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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. ,
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. ,
Style: Concept Art. Scene: A futuristic cityscape , with towering skyscrapers and sleek , aerodynamic vehicles speeding through the air. The high-resolution OLED GUI interface displays in the windows of the buildings are filled with transparent data visualization infographics , displaying everything from weather patterns to traffic flow. The colors are saturated and vibrant , with warm pinks and purples dominating the skyline. The overall effect is both beautiful and awe-inspiring. ,
VIRUS T Monsterz /// 3d render of a monster Virus T Nemesis covered in tough gray skin wearing a trenchcoat over his muscular frame with scales and dust falling off its skin , Resident Evil game style , chaotic weather , motion blur , wide angle , unreal engine 5 , global illumination , specular light , wet , glistening textures , 8K , nanite ,
Imagine an enchanting urban scene where a gentle watercourse meanders through a grassy expanse , artfully designed as a pedestrian thoroughfare for rainwater drainage. The watercourse bed , devoid of water , serves as a paved walkway , bordered by terraced grassy banks. The path , with a bottom width of one and a half meters , is paved with scattered stones to facilitate drainage when it rains. Adjacent to the watercourse , a tree-lined bike path winds its way through the urban landscape. In dry weather , the watercourse bed becomes a serene grass and stone pedestrian walkway , inviting citizens to stroll and relax amidst the natural surroundings. Children play and explore along the grassy terraces flanking the watercourse , while adults enjoy leisurely walks or bike rides along the shaded path. Picture yourself wandering along the watercourse on a sunny day , the sound of footsteps echoing against the stone pavement , while birds chirp in the nearby trees. Cyclists glide past on the tree-lined bike path , immersed in the tranquility of the urban oasis. This is the captivating essence of the urban watercourse—a harmonious blend of nature and functional design , offering both practicality and aesthetic appeal to city dwellers. , 3D , Pencil Sketch ,
beautiful tropical savanna in etalocin , kuudere kawaii maid nazi ss commander , kawaii puerto rican goddess swimming up wearing a headpiece made of circuit boards , jaime jones , orc , by anato finnstark and johannes voss , illutstration , with hundreds of network cables , very cool pose , summer warm weather , the family are all wearing 1860s era clothes , strength , quixel megascan , by Stanley Artgerm Lau and Sakimichan , female priestess with shiny hair wearing full intricate clothing ,
In this intense close-up , Kratos , the Spartan warrior , bears the unmistakable marks of unbridled anger. His battle-hardened face is etched with scars and a furrowed brow that cast a formidable shadow over his piercing , wrathful eyes. Veins pulse beneath his skin as his clenched jaw reveals the resolve within. Sweat and dirt streak his weathered skin , mirroring the toll of countless battles. The fiery backdrop mirrors the tumultuous storm within him. Kratos' visage , a portrait of rage , resonates with the relentless pursuit of vengeance , creating a gripping image of primal fury. , Trippy ,
Create a stunning digital art piece that depicts a group of gritty , hardened pirates fighting for control of a mysterious island with a hidden treasure. The pirates should be depicted with rugged , weathered faces and gripping their swords tightly , ready to do battle. The island should be shrouded in mist and mystery , with ancient ruins and mysterious symbols etched into the rocks. The treasure should be hidden in a cave system , guarded by traps and dangerous creatures. The overall mood of the piece should be one of high-stakes adventure , danger , and the thrill of the hunt. 3D art. ,
In this intense close-up , Kratos , the Spartan warrior , bears the unmistakable marks of unbridled anger. His battle-hardened face is etched with scars and a furrowed brow that cast a formidable shadow over his piercing , wrathful eyes. Veins pulse beneath his skin as his clenched jaw reveals the resolve within. Sweat and dirt streak his weathered skin , mirroring the toll of countless battles. The fiery backdrop mirrors the tumultuous storm within him. Kratos' visage , a portrait of rage , resonates with the relentless pursuit of vengeance , creating a gripping image of primal fury. , Trippy , Pencil Sketch ,
