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Explore AI generated designs, images, art and prompts by top community artists and designers.
Fairness means ensuring your analysis doesn't create or reinforce bias. This can be challenging , but if the analysis is not objective , the conclusions can be misleading and even harmful. In this reading , you’re going to explore some best practices you can use to guide your work toward a more fair analysis! Consider fairness Following are some strategies that support fair analysis: Best practice Explanation Example Consider all of the available data Part of your job as a data analyst is to determine what data is going to be useful for your analysis. Often there will be data that isn’t relevant to what you’re focusing on or doesn’t seem to align with your expectations. But you can’t just ignore it; it’s critical to consider all of the available data so that your analysis reflects the truth and not just your own expectations. A state’s Department of Transportation is interested in measuring traffic patterns on holidays. At first , they only include metrics related to traffic volumes and the fact that the days are holidays. But the data team realizes they failed to consider how weather on these holidays might also affect traffic volumes. Considering this additional data helps them gain more complete insights. Identify surrounding factors As you’ll learn throughout these courses , context is key for you and your stakeholders to understand the final conclusions of any analysis. Similar to considering all of the data , you also must understand surrounding factors that could influence the insights you’re gaining. A human resources department wants to better plan for employee vacation time in order to anticipate staffing needs. HR uses a list of national bank holidays as a key part of the data-gathering process. But they fail to consider important holidays that aren’t on the bank calendar , which introduces bias against employees who celebrate them. It also gives HR less useful results because bank holidays may not necessarily apply to their actual employee population. Include self-reported data Self-reporting is a data collection technique where participants provide information about themselves. Self-reported data can be a great way to introduce fairness in your data collection process. People bring conscious and unconscious bias to their observations about the world , including about other people. Using self-reporting methods to collect data can help avoid these observer biases. Additionally , separating self-reported data from other data you collect provides important context to your conclusions! A data analyst is working on a project for a brick-and-mortar retailer. Their goal is to learn more about their customer base. This data analyst knows they need to consider fairness when they collect data; they decide to create a survey so that customers can self-report information about themselves. By doing that , they avoid bias that might be introduced with other demographic data collection methods. For example , if they had sales associates report their observations about customers , they might introduce any unconscious bias the employees had to the data. Use oversampling effectively When collecting data about a population , it’s important to be aware of the actual makeup of that population. Sometimes , oversampling can help you represent groups in that population that otherwise wouldn’t be represented fairly. Oversampling is the process of increasing the sample size of nondominant groups in a population. This can help you better represent them and address imbalanced datasets. A fitness company is releasing new digital content for users of their equipment. They are interested in designing content that appeals to different users , knowing that different people may interact with their equipment in different ways. For example , part of their user-base is age 70 or older. In order to represent these users , they oversample them in their data. That way , decisions they make about their fitness content will be more inclusive. Think about fairness from beginning to end To ensure that your analysis and final conclusions are fair , be sure to consider fairness from the earliest stages of a project to when you act on the data insights. This means that data collection , cleaning , processing , and analysis are all performed with fairness in mind. A data team kicks off a project by including fairness measures in their data-collection process. These measures include oversampling their population and using self-reported data. However , they fail to inform stakeholders about these measures during the presentation. As a result , stakeholders leave with skewed understandings of the data. Learning from this experience , they add key information about fairness considerations to future stakeholder presentations. ,
