#history of data analytics

[purple-slate]

A Piece of Data Analytics Evolution (Infographic)

The world of data, analytics and business intelligence is a fascinating one. It is a solid proof of the abilities that separate a human from the rest of the animal kingdom. How? Data analytics is the proof that we take informed decisions after analyzing past occurrences, and plan for future possibilities.

Deep diving into the world of data, its history is also as colorful and intriguing. Many consider the concept of data storage and analytics to be a recent phenomenon, one that shaped up after the introduction of computer engineering and data science. However, the history of data analytics is vast and old. Old as humankind itself. We strive to show you but one small portion of this vast timeline of data analytics evolutions, through an engaging infographic.

This post was originally published in: https://www.purpleslate.com/a-piece-of-data-analytics-evolution-infographic/

[j0shm0]

Michael Schumacher All-Time Race Record

As promised, next up we have THE definitive G.O.A.T of the 90s-10's. There may have been other WDC, Fast competitive drivers, but no one…NO ONE compared to the dominance that is Michael Schumacher or Iconic as him in his scarlet Ferrari. He dominated in a ton of different models of cars, regulations, rules, safety procedures and more. No one holds more WDC's then Michael as he has 7 with 5 of them being back to back from 2000-2004. He may not have as many overall race wins as Sir Lewis Hamilton, but there is no doubt that Michael is the iconic vision of a Formula One driver.

Throughout his 19-year career which went from 1991 to 2006 and 2010 to 2012; he racked in a total of 91 wins, 41 runner-up podiums, 22 third place podiums, 64 point finishes, 17 outside the points, and 65 DNFs. Racing with V10s, V8s, Hyrbrids, No HANS, with HANS, Points only going to only 6th, 8th, and 10th. There is not a single major era of formula one that he has not been apart of. Even the Ground effect era was something he did, just not this 2022+ version that we have now.

Noticeable points throughout his legacy:

DNF'd in Japan his first 3 years until 1994 (which was also his first WDC)

Was on pace in 1997 and 1999 to win another WDC but in 97 he was DSQ from the whole championship and in 1999 he broke his leg with a massive shunt at the British Grand Prix

Had more "out of the points finishes" from 2010-2012 then he did from 1991-2006 combined. aka. 'POINTS OR NOTHING'

Missed 7 races in 1997 from July to September, and Missed 3 races in 1994 due to a broken rib. STILL WON THE WDC in 94.

[trackmyhashtagsblog]

Now get the Historical Twitter dataset by using our advanced AI-driven retrieval tool. The RAW Twitter datasets are provided in CSV and JSON formats with information directly lifted from Twitter’s servers. 

Visit: www.trackmyhashtag.com

[insurance-brokers-india]

What are the next steps after obtaining an insurance broker license, and how can you generate potential leads using Mzapp CRM software?

Congratulations on securing your insurance broker license! The journey doesn’t end here; it’s just the beginning of building a successful insurance brokerage. Here’s how you can proceed and leverage Mzapp CRM software to find potential leads:

Steps After Getting Your Insurance Broker License

Understand Your Market: Research your target audience (individuals, businesses, or specific sectors).

Develop a Business Plan: Set goals for client acquisition, revenue, and operational processes.

Build a Network: Partner with insurance providers and attend industry events to establish your presence.

Create an Online Presence: Build a professional website and maintain active profiles on social platforms.

Offer Value-Added Services: Educate customers on policies, claims management, and risk assessments.

Using Mzapp CRM Software to Generate Leads

Lead Capture: Utilize Mzapp’s integrated forms and web tracking tools to capture inquiries from your website or social media.

Automated Follow-Ups: Set up personalized email and SMS follow-ups to nurture leads effectively.

Lead Scoring: Prioritize leads based on their interaction history, ensuring you focus on high-potential prospects.

Data-Driven Campaigns: Use analytics to identify what works and launch targeted campaigns.

Seamless Policy Management: Impress leads by showcasing how smoothly you manage policies and claims through Mzapp.

Why Choose Mzapp CRM?

Mzapp CRM simplifies lead management, streamlines operations, and provides insights into customer behavior, making it easier to convert prospects into loyal clients.

Learn more about how Mzapp can transform your insurance business here.

[stick-or-treat]

I'll be like, I don't know, do I really want to spend so much time and effort trying to get into data analytics when the job market's probably going to be oversaturated with them soon

but then I texting my partner like LOOK, LOOK AT THIS COOL BAR CHART FROM 1821, THIS IS AMAZING and yeah it's gonna be ok

[jcmarchi]

How to Leverage AI for Fair and Efficient Recruitment Practices - Technology Org

New Post has been published on https://thedigitalinsider.com/how-to-leverage-ai-for-fair-and-efficient-recruitment-practices-technology-org/

How to Leverage AI for Fair and Efficient Recruitment Practices - Technology Org

Want to be both fair and efficient as a recruiter? The good news is that recent and developing advancements in AI technology can help you do this.

But how do you leverage AI in terms of optimising traditional HR practices? The key is to embrace this technology, as well as the more streamlined processes it can help facilitate: processes such as remote communication, candidate social media screening, and the use of AI-assisted data analytics to avoid unconscious bias and discrimination. 

For more on this subject, consider completing a Bachelor’s or Master’s in HR online. Alternatively, stay with us as we discuss this further. 

Recruitment process – illustrative photo. Image credit: Jason Goodman via Unsplash, free license

AI-Assisted Digital Communication: Here to Stay, Post-pandemic

We’ve come a long way since the days of the COVID-19 pandemic. One of the best things to come out of these lengthy periods of quarantine, though? The rapid uptake of AI and digital technology to facilitate remote communication. 

In recruitment, many workplaces are still utilising digital communication technology to conduct preliminary interviews today. Video calling and conferencing programs such as Zoom and Skype have opened the door to digitalised meetings with candidates before bringing them into the office to meet face-to-face. This is especially convenient for roles where multiple rounds of interviews are required. A common process in these scenarios has become:

Round 1: Telephone interview. 

Round 2: Video conferencing interview.

Round 3: In-person interview.

Not only is this a much more convenient – and timely – way to run the interview process, but employing video conference interviews also results in less foot traffic of outsiders to the office, which is safer overall. Our digital-age-inspired “nice to e-meet you!” catchcry has, as such, become commonplace – and is likely here to stay, well past the pandemic era.  

Sourcing Through Socials: AI-Assisted Searches of Online Platforms For New Recruits

It can’t be denied – we live in the age of social media. At a time when virtually all of us have cultivated and curated an online presence of our own, it makes sense that recruiters are taking a look. And AI is helping them do this. 

Of course, when it comes to recruitment, what’s happening in cyberspace can determine what happens IRL (in real life). If you’re smart, you’ll pay attention to the digital image you’re putting out there as a candidate. The truth is that recruiters will take the time to sift through your socials. So, you must make sure that your social media presence reflects the person you want to portray professionally  – especially if you want to be successful in being offered an interview. 

One of the best ways to curate a professional online presence is by using the popular social media platform, LinkedIn. And, recruiters today can use AI to sift through LinkedIn profiles for potential candidates. So as a candidate, take care to use this resource to your advantage: update your LinkedIn profile with a professional bio, and add your employment history. You can even ask a colleague to submit a professional recommendation to your profile – almost like a review. Putting your best foot forward online as a candidate will also allow recruiters to be fair in their recruitment processes, as it will enable them to get an idea of who you are before they offer you an interview. 

AI & Questions of Inclusivity: Fostering Diversity in Talent Recruitment 

By using AI to screen candidates, recruiters can avoid bias and discrimination early on in the recruitment process. 

Concerningly, a recent study shone a bright light on the harsh reality of recruitment bias in French workplaces, where candidate applications with “foreign-sounding” names were discarded in favour of less ethnically identifiable ones. Each of the applications detailed almost identical work experience, and each was found to have comparable merit in terms of its suitability for the advertised role. 

