrase \"looking down on us\" will refer to a deceased person watching over their loved ones from an afterlife perspective. However, the punchline subverts this expectation by revealing that the father is not dead but rather condescending, implying he metaphorically looks down on others due to his attitude. This twist creates a humorous effect through the unexpected reinterpretation of a common phrase. Next, we evaluate the appropriateness of the topic. The joke is about family dynamics, specifically the relationship between a parent and child, which is a relatable topic for many adults. The humor does not rely on obscure references or inside knowledge, making it\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't skeletons fight each other? They don't have the guts.\n",
      "\n",
      "Topic: Skeletons\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is about skeletons and uses a pun on the phrase \"don't have the guts.\" This phrase typically means lacking courage, but in the context of the joke, it refers to the literal absence of internal organs in skeletons. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or wit in humor. They might appreciate clever wordplay, satire, or jokes that relate to more complex life experiences. The joke in question is relatively simple and relies on a straightforward pun. It's more likely to appeal to a younger audience or be seen as a light, perhaps even groan-worthy, pun among adults. While it might elicit\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Scottish-Americans tell you that if you want to identify tartans, it’s easy – you simply look under the kilt, and if it’s a quarter-pounder, you know it’s a McDonald’s.\n",
      "\n",
      "Topic: Scottish Heritage\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the content of the joke, which involves a play on the traditional Scottish tartans and the humorous idea of identifying them by looking under a kilt. The punchline introduces a unexpected twist by referencing a quarter-pounder, a popular McDonald's menu item, which adds a layer of absurdity and surprise to the joke. Next, we consider the audience. Adults attending a comedy show often appreciate humor that is clever, witty, and may involve cultural references or stereotypes. This joke plays on the stereotype of Scottish heritage and the association with kilts, adding a comedic element through the unexpected mention of a fast-food item. The humor in this joke is more sophisticated and relies on cultural knowledge and wordplay, making it\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\u001b[32m Yes\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #28\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: ---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "p: Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 80 / 100  (80.0): 100%|██████████| 100/100 [00:00<00:00, 2586.59it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 80.0\n",
      "curr average score: 80.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 70 / 77  (90.9): 100%|██████████| 77/77 [00:00<00:00, 1181.76it/s]\n",
      "[I 2024-05-15 16:36:43,586] Trial 28 finished with value: 84.74615819209039 and parameters: {'11462666752_predictor_instruction': 6, '11462666752_predictor_demos': 10}. Best is trial 9 with value: 84.74615819209039.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1st split score: 90.91\n",
      "curr average score: 84.74615819209039\n",
      "Fully evaled score: 84.74615819209039\n",
      "Model (<dsp.modules.gpt3.GPT3 object at 0x28b118910>) History:\n",
      "\n",
      "\n",
      "\n",
      "---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call an alligator in a vest? An investigator.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the nature of the joke. It's a pun, combining \"alligator\" and \"investigator\" to create a humorous image of an alligator dressed as an investigator. Puns are a form of wordplay that often elicit a groan or a chuckle depending on the audience's taste for simple, playful humor. Next, we consider the setting of the joke, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from observational to sophisticated, dark, or even blue humor. The audience at such events generally expects a higher level of comedic craft or a more complex set of themes. Given that the joke is very simple and relies on a straightforward pun, it might\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the coffee file a police report? It got mugged.\n",
      "\n",
      "Topic: Coffee\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a pun based on the word \"mugged,\" referring both to being robbed and to a coffee mug. Next, we evaluate the setting, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from simple to complex, often with an expectation for more sophisticated, edgy, or topical humor. This joke is relatively simple and might be perceived as more suitable for a light-hearted or casual setting rather than a comedy show where adults expect a higher level of comedic craft. Additionally, the joke is quite clean and lacks the edginess often appreciated in adult comedy settings. Therefore, while the joke might elicit a mild chuckle, it may\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call a pile of cats? A meowtain.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a play on words combining \"meow,\" a sound that cats make, and \"mountain,\" to create \"meowtain.\" This type of joke is a pun, which relies on the sound similarity between the two words for its humor. Next, we consider the audience. Adults attending a comedy show typically expect a certain level of sophistication or novelty in humor, which might include topical humor, observational comedy, or more complex wordplay. Puns, while popular among various audiences, are often considered lighter or more simplistic forms of humor. They might be perceived as charming or mildly amusing but might not elicit a strong laughter response in a setting where expectations for originality\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't scientists trust atoms? Because they make up everything.\n",
