Tumgik
#Manual Data Analysis
chaosintheavenue · 9 months
Text
I need to pluck Trin and Vari out from my brain and get them helping me with this analysis :(
2 notes · View notes
hylianengineer · 1 year
Text
Data is a beautiful thing. Getting data to the point where it's usable is almost always torturous.
2 notes · View notes
teamahwol · 3 months
Text
crazy how I accidentally ended up in a job that’s perfect for me and exactly what I wanted
0 notes
aioustudio9 · 10 months
Text
How to Do Research Project 8613 in AIOU
Research Project 8613 is a compulsory course for all students enrolled in the Bachelor of Education (B.Ed.) program at Allama Iqbal Open University (AIOU). The course is designed to help students develop the skills they need to conduct the research project. In this post, we will discuss the steps involved in doing Research Project 8613 in AIOU. We will also provide some tips on how to write a…
Tumblr media
View On WordPress
0 notes
rirahecaxop · 2 years
Text
Alternative dis
infectants and oxidants guidance manual
0 notes
poor-boy-orpheus · 25 days
Text
I think folks have really lost the plot when it comes to AI.
Imo, the issue we are faced with is not how to prevent ai from being utilized or advancing, frankly I think that ball is already rolling. The issue also isn’t designating sacred work that can’t be touched by AI (I’m sorry to say, art is not inherently better than manual labor). The issue we are really faced with is now that we are embarking on a world wherein AI is rising and gaining genuine ability to match or exceed humans, how will we ensure we are taking care of our people?
A lot of folks seem to be really concerned with protecting the idea of intellectual property, but at the same time don’t we believe in an egalitarian sharing of knowledge? Should we really be prizing exclusivity of access to media or materials? I don’t really think so, but the challenge we face is how to ensure that a society that will increasingly have less and less need for human labor (particularly in data analysis or data entry jobs that AI tends to be the best in) will still see its citizens financially secure.
I have no problem with AI making art, regardless of whether I think that art is “good” or whether someone a machine makes can even be defined as “artistic” to begin with. Frankly, I don’t care. I do care that many artists will be out of a job and we don’t have a mechanism for ensuring they’re taken care of.
And that is where the discourse is so often falling short in my eyes. Many leftists who claim to want to leave the idea of personal ownership behind become the most forceful advocates for protecting intellectual property. A development that should be spurring on the greatest advance in humankind’s ability to universally take care of everyone is instead demonized on the left for somehow being theft and largely ignored on the right as a pipe dream.
AI is growing more powerful exponentially. Our lifetimes will see a shift on the level of the invention of electricity or the internet (if not much much greater) and we need to be prepared for that. The outcry cannot be “You used AI tools and therefore your work is invalid” but rather it must be “How are we restructuring ourselves to better absorb this new change?”
Universal basic income has to become a default. Removing healthcare from being tied to a job is a necessity. Eventually moving past currency might even be a possibility.
You can’t stop the world from turning, you can’t stop this progress from happening. But we still have time to focus our efforts on taking this change and handling it well. History will watch what we say, what we do, and how we addressed this.
294 notes · View notes
Note
Hello hello! I got super happy once i saw your requests open again <3 i love your writing and i would love to see Price and a reader who is too recluse and uptight, cold and distanced. He somehow noticed she likes him and stuff and it turns into what you write best, something hot and more. Basically Price shaking some sense into her, breaking her down? I don’t know if this is too much detail and I don’t know if it gives any ideas. Feel free to ignore. Love you, have a best day 🧡
Thanks so much for the ask! This is really unique, and I like the concept. I'll do my best! <3 <3
TW: female reader, afab, cunnilingus
Tumblr media
Price scanned the meeting room as his teams filed in. The 141's operations had grown, now that Shepherd was out of the way, and new recruits with a lot of promise had come in to aid in the operations. Gaz, Ghost, and Soap sat up front, reports prepped and ready to be handed out, the logistics team sat around Alex and Farah, and sometimes, when she wasn't out doing the dirty work, Laswell would hang around the back corner, arms crossed, watching the meeting unfold. But, he was waiting for you.
You were the newest addition. Your specialty with data analysis and reporting had meant a stream of fresh, sparkling intel that was immediately actionable and nearly allowed him to predict the enemy's movements. You were a magician, and you never talked over anyone's head. Very professional, but kind. Beautiful, even though you were not a fresh-faced youth.
You also had a body that would not let him rest. He'd taken more cold showers in the past two weeks than he ever took as a teenager, and his cock was in his hand, hard and drooling, hungry to bury itself between your thick thighs.
He tried not to stare, really, he did. But, you would wear those cargo pants, belted to your waist, and he could see where your generous ass stretched the tight canvas. The way your hips swayed when you walked across the base with your data-tablet made him want to fight someone for you, even though, as far as he could tell, there was no competition in sight.
That was part of the problem. You kept everyone at arm's reach. Well, that was about to change.
Price started the meeting and tried not to keep glancing back to you in your seat. You were listening diligently, doing your job, and he felt downright lecherous at what he was about to do...
"...and so we'll be pairing off for a full facility inventory."
Groans resonated throughout the team. Complaints flooded in.
"Check the board for your partner and meet in Hanger 3. We'll start in the back storage."
"Back storage! Cap'n, unless you're lookin' for flip phones and manuals from 2007, there's nothin' we need in there," Soap protested.
"Well, Sergeant," Price grinned, "We're about to find out. Spring cleaning!"
He felt someone's presence behind him, and when he turned, he was delighted to find you there, shifting from foot to foot, waiting to be heard.
"Yes, Corporal? Do you need something? Going to whinge about the inventory as well?" He joked with you.
"N-no. No, sir. I just... I checked the board, and you are my partner, sir."
Your eyes were wide and bright. You were staring up at him and clutching that data-tablet to your chest like a shield.
He threw an arm around your shoulder and walked with you side-by-side,
"I'm just pullin' your leg, Corporal. Let's get to it."
As you worked together, the ever-observant John Price noticed a few things. First, you would stare at him when you thought he wasn't looking. Second, you would move to the opposite side of the room to work if he decided to relocate. And third, you had a bad habit of chewing on your bottom lip when you got nervous.
"You'd be no good at poker, Corporal," he commented, stacking a set of boxes near you.
"What, sir?" You looked up at him, biting that poor, innocent lip again.
"That bottom lip gives you away," you fixed it as soon as he said it, but he forced you to sit with him and asked you, "Hey, what's going on? You're doing a great job here, but I can't help but feel like you're not keen on being a part of this team."
You shook your head, sighing,
"No, sir. It's not that. I love this team... I just..."
"Just what, Corporal? We're not leaving this storage crate until you tell me. You have a crush on one of my soldiers, or what?"
Fear, now. He could see it all over your face. He reached out tentatively and put a hand on your knee,
"Hey," he dropped his voice to a dark whisper, "It's alright. I won't tell anyone."
