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hearts4leeknow · 3 months

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memories || Bangchan X Reader

Warning(s): none(?)

Genre: FLUFFFF

idol!Bangchan X pregnant!Reader

Summary: After lunch you find your beloved husband, Bangchan and child upstairs in your shared bedroom watching videos on their ipad along side Chan. You admire them standing in the door way until you see your kid look over to Chans phone in interest, Channie seems to notice and he starts explaining what hes looking at. You look at them in awe, it was such a cute moment you had to snap a photo. And so you did!! You and him knew he would be the perfect father, what he didn’t know was he would be a father of 2 in a few months.

!!LOWERCASE INTENDED!!

a/n: got the idea from some friends while they were commenting on my baby photos iwth my dad! (guys i was gonna make this a new years post but ig nvm)

“baby” chan hums hugging your waist

“yes?” you smile while you finish up washing the dishes.

“me and naomi (ur child’s name) will go up stairs” he mumbled quietly resting his head on your shoulder.

“okay! ill come up soon” you kissed him on the cheek.

you then heard naomi run up stairs with chan giggling trying to catch her. oh how you loved them. a while later you decide to go upstairs to join them. You took your time walking up the stairs to your shared bedroom, you grabbed your phone from the counter then entering the bedroom. Suddenly you stopped in your tracks when you saw naomi smiling while your beloved husband was talking about what he was doing at on his computer. You couldn’t help but smile at the scene happening in front of you. You were quick to open your phone snapping a photo as a memory, they looked adorable and you adored both of them oh so much. naomi was your first child and you had yet to tell chan you were carrying their second child. You were surprised he hadn’t notice your stomach grow in size, you were 1 month and you had found out 2 weeks ago.

“baby!” Chan exclaimed, with a bright smile pulling you out of your thoughts.

“mama, look at what daddy’s doing!!” naomi called you over, you walked over looking at chans laptop screen. He was making a song.

“wanna listen to it?” he pinched you cheek.

“I wanna!!” she jumped on the bed.

“sure” you giggled at naomi’s behaviour. bangchan then played the song, it was beautiful, so beautiful you teared up a little. when the demo of the song ended he had then mentioned it would be releasing in an upcoming straykids album.

“waah!! dadas song is so cool!! i wanna be like dada!!” naomi exclaimed obviously showing her enthusiasm for chans song.

“thank you omi” bangchan smiled giving a kiss on the cheek to your daughter. you were in awe about the moment unfolding in front of you, you also wondered if it was a good time to chan that naomi will soon be a big sister. suddenly you were pulled out of your thoughts when chan asked; “baby, whats up? i can tell you’re spacing out there” you contemplated for a second before responding.

“naomi is going to be a big sister soon” you had a faint smile staring into bangchans now widened eyes.

“actually?” chan gasped in disbelief.

“yes” you looked at him with the most loving eyes as his eyes started forming tears.

“mama why is dada crying?” naomi had asked with concern written all over her face.

“omi, baby, your going to be a big sister” chan gave a bright smile lightly holding naomi’s shoulders.

“really? mama is this true??” she asked you jumping up and down holding your arm.

“yes omi, it is” as soon as you told her that she jumped onto to you hugging your arm. this time. it was chans turn to watch in awe, he took out his phone and took a picture of the two of you laying down as naomi was hugging your arm. this was a memory he wanted to keep forever;

“channie come join, its a group hug!” you waved your hand inviting him to join the cuddles. bangchan hugged your waist and you played with his hair, at this moment you two knew this is what you both wanted, a happy and loving family of your own.

FIN !!

a/n: FINALLY THE FIC IS OUT enjoy bbys!!

#hearts4leeknow #skz #i love you #stray kids #i love skz #kpop #fiction #fluff #bang chan #christopher bahng #skz x reader #bangchan x reader #bangchan fluff #skz fluff #bangchan fic #bangchan fanfic #skz fanfic #skz bang chan #skz imagines

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qkzy · 11 months

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scattered pattered

heal inner child add person

a ocean of blue

a blanket of ocean

now i can type about you and me and everyone

everyone afraid

everyone staring at their faces

everyone afraid of death

everyone afraid of decayieveryone decaying all at once

the computer not regeistrating it all

a matter of waiting will this be savedd

shall i ever look at this again

a babcai in tears

happy birthday

oh it is your birthday

oh how lovely

ho the little surpirse turned big

a shock

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a straberry cake

happy brithday to all the beautiful gfeminis there are plentyfull

little cheer ups

people thinking millino winnigs help

small interactions that stick

using the word lovely

people being confused or amused by the world lovely

are you a bit cold

all the clones saskign teh same thing as if reading off a scripy

which script are wwe in now

some pegs floating

some pegs floating beside the tree

some o pegs float under the tree

i help out the pegs in all the lands

in all a= the ladns i shall gtravel through and thorugh fro and there

heal and droplets ripples and cascades

cash cash boom

cascaed whoooshhh

cold water

fuill time over time nights shfit are my fingers in the right space i am not even looking why look just feel just see the sunshine adn a mometn of silince to be alone with thoguhts but finally not in over flowr not on over board a sore hand a tiger balm helping

