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A flat lay composition on a light gray textured surface featuring a white rectangular candle with a green and yellow feather pattern and an orange label reading "Oceanside Garden" with smaller text "Wick Barn" and "Candle Company" underneath. The candle is lit with a visible flame. Beside the candle, a white crocheted ... | {
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Two young adult males playing basketball in a dynamic pose against a black background, one in a blue sleeveless jersey with intricate black and white geometric patterns on the shorts, black knee-length compression shorts, white basketball shoes with black and orange accents, extending right arm forward while reaching f... | {
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A detailed, close-up studio photograph of a pair of black Nike LeBron Witness basketball sneakers, positioned at a three-quarter angle. The sneakers are primarily matte and textured black, with accents of yellow and grey. The upper construction showcases a mix of materials: a fine, durable black mesh covers the side pa... | {
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A nighttime long-exposure photograph of the Milky Way galaxy stretching vertically across a deep blue sky, with dense star clusters and nebulae glowing in white, pink, and purple hues. The bright core of the galaxy dominates the center, surrounded by countless twinkling stars. Below, a flat expanse of green grass or fi... | {
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Aerial view of a historic stone fortress with weathered, irregularly shaped blocks forming thick, crenellated walls and towers. Central structure features a domed roof with reddish-brown tiles and arched openings along the perimeter. A curved stone pathway with worn, rectangular slabs leads to a large arched entrance b... | {
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A bright, sunny daytime photograph of the Moulin Rouge cabaret in Paris. The central feature is the large, iconic red windmill perched on the roof of the building, set against a cloudless, vibrant blue sky. The windmill's four blades are constructed from an intricate red metal lattice. The windmill itself is a cylindri... | {
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A scenic, wide-angle photograph of a row of exceptionally tall, slender palm trees standing on a dusty, sun-drenched hilltop overlooking a sprawling city. The trees, with their very long, thin, dark brown trunks, reach high into the sky, crowned with small clusters of green and dried, drooping brown fronds. They are ar... | {
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A vintage sepia-toned photograph of an old-fashioned brass-bound wooden suitcase with riveted corners and dual metal latches, resting on a sunlit stone pavement with subtle mosaic patterns. The suitcase sits upright against a weathered green and red wall with a horizontal white line separating the colors. To the left o... | {
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A close-up photograph of a small bird perched on a branch covered with green leaves and red berries, slightly out of focus in the background. The bird has a grayish-brown head with a black cap, a white eyebrow stripe, and a yellow beak. Its chest is light gray with faint streaks, wings are brown with reddish edges and ... | {
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A photo of a scenic alpine valley in Switzerland. In the foreground, a lush, green hillside dotted with yellow wildflowers slopes upwards from the bottom of the frame. On the left, a traditional two-story Swiss chalet with a brown gabled roof is prominent. The chalet has dark wood siding on the upper floor, a white stu... | {
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A studio photograph of a vintage Canonet G-III QL rangefinder camera against a solid black background, framed with a white border. The camera is shown at a three-quarter angle, with dramatic side lighting illuminating its right side while the left remains in deep shadow. The camera body is composed of a silver-chrome t... | {
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A dramatic black-and-white upward shot of a towering medieval-style church facade, captured from a low angle. The structure features a steep, symmetrical gable roof with sharply defined, vertical wooden shingles arranged in parallel rows converging toward the apex. The central section displays a large, pointed Gothic a... | {
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A photograph of three women walking away from the camera down a narrow, paved street in a traditional Japanese setting. The women are dressed in colorful kimonos with intricate floral and geometric patterns: the first woman on the left wears a white kimono with black, red, and yellow floral designs, the middle woman we... | {
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Aerial landscape photograph featuring a lone wooden cabin with a rustic, sloped metal roof and dark trim, positioned centrally in a lush, grassy meadow with scattered wildflowers and shrubs. The cabin has two visible windows with white frames and a small porch with a wooden railing. In the background, dense, mist-shrou... | {
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A vintage color photograph of actor Peter Fonda holding two large, ornate, vintage-style umbrellas with intricate floral and geometric patterns in earthy tones, one in each hand raised above his head. He stands outdoors in a residential garden with lush green foliage, a wooden fence, and a brick house in the background... | {
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A close-up, detailed photograph of modern, minimalist cabinetry, focusing on a handle. In the foreground, the top corner of a smooth, matte white drawer is shown in sharp focus. A sleek, black metal handle with a matte finish is mounted horizontally on the top edge of the drawer front. The handle is a simple, rectangul... | {
