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. ,
A path that rises gently toward a bright , serene horizon , symbolizing wisdom and life. The path is lined with blooming flowers and lush greenery , leading towards a warm , inviting light. In contrast , another path lower , darkened path descends into shadowy , rough terrain , representing the way of folly and destruction. The scene contrasts the elevated path of understanding and the downward path of foolishness. ,
Appearance: The old Dragonborn merchant is a striking figure , bearing the weight of wisdom and experience in every scale. They stand tall and proud , their imposing figure still exuding an air of authority despite the passage of time. Their scales have dulled slightly over the years , but remnants of their former vibrant color can still be seen , hinting at their powerful heritage. Their eyes , however , gleam with a sharp intelligence that betrays the countless years of shrewd dealings and astute business acumen. Features: The old Dragonborn merchant is a seasoned entrepreneur , having navigated the turbulent seas of commerce for centuries. They possess a keen mind for numbers and an innate understanding of the market. Their vast network of contacts and connections spans continents , granting them access to rare goods and valuable information. This merchant has a knack for discerning what customers need before they even realize it themselves , making each transaction a mutually beneficial exchange. Habitat: The old Dragonborn merchant can be found in bustling marketplaces , opulent trade houses , and even on the road , where they continue to travel and seek new opportunities. Their age and experience have granted them a legendary reputation among traders and merchants alike , making them an esteemed figure in the commercial world. In your DND world , this Dragonborn merchant might be a fixture in a prominent trading city , overseeing a vast mercantile empire that spans across the realm. Behavior: True to their nature , the old Dragonborn merchant is a formidable negotiator. They have a silver tongue that can sway even the most reluctant customers or seal the most lucrative deals. Beneath their business-minded exterior , they retain a sense of honor and integrity , earning them the respect and trust of those they work with. They take pride in the quality of their goods and services , and they prioritize building long-term relationships over quick profits. Role in the World: In your DND world , the old Dragonborn merchant is more than a seller of goods; they are a key player in the economy and the flow of wealth. Their network and influence extend far and wide , and they are privy to a vast array of information. Adventurers may find themselves seeking their expertise , seeking rare artifacts or magical items , or unraveling mysteries tied to their extensive knowledge of the world. Encountering an old Dragonborn merchant in your campaign can offer players a chance to delve into the world of commerce and intrigue. It provides an opportunity to explore themes of trust , honor , and the power dynamics in the realm of trade. The interactions with this seasoned merchant can lead to intriguing role-playing moments , where players might negotiate mutually beneficial alliances or uncover hidden secrets. The presence of an old Dragonborn merchant in your campaign world adds depth and complexity to the commercial landscape. Their presence is a reminder that commerce and economics are not just transactions but also a world of strategy , relationships , and untold stories. This NPC can become a respected and influential character in your DND campaign , making the trade routes and marketplaces of your world feel vibrant and alive with possibilities. ,
In this meticulously crafted piece , a mesmerizing visual close-up Torso display emerges , featuring a CyberGoth Manga SuperVillain. This character is a shredded , extremely muscular hybrid , seamlessly blending elements of Venom , Joker , Ghost Rider , and Alien X. Notably , the intricacy and depth of this portrayal are achieved through the meticulous use of a humble ballpoint pen , a testament to the artist's patience , precision , and keen eye for detail. The focus of this artwork gravitates towards a figure exuding both strength and handsomeness , his hair a historically significant aspect of his persona. The artist's deft strokes capture his rugged features with remarkable finesse , delineating every contour from his chiseled jawline to his imposing shoulders. Each muscle is rendered with exacting precision , vividly showcasing the sheer power and vitality that emanates from his physique. The hair , a visual spectacle in itself , receives due attention. Each strand is delicately etched onto the canvas , creating a palpable sense of texture and volume. The various shades of black employed ingeniously contribute to a three-dimensional effect , almost tempting the viewer to imagine the tactile sensation of running their fingers through the man's thick locks. The intensity of the man's eyes commands attention , their piercing gaze imbued with an unwavering determination that resonates with the viewer. It's as though they possess a subtle ability to track your every move , drawing you further into the enigmatic world that he embodies. The nose , sharply defined , and flanked by high cheekbones , serve to enhance his overall sense of masculinity , further accentuating the aura of power that surrounds him. The deliberate choice of a blank background ingeniously places the man at the forefront , allowing him to dominate the visual narrative. This strategic decision allows for an unobstructed focus on the intricate details and the sheer force of presence exuded by this amalgamation of iconic characters. The resulting composition is a testament to the artist's prowess , combining technical mastery with a profound understanding of character and form. , Pencil Sketch ,