i am in the ambient zone which song twas that

i floated too

oliver lang at controls

ona may 21 and now may ending

a izim zima rano

typosa re allwoed

eve

rtyhgin is allows everyhting is celberrated

first ogn was

blue blue white corner

expaned

expansion

to expansion

let us all expand constanyly

curenyt kurrently konstankyl

al iwth a k

today is the 27

denmanrk

echo omen

oecho omean

echo omen wow

echo omen - new moon ancient eye

solar estie liullably

slow tone collage label

m m works copenhagen.....

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jingtaisatassd · 2 years

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Is an NVME SSD Right For the Computer?

You've probably heard plenty about the NVME SSD, but what exactly is it right for your computer? Fortunately, there are some things you should know before you decide to purchase one. Initial, you'll need to acquire an entirely fresh computer or invest in adapters. Second, take into account that the performance bounce from HDD to NVME drive will not be nearly as large since the jump from SATA in order to eMMC. Third, bear in mind an older processor chip may limit a person's system's performance. Most NVMe drives will require an Intel i7 brand.

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NVMe is obtainable in PC form aspects: M. 2 in addition to PCIe card slots. M. 2 form factors support AHCI plus SATA, but they may not be NVMe. U. TWO uses the NVMe protocol exclusively. You can learn about some great benefits of NVMe SSD performance using this infographic. Alternatively, you are able to always ask an authority about the right configuration for your system. You may also read our Ask a guru article on SSDs to get an independent thoughts and opinions.

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nievescormier05 · 2 years

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Speed Up Windows 7 - The Best Way Help Make Windows 7 Run Faster

If happen to be windows 10 cracked version download of Windows several you are looking for after Vista and Windows 7, then about all a person are looking for; Windows 8. For the people of you who have been trying to get some info regarding the Windows 8 release here exactly what I can give you. With some leaked information about Windows 8; we now have at least something to express. You must have some exposure to the Windows 8 release schedule but here precisely what it actually stands exactly like. The first beta version will maintain market through the mid 2011, with most important public beta release by end 2011 as last version will be going to launched by mid 2012. Bug and glitches are really worked out completely on the first weeks of an operating system's each day. And here's the other side on the coin: Windows 8 is basically fun to use. Presently the hardware facilitates MS Windows 7 just fine, however releasing customized versions (the customizations are necessary for such as battery life optimisation) of MS Windows 7 drivers is expensive and time-consuming. Multiple manufacturers simply won't bother except in cases where they remain selling similar equipment with Microsoft Windows 7 anyway, or supply an official downgrade option (like Dell computers or Lenovo their business models). Compatibility: This version of Windows works iwth with every program can really clog use to do Windows rrn your Mac, i'm able to exception from the newest version of Training (4.0) which comes installed on Lion. Some have found ways around this, faster we suitable the right tips and tricks undertaking this good be apt to update our series, check back very soon. When you replace older windows legislation, most windows, perform make your personal home look good, but they too keep the outside air out, and the within air in. You do not heat or cool the outside flowerbeds step new, energy efficient windows replace older drafty windows every and every room of your own home. I additionally recommend Lenovo Thinkpads. I not too long ago put together a W530 with a 1920x1080 screen, one in the few tend to be outside The actual. It has great Linux support, even right down to the crazy fingerprint site reader. I will easily get 7 hours and perhaps on battery together is not recommended customization. There is a entire wiki just for Thinkpad activities. It ships with MS Windows 7, nonetheless you never need to boot into Windows. windows 10 pro product key will blow away the entire drive, "recovery" and "boot" partitions, and do not look again. windows 10 activation key free has a conventional BIOS in addition to UEFI (disabled by default; leave it that way), so should not have any concerns currently there. Search screen: Windows 8 has designed search screen available. (I tried to discover windows 7 but no luck). Feeling like Dorothy in the Wizard of Oz (I want to take home, Looking windows 7); I could search inside any application, even my social purposes. This contextual feature is an agreeable to possess! However when you have done this, the Quick Launch section will be submitted to the Task-bar. You right-click on the task-bar and uncheck Lock the Task-bar. Next you drag the icon to the left that is close to Windows 7 icon. If you need to drop utilized Quick Launch, right-click with this text and uncheck Show Title, Show Text.