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A flat lay photograph of a white ceramic cup with a saucer placed on a woven straw mat. The cup contains hot tea with a lemon slice floating on top and a few black specks visible in the liquid. The saucer holds a small purple flower arrangement. Beside the cup, an open white tea bag packet with text in Turkish, featuri... | {
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A dimly lit, abandoned indoor basketball court with a wooden backboard wall showing signs of wear and peeling paint. Three horizontal blue stripes run across the wall, slightly faded and uneven. A single white hanger with a beige t-shirt hangs from a metal hook near the center of the wall. The floor is a cracked, dark ... | {
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A wide-angle landscape photograph of a vast, open highland terrain under a partly cloudy sky with diffused sunlight breaking through. Rolling hills covered in dry, golden-brown grass and patches of sparse vegetation stretch across the midground, leading to a distant range of rugged, snow-capped mountains. The foregroun... | {
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A weathered, elevated beach house with green and beige horizontal wooden siding, a flat black roof, and three white-framed windows—two on the upper level with closed blinds, one on the lower level with a partially open white door beside it. The structure sits on a concrete foundation with a small wooden deck extending ... | {
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Aerial photograph of a circular, ancient stone structure partially submerged in clear turquoise water with visible underwater rocks and debris. The structure has a central open well surrounded by a raised, concentric circular wall made of large, weathered stones. The top of the wall is covered with red-tiled roofs and ... | {
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A worker in a bright neon yellow-green high-visibility uniform with reflective stripes, black boots, and a matching green cap, standing on a wet, curved stone step. The uniform is long-sleeved and covers the entire body. The person holds a pressure washer hose aimed at a vertical stone wall, producing a strong spray of... | {
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A photograph of an elderly man with gray hair wearing a light gray flat cap, dark suit jacket, white pants, and brown leather shoes, walking forward while holding a red collapsible umbrella in his right hand. The man is positioned between two large, weathered classical columns with ornate capitals, part of a grand ston... | {
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A photograph capturing a serene moment with two swans swimming on a body of water during a brilliant golden hour sunset. The entire composition is dominated by the water's surface, which is aglow with a radiant, warm, golden light from the setting sun. The light creates a mesmerizing effect, with countless bright, glit... | {
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A black-and-white photograph of a snowy urban intersection during heavy snowfall, visibility reduced to a few meters. Foreground features a person walking left, holding a large black umbrella with a dotted pattern, wearing a thick winter coat with a textured fabric, gloves, and boots. The person’s face is obscured by t... | {
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A vintage-style photograph of a young woman standing in front of ornate, weathered stone architecture with arched windows featuring intricate wrought-iron grilles. The woman has long, wavy reddish-brown hair, fair skin, and is adorned with a delicate floral crown of mixed flowers. She wears a sleeveless, light-colored ... | {
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A photograph of a scenic urban waterway during cherry blossom season in a city. The river, which resembles a wide moat, is flanked on both sides by steep, grassy banks. These banks are densely lined with numerous cherry blossom trees, all in full, vibrant pink bloom. The branches of the trees are heavy with flowers and... | {
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A dimly lit, rustic stone archway framing two people seated at a small round metal table on a rooftop terrace. The woman, mid-30s, light-skinned, with blonde hair tied back, wears a sleeveless light beige dress, sitting upright with one hand near her mouth. The man, balding with short gray hair, dressed in a dark suit ... | {
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A wide-angle photograph of a coastal promenade with a paved walkway made of light brown bricks, bordered by a green-painted concrete wall. The wall features white graffiti of seagulls in flight and text in white and blue: "bbbkentestetigi" and "DOLMASEYIR TURISM DANISMANLIK". A black cat with white markings on its ches... | {
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A grainy, high-contrast, black and white photograph of a man riding a horse, both depicted in silhouette against a bright, hazy background. The man is seen from the side, wearing a dark cowboy hat with a distinct brim and a short-sleeved shirt. He is actively riding, holding the reins in his left hand which is extended... | {
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Aerial twilight landscape featuring a vast, calm body of water reflecting muted golden and orange hues from the low-hanging sun partially obscured by dense, dramatic storm clouds. The sky dominates the upper two-thirds with thick, swirling gray and black clouds illuminated by faint red and purple streaks near the horiz... | {
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A black-and-white photograph of an outdoor basketball court enclosed by chain-link fencing with diamond patterns. Two basketball hoops with backboards mounted on metal poles, each equipped with floodlights on top. The court surface is smooth and cracked, with visible paint lines for three-point arcs and mid-court. A sm... | {