Underwater series /// High detail RAW color photo professional , highly detail face: 1.4 , a detailed portrait of a woman floating underwater wearing long flowing dress , nymph style , amazing underwater , detailed skin , wet clothes , wet hair , see-through clothes , lens flare , shade , tindal effect , lens flare , backlighting , bokeh ,
In the magical evening glow , a woman with long blond hair stands in the center of the courtyard , dressed in a mysterious dark blue cloak and a magic cap with silver patterns. She is holding a magic wand , from which a gentle golden light flows , bringing the fairy-tale world around her to life. She sees a bright two-story house with carved wooden balconies and arches , warmly glowing windows , and wrought-iron lanterns that gently flicker in the evening air. Two little daughters , both in light fairy-tale dresses , hold hands and watch the magic in fascination. The older one , wearing a pale blue dress , holds out her hand to the light , and the younger one , wearing a pink one , hides her smile behind her palm. Around them , among the flower beds and on the branches of trees , small fantastic creatures look out with delight - funny spirits of nature , shining fairies with transparent wings. Golden sparks of magic flicker in the air , and the whole world is filled with the feeling of a living miracle that she creates for her family ,
In the magical evening glow , a woman with long blond hair stands in the center of the courtyard , dressed in a mysterious dark blue cloak and a magic cap with silver patterns. She is holding a magic wand , from which a gentle golden light flows , bringing the fairy-tale world around her to life. She sees a bright two-story house with carved wooden balconies and arches , warmly glowing windows , and wrought-iron lanterns that gently flicker in the evening air. Two little daughters , both in light fairy-tale dresses , hold hands and watch the magic in fascination. The older one , wearing a pale blue dress , holds out her hand to the light , and the younger one , wearing a pink one , hides her smile behind her palm. Around them , among the flower beds and on the branches of trees , small fantastic creatures look out with delight - funny spirits of nature , shining fairies with transparent wings. Golden sparks of magic flicker in the air , and the whole world is filled with the feeling of a living miracle that she creates for her family ,
The scene begins with a sunrise over the Miami skyline , creating a spectacle of vibrant colors in the sky. The golden rays of the morning illuminate the city's skyscrapers , giving a warm and welcoming feel to the urban landscape. In front of a cluster of modern apartments , we can see the iconic American-style post office landmark , painted in bright blue with white details. The contrast between the traditional building and the contemporary architecture around it creates an interesting fusion of styles. The beautiful 28-year-old man , wearing jeans and a black shirt with subtle white stripes , walks determinedly towards the post office mailbox. His face reflects a mix of anxiety and hope as he slides the envelope into the slot , watching it disappear inside the mailbox. Meanwhile , the 28-year-old woman , dressed in a short light blue youthful dress with white accents , is in a separate scene , holding an envelope with a passionate look in her emerald eyes. The gentle wind makes her wavy red hair dance around her face , creating an aura of romance and mystery. Although they are in the same image , the man and woman seem like separate universes , lost in their own thoughts and emotions. The distance between them symbolizes the uncertainty and anticipation that surround communication through mail , as if they are in parallel realities about to intersect. ,
Top-down , realistic photographic style image of a Caucasian woman with an elaborate Qing Dynasty imperial concubine 'liangbatou' hairstyle , adorned with subtle hair ornaments. She is slumped languidly on a richly decorated dragon bed within the Chuxiu Palace of the Forbidden City. She is dressed in delicate , pale silk palace undergarments , with her shoulders bare. Her face shows a blank , confused expression , with unfocused eyes. The Chuxiu Palace is richly decorated with traditional Chinese art and lacquered furniture. Soft , diffused light filters into the room. High resolution , detailed textures , shallow depth of field to focus on the woman. ,
A 4-year-old girl with curly brown hair reaching just below her shoulders , brown eyes , fair skin tone , prominent cheekbones , and a defined nose , slim build , wearing a plain pink dress and cute children's shoes , Pixar Animation style , vibrant colors , white background , full-body view , smiling softly with a friendly expression , soft and warm lighting enhancing the vibrant colors , standing relaxed and looking at the viewer. ,
