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A flat lay photo of a cozy scene on a wooden table. On the left, an open book with pages filled with French text rests on a green knitted scarf with white fringe. To the right of the book and scarf, a dark gray mug with white stripes is filled with hot chocolate. Scattered around the mug are four marshmallows, two whit... | {
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A close-up, eye-level shot of a modern car's automatic gear shifter. The shifter is black with a glossy finish and features illuminated indicators for Park (P), Reverse (R), Neutral (N), and Drive (D), with 'P' currently selected. Below the gear selection indicators is a textured leather grip. At the base of the shifte... | {
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A studio portrait of a young Caucasian woman with her hair pulled back in a bun, wearing large black heart-shaped sunglasses and hoop earrings. She is dressed in a sleeveless, black, form-fitting mini dress with a high neckline and an asymmetrical hemline. The woman is holding a disposable coffee cup with a brown textu... | {
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A wide-angle photo of a large, multi-span stone bridge crossing a wide river under a partly cloudy sky. The bridge has ornate lampposts lining its top. Several boats are docked on the river in the foreground. The closest boat is a white passenger vessel with a dark stripe and windows along its side. Text on the side of... | {
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A high-angle medium shot of a young Black woman lying on a white bed, engrossed in reading a book. She is wearing black-rimmed glasses and a striped t-shirt with alternating red, white, and blue diagonal stripes. Her left arm is bent, supporting her head as she reclines, while her right hand holds open a black-covered ... | {
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A close-up, eye-level shot of a white wagtail bird standing on a small log amidst tall green grass. The bird has a black head with a white face and a black bib on its chest. Its back and wings are gray with black and white markings, and its tail is long and black. The bird is facing left, with its beak slightly open. T... | {
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A black and white close-up photo of a young Caucasian woman with blonde hair and dark nail polish. She is looking directly at the camera with a subtle expression. Her right index finger is raised to her lips in a "shushing" gesture. She has dramatic winged eyeliner and her lips are slightly parted. Her hair is styled l... | {
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A top-down medium shot captures a pair of round, wire-rimmed glasses resting on a textured gray fabric surface. To the right of the glasses, a smartphone displays a social media feed with content related to mental health and motivation. The phone screen shows a title "Motivação para vida" and various posts with text su... | {
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A black and white photo of a protest. In the foreground, a woman of South Asian descent, wearing a patterned face mask and a dark cardigan over a dark top, holds a sign that reads "EQUAL PAY FOR EQUAL WORK". She is also holding a smartphone in her right hand. To her left, another woman of South Asian descent, wearing g... | {
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A medium shot of a young Caucasian woman with pale skin, freckles, and messy auburn hair pulled up in a bun, looking down at her face. She is wearing a dark brown tank top and dark brown shorts. Her left hand is touching her cheek and jawline, while her right hand is held up near her face. Her fingernails are painted a... | {
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A full body studio portrait of a young South Asian woman with long, dark, curly hair, wearing a voluminous, off-the-shoulder, deep red satin gown with puffed sleeves and a sweetheart neckline. She is holding a stemmed wine glass filled with a red liquid in her right hand, raising it slightly towards the viewer. Her lef... | {
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A medium shot captures a man from behind, holding a professional camera gimbal with a camera attached. The man, appearing to be of Middle Eastern descent, has short dark hair and is wearing a dark grey t-shirt with a black trim around the neckline. He is positioned in front of a window with natural light streaming in f... | {
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A medium shot captures a woman with long, wavy brown hair and fair skin. She is looking directly at the camera with a neutral expression. Her eyes are adorned with dramatic blue eyeshadow and sparkling purple glitter applied in a winged pattern extending to her temples. She wears a black, long-sleeved dress heavily emb... | {
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A close-up studio shot of a thin, yellow gold bangle bracelet adorned with numerous small, rectangular-cut diamonds. The bracelet is positioned horizontally against a clean, white background with soft, diffused lighting. The diamonds are set closely together, creating a continuous line of sparkle along the visible port... | {
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A top-down photo of a ball of golden-brown yarn and a crochet hook resting on a blue wooden surface. The yarn is tightly wound into a sphere, with individual strands visible. The crochet hook is metallic gold and positioned diagonally across a circular crocheted piece. The crocheted piece is a flat, round mat or coaste... | {
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A close-up, low-angle studio shot of a piece of sushi impaled on a small, decorative sword against a stark black background. The sushi is topped with a glistening, dark sauce and a dollop of white cream, with a sprig of green herb. A thick, glossy sauce drips from the bottom of the sushi, forming small droplets. The sw... | {
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A vertical shot captures a narrow alleyway between tall buildings. On the left, a dark brown building features multiple windows with light-colored frames and two air conditioning units mounted on its facade. To the right, a lighter gray building rises, showcasing several balconies with white railings. The balconies are... | {
