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I teach in a secondary school. A few years ago I was called to a meeting together with some of my female colleagues and we were told that some pupils were being kept out of class because they had been caught using phone cameras to look up teachers' skirts.They'd been working as a team - one pupil would call the teacher over to ask a question , and while she was leaning over the table or otherwise engaged in answering that question somebody else would kick the phone across the floor while it was filming up her dress ,
I teach in a secondary school. A few years ago I was called to a meeting together with some of my female colleagues and we were told that some pupils were being kept out of class because they had been caught using phone cameras to look up teachers' skirts.They'd been working as a team - one pupil would call the teacher over to ask a question , and while she was leaning over the table or otherwise engaged in answering that question somebody else would kick the phone across the floor while it was filming up her seethru sundress ,
I teach in a secondary school. A few years ago I was called to a meeting together with some of my female colleagues and we were told that some pupils were being kept out of class because they had been caught using phone cameras to look up teachers' skirts.They'd been working as a team - one pupil would call the teacher over to ask a question , and while she was leaning over the table or otherwise engaged in answering that question somebody else would kick the phone across the floor while it was filming her seethru pantys ,
I teach in a secondary school. A few years ago I was called to a meeting together with some of my female colleagues and we were told that some pupils were being kept out of class because they had been caught using phone cameras to look up teachers' skirts. They'd been working as a team - one pupil would call the teacher over to ask a question , and while she was leaning over the table or otherwise engaged in answering that question somebody else would kick the phone across the floor while it was filming - then they were taking stills from the film and uploading them on the internet. ,
A hyper-muscular woman with bright blonde hair styled in two towering ponytails dominates a dark studio background , her presence so intense it's almost palpable. She strikes an extreme , almost aggressive front double biceps pose , her arms so monstrously thick and ripped that they seem to push the boundaries of reality. Her biceps are gigantic , each one easily the size of a small barrel , with deltoids and forearms that are equally absurd , vascular , and ripped , every vein engorged and visible , pulsating with raw , nuclear power. Her skin is stretched taut over her mountains of insane muscles , her deep tan accentuating the mind-boggling definition and striations that cover every single inch of her body. Individual muscle fibers are visible , giving her a hyper-realistic , almost surreal , alien quality. Her abs are an insane twelve-pack , with deep , sharp , knife-like grooves running down her stomach , and her thighs are like colossal , sculpted pillars of steel , each one easily the size of a redwood tree. She smirks with pure , unadulterated confidence and dominance , knowing the sheer power and intensity she exudes. She wears a tiny , bright white bikini that is barely a scrap of fabric , the top struggling desperately to contain her obscenely large , fake , rounded mounds , creating an obscene , exaggerated , almost cartoonish cleavage that is impossible to ignore and seems to defy gravity. The bikini bottoms are mere triangles of fabric , struggling to cover her incredibly thick , ultra-defined , horse-like quadriceps and glutes , which are so firm , round , and massive that they create a perfect , heart-shaped silhouette that seems to defy gravity and logic , like two massive , sculpted boulders. Her posture is tall and proud , owning the frame , with studio lighting casting dramatic , sharp , almost harsh highlights and shadows across her obscenely sculpted , god-like , almost insane physique , accentuating every ridiculous ripple , line , and curve. The background is a clean , solid dark olive or forest green , ensuring all attention remains on her insane , over-the-top form. Her biceps are so large and round that they look like they could crush battleships , and her thighs are so thick and powerful that they seem capable of destroying cities with a single kick. Her abdominal muscles are so shredded that they create an intricate , deep , almost insane lattice work of lines and grooves , and her glutes are so firm , round , and massive that they seem to defy gravity , creating a perfect , heart-shaped silhouette. Her