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Big Data Meets Machine Learning: Exploring Advanced Data Science Applications
Introduction
The combination of Big Data and Machine Learning is changing industries and expanding opportunities in today's data-driven society. With the increase in data volumes and complexity, advanced data science is essential to converting this data into insights that can be put to use. Big Data's enormous potential combined with machine learning's capacity for prediction is transforming industries including healthcare, banking, and retail. This article examines how these technologies work together and provides examples of practical uses that show how Advanced Data Science can be used to tackle difficult problems.
How Big Data Enhances Machine Learning
1. Leveraging Massive Datasets for Model Accuracy
Big Data offers the enormous volumes of data required to build reliable models, and machine learning thrives on data. These datasets are tailored for machine learning algorithms thanks to advanced data science approaches including feature selection, dimensionality reduction, and data pretreatment. Businesses use this synergy to increase the accuracy of applications such as consumer segmentation, fraud detection, and personalized suggestions. Businesses can now find previously unattainable patterns because of the capacity to examine large datasets.
2. Real-Time Analytics with Streaming Data
Real-time analytics, made possible by the marriage of Big Data and Machine Learning, is revolutionary for sectors that need quick insights. Data scientists can process streaming data and quickly implement machine learning models with the help of sophisticated tools like Apache Kafka and Spark Streaming. This capacity is commonly used in industries such as logistics for delivery route optimization, healthcare for patient monitoring, and e-commerce for dynamic pricing. Data-driven and fast judgments are guaranteed by real-time data analytics.
3. Scalability and Distributed Learning
The scalability of big data and machine learning's requirement for processing power complement each other well. With the help of distributed frameworks like Hadoop and TensorFlow, data scientists can handle large datasets without sacrificing performance by training models across clusters. This scalability is advantageous for advanced data science applications, such as risk assessment in banking and predictive maintenance in manufacturing. Distributed learning guarantees that models can efficiently adjust to increasing data quantities.
Applications of Advanced Data Science in Big Data and Machine Learning
4. Predictive Analytics for Business Optimization
Businesses may anticipate future trends with the help of predictive analytics, which is fueled by big data and machine learning. Retailers utilize it to improve consumer experiences, optimize inventory, and estimate demand. It helps with portfolio management and credit rating in the financial industry. Organizations may keep ahead of market developments and make well-informed decisions by using past data to predict outcomes.
5. Personalized Customer Experiences
Highly customized consumer interactions are made possible by the combination of machine learning and big data. Sophisticated recommendation systems examine user behavior to make pertinent product or service recommendations using techniques like collaborative filtering and neural networks. This technology is used by online education providers, e-commerce companies, and streaming platforms to increase customer pleasure and engagement. Customization exemplifies how data-driven innovation can revolutionize an industry.
6. Fraud Detection and Security
One of the most important uses of advanced data science in the digital age is fraud detection. Machine learning algorithms can detect possible threats in real time by searching through massive databases for abnormalities and odd patterns. These models are used by cybersecurity companies and financial institutions to protect sensitive data and transactions. Across sectors, the combination of Big Data and Machine Learning improves security and reduces risk.
Conclusion
New horizons in advanced data science are being opened by the combination of big data and machine learning. Their combined potential revolutionizes how companies function and innovate, from real-time decision-making to predictive analytics. Gaining proficiency in these technologies and completing Advanced Data Science training programs are essential for those looking to take the lead in this field. Take part in the revolution influencing the direction of technology by enrolling in a program now to investigate the intersection of Big Data and Machine Learning.
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"Then I made faces like the faces on the rocks, and I twisted myself about like the twisted ones, and I lay down flat on the ground like the dead ones."
#the twisted ones#t kingfisher#arthur machen#folk horror#took me long enough to draw something macabre#i'm still learning but i kinda like it...#my art#digital art#thewhitepople#(skull's a wolf and not a deer because the book said it looked like the skull of a different bigger animal had been tied to the deer body)
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First page || Previous page || Next page
Start reading Episode 1
Dialogue transcripts:
Panel 1
Mina: Oh—I-I suppose I can speak first.
Panel 2
Mina: The first thing we learned was that Colonel Moran is quite unpopular with the dockworkers. They were all too eager to speak to us.
Irene: I distinctly remember the words, “I’d sell that donkey’s arse for a song.”