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A close-up photograph of an old wooden wagon wheel mounted on a rustic wooden wall, low lighting emphasizing texture and shadows. The wheel has eight thick, uneven spokes radiating from a central metal hub with a circular bolt pattern. Spokes show signs of wear, with some cracked or split near the edges. Surrounding th... | {
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A dramatic, close-up, black and white studio photograph of a young Caucasian woman, captured from a low angle looking up. Her face is the central focus, set against a solid, non-reflective black background. Her long, straight, light-blonde hair is in dynamic motion, appearing as if caught in a gust of wind. Strands of ... | {
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A close-up photograph of a large bird of prey in mid-flight, wings fully spread with feathers detailed in earthy brown and black hues, primary feathers long and sharply pointed. The bird’s head is white with a prominent yellow beak and dark eyes, feathers on the neck ruffled. Talons are extended forward, gripping nothi... | {
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An abstract alcohol ink painting featuring a vibrant and dynamic composition of flowing colors on a smooth, non-porous surface. The artwork is characterized by its rich, jewel-toned palette, which includes brilliant shades of turquoise, cyan, royal blue, vivid magenta, and deep purple. The colors are arranged in distin... | {
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A landscape photograph of a rural scene at sunset. The foreground is filled with dense, vibrant green foliage from numerous trees and overgrown bushes. To the right, nestled within the trees, is a weathered, two-story wooden barn. The barn has vertical gray wood siding and a worn, turquoise-colored shingled roof. A sma... | {
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A close-up black and white photograph of a cluster of delicate, intricate plant tendrils and leaves growing densely on a textured, rough surface. The tendrils are thin, elongated, and intertwined, with some leaves partially curled and others spread out. The background surface appears uneven with visible cracks and crev... | {
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A professional female tennis player in mid-action pose, holding a red, white, and black tennis racket with a black grip and black overgrip, raised above her head with both hands gripping the handle. She wears a gray cropped sports top with black shoulder straps and a small black logo on the chest, paired with matching ... | {
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A close-up photograph of a small bird perched on a rough, textured tree branch in a forest setting. The bird has dark brown feathers with a slightly lighter, streaked underbelly, a yellowish beak, and a bold white eyebrow stripe. The branch is thick, curved, and covered in patches of moss and lichen. Sunlight filters t... | {
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A close-up photograph of a young lamb standing on a lush green meadow filled with tall grass and scattered yellow dandelions in full bloom. The lamb has a thick, woolly white coat with darker patches on its legs and face, including a black snout and hooves. Its ears are upright, slightly forward, and covered in fine wo... | {
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Aerial photograph of terraced agricultural fields winding through dense tropical forest, vibrant green vegetation covering all slopes. Narrow dirt paths connect the terraces, curving sharply around the landscape. A small cluster of buildings with red-tiled roofs and blue metal roofs sits near the top right corner, surr... | {
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A close-up portrait of three young adults in profile, aligned side by side against a plain light gray background, all facing slightly upward. The person on the left has short, dark curly hair, a light complexion, and is wearing a white short-sleeve shirt. The middle person has short, neatly styled dark hair, a light co... | {
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A close-up, eye-level photo of a domestic shorthair cat sitting in a tree. The cat is a brown tabby and white bicolor, with a predominantly white chest, underbelly, and face, contrasted by classic brown and black tabby stripes on its forehead, back, and a patch on its front leg. It has large, expressive green eyes, a p... | {
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Aerial twilight seascape featuring a turquoise cylindrical lighthouse with a small roofed deck and railing, standing on a concrete platform in calm waters. To the right, a red and white navigational beacon with a cylindrical top and horizontal stripes, mounted on a slender concrete pillar. In the background, two cargo ... | {
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A close-up photograph of a white and orange tabby cat with thick fur, resting on a mossy forest floor. The cat has striking golden eyes, a pink nose, and a partially visible face framed by dense, green conifer branches and foliage in the background. Sunlight filters through the leaves, casting dappled light and shadows... | {
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A close-up portrait of a man with a thick, dark beard and mustache, wearing a light beige hooded sweatshirt with the hood partially raised, obscuring the top of his head. The sweatshirt has a drawstring tied loosely around the neck, and the fabric appears soft with subtle creases. The background is blurred, showing ind... | {