In the heart of Antioquia , nestled amidst lush green hills and winding rivers , lies a hidden gem—an enchanting village that seems to have emerged from the pages of a fairy tale. Imagine a place where time slows down , and the air is filled with a magical essence. Picture yourself strolling through narrow cobblestone streets , lined with vibrant houses adorned with colorful flowers cascading from window boxes. As you wander , you notice charming cafes with inviting outdoor seating , where locals gather to share stories and laughter over steaming cups of rich Colombian coffee. The village square stands as the heart of this magical place , a bustling hub of activity. A majestic fountain stands tall , its waters shimmering under the golden sunlight. Surrounding the square are quaint shops and boutiques , their displays showcasing handmade crafts , intricate pottery , and locally sourced treasures. As you explore further , you come across a hidden garden—a secret oasis brimming with blooming flowers , towering trees , and meandering paths. This serene haven offers a peaceful escape , where you can sit on weathered benches , bask in the gentle breeze , and listen to the harmonious melodies of birds singing. Venturing outside the village , you find yourself immersed in nature's wonderland. Majestic waterfalls cascade down moss-covered cliffs , creating a symphony of rushing water. Follow the sound and discover hidden trails leading to breathtaking viewpoints , offering panoramic vistas of rolling hills and emerald valleys that stretch as far as the eye can see. In the evening , the village transforms into a captivating scene. Soft , warm lights twinkle along the streets , casting a romantic glow over the village square. The aroma of freshly baked bread and savory delicacies wafts through the air , drawing you towards the cozy restaurants that line the streets. Here , you can indulge in traditional Antioquian cuisine , bursting with flavors that awaken your senses and warm your soul. As the night unfolds , the village comes alive with music and celebration. Local musicians strum guitars and play traditional melodies , inviting everyone to join in a joyful dance. The spirit of camaraderie fills the air , and strangers quickly become friends , united by the enchantment that surrounds them. Welcome to this magical village in Antioquia , where the everyday world fades away , and dreams take flight. Step into this realm of wonder , where the old meets the new , and experience the beauty and charm that can only be found in a place where magic is woven into every corne ,
city of acropolis , on a high mountain , destroyed city , surrounded by clouds , dark environment , place of terror , dim lights , destruction , rot , night , darkness , dead vegetation , moor , rotten fauna , dry trees , burned grass , dead grass , barren plants , burned trees , rain , rainy weather , storm , strong storm , wind raising sand , rainy environment , green thunder , green lightning , dark lighting , terror , dark moon , darkness , ruins , destroyed , death , ancient greek architectural details , detailed environment , hyper realistic , destroyed city , decay , rot , 8k details , wide angle , 3D , panoramic view , Slasher style ,
city of acropolis , on a high mountain , destroyed city , surrounded by clouds , dark environment , place of terror , dim lights , destruction , rot , night , darkness , dead vegetation , moor , rotten fauna , dry trees , burned grass , dead grass , barren plants , burned trees , rain , rainy weather , storm , strong storm , wind raising sand , rainy environment , thunder , lightning , dim lights , water falling from the sky , terror , dark moon , darkness , ruins , destroyed , death , details ancient greece architecture , detailed environment , hyper realistic , destroyed city , decay , rot , 8k details , wide angle , 3d , panoramic view , slasher style ,
In the heart of Antioquia , nestled amidst lush green hills and winding rivers , lies a hidden gem—an enchanting village that seems to have emerged from the pages of a fairy tale. Imagine a place where time slows down , and the air is filled with a magical essence. Picture yourself strolling through narrow cobblestone streets , lined with vibrant houses adorned with colorful flowers cascading from window boxes. As you wander , you notice charming cafes with inviting outdoor seating , where locals gather to share stories and laughter over steaming cups of rich Colombian coffee. The village square stands as the heart of this magical place , a bustling hub of activity. A majestic fountain stands tall , its waters shimmering under the golden sunlight. Surrounding the square are quaint shops and boutiques , their displays showcasing handmade crafts , intricate pottery , and locally sourced treasures. As you explore further , you come across a hidden garden—a secret oasis brimming with blooming flowers , towering trees , and meandering paths. This serene haven offers a peaceful escape , where you can sit on weathered benches , bask in the gentle breeze , and listen to the harmonious melodies of birds singing. Venturing outside the village , you find yourself immersed in nature's wonderland. Majestic waterfalls cascade down moss-covered cliffs , creating a symphony of rushing water. Follow the sound and discover hidden trails leading to breathtaking viewpoints , offering panoramic vistas of rolling hills and emerald valleys that stretch as far as the eye can see. In the evening , the village transforms into a