#Methods of trend analysis

[marketxcel]

What Is Trend Analysis in Research? Types, Methods, and Examples

Explore the essence of trend analysis in research, encompassing its diverse types, methodologies, and real-world examples. Unravel the significance of tracking trends to glean insights and make informed decisions in various fields.

[techtoio]

Charging Ahead: The Future of Battery Technology

Introduction

In today’s fast-paced world, the demand for efficient and sustainable energy storage is skyrocketing. As we continue to rely on portable electronics, electric vehicles, and renewable energy sources, the need for advanced battery technology has never been more crucial. At TechtoIO, we delve into the exciting developments that are charging ahead in the field of battery technology. Come along as we delve into the trends and innovations that will change the landscape of energy storage and usage. Read to continue

[whereishermes]

Scholasticism in Medieval Paris

Scholasticism: The Gothic school of philosophy in which scholars applied Aristotle’s system of rational inquiry to interpret religious belief.  The University of Paris was the center of scholarship and teaching in the Gothic age. The professors developed Scholasticism, a philosophy that sought to prove the Christian faith using Aristotle’s reasoning. Thomas Aquinas was the greatest advocate and…

[crystlianajohn]

What are the steps of social media analytics?

Explore the essential steps of social media analytics to harness valuable insights and optimize your online presence.

www.quickmetrix.com

[researchers-me]

Market trends analysis is an essential tool for Strategic Decision-Making. Utilizing market trend analysis reports and effective methods helps businesses gain valuable insights into market dynamics, customer behavior, and industry trends.

[astrocafecoffee]

💫Your future spouse's career based on your Juno persona chart 💫

✨ For entertainment purposes only. Enjoy.✨

🌜what to check?

- just check your Industria (389) asteroid in your Juno persona chart.Find out in which house it falls in!!

Why this asteroid?

- Juno persona chart tells about your future spouse and Industria(389) asteroid is a long term career related asteroid. So this asteroid in your juno persona chart can give a insight about your future spouse's career.

🌜SOME SHORT TERMS I USED HERE :

- FS = FUTURE SPOUSE

-JPC = JUNO PERSONA CHART

Leshh go!

🌆 Industria in 1st house of JPC : 1st house represent one's identity, personality and how they present themselves to the world.This asteroid in 1st house suggests that their career may be tied to their personal identity and innovative spirit. Now some possible career of your fs-

*Entrepreneurial scientist - they may excel in entrepreneurial pursuits within the scientific community. They may innovate new technologies, products that have a significant impact in their field.

* Industry leader - they maybe known for their innovative idea and proactive attitude to their work. They can easily be a leader of their respective industry.

* visionary consultant - they may excel in their field as a respectful advisor, who offers solutions to businesses or individuals seeking guidance.

* Creative director- career in creative leadership such as creative director in advising, film, fashion, or design.

* makeup artist

* Model

* engeneering

* design/ work in media.

🌆 Industria in 2nd house of JPC : Their career may be closely related to their values resources, managing or utilising assets and their sense of stability. Some possible career of your fs -

* wealth management specialist - they helps individuals or organizations maximize their financial resources and investments through innovative and strategic approach.

* Creative Financial analyst - specialised in creative or innovative analysis methods.

* Financial innovator- innovates new financial products, services or strategies.

* asset manager

* Entrepreneurial investor

* can sing well

* accountant

🌆 Industria in 3rd house of JPC : 3rd house represents one's communication style, mental persuits, and interaction within immediate environment. When this asteroid in your 3rd house this can indicate that your fs may excel in the career of innovative communication methods or technologies. Some possible career of your fs -

* They may into journalism, media, broadcasting, or public relations where someone uses their creative ideas.

* technology writer/ blogger: their career path may involve writing / blogging about technologies or industry trends or sharing their ideas with wide audience.

* Workshop/ educational outreach programs.

* small business owner

* excel in troubleshooting skills, problem solving abilities, explaining complex concepts in simple terms.

🌆 Industria in 4th house of JPC : their career tied to their home , family roots, and emotional well-being.some possible career of your fs -

* career in real estate - specialize in designing sustainable, eco friendly, or technologically advanced buildings.

* e- commerce, consulting, freelance work.

* Family councillor or therapist - they may help individuals and families navigate challenges, fostering harmony and growth within te hone environment.

* interior designer

* Home renovation specialist

* Family owned business owner.

* childcare provider

🌆 Industria in 5th house of JPC : 5th house is associated with creativity,joy, children and hobbies. It governs one's individual approach to work, self expression and personal fulfillment. So your fs career strongly related to this area of life. Possible careers -

* creative artist/ entertainer - Excels in creative profession like music , theater , film, writing etc.

* event planer- organizing wedding, festivals or social gathering.

* teacher/ coach - inspiring or guiding others in academic subject/ sports.

* youth councillor - natural affinity to work with young people and helping them to discover their talents.

* atrs nd crafts business owner.

* fitness instructor

* dance teacher

* entertainment industry professional.

🌆 Industria in 6th house of JPC : 6th house is associated with employment, daily task, health and service to others. So possible career of your fs -

* health care professionals - career related to healthcare, nursing, doctor, medicine, and pharmacy.

* nutritionist/ dietician - helping others to improve their dietary habits , manage health condition.

* fitness trainer/ coach - motivates others to adopt healthy lifestyle.

* administrative professional - may indicate talent for efficiency, attention to detail, making career in administrative or office management appealing.

* environmental scientist

* social worker

* reasearch assistant

🌆 Industria in 7th house of JPC : 7th house is related to marriage, buisness partnership, legal matters, and one-on-one interactions. Possible career domains of your fs-

*legal professional - career related as mediators, legal consultant, specialization in areas such as contrat law , family law or dispute resolution.

* business consultant - expertise in the area of strategy, negotiation, and partnership development.

* marriage and family therapist - helping couples navigate challenges, improve communication and strengthen their bonds through therapy or councilling sessions.

* international business manager

* foreign affair specialist

* event coordinator

*public relation specialist

* human resources manager

🌆 Industria in 8th house of JPC : 8th house is associated with themes such as mysteries, psychology, healing, emotional connection. So possible careers of your fs -

* psychologist/ psychotherapist - your fs may excel in trauma therapy, helping others to navigate profound emotional experiences , uncover hidden truth.

* forensic investigator/ crime analyst- they may be focused on uncovering hidden truths and solving mysteries.

*massage therapist - specialize in modalities such as deep tissue massage, craniosacral therapy or helping clients release emotional/ physical tension through healing.

* reasearch scientist - may excel in fields such as psychology, quantum physics, or consciousness studies.

* occultist - astrologer, tarot reader, or spiritual councillors.

* healer/ energy worker

* heal others through their respective fields. Can be. Singer too .

🌆 Industria in 9th house of JPC: 9th house is associated with themes such as higher learning, expansion of horizons , seeking truth, broadening one's perspective through travel/ exploration. Possible careers of your fs -

* international relations specialist - involve promoting international cooperation, resolving conflicts, forming mutual understanding between nations and cultures.

