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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. ,
An awe-inspiring digital image of a futuristic cityscape that showcases the advanced design and technology of an alien civilization , with a style that is highly detailed , cinematic , and trending on Artstation. The city should be dominated by towering buildings , each with a unique shape and shimmering facade made of innovative materials. The lighting should be dynamic , with vivid hues of blue and purple electrifying the cityscape , and the holographic fountains should be floating in mid-air , surrounded by lush gardens and futuristic sculptures. The background should be a smooth expanse of space , with stars and planets twinkling in the distance , creating a breathtaking contrast between the organic beauty of the city and the infinite expanse of space. The resulting digital image should be epic , exciting , and capture a moody and celestial atmosphere , with soft lighting and the use of HDRI for maximum realism. The image should showcase the highest level of professionalism , with the use of industry-leading equipment such as 35mm , Zeiss , Hasselblad , Fujifilm , Arriflex , IMAX , and be available in resolutions up to 8k. The image should be hyper-realistic , featuring a lens flare , and resembling a matte painting or concept art , with a soft render and highly detailed architectural features , all while maintaining the quality and standards of leading CGSociety and Octane Render. Overall , the resulting image should be an exemplary piece of digital art , highly detailed , inspiring , and worthy of being featured in a magazine or as a high-quality wallpaper. ,
Emma Watson is portrayed as the iconic Elsa from Disney's Live series in this stunning full-body portrait that captures her beauty and grace in a snowy environment. The image features Emma Watson dressed in an elegant white dress with intricate details , surrounded by a beautiful winter landscape with snowflakes falling gently around her. The cinematic style adds to the grandeur of the scene , while the cover art quality enhances its appeal as a work of art. The highly detailed and smooth image showcases Emma Watson's athletic physique in an intricate way that captures your attention from every angle. Overall , this full-body portrait illustration showcases Emma Watson's beauty in a stunning and realistic way that transports you into the world of Disney's Live series. The combination of cinematic lighting , atmospheric scenery , ultra photoreal quality , 8k sharp focus , smiling expression , athletic pose , surprised look , and swimming action make it one of the most breathtaking and captivating images available today. ,
Los Ageles City , An awe-inspiring digital image of a futuristic cityscape that showcases the advanced design and technology of an alien civilization , with a style that is highly detailed , cinematic , and trending on Artstation. The city should be dominated by towering buildings , each with a unique shape and shimmering facade made of innovative materials. The lighting should be dynamic , with vivid hues of blue and purple electrifying the cityscape , and the holographic fountains should be floating in mid-air , surrounded by lush gardens and futuristic sculptures. The background should be a smooth expanse of space , with stars and planets twinkling in the distance , creating a breathtaking contrast between the organic beauty of the city and the infinite expanse of space. The resulting digital image should be epic , exciting , and capture a moody and celestial atmosphere , with soft lighting and the use of HDRI for maximum realism. The image should showcase the highest level of professionalism , with the use of industry-leading equipment such as 35mm , Zeiss , Hasselblad , Fujifilm , Arriflex , IMAX , and be available in resolutions up to 8k. The image should be hyper-realistic , featuring a lens flare , and resembling a matte painting or concept art , with a soft render and highly detailed architectural features , all while maintaining the quality and standards of leading CGSociety and Octane Render. Overall , the resulting image should be an exemplary piece of digital art , highly detailed , inspiring , and worthy of being featured in a magazine or as a high-quality wallpaper. , Trippy ,
Jennette McCurdy is portrayed as the iconic Elsa from Disney's Live series in this stunning full-body portrait that captures her beauty and grace in a snowy environment. The image features Emma Watson dressed in an elegant white dress with intricate details , surrounded by a beautiful winter landscape with snowflakes falling gently around her. The cinematic style adds to the grandeur of the scene , while the cover art quality enhances its appeal as a work of art. The highly detailed and smooth image showcases Emma Watson's athletic physique in an intricate way that captures your attention from every angle. Overall , this full-body portrait illustration showcases Emma Watson's beauty in a stunning and realistic way that transports you into the world of Disney's Live series. The combination of cinematic lighting , atmospheric scenery , ultra photoreal quality , 8k sharp focus , smiling expression , athletic pose , surprised look , and swimming action make it one of the most breathtaking and captivating images available today. ,