To combat this, the use of AI technology to screen candidates’ resumes based on keywords relevant to specific selection criteria can help avoid this factor altogether. Using AI-assisted screening to match candidates to suitable roles – based on the experience detailed in their resumes – is altogether a much fairer and more effective method of recruitment. As well as this, it removes any potential for human bias or discrimination. 

Adopting AI in the recruitment process brings a new level of fairness and efficiency, transforming traditional HR practices. With the aid of digital communication tools, AI enables recruiters to perform remote interviews, fairly evaluate candidates’ social media profiles, and use data analytics to remove bias. This approach not only modernises hiring but also ensures a more inclusive and streamlined candidate selection, making it a crucial strategy for any progressive organisation.

[anastasiaoftheironwood]

According to this article, California is likely to have its lowest primary turnout in the state’s history — 29%—"in part because more than 4 in 10 voters are not enthusiastic about voting for president or Congress, according to a Public Policy Institute of California survey." Further: "So far, Republican voters have turned in 32% of the ballots, according to Political Data, Mitchell’s analytics firm that monitors turnout across the state. . . .While there are roughly equal numbers of voters older than 65 and younger than 35 in California, so far 57% of the ballots turned in have been from seniors and only 2% from younger voters." (emphasis added) It's not just California.

You don't have to be "enthusiastic" about the candidate you vote for, but you must vote against the candidate you oppose.

Not voting is not a statement of dissatisfaction with the system; it says you are wiling to accept whatever other people decide, even if it's bad for you.

VOTE. Do not let the other side win because you couldn't be bothered to fill out a ballot.

[styles987]

Live AQ map

[scuderiahalf]

always you — mick schumacher

pairing. mick schumacher x verstappen!merc racing engineer!fem!reader

summary. mick had always been inexplicably tied to you, no matter what distance grew between you. even if it took over two decades for you to figure it out, it had always been mick. it would always be mick. 5.4k, 18+

playlist. "invisble string" by taylor swift, "the perfect pair" by beabadoobee, "moves" by suki waterhouse, "i wanna be yours" by arctic monkeys, "let the light in feat. father john misty" by lana del ray

warnings. pining, mick is kind of very much pitiful in this alright, smut, l-bombs, sort of sub!mick, google translated german, almost choking, oral (fem and male receiving), penetrative sex

masterlist.

. . .

"I'm telling you what the data says, and it says you're wrong, so follow the damn line, George."

Mick fought a smile as you told George off over the radio. Toto cast you a look that you didn't even seem to see, let alone acknowledge. The team principal didn't look all that surprised when you didn't take your eyes off the screens of data you were getting input from.

In the next lap, George's lap time dropped nearly a second thanks to your suggestion. George didn't offer an apology for doubting you and you didn't expect one; you only expected him to be consistent in how he attacked turns seven and eight, to continue following your instructions.

Mick had observed your and George's relationship over the last few seasons you had been working with him. As George's racing engineer, you had quite a close working relationship with the Brit.

Off track, you were good if unlikely friends. Where George was all pretense and propriety and politeness, you were nothing but brutally honest, succinct, and to the point. But you were close in age and often seen together chatting and laughing.

On track, you were pretty much the same, if not even more blunt, if that was possible. George fed off your no-nonsense attitude, communicating clearly and without any of the fluff normally gracing his conversational skills.

Mick admired how well you worked with George. He admired just about everything you did. You could sit there doing absolutely nothing and F1TV would catch Mick staring at you like a lovesick fool again.

He still doesn't know how he hadn't seen the cameraman filming him as he watched you from across the garage two weekends ago. People kept referring to him as "Heart Eyes" Schumacher and he really could not blame them after seeing the clip of himself watching you.

You hadn't said anything to him about it. In fact, you hadn't said anything to him all season. Or during pre-season. Or in the two years prior when he was driving for Haas. Or in the thirteen years it had been since your dads had their falling out.

Mick would have liked to talk to you. He would have liked to talk about nothing or everything like you used to. He would have listened to you ramble about statistics and analytics and anything you wanted, even if he didn't understand a word of it.

But you had looked at him maybe three times since he signed on as Mercedes reserve driver. You either didn't remember or—more likely, knowing your keen mind—you didn't care about your shared history.

Even if it was in your childhood and so much had changed since then, Mick still remembered. He remembered playdates and shared family vacations and spending every second together that you could before your dad dragged you away.

He remembered noticing how different your dad treated you than his dad treated him. He remembered sleeping over once and hearing your dad screaming at you until you ran to your bedroom in tears. He remembered telling his dad about it all.

He remembered how he was the one to ruin everything.

You didn't seem to remember any of it—or, at least, you never seemed to reminisce on it. Never got caught up staring at him wondering how things could have been different. Never got distracted by unexplainable yet unavoidable and likely unrequited feelings for someone that was once your friend over a decade ago.

When he was with Haas, your lack of interaction could be excused; you were on different teams. Since he had signed with Mercedes, it felt like you had purposefully been ignoring him for months.

He could approach you. He could simply walk up to you at any point when you weren't fully absorbed by readout screens and analytic diagnoses and strike up a conversation.

He didn't want to push his luck. He didn’t fully understand why you wouldn’t talk to him but he also didn't want to make you uncomfortable.

If being near you meant never truly being close to you again, Mick could live with that. Ultimately, you owed him nothing, so he could watch from afar and adore you silently. He could be content with that.

After all, it was his fault that everything fell apart in the first place.

.

"Hey, heart eyes! Come here!"

Mick hesitated before making his way to where Lewis was in the VIP section of this Friday night's club of choice.

"Hi?"

"I can't help but notice that you're pathetically in love with your race engineer."

"She's George's engineer—"

"That’s beside the point. Anyway, I think your girl could use some saving."

"She's not my girl."

Lewis hadn't said your name. Mick didn't need him to.

Mick leaned on the balcony railing beside Lewis, looking down over the crowd on the main floor of the club. He found you embarrassingly fast. You were wearing a black shirt, pink shorts, and sandals.

He had seen you come in earlier with your brother and thought you were probably the prettiest girl there that night. If you were put in a room with the world's top models, Mick would still think the same.

On the floor below, your personal space was being invaded by a dark-haired man in glasses. You looked incredibly uncomfortable, glancing around for anyone you knew who you could latch onto and get away from the man who was talking at you incessantly.

It wasn’t even a conscious decision on Mick’s part. One second, he was watching you from the VIP balcony and the next, he was pushing his way through the dance floor to get to you.

The unnamed glasses man put a hand on your back, touching the sliver of exposed skin between your shirt and shorts. You visibly tensed up.

Before he could think better of it, Mick called your name and pretended to stumble into you and the man.

“Hey! I’ve been looking for you.” He played up being drunk as he stuck himself between you and Glasses. “Hey, mate, how’s it going? Who are you?”

“I’m Nolan. And we were having a conversation.”

Mick had to hand it to ‘Nolan,’ he was persistent. “My bad, I guess. Y/N, your brother’s looking for you. Come on.”

He walked off and you followed after him. He hadn’t really thought this far ahead. He hadn’t been thinking at all. He was running by the seat of his pants and hoping he didn’t end up making things worse.

Last time he had thought he was helping you, he didn't speak to you for thirteen years.

“My brother left an hour ago.”

“I know.”

Mick kept walking towards the stairs up to VIP.

You kept following.

Maybe this time, things would be different.

.

When Mick was 11, he mentioned to his mom that your dad yelled at you and made you cry. That same day, his dad sat him down and asked him to tell him everything he knew about how Jos Verstappen treated his children.