A path that rises gently toward a bright , serene horizon , symbolizing wisdom and life. The path is lined with blooming flowers and lush greenery , leading towards a warm , inviting light. In contrast , a lower , darkened path descends into shadowy , rough terrain , representing the way of folly and destruction. The scene emphasizes the contrast between the elevated path of understanding and the downward path of foolishness. ,
an impactful image for a t-shirt design that features three men , representing the Native American , Black American , and White American communities , standing in front of the United States flag. In the foreground , a Native American man stands tall , adorned in traditional attire that reflects his cultural heritage. He emanates pride and wisdom , showcasing the resilience and deep connection to the land. Beside him , a Black American man exudes strength and determination. He stands with confidence , representing the struggles and triumphs of the African American community , symbolizing progress and resilience. Completing the trio , a White American man stands shoulder to shoulder with his counterparts , embodying unity and collaboration. He represents the diversity within the country and the shared responsibility of all Americans in shaping a better future. The United States flag serves as the backdrop , with its vibrant red , white , and blue colors waving proudly. The stars and stripes symbolize the nation's unity , freedom , and opportunity , reminding us of the collective journey we undertake as a diverse and inclusive society. This design aims to inspire dialogue , understanding , and mutual respect among people from all backgrounds. It celebrates the cultural mosaic that defines America , promoting a sense of unity and shared purpose. ,
The picture is divided into two distinct halves , visually representing the duality of good and bad. Left Half (Good): On the left side of the picture , there's a serene and ethereal scene. A bright , golden sun shines radiantly in the sky , casting warm and gentle light across a tranquil landscape. Lush green fields stretch into the distance , dotted with vibrant flowers and trees. A calm river flows gently through the scene , reflecting the sky's brilliance. In the foreground , there are diverse and harmonious groupings of people engaged in acts of kindness and cooperation. They're helping each other , sharing resources , and engaging in activities that promote well-being and unity. There are images of people volunteering , comforting each other , and working together to build a thriving community. The color palette is dominated by soft , warm tones like gold , green , and pastel shades , creating an atmosphere of positivity , compassion , and hope. Right Half (Bad): On the right side of the picture , there's a stark contrast to the left side. The sky is dark and stormy , with ominous clouds that obscure the light. The landscape is desolate and barren , with withered trees and dry , cracked earth. The river is polluted and toxic , representing decay and destruction. In this half , there are depictions of conflict , greed , and suffering. People are shown engaging in acts of cruelty , aggression , and selfishness. There are symbols of oppression , inequality , and environmental degradation. The scene conveys a sense of chaos and despair , with fractured relationships and a lack of harmony. The color palette is dominated by cool , harsh tones like deep blues , grays , and murky shades , evoking feelings of darkness , negativity , and discord. Center (Balance and Interaction): At the center of the picture , where the two halves meet , there's a subtle blending of colors and elements. This represents the inherent connection between good and bad , and how they coexist in the real world. There's a small bridge that spans the river , symbolizing the potential for communication and understanding between opposing forces. Some people from each side are crossing the bridge , showing that there can be movement and transformation. This central area serves as a reminder that the boundaries between good and bad can be fluid , and individuals have the capacity to make choices that influence the balance between the two. Overall Theme: The picture encapsulates the complexities of human nature and the world we inhabit. It reflects the ongoing struggle between positive and negative forces , while also highlighting the potential for growth , change , and finding common ground. It encourages viewers to consider the shades of gray that exist between the extremes and to contemplate the choices they make in their own lives. ,
"An urban landscape symbolizing the system in Japan and the issues hidden by major corporations. Include design elements that hint at problems concealed in the shadows of buildings." "An abstract artwork themed around the issues of 'elderly harm' and 'unreasonableness'. Use colors and shapes to express the disconnect and lack of understanding between generations." "An artwork combining traditional Japanese beauty with modern issues. Depict a landscape where old buildings coexist with new ones , weaving in elements that symbolize 'elderly harm' , 'unreasonableness' , and hidden issues." , Cartoon , Cartoon Destructive , Cartoon ,
Crisis lab experts urge caution in interpreting osteoporosis data , warning that skewed research and selective reporting can mislead policy and public understanding. The under funding and under-prioritization of osteoporosis awareness exacerbate these issues , leading to inadequate healthcare and policy outcomes ,