Create an image of a young boy standing in front of a broken mirror in a dimly lit , worn-down room. The boy wears tattered clothes and has a somber expression , his surroundings reflecting poverty and struggle. However , in the shattered fragments of the mirror , a different world is visible—his reflection shows a hopeful future: a well-dressed version of himself in a bright , successful environment , perhaps wearing a graduation gown or working in a dream career. The contrast between his reality and the dreamlike reflection should be striking , emphasizing his longing and the barriers created by poverty. ,
Create a photorealistic image of a female cyborg with short , sleek silver hair , standing in a futuristic laboratory. She holds a glowing orb in her advanced robotic hand , which features intricate mechanical components visible at her neck and arm , seamlessly blending with her humanoid form. Dress her in a simple , dark , velvety top that contrasts with the metallic sheen of her robotic parts. The background should be a sterile environment with soft blue lighting and translucent panels displaying digital interfaces. Use a cool and monochromatic color palette , with the glowing orb as the focal point of light. Emphasize the cyborg's contemplative expression and the delicate interaction between her hand and the orb. Ensure high detail in textures and reflections , creating a calm and introspective atmosphere. Aim for a high-resolution image (at least 4K) to capture all intricate details. ,
A highly cinematic and visually stunning neo-noir revenge thriller movie poster with the tagline ‘Revenge is Bloody Beautiful.’ The central figure stands alone in a rain-soaked alleyway , illuminated by flickering neon lights. This protagonist—either a striking woman in a blood-splattered red dress with a cold , determined gaze or a sharply dressed man in a tailored black suit gripping a bloodied knife—exudes an aura of vengeance and power. Their expression is fierce yet composed , eyes locked onto an unseen target , as if ready to deliver final justice. The background showcases a dark and gritty cityscape , partially shrouded in mist. The towering buildings are lit with neon signs in deep crimson , electric blue , and eerie purples , reflecting off the wet pavement. The rain pours heavily , streaking down like liquid glass , with drops bouncing off the character’s shoulders. Rising steam from sewer grates swirls in the air , adding a sense of motion and depth. To the side , a luxury car sits abandoned , its windshield riddled with bullet holes , headlights still faintly glowing. Shadows lurk in the distance—perhaps an unknown assassin watching from the rooftop , or the blurred silhouette of an enemy escaping into the night. A distant police siren casts an ominous glow , hinting at the chaos left in the protagonist’s wake. The typography is bold and artistic , with the movie title styled in a sharp , edgy font that resembles blood streaks or knife slashes. The tagline ‘Revenge is Bloody Beautiful’ glows in deep red , designed to look like a neon sign flickering in the rain. The color palette is rich with contrasts—dark shadows , moody blues , and splashes of blood-red intensifying the dramatic tone. At the bottom , the poster features classic movie billing text in a small , condensed font , listing the director , main actors , production companies , and credits. This text blends seamlessly into the design , ensuring the artwork remains the focal point while maintaining authenticity to real movie posters. The overall mood is intense , mysterious , and stylish , evoking elements of classic noir , modern cyberpunk , and high-stakes revenge cinema. The poster should feel like a piece of art , drawing viewers into a world where justice is personal , and vengeance is executed with elegance and precision ,
A cinematic neo-noir revenge thriller movie poster with the tagline ‘Revenge is Bloody Beautiful.’ The central figure , either a fierce woman in a blood-soaked red dress or a sharp-dressed man in a tailored suit holding a bloodied knife , stands in a rain-soaked alley under flickering neon lights. Their expression is cold and determined , eyes filled with vengeance. The wet pavement reflects deep red , electric blue , and moody purple hues from the neon signs , creating a striking contrast against the dark cityscape. In the background , a luxury car with bullet holes in the windshield sits abandoned , its headlights flickering. Rising steam from sewer grates and distant silhouettes of masked assassins add tension and mystery. The rain pours heavily , streaking blood across the scene. The typography is bold and sharp , with the title designed to resemble slashes or dripping blood. The tagline ‘Revenge is Bloody Beautiful’ glows in red , like a neon sign , amplifying the film’s dark , stylish aesthetic. The overall mood is intense , dramatic , and cinematic , blending elements of classic noir , modern cyberpunk , and high-stakes revenge storytelling. The poster should exude power , mystery , and elegance , making revenge feel like an art form ,