He had told him everything he knew because he didn’t know why he shouldn’t. If his dad wanted to know, it had to be important. Maybe he would be helping you by telling his dad.

A week later, Mick was playing with you in the backyard when your dad started yelling. Except that time, he wasn’t yelling at you or his most frequent target of your older brother Max, he was yelling at Mick’s dad.

That day had ended with your father dragging you away from Mick. Mick remembers thinking he had grabbed you so roughly; didn’t it hurt to be seized by your arm and jerked around like that?

Jos didn’t care. He just yelled at Mick’s dad to stay away if he had such an issue with how he raised his children. So, the Schumachers stayed away. The last memory Mick had of you was with tears streaming down your face, begging your dad not to make Mick leave.

A little less than ten years later, Mick was a Formula One reserve driver. That same year, you had graduated early from university and earned a spot as a Williams performance engineer. Then, you went to Mercedes in 2021 and took over as George’s racing engineer at only twenty two years of age while Mick was racing with Haas.

"I thought you hated me."

You looked up at him, mouth full. "What? Why would I hate you?"

"For telling my dad about everything. For tearing us apart."

You swallowed your mouthful of sandwich, sat across from him in Mercedes hospitality on your lunch break.

After that night in the club, you and Mick rekindled your old friendship. You looked at him, now. You smiled at him and talked to him and sought him out just to sit and talk during your break.

Getting a second chance to be your friend was more than Mick ever thought he would have.

"Mick, that wasn't your fault. My dad... it's complicated. But our dads' falling out wasn't your fault. I never blamed you for it. You know that, right?"

No, he had not known that. He had spent the last thirteen years blaming himself for losing you. He had assumed you would blame him, too, for ending your friendship because he had spent so long as a self proclaimed scapegoat.

"Mick."

"I know that now."

"Mick!"

"I— Okay, I know it's stupid but I have always blamed myself for the whole situation. Then, when we both were getting into F1, you never reached out."

"You never reached out, either!"

"I know that but I figured you wanted nothing to do with me, so I never tried to talk to you."

"You're so daft sometimes, Schumacher."

Mick took your empty insult without argument.

After spending every free second he had with you over the last several weeks, he realized how dumb he had been. He never thought of himself as the melodramatic type but he had really been going through it when he thought you were avoiding him.

"I've never been the smartest when it comes to you."

You just scoffed at him and ate more of your sandwich.

The next day, it was a double podium for Mercedes with Lewis in P2 and George in third. With your brother on the top step of the podium, you were elated, grin broad and voice loud over the radio as you congratulated George for a race well done.

Then, you looked around the garage. Mick didn't know why until your eyes found him along the back wall. You were looking for him. You smiled (at him) and he was smiling back before he even had to think about it.

Being with you had always been easy. As kids, you never argued. You shared toys and always managed to find some weird, convoluted way to mash what you both wanted to do together.

Now that you had gotten over whatever misunderstandings that kept you apart for the last few years, it was easy again. There was never anything you two couldn't talk about. There was never awkward silence. There was never any want to not be near each other.

Mick spent all night celebrating Mercedes' 2-3 finish with you. It was easy to spend hours by your side, to stand too close, to look at you for too long. Once he had a few drinks, it was all too easy to speak his mind around you, lips loose and heart full.

"I missed you."

"I missed you, too, Micky."

"I mean I really missed you. All the time. I would think about you sometimes and miss what we used to have."

Your eyes were soft and focused only on him. He was barely tipsy from the alcohol but he was definitely drunk on you.

"Then, we were both in F1. But it was the pandemic and I was still worried you didn't want to see me. Then, when I was with Haas, I was so scared to approach you."

"Did I do something to make you think I hated you?"

"No, I was just in my head. And those months preparing for the season with Mercedes were the worst. You were so close but I was still too scared to talk to you."

"I wanted to talk to you, too," you admitted. "I thought about doing it sometimes but... I don't know. We hadn't spoken in so long and I was always so busy. I guess I was scared, too."

"I wish we had spoken sooner. We could have had this so much sooner."

"Had what sooner?"

"I don't know." That was a lie. "This. Us."

In all honesty, Mick didn't know what you two were. To anyone who asked, he would say old friends. But you were much more than that.

When he was ten, Mick kissed you for the first time. He had been in love with you since before he even understood what it meant. There was more heartbreak in the severing of your friendship than your families knew, more than either of you had known at that point.

And now, you were together again. Friends again. Except, friends don't sit knee to knee for hours at a time, wholly absorbed in nothing but each other in a raucous club with post-race celebrations going on all around them.

Friends don't let friends ghost their fingertips over the exposed skin of their shoulders, rest their hands on each other's thighs, play with the ends of their hair or the hem of their clothes.

"I missed us." Mick wondered if you knew what he meant by that.

You smiled (at him, again). "Me, too."

You were so close to him. Any sort of respectable distance was out the window. Your thighs were pressed together. You were sat sideways, head resting in your hand as you leaned an arm on the back of the couch.

He could sit up a little straighter and that was all it would take to reach your lips. He was seriously debating doing it.

Then, your brother smacked the back of your head as he was walking past, said something to you in Dutch that had you cursing at him in the same language.

"Hey, Mick," Max tossed at him with an uncomfortably knowing grin.

"Hey, Max."

Suddenly faced with the older brother of the woman he was just been fantasizing about kissing in the middle of a public space, Mick felt his face grow hot. He couldn't quite make eye contact with the eldest Verstappen child.

"Go away, Max," you told your brother with a glare.

Kelly took pity on you, dragging her boyfriend away.

"What did he say?" Mick asked you.

"'Get a room.'"

Mick laughed nervously, shifted away from you slightly. "Sorry, I—"

"Do you want to get out of here?"

Being with you had always been easy. It was maybe the easiest thing Mick had ever done to nod his head yes and let you drag him out of that club.

You sat too close in the cab ride back to the hotel. He stood too close in the elevator up to his hotel room. You held his arm as he fumbled with the keycard to get the door open.

You pushed at his chest to get him to sit on the edge of the bed. He went down willingly, kept his eyes on you the entire time. You stood between his legs, pushed his hair back, let him lean into your touch.

"Is this okay?" you asked.

Were you seriously asking that? He had turned into putty in your hands from just a few touches. You hadn't even kissed him yet.

"Mick," you insisted at his silence.

"Yes. It's okay. It is so okay. Don't stop. Please."

He couldn't find it in himself to be embarrassed by just how easily you had reduced him to begging.

Above him, you smiled before leaning down to press your lips to his. His neck was craned back; you had a hand on the back of his head and one on his shoulder to keep him in place. He let you dictate the pace, let you kiss him however you wanted.

It was slow at first, just your lips on his. You set the tempo low, moved your mouth at a torturous pace. You sucked his bottom lips between both of yours. When your tongue finally poked out, he let his jaw slacken, let you lick into his mouth without a need to fight against it.

You slid your tongue against his. The exchange of saliva was erotic and messy and left Mick panting against you. He gripped the backs of your thighs, adjusted his hips, tangled his fingers in the hem of your dress.

Mick slipped into German as he got lost in want. "Liebe, bitte. Bitte, ich brauche dich." [Baby, please. Please, I need you.]

And you—brilliant, keen, genius you—knew what he was saying. When did you learn German? Did you remember enough of it from all the time you had spent with his family as a child? He had no clue.

"Sei geduldig. We will get there." [Be patient.]

"I have been patient for years. Please, Y/N."

You kissed him again to shut him up, faster, harder, sloppier this time. Your hand slid over the column of his throat, just resting there as nothing but a reminder. He keened into your mouth, the vibration getting caught by your hand.

"I love you," he gasped, out of breath.

You drew back.

Mick's heart stopped.

"You love me?"