#WINDOWS 10

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popculturebuffet · 4 years

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Amphibia Reviewcaps: Scavenger Hunt/ The Plantars Check In

KEITH DAVID IS HERE! KEITH DAVID IS HERE AND NOT IN SHADOWY STINGER BITS BUT FULL CHARACTER! And okay other stuff happened I guess. Anne deals with her insecurity over her girlfriend being way more smart and acomplished than her, then the Plantars meet King Keith David, followed by Sprig reinacting the plot of Home Alone 2 mixed with a bit of Blank Check. You know that forgetable disney movie about the white dumbass who uses his computer skillz to get rich and has to deal with the mob.. I assume. I really have no idea exactly what blank check was about and neither do you. KEITH DAVID, under the cut.

Scavenger Hunt

And with Marcy’s big intro out of the way we’re back to simplier problem of the week episodes, though this one does lead into the next which does have some solid plot progression, and the new setting and fresh injection of Marcy mean they do feel a bit newer after the road episodes. Like a good road trip after all that time you finally get to see the sights, enjoy the place and just relax. And also eat because your usally hungry when you first arrive, which is what the plantars and new addition Marcy are doing to start. Marcy’s treating, because she’s friends iwth the king and as we learn next episode the king gives his friends acess to the royal treasury because he’s a seemingly nice dude. Again, more on that in a minute. While Hop Pop marvels at Marcy’s smarts and analytics, a messag efrom the king arrives.. and yes I too have “A MESSAGE FROM THE KING A MESSAGE FROM THE KING’ from hamilton in my head right now.

Turns out the King likes to send Puzzle grams, basically sending marcy on scavenger hunts to tell her something because their both massive dorks. And it is taking ALL my willpower not to jump right ot the keith david of things, but for the sake of profesionalism I will stay here. So our party splits up: Marcy, Anne and Sprig go off to solve the puzzle and see the town while Hop Pop ends up staying because you can get free shit the more you eat, which yeah is a nice thing and all but is usually not worth what you spend. But it’s not his dime so fair enough. The king’s toilet’s are probably gold with gems and the softest seats in the land. I mean if I were king of the world I”d want the best toilet in the world. I’d also install free health care and other good stuff, but I’d expect a really nice crapper as one of the perks of the job.

Anyway the hop pop plot really is just him eating a lot to get free stuff and showing up at the end , so i’ll focus ont he main plot which is pretty standard: Anne is insecure about how smart Marcy is, and TRIES to out marcy her in solving the puzzle, while befrending various people: Resucing a girl’s cat/caterpillar from a tree, befreinding an old lady and doing her nails, and then bonding with the gnatcho cart lady.. which made me want nachos bad, who enocourage a dispondent anne to be herself and try anyway. But yeah Marcy suceeds instead, Anne gets depressed, then Anne tries TOO Hard on the last clue when Marcy is stuck and ends up in the sewer with the alligators.. which unlike real life sewer gators, were put there on purpose by marcy to eat garbage when she redid the sewer system.. because of course she did she’s the best. It’s a really nice gag. They escape the gator when the various people Anne helped form a chain, along with an exasperated hop pop and Polly. Then sprig blabs about Anne’s insecurity, and Marcy comforts her, pointing out that while she’s a genius and what not.. she dosen’t.. get people. Anne does, which.. I found a nice twist. The first thing she did,g etting the cat, made me think “oh their going to go with her physical skills”.. but instead in a nice twist that made me like this episode more, it’s her heart. And it’s not something they pulled out of thin air: While it hasn’t really come into play a lot this season, last season was all about Anne slowly connecting with the town and being suprisingly good with people.. she can be blunt, dosen’t think things through.. but she does have empathy, problem solving and a desire to genuinely help people who need it. It’s a hard trait to learn and it’s one she does with natural ease. It’s a nice bit of showing her character and what she’s good at. Also the message turns out to be “bring the plantars” which.. yeah the second the first clue was bring, even without next episodes description, I could’ve guessed. And they close the episode as all episodes should close.. feeding nachos to a sewer gator.

