#Data Maintenance
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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…
#Advanced Techniques#Apache Spark#Big Data#Cloud Data Management#Data Compaction#Data Efficiency#Data Maintenance#Data management#Data Optimization#Data Performance#Data Retention#Data Scalability#Delta Lake#File Size Optimization#Handling Deletes#Merge Optimization#Microsoft Fabric#Optimize Write#Partition Pruning#Real-Time Data#Schema Evolution#Vacuum Command#Z-Ordering
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Spencer Agnew's shipping data analytics on fanfiction (AO3)
Chanse McCray's shipping data analytics on fanfiction (AO3)
Arasha Lalani's shipping data analytics on fanfiction (AO3)
-Note: Romantic pairings exclusive
-This is accurate to August 15: 12:26 PM-2:14 PM (PST)
-In the analytics this includes characters they play
-Fanfictions will appear multiple times based on how many relationship tags it appears in
-Disclaimer: This is not meant to comment on which ship is better and nor is anything listed supposed to prove something.
General Thoughts: With how much Spencer content I see on social media I expected Spencer x You to be at least third. Spommy was not a surprise, just didn't know it took up 50%+.
I swear Chanse's analytics mainly being Shayne is because of the Love is Blind episode.
Arasha is the first pie chart that actually doesn't have a significant lead over 2nd/3rd place.
-Amanda Lehan-Canto & Angela Giarratana version
-Shayne Topp version
-Ian Hecox version
#spencer agnew#chanse mccrary#arasha lalani#spommy#shaynse#arangela#courtrasha#smosh rpf#because shipping them is rpf yes#pie chart#data analytics#made 3 before Ao3 is temporarily down for maintenance or whatever tomorrow#had to take a pause on making stuff because i moved and had a minor injury at work#those two are separate it just sounds like a clause of events#i'll stop rambling now
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Just in time for valentines - My piece for the Little Treasures zine by 1701D Baker Street! I've always wanted to try my hand at the iconic photo of Brent getting his makeup done so here it is!
Pick the zine up here! https://1701dbakerstreet.gumroad.com/l/littletreasureszine
#data soong#data#tng#star trek tng#the iconic brent photo#brent spiner#artists on tumblr#star trek#trekkies#startrek tng#daforge#I like to imagine the extra hands are geordi helping him after maintenance
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i saw not one but TWO red tailed hawks on the roadside today. crucial news for yall.
#dagger chatter#birding adventures#idk if its bc im on data or bc of merlin’s maintenence but i couldnt use the step by step id?#but based on likely birds for today & my area im preeeetty sure thats what they were!!!
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re: the dreamliner incident today tho I gotta say the causal sequence required for 1) the glass cockpit to "blank out" and 2) this to result in an abrupt and violent loss of altitude which 3) turns out to be totally recoverable almost beggars belief. haven't heard of something like this short of catastrophic mechanical failure or some kinda fly-by-wire runaway trim situation (which.. if your fly-by-wire system has "blanked out"... idk boss)
#text#very curious to see what comes of the cvr and data recorder for this one#a different breed of problem from the MAX assembly line issues or united maintenance#been busy all day catching up on shit x_x#could be wishful thinking since im on a dreamliner in ~three weeks#like did my guy just bump the autopilot or what
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no
#fucufuucihfuckbxgkgufccguhccfuck#ramblings#i need to get my sekai dailies on data bc my parents locked my phone off the internet#but the servers are under maintenance im so cooked
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worlds first sentient supercomputer falls in love with its hardware IT worker because they have great cable management skills
#original characters#alexmey's art tag#reply with names for them/what i should tag this as#the maintenance worker is named data because even though i havent watched star trek i love that funny little robot guy
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I crave to create, but alas I am yet another victim to this mortal coil <- literally did statistical analysis for 4 hours with only one break to eat dinner
#and I have to go to bed eeeeeaaarrrllllllyyyy cause I have to go to work an hour earlllly tomorrow#cause fuck yall (work) I'm not staying late I will just chug an ungodly amount of caffeine and do this god damn 8 hour heat run#but hey: that means quiet morning where I can blast my music without anyone telling me no#only supervisor in the building is gonna be the maintenance supervisor and I know he isn't gonna care#I get an hour of (insert nu metal bands and whatever the fuck else here) and some god damn PEACE#or I will just listen to Flamingo on repeat for an hour idfk#oh wait I haven't listened to metallica or pink floyd in a while those are options too#W A I T#okay okay listen listen look my taste in music is divorced parents with an extra dash of divorced dad so hear me out right right#SEETHER--#*starts scream singing remedy at the top of my lungs*#okay anyway gn i'm so fucking sleep deprived lmao#data log: personal
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Czarina-VM, study of Microsoft tech stack history. Preview 1
Write down study notes about the evolution of MS-DOS, QuickBASIC (from IBM Cassette BASIC to the last officially Microsoft QBasic or some early Visual Basic), "Batch" Command-Prompt, PowerShell, Windows editions pathing from "2.11 for 386" to Windows "ME" (upgraded from a "98 SE" build though) with Windows "3.11 for Workgroups" and the other 9X ones in-between, Xenix, Microsoft Bob with Great Greetings expansion, a personalized mockup Win8 TUI animated flex box panel board and other historical (or relatively historical, with a few ground-realism & critical takes along the way) Microsoft matters here and a couple development demos + big tech opinions about Microsoft too along that studious pathway.