      "\n",
      "Topic: Science\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is based on a pun involving atoms and the phrase \"make up everything,\" referring to the fact that atoms are the fundamental building blocks of matter. This joke plays on the dual meaning of \"make up,\" as in to constitute, and to fabricate or lie. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of humor, possibly with more complexity or edginess. This joke, while clever, is relatively simple and might be seen as more suitable for a general audience or children due to its straightforward and clean humor. Furthermore, the setting of a comedy show often sets expectations for a continuous flow of laughter and jokes that are more\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the tomato turn red? Because it saw the salad dressing.\n",
      "\n",
      "Topic: Food\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple, playful pun related to food. The joke uses a common anthropomorphic theme where the tomato is personified to experience embarrassment, a human emotion, upon \"seeing\" the salad dressing. This type of humor is typically straightforward and light, often appealing more to children due to its simplicity and innocence. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or complexity in humor, which might include satire, irony, dark humor, or more intricate jokes that play on words in a more subtle or layered way. The setting of a comedy show sets expectations for a type of humor that is often edgier or more intellectually stimulating\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: How do you catch a squirrel? Climb a tree and act like a nut.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the nature of the joke, which is a simple, playful pun intended to create a humorous image of someone acting silly to catch a squirrel. Next, we evaluate the setting – an adult attending a comedy show typically expects more sophisticated, clever, or edgy humor than what might be found in simple puns or children's jokes. This joke, while potentially amusing in a light-hearted or casual context, might not meet the expectations for humor complexity and depth that adults anticipate in a comedy show setting. Therefore, the likelihood of this joke being genuinely funny to an adult audience in such a setting is lower.\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I’m sure wherever my Dad is, he’s looking down on us. He’s not dead, just very condescending.\n",
      "\n",
      "Topic: Family\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the structure and content of the joke. The joke plays on the expectation that the phrase \"looking down on us\" will refer to a deceased person watching over their loved ones from an afterlife perspective. However, the punchline subverts this expectation by revealing that the father is not dead but rather condescending, implying he metaphorically looks down on others due to his attitude. This twist creates a humorous effect through the unexpected reinterpretation of a common phrase. Next, we evaluate the appropriateness of the topic. The joke is about family dynamics, specifically the relationship between a parent and child, which is a relatable topic for many adults. The humor does not rely on obscure references or inside knowledge, making it\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't skeletons fight each other? They don't have the guts.\n",
      "\n",
      "Topic: Skeletons\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is about skeletons and uses a pun on the phrase \"don't have the guts.\" This phrase typically means lacking courage, but in the context of the joke, it refers to the literal absence of internal organs in skeletons. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or wit in humor. They might appreciate clever wordplay, satire, or jokes that relate to more complex life experiences. The joke in question is relatively simple and relies on a straightforward pun. It's more likely to appeal to a younger audience or be seen as a light, perhaps even groan-worthy, pun among adults. While it might elicit\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the chicken join a band? Because it had the drumsticks.\n",
      "\n",
      "Topic: Music\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by analyzing the joke's structure, which is a pun on the word \"drumsticks,\" referring both to the musical instrument and the chicken's legs. This type of humor relies on wordplay and the double meaning of the term to create a humorous image of a chicken joining a band. Next, we consider the audience. Adults attending a comedy show typically expect a certain level of sophistication or complexity in humor, which might include clever wordplay, observational comedy, or more nuanced jokes. While puns can be appreciated by various audiences, they are often seen as more simplistic or light-hearted forms of humor. In a setting where adults anticipate a higher level of comedic craft, this joke might be perceived as too straightforward or lacking\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\u001b[32m No\u001b[0m\n",
      "\n",
      "\n",
      "\n",
      "Starting trial #29\n",
      "Evaling the following program:\n",
      "Predictor 0\n",
      "i: Proposed Instruction: Evaluate the provided joke, considering its content and structure, and determine if it would be amusing to an adult attending a comedy show. Take into account the joke's topic, cultural references, and wordplay as part of your assessment. Your judgment should reflect typical adult humor appreciation in a comedic environment.\n",