Final Thoughts I: As you could tell by how easily I sped through it, the episode was...eh. It’s not bad, but no episode of the series has been truly terrible. It honestly, and this kind of complaint is overused, feels like filler. And granted I rarely watch anime, I know cartoons work different.. but this episode feels like it’s just there to provide more Marcy before we focus primarily on the Plantars again, and before the plot turns them against her. Which isn’t a bad thing mind and she’s great as she was last week. The problem is Anne. Her feeling down about herself, while a normal human emotion.. just dosen’t jibe with her normal brand of overconfidence. It’s not entirely out of the blue for her not ot feel as smart as marcy, it’s just set up poorly. We could’ve easily used a flashback or something to the human world to help make it feel like a more longstanding issue, than one that just crops up because Polly said a thing after a full episode of her being totally fine with Marcy being way smarter than her. Even the intro has her entirely fine with it. It would’ve flowed better if she played off she was fine, but secretly was trying to one up her and did feel dumber versus that being spelled out so early, as it woudl’ve fit more with the character. So yeah this one’s more just forgetable, a stop gap between two plot important episodes. And I don’t mind catching our breath after the last episode given it was a huge one what with introducing a new major character and a new setting and having a lot of action set pieces, I just know the show can do that BETTER, as seen with HandY Anne following up , if a year after, from the emotionally draining season 1 finale, they just.. didn’t this time and it just flopped a bit, but still had enough nice moments and good bits to make it still enjoyable.

That’s something I do have to give the show credit on as I have been hard on it, as i’ve said reviwing more forgetable episodes is hard: Most shows don’t make it out of season 1 without at least one terrible episode. OK KO had “Let’s Not Be Skeletons”, Ducktales had “The Beagle Birthday Massacre” (And i’m a huge fan of Lena as a character, just to be clear, her debut episode was terrible for other reasons) , Steven Universe had Arcade Mania, Adventure Time had “Freak City” and Legend of Korra had “The Spirit of Compettiton”.. and really the whole love triangle plot but that’s a story for another day.. all of these are really..e xcept arcade mania that one’s just dull and pointless. But i’m not: My point is it’s still a really good sign the show hasn’t really flopped over in the span of two seasons, with even the annoying quarallers pass still having some really good stuff to it. I may be critical, because as a critic that’s my job no one pays me for, but I do love this show and want to make it clear it’s still excellent. I’d rather watch this episode again than any episode of “Hoops”.. seriously I have no interest in that show and I question why Jake Johnston thought signing on for it was a good idea. Then again, Keith David was in this

And this

And BOTH of these

So I can’t blame Jake for wanting an easy paycheck when Screen Legend Keith David has done far worse for one. Speaking of Keith David....

The Plantars Check In

IT’S TIME.

We’ve had a sample of keith david with the omnoius end from last week but now we get the full package. And i’ve made no secret how much I absolutley love Keith David or how excited I was to see him joint he cast. The main is a voice acting and regular acting legend. Sure he usually does bit parts, but he does the hell out of them.

The man also has a longer history in disney than I ever realized. While I knew he played Goliath and Dr. Facilier, I had no idea just how much minor voice work he’s done for disney over the decades, doing a LOT of minor roles during the 90′s and even vocing Mufasa in “House of Mouse”, subbing for James Earl Jones which.. yeah if anyone’s the next Jamers Earl Jones, it’s Keith. He’s the king of making a meal out of side rolls and on the ocasions he gets a big one he makes a damn buffet of it, as seen with Gargoyles and Community.

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So yeah, I love the guy and was excited for his first full apperance and pleasantly suprised. We open at what looks like a comibation of the temple of time and Hyrule Castle for Legend of Zelda: Ocarina of Time and I swear that’s what their going for with the background music here. Anyways after Lady Oliva tries to keep things formal, and reveals King Andrias has been king for over a thousand years, which makes things even more interesting, he .. happily hops off the throne, gives the Plantars a friendly greeting and then a bear hug. I was expecting him to be stern yet nice, for now, but this is a nice change of pace and i’ts shown by the way Olvia acts towards this behavior, wishing he’d be proper because “Most unorthodox” and all that monocle popping nonsense, that this is normal for him. So it’s not ENTIRELY an act for their benefit. He is apparently nice to his immediate subjects, vistors and especially Marcy. It’s also lovely to see Keith David play such a diffrent character from his usual villian, stoic badass or hilarious grandpa rolls, instead playing a cheerful and boisterous king. He honestly reminds me a lot fo River from star vs the forces of evil. Which by the way I also love Alan Tuduk and regret not bringing him up in either review river’s been in so far.

Anyway, we then get some more plot stuff as he meets anne, and we get a nice bit of him doing the “thumb of approval” and marveling at anne’s awkawrd fistbump in response. But it’s down to buisness, he wants to send his loyal knight and new friend he just met home, but needs the box. While anne reveals she don’t got it, with Hop Pop acting nervous as he realizes “oh shit, maybe lying to my surrogate grandaughter about something this important when we’re ont he way to a place where people will naturally want ot see the thing, and STILL not telling her after meeting Marcy and knowing sh’ed want to know about it too has started to backfire!” And yeah while he has sympathetic motives, and clearly knows SOMETHING about the box, and I supsect King Keith David does too but give me a second, his not telling Anne what he did at any time is only going to make it harder to trust him later, especially if Marcy ends up betraying them. He also notices something I actually failed to notice , as did Anne: The colorful stones on the calamity box are drained of color. So the King’s going to have to reserach this for a bit, with Marcy helping obviously and since Anne’s usless at research, the king instead happily treats the plantars to a vacation on him while they sort thigns out: A stay at the nicest hotel in the city, on his dime, and acess to his royal credit card, which given he’s king of everything means he just gave them the unlimited funds code.

