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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. ,
generate a prompt using these commands : 01-how to create low ticket monetization assets to turn strangers into customers 02-How to create low ticket subscription programs to generate daily sales 03-how to generate hundreds of TRIALS per day with AI 04-How to produce content , copy , offers and ADS using AI ,
A storm rages over the darkened sea , the wind howling like a mournful song as towering waves crash violently against the shore. The sky , veiled in heavy storm clouds , flickers with lightning , illuminating the scene in brief flashes of silver-blue light. Rain falls in sheets , blending with the salt spray of the ocean , as if the heavens themselves are weeping. Amidst the chaos , a lone man stands on a jagged stone near the shore , his silhouette strong against the fury of the sea. His drenched clothes cling to him , his breath ragged from the struggle against the relentless tide. In his arms , he holds a girl with long , flowing black hair , her body limp yet delicate , as if she is caught between two worlds—life and the endless abyss of the ocean. Her pale skin glows faintly under the moon’s hidden light , and her dark lashes flutter slightly , caught in the fragile space between waking and dreaming. The man gazes down at her , his expression a mixture of desperation , sorrow , and something deeper—an unspoken longing. Who is she? A lost soul pulled from the depths , a forgotten love , or a stranger whose fate is now entwined with his own? Behind them , the sea rages on , its waves thrashing like a beast denied its prey. The air is thick with melancholy—a tale of loss , fate , and a love that may have come too late. In this moment , they are two lonely souls suspended between the storm and the quiet , between salvation and sorrow. The entire scene is bathed in a dreamlike , haunting beauty—the cold , silver rain , the dark ocean sighing in the background , and the unspoken story lingering between them , heavy as the tide. ,
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. ,
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. ,
"Imagine transforming your room's atmosphere instantly with the power of a smart LED mood light! This innovative lighting solution lets you change the ambiance of your space with just a few taps on your smartphone. Whether you're studying , unwinding , or hosting a party , the smart LED light adapts to your needs by offering customizable colors and brightness settings. Set it to a bright , energizing light when you're working , or switch to soothing hues like blue or purple to create a calm and relaxing environment. Want to take it a step further? Sync the light with your favorite music to create a dynamic light show that reacts to every beat! It’s like having your very own light DJ for the ultimate entertainment experience. The best part? You can control the light remotely from anywhere in the room using an easy-to-use app. This smart lighting solution not only adds a personal touch to your space , but it also enhances the mood , helping you create the perfect environment for any occasion. Whether you're hosting a movie night , working , or just chilling with friends , the smart LED mood light makes every moment feel just right." ,
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 ,
This luxurious living room on a space ship boasts a panoramic window that wraps around one entire wall , offering a stunning view of the earth and the stars beyond. The furniture is plush and inviting , with plush sofas and armchairs upholstered in soft , cream-colored fabric. A large , rectangular coffee table made of clear glass sits at the center of the room , and a few decorative pillows add pops of color. A few high-tech gadgets , such as a holographic display and a floating shelf , add a futuristic touch ,
An awe-inspiring digital image of a futuristic cityscape that showcases the advanced design and technology of an alien civilization , with a style that is highly detailed , cinematic , and trending on Artstation. The city should be dominated by towering buildings , each with a unique shape and shimmering facade made of innovative materials. The lighting should be dynamic , with vivid hues of blue and purple electrifying the cityscape , and the holographic fountains should be floating in mid-air , surrounded by lush gardens and futuristic sculptures. The background should be a smooth expanse of space , with stars and planets twinkling in the distance , creating a breathtaking contrast between the organic beauty of the city and the infinite expanse of space. The resulting digital image should be epic , exciting , and capture a moody and celestial atmosphere , with soft lighting and the use of HDRI for maximum realism. The image should showcase the highest level of professionalism , with the use of industry-leading equipment such as 35mm , Zeiss , Hasselblad , Fujifilm , Arriflex , IMAX , and be available in resolutions up to 8k. The image should be hyper-realistic , featuring a lens flare , and resembling a matte painting or concept art , with a soft render and highly detailed architectural features , all while maintaining the quality and standards of leading CGSociety and Octane Render. Overall , the resulting image should be an exemplary piece of digital art , highly detailed , inspiring , and worthy of being featured in a magazine or as a high-quality wallpaper. ,
