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Fairness means ensuring your analysis doesn't create or reinforce bias. This can be challenging , but if the analysis is not objective , the conclusions can be misleading and even harmful. In this reading , you’re going to explore some best practices you can use to guide your work toward a more fair analysis! Consider fairness Following are some strategies that support fair analysis: Best practice Explanation Example Consider all of the available data Part of your job as a data analyst is to determine what data is going to be useful for your analysis. Often there will be data that isn’t relevant to what you’re focusing on or doesn’t seem to align with your expectations. But you can’t just ignore it; it’s critical to consider all of the available data so that your analysis reflects the truth and not just your own expectations. A state’s Department of Transportation is interested in measuring traffic patterns on holidays. At first , they only include metrics related to traffic volumes and the fact that the days are holidays. But the data team realizes they failed to consider how weather on these holidays might also affect traffic volumes. Considering this additional data helps them gain more complete insights. Identify surrounding factors As you’ll learn throughout these courses , context is key for you and your stakeholders to understand the final conclusions of any analysis. Similar to considering all of the data , you also must understand surrounding factors that could influence the insights you’re gaining. A human resources department wants to better plan for employee vacation time in order to anticipate staffing needs. HR uses a list of national bank holidays as a key part of the data-gathering process. But they fail to consider important holidays that aren’t on the bank calendar , which introduces bias against employees who celebrate them. It also gives HR less useful results because bank holidays may not necessarily apply to their actual employee population. Include self-reported data Self-reporting is a data collection technique where participants provide information about themselves. Self-reported data can be a great way to introduce fairness in your data collection process. People bring conscious and unconscious bias to their observations about the world , including about other people. Using self-reporting methods to collect data can help avoid these observer biases. Additionally , separating self-reported data from other data you collect provides important context to your conclusions! A data analyst is working on a project for a brick-and-mortar retailer. Their goal is to learn more about their customer base. This data analyst knows they need to consider fairness when they collect data; they decide to create a survey so that customers can self-report information about themselves. By doing that , they avoid bias that might be introduced with other demographic data collection methods. For example , if they had sales associates report their observations about customers , they might introduce any unconscious bias the employees had to the data. Use oversampling effectively When collecting data about a population , it’s important to be aware of the actual makeup of that population. Sometimes , oversampling can help you represent groups in that population that otherwise wouldn’t be represented fairly. Oversampling is the process of increasing the sample size of nondominant groups in a population. This can help you better represent them and address imbalanced datasets. A fitness company is releasing new digital content for users of their equipment. They are interested in designing content that appeals to different users , knowing that different people may interact with their equipment in different ways. For example , part of their user-base is age 70 or older. In order to represent these users , they oversample them in their data. That way , decisions they make about their fitness content will be more inclusive. Think about fairness from beginning to end To ensure that your analysis and final conclusions are fair , be sure to consider fairness from the earliest stages of a project to when you act on the data insights. This means that data collection , cleaning , processing , and analysis are all performed with fairness in mind. A data team kicks off a project by including fairness measures in their data-collection process. These measures include oversampling their population and using self-reported data. However , they fail to inform stakeholders about these measures during the presentation. As a result , stakeholders leave with skewed understandings of the data. Learning from this experience , they add key information about fairness considerations to future stakeholder presentations. ,
Deep beneath the 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. ,
Professional painting of a humanoid alien with exotic aquatic features , by Jeremy Mann , Rutkowski , and other Artstation illustrators , intricate details , face , portrait , headshot , illustration , UHD , 4K , dof , cinematic lighting , beautiful , hyperrealistic , ultra detailed , by Greg Rutkowski , Alphonse Mucha ,
Within the West Sea , amidst the shifting sand , there is a country named Gully City.Within the West Sea , west of the quicksand , there is a country named Fan Ye.To the west of quicksand , where there is a bird mountain , the three waters come out. Therefore , there are gold , jade , elixirs , silver and iron , all of which flow here. There is also Huaishan , where good water comes out.To the east of quicksand and to the west of black water , there are countries of cloud and swine. The wife of the Yellow Emperor , Lei Zu , gave birth to the idea of prosperity. Changyi descends like water , giving rise to the Korean current. Han Liu raised his head , listened attentively , had a human face , a ragged beak , a Lin body , a Qugu , and a dolphin. He named Naozi Ah Nu and gave birth to Emperor Zhuanxu.To the east of the quicksand and between the black waters , there is a mountain called the Mountain of Death.(masterpiece , top quality , best quality , official art , beautiful and aesthetic:1.2) , (extremely detailed , highres , highest detailed:1.2) , (8k , absurdres , CG) , neon lighting , (vibrant glow) , dynamic colors , striking contrast , futuristic vibe , electric energy , reflective surfaces , (cityscape) , (futuristic cyberpunk city) , ,