Jonathan: I hardly had to bribe them to get them talking!
Panel 3
Godfrey: Ah, quite… They said the Colonel left again only this morning, all in a rush with fresh supplies. Word has it his destination is a place called “Machen’s Cove.”
Arthur. I’ve not heard of it, but it doesn’t seem suspicious in itself… Any luck on your part, Quincey?
Panel 4
Quincey: Well, I chatted up this fella named…Quartermain, I think it was. Said this Moran’s been on a lot of trips in that tub of his, but hasn’t bragged about bagging anything in ages.
Panel 5
Quincey: ‘Bout as long as these attacks have been cropping up, in fact. And he ain’t one for humility.
Panel 6
Jonathan: Always in the monster’s wake—could he be hunting it?
Mina: He could be hoping to corner the creature in the cove!
Panel 7
Quincey: Sounds like it’s time to give that Nemo-phone a try.
Jack: The what!?
#lxgf#lxgf episode 2#story updates#lxgf mina harker#lxgf jonathan harker#lxgf irene norton#lxgf godfrey norton#lxgf arthur holmwood#lxgf quincey morris#lxgf jack seward
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Midnight Pals: The White Powder that Makes you into a goo
Arthur Machen: Submitted for the approval of the Midnight Society, I call this the tale of the white powder Machen: it's about this white powder that turns you into a big blob of goo Barker: haha oh man i hate when that happens Barker: hahaha- oh Barker: oh shit i'm sorry Lor Gislason: bloop bloop i'm sitting right here
Machen: so there's this law student who's studying way too hard and he's just exhausted Machen: so he gets this white power that's supposed to give him more energy Barker: sound familiar steve? Stephen King: i don't really like to talk about that
Machen: the doctor prescribes this white powder that gives you energy Machen: but the chemist messes up Machen: and gives him the white powder that turns you into goo
King: so instead of getting the white powder that gives you energy he gets the white powder that turns you into goo? King: that seems like a pretty major mistake Machen: yeah its not ideal
Machen: now there's a thing about this white powder that turns you into goo Barker: oh yeah? is there? Barker: if you could describe the white powder that turns you into goo in a single word Barker: what would that word be? Machen: hmm well let me think Barker: c'mon just say it Barker: you know you want to
Machen: i guess if i had to describe the white powder that turns you into goo with just a single word Barker: oh god he's going to say it Machen: i think that word would be Barker: here we go Machen: queer Barker: ah ha ha! he said it! Barker: the absolute madman!
Machen: it's just a very queer sort of powder Barker: ahahaha he said it! Machen: i don't see what's so funny Machen: i'm just accurately describing the powder King: it's nothing Arthur, just ignore him King: finish your story
Machen: so they take the white powder and analyze it Machen: and it turns out Machen: that it was actually not medicine at all Machen: they accidentally gave the guy the vinum sabbati that they use for satanic mass Machen: it's a real whoopsie doodle
King: so he was actually taking vinum sabbati instead? that explains it Barker: does it steve? does it explain it? King: oh yeah everyone knows that vinum sabbati separates your spiritual higher self from your corporeal sludge Barker: King: it's like that star trek tng episode Barker: what Poe: oh yeah, skin of evil King: that's the one
Koontz: so vinum sabbati turns you into a goo? King: that's right Koontz: is that what happened to lor King: dean! you can't just say that! King: it's very rude Gislason: bloop bloop yeah no that's what happened
Barker: i think if there's one lesson to be learned here Barker: its that, given the chance Barker: i would definitely take the white powder that turns you into a goo Barker: i think i speak for everyone here
Poe: oh i don't know about that clive Koontz: i wanna be a goo too! Poe: you don't know what we're talking about dean
Fitz James O'Brien: so i hear you're in the market for the white powder that turns you into a goo O'Brien: i can get you some of the white powder that turns you into a goo O'Brien: if you're cool Barker: oh yeah yeah we're cool King: do you have any other kinds of white powder
Poe: steve King: i mean no no you're right that's all behind me King: stay strong steve stay strong!
