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-1H5IyO1MNY:E2:A1
-1H5IyO1MNY
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A bartender in a tuxedo holds a bottle of red liqueur and pours it into a small shot glass on the bar, filling it about halfway.
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-1H5IyO1MNY:E2:A2
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A close-up shot shows a finished layered drink in a shot glass. The bottom layer is red and the top layer is green. Two liquor bottles are visible in the background.
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-1H5IyO1MNY:E3:A1
-1H5IyO1MNY
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A person in a tuxedo pours a red liquid from a bottle with a white and red label into a small shot glass on a dark countertop.
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-1H5IyO1MNY:E3:A2
-1H5IyO1MNY
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The bartender sets down the red bottle, picks up a bottle of green liquid, and then picks up a long, thin bar spoon.
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-1H5IyO1MNY:E3:A3
-1H5IyO1MNY
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The bartender holds a bar spoon over the shot glass and carefully pours the green liquid from the bottle onto the back of the spoon, creating a separate green layer on top of the red liquid.
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-1H5IyO1MNY:E4:A1
-1H5IyO1MNY
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A bartender in a tuxedo places a small bottle of red liqueur on the bar counter next to two shot glasses. He then picks up a bottle of clear liquid from the back shelf.
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-1H5IyO1MNY:E4:A2
-1H5IyO1MNY
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The bartender holds a bar spoon over a shot glass containing red and green liquids. He slowly pours a clear liqueur from a bottle over the back of the spoon, creating a third layer in the glass.
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-1H5IyO1MNY:E4:A3
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After finishing the pour, the bartender places the bottle on the counter. The woman at the bar reaches for the completed shot glass as the bartender slides it towards her.
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-6gGYsBHF1U:E1:A1
-6gGYsBHF1U
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A hand with blue nail polish rests on a floral-patterned binder on a wooden surface. The hand opens the binder to reveal a handwritten recipe page inside.
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-6gGYsBHF1U:E1:A2
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A still shot displays the ingredients for a smoothie on a wooden countertop. The ingredients include a pitcher of milk, a bowl of strawberries, a bowl of ice, a bowl of Nutella, and a whole banana.
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A person holds a peeled banana with one hand and uses a green knife to chop it into circular slices on a white cutting board.
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A person holds a white cutting board with sliced bananas over a clear blender cup and uses a green knife to scrape the banana slices into the cup.
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A person holds a strawberry on a white cutting board and uses a green-handled knife to slice off the leafy green top.
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Using a green-handled knife, a person repeatedly slices strawberries into smaller, diced pieces on a white cutting board.
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A person holds a tall clear cup with red ingredients inside and uses a white immersion blender to puree the contents. The mixture becomes smoother and more liquid as the blending continues.
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A person holds a small white bowl with a brown and white swirled spread in it. They use a spoon to scoop some of the spread and add it to a clear blender cup containing a red liquid.
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A person picks up a plastic measuring cup filled with a white liquid and pours it into the blender cup, which already contains a red liquid and a dollop of brown spread.
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A man in a black polo shirt stands behind a kitchen counter with a cutting board, knife, and garlic. He gestures with his hands while speaking directly to the camera. Other people in white chef coats are working in the background.
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A close-up shot shows a hand placing a peeled garlic clove on a wooden cutting board. The flat side of a large knife is placed on top of the clove, and a hand presses down, crushing the garlic.
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A man in a black shirt stands in a kitchen and uses his fingers to peel the skin off a smashed garlic clove on a wooden cutting board. A close-up shot shows his hand peeling the clove.
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The man holds up a peeled garlic clove between his thumb and forefinger. A close-up shot shows his hands holding the small, peeled clove.
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A man in a black shirt stands behind a kitchen counter. He picks up garlic cloves and places them inside a blue silicone tube on a wooden cutting board.
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A close-up shot shows a pair of hands placing a blue silicone tube on a wooden cutting board and rolling it back and forth with the palm of one hand.
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A man tips a blue silicone tube over a cutting board, and peeled garlic cloves fall out along with the skins. He then picks up one of the peeled cloves and examines it with his fingers.
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A hand places a white plate with several garlic cloves into a microwave oven. The hand then closes the microwave door.
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The man is back in the kitchen, standing behind the counter. He gestures with his left hand towards a white plate on the counter.
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A close-up shot shows several warmed garlic cloves resting on a white plate, which is on a wooden cutting board. A hand enters the frame and picks up a clove.
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A man in a black shirt stands in a kitchen and peels a garlic clove with his hands. The camera cuts to a close-up of his hands as he squeezes the clove out of its skin.
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A man in a black shirt stands in a kitchen, holding a peeled garlic clove in one hand and the skin in the other. He gestures with his hands while looking at the camera and smiling.
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A close-up shot shows a person's hand using a pencil to trace a design onto a red rectangular block. The design, rendered in white lines, appears to be an eye and surrounding texture.
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From a higher angle, a person's hand uses a pencil to trace a design onto a red block. The design is faint and difficult to make out.
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A close-up shot shows a person using a carving tool with a curved blade to etch a line into a red block. The tool removes a thin strip of the red material.
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A person uses a carving tool to etch details into a design of a building on a red block. Their other hand rests on the block to hold it steady.
