Datasets:

OmarK211
/

text-test

source_id string	response_row int64	text string	label int64	perspective string	label_name string	parent_id string	augmentation string	is_augmented bool
text_2026_r000_cat	2	I walk on four legs and like to watch the moon. I like to feel the wind brushing along my fur. I think the best thing in this world is a ball of yarn. I get stimulated easily and I like to meow from time to time	0	cat	cat perspective	text_2026_r000_cat	none	false
text_2026_r001_cat	3	I like sitting near the window and watching everything outside. Birds walk around, leaves move in the wind, and sometimes I see another animal passing by below me.	0	cat	cat perspective	text_2026_r001_cat	none	false
text_2026_r002_cat	4	I sleep in warm places where the sunlight comes through the window. I move around until I find the warmest spot, then I curl up and stay there until I wake up.	0	cat	cat perspective	text_2026_r002_cat	none	false
text_2026_r003_cat	5	I like walking around the house at night when everyone else is sleeping. The rooms are quiet, and I can investigate things without people constantly moving around.	0	cat	cat perspective	text_2026_r003_cat	none	false
text_2026_r004_cat	6	I chase small objects across the floor because I like watching them move. Sometimes I catch them with my paws, but sometimes they disappear underneath the furniture.	0	cat	cat perspective	text_2026_r004_cat	none	false
text_2026_r005_cat	7	I watch the moon through the window when it is dark outside. It stays in the sky while I look at it, and sometimes I sit there for a long time without moving.	0	cat	cat perspective	text_2026_r005_cat	none	false
text_2026_r006_cat	8	I like sitting near an open window and feeling the wind move through my fur. There are many interesting smells outside, and I like trying to figure out where they come from.	0	cat	cat perspective	text_2026_r006_cat	none	false
text_2026_r007_cat	9	I think a ball of yarn is one of the best things in the world. I like pushing it around with my paws, chasing it across the floor, and grabbing it when it rolls away.	0	cat	cat perspective	text_2026_r007_cat	none	false
text_2026_r010_cat	12	I walk around the house and smell everything I see. There are many different smells in every room, and sometimes I find something interesting that I have never smelled before.	0	cat	cat perspective	text_2026_r010_cat	none	false
text_2026_r012_cat	14	I watch people when they walk around the house. Sometimes I follow them from room to room because I want to know what they are doing and where they are going.	0	cat	cat perspective	text_2026_r012_cat	none	false
text_2026_r013_cat	15	I like chasing things that move quickly across the floor. A piece of string can keep me busy for a long time because I can grab it, release it, and chase it again.	0	cat	cat perspective	text_2026_r013_cat	none	false
text_2026_r014_cat	16	I sleep for many hours during the day. When I wake up, I usually want food first, and after eating I start looking around for something interesting to play with.	0	cat	cat perspective	text_2026_r014_cat	none	false
text_2026_r015_cat	17	I like rubbing my body against furniture when I walk around the house. It feels good against my fur, and I like leaving my smell on things that I pass.	0	cat	cat perspective	text_2026_r015_cat	none	false
text_2026_r018_cat	20	I hear small noises that people cannot hear. When something catches my attention, I turn my ears toward it and stay still while I figure out where the sound came from.	0	cat	cat perspective	text_2026_r018_cat	none	false
text_2026_r021_cat	23	I like being scratched behind my ears. When someone finds the right place, I stay still and enjoy it until they stop, then I usually move closer for more.	0	cat	cat perspective	text_2026_r021_cat	none	false
text_2026_r022_cat	24	Sometimes I want attention and sometimes I want to be left alone. I decide when I want someone near me, and I usually make it clear when I want them to stop touching me.	0	cat	cat perspective	text_2026_r022_cat	none	false
text_2026_r024_cat	26	Sometimes I chase my own tail when I am bored. It moves around behind me and I try to catch it, even though I know it will always be attached to me.	0	cat	cat perspective	text_2026_r024_cat	none	false