* spiritual teacher/ guru- your fs may pursue careers as spiritual teachers, gurus, mentors, guiding others on their spiritual journey.

* tour guide

* philosopher

* religious leader - may pursue careers as priests, ministers, guiding and supporting communities in matters of faith and spiritual growth.

* global NGO worker

* foreign language teacher

🌆 Industria in 10th house of JPC: 10th house is associated with themes such as career aspirations, social status, reputation, and professional achievements. This asteroid influences the individual's approach to career, public image, authority, ambition. So possible careers of your fs -

* media personality/ influencer - television hosts , journalist, bloggers, social media influencer , reaching a wide audience.

* creative director/ artist - artist, designer, performers.

* CEO

* startup founder, business owner, or self employed professionals.

* legal professional/ lawyer

* educational administrator

🌆 Industria in 11th house of JPC: when your industria asteroid in this house your fs may excel in the career of social network, group affiliation, humanitarian causes, collaboration etc. So possible careers of your fs -

* social entrepreneur - creates innovative solutions to adress social challenges.

* Tech entrepreneur, start-up founder.

* content creator - social media influencers, bloggers, using their platforms to inspire/ educate peoples.

* environment activist

* advocate

* community organizer

* designing educational platforms , or promoting digital literacy.

🌆 Industria in 12th house of JPC: 12th house is often associated with hidden strengths, spirituality, and working behind the scenes. So possible careers of your fs -

* they might work in reserch and development, data analysis or logistical planning behind the scenes.

* astro- spiritual researcher

* music industry

* astrologer

*song writer.

* mystical or spiritual advisor.

* environmental conservationist.

⚡ Note : these are only some possibilities of careers of your fs. And guys check the degrees to , it's like cheery on top 💌

🌜Don't forget to check my other observations too 👀

That's it guys , see you soon 💝

- piko 💖

[headspace-hotel]

"New (old) perspectives on self-injurious and aggressive biting" published in Journal of Applied Behavior Analysis / Nine Inch Nails- The Hand that Feeds

I was troubled to see a trend of claiming that Autistic people who do not support Applied Behavior Analysis (ABA) are a group of "low-support-needs" autistics who are monopolizing the conversation and taking resources away from autistics with higher support needs—I think it is misunderstanding.

Individual positive or negative experiences with ABA are irrelevant here—the fundamental core of the therapy is behaviorism, the idea that an autistic person can be "treated" by rewarding "desirable" behaviors and punishing "undesirable" behaviors, and that an increase in desirable behaviors and decrease in undesirable behaviors constitutes successful treatment

In researching I found that ABA practitioners have published statements condemning conversion therapy. They refer to an unfortunate historical association between ABA and conversion therapy, but it is not association—ABA literally is conversion therapy; the creator of it used it to try to "cure" little boys that were too feminine.

ABA is considered "medically necessary" treatment for autism and the only "proven" treatment, in that it is proven to create decrease in "undesirable" behaviors and increase in "desirable" behaviors.

Undesirable behaviors for an autistic person might include things like stimming and talking about their interests, desirable behaviors might include eye contact, using verbal speech, playing with toys in the "right" way.

The BCBA behavior analyst code of ethics does not prohibit "aversive" methods (e.g. electric shock) to punish undesirable behaviors

The code of ethics only discusses the consent of the "client," not the person receiving the treatment

Many people will say "my child's ABA therapist would never make them repress harmless stims, give up their interests, use electric shocks...They understand the value of neurodiversity and emphasize the consent of the child..."

But consider...if nothing binds or requires an ABA therapist to treat stimming as important, nor restrains them from using abusive techniques, nor requires them to consider the consent of a person being treated, what protects vulnerable people other than luck? The ABA therapist still has an innately unethical level of power over a child being "treated."

Furthermore, consider: can a therapy built on the goal of controlling the behavior of a person who cannot meaningfully consent to it, especially without hard limits or protections on the kinds of behavior that can be coerced or controlled, ever be ethical?

I found many articles that discuss teaching "compliance" in autistic children, treating "compliance" as a reasonable goal to strive for without qualification...

The abstract of the above article struck me with a spark of inspiration. Biting is an undesirable behavior to be controlled, understandably so, since most would feel that violence should not be allowed. But I was suddenly reminded of the song "The Hand that Feeds" by Nine Inch Nails, which is a play on the saying "Don't bite the hand that feeds you," meaning don't lash out against someone that is kind to you.

But doesn't "the hand that feeds you" implicitly have power over you through being able to give or withhold food? In this case, kindness can be a form of coercion. Thus "biting the hand that feeds" is used in the song as a metaphor for autonomy and resisting coercive power. The speaker asks the audience if they have the courage to test the benevolence of their oppressors, or if they will remain compliant and unquestioning even though they know deep down that it isn't right.

Likewise the article blunders into something unintentionally poetic when it recognizes that biting is an innately possible behavior in response to "aversive" stimuli or the "removal of reinforcers." Reinforcers and aversives in ABA are discussed as tools used by the therapist—the presentation of a preferred food would be a reinforcer, for instance (and is often used as such in ABA).

The journal article considers biting as a behavioral problem, even though the possibility that someone may bite can never be eliminated. Contrastingly, "The Hand that Feeds" highlights the coercive power behind the ability to control your behavior, even when that control appears benevolent and positive, and argues that "biting the hand that feeds you" is not only a possibility but a moral imperative.

Consider: In what circumstances would you bite someone? To defend your own body? To defend your life? Are there circumstances in which biting would be the reasonable and the right action to take?

What authority decides which behaviors are desirable or undesirable, and rewards or punishes compliance or resistance? Who is an authority—your therapist? Your teacher? Your caregiver? Any adult? Any person with the power to reward or punish?

In what circumstances might compliance be demanded of you? In what circumstances would it be justifiable not to comply? What authority decides which circumstances are justifiable?

Can you imagine a circumstance where it might be important for a child to not comply with the demands of an adult? For a citizen to not comply with the demands of a government? Which authorities demand compliance in a right and just manner, and which demand compliance to things that are evil and wrong? Which authority has the power to differentiate the two? Should you trust them? Will you bite the hand that feeds you?/Will you stay down on your knees?

[alltoomaples]

Speed of Science🧬💻💌

I'm dating a STEM girlie and you're not (F1 Edition)

a/n: and im baaaaaacccckkkkk (like anyone even missed me lmao) with the long overdue request! life of a postgrad StEm girlie here and the struggle is really realll af. but besides that, I'm writing this down as a headcanon for the drivers requested on this poll i had posted long back here. I've always wondered how there's soo minimal povs/ocs where they are a scientific researcher, analyst, etc. sooo i dedicate this one to all the STEM F1 girlies out theree <33

alsoo quick shoutout to my girlieee @smoooothoperator for inspiring and motivating me to get back at writing!🥹🫶🏼 check out her lastest ongoing work 'What Was I Made For? ' its amazing and thats a FACT!! do check her works! its absolutely amazing❤️

check out my works: until i found you masterlist | other works

Scientific Art Illustrator - Charles Leclerc

As a Scientific Art Illustrator, you specialize in creating visually captivating and scientifically accurate illustrations that depict complex biological, astronomical, or technological subjects.