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A long exposure photograph of the Andromeda Galaxy, also known as M31, set against a backdrop of a dark night sky filled with countless stars. The galaxy is prominently displayed, appearing as a luminous, elongated oval with a bright, yellowish core that fades into a bluish-white haze towards its edges. Swirls of dust ... | {
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A photo of a bride wearing a white, heavily beaded wedding dress with a square neckline and puffed, beaded sleeves, and a tiara. She is in the process of applying lip gloss, puckering her lips towards the applicator held by another woman. The bride has dark, curly hair pulled back loosely and is looking to the side wit... | {
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A close-up, eye-level, studio shot of an antique gold pocket watch with its cover open, set against a plain, muted pinkish-brown background. The watch face is white with black Arabic numerals for the hours, ranging from 1 to 12, and also includes a 24-hour dial with numerals 13 to 24. A smaller sub-dial at the bottom d... | {
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A close-up, high-angle shot of a vibrant orange nasturtium flower with five petals, its center featuring yellow stamens and dark veins. The flower is surrounded by large, round, green nasturtium leaves with prominent white veins radiating from the center. Some leaves are in sharp focus, while others are softly blurred ... | {
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A medium shot photo of a young South Asian woman wearing a white and teal patterned top and a double-strand pearl necklace with a green and gold pendant featuring a tassel of pearls and green beads. The woman has long, dark hair and is touching her right ear with her right hand. Her lips are painted with a matte pink l... | {
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A high-angle shot of a busy highway with multiple lanes of traffic. A bright yellow school bus with Arabic text and "SCHOOL BUS" written on the back is prominent in the center lane. Several white cars, including SUVs and sedans, are driving in the same direction. A white tow truck is visible, carrying a white SUV. In t... | {
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A close-up studio shot of a medical headlamp with a magnifying lens, set against a stark white background. The headlamp features a white plastic base with a blue trim and a clear plastic dome. Attached to the front is a black cylindrical light source with a ribbed heat sink and a red button on top. A black cable extend... | {
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A black and white photo of a young woman with long, wavy, dark hair, wearing a black fedora hat, sunglasses, a black turtleneck, and a black leather jacket. She is wearing white pants and is crouched down in front of a brick wall covered in graffiti. The graffiti features large, bold, black lettering with some white hi... | {
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A young woman with long wavy hair and a lean, toned build kneels on a wooden studio floor, wearing a sleeveless black leotard, her arms extended forward as she balances a shirtless boy in black leggies on her outstretched legs; the boy, with short hair and a slim build, lies face-up in a split, gripping her wrists behi... | {
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A 3D render of a large, amorphous mass composed entirely of small, pastel purple letters and numbers. The elements are densely packed and appear to be tumbling and intermingling, creating a chaotic yet organized texture. Many of the individual characters, such as 'a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', '... | {
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A 3D render of an abstract geometric landscape composed of light gray and white cubes and rectangular prisms of varying heights and depths. Some of the cubes have translucent blue and purple accents, creating a subtle glow. The composition features a shallow depth of field, with the foreground elements softly blurred a... | {
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A medium shot photo of a young East Asian man sitting on a stool in front of a wall covered in old books. The man has dark, short hair, wears black-rimmed glasses, and has a light-colored collared shirt visible under a black hooded sweatshirt. His hands are clasped together in his lap, and he wears a dark watch on his ... | {
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A close-up, low-angle photo of a brown tree frog perched on a textured, light yellow fabric. The frog is facing left, with its large, golden eye clearly visible and its pupils dilated. Its skin is a mottled brown and tan, with darker stripes on its legs and a lighter stripe running along its back. The frog's front legs... | {
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A photo of a woman with elaborate sugar skull makeup, resembling a Catrina, adorned with a large, ornate headdress featuring colorful flowers and butterflies. Her face is painted with intricate patterns in red, blue, and yellow, with dramatic false eyelashes. She wears a blue garment and her arms are painted with skele... | {
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A wide-angle photo of the Grand Hotel and a Ferris wheel on a cloudy day. The Grand Hotel is a large, pale yellow building with a dark blue roof and multiple windows. The words "GRAND HOTEL" are written in large blue letters on the front of the building. To the left of the hotel is a large white Ferris wheel with many ... | {
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A close-up, eye-level shot of a golden-brown pastry assortment arranged on a decorative brass tray. The pastries, with their intricate, layered folds, are piled high, with some appearing to float in mid-air. To the left, a small, cream-colored bowl holds a pile of dried green herbs. Behind the tray, a dark wooden cutti... | {
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A top-down medium shot of a woman with dark hair, wearing a red long-sleeved shirt with a low back, lying on her stomach amidst a large collection of open books. Her hands are raised, holding an open book in front of her face, with her fingers splayed. Her fingernails are painted red. The books are arranged in a grid p... | {
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A close-up, low-angle studio shot of a black, high-gloss watch winder with a silver key inserted into its lock. The watch winder has multiple circular compartments, with one compartment visible on the left side of the frame. Inside this compartment, a silver-cased wristwatch with a black dial and silver hands is partia... | {