#midnight pals#the midnight society#midnight society#stephen king#clive barker#edgar allan poe#dean koontz#lor gislason#fitz james o'brien#arthur machen
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Are you ready for mistress Ultimate Sissy boy/girl Training and eager to serve me, I will be embarking the journey of choosing sissy panties, choosing breast forms, picking women's undergarments, how to create cleavage,include crossdressing, transgender and. overcome obstacles in your daily sissy life as well as some sissy affirmations to help you train your subconscious mind and transform you at a much deeper level, training guide also includes close to 200 sissy assignments which include shopping assignments, humiliation assignments, X-rated assignments, sissy maid assignments and more, guide will not only have you learning tons but also having tons of fun, sincerely hope that you enjoy it and I look forward to seeing you now send messages me now on your training and don’t be shy or pretend me you Mistress kwolfrider…... Being in charge of your mistress sissy-maid-slave and could make your life so much easier. And supremacist, a naturally born dominate bitch and have you domineering streak loitering just beneath your vanilla facade, training you as my sissy , many advantages.
Bist du bereit für das ultimative Sissy-Boy/Girl-Training für Herrin und begierig darauf, mir zu dienen? Ich werde mich auf die Reise begeben, Sissy-Höschen und Brustprothesen auszusuchen, Damenunterwäsche auszusuchen, ein Dekolleté zu kreieren, Cross-Dressing und Transgender einzubeziehen usw. Überwinde Hindernisse in deinem täglichen Sissy-Leben sowie einige Sissy-Affirmationen, die dir helfen, dein Unterbewusstsein zu trainieren und dich auf einer viel tieferen Ebene zu verwandeln. Der Trainingsleitfaden enthält außerdem fast 200 Sissy-Aufgaben, darunter Einkaufsaufgaben, Demütigungsaufgaben, X-Rated-Aufgaben, Sissy-Maid-Aufgaben und mehr. Durch den Leitfaden wirst du nicht nur eine Menge lernen, sondern auch eine Menge Spaß haben. Ich hoffe aufrichtig, dass er dir gefällt und freue mich darauf, dich jetzt zu sehen. Schick mir jetzt Nachrichten zu deinem Training und sei nicht schüchtern und tu nicht so, als wärst du Herrin Kwolfrider … Die Verantwortung für deine Herrin-Sissy-Maid-Sklavin zu übernehmen, könnte dein Leben so viel einfacher machen. Und Suprematist, eine von Natur aus dominante Schlampe, und du hast eine dominante Ader, die direkt unter deiner Vanille-Fassade lauert, und trainierst dich als meine Sissy, viele Vorteile.
#abdllove#abdllittle#abdll#abdlgermany#abdldaddy#abdlcouple#abdlclothing#abdlcanada#abdlbabygirl#abdlbabyboy#ab dl diaper#ab dl lifestyle#abdlmommy#abdlsissy#abdluk#humiliated sissy#feminine sissy#faggot sissy#beta sissy#ab/dl sissy#humiliation sissy#panty sissy#sissy caged#sissy cd#sissy crossdresser#sissy domination#sissy ferminization#sissy for bbc#sissy tasks#sissylover
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Lucie bekam erst vor zwei Tagen den Hintern versohlt. Trotzdem war sie jetzt wieder ungezogen und muss bestraft werden. Manche Mädchen werden es nie lernen. Was soll man da nur machen?
Lucie got her ass spanked just two days ago. Nevertheless, she has now been naughty again and must be punished.
Some girls will never learn.
What should you do there?
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ok here's a question about german - sometimes i see german "real-world" text and it has all these little contractions like geht's. is there an official list of them? are they only written or also spoken? is there a sort of rule to using them, like they're only informal, or does everyone use them? thanks! :))))
hi! this answer might be a little disappointing for now but I didn't want to leave you hanging for too long!
It's a very good question!
There's two main types of contractions in standard german that come to mind:
1. Contracting "es"
mainly in spoken language and informal written communication
-> Wie geht's? Was gibt's? Weißt du's? Wir machen's für 20€.
Interestingly, that the duden has recently decreed that the apostrophe is not obligatory! For "Wie geht's" and "Was gibt's" it's also important to note that merely splitting it up again is not grammatical in most cases (though in dialects and certain registers it may work)! The former comes from "Wie geht es dir?", the latter from "Was gibt es Neues?"
2. Contraction of preposition and article (ex.: zur, am, beim, …)
both in informal and formal contexts some contractions are obligatory, some optional, some forbidden in certain context as might be apparent, this is a very complex topic. I'll post about it soon-ish, it'll take some time to find the right resources and put it in words
There are lists for the contraction of preposition and article, but it's important to know the rules beyond the contractions themselves (typical case of not learning vocab in a vacuum) I'll add one to the post i'll make though!
