#Data Matching
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priceintelguru · 2 months ago
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PriceIntelGuru 2.0 – AI-powered pricing intelligence for smarter, real-time, and competitive pricing decisions.
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matalab · 4 months ago
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Entity resolution: the detective that solves the mystery of 'Who is this data, really?' 🕵️‍♀️🔍
#FuzzyMatch #EntityResolution #DataScience #DataAnalytics
https://matasoft.hr/QTrendControl/index.php/41-matasoft-entity-resolution/123-funny-depiction-of-fuzzy-matching-and-entity-resolution-4
https://matasoft.hr/QTrendControl/index.php/41-matasoft-entity-resolution/123-funny-depiction-of-fuzzy-matching-and-entity-resolution-4
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idontmindifuforgetme · 10 months ago
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strawberryteabunny · 1 year ago
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my suitcase for a week in Rome 🏛
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hawkstar5 · 4 months ago
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Found my old Animal Crossing GC game guide, and decided to doodle the Crew (stop me if you’ve heard this one before).
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tezuze · 4 months ago
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We've all heard the Tamers and Ghost Game comparisons before, but I have an additional theory:
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pez dispenser update, yay!
I am Very Interested in the direction you're taking izuku here. He seems to have come out the other side of this breakdown going, "no look! I trust you guys! Here, I trust you guys so much! You can know about the severe injuries I had as a child that never got a police report!"
It's funny to read izuku's pov vs aizawa. Izuku is just like, wow this all needs to end so I can get back to being the Normal And Awesome Deku I have turned myself into, and aizawa is like thirty seconds from having his own panic attack at having a few months to turn this kid into a functional human being.
You can truly tell that with how izuku keeps insisting on that he's got this by himself, with no understanding how crazy it is to expect his friends and teachers to back out and let him take over, that he, still, still, STILL has simply 0 faith or expectation that his teacher is driven to help the little kid in izuku that he's buried so deep down there. That an authority figure who isn't all might wants to save him. I want to eat his unthinking, warped by trauma thought patterns, they are delicious.
Kinda touching that midoriya foresaw and tried to avert the all might conversation issue. Rip, dude really tried, but baby izuku is like one of those puddles in flooded old buildings you can find videos of people dropping a rock in -- it doesn't look that deep, but if you tried to put your foot in, you would be getting a whole lot more than your shoe wet.
Yeahhhhhh Izuku’s really not handling it the best.
Izuku genuinely didn’t keep everything a secret all these years because he didn’t trust his friends. It wasn’t that he thought they’d react poorly or hurt him with the information or spread it around or anything like that. This was purely due to his own internal issues around it.
But they’re three years deep into being in the fucking trenches together. And Izuku very much is considered a bedrock of the class. You can see it in their internal monologues—everyone trusts him implicitly. It’s Izuku. If one of them was going through something sensitive or painful, he’d be at the top of the list of people to turn to. For like, the entire class.
And while Izuku isn’t per se aware of the fact that the entire class views him as the best of them, he is painfully aware of the fact that they’ve opened up to him over the years. And that this is making it look like he didn’t tell them a single detail about his life before he came to the school. Which is fair, because he sort of didn’t.
So he’s overcompensating. He doesn’t need privacy because he trusts them so so much and this proves it, right?? They can totally know the sordid details of the past he’s in active crisis over.
He’s scared that he’s going to lose the people who have trusted him over the years because he seemingly didn’t trust them back. But they all trust him so much that they’re more beating themselves up than blaming him.
Todoroki and Mirio were in that scene like “uuuuhhhh you look like you’re a second from a panic attack we can totally give you space if it makes you more comfortable” and Izuku’s in a spiral like Why Would I Need Space I Trust You Both Implicitly Please Ignore The Obvious Distress.
Fundamentally, Izuku has never processed what happened to him as a kid. He didn’t tell them because he wasn’t ready to confront how bad it was back then. It wasn’t about trust. Telling them meant saying aloud what happened. He just wasn’t ready for that.