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A medium shot of an East Asian woman in her late 20s, wearing a black blazer over a black top. She has long, dark hair and is adorned with pearl jewelry. Her left arm is bent, with her hand resting on her right shoulder, showcasing a delicate gold bracelet with a single pearl. A gold chain necklace with a large, irregu... | {
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A full shot photo of a young adult man of Hispanic ethnicity jumping in front of a large, ornate, teal-colored double door. The man is shirtless, revealing extensive blue and black tribal-style tattoos covering his chest and abdomen. He is wearing black pants with a black belt and black and white sneakers. His arms are... | {
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A medium shot photo of a young white woman with vibrant curly red hair and freckles, wearing large square brown sunglasses and a green top. She is looking to her right, with her left arm bent and her hand resting on her shoulder. She has a tattoo on her upper arm and the words "SELF MADE" tattooed vertically on her for... | {
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A top-down shot of a black smartphone displaying a colorful geometric wallpaper. The wallpaper features a series of chevron patterns in orange, white, yellow, and dark red, arranged from top to bottom. The phone is positioned on a surface covered with diagonally striped paper in shades of brown, yellow, white, and oran... | {
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A close-up, low-angle photo of several mallard ducks swimming in dark, choppy water. The central focus is a male mallard with its rear end and tail feathers submerged, its head and neck hidden underwater as it dives for food. Its bright orange webbed feet are visible, kicking and splashing water as it propels itself do... | {
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A close-up, shallow depth of field photo of a person holding a professional camera gimbal. The gimbal is a DJI Ronin, with the brand name clearly visible in white lettering on the carbon fiber arm. The camera mounted on the gimbal features a large Sigma lens with a lens hood. The camera body is encased in a silver meta... | {
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A fashion photograph of a young adult woman with long, dark brown hair pulled into a high ponytail, which is blowing to the left. She is wearing a sleeveless, cowl-neck, grey satin slip dress and a fluffy, cream-colored faux fur coat draped over her shoulders. The woman is adorned with a thick, multi-layered gold chain... | {
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A black and white close-up photo of a marble sculpture of a person's head and shoulders against a dark background. The sculpture depicts a face with closed eyes, a prominent nose, and full lips. The hair is styled in elaborate curls that frame the face. The sculpture is lit from the side, casting deep shadows across th... | {
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A young Caucasian woman with long blonde hair is underwater, holding a vintage blue alarm clock. She is wearing a sparkling purple one-piece swimsuit. Her body is positioned in a dynamic pose, with her left arm extended forward holding the clock and her right arm bent at the elbow, hand open. Her legs are bent and exte... | {
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A man with short, dark hair with grey streaks is lying on a red and black weight bench, performing a bench press. He is wearing a black long-sleeved shirt and black pants. His hands are gripping a silver barbell loaded with large black weight plates on both sides. The barbell is positioned above his chest. The weight b... | {
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A studio portrait of a young Black man with a high-top fade hairstyle adorned with a red rose and a pink rose. He wears a silver headband with intricate geometric patterns. Large, ornate silver earrings with triangular motifs and dangling elements hang from his ears. He is dressed in a denim jacket embellished with num... | {
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A photo of a modern living room with a gray fabric sofa and a black and white oval coffee table. The sofa has two seat cushions and two back cushions, with visible stitching along the edges. The coffee table has a glossy black exterior with a white interior and a remote control resting on its surface. Behind the sofa, ... | {
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A photo of a teal-colored ceramic vase with two handles and intricate embossed patterns, placed on a round wooden slice. The vase has a textured, aged appearance with darker accents in the crevices of its design. It sits on a white marble surface. To the left, a clear glass compote dish holds a floral arrangement. The ... | {
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A surreal, Escher-like spiral of clock faces, each displaying Roman numerals and the words "NEWGATE LONDON ENGLAND". The clocks are rendered in a vintage style with cream-colored faces and black numerals and hands. The spiral effect creates an infinite regression, with smaller and smaller clock faces nested within each... | {
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A white square plate of teriyaki chicken salad with shredded lettuce and a drizzle of mayonnaise sits on a dark wood table. The salad is topped with thinly sliced teriyaki chicken, white shredded cabbage or bean sprouts, and a generous amount of creamy mayonnaise. Sesame seeds are sprinkled over the chicken. The plate ... | {
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A black and white photo of a young man and a young woman in a park setting. The man, with dark hair and dramatic eye makeup, is kneeling behind the woman. He wears a black hooded jacket with a zipper and dark pants. His left arm is extended, and he holds a human skull in his right hand, raised above his head. The woman... | {
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A black and white photo of a black cat with white markings on its face and chest, crouched low to the ground. The cat is looking directly at the camera with wide, bright eyes. Its ears are perked forward, and its whiskers are fanned out. The cat is positioned under a vehicle, with the tire and undercarriage visible in ... | {