      "p: Humor assessment result:\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 55 / 100  (55.0): 100%|██████████| 100/100 [00:00<00:00, 1467.03it/s]\n",
      "[I 2024-05-15 16:36:43,709] Trial 29 pruned. \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0st split score: 55.0\n",
      "curr average score: 55.0\n",
      "Trial pruned.\n",
      "Returning prog = ChainOfThought(Assess(joke, topic, question -> answer\n",
      "    instructions='Assess the quality of a joke along the specified dimension.'\n",
      "    joke = Field(annotation=str required=True json_schema_extra={'desc': 'The joke to be assessed.', '__dspy_field_type': 'input', 'prefix': 'Joke:'})\n",
      "    topic = Field(annotation=str required=True json_schema_extra={'desc': 'The topic related to the joke.', '__dspy_field_type': 'input', 'prefix': 'Topic:'})\n",
      "    question = Field(annotation=str required=True json_schema_extra={'desc': 'The question to assess the joke against.', '__dspy_field_type': 'input', 'prefix': 'Question:'})\n",
      "    answer = Field(annotation=str required=True json_schema_extra={'desc': 'Answer to the question, only respond Yes or No.', '__dspy_field_type': 'output', 'prefix': 'Answer:'})\n",
      ")) from continue_program\n"
     ]
    }
   ],
   "source": [
    "# We have found that for most applications you don’t need to evaluate on all data.  Results + streamlined version of MIPRO to be released soon!  For now I’d run a subset of your data (10-20 examples) and fewer trials (also 10-20) and you’ll see similar performance.\n",
    "# https://x.com/michaelryan207/status/1790505356130676961\n",
    "\n",
    "# If your task isn’t too long it helps to add more bootstrapped/labeled examples.  Some tasks I’ll go as high as 16.  You can also reduce number of trials.  Nice feature of DSPy is that it’s all cached so if later you want to add 10 trials you won’t have to wait for LM calls\n",
    "# https://x.com/michaelryan207/status/1790510797199949945\n",
    "\n",
    "from dspy.teleprompt import MIPRO\n",
    "\n",
    "teleprompter = MIPRO(\n",
    "    prompt_model=gpt4_turbo, # the model that comes up with new prompt instructions\n",
    "    task_model=gpt3_5_turbo, # the model that performs the task using the instructions\n",
    "    metric=metric, \n",
    "    num_candidates=20, # The number of instructions and fewshot examples that we will generate and optimize over\n",
    "    init_temperature=1, # The temperature configured for generating new instructions\n",
    "    verbose=True,\n",
    "    teacher_settings=dict(lm=gpt4_turbo) # the model that generates new synthetic examples to add to the prompt\n",
    "    )\n",
    "\n",
    "kwargs = dict(num_threads=8, display_progress=True, display_table=5)\n",
    "   \n",
    "compiled_program = teleprompter.compile(\n",
    "    CoT(), # the program that we want to optimize\n",
    "    trainset=trainset, # the labelled training data we'll use to optimize the program\n",
    "    num_trials=30, # The number of optimization trials to be run (we will test out a new combination of instructions and fewshot examples in each trial)\n",
    "    max_bootstrapped_demos=8, # how many synthetic examples we will add to the prompt\n",
    "    max_labeled_demos=16, # how many labeled examples from our training data we will add to the prompt\n",
    "    eval_kwargs=kwargs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 150 / 177  (84.7): 100%|██████████| 177/177 [00:00<00:00, 2130.02it/s]\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "  text-align: left;\n",
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       "#T_114c0_row0_col0, #T_114c0_row0_col1, #T_114c0_row0_col2, #T_114c0_row0_col3, #T_114c0_row0_col4, #T_114c0_row0_col5, #T_114c0_row1_col0, #T_114c0_row1_col1, #T_114c0_row1_col2, #T_114c0_row1_col3, #T_114c0_row1_col4, #T_114c0_row1_col5, #T_114c0_row2_col0, #T_114c0_row2_col1, #T_114c0_row2_col2, #T_114c0_row2_col3, #T_114c0_row2_col4, #T_114c0_row2_col5, #T_114c0_row3_col0, #T_114c0_row3_col1, #T_114c0_row3_col2, #T_114c0_row3_col3, #T_114c0_row3_col4, #T_114c0_row3_col5, #T_114c0_row4_col0, #T_114c0_row4_col1, #T_114c0_row4_col2, #T_114c0_row4_col3, #T_114c0_row4_col4, #T_114c0_row4_col5 {\n",
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       "  max-width: 400px;\n",
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       "</style>\n",
       "<table id=\"T_114c0\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_114c0_level0_col0\" class=\"col_heading level0 col0\" >topic</th>\n",
       "      <th id=\"T_114c0_level0_col1\" class=\"col_heading level0 col1\" >joke</th>\n",
       "      <th id=\"T_114c0_level0_col2\" class=\"col_heading level0 col2\" >label</th>\n",
       "      <th id=\"T_114c0_level0_col3\" class=\"col_heading level0 col3\" >rationale</th>\n",
       "      <th id=\"T_114c0_level0_col4\" class=\"col_heading level0 col4\" >answer</th>\n",
       "      <th id=\"T_114c0_level0_col5\" class=\"col_heading level0 col5\" >metric</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_114c0_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_114c0_row0_col0\" class=\"data row0 col0\" >Animals</td>\n",
       "      <td id=\"T_114c0_row0_col1\" class=\"data row0 col1\" >What do you call a fish with no eyes? Fsh.</td>\n",
       "      <td id=\"T_114c0_row0_col2\" class=\"data row0 col2\" >0</td>\n",
       "      <td id=\"T_114c0_row0_col3\" class=\"data row0 col3\" >produce the answer. We start by analyzing the joke's structure, which is a play on words involving the word \"fish\" and the concept of having...</td>\n",
       "      <td id=\"T_114c0_row0_col4\" class=\"data row0 col4\" >No</td>\n",
       "      <td id=\"T_114c0_row0_col5\" class=\"data row0 col5\" >✔️ [True]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_114c0_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_114c0_row1_col0\" class=\"data row1 col0\" >Animals</td>\n",