Charles first discovered you through your works at an exhibition where their stunning illustrations of Formula 1 cars caught his eye. Impressed by their attention to detail and artistic talent, they struck up a conversation about their mutual love for precision and creativity.

During a peaceful weekend afternoon, Charles suggests a spontaneous visit to a local art supply store. Excitedly exploring aisles stocked with vibrant paints, fine brushes, and specialized papers, the two of you engage in discussions about artistic techniques and innovative tools. Amidst laughter and shared enthusiasm for creativity, you bond over your mutual appreciation for the intricacies of art and science, making the afternoon a cherished memory of their shared passions.

After being away from home during race season, Charles always finds a framed series of sketches by you for the races you couldn't make it, capturing his most memorable racing moments. Each sketch is intricately detailed, depicting not only the speed and intensity of the races but also the emotions and determination etched on Charles' face. Touched by the thoughtful gesture, Charles hangs the sketches in his study, a constant reminder of your support and admiration for his passion.

...

Data Scientist - Lando Norris

A Data Scientist specializes in analyzing large volumes of data using statistical methods and machine learning techniques to extract insights and make data-driven decisions.

You and Lando first connected through a mutual fascination with racing data at a technology symposium focused on sports analytics. Your presentation on advanced predictive modelling in motorsports caught Lando's attention for its innovative approach to enhancing race strategies.

During a cosy evening at home, Lando playfully challenges you to a friendly data analysis competition using real-time telemetry from previous races. Their banter and shared excitement over dissecting racing data create a lighthearted and memorable bonding experience.

You two would watch old races and analyze historical racing data together, playfully debating optimal pit stop strategies and analyzing driver performance trends, their shared passion for racing and data fostering a deep connection and mutual admiration.

...

Oceanographer/Marine Biologist - Oscar Piastri

An Oceanographer or Marine Biologist studies marine life, ecosystems, and ocean processes to understand and protect marine environments and resources.

You and Oscar crossed paths during a research expedition to study coral reefs in a remote location. Your expertise in marine biology and passion for conservation impressed Oscar, sparking their connection.

Amidst the hectic F1 season, Oscar surprises you with a weekend getaway to a coastal retreat, where they explore tide pools and participate in a beach cleanup together, reaffirming their commitment to environmental stewardship.

You gave Oscar a custom-made charm bracelet featuring miniature charms of marine animals they've discussed during their beach walks and conservation talks. Each charm represents a meaningful moment in their relationship, from their first discussion about oceanography to their shared admiration for marine life. Oscar wears the bracelet during race weekends as a reminder of you and all the love and support you give, both on and off the track.

...

Mechanical Engineer - Daniel Riccardo

You are a passionate Mechanical Engineer, specializing in advanced automotive design and performance optimization.

Daniel first encountered you at a technical conference organized by one of the team sponsors where you presented groundbreaking research on aerodynamic innovations that caught his attention.

Often, while you meticulously draft engineering schematics at their home office, he makes sure that you have your "engineering emergency kit" beside your workstation, which is a tray of snacks and their favourite coffee – ensuring they're fueled for their late-night brainstorming sessions. For when he's away for races, he stacks them up with small cute notes.

Before Daniel heads to a crucial race, you surprise him with a meticulously crafted miniature replica of his race car, complete with detailed decals and a personalized message of encouragement engraved on the base. Touched by the thoughtful gesture, Daniel proudly displays it in his motorhome, a reminder of the reader's unwavering support both on and off the track.

...

Statistician - George Russell

A Statistician specializes in collecting, analyzing, and interpreting numerical data to help organizations and individuals make informed decisions.

You and Russell first crossed paths during a university seminar on advanced statistical modeling in sports. Your insightful analysis of Formula 1 race data caught George's attention, sparking a lively discussion that led to mutual admiration for each other's analytical skills and shared passion for racing statistics.

During a particularly demanding race weekend, the reader surprises George with a meticulously prepared statistical analysis report highlighting his strengths and areas for improvement based on recent race data. This thoughtful gesture boosts George's confidence and motivation, showing the reader's support in his pursuit of excellence.

During a weekend getaway, you guys stumble upon a local go-kart track. George, always up for a challenge, suggests they have a friendly race. Knowing George's competitive spirit, you secretly calculate his optimal strategy and surprise him by winning with a perfectly executed last-minute overtaking maneuver. George is impressed by the your strategic thinking and playfulness, and they share a lighthearted and joyous moment celebrating their shared love for racing and friendly competition.

...

Astrophysicist - Logan Sargeant

An Astrophysicist studies the physical properties, behavior, and evolution of celestial objects such as stars, planets, galaxies, and the universe as a whole, using principles of physics and astronomy.

Logan and you first crossed paths during an expedition to study a rare astronomical event—a comet passing close to Earth. Both passionate about astrophysics, you found yourselves sharing a telescope at a remote observatory, marveling at the comet's beauty and discussing its celestial significance late into the night. Their shared awe and intellectual connection sparked a mutual admiration that grew into a deep bond over their shared passion for exploring the wonders of the cosmos.

During a quiet evening at home, Logan excitedly shows you a new telescope he acquired for stargazing during race weekends, expressing his eagerness to learn more about the cosmos together and sharing their enthusiasm for both racing and astrophysics in equal measure.

Before a critical race weekend, the reader surprises Logan with a personalized star chart that maps out the night sky above the upcoming race venue during the race weekend. Each star on the chart is marked with a heartfelt message of encouragement, reminding Logan of their unwavering support and belief in his abilities on and off the track. Touched by the thoughtful gesture, Logan treasures the star chart as a symbol of the reader's love and encouragement throughout his racing career.

...

Climate Scientist - Lance Stroll

A Climate Scientist studies climate patterns, environmental changes, and their impacts on Earth's ecosystems, using data analysis and modeling to understand and address global climate challenges.

Lance crossed paths with you at an eco-friendly racing event where Lance was advocating for sustainable practices in motorsport. Being a respected climate scientist, you caught Lance's attention with your insightful presentation on the environmental impact of racing and innovative solutions for reducing carbon footprints in the sport. Their shared passion for sustainability sparked an immediate connection and admiration for each other's dedication to making a positive impact on the environment.

One weekend, Lance surprises you with a homemade dinner featuring sustainably sourced ingredients, proudly showcasing his culinary skills while discussing ways to reduce your carbon footprint. His earnest commitment to sustainability and your shared vision for a healthier planet melts your heart, making this a cherished moment you both treasure.

You, being deeply involved in climate science, often spends late nights analyzing data or writing research papers. One evening, Lance bring him a cozy blanket and a mug of your favorite hot beverage, quietly sitting beside him as he works. You look up from your laptop, touched by his thoughtfulness, and pulls him into a warm embrace, grateful for his unwavering support and understanding of your demanding but vital work.