Inside a meticulously designed room , a couple is artfully portrayed. Positioned in the left corner of the image , a lavish bed takes center stage , while atop it , a woman perches delicately at the edge , fixating her gaze upon her peacefully slumbering partner. Her eyes reveal a profound sense of solitude , as if she grapples with feelings of inadequacy and longing. In this captivating scene , a grand window adorned with a billowing white curtain commands attention , inviting soft rays of light to gently illuminate the room. To the right , in the distant corner , an elegant white lamp and a solitary chair lend an air of contemplation and solitude. The palette of the image is dominated by a harmonious fusion of ethereal whites and subdued grays , evoking a sense of tranquility and introspection. The subtle interplay of shadows and highlights accentuates the contours of their forms , lending depth and realism to the composition. Employing advanced techniques in realistic digital artwork , this masterful creation utilizes high-resolution textures and meticulous lighting effects to immerse the viewer in a world of nuanced emotions and intricate details. The resulting piece captures the delicate subtleties of the human experience , inviting contemplation and reflection. With an aspect ratio of 16:9 , this awe-inspiring artwork invites viewers to immerse themselves in the captivating narrative , evoking a profound emotional response and a deeper understanding of the human condition. Please note that the final text may vary based on specific requirements and artistic preferences. , Pencil Sketch ,
A horizontal divider that features small icons of open books , digital wallets , and lightbulbs , representing education and understanding. Along the divider , include subtle references to cryptocurrencies and liberty , like small digital coins and liberty symbols (e.g. , a torch or dove). The background should have a light gradient in blue and gold , suggesting enlightenment and knowledge. , , Water Color ,
olpntng style , Alkebulan. A goddess in the cosmos. Full body. Shadows and Dreams , . Lunar Empress , smooth soft skin , symmetrical , soft lighting , detailed face , moonlight , detailed background , concept art , digital painting , looking into camera , beautiful , godlike , cosmic , perfect , portrait , "A digital art named 'Chronicles of the Cosmos' created using a fractal filter , depicting an abstract and mesmerizing representation of the universe and its infinite mysteries. Using a combination of generative and fractal noise techniques , the artwork is designed to evoke a sense of wonder and awe , and to explore the relationship between chaos and order in the cosmos. The artwork is a visual representation of the human quest for understanding the universe and our place within it." , oil painting , heavy strokes , paint dripping ,
A path that rises gently toward a bright , serene horizon , symbolizing wisdom and life. The path is lined with blooming flowers and lush greenery , leading towards a warm , inviting light. In contrast , a lower , darkened path descends into shadowy , rough terrain , representing the way of folly and destruction. The scene emphasizes the contrast between the elevated path of understanding and the downward path of foolishness. ,
"A striking , black-and-white stencil art piece that symbolizes the difference between professionals and specialists , and the misunderstanding that some people have about these roles. Consider using symbolic imagery , such as two figures , one with a wide array of tools and the other with a single , specialized tool , with a crowd of confused onlookers." "A bold , graffiti-style mural in grayscale that depicts the importance of living true to one's role , whether as a professional or a specialist. Use exaggerated , distorted imagery and a range of tones from black to white to convey the emotional strain and the need for clarity in understanding these roles." "A monochrome piece that contrasts the broad skill set of a professional with the focused expertise of a specialist. Use a mix of diverse , dynamic motifs representing the professional and singular , detailed symbols representing the specialist , all rendered in a stark black-and-white style , to represent the tension and balance." ,
"An urban landscape symbolizing the system in Japan and the issues hidden by major corporations. Include design elements that hint at problems concealed in the shadows of buildings." "An abstract artwork themed around the issues of 'elderly harm' and 'unreasonableness'. Use colors and shapes to express the disconnect and lack of understanding between generations." "An artwork combining traditional Japanese beauty with modern issues. Depict a landscape where old buildings coexist with new ones , weaving in elements that symbolize 'elderly harm' , 'unreasonableness' , and hidden issues." , Cartoon , Cartoon Destructive , Cartoon color art , Cartoon , Cartoon ,
In the immediate front , craft a labyrinthine garden teeming with flora that defy the ordinary—vibrant hues of blues , purples , and greens paint plants that seem to warp and twist , challenging the viewer's understanding of nature. Among these fantastical plants , silhouette-like figures emerge , their faces abstract , composed of geometric shapes , yet each conveying a distinct , raw emotion: joy , sorrow , wonder. ,