Your voice was so small when you answered him, but gods you were brave for answering him,
"Sir... it's you who I shouldn't tell."
Price's breath caught in his chest. All this nervous energy, all this seriousness... for him? You were nervous to be around him?
"Corporal..." He was stunned.
You stood up, quick as a flash,
"I'm sorry, sir. Please forget I said anything."
You were backing away towards the door, looking like you were ready to bolt, but he reached out and grabbed your wrist, stopping you.
"Me?" He stood above you, his body looming, covering you in the small storage room. It felt like it was getting smaller by the second.
You swallowed, nodding,
"Yes, sir..."
Price reached behind you and popped the metal lock into place, sealing you in,
"Mmm... Corporal, if you only knew how long I've been prayin' you'd say that to me."
"Wh-what? Really? Captain, I didn't --"
He put his thumb on your chin, pulling the skin so that your bottom lip would be freed from your teeth, and he bent to suck it into his mouth. He wasn't kissing you so much as he was working your full, lower lip, slowly and gently, taking it between his own lips and tongue, making you catch your breath.
"In here... I'm not your captain," he smiled, kissing you fully now, "And when I'm not your captain... you give the orders. We can stop, if you want to stop."
He let the news register, showing you how true it was, backing away a bit, giving you room to say no. Price watched your face as the information sank in. It was understood, analyzed, and filed appropriately in that beautiful brain of yours, and then, the results.
You set your tablet down on the boxes and took off your shirt. He still hadn't touched you, happy to let you drive. You pulled his face to yours, placing your hands on his furry cheeks, petting his hair and knocking off his hat until it hung around his neck on its string, almost letting him kiss you, but just before he could, you whispered into his open, gaping mouth,
"I don't wanna stop."
He kissed you, then. So softly it was almost chaste. He matched your energy. If you explored him with your tongue, he explored you just as far. If you spent time kissing his jaw and neck, so did he. After a few minutes of such restrained torture, though, he was breathing heavy, and his body was begging for more.
His hands rubbed across the tight muscles of your neck and down your arms before finally discovering your heavy breasts. He let them fill his warm palms, plucking softly at your nipples and making them harden beneath his fingers.
Price spoke to you as he kissed you, as he fondled you into pliant submission,
"Do you wanna stop, love?"
You shook your head, whispering back,
"I don't want to stop..."
He bent himself like the bough of a great tree, leaning to suck your sensitive nipple into his mouth. Price warmed it with his tongue, and put it between his teeth just enough to make you writhe. Then, he slid a huge hand between your legs and felt the heat you were hiding from him there. He sighed raggedly when he found it, like he had just dropped the weight of the world from his arms.
John pressed the canvas of your pants up into the spot where your folds would part, rubbing the seam against your center, making it shove your clit back and forth along its line, making it swell and tingle. You writhed beneath his teasing, moaning from it.
"Mmm. Do'ya wanna stop, love?"
"No, fuck, no. Don't stop."
He forced open your buckle with a swift pull, snapping the metal tines and popping open your button fly. Tucking his fist into the elastic of your panties, his fingers found their soft, wet prize.
The captain sighed again, that same ragged relief, and just before he opened his mouth to speak to you again, you clasped your hand over it furiously, and warned him,
"Don't you dare fucking stop."
He chuckled, but he said nothing as he sank to his knees, looping one of your legs over his shoulder as he began to eat from your body, hungry and thirsty and needy and ready to be full of you, smearing you all over his beard, smiling all the time.
Tumblr media
If you liked this story, please consider buying a coffee for your favorite feral cat <3 Comments, reblogs, and kudos are also appreciated!
AO3 Link
183 notes · View notes
another-lost-mc · 1 year
Text
Tumblr media Tumblr media
When you arrive in the Devildom as part of the student exchange program, you discover their famous AI program isn't what it seems.
feathered friends | karasu x reader
3.8k words | sfw | gn!reader | canon divergence
cw: implied social isolation/loneliness; protective thoughts/behaviours; jealousy; minor blood/violence.
feathered friends (series): part one | part two | part three (nsfw)
Tumblr media
When Karasu designed the AI program for the D.D.D., he didn’t expect the higher-ups at the Three-Legged Crow Conglomerate would name it after him. By the time he realized it wasn’t a joke, it was already too late – the KARASU AI was born, and it was his responsibility to maintain it.
He doesn’t attend RAD anymore, but Karasu regularly communicates with Diavolo and Barbatos to ensure that the D.D.D. apps and KARASU AI are designed in correspondence with the Devildom’s long-term goals.
One of Karasu’s responsibilities is to oversee the research and technological development necessary to make communication between the realms more streamlined. In a perfect world, D.D.D. users should be able to use their device and apps outside the Devildom. This was a critical piece of Diavolo’s plan for future students coming from the Celestial Realm and human world to attend RAD.
When the exchange program commences and the students are given D.D.D.s of their own, Karasu oversees their files personally. He tracks their data usage and AI requests to understand how humans and angels interact with Devildom technology. He studies which apps they use the most, and which apps or features they don’t have but might find useful.
Diavolo is most concerned with the types of questions and requests they make of the KARASU AI program. He’s equally concerned about their satisfaction with the Devildom as well as their safety. A newcomer to the Devildom may not have the courage to come forward to a demon about a concern they have, but they might ask the AI instead.
It’s Karasu’s responsibility to sift through the questions and requests the students make while using the AI program. He compiles the data for analysis later, and he forwards any concerning messages to Barbatos or Lucifer directly for follow-up.
Karasu learns quickly that certain students are less capable with technology than others.
Subject: Exchange Student (Simeon – Purgatory Hall)
Based on the data collected so far, it seems that this student is having difficulty using his D.D.D. properly. Immediate action is recommended to prevent further data corruption.
Thank you.
(Despite his warning, Karasu had to replace Simeon’s D.D.D. after the angel managed to brick the device.)
Out of all the exchange students, you’re the one that interacts with the KARASU AI bot the most. Most of your questions are about human world apps and whether you can access or use them in the Devildom. Even though you can’t – and the AI relays that response to you – Karasu notes what apps you’re trying to access, and whether it’s worth developing Devildom alternatives.
(Karasu chuckles when he reads the logs and sees that you’ve asked for a Devildom version of a VPN to access human world websites - how cute! But no, that’s not possible yet.)
From: [email protected] To: [email protected] CC: [email protected] Subject: Request for equipment
Please be advised that I have received a request for a computer from the human exchange student residing in the House of Lamentation. They have been provided with one of RAD’s laptop computers (#302) to use for the duration of their stay.
Karasu is monitoring data at his desk when you start asking the AI bot about setting up your new (borrowed) laptop. He can see the two issues right away: the laptop is an older model that doesn't run very well, and you’re unfamiliar with the Devildom operating system installed on that machine.
Karasu disables the bot and takes over manually so he can type instructions and answer your questions instead. He tells himself that it’ll be less frustrating for you this way. He can imitate the bot’s speech patterns easily since they are based on his own. If anyone questions his decision, he can tell them the simple truth: this is more efficient.