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A close-up shot shows a person using a carving tool to etch lines around a flower design on a red block. The tool removes material from the background area.
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A person leans over a red block, using a carving tool to etch fine details and textures onto a design of a fish. Their other hand holds the block in place.
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A person uses a carving tool to remove material from the background of a design featuring a rabbit. They use their thumb to brace the block.
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A person uses a brayer to apply black ink to the raised surface of a carved linoleum block, rolling it back and forth to ensure even coverage.
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A person's hands are shown rolling black ink onto a red linoleum block carved with a design of a rabbit in armor. The roller is moved back and forth to evenly coat the raised surfaces of the block.
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A wide, high-angle shot shows a tennis match in progress. An overlay at the bottom of the screen displays the event title 'CLASH OF TIMES - MACAU' and the score: Pete Sampras 6, Roger Federer 5.
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From a high-angle view, a player in a red shirt serves the ball. The opposing player does not return it, and the serving player walks towards the center of the baseline.
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A player in a red shirt and white headband walks near the umpire's chair, then moves back to the baseline. He bounces the ball and gets into position to serve again.
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From a high, wide angle, a tennis player in a red shirt serves the ball. The opponent on the far side of the court does not return it. The scoreboard in the upper left corner shows the score is 6-0, 15-0.
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The camera cuts to a close-up of the player in the red shirt. The scoreboard now reads 30-0. He walks back to the baseline, bounces the tennis ball several times, and then tosses it up to serve.
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In a wide shot of a tennis court, a player in a red shirt serves the ball to a player in a white and black shirt. The ball lands in the service box and the receiving player does not return it.
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A close-up shot shows a player in a white and black shirt looking forward with a neutral expression. The scoreboard in the background shows the score.
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In a wide shot, two tennis players stand on opposite sides of the court. The player in the red shirt walks towards the baseline while the other player stands still.
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A close-up shot follows a player in a red shirt and white headband as he walks and smiles. He briefly wipes his face with his hand.
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The camera shows the back of a player in a white and black shirt as he stands near the side of the court, looking out at the court.
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In a wide shot of a tennis court, a ball kid in a blue uniform runs from the right side of the court towards the left. A player in a red shirt stands on the near side of the court.
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The camera cuts to a close-up shot. A ball kid in a blue uniform hands a white tennis ball to a player in a black and white shirt, who takes it.
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A player in a black and white shirt walks towards a ball kid in a blue uniform and hands them a tennis ball. The player then turns and walks away.
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From a high, wide angle, a tennis player in a red shirt stands on the baseline, bounces the ball several times, then tosses it up and serves. The opponent on the far side of the court does not move to return it.
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In a close-up shot, the player in the red shirt follows through with his service motion, looking towards the other side of the court. He is wearing a white headband.
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From a high, wide angle, the two players are on opposite sides of the court. A digital scoreboard appears on the back wall, showing the names 'Sampras' and 'Federer' with a score of 6-6.
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A static, close-up image shows the side of a mattress heavily infested with bed bugs and their droppings. White text overlaid on the image reads, 'Bedbugs are epidemic'.
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A static, macroscopic image shows a single, engorged bed bug on human skin. White text overlaid on the image reads, 'Bedbugs are parasitic'.
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An illustration depicts a magnifying glass held over a pillow, revealing several bed bugs. Text at the bottom reads '3 signs that reveals a bedbugs infestation'.
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A close-up shot shows a wrinkled white bed sheet with several rusty and reddish-brown stains. Red text overlay describes looking for these stains.
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A close-up shot focuses on the seam of a quilted mattress, showing a cluster of small, dark spots. Red text overlay describes these as bed bug excrement.
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A highly magnified, close-up view shows several tiny, pale yellow, translucent eggshells on a surface. Red text overlay describes them as eggs and eggshells.
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A close-up, slightly blurry shot shows a heavy concentration of bed bug eggs, shed skins, and dark excrement on a textured, woven fabric.
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A man wearing glasses and a blue button-down shirt stands in a store aisle. He gestures with his hands while talking, with shelves full of gardening products behind him.
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A close-up shot shows a person's hands first touching a bag of 'Amaze Weed Preventer' and then moving to touch a white jug of 'Hi-Yield Ornamental Weed Preventer' on a store shelf.
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A man in a blue button-down shirt and glasses stands in front of a store shelf filled with bottles. He gestures with both hands towards the products while speaking.
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A close-up shot shows a hand sweeping across a row of brown bottles with red and green labels on a store shelf. The labels include text like 'Atrazine' and '2,4-D Amine'.
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A man wearing glasses and a light blue button-down shirt stands in an aisle of a store. He gestures with his hands while talking, standing in front of shelves stocked with bottles of liquid products.
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A close-up shot shows a person's hand resting on the front of a brown bottle. The bottle's label reads 'Hi-Yield Atrazine Weed Killer'.
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An extreme close-up shot focuses on the label of a brown bottle. The label reads 'Hi-Yield Atrazine Weed Killer' and has a price tag of '$14.99'.
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A man in a blue button-down shirt and glasses stands in front of a store shelf filled with bottles. He reaches down and picks up a brown bottle with a yellow label.
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In a close-up shot, a person's hands hold a brown bottle and unfold a multi-page, booklet-style yellow label to reveal the text printed inside.
