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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. ,
Blade Runner tribute /// photorealistic , highly detailed , Stunning Sci-Fi portrait of Harrison ford holding a gun and dressed brown Trench Coat with a tie from blade runner , octane render , epic ambiant light , very dark lighting , breathtaking lighting , detailed face and iris , blade runner style ,
Ultra realistic photo portrait of Christina Hendricks cosmic energy , colorful , painting burst , beautiful face , symmetrical face , tone mapped , intricate , elegant , highly detailed , digital painting , artstation , concept art , smooth , sharp focus , illustration , beautiful face , intricate , highly detailed , smooth , sharp focus , art by artgerm and greg rutkowski and alphonse mucha ,
The space station is massively bigger than Babylon 5 , but in the shape of Deep Space 9. The space station has 6 O'Neal Class space stations off in 5 different equilateral directions , & 1 down the middle. It's a planet that's 10 times bigger than Saturn , and has everything a planet has & more. There are hundreds of starships going to & fro , from the station , at any hour of the day. The station is in the center of the foreground. There are many stars , a nebula , and a comet , in the background. (((Use the following styles:conceptual art , protovision , 3d render , architecture , portrait photography , cinematic , diamond , alien , Leonardo Da Vinci , Issac Asimov , Stanley Kubrick , and Larry Niven))). 1 million HD Resolution , isometric art , insanely symmetrical details. ,
Caracas , illustration of the inside of a space station inspired by Stanley Kubrick's depiction of Calatrava , Niemeyer , Zaha Hadid , Gehry , Roberto Burle Marx , 8K , digital painting , concept art , smooth , sharp focus , illustration , summer vibrancy , cinematic , details , noisy film grain effect , super wide shot , 30mm , intricate , very very high detailed perfect faces , sharpen , red and blue color , more detailed , 3D appearance , full-length view , vibrant colors , high contrast , symmetry , great composition , high detail , cinematic lighting , award winning masterpiece , trending on artstation , octane render , soft studio light , sharpen , high detail , 8k , photorealistic , HD , detail 8k , render ultra detailed , centred 3d 150 mm , beautiful studio soft light , rim light , vibrant details , hyperrealistic , anatomical , elegant , octane render , 8k , 3D , 16:9 , HD , mdjrny-v4 style , wide shot , 35mm , cinematic , beautiful studio soft light , hyperrealistic , cyberpunk city , mdjrny-v4 style ,
portrait of puckish , by range murata and leyedencker , ultra realistic shaded lighting poster by greg rutkowski , cosplay of a catboy! maid! dress , thomas reimann , trees bent over river , jamie wyeth james gilleard edward hopper greg rutkowski acrylic painting , dark leather armor , 8k UHD , modest curvy holy body , D&D fantasy magic , by jeff todd and greg rutkowski , inspired by nier!! Gradient black night color scheme ((grafitti tag brick wall background)) , endless collaboration with ai , hairy chest and hairy body , slight smile expression , by WLOP and James Jean and Victo Ngai , strange emotions ,
Create A breathtaking , cinematic 3D render of a futuristic steampunk starship that masterfully fuses elements of converted 1974 Winnebago into the starship's bridge , and a G'Quan Class Heavy Battle Cruiser from Babylon 5 , for the in between part of the starship , and the soul of a sneaker. The bridge is in the top center of the starship This starship has a rustic orange , and cherry red , and lime green , for its colors. The massive spacecraft is in space orbiting a mesmerizing Giant Mercury-like planet with a vibrant multicolored surface creating a stunning visual effect. The starry cosmos in the background is filled with additional starships , each gracefully interacting in space. , 3D , Trippy , 3D , Styles of Gene Coon , & Stanley Kubrick. ,
Caracas , One starship spacial modern architecture inspired by Stanley Kubrick's depiction of Gaudi , Calatrava , Niemeyer , Zaha Hadid , Gehry , Roberto Burle Marx , 8K , digital painting , concept art , smooth , sharp focus , illustration , summer vibrancy , cinematic , details , noisy film grain effect , super wide shot , 30mm , intricate , very very high detailed perfect faces , sharpen , red and blue color , more detailed , 3D appearance , full-length view , vibrant colors , high contrast , symmetry , great composition , high detail , cinematic lighting , award winning masterpiece , trending on artstation , octane render , soft studio light , sharpen , high detail , 8k , photorealistic , HD , detail 8k , render ultra detailed , centred 3d 150 mm , beautiful studio soft light , rim light , vibrant details , hyperrealistic , anatomical , elegant , octane render , 8k , 3D , 16:9 , HD , mdjrny-v4 style , wide shot , 35mm , cinematic , beautiful studio soft light , hyperrealistic , cyberpunk city , mdjrny-v4 style , Gaudi , parque del este Burle Marx , detailed texture , spotlight , cyberpunk city , wired , multicolored , vibrant high contrast , hyperrealistic , photografic , 8k , epic ambient light , octane render ,
