#Data Performance

[rajaniesh]

Supercharge Your Data: Advanced Optimization and Maintenance for Delta Tables in Fabric

Dive into the final part of our series on optimizing data ingestion with Spark in Microsoft Fabric! Discover advanced optimization techniques and essential maintenance strategies for Delta tables to ensure high performance and efficiency in your data Ops

Welcome to the third and final installment of our blog series on optimizing data ingestion with Spark in Microsoft Fabric. In our previous posts, we explored the foundational elements of Microsoft Fabric and Delta Lake, delving into the differences between managed and external tables, as well as their practical applications. Now, it’s time to take your data management skills to the next…

[anghraine]

One of the weirder parts of being formally tested for autism as an adult—apart from the hellscape of hours of math hell—was that they kept asking me for my conclusions or opinions about things I had very little knowledge of. These weren't basic facts you'd expect someone to pick up in the course of a standard US education, and I kept repeating that I would have to do actual research to form opinions on subjects I had no significant information about.

Obviously, "not opinionated" isn't a major problem for me when I do have a reasonable amount of information, but my eventual diagnosis specifically mentioned that I kept repeating that I would have to do more research to acquire the necessary baseline of data for forming opinions on [whatever], and that the phrasing of my various refusals tended to be identical or very similar (I didn't see any need to alter my wording when I was simply repeating the same position over and over).

*cough*

Anyway this is also about Star Trek. (Surprise.) I knew Spock would be relatable before we started the grand TOS watch, but did not expect him to be the most relatable character on television ever, and his continual refusals to deliver opinions without enough data for informed theories was actually a big part of this.

[liquidatorbruntfca]

the one and only thing i am thinking about this morning is data going “lululu lulu. luu. lulu.” tryna feed that alien dog thing

[alverrann]

All right, I couldn't stop thinking about how cute s2e21 “Peak Performance” is, so here's my quick post gushing abt it.

How Picard is like "No my Number One is the best shut up and watch" the whole episode - he's so protective and then so smug when Riker does well

How Data has his little self-confidence crisis - bad enough that Deanna and Pulaski are like "no but fr he's depressed and yr basically his dad pls talk to him"

The talk itself, which is amazing advice regardless of whether ur an android or not

How the war games are almost like a little field trip where Riker goes to all of his friends to be like "but u are coming, right?"

Esp the bit where he goes to Geordi and is like "It's a really old ship and I'm gonna need someone I can trust-" And Geordi just goes,

"I'm already packed."

The whole bit with him asking for an extra crewmember and then choosing Wes, and the way Wesley's face lights up 😭

Him convincing Worf, and then making him the first officer!

And Wesley basically cheating, to which both Riker and Geordi are like ... okay, cool

The whole episode is definitely one of my favorites and the ending is just *chef's kiss*

Pulaski: "Then you have beaten him!"

Data; "It is a matter of perspective, Doctor. In the strictest sense, I did not win."

Pulaski and Troi: "Data ..."

Data: "I busted him up."

And the way Picard is like "It is possible to commit no mistakes and still lose, Data. That is not a weakness, that is life." Goes so hard unironically

Just fr one of my fav episodes

Featuring Quark as a Ferengi pirate

[more-flotsam-and-jetsam]

[electricpentacle]

[cordspaghetti]

i think learning to sew would fix me…

[virtualbutch]

this is my pla guy and captain cyllene btw

[5mind]

really like the idea of Antares using his tail to emote but its a conscious effort and doesn't actually reflect what he really feels, it's all just for show

[lizord-lord]

(sidles up to you in a dark alleyway) hey. kid. i see you got yourself a blorbo there. couldn’t help but overhear, you said you’re an ‘apologist?’ oh- no judgement from me, none whatsoever, i just was wonderin’ if you wanted in on a trick of the trade, a little secret, yknow?

you don’t….GOTTA apologize. like, if you really think they’re doin’ alright, that’s one thing, all the power to ya kid- but if you’re twisting yourself into a pretzel tryna justify, or it gets real exhaustin’ bein’ on the defensive so much… y’know, it’s okay to like a fucked up little guy for being’ fucked up. sometimes you just wanna crack open their brain and take a peek inside, we’ve all been there! a blorbo ain’t a role model! i can’t even begin to tell ya how freein’ it is to not be worried about how justifiable a character’s bein’, just have FUN with whatever they’ve got goin’ on! and to be real honest with ya- sometimes thinkin’ about why someone can do fucked shit for an understandable reason can do ya some real good.

but again, just a tip, take it or leave it.. just sayin’. real weight off your shoulders just to say “this here’s my little guy, they’re the worst, and i love ‘em SO MUCH!” worth tryin, i’d say!

[venacoeurva]

Perish (love how Tumblr decided that not only is it the queer site that constantly suppresses queer people, but now they’re happy to get desperate users (many of which are minors) to get their data harvested just like that koko one! Oh how they care.) I can’t wait to see the lawsuits.