If you've seen another type of contraction, do let me know! These are the only ones I could think of right now
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Wer aufhört, Fehler zu machen, lernt nichts mehr dazu.
If you stop making mistakes, you no longer learn.
Theodor Fontane (1819 – 1898), German writer
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They say, in the end, “history is destiny.” A recent trip to the supermarket reminded me just how true this is.
I am the daughter of German Jewish immigrants who proudly embraced their new, foreign land when they arrived in New York in 1946. My grandmother, Frau Becker, from Leipzig, Germany, traveled by ship with her family in the aftermath of World War II. She arrived with little more than the clothes on her back — and a few treasured artifacts to remind her of home, including a trove of recipes. One of which, penned in a careful German cursive script, was for spaetzle.
Spaetzle, a type of small noodle or dumpling made with fresh eggs, was always accorded a special place at my grandmother’s rectangular wooden table. The preparation of food was such a pre-eminent event in our family, and she made it from scratch, stretched out on a white linen cloth. My mother told me:
“Deine Oma wird jetzt spätzle Machen. Schau dir an, wie sie es macht, damit du weiBt, wie.” (Your grandmother is going to make spaetzle now. Look at how she makes it so that you know how.)
“Bestimmt” (certainly) I replied, although my 8-year-old mind was more focused on the annoying antics of a young male cousin who was taking the head off my Barbie doll.
I watched my grandmother roll out the spaetzle dough so that it was approximately a half-inch thick, switching seamlessly between French and German as she instructed her children to pay attention to her efforts so that, someday, the dish could be replicated for future generations. Spaetzle was often accompanied by bratwurst or wienerschnitzel, and the adults all drank schnapps with the meal. For a family who’d had more than their share of hardships — my mother and her siblings had hidden in convents, monasteries and farms in the French countryside while most of their extended family perished in the Holocaust – sharing food was a unifying force. But it was mostly German cuisine. As a young child, I craved the things I saw my American counterparts eating: hamburgers, pizza, hot dogs, though none of these ever passed through our doors.
Once I left home for college, my German heritage took a backseat to my burgeoning American identity. While I occasionally found myself thinking in my family’s native tongue, it wasn’t until my late 20s that I accepted that one could not escape one’s history. That despite my attempts to become as American as apple pie, my German roots had shaped me into someone else. And no one represented those roots more than my grandmother.
By this time, my grandmother had passed away from cancer at age 81, surrounded by her family in Los Angeles. Shortly after her death, my cousin sent me a selection of photos of her. Studying them provoked a sudden urge to learn more about her. Through stories, my mother taught me of her lively intelligence and humble demeanor. That, among her many virtues, she was well-known as an excellent cook.
On a recent trip to the supermarket, history clapped back at me when my eye alighted on a box of spaetzle in the pasta aisle. With an emotional jolt, I realized that I hadn’t thought about it since I left home for college at 19. I purchased the box, but on the ride home I suddenly heard my grandmother’s accented voice reminding me that real spaetzle is a dish you make yourself.
Once home, I put the box in the cupboard with a guilty conscience, and began to look for my grandmother’s old recipe, lettered in her German cursive script. The ingredients were simple enough: flour, egg and a bit of milk mixed into a pancake-batter-like consistency. Dropping little lumps of the batter into some salted boiling water then ensued. When the lumps finally took form, plumping up into particulate morsels, I drained off the hot water, forcing myself to wait for them to cool before digging in. The first bite reconnected me to my childhood — to the tastes of my bubbe’s kitchen, and the sounds of immigrants talking in their native languages, their home a refuge in this strange, new land.
The box of spaetzle I bought, which I know I will never use, still sits high upon a kitchen shelf, recalling the architecture of a former life. It reminds me that each of us is knit of an infinite fabric of previous histories; that I cannot separate my identity from my past, but can reside happily in my European and American worlds. When my son nearly trips on a street curb while alighting from our car, the word “Vorsichtig!” (Watch out!) suddenly issues from my throat. I tell him my own stories about the great-grandmother he never knew, who poured love and soul into her food, so that her story is not forgotten. The word “spaetzle” is now a part of his vocabulary, and one day he will make that delicacy, with his bubbe’s blessing, on his own.