With his help, you get the game you want to play installed and running – barely. But you seem genuinely happy, and you thank him with such gratitude he feels a little flustered. He assumes it’s part of your human nature to talk to a piece of technology like it’s a living being.
(He’s glad that he normally works alone – he doesn’t have to explain the bashful smile on his face to anyone.)
After that, Karasu overrides the AI bot more often so he can interact with you personally. He still tells himself it’s more efficient this way - you have such a curious nature, and he enjoys helping you. He feels like it’s his personal responsibility to make sure you’re able to use his software properly - at least, that’s the plausible explanation he tells himself to justify his unusual interest in you.
It also has nothing to do with your requests about job opportunities, or ways to acquire money to pay for things you seem to be missing.
(He starts monitoring your Akuzon search history to make sure Lucifer is aware of any necessities you might be lacking.)
It definitely has nothing to do with his concern for you, even though you’ve admitted (more than once) that you feel isolated in the Devildom without any contact with your friends or family. Part of him wonders if you interact with the AI bot so often because you’re lonely. Do you feel comfortable talking to him – it – more than the demons you live with?
He thinks about you often and decides there’s no harm letting whatever this is continue. If he feels eager anticipation for the next time you want his help – well, that’s what he’s here for, isn’t it?
Sometimes when you ask the AI bot silly questions, Karasu will give you silly answers. (You have such a nice laugh.)
“Karasu, why does Mammon gamble so much when he’s so bad at it? I think he’s being strung up again…”
KARASU AI: Well, you know what they say – go big, or go home. Unfortunately for Mammon, he goes home to Lucifer.
Karasu doesn’t realize how comfortable he’s gotten speaking to you like this, and he doesn’t realize you’re becoming suspicious of the AI bot. Sometimes the responses you receive are too intuitive, like it can read between the lines of the questions you’re asking. Sometimes it makes witty or sarcastic remarks that feel too real.
You know technology has come a long way, but you doubt even the Devildom’s AI is capable of reproducing sentient conversation the way the KARASU AI does. When you borrow the angels’ phones to compare your bot responses to the ones Luke and Simeon receive, you know there’s something strange going on.
“Karasu, you’re not really a bot, are you?”
KARASU AI: …do you want me to be?
“I would feel better knowing that someone I talk to on a regular basis is a real live demon, instead of a fake one that lives inside my phone.”
He’s caught off-guard by your confession. He’s an old demon, well-known and respected within the Devildom for his work, but he’s not very sociable. He has many acquaintances but no one he would consider a friend. Perhaps the hope of friendship is the true motivation that’s kept him interested in you this whole time?
Whatever the reason is, Karasu accesses the Contacts directory on your D.D.D. profile and adds his own personal contact information. He feels bad for deceiving you, and he sends you a message with a heartfelt apology. You seem so excited to be talking to him - the real him - that his guilt doesn’t last for very long.
You: Since your name is Karasu, won’t that confuse the bot if I’m trying to talk to you instead?
Karasu: I admit that I didn’t anticipate this situation. Perhaps I can modify the name triggers for the bot, but that will take some time to test before I can patch the AI software on your device.
You: Do you have a nickname I can call you instead?
Karasu: I don’t have many friends, so I’ve never needed one.
Karasu: That is to say, I don’t have a nickname.
Karasu: Many nicknames seem juvenile, but for you…I think I would make an exception.
Karasu: If you find it more convenient, of course.
You: Definitely, it’s all about convenience. Sure.
You: How does Kay sound to you?
Karasu: I think I like it very much.
You: :D
Karasu: :)
(He doesn’t tell you how much he treasures the name you gave him as a sign of friendship. He cherishes it and is fiercely protective of it; only you are allowed to call him that from now on.)
Karasu starts to consider you a friend when you text him about how classes are going, or the things in the Devildom that amaze you (and frighten you). Sometimes he calls you in the evenings once he’s done his work for the day, and he enjoys relaxing conversations with you while he makes himself dinner.
You convince him to play a multiplayer game with you, and he doesn’t have the heart to tell you that he dislikes video games. He’s grateful for your company instead, and he surprises himself that he doesn’t mind making simple concessions if it means spending more time with you.
One evening you’re playing a game together after you finished your homework. You disconnect from the game suddenly. He calls you and walks you through the troubleshooting steps when your school laptop shuts down and won’t turn back on. He knows that the machine is an older model and, based on your feedback, he makes an educated guess that it’s no longer usable. 
“I’m worried Lucifer will think I had something to do with this,” you confess to him quietly. You’ve been lucky and avoided his punishments so far, but you don’t want to make a bad impression now.
Karasu is already drafting an email on your behalf so that any concerns Lucifer has about the school’s faulty equipment will go to him instead of you. “I’ve mentioned to the RAD administration in the past that some of their technology needs to be updated. There’s no need to worry - you won't be blamed for this.”
You chuckle quietly. “I’ll miss playing games with you,” and you realize it’s a silly thing to admit, but you can’t help it. “I’ve tried to invite Levi to play games with me, but he usually ignores me. I’m not sure he likes me very much.”
Leviathan isn’t the most sociable of the seven brothers you live with, and Karasu feels disappointed on your behalf that they might not be treating you well. You’re such a nice, warm human. What problem could Leviathan possibly have with you?
“I’ll think of a better solution for you so that you’re not without a computer for long,” Karasu says, trying his best to reassure you. “And I guarantee it’ll be more dependable than the paperweight of a machine they gave you before.”
Karasu’s heart races long after your phone call finally ends. He thinks about you often, more than he probably should, and he tells himself it’s out of concern. You’re still a stranger to the Devildom and he knows you struggle to find your place within it.
He thinks about your busy schedule that’s full of classes at RAD, followed by the chores you share with your demon roommates. He thinks about how difficult it might be for someone of your status to get a decent-paying job, or to save enough money for a replacement computer of your own. 
He thinks about your problems, and he knows how he can help. The simplest solution is usually best, after all.
Two days later, he’s finishing some coding updates for the KARASU AI bot when he picks up your incoming call. He can’t help the laughter that bubbles out of him when you thank him, loudly and excitedly, over the phone.
“Kay, what did you do?!” You came home from RAD and found several large, heavy boxes from Akuzon stacked near your room. The gift receipt for all the pieces to build your new computer said it was from Your Friend.
Your happiness is contagious and he can’t stop smiling. “I’m hoping we’ll have more uninterrupted game nights together,” he teases. “I suggest you put it together and test everything to make sure none of the parts are defective.”
He frowns worriedly when you sigh, and your voice is a bit deflated, lacking the joyful enthusiasm from only a few moments ago. “I’m not great with building computers like this,” you admit. “I asked Levi for help, and he said – well, he told me he was busy,” you mumble awkwardly, and you hope your lie is convincing.