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A medium shot captures a young adult woman with long, dark hair and fair skin, sitting on a black bench in a gym. She is wearing a black t-shirt with a white logo that reads "OLIMP NUTRITION" and black leggings with a hexagonal pattern. In her right hand, she holds a blue and white shaker bottle filled with a light-col... | {
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A black and white, wide-angle, low-angle shot of an industrial complex situated on the coast. The complex features a prominent building with two ornate, multi-tiered towers topped with cupolas, reminiscent of classical architecture. Adjacent to this building is a sprawling industrial plant with numerous pipes, smokesta... | {
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A black and white close-up portrait of a young Caucasian woman's face, captured in profile against a dark background. Her head is turned to the left, with her gaze directed forward and slightly upward. Dramatic lighting casts a strong shadow across the left side of her face, highlighting her prominent cheekbone and the... | {
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A wide-angle photograph captures the majestic peak of a snow-covered mountain under a clear, deep blue sky. The mountain's rugged terrain is blanketed in pristine white snow, with dramatic rock formations exposed in places, creating stark contrasts of light and shadow. The upper slopes are sharply defined, showcasing t... | {
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A close-up, low-angle shot of a Eurasian tree sparrow perched on a dark, textured tree branch. The sparrow has a brown cap, white cheeks, a black bib, and streaky brown and white plumage on its body. Its beak is pointed and dark. The bird is facing left, with its head slightly turned towards the viewer. Yellow and gree... | {
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A studio portrait of a young adult woman with dark hair pulled back, wearing white over-ear headphones. She is looking directly at the camera with light green eyes and full lips. Her hands are raised, with her fingers gently touching the earcups of the headphones. She is wearing a grey crewneck sweatshirt with horizont... | {
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A black and white photo of a medical professional in scrubs and a surgical cap, wearing a face mask, bent over a table in what appears to be an operating room or medical preparation area. The person is facing away from the camera, with their hands on a tray or container on the table. The room has tiled walls and a visi... | {
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An aerial drone shot captures a network of winding trenches dug into a vibrant green grassy field, bordered by lush, dense trees. The trenches, with their dark soil and rough wooden planking along the edges, form a complex, branching pattern across the landscape. The sunlight highlights the textures of the grass and th... | {
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A close-up photo of a young woman with dark hair and tan skin, wearing a black tank top and a silver necklace, holding a tall glass of bright green smoothie. The smoothie is topped with fresh spinach leaves and a white straw is inserted into the drink. The woman's lips are slightly parted as she sips from the straw. He... | {
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A wide-angle photograph captures a vast, dry cornfield under a pale, overcast sky. The foreground is filled with the brittle, golden-brown stalks and leaves of harvested corn, creating a textured carpet of dried vegetation. In the middle ground, the field continues, with taller, standing corn stalks visible further bac... | {
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A macro photograph of a dragonfly perched on a cluster of vibrant purple flowers. The dragonfly has a black and yellow striped abdomen and a green head with large, compound eyes. Its transparent wings, intricately veined, are spread wide, catching the light. The dragonfly is positioned vertically on the flower spike, w... | {
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A digital rendering of flowing, iridescent fabric with a metallic sheen. The material is a blend of deep magenta, vibrant teal, and warm copper tones, creating a swirling, abstract pattern. The fabric appears to be twisted and folded, with smooth, undulating curves that catch the light. Highlights and shadows are prono... | {
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A studio photograph of two ornate rings displayed on a thin, silver wire. The ring in the foreground is larger and features a cluster of irregularly shaped, raw pink gemstones set within a dark metal bezel. A band of small, black gemstones encircles the center of the ring. The second ring, positioned higher and slightl... | {
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A full-frame, eye-level shot of a tall, modern apartment building with a striking color-blocked facade. The building features a dominant pale yellow exterior, punctuated by vertical bands of vibrant red and a thin white stripe. Numerous windows and balconies are visible across the structure. The windows are predominant... | {
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A dramatic, low-angle shot captures the imposing, weathered rock formations of a narrow canyon. Sunlight filters down from above, illuminating the textured surfaces of the sheer cliffs. The rock faces display a palette of grays, blues, and earthy browns, with streaks of dark, wet-looking patches and patches of vibrant ... | {
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A photo of a woman with dark hair pulled back, wearing a white crocheted shawl with fringe, kneeling on a patterned rug next to a window. The woman is leaning her head and right hand against a white wall. Her left hand is resting on her left thigh. The shawl is open in the front, revealing her bare legs and buttocks. T... | {
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A photograph of the Sun against a deep teal background. The Sun is a large, bright orange sphere with a textured surface, exhibiting several sunspots. The sunspots appear as small, irregular clusters of brighter, white-ish areas on the Sun's surface. A thin, bright white halo encircles the Sun, extending slightly into ... | {
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A photo taken through an airplane window shows a wing against a bright, hazy sky during sunset. The sun, a brilliant orb of light, is positioned behind the wing, casting a warm orange glow that illuminates the aircraft's structure. The wing, painted white, features a distinctive upward-swept wingtip and several visible... | {