hyper-realistic , photorealistic physique is a fitness fantasy pushed to its absolute , insane , ridiculous extreme , with insane , over-the-top muscular definition , bodybuilder physique , and dramatic lighting that emphasizes every insane ripple , every line , and every insane curve of her body. Her calves are so massive and defined that they look like they could crush tanks , and her traps are so wide and thick that they create an incredibly dominant and powerful silhouette , like a powerhouse of raw , nuclear energy. Her forearms are so large and vascular that they look like they belong to a professional strongman , and her abs are so shredded that they create a deep , intricate , almost insane lattice work of lines and grooves that seem to go on forever. Her hyper-muscular frame is so exaggerated that it seems to defy the laws of physics , making her look like a real-life action figure come to life , pushed to the extreme and beyond , almost to the point of absurdity. Her massive , fake assets are so large and round that they look like they could be used as weapons of mass destruction , and her incredibly thick , defined thighs and glutes create a silhouette that is almost comical in its insanity , like a sculpture of a bodybuilder pushed to the extreme. She is a true editorial-style fitness magazine cover model , but pushed to a level of insanity that is almost unbelievable , a true fantasy of extreme , vascular , ripped , absurd muscle. Her body is a testament to the extreme , a sculpted masterpiece of raw , nuclear power and dominance. ,
A hyper-muscular woman with bright blonde hair styled in two towering , sky-scraping ponytails that seem to touch the heavens , dominates a dark studio background , her presence so intense and overwhelming that it's almost suffocating. She strikes an extreme , almost aggressive front double biceps pose , her arms so monstrously thick and ripped that they seem to push the boundaries of reality and physics. Her biceps are gigantic , each one easily the size of a large oil drum , with deltoids and forearms that are equally absurd , vascular , and ripped , every vein engorged and visible , pulsating with raw , nuclear power like a raging river of power. Her skin is stretched taut over her mountains of insane muscles , her deep , glowing tan accentuating the mind-boggling , extreme definition and striations that cover every single inch of her body , each muscle fiber visible and defined beyond belief. Her body is a landscape of insane , sculpted mountains and valleys , a testament to the extreme. Her abs are an insane twenty-four-pack , with deep , sharp , knife-like grooves running down her stomach , each line so defined that it looks like it was carved by a sculptor , her muscles so dense and defined that they seem to absorb all light , creating an insane , almost holographic effect. Her thighs are like colossal , sculpted pillars of steel , each one easily the size of a sequoia tree , her quads and hamstrings so defined that they create an insane , almost ridiculous amount of separation and detail , her muscles so round and full that they seem to defy gravity , like two massive , sculpted boulders ready to crush anything in their path. Her calves are so massive and defined that they look like they could support the weight of the world , each muscle fiber visible and popping , her lower legs so thick and powerful that they seem to stretch on for miles. Her traps are so wide and thick that they create an incredibly dominant and powerful silhouette , like a powerhouse of raw , nuclear energy , her neck so thick and muscular that it looks like it was carved from stone , her jawline so sharp and defined that it could cut through diamonds. She smirks with pure , unadulterated confidence and dominance , knowing the sheer , overwhelming power and intensity she exudes , her presence so commanding that it's almost oppressive , her eyes burning with an insane , almost feral intensity. She wears a tiny , bright white bikini that is barely a scrap of fabric , the top struggling desperately to contain her obscenely large , fake , rounded mounds , each one easily the size of a large beach ball , creating an obscene , exaggerated , almost cartoonish cleavage that is impossible to ignore and seems to defy gravity , her assets so large and round that they look like they could be used as weapons of mass destruction , each one a perfect , sculpted hemisphere of insane , fake muscle. The bikini bottoms are mere triangles of fabric , struggling to cover her incredibly thick , ultra-defined , horse-like quadriceps and glutes , which are so firm , round , and massive that they create a perfect , heart-shaped silhouette that seems to defy gravity and logic , like two massive , sculpted boulders ready to crush