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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. ,
huge tall and strong fullslim lovely , curvy , brunette young girl with small head and very broad shoulders , straight body , size G breast , plus size belly , small narrow pelvis , slim hips , long thighs and legs , towering with little smile at swimming pool under the clouds , wearing bikini top that only covers her nips , wearing only a loose black fishnet miniskirt ,
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. ,
"Imagine transforming your room's atmosphere instantly with the power of a smart LED mood light! This innovative lighting solution lets you change the ambiance of your space with just a few taps on your smartphone. Whether you're studying , unwinding , or hosting a party , the smart LED light adapts to your needs by offering customizable colors and brightness settings. Set it to a bright , energizing light when you're working , or switch to soothing hues like blue or purple to create a calm and relaxing environment. Want to take it a step further? Sync the light with your favorite music to create a dynamic light show that reacts to every beat! It’s like having your very own light DJ for the ultimate entertainment experience. The best part? You can control the light remotely from anywhere in the room using an easy-to-use app. This smart lighting solution not only adds a personal touch to your space , but it also enhances the mood , helping you create the perfect environment for any occasion. Whether you're hosting a movie night , working , or just chilling with friends , the smart LED mood light makes every moment feel just right." ,
an orc with long dark hair , on his shoulders a bear skin like a cape , he is barefoot wearing only a kind of skirt made of animal skin and a rope being used as a belt , his muscles are well defined and large he is sitting on a fallen log in front of a fire as dusk falls , in the background a dark forest with large trees ,
an orc with long dark hair , on his shoulders rests a bear skin as if it were a cape , he is barefoot wearing only a kind of skirt made of animal skin and a rope being used as a belt , his muscles are well defined and large he is sitting on a fallen log in front of a fire as dusk falls , in the background a dark forest with large trees ,
scary woman , poor old woman , beggar , very old woman , very skinny woman with only one eye , without one eyes , full body view , ghost , devil , high fantasy , mouth , one eye , She is in medieval village , medieval village in the background 8k , 8k , high resolution , detailed , detailed matte painting , deep color , fantastical , intricate detail , splash screen , complementary colors , fantasy concept art , 8k resolution trending on Artstation Unreal Engine 5 ,
a perfect painting of a sexy woman , gorgeous , perfect naked big breasts , intricate , extremely detailed , 3d , trending on onlyfans , multicolored , hyperrealistic , photografic , hyper detailed illustration , 8k , closeup portrait of a sexy girl , windblown red wavy hair , steampunk city in the background , professional studio lighting , very detailed , trending on artstation , fantasy ,
masterpiece , best quality , (1girl:1.5) , extreme detailed beautiful face , glossary skin , at a concert hall , high detail , pin spotlight , classic music , cinematic light , realistic , dynamic pose , intense performance , blond long hair , bokeh , motion blur , gorgeous dress , <lora:LowRA:0.6> dark theme , <lora:flat2:0.2> <lora:more_details:0.4> <lora:AstralMecha:0.8> , airy nuance Negative prompt: low quality , worst quality , EasyNegative , microphone , worst arms , worst finger Steps: 60 , Sampler: DPM++ SDE Karras , CFG scale: 7 , Seed: 3974143745 , Size: 512x768 , Model hash: 463d6a9fe8 , Model: absolutereality_v181 , ADetailer model: mediapipe_face_full , ADetailer confidence: 0.3 , ADetailer dilate/erode: 4 , ADetailer mask blur: 4 , ADetailer denoising strength: 0.4 , ADetailer inpaint only masked: True , ADetailer inpaint padding: 32 , ADetailer version: 23.8.0 , Lora hashes: "LowRA: 0dfc93870ba3 , flat2: 80f764dfb478 , more_details: 3b8aa1d351ef , AstralMecha: 9b9ef9913373" , TI hashes: "EasyNegative: c74b4e810b03" , Version: v1.5.1 , Hashes: {"embed:EasyNegative": "c74b4e810b" , "embed:flat2": "054e950e72" , "lora:LowRA": "348071db54" , "lora:flat2": "054e950e72" , "lora:more_details": "d9cf2f88de" , "lora:AstralMecha": "a10ae74127" , "model": "463d6a9fe8"} ,
Steps: 50 , CFG: 10.00 , Sampler: k_euler , Model: v1-5-pruned-emaonly Positive: (medieval UFO) , ((UFO abducting beatiful girl wearing country side outfit with an UFO ray)) , UFO BEAM , perfect face , detailed face , (sharp) , high detailed , concept art , design art , by Greg Rutkowski , ((by Alyssa Monks)) Negative: lowres , bad anatomy , deformed , text , error , missing fingers , extra digit , fewer digits , cropped , worst quality , low quality , normal quality , jpeg artifacts , signature , watermark , username , blurry ,
The image is a radiant stained glass portrait of an African woman. Her face is the embodiment of grace and beauty , captured in a side profile that accentuates her striking features. The woman's skin is rich and smooth , a warm shade that glows against the intricate backdrop. She wears an elaborate headwrap that coils around her head in a lavish display of patterns and colors , each fold highlighted by the stained glass technique , giving the impression of a luxurious textile. Her jewelry , a mix of necklaces and large hoop earrings , is a cascade of vibrant beads and ornaments , adding a touch of elegance and cultural richness to her ensemble. The stained glass surrounding her is a mosaic of earthy tones and organic shapes , reminiscent of natural elements like leaves and water , blending seamlessly with more geometric designs. Light seems to filter through the glass , illuminating her profile and lending an almost divine aura to the artwork. This piece is not only a celebration of the woman's physical beauty but also an homage to the cultural heritage and artistry of African design , presented through the lens of contemporary stained glass artistry. ,