Your ignorance of technology - especially Devildom technology - irritated Levi when he noticed that someone sent you a cutting-edge, state-of-the-art computer. All you had to do was put it together, and you couldn’t even do that! He sneered and told you he wasn’t going to help you if you couldn’t figure it out on your own. When Levi stomped off towards the stairs to his room, he was still grumbling about normies and stupid humans and what a waste of space you are.
Despite your effort to hide the truth from him, Karasu can tell you’re not being completely honest. You’re not a very good liar, and if it were about something less serious, he would let it slide. Instead, he thinks about what he knows about Leviathan - the Avatar of Envy, the anti-social self-proclaimed otaku that viciously guards his interests. Karasu can imagine how the demon treated you when he realized what was in those boxes.
He knows how hard you’re trying to get closer to the demons you live with, and it seems that Leviathan purposefully stonewalls all your attempts to find common ground. It’s not the first time you’ve mentioned it, and it might not be the last unless something changes.
This is another problem he believes he can solve for you.
“Don’t worry about it tonight,” Karasu suggests, and he changes the subject to distract you. You tell him about one of the RAD classes you’ve been enjoying and some of the nice classmates you’ve met. 
After you go to bed, Karasu feels lonely without your voice in his ear. He thinks about your situation with Leviathan, and he feels indignant on your behalf. He ignores the twinges of rage that make his fingers twitch with the urge to defend you. He decides he can - should - fix this without bloodshed. It doesn’t take long to access Leviathan’s device history, and his lips twitch into a sharp smile when he finds what he’s looking for.
Karasu is suspiciously less talkative the next day, even though he still responds to your text messages. He tells you an amusing anecdote about Simeon sending Barbatos photo-spam of the inside of his pocket by accident, but otherwise he’s quieter than usual.
You try not to take it personally, but it’s difficult not to worry about his sudden change in demeanor. You glance worriedly at the boxes near your desk and wonder if he regrets getting to know you. Maybe he’s realizing later than everyone else that you’re really as useless as Levi says you are–
The sound of the doorbell echoing in the hallway scares you. The House of Lamentation doesn’t receive many visitors, and some of the demon brothers are just as curious as you when you head to the front hall.
Lucifer is the first to arrive and opens the door. “Karasu,” he says, obviously surprised, “we weren’t expecting you. I take it this isn't an official visit?” Even though Lucifer is visibly confused by his sudden appearance, he steps aside and lets in the unexpected visitor.
You’ve tried to imagine what Karasu might look like. Part of you wondered if he was just a large talking crow, but the thought seems ridiculous now. He’s shorter than the demons you live with, and his form-fitting suit compliments and accentuates his slender build. You’re captivated by his deep red pupils and dark sclera behind the glasses he wears. You assume his wings are only visible when he's in his true demonic form because you see none now.
He still looks more monstrous than the other demons you’ve met so far. Before coming to the Devildom, you might’ve found him terrifying. Instead, you’re just excited to finally meet him. You offer him a bashful grin, and he turns to you properly, offering you a bow and small but genuine smile.
He straightens and clears his throat, addressing Lucifer properly who watches your exchange with wary amusement - Karasu isn't known for making friends.
“I’ve come to help my dear friend with some technical concerns,” his eyes flickering briefly in Leviathan’s direction. “I hope that’s not a problem.”
Lucifer seems satisfied and they exchange a few more pleasantries. Eventually he and the rest of his brothers disperse.
“You didn’t have to come all this way for me,” you remind him nervously when you're alone with him. You already felt guilty before, and now he’s here because of you–
But he steps forward and places his hands on your shoulders and squeezes them gently. “I came because I wanted to come,” he admits, and his eyes gaze into yours with so much sincerity that you believe him.
You lead him to your room, and you’re thankful it’s not a complete mess when you let him inside. He looks around your room with interest, glancing at the books on your shelves and the small stack of movies you’ve been watching. He’s happy to see your room is comfortable, although the stack of Akuzon boxes take up a lot of space.
He should’ve offered to do this for you from the start.
Karasu slides off his jacket and drapes it over your bedspread, and he rolls up his shirt sleeves to his elbows. He opens the boxes carefully, inspecting each computer component for damage and explaining how the different pieces should be assembled. He takes care of putting together the complicated parts himself, but he guides you through some of the simpler steps.
He realizes that it’s so satisfying doing this with you. You’re even funnier in person, and you don’t shy away from casual touches - brushing against him when you reach for something, touching his arm when you thank him for coming. He’s not used to this kind of attention, especially since you offer him compliments and praise and kind words so freely.
There’s a warm current of emotion simmering under his skin. He recognizes what it is - attraction, desire, overwhelming need - and it blindsides him. He hasn’t felt this way for anyone in so long. How did things between you lead to this?
When your new computer is set up and working perfectly, he tries to shove aside those thoughts so he can bask in your excitement instead. He enjoys your pleasant company and he wishes he could stay with you, but he has one more task to accomplish while he's here.
“I need to have a word with Lucifer before I go,” he murmurs apologetically, a small lie but a necessary one. When your face falls, he adds quickly, “I’m not leaving just yet, but I don’t want to disturb him too late in the evening.”
You walk him to your door and point down the hall where he might find Lucifer in the library or his private study. You offer to go with him, but he insists that he’ll be fine. He wants you to stay and enjoy your gift instead. 
Karasu walks slowly down the hall, humming quietly while his shoes click lightly against the floor. He studied the layout of the House of Lamentation before he arrived and knows exactly where to go. He breezes past the library, heading towards the stairs leading to the second floor instead. He finds who he’s looking for before he gets there.
Leviathan is surprised to see him wandering around the house alone, but his expression quickly shutters into a frown. He ignores Karasu instead and tries to push past the crow demon blocking his path.
There’s a small gust of air and a metallic swish, and Leviathan walks into one of Karasu's wings, a barrier of steel-hardened black feathers that appears out of nowhere. He jumps back and hisses in pain. One of the feathers scratched his arm, and he covers it with his hand to stop blood from dripping on the floor.
“WHAT THE–” Levi begins to yell, but Karasu interrupts him before he can draw too much attention.
“Your pettiness surprises me, even though I know envy is your specialty,” he lectures him quietly, “but I would reconsider your treatment of our mutual acquaintance. You let your feelings get the better of you, and they only want to be your friend.”
Leviathan’s face crumples into an ugly sneer and looks ready to argue, but Karasu is undeterred.
What a petulant child.
Karasu leans forward, crowding into Leviathan's space, and whispers, “May I remind you, incognito mode doesn’t hide your secrets - not from me.” Leviathan inhales sharply when the threat sinks in. Karasu smiles at him, all teeth and no humor, then steps back. His feathers return to their natural texture before his wings disappear completely.
“Good evening, Leviathan,” Karasu says when he finally moves aside to let him pass. Leviathan turns around and storms back up the stairs to his room instead.
