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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. ,
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 ,
Beneath the soft glow of the moon , where the ocean meets the sky in a seamless dance of silver and blue , a beautiful mermaid and a handsome pirate lock eyes for the first time. She rises from the waves , her iridescent tail shimmering like liquid starlight , her long hair cascading over her shoulders like woven strands of the sea. He stands on the deck of his weathered ship , the salty wind tousling his curly brown hair , his deep eyes wide with awe and fear. For a moment , time itself seems to pause. The air is thick with the magic of destiny—love at first sight , yet laced with uncertainty. The mermaid , radiant and otherworldly , clutches a glowing pearl close to her heart , unsure whether to retreat into the safety of the sea. The pirate , hardened by the world of men , feels an unfamiliar longing stir within him , yet fear lingers in his gaze. Legends have always warned of mermaids , of their beauty and their danger. The ocean around them responds to the moment—a soft mist rises from the water , swirling like a veil of enchantment. Schools of luminescent fish weave golden trails beneath the waves , and the sound of distant siren songs hums faintly in the air , as if the sea itself watches this fateful encounter. Overhead , the sky shimmers with an unnatural glow , the stars twinkling brighter , whispering of a love that should not be , yet cannot be ignored. As the pirate takes a cautious step forward , the ship creaks beneath his weight. The mermaid gasps , retreating slightly , her violet eyes wide with hesitation. They are drawn to each other , yet the world between them is vast—land and sea , human and myth , fear and desire. The entire scene is a dreamlike paradox—a love as forbidden as it is inevitable , wrapped in the magic of the ocean and the mystery of the unknown. ,
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. ,
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. ,
Deep beneath the shimmering waves , a breathtaking underwater castle rises from the ocean floor. Its towering spires , made of translucent sea glass and glowing coral , shimmer in shades of aquamarine , lavender , and pearl. Delicate arches and twisting towers are adorned with bioluminescent pearls and golden seashells , casting a soft , magical glow throughout the water. A grand entrance , guarded by elegant seahorses , leads into the heart of the castle , where flowing curtains of seaweed sway gently with the currents. Schools of luminous fish weave intricate patterns through the water , while glowing jellyfish drift like floating lanterns. A majestic throne , carved from iridescent shells , sits at the heart of the castle , awaiting its mermaid queen. In the distance , enchanted gardens bloom with rare underwater flowers , their petals opening and closing with the rhythm of the tides. A mystical waterfall of liquid light cascades down from a hidden cave , filling the surroundings with an ethereal glow. Tiny , sparkling bubbles rise from the seabed , carrying whispers of ancient ocean magic. The entire scene feels like a dream—a hidden kingdom where fantasy and reality intertwine , waiting for the mermaid’s return. ,
A beautiful mermaid with long , flowing iridescent hair , gently floating beneath the waves. Her shimmering tail glows softly in hues of turquoise and lavender , reflecting the light filtering down from the ocean’s surface. Her delicate face holds a sweet yet sorrowful expression , her luminous eyes gazing into the distance as if longing for something lost. Surrounding her , an enchanting underwater world teems with life—colorful fish swirl in mesmerizing patterns , glowing jellyfish drift like tiny stars , and delicate coral structures rise like castles from the seabed. Ethereal beams of light cascade through the water , creating a dreamlike shimmer. Tiny bubbles float lazily upward , and bioluminescent sea creatures add a magical glow to the scene. In the background , a sunken shipwreck , now covered in luminous sea flora , hints at ancient mysteries hidden in the ocean’s depths. The atmosphere is surreal , a blend of fantasy and wonder , evoking both beauty and melancholy. ,
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. ,
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. ,
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 ,
<lora:add_detail:1> , <lora:epi_noiseoffset2:0.5> , , Retro comic style artwork , Color splash , rendered in autodesk 3ds max of a A {black:white:asaian:native amaerican:latina} Beauty in ripped blue Jeans at a heated spring , the Sun is shining and the Sky is blue. Wearing glasses. Photographed from {up close:front:behind} , she is looking {back at the Camera:up away from the camera:straight at the camera}. Her figure is a bit curvy but she is nonetheless a real beauty. Her hair is very long , reaching down to her well formed ass. Her skin is wet , Luminescent Halloween face paint , Body chain , shallow depth of field , Ultra Detailed , Pastel Goth Art , film grain , Fujifilm XT3 , Fish-eye Lens , 64K , (NSFW) , (sexy) , (high quality) , (8k) , (detailed) , (masterpiece) , (((realistic hands))) ,