       "      <td id=\"T_114c0_row1_col1\" class=\"data row1 col1\" >What do you call a fish with no eyes? Fsh.</td>\n",
       "      <td id=\"T_114c0_row1_col2\" class=\"data row1 col2\" >0</td>\n",
       "      <td id=\"T_114c0_row1_col3\" class=\"data row1 col3\" >produce the answer. We start by analyzing the joke's structure, which is a play on words involving the word \"fish\" and the concept of having...</td>\n",
       "      <td id=\"T_114c0_row1_col4\" class=\"data row1 col4\" >No</td>\n",
       "      <td id=\"T_114c0_row1_col5\" class=\"data row1 col5\" >✔️ [True]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_114c0_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_114c0_row2_col0\" class=\"data row2 col0\" >Space</td>\n",
       "      <td id=\"T_114c0_row2_col1\" class=\"data row2 col1\" >How do you organize a space party? You planet.</td>\n",
       "      <td id=\"T_114c0_row2_col2\" class=\"data row2 col2\" >0</td>\n",
       "      <td id=\"T_114c0_row2_col3\" class=\"data row2 col3\" >produce the answer. We start by analyzing the joke, which is a pun on the word \"planet\" and the phrase \"you plan it,\" creating a...</td>\n",
       "      <td id=\"T_114c0_row2_col4\" class=\"data row2 col4\" >No</td>\n",
       "      <td id=\"T_114c0_row2_col5\" class=\"data row2 col5\" >✔️ [True]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_114c0_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_114c0_row3_col0\" class=\"data row3 col0\" >Animals</td>\n",
       "      <td id=\"T_114c0_row3_col1\" class=\"data row3 col1\" >How does a penguin build its house? Igloos it together.</td>\n",
       "      <td id=\"T_114c0_row3_col2\" class=\"data row3 col2\" >0</td>\n",
       "      <td id=\"T_114c0_row3_col3\" class=\"data row3 col3\" >produce the answer. We start by analyzing the joke itself, which is a play on words involving the construction of a penguin's house using the...</td>\n",
       "      <td id=\"T_114c0_row3_col4\" class=\"data row3 col4\" >No</td>\n",
       "      <td id=\"T_114c0_row3_col5\" class=\"data row3 col5\" >✔️ [True]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_114c0_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_114c0_row4_col0\" class=\"data row4 col0\" >Health</td>\n",
       "      <td id=\"T_114c0_row4_col1\" class=\"data row4 col1\" >Life is like a box of chocolates. It doesn’t last long if you’re fat.</td>\n",
       "      <td id=\"T_114c0_row4_col2\" class=\"data row4 col2\" >1</td>\n",
       "      <td id=\"T_114c0_row4_col3\" class=\"data row4 col3\" >produce the answer. We first analyze the joke's structure, which is a twist on the famous Forrest Gump quote \"Life is like a box of...</td>\n",
       "      <td id=\"T_114c0_row4_col4\" class=\"data row4 col4\" >Yes</td>\n",
       "      <td id=\"T_114c0_row4_col5\" class=\"data row4 col5\" >✔️ [True]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x2afe61250>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "                    text-align: center;\n",
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       "                    margin: 10px 0;'>\n",
       "                    ... 172 more rows not displayed ...\n",
       "                </div>\n",
       "                "
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       "84.75"
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     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "# how did it do against the training data?\n",
    "evaluate = Evaluate(metric=metric, devset=trainset, num_threads=16, display_progress=True, display_table=5)\n",
    "evaluate(compiled_program)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Metric: 33 / 39  (84.6): 100%|██████████| 39/39 [00:00<00:00, 2714.35it/s]\n"
     ]
    },
    {
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       "</style>\n",
       "<table id=\"T_a7e7e\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_a7e7e_level0_col0\" class=\"col_heading level0 col0\" >topic</th>\n",
       "      <th id=\"T_a7e7e_level0_col1\" class=\"col_heading level0 col1\" >joke</th>\n",
       "      <th id=\"T_a7e7e_level0_col2\" class=\"col_heading level0 col2\" >label</th>\n",
       "      <th id=\"T_a7e7e_level0_col3\" class=\"col_heading level0 col3\" >rationale</th>\n",
       "      <th id=\"T_a7e7e_level0_col4\" class=\"col_heading level0 col4\" >answer</th>\n",
       "      <th id=\"T_a7e7e_level0_col5\" class=\"col_heading level0 col5\" >metric</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_a7e7e_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_a7e7e_row0_col0\" class=\"data row0 col0\" >Afterlife</td>\n",
       "      <td id=\"T_a7e7e_row0_col1\" class=\"data row0 col1\" >I doubt there’s a heaven; I think the people from hell have probably bought it for a timeshare.</td>\n",
       "      <td id=\"T_a7e7e_row0_col2\" class=\"data row0 col2\" >1</td>\n",
       "      <td id=\"T_a7e7e_row0_col3\" class=\"data row0 col3\" >produce the answer. We first analyze the joke's content, which involves a humorous take on the concept of heaven and hell. The punchline suggests a...</td>\n",
       "      <td id=\"T_a7e7e_row0_col4\" class=\"data row0 col4\" >Yes</td>\n",
       "      <td id=\"T_a7e7e_row0_col5\" class=\"data row0 col5\" >✔️ [True]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_a7e7e_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_a7e7e_row1_col0\" class=\"data row1 col0\" >Field</td>\n",
       "      <td id=\"T_a7e7e_row1_col1\" class=\"data row1 col1\" >Why did the scarecrow become a successful neurosurgeon? Because he was outstanding in his field.</td>\n",
       "      <td id=\"T_a7e7e_row1_col2\" class=\"data row1 col2\" >0</td>\n",
       "      <td id=\"T_a7e7e_row1_col3\" class=\"data row1 col3\" >produce the answer. We start by analyzing the joke's structure, which is a play on words involving the scarecrow excelling in his field, both as...</td>\n",
