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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. ,
Hyper-realistic , front-view close-up portrait of a furious Viking bursting into flames , smoke , embers , (symmetrical composition) , (eye contact) , epic , celestial , moody , cinematic lighting , lens flare , highly detailed , sharp focus , octane render , HDRI , intense , dramatic , warm colors , fiery effect , professional , 35mm , 8k , IMAX , (mouth closed) , viking helmet on his head , dark studio , low key , high contrast , dark background , flawless detail , award-winning , expertly crafted , detailed pupils , unreal engine ,
Hyper-realistic , front-view close-up portrait of a furious Viking bursting into flames , smoke , embers , (symmetrical composition) , (eye contact) , epic , celestial , moody , cinematic lighting , lens flare , highly detailed , sharp focus , octane render , HDRI , intense , dramatic , warm colors , fiery effect , professional , 35mm , 8k , IMAX , (mouth closed) , viking helmet on his head , dark studio , low key , high contrast , dark background , flawless detail , award-winning , expertly crafted , detailed pupils , unreal engine ,
Hyper-realistic , front-view close-up portrait of a furious Viking bursting into flames , smoke , embers , (symmetrical composition) , (eye contact) , epic , celestial , moody , cinematic lighting , lens flare , highly detailed , sharp focus , octane render , HDRI , intense , dramatic , warm colors , fiery effect , professional , 35mm , 8k , IMAX , (mouth closed) , viking helmet on his head , dark studio , low key , high contrast , dark background , flawless detail , award-winning , expertly crafted , detailed pupils , unreal engine ,
Generate an extreme closeup , photorealistic image of an ethereal young woman's eyes. The woman is of Middle-Eastern descent. Notice how the reflection of a snowy forest is contained within her eyes , creating a sense of hypermaximalism. Dark and dimly lit , the scene is designed with intricacy and detail. Snowflakes drift in the foreground while snow lines her eyelashes adding a unique touch. The ever-present frost brings a frigid atmosphere to the image. Center the focus on her eyes for a captivating effect. ,
A high-quality gastronomic photograph of a Shawarma Dürüm wrap with a heart made of cheese in the center. The wrap should showcase the layers of tender meat , fresh vegetables , and a heart-shaped cheese that is melted and visibly soft. The colors should be vibrant , emphasizing the freshness and warmth of the ingredients. Focus on the melting cheese in the shape of a heart , creating a visually appealing and appetizing scene. The texture of the wrap and the ingredients should be clear and rich , evoking a mouth-watering and delicious look. ,
Top-down , realistic photographic style image of a Caucasian woman with an elaborate Qing Dynasty imperial concubine 'liangbatou' hairstyle , adorned with subtle hair ornaments. She is slumped languidly on a richly decorated dragon bed within the Chuxiu Palace of the Forbidden City. She is dressed in delicate , pale silk palace undergarments , with her shoulders bare. Her face shows a blank , confused expression , with unfocused eyes. The Chuxiu Palace is richly decorated with traditional Chinese art and lacquered furniture. Soft , diffused light filters into the room. High resolution , detailed textures , shallow depth of field to focus on the woman. ,
Hyper-realistic , front-view close-up portrait of a furious Viking bursting into flames , smoke , embers , (symmetrical composition) , (eye contact) , epic , celestial , moody , cinematic lighting , lens flare , highly detailed , sharp focus , octane render , HDRI , intense , dramatic , warm colors , fiery effect , professional , 35mm , 8k , IMAX , (mouth closed) , viking helmet on his head , dark studio , low key , high contrast , dark background , flawless detail , award-winning , expertly crafted , detailed pupils , unreal engine ,