Before we move on, my thoughts on the king: He’s hard to read. I do think he’s genuinely that nice a person.. but he CLEARLY has a dark side, having subjugated the toads and the frogs, which had to have happened under him as he’s first in his line and both remember the status quo as only such. Hop Pop dosen’t even question the way things are or one god king ruling over all for over a thousand years. The question is did he do so because he didn’t know better, because he thought he had to, or because

I do n’t know what that’s from but expect me to be using it a LOT from now on. My point is it’s hard to tell what his game is here. He could be a cruel asshole masquerading as a fun loving king on the service to sugarcoat his shadier actions.. or he could be a well intentioned extermist, doing awful things for what he sees as the greater good and possibly having lost the plot, or his empathy over thousands of years. Or he genunley could have no idea what he’s planning is bad and see no harm in it due to a different set of morals, again due to being immortal. There’s a LOT of intresting directions they can go with this character and i’m curious to see just what sort of vilian, or possibly good guy all along though I doubt it, he will be and given both grime, more recently i’ll admit but still, and sasha have been complex villians instead of one dimensional assholes, the show will no doubt give us something spectacular. HOpefully i’m not tempting fate but if I am, screw it, i’m rolling those dice. This is going to be godo and I can’t wait. It’ll also be intresting to see if he genuinely values marcy or is putting on the good king act and puzzles and all that to manipulate her. After all we’ve seen with Sasha that she’s easily manipulated, as far as we can tell, and sees this all as a game.. it’d be easy enough to lead her along by playing int othe genre and her desires to get her to play his game the way he needs her to. Though it’s also a question of if Marcy will see it or back the wrong side... though she MIGHT. while she isn’t great with people, she does know games and half the time a benevolent ally will turn out to be a dick in sheeps clothing. Though i’m hoping that isn’t the case for Marcy. But we’ll see..

Anyways with the first third or so of the episode down, the Plantars Check in, TITLE DROP, and Polly, Anne and Hop Pop all put on comfy robes and relax, while Sprig being sprig wants to go exploring though hop pop refuses to leave him wiht the card because of course he does. And honestly having done a few road trips myself.. yeah usually when you get back to the hotel first you want to just relax and crash, maybe go out for dinner or something with your friends, which they already did ahead of time, and recharge before doing allt he fun vacation stuff. Though I also relate to sprig as I too have been in hotels with arcades and pools from time to time as a kid and a teen and wanted to go do the fun stuff while everyone’s tired. Thankfully I also liked to read or play my various game consoles, from the game boy advance up to the switch on my most recent vacations,so I understand his restlessness. The rest of the episode goes about how you’d expect, with Sprig taking the card once hteir asleep and adventuring around and getting into various hilarious one off gags via montage, before loosing the card and fighting over it with a Bellhop Named Belle, played byt he always wonderful and always talented Krstien Schal.. about two episodes late for the gravity falls homage but never too late to do some voice acting. Sprig gets the card thanks to futurama caffine bullet time, saves paige and then saves her from firing by talking like a rich kid asshole to save paiges job before collapsing and being woken by everyone else wanting to go do fun shit.

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Final Thoughts 2: This one was better. While again I sped through the recap section this time.. it was funny> While the plot was a simple: kid sneaks out and does something he’s not supposed to yet and gets into trouble and ironic ending and all that, it’s funny enough to be enjoyable, Kristin is game as always, and the gag of Sprig using the card to wave off the snooty man at the counter is great. While most of the meat of hte episode is with the king at the start, the rst of it is still an enjoyable come down episode after the plot heavy first third of this one and marcy at the gates and does the job way better thant he previous episode. While it doen’t have a lot of tie to character or what not, it dosen’t WASTE any either. I didn’t realize till this episode that while sprig certainly hasn’t been unterutlized, he really hasn’t had his own episode this season, sharing Quaraller’s Pass with poly and only having subplots in “A Caravan Named Desire” and “Marcy at the Gates”. Here he gets a plot to himself and while it does nothing for his overal character, it’s entertaining enough, with some great gags like the caffine bullet time, the aformentioned rich people gag and the hair bit being the best “Now to put on my hat!”. It just lets the character loose to have a fun side story. See I can dog on an episode for WASTING a good opprotunity, even if I understand the stress of production and what not.. but I won’t dog one for just having fun and letting a character have the limelight if it’s still entertaining which this was. The problem with say “Scavenger Hunt”, “The Ballad of Hopidiah Plantar”, “A Caravan Named Desire” and “The Ballad of Hopidiah Plantar” is that while their not BAD episodes, they had far more potential. This one knows it’s basically home alone 2 meets blank check, but actually entertaining, and justh as fun with it. Is it hte best episode ever? Probably not. But was it fun and a nice change of pace, as well as relatable to me and thus giving me a bit of the warm fuzzies, especially in this hellscape of our lord 2020? Absolutley. That does it for this week. if you liked this review i’ve reveiwed the rest of the season so far , just check the Disney tab on my blog, along with many other shows, and i’ll be covering the show weekly for the rest of the season, along with Ducktales when it comes back next month, so follow if you want more of that and random reblogs and such. You can also shoot me an ask if you have any things you want my opinon on, any episodes you want to request or you can direct message me to outright comission an episode of any aimated show for me to review for 5 bucks a review. Either way, till we meet again, bwahahahahaha.