       "      <td id=\"T_a7e7e_row1_col4\" class=\"data row1 col4\" >Yes</td>\n",
       "      <td id=\"T_a7e7e_row1_col5\" class=\"data row1 col5\" >False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_a7e7e_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_a7e7e_row2_col0\" class=\"data row2 col0\" >Activism</td>\n",
       "      <td id=\"T_a7e7e_row2_col1\" class=\"data row2 col1\" >I could solve the world’s problems if I… cared.</td>\n",
       "      <td id=\"T_a7e7e_row2_col2\" class=\"data row2 col2\" >1</td>\n",
       "      <td id=\"T_a7e7e_row2_col3\" class=\"data row2 col3\" >produce the answer. We first analyze the joke's structure, which involves a play on words with the phrase \"solve the world's problems\" and the punchline...</td>\n",
       "      <td id=\"T_a7e7e_row2_col4\" class=\"data row2 col4\" >Yes</td>\n",
       "      <td id=\"T_a7e7e_row2_col5\" class=\"data row2 col5\" >✔️ [True]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_a7e7e_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_a7e7e_row3_col0\" class=\"data row3 col0\" >Technology</td>\n",
       "      <td id=\"T_a7e7e_row3_col1\" class=\"data row3 col1\" >What do you call a droid that takes the long way around? R2 detour.</td>\n",
       "      <td id=\"T_a7e7e_row3_col2\" class=\"data row3 col2\" >0</td>\n",
       "      <td id=\"T_a7e7e_row3_col3\" class=\"data row3 col3\" >produce the answer. We start by analyzing the joke's structure, which is a pun on the name of the famous droid R2-D2 from Star Wars...</td>\n",
       "      <td id=\"T_a7e7e_row3_col4\" class=\"data row3 col4\" >Yes</td>\n",
       "      <td id=\"T_a7e7e_row3_col5\" class=\"data row3 col5\" >False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_a7e7e_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_a7e7e_row4_col0\" class=\"data row4 col0\" >National Identity</td>\n",
       "      <td id=\"T_a7e7e_row4_col1\" class=\"data row4 col1\" >I could kill every white person in America at one time. You know how I’d do it? Just wait for the Super Bowl, and right...</td>\n",
       "      <td id=\"T_a7e7e_row4_col2\" class=\"data row4 col2\" >1</td>\n",
       "      <td id=\"T_a7e7e_row4_col3\" class=\"data row4 col3\" >produce the answer. We first need to address the content and context of the joke. The joke involves a controversial and sensitive topic, as it...</td>\n",
       "      <td id=\"T_a7e7e_row4_col4\" class=\"data row4 col4\" >No</td>\n",
       "      <td id=\"T_a7e7e_row4_col5\" class=\"data row4 col5\" >False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
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      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# did it overfit on the training data?\n",
    "evaluate = Evaluate(metric=metric, devset=devset, num_threads=8, display_progress=True, display_table=5)\n",
    "evaluate(compiled_program)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "---\n",
      "\n",
      "Observations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor's sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\n",
      "\n",
      "Examples:\n",
      "[1] «Joke: How does a penguin build its house? Igloos it together.\n",
      "Topic: Animals\n",
      "Question: Would this joke actually be funny to an adult attending\n",
      "\n",
      "---\n",
      "\n",
      "Follow the following format.\n",
      "\n",
      "Joke: The joke to be assessed.\n",
      "\n",
      "Topic: The topic related to the joke.\n",
      "\n",
      "Question: The question to assess the joke against.\n",
      "\n",
      "Reasoning: Let's think step by step in order to ${produce the answer}. We ...\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Answer to the question, only respond Yes or No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call an alligator in a vest? An investigator.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the nature of the joke. It's a pun, combining \"alligator\" and \"investigator\" to create a humorous image of an alligator dressed as an investigator. Puns are a form of wordplay that often elicit a groan or a chuckle depending on the audience's taste for simple, playful humor. Next, we consider the setting of the joke, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from observational to sophisticated, dark, or even blue humor. The audience at such events generally expects a higher level of comedic craft or a more complex set of themes. Given that the joke is very simple and relies on a straightforward pun, it might\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the coffee file a police report? It got mugged.\n",
      "\n",
      "Topic: Coffee\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a pun based on the word \"mugged,\" referring both to being robbed and to a coffee mug. Next, we evaluate the setting, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from simple to complex, often with an expectation for more sophisticated, edgy, or topical humor. This joke is relatively simple and might be perceived as more suitable for a light-hearted or casual setting rather than a comedy show where adults expect a higher level of comedic craft. Additionally, the joke is quite clean and lacks the edginess often appreciated in adult comedy settings. Therefore, while the joke might elicit a mild chuckle, it may\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: What do you call a pile of cats? A meowtain.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a play on words combining \"meow,\" a sound that cats make, and \"mountain,\" to create \"meowtain.\" This type of joke is a pun, which relies on the sound similarity between the two words for its humor. Next, we consider the audience. Adults attending a comedy show typically expect a certain level of sophistication or novelty in humor, which might include topical humor, observational comedy, or more complex wordplay. Puns, while popular among various audiences, are often considered lighter or more simplistic forms of humor. They might be perceived as charming or mildly amusing but might not elicit a strong laughter response in a setting where expectations for originality\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No.\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't scientists trust atoms? Because they make up everything.\n",