anything in their path. Her posture is tall and proud , owning the frame , with studio lighting casting dramatic , sharp , almost harsh highlights and shadows across her obscenely sculpted , god-like , almost insane physique , accentuating every ridiculous ripple , line , and curve , her body so defined and vascular that it looks like a roadmap of insane , sculpted muscle , each line and groove so sharp and defined that it's almost painful to look at. The background is a clean , solid dark olive or forest green , ensuring all attention remains on her insane , over-the-top , continually expanding form , her muscles so large and defined that they seem to pulse with power , her body so insane and extreme that it's almost impossible to comprehend , a true fantasy of extreme , vascular , ripped , absurd muscle , a sculpture of a bodybuilder pushed to the extreme and beyond , almost to the point of absurdity and impossibility. Her biceps are so large and round that they look like they could crush battleships , and her thighs are so thick and powerful that they seem capable of destroying cities with a single kick , her muscles so dense and defined that they seem to absorb all light , creating an insane , almost holographic effect , her body a landscape of insane , sculpted mountains and valleys , a testament to the extreme. Her abdominal muscles are so shredded that they create an intricate , deep , almost insane lattice work of lines and grooves , each line so defined that it looks like it was carved by a sculptor , her muscles so dense and defined that they seem to absorb all light , creating an insane , almost holographic effect , her body a roadmap of insane , sculpted muscle , each line and groove so sharp and defined that it's almost painful to look at. Her glutes are so firm , round , and massive that they seem to defy gravity , creating a perfect , heart-shaped silhouette , like two massive , sculpted boulders ready to crush anything in their path , her muscles so large and defined that they seem to pulse with power , her body so insane and extreme that it's almost impossible to comprehend , a true fantasy of extreme , vascular , ripped , absurd muscle , a sculpture of a bodybuilder pushed to the extreme and beyond , almost to the point of absurdity and impossibility. Her forearms are so large and vascular that they look like they belong to a professional strongman , her muscles so dense and defined that they seem to absorb all light , creating an insane , almost holographic effect , her veins so engorged and visible that they look like they're about to burst , her muscles so round and full that they seem to defy gravity , like two massive , sculpted boulders ready to crush anything in their path. Her body is a testament to the extreme , a sculpted masterpiece of raw , nuclear power and dominance , her muscles so large and defined that they seem to pulse with power , her body so insane and extreme that it's almost impossible to comprehend , a true fantasy of extreme , vascular , ripped , absurd muscle , a sculpture of a bodybuilder pushed to the extreme and beyond , almost to the point of absurdity and impossibility. Her muscles are so large and defined that they seem to be continually expanding , her body a never-ending landscape of insane , sculpted muscle , her presence so commanding and overwhelming that it's almost oppressive , her eyes burning with an insane , almost feral intensity , her smile a smirk of pure , unadulterated confidence and dominance , knowing the sheer , overwhelming power and intensity she exudes , her body a true editorial-style fitness magazine cover model , but pushed to a level of insanity that is almost unbelievable , a true fantasy of extreme , vascular , ripped , absurd muscle , a sculpture of a bodybuilder pushed to the extreme and beyond , almost to the point of absurdity and impossibility , her body a testament to the extreme , a sculpted masterpiece of raw , nuclear power and dominance. ,
A hyper-muscular woman with bright blonde hair styled in two towering ponytails dominates a dark studio background , her presence so intense it's almost palpable. She strikes an extreme , almost aggressive front double biceps pose , her arms so monstrously thick and ripped that they seem to push the boundaries of reality. Her biceps are gigantic , each one easily the size of a small barrel , with deltoids and forearms that are equally absurd , vascular , and ripped , every vein engorged and visible , pulsating with raw , nuclear power. Her skin is stretched taut over her mountains of insane muscles , her deep tan accentuating the mind-boggling definition and striations that cover every single inch of her body. Individual muscle fibers are visible , giving her a hyper-realistic , almost surreal , alien