[sshbpodcast]

Character Spotlight: Katherine Pulaski

By Ames

We may have only had Dr. Pulaski for one season of The Next Generation, but that didn’t stop her from leaving an impression. Your hosts here at A Star to Steer Her By are big fans of her character and also of Diana Muldaur’s performance of the cantankerous and brilliant doctor who graced the Enterprise-D’s sickbay during Dr. Crusher’s time away from the ship (more on her next week!). She even made a couple of our top characters lists from TNG!

There’s a lot of negative feelings about the McCoy knockoff in the Star Trek community, and we’ll cover some of those below, but overall we have to give credit to the good doctor for how much she grew in only the twenty episodes we had her. By the end of season two, she was viewing Data as a peer, saving lives left and right, and fighting for the rights of other species. There’s no telling how much better she’d get if she stuck around. So raise a cup of Klingon tea to the best CMO of the Enterprise (I said it!) with our highlights below and elaborated upon in this week’s podcast episode (timestamp for this one is 58:29). Fight us, haters.

[Images © CBS/Paramount]

Best moments

Crammed full of crumpets We’ve made a running gag on the podcast about how Professor Moriarty stuffed the doctor full of crumpets in “Elementary, Dear Data” but there’s more to this episode than crude jokes and blue humor. Pulaski ran with the Holmesian scenario in the holodeck, proved to be stalwart and brave in a hostage situation, and totally rocked the period attire!

At least someone still remembers quarantine procedures While the whole thing did backfire on her, Pulaski’s actions in “Unnatural Selection” kept the rest of the crew safe. She was willing to risk her own health on her hunch that the augmented children weren’t carrying any pathogens, but let’s give her credit for taking the child and Data out in a shuttle so that, if (and when) things went wrong, things were contained.

Knives and bearskins! When the biobeds are on the fritz due to the contagion in “Contagion” and her staff is whining that the bone knitter isn’t working, Pulaski pulls some tried and true methods out of her back pocket – make a splint! It may be archaic medical technology, but it’ll do in a pinch and having that kind of medical knowledge saves the day (or saves someone’s leg at least).

Generous doses of PCS I just really love the sweet little moment during “The Icarus Factor” when Dr. Pulaski is tending to some crewmember suffering from the flu and says part of her prescription is PCS – Pulaski’s Chicken Soup. It shows how much she cares about her patients and gives the audience that warm feeling of having someone care for you when you’re home sick from school.

Jettison the emotional baggage you’re still carrying around Also I have to give my girl some props later in “The Icarus Factor” when she’s flirting with Kyle Riker right in front of Will. We find it a nice character inclusion that she and Kyle used to be down to clown, and even that she would have married him in a heartbeat, and she tells his son off in the most “oh no she didn’t!” way and then proceeds to drop like fifty mics all over Ten Forward.

Take your Prime Directive and shove it up your hatch! We on this podcast (who am I kidding; it’s mostly Chris) have a certain skepticism about the Prime Directive sometimes, and it’s usually the CMOs of their respective shows that get to question it most blatantly. Pulaski sure does in “Pen Pals” because screw the prime directive in this case! When a whole planet is on the line, Pulaski is the conscience that we all need!

Forget me, forget me not This is one that could have gone in either the Top Moments or the Worst Moments list because, face it, mind wipes are horrifying. But I’m gonna give Pulaski the win for erasing Sarjenka’s memories in “Pen Pals” because it’s impressive as hell. And she uses it to kinda-sorta stay within the Prime Directive that we just shat on. Plus she let Sarjenka keep the singing rock!

You’re still the Captain. Invincible. I’m still not certain what Chris was getting at about Pulaski’s letting Picard avoid the heart treatment he’s been neglecting out of sheer vanity in “Samaritan Snare,” but I’ll do you one better: she winds up fixing his stupid ticker for him in the end anyway! And is the grouchy little man thankful afterwards? Not even a little bit! Pulaski gets no respect, I tells ya!

Quote me a little of that poetry While you’ll see in just a moment that Pulaski’s views on Klingons were initially unkind, by “Up the Long Ladder,” she’d bonded with Worf enough that she was willing to engage in some Klingon rituals. She goes out of her way to concoct an antidote so she can take part in a poisonous tea ceremony with him, which is above and beyond (and also fuels some shipping), and she also keeps Worf’s measles a secret!

Bust him up, Data! In “Peak Performance,” it’s Pulaski who sets up the Strategema match between Data and Sirna Kolrami, and she ends up feeling really bad for goading him when he loses to that smug Zakdorn prick. So it’s that much sweeter that she’s there cheering him on when Data thinks outside the box causes the stalemate, telling him that in that way, he did indeed beat him!

