# Datasets: pietrolesci /joci

Dataset Preview
context (string)hypothesis (string)label (class label)original_label (int)context_from (string)hypothesis_from (string)subset (string)
An Asian boy is holding onto the metal railing of a wooden bridge .
Police defuse the bridge .
1 (neutral)
2
SNLI-train
AGCI-WK
AGCI
The two children simultaneously reached down to retrieve the ball.
The ball rolled away.
1 (neutral)
4
COPA-premise
COPA-effect
COPA
A couple poses with their snowboards in the middle of a snowy timber .
A commerce walks the timber .
1
SNLI-train
AGCI-WK
AGCI
A dog with red fur stands in a body of water .
A person is happy with the body .
1 (neutral)
3
SNLI-train
AGCI-WK
AGCI
A man in a bar having a Martini .
A person rises the Martini .
1 (neutral)
3
SNLI-train
AGCI-WK
AGCI
An early morning rush hour in the middle of the city.
An arrival marks the morning .
1
SNLI-train
AGCI-WK
AGCI
Little league slides into plate where rival player crouches in anticipation.
The people are playing baseball.
0 (entailment)
5
SNLI-train
SNLI-ENTAILMENT
SNLI
Pom girls performing their choreography .
A person weighs in on the choreography .
1 (neutral)
3
SNLI-train
AGCI-WK
AGCI
The cellar is a floor .
1 (neutral)
4
ROCStories
AGCI-WK
AGCI
A young woman vibrantly frolicking on the coast in San Francisco .
The coast is a shore .
0 (entailment)
5
SNLI-train
AGCI-WK
AGCI
Standing in a kitchen a young woman wearing a black peasant blouse and holding a plastic fork between her teeth shows the camera a ladle in her right hand and a bowl in her left hand .
A person deals with the blouse .
1 (neutral)
2
SNLI-train
AGCI-WK
AGCI
A motorcycle driver dressed in orange gear swerves to the right .
The swerves are a turning .
0 (entailment)
5
SNLI-train
AGCI-WK
AGCI
There is a man wearing construction gear, standing next to a bulldozer that is picking up rubble and debris.
The worker is wearing protective gear.
0 (entailment)
5
SNLI-train
SNLI-ENTAILMENT
SNLI
A very proud looking chubby oriental man selling crops on the street with a cigarette on his lips .
The lips are an articulator .
1 (neutral)
2
SNLI-train
AGCI-WK
AGCI
At the fall festival there was a big wide bucket
It was filled with water and apples.
1 (neutral)
4
ROCStories-1st
ROCStories-2nd
ROC
Yong man with cellphone and goatee holding Obama sign
A hair has the goatee .
1
SNLI-train
AGCI-WK
AGCI
A group of children doing a dance .
The dance is a party .
1 (neutral)
3
SNLI-train
AGCI-WK
AGCI
Woman wearing black and kneeling on rollerskates with deer face antlers on top of her helmet.
Woman in black kneeling on rollerskates.
0 (entailment)
5
SNLI-train
SNLI-ENTAILMENT
SNLI
A man is selling hotdogs on a walkway, and there are tons of pigeons.
A person gains the tons .
1
SNLI-train
AGCI-WK
AGCI
A girl shows off a colorful board with batteries that looks like a science project .
A person beats the batteries .
1 (neutral)
2
SNLI-train
AGCI-WK
AGCI
I thought my friend was going to die in my arms today
The arms lack a fire .
1
ROCStories
AGCI-WK
AGCI
The access are an approach .
0 (entailment)
5
SNLI-train
AGCI-WK
AGCI
There was a huge Alligator exhibit at the zoo
A person tours the exhibit .
1 (neutral)
4
ROCStories
AGCI-WK
AGCI
An area in japan which appears to be extremely crowded , with many people of whom look like tourists .
The japan is a lacquer .
1
SNLI-train
AGCI-WK
AGCI
The girl met her favorite actor.
She asked him for his autograph.
0 (entailment)
5
COPA-premise
COPA-effect
COPA
A man , with a blue wrapping around his foot , is about to kick another man , with a red cloth hanging from his belt , in the head .
The wrapping is strewn in debris .
1
SNLI-test
AGCI-WK
AGCI
A group dressed in yellow flair sing a song to the crowd .
A person tries to make the flair .
1 (neutral)
2
SNLI-train
AGCI-WK
AGCI
3 Olympic winners posing for a photo on an advertised background
The winners receive a prize .
1 (neutral)
4
SNLI-test
AGCI-WK
AGCI
My puppy was sniffing around on the ground
The ground is a rational motive .
1
ROCStories
AGCI-WK
AGCI
Sam brought several ingredients from the store
She prepared some seasoning for her chicken.
0 (entailment)
5
ROCStories-1st
ROCStories-2nd
ROC
Two hip hop dancers perform a move showing off their strength and balance .
The strength is a property .
1 (neutral)
3
SNLI-train
AGCI-WK
AGCI
A man picking up a softball as another slides to the base.
the man is climbing .
1
SNLI-train
AGCI-NN
AGCI
A young girl is on a street near two orange cones wearing gold bracelets and a gold necklace along with a black and gold bra type top and her hair is up .
The bracelets go for a price .
1 (neutral)
2
SNLI-train
AGCI-WK
AGCI
Two men dressed in black with large colored bowties are performing a comedy routine near some bushes in front of a small audience .
The audience is a opportunity .
1
SNLI-train