#King Andrias #amphibia #keith david #anne boonchuy #hopidiah plantar #hop pop #sprig plantar #polly plantar #marcy wu #lady olivia #reviews #recaps #reviewcaps

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citizendino · 4 years

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Computer Memory Madness

It is a long story for me, and I am not 100 percent sure where it starts. But, I have an aversion to having anything on the hard drive of my computer. I think it starts back in the day when you had to sit and watch as your hard drive defragmented, or whatever that thing was. I hated the idea of waiting for stuff, and early on became an adapter of removable storage.

This is the nerdiest thing I have ever written.

For some reason I got it in my head that all that stuff on the hard drive slowed the hard drive down, back when hard drives would slow down. So, I worked hard to get things off the actual computer so programs could do whatever it is that programs do.

Working primarily as a writer, this meant mostly Word docs and thee stuff that goes with them. Add in a few pictures over the years. But, I have not had a lot of file variation over the years.

Then about 5 years ago I did a cool project with Wisconsin teachers that had me working in video. I had NO EXPERIENCE in video, literally NONE. I did not know anything. So, it was a crash course. Worked with a consultant, bought some gear, learned enough to do the job the first day. Turns out that video is recorded onto SD cards, and from there the cards go to the computer, and you work from there.

What matters is the speed in which the SD card can write, because that makes things quicker. I bought a bunch of SD cards over the 2 years on that project. The original consultant wanted me to buy a new card for every day of shooting, we did not do that, but still we had a lot of card. And I fell in love iwth the form factor.

I also bought a great Zoom audio recorder, and that used the Micro SD as a memory device. All of this was amazing to me. It was so small.

Then Jason Bourne kept data on a SIM card.

My head was spinning.

Now, you factor in the size of my digital music collection (double digit terabytes), and you start to see how the new memory tools, and my desire to not have things on my computer, all play together.

This week was Amazon Prime day. Like you expected, companies like Western Digital had lots of specials. I was shocked to see things like a 1 terabyte Micro SD card. It was amazing.

You see, right now I have 2 SD cards that are with me all the time, with what amounts to my professional life archive stuff. I have given up on my music collection travelling with me, because really why. But, the idea I can put my entire non music digital life on a single SD card, that is amazing.

I did not pull the trigger on such a thing, but I think in time I will. I think that the cloud, while cool and easy, is probably not secure enough for the kind of stuff I am interested in staying connected to.

The idea that there is a 1 TB Micro SD card blew my mind.

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wallpapernifty · 4 years

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Millenium Ornamental OnionEason Horticulture Resources and Stonehouse Nursery(Allium amalgam ‘ALLMIG1’)

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haeroniel-doliet · 6 years

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y’all quick rant time about the new years. a lot less sad than my other ones

right. im just ticked bc im having a weird feeling and its not making sense. i dont think 2018 is real. like just as a gut feeling or whatever, 2015-17 have been pretty real to me idk why but they have, feel like a real year, i still like the sound of 2017 a lot better than 2016 for some reason etc and i always do struggle with adjusting to a new year i guess? bc of habit writing down dates. but i feel like 2017 came naturally and it was expected. but 2018? nahhhhhhh. thats not real. not a good number, not a good sound does not exist and is not gonna be a real year. for some reason im apprehensive bout 2019 bc thats a lil whoo in the retro futurism but im ready for 2020. fuck knows why. 2020 is gonna be the next real year.