text_2026_r025_cat	27	I like sitting in the sunlight when the room is warm. I move around until I find the best spot, then I lie down and let the sunlight warm my fur.	0	cat	cat perspective	text_2026_r025_cat	none	false
text_2026_r026_cat	28	I hear a noise in another room and immediately want to know what caused it. I walk toward the sound slowly, stopping sometimes to listen before going any farther.	0	cat	cat perspective	text_2026_r026_cat	none	false
text_2026_r028_cat	30	Sometimes I sit by the window and watch outside for a long time. There are birds, cars, people, and leaves moving around, so there is always something to watch.	0	cat	cat perspective	text_2026_r028_cat	none	false
text_2026_r029_cat	31	I like climbing onto high shelves even when people do not want me there. I enjoy being somewhere that is difficult to reach because it gives me a better view.	0	cat	cat perspective	text_2026_r029_cat	none	false
text_2026_r030_cat	32	I walk quietly when I am trying to catch something. I move slowly, keep my body low, and wait until I am close enough before jumping toward whatever I am chasing.	0	cat	cat perspective	text_2026_r030_cat	none	false
text_2026_r031_cat	33	I like listening to rain while sitting near the window. The sound is steady and the glass keeps the water outside, so I can sit comfortably and watch it fall.	0	cat	cat perspective	text_2026_r031_cat	none	false
text_2026_r032_cat	34	Sometimes I get excited and run around the house very quickly. I jump onto furniture, run across the floor, and then suddenly stop because I found something else to investigate.	0	cat	cat perspective	text_2026_r032_cat	none	false
text_2026_r034_cat	36	I smell food and immediately walk toward the kitchen. I usually know when someone is preparing something good, even if they are still in another room.	0	cat	cat perspective	text_2026_r034_cat	none	false
text_2026_r036_cat	38	I sit beside the window and watch leaves moving in the wind. Sometimes I try to touch them through the glass, even though I know I cannot actually reach them.	0	cat	cat perspective	text_2026_r036_cat	none	false
text_2026_r037_cat	39	I like being awake when everyone else is sleeping. The house feels different at night, and I can walk around quietly without anyone asking me what I am doing.	0	cat	cat perspective	text_2026_r037_cat	none	false
text_2026_r038_cat	40	Sometimes I knock things off tables just to see what happens. I watch the object fall to the floor, then I look at it for a while before walking away.	0	cat	cat perspective	text_2026_r038_cat	none	false
text_2026_r039_cat	41	I like chasing a light moving across the floor. I run after it and try to catch it with my paws, but it always disappears when I finally get close.	0	cat	cat perspective	text_2026_r039_cat	none	false
text_2026_r040_cat	42	I sleep wherever I feel comfortable. Sometimes that means the couch, sometimes a blanket, and sometimes a pile of clothes that someone probably wanted to wear.	0	cat	cat perspective	text_2026_r040_cat	none	false
text_2026_r041_cat	43	I like walking around people's legs while they are standing. They sometimes move around me or tell me to stop, but I keep walking because I want their attention.	0	cat	cat perspective	text_2026_r041_cat	none	false
text_2026_r042_cat	44	I hear the sound of a can opening and immediately become interested. I know that certain sounds mean food is coming, so I usually walk toward the kitchen right away.	0	cat	cat perspective	text_2026_r042_cat	none	false
text_2026_r044_cat	46	I spend a lot of time cleaning my fur. I lick my paws and use them to clean my face, then I clean the rest of my body until everything feels right.	0	cat	cat perspective	text_2026_r044_cat	none	false
text_2026_r045_cat	47	I like sitting outside when the weather is warm. There are many smells and sounds outside that I cannot find indoors, so I spend a lot of time looking around.	0	cat	cat perspective	text_2026_r045_cat	none	false
text_2026_r047_cat	49	I like following interesting smells around the house. Sometimes they lead me toward food, and sometimes they lead nowhere, but I still want to know where the smell came from.	0	cat	cat perspective	text_2026_r047_cat	none	false