...

taglist: @lndonrris @thatgirlmj @lwstuff @dannyramirezwife-f1dump @moonypixel tysm for your suggestions! apologies on taking this long to write😅🫶🏼

a/n: hope y'all enjoyed reading this! this was my first time writing a headcanon and for f1 drivers beside charles and lando so hope i did justice to all.

i'm being wanting to read some good domestic bliss, sweet, adorable and lovey dovey blurbs, fics of lando (i talked abt it here) soo maybe i'll work on some drafts at some point cause i'm currently in the middle of project work of my masters degree soo don't know when i'll be posting soo until next time, see yaaa and going back to read mode 👋💓✨️

check out my works: until i found you masterlist | other works

[marketxcel]

What Is Market Research: Methods, Types & Examples

Learn about the fundamentals of market research, including various methods, types, and real-life examples. Discover how market research can benefit your business and gain insights into consumer behavior, trends, and preferences.

[mesetacadre]

Another aspect about the student movement that's not made explicit a lot, alongside with the necessity of the centrality of the worker's movement, is that's it's almost always a purely reactive movement. Proactivity and a more constant activity requires a well-defined set of goals, independent of the comings and goings of national and local political trends, as well as a degree of consciousness you'd be pressed to find at your nearest faculty and high school in the imperial core. As a predominantly reformist space, conditioned by the economic sensibilities brought to the forefront by the hand of imperialist superprofit socialization, the student-unionist movement is not that distinct from the worker-unionist movement, or the neighbor-associationist movement. Since the goal is reformism or even the mere desire for the non-worsening of conditions, any action is defined by that reactivity. The only times when workers, students, or residents experience real mass movements are the times when a specific issue is brought to the forefront of social discussion. And crucially, since that massification requires the agreement between elements of all stripes, it very often ends up limited to opposition against the issue, and perhaps a broad slogan capable of summarizing every group's position, but essentially never a specific set of systemic demands or desires.

And as quickly as those mass movements come, they always end up submerged underneath history and the burn out of the most involved elements. Instead of a sustained fire, it's a bright spark which may char capitalism's skin, but never cut that skin open. These movements, again, conditioned by spontaneity and reactivity, go through periods of fluxes and refluxes. The strategy before this fact, as organized communists, is to, of course, carry on work through those periods of reflux, but also to participate in the periods of flux, bring class positions and a class analysis to the often politically shallow spaces those massifications take place in, and attempt to show through discussion and action how communists tackle these same issues. Once the inevitable reflux washes grifters, instagram infographics, and affinity groups away, only a competent communist party will remain, able to pick up the pieces, integrating whoever was convinced of their program during the flux's dusk, ready to once again educate class consciousness into anyone willing to listen, with better analyses and methods. This is, in broad terms, how communist parties should tackle social movements in the imperial core, as long as they are conditioned by the aspects I've explained.

[srbachchan]

DAY 6057

Jalsa, Mumbai Sept 17, 2024 Tue 11:26 pm

The impotency of content :

"The term "impotency of content" suggests a situation where content—whether in the form of text, media, or other forms of communication—fails to achieve its intended purpose or lacks meaningful impact. This concept can be explored from multiple angles, including the relevance of the content, its delivery, and the broader context in which it exists.

Content becomes impotent when it fails to resonate with its intended audience. Relevance is key; if content does not address the needs, interests, or concerns of its audience, it is likely to be ignored or dismissed. For instance, a marketing campaign that does not align with the target demographic's values or preferences is unlikely to generate engagement or drive sales. Similarly, academic content that lacks practical application or fails to address current research gaps can be deemed impotent in the context of advancing knowledge or solving real-world problems.

Even if content is relevant, its effectiveness can be diminished by poor delivery. This includes factors like the format, accessibility, and clarity. Content that is poorly organized, difficult to navigate, or presented in an unappealing format may fail to capture and maintain the audience’s attention. For example, a well-researched academic paper presented in dense, jargon-laden prose might be ignored by those who could benefit from its findings. Effective delivery involves not just the substance but also the style and method of presentation, ensuring that the content is engaging and accessible.

In today’s information-rich environment, content is often lost in a sea of competing messages. The sheer volume of content available can lead to saturation, where individual pieces struggle to stand out or make an impact. This is particularly relevant in digital media, where algorithms and social media platforms amplify popular or sensational content while less eye-catching material may be overlooked. In this context, even valuable content can become impotent if it cannot rise above the noise. Content must be timely and contextually appropriate to be impactful. Content that is outdated or irrelevant to current events or trends can quickly lose its significance. For instance, historical analysis or commentary that does not consider contemporary developments might appear disconnected or obsolete. Understanding the broader context in which content is produced and consumed is crucial for ensuring its relevance and impact.

Ultimately, the effectiveness of content is measured by its ability to engage and elicit a response from its audience. Content that does not prompt interaction, reflection, or action is often considered impotent. This engagement is not just about attracting attention but also about fostering meaningful connections and responses. Content that encourages dialogue, provides value, or inspires action is more likely to be perceived as potent and impactful.

In conclusion, the "impotency of content" underscores the abd not a word about the mediaimportance of relevance, delivery, and context in determining the effectiveness of communication. To avoid impotency, content creators must carefully consider their audience’s needs, ensure their delivery methods are effective, and remain mindful of the broader information landscape. By addressing these factors, content can transcend its potential impotence and fulfill its purpose, whether that be to inform, persuade, entertain, or inspire."

and hahaha .. 🤣 and not a word about media for which it was intended .. the most protected, educated, ultimate genre in this Universe ..

Love and in the more of reality ..

Amitabh Bachchan

[sgiandubh]

The point is no one knows how many he or any these big accounts actually does have. This type of behavior aligns with the FACT he is not as popular as you all want him to be and explains why his engagement numbers are low and although he has 4M IG followers, you ask any random 100 people on the street in the US where his US based show is the most popular and not a one will have a clue who he is. He has about 250k fans and 25k fanatics. Not many to build a future career on and not many to hide some secret marriage, relationship to a co star who is legally married to someone else with one son.

Dear FACT Anon,

Brush up your grammar first, you begin your Orwellian Two Minutes Hate with another nonsense phrase: 'The point is no one knows how many he or any these big accounts actually does have.' This, you see, betrays you - enough said: your native language is a Germanic one, albeit not English and not German. Dutch, perhaps?

No one knows what, exactly? How many fans? How many followers? Quite different things indeed, and you surely know it: you logically still are a fan and show appreciation for what he does, even if you don't follow him on Instagram . You can't be that stupid as to presume all of his fans are just on Instagram, do you? Thus, how is some fluctuating index relevant in the great scheme of things? It is partial. It is segmented. It is easily explained by external factors, such as the ones I have described. Why you still cling to this cargo cult belief is just beyond me.

If S were Coca Cola and you were a hired consultant in charge of a global analysis of the brand, I would have fired you already. I don't care how the outlook is on the Ruritarian market only, the brief you would have gotten was to go global and come with the latest trends.