quality. Her abs are an insane twelve-pack , with deep , sharp , knife-like grooves running down her stomach , and her thighs are like colossal , sculpted pillars of steel , each one easily the size of a redwood tree. She smirks with pure , unadulterated confidence and dominance , knowing the sheer power and intensity she exudes. She wears a tiny , bright white bikini that is barely a scrap of fabric , the top struggling desperately to contain her obscenely large , fake , rounded mounds , creating an obscene , exaggerated , almost cartoonish cleavage that is impossible to ignore and seems to defy gravity. The bikini bottoms are mere triangles of fabric , struggling to cover her incredibly thick , ultra-defined , horse-like quadriceps and glutes , which are so firm , round , and massive that they create a perfect , heart-shaped silhouette that seems to defy gravity and logic , like two massive , sculpted boulders. Her posture is tall and proud , owning the frame , with studio lighting casting dramatic , sharp , almost harsh highlights and shadows across her obscenely sculpted , god-like , almost insane physique , accentuating every ridiculous ripple , line , and curve. The background is a clean , solid dark olive or forest green , ensuring all attention remains on her insane , over-the-top form. Her biceps are so large and round that they look like they could crush battleships , and her thighs are so thick and powerful that they seem capable of destroying cities with a single kick. Her abdominal muscles are so shredded that they create an intricate , deep , almost insane lattice work of lines and grooves , and her glutes are so firm , round , and massive that they seem to defy gravity , creating a perfect , heart-shaped silhouette. Her hyper-realistic , photorealistic physique is a fitness fantasy pushed to its absolute , insane , ridiculous extreme , with insane , over-the-top muscular definition , bodybuilder physique , and dramatic lighting that emphasizes every insane ripple , every line , and every insane curve of her body. Her calves are so massive and defined that they look like they could crush tanks , and her traps are so wide and thick that they create an incredibly dominant and powerful silhouette , like a powerhouse of raw , nuclear energy. Her forearms are so large and vascular that they look like they belong to a professional strongman , and her abs are so shredded that they create a deep , intricate , almost insane lattice work of lines and grooves that seem to go on forever. Her hyper-muscular frame is so exaggerated that it seems to defy the laws of physics , making her look like a real-life action figure come to life , pushed to the extreme and beyond , almost to the point of absurdity. Her massive , fake assets are so large and round that they look like they could be used as weapons of mass destruction , and her incredibly thick , defined thighs and glutes create a silhouette that is almost comical in its insanity , like a sculpture of a bodybuilder pushed to the extreme. She is a true editorial-style fitness magazine cover model , but pushed to a level of insanity that is almost unbelievable , a true fantasy of extreme , vascular , ripped , absurd muscle. Her body is a testament to the extreme , a sculpted masterpiece of raw , nuclear power and dominance. ,
A hyper-muscular woman with bright blonde hair styled in two towering , sky-scraping ponytails that seem to touch the heavens , dominates a dark studio background , her presence so intense and overwhelming that it's almost suffocating. She strikes an extreme , almost aggressive front double biceps pose , her arms so monstrously thick and ripped that they seem to push the boundaries of reality and physics. Her biceps are gigantic , each one easily the size of a large oil drum , with deltoids and forearms that are equally absurd , vascular , and ripped , every vein engorged and visible , pulsating with raw , nuclear power like a raging river of power. Her skin is stretched taut over her mountains of insane muscles , her deep , glowing tan accentuating the mind-boggling , extreme definition and striations that cover every single inch of her body , each muscle fiber visible and defined beyond belief. Her body is a landscape of insane , sculpted mountains and valleys , a testament to the extreme. Her abs are an insane twenty-four-pack , with deep , sharp , knife-like grooves running down her stomach , each line so defined that it looks like it was carved by a sculptor , her muscles so dense and defined that they seem to absorb all light , creating an insane , almost holographic effect. Her thighs are like colossal , sculpted pillars of steel , each one easily the size of a sequoia tree , her quads and hamstrings so defined that they create an insane , almost