text_2026_r000_fish	2	Swimming through the sea while looking for algea. I like to swim fast towards algea. I think swimming is the best pastime for life in the ocean. I like to see the waves crashing above me	1	fish	fish perpective	text_2026_r000_fish	none	false
text_2026_r001_fish	3	The water moves around my body while I swim. I like moving my fins quickly and changing direction whenever I see something interesting. Swimming is the easiest way for me to travel.	1	fish	fish perpective	text_2026_r001_fish	none	false
text_2026_r002_fish	4	I spend most of my time swimming around and looking for food. I like algae because I can find it growing on rocks, and I can eat it without having to chase anything.	1	fish	fish perpective	text_2026_r002_fish	none	false
text_2026_r003_fish	5	I swim through the ocean looking for algae growing on rocks. I like moving quickly through the water when I find a good place to eat. There are always new places for me to explore.	1	fish	fish perpective	text_2026_r003_fish	none	false
text_2026_r004_fish	6	I like swimming near the ocean floor because there are many rocks and plants down there. I spend a lot of time looking around them for algae and other small things to eat.	1	fish	fish perpective	text_2026_r004_fish	none	false
text_2026_r005_fish	7	I swim toward the sunlight when I see it coming through the water. Everything looks brighter near the surface, and I like watching the light move across the ocean.	1	fish	fish perpective	text_2026_r005_fish	none	false
text_2026_r006_fish	8	Sometimes I swim with a group of other fish. We move together through the water and change direction at the same time. I like being around other fish because it feels safer.	1	fish	fish perpective	text_2026_r006_fish	none	false
text_2026_r007_fish	9	I like finding algae growing on large rocks. When I find a rock with a lot of algae, I stay there and eat for a while before swimming somewhere else.	1	fish	fish perpective	text_2026_r007_fish	none	false
text_2026_r010_fish	12	I like swimming close to the surface because I can see the sunlight above me. Sometimes I swim up just to look at the waves before going back down into the water.	1	fish	fish perpective	text_2026_r010_fish	none	false
text_2026_r012_fish	14	Sometimes I follow the current instead of swimming against it. The water carries me forward, and I do not have to move my fins as much. It is nice when swimming feels easy.	1	fish	fish perpective	text_2026_r012_fish	none	false
text_2026_r013_fish	15	I like swimming through underwater plants because they move around me as I pass. I sometimes stop between them and wait before continuing to explore the area.	1	fish	fish perpective	text_2026_r013_fish	none	false
text_2026_r014_fish	16	When I see something that looks like food, I swim toward it quickly. Sometimes it is actually food, but sometimes it is just a small rock or something floating in the water.	1	fish	fish perpective	text_2026_r014_fish	none	false
text_2026_r015_fish	17	I like calm water because it makes swimming easy. I can move slowly and look around without having to fight against the current or worry about being pushed somewhere.	1	fish	fish perpective	text_2026_r015_fish	none	false
text_2026_r018_fish	20	I like resting near rocks after I have been swimming for a long time. I stay there for a while without moving much, and then I start swimming again when I feel ready.	1	fish	fish perpective	text_2026_r018_fish	none	false
text_2026_r021_fish	23	I swim around looking for a place with lots of algae. When I find one, I eat for a while and then continue swimming because there might be an even better place nearby.	1	fish	fish perpective	text_2026_r021_fish	none	false
text_2026_r022_fish	24	Sometimes I swim away from the other fish and explore by myself. I like being alone for a while because I can choose where I want to go without following anyone.	1	fish	fish perpective	text_2026_r022_fish	none	false
text_2026_r024_fish	26	When the water gets dark, I stay closer to the other fish. I cannot see as well in the dark, so I like having other fish nearby while I continue looking for food.	1	fish	fish perpective	text_2026_r024_fish	none	false
