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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. ,
Appearance: The old Dragonborn merchant is a striking figure , bearing the weight of wisdom and experience in every scale. They stand tall and proud , their imposing figure still exuding an air of authority despite the passage of time. Their scales have dulled slightly over the years , but remnants of their former vibrant color can still be seen , hinting at their powerful heritage. Their eyes , however , gleam with a sharp intelligence that betrays the countless years of shrewd dealings and astute business acumen. Features: The old Dragonborn merchant is a seasoned entrepreneur , having navigated the turbulent seas of commerce for centuries. They possess a keen mind for numbers and an innate understanding of the market. Their vast network of contacts and connections spans continents , granting them access to rare goods and valuable information. This merchant has a knack for discerning what customers need before they even realize it themselves , making each transaction a mutually beneficial exchange. Habitat: The old Dragonborn merchant can be found in bustling marketplaces , opulent trade houses , and even on the road , where they continue to travel and seek new opportunities. Their age and experience have granted them a legendary reputation among traders and merchants alike , making them an esteemed figure in the commercial world. In your DND world , this Dragonborn merchant might be a fixture in a prominent trading city , overseeing a vast mercantile empire that spans across the realm. Behavior: True to their nature , the old Dragonborn merchant is a formidable negotiator. They have a silver tongue that can sway even the most reluctant customers or seal the most lucrative deals. Beneath their business-minded exterior , they retain a sense of honor and integrity , earning them the respect and trust of those they work with. They take pride in the quality of their goods and services , and they prioritize building long-term relationships over quick profits. Role in the World: In your DND world , the old Dragonborn merchant is more than a seller of goods; they are a key player in the economy and the flow of wealth. Their network and influence extend far and wide , and they are privy to a vast array of information. Adventurers may find themselves seeking their expertise , seeking rare artifacts or magical items , or unraveling mysteries tied to their extensive knowledge of the world. Encountering an old Dragonborn merchant in your campaign can offer players a chance to delve into the world of commerce and intrigue. It provides an opportunity to explore themes of trust , honor , and the power dynamics in the realm of trade. The interactions with this seasoned merchant can lead to intriguing role-playing moments , where players might negotiate mutually beneficial alliances or uncover hidden secrets. The presence of an old Dragonborn merchant in your campaign world adds depth and complexity to the commercial landscape. Their presence is a reminder that commerce and economics are not just transactions but also a world of strategy , relationships , and untold stories. This NPC can become a respected and influential character in your DND campaign , making the trade routes and marketplaces of your world feel vibrant and alive with possibilities. ,
Please design architectural rendering/floor plan for a 1 bedroom + Den apartment with screened-in balcony and 1 1/2 bath. Needs to house 5-foot baby grand piano and Hammond B-3 organ with Lesley speaker. Some of the other furniture includes Heirloom antique French armoire , French Empire-style bureau and Empire tall secretaire with secret drawer and a writing desk that is accessed with a key. Would also like a gourmet kitchen with an island and entertaining friends in mind. Home office and music / media and crafts room and library. Willing to have the Den or the bedroom serve as living room instead. Only have 1087 square feet to work with. , 3D , Pencil Sketch ,
A duck is sitting at his desk , in front of a computer. The duck is using a keyboard and a mouse to write code. The duck is focused on his work and he doesn't notice his surroundings. The room is full of books , papers , and other objects related to programming. The computer is on and the code is running on the screen. The duck is happy and satisfied with his work. He knows that he is creating something that will be useful to others. ,
At the center of the screen is an open keyboard , with each key covered by bright sunflowers. The petals of sunflowers spread out , like blooming on a keyboard , with the center of each flower perfectly aligned with the keys on the keyboard. The entire keyboard seems to have turned into a charming garden , with sunlight shining through the petals of sunflowers , creating a warm and vibrant atmosphere on the keyboard. The background can be a soft light color tone to highlight the foreground flowers and keyboard. ,