'you ask any random 100 people on the street in the US where his US based show is the most popular and not a one will have a clue who he is. He has about 250k fans and 25k fanatics.' Look at you talking, dear illiterate: 'not a one', when English has the very effective 'no one' or 'not a single one'. The rest comes from the spite and bile of a particular blogger, you all chose to snowball endlessly. It is wrong. It is strange. It is boring. I don't even know how you came up with these figures: instead of parroting whatever you have been told, kindly explain the method you used to reach them. Extrapolation has its limits and it is always used in order to artificially inflate, not deflate something at all costs. I see no point in entertaining this theory based on absolutely nothing.

But your point was not related to all of the above. All of the above was but a pretext for you to shove in your last phrase. I think you are in a very bad spot in your life, Anon. I'd seriously suggest to get help, at this point. You deserve better than this kind of ridiculous, pointless Internet joust.

[covid-safer-hotties]

Humans infecting animals infecting humans − from COVID-19 to bird flu, preventing pandemics requires protecting all species - Published Sept 4, 2024

I remember back in 2022, someone mocked me for worrying about zoonosis of new coivd strains. The science backs up my thoughts once again: We have to protect *everyone,* even critters, from disease to prevent future pandemics.

Authors Anna Fagre Veterinary Microbiologist and Wildlife Epidemiologist, Colorado State University

Sadie Jane Ryan Professor of Medical Geography, University of Florida

When the World Health Organization declared COVID-19 a pandemic on March 11, 2020, humans had been the only species with reported cases of the disease. While early genetic analyses pointed to horseshoe bats as the evolutionary hosts of SARS-CoV-2, the virus that causes COVID-19, no reports had yet surfaced indicating it could be transmitted from humans to other animal species.

Less than two weeks later, a report from Belgium marked the first infection in a domestic cat – presumably by its owner. Summer 2020 saw news of COVID-19 outbreaks and subsequent cullings in mink farms across Europe and fears of similar calls for culling in North America. Humans and other animals on and around mink farms tested positive, raising questions about the potential for a secondary wildlife reservoir of COVID-19. That is, the virus could infect and establish a transmission cycle in a different species than the one in which it originated.

For example, spillback has been a long-standing threat to endangered great apes, even among populations with infrequent human contact. The chimpanzees of Gombe National Park, made famous by Jane Goodall’s work, have suffered outbreaks of measles and other respiratory diseases likely resulting from environmental persistence of pathogens spread by people living nearby or by ecotourists.

We are researchers who study the mechanisms driving cross-species disease transmission and how disease affects both wildlife conservation and people. Emerging outbreaks have underscored the importance of understanding how threats to wildlife health shape the emergence and spread of zoonotic pathogens. Our research suggests that looking at historical outbreaks can help predict and prevent the next pandemic.

Spillback has happened before Our research group wanted to assess how often spillback had been reported in the years leading up to the COVID-19 pandemic. A retrospective analysis not only allows us to identify specific trends or barriers in reporting spillback events but also helps us understand where new emergent threats are most likely.

We examined historical spillback events involving different groups of pathogens across the animal kingdom, accounting for variations in geography, methods and sample sizes. We synthesized scientific reports of spillback across nearly a century prior to the COVID-19 pandemic – from the 1920s to 2019 – which included diseases ranging from salmonella and intestinal parasites to human tuberculosis, influenza and polio.

We were also interested in determining whether detection and reporting bias might influence what’s known about human-to-animal pathogen transmission. Charismatic megafauna – often defined as larger mammals such as pandas, gorillas, elephants and whales that evoke emotion in people – tend to be overrepresented in wildlife epidemiology and conservation efforts. They receive more public attention and funding than smaller and less visible species.

Complicating this further are difficulties in monitoring wild populations of small animals, as they decompose quickly and are frequently scavenged by larger animals. This drastically reduces the time window during which researchers can investigate outbreaks and collect samples.

The results of our historical analysis support our suspicions that most reports described outbreaks in large charismatic megafauna. Many were captive, such as in zoos or rehabilitation centers, or semi-captive, such as well-studied great apes.

Despite the litany of papers published on new pathogens discovered in bats and rodents, the number of studies examining pathogens transmitted from humans to these animals was scant. However, small mammals occupying diverse ecological niches, including animals that live near human dwellings – such as deer mice, rats and skunks – may be more likely to not only share their pathogens with people but also to be infected by human pathogens.

COVID-19 and pandemic flu In our historical analysis of spillback prior to the COVID-19 pandemic, the only evidence we found supporting the establishment of a human pathogen in a wildlife population were two 2019 reports describing H1N1 infection in striped skunks. Like coronaviruses, influenza A viruses such as H1N1 are adept at switching hosts and can infect a broad range of species.

Unlike coronaviruses, however, their widespread transmission is facilitated by migratory waterfowl such as ducks and geese. Exactly how these skunks became infected with H1N1 and for how long remains unclear.

Shortly after we completed the analysis for our study, reports describing widespread COVID-19 infection of white-tailed deer throughout North America began surfacing in November 2021. In some areas, the prevalence of infection was as high as 80% despite little evidence of sickness in the deer.

This ubiquitous mammal has effectively become a secondary reservoir of COVID-19 in North America. Further, genetic evidence suggests that SARS-CoV-2 evolves three times faster in white-tailed deer than in humans, potentially increasing the risk of seeding new variants into humans and other animals. There is already evidence of deer-to-human transmission of a previously unseen variant of COVID-19.

There are over 30 million white-tailed deer in North America, many in agricultural and suburban areas. Surveillance efforts to monitor viral evolution in white-tailed deer can help identify emerging variants and further transmission from deer populations into people or domestic animals.

Investigations into related species revealed that the risk of spillback varies. For instance, white-tailed deer and mule deer are highly susceptible to COVID-19 in the lab, while elk are not.

H5N1 and the US dairy herd Since 2022, the spread of H5N1 has affected a broad range of avian and mammalian species around the globe – foxes, skunks, raccoons, opossums, polar bears, coyotes and seals, to name a few. Some of these populations are threatened or endangered, and aggressive surveillance efforts to monitor viral spread are ongoing.

Earlier this year, the U.S. Department of Agriculture reported the presence of H5N1 in the milk of dairy cows. Genetic analyses point to an introduction of the virus into cows as early as December 2023, probably in the Texas Panhandle. Since then, it has affected 178 livestock herds in 13 states as of August 2024.

How the virus got into dairy cow populations remains undetermined, but it was likely by migratory waterfowl infected with the virus. Efforts to delineate exactly how the virus moves among and between herds are underway, though it appears contaminated milking equipment rather than aerosol transmission, may be the culprit.

Given the ability of influenza A viruses such as avian flu to infect a broad range of species, it is critical that surveillance efforts target not only dairy cows but also animals living on or around affected farms. Monitoring high-risk areas for cross-species transmission, such as where livestock, wildlife and people interact, provides information not only about how widespread a disease is in a given population – in this case, dairy cows – but also allows researchers to identify susceptible species that come into contact with them.