text_2026_r025_fish	27	I see bubbles floating toward the surface and sometimes swim through them. I like watching the bubbles move upward because they are different from everything else in the water.	1	fish	fish perpective	text_2026_r025_fish	none	false
text_2026_r026_fish	28	I like warm water because it makes me want to keep swimming. When the water is comfortable, I spend more time exploring and less time hiding near rocks.	1	fish	fish perpective	text_2026_r026_fish	none	false
text_2026_r028_fish	30	I look for algae every day because it is one of the easiest foods for me to find. I usually search around rocks because algae seems to grow there often.	1	fish	fish perpective	text_2026_r028_fish	none	false
text_2026_r029_fish	31	I like swimming alongside other fish and watching how they move. Sometimes one fish changes direction and the others follow without stopping to think about it.	1	fish	fish perpective	text_2026_r029_fish	none	false
text_2026_r030_fish	32	When I get tired, I find a quiet place near the ocean floor and rest. I stay there until I feel ready to move again, then I start swimming around for food.	1	fish	fish perpective	text_2026_r030_fish	none	false
text_2026_r031_fish	33	I like moving quickly through the water when I am excited. My fins move faster and I change direction more often because I want to see everything around me.	1	fish	fish perpective	text_2026_r031_fish	none	false
text_2026_r032_fish	34	Sometimes I swim underneath large plants and stay there for a while. The plants block some of the movement in the water, and I feel comfortable resting underneath them.	1	fish	fish perpective	text_2026_r032_fish	none	false
text_2026_r034_fish	36	I swim toward the surface when I see something interesting above me. The surface looks different from underneath, and I like watching the movement of the waves.	1	fish	fish perpective	text_2026_r034_fish	none	false
text_2026_r036_fish	38	I like exploring small spaces between rocks. Sometimes there is algae growing inside, and sometimes there is another fish hiding there. I always look before swimming away.	1	fish	fish perpective	text_2026_r036_fish	none	false
text_2026_r037_fish	39	I follow groups of fish because they sometimes lead me toward food. When I see many fish swimming in the same direction, I usually follow them for a while.	1	fish	fish perpective	text_2026_r037_fish	none	false
text_2026_r038_fish	40	I like swimming when the water is calm and clear. I can see far ahead of me and choose where I want to go without being surprised by things around me.	1	fish	fish perpective	text_2026_r038_fish	none	false
text_2026_r039_fish	41	I spend most of the day swimming, eating, and looking around. I do not need much else because the ocean has everything I need to move around and stay alive.	1	fish	fish perpective	text_2026_r039_fish	none	false
text_2026_r040_fish	42	When I find a place with a lot of algae, I stay there until I am full. After that I swim away and start looking for another place where I can find more food.	1	fish	fish perpective	text_2026_r040_fish	none	false
text_2026_r041_fish	43	I like watching small pieces of plants float through the water. Sometimes I follow them for a while before realizing they are not food and swimming somewhere else.	1	fish	fish perpective	text_2026_r041_fish	none	false
text_2026_r042_fish	44	I swim around the rocks slowly when I am looking for food. Moving slowly lets me see small pieces of algae that I might miss when I swim too quickly.	1	fish	fish perpective	text_2026_r042_fish	none	false
text_2026_r044_fish	46	I like following the movement of the water when I swim. Sometimes the current takes me somewhere new, and I keep going until I find something interesting.	1	fish	fish perpective	text_2026_r044_fish	none	false
text_2026_r045_fish	47	I like swimming near plants because there are usually small things living around them. I look between the leaves and around the roots for food before moving on.	1	fish	fish perpective	text_2026_r045_fish	none	false