He swallowed, Adam's apple bobbing against your hand. "Yes. I have since we were kids. I don't— I don't want this if this is all it will be. I want everything with you. I want you to love me, too."

Somehow, it was still easy for him to lay all his cards on the table, to let you see everything and wait for your verdict. He was terrified, yes, but he trusted you implicitly.

He loved you and only you—he had only ever loved you this desperately and wholly, thirteen years apart be damned.

"I'm in love with you," he said.

You seemed breathless and speechless all at once.

He knows he said too much. It was definitely overwhelming to have all of that said to you with no warning but once he started, he couldn't stop. He had kept it all to himself for so long, watching from afar, never able to get close to you.

Now, here you were. He only hoped he had not read into things that were not there. He looked up at you, ice blue eyes wide and hopeful, patiently awaiting your response.

"I love you, too," you said on an exhale. "I'm in love with you, too. I thought I was crazy for it but I think I've always loved you."

Mick was not entirely convinced that this all wasn't some sick wet dream he would wake up from in the morning. He didn't care. He couldn't care, not when you slid your hand up to his jaw, held his face so gently, looked at him like he hung the stars in the sky.

"It's always been you, Mick."

He couldn't stop himself anymore. He pulled you close, guided your legs to either side of his hips, held your head and kissed you.

Dominance was shared this time as you kissed each other. You sighed into his mouth, a contented and wanting sound. You rested your arms on his shoulders as your tongues danced. His hands pushed up higher under the skirt of your dress, squeezing the soft skin of your upper thighs.

"Okay?" was the simple question he asked before taking things any further.

"Please."

Supporting your weight, Mick lifted you out of his lap and laid you out on your back. Hovering over you, he slid a hand up your dress to your hip. He caught the waistband of your underwear, glanced up at you to make sure.

You nodded.

He got both hands under your dress to pull your underwear off. He pushed your legs apart and you let them fall open, exposing yourself to him and he nearly moaned at the sight alone.

You were laid open and not quite bare with your dress still on but your pretty pink folds were in clear view. He had never expected to have you in any way, let alone spread open and ready to be ravished, but to say he hadn't imagine it two hundred times over would be a lie.

He moved down your body to kiss your left thigh, first closer to your knee then moving up so the soft, supple skin of your inner thigh. He let his breath fan over your pussy, felt the way you twitched at the sensation. Then, he kissed back down your right leg, trailing kisses down to your knee.

"Mick," you urged.

He bit back the repetition of your words about patience from earlier, instead deciding to be nice and lift your knees up over his shoulders, slide his arms under your legs to warp around and hold them in place, then settle in between your thighs like he had nowhere to be for quite some time.

Your folds were glistening in anticipation by the time his lips met them. He kissed over your aching core one, two, three painfully slow times before finally letting his tongue slot against your clit. His lips moved in tandem with his tongue, sucking and licking at the little bundle of nerves until you threw your head back and choked out a throaty moan.

"Mick—please."

That was all the encouragement he needed.

Mick dropped his head to slide his tongue down between your folds, to press at your entrance over and over, lapping at your pussy in a way that could not care about saliva and slick dripping off his chin.

His nose nudged at your clit. Every breath in was nothing but the scent of you ingraining itself in his brain in a way he will never forget. He would never want to forget a single thing about you in that moment.

Not your scent or the taste of your cunt on his tongue. Not the feeling of your fingers tangling in his hair, not pushing or guiding just holding onto him like you just wanted to have your hands on him in any way you could. Not the way you breathed his name halfway between a moan and a cry, or how you arched your back as you were overwhelmed with bliss.

You were coming apart on his tongue and lips and nothing else. If he could save the taste of you and get high on it every night he would. If he could bottle the feeling of you trying not to squirm under the pleasure that he was bringing you, he would drink himself dumb a thousand times over.

"Mick—!"

He hummed in perfect contentment as you cried his name in warning. Your muscles tensed, legs tried to close around his head as he worked you closer and closer to the edge. He just dug in more, ate you out more fervently, slipped his tongue inside of you until you were gasping from the feeling of it.

When he made you come the first time, it was with a cry of his name and panting moans as you bucked your hips up against his face. He worked you through it, kissing and licking at your clit until you were pushing at his head to pull him off.

When he lifted his face from between your thighs, his face was wet, covered in you and he loved it. You laughed breathlessly as you saw him, still shaking slightly from your orgasm.

"Jeez, Mick. When did you learn to go down on a girl like that?"

He was a little lightheaded and a lot pussy drunk, but he still knew better than to mention any girl he'd been with before. "I want you to be the only girl I ever go down on again."

"Good answer," you said, and pulled him up to kiss you as a reward.

You could probably taste yourself on his lips but didn't seem to care as you kissed him hungrily. You tugged at his shirt, so he pulled it over his head. You ran your hands over his torso unabashedly, feeling his stomach and shoulders, bringing goosebumps to his skin as you ran your fingernails down his chest.

Despite having you crumbling apart under his mouth not three minutes ago, when you climbed into his lap and started kissing his neck, Mick felt like he was short circuiting.

Your dress had fallen back over your hips to hide it but he knew you were uncovered underneath the silky fabric. If his pants were off, he could be inside of you right now.

He slid the straps of your dress off your shoulders as you gripped his jaw and tilted his head to the side to kiss at his neck some more. He went pliantly, moaned softly at the feel of your teeth tugging at the sensitive skin where his neck met his clavicle.

He reached around to your back to unzip your dress. When you slid your arms out of the straps and he pulled the top of the dress down, he was finally able to get his hands on your boobs, taking big handfuls of each.

You were still kissing and licking his neck, teasing your teeth against his skin every so often. When he ran his thumbs over your nipples until they were hard under his fingers, your breaths grew shaky. He carefully let his nails drag over the firm peaks, pinched them between his thumbs and forefingers and tugged until you were arching into him.

"So handsy," you commented breathlessly.

"I want to touch every inch of you until you can recognize me by feel alone."

Mick dropped his head between your breasts, kissed the skin there and the side of your boob before you pushed him back. He whined as you deprived him of becoming acquainted with another part of yourself he already knew he would never get enough of.

Then, you stood and stepped out of your dress to leave yourself bare. He couldn't find a reason to complain.

He was prepared to slide to the floor at your feet. Then, you beckoned him toward you.

You had him sit at the edge of the bed again. You dropped to your knees. You popped the button of his pants. You pulled his boxers down just enough, and then his cock was stood at full attention just in front of your face.

He cursed under his breath. You heard it and smirked before licking up the underside of his cock. You wrapped a warm hand around him, stroked him a few times while kitten licking at his tip.

"Y/N. Liebe, please. Y/N, please."

You were not as easily convinced to dive in and give Mick what he wanted as he was with you. You didn't change what you were doing, just continued to let the tip of your tongue dance along the top of his cock while your hand moved on him slowly.

You finally closed your lips over the head of his dick and Mick could have come from that and nothing more. You popped him out of your mouth with an audible noise. Mick groaned; you would be the death of him and he wouldn't even fight against it.

You shot him a Cheshire grin. The sight was lewd and unbelievably hot: you, with a hand around his cock and a big smile on your face like you enjoyed nothing more than sucking him off. Mick was going to combust if he wasn't inside of you in the next two minutes.

"Y/N—"

He tried to tell you as much but your mouth was on him again and he couldn't get the words out. You swirled your tongue around his head, then your jaw opened and and you took as much of him in your mouth as you could. It was warm and wet.

Your tongue flexed against the underside of his dick when it hit the back of your throat. He could feel himself press into your soft pallet until you had to come up for air with a slight gag.

He couldn't bring himself to make you stop when you went back in for more. His breaths were short and labored, legs tense under your free hand as he mentally and physically had to hold himself back from coming down your throat.