When Karasu walks back to your room, he feels invincible. He protected you and he would do it again, gladly - whether you asked him to or not. He cares for you now, perhaps more than he should. He wants to care for you even more and refuses to feel guilty about it.
It’s getting late and he has to be cautious not to overstay his welcome. He has too many overwhelming feelings to untangle when he’s alone, but now that he’s met you, he’s loathed to be parted from you for long.
He thinks it’s so sweet that you walk him to the front door when it’s time to finally leave. “I hope we can see each other again soon,” you admit, and you try not to pout. “I had fun spending time with you tonight, and I can’t thank you enough…for everything.”
Karasu tilts your chin towards him when you look away, and he smiles reassuringly so you know there’s no reason to feel embarrassed. He hopes you feel the same eager anticipation he does when he asks, “Would you like to join me for dinner this weekend?”
Your happy grin and flushed cheeks answer for you, and when he finally leaves you, it’s with the promise that you’ll see him again very soon.
Tumblr media
read more: karasu masterlist | obey me masterlist
687 notes · View notes
reasonsforhope · 2 months
Text
When Swiss cardiologist Thomas F. Lüscher attended an international symposium in Turin, Italy, last summer, he encountered an unusual “attendee:” Suzanne, Chat GPT’s medical “assistant.” Suzanne’s developers were eager to demonstrate to the specialists how well their medical chatbot worked, and they asked the cardiologists to test her. 
An Italian cardiology professor told the chatbot about the case of a 27-year-old patient who was taken to his clinic in unstable condition. The patient had a massive fever and drastically increased inflammation markers. Without hesitation, Suzanne diagnosed adult-onset Still’s disease. “I almost fell off my chair because she was right,” Lüscher remembers. “This is a very rare autoinflammatory disease that even seasoned cardiologists don’t always consider.”
Lüscher — director of research, education and development and consultant cardiologist at the Royal Brompton & Harefield Hospital Trust and Imperial College London and director of the Center for Molecular Cardiology at the University of Zürich, Switzerland — is convinced that artificial intelligence is making cardiovascular medicine more accurate and effective. “AI is not only the future, but it is already here,” he says. “AI and machine learning are particularly accurate in image analysis, and imaging plays an outsize role in cardiology. AI is able to see what we don’t see. That’s impressive.” 
At the Royal Brompton Hospital in London, for instance, his team relies on AI to calculate the volume of heart chambers in MRIs, an indication of heart health. “If you calculate this manually, you need about half an hour,” Lüscher says. “AI does it in a second.” 
AI-Assisted Medicine
Few patients are aware of how significantly AI is already determining their health care. The Washington Post tracks the start of the boom of artificial intelligence in health care to 2018. That’s when the Food and Drug Administration approved the IDx-DR, the first independent AI-based diagnostic tool, which is used to screen for diabetic retinopathy. Today, according to the Post, the FDA has approved nearly 700 artificial intelligence and machine learning-enabled medical devices.
The Mayo Clinic in Rochester, Minnesota, is considered the worldwide leader in implementing AI for cardiovascular care, not least because it can train its algorithms with the (anonymized) data of more than seven million electrocardiograms (ECG). “Every time a patient undergoes an ECG, various algorithms that are based on AI show us on the screen which diagnoses to consider and which further tests are recommended,” says Francisco Lopez-Jimenez, director of the Mayo Clinic’s Cardiovascular Health Clinic. “The AI takes into account all the factors known about the patient, whether his potassium is high, etc. For example, we have an AI-based program that calculates the biological age of a person. If the person in front of me is [calculated to have a biological age] 10 years older than his birth age, I can probe further. Are there stressors that burden him?”
Examples where AI makes a sizable difference at the Mayo Clinic include screening ECGs to detect specific heart diseases, such as ventricular dysfunction or atrial fibrillation, earlier and more reliably than the human eye. These conditions are best treated early, but without AI, the symptoms are largely invisible in ECGs until later, when they have already progressed further...
Antioniades’ team at the University of Oxford’s Radcliffe Department of Medicine analyzed data from over 250,000 patients who underwent cardiac CT scans in eight British hospitals. “Eighty-two percent of the patients who presented with chest pain had CT scans that came back as completely normal and were sent home because doctors saw no indication for a heart disease,” Antioniades says. “Yet two-thirds of them had an increased risk to suffer a heart attack within the next 10 years.” In a world-first pilot, his team developed an AI tool that detects inflammatory changes in the fatty tissues surrounding the arteries. These changes are not visible to the human eye. But after training on thousands of CT scans, AI learned to detect them and predict the risk of heart attacks. “We had a phase where specialists read the scans and we compared their diagnosis with the AI’s,” Antioniades explains. “AI was always right.” These results led to doctors changing the treatment plans for hundreds of patients. “The key is that we can treat the inflammatory changes early and prevent heart attacks,” according to Antioniades. 
The British National Health Service (NHS) has approved the AI tool, and it is now used in five public hospitals. “We hope that it will soon be used everywhere because it can help prevent thousands of heart attacks every year,” Antioniades says. A startup at Oxford University offers a service that enables other clinics to send their CT scans in for analysis with Oxford’s AI tool.
Similarly, physician-scientists at the Smidt Heart Institute and the Division of Artificial Intelligence in Medicine at Cedars-Sinai Medical Center in Los Angeles use AI to analyze echograms. They created an algorithm that can effectively identify and distinguish between two life-threatening heart conditions that are easy to overlook: hypertrophic cardiomyopathy and cardiac amyloidosis. “These two heart conditions are challenging for even expert cardiologists to accurately identify, and so patients often go on for years to decades before receiving a correct diagnosis,” David Ouyang, cardiologist at the Smidt Heart Institute, said in a press release. “This is a machine-beats-man situation. AI makes the sonographer work faster and more efficiently, and it doesn’t change the patient experience. It’s a triple win.”
Current Issues with AI Medicine
However, using artificial intelligence in clinical settings has disadvantages, too. “Suzanne has no empathy,” Lüscher says about his experience with Chat GPT. “Her responses have to be verified by a doctor. She even says that after every diagnosis, and has to, for legal reasons.”
Also, an algorithm is only as accurate as the information with which it was trained. Lüscher and his team cured an AI tool of a massive deficit: Women’s risk for heart attacks wasn’t reliably evaluated because the AI had mainly been fed with data from male patients. “For women, heart attacks are more often fatal than for men,” Lüscher says. “Women also usually come to the clinic later. All these factors have implications.” Therefore, his team developed a more realistic AI prognosis that improves the treatment of female patients. “We adapted it with machine learning and it now works for women and men,” Lüscher explains. “You have to make sure the cohorts are large enough and have been evaluated independently so that the algorithms work for different groups of patients and in different countries.” His team made the improved algorithm available online so other hospitals can use it too...
[Lopez-Jimenez at the Mayo Clinic] tells his colleagues and patients that the reliability of AI tools currently lies at 75 to 93 percent, depending on the specific diagnosis. “Compare that with a mammogram that detects breast tumors with an accuracy of 85 percent,” Lopez-Jimenez says. “But because it’s AI, people expect 100 percent. That simply does not exist in medicine.”