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A close-up, low-angle shot of a white clock tower against a clear, bright blue sky. The clock face is round with Roman numerals and black hands, indicating the time is approximately 10:08. The clock tower has a multi-tiered design with white trim and a dark, conical roof topped with a thin spire. Below the clock face, ... | {
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A close-up, eye-level shot of a Great Tit bird perched on a snow-dusted tree branch. The bird has a black head with white cheeks and a black stripe down its chest. Its back is olive-green, and its wings are grey with white bars. The underside of the bird is bright yellow. The bird is facing to the right, with its beak ... | {
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A close-up, macro photograph of a human eye. The eye is wide open, with a large, dark brown iris and a black pupil. A bright, rectangular reflection is visible in the pupil, indicating a light source. The sclera, or white part of the eye, is visible around the iris and appears slightly bloodshot. The eyelid is slightly... | {
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A wide-angle, low-angle shot of a dilapidated, multi-story building with a central tower, under a clear blue sky. The building's facade is weathered and covered in graffiti, with many windows boarded up or broken. The central tower features arched openings at the top and is topped with a small flagpole. The building ha... | {
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A low-angle action shot captures a skateboarder mid-air against a bright blue sky with scattered white clouds. The skateboarder, wearing a black t-shirt, black pants, and a black baseball cap, is performing a trick, with their body angled and arms outstretched for balance. Their skateboard, with a light wood deck and r... | {
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A profile shot of a young adult woman with long, dark brown hair, fair skin, and dark eyes. She is wearing a white collared shirt with a subtle checkered pattern and two dark buttons visible on the front. Her left ear is adorned with a silver stud earring shaped like a sunburst with a black stone in the center. She has... | {
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A close-up, eye-level, outdoor photo of a snowman's head. The snowman is made of white snow and has a bright orange carrot for a nose, protruding from the center of its face. Two dark brown, irregular-shaped rocks serve as its eyes, with one rock positioned slightly higher than the other. The snowman wears an overturne... | {
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A top-down, medium shot of a black Native Instruments Maschine MK3 music production controller and a black MIDI keyboard, both illuminated by vibrant blue lighting. The Maschine controller is positioned above the keyboard, angled slightly. The controller features a grid of 16 illuminated blue pads, some with white text... | {
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A studio product shot features two silver rings with clear gemstones against a soft, peachy-yellow background. The ring in the foreground is positioned horizontally on the left side of the frame. Its band is adorned with a row of small, sparkling cubic zirconia stones on either side of a central, round-cut clear gemsto... | {
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A medium shot photo of a young Asian woman lying on her back on a wooden floor, with her legs raised in the air. She is wearing white underwear, a white tank top, and a grey cardigan draped over her left arm. Her black hair is spread out on the floor. Her legs are bent at the knees, and her feet are clad in black lace-... | {
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A ceramic oil burner shaped like a hedgehog sits on a black placemat. The burner is speckled with black, red, and blue flecks and has multiple teardrop-shaped cutouts along its body. It rests on a matching circular base. To the left, a beige ceramic pot with dark green painted grass designs holds a vibrant green artifi... | {
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A close-up, high-angle shot of a cross-stitch embroidery of a hydrangea flower on a textured, light-colored fabric. The flower head is a cluster of small stitches in shades of blue, purple, green, and white, with some small brown beads adding dimension. Two large leaves, rendered in shades of green and yellow, are visi... | {
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A close-up, top-down studio shot of a vintage Tom Collins Mixer bottle cap. The cap is silver-colored metal with a crimped edge, and the top surface is a dark green circle with yellow text. The text is arranged in three lines, with "TOM" on the top line, "COLLINS" on the middle line, and "MIXER" on the bottom line. The... | {
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A wide-angle, aerial drone shot captures a vibrant sunset over a vast body of water. The sun, partially obscured by dramatic clouds, casts brilliant orange and yellow rays that fan out across the sky. The sky transitions from a warm, golden hue near the horizon to a deep, dusky blue at the top. Wispy, scattered clouds ... | {
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A long, dark hallway with a polished, reflective floor. On the left, a cream-colored wall features a tall, vertical fluorescent light fixture and a white radiator. A large, dark rectangular object is positioned in the foreground on the left. The hallway recedes into darkness, with multiple doorways visible on either si... | {
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A macro photograph captures the intricate details of a flower's stamen and pistil against a soft, blurred teal background. The center of the flower features a cluster of bright yellow, spherical pollen sacs, some appearing fuzzy with fine filaments. Surrounding this central mass are numerous slender, yellow filaments, ... | {
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A close-up, overhead shot of a black LOMO camera positioned centrally on a bed of various film rolls. The camera has a textured grip on the front, a prominent lens with a blue reflection, and a viewfinder above it. The brand name "LOMO" is visible in white text above the lens. Surrounding the camera are numerous rolls ... | {