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A close-up photograph of a single white rose in full bloom, slightly off-center to the right, with delicate layered petals and a soft, creamy hue. The petals are partially unfurled, revealing a pale yellow center. The rose stem is slender, green, and attached to a single dark green leaf with a glossy surface and promin... | {
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A photo of a modern L-shaped kitchen designed with a minimalist aesthetic. The upper cabinetry consists of sleek, handleless white cabinets, while the lower cabinets are a matte gray with subtle black trim defining the flat panel doors and drawers. A continuous light wood countertop extends along the main wall, complem... | {
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A close-up portrait of a person from behind, viewed through a slightly blurred lens, standing in front of a dark, indistinct background with a partial view of a blue vehicle door and a small section of a white sign with black text reading "FARMER" and "Rte" visible on the left. The person has long, straight, sunlit red... | {
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A close-up photograph of a European robin perched on a thin, bare branch in late autumn or early winter, surrounded by a dense, blurred background of leafless, tangled twigs and sparse foliage. The bird faces the camera directly, displaying its bright orange breast, white belly, and gray-brown upperparts with a faint s... | {
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A high-contrast black-and-white portrait photograph of a woman standing in a dimly lit, narrow space with dark vertical walls. She is positioned with her back to the camera, leaning slightly forward with one arm raised and resting against the wall, fingers spread. Her head is tilted back, eyes closed, and mouth slightl... | {
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A photograph taken from a low angle of a small, two-story wooden house with white walls and green trim around windows and edges, positioned on the bank of a calm, reflective body of water. The house has a dark brown roof with a slight slope, three rectangular windows on the upper floor with white frames, and two simila... | {
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A large, modern pendant light suspended from a ceiling by a thin metallic rod, composed of numerous hexagonal amber-tinted glass panels arranged in a spherical geometric pattern with gold-toned metal framing each facet. The light fixture casts subtle reflections and highlights on the surrounding surfaces. Above, a sect... | {
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A landscape photograph of a vibrant green tea plantation under a dramatic sky. In the foreground and midground, rows of lush, neatly trimmed tea bushes stretch across the rolling terrain, their leaves a brilliant, sun-kissed shade of green. A narrow, reddish-brown dirt path, well-trodden and unpaved, winds its way thro... | {
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A close-up photograph of an adult ginger tabby cat with white paws and chest, sitting partially concealed among lush green foliage and ferns in a garden. The cat has pointed ears, bright amber eyes, and a soft, slightly tousled fur coat with faint darker stripes. Behind the cat, a tall green-leaved plant with yellow fl... | {
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Aerial landscape photograph during golden hour at sunset, wide-angle perspective from elevated vantage point overlooking rolling hills and a body of water. Dense forest in foreground with vibrant autumn foliage—mixed shades of deep red, orange, yellow, and green—covering deciduous trees and shrubs. Sun partially obscur... | {
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A rustic wooden house with weathered, peeling blue and white paint on corrugated metal siding, supported by vertical wooden planks, set in a dry, dusty terrain under a clear sky. The roof is made of rusted corrugated metal sheets with visible wear. A satellite dish mounted on a white concrete pillar extends from the ri... | {
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A close-up photograph of a tabby cat with gray and brown stripes on its head, back, and tail, sitting on a concrete surface. The cat has a white chest, belly, and paws, with a light beige undercoat. Its ears are pointed and slightly forward, eyes partially open and focused downward. The cat’s tail is curled slightly up... | {
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A close-up photograph of a blue tit perched on a thin, bare tree branch against a clear sky. The bird faces slightly to the right, displaying bright yellow underparts, a white face with a black eye stripe, and a grayish-blue crown. Its wings are partially visible with white and blue feathers, and the branch shows small... | {
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A high-angle photograph of a rugged coastal landscape with jagged, moss-covered rocks in the foreground, some partially submerged in clear, calm turquoise water. A wooden dock extends diagonally from the bottom right corner into the water, supported by two thick, weathered planks. The midground features a steep, rocky ... | {
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A nighttime photograph of a narrow canal in Venice, Italy, bathed in warm artificial lighting. The left side features a historic stone building with ornate Gothic architecture, arched windows, and intricate carvings, illuminated by warm yellow light spilling from inside. A small outdoor café or restaurant extends over ... | {
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A close-up photograph of a metal pier post at dusk, with a "Fishing Prohibited From This Area" sign attached—white rectangular sign with bold black uppercase text and a triangular warning sign above it depicting a vehicle entering water. The post also features a mounted security camera angled downward. Two seagulls per... | {