And from the path canon took, I don’t really see Izuku trusting adults. His childhood did absolutely nothing to make him think teachers would protect him. And for all Aizawa did right, I think this is one bag in canon he legitimately dropped.
I want to be clear—Aizawa was working at a severe disadvantage. He didn’t even have a lot to tell him the problem existed, let alone how to address it. But it’s specifically the Hero Killer Stain Arc that makes me think that Izuku only would trust Aizawa to a certain point.
After the Hero Killer Stain Arc, Aizawa canonically calls out Iida, Todoroki, and Izuku in front of the entire class. He doesn’t mention what it's about, but he makes it very clear that he knows what happened and that he disapproves. And his criticism is specific: In instances where you are out matched, it is better to run and get help. Iida, Midoriya, and Todoroki need to understand that
The thing is that Izuku and Todoroki both considered that as their first option and then correctly deduced that they'd be burying Iida if they did that.
I will actually die on the hill that is that Izuku and Todoroki did everything right when it came to the Hero Killer Stain. Iida caused the problem, but the fact that he made mistakes was the point of that arc for him. But Izuku and Todoroki?
They both reacted perfectly. And if they had done a single thing differently, they'd have two dead bodies.
When Izuku realizes that Iida's in danger, the city is on fire, Nomu are attacking the train, and his supervisor has fucked off to fight monsters attacking the city. He does not have an adult hero who is free to bring with him, and we know for a fact that he did not have time to hesitate or try to find other options, because he arrives the second before Iida dies as-is. When he's on scene, his absolute first instinct is to run. Izuku canonically clocked the fact that he was out matched, evaluated whether he could safely retreat, and realized he’d never be able to get out of there with Iida and Native. He’d have to leave one or both of them to die.
So he asked for help the safest way he could: sending out the mass text and stalling for time. And canonically, he wasn’t hoping a classmate would show up to the fight. He was hoping they’d report it to their supervisors and get him help, which is exactly what multiple of his classmates did.
Todoroki, for his part, correctly clocked that something was wrong with Izuku when he got the message. And he didn’t just fuck off without telling anyone where he was going. He evaluated the situation, realized the city was on fucking fire and there wasn’t a single hero free to go with them, and told the heroes with him that they needed to go to this exact location the first second they could. And he didn’t have a moment to hesitate or figure something else out, because he also showed up at the very last second before Iida took a sword to his spine.
Frankly, Todoroki and Izuku couldn’t have possibly handled the situation better, but they got absolutely shit on in the aftermath. I don’t recall a single adult who told them they did the right thing, except maybe Native. They had the fucking chief of police telling them they were no better than the guy who tried to kill their teenage friend with a sword and their teacher publicly calling them out in front of the class without the benefit of context.
If I was Izuku, I would have walked out of that entire thing having my preexisting distrust of adults affirmed. Like. There isn’t a world where Izuku realistically looks back on his actions and thinks “damn I really should have left Iida die.” He’s not going to change a fucking thing in what he did. Every single time, he’s going to go save his friend. The only realistic take away Izuku could have from Aizawa’s call out was “wow, that guy is not going to have my back if I have to make a tough call. So if I have to make one, then I’m just not going to him for help.”
Which is kind of where we're at in pez right now, and Aizawa's starting to realize it. Don't get me wrong, Izuku trusts Aizawa more than any teacher he ever had growing up. He doesn't think Aizawa is going to be actively malicious to him. But he also doesn't necessarily think Aizawa's going to have his back.
The crux of it is in chapter 4. Tiny Izuku says that Mr. Aizawa is already on Izuku's side, and Izuku's immediate reply is, "I promise you that Mr. Aizawa has never once been on my side." He back pedals fast, clarifies that he thinks Mr. Aizawa is fair and not on anyone's side, but his knee-jerk reaction is undeniable.
And to me? It's because Aizawa genuinely has not been on Izuku's side since he came to UA. And I don't mean Aizawa has been malicious to Izuku. Fundamentally, the issue is that he misdiagnosed the problem.