Highly detailed fantasy western landscape with steampunk locomotive , cowboy , train station and saloon.A female astronaut standing on a barren , desert-like extraterrestrial landscape. She wears a sleek , form-fitting yellow and black spacesuit adorned with various patches and a distinctive orange logo on her chest. Hans Darias AI. Her blonde hair is tied up in a bun , and she has a focused expression on her face. In the background , a massive planet , possibly Saturn , looms large , casting a reddish hue over the scene. The sky is dotted with stars , and the overall ambiance suggests a setting on another planet or a moon , maybe Titan.A futuristic , cyberpunk-inspiring a humanoid 🤖male , metallic male mechanical robot. The scene has various gears , wires , and circuitry , giving off a cool , toxic blue cityscape with towering skyscrapers. The overall design exudes a sense of advanced technology and urban grit.in space , Sci fi starship biomechanical , complex and detailed , lighting effects , dark ambience , , intricate work , orange beige ratio , blur haze. , close-up , hyper detailed , trending on art station , sharp focus , studio photo , intricate details , highly detailed , vibrant glass , protovision , The starships are flying near metallic gold & forest green wired constructed Saturn -Earth-esque planet. In the style of Larry Niven & Ridley Scott. , dark fantasy , conceptual art , photo , painting , 3d render , cinematic , illustration , vibrant , architecture. , 3d render , dark fantasy , painting , illustration , conceptual art , cinematic , vibrant , photo ,
A futuristic , cyberpunk-inspiring a humanoid , metallic mechanical robot. The scene has various gears , wires , and circuitry , giving off a cool , toxic blue cityscape with towering skyscrapers and holographic advertisements. The overall design exudes a sense of advanced technology and urban grit.in space , Sci fi starship biomechanical , complex and detailed , lighting effects , dark ambience , , intricate work , orange beige ratio , blur haze. , close-up , hyper detailed , trending on art station , sharp focus , studio photo , intricate details , highly detailed , vibrant glass , protovision , The starships are flying near metallic gold & forest green wired constructed Saturn -Earth-esque planet. In the style of Larry Niven & Ridley Scott. , dark fantasy , conceptual art , photo , painting , 3d render , cinematic , illustration , vibrant , architecture ,
An awe-inspiring landscape showing the mount Canigou range with south france pigne forest in the middleground and rolling hills in the background. In the foreground an old vineyard. The overall vibe should be adventurous and wanderlust-evoking , with warm tones of oranges and pink in the sky to convey a sunset or sunrise. A few birds soaring in the sky would add a touch of liveliness to the scene and a human couple with a dark blond half long hair women and a dark brown hair man view from their back in a swimming and gazing at the view from a pool on the foreground. Digital art. ,
A fascinating collage of multiple selfies showcasing a man's diverse looks and styles. The central image features a human-alien hybrid , part alien-frog couple , dressed in Victorian-inspired steampunk attire , standing together at a futuristic car showroom. The man has a round-shaped head and frog-colored skin , wearing a metallic gold , red matte , and blue detailed suit , while the woman has an athletic light-red body , diamond ears , and dons an eggshell-colored gown with a hat. They lean on fashionable umbrellas and are surrounded by an array of intricately designed vehicles , reminiscent of classic cars like Lamborghinis , Mustangs , Chevys , and Mercury Cougars. The background features a gradient of dark metallic gold and obsidian green , creating a striking atmosphere. The man' ,
A captivating render of an otter-humanoid dog 🐕 🐶 🐕🐶 walker. (((The 🦦otter 🦦 is walking a few dogs down a city's street , and people are walking by like it's an everyday occurrence.))). The background is a dramatic , cinematic landscape with vibrant colors and vibrant , portrait photography , cinematic , conceptual art. 750 UHD 4D resolution.Insanely diamond mirrored symmetrical composition. M.C. Escher's impossible mirror staircases spiral across a luminescent surface in a mesmerizing pattern. Aiming downwards into infinity. Royalpunk-inspired industrial details and machinery infused into the mirrored staircases' structure. Neon metallic gold. Impossible diamond staircases and astronauts walking in different gravity directions. Low-angle. Inspired by M.C. Escher. Infinite reflecting mirrored staircases. Endless Humans & Aliens walking , on the staircases. Staircases disappearing into nebulas. Vibrant colors , contrasted with deep space darkness.Highly detailed. Unique impossible geometry.750 UHD 4D resolution. Celestial blue and purple hues Rich , warm lighting radiating from the luminescent surface. Warm glow , intricate details , brass accents , Victorian-inspired architecture , impossible geometry , industrial fantasy , highly ornamented , luxurious textures , midnight rays , best quality , a masterpiece.A cinematic portrait of a human-alien hybrid couple dressed in Victorian-inspired steampunk attire. The man is a human-owl hybrid with deep-water colored skin and wears a metallic