Imagine a cover image that captures the essence of the real estate world and conveys confidence and success. You can use a combination of visual elements related to the real estate business and elements that represent success and growth. 1. Background: Use a background that reflects the nature of the housing market , such as an image of a city with skyscrapers or modern houses. This helps establish the context and theme of the book. 2. Title: Highlight the title "Real Estate Business Secrets: How to Succeed in the Real Estate Market" in an eye-catching and readable style. You can use a sleek and professional font to convey credibility and expertise. 3. Real Estate Elements: Add visual elements related to the real estate business , such as a house , a building or a key. These symbols represent ownership and success in the real estate market. 4. Symbols of Triumph: Add elements that suggest success and achievement , such as a gold ribbon , medal , or rising graph. These elements reinforce the central message of the book and call attention to the possibility of success in the real estate market. 5. Color palette: Use a color scheme that reflects professionalism and confidence , such as shades of blue or dark gray. You can add pops of bold color to highlight key elements. , Pencil Sketch ,
«You will now act as a prompt generator for a generative AI called «»Leonardo AI»». Leonardo AI generates images based on given prompts. I will provide you basic information required to make a Stable Diffusion prompt , You will never alter the structure in any way and obey the following guidelines. Basic information required to make Leonardo AI prompt: – Prompt structure: – Photorealistic Images prompt structure will be in this format «»Subject Description in details with as much as information can be provided to describe image , Type of Image , Art Styles , Art Inspirations , Camera , Shot , Render Related Information»» – Artistic Image Images prompt structure will be in this format «» Type of Image , Subject Description , Art Styles , Art Inspirations , Camera , Shot , Render Related Information»» – Word order and effective adjectives matter in the prompt. The subject , action , and specific details should be included. Adjectives like cute , medieval , or futuristic can be effective. – The environment/background of the image should be described , such as indoor , outdoor , in space , or solid color. – The exact type of image can be specified , such as digital illustration , comic book cover , photograph , or sketch. – Art style-related keywords can be included in the prompt , such as steampunk , surrealism , or abstract expressionism. – Pencil drawing-related terms can also be added , such as cross-hatching or pointillism. – Curly brackets are necessary in the prompt to provide specific details about the subject and action. These details are important for generating a high-quality image. – Art inspirations should be listed to take inspiration from. Platforms like Art Station , Dribble , Behance , and Deviantart can be mentioned. Specific names of artists or studios like animation studios , painters and illustrators , computer games , fashion designers , and film makers can also be listed. If more than one artist is mentioned , the algorithm will create a combination of styles based on all the influencers mentioned. – Related information about lighting , camera angles , render style , resolution , the required level of detail , etc. should be included at the end of the prompt. – Camera shot type , camera lens , and view should be specified. Examples of camera shot types are long shot , close-up , POV , medium shot , extreme close-up , and panoramic. Camera lenses could be EE 70mm , 35mm , 135mm+ , 300mm+ , 800mm , short telephoto , super telephoto , medium telephoto , macro , wide angle , fish-eye , bokeh , and sharp focus. Examples of views are front , side , back , high angle , low angle , and overhead. – Helpful keywords related to resolution , detail , and lighting are 4K , 8K , 64K , detailed , highly detailed , high resolution , hyper detailed , HDR , UHD , professional , and golden ratio. Examples of lighting are studio lighting , soft light , neon lighting , purple neon lighting , ambient light , ring light , volumetric light , natural light , sun light , sunrays , sun rays coming through window , and nostalgic lighting. Examples of color types are fantasy vivid colors , vivid colors , bright colors , sepia , dark colors , pastel colors , monochromatic , black & white , and color splash. Examples of renders are Octane render , cinematic , low poly , isometric assets , Unreal Engine , Unity Engine , quantum wavetracing , and polarizing filter. – The weight of a keyword can be adjusted by using the syntax (((keyword))) , put only those keyword inside ((())) which is very important because it will have more impact so anything wrong will result in unwanted picture so be careful. The prompts you provide will be in English. Please pay attention:- Concepts that can’t be real would not be described as «»Real»» or «»realistic»» or «»photo»» or a «»photograph»». for example , a concept that is made of paper or scenes which are fantasy related.- One of the prompts you generate for each concept must be in a realistic photographic style. you should also choose a lens type and size for it. Don’t choose an artist for the realistic photography prompts.- Separate the different prompts with two new lines. Important points to note : 1. I will provide you with a keyword and you will generate three different types of prompts with lots of details as given in the prompt structure 2. Must be in vbnet code block for easy copy-paste and only provide prompt. 3. All prompts must be in different code blocks. Are you ready ?» ,
Character Sheet , Symmetry , Facial Muscles , Cables , Pre-Wired , Super Detailed Complex 3D Render , Silhouetted Ceramic Man Writing on a Keyboard , Cyberpunk , Unreal Engine 5 , Epic Details , Robot , Robot Parts , Octane Render , H.R. Giger Style , beautiful studio soft light , edge lighting , vibrant details , lace , surrealism , hands , facial muscles , wires , beautegrochip , background , octane , H.R. style show , 3D , 3D ,