Feelings of warmth and friendship What a shame that the last episode we got with this amazing character was one of the most infamously bad. But none of that is on Pulaski because she’s actually on full display in “Shades of Grey,” partly because she’s one of few characters in the non-clipshow scenes. But she (and Troi, as I brought up last week) pulled out all the stops to save Riker’s brain from certain doom.

Pull your head out of your ass! Okay, this last one’s not canon, but I just couldn’t help including this plug to go read Caitlin’s fanfic “The Pulaski Maneuver”!!! Or listen to it on the podcast back when we wrapped TNG with our episode “Tales from the Holodeck.” Pulaski finally telling Geordi everything that he’s deserved to hear might be my favorite moment, and it’s so in her character that I say it counts!

—

Worst moments

The cold hand of technology Most of Pulaski’s negative personality traits are going to circle around her treatment of Data as a piece of equipment and not an individual. In her introduction episode, “The Child,” one of her early interactions with Data is to tell him he’s not wanted in the delivery room because he lacks the human touch. Lucky for us, Troi sticks up for him and he gets to watch her whelp an alien baby.

One is my name; the other is not Shortly afterwards, still in “The Child,” we get one of the fandom’s most hated moments from Pulaski when she not only mispronounces Data’s name, but doesn’t seem to understand that doing so is rude and problematic, instead deciding to put the onus on him for being capable of offense. It’s a tough moment for fans to accept, and if that were the level of bigotry her character stayed at, I’d understand why so many Trekkies dislike the character.

I’m not accustomed to working with non-living devices More growing pains come from Pulaski in “Where Silence Has Lease,” in which she refers to Data as “it” and Picard has to gently correct her. We’re two episodes into the season at this point, and Pulaski is still finding it difficult to accept the personhood of this fan-favorite character, something viewers pretty much got on board with in episode one. At least she apologized.

The mystery of the lack of any mystery Here we are, three episodes in when we reach “Elementary, Dear Data” and we see more of Pulaski judging Data for being incapable of thinking creatively when he solves Holmesian riddles. We may have blamed Geordi for accidentally creating Moriarty when we covered his character spotlight, but it was definitely Pulaski who goaded them on in the first place.

Medical research is sometimes a risky business While we may have praised her above for not putting everyone else at risk when she released the augmented child from his wrapper in “Unnatural Selection,” Pulaski was still dead wrong about the experiment being at all safe. She still got contaminated by the fast-aging disease and was resigned to her fate until Picard and O’Brien were able to transport her back. Speaking of which…

I’m a doctor, not an original character One rather understandable complaint we can see in the Pulaski character is that she’s just Dr. McCoy in a skirt. Which may not be a bad thing, per se, but when we see her racism against the outsider character, her Bones-like irascibility, and even her specific fear of transporters in “Unnatural Selection,” we start to wonder if the writers couldn’t have been a little more original.

I’m just glad that humans have progressed beyond the need for barbaric display We get a couple glimpses that Pulaski is a little repulsed by Klingon culture throughout the show. First, in “A Matter of Honor,” she’s grossed out by Klingon cuisine and calls Klingons barbaric, and not in the way Klingons would probably like. And she also gets a little smug after watching Worf’s Age of Ascension ceremony in “The Icarus Factor,” which she seemed pretty judgey about (but hey, at least she went!).

Quit cloning around! We gave Riker some guff for this as well in his character spotlight, and there’s enough guff to go around to give to Pulaski as well for their actions in “Up the Long Ladder.” Sure, the clones were made of them without their consent, but to take matters into their own hands and murder these people without discussion is not the Starfleet way.

Never to be heard from again… Obviously the worst character moment for us is Pulaski leaving the show after just one season. Notice how most of the bad moments come from earlier and the good moments are mostly from the latter half of the season. That shows how much the character was getting better, even in the rough first couple seasons of the show (you’ve heard our coverage of Chaos on the Bridge, right?). And while many celebrate the return of Crusher, we still have to wonder what the show would be like with more Dr. Pulaski.

—

And just like that, she’s gone and so is this blogpost. Keep following along because we’ve got another doctor of the Enterprise-D to discuss next week, and it’s not Selar! We also hope you’re making the schlep through Enterprise with us as we cover the whole thing over on SoundCloud or your podcast platform of choice. Wave your medical tricorders over our Facebook and Twitter pages, and get the pronunciation right: It’s Data, not Data!

[manmishra]

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[bat-the-misfit]

sei não

[filmjunky-99]

s t a r t r e k t h e n e x t g e n e r a t i o n created by gene roddenberry [peak performance, s2ep21]

'It is a matter of perspective, Doctor. In the strictest sense, I did not win.' - data

'Data!' - pulaski

'I busted him up.' - data

[snakemoltsiren]

Severine's doing that thing again... Another month, another round of performance at The Bel Canto! Come by on Sunday April 8 at 8pm ET (performances start at 8:30) to see veteran and brand new performers take the stage at Standing Room Only! We hope to see you there!

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