AGCI-WK
AGCI
Two elderly men are building a stone cottage wall in front of a blue cottage.
Two men are using wood to build a fence near a dog house.
1
SNLI-train
SNLI
The white dog is drinking mountain dew in the snow.
A person expects the dew .
1
SNLI-train
AGCI-WK
AGCI
This winter I went skiing in Alaska with my friend
The skiing is a sport .
0 (entailment)
5
ROCStories
AGCI-WK
AGCI
A man with glasses , a red shirt and black jacket is playing a trumpet .
A person learns to play the trumpet .
1 (neutral)
2
SNLI-train
AGCI-WK
AGCI
Seven people got stuck in an elevator when the power went out
The power is a strength .
1
ROCStories
AGCI-WK
AGCI
a group of people are canoeing down a river through a rainforest .
Visitors can hike through the rainforest .
1 (neutral)
4
SNLI-train
AGCI-WK
AGCI
A group of people began to protest the local library
The crowd grew as the time went on and everyone was getting excited.
1 (neutral)
4
ROCStories-1st
ROCStories-3rd
ROC
A little girl holds orange lilies while others celebrate an occasion in a garden setting .
The lilies are a liliaceous plant .
0 (entailment)
5
SNLI-train
AGCI-WK
AGCI
A young and old Hindu ringing bells at a religious ceremony.
The Hindu accuses police .
1 (neutral)
2
SNLI-train
AGCI-WK
AGCI
people making strawberries drink on a hot day.
The strawberries find a protection .
1
SNLI-train
AGCI-WK
AGCI
A samurai warrior in full black dress takes his sword from the sheath on an outdoor training mat.
The sheath looks fantastic .
1 (neutral)
3
SNLI-train
AGCI-WK
AGCI
A short long-haired dog plays with a multicolored stuffed toy centipede .
1 (neutral)
3
SNLI-train
AGCI-WK
AGCI
A little boy is drinking from a juice packet .
The packet is a boat .
1
SNLI-train
AGCI-WK
AGCI
A man wearing a white hard hat and orange vest is working in a dusty environment .
The environment is a situation .
1 (neutral)
4
SNLI-train
AGCI-WK
AGCI
Pedestrians are yielding to a firetruck as it enters the intersection .
A person faces the intersection .
1 (neutral)
4
SNLI-train
AGCI-WK
AGCI
A mailman with a rolling mailbag smiling at the camera in front of a wall topped with an iron decorative fence.
A mailman is having his picture taken.
0 (entailment)
5
SNLI-train
SNLI-ENTAILMENT
SNLI
A woman fillets a fish , as part of preparing a recipe that includes broccoli , celery , and eggs .
Years eat the broccoli .
1
SNLI-train
AGCI-WK
AGCI
A group with waiters in the foreground mingles under chandeliers on a white ceiling .
A person gapes at the chandeliers .
1 (neutral)
3
SNLI-train
AGCI-WK
AGCI
A young woman with blond-hair is holding a white statuette of a Japanese geisha woman .
The statuette is a figure .
0 (entailment)
5
SNLI-train
AGCI-WK
AGCI
Two young boys , one in a green shirt eating a banana and one in a blue shirt eating an apple .
The banana is edible fruit .
0 (entailment)
5
SNLI-train
AGCI-WK
AGCI
Ric thought he 'd missed his favorite tv show 's return
He clicked the remote rapidly, scanning the channels like a madman.
1 (neutral)
3
ROCStories-1st
ROCStories-2nd
ROC
Two hockey players almost fall on the ice during a scuffle .
The scuffle is a struggle .
1 (neutral)
4
SNLI-train
AGCI-WK
AGCI
Jim worked at an ice cream factory as the foreman
He tried his best to stop it from happening but it just kept coming.
0
ROCStories-1st
ROCStories-3rd
ROC
A female barista making a latte.
The latte is an espresso .
1 (neutral)
4
SNLI-train
AGCI-WK
AGCI
Rick and his dad used to see wrestling matches together all the time
Then when Rick turned 40, his dad bought him a special birthday gift.
1 (neutral)
3
ROCStories-1st
ROCStories-3rd
ROC
A man and women shake hands as a bride holding a flower bouquet looks on .
The bride is a participant .
0 (entailment)
5
SNLI-train
AGCI-WK
AGCI
A young girls with a short red dress makes a phone call while holding a bright blue bag .
A person takes out the phone .
1 (neutral)
4
SNLI-train
AGCI-WK
AGCI
A person in a blue sweatshirt replaces letters in a theater marquee using a long pole .
A reception is held in the marquee .
1 (neutral)
2
SNLI-dev
AGCI-WK
AGCI
A man stands in front of a street vending booth with his hands crossed awkwardly in front of him while two yellow taxis are seen in the background of the cityscape .
The taxis are strapped to a roof .
1
SNLI-train
AGCI-WK
AGCI
A young man is cleaning caulk from a tiled wall .
The caulk is a sealant .
0 (entailment)
5
SNLI-train
AGCI-WK
AGCI
A female runner is in front of people dressed up as Spartans warriors and people wearing togas .
A person switches to the togas .
1 (neutral)
3
SNLI-train
AGCI-WK
AGCI
People walking though an architectural design.
A person plays with the design .
1 (neutral)
3
SNLI-train
AGCI-WK
AGCI
Two teenage girls conversing next to lockers .
A diamond has to be transported in the lockers .
1 (neutral)
2
SNLI-test
AGCI-WK