text_2026_r047_fish	49	Sometimes I swim without having anywhere specific to go. I just move through the water and look around until I find something that makes me want to stop.	1	fish	fish perpective	text_2026_r047_fish	none	false
text_2026_r000_cat__internal_swaps_p1	2	I walk on four legs and like to watch the moon. I like to feel the wind brushing alnog my fur. I think the bset thing in this world is a blal of yarn. I get stimulated easily and I like to meow from time to time	0	cat	cat perspective	text_2026_r000_cat	internal_character_swaps	true
text_2026_r001_cat__internal_swaps_p1	3	I like sitting near the window and wtaching everything outsdie. Birds walk around, leaves move in the wind, and somteimes I see another animal passing by below me.	0	cat	cat perspective	text_2026_r001_cat	internal_character_swaps	true
text_2026_r002_cat__internal_swaps_p1	4	I sleep in warm plaecs where the sunlgiht comes trhough the window. I move around until I find the warmest spot, then I curl up and stay there until I wake up.	0	cat	cat perspective	text_2026_r002_cat	internal_character_swaps	true
text_2026_r003_cat__internal_swaps_p1	5	I lkie walking around the house at night when everyone else is sleeping. The romos are quiet, and I can investigate things wihtout people constantly moving around.	0	cat	cat perspective	text_2026_r003_cat	internal_character_swaps	true
text_2026_r004_cat__internal_swaps_p1	6	I cahse small objects across the folor because I like watching them move. Sometimes I catch them with my paws, but sometimes they disappaer underneath the furniture.	0	cat	cat perspective	text_2026_r004_cat	internal_character_swaps	true
text_2026_r005_cat__internal_swaps_p1	7	I watch the moon through the widnow wehn it is dark outside. It styas in the sky while I look at it, and sometimes I sit there for a long time without moving.	0	cat	cat perspective	text_2026_r005_cat	internal_character_swaps	true
text_2026_r006_cat__internal_swaps_p1	8	I like stiting naer an open window and feeling the wind move through my fur. There are many interesting smells outside, and I like trying to figure out where they cmoe from.	0	cat	cat perspective	text_2026_r006_cat	internal_character_swaps	true
text_2026_r007_cat__internal_swaps_p1	9	I think a ball of yarn is one of the best tihngs in the world. I lkie pusihng it around with my paws, chasing it across the floor, and grabbing it when it rolls away.	0	cat	cat perspective	text_2026_r007_cat	internal_character_swaps	true
text_2026_r010_cat__internal_swaps_p1	12	I walk around the house and smell everything I see. There are many different smells in every room, and sometimes I find somtehing interesting taht I have never smelled beofre.	0	cat	cat perspective	text_2026_r010_cat	internal_character_swaps	true
text_2026_r012_cat__internal_swaps_p1	14	I watch people when they walk around the house. Sometimes I follow them form room to room because I want to know waht they are doing and where they are gonig.	0	cat	cat perspective	text_2026_r012_cat	internal_character_swaps	true
text_2026_r013_cat__internal_swaps_p1	15	I like chasing things taht move quickly across the folor. A piece of srting can keep me busy for a long time because I can grab it, release it, and chase it again.	0	cat	cat perspective	text_2026_r013_cat	internal_character_swaps	true
text_2026_r014_cat__internal_swaps_p1	16	I sleep for many hours druing the day. When I wake up, I usually want food first, and afetr eating I start looking around for something inteersting to play with.	0	cat	cat perspective	text_2026_r014_cat	internal_character_swaps	true
text_2026_r015_cat__internal_swaps_p1	17	I like rubbing my body agianst furntiure when I walk around the house. It feels good against my fur, and I lkie leaving my smell on things that I pass.	0	cat	cat perspective	text_2026_r015_cat	internal_character_swaps	true
text_2026_r018_cat__internal_swaps_p1	20	I hear small noises that peolpe cannot hear. When something catcehs my attention, I turn my ears toward it and stay still while I figure out where the sound cmae from.	0	cat	cat perspective	text_2026_r018_cat	internal_character_swaps	true
text_2026_r021_cat__internal_swaps_p1	23	I like being scratched behind my eras. Wehn someone finds the rihgt place, I stay still and enjoy it until they stop, then I usually move closer for more.	0	cat	cat perspective	text_2026_r021_cat	internal_character_swaps	true