( Also, don't forget to link down the interactive-use sessions with 86box, DOSbox X & VirtualBox/VMware as video when it is indeed ready )
Yay for the four large tags below, and farewell.
#youtube#technology#retro computing#maskutchew#microsoft#big tech#providing constructive criticisms of both old and new Microsoft products and offering decent ethical developer consumer solutions#MVP deliveries spyware data privacy unethical policies and bad management really strikes the whole market down from all potential LTS gains#chatGPT buyout with Bing CoPilot integrations + Windows 8 Metro dashboard crashes being more examples of corporate failings#16-bit WineVDM & 32-bit Win32s community efforts showing the working class developers do better quality maintenance than current MS does
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(( despite being one of the less talky units , yellow three is the most welcome by the local neighbourhood because they used to work parttime as a delivery bot for some small restaurant before they got offlined.
Like, people dont know theres a sentient AI controlling them but ig the business owner knows theyre sentient somehow?
Also this is like subject to change ig
#[ out of circuits ]#[ data : yellow three ]#reds knifehand is too intimidating for most people#blue mostly does maintenance so she didnt get around to like building a public image lol
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I’ve seen a lot of systems where hope was the primary mechanism of data integrity. In systems like this, anything that happens off the golden path creates partial or dirty data. Dealing with this data in the future can become a nightmare. Just remember, your data will likely long outlive your codebase. Spend energy keeping it orderly and clean, it’ll pay off well in the long run.
20 Things I've Learned in my 20 Years as a Software Engineer - Simple Thread
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So, about the black box in The Bifrost Incident
I keep reading fic that includes the black box and describes it as like. a literal black box. which. is fine, and honestly I can't say much, since until a couple weeks ago I also pictured it like that, but now I know, so: fun fact! there's an actual thing in planes called a black box that records flight data.
there are usually two in a plane, one in the front that records cockpit audio and radio signals and one in the back that records things about the actual flight (airspeed, altitude, heading, etc). they're used to investigate plane crashes and other incidents
now do I think all descriptions/renditions of the blackbox should make it look like this?
yes, actually. get to it /j
#I just want people to acknowledge that this isn't some random sci-fi thing#this was prompted by an A/N on a fic that was like#'I say the black box is just some weird cube that got exposed to the bifrost because it was on the train'#and like#no!#why would Lyf be so chill about the existence of the black box as part of the investigation if that were the case?#also#fully aware that this is just about planes#but like#I feel like a train designed to go through a wormhole would definitely have something similar#and also trains do also have black boxes#discovered this info when I was rambling about the mechs to my family and described the black box#as a collection of the train's camera data and stuff#and my father and brother#(a previous aircraft maintenance worker and a vehicle enthusiast respectively)#they both went#oh a black box?#so yeah#also no hard feelings with this#I am simply cursed with this knowledge and now this bothers me so I figured I'd share#the mechanisms#the bifrost incident#lyfrassir edda#inspector lyf#the mechs#the black box#trains#the bifrost
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Them.
#anyway. i like when people make geordi doing maintenance on data into an intricate rituals thing.#emma watches star trek
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They had maintenance on our internet during the night but it's been dead ever since... greeeaaat.
#I've restarted everything several times. they are very dead.#i also liked the last error from the router. just gave an unknown error. very helpful.#i am getting very tired of the two companies involved with our internet honestly...#no info on the maintenance until it actually started too. and they dare claim the info has been there since last month#I've checked the site several times during that time frame... it wasn't there#very tiresome all of this... well at least i have an absolute ton of mobile data saved up...#ryder speaking
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youtube
Power Integrations: Digital Programmable Single Channel Gate Driver Boards
https://www.futureelectronics.com/m/power-integrations . Power Integrations’ 1SP0635 Digital programmable single-channel, plug-and-play gate driver boards feature telemetry data reporting for predictive maintenance and lifetime modelling. They enhance observability, control and reliability for applications like rail traction inverters, power grids and medium-voltage drives. https://youtu.be/GNa7ZipTEQE
#Power Integrations#Digital Programmable Gate Driver#Single-Channel Gate Driver#Telemetry Data#Predictive Maintenance#Lifetime Modelling#Rail Traction Inverters#Medium-Voltage Drives#Enhanced Observability#Youtube
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