Aizawa has spent his entire time with Izuku mistakenly believing that the source of Izuku's issues was the same as Bakugou's. He is only now realizing that his issues were more like Shinsou's.
Fundamentally, Aizawa correctly recognized that Izuku's problems came from the fact that he was raised in an unjust system. But he misunderstood what Izuku's position in it was.
Here's what Aizawa knows, from the jump: Izuku and Bakugou came from the same school. Both have very powerful Quirks. Both have obvious issues with the other. Izuku specifically moves and looks like he had a professional trainer, meaning someone invested in his training as a hero. Bakugou talks like someone who's been told his entire life that the sun shines out his ass and never got punished for being a little shit. Izuku's more muted, but he came from the same school. Two kids with powerful quirks? Likely were getting away with the exact same shit.
When you have an unjust system, you have the people running it, the people benefitting from it, and the people being victimized by it. If the teachers at Aldera were letting kids with powerful quirks get away with murder, both Izuku and Bakugou were likely benefitting from that. And it is absolutely vital that Aizawa undoes that damage before they debut.
He doesn't even need to think Izuku, specifically, was abusing his position in this power imbalance. The damage is done from how the teachers at aldera were likely treating him. Teachers that produce kids like Bakugou tell talented, powerful kids that they're special, that they're above the rules, that they've got something so fundamentally important about them that they can get away with more. Even if you don't chose to abuse that narrative in the moment, that's a hell of a formative experience.
They're about to have a ridiculous amount of power. They are about to be in charge of enforcing the rules. And people who are in charge of enforcing the rules and think they're above them turn into Endeavor.
Aizawa's approached Izuku from a sort of tough love perspective from the jump. He didn't cut him an ounce of slack, and it's because he genuinely was trying to do right by Izuku. No, he's not going to get to smash up his body and make himself a hazard. Figure it out, or go home.
He's had plenty of time to learn how to manage his quirk, after all.
With Stain? I don't think Aizawa, if he knew the full circumstances, would genuinely say the right call is to have Iida's fucking funeral. I think he'd agree with the decisions Izuku and todoroki made. But he didn't have all the information, and, fatally, he didn't ask. He assumed.
He's got three powerful, bullheaded students who end up in a back alley in the middle of the night, having all separately ditched the heroes they were supposed to be joined at the fucking hip with. He absolutely thinks that they either planned it together or that, when they realized what Iida did, Todoroki and Iida went after him in secret to try to keep Iida from getting in trouble--and almost got them all killed in the process. There is absolutely no way Aizawa knows that they actually tried to run and get help at every turn.
Aizawa made assumptions. And a big reason why he felt comfortable making those assumptions was because he thought he knew what Izuku's problem was. He thought Izuku, like Bakugou, had been benefitting from teachers turning a blind eye to his misbehavior for years. But the problem was the exact opposite. Teachers had been turning a blind eye to his victimization for years.
He shouldn't have been treating him like Bakugou. He should have been treating him like Shinsou.
Aizawa's trying to correct the damage of past teachers. If they've spent years telling Izuku he's god's gift to mankind and it doesn't matter what he does because he's a hero and that makes up for it, Aizawa needs to hold him to the fucking rules. He needs him to understand that he's not special, he's not the main character, he's not intrinsically better or more important or above the rules in some magically important way. He doesn't want to hear excuses. He doesn't want to know why this time it was different. Izuku needs to understand that he has to live by the rules too, because he's going to be in charge of enforcing them soon.
But if they've spent years telling him he's worthless, that people can hurt him and it's okay, that he can never, ever expect help from them because he's not worth it? Then fuck, Aizawa needed to do the opposite. He needed the same end result, don't get me wrong--an understanding that the system equally applies to everyone--but he needs to make Izuku believe that the system will protect him again. That Aizawa will protect him. And Aizawa's combing over every fucking interaction they've ever had, and realizing that he hasn't done that, because he spent all his time trying to correct a problem that didn't exist.
I think Aizawa's been beating his head against the problem that is Midoriya Izuku for the past three years. Because Izuku's a hard-worker. He is brilliant. He is a natural leader. He is the fucking cornerstone of the class. He is shining so bright that it's going to kill him, because Aizawa knows how to recognize a star that's burning out.