And of course, another challenge is that few people have the resources and good fortune to become patients at the world’s most renowned clinics with state-of-the-art technology.
What Comes Next
“One of my main goals is to make this technology available to millions,” Lopez-Jimenez says. He mentions that Mayo is trying out high-tech stethoscopes to interpret heart signals with AI. “The idea is that a doctor in the Global South can use it to diagnose cardiac insufficiency,” Lopez-Jimenez explains. “It is already being tested in Nigeria, the country with the highest rate of genetic cardiac insufficiency in Africa. The results are impressively accurate.” 
The Mayo Clinic is also working with doctors in Brazil to diagnose Chagas disease with the help of AI reliably and early. “New technology is always more expensive at the beginning,” Lopez-Jimenez cautions, “but in a few years, AI will be everywhere and it will make diagnostics cheaper and more accurate.”
And the Children’s National Hospital in Washington developed a portable AI device that is currently being tested to screen children in Uganda for rheumatic heart disease, which kills about 400,000 people a year worldwide. The new tool reportedly has an accuracy of 90 percent. 
Both Lopez-Jimenez and Lüscher are confident that AI tools will continue to improve. “One advantage is that a computer can analyze images at 6 a.m. just as systematically as after midnight,” Lüscher points out. “A computer doesn’t get tired or have a bad day, whereas sometimes radiologists overlook significant symptoms. AI learns something and never forgets it.”
-via Reasons to Be Cheerful, March 1, 2024. Headers added by me.
--
Note:
Okay, so I'm definitely not saying that everything with AI medicine will go right, and there won't be any major issues. That's definitely not the case (the article talks about some of those issues). But regulation around medicines is generally pretty tight, and
And if it goes right, this could be HUGE for disabled people, chronically ill people, and people with any of the unfortunately many marginalizations that make doctors less likely to listen.
This could shave years off of the time it takes people to get the right diagnosis. It could get answers for so many people struggling with unknown diseases and chronic illness. If we compensate correctly, it could significantly reduce the role of bias in medicine. It could also make testing so much faster.
(There's a bunch of other articles about all of the ways that AI diagnoses are proving more sensitive and more accurate than doctors. This really is the sort of thing that AI is actually good at - data evaluation and science, not art and writing.)
This decade really is, for many different reasons, the beginning of the next revolution in medicine. Luckily, medicine is mostly pretty well-regulated - and of course that means very long testing phases. I think we'll begin to really see the fruits of this revolution in the next 10 to 15 years.
139 notes · View notes
lgbtlunaverse · 2 months
Text
3zun data analysis
I was wondering how much the different 2-out-of-3zun ship fics were actually focused specifically on them, rather than having them feature as side pairings, so I did a little mini-experiment. Beginning by searching for otp:true in each tag
(This doesn't give you the real number of fics were the pairing is the main focus, for the record. The other tagged ships might've been a side pairing, and the one we're filtering for the main one, and otp:true also filters out platonic relationships. So, for example, a nielan fic that has the nie brothers tagged as a platonic bond will also be filtered out. But since it does that for all ships you can still get a good idea how likely each one of them is to be the center in their fics)
My hypothesis was that Nielan would be the least likely, as they're frequently tagged as a side pairing in wangxian focused fics, with xiyao and nieyao having comparable results.
Nielan, as I type this, have 2154 works, of which only 627 have only nielan tagged. That is 29% of all nielan fics.
Tumblr media Tumblr media
Next up is xiyao, who have 4534 works, of which 2195 only have xiyao tagged, a significanly higher 48%
Tumblr media Tumblr media
And lastly nieyao, who have the least works in total with 1749, but have 683 works only tagged nieyao, more than nielan despite having less fics overall. Ending up at 39% of all nieyao fics
Tumblr media Tumblr media
So I was right about nielan being lower, but turned out to be wrong in my hypothesis that nieyao and xiyao would end up with comparable results!
One possible factor is that nieyao, being a smaller ship, is more affected by those big collection-type fics that have a dozen pairings tagged for every chapter, as well as 3zun fics that have the individual pairings tagged. (Which we'll get to later!!)
Also, Huaisang - typical of him - butts into nieyao more. 5% of nieyao fics have the Nie brothers tagged platonically, and almost exactly the same number are tagged sangyao. Compare that to lan xichen's much more reserved little brother who really doesn't want to be a part of this, as only 3% of xiyao fics are tagged with the twin jades, and zhanyao... isn't much of a thing.
I'd anticipated both of these, but I'd also expected that xiyao, being a bigger ship, would be a less controversial background pairing for wangxian, who - let's be real - are the main players within the mdzs fic space so they massively impact the numbers. I know xiyao are certainly not without controversy (god no) and the go-to side pairings are xicheng and xuanli instead but like... compared to nieyao, surely they're the normie pick? And, well, 25% of xiyao fics are tagged wangxian compared to only 20% of nieyao fics so that is somewhat true, but not as much as I'd thought. (For comparison, 43% of nielan fics are tagged wangxian)
Now let's look at 3zun overall. Of the 1127 3zun fics, 277 are exclusively tagged 3zun. That's only 25%
Tumblr media Tumblr media
But that doesn't feel right. After all, a lot of 3zun fics also tag the individual pairings. And excluding them like we did with the 2-out-of-3zun ships feels wrong. You'd categorize a fic tagged with both nieyao and 3zun as a 3zun fic, wouldn't you?
So I manually excluded each non 2-out-of-3zun pair. This took a bit, but you end up with 538 3zun fics which are either not tagged with any side pairing, or only tagged with a ship already contained in 3zun. That is 48% of all 3zun fics, similar to xiyao.
Tumblr media
So there you have it! Xiyao is the most independent of the subfandoms, having almost half of its works centered solely around xiyao (and even more primarily focused on xiyao. As I said, otp:true also filters out works that still focus on xiyao but have other background relationships) with the overall 3zun fandom having a similar focus, followed by nieyao, and then nielan.
edit: this has a part 2 now
60 notes · View notes
nuri148 · 7 days
Text
Bad Boy: No one calls Levi "IT".
I wanted to comment on something that I've seen these days in some meta posts of Bad Boy, but I haven't had the time till now to check the font to confirm my impressions and, you know, argue with receipts.
No one calls Levi "IT".
I also must say, the posts authors are without fault. The "it" in the (rushed, fan-made) English translation is either a mistake (I suspect machine translation might be involved) or a very unfortunate choice of words if translated manually.
You see, there is no "it" in Japanese. There is “this” and “that”, but no “it”.
The word the criminals use is “こいつ” [koitsu] which is a derisive term to refer to a person. Depending on context, it could be translated as “this guy”, “this dude”, “the SOB”, “ that MF”… you get the idea.
