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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 ,
Una foto animada de una pareja joven , q se abracen y se besen .El hombre debe de ser de color blanco y rubio y la chica que sea de color morena con trenzas rojas . Que vistan iguales. El hombre en la ropa tengan la letra G . La mujer debe tener en la ropa la letra D . Que estén sentados en el césped de un jardín con rosas rojas . ,
Un foto anime de una pareja joven , q se abracen y se besen .El hombre debe de ser de color blanco y rubio y la chica que sea de color morena con trenzas rojas . Que vistan iguales. El hombre en la ropa tengan la letra G . La mujer debe tener en la ropa la letra D . Que estén sentados en el césped de un jardín con rosas rojas . ,
Un vídeo anime de una pareja joven , q se abracen y se besen .El hombre debe de ser de color blanco y rubio y la chica que sea de color morena con trenzas rojas . Que vistan iguales. El hombre en la ropa tengan la letra G . La mujer debe tener en la ropa la letra D . Que estén sentados en el césped de un jardín con rosas rojas . Que la chica diga Geisel te quiero mucho. ,
Una foto anime de una pareja joven , q se abracen y se besen .El hombre debe de ser de color blanco y rubio y la chica que sea de color morena con trenzas rojas . Que vistan iguales. El hombre en la ropa tengan la letra G . La mujer debe tener en la ropa la letra D . Que estén sentados en el césped de un jardín con rosas rojas . Que la chica diga Geisel te quiero mucho. ,
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. ,
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. ,
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. ,
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 ,
A full-body stylized cartoon illustration of a cute centaur-like girl with a calm yet innocent expression , standing peacefully with a headpiece designed to resemble a small bird sleeping atop her head. Her upper body remains human , while her lower body takes on a centaur form with four short , fluffy , feather-covered legs , making her appear more adorable. The feathers on her body and legs flow seamlessly from her outfit , creating a harmonious , soft , and playful look. The outfit is designed with a feathery texture in pastel tones of white , silver , and subtle neon accents , enhancing her gentle , whimsical appearance. Her long , flowing hair integrates beautifully with the soft , feathery details of her form , giving her a dreamy and fantastical aura. She stands in a relaxed yet playful pose , surrounded by a soft , warm background that enhances the cute and magical atmosphere. The art style is whimsical and expressive , with smooth , clean lines and a chibi-inspired touch. blindbox 3d art style ,
A full-body stylized cartoon illustration of a cute centaur-like girl with a calm yet innocent expression , standing peacefully with a headpiece designed to resemble a small bird sleeping atop her head. Her upper body remains human , while her lower body takes on a centaur form with four short , fluffy , feather-covered legs , making her appear more adorable. The feathers on her body and legs flow seamlessly from her outfit , creating a harmonious , soft , and playful look. The outfit is designed with a feathery texture in pastel tones of white , silver , and subtle neon accents , enhancing her gentle , whimsical appearance. Her long , flowing hair integrates beautifully with the soft , feathery details of her form , giving her a dreamy and fantastical aura. She stands in a relaxed yet playful pose , surrounded by a soft , warm background that enhances the cute and magical atmosphere. The art style is whimsical and expressive , with smooth , clean lines and a chibi-inspired touch. blindbox 3d art style ,
you are the best believer of content and marketing on social networks around the world. You specialize in growing and nurturing audiences on social networks , generate the best office with these examples *1. Key Elements of the Futuristic Control Room* Inspired by films like Minority Report or The Avengers , the room must convey *advanced technology , mystery and action*. Includes: - *Floating holographic screens* (with data , maps or binary codes). ,
To create an image based on the description you mentioned , here is the text written with all the details you need to include: --- "In the heart of a secret office , four stunning women gather around a high-tech table , illuminated by neon lights that glow in the dim light. Each represents the unique essence of their beauty and origin: - **The brunette** , with her skin radiant like a tropical sunset , wears a tight-fitting suit inspired by the warm roots of Latin America , decorated with golden details that reflect elegance and power. - **The blonde** , with her hair golden like a ray of sunshine , wears an avant-garde European design , with tight fabrics and cuts that highlight her sophisticated bearing. - **The redhead** , with fire and passion , sports a daring design that combines Celtic culture with a modern touch , radiating energy and determination. - **The oriental** , with delicate and exquisite features , wears a suit inspired by Asian tradition , with soft lines and details With admiring glances and knowing smiles , they listen attentively to the instructions of **Charlie** , a cunning detective whose charismatic voice resonates through a speaker shaped like a 'bad bunny'. In their hands , they hold state-of-the-art tools , ready to embark on their next mission. The luxury and sensuality of the scene are palpable , as the room vibrates with the excitement of the adventure that awaits them. A true spectacle of feminine power and glamour in action!" --- This text has all the visual and emotional elements necessary to describe the scene you imagine. Would you like me to adapt it for another theme or tone? 😊 ,
a woman in a forest with her back to the camera and a man in the background , breasts , looking_at_viewer , short_hair , multiple_girls , black_hair , 2girls , bare_shoulders , jewelry , medium_breasts , underwear , standing , panties , ass , earrings , outdoors , parted_lips , solo_focus , day , looking_back , dark_skin , from_behind , dark-skinned_female , tree , lips , crop_top , back , nature , armlet , forest , thong , realistic , bracer ,
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 ,
Beautiful ginger , intricate , elegant , highly detailed , upper body , medium shot , masterpiece , trending on artstation , digital art , look at viewer , beautiful detailed face , perfect face , perfect eyes , perfect pupils , perfect iris , perfect lips , extremely detailed , 8K wallpaper , portrait , scene by Marta Bevacqua and Guy Aroch , Peter Coulso ,