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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. ,
A extremely huge 6 1974 Winnebago homestay built on a tank wheels is rolling on a tundra with a groups of people living inside. The homestay has 6 levels and features an open deck areas where the families enjoy spending time together. There are several chairs placed around the decks , as well as some dining tables for outdoor meals. The scene captures a unique and cozy lifestyle for this family who calls the mobile homestay their home. Styles of M.C. Escher , vibrant glass , & Norman Rockwell. ,
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Appearance: The Baboon is a medium-sized primate with a distinctive and charismatic appearance. It has a robust and muscular body , covered in short fur that can range in color from brown to gray or even olive-green. Baboons have a dog-like snout , sharp teeth , and a hairless face with prominent cheek pouches , which they use to store food. They have long arms and powerful legs , allowing them to move quickly and with agility. Features: Baboons are highly social creatures , living in close-knit troops that can consist of a few individuals to larger groups. Their intelligence and adaptability enable them to survive in various environments , from lush jungles to arid savannahs. They are known for their strong social hierarchy and complex communication , using vocalizations , gestures , and facial expressions to convey emotions and intentions. Habitat: Baboons are versatile animals that can thrive in a range of habitats , including forests , grasslands , and mountainous regions. They are often found near water sources , as they require regular access to drinking water. In your DND world , baboons might inhabit areas with lush vegetation or live in proximity to humanoid settlements , scavenging for food scraps. Behavior: Baboons are opportunistic omnivores , with a varied diet that includes fruits , leaves , seeds , insects , and small animals. They are skilled climbers and can use their agility to escape predators or reach high-up food sources. Baboons are known for their playfulness , engaging in social interactions , grooming , and even games with each other. Role in the World: In your DND world , baboons could serve as a part of the natural ecosystem or be associated with certain deities or nature spirits. Druids and rangers might have a special connection with baboons , viewing them as symbols of adaptability and community. Encountering baboons in the wild could present various opportunities for adventurers. They might have non-combat interactions with the primates , such as observing their social behaviors or using animal handling skills to communicate with them. Baboons could also play a role in quests involving local tribes or settlements , where their presence might be considered either beneficial or problematic depending on the circumstances. While not inherently aggressive , baboons can defend themselves and their troop if they feel threatened , making it essential for adventurers to approach them with respect and caution. ,
A extremely huge 6 1974 Winnebago homestay built on a tank wheels is rolling on a tundra with a groups of people living inside. The homestay has 6 levels and features an open deck areas where the families enjoy spending time together. There are several chairs placed around the decks , as well as some dining tables for outdoor meals. The scene captures a unique and cozy lifestyle for this family who calls the mobile homestay their home. Styles of M.C. Escher , vibrant glass , & Norman Rockwell. ,
A pop-up park with the theme and purpose of being a relaxing and serene oasis. Emphasizing tranquility and escape from the urban environment through calming colors , natural textures , and soothing sounds such as trickling water and wind chimes. The design should blend contemporary style with desert elements like sand , cacti , and rock formations , incorporating sleek furniture , geometric patterns , and minimalist landscaping. It should cater to both families and young professionals with playful structures , comfortable seating areas , and activities for different age groups , including board games , hammocks , reading nooks , and a small sandpit for children. Located in an urban setting , the park should incorporate recycled materials , upcycled furniture , and vertical gardens to create a sustainable feel within the urban context. The overall style should aim for a modern oasis , using clean lines , geometric shapes , and muted colors to create a contemporary ambiance , while integrating water features like reflective pools or misting fountains for visual interaction. ,
A extremely huge 6 1974 Winnebago homestay built on a tank wheels is rolling on a tundra with a groups of people living inside. The homestay has 6 levels and features an open deck areas where the families enjoy spending time together. There are several chairs placed around the decks , as well as some dining tables for outdoor meals. The scene captures a unique and cozy lifestyle for this family who calls the mobile homestay their home. Styles of M.C. Escher , vibrant glass , & Norman Rockwell. ,
Appearance: The Giant Strong-Looking Ape is a colossal and awe-inspiring creature , towering over its smaller relatives with unmatched size and strength. It stands at least 15 feet tall when fully upright , its massive frame covered in thick and coarse fur that can range from dark brown to gray. The ape's muscular arms are capable of delivering devastating blows , and its hands have opposable thumbs , allowing it to manipulate objects with surprising dexterity for a creature of its size. Features: The Giant Strong-Looking Ape is a behemoth of raw power , possessing unmatched physical strength and resilience. Its formidable arms and massive claws make it a terrifying combatant , capable of crushing enemies with ease. In addition to its physical prowess , the Giant Strong-Looking Ape's intelligence is exceptional , enabling it to solve problems and even learn simple communication with others. Habitat: Giant Strong-Looking Apes inhabit remote and isolated regions , such as deep jungles , unexplored mountains , or hidden valleys. They are reclusive creatures , rarely encountered by humanoids. In your DND world , they might be guardians of ancient temples or sacred groves , revered as wise and powerful beings. Behavior: The Giant Strong-Looking Ape lives in small family groups , consisting of a dominant male , females , and offspring. While generally peaceful , they are fiercely protective of their territory and kin , resorting to aggressive displays or combat if threatened. Despite their fearsome appearance , they prefer to avoid conflict and are known to be surprisingly gentle with those who show respect and kindness. Role in the World: In your DND world , Giant Strong-Looking Apes could be enigmatic and mythical beings , seen as guardians of ancient secrets or protectors of nature's balance. Druids and rangers might form deep bonds with these majestic creatures , viewing them as ancient and wise allies in their quest to safeguard the natural world. Encountering a Giant Strong-Looking Ape in the wild is a rare and breathtaking event for adventurers. Players may feel a sense of awe and wonder as they behold this colossal creature , dwarfing everything around it with its immense size. If approached with caution and respect , adventurers might witness the intelligence and wisdom behind the Giant Strong-Looking Ape's eyes , offering opportunities for meaningful interactions and alliances. The presence of Giant Strong-Looking Apes in your campaign adds an air of mystery and majesty to remote and unexplored regions. Players may encounter these legendary creatures while venturing into uncharted territories or seeking to uncover ancient knowledge. Interacting with Giant Strong-Looking Apes can become a profound and transformative experience for adventurers , reminding them of the delicate balance between humanity and the natural world. These colossal beings can serve as both formidable opponents and steadfast allies , enriching the tapestry of your DND world with their legendary presence. ,