Appearance: The bartender is a surprising sight , as it is an Orc , typically known for their fierce and warrior-like appearance. Despite the common stereotype , this Orc bartender breaks the mold with a warm and inviting demeanor. Standing behind the bar with a muscular frame and greenish-gray skin , they greet patrons with a friendly smile , showcasing their sharp tusks that add character to their face. Their strong hands deftly handle bottles and mugs with surprising gentleness , a stark contrast to their intimidating appearance. Features: This Orc bartender is not only strong but possesses a natural talent for putting people at ease. They have a deep and resonant voice that carries through the tavern , captivating patrons with their tales and jokes. Despite the language barrier that might exist between some patrons and the Orc , they are skilled at communicating through gestures and expressions , ensuring everyone feels welcome. Habitat: This Orc bartender can be found in a diverse range of establishments , from rowdy taverns in bustling cities to cozy inns tucked away in the countryside. Their presence bridges the gap between different races and cultures , making them an essential figure in places where adventurers and travelers gather. In your DND world , this Orc bartender might be running a tavern on the outskirts of a mixed-race settlement or in an adventurers' haven near a renowned dungeon. Behavior: While fierce in battle , this Orc bartender has chosen a path of hospitality and community. They genuinely care about the well-being of their patrons and take pride in creating an enjoyable atmosphere. Their ability to read people serves them well in handling various situations that may arise within the tavern , ensuring that disputes are quelled before they escalate. Role in the World: In your DND world , this Orc bartender defies stereotypes and acts as a symbol of unity among different races. They challenge preconceived notions and prejudices , using their role to promote understanding and camaraderie. Adventurers may find in them an unexpected ally or a source of wisdom as they navigate the complexities of the world. Encountering an Orc bartender in your campaign can be a delightful and thought-provoking experience for players. It presents an opportunity to explore themes of acceptance , tolerance , and the potential for individuals to rise above cultural expectations. The interactions with this unique bartender can lead to interesting role-playing moments , offering a chance for players to challenge their characters' biases and assumptions. The presence of an Orc bartender in your campaign world adds depth and complexity to the portrayal of different races and cultures. It enriches the world by showcasing that individuals are not bound by their appearances , and their choices and actions can have a profound impact on the communities they are a part of. This NPC can become a memorable and cherished character in your DND campaign , leaving a lasting impression on players as they continue their adventures. ,
Positive Prompt: "A detailed technical illustration that shows two key stages of oil well operation using modern and clear visual design. On the left side , the 'Heat Carrier Injection' process is depicted. A pump jack , widely used in the oil industry to move liquid from the well , is shown on the surface. Red arrows highlight key steps in the process. The first step is the plunger lift , which plays a crucial role in the operation of the pump. This process is facilitated by lifting the plunger inside the pumping equipment in preparation for the injection. The second step involves securing the tubing column to a suspended plug , an important measure to ensure the temporary closure of the well and prevent unwanted discharge while preparing for the heat carrier injection. Subsurface , the illustration shows components like the tubing and working rods involved in this process. The entire system is presented in cross-section to demonstrate how it functions in real conditions , providing a deeper understanding of the equipment interaction during heat carrier injection. On the right side of the illustration , the 'Production Phase' is shown. The pump jack is again depicted on the surface , but now the focus is on the oil extraction process. Arrows indicate several important operations. First , the dismantling of a solid ring is shown , which is removed to prepare the well for operation. Next , the installation of a polished rod is highlighted , an important component of the pumping system that allows for effective force transmission for the pump's operation. Finally , the lowering of the plunger is illustrated , which initiates the system's operation in extraction mode. The cross-sectional view of the well illustrates how the pumping system elements work during oil extraction. Specifically , equipment such as the SPR-57 cylinder and plunger are highlighted as crucial for ensuring oil production. All elements are clearly labeled with descriptions , making it easier to understand the processes and equipment. The illustration is designed in a modern style with clear lines and bright colors to simplify the perception of complex technical processes. All key operations are marked with explanatory arrows , and labels help quickly orient the viewer on the actions being performed at each stage. Both surface and subsurface equipment are represented in cross-section , providing a comprehensive understanding of all stages of well operation. This illustration is suitable for use in educational and professional materials within the oil and gas industry , as it provides a visual and understandable representation of the heat carrier injection process and subsequent oil extraction." Negative Prompt: "The illustration lacks sufficient detail , reducing its practical value for technical specialists and engineers. Firstly , key components of the equipment , such as the tubing , column pipes , and plunger , are presented schematically and without explanatory labels , making it challenging to