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A close-up, high-angle shot of an open tin can filled with sardines packed in oil and garnished with chopped green onions. The sardines are golden brown and layered closely together, with their scales visible. The oil is dark and reflects the light. The tin can is made of metal with a textured, ridged edge around the l... | {
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A medium shot captures a woman with dark hair and fair skin, wearing a sheer black long-sleeved blouse with polka dots and ruffled detailing around the neckline and cuffs. She is seated on a brown leather sofa, leaning her head on her left hand, which rests on her forehead. Her right hand is placed on her lap. She wear... | {
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A low-angle shot of a tall, lattice-style telecommunications tower against a clear, bright blue sky. The tower is constructed from metal beams, many of which show signs of rust and weathering, giving it a reddish-brown hue in places, contrasted with lighter metallic sections. Multiple antennas and dishes are mounted at... | {
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A photograph of a blood moon during a lunar eclipse against a black sky filled with stars. The moon is large and round, with a deep reddish-orange hue dominating its surface. Visible craters and lunar maria are clearly defined, creating a textured appearance. The lower left portion of the moon is illuminated with a bri... | {
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A black and white medium shot captures a young man standing on a concrete pier with his hands on his hips. He is wearing a baseball cap with sunglasses perched on top, a collared shirt with contrasting panels, and dark pants. The man has tattoos visible on his neck and left arm. Behind him, the calm sea stretches to th... | {
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A photo of a humpback whale diving into the ocean, its tail fluke raised high above the water. The dark blue fluke is broad and powerful, with a distinctive scalloped edge. Water sprays up around the fluke as it descends, creating a frothy white cloud against the deep blue sea. The whale's body is mostly submerged, wit... | {
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A low-angle, wide shot captures the interior of a domed ceiling, viewed directly from below. The dome is a pale, creamy color, with a series of evenly spaced, rectangular windows set into its surface. These windows are dark, suggesting they are either closed or lead to a darker space. Radiating from the center are ligh... | {
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A photo of three meerkats standing upright in a sandy environment. The meerkat in the foreground is sharply in focus, facing left with its head turned slightly towards the viewer. It has dark, beady eyes, distinctive black markings around its eyes, and a slender snout. Its fur is a mix of light brown and grey with subt... | {
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A pair of gold drop earrings with ruby and emerald gemstones, displayed on a sandy beach with a turquoise ocean and blue sky in the background. Each earring features a gold hook leading to a delicate gold chain. The chain suspends a teardrop-shaped cluster of small, faceted red rubies. Below this, another gold chain co... | {
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} | 81544b5ad2eef3ca3e7b6c1ef6b9e9a66f461822b9d69b13f358f82d13b85ac0 | hf://datasets/data-archetype/bg_photo_concepts_bucketed_1024@d7ecde27971da11486b10e24dd5fff05d5f50595/buckets/r1024_p1024x1024/shard-000000.tar | |
A close-up, eye-level, medium shot captures a male Northern Cardinal perched on a yellow rope. The bird is predominantly bright red with a black mask around its eyes and beak. Its crest is raised, giving it a distinctive spiky appearance. The cardinal's beak is conical and orange. It is gripping the yellow rope with it... | {
"caption_selector_index": 1,
"caption_source_id": 1,
"caption_variant": "caption_gemini",
"h": 1024,
"image_mode": "reencode_jpeg",
"jpeg": "420",
"w": 1024
} | c77b2129861e65dc5ec7300f64bc47390fca08def15bfbf9d0eacc3692af683b | hf://datasets/data-archetype/bg_photo_concepts_bucketed_1024@d7ecde27971da11486b10e24dd5fff05d5f50595/buckets/r1024_p1024x1024/shard-000000.tar | |
A close-up, shallow depth of field photo of rolled textiles. In the foreground, a rolled textile with a maroon and white diamond pattern is prominently displayed. To its left, another rolled textile features a teal color with a textured weave and is adorned with cream-colored fringe. Behind these, a third rolled textil... | {
"caption_selector_index": 1,
"caption_source_id": 1,
"caption_variant": "caption_gemini",
"h": 1024,
"image_mode": "reencode_jpeg",
"jpeg": "420",
"w": 1024
} | f66d75bdafd0595af764a14fe9a9e889f084193c5c90993a49581302ac05b0ab | hf://datasets/data-archetype/bg_photo_concepts_bucketed_1024@d7ecde27971da11486b10e24dd5fff05d5f50595/buckets/r1024_p1024x1024/shard-000000.tar | |
A low-angle medium shot captures a person from the back, holding up a large, colorful umbrella adorned with numerous hats and scarves against a bright blue sky with scattered white clouds. The umbrella, a vibrant display of fashion accessories, is densely packed with various styles of hats, including straw fedoras, wid... | {
"caption_selector_index": 1,
"caption_source_id": 1,
"caption_variant": "caption_gemini",
"h": 1024,
"image_mode": "reencode_jpeg",
"jpeg": "420",
"w": 1024
} | d21c5a74946a5ecb4206c17d559b57ba59d7ed28d4c37ef90d1a282690a6e364 | hf://datasets/data-archetype/bg_photo_concepts_bucketed_1024@d7ecde27971da11486b10e24dd5fff05d5f50595/buckets/r1024_p1024x1024/shard-000000.tar | |
A medium shot photo of a young woman with black bob haircut and bangs, wearing a black V-neck dress. She has dramatic winged eyeliner, bold red lipstick, and her right arm is raised with her hand resting on her head. She has tattoos on her arms, including a butterfly and an eye. The woman is looking to her left with a ... | {
"caption_selector_index": 1,
"caption_source_id": 1,
"caption_variant": "caption_gemini",
"h": 1024,
"image_mode": "reencode_jpeg",
"jpeg": "420",
"w": 1024
} | 6f532faea7e4f38677c0e01e1ad9571373016163852af8ca2040d49a5bb5d3bd | hf://datasets/data-archetype/bg_photo_concepts_bucketed_1024@d7ecde27971da11486b10e24dd5fff05d5f50595/buckets/r1024_p1024x1024/shard-000000.tar |
bghira_photo_concepts_bucketed_1024
Edit this section before uploading:
- Title: bghira_photo_concepts_bucketed_1024
- Description: (add a short description / intended use)
Technical details
This repository contains a bucketed-shards export (uncompressed TAR shards).