Hyper-realistic , front-view close-up portrait of a furious Viking bursting into flames , smoke , embers , (symmetrical composition) , (eye contact) , epic , celestial , moody , cinematic lighting , lens flare , highly detailed , sharp focus , octane render , HDRI , intense , dramatic , warm colors , fiery effect , professional , 35mm , 8k , IMAX , (mouth closed) , viking helmet on his head , dark studio , low key , high contrast , dark background , flawless detail , award-winning , expertly crafted , detailed pupils , unreal engine ON THE BEACH ,
face portrait of MeiyuCipher 1girl orange spike aura in motion , damaged chinese clothes , floating pieces , trending on artstation , sharp focus , intricate details , highly detailed , detailed face (ink and watercolor painting , brushstrokes , by Russ Mills and Yoji Shinkawa) best quality , absurdres , (negative space) , <lora:GlowingRunesAIV3:0.5> ,
1 beautiful young woman , ((flying gracefully)) under the moonlight , long flowing hair , ethereal and elegant , BIG Chest , wearing traditional Chinese Dunhuang-style clothes , intricate embroidery , silk ribbons , celestial aesthetics , delicate fabric movement , inspired by ancient Chinese immortals. Art style: Dunhuang_style , detailed , intricate patterns , ultra-detailed texture , cinematic lighting with dramatic backlight , hyper-realistic , photorealistic (best quality:1.5) , award-winning illustration , sharp focus , ultra high-resolution , unity 8K wallpaper. Facial details: sharp and expressive eyes , realistic facial features , soft glowing skin , looking at viewer , ulzzang beauty , elegant and divine presence. (LORA: <lora:style_dunhuang:1> <lora:koreandolllikenessV20_v20:0.4>) ((full body)) Negative prompt: blurry background , depth of field issues , overexposed , lowres , worst quality , (low quality:2) , (normal quality:2) , monochrome , grayscale , unnatural skin defects (acnes , blemishes , age spots) , unnatural anatomy (double navel , mutated arms , fused arms) , incorrect lighting , excessive backlight , distortion , (poor composition:1.3). Steps: 25 , Sampler: DPM++ 2S a Karras , CFG scale: 7 , Seed: 2963069277 , Size: 640x960 , Model hash: fc2511737a , Model: chilloutmix_NiPrunedFp32Fix , Clip skip: 2 , ENSD: 31337 ,
steampunk robot fly , 3 d model , unreal engine realistic render , 8 k , micro detail , intricate , elegant , highly detailed , centered , digital painting , artstation , smooth , sharp focus , illustration , artgerm , tomasz alen kopera , peter mohrbacher , donato giancola , joseph christian leyendecker , wlop , boris vallejo ,
Dune Tribute /// (Character) wearing detailed combat body suit with scarf , closeup , desert scene , detailed skin , face sharp focus , detailed eyes and pupils , detailed hair , intricate details and sharp , masterpiece , global illumination , real shadow , bokeh , best quality , Dune style , photorealistic , realistic , 8k , 3d ,
professional photo of a beautiful young latin woman , stunning beauty , pale sweaty skin , symmetrical pronounced face , big brown eyes , dense voluminous hair , stunning background with city view , cinematic lighting , highly detailed , intricate , sharp focus , (((depth of field))) , (((f/1.8))) , 85mm , (((professionally graded color))) , (((dusk))) , soft light and diffuse , volumetric fog , hdr 4k , 8k ,
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 ,
Dune Tribute /// (Character) wearing detailed combat body suit with scarf , closeup , desert scene , detailed skin , face sharp focus , detailed eyes and pupils , detailed hair , intricate details and sharp , masterpiece , global illumination , real shadow , bokeh , best quality , Dune style , photorealistic , realistic , 8k , 3d ,
professional portrait photograph of gorgeous rancher girl , (((sultry flirty look))) , nude , seductive , alluring , beautiful symmetrical face , cute natural makeup , (wearing brown cowboy hat) , (wearing traditional clothing) , confident pose , elegant , feminine , ((Utah landscape in background)) , wild west , ultra realistic , character concept art , highly detailed , intricate , (sharp focus) , 85mm , medium shot , mid shot , (centered image composition) , ((professionally color graded)) , ((bright soft diffused light)) , volumetric fog , trending on instagram , trending on tumblr , hdr 4k , 8k ,