      "\n",
      "Topic: Science\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is based on a pun involving atoms and the phrase \"make up everything,\" referring to the fact that atoms are the fundamental building blocks of matter. This joke plays on the dual meaning of \"make up,\" as in to constitute, and to fabricate or lie. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of humor, possibly with more complexity or edginess. This joke, while clever, is relatively simple and might be seen as more suitable for a general audience or children due to its straightforward and clean humor. Furthermore, the setting of a comedy show often sets expectations for a continuous flow of laughter and jokes that are more\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why did the tomato turn red? Because it saw the salad dressing.\n",
      "\n",
      "Topic: Food\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple, playful pun related to food. The joke uses a common anthropomorphic theme where the tomato is personified to experience embarrassment, a human emotion, upon \"seeing\" the salad dressing. This type of humor is typically straightforward and light, often appealing more to children due to its simplicity and innocence. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or complexity in humor, which might include satire, irony, dark humor, or more intricate jokes that play on words in a more subtle or layered way. The setting of a comedy show sets expectations for a type of humor that is often edgier or more intellectually stimulating\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: How do you catch a squirrel? Climb a tree and act like a nut.\n",
      "\n",
      "Topic: Animals\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the nature of the joke, which is a simple, playful pun intended to create a humorous image of someone acting silly to catch a squirrel. Next, we evaluate the setting – an adult attending a comedy show typically expects more sophisticated, clever, or edgy humor than what might be found in simple puns or children's jokes. This joke, while potentially amusing in a light-hearted or casual context, might not meet the expectations for humor complexity and depth that adults anticipate in a comedy show setting. Therefore, the likelihood of this joke being genuinely funny to an adult audience in such a setting is lower.\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: I’m sure wherever my Dad is, he’s looking down on us. He’s not dead, just very condescending.\n",
      "\n",
      "Topic: Family\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the structure and content of the joke. The joke plays on the expectation that the phrase \"looking down on us\" will refer to a deceased person watching over their loved ones from an afterlife perspective. However, the punchline subverts this expectation by revealing that the father is not dead but rather condescending, implying he metaphorically looks down on others due to his attitude. This twist creates a humorous effect through the unexpected reinterpretation of a common phrase. Next, we evaluate the appropriateness of the topic. The joke is about family dynamics, specifically the relationship between a parent and child, which is a relatable topic for many adults. The humor does not rely on obscure references or inside knowledge, making it\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Yes\n",
      "\n",
      "---\n",
      "\n",
      "Joke: Why don't skeletons fight each other? They don't have the guts.\n",
      "\n",
      "Topic: Skeletons\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We start by considering the context of the joke, which is about skeletons and uses a pun on the phrase \"don't have the guts.\" This phrase typically means lacking courage, but in the context of the joke, it refers to the literal absence of internal organs in skeletons. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or wit in humor. They might appreciate clever wordplay, satire, or jokes that relate to more complex life experiences. The joke in question is relatively simple and relies on a straightforward pun. It's more likely to appeal to a younger audience or be seen as a light, perhaps even groan-worthy, pun among adults. While it might elicit\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\n",
      "\n",
      "---\n",
      "\n",
      "Joke: You won’t burn in hell. But be nice anyway.\n",
      "\n",
      "Topic: Religion\n",
      "\n",
      "Question: Would this joke actually be funny to an adult attending a comedy show?\n",
      "\n",
      "Reasoning: Let's think step by step in order to produce the answer. We first consider the content and tone of the joke. The joke plays on the idea of behaving well despite not facing consequences in the afterlife, which can be seen as a humorous take on moral behavior and religious beliefs. The punchline, \"But be nice anyway,\" adds a twist by suggesting that being kind and considerate is still important regardless of the absence of punishment in hell. This type of humor can be considered dark or edgy, as it touches on religious themes in a light-hearted manner. Next, we evaluate the appropriateness of the topic. Religion is a sensitive subject that can evoke strong emotions and differing beliefs among adults. While some may find this joke amusing due to its clever wordplay and unexpected twist,\n",
      "\n",