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A man in a blue shirt and glasses places a bottle back on a store shelf. He then gestures with both hands while looking towards the camera, standing in an aisle filled with gardening products.
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A close-up shot shows several stacks of large, colorful bags of fertilizer and weed killer products on a store floor.
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The camera pans upwards along shelves in a store, showing various bottles and containers of liquid gardening products.
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The man from the beginning of the clip stands in the store aisle, looking directly at the camera and smiling.
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An athlete in a purple shirt and black shorts runs along a blue track, holding a javelin. He plants his foot and throws the javelin forward. The camera pans to follow his motion.
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The scene cuts to a different angle showing the same athlete completing his javelin throw. He follows through with the motion, bending over after releasing the javelin.
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An athlete in a red shirt and black pants runs down a blue track, holding a javelin. Spectators are visible sitting on bleachers to the left. A graphic at the bottom identifies the athlete as Barry Krammes from the USA.
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The camera angle shifts to a view from behind the athlete. He plants his foot, arches his back, and throws the javelin forward onto a green field. An official in a white shirt stands nearby.
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An athlete in a black shirt and purple pants runs on a blue track and throws a javelin. The camera follows his motion from the side, showing his follow-through as he stops near the edge of the track. Spectators and officials are visible in the foreground and background.
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From a closer and lower angle, the athlete runs on the blue track and throws the javelin. The camera pans to follow his movement, capturing the throwing motion and his follow-through as he comes to a stop. An official in a white shirt is visible in the foreground.
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An athlete in a green tank top, identified by an on-screen graphic as Cyrus Hostetler, holds a javelin and starts running on a blue track. The camera pans to follow his movement.
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From a side angle, the athlete plants his foot, arches his back, and throws the yellow javelin. He follows through with his throwing arm and body.
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The camera shows the athlete's throw again from a slightly different side angle, capturing the release of the javelin and his subsequent follow-through motion as he slows down.
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An athlete in a blue shirt and black shorts runs forward on a blue track, holding a javelin over his shoulder. A red graphic at the bottom of the screen displays his name, Scott Russell, and his scores.
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After releasing the javelin, the athlete's momentum carries him forward. He loses his balance, falls to the ground, and rolls over onto his back on the blue track.
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A person's hand reaches into the frame and pulls open the paper tray of a multifunction printer. After looking at the paper inside, the hand pushes the tray closed.
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A person's hand pulls down the front panel of the printer, revealing the internal components. The hand then reaches inside, grasps the toner and drum unit assembly, and pulls it completely out of the machine.
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A person holds a combined toner cartridge and drum unit assembly with both hands in front of a printer. They rotate the assembly slightly to inspect it.
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A person holds the toner and drum assembly, using their right thumb to press a small blue lever on the side. This action causes a slight separation between the two components.
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After pressing the release lever, the person lifts the top toner cartridge component upwards, separating it completely from the lower drum unit. They then place the empty drum unit down on the desk.
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A person's hand reaches into the frame and picks up a new black toner cartridge that was sitting on a desk next to an open printer.
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A person holds a new toner cartridge in one hand and an empty drum unit in the other, aligning them before carefully inserting the cartridge into the drum unit until it is fully seated.
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A person holds a black toner cartridge with both hands and carefully slides it into the open front compartment of a multifunction printer. They push it along the internal tracks until it is fully seated inside.
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A woman wearing a white shirt and a black and white apron stands in a kitchen. She holds a brush with a brown substance on it in her left hand and looks towards the camera while talking.
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The woman turns her head down and to her left, dipping the brush she is holding into a small red container on the counter.
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The woman lifts the brush, now coated in a brown substance, and looks at the camera while talking and gesturing with her hands.
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The woman looks down, picks up a tall glass coated on the inside with a brown substance, and inspects it before placing it back on the counter.
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A woman wearing an apron inserts a white dowel into a tall glass that is coated on the inside with a layer of chocolate. She holds a wooden stick in her other hand.
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The woman uses a white dowel to carefully press and scrape along the inside of a chocolate-lined glass, working her way around the circumference to loosen the hardened chocolate shell.
{ "selected_order": 6, "event_id": 2, "action_id": 2, "start_s": 34, "end_s": 55, "window": { "start_native_frame": 102, "end_native_frame_exclusive": 165, "native_fps": 3 }, "allowed_global_sample_frame_indices": [ 34, 35, 36, 37, 38, 39, 40, 41, 42, ...
[ { "action_id": 1, "mentions": [ { "spans": [ { "start": 10, "end": 14 } ], "particle": null } ], "type": "simple", "confidence": "high", "status": "localized", "segments": [ { "start_s": 34, ...
-ub83i__RpQ:E2:A3
-ub83i__RpQ
[ 0, 3, 6, 9, 12, 15, 21, 24, 30, 33, 36, 39, 42, 45, 48, 51, 54, 57, 60, 63, 69, 72, 81, 84, 87, 90, 93, 96, 102, 105, 108, 111, 114, 117, 120, 123, 126, 129, 132, 135, 138, 141, 144, 147, 150, 153, 156, 159, 162, 168, ...
After loosening the chocolate, the woman carefully pulls the white dowel upwards, lifting the intact cylindrical chocolate shell out of the tall glass.
{ "selected_order": 7, "event_id": 2, "action_id": 3, "start_s": 56, "end_s": 64, "window": { "start_native_frame": 168, "end_native_frame_exclusive": 192, "native_fps": 3 }, "allowed_global_sample_frame_indices": [ 56, 57, 58, 59, 60, 61, 62, 63 ], "allow...
[]
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EventLens Caption, Action and Temporal Annotations