To date, H5N1 has been detected in several animals found dead on affected dairy farms, including cats, birds and a raccoon. As of August 2024, four people in close contact with infected dairy cows have tested positive, one of whom developed respiratory symptoms. Other wildlife and domestic animal species are still at risk. Similar surveillance efforts are underway to monitor H5N1 transmission from poultry to humans.

Humans are only 1 part of the network The language often used to describe cross-species transmission fails to encapsulate its complexity and nuances. Given the number of species that have been infected with COVID-19 throughout the pandemic, many scientists have called for limiting the use of the terms spillover and spillback because they describe the transmission of pathogens to and from humans. This suggests that disease and its implications begin and end with humans.

Considering humans as one node in a large network of transmission possibilities can help researchers more effectively monitor COVID-19, H5N1 and other emerging zoonoses. This includes systems-thinking approaches such as One Health or Planetary Health that capture human interdependence with the health of the total environment.

[imogenleewriter]

Harry Styles/Louis Tomlinson AO3 Works Stats

The other day, I was curious to see what the trajectory of uploads of Larry fanfic on Ao3 was and if it was increasing.Anyway, it was a pretty simple process, and here were the findings:

Perfect right? Done. Time to go to bed? No, because ya girl got hyper-fixated. So grab a cup of tea and enjoy this absolutely ridiculous waste of time...

Introduction

The Covid-19 pandemic profoundly affected various aspects of societal behaviour, including participation in online communities. The ‘Larry fan fiction community’ had a notable influx of new participants and emerging writers during this period. My antedotal observations suggested a significant number of authors have been publishing their first works as recently as this month. This study aims to quantify the trends in Harry Styles/Louis Tomlinson fan fiction uploads on AO3 (Archive Of Our Own) over the past decade, with a particular focus on discerning any noticeable uptick in contributions corresponding to the pandemic’s timeline.

Method

The data collection was executed over several days, starting from the 16th of October 2023. Due to this, the 16th of October was used as a reference point for all of the 12-month periods. The following parameters were employed for filtering:

Relationship Category: Harry Styles/Louis Tomlinson.

Inclusivity: All pieces that included this relationship, irrespective of the presence of other pairings. The result of this means there are likely some works included where they are a side pairing.

Language: All languages were included.

Work Status: Both individual pieces and those parts of a series were included, as were completed and incomplete works.

Accessibility: Being logged in allowed access to members-only works.

During the analysis, two works were excluded due to backdating, to ensure the timeframe remained consistent. Due to the dynamic nature of the fan fiction platform, some works underwent updates or were removed during the data collection process. While these fluctuations did cause some inconsistencies, they were negligible and did not significantly impact the overall dataset.

For the 12-month periods under consideration, three main categories were analysed: total, completed, and unfinished.

Results

A comprehensive analysis of Harry Styles/Louis Tomlinson fan fiction uploads spanning from 2011 to 2023 revealed the following insights:

2011: A total of sixteen works were documented, all of which were completed.

2012: The total number of uploads rose to 417. Among these, 409 were completed works, while eight remained unfinished.

2013: A significant surge was observed, with total uploads reaching 4,795. Completed works accounted for 4,251, whereas 544 were left incomplete.

2014: The growth trend continued, recording a total of 6,303 uploads. 5,296 were completed, and 1,007 were in-progress.

2015: The first decline was witnessed, although minor, with 6,105 total uploads. Completed works comprised 4,919, and unfinished ones stood at 1,186.

2016: A slight decline was noted, totalling 4,805 works. Completed pieces were 3,765, with 1,040 still in-progress.

2017: Uploads further decreased to 2,898. Of these, 2,297 were completed, and 601 remained unfinished.

2018: A modest rise was seen with 2,784 total works. Completed contributions were 2,275, while 509 were ongoing.

2019: The total dropped to 2,064. Completed pieces stood at 1,700, and 364 were still under development.

2020: A slight increment occurred, totalling 2,572 uploads. Of these, 2,071 were finished, and 501 were ongoing.

2021: The count increased to 3,195. Completed works reached 2,483, with 712 in-progress.

2022: A total of 3,767 works were uploaded. Completed works were 3,090, while 677 were yet to be finished.

2023: The most recent data showcases 4,018 total works, with 3,104 completed and 914 still ongoing.

After collating the primary data on completed and uncompleted works, I wanted to look at the distribution based on word count. The intention behind this exploration was to discern if there were patterns or preferences within the writing community regarding the length of the stories. (Please note that on diagrams representing word count, the years are now in descending order)

The categorisation of word count was structured. Works were segmented into word count brackets that started from the shortest stories, ranging from 0 to 1999 words, then progressively moved up in intervals: 2000-4999 words, 5000-9999 words, and so on due to the high prevalence in numbers in the shorter works. This structured approach allowed for a visual representation of how numerous works fell into each bracket for each year.

If you click on it, you might be able to see the distribution.

Results: Word Count Analysis

The following overview encapsulates the distribution of word counts for fan fiction uploads from 2011 to 2023:

0-10,000 Words:

2023 observed the highest concentration within this frame with 2507 works. Over half of the total published works for the 12-month period were found within this bracket.

The trend experienced notable growth from the 14 entries in 2012.

2014 saw a peak with 4994 works in this category, followed by a fluctuating pattern in subsequent years.

10,001-50,000 Words:

2023 recorded 1,031, a slight increase from 1,010 in 2022.

2015 led the chart with the most works in this range.

50,001-100,000 Words:

The count in 2023 showcased the highest number in this category, with 293 works.

2016 and 2021 were equal second, with 219 works in this category.

100,001-300,000 Words:

2023 had the most works in this segment, followed by 2022 and 2021.

Prior to this, the peak was in 2017.

300,001 Words and above:

The numbers in this range are comparatively limited, with 2023 having the most works surpassing 300,000 words.

Most years witnessed very few works in this extensive word count bracket, with numbers often remaining in single or low double digits.

I was also interested to find where most work stopped being completed. This is the percentage of completed works in each range.

Limitations of the Analysis:

AO3 Filtering System Limitations: The AO3 filtering system does not readily display the initial posting date of a fic. A fic could have been started several years prior to its completion but only shows up in the filtering system in the year it was last updated. This poses a significant limitation as the actual duration taken for the completion of a work might not be accurately represented.

Human Fallacy: There's always a potential for human error in manual data collection and analysis. Overlooked details, misinterpretations, or unintended biases can inadvertently influence the results.

Deletion and Date Modification of Works: Authors may delete their works or modify posting dates. This becomes significant for older works with a higher likelihood of deletions or date changes. Such actions can skew the numbers, offering a misrepresented view of the works available during a particular year.

Variability in Word Count Reporting: While categorising based on word count is useful, it's possible that authors might update or expand their works after the initial posting, leading to changes in word count categories over time.

Conclusion:

The data spanning from 2011 to 2023 shows that over the 13-year period, there has been a marked increase in both completed and uncompleted works, with the total number of works increasing more than 250-fold from 16 in 2011 to 4018 in 2023.

From 2011 to 2015, there was a notable surge in the number of completed works, culminating in 2014 with a total of 6307 works. This could potentially reflect an increased growing interest or a pivotal shift in the community or broader fandom dynamics during this period.