ridiculous amount of separation and detail , her muscles so round and full that they seem to defy gravity , like two massive , sculpted boulders ready to crush anything in their path. Her calves are so massive and defined that they look like they could support the weight of the world , each muscle fiber visible and popping , her lower legs so thick and powerful that they seem to stretch on for miles. Her traps are so wide and thick that they create an incredibly dominant and powerful silhouette , like a powerhouse of raw , nuclear energy , her neck so thick and muscular that it looks like it was carved from stone , her jawline so sharp and defined that it could cut through diamonds. She smirks with pure , unadulterated confidence and dominance , knowing the sheer , overwhelming power and intensity she exudes , her presence so commanding that it's almost oppressive , her eyes burning with an insane , almost feral intensity. She wears a tiny , bright white bikini that is barely a scrap of fabric , the top struggling desperately to contain her obscenely large , fake , rounded mounds , each one easily the size of a large beach ball , creating an obscene , exaggerated , almost cartoonish cleavage that is impossible to ignore and seems to defy gravity , her assets so large and round that they look like they could be used as weapons of mass destruction , each one a perfect , sculpted hemisphere of insane , fake muscle. The bikini bottoms are mere triangles of fabric , struggling to cover her incredibly thick , ultra-defined , horse-like quadriceps and glutes , which are so firm , round , and massive that they create a perfect , heart-shaped silhouette that seems to defy gravity and logic , like two massive , sculpted boulders ready to crush anything in their path. Her posture is tall and proud , owning the frame , with studio lighting casting dramatic , sharp , almost harsh highlights and shadows across her obscenely sculpted , god-like , almost insane physique , accentuating every ridiculous ripple , line , and curve , her body so defined and vascular that it looks like a roadmap of insane , sculpted muscle , each line and groove so sharp and defined that it's almost painful to look at. The background is a clean , solid dark olive or forest green , ensuring all attention remains on her insane , over-the-top , continually expanding form , her muscles so large and defined that they seem to pulse with power , her body so insane and extreme that it's almost impossible to comprehend , a true fantasy of extreme , vascular , ripped , absurd muscle , a sculpture of a bodybuilder pushed to the extreme and beyond , almost to the point of absurdity and impossibility. Her biceps are so large and round that they look like they could crush battleships , and her thighs are so thick and powerful that they seem capable of destroying cities with a single kick , her muscles so dense and defined that they seem to absorb all light , creating an insane , almost holographic effect , her body a landscape of insane , sculpted mountains and valleys , a testament to the extreme. Her abdominal muscles are so shredded that they create an intricate , deep , almost insane lattice work of lines and grooves , each line so defined that it looks like it was carved by a sculptor , her muscles so dense and defined that they seem to absorb all light , creating an insane , almost holographic effect , her body a roadmap of insane , sculpted muscle , each line and groove so sharp and defined that it's almost painful to look at. Her glutes are so firm , round , and massive that they seem to defy gravity , creating a perfect , heart-shaped silhouette , like two massive , sculpted boulders ready to crush anything in their path , her muscles so large and defined that they seem to pulse with power , her body so insane and extreme that it's almost impossible to comprehend , a true fantasy of extreme , vascular , ripped , absurd muscle , a sculpture of a bodybuilder pushed to the extreme and beyond , almost to the point of absurdity and impossibility. Her forearms are so large and vascular that they look like they belong to a professional strongman , her muscles so dense and defined that they seem to absorb all light , creating an insane , almost holographic effect , her veins so engorged and visible that they look like they're about to burst , her muscles so round and full that they seem to defy gravity , like two massive , sculpted boulders ready to crush anything in their path. Her body is a testament to the extreme , a sculpted masterpiece of raw , nuclear power and dominance , her muscles so large and defined that they seem to pulse with power , her body so insane and extreme that it's almost impossible to comprehend , a true fantasy of extreme , vascular , ripped , absurd