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happy sts!
i see in your intro post that you have created seven conlangs, would you like to yap about them?
writblr: @vsnotresponding
YES YES YES YES YES YES. YOU WILL REGRET THIS.
The first I'll talk about is Akrausian, and I'll probably only mention two in this post so I can go into great detail >:3 Akrausian is the language of a very military society, Akraus, which is at the base of the mountain that Morkus is on top of, and the two are essentially opposites.
Akrausian is about simplicity and practicality, so it helpfully has no tenses and no genders. On the plus side, this it's way easier to learn, so once you've got afsie/tosie/tohrsie (they/them/theirs), eisie/mouchsie/wirsie (you, me, we), and tiesie (it), you're good to go, pronoun wise! Tense wise, it's all in the present tense, so a sentence for the past would probably be (directly) translated something like "Yesterday, we are having tea" or so forth.
Types of words often have patterns to be easily recognisable; pronouns have the -sie suffix, connectives have the -ai suffix (uai (and), wiai (as), for example); verbs have the -en suffix (machen, tomitten, stamachen | stab, cut, stop) and so forth.
Of course, it's not all easy. Akrausian has three layers; the format in which I've been sharing words so far, or the council format, where words are said in full; the standard/military format, and the Oh Fuck You're In Trouble Now format (I need a real name for this that's not that. I was thinking the command format, but that then implies other formats can't be a command...).
Take stamachen, for example: in council format, the word for stop takes its full form; in standard/military format, it becomes stamach; in [command] format, it becomes sta.
The idea of this is then that the level of urgency is imbued into the word. The time needed to say it is decreased based on the urgency the situation requires; if someone shouted sta!, a lot of people would freeze immediately.
For hautikos, which is a less easily chopped up word: in council format, it has its full form; in standard/military format, it becomes hautkos; in [command] format, it becomes hotkis (the vowels being shortened rather than syllables being removed).
If you wanted to go them!, the word tosie: its full form in council format; in standard/military format, it becomes toos, in [command] format it can be toss or tis depending on accent. (The original word is pronounced with an o sound like saying "oh".)
I actually designed Akrausian for in-story use, which means that the order in which words were created is really fucking funny, because you get words like niuros (whore), haustikos (pet), skoten (kill), akstummen (maim), machen (stab), and tomitten (cut). Incredible set of first words.
...Maybe I don't have room to talk about Morkan. Someone send me an ask talking about Morkan. I yearn to talk about Morkan.
#storyteller saturday#conlangs#constructed language#writer#writeblr#writers on tumblr#writing#writer stuff#ask game#ask tag#akrausian#akraus#LCU#twix conlang tag
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One of the most Iconic moment in sport history.
Cassius Marcellus Clay Jr on June 18th 1963 in London survived a fourth round Knocked down against Britain's Henry Cooper on the way to 19 successive victories and at age of 22 years earned a shot at World Heavyweight boxing title held by Sonny Liston.
On the night of February 25th 1964 in Miami Beach Florida USA
Young and energetic Cassius Marcellus Clay Jr stunned the World flattered, shattered and battered Sonny Liston intimidating credential.
September 14th 1964 Cassius Marcellus Clay Jr announced that he had been converted to the Black Muslim Faith hence forth be known as Muhammad Ali and same day he was stripped of his WBA Heavy Weight boxing title because he signed return bout with Sonny Liston instead of meeting Ernie Terrell No 1 contender for WBA Heavyweight boxing title.
The Vacant WBA Heavyweight boxing title was won by Ernie Terrell that defeated Eddie Machen in Chicago in the of March 5th 1965.
Muhammad Ali defended his World Heavyweight boxing title first time against former World Heavyweight Champion Sonny Liston the famous Championship fight took place at Lewiston Maine USA, May 25th 1965.
An extra -ordinary and dramatic boxing match defending Champion Muhammad Ali in early first round successfully delivered three solid hard punches but boxing fans at ringside did not see the third blow.
The combined speed and accuracy of the blow generated enough power to lifted Sonny Liston left foot which most of his weight was placed down fell to the canvas.
The boxing fans that came for the boxing show was busy at gate to bought the tickets but surprised announcement reached the gate the Championship fight is over.
Muhammad Ali after little more than a minute of the first round demanded that "Ugly Bear " Liston to climbed off the canvas.