captivating scene. Soft , warm lights twinkle along the streets , casting a romantic glow over the village square. The aroma of freshly baked bread and savory delicacies wafts through the air , drawing you towards the cozy restaurants that line the streets. Here , you can indulge in traditional Antioquian cuisine , bursting with flavors that awaken your senses and warm your soul. As the night unfolds , the village comes alive with music and celebration. Local musicians strum guitars and play traditional melodies , inviting everyone to join in a joyful dance. The spirit of camaraderie fills the air , and strangers quickly become friends , united by the enchantment that surrounds them. Welcome to this magical village in Antioquia , where the everyday world fades away , and dreams take flight. Step into this realm of wonder , where the old meets the new , and experience the beauty and charm that can only be found in a place where magic is woven into every corne , 3D ,
A portrait of my character , Heinrich Schwarz , with a shadowy background. Heinrich stands at a height of around 6 feet , with a lean and athletic build. His Tiefling heritage is evident in his unique physical features , which set him apart from others. His purple skin bears a deep , ashen hue , reminiscent of charcoal. It feels cool to the touch , hinting at his connection to the realm of the undead. Contrasting with his dusky complexion , his eyes gleam with an intense shade of amber , it lost it' s shines years ago. A pair of curved horns emerge from his forehead , curling back. Along with his horns , Heinrich possesses a set of pointed , elven-like ears , elongated and tapering to a fine point. His coarse and dirty , dark hair , falls to his shoulders , framing his face in a sharp and stylish manner. Heinrich's countenance reflects his sorrowful past. There is a lingering sadness in his eyes , a weight that only comes from carrying the burden of forgotten sins. His facial features are sharp and defined , with a strong jawline that speaks of determination and resolve. However , his expression often bears a hint of weariness and pensiveness , as if he is constantly reflecting on his past actions and seeking answers that lie just beyond his reach. Dressed in practical and nondescript attire , Heinrich favors dark , muted colors such as deep blues , grays , and blacks. He dons a long , weathered cloak that helps him blend into the shadows , its tattered edges revealing the signs of countless journeys and battles. His armor , made from lightweight materials , allows for agile movement without compromising protection. Strapped to his back is a well-crafted bow , accompanied by a quiver of arrows , emphasizing his skill as a ranger. Heinrich carries himself with a quiet confidence , though there is an air of restraint about him. He moves with grace and precision , every step deliberate and measured. Though his appearance may evoke a sense of mystery and apprehension in those unfamiliar with Tieflings , those who take the time to know him will find a soul burdened by the weight of past transgressions , seeking redemption in a world that is both harsh and forgiving. ,
city of acropolis , on a high mountain , destroyed city , surrounded by clouds , dark environment , place of terror , dim lights , destruction , rot , night , darkness , dead vegetation , moor , rotten fauna , dry trees , burned grass , dead grass , barren plants , burned trees , rain , rainy weather , storm , strong storm , wind raising sand , rainy environment , green thunder , green lightning , dark lighting , terror , dark moon , darkness , ruins , destroyed , death , ancient greek architectural details , detailed environment , hyper realistic , destroyed city , decay , rot , 8k details , wide angle , 3D , panoramic view , Slasher style ,
city of acropolis , on a high mountain , destroyed city , surrounded by clouds , dark environment , place of terror , dim lights , destruction , rot , night , darkness , dead vegetation , moor , rotten fauna , dry trees , burned grass , dead grass , barren plants , burned trees , rain , rainy weather , storm , strong storm , wind raising sand , rainy environment , green thunder , green lightning , dark lighting , terror , dark moon , darkness , ruins , destroyed , death , ancient greek architectural details , detailed environment , hyper realistic , destroyed city , decay , rot , 8k details , wide angle , 3D , panoramic view , Slasher style ,
Style: Concept Art. Scene: A futuristic cityscape , with towering skyscrapers and sleek , aerodynamic vehicles speeding through the air. The high-resolution OLED GUI interface displays in the windows of the buildings are filled with transparent data visualization infographics , displaying everything from weather patterns to traffic flow. The colors are saturated and vibrant , with warm pinks and purples dominating the skyline. The overall effect is both beautiful and awe-inspiring. ,