AGCI
I knocked on my neighbor's door.
My neighbor invited me in.
1 (neutral)
4
COPA-premise
COPA-effect
COPA
A cricket player is bowling the ball as the batsman is getting ready to run .
The batsman gets a wish .
1 (neutral)
2
SNLI-train
AGCI-WK
AGCI
Eleven green and black uniformed boys sitting in a circle in one part of a gym with a man in the middle .
A person helps the eleven .
1 (neutral)
3
SNLI-train
AGCI-WK
AGCI
I was not sure where to hang my new picture so I called for help
A government requests the help .
1
ROCStories
AGCI-WK
AGCI
Four military servicemen in a boat are attempting to attach a stairway to a larger vessel next to them .
The servicemen die an overnight .
1 (neutral)
2
SNLI-train
AGCI-WK
AGCI
Male tennis player with tattoo on left arm in position to hit the ball with onlooker sitting down .
A person tries to do the position .
1 (neutral)
2
SNLI-train
AGCI-WK
AGCI
A man tests an instrument using his ears and hands .
A person plays the instrument .
1 (neutral)
4
SNLI-train
AGCI-WK
AGCI
Someone grinding stones with a pestle.
The pestle disrupts a deal .
1
SNLI-train
AGCI-WK
AGCI
three young boys playing hear no evil, speak no evil, see no evil
a large group of people are gathering .
1 (neutral)
3
SNLI-train
AGCI-NN
AGCI
A large class of graduates wearing robes and mortarboards is waiting for their diplomas.
The mortarboards fall off .
1 (neutral)
3
SNLI-train
AGCI-WK
AGCI
A group of women converse with one another as they work in a rice paddy.
a group of women talking
1 (neutral)
4
SNLI-train
AGCI-NN
AGCI
A woman took her dog the park to play fetch
The woman tells police .
1 (neutral)
2
ROCStories
AGCI-WK
AGCI
My friend asked if he can have a chip
Since the chips were spicy, he ended up sweating.
1 (neutral)
3
ROCStories-1st
ROCStories-3rd
ROC
A hiker standing high on a bluff overlooking the mountains below .
The bluff is confirmed .
1
SNLI-train
AGCI-WK
AGCI
Overlooking a street with a sign above shops that states Welcome To Golden.
The shop sign is laying on the sidewalk.
1
SNLI-train
SNLI
A firefighter climbs up a ladder towards flames while surrounded by smoke .
The flames are separated from a torch .
1 (neutral)
2
SNLI-test
AGCI-WK
AGCI
A woman in a black shirt and apron is busy weighing fish on a scale at a fish market , with a variety of fish meats on display in front of her .
A company offers the variety .
1 (neutral)
3
SNLI-train
AGCI-WK
AGCI
Five people standing on a stage , getting ready to perform , who are unrecognizable due to the lack of lighting .
A person underscores the lack .
1 (neutral)
2
SNLI-test
AGCI-WK
AGCI
A large crowd of people trying to get something .
The crowd erupts .
1 (neutral)
3
SNLI-train
AGCI-WK
AGCI
Two opposing hockey players make a play for the puck with opposing fans and team members watching .
Police defuse the fans .
1 (neutral)
2
SNLI-train
AGCI-WK
AGCI
A young man with a jacket over his head contemplating his strategy before his event begins .
The strategy is a plan of action .
0 (entailment)
5
SNLI-train
AGCI-WK
AGCI
Ben did n't like art and his wife knew how much he hated it
A site has the art .
1 (neutral)
3
ROCStories
AGCI-WK
AGCI
A young man , wearing a T-shirt that says Joplin , plays the guitar in front of a large amplifier .
The amplifier includes brakes .
1
SNLI-test
AGCI-WK
AGCI
A mother tries to console her smallest child after a visit to a medical facility for his immunizations .
A person provides the immunizations .
1 (neutral)
4
SNLI-train
AGCI-WK
AGCI
A boy and a girl stand in a median amongst Mike Huckabee signs .
The median is an average .
1
SNLI-test
AGCI-WK
AGCI
Alex realized he needed to do laundry when he had no clean clothes
He also noticed that there was a huge puddle under the washer.
1 (neutral)
3
ROCStories-1st
ROCStories-3rd
ROC
I do surveys online to make extra cash
The cash is a currency .
0 (entailment)
5
ROCStories
AGCI-WK
AGCI
A man wearing a pirate hat and eyepatch smiles at the camera .
A person wears the eyepatch .
0 (entailment)
5
SNLI-train
AGCI-WK
AGCI
A group of people are listening to a man with a moustache speak into a microphone .
The moustache is a facial hair .
0 (entailment)
5
SNLI-train
AGCI-WK
AGCI
A black woman balancing a large platter on her head that has many bagged items on it .
The platter contains one .
1 (neutral)
2
SNLI-dev
AGCI-WK
AGCI
USA basketball player dribbling to the basket protecting the ball from the opposition .
The opposition is an action .
1
SNLI-train
AGCI-WK
AGCI
A female employee of a movie theater on a ladder placing letters to display the showing for that evening .
The showing is held .
0 (entailment)
5
SNLI-train
AGCI-WK
AGCI
Oklahoma University's Sooners football team playing against a rival.
Their is a football game going on.
0 (entailment)
5
SNLI-train
SNLI-ENTAILMENT
SNLI
End of preview (truncated to 100 rows)