Cried fake fake roused from Crowd.
After the epic Championship fight defending Champion Muhammad Ali christened his amazing Knockout blow as secret of "Anchor Punch" so fast, can't see it.
Ali claimed he was taught by Stepin Fetchit his how to delivered anchor punch and Stepin Fetchit learned it from boxing legend Jack Johnson the first Black fighter to ever captured coveted World Heavyweight boxing title on December 26th 1908 in Australia.
After the Championship former World Heavyweight boxing Champion Sonny Liston Commented" I got a fast shuttle".
Muhammad Ali Commented" I told you I had a big surprise in store for the fight, Sonny Liston went down in a minute sooner than expected, if I said wouldn't Knockout Sonny Liston in 1 minute 49 second of the first round that would hurt the gate ".
The smallest Crowd in modern Heavyweight Championship fight in history of boxing was 2,434 spectators that night witnessed first round Knocked out of Sonny Liston.
Muhammad Ali provided a truly unforgettable memorable night in history of boxing.
Muhammad Ali koed Sonny Liston and created his Iconic photo.
Sonny Liston was meanest, explosive, stronger and baddest Heavyweight Champion ever.
Having 15 inch diameter wide fist stopped prime Floyd Patterson consecutively in the first round in an Heavyweight Championship fight.
Sonny Liston fought in the 60s Era which was the best golden age in history of boxing.
Most feared Sonny Liston was he truly took a dive or Muhammad Ali phantom punch really stopped Sonny Liston in the first round?
#mohammed ali#cassius clay#sonny liston#boxing#fight club#fighting#1960s aesthetic#1960s history#1960s#60s aesthetic#60s#60s vintage#60s icons#60s 70s 80s 90s#vibes#good vibes#lifestyle#style#aes#aesthetic#aesthetics#mood
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Hello korekiyo
Have you ever been to Germany/ learned German before.
Learning German at the moment and wanted to see if anyone else has or is. I think it's going well
Du bist sehr schön tshuss.
Das machen Sie gut, aber achten Sie darauf, Akzente zu setzen und gegebenenfalls auch andere Akzente zu setzen.
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Fake Lovers
Your are the singer of a band and a ‘rival’ of Tokio Hotel. The fans loved when you guy interact with each other. So the company make you fake date someone!
Part one
Georg listing x Black reader
Have fun love<3 - bc its not pr. I wrote in at 3 am. Didn't have time(:
I am a part of a girl band from the US. I have been singing since I was a little kid. At a church and school, I would be in a choir. I met my best friends in high school. Nia the drummer, Jade the basses and Alex played the guitar. We all had a love for music and from then, it was history.
Alex wanted to post a song that we had been working on for the longest. The next day the girls all woke me up, telling me that the song bowled up on YouTube. I never thought it would happen but now look at us. We made something of ourselves. Going on interviews and meeting up with big names.
We had a tour in Europe, surprisingly we had a big fan base over there. Nia, Jade, and I we’re in our practice room, thinking of more outfits for the upcoming show in a few days. “Hey, guys!” Alex came into the room with our drink she went out to get. “Hey babe,” I said with a smile. “So I was thinking, we can do a song for the stage broke.” are heads all turned to the left.
“Okay listen, there's a band here called... Tokio Hotel” “Oh yeah, I heard of them,” Nia said. She has always been the quiet type. The things that came out of her mouth surprised us at times but she kept us on task. “They are a really big group here. Girls are in love with them” Nia added. “They are not bad looking” We looked to see Jade on her phone looking them up.
“Well, I was thinking we can do one of their songs when we hit Germany” “That sounds good but girl... I will have to learn it in like 2 weeks. I know German but it's Arsch”. It was a really good idea, but I didn't want to fuck up anything. “I can help you G, you forget am half germen. I speak it at home,” Nia said. “I know, but people already hate me because am black. I don't want to give them another reason.”
“G, we will all help you, we have 2 weeks. You got this, We got this” Alex told me, All I did was shake my head. For the days leading up to the preforms, we would do a concert and after I would spend m. In my time with Nia, I learned the lyrics to the song Durch Den Monsun.
Now the two weeks are up and it was time to sing. Walking out on stage, we have seen so many people. Signs with our names and faces on them. They were so sweet and amazing.