unfortunate too considering last two new years have been p shitty. *then again most years have not been great* (yea i maybe have problems with setting up expectations from media and talk that my own family doesnt follow through with nor are inventive or fun, so i get ‘depression spikes’ around holidays and birthdays. idk. i gotta look into that) anyway. sometimes new years is like stadning in the snow taking a sip from their sparkling wine looking at neighbours fireworks. or just sparklers. never our own fireworks unless w a big group of their friends. or wed melt tin but not do it again for years bc oops inconvenient apparently. here the first year we went to hyde park in the dark w the family and i wasbeing a grumpy pissed off baby for some reason i cannot recall (but i usually am around family i guess.) and the other year i just sat at home watching the fireworks on tv and listening to them through the window while my parents went out. ive spent many a new year just on my computer. not that they suck but its kinda sad

right but yea ive been dreaming of being with friends and having a set up party to celebrate new years with people i choose to spend time with and make it special who want to also make it special like we expect it. basically i wanna be the pinterest mom who makes everything extra and pretty rather than (sorry) my mom for whom a few balloons and streamers are a lot of party decoration. tbh thats another rant. my moms a p good human, like what she does in her work and doesnt upset anyone i guess and has friends. but shes quite a bad chef and baker and fun person. m never going to miss my moms cooking or baking, bc i do all the baking and while ive been gone i feel like i cook better for myself. not even missing her taking care of me bc i think i can handle it pretty well on my own, despite a few phone calls for support. as well as she likes to nag about things making me shut down and be pissed (why do they trigger this response in me so quickly? its not fair to them, but they do and i guess thats a thing i gotta work on iin theeraaapyy or whatever i end up doing)

fuck im really looking forward to seeing the mental health advisor and getting to a therapist councellor psychologist anyone asap. i just wanna get settled w someone good and actually sort these out. bc recently everything feels like a dream and ive not changed out of pjs or been out of bed for days. i dont feel like i can leave the house w out my parents (unlike at uni i could go on walks or shit by myself and not meet anyone who questions it) and bleh meh i feel like my dads mad at me for holing myself up and being grumpy all christmas and in general when being interacted iwth, as well as not wanting to do anything i should do like go shopping or get my hair cut while im here. im just being miserable really and i want it to stop and know how to explain to them why i think theyre part of the problem when obviously to an outsider or to themselves, theyve never done anything to cause me to be like this.even i cant explain it. its just too many little things i guess.

fuck where was i going. i mean yeah right, this was about new years.

so originally again parents are going to a party and i was going to be alone home bc i know nobody in london. not even my old school friends live here/are around rn. so lo and behold im dragged along to my parents and their friends house touring meals all in one day, and im ofc with their friends daughter and her friend, who are genuinely llovely and way cooler than me, and even though theyre older im the first in uni, whoopwhoop. and her dad is funny and they have a dog. and they invited me to join their new years party. hahhahh holy fuck yay. theyre all very genuine about it, saying id fill in the table as the 6th person and balance the girls and boys, and that bc id be there theyd celebrate finnish new years as well as their danish and the current uk one. and apprently were for dinner and to play cards against humanity and did i mention they have a super cuddly and wonderful white dog? anyway. apparently i now have plans for new years and i hope itll be wonderful. ofc i gotta be polite and get over being awkwarad at the same time and figure out how to get home politely so i dont have to spend the night there bc i dont like staying over unprepared and i really dont know them super well. anyway. tomorrow im gonna shower bc im disgusting, and bake finnish pancake bc i have now promised, and go over to spend maybe 6 hours w them and have a genuinely nice new years eve and im really looking forward to it

im just not looking forward to 2018 cancel it, skip it, idk i just dont want that number. im gonna call it neo 2017 sure. redo 2017 and then next year 2019

#new years thoughts #tbh im rambling again but maybe its legible #tldr; 2018 is not real nope

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cogpsycho100 · 6 years

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Topic Modeling the #STEM hashtag on Twitter pt. 1

The main overhaul of work that I have completed this summer has been in creating implementations of the LDA topic modeling algorithm on the #Stem dataset’s text field. This looks only at the text of the 198000 tweets in my dataset and tries to discover the topics and subject-matter that occur in the tweets.

LDA is a statistical text mining algorithm for determining the abstract topics that occur among a set of texts or documents. Some of the key intuition behind LDA is that - Words have strong semantic info - A group of texts or documents that are all talking about the same topics will use similar phrases and groupings of words to describe each topic. - Latent/abstract topics can be discovered by identifying words and phrases that have a high probability of occurring together within a group of texts. An implementation of the LDA algorithm has to be given at least one parameter: The number_of_topics to look for among the texts. LDA is more formally called a “Bayesian Inference Model.” The algorithm presents a method by which we can calculate the probability of an event based on some common sense assumptions and the outcomes of previous related events. Bayesian Inference Models like LDA may typically implicate - Going through many loops/iterations where a prior probability is updated with observational evidence in order to produce a new and improved posterior probability.

How does LDA use probability?