Format
- Format:
bucketed_shards_v2 - Created:
2026-04-30T11:47:20.761643+00:00 - Export ID:
export-2026-04-30T11:47:20.761643+00:00 - Manifest:
manifest.json - Image mode:
reencode_jpeg
Directory layout:
manifest.json(global metadata + per-bucket shard listing)buckets/<bucket_id>/shard-*.tar
Each TAR shard contains 3 files per sample:
<key>.jpg(JPEG bytes; either re-encoded RGB JPEG or source JPEG passthrough depending onimage_mode)<key>.txt(caption text, UTF-8, newline-terminated)<key>.json(per-sample metadata:w,h,jpeg,image_mode,caption_variant,caption_selector_index,caption_source_id)
Image preprocessing
If image_mode=reencode_jpeg, images are processed deterministically per-sample:
- EXIF transpose, convert to RGB
- Cover-resize using torch CPU bicubic interpolation with antialiasing (
mode=bicubic,antialias=True) - Never upsample: samples that would require upscaling are skipped (
too_small_policy=drop) - Crop to the bucket target size (
crop_strategy=corner, allowed corners[2, 3])
Resize/crop details:
- Cover scale is
scale = max(target_w / src_w, target_h / src_h); ifscale > 1, the sample is skipped. - After resize, a crop box is chosen deterministically from the sample key (sha256 of
image_id).- Corner strategy chooses a corner from
allowed_cornerswhere0=TL, 1=TR, 2=BL, 3=BR(optional small jitter forcorner_jitter).
- Corner strategy chooses a corner from
JPEG encoding:
- quality
95 - subsampling policy
adaptive_scale(adaptive threshold0.85)
If image_mode=passthrough_jpeg, the exporter stores the source file bytes as-is (no EXIF transpose / resize / crop / re-encode).
Buckets and w/h metadata still refer to the planned target size for that bucket (not necessarily the encoded JPEG dimensions).
Loaders should decode the JPEG bytes, apply EXIF orientation if desired, then do resize/crop at load time.
Buckets / resolutions
- Buckets follow SDXL-style proto buckets defined at a 1024×1024 base.
- Base resolution(s):
[1024, 768, 512] - In single-res exports,
bucket_idis the proto (1024-base) bucket, e.g.p1024x1024. - In multi-res exports, buckets are namespaced by base resolution:
r<base>_<proto>, e.g.r512_p1024x1024. - The actual target resolution for each bucket (scaled by the per-bucket base resolution and
divisible=32) is stored in:manifest.json→buckets[<bucket_id>].scaled.w/h(andbase_resolution)- each sample’s
<key>.json→w/h
Bucket IDs (preview): r1024_p1024x1024, r1024_p1024x960, r1024_p1088x896, r1024_p1088x960, r1024_p1152x832, r1024_p1152x896, r1024_p1216x832, r1024_p1280x768, r1024_p1344x704, r1024_p1344x768, r1024_p1408x704, r1024_p1472x704, r1024_p1536x640, r1024_p1600x640, r1024_p1664x576, r1024_p1728x576, r1024_p1792x576, r1024_p1856x512, r1024_p1984x512, r1024_p2048x512, … (+18 more)
Bucket distribution:
| bucket_id | target_w×h | aspect | count |
|---|---|---|---|
| r1024_p832x1216 | 832×1216 | 0.684 | 244,885 |
| r1024_p1216x832 | 1216×832 | 1.462 | 187,336 |
| r1024_p832x1152 | 832×1152 | 0.722 | 41,645 |
| r1024_p896x1088 | 896×1088 | 0.824 | 19,013 |
| r1024_p1152x832 | 1152×832 | 1.385 | 16,881 |
| r1024_p768x1344 | 768×1344 | 0.571 | 14,895 |
| r1024_p1344x768 | 1344×768 | 1.750 | 12,149 |
| r1024_p896x1152 | 896×1152 | 0.778 | 6,931 |
| r1024_p1024x1024 | 1024×1024 | 1.000 | 4,742 |
| r1024_p1280x768 | 1280×768 | 1.667 | 4,648 |
| r1024_p768x1280 | 768×1280 | 0.600 | 3,732 |
| r1024_p1088x896 | 1088×896 | 1.214 | 2,953 |
| r1024_p1152x896 | 1152×896 | 1.286 | 2,809 |
| r1024_p960x1088 | 960×1088 | 0.882 | 1,074 |
| r1024_p960x1024 | 960×1024 | 0.938 | 756 |
| r1024_p1088x960 | 1088×960 | 1.133 | 737 |