muscle , a sculpture of a bodybuilder pushed to the extreme and beyond , almost to the point of absurdity and impossibility. Her muscles are so large and defined that they seem to be continually expanding , her body a never-ending landscape of insane , sculpted muscle , her presence so commanding and overwhelming that it's almost oppressive , her eyes burning with an insane , almost feral intensity , her smile a smirk of pure , unadulterated confidence and dominance , knowing the sheer , overwhelming power and intensity she exudes , her body a true editorial-style fitness magazine cover model , but pushed to a level of insanity that is almost unbelievable , a true fantasy of extreme , vascular , ripped , absurd muscle , a sculpture of a bodybuilder pushed to the extreme and beyond , almost to the point of absurdity and impossibility , her body a testament to the extreme , a sculpted masterpiece of raw , nuclear power and dominance. ,
A hyper-muscular woman with bright blonde hair styled in two towering ponytails dominates a dark studio background , her presence so intense it's almost palpable. She strikes an extreme , almost aggressive front double biceps pose , her arms so monstrously thick and ripped that they seem to push the boundaries of reality. Her biceps are gigantic , each one easily the size of a small barrel , with deltoids and forearms that are equally absurd , vascular , and ripped , every vein engorged and visible , pulsating with raw , nuclear power. Her skin is stretched taut over her mountains of insane muscles , her deep tan accentuating the mind-boggling definition and striations that cover every single inch of her body. Individual muscle fibers are visible , giving her a hyper-realistic , almost surreal , alien quality. Her abs are an insane twelve-pack , with deep , sharp , knife-like grooves running down her stomach , and her thighs are like colossal , sculpted pillars of steel , each one easily the size of a redwood tree. She smirks with pure , unadulterated confidence and dominance , knowing the sheer power and intensity she exudes. She wears a tiny , bright white bikini that is barely a scrap of fabric , the top struggling desperately to contain her obscenely large , fake , rounded mounds , creating an obscene , exaggerated , almost cartoonish cleavage that is impossible to ignore and seems to defy gravity. The bikini bottoms are mere triangles of fabric , struggling to cover her incredibly thick , ultra-defined , horse-like quadriceps and glutes , which are so firm , round , and massive that they create a perfect , heart-shaped silhouette that seems to defy gravity and logic , like two massive , sculpted boulders. Her posture is tall and proud , owning the frame , with studio lighting casting dramatic , sharp , almost harsh highlights and shadows across her obscenely sculpted , god-like , almost insane physique , accentuating every ridiculous ripple , line , and curve. The background is a clean , solid dark olive or forest green , ensuring all attention remains on her insane , over-the-top form. Her biceps are so large and round that they look like they could crush battleships , and her thighs are so thick and powerful that they seem capable of destroying cities with a single kick. Her abdominal muscles are so shredded that they create an intricate , deep , almost insane lattice work of lines and grooves , and her glutes are so firm , round , and massive that they seem to defy gravity , creating a perfect , heart-shaped silhouette. Her hyper-realistic , photorealistic physique is a fitness fantasy pushed to its absolute , insane , ridiculous extreme , with insane , over-the-top muscular definition , bodybuilder physique , and dramatic lighting that emphasizes every insane ripple , every line , and every insane curve of her body. Her calves are so massive and defined that they look like they could crush tanks , and her traps are so wide and thick that they create an incredibly dominant and powerful silhouette , like a powerhouse of raw , nuclear energy. Her forearms are so large and vascular that they look like they belong to a professional strongman , and her abs are so shredded that they create a deep , intricate , almost insane lattice work of lines and grooves that seem to go on forever. Her hyper-muscular frame is so exaggerated that it seems to defy the laws of physics , making her look like a real-life action figure come to life , pushed to the extreme and beyond , almost to the point of absurdity. Her massive , fake assets are so large and round that they look like they could be used as weapons of mass destruction , and her incredibly thick , defined thighs and glutes create a silhouette that is almost comical in its insanity , like a sculpture of a bodybuilder pushed to the extreme. She is a true editorial-style fitness magazine cover model , but pushed to a level of insanity that is almost unbelievable , a true fantasy of extreme , vascular , ripped , absurd muscle. Her body is a testament to the extreme , a sculpted masterpiece of raw , nuclear power and dominance. ,