a pop-up park ;Theme and Purpose: Relaxing & Serene Oasis: Emphasize tranquility and escape from the urban environment. Use calming colors , natural textures , and soothing sounds like trickling water and wind chimes. Modern Desert Style; Blend contemporary design with desert elements like sand , cacti , and rock formations. Think sleek furniture , geometric patterns , and minimalist landscaping. Family and Young Professionals; Cater to both demographics with playful structures , comfortable seating areas , and activities that appeal to different age groups. Offer board games , hammocks , reading nooks , and even a small sandpit for children. Location and Style; Urban Setting , Consider incorporating recycled materials , upcycled furniture , and vertical gardens to create a sustainable feel within the urban context. Modern Oasis; Use clean lines , geometric shapes , and muted colors to create a contemporary ambiance. Integrate water features like reflective pools or misting fountains for visual interaction. ,
Appearance: The Baboon is a medium-sized primate with a distinctive and charismatic appearance. It has a robust and muscular body , covered in short fur that can range in color from brown to gray or even olive-green. Baboons have a dog-like snout , sharp teeth , and a hairless face with prominent cheek pouches , which they use to store food. They have long arms and powerful legs , allowing them to move quickly and with agility. Features: Baboons are highly social creatures , living in close-knit troops that can consist of a few individuals to larger groups. Their intelligence and adaptability enable them to survive in various environments , from lush jungles to arid savannahs. They are known for their strong social hierarchy and complex communication , using vocalizations , gestures , and facial expressions to convey emotions and intentions. Habitat: Baboons are versatile animals that can thrive in a range of habitats , including forests , grasslands , and mountainous regions. They are often found near water sources , as they require regular access to drinking water. In your DND world , baboons might inhabit areas with lush vegetation or live in proximity to humanoid settlements , scavenging for food scraps. Behavior: Baboons are opportunistic omnivores , with a varied diet that includes fruits , leaves , seeds , insects , and small animals. They are skilled climbers and can use their agility to escape predators or reach high-up food sources. Baboons are known for their playfulness , engaging in social interactions , grooming , and even games with each other. Role in the World: In your DND world , baboons could serve as a part of the natural ecosystem or be associated with certain deities or nature spirits. Druids and rangers might have a special connection with baboons , viewing them as symbols of adaptability and community. Encountering baboons in the wild could present various opportunities for adventurers. They might have non-combat interactions with the primates , such as observing their social behaviors or using animal handling skills to communicate with them. Baboons could also play a role in quests involving local tribes or settlements , where their presence might be considered either beneficial or problematic depending on the circumstances. While not inherently aggressive , baboons can defend themselves and their troop if they feel threatened , making it essential for adventurers to approach them with respect and caution. ,
Appearance: The Strong-Looking Ape is a large and imposing primate , exuding raw strength and power in its every movement. It has a robust and muscular body covered in coarse , dark fur , which can range from black to deep brown or reddish hues. Its shoulders are broad and powerful , and its arms are long and muscular , capable of delivering devastating blows. The Strong-Looking Ape's face is expressive , with intelligent eyes that convey both curiosity and a hint of primal ferocity. Features: The Strong-Looking Ape is a formidable creature , possessing incredible physical strength and agility. Its powerful arms allow it to swing through trees with ease , making it a skilled climber and acrobat. In addition to its raw physical power , the Strong-Looking Ape's thick fur offers protection against environmental elements and minor injuries. Habitat: Strong-Looking Apes are typically found in dense jungles , vast forests , and remote mountainous regions. They are highly adaptable creatures , capable of surviving in a variety of environments. In your DND world , they might inhabit hidden valleys or ancient ruins , guarding sacred territories or serving as protectors of natural wonders. Behavior: While the Strong-Looking Ape is an intelligent creature , it primarily relies on its physical prowess to navigate its surroundings and interact with others. It lives in social groups or troops , exhibiting complex communication through vocalizations , body language , and gestures. While generally non-aggressive toward other creatures , the Strong-Looking Ape fiercely defends its territory and family from perceived threats. Role in the World: In your DND world , Strong-Looking Apes could be seen as noble creatures embodying the untamed spirit of nature. Druids and rangers might have a special connection with these primates , viewing them as symbols of strength , adaptability , and primal wisdom. Encountering a Strong-Looking Ape in the wild can be a captivating and potentially dangerous experience for adventurers. Players may witness the ape's impressive physical abilities as it swings effortlessly through the trees or engages in playful displays with other members of its troop. While generally non-aggressive , provoking or threatening a Strong-Looking Ape or its family could lead to a fierce defense , forcing players to use diplomacy or demonstrate respect for the creatures' territory. The presence of Strong-Looking Apes in your campaign adds an element of mystery and awe to the wilderness. Players might encounter these intelligent and powerful creatures during their explorations , offering opportunities for unique and memorable interactions. Strong-Looking Apes can serve as guardians of ancient sites , allies to druids seeking to protect the natural world , or even opponents in thrilling feats of strength and agility. Their presence in your DND world contributes to the rich tapestry of wildlife and brings a sense of wonder to the untamed corners of your campaign setting. ,