text_2026_r022_cat__internal_swaps_p1	24	Sometimes I wnat attention and sometimes I want to be left alone. I decdie when I want someone near me, and I usually make it clear wehn I want them to stop touching me.	0	cat	cat perspective	text_2026_r022_cat	internal_character_swaps	true
text_2026_r024_cat__internal_swaps_p1	26	Somteimes I chase my own tail when I am bored. It moves around behind me and I try to catch it, eevn thuogh I know it will always be attached to me.	0	cat	cat perspective	text_2026_r024_cat	internal_character_swaps	true
text_2026_r025_cat__internal_swaps_p1	27	I like sitting in the sunlight wehn the room is warm. I move aronud until I find the best sopt, then I lie down and let the sunlight warm my fur.	0	cat	cat perspective	text_2026_r025_cat	internal_character_swaps	true
text_2026_r026_cat__internal_swaps_p1	28	I hear a noise in another room and immediately want to know what caused it. I wlak toward the sound slowly, stopping sometimes to lsiten before going any fartehr.	0	cat	cat perspective	text_2026_r026_cat	internal_character_swaps	true
text_2026_r028_cat__internal_swaps_p1	30	Sometimes I sit by the window and watch outside for a long time. There are birds, cars, people, and leaevs moving aronud, so three is always something to watch.	0	cat	cat perspective	text_2026_r028_cat	internal_character_swaps	true
text_2026_r029_cat__internal_swaps_p1	31	I like climbing onto high shelves eevn when people do not wnat me there. I enjoy being somewhere taht is difficult to reach because it gives me a better view.	0	cat	cat perspective	text_2026_r029_cat	internal_character_swaps	true
text_2026_r030_cat__internal_swaps_p1	32	I walk quietly wehn I am trying to catch sometihng. I move slolwy, keep my body low, and wait until I am close enough before jumping toward whatever I am chasing.	0	cat	cat perspective	text_2026_r030_cat	internal_character_swaps	true
text_2026_r031_cat__internal_swaps_p1	33	I like listening to rain wihle sitting near the wnidow. The sound is steady and the glass keeps the water oustide, so I can sit comfortably and watch it fall.	0	cat	cat perspective	text_2026_r031_cat	internal_character_swaps	true
text_2026_r032_cat__internal_swaps_p1	34	Sometimes I get excited and run around the house very quikcly. I jump onto furniture, run arcoss the floor, and then suddenly sotp because I found something else to investigate.	0	cat	cat perspective	text_2026_r032_cat	internal_character_swaps	true
text_2026_r034_cat__internal_swaps_p1	36	I smell food and immediately walk toward the kitchen. I usually know when soemone is preparing something good, even if tehy are still in antoher room.	0	cat	cat perspective	text_2026_r034_cat	internal_character_swaps	true
text_2026_r036_cat__internal_swaps_p1	38	I sit beside the window and watch leaves moving in the wind. Sometmies I try to touch them through the glsas, even though I konw I cannot actually reach them.	0	cat	cat perspective	text_2026_r036_cat	internal_character_swaps	true
text_2026_r037_cat__internal_swaps_p1	39	I like being awkae when everyone else is sleeping. The house feels different at night, and I can walk aorund quietly without anyone asikng me what I am doing.	0	cat	cat perspective	text_2026_r037_cat	internal_character_swaps	true
text_2026_r038_cat__internal_swaps_p1	40	Sometimes I knock thnigs off tables just to see what happens. I watch the obejct fall to the floor, then I look at it for a while before walking aawy.	0	cat	cat perspective	text_2026_r038_cat	internal_character_swaps	true
text_2026_r039_cat__internal_swaps_p1	41	I like chasing a light moving acorss the floor. I run after it and try to catch it with my pwas, but it always diasppears when I finally get close.	0	cat	cat perspective	text_2026_r039_cat	internal_character_swaps	true
text_2026_r040_cat__internal_swaps_p1	42	I sleep wherever I feel comforatble. Sometimes that means the couch, sometimes a blanket, and sometimes a plie of cltohes that someone probably wanted to wear.	0	cat	cat perspective	text_2026_r040_cat	internal_character_swaps	true