An awe-inspiring digital image of a futuristic cityscape that showcases the advanced design and technology of an alien civilization , with a style that is highly detailed , cinematic , and trending on Artstation. The city should be dominated by towering buildings , each with a unique shape and shimmering facade made of innovative materials. The lighting should be dynamic , with vivid hues of blue and purple electrifying the cityscape , and the holographic fountains should be floating in mid-air , surrounded by lush gardens and futuristic sculptures. The background should be a smooth expanse of space , with stars and planets twinkling in the distance , creating a breathtaking contrast between the organic beauty of the city and the infinite expanse of space. The resulting digital image should be epic , exciting , and capture a moody and celestial atmosphere , with soft lighting and the use of HDRI for maximum realism. The image should showcase the highest level of professionalism , with the use of industry-leading equipment such as 35mm , Zeiss , Hasselblad , Fujifilm , Arriflex , IMAX , and be available in resolutions up to 8k. The image should be hyper-realistic , featuring a lens flare , and resembling a matte painting or concept art , with a soft render and highly detailed architectural features , all while maintaining the quality and standards of leading CGSociety and Octane Render. Overall , the resulting image should be an exemplary piece of digital art , highly detailed , inspiring , and worthy of being featured in a magazine or as a high-quality wallpaper. , Trippy ,
Emma Watson is portrayed as the iconic Alice from Disney's Alice in Wonderland Shrunken to microscopic size in this stunning full-body portrait that captures her beauty and grace in an Gigantic surrounding. The image features Emma Watson dressed in an elegant gothic like dress with intricate details , shrunken to the size of a grain of dust , surrounded by extremly huge objects like necklaces and Rings around her. The cinematic style adds to the grandeur of the scene , while the cover art quality enhances its appeal as a work of art. The highly detailed and smooth image showcases Emma Watson's athletic physique in an intricate way that captures your attention from every angle. Overall , this full-body portrait illustration showcases Emma Watson's beauty in a stunning and realistic way that transports you into the world of Disney's Live series. The combination of cinematic lighting , atmospheric scenery , ultra photoreal quality , 8k sharp focus , smiling expression , athletic pose , surprised look , and swimming action make it one of the most breathtaking and captivating images available today. ,
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Technical Specification for Developing a Tips Management Functionality for the Web Version of a Restaurant 1. Project Objective Develop a tips management functionality , including a tips distribution page for staff with the "main" role , transaction history , and a mechanism for confirming fund withdrawal via SMS code. 2. Functional Requirements 2.1. Transaction History • Place two sections on the tips distribution page to display history: tips received and tips distributed. • Display information in each section about the transaction time , amount , comments (if any) , rating/review (for received tips) , and staff names (for distributed tips). • Implement filtering and searching functionality for transaction history by dates , amounts , and other parameters. 2.2. Tips Distribution Page • Display the current amount of accumulated tips available for distribution. • Provide a field to select the distribution method: evenly among all selected staff , a percentage of the total amount , or a fixed amount per staff member. • List of establishment staff with the ability to select multiple staff members , including a button to select all staff. • A panel to the right of the staff list , displaying the amount of tips that will be distributed to each selected staff member , automatically updating with changes in selection and distribution settings. • "Withdraw Tips" button to initiate the process of distributing and withdrawing funds. 2.3. SMS Confirmation of Withdrawal • When the "Withdraw Tips" button is clicked , the user is prompted to enter a code sent to their phone number associated with their account. • After entering the code on the page , its authenticity is checked. If successful , the tips distribution and withdrawal operation is executed; if not , an error message is displayed. 3. Non-Functional Requirements 3.1. Security • Implement user authentication and authorization , restricting access to the tips management functionality only to staff with the "main" role. 3.2. Responsiveness and Accessibility • Develop an interface with UX/UI principles in mind , ensuring usability for all users. • Ensure consistency of design with other website pages by using styles and components. • Make the application responsive for viewing on various devices (desktops , tablets , smartphones). ,
3.Bridge Configuration 1.The bridge may cross the valley at any elevation from the high water level that you can assume to 24 meters above the high water level. 2.If the elevation of the bridge is below 24 meters , excavation of the river banks will be required to achieve the correct highway elevation. 3.To provide clearance for overhead power lines (shown above) , the highest point on the bridge may not exceed an elevation 32.5 meters above the high water level (8.5 meters above the top of the river banks). 4.The bridge may consist of either standard (simple supports) or (arch supports). If necessary , the bridge may also use one intermediate , located near the centre of the valley. If necessary , the bridge may also use cable , located 8 meters behind one or both abutments. 5.Each main truss can have no more than 100 and no more than 200 . 6.The bridge will have a flat , reinforced deck. Two types of concrete are available: 1.Medium-strength concrete requires a deck thickness of 23 centimetres (0.23 metres). 2.High-strength concrete requires a deck thickness of 15 centimetres (0.15 meter). 