From 2016 to 2019, a noticeable decrease in the total works emerged, with 2019 seeing the steepest drop. This decline aligns with the onset of One Direction's hiatus. While causation cannot be conclusively established, it does provide a reasonable explanation.

Beginning in 2020, a revitalisation is evident, with figures steadily climbing and nearing their zenith by 2023. While this remains speculative, anecdotal accounts suggest that the pandemic, affording individuals more leisure for social media coupled with the growing popularity of TikTok, may have reignited interest in the fandom, steering them towards both reading and potentially writing fanfiction.

In summary, the AO3 community showcases dynamic growth, decline, and resurgence patterns over the examined period. While completed works have seen fluctuating trends, the spirit of initiation remains unwavering, as observed by the consistent number of uncompleted works.

Length of works

In 2011, the publication of longer stories (10,000 words and above) was almost non-existent. The numbers began to rise steadily, with a significant jump in longer stories from 2015 to 2017.

The number of stories with a word count between 10,000-14,999 went from 2 in 2011 to a peak of 458 in 2014. Similarly, the 15,000-19,999 range saw an increase from 0 stories in 2011 to its peak at 253 in 2015. As we progress through the word count brackets, there's a discernible growth trend, albeit with some fluctuations. For instance, the 80,000-89,999 bracket jumped from 0 stories in 2011 to a peak of 48 stories in 2023.

While there have been fluctuations in the numbers for some years, the overall trend does show growth in the publication of longer stories over the past decade.

The data shows that extremely long stories (those above 200,000 words) have always been a rarity. However, there's still a perceptible trend.

The 200,000-249,999 word count range sees the most action, with a peak of 27 stories in 2023. This is growth from the previous years 17, and then to 14, and so on. The numbers decrease as we progress to the right into the higher word counts, but occasional stories reach these impressive lengths.

The 250,000-299,999 word count range has peaked at 6, with numbers generally dropping with previous years. Higher word count ranges, such as 300,000-349,999 and 350,000-399,999, are sparser but maintain a presence.

Word counts of 450,000 and beyond are sparse, with very few recent entries.

In conclusion, while very lengthy stories remain uncommon, they exist and have seen publication in varying numbers. There's a trend towards fewer stories as the word count increases, which is expected given the monumental length of these works.

Upon examination of the data, there's a pronounced resurgence in the publication of longer narratives, particularly following a noticeable decline post-2016. The trajectory of this resurgence hints at an evolving literary landscape, with authors and perhaps readers veering towards more extensive works. Although the factors underpinning this shift remain speculative, the upward trend, especially in the realm of extended narratives, cannot be dismissed.

Monitoring developments in this sphere to ascertain whether this resurgence signifies a phase or a deeper, more sustained transformation in literary predilections will be interesting.

[39oa]

(nonsensical hrpf data exercise) degree centrality graphing & other archive insights

intro/prior work

hello 🙇‍♀️ i'm not sure this post will make any kind of sense at all, but i love analyzing ao3 data and i especially find it fascinating in the realm of sports/hrpf because of the amount of player- and team-related attributes that offer dimensionality to fandom analysis when examined in parallel with archive metrics. i've already kind of done hrpf overviews on two separate occasions over the past year or so, but my method of collection differed in each instance and also always gave me new things to chew on and potentially explore, such as expanding on the link between player talent and shippability and whether high-draft picks have more fic written for them on average.

i most recently examined player data based on aggregated relationship counts since 2022, but this was a limited snapshot meant to piece together recent ficdom trends (see top ships since 01/01/22) and not be representative of fandom overall. basically, things i want to visualize/talk about now are:

hockey is so widespread as a sports fandom because there are 32 teams in the league, which when compared to a community like f1 makes it difficult to succinctly summarize primary relationships for. there is no self-contained grid of 20 drivers that remains generally fixed within a season, where every move in/out of that "roster" is highly reported upon and instrumental to fandom makeup, but instead a more amorphous network of malleable rosters featuring high-variance cascading orders of character visibility; in short, the difference between the most and least popular driver in f1 fandom is not the same as the difference between sidney crosby and that one ahl lifer who was called up to your 4th line two months ago because your team is utterly decimated and gunning for bedard.

Still: because rosters are so malleable and trades happen with some amount of frequency, and because hockey is still an "insular" ecosystem in terms of geographic accessibility and junior-age development (for better or worse; mostly for worse, but that's neither here nor there), players intrinsically have a low degree of separation between one another, whether it be as teammates now or as friends growing up in the ohl, ntdp, etc. i therefore wanted to take that a step further and look at it through fic metrics especially: can we use a summary of ficdom's real, tangible output and visualize it through a similar network? (+ where and how does that network differ from player connections in practice?)

back to the impact of draft pick # and assessments of talent relative to popularity, i also wanted to look at the most "successful" ships in ficdom from this network and evaluate the different distributions and impacts of their respective attributes. are certain player positions more popular? which nationalities are the most commonly shipped?

etc. But let's just get into it.

process

getting any kind of information from a 60%-locked fandom on ao3 is a nightmare and introduces a myriad of data-collecting limitations, so i do feel it important to disclaim that what i present in this post functions more in the realm of Approximate Interpretation and Potential Correlation than any actual 100% objective representation of fandom metrics.

a perceived limitation i have with character tagging metrics on ao3 is that they don't exactly reflect shippability; that is, if q.hughes is tagged as a character in a n.hischier/j.hughes fic, it gets attributed to his character tag but doesn't actually say anything about how many Relationship Fics exist for him on a whole. my best solution for this was essentially uncovering most of a player's relationships and summing their individual fic counts to create an approximate # of "relationship fics" for each player. so any kind of shippability graph going forward will use that metric.

i used ao3's relationship tag search and filtered by canonical in the men's hockey rpf fandom and only pulled relationship* fics ("/" instead of "&") with a min. of 20 works. ao3's counts are... Not the most accurate, so my filtering may have fudged some things around or missed a few pairings on the cusp, which again is why all the visuals here are not meant to show Everything in the most exact manner but function more so as a "general overview" of ficdom. although i did doublecheck the ship counts so the numbers themselves are accurate as of time of collection.

(*i excluded wag ships, reader ships, threesomes to make my life easier although i know this affects numbers for certain players, hc/gm ships, and any otherwise non-NHL Player ship. for ex., this eliminated anna kasterova/evgeni malkin, tyler brown/tyler seguin, and kyle dubas/william nylander, just to name a few)

all ship data was collected march 16, 2023.