For three years, Aizawa has tried and failed to get Izuku to realize he can and should ask for help. And he has failed because he thought the problem was that Izuku didn't think he needed help, when the problem was actually that he thought no one would give it to him.
In this last chapter, Izuku finally said aloud the reason behind the core issue Aizawa’s had with him his entire time at UA: Growing up, he thought that there was literally one man on the planet who would care enough to save him. He was the most hero-obsessed boy Aizawa’s ever met, and he thought All Might was the only hero alive he could count on to care if he lived or died.
There it is. The exact answer about every scrap of self destructive behavior that Aizawa’s been trying and failing to remedy for years. Why the fuck would he ask for help when he needs it? He’s spent his entire life living in a world where people wouldn’t piss on him if he were on fire. Aizawa needed every day of those three years to reverse that kind of damage, and he’s out of fucking time.
Aizawa is legitimately terrified that he fucked up and that it's going to kill Izuku.
Izuku’s Quirklessness is the missing piece of the puzzle that makes everything fall into place—which is why he’s so pissed at All Might for not telling him. Aizawa’s actually kicking himself for not noticing the obvious discrepancies in Izuku’s past. The fact that he grew up with a powerful Quirk was the factor that made him return to the same incorrect conclusion again and again. There were enough hints that he feels guilty for not figuring it out anyway, but if he had known about Izuku’s Quirklessness from the start? He would have figured it out in seconds.
Now that he knows, Aizawa’s changed how he handles Izuku. He doesn’t let there be a single doubt about what he’s doing or why. He makes Izuku explain himself, so that way there’s no more miscommunications around what he means. He makes sure to compliment him whenever he does something right—he’s trying to change courses, but he’s panicking that it’s too little, too late.
And now he’s got this goddamn criminal investigation that Izuku wants to bury, and it’s killing him. Because that’s his student, and he was hurt horribly. And his student just cannot comprehend why Aizawa cannot let it go.
And then there’s All Might.
All Might’s conversation with baby Izuku, for me, forecloses the possibility that explaining OfA is a solution here.
All Might really went in and knocked it out of the park with the best possible attempt at convincing Tiny Izuku that he’s himself. He immediately failed, albeit, but he honestly couldn’t have done better.
There he is, Izuku’s lifelong hero. And he’s there to say the things Izuku’s spent his whole life wanting to hear. All Might met him, and Izuku inspired him. He reminded him of himself when he was young. He thought he could be a hero. He was so impressed he offered to personally mentor Izuku.
And he loved him. Believe you are him, because I loved you too much to ever let anyone take you from me. There is a fundamental flaw in your theory that simply no one cared enough to notice or stop him, because I love you with all of me. I would have noticed. I would have saved you.
If there is absolutely anything that could have convinced Tiny Izuku, it would be that. This isn’t about quality of the explanation. There’s an internal issue that needs to be fixed before Tiny Izuku will believe any of this.
And I think Izuku recognizes this, on a level. As much as he and Tiny Izuku clash, Izuku gets him. He can typically predict Tiny Izuku’s exact responses to things.
But he’s never approached Tiny Izuku like someone he can explain this to. He’s spent this entire time trying to cheat code his way out of this situation. He wants Mr. Aizawa to erase him or to go find the Quirk user and find away to negate the Quirk. He’s never actually even considered explaining this all to himself as a solution.
Because he knows that there’s some kind of fundamental impossibility about it. Even if he can’t say exactly what it is, he knows that there’s an internal issue that means he’s not going to be able to just tell Tiny Izuku the truth.
Voice of God, he is dead fucking right about Tiny Izuku not buying OfA and being liable to tell everyone out of spite. Tiny Izuku would have that shit on the news.
Fundamentally, Izuku is aware that there is a deeper problem driving Tiny Izuku. He knows that it’s not about the quality of the explanation. There is something deeply, profoundly wrong because of what happened to him that makes him absolutely unable to accept that Izuku is him.