He could imagine how you would gag around him when he did, pulling up to take his load just behind your lips instead. You might open your mouth after he had finished, show him your handiwork as it was pooled on your tongue before swallowing it all.

"Y/N, you have to stop. I'm going to come."

You took him out of your mouth to press a sloppy kiss to his cock. You pouted up at him as you let his length rest against your face. He could feel your eyelashes against it when you blinked.

"You don't want me to make you come?"

"I don't want to be spent yet. Come lay down for me?"

You let him pull you off the floor, kissed him as you crawled up the bed and laid yourself out on your back. He managed to kick his pants and boxers off while searching his suitcase for a condom then get back over to you without tripping over his own feet.

You giggled at his eagerness. Your hands ran over his chest as he ripped the packet open and slid the condom on. Your legs were already parted for him as he positioned himself.

He glanced up at you, not nervous but checking in. Your gaze was set on where your two bodies were about to fit together, hungry and expectant. Who was Mick to deprive you of what you wanted?

Entering you was as easy as anything with you was. You were still soaked from Mick's saliva and your own fluids. Your mouth fell open and your walls fluttered around him. A moan croaked past your lips as you gripped his arms.

"Holy shit, Mick."

He had to be sure, so he asked, "Are you alright?"

"I'm in fucking ecstasy. Oh my god, baby."

Mick started moving his hips, long, slow strokes in and out as you keened beneath him, panting from almost nothing at all. He could live off the noises you made for him. He snapped his hips against yours, was rewarded with a gasp and startled little mewl and your fingernails digging into his biceps.

"Mick, please."

He continued the same slow pace. In and out, almost languid, near torture but so worth the desperate way you pulled at his shoulders and hips, physically trying to get him to speed up, to give you more.

"Mick. Go faster."

"I love you." Anything for you.

He made a smooth transition from rolling his hips against yours to making them a piston, pace and weight faster and harder. He bore down on you heavier. You cried out, dragging your nails down his back to only spur him on.

He sat back, pressed down on you with his hands on the backs of your knees to fold you in half. You couldn't easily get away from him when he had you pinned down like this, thighs spread wide and pussy bared to be split open on his cock. You tipped your head back and moaned loudly.

"You've got to try and be quiet, baby," he told you; you were still in a hotel.

"You're making it really difficult."

Mick grinned but eased off just a bit. "Sorry—"

"Don't you fucking dare. Fuck me, Schumacher. Fuck me hard."

So, he did.

.

You were sticky, shaking, and more than satisfied when Mick was through with you. Three more orgasms, four different positions, and five I love you's later, you had passed out against Mick's chest after he had carefully wiped you clean.

The next morning, you and Mick came down for breakfast together. Max was already there; you usually ate breakfast with your brother if you were staying in the same hotel because there wasn't much time to see him elsewhere on race weekends.

When he clocked the way you and Mick were so casually close together, the little looks you kept sneaking, he smacked a hand on the table and pointed an accusatory finger in your face.

"I knew it!"

Mick went red.

You just rolled your eyes. "Shut up, Max."

. . .

a/n. this was partially inspired by this one max fic i read a while ago that i couldn't find again. it's schumacher!reader x max and reader is the one to tell michael about how jos treats max then reader and max reconnect years later. i think it was inspired by "seven" by taylor swift.

if anyone can find it/the author lmk and i'll give credit! hope you enjoyed <3

edit: credit is due to @mastermind123 (who i cannot tag for some reason) and their story, seven. go read it; it’s so cute!!

[j0shm0]

Max Verstappen All-Time Win Record

Next on our docket for the All-Time Win Record analysis is the undisputed GOAT of F1 in the 20's, the dominate prodigy, the man with the right mix of Senna and Schumacher, THE Flying Dutchman himself….Max Verstappen. As a reminder, this series was kickstarted for me last summer when F1admins tweeted an image which should his All-Time Win Record, but they ordered it by color and not by Year.

Max started his first full year in 2015 racing in the (even then) younger development team of Toro Rosso alongside Carlos Sainz. It was not a bad start for him at all (we put too much pressure on rookies these days), over the 19 races of 2015 he DNF'd 5 times but of the remaining 14 only finished outside the points 4 times which gave him 10 points finishes landing him 12th on the grid with a total of 49 points. In May 2016 in only his second year he made the move to the Main Team and has been a part of Red Bull Racing ever since; which was alongside Daniel Ricciardo, but also begun Max's tour of dismasting his teammates. In the Red Bull is where he would finish 5th overall with 204 points and get on the podium 7 times…including his first of many Race Wins. Quick note on that First podium, not only was it his first Race Win, but it was also in the 5th Race of the year, in Spain, IN HIS FIRST EVER RED BULL RACING OFFICIAL RACE; meaning Max has come out swinging and owned this team since day one.

Following this rise to the main team, max had a couple of rough years, with 2017 being his hardest. He would finish 6th overall with a record 7 DNF's and only reaching the podium 4 times (two of which were wins) getting him a total of 168 points. With the amount of time it takes to broker deals and get things established and setup, it can be seen that 2017s reliability issues for Max is ultimately what pushed the team to leave Renault and switch to Honda starting in 2019. Where just like with Senna and Mclaren in mid 80s, Honda partnerships in 2019 on has made it so that Max has never finished a year lower than 3rd since, and 4 consecutive World Drivers Championship from 2021-2024.

Rain or Shine, Legend or Rookie, Mechanical Issues or Perfect Setup, Max has proven time and time again why he is one of the strongest pure drivers on the grid right now.

[trackmyhashtagsblog]

​The blog post titled "Twitter Search History: 5 Methods To Find Old Tweets" from TrackMyHashtag provides a comprehensive guide on retrieving past tweets for various purposes such as research, marketing, or personal review. It outlines five primary methods: utilizing Twitter's standard search bar, employing Advanced Search with specific filters, disabling sensitive content settings, incorporating search operators in queries, and downloading personal Twitter data archives. Additionally, the article highlights tools like TrackMyHashtag, Hootsuite, Keyhole, Sprout Social, and the Internet Archive’s Wayback Machine for more extensive historical data access. The blog also emphasizes the importance of analyzing metrics like tweet volume, impressions, and user engagement to assess the effectiveness of past strategies and content.​

[literaryvein-reblogs]

Writing Notes: Philosophy

Philosophy - aims to ascertain basic existentialist truths of the world around us.

The term comes from “philosophia,” a word that has Greek and Latin origins.

Philosophers examine the nature of reality by posing philosophical questions or problems that they then attempt to solve through critical thinking.

Branches of Philosophy

Much of the value of philosophy lies in the specialization and categorization of philosophical questions that cannot be easily answered with empirical data or scientific knowledge.

Scholars organize such questions into different branches of thought, although there are perhaps as many ways of categorizing the different branches as there are scholars.

Here are just 3 of the potentially dozens of branches of philosophy:

Epistemology: Also called the theory of knowledge, this analytic philosophy studies the scope, validity, and extent of human knowledge—in other words, concepts surrounding how we can confirm what we think we know is true. Immanuel Kant’s Critique of Pure Reason is an example of epistemology. In this work, Kant disagrees with philosopher David Hume, that our experiences and perceptions of things are subjective—therefore, our knowledge of things is not universal. Epistemology overlaps with many other branches of philosophy since human knowledge is relevant in other areas, such as the philosophy of language and the philosophy of mind.

Ethics: The moral philosophy of ethics is one of the oldest and broadest branches of philosophy. Ethics works to debate values of good and evil and questions where human actions fall on that spectrum. The ancient Greeks struggled with these questions as they developed their societies along two schools of thought—Stoicism and Epicureanism. Although these two schools, established in 300 BC, shared several tenets, they differed in describing the best way to live. Stoics believed that living a just and virtuous life was paramount, while Epicureans believed the search for pleasure should be the highest priority. Due to its broad nature, ethics is pervasive in nearly every academic discipline and overlaps within several other areas of thought, including the philosophy of history, the philosophy of law, and the philosophy of religion.

