Explore AI generated designs, images, art and prompts by top community artists and designers.
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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. ,
The beautiful woman in sky blue and silver launches a dazzling slash move , with a black iris that looks like a Nian beast from Chinese mythology. This photo was taken on the TikTok with a mobile phone camera , showing her beautiful eyes. She has golden bangs , seems to be wearing makeup , and has beautiful golden patterns on her face. The lines on her skin are also clearly visible. Realistic style , full body appearance , rich background , 4k super high definition --ar 9:16 --niji 6 ,
Hyper-realistic , front-view close-up portrait of a furious Viking bursting into flames , smoke , embers , (symmetrical composition) , (eye contact) , epic , celestial , moody , cinematic lighting , lens flare , highly detailed , sharp focus , octane render , HDRI , intense , dramatic , warm colors , fiery effect , professional , 35mm , 8k , IMAX , (mouth closed) , viking helmet on his head , dark studio , low key , high contrast , dark background , flawless detail , award-winning , expertly crafted , detailed pupils , unreal engine ,
Hyper-realistic , front-view close-up portrait of a furious Viking bursting into flames , smoke , embers , (symmetrical composition) , (eye contact) , epic , celestial , moody , cinematic lighting , lens flare , highly detailed , sharp focus , octane render , HDRI , intense , dramatic , warm colors , fiery effect , professional , 35mm , 8k , IMAX , (mouth closed) , viking helmet on his head , dark studio , low key , high contrast , dark background , flawless detail , award-winning , expertly crafted , detailed pupils , unreal engine ,
Hyper-realistic , front-view close-up portrait of a furious Viking bursting into flames , smoke , embers , (symmetrical composition) , (eye contact) , epic , celestial , moody , cinematic lighting , lens flare , highly detailed , sharp focus , octane render , HDRI , intense , dramatic , warm colors , fiery effect , professional , 35mm , 8k , IMAX , (mouth closed) , viking helmet on his head , dark studio , low key , high contrast , dark background , flawless detail , award-winning , expertly crafted , detailed pupils , unreal engine ,
Generate an extreme closeup , photorealistic image of an ethereal young woman's eyes. The woman is of Middle-Eastern descent. Notice how the reflection of a snowy forest is contained within her eyes , creating a sense of hypermaximalism. Dark and dimly lit , the scene is designed with intricacy and detail. Snowflakes drift in the foreground while snow lines her eyelashes adding a unique touch. The ever-present frost brings a frigid atmosphere to the image. Center the focus on her eyes for a captivating effect. ,
Generate an extreme closeup , photorealistic image of an ethereal young woman's eyes. The woman is of Middle-Eastern descent. Notice how the reflection of a snowy forest is contained within her eyes , creating a sense of hypermaximalism. Dark and dimly lit , the scene is designed with intricacy and detail. Snowflakes drift in the foreground while snow lines her eyelashes adding a unique touch. The ever-present frost brings a frigid atmosphere to the image. Center the focus on her eyes for a captivating effect. ,
white background , beautiful portrait of Marilyn Monroe in white and silver colors , with red lipstick , tongue out wiping her lips , in the style of Artgerm , Greg Rutkowski and Camilla d'Errico , ultra-detailed illustration , hyper-realistic , high definition , high resolution , octane render , volumetric lighting , png , 300 dpi --ar 9:16 --stylize 750 --v 6.1 --piclumen -rs 1344:768 -np "" -g 1 -s 6 -bs 4 -e 20436784481 -st "create" -mn "PicLumen Art V1" ,
Deep beneath the endless waves , in the heart of an ethereal underwater kingdom , Poseidon , the mighty god of the sea , rises from his throne of coral and gold. His presence is both majestic and otherworldly—his piercing ocean-blue eyes reflecting the power of the tides , his long , flowing silver hair and beard moving with the gentle current like strands of liquid moonlight. He wields his golden trident , glowing with an ancient energy , its three prongs crackling with the raw force of the ocean’s might. With a single gesture , he commands the waves , summoning shimmering whirlpools and cascading waterfalls that defy gravity , spiraling into the enchanted waters above. Around him , sea creatures of legend gather—glowing jellyfish , sapphire-scaled seahorses , and enormous whales with bioluminescent markings that hum with forgotten magic. His kingdom stretches beyond sight—a city of crystalline spires and glowing coral castles , where merfolk and spirits of the deep drift through currents illuminated by ethereal light. Pearls the size of stars float gently in the water , casting a soft glow upon Poseidon's divine form. Above , the surface of the ocean shimmers with the reflection of the full moon , a silvery portal between two worlds—one of men , the other of gods. As Poseidon raises his trident , the boundary between dreams and reality seems to blur , as if the sea itself holds the key to a world unseen. The entire scene is a mythic dreamscape , bathed in moonlit blues and shimmering gold , where the ocean breathes with the power of an ancient deity , and time feels as fluid as the tides ,