(by Johan Christian Dahl (and Iassen Ghiuselev:0.5)) , (in the style of inked) , A vintage travel poster depiction of an exotic alien planet , featuring vibrant landscapes and strange flora and fauna. The camera angle is a medium shot , capturing the planet's distinctive features while keeping the focus on the intricate details of the alien world. The color palette is rich and multicolor , invoking a sense of wonder and otherworldliness. The poster is designed in an art deco style , combining bold geometric shapes with intricate patterns. This image is a playful and imaginative representation of intergalactic travel , perfectly blending nostalgia and futuristic elements. , (high quality) , (detailed) , (masterpiece) , (best quality) , (highres) , (extremely detailed) , (8k) ,
professional portrait photograph of a gorgeous Norwegian girl in winter clothing with long wavy blonde hair , sultry flirty look , (freckles) , gorgeous symmetrical face , cute natural makeup , wearing elegant warm winter fashion clothing , ((standing outside in snowy city street)) , stunning modern urban environment , ultra realistic , concept art , elegant , highly detailed , intricate , sharp focus , depth of field , f/1.8 , 85mm , medium shot , mid shot , (((professionally color graded))) , bright soft diffused light , (volumetric fog) , trending on instagram , hdr 4k , 8k ,
1 girl ((flying)) under moon , BIG Chest , Chinese immortals , dunhuang_cloths , dunhuang_style , best quality , realistic , photorealistic , award-winning illustration , (intricate details:1.2) , (delicate detailed) , (intricate details) , (cinematic light , best quality Backlights) , clear line , fashion girl , sharp focus , realistic face , detailed face , official art , unity 8k wallpaper , ultra high res , (photorealistic:1.5) , looking at viewer , ulzzang-6500 , <lora:style_dunhuang:1> <lora:koreandolllikenessV20_v20:0.2> , ((full body)) Negative prompt: blurry background , depth of field , paintings , sketches , (worst quality:2) , (low quality:2) , (normal quality:2) , lowres , normal quality , ((monochrome)) , ((grayscale)) , skin spots , acnes , skin blemishes , age spot , (outdoor:1.6) , manboobs , backlight , double navel , mutad arms , hused arms Steps: 25 , Sampler: DPM++ 2S a Karras , CFG scale: 7 , Seed: 2963069277 , Size: 640x960 , Model hash: fc2511737a , Model: chilloutmix_NiPrunedFp32Fix , Clip skip: 2 , ENSD: 31337 ,
portrait of a pretty office lady , long wavy blond hair , in office suit , detailed face , looing at the viewer , offce buildings in the background , blurred background , sharp focus , intricate , photographic , award winning photograph , 8k wallpaper , professional studio llghting , trending on artstation ,
(masterpiece , cyberpunk , hyper detailed , best quality) , woman , solo , tanned skin , toned body , calm demeanor , motorcycle , motorcycle helmet , vibrant ginger hair under motorcycle helmet , cleavage , detailed clothing , finely detailed , beautiful detailed shading , beautifully detailed background , sharp focus , cinematic lighting , modern photography , micro detail , macro detailed shading , smooth soft skin , glowing light , detailed background , dynamic angle , ,
professional portrait photograph of a gorgeous Norwegian girl in winter clothing with long wavy blonde hair , ((sultry flirty look)) , freckles , beautiful symmetrical face , cute natural makeup , wearing elegant winter fashion clothing , ((standing outside in snowy city street)) , stunning modern urban upscale environment , ultra realistic , concept art , elegant , highly detailed , intricate , sharp focus , depth of field , f/1.8 , 85mm , medium shot , mid shot , (centered image composition) , (professionally color graded) , ((bright soft diffused light)) , volumetric fog , trending on instagram , trending on tumblr , hdr 4k , 8k ,
good hand , 4k , best quality , chinese , in the workplace , wearing face mask , business outfit , sweaty , sharp focus , soft lighting , skinny , enormous breasts , 1girl , jewelry , earrings , long hair , blond hair , extremely messy hair ,