7.In either case , the deck will be supported by transverse spaced at 4 metre intervals. To accommodate these floor beams , your must have a row of joints spaced 4 meters apart at the level of the deck. These joints are created automatically when you begin a new design. 8.The bridge deck will be 10 meters wide , such that it can accommodate two lanes of traffic. 4.Member Properties •Materials. Each member of the truss will be made of either carbon steel , high-strength low-alloy steel , or quenched and tempered steel. •. The members of the truss can be either solid bars or hollow tubes. Both types of cross-sections are square. •Member Size. Both cross-sections are available in a variety of standard sizes. 5.Loads The bridge must be capable of safely carrying the following loads: •Weight of the deck. •Weight of a 5-cm thick , which might be applied at some time in the future. •Weight of the steel floor beams and supplemental bracing members (assumed to be 12.0 applied at each deck-level joint). •Weight of the main trusses. •Either of two possible truck loadings: Weight of one standard H25 truck loading per lane , including appropriate allowance for the dynamic effects of the moving load. (Since the bridge carries two lanes of traffic , each main truss must safely carry one H25 vehicle , placed anywhere along the length of the deck.) Weight of a single 480 kN Permit Loading , including appropriate allowance for the dynamic effects of the moving load. (Since the Permit Loading is assumed to be cantered laterally , each main truss must safely carry one-half of the total vehicle weight , placed anywhere along the length of the deck.) ,
A stunning digital image of a futuristic cityscape showcasing the advanced design and technology of a modern civilization , rendered in a highly detailed , cinematic , on-trend style on Artstation. The city must be dominated by towering buildings , each with a unique shape and a shiny facade made of innovative materials , in the background a futuristic gas station with large fuel tanks and hoses leaking gas. The lighting should be dynamic , with vivid multi-hues electrifying the urban landscape , and the holographic fountains should be floating in the air , surrounded by lush gardens and futuristic sculptures. The background should be a smooth expanse of space , with stars and planets twinkling in the distance , creating a stunning contrast between the organic beauty of the city and the endless expanse of space. The resulting digital image should be epic , exciting and capture a melancholic , heavenly atmosphere , with soft lighting and the use of HDRI for maximum realism. The image must display the highest level of professionalism , using industry leading equipment such as 35mm , Zeiss , Hasselblad , Fujifilm , Arriflex , IMAX , and be available in resolutions up to 8k. The image should be hyper-realistic , feature lens flare , and resemble a matte painting or concept art , with smooth rendering and highly detailed architectural features , all while maintaining CGSociety and Octane Render standards and quality. Overall , the resulting image should be an exemplary piece of digital art that is highly detailed , inspiring , and worthy of being featured in a magazine or as a high-quality wallpaper. ,
In a land where magic prevails and mythical creatures roam freely , there exists an enchanting realm known as Seraphia. A kingdom filled with ethereal beings who possess the extraordinary ability to shapeshift into any form they desire. Create a beautiful young girl with delicate , iridescent wings and a captivating aura that enchants all who behold her. Describe her graceful presence , the intricate patterns and colors on her wings , and the fantastical elements that make her utterly mesmerizing. Explore her backstory , her purpose within Seraphia , and the profound impact she has on those who are fortunate enough to encounter her. ,
girl washing dishes in a loft style kitchen. The combination of cinematic lighting , atmospheric scenery , ultra photoreal quality , 8k sharp focus , smiling expression , athletic pose , surprised look , and swimming action make it one of the most breathtaking and captivating images available today. ,
Appearance: The brown bear is a large and powerful creature , often considered the embodiment of strength and ferocity. It has a distinctive hump of muscle on its shoulders , which sets it apart from other bear species. Despite its name , the brown bear's fur can vary significantly in color , ranging from light brown to dark brown , and even shades of blonde or reddish-brown. Some individuals may have a lighter-colored face , creating a "grizzled" appearance , while others have a more uniform coloration throughout their body. Features: Brown bears are well-adapted for survival in various environments. They have strong limbs with sharp claws , which they use for digging , climbing , and catching prey. Their jaws are equipped with formidable teeth that can crush bones and tear through flesh. Adult brown bears can stand around 6 to 10 feet tall when on their hind legs , and their weight ranges from 400 to 1 , 500 pounds , with males being significantly larger than females. Habitat: Brown bears are versatile creatures , capable of inhabiting a wide range of habitats. They can be found in dense forests , grasslands , tundra , and mountainous regions. In your DND world , they might be common inhabitants of rugged wilderness areas , guarding their territories and foraging for food. Behavior: Brown bears are generally solitary animals , except during the breeding season or when a mother is caring for her cubs. They are omnivorous , having a diverse diet that includes berries , fruits , fish , insects , small