But Izuku has never known how to solve the mental wounds his childhood left him with. He still has them himself. He’s been burying them for years, and he can’t anymore.
When action opens in pez, Izuku himself is not okay. He’s just… bleeding internally. He knows how to hurt in ways people can’t see. But you can see how much his childhood is still bothering him in his defense of Mirio. He has never been able to let go of what happened to him. The wounds never healed.
And he doesn’t know how to go to these people he loves and tell them that what they’re trying fundamentally will fail, because he knows he’s been hiding this fucking shipwreck of his own mental health for the past three years but they don’t have a fucking clue at the scale of the problem.
At the end of the day, All Might went in there because he wanted to save Izuku. And Izuku told him not to because he cannot imagine himself being saved.
#pez dispenser debris#a lot of people in the comments were like ‘the only thing to do is to explain OFA they can’t get around it’ tiny Izuku WILL HAVE that shit#on the fucking news.#it’s not about the quality of the explanation#to me the late bloomer thing is the best explanation they could have#like it is /absolutely fucking bonkers/ to claim that his personal hero all might passed him a seemingly immutable genetic trait#‘our hero all might gave me his eye color or like. his kidney function. no not his kidney just how it worked.’ like that’s insane#for me AfO and OfA are fundamentally different beasts than a copy quirk like monomas#monoma is a very selective shape shifter. he alters his own physical structure briefly to match someone else#afo and OfA are permanently alterations to /other peoples bodies/ which is a huge step farther than what m#what people originally thought quirks capable of#tiny Izuku’s only vaguely aware of afo and doesn’t have enough data to contemplate if OfA would be possible but would sound so fake to him#right now. it’s not about the quality of the explanation it’s something else that’s making him reject this#at least with late bloomers there’s precedence and it sort of fits with the idea that Izuku seemingly has multiple quirks#it’s vaguely been referenced in a few places but there’s a lot of people in quirk sciences who have noticed Izuku’s breaking rules with his#quirk and are asking to like. study him. Izuku’s started to sweat because of it#but the prevailing theory is that he’s the next step in evolution. some scientists would swear up and down that Izuku’s the start of the#next boom. him being a late bloomer would be easily assimilated into that theory. people are going to get quirks later and stronger now.#it’s possible that new mutations will be introduced to the population#Izuku’s fucking /sweating/ because monoma went around talking about how he has a stockpile quirk and he knows that his quirk breaks the#fundamental rules of stockpiling quirks. he’s terrified it’s going to get back to someone who realizes that and starts making noise about#him having a new mutation. he doesn’t have a new mutation. he has a mutation that went extinct at the dawn of quirks and is only preserved#through OfA.
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ironworked · 6 months ago
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Given the reasons behind 911's move from FOX to ABC (x, x), its ratings and viewers for this season so far, the currently developing spin-off, its year to year evolution, 911 vs its timeslot rivals and other ABC shows (shown below), and this ranking of this year's broadcast shows so far
911 year-to-year evolution:
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vs ABC shows (this season):
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vs timeslot rivals:
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...
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clumsypuppy · 2 years ago
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Dogy
Im joining team werewolf lol
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slutforpringles · 3 months ago
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From now on, every time I see people make a comparison between Lawson going into RBR against a four-time champion and Daniel doing the same in 2014 I'm going to show them this. My guy earned his seat at Red Bull fair and square.
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matalab · 4 months ago
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No free lunch, but free data matching? Yes please! 🍽️💻 QDeFuZZiner Lite at your service!