understand specific processes and steps. Important stages , such as the plunger lift or the dismantling of the solid ring , are depicted too simplistically , and due to the lack of detailed indicators , it is unclear how these operations are carried out. The subsurface part of the equipment in cross-section is also inadequately detailed: there are no precise labels for all layers and components necessary to understand the complete structure and system interactions. The SPR-57 cylinder , which is a crucial part of the production process , is not visualized with sufficient clarity , potentially leading to misunderstandings of its functions and role in the process. Additionally , there is no clear indication of the flow of fluids , such as the heat carrier injection or liquid circulation. The red arrows used to highlight key processes are not sufficiently informative: their trajectory may confuse the user , as they do not clearly point to specific elements of the system , and their placement on the diagram appears cluttered. This complicates the perception of the overall logic of the processes. As a result , the illustration appears superficial and unsuitable for use in professional technical instructions or educational materials. Finally , the overall design of the illustration is outdated , which diminishes its visual appeal. Modern illustrations require cleaner , clearer graphics with bright and unambiguous indicators and explanatory captions to enhance clarity and ease of understanding , which is lacking in this case. All these factors make the illustration less useful for engineering tasks and necessitate revisions to meet contemporary quality standards in the oil and gas industry." These prompts provide a comprehensive overview of both the strengths and weaknesses of the illustration. ,
olpntng style , Alkebulan. A goddess in the cosmos. Full body. Shadows and Dreams , . Lunar Empress , smooth soft skin , symmetrical , soft lighting , detailed face , moonlight , detailed background , concept art , digital painting , looking into camera , beautiful , godlike , cosmic , perfect , portrait , "A digital art named 'Chronicles of the Cosmos' created using a fractal filter , depicting an abstract and mesmerizing representation of the universe and its infinite mysteries. Using a combination of generative and fractal noise techniques , the artwork is designed to evoke a sense of wonder and awe , and to explore the relationship between chaos and order in the cosmos. The artwork is a visual representation of the human quest for understanding the universe and our place within it." , oil painting , heavy strokes , paint dripping ,
Appearance: The Firbolg paladin merchant is an imposing yet gentle figure , embodying the harmonious blend of strength and compassion. Standing tall , their towering frame is covered in earth-toned fur , seamlessly blending with the natural surroundings. Their eyes radiate a sense of wisdom and kindness , and their warm smile puts even the weariest travelers at ease. They wear simple and practical attire , adorned with handcrafted symbols of their devotion to their chosen path as a paladin. Features: The Firbolg paladin merchant is not just a purveyor of goods but also a protector of the weak and defender of justice. They possess a deep-rooted sense of empathy and strive to bring peace and prosperity to all they encounter. Their connection with nature grants them a unique understanding of the land and its resources , allowing them to offer rare and sustainable goods to their customers. Habitat: The Firbolg paladin merchant can be found traveling far and wide , bringing their wares and ideals to both bustling cities and remote villages. They often set up stalls at the edges of markets or in the midst of nature , attracting customers seeking ethically sourced and ecologically friendly products. In your DND world , this Firbolg might hail from a sacred grove , a guardian of ancient traditions , or a wandering advocate for harmony and balance. Behavior: True to their Firbolg nature , the paladin merchant is a calm and introspective individual , always seeking to understand the needs and desires of others. They are not driven by greed or ambition but by a deep desire to make the world a better place. As a paladin , they uphold a strict code of honor and strive to protect the innocent and bring justice to those who harm others. Role in the World: In your DND world , the Firbolg paladin merchant is a symbol of ethical commerce and responsible entrepreneurship. Their stalls are a haven for those seeking ethically sourced goods and rare items that won't harm the environment. Adventurers may find themselves drawn to the paladin merchant , not just for their unique products , but also for the wisdom and guidance they offer. Encountering a Firbolg paladin merchant in your campaign can be an uplifting and transformative experience for players. It presents an opportunity to explore themes of environmental stewardship , social responsibility , and the impact of commerce on the world. The interactions with this paladin merchant can lead to inspiring role-playing moments , where players might learn about the importance of balance and the interconnectedness of all living things. The presence of a Firbolg paladin merchant in your campaign world adds a touch of nature and spirituality to the commercial landscape. Their presence is a reminder that commerce can be a force for good , and the choices individuals make can have far-reaching consequences for the world. This NPC can become a cherished and respected character in your DND campaign , leaving a lasting impression on players as they navigate the complexities of commerce and ethics in your vibrant and dynamic world. ,