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24-679 (Fall 2026): Cat vs. Fish Perspective Classification

OmarK211/text-test

Each retained sample contributes a cat-perspective text and a fish-perspective text.

Source and task

The preparation notebook reads test-text.csv, retains the two specified perspective columns, and reshapes paired answers into separate records. Labels are denoted as 0 = cat perspective; 1 = fish perspective.

Preparation source: 24-679 Text Data-OK notebook. Course: 24-679, Fall 2026, Carnegie Mellon University. Repository maintainer: the account shown above.

Fields

Field	Meaning and modeling role
`text`	Input text sample, with line breaks retained.
`label`	Classification target: 0 = cat perspective; 1 = fish perspective.
`perspective`, `label_name`	Readable target descriptions; exclude both from model inputs.
`response_row`	Paired entries; grouping/provenance only.
`source_id`, `parent_id`	Unique example key and its original text key; never input features.
`augmentation`, `is_augmented`	Method identifier and synthetic-row flag; provenance only.

Splits and original-source counts

These counts are computed from the packaged splits for this run.

Split	Original rows	Synthetic rows	Total rows
train	70	1282	1352
validation	14	0	14
test	16	0	16

Synthetic rows in training only.

Split	Label	Rows
train	0	676
train	1	676
validation	0	7
validation	1	7
test	0	8
test	1	8

Requested holdout fraction: 30%; test receives 50% of that holdout. Small-sample rounding changes the realized proportions. The first split uses seed 20314, and the holdout split uses seed 20315.

Split the original input keys first, then carry both texts into the same partition. Every generated variant stays in training with its parent. The split is grouped by response row; it does not establish that different responses came from different people. Reuse these partitions for all model comparisons. Do not randomly re-split the augmented rows.

Augmentation and preprocessing

Character rate in this run: 30% of eligible words, capped at 3 words per line. The corpus contains 50 distinct lines for each perspective.

Each method independently starts from an original training line; transformations are not stacked.

Internal character swaps: swap adjacent, distinct interior letters in selected words.
Internal character deletions: remove one interior letter from each selected word.
Within-line word swap: exchange two distinct words in one line, preserving that line's word inventory.
WordNet synonym replacement: use NLTK's English POS tagger and the first matching WordNet sense to replace one eligible base-form noun, verb, adjective, or adverb with a single-word alternative. Proper nouns, inflected forms, pronouns, negation, and explicit human/AI/machine terms are protected or excluded.

The character methods apply the configured rate to eligible words of at least four letters, round up, and respect the per-line cap; first and last letters remain intact. A line with no eligible change is skipped. The WordNet first-sense rule is a heuristic, not contextual sense disambiguation.

Training method	Stored rows
`internal_character_deletions`	350
`internal_character_swaps`	350
`none`	70
`within_line_word_swap`	347
`wordnet_synonym_replacement`	235

Intended use and limitations

Use for teaching/learning data preparation, augmentation audits, and perspective classification.vDo not use these labels to identify whether a cat is secretly a fish.

Privacy and licensing

The prepared schema has no dedicated name, email, or timestamp field, but free text may contain personal details or recognizable writing. Pseudonymous IDs and grouping by response row do not establish anonymity or participant consent. Review content and applicable course permissions before reuse. No license was specified in the repository metadata when this card was first added; this card does not assign one.

Load and compare

from datasets import load_dataset
ds = load_dataset("OmarK211/text-test")
# Train with ds["train"], choose settings with ds["validation"], then score ds["test"].

Use an account with access if repository visibility changes. For reproducible comparisons, record the dataset commit and model/environment versions. Regenerate this card with the preparation notebook after changing the data; its counts are calculated from the actual packaged splits. The YAML schema and split configuration are preserved from the upload.

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