If you watch subbed anime, you’ll hear koitsu* all the time in shounen where guys are or want to appear tough – especially since, much like in English, such terms can be used insultingly, informally, or even as a term of endearment between very close people (as in “This mf and I have been bffs since kindergarten!”). Those guys likely use koitsu on a daily basis. I don’t have all the raws handy and neither have the time to go through them, but for instance, Hannes calls Eren koitsu in chapter 1 when he ponders about the kid’s wish to join the SC; and Connie calls Jean this when he “blames” him for his joining the SC in chapter 3.
There are worse ways to call people, and Levi himself uses a wide range of them throughout the main manga.
More importantly, although koitsu can be used for inanimate objects, this use is rather an endearing form in familiar settings. What’s important to note is that koitsu is not the Japanese “it” equivalent by any means and, therefore, it does not carry the dehumanizing undertone that calling a person “it” in English has.
Depending on context (and Japanese is a highly contextual language) it can range from very informal to plain derogatory, but it is absolutely not akin to call a person an object. Calling someone koitsu in the wrong context wouldn’t make them go “omg they’re dehumanizing me”, but rather “omg they called me something very rude.”
Of course this doesn’t mean the criminals in Bad Boy are any less perverse, but I think a clarification of this (I want to believe, honest) mistranslation is important for two reasons: one, to provide an accurate analysis so as not to atribute the characters, or the author, an intent that isn’t there; and two, to not give the haters an excuses to dismiss or disparage a whole meta post because of one incorrect piece of data.
*I’m using only koitsu throughout the text for simplicity’s sake but you’ll also see/hear the equivalent terms soitsu/aitsu/yatsu, which are basically the same, the only difference being the itsu in relation to the speaker: this mf, that mf, that mf over there... You also have doitsu as the interrogative form (which mf?).
Here is a very clear article regarding the use of these words:
37 notes · View notes
spidermanifested · 2 months
Text
so back in january @waitineedaname did the incredible public service of cataloguing the majority of fma characters by appearances in fmab per episode. and its only with the help of their data that i was able to make this graph
Tumblr media
it contrasts episode count by the amount of fanfiction tagged with their name*. theres a break in the y-axis because the ed, al, mustang, hawkeye and winry tags were so much more prolific, so note the change in scale. also note that the x-axis goes from right to left.
theres only a very weak positive correlation between the two factors.
ive gone into the enormous gap between ed and al in the past but reminder that not only is eds count over double als, but only 8% of fics tagged with alphonse elric on ao3 do not also include ed.
havoc and hughes are the biggest outliers outside the "main 5", with envy as a close third place.
ling also boasts a considerable score for his middling episode count but given the central role he takes in what episodes he appears in, i feel like a more minute-count-based analysis would put him more on track with the average, however if i ever decide to sit down and time every fma character by Minutes Onscreen please shoot me
chris mustang has more fic to her name than wrath, pride or even father himself despite being in 10 or more times fewer the episodes, which i would normally congratulate her for but suspect she achieved via nepotism.
greed is on top of the remainder of the cast but he has not left the main cloud out of solidarity with the proletariat.
the worst number of episodes you can be in is 13-16 i guess.
looking at scar. looking at the fma fandom.
*both ao3 and ff.net were counted towards the total. given how ff.net only counts fics to the closest hundred or thousand after a point, theres a significant margin of error there, but i dont think it really affects the data because "theyre popular enough to reach that amount" is all we need to know.
tag ambiguity re: sloth, wrath and pride on ff.net meant i had to go through and sift out the 03-original characters manually and there may also be a slight margin of error there because of that. aside from those instances i did not discriminate between 03- and manga/brotherhood-based fics. it would be interesting to see a similar graph in regards to 03 episode count.
52 notes · View notes
notetaeker · 6 months
Text
Tumblr media Tumblr media
November 20, 2023 - Monday
Updated my finances for the whole year so far. Did this mean manually entering 100+ transaction details into a data system, of my own free will, just so I can have data on my spending to peruse thru for my own satisfaction and analysis? Yes... Did I still do it? Yes. tell me you're a science major without telling me you're a science major.
59 notes · View notes
Text
TLT's Religion + Trauma Survey Results!
About a month ago, I shared a survey regarding the impact of TLT's religion on fans and specifically fans with self-identified religious trauma. This was part of a larger group project for a class, but a handful of people were interested in knowing the results, so here they are!
Before we start: this was a very informal project and necessarily limited. Response options were limited, it didn't inquire into demographic information, data was analyzed manually, and Christianity was the focus/frequently presumed given its global prevalence and relation to the story. Several avenues of analysis weren't pursued given time and project constraints, so please keep all this in mind
The survey was open for about a week and received 965 responses
First, respondents were asked on a scale of 1-4 "Does The Locked Tomb's use or depiction of religion impact your reading experience?" From the entire pool, 83.6% rated it as at least slightly impactful (further broken down in the graph), and 97.4% indicated this was a positive impact.
Tumblr media Tumblr media
In open response, respondents listed some reasons why, ranging from: "“it's just a part of the story” to “I enjoy the examination of the ways religion can shape someone's world view, or be used to manipulate and control” and "Religion is my autistic special interest and I love fictional religions!"
Respondents were then asked "Do you have, in your opinion, religious trauma?" The qualifications of religious trauma were intentionally non-specified and left to respondents discretion.
358 respondents, 37.1%, marked yes
Tumblr media
This specific group of 358 were asked if this religious trauma impacted their reading of TLT. 66.1% indicated that it did.
Tumblr media
Open response answers elaborated on this, saying: “I think reading it is cathartic for me,” “Space trauma lets me look at my real trauma without me or real people being hurt in it,” and “making religion a part of the narrative and drawing out the themes in a way that can be analyzed and picked apart made my experience with religion something I could look at in a similar way.”
The first question from the survey was then returned to, and the ratings of the 1-4 scale were looked at solely in the group of 358 respondents with self-identified religious trauma.
Of these, 90.3% marked a 2 or higher (compared to 83.6); 15% marked a 2 (compared to 22.1%), 31% marked a 3 (compared to 33%), and 44.3% marked a 4 (compared to 28.6%). Pardon the quick graph, as I made it in about 3 minutes specifically for this
Tumblr media
Respondents with religious trauma, on average, rated the series' depiction of religion as more impactful to their reading experience than respondents without.
All respondents were then asked, "Has TLT helped you challenge or reinforce your ideas of and experiences with religion?"
Tumblr media
Respondents elaborated that: "it reinforced my ideas of religion because I see religion as a means of controlling people, often abusive, and rooted in the supernatural" or "It challenged me to consider how religion can be both a positive force and a hurtful institution. I knew this to a degree already, having experienced both, but reading about it helped reinforce that nuance."
Respondents were then asked on a scale of 1-5, "Does the original text or the fandom contribute more to challenging or reinforcing ideas of and experiences with religion?" 1 is individual text only, and 5 is fandom only.