city of acropolis , on a high mountain , destroyed city , surrounded by clouds , dark environment , place of terror , dim lights , destruction , rot , night , darkness , dead vegetation , moor , rotten fauna , dry trees , burned grass , dead grass , barren plants , burned trees , rain , rainy weather , storm , strong storm , wind raising sand , rainy environment , thunder , lightning , dim lights , water falling from the sky , terror , dark moon , darkness , ruins , destroyed , death , details ancient greece architecture , detailed environment , hyper realistic , destroyed city , decay , rot , 8k details , wide angle , 3d , panoramic view , slasher style ,
city of acropolis , on a high mountain , destroyed city , surrounded by clouds , dark environment , place of terror , dim lights , destruction , rot , night , darkness , dead vegetation , moor , rotten fauna , dry trees , burned grass , dead grass , barren plants , burned trees , rain , rainy weather , storm , strong storm , wind raising sand , rainy environment , thunder , lightning , dim lights , water falling from the sky , terror , dark moon , darkness , ruins , destroyed , death , details ancient greece architecture , detailed environment , hyper realistic , destroyed city , decay , rot , 8k details , wide angle , 3d , panoramic view , slasher style ,
city of acropolis , on a high mountain , destroyed city , surrounded by clouds , dark environment , place of terror , dim lights , destruction , rot , night , darkness , dead vegetation , moor , rotten fauna , dry trees , burned grass , dead grass , barren plants , burned trees , rain , rainy weather , storm , strong storm , wind raising sand , rainy environment , thunder , lightning , dim lights , water falling from the sky , terror , dark moon , darkness , ruins , destroyed , death , details ancient greece architecture , detailed environment , hyper realistic , destroyed city , decay , rot , 8k details , wide angle , 3d , panoramic view , slasher style ,
city of acropolis , on a high mountain , destroyed city , surrounded by clouds , dark environment , place of terror , dim lights , destruction , rot , night , darkness , dead vegetation , moor , rotten fauna , dry trees , burned grass , dead grass , barren plants , burnt trees , rain , rainy weather , rainy environment , green thunder , green lightning , dark lighting , terror , dark moon , darkness , ruins , destroyed , death , ancient greek architectural details , detailed environment , hyper realistic , destroyed city , decay , rot , 8k details , wide angle , 3d , panoramic view , slasher style ,
A portrait of my character , Heinrich Schwarz. Heinrich stands at a height of around 6 feet , with a lean and athletic build. His Tiefling heritage is evident in his unique physical features , which set him apart from others. His purple skin bears a deep , ashen hue , reminiscent of charcoal. It feels cool to the touch , hinting at his connection to the realm of the undead. Contrasting with his dusky complexion , his eyes gleam with an intense shade of amber , it lost it' s shines years ago. A pair of big , curved horns emerge from his forehead , curling back. They are smooth and polished , a testament to his meticulous care and grooming. Along with his horns , Heinrich possesses a set of pointed , elven-like ears , elongated and tapering to a fine point. His jet-black hair , sleek and straight , falls to his shoulders , framing his face in a sharp and stylish manner. Heinrich's countenance reflects his sorrowful past. There is a lingering sadness in his eyes , a weight that only comes from carrying the burden of forgotten sins. His facial features are sharp and defined , with a strong jawline that speaks of determination and resolve. However , his expression often bears a hint of weariness and pensiveness , as if he is constantly reflecting on his past actions and seeking answers that lie just beyond his reach. Dressed in practical and nondescript attire , Heinrich favors dark , muted colors such as deep blues , grays , and blacks. He dons a long , weathered cloak that helps him blend into the shadows , its tattered edges revealing the signs of countless journeys and battles. His armor , made from lightweight materials , allows for agile movement without compromising protection. Strapped to his back is a well-crafted bow , accompanied by a quiver of arrows , emphasizing his skill as a ranger. Heinrich carries himself with a quiet confidence , though there is an air of restraint about him. He moves with grace and precision , every step deliberate and measured. Though his appearance may evoke a sense of mystery and apprehension in those unfamiliar with Tieflings , those who take the time to know him will find a soul burdened by the weight of past transgressions , seeking redemption in a world that is both harsh and forgiving. ,
In the early morning rain , amidst the haunting silhouette of Gothic architecture , one Gaelic warrior strides forward with purpose against the backdrop of mist and shadow. Clad in weathered leather adorned with Celtic symbols. Each step echoes with determination as he marches towards London. , Water Color ,