      "Proposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke's setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\u001b[32m Yes\u001b[0m\n",
      "\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'\\n\\n\\n---\\n\\nObservations: The dataset contains jokes from various topics with a consistent format that includes a setup and punchline. Each joke is accompanied by a question asking if it would be funny to an adult at a comedy show, which requires the model to evaluate the humor\\'s sophistication, timing, and audience appropriateness. The challenge lies in understanding nuanced cultural references, wordplay, and the sophistication level needed for an adult comedy audience. There are repetitions of jokes, suggesting the need for a consistent evaluation approach despite the joke appearing in different contexts or topics.\\n\\nExamples:\\n[1] «Joke: How does a penguin build its house? Igloos it together.\\nTopic: Animals\\nQuestion: Would this joke actually be funny to an adult attending\\n\\n---\\n\\nFollow the following format.\\n\\nJoke: The joke to be assessed.\\n\\nTopic: The topic related to the joke.\\n\\nQuestion: The question to assess the joke against.\\n\\nReasoning: Let\\'s think step by step in order to ${produce the answer}. We ...\\n\\nProposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke\\'s setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Answer to the question, only respond Yes or No.\\n\\n---\\n\\nJoke: What do you call an alligator in a vest? An investigator.\\n\\nTopic: Animals\\n\\nQuestion: Would this joke actually be funny to an adult attending a comedy show?\\n\\nReasoning: Let\\'s think step by step in order to produce the answer. We start by considering the nature of the joke. It\\'s a pun, combining \"alligator\" and \"investigator\" to create a humorous image of an alligator dressed as an investigator. Puns are a form of wordplay that often elicit a groan or a chuckle depending on the audience\\'s taste for simple, playful humor. Next, we consider the setting of the joke, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from observational to sophisticated, dark, or even blue humor. The audience at such events generally expects a higher level of comedic craft or a more complex set of themes. Given that the joke is very simple and relies on a straightforward pun, it might\\n\\nProposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke\\'s setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\\n\\n---\\n\\nJoke: Why did the coffee file a police report? It got mugged.\\n\\nTopic: Coffee\\n\\nQuestion: Would this joke actually be funny to an adult attending a comedy show?\\n\\nReasoning: Let\\'s think step by step in order to produce the answer. We start by considering the context of the joke, which is a pun based on the word \"mugged,\" referring both to being robbed and to a coffee mug. Next, we evaluate the setting, which is an adult attending a comedy show. Comedy shows typically feature a range of humor from simple to complex, often with an expectation for more sophisticated, edgy, or topical humor. This joke is relatively simple and might be perceived as more suitable for a light-hearted or casual setting rather than a comedy show where adults expect a higher level of comedic craft. Additionally, the joke is quite clean and lacks the edginess often appreciated in adult comedy settings. Therefore, while the joke might elicit a mild chuckle, it may\\n\\nProposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke\\'s setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\\n\\n---\\n\\nJoke: What do you call a pile of cats? A meowtain.\\n\\nTopic: Animals\\n\\nQuestion: Would this joke actually be funny to an adult attending a comedy show?\\n\\nReasoning: Let\\'s think step by step in order to produce the answer. We start by considering the context of the joke, which is a play on words combining \"meow,\" a sound that cats make, and \"mountain,\" to create \"meowtain.\" This type of joke is a pun, which relies on the sound similarity between the two words for its humor. Next, we consider the audience. Adults attending a comedy show typically expect a certain level of sophistication or novelty in humor, which might include topical humor, observational comedy, or more complex wordplay. Puns, while popular among various audiences, are often considered lighter or more simplistic forms of humor. They might be perceived as charming or mildly amusing but might not elicit a strong laughter response in a setting where expectations for originality\\n\\nProposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke\\'s setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No.\\n\\n---\\n\\nJoke: Why don\\'t scientists trust atoms? Because they make up everything.\\n\\nTopic: Science\\n\\nQuestion: Would this joke actually be funny to an adult attending a comedy show?\\n\\nReasoning: Let\\'s think step by step in order to produce the answer. We start by considering the context of the joke, which is based on a pun involving atoms and the phrase \"make up everything,\" referring to the fact that atoms are the fundamental building blocks of matter. This joke plays on the dual meaning of \"make up,\" as in to constitute, and to fabricate or lie. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of humor, possibly with more complexity or edginess. This joke, while clever, is relatively simple and might be seen as more suitable for a general audience or children due to its straightforward and clean humor. Furthermore, the setting of a comedy show often sets expectations for a continuous flow of laughter and jokes that are more\\n\\nProposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke\\'s setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\\n\\n---\\n\\nJoke: Why did the tomato turn red? Because it saw the salad dressing.\\n\\nTopic: Food\\n\\nQuestion: Would this joke actually be funny to an adult attending a comedy show?