mammals , and even carrion. Their intelligence and resourcefulness enable them to adapt to different food sources based on the season and availability. Role in the World: In your DND world , brown bears could play a significant role in the ecosystem. They might be seen as the apex predators of certain regions , balancing the population of prey animals and ensuring the health of the natural environment. Druids and rangers could have a special connection with brown bears , viewing them as symbols of the wild and protectors of nature. Encountering a brown bear in the wilderness could be a thrilling and potentially dangerous experience for adventurers. These formidable creatures are generally not aggressive toward humans , but they may become defensive if they feel threatened or if their territory is encroached upon. Adventurers might have opportunities to peacefully observe brown bears from a distance or use animal handling skills to avoid conflict. However , provoking or attacking a brown bear could lead to a fierce and challenging battle , as they are capable of inflicting significant damage with their powerful claws and jaws. ,
girl washing dishes in a loft style kitchen. The combination of cinematic lighting , atmospheric scenery , ultra photoreal quality , 8k sharp focus , smiling expression , athletic pose , surprised look , and swimming action make it one of the most breathtaking and captivating images available today. ,
3.Bridge Configuration 1.The bridge may cross the valley at any elevation from the high water level to 24 meters above the high water level. 2.If the elevation of the bridge is below 24 meters , excavation of the river banks will be required to achieve the correct highway elevation. 3.To provide clearance for overhead power lines (shown above) , the highest point on the bridge may not exceed an elevation 32.5 meters above the high water level (8.5 meters above the top of the river banks). 4.The bridge may consist of either standard (simple supports) or (arch supports). If necessary , the bridge may also use one intermediate , located near the centre of the valley. If necessary , the bridge may also use cable , located 8 meters behind one or both abutments. 5.Each main truss can have no more than 100 and no more than 200 . 6.The bridge will have a flat , reinforced deck. Two types of concrete are available: 1.Medium-strength concrete requires a deck thickness of 23 centimetres (0.23 metres). 2.High-strength concrete requires a deck thickness of 15 centimetres (0.15 meter). 7.In either case , the deck will be supported by transverse spaced at 4 metre intervals. To accommodate these floor beams , your must have a row of joints spaced 4 meters apart at the level of the deck. These joints are created automatically when you begin a new design. 8.The bridge deck will be 10 meters wide , such that it can accommodate two lanes of traffic. 4.Member Properties •Materials. Each member of the truss will be made of either carbon steel , high-strength low-alloy steel , or quenched and tempered steel. •. The members of the truss can be either solid bars or hollow tubes. Both types of cross-sections are square. •Member Size. Both cross-sections are available in a variety of standard sizes. 5.Loads The bridge must be capable of safely carrying the following loads: •Weight of the deck. •Weight of a 5-cm thick , which might be applied at some time in the future. •Weight of the steel floor beams and supplemental bracing members (assumed to be 12.0 applied at each deck-level joint). •Weight of the main trusses. •Either of two possible truck loadings: Weight of one standard H25 truck loading per lane , including appropriate allowance for the dynamic effects of the moving load. (Since the bridge carries two lanes of traffic , each main truss must safely carry one H25 vehicle , placed anywhere along the length of the deck.) Weight of a single 480 kN Permit Loading , including appropriate allowance for the dynamic effects of the moving load. (Since the Permit Loading is assumed to be cantered laterally , each main truss must safely carry one-half of the total vehicle weight , placed anywhere along the length of the deck.) ,
An awe-inspiring digital image of a futuristic cityscape that showcases the advanced design and technology of an alien civilization , with a style that is highly detailed , cinematic , and trending on Artstation. The city should be dominated by towering buildings , each with a unique shape and shimmering facade made of innovative materials. The lighting should be dynamic , with vivid hues of blue and purple electrifying the cityscape , and the holographic fountains should be floating in mid-air , surrounded by lush gardens and futuristic sculptures. The background should be a smooth expanse of space , with stars and planets twinkling in the distance , creating a breathtaking contrast between the organic beauty of the city and the infinite expanse of space. The resulting digital image should be epic , exciting , and capture a moody and celestial atmosphere , with soft lighting and the use of HDRI for maximum realism. The image should showcase the highest level of professionalism , with the use of industry-leading equipment such as 35mm , Zeiss , Hasselblad , Fujifilm , Arriflex , IMAX , and be available in resolutions up to 8k. The image should be hyper-realistic , featuring a lens flare , and resembling a matte painting or concept art , with a soft render and highly detailed architectural features , all while maintaining the quality and standards of leading CGSociety and Octane Render. Overall , the resulting image should be an exemplary piece of digital art , highly detailed , inspiring , and worthy of being featured in a magazine or as a high-quality wallpaper. ,