## Overview

Original dataset available here. This dataset is the "full" JOCI dataset, which is the file named joci.csv.zip.

# Dataset curation

The following processing is applied,

• label column renamed to original_label
• creation of the label column using the following mapping, using common practices (1, 2)
{
2: "neutral",
3: "neutral",
4: "neutral",
5: "entailment",
}

• finally, converting this to the usual NLI classes, that is {"entailment": 0, "neutral": 1, "contradiction": 2}

## Code to create dataset

import pandas as pd
from datasets import Features, Value, ClassLabel, Dataset

# column name to lower
df.columns = df.columns.str.lower()

# rename label column
df = df.rename(columns={"label": "original_label"})

# encode labels
df["label"] = df["original_label"].map({
2: "neutral",
3: "neutral",
4: "neutral",
5: "entailment",
})

# encode labels
df["label"] = df["label"].map({"entailment": 0, "neutral": 1, "contradiction": 2})

# cast to dataset
features = Features({
"context": Value(dtype="string"),
"hypothesis": Value(dtype="string"),
"original_label": Value(dtype="int32"),
"context_from": Value(dtype="string"),
"hypothesis_from": Value(dtype="string"),
"subset": Value(dtype="string"),
})
ds = Dataset.from_pandas(df, features=features)
ds.push_to_hub("joci", token="<token>")