Metaphysics: The principles of metaphysics question our place in the world and the meaning of life and human existence. Metaphysics, like ethics, began as one of the main branches of philosophy in ancient Greece. One of the premier philosophical works that established the branch was Aristotle’s Physics. In exploring the working mechanics of our reality, Aristotle created foundations of thought that became important to western institutions and religions, like Christianity. Aristotle’s work greatly influenced the thirteenth-century Italian priest Thomas Aquinas, who utilized aspects of Aristotle’s philosophy of nature to confirm the existence of God as the omnipotent architect of the universe. Metaphysics often encompasses or overlaps with the philosophy of science—for example, as scientists grapple with questions related to humanity’s literal and figurative place in the universe.

Historical Figures of Eastern Philosophy

Learn how these notable eastern philosophers shaped their cultures with religion and philosophical breakthroughs throughout the history of philosophy:

Laozi (born circa 570 BCE): The historical existence of Laozi, or Lao Tzu, is disputed, but some believe the Chinese philosopher is the author of the Tao Te Ching, a manuscript central to the philosophical religion known as Daoism (or Taoism). The metaphysical and ethical philosophy promotes living in harmony with nature and doing no harm to others.

Confucius (551–479 BCE): The teachings of this Chinese philosopher and politician formulated the basic tenets of East Asian societies. Known as Confucianism, the Chinese philosophy encouraged family loyalty, ancestral appreciation, and education—concepts that remain important to modern Chinese traditions.

Siddhartha Gautama (born in fifth century BCE): Historians and academics dispute the facts of the life of Siddhartha Gautama, also known as the Buddha. By some traditions, he was born into an aristocratic family and enjoyed an entitled life until he decided to pursue a nomadic and ascetic lifestyle. Over time, people attributed teachings to him on self-restraint, meditation, and mindfulness—ideas that grew into a popular world religion.

Jalāl ad-Dīn Mohammad Rūmī (1207–1273): A thirteenth-century Persian poet, Jalāl ad-Dīn Mohammad Rūmī wrote Quranic verses and Sufi poems that scholars still translate and publish today. A large part of philosophy in Rumi’s poetry is his set of values around love and religion. His philosophy of life focused on using art and self-expression to bring humans closer to God.

Historical Figures of Western Philosophy

Ancient Greek philosophers established western philosophy as early as the sixth century BCE. Here are a handful of Greek philosophy figures who created theoretical foundations and frameworks that future generations could use to question their own complex societies:

Socrates (470–399 BCE): The Athenian philosopher Socrates is credited as the founding father of western philosophy and the Socratic method—a form of questioning that scholars in multiple areas of philosophy use to pinpoint shortcomings in logic or beliefs. His teachings were never published but lived on through the work of his student, Plato.

Plato (428/427–348/347 BCE): An influential thinker of the classical Greek period, Plato is famous for his theory of forms, which questions the connection between our minds and reality. He is also remembered for his several published works, like The Republic, which communicated his social and political philosophy.

Aristotle (384–322 BCE): The philosopher Aristotle was a star pupil of Plato’s (another ancient philosopher) and went on to found his own school, called Lyceum. During his career, Aristotle collected and simplified the philosophies of his predecessors and contributed to philosophical work in nearly every aspect of classical Greek culture. He was the first ancient philosopher to analyze the concept of free will.

René Descartes (1596–1650): A French mathematician and philosopher, René Descartes is best known for the existentialism theories he put forth in Discourse on the Method and his statement: ���I think, therefore I am.” Descartes’ natural philosophy and metaphysical inquiries, as well as his thoughts on the existence of God, established him as a pioneer of modern philosophy.

Georg Wilhelm Friedrich Hegel (1770–1831): German philosopher Georg Hegel is best known for his metaphysical concept known as idealism. The concept dictates that the perceptions of a self-conscious mind result in the most accurate interpretations of concrete objects. His work had a dramatic impact on western philosophy in the twentieth century and influenced the works of philosophers Karl Marx and Friedrich Nietzsche.

Source ⚜ More: Notes & References ⚜ Writing Resources PDFs

[sergeifyodorov]

Hi!

This is maybe a bit left of field, but I love your blog and you seem very knowledgeable so maybe you (or one of your followers?) have an idea.

Can you recommend some reading material on sports in general? It can absolutely be hockey related but I’m talking sort of bigger scope. More specifically, how (team) sports relate to society as a whole, what role it plays for humanity, maybe it’s history? What about the fan culture?

For context, I come from a pretty academic family where growing up there was this all encompassing prejudice of “it’s for stupid people” (which is clearly stupid in itself). I guess I’m trying to break the mold, but all of it is culturally very new to me.

It can be books, articles, essays, anything.

I realise I sound like a nerd, but. Maybe?

I love this q!!! I'm going to list some of my favourites, but I also haven't read everything (or even most things) so I'll leave it open to the floor to add to. If you have recs for this anon, please reblog with additions!

Moneyball by Michael Lewis and its semi-not-really sequel Big Data Baseball by Travis Sawchik are about the analytics revolutions in baseball - Moneyball about the original one that sparked from amateur mathematician Bill James' writings, and Big Data about the inception of the Statcast era about fifteen years later.

The Game by Ken Dryden is a biography by one of the greatest goalies and minds ever to play the sport. I would recommend almost anything written by Dryden, but this is really his masterwork.

17776 is a work of fiction written by Jon Bois, but I feel like it fits within the scope of your question anyway - thematically it seeks to ask and answer why we play sports and what they mean to us. It's also written and presented online for free and you can just google it, so you don't have to hunt through your libraries or buy a copy!

The Game of Our Lives by Peter Gzowski is a rarer one, especially if you're not Canadian, but I have a personal connection so I'll always recommend it anyway. It's written about Wayne Gretzky during his initial NHL season, and examines the way we think of greatness, what makes hockey players great (on a technical as well as social level), and the ideal of a Great Hockey Player as it relates to Canadian national identity.

Along that thread, I'll finally recommend the works of sociologist Kristi Allain, who's written multiple papers on the construction of Canadian identity both within hockey and within media discussing it, and the socialization and experiences of Canadian and non-Canadian hockey players.

[jcmarchi]

In online news, do mouse clicks speak louder than words?

New Post has been published on https://thedigitalinsider.com/in-online-news-do-mouse-clicks-speak-louder-than-words/

In online news, do mouse clicks speak louder than words?

In a polarized country, how much does the media influence people’s political views? A new study co-authored by MIT scholars finds the answer depends on people’s media preferences — and, crucially, how these preferences are measured.

The researchers combined a large online survey experiment with web-tracking data that recorded all of the news sites participants visited in the month before the study. They found that the media preferences individuals reported in the survey generally mirrored their real-world news consumption, but important differences stood out.  

First, there was substantial variation in the actual news consumption habits of participants who reported identical media preferences, suggesting that survey-based measures may not fully capture the variance in individuals’ experiences. Additionally, people with divergent media preferences in the survey often visited similar online news outlets. These findings challenge common assumptions about the polarized nature of Americans’ media habits and raise questions about the use of survey data when studying the effects of political media.

“There’s good reason to think that the information people report in surveys may not be a perfect representation of their actual media habits,” says Chloe Wittenberg PhD ’23, a postdoc in the MIT Department of Political Science and co-author of a new paper detailing the results.

The open-access paper, “Media Measurement Matters: Estimating the Persuasive Effects of Partisan Media with Survey and Behavioral Data,” appears in the Journal of Politics. The authors are Wittenberg; Matthew A. Baum, a professor at the Harvard Kennedy School; Adam Berinsky, MIT’s Mitsui Professor of Political Science and director of the MIT Political Experiments Research Lab; Justin de Benedictis-Kessner, an assistant professor of public policy at the Harvard Kennedy School; and Teppei Yamamoto, a professor of political science and director of MIT’s Political Methodology Lab.