192cm tall , sexy , Chinese old lady , 75 years old with grey hair , wrinkly skin and saggy , sagging bosom in a tight dress and high heels. Standing next to a very short , 167cm Caucasian middle-aged overweight man with a grey beard. Large female , larger female , taller woman , amazon woman , taller lady , shorter man. The old , Asian lady is 192cm tall. She is proud of her incredible stature. The short , middle-aged man is 167cm tall. ,
detailed portrait Young Rebel Girl cyberpunk futuristic ((neon)) tattoes , painting by Rembrandt , 2 biggest planets on the horizon of different sizes , steve mccurry , global illumination , Josephine Wall and Pino Daeni , bjork aesthetic , octane render - t , decorated with twigs and flowers , by Ivan Aivazovsky , centered , gushy gills and blush , wearing silk dress , dystopian sci-fi character ,
modelshoot style , (extremely detailed CG unity 8k wallpaper) , (front view:1.2) , full shot body photo of beautiful Ancient Chinese woman(young Liu Yifei :1.2) , (karate hand:1.2) , (hand hold bamboo flute) , (Kung fu master:1.2) , top of mountain , (sun shine through tree:1.3) , (sun shine on body:1.3) , (bamboo hat) , (hair through hat) , standing , (sexy revealing dress:1.3) , ( winter mountain:1.2) , ( windy storm snow:1.1) , ( strong wind :1.5) , ( strong wind :1.5) , NSFW , sexy model , (see through dress:1.2) , (show half breast:1.3) , pearl skin , fit shirt , (show half thigh :1.3) , (eyes contact:1.2) , angry , front hair bang , professional majestic oil painting by Ed Blinkey , Atey Ghailan , Studio Ghibli , by Jeremy Mann , Greg Manchess , Antonio Moro , trending on ArtStation , trending on CGSociety , Intricate , High Detail , Sharp focus , dramatic , photorealistic painting art by midjourney and greg rutkowski ,
Underwater series /// High detail RAW color photo professional , highly detail face: 1.4 , a detailed portrait of a woman floating underwater wearing long flowing dress , nymph style , amazing underwater , detailed skin , wet clothes , wet hair , see-through clothes , lens flare , shade , tindal effect , lens flare , backlighting , bokeh ,
full body portrait photograph of Madison Beer as Pocahontas , young beautiful native american woman , perfect symmetrical face , feather jewelry , traditional handmade dress , armed female hunter warrior , (((wild west))) environment , Utah landscape , ultra realistic , concept art , elegant , ((intricate)) , ((highly detailed)) , depth of field , ((professionally color graded)) , 8k , art by artgerm and greg rutkowski and alphonse mucha , 4k , clean , realistic face , realistic eyes , highest quality , realistic hands , trending on artstation , masterpiece , NSFW , five fingers ,
Best quality , ultra high resolution , official wallpaper , (realistic :1.4) , (1 girl) , (18 year old girl) , slim , highly detailed face , (smile :0.6) , looking at the audience , movie lighting , traditional headdress , dancing <lora:hanfu_v29:1> Sketch , (worst quality :2) , (Low quality :2) , (Normal quality :2) , low resolution , (monochrome)) , ((Grayscale)) , skin spots , acne , skin blemishes , bad anatomy , DeepNegative , (Fat :1.2) , bad anatomy , bad hand , text , error , missing finger , extra number , Fewer numbers , crop , worst quality , Low Quality , Normal Quality , jpegartifacts , signatures , watermarks , usernames , blur , bad feet , crop , bad hands , bad faces , variants , Worst quality , Low quality , Normal quality , jpeg artwork , signatures , watermarks , extra fingers , fewer numbers , Extra limbs , extra arms , extra legs , deformed limbs , fused fingers , too many fingers , long neck , squint eyes , mutated hands , extremely low , bad body , bad proportions , overall proportions , text , errors , missing fingers , missing arms , missing legs , extra fingers , extra legs , extra feet , nudity , ,
mdjrny-v4 style portrait photograph of Madison Beer as Pocahontas , young beautiful native american woman , perfect symmetrical face , feather jewelry , traditional handmade dress , armed female hunter warrior , (((wild west))) environment , Utah landscape , ultra realistic , concept art , elegant , ((intricate)) , ((highly detailed)) , depth of field , ((professionally color graded)) , 8k , art by artgerm and greg rutkowski and alphonse mucha ,
(masterpiece:1.0) , (best quality:1.4) , (ultra highres:1.2) , (photorealistic:1.4) , (8k , RAW photo:1.2) , (soft focus:1.4) , 1 woman , (sharp focus:1.4) , (korean:1.2) , (american:1.1) , detailed beautiful face , black hair , (detailed white dress:1.4) , beautiful white shiny humid skin , smiling , Full Length Shot(FLS) ,