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Aerial landscape photograph of a vast, lush green rice paddy field during golden hour, with winding water channels reflecting the sky. The field is divided into neat, parallel rows of cultivated crops, some partially submerged in shallow water. In the distance, a dense forested hill rises, partially shrouded in mist. T... | {
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A medium shot photograph of a single common starling perched atop a weathered concrete pillar, set against a vast, clear blue sky. The bird is positioned in the lower-left quadrant of the frame and is captured in a full-body profile view, looking towards the right. Its plumage is a dark, glossy brown-black with subtle ... | {
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A photo taken from within a stone archway, looking out at a historic castle. In the foreground on the left, a middle-aged white male artist with long, dark, messy hair, a full beard, and glasses is seated and focused on his work. He wears a light grey, long-sleeved, collared shirt, unbuttoned over a white undershirt, w... | {
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A fisheye lens photograph capturing a deep winter forest scene with thick, undisturbed snow covering the ground and tree branches. Tall evergreen trees dominate the frame, their dark green needles contrasting sharply against the bright white snow. The sky is a deep, clear blue with numerous visible stars and a faint Mi... | {
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A nighttime desert landscape under a starry sky with the Milky Way galaxy prominently visible in the upper center. Two people sitting on a metal chair and a wooden log near a small campfire with bright orange flames and glowing embers. The person on the left wears a light-colored hoodie with a dark zip-up jacket over i... | {
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Aerial photograph of an urban landscape at dusk, sun partially obscured by thick, low-hanging clouds casting golden light through breaks. Dense fog blankets the valley below, partially obscuring a sprawling city with high-rise buildings emerging from the mist in the foreground on the right. Mid-rise and low-rise struct... | {
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A close-up photograph of a mute swan head in profile, feathers predominantly white with subtle reddish-brown streaks on the neck, a bright yellow-orange beak with a black tip, and a small black eye. The feathers appear slightly ruffled and damp, with a dark, blurred background isolating the subject.
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A young child standing waist-deep in calm, shallow ocean water near the shore, facing the camera with arms raised and head tilted back, appearing joyful. The child has light brown hair, slightly wet, and is wearing blue and white striped swim trunks. The water is dark with gentle ripples, and the horizon shows a muted,... | {
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Three women standing closely together outdoors in daylight, smiling at the camera, with a cityscape of mid-rise buildings in the background. The woman on the left has long, thick braided hair, wearing a form-fitting peach-colored leather dress with a deep neckline and long sleeves. The woman in the center has her hair ... | {
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A bustling outdoor historical reenactment event with a crowd of people in period attire. Two women in the foreground: the younger woman with long dark hair wearing a white lace blouse, brown vest, and holding a brown mandolin with a red body, plucking strings while smiling. The older woman beside her has blonde hair ti... | {
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A narrow-gauge railway funicular viewed from inside a stationary passenger car, framed by the arched window. The funicular tracks curve upward between brightly painted buildings—red, yellow, and green—with metal railings and overhead electrical wires suspended on green poles. Lush greenery and trees with red flowers li... | {
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A close-up photograph of a small bird perched on a branch covered with large, glossy green leaves. The bird has a brown head with a reddish hue, a black beak, and a white stripe above its eye. Its body is a mix of brown and white with black streaks, and its wings display bold black and white patterns with a reddish-bro... | {
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A portrait-style photograph of a man standing against a plain white background, mid-motion pose with both arms raised. He has curly dark hair, a thick dark beard, and mustache. Wearing a black short-sleeve athletic shirt with a small white logo on the left chest, white athletic shorts with a black "INFECTED" logo on th... | {
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A close-up portrait of a Siberian tiger sitting in dense green grass and foliage, partially obscured by tall plants in the foreground. The tiger has a thick, orange-brown coat with prominent white stripes, a white chest, and a faint white "ruff" around its neck. Its ears are upright with black backs and white insides, ... | {
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A wide-angle photograph capturing a vibrant, full-arc rainbow spanning the sky from upper left to lower right, with vivid colors—deep red, orange, yellow, green, blue, indigo—clearly defined against a backdrop of dark, stormy clouds. The rainbow’s base touches a lush, green field with scattered trees and shrubs in the ... | {
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A captioned and aspect ratio bucketed dataset of about 200k pexel photos with subjectively good aesthetic quality, with a diverse range of themes
This version is scaled to approx 512^2 resolution. See below for more details
Bucketed Shards Dataset
This repository contains a bucketed-shards export (uncompressed TAR shards).