\\n\\nReasoning: Let\\'s think step by step in order to produce the answer. We start by considering the context of the joke, which is a simple, playful pun related to food. The joke uses a common anthropomorphic theme where the tomato is personified to experience embarrassment, a human emotion, upon \"seeing\" the salad dressing. This type of humor is typically straightforward and light, often appealing more to children due to its simplicity and innocence. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or complexity in humor, which might include satire, irony, dark humor, or more intricate jokes that play on words in a more subtle or layered way. The setting of a comedy show sets expectations for a type of humor that is often edgier or more intellectually stimulating\\n\\nProposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke\\'s setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\\n\\n---\\n\\nJoke: How do you catch a squirrel? Climb a tree and act like a nut.\\n\\nTopic: Animals\\n\\nQuestion: Would this joke actually be funny to an adult attending a comedy show?\\n\\nReasoning: Let\\'s think step by step in order to produce the answer. We first consider the nature of the joke, which is a simple, playful pun intended to create a humorous image of someone acting silly to catch a squirrel. Next, we evaluate the setting – an adult attending a comedy show typically expects more sophisticated, clever, or edgy humor than what might be found in simple puns or children\\'s jokes. This joke, while potentially amusing in a light-hearted or casual context, might not meet the expectations for humor complexity and depth that adults anticipate in a comedy show setting. Therefore, the likelihood of this joke being genuinely funny to an adult audience in such a setting is lower.\\n\\nProposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke\\'s setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\\n\\n---\\n\\nJoke: I’m sure wherever my Dad is, he’s looking down on us. He’s not dead, just very condescending.\\n\\nTopic: Family\\n\\nQuestion: Would this joke actually be funny to an adult attending a comedy show?\\n\\nReasoning: Let\\'s think step by step in order to produce the answer. We first consider the structure and content of the joke. The joke plays on the expectation that the phrase \"looking down on us\" will refer to a deceased person watching over their loved ones from an afterlife perspective. However, the punchline subverts this expectation by revealing that the father is not dead but rather condescending, implying he metaphorically looks down on others due to his attitude. This twist creates a humorous effect through the unexpected reinterpretation of a common phrase. Next, we evaluate the appropriateness of the topic. The joke is about family dynamics, specifically the relationship between a parent and child, which is a relatable topic for many adults. The humor does not rely on obscure references or inside knowledge, making it\\n\\nProposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke\\'s setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it Yes\\n\\n---\\n\\nJoke: Why don\\'t skeletons fight each other? They don\\'t have the guts.\\n\\nTopic: Skeletons\\n\\nQuestion: Would this joke actually be funny to an adult attending a comedy show?\\n\\nReasoning: Let\\'s think step by step in order to produce the answer. We start by considering the context of the joke, which is about skeletons and uses a pun on the phrase \"don\\'t have the guts.\" This phrase typically means lacking courage, but in the context of the joke, it refers to the literal absence of internal organs in skeletons. Next, we consider the audience. Adults attending a comedy show generally expect a higher level of sophistication or wit in humor. They might appreciate clever wordplay, satire, or jokes that relate to more complex life experiences. The joke in question is relatively simple and relies on a straightforward pun. It\\'s more likely to appeal to a younger audience or be seen as a light, perhaps even groan-worthy, pun among adults. While it might elicit\\n\\nProposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke\\'s setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it No\\n\\n---\\n\\nJoke: You won’t burn in hell. But be nice anyway.\\n\\nTopic: Religion\\n\\nQuestion: Would this joke actually be funny to an adult attending a comedy show?\\n\\nReasoning: Let\\'s think step by step in order to produce the answer. We first consider the content and tone of the joke. The joke plays on the idea of behaving well despite not facing consequences in the afterlife, which can be seen as a humorous take on moral behavior and religious beliefs. The punchline, \"But be nice anyway,\" adds a twist by suggesting that being kind and considerate is still important regardless of the absence of punishment in hell. This type of humor can be considered dark or edgy, as it touches on religious themes in a light-hearted manner. Next, we evaluate the appropriateness of the topic. Religion is a sensitive subject that can evoke strong emotions and differing beliefs among adults. While some may find this joke amusing due to its clever wordplay and unexpected twist,\\n\\nProposed Instruction: Evaluate the humor of each joke by considering its sophistication, cultural references, and wordplay to determine if it would be appreciated by an adult audience at a comedy show. Take into account the joke\\'s setup and punchline, and assess whether the humor aligns with what might typically be expected in an adult comedy setting. Consider the topic of the joke as it\\x1b[32m Yes\\x1b[0m\\n\\n\\n'"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gpt3_5_turbo.inspect_history(n=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "compiled_program.save('funeval-lite.json')"
   ]
  }
 ],
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