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#DataScience #FuzzyMatch #EntityResolution #DataAnalytics #BusinessIntelligence #BusinessSoftware #FreeSoftware #QDeFuZZiner #Matasoft #SaaS #DataAnalysis #RecordLinkage #DataMatching #DataMerging #B2B #B2C #MasterData #MasterDataManagement #MDM #ETL #DigitalAgency #DigitalMarketing
https://matasoft.hr/qtrendcontrol/index.php/qdefuzziner-fuzzy-data-matching-software/various-articles/121-qdefuzziner-lite-free
https://matasoft.hr/qtrendcontrol/index.php/qdefuzziner-fuzzy-data-matching-software/various-articles/121-qdefuzziner-lite-free
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mylove-thresher · 10 days ago
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brah it looks a bijillion times better irl 💔
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asexualbookbird · 4 months ago
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25 in 2025
Sigh. I've been bullied. I guess. I did a big swing and a miss on last years list, but I have a Plan this time. A Theme. A Goal. This will be mostly comprised of my Illumicrate books so I can decide if it is in fact worth it to keep my subscription going until the Alecto edition gets announced. If I don't actually enjoy the majority of the books in these boxes then what's the point, yknow?
So here's this years color key:
Green - Carry over from last year (not carrying over every missed book, which probably means I should just get rid of them huh)
Purple - Illumicrate books
Blue - I own these in physical form, but they're not from Illumicrate
Labyrinth's Heart by MA Carrick
The Faithless by CL Clark
The Art of Prophecy by Wesley Chu
The Jasmine Throne by Tasha Suri
City of Bones by Martha Wells
Witch King by Martha Wells
After the Forest by Kell Woods
Voyage of the Damned by Frances White
Of Jade and Dragons by Amber Chen
The Phoenix Keeper by SA Maclean
A Dark and Drowning Tide by Allison Saft
Until We Shatter by Kate Dylan
Mistress of Lies by KM Enright
Hammajang Luck by Makana Yamamoto
A Sorceress Comes to Call by T Kingfisher
The Bone Shard War by Andrea Stewart
The Last Hour Between Worlds by Melissa Caruso
The Spare Man by Mary Robinette Kowal
He Who Drowned the World by Shelley Parker Chan
All Those Explosions Were Someone Else's Fault by James Alan Gardner
The Tainted Cup by Robert Jackson Bennett
The Spellshop by Sarah Beth Durst
Can't Spell Treason Without Tea by Rebecca Thorne
In the Ravenous Dark by AM Strickland
A Conjuring of Light by VE Schwab
PHEW. Okay. A fw things to note. A Dark and Drowning Tide is an Illumicrate book, but I didn't pay for it. A friend gave it to me after I skipped that month because she wasn't interested. I always look up book spoilers and skip if I'm not interested and if I'm uninterested in any of the stuff I'll skip even if the book seems neat. That month the box was full of fandoms I didn't care about, so my friends said "here, take my copy" and I said "yay! Free book!"
Cutting in during the month of April to say Until We Shatter was also probably given to me by a friend because it's NOT in my order history and I don't have the stuff in that box but it IS on my shelf?? Wild. Where'd it come from.
The Last Hour Between Worlds I think was also an Illumicrate book? They do fanart for it so I assume it was at some point. I did not get it. This is not the IC edition. I was not thrilled about The Tethered Mage so I was going to get this out of the library. Then my mom bought it for me for the holidays. So yay! Free book!
I think I would also like to keep track of books I purchase this year. I'd like to cut down on buying books that I won't love. So I'd like to utilise my library more. Win win, I think! And that seems easier than a full out ban since yeah sometimes I do enjoy little treats! Books purchased for other people do not count, obviously.
There are also some books I'd like to reread this year, mainly The Bone Maker because I've been saying that since I read it the first time. And honestly, I've been chasing the same vibes and haven't been able to match it (Godkiller got close!).
As usual, I reserve the right to pretend this post doesn't exist, but I think I've set myself up for success here :)
I don't know who hasn't done this by now @logarithmicpanda ? Have you?? Consider yourself tagged >:3c
oh right I was bullied tagged by @bigcats-birds-and-books
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tanukitsuneko-suki · 2 months ago
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had the funniest fucking realization ever. best matches are like, biotic and abiotic factors. philip (data) + shotaro (human), best match. banjo (alien) + sento (human), best match
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possibly-pasta · 3 months ago
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some call it obsession, i call it being sexy and autistic
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its-arson-time · 10 days ago
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they should make a being trans that is easy and convenient and not difficult
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