filming , ultra best quality , masterpiece , wallpaper , <(realistic:1.3) , intricate details> , wide shot , drydock , house , science fiction , in autumn , very long hair , side ponytail , bracelet , hands in pockets , lace , forehead mark , mary janes , Negative prompt: (worst quality , low quality:1.4) , (depth of field , blurry:1.2) , (greyscale , monochrome:1.1) , 3D face , cropped , lowres , text , jpeg artifacts , signature , watermark , username , blurry , artist name , trademark , watermark , title , multiple view , Reference sheet , easynegative , ,
a desk with tablets , hardware pieces , junkfood , printouts , computer , and holograms , the walls of the room are decorated with posters , windows offering a view to a subway station , cyberpunkt , soft light , highly detailed , intricate , wide angle , by popular artists greg rutkowski and jason felix , trending on artstation , masterpiece , 8k , realistic face , realistic eyes , highest quality , realistic hands ,
Create an image of a massive and intricately designed space station orbiting a mysterious moon , with large telescopes and scanners providing a view of the enigmatic surface below. The scene should be filled with a sense of curiosity and intrigue as the inhabitants try to unravel the secrets of the moon. ,
NeberEnding Dream : SamDoesArts Beautiful lady , Mesmerizing luminous lithe lady with long curly red hair , tangled up in her bed sheets , Messy hair , blushing , big beautiful eyes by artgerm , Boris Vallejo , James Jean , Luis Royo , Milo manara , Norman Rockwell , Joe Mad , Cyan theme , Orange Theme , Negative (worst quality , low quality:1.4) , bad-hands-5 , (bad_prompt_version2:0.8) , asian , ugly , deformed body , ugly face , (((nudity))) ,
a woman in armor holding a gun and wearing a red hair and a white shirt , 1girl , solo , breasts , looking_at_viewer , short_hair , large_breasts , gloves , holding , cleavage , twintails , medium_breasts , standing , full_body , weapon , red_hair , boots , belt , holding_weapon , armor , high_heels , covered_nipples , leotard , lips , gun , makeup , highleg , knee_boots , shoulder_armor , gauntlets , holding_gun , skin_tight , rifle , high_heel_boots , pauldrons , pouch , assault_rifle , armored_boots , facepaint , knee_pads , greaves , red_leotard , shoulder_pads , gorget ,
a man in a suit standing in front of a clock with his hands on his hips , solo , looking_at_viewer , brown_hair , shirt , 1boy , bow , standing , full_body , male_focus , shoes , belt , pants , indoors , bowtie , coat , black_bow , facial_hair , black_pants , formal , suit , black_bowtie , realistic , hands_in_pockets , traditional_bowtie , gears , steampunk ,
Emma Watson The woman is standing on the shore of the lake , wearing an elegant bikini swimsuit that highlights her femininity. Her long , wavy blonde hair is pulled back into a loose bun , with a few delicate strands falling casually around her face. Droplets of water run down her tanned skin , reflecting the sun's rays. As she prepares to dive , the expression on her face is a mix of serenity and excitement. Her hazel eyes are fixed on the lake and a soft smile graces her lips. She raises her arms above her head , preparing for a graceful dive body wet with water falling in large drops down his body ,
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. ,
A lonely traveler's silhouette walks across a desolate old san juan streets , illuminated by the cold light of a full moon and shrouded in heavy fog. The atmosphere should evoke mystery and solitude , with an abstract composition following the rule of thirds. Emphasize the chilling presence of the bright moon and the dense fog enveloping the solitary figure. The image should resemble a 35mm photograph in style and quality. , 3D ,
The personification of the Halloween holiday in the form of a cute girl with short hair and a villain's smile , cute girl , cute hats , cute cheeks , unreal engine , highly detailed , artgerm digital illustration , woo tooth , studio ghibli , deviantart , sharp focus , artstation , by Alexei Vinogradov bakery , sweets , emerald eyes ,