11,763 original captions from 1,053 videos, with 25,792 localized actions and 27,954 temporal intervals. Source clips are 1–2 minutes long; source captions of 1 second or less are excluded.

File Contents
captions/train.parquet One original caption per row, action character spans and temporal intervals
videos/train.parquet One video per row, source metadata, exact frame/PTS mappings and image URLs
dataset_info.json Counts, selection and field conventions

Join the tables by video_id. Nested fields are native Parquet lists and structs.

from datasets import load_dataset

repo = "Viviannnyang/EventLens-caption-action-temporal-train"
captions = load_dataset(repo, split="train")
videos = load_dataset(repo, "videos", split="train")

All character spans and temporal ranges are zero-based and half-open. Action mentions use spans=[{"start": ..., "end": ...}] over text, with an optional separate particle span. Action segments contain start_native_frame, end_native_frame_exclusive, start_s, end_s, global 1 FPS indices and exact rational times. Explicit apparel and accessory wearing predicates use appearance_state. Every segment remains inside its original caption's source.window.

Frames are sampled at 1 FPS from source clips encoded at 3 FPS, anchored at original-video t0. Native frame IDs and rational PTS are preserved without rounding. sampled_frame_ids lists shared model-input native frames; source.allowed_native_frame_ids restricts evidence to each caption. videos.frames.global_sample_frame_index preserves the full-video index even where input frames have gaps. Image URLs point to a pinned frame-repository revision.

Original captions remain unchanged, including 1,414 rows with actions=[]; empty lists are not negative action labels. Annotations are model-generated from sampled images and are not individually human-verified.

Source: Lostgreen/EventLens-Train. Upstream attribution, access and licensing terms apply.

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