| r1024_p1024x960 | 1024×960 | 1.067 | 668 |
| r1024_p1344x704 | 1344×704 | 1.909 | 627 |
| r1024_p1408x704 | 1408×704 | 2.000 | 272 |
| r1024_p704x1408 | 704×1408 | 0.500 | 242 |
| r1024_p1472x704 | 1472×704 | 2.091 | 210 |
| r1024_p1536x640 | 1536×640 | 2.400 | 117 |
| r1024_p704x1472 | 704×1472 | 0.478 | 102 |
| r1024_p1600x640 | 1600×640 | 2.500 | 28 |
| r1024_p1664x576 | 1664×576 | 2.889 | 23 |
| r1024_p1728x576 | 1728×576 | 3.000 | 13 |
| r1024_p640x1536 | 640×1536 | 0.417 | 10 |
| r1024_p1792x576 | 1792×576 | 3.111 | 4 |
| r1024_p1856x512 | 1856×512 | 3.625 | 4 |
| r768_p1216x832 | 896×608 | 1.474 | 3 |
| r1024_p2048x512 | 2048×512 | 4.000 | 2 |
| r1024_p576x1664 | 576×1664 | 0.346 | 2 |
| r1024_p640x1600 | 640×1600 | 0.400 | 2 |
| r1024_p1984x512 | 1984×512 | 3.875 | 1 |
| r1024_p512x2048 | 512×2048 | 0.250 | 1 |
| r512_p1216x832 | 608×416 | 1.462 | 1 |
| r512_p2048x512 | 1024×256 | 4.000 | 1 |
| r768_p832x1216 | 608×896 | 0.679 | 1 |
Caption selection (waterfall)
Captions are selected from dataset.sqlite using the first matching selector (highest priority wins).
Within the same selector, the newest caption source is preferred.
Caption provenance:
- Per-sample
<key>.jsonincludescaption_source_id(int, fromdataset.sqlite). manifest.jsonincludes acaption_sourcestable mappingcaption_source_id→ backend/model/created_at plus prompt hashes (not prompt text).
Caption sources used:
| caption_source_id | backend | model | created_at | system_prompt_sha256 | user_prompt_sha256 |
|---|---|---|---|---|---|
| 1 | legacy | bghira_photo_concepts_core | 1767891404 | e3b0c44298fc… | e3b0c44298fc… |
| 6 | openrouter | google/gemini-3-flash-preview | 1777545618 | 256027f6c923… | 6ed671b1ecec… |
| 7 | openrouter | mistralai/mistral-medium-3.1 | 1777548969 | 256027f6c923… | 6ed671b1ecec… |
Caption priority (waterfall) + planned usage:
| selector_index | variant | backend | model | planned_images |
|---|---|---|---|---|
| 0 | caption_gemini_3_flash_preview | 2,836 | ||
| 1 | caption_gemini | 564,487 | ||
| 2 | caption_mistral_medium_3_1 | 197 |
Available caption variants (top 30):
| selected | variant | images_with_ok_caption |
|---|---|---|
| ✓ | caption_gemini | 565,600 |
| ✓ | caption_gemini_3_flash_preview | 2,836 |
| ✓ | caption_mistral_medium_3_1 | 197 |
Missing caption policy: drop
Export summary
- images_seen: 567,520
- images_exported: 567,520
- skipped_no_caption: 0
- skipped_too_small: 0
- decode_errors: 0
- encode_errors: 0
Efficient loading
Recommended
Treat this as a webdataset-style collection of tar shards:
- Prefer sequential reads of tar files for throughput.
- Shuffle at the shard level (and optionally within-shard) for good randomness without expensive random I/O.
- Use
manifest.jsonto list buckets and shards.
Python (webdataset)
import webdataset as wds
urls = "buckets/*/shard-*.tar" # glob; adjust if you want a single bucket only
ds = (
wds.WebDataset(urls)
.decode("pil") # decodes .jpg to PIL.Image
.to_tuple("jpg", "txt", "json")
)
for jpg, caption, meta in ds:
...
Python (tarfile, no extra deps)
import io, json, tarfile
from pathlib import Path
tar_path = next(Path("buckets").rglob("shard-*.tar"))
with tarfile.open(tar_path, "r") as tf:
members = tf.getmembers()
for m in members:
if not m.name.endswith(".txt"):
continue
key = m.name[:-4]
caption = tf.extractfile(m).read().decode("utf-8").strip()
meta = json.loads(tf.extractfile(tf.getmember(key + ".json")).read().decode("utf-8"))
jpg_bytes = tf.extractfile(tf.getmember(key + ".jpg")).read()
...
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