Format
- Format:
bucketed_shards_v1 - Created:
2026-01-08T09:51:12.478529+00:00 - Export ID:
export-2026-01-08T09:51:12.478529+00:00 - Manifest:
manifest.json
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(RGB JPEG)<key>.txt(caption text, UTF-8, newline-terminated)<key>.json(per-sample metadata: resize/crop/jpeg params + source size/path)
Image preprocessing
All 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)
Buckets / resolutions
- Buckets follow SDXL-style proto buckets defined at a 1024×1024 base.
- Base resolution(s):
[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→base.w/h, plusresizeandcropdetails
Bucket IDs (preview): p1024x1024, p1024x960, p1088x896, p1088x960, p1152x832, p1152x896, p1216x832, p1280x768, p1344x704, p1344x768, p1408x704, p1472x704, p1536x640, p1600x640, p1664x576, p1728x576, p1792x576, p1856x512, p1984x512, p2048x512, … (+13 more)
Bucket distribution:
| bucket_id | target_w×h | aspect | count |
|---|---|---|---|
| p832x1216 | 416×608 | 0.684 | 89,115 |
| p1216x832 | 608×416 | 1.462 | 73,621 |
| p832x1152 | 416×576 | 0.722 | 16,357 |
| p896x1152 | 448×576 | 0.778 | 8,652 |
| p1152x832 | 576×416 | 1.385 | 7,421 |
| p1344x768 | 672×384 | 1.750 | 5,771 |
| p768x1344 | 384×672 | 0.571 | 4,673 |
| p1280x768 | 640×384 | 1.667 | 2,534 |
| p1024x1024 | 512×512 | 1.000 | 1,912 |
| p1152x896 | 576×448 | 1.286 | 1,647 |
| p896x1088 | 448×544 | 0.824 | 1,485 |
| p768x1280 | 384×640 | 0.600 | 1,244 |
| p1344x704 | 672×352 | 1.909 | 402 |
| p960x1088 | 480×544 | 0.882 | 388 |
| p1088x896 | 544×448 | 1.214 | 381 |
| p960x1024 | 480×512 | 0.938 | 300 |
| p1024x960 | 512×480 | 1.067 | 246 |
| p1088x960 | 544×480 | 1.133 | 236 |
| p1408x704 | 704×352 | 2.000 | 145 |
| p1472x704 | 736×352 | 2.091 | 133 |
| p1536x640 | 768×320 | 2.400 | 69 |
| p704x1408 | 352×704 | 0.500 | 69 |
| p704x1472 | 352×736 | 0.478 | 35 |
| p1600x640 | 800×320 | 2.500 | 34 |
| p1664x576 | 832×288 | 2.889 | 25 |
| p1728x576 | 864×288 | 3.000 | 19 |
| p1792x576 | 896×288 | 3.111 | 15 |
| p1856x512 | 928×256 | 3.625 | 8 |
| p2048x512 | 1024×256 | 4.000 | 8 |
| p640x1536 | 320×768 | 0.417 | 6 |
| p1984x512 | 992×256 | 3.875 | 1 |
| p512x2048 | 256×1024 | 0.250 | 1 |
| p640x1600 | 320×800 | 0.400 | 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 priority (waterfall) + planned usage:
| # | variant | backend | model | planned_images |
|---|---|---|---|---|
| 0 | caption_gemini | 34,898 | ||
| 1 | caption_ministral_14b_2512 | 182,056 |
Available caption variants (top 30):
| selected | variant | images_with_ok_caption |
|---|---|---|
| ✓ | caption_ministral_14b_2512 | 182,056 |
| ✓ | caption_gemini | 34,898 |
Missing caption policy: drop
Export summary
- images_seen: 216,954
- images_exported: 216,954
- 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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