There’s two more key assumptions or suggestions that the LDA algorithm implicitly makes.

Lda suggests documents are probability distributions of over latent topics Topics are probabilty distributions over words (doesn't work with frequencies but probability distributions) A probability distribution is an equation that links each possible outcome of a random variable iwth its probability of occurring... It's like an array showcasing a set possible outcomes alongside the probability of occurence for each outcome. Another way of translating these two statements is that LDA assumes that documents in a corpus are each just mixtures of proportions of words belonging to each topic in the model. It also assumes (or, it has to force it such that) topics themselves can be represented as a grouping of words. Whether or not these words all belong neatly to a widely agreed upon category is completely subjective. Still, there are metrics and tools that can be taken to ensure that the quality of LDA results are good.

Coherence score is a comparative metric for representing how coherent a set of words is with one aggregated number value. The higher the coherence score, the better. The coherence metric uses the top n number of words (top_n_words) that LDA uses to represent each topic and computes the average pairwise similarity for each term in each topic. It considers all the ways in which words from the same topic can be paired, references their probability of occurring among the texts, and evaluates how much each topic semantically supports each word pairing with respect to its probability. The actual framework for calculating this metric is known as a four-step process called the Topic Model Coherence Pipeline, popularized by Roder (2015). More intuition on the Topic Model Coherence Pipeline is available in this article from Rare Technologies explaining topic coherence.

Perplexity is a comparative metric for how well the theorized probability distribution by an LDA model compares to the actual distribution of words among texts. Multiple LDA models are typically created during text modeling with varying numbers of topics to find the LDA model with the lowest perplexity.

I created 10 lda models with varied options on text preprocessing. All terms were converted into lowercase and lemmatized to noun form, with stopwords removed and punctuation removed. I created these initial 10 models to see what the lda output would look like, and I added some additional terms as stopwords such as ‘th’ and ‘amp’ (short for ampersand character). I also added the Spanish stopword list as another preprocessing filter given that some topics were coming out exclusively in Spanish.

From here, I created 10 “no_filtering” models and 10 “all_filtering” lda models. These models varied in number of topics, with the first model having 10 topics, the final model having 40, and every other model increasing by a multiple of 5 topics. In theory, filtering overly used words as well as words that only occur once among the texts out from the lda topic model helps, further narrowing the text to just its most important parts for improving metric scores. So I was expecting this to make all of the models that had their text filtered to have better metric scores...

In the case of this twitter data however, this wasn’t the case. From this visualization of the 20 topic models, there isn’t a highly convincing area for a minimum or maximum. From reviewing the topic model results, I found that the no_filtering models, regardless of their perplexity or coherence, were less easily human-inferrable. In comparison, the “with filtering” models produced topics with keywords that made the topic better for human-inferrability.

Below are the top 30 terms identified by one of the best performing LDA Models. This LDA model used “all_filtering” with 35 topics to search for.

The above listing captures several different hashtags and keywords relating to educational spaces. With terms like “school,” “education” “teacher” “student,” it doesn’t feel like STEM leaves the classroom on twitter. People discuss STEM fields primarily from lenses of student life and education. hashtags such as #pbl, which stands for project-based learning, represent a call within this hashtag for innovative teaching strategies that inspire and engage students. Additional hashtags like #elearning reveal the potential alternative routes for traditional education that people use.

An additional tool used for help was the pyLDAvis package. This tool primarily helped with visualizing the topic models and comparing their topics. pyLDAvis condenses each topic model onto a 2d (x, y) coordinate. It uses the Jensen-Shannon divergence metric to calculate the difference among the topics (which, lda represents using probability distributions of keywords). pyLDAvis also helps you check to see which keywords are more likely to come up in other topics.

Below is output from the pyLDAvis for the “all filtering number_of_topics=35″ model previously referenced.

The term “#STEAM” is currently selected and bolded from Topic 4, which I titled “Engaging students with STEM using programming and robotics.” STEAM as a term that is gaining more common use and it is important for interdisciplinary applications of STEM such robotics and potentially programming. STEAM is important for emphasizing to students that STEM fields draw upon skills such as creativity and can overall be “fun” for youth.

In full, below are the two of the best performing LDA models as I observed in the visual above. The models are displayed in a table containing the topic number for each row, top keywords for the topic, as well as the manually inferred topics that I’ve created from looking at these topic models. It is suggested that the #STEM dataset consists of these topics for discussion, and that these keywords often appear together or in similar tweets.

Model: “All filtering t35″ Number_of_topics = 35 Perplexity: -8.12197670032475 Coherence Score: 0.43467503177842953

Model: “No Filter t20″ Number_of_topics = 20 Perplexity: -8.937124709552606 Coherence Score: 0.45663240775234504

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