(masterpiece , ultra-detailed , , a majestic owl-man warrior stands in an epic hero pose , holding a glowing purple energy sword up to his face with both hands. The heat from the sword distorts the air around it , creating a shimmering effect. hes wearing a helmet , but his glowing eyes are visible through the visor. Vapor rises from his body , adding intensity. His armor is off-white with thin purple light stripes running down the sides and through the breastplate. The wings are spread wide , kicking up dirt and autumn leaves as the setting sun casts volumetric god rays through the swirling debris. The scene is cinematic , and epic capturing every detail of his armor , the heat distortion from the sword , and the vapor rising from his body. ,
Create a highly exaggerated animated scene of Don Quixote riding his horse Rocinante across a dry , windy field. Don Quixote is an extremely gaunt and haggard knight , with a skeletal frame , sunken cheeks , and a scraggly long beard under his chin , wearing a rusty , oversized knight's armor and a matching rusty knight's helmet that comically slips over his eyes every few seconds. His expression is wildly exaggerated , with bulging , manic eyes and a toothy grin , showing his delusional enthusiasm as he imagines himself a heroic knight. He leans forward dramatically on the horse , his bony frame bouncing and flailing with each step , holding the reins loosely with his left hand while his right hand wildly waves a bent , makeshift lance in the air , shouting with exaggerated bravado. His armor clanks loudly , and his movements are comically uncoordinated , with his helmet slipping and his body nearly falling off the horse. Rocinante is an absurdly skinny , cartoonish horse , with a skeletal body , knobby knees , and a drooping neck , looking like it might collapse at any moment. Its large , googly eyes are filled with fear , its ears flop comically , and its steps are slow , wobbly , and uneven , kicking up tiny clouds of dust as it stumbles forward. The field has patchy , dry grass swaying in the wind , with a crooked windmill in the background under a bright blue sky. Add exaggerated cartoon effects like stretchy limbs , bouncing motion lines , and sweat drops around Rocinante to emphasize the humor and animated style ,
Create an animated scene of Don Quixote riding his horse Rocinante across a dry , windy field. Don Quixote is a gaunt , haggard knight with a long beard under his chin , wearing an old , rusty knight's armor and a matching rusty knight's helmet that occasionally slips over his eyes. His expression is exaggerated , with wide eyes and a big smile , showing his dreamy and overly enthusiastic personality. He leans forward on the horse , holding the reins loosely with his left hand while his right hand is raised high , waving a lance as if rallying for battle. His body bounces humorously with each step of the horse , and his armor clanks loudly. Rocinante is a very thin , cartoonish horse with a worried expression , large round eyes , and drooping ears , walking slowly and unsteadily , kicking up small clouds of dust with each step. The field has tall , dry grass swaying in the wind , with a distant windmill visible in the background under a clear blue sky. Add motion lines and exaggerated effects to emphasize the humorous and animated style ,
Create an animated scene of Don Quixote riding his horse Rocinante across a dry , windy field. Don Quixote is a gaunt , haggard knight with a long beard under his chin , wearing an old , rusty knight's armor and a matching rusty knight's helmet that occasionally slips over his eyes. His expression is exaggerated , with wide eyes and a big smile , showing his dreamy and overly enthusiastic personality. He leans forward on the horse , holding the reins loosely with his left hand while his right hand is raised high , waving a lance as if rallying for battle. His body bounces humorously with each step of the horse , and his armor clanks loudly. Rocinante is a very thin , cartoonish horse with a worried expression , large round eyes , and drooping ears , walking slowly and unsteadily , kicking up small clouds of dust with each step. The field has tall , dry grass swaying in the wind , with a distant windmill visible in the background under a clear blue sky. Add motion lines and exaggerated effects to emphasize the humorous and animated style ,
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. ,
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