Stated and revealed preferences

The study was motivated by a split within some academic research. Some scholars believe existing polarization produces highly partisan media consumption; others think partisan media sources influence citizens to adopt more polarized views. But few have measured both self-selection of media and its persuasive effects at the same time — using both survey and behavioral data.

To conduct the experiment, the researchers contracted with the media analytics company comScore to recruit a diverse sample of American adults in 2018. ComScore then combined survey responses from over 3,300 of these participants with detailed information about their web-browsing history in the month prior to the study.

“In this study, we adopted a novel experimental design called the Preference-Incorporating Choice and Assignment design — or the PICA design — which we invented and derived a formal statistical framework for in an earlier work,” Yamamoto says. “The PICA design was a perfect fit for the study, given its objectives.”

In the first part of the experiment, participants were asked to report their media preferences, including the quantity and type of news they like to read. In the second part, participants were assigned to one of two groups. The first group could select which type of media — Fox News, MSNBC, or an entertainment option — they wanted to read, whereas the second group was required to view articles from one of these three sources. This approach enabled the researchers to assess both how individuals’ stated preferences in the survey compared to their online news consumption, and how persuasive partisan media can be to different sets of consumers.

Overall, the study revealed differences in the persuasiveness of partisan media across news audiences. When examining the volume of news that participants consumed, the authors found that people who generally visited fewer news sites, relative to entertainment sites, tended to be more readily persuaded by partisan media.

However, when they looked at the political slant of participants’ news consumption, the authors observed a small but striking deviation between their survey and behavioral measures of media preferences. At one end, the results based on survey data suggested that members of the public may be receptive to information from ideologically opposed sources. In contrast, the results based on web-browsing data showed that people with more extreme media diets are persuaded primarily by outlets with which they already agree.

“Together, these results suggest that inferences about media polarization may depend heavily on how individuals’ media preferences are measured,” the authors state in the paper.

“Our results affirm the value of harnessing real-world data to study political media,” adds de Benedictis-Kessner. “Precise measurement of people’s behavior in online news environments is difficult, but it is important to confront these measurement challenges due to the different conclusions that can arise about the dangers of political polarization.”

Extending the research

As the scholars acknowledge, there are necessarily some questions left open by their work. For one, the current study focused on providing media content related to education policy, including issues such as school choice and charter schools. While education is a prominent issue for many citizens, it is an area that tends not to display as much polarization as some other topics in American life. It is possible that studies involving other political issues might reveal different dynamics.

“An interesting extension for this work would be to look at different issue areas, some of which might be more polarized than education,” Wittenberg says.

She adds: “I hope the field can move toward testing a broader array of measures to see how they cohere, and I think there’s going to be a lot of interesting and actionable insights. Our goal is not to say, ‘Here is a perfect measure you should go out and use.’ It’s to nudge people to think about how they are measuring these preferences.”

Support for the research was provided by the National Science Foundation.

[beyondthisdarkhouse]

Alt text is so incredibly useful when it comes to speakers of other languages. I follow a bunch of fiber artists from different parts of the world, Ukrainian fashion designers and Chinese antique garment collectors and Iranian university professors of textile art history. There are discussions happening in different languages, and resources like books and scholarship, simply not available in the English or French I know.

And a lot of them never even use the Latin alphabet a lot of the time! So sometimes I can photograph a book page or screencap an Instagram story and get my phone's OCR to give me text to paste into Google Translate, and I can sometimes use a Cyrillic keyboard to type out what I'm seeing, but but as soon as something is antiquated or handwritten or viewed at an angle, my goose is cooked. I can't even get the original phrase to try to translate at all.

Unless there's alt text. Because alt text gives me exactly the data I need in the exact right format to take to a dictionary and get the gist of what's going on.

It makes me reconsider how my own content is accessible or inaccessible not just to blind or visually-impaired people, but people who aren't perfectly fluent in English. Because I and a lot of my friends are native English speakers who usually only speak 1-2 languages total, I'm prey to assuming that everyone in my intended audience is like us. That of course everybody can easily process English text, whether it's printed or written in cursive or using some antique calligraphic hand. And of course, that's not true. Now when I look at my analytics for my business's rare medieval name, I occasionally see translation site traffic where people in Farsi or Ukrainian or Chinese have translated me in return.

The curb-cut effect is a wonderful thing, I think. The primary reason I've used alt text is a good one, and it also turns out that it's really useful for a lot of other people too.

[spnscripthunt-inactive]

The Supernatural Script Hunt came from humble origins, a handful of fans banding together to collect and preserve our fandom history, making as many scripts as possible accessible to fans worldwide. Since acquiring our first script over five years ago, and then branching out to involve so many fans supporting the work in the years since, it was always our intent to give it all back, and then some.

When we began this project, the fandom collectively had six scripts from five episodes and a single network outline. In the five years since we bought our first script to add to that collection, we are ending the project with a total of 163 scripts from 147 episodes, casting sides from 50+ episodes, 50+ call sheets, arenas from 18 episodes, and other related documents. A complete list of items in our collection is on the SupernaturalWiki, for a closer look, click here.

The time has come for us to offer everyone a final chance to own their very own priceless souvenir of the show and cast we all love so dearly. In doing so, we also want to honor the largest (hopefully!) legacy of our fandom: using our collective power for good. Which is why we're offering up some very special scripts (and a few other items!) in our collection in a raffle to benefit Undue Medical Debt.

Our initial goal was to raise at least $10,000 so we can erase at least one million dollars in medical debt.  We've met that goal, our stretch goal is to get to $20,000 so we can erase at least two million dollars in medical debt.

How Undue Medical Debt Works:

You make a donation. They use data analytics to pinpoint the debt of those most in need: households that earn less than 4x the federal poverty level or whose debts are 5% or more of annual income.

Undue Medical Debt buys medical debt at a steep discount. They buy debt in bundles, millions of dollars at a time at a fraction of the original cost. This means your donation relieves about 100x its value in medical debt.

Together we wipe out medical debt. People across the country receive letters that their debt has been erased. They have no tax consequences or penalties to consider. Just like that, they're free of medical debt.

For every $10 you donate to Undue Medical Debt, you will 1) be erasing about $1,000 in medical debt and 2) be able to enter our raffle to win one of the items listed below.

Our Campaign Page

Our Raffle Site

Donated by Eric Kripke:

'Pilot' - "Original pilot that got tossed out -- whole different story -- enjoy this alternative reality Sam and Dean." Signed by Eric Kripke, Jensen Ackles, Jared Padalecki, and Samantha Smith.

2.22 'All Hell Breaks Loose: Part 2' - Yellow Revisions. Signed by Eric Kripke, Jensen Ackles, and Jared Padalecki.

3.16 'No Rest for the Wicked' - Goldenrod Revisions. Signed by Eric Kripke, Jensen Ackles, and Jared Padalecki.

4.01 'Lazarus Rising' - Pink Revisions. Signed by Eric Kripke, Jensen Ackles, Jared Padalecki, and Misha Collins.

4.22 'Lucifer Rising' - Production Draft. "My director's copy - rare! Enjoy!" Signed by Eric Kripke, Jensen Ackles, Jared Padalecki, Misha Collins, and Rob Benedict.

5.01 'Sympathy for the Devil' - Pink Revisions. Signed by Eric Kripke, Jensen Ackles, Jared Padalecki, Misha Collins, and Rob Benedict.

6.22 'The Man Who Knew Too Much' - Production Draft. Signed by Eric Kripke, Jensen Ackles, Jared Padalecki, Misha Collins, and Mark Sheppard.