Tumblr media
The majority of respondents indicated an equal impact from the original text and the fandom, however very few people were impacted only by the fandom (1.4%) compared to the number only impacted by the text (13.8%). This wasn't investigated further.
Finally, respondents were asked what religion they'd been referring to or thinking of when they'd been answering the above questions. The vast majority indicated Christianity or Catholicism, though we did not count exactly how many of each; it was clear it was the majority, and that sufficed for our purposes. A larger, more thorough study would be needed to look at Non-Christian/Catholic respondents' experiences in comparison.
The conclusion of all of this was that, as predicted, fans of TLT with self-identified religious trauma were more impacted by the series' use and depiction of religion. This was via catharsis, sympathy, identifying with the characters, and more.
The study demonstrates a function of speculative fiction that allows readers to engage with and process difficult topics (such as religious trauma) though a protected, distanced lens where no one real is hurt. This can be taken beyond TLT and to the genre as a whole, which is often dismissed as less literary or worthy of study than its classical counterparts, an opinion the surveyors argue against.
If you've made it to the end here, thank you again for all the responses and help! I hope you've enjoyed the results, and if there are any further questions feel free to ask and I'll do my best to answer them. Upfront, yes there were 2 other components to the project (looking at queer demographics for the fandom and analyzing common themes in fanart and fic); those were my groupmates' sections, so I haven't shared them, but if you're curious I can always ask them if they'd be open to sharing :)
22 notes · View notes
elonomhblog · 1 month
Text
Tumblr media Tumblr media
question bank method of study
what is a question bank? a question bank is an archive that stores and organizes questions for a variety of purposes, including assessments, quizzes, and exams. its primary goal is to systematically organize and categorize queries based on several parameters. question banks enable educators and students to easily generate, analyze, and share questions. question banks are not just about knowledge; they also provide insights into exam patterns and previous year questions.
what are the benefits of creating a question bank? question banks provide an organised and secure storage for questions, and ensure that questions are readily available for future use. when creating online tests or quizzes, you can easily select the desired number of questions from specific categories within the question bank. students can retake tests using questions from the bank, enhancing their learning experience.
how can you use a question bank to study? question banks allow students to answer author, answer and discuss multiple choice questions. an example platform that allows this is peerwise, which is a free resource and easy to use. i
you can create your own question bank by using online platforms (qbank.app, proprofs, google forms, quizlet) or manual creation (typically with excel). when creating your own question bank, consider the length, difficulty and tone of the questions. if i create a question bank i typically assign each question 1 point each - no matter the difficulty - so that it gives me an idea of what i need to practice. ensure that your question bank covers all relevant topics (check your syllabus) and regularly update your question bank to keep it relevant and accurate.
to maintain a question bank, involve others in creating questions. this will save you time and effort in creating questions. regularly perform item analysis on the questions in your bank. assess question difficulty, discrimination, and quality. ensure that questions align with the learning objectives and course content.
if you are not using a multiple-choice site, include a mix of question types: multiple-choice, true/false, short answer, and essay questions. occasionally refresh the bank to include updated questions and remove outdated ones.
you can organise your question bank through a tagging system or metadata. try to categorize by difficulty, topic, year and keyword for easy retrieval. when working with a group, ensure that you have an update log and control who can modify, add or view questions. regularly back up the question bank to avoid data loss.
22 notes · View notes
olderthannetfic · 4 months
Text
How I would do 2023 ship stats
You know, normally, I don't bother to do much with top AO3 ships stats. That's partly because someone already does it and partly because I think they're stupid stats that just lead to people gloating about their blorbos "winning". But I do routinely have a look at what's new and popular when I'm doing things like making a dance party playlist for Escapade Con, just so I know what fans might be getting into lately. I have to say, collecting these is not hard. It's not even particularly time consuming.
Doing it super efficiently would be easier with a script, yes, but most fandom stats aren't actually collected with scripts, and if you're only looking for the top 100 ships, you can more or less do that by hand. How I would set about it for you, the random fan who's curious but not curious enough to learn to code, would be to log into AO3 and then find tags where you can see the sidebar. They should be tags that encompass the whole archive and that are mandatory and unique… in other words, ratings.
Since every AO3 work must have one and only one rating, you can just check these five and get a good sense of what's on there. There are some minor wrinkles to iron out, but it's a good preliminary research step.
The way you want to do it is to start with a spreadsheet. Open up your ratings URLs (and also paste them in the spreadsheet for convenience—google sheets will make clickable links). Copy all the sidebar top ships into a list. Filter out all of these ships. Copy the next set, etc. After a while, you'll have a good list that's longer than 100 ships but that most likely contains everything really popular. (Filter for things posted/updated/whatever in the past year if that's the data you're after. Filter for f/f or whatever topic you're interested in if that's the question you're asking instead.)
Use your spreadsheet to generate the actual links for each of these ships. AO3 URLs are predictable: you can generate them from knowing the exact spelling of the tag and the normal format of this type of URL. (There are a bunch of standard spreadsheet functions that can be used to get rid of the work count numbers you've copied from AO3 to get just the pure ship tags. I'd use things like =right() and =left().)
Open the links. Copy the work totals back to your spreadsheet. Voilà!
One drawback of this method is, obviously, that it's boring and tedious, but if you didn't like boring and tedious, why were you collecting fandom stats anyway?
A more important drawback is that in using exclude filters, it's possible you could miss a ship. If the posting patterns are just right, there might be something that has its numbers reduced by excluding other ships that should be on your list. You could have a similar issue if the ships on your list are mostly one rating (so higher in those searches) and some other slightly larger overall ship is spread more evenly. I would try to ameliorate this problem by looking at the sizes of the smallest ships you're covering. They will likely be bigger than the entire fandom section for most fandoms. Taking another look at the bigger fandoms that could be hiding a small-end-of-big ship can help double-check that you haven't missed anything. Grabbing the top 130 or 150 ships in some search while only looking for the top 100 will likely find most of the edge stuff too.
Add any ships that look like they should be double checked to your spreadsheet. Add their work totals. Re-sort your list.
Another thing to consider is that AO3 keeps track of the most recent update date on fics. That's what's easy to search by. If you're only interested in when a work was first posted, easy manual filtering isn't the way to go… However, if the objective is to see which ship tags were active in a given year, most recent update date is the relevant piece of data anyway.
You're not going to recreate centreoftheselights' exact analysis unless you collect data year to year, but you can come up with something pretty similar that answers a similar question, and you don't need to be a programmer to do it.
In the end, accept that some data require hard collection methods that a site doesn't easily offer you and you might have to scrape multiple times a year with a script if you want to know that particular thing… or you might have to randomly sample and hand-count as with FFN shipping stats. (Yes, I've done it. It can be done. It's just annoying.)
So when you're setting out to look at some stats question, the big first step is to decide what you're even asking and why and whether you're just wimping out and going with what's easy to collect instead of what you actually want to know.
...now I'm kind of curious. Maybe I'll go pull some 2023 numbers.
41 notes · View notes