gold , green matte , and red detail suit. Insanely symmetrical composition. M.C. Escher's impossible mirror staircases spiral across a luminescent surface in a mesmerizing pattern. Aiming downwards into infinity. Royalpunk-inspired industrial details and machinery infused into the mirrored staircases' structure. Gothic gold and burnt orange hues.Space station with impossible staircases and astronauts walking in different gravity directions. Low-angle. Inspired by M.C. Escher. Infinite reflecting mirrored staircases. Endless Humans & Aliens walking , on the staircases. Staircases disappearing into nebulas. Vibrant colors , contrasted with deep space darkness.Highly detailed. Unique impossible geometry.750 UHD 4D resolution. Rich , warm lighting radiating from the luminescent surface. Warm glow , intricate details , cobalt accents , Victorian-inspired architecture , impossible geometry , industrial fantasy , highly ornamented , luxurious textures , midnight rays , best quality , a masterpiece.He leans on a sturdy cane. The owl-seal humanoid woman has an athletic light-red body and diamond ears. She wears a metallic gold and obtuse cream colored gown , a hat , and leans on a fashionable umbrella. The couple stands in a futuristic starship showroom with an array of intricately designed vehicles. The background features a gradient of dark metallic gold and obsidian green.Insanely diamond mirrored symmetrical composition. M.C. Escher's impossible mirror staircases spiral across a luminescent surface in a mesmerizing pattern. Aiming downwards into infinity. Royalpunk-inspired crystal details and machinery infused into the mirrored staircases' structure. Neon gold. Impossible diamond staircases and astronauts walking in different gravity directions. Low-angle. Inspired by M.C. Escher. Infinite reflecting mirrored staircases. Endless Humans & Aliens walking , on the staircases. Staircases disappearing into nebulas. Vibrant colors , contrasted with deep space darkness.Highly detailed. Unique impossible geometry.750 UHD 4D resolution. Warm glow , intricate details , brass accents , Victorian-inspired architecture , impossible geometry , industrial fantasy , highly ornamented , luxurious textures , midnight rays , best quality , a masterpiece.A cinematic portrait of a human-alien hybrid couple dressed in Victorian-inspired steampunk attire. The man is a human-owl hybrid with deep-water colored skin and wears a metallic gold , green matte , and red detail suit. The woman has purple hair and wears a purple dress with brass accents. They are standing on a spiral staircase that disappears into the sky. The background contains a futuristic city with tall skyscrapers and flying vehicles. The city has a vibrant blue and purple sky with two large celestial bodies. The overall scene has a warm glow and is highly detailed. ,
A futuristic , cyberpunk-inspiring a humanoid , metallic mechanical robot. The scene has various gears , wires , and circuitry , giving off a cool , toxic blue cityscape with towering skyscrapers and holographic advertisements. The overall design exudes a sense of advanced technology and urban grit.in space , Sci fi starship biomechanical , complex and detailed , lighting effects , dark ambience , , intricate work , orange beige ratio , blur haze. , close-up , hyper detailed , trending on art station , sharp focus , studio photo , intricate details , highly detailed , vibrant glass , protovision , The starships are flying near metallic gold & forest green wired constructed Saturn -Earth-esque planet. In the style of Larry Niven & Ridley Scott. , dark fantasy , conceptual art , photo , painting , 3d render , cinematic , illustration , vibrant , architecture. , Trippy ,
a painting of a wolf sitting in the water , wolf portrait , fantasy wolf portrait , very very beautiful furry art , wolf companion , blue wolf , retarded wolf portrait , wolf , photo of wolf , wolf like a human , portrait of a wolf , goldenwolf , wolf head , portrait of a wolf head , painting of cute dog , geometric wolf , wolf fursona , Pencil Sketch ,
⚡🌌🚀🛬🤖👾👽🌃🌌🌠🌟⭐🛰️🧑🚀🛸🌚 A futuristic , cyberpunk-inspiring a humanoid , metallic mechanical male robot. The scene has various gears , wires , and circuitry , giving off a cool , toxic blue cityscape with towering skyscrapers and holographic advertisements. The overall design oozes a sense of advanced technology and urban grit in space , Sci fi starship biomechanical , complex and detailed , lightning effects , exciting happening warm ambience , , intricate work , happy peach matte beige ratio , , close-up , hyper detailed , trending on art station , sharp focus , studio photo , intricate details , highly detailed , vibrant glass , protovision , The starships are flying near metallic gold & forest green wired constructed Saturn -Earth-esque planet. In the style of Larry Niven & Ridley Scott. , dark fantasy , conceptual art , photo , painting , 3d render , cinematic , illustration , vibrant , architecture. , illustration , 3d render , photo , vibrant , painting , cinematic , dark fantasy , conceptual art. , Trippy , 3D ,
Generate a scene of an ancient angelic meeting room where a counsel of elders and provide wisdom to a human in the center during an astral travel. In the style of fantasy art. digital art , cosmic universe. vibrant colors reflecting off of golden rays of light. Electric blue light , portal entrance. cosmic volumetric lighting , 16k; deep color , fantastical , intricate detail , splash screen , complementary colors , fantasy concept art , 8k resolution trending on Artstation Unreal Engine 5 ,
Apariencia alienígena humana , angelicales , celestiales , cuerpo completo , hermoso , femenina ser espiritual , benevolente , con un aura en la cabeza , sorindo , con energía radiante , estilo arcángel miguel , confederación galáctica , alta calidad , ultra-realista , fotografía profesional , humano , ,