Donated by James Stoteraux and Chad Fiveash:

Gotham Knights - 'Pilot' - Double Yellow Revisions. Signed by Misha Collins, Oscar Morgan, Olivia Rose Keegan, Navia Robinson, Fallon Smythe, Tyler DiChiara, Anna Lore, Rahart Adams, Chad Fiveash, and James Stoteraux.

Gotham Knights - 1.13 'Night of the Owls' - Production Draft. Signed by Misha Collins, Oscar Morgan, Olivia Rose Keegan, Navia Robinson, Fallon Smythe, Tyler DiChiara, Anna Lore, Rahart Adams, Chad Fiveash, and James Stoteraux.

Donated by Natalie Abrams:

Gotham Knights - 1.11 'Daddy Issues' - signed by show creator/episode co-writer Natalie Abrams, director America Young, and Misha Collins (Harvey Dent/Two-Face). Two copies donated, two winners. Thank you @deanismybuddy (twitter) for making this happen.

Donated by Jennifer May Nickel:

Signed Gotham Knights costume sketches (8.5" x 11" prints), four winners.

1.08 Harvey Dent tux

Rebecca's 1.13 dress

Duela's 1.09 grenade costume

Carrie/Robin's super suit look

Donated by Robbie Thompson: 

The Winchesters - 1.01 'Pilot' - Final Shooting Script - signed by Robbie Thompson and Jensen Ackles.

The Winchesters - 1.13 'Hey, That's No Way to Say Goodbye' - signed by Robbie Thompson and Jensen Ackles.

Thank you to @SadieWit (twitter) and Gabe Garza for making this happen.

Scripts Not Donated by Creators:

3.15 'Time is on My Side' - Production Draft signed by Jim Beaver at Creation Tour: Burbank 2024; Jensen Ackles and Jared Padalecki at Jus in Bello 14; Steven Williams at Crossroads 8.

14.14 Ouroboros - Production Draft - donated by @_ninalynne_ (twitter).  

Gotham Knights - 'Pilot' - Pre-Production Draft signed by Misha Collins at Creation Tour: Burbank 2024.

Walker - 'Pilot Script' - signed by Jared Padalecki, Jensen Ackles, and Richard Speight Jr. at Jus in Bello 14.

Walker: Independence - 'Pilot Script' - Revised Network Draft - signed by Jared Padalecki at Jus in Bello 14; Mark Sheppard at Crossroads 8.

The Winchesters - 'Pilot' - 4th Network Draft signed by Jensen Ackles at Creation Tour: Burbank 2024; Richard Speight Jr. and Rob Benedict at Jus in Bello 14; Jim Beaver and Alexander Calvert at Crossroads 8.

Audio/Visual:

Supernatural: The Complete Series Blu-ray - donated by @HanmeiCui (twitter)

Dick Jr. and the Volunteers' "Fistfights and Hug-Outs" CD - signed by Richard Speight Jr. at Jus in Bello 14, donated by @Julie_Fleming and @EmilieDK87 (twitter)

Rob Benedict "Leave The Light On" CD - signed by Rob Benedict at Jus in Bello 14, donated by @merenwen76AO3 (twitter).

"Saturday Night Special" CD - signed by Louden Swain at Creation Tour: New Jersey 2024.

Autographed Photos and Posters:

Crossroads 8 "Supernatural" cast poster (A3 size) signed by Misha Collins, Mark Sheppard, Julian Richings, Alexander Calvert, Jim Beaver, Rob Benedict, Steven Williams, Corin Nemic, Todd Stashwick, and Cindy Sampson. Donated by @AilesduSoleil (twitter).

Crossroads 8 "The Boys" cast poster (A3) signed by Tomer Capone and Karen Fukuhara.

Autographed photos from Crossroads 8 donated by @AilesduSoleil, @Julie_Fleming, @PurpleNurpleSPN (twitter):

Rob Benedict, Alexander Calvert, Tomer Capone, Misha Collins, Karen Fukuhara, Corin Nemec, Cindy Sampson (multiple winners)

Books:

Hardcover edition of Good Omens - signed by Neil Gaiman and Mark Sheppard. Thank you to the staff at The Golden Notebook in Woodstock, NY for being extremely helpful and kind.

Hardcover edition of Death (2022) - written by Neil Gaiman, art by Mike Dringenberg, John Totleben, Mark Buckingham, and Chris Bachalo. Signed by Lisa Berry.

Family Don't End with Blood - signed by Jared Padalecki, Jensen Ackles, Misha Collins, and Jim Beaver, donated by @FangasmSPN (twitter).

There'll Be Peace When You are Done - signed by Jared Padalecki, Jensen Ackles, Misha Collins, Alexander Calvert, and Sebastian Roche, donated by @FangasmSPN (twitter).

Supernatural 15 Seasons: The Crew Member's Souvenir - two copies, two winners. Donated by @HanmeiCui (twitter) and [anon].

Fan Arts and Crafts:

"To Be Continued" t-shirt made and donated by @shitannamakes (twitter), signed by Jensen Ackles at Creation Tour: Burbank 2024. 

The Winchesters canvas print (16 x 22.7 in) designed by BobbysIdjit (tumblr, Redbubble) and signed by Jensen Ackles, Jared Padalecki, Misha Collins, and Richard Speight Jr. Donated by Denim-wrapped Nightmares, a Supernatural Podcast.

Curse boxes made and donated by @TheGreenCooler (twitter):

6" x 4" x 4" - red and white

8.5" x 6" x 5" - brown and black

Supernatural and AKF themed decorative pillar candles made and donated by @TheGreenCooler (twitter): 

4x3 inch short decorative pillar candles set: "Sam and Dean initials"

5x3 inch decorative candle: #AlwaysKeepFighting "Good morning Starshine. You're still here today."

5x3 inch decorative candle: #AlwaysKeepFighting "Hopeful Daisy"

5x3 inch decorative candle: "Men of Letters"

5x3 inch decorative candle: "Carry On Wayward Son"

5x3 inch decorative candle: "We Are Home"

6 x 4 decorative candle: "Impala on a Hunt" (pic 1) (pic 2) (pic 3) 

Rare Actor-Specific Items

AFK pin designed by Phil Sgriccia in 2015 for Jared Padalecki, "only Jared had these pins unless he gave them to you" - donated by @slammtam (twitter)

Jared Padalecki autograph at Creation Austin, donated by @KLFSPNcons off her Gold badge (Row I).

Raffle closes on Sunday, June 30 at 11:59pm (EST). Winners will be drawn by a random number generator, we will submit the names to Undue Medical Debt's development staff to confirm the donations match the caps submitted to us on the Google Form, and we'll contact winners by Saturday, July 6 2024. Winners will have 72 hours to respond, and will be required to provide their physical mailing address and to cover the cost of shipping (for scripts it's currently $9.85 for priority mail insured inside the US, international rates and non-script rates to be determined as necessary). 

PLEASE NOTE: IF YOU ARE UNDER 18 YEARS OF AGE AND WISH TO DONATE, PLEASE ENSURE YOU HAVE PRIOR AUTHORIZATION FROM CREDIT/ACCOUNT HOLDER.

As Castiel once told a patron of the Gas N Sip buying a lottery ticket, good luck!

Thank you to our con helpers, we never could have pulled this off without your help: abeautifulswan, AilesduSoleil, deanismybuddy, EmilieDK87, FangasmSPN, HanmeiCui, jennysun23, Julie_Fleming, KLFSPNcons, kreespa, kaurie_mac, marywinchstr, merenwen76AO3, MiaAW90, MysterioAmber, PurpleNurpleSPN, RMelton76, rowwyaboat, SDeeg13, shandataber, SuperWiki, zerbehunter