In the year 2742. Both cadets and officers , include humans , brown colored , redbrick skinned aliens , large green rough skinned aliens , gold & egg-shell colored aliens , orange cream skin colored aliens , redbrick colored aliens , diamond aliens , purple lye colored aliens. All of the uniforms have a Phoenix with a circle around on the upper left part of chest , on their uniforms , and designed by Denise and Mike Okuda. The ship's large bridge is designed by Matt Jeffries , Judith Garfield and Reeves-Stevens. (((The captain , is sitting in the command chair , at the helm , while the rest of the crew stand from tallest in the back , to the shortest just behind the captain.))). (((The ship's (((UPA Damiqueeze NDD 6421))) is , on a plaque above & behind this group of humans and aliens , on the wall of the starship's bridge. Just above the name , of the starship is a picture of the starship.))).In the year 2742. Both cadets and officers , include humans , brown colored , redbrick skinned aliens , large green rough skinned aliens , gold & egg-shell colored aliens , orange cream skin colored aliens , henna diamond aliens , purple lye colored aliens. All of the uniforms have a Phoenix with a circle around on the upper left part of chest , on their uniforms , and designed by Denise and Mike Okuda. The ship's bridge is designed by Matt Jeffries , Judith Garfield and Reeves-Stevens. , 3D ,
A surreal (((futuristic cityscape))) set in space , where the metropolis is surrounded by massive (((golden figure 8))) constructs evoking the shape of a planet. Its opulence extends to a (((translucent diamond shield))) , protecting its denizens from the vast expanse beyond. The surface blends metallic blues & green matte , suggesting both earthly terrains and interstellar oceans. Tall skyscrapers dominate the scene , with a (central tower) standing out like a celestial fortress. In the style of M.C. Escher , Larry Niven , Stanley Kubrick , and Plamen Ovcharov , the composition is imbued with intricate symmetry ,
Starship USS Enterprise , using Harlan Ellison's and Matt Jeffries' styles with detailed work in combination with Mike & Denise Okuda vein , medieval style complexity in design with bright green gears , levers , neon metallic gold and forest green matte hull , backdrop of many stars and distant ships , with a focus on intricate aesthetics , 750 UHD resolution 4D vibrant diamond gold nacelles. , Vibrant Diamond Cinematic Glass.<lora:USS Enterprise:1.0> Neon gold starship Enterprise of cosmicpunk , very intricate details , aesthetic.The ship is adorned with a royalistic ambiance , crimson red gears , levers , exact patterns , contrasting + its neon green matte body.Background has stars , ships , & gigantic Earth-type planet.750k UHD 4D. Styles of Steven Spielberg , Harlan Ellison.Hyperrealistic , mid shot , color Stanley Kubrick's style. , 3D , Trippy ,
Futuristic space station double as alien colony , multiple variance-in-design spaceships docked or adrift near structure , vibrant blue , orange , red LED lights adorning the intricate architecture , diverse extraterrestrial beings in eclectic attire engaging in varied activities , construction equipment in use , colossal glowing planet dominating the backdrop , drone capturing the essence of interstellar habitation , vast scale , octane rendering , UHD. , Trippy , 3D , Trippy , 750k UHD resolution , Use the design styles of Larry Niven , Steven Spielberg , & Stanley Kubrick. ,
Futuristic space station double as alien colony , multiple variance-in-design spaceships docked or adrift near structure , vibrant blue , orange , red LED lights adorning the intricate architecture , diverse extraterrestrial beings in eclectic attire engaging in varied activities , construction equipment in use , colossal glowing planet dominating the backdrop , drone capturing the essence of interstellar habitation , vast scale , octane rendering , UHD. , Trippy , 3D , Trippy , 750k UHD resolution , Use the design styles of Larry Niven , Steven Spielberg , & Stanley Kubrick. ,
Starship USS Enterprise , using Harlan Ellison's and Matt Jeffries' styles with detailed work in combination with Mike & Denise Okuda vein , medieval style complexity in design with bright green gears , levers , neon metallic gold and forest green matte hull , backdrop of many stars and distant ships , with a focus on intricate aesthetics , 750 UHD resolution 4D vibrant diamond gold nacelles. , Vibrant Diamond Cinematic Glass.<lora:USS Enterprise:1.0> Neon gold starship Enterprise of cosmicpunk , very intricate details , aesthetic.The ship is adorned with a royalistic ambiance , crimson red gears , levers , exact patterns , contrasting + its neon green matte body.Background has stars , ships , & gigantic Earth-type planet.750k UHD 4D. Styles of Steven Spielberg , Harlan Ellison.Hyperrealistic , mid shot , color Stanley Kubrick's style. ,