In the heart of the deep , where the water shimmers with a celestial glow , a group of siren-like mermaids gathers upon a glowing coral reef , their hauntingly beautiful voices weaving through the currents. Their melodies , soft as moonlight and powerful as the tides , carry through the ocean , enchanting all who hear them. Some songs bring healing , mending broken hearts and wounded souls , while others cast a hypnotic spell , luring sailors and sea creatures into a dreamlike trance. Each mermaid is uniquely radiant—their flowing hair ripples like liquid silk , glowing faintly with hues of silver , sapphire , and deep violet. Their iridescent tails shimmer with every graceful movement , leaving behind trails of glowing dust that dissolve into the water. As they sing , the ocean around them responds—bioluminescent jellyfish pulse with light in harmony with their voices , and swirling schools of enchanted fish move in hypnotic patterns. Above them , the full moon's glow pierces the surface , casting an ethereal silver radiance that illuminates the enchanted scene. The very water itself seems alive , shimmering with ancient magic , forming delicate waves that pulse to the rhythm of their song. Floating orbs of golden light , spirits of the sea , drift gently around them , whispering secrets of the ocean’s deepest mysteries. One mermaid , the leader of the siren’s choir , wears a crown of woven seaweed and pearls , her voice a melody of pure magic. As she sings , a sailor aboard a distant ship looks out across the waves , his eyes filled with wonder , his heart lost between reality and the dreamlike pull of the siren's song. The entire scene is otherworldly—a realm where music is more than sound , where melodies can heal or enchant , and where the ocean itself hums with the timeless magic of the mermaids’ song. ,
Rockabilly Pin-up /// Photorealistic , dark vintage , body view , extremely detailed Stunning sexy female rockabilly Pin-up with red lip and voluminous Victory Rolls haircut wearing white blouse with blue latex suit in V shape and Circle skirt , octane render , epic ambiant light , very dark lighting , extremely detailed face with eyes and iris , Grease style ,
Deep beneath the shimmering waves , hidden within an enchanted cove , lies The Ocean’s Mirror—a mystical water surface that reflects visions of the human world. This sacred place glows with an ethereal blue light , its surface undisturbed except for the soft ripples of magic swirling within it. As a group of mermaids gathers around , their luminous tails casting a mesmerizing glow , the mirror begins to shimmer , revealing glimpses of distant lands , bustling cities , and the faces of humans they long to understand. The ocean surrounding them is alive with enchantment—schools of glowing fish swirl in elegant patterns , and delicate strands of luminescent seaweed drift like whispers of an ancient spell. Above , the light from the full moon pierces through the water , creating shimmering beams that dance across the mirror’s surface. Tiny glowing jellyfish float around like celestial lanterns , adding to the dreamlike atmosphere. One mermaid , adorned with a crown of pearls and flowing silken fins , reaches out toward the mirror , her fingertips causing gentle ripples as she gazes at a distant shore where a human walks alone beneath the stars. Her expression is a mixture of wonder and longing , as if the ocean itself is whispering a story only she can hear. Beyond the mirror , mystical creatures of the deep watch in silent reverence—seahorses with jeweled scales , silver-finned dolphins leaping in slow , graceful arcs , and ancient coral structures pulsing with hidden magic. A soft melody , carried by the currents , hums in the background , as if the ocean itself sings of love , mystery , and the unbreakable bond between the two worlds. The entire scene feels like a dream—a timeless place where the sea and sky intertwine , where mermaids glimpse the lives of those who walk the earth , and where magic lingers in every ripple of water. ,
In the heart of a luminous underwater realm , a gathering of enchanting mermaids performs ancient oceanic magic. Their iridescent tails shimmer in hues of sapphire , emerald , and amethyst as they gracefully swirl through the glowing waters. Each mermaid possesses a unique aura , their hands weaving streams of liquid light that sparkle like constellations in the deep. Golden runes and mystical symbols appear in the water as their magic takes form , swirling into glowing orbs , delicate sea creatures made of pure energy , and floating crystals that pulse with hidden power. Some mermaids summon ethereal jellyfish that glow like underwater lanterns , while others call forth spirals of luminescent bubbles that dance around them like enchanted stars. The backdrop is a breathtaking underwater kingdom—towering coral castles with pearl-encrusted spires , radiant sea flowers that bloom with every spell cast , and a sky of liquid silver where moonlight filters through the waves. In the distance , a mystical whirlpool glows with a soft , celestial light , whispering ancient secrets to those who dare to listen. Among them , a majestic mermaid queen , crowned with seashells and flowing ribbons of seaweed , leads the ritual , her presence both regal and otherworldly. As the magic intensifies , the entire ocean shimmers with an ethereal glow , turning the underwater world into a dreamscape of wonder and mystery. The entire scene is pure fantasy—a mesmerizing realm where mermaids are not just guardians of the sea but wielders of an ancient and powerful magic. ,
A majestic male mermaid drifts gracefully beneath the waves , his shimmering tail a masterpiece of iridescent blues and silvers , reflecting the ethereal glow of the deep sea. His long , flowing hair floats around him like strands of liquid moonlight , and his piercing eyes hold a sense of mystery and wisdom. His expression is both serene and longing , as if he guards a secret hidden within the ocean’s depths. All around him , the underwater world is alive with enchantment—schools of glowing fish swirl in mesmerizing patterns , their bodies illuminating the water with soft golden hues. A gentle current carries translucent jellyfish , their delicate tentacles trailing like ribbons of stardust. Towering coral structures , adorned with pearls and bioluminescent flora , create an otherworldly palace beneath the waves. In the background , a breathtaking underwater waterfall cascades from an unseen source , shimmering like liquid crystal as it vanishes into the abyss. Playful dolphins weave between rays of sunlight that pierce through the water’s surface , casting a dreamlike glow. A school of seahorses , tiny and luminous , dances around the merman , as if drawn to his mystical presence. The entire scene is a vision of fantasy—an underwater kingdom where magic lingers in every ripple , and the ocean whispers ancient tales to those who dare to listen. ,