PART 1. SC87 ship networking

when i first began this exercise i tried graphing ships for all the first-overall picks from 2003-2022 because i wanted to get an overarching sense of their connections. however, doing so made me realize that sidney crosby was by and far the most-connected node in the graph (and basically all hrpf in general) with a degree of 11, and that he was centering one huge component to which only two ships failed to connect (op/kj and slaf/xhekaj). basically:

so then i was like, right! let me instead use sidney crosby as my sole starting node, map out all ships with 20+ works from him specifically, take the players he connects to and map out their corresponding ships (excluding sid) and just keep iterating until i basically reach a final child node. through this, i yielded 112 ships and 98 unique players, with my final connecting node coming 9 degrees of separation away through brady tkachuk ↔ tim stützle/quinn hughes. unfortunately i can't actually host this little code snippet anywhere lol but i also wrote an input to check the pathways between any two players which was kind of fun:

here is the actual network graph with colors from automatically generated clustering, which doesn't really mean much but i thought was one nice way of presenting it. the edge width refers to the sum of fics for each ship and the node size refers to the degree, or number of ships, for each player.

i then also joined my player set with a dataset that included draft year, drafted team, position, etc... and through that color-coded the graph with the team each player was originally drafted to (i always struggle between using current team and draft team because which one matters more is super contextual, but... using draft team made my life easier this time so i hope it's still interesting.) here i only included colors for 13 teams that had 3+ players each:

→ [full-size graph]

we can do a bit more analysis based on this specific sidcros network, like which players are the "most-shipped" or overviewing cross-team shipping tendencies:

but! of course, not ALL big hrpf ships lead back to sc87. using him as a central node essentially just helped me filter out excess "noise" when searching for relationship tags on ao3, because now i could exclude anyone connected to him at all (note: the relationship fics from my set equaled upward of 19,000 works, accounting for 60.4% of the entire men's hockey rpf archive) and hit other significant tags more efficiently.

through this method, i singled out a new set of 76 ships and 134 unique players (notice the significant decrease in overlap), which i then combined with my sid ships to create one massive set of Hockey Ships With Over 20+ Works On Ao3 that i could analyze holistically. no idea if this makes any sense but bear with me:

PART 2. general ship insights

i won't bore people with endlessly listing out ship rankings but here's the previous top chart with the new ships slotted in:

now for some overall player analysis!

first i wanted to look at how attributes like draft round, nationality, and position (F/D/G) are represented in the player set.

the nationality distribution is pretty close to all active nhl players this season, so there aren't major disparities there. however, the vast majority of players 1) were drafted in the first round and 2) are mostly forwards, with the forwards also seemingly reflecting the general philosophy of faster development/higher recent-round representation. we can take this overview a step further and actually examine the fic averages for each characteristic as a proxy for measuring shippability/ficdom popularity.

first, i scatterplotted all players by their draft pick and number of fic to (try and) show the heavy skew toward top picks (inspired by the gar draft pick value curve and other similar plots). this is... well, limited in many ways, and if i had an actually adequately large dataset i could specifically plot averages per distinct pick number and try to present something there, but the problem is that a lot of these later pick numbers only have like one player so there's way too much variance LOL.

but just for the sake of this exercise i excluded j.benn as an outlier and grouped fic averages by round (left below). again, noting the sample sizes, let's just say that first rounders on average seem to have the most fic written about them, even if it's not a particularly shocking insight. we can also try creating a histogram for "shippability" by draft year, binning here for every 2 years, to see which draft years appear to have had the most success (right below). note the peaks around 2005 and 2015, aka the sc87 and cm97 ~Generational Years~ 🤔

i've also been interested in figuring out which positions are commonly preferred—since centers are so often the faces of a franchise and are essentially the most sought-after position, and since goalies occupy a positionally static role/are less oriented toward contact (and the presumed homoeroticness thereof) in the way skaters are, is that reflected in the fic metrics as well? turns out: yes.

some ship analysis

learning more about player data in a vacuum is fun, but we also have all of this relationship data that lets us examine how different characteristics interact with each other, which is meaningful as well! for example, we know that forwards are heavily represented in the dataset, but is center4center the most common combination? or is there love for a franchise center and his beloved winger or the team's dependable 1d?

(fought for my life trying to figure out how to map this properly so please accept a horrible bar chart instead) as it turns out, the most common combination is centers/wingers, followed afterward by centers/centers. i don't know whether this really means much to me because i'd like to dissect the combos even further (is C/C more often 1C 2C or cross-team rivalry 1C shipping? are C/W usually linemates? etc.) but 🤷‍♀️ here's a graph.

i also distributed ships by their nationality combination, displaying to the surprise of no one a heavy preference (a whopping 66.4%!) for north american-exclusive shipping. i also thought stacking by "draft year" (= averaging the draft year between both players for each ship) offered some interesting insight into usa4usa shipping having slightly younger representation. also i do think usa/germany being singlehandedly driven up this chart by one family is remarkable and hilarious LOL.

also in the realm of draft year analysis, i wanted to look at draft year differences and whether fandom preferences seem to lie by way of same-age-ish pairings and In-Class Bicycling so to speak. graphing ships by these differences spanned a range of 20 years, with the oldest "age" (draft) difference being 20 years between zdeno chara and charlie mcavoy. overall, of 175 ships with a drafted player, 60.5% were drafted within 2 years of each other (18.2% in the same draft), and only 5% had a draft difference of 10 or more years.

then, of those 32 ships drafted within the same year, i distributed their counts by year to see which draft classes featured the biggest in-class clusters, leading us again to the Famed Class of 2015:

closing thoughts

i'll stop here :saluting_face: something else i had on the agenda that i don't really know how to adequately explore with this dataset is basically stanley cup champion stuff, e.g. looking at players and ships and fic counts from winning teams and how/whether a sort of "winning bias" has been trending down as of late (see the relative success of ships from teams like phi/ana compared to tbl/stl)—temporal data is so particular and difficult to wrangle with ao3 though so i'll have to let this one percolate a little bit.

finally, another thing (!) that i love examining is captaincy and how it often helps inform shippability; C/A/guyswithletters shipping obviously generously overlaps with being drafted early, high-impact players, some positional stuff like Young Star Center having the role foisted onto him, etc. and many of these aspects are immediately identifiable in top ships like 8771, 1634, 1386... just to name a few obvious ones. unfortch i don't really have the time or space to look at that here but it's something i'm still interested in maybe expanding on, and i also never ended up collecting actual skater *performance* data which would be super fun to eventually get to, e.g. mapping ficdom output to not just background identifiers like draft year/pick but also 1) actual tangible evaluations of player goals/points/(salary?!?)/etc. and 2) some dimension of draft outperformance/underperformance, which is pertinent for scenarios like late-round picks who have defied career expectations (see outlier jbenn having a shit ton of lifetime fic) AND early-round picks whose trajectories have not panned out as expected for whatever reason; often the ~tragic~ frustration of being a bust actually invites more narrative focus and scrutiny, but at the same time ficdom trends have pointed themselves to being attracted to many historic, talented, generational, and so on players, who more often than not are also winners, which potentially posits a need for some sustained line of access/visibility to high-expectation players significantly before they're regarded as "busts" in order to organically grow and generate initial interest that can survive the renewed reality of their situation. but who knows

again, i don't know whether any of this even makes sense or is interesting to literally anyone at all, but i personally enjoyed just dicking around graphing shit and getting to join a ton of tables together for absolutely no reason lol. that's all!