<lora:add_detail:1> , <lora:epi_noiseoffset2:0.5> , , Retro comic style artwork , Color splash , rendered in autodesk 3ds max of a A {black:white:asaian:native amaerican:latina} Beauty in ripped blue Jeans at a heated spring , the Sun is shining and the Sky is blue. Wearing glasses. Photographed from {up close:front:behind} , she is looking {back at the Camera:up away from the camera:straight at the camera}. Her figure is a bit curvy but she is nonetheless a real beauty. Her hair is very long , reaching down to her well formed ass. Her skin is wet , Luminescent Halloween face paint , Body chain , shallow depth of field , Ultra Detailed , Pastel Goth Art , film grain , Fujifilm XT3 , Fish-eye Lens , 64K , (NSFW) , (sexy) , (high quality) , (8k) , (detailed) , (masterpiece) , (((realistic hands))) ,
<lora:add_detail:1> , <lora:epi_noiseoffset2:0.5> , , Retro comic style artwork , Color splash , rendered in autodesk 3ds max of a A {black:white:asaian:native amaerican:latina} Beauty in ripped blue Jeans at a heated spring , the Sun is shining and the Sky is blue. Wearing glasses. Photographed from {up close:front:behind} , she is looking {back at the Camera:up away from the camera:straight at the camera}. Her figure is a bit curvy but she is nonetheless a real beauty. Her hair is very long , reaching down to her well formed ass. Her skin is wet , Luminescent Halloween face paint , Body chain , shallow depth of field , Ultra Detailed , Pastel Goth Art , film grain , Fujifilm XT3 , Fish-eye Lens , 64K , (NSFW) , (sexy) , (high quality) , (8k) , (detailed) , (masterpiece) , (((realistic hands))) ,
iridescent opalescent squirrel , bioluminescent , long ears , long fluffy tail: by michal karcz , daniel merriam , victo ngai and guillermo del toro : ornate , dynamic , particulate , intricate , elegant , highly detailed , brown orange , centered , artstation , smooth , sharp focus , octane render ,
(by Nermine Hammam (and Hans Gude:0.5)) , (in the format of has downscaled revision) , (in the style of street art style) , (using lens flare technique:0.7) , (((a Establishing shot photo of Proud (dark:0.9) girl Death Knight))) , (at family room:0.5) , at twightlight , during summer , (in the 2020s:0.25) , (in the style of Figuration Libre and Party Animal) , (trending on 500px) , (delicate , infused , tangible) , (intricate , marbling , 4k resolution , intricate artwork) , (high quality) , (detailed) , (masterpiece) , (best quality) , (highres) , (extremely detailed) , (8k) , (NSFW:0.5) ,
Title: "Celestial Journey: Pushpaka Vimana" Description: Amidst an ethereal sky filled with wisps of celestial hues , a majestic Pushpaka Vimana soars gracefully , its intricate details shining with divine luminescence. The background shimmers with spiritual energy , hinting at the realms beyond mortal sight. The Pushpaka Vimana itself is a marvel to behold , adorned with intricate carvings and flowing patterns that seem to dance with the wind. Its form is both ancient and futuristic , embodying the mystique of a celestial chariot. Within the heart of the Vimana stands a solitary soul , bathed in a radiant white light that emanates from every corner of this divine vehicle. The figure exudes tranquility and wisdom , a beacon of enlightenment amidst the celestial journey. The entire scene is enveloped in a soft , all-encompassing glow of white divine light , casting a sense of peace and serenity upon the viewer. It is a glimpse into a realm where the material and spiritual intertwine , where the ancient Pushpaka Vimana carries souls on their transcendent voyage through the cosmos. ,
a beautiful full body of a cute cyberpunk fluffy male rat with bioluminescent fur and bioluminescent tail , industrial background , by sandra chevrier and greg rutkowski and wlop , purple blue color scheme , vaporware , retro , outrun , high key lighting , volumetric light , digital art , highly detailed , fine detail , intricate , ornate , complex , octane render , unreal engine , photorealistic ,
A bunch of red cherries are on the tree , crystal clear , with water droplets on the cherries. The main body of the cherries is prominent , large aperture , blurred background , standard focal length , rule of thirds composition , Van Gogh style , high definition , high photorealism , simple picture. ,
The pirate ship named "Captain Sharky" is a spectacular sight that blends adventure and fantasy. Imagine a massive ship made of dark , ornate wood , with black sails billowing in the wind , giving it an imposing and fearsome appearance. At the front of the ship , there is a large sign with the name "Captain Sharky" written in bold , commanding letters , indicating the authority and might of the captain. Below this name , there is a vibrant drawing of a smiling whale , adding a touch of fun and adventure. Beneath the whale , there are two crossed swords , symbolizing strength and bravery. The intricate details on the ship include nautical decorations like carved shells and starfish , with sturdy ropes coiled around the masts. You can also see old cannons lined up along the sides , ready for battle , and the distinctive pirate flag flying high. On the deck , there's constant activity and movement. Pirates scurry around the sails , man the cannons , and prepare for any adventure that may come their way. The captain himself , Captain Sharky , stands on the bridge , wearing a pirate hat adorned with colorful feathers , with a determined yet lively expression. The ship embodies the spirit of adventure and freedom , looking as though it has sailed straight out of a fantasy tale , ready to embark on new adventures on the open seas. , Trippy ,