Now is the time “Wie fühlen wir uns heute Abend? Ich weiß, wir sollten Pause machen. Ich wollte euch etwas zeigen. Bereit Mädels?” (How are we feeling tonight? I know we should be on break but I wanted to show you guys something. Ready girls?)
The guys gave me a head nod and we started on the song. It was 3 seconds into the song and the crowd is going wild. I could remember a thing after that. Now am back in the hotel room lying down. “You know you did amazing, you got all the words right” We stayed in two hotel rooms. I got the share with Nia. “Thanks, babe”
“G, wake up. Addy needs to talk to us” Nia told me “Girl what time is it?” “7 a.m., come on and get dressed, I have to go wake the other girls.” “Is everything okay?” “I don’t know. She told us to meet her downstairs in an hour or so. She told us to dress like ourselves. So go in the shower first, it takes you forever to do your hair” I laughed while she was walking to the next door.
We all met up in Nia and I's room to just do some finishing touches on our look. We all have a different look. Jade, Alex, Nia, and I all wore the same shirt differently but had the same dark blue jeans. I had washed my hair and it ended up in a curled-up afro which I loved. I had made my shirt into a high crop top so you could still see our band name and the dark blue jeans high-waisted.
We got downstairs to see Addy waiting for us. “Good morning my loves. I want to meet you guys to some people!” “Addy I know you are the manager and all but I might have to kill you if you try to wake us up again this early?” Alex said. “I got you guys food” “Okay I love you again” Alex added. “So what's up,” I asked
“Tokio Hotel saw your guys perform last night and they wanted to meet you, in person,” She said with a smile on her face. “Wait are you for really!” “Yes I am, and we have to meet this in 3 hours. The place is an hour away and I want you all awake so we will drive there. Get more food and meet up with them. Okay” “Yes” we added at the same time
“Let us get this shit on the road. Am want to sleep in the car” Alex had always been the outgoing one. Always speaking her mind and not caring. Jade was that way too but she had a filter. The car ride was okay. We called for a bit until Alex went to sleep. We stopped and ate and 15 minutes later we were at a company building. The man who was driving told us we had to go through the back, due to the fans.
Even going through the back there was still fans everywhere. All I could think was that this group made it far. Each of us had a security guard by our side until we got into the building and into the room we were supposed to be in. Addy opened the door, she was greeted by a man who I assumed was their manager. They chatted for a few seconds then he looked at us.
“It is so nice to finally meet your girls. My name is Max and am the boy's mangers.” “Hello, Max” “Hi” we each said. “Max can you give the girls a run down for today” “Oh yes, I know it's one of your breaks from your show and I premises you girls can all sleep in Tom-” All I was thinking at this time was just sleep. “You and the boys will have an hour to yourself. No cameras, no pictures, nothing. Just getting to know each other.” He looked down had his right wrist “Then in about, an hour and a half now. We will have you guys take group pictures together. Everyone in Germany loves you guys here and why not have two big groups show some love to the people but give them what they want? Yeah!”
The girls and I looked at each other “Excuse me, sir, what do you mean?” Nia was saying what we all were thinking. “The people want to see the group interact with one another. Is that fine with you guys?” Just nodding our heads yes. “All right, follow me!” He took us to a room, from the outside we could hear voices.
He knocked on the door. “Boys there here” He opened the door. The girls and I looked at each other. “So who’s going in first?” I asked “I say you G, You are a singer” “Yeah, G” “ What the fuck, why.?” You are the face of the group. Now go show your face first” I walked in with a fake smile on my face. The first person I see he a tall, guy with long brown hair. His smile was to die for and I only looked for 3 seconds before taking my eyes off him.
The rest of the girls followed right next to me in a line. “Now I want you all to mix in with each other. Bill, Tom, Georg, and Gustav. Meet G, Jade, Alex and Nia. We will see you all in an hour” I looked around the room, It was like an office space. A big round table that fit all 8 of us. Everyone got into a spot with a person we didn’t know. The brown-haired boy sat on the right of me.
“Am Bill!” He had the biggest smile on his face and his hair was as big as mine. He sat on my left “I always wanted to meet you all. You guys are amazing!” He finished “So are you! Your voice is beautiful by the way” I feel like I could talk to him for days without getting bored. “Do you only go by G?” “Yeah it is a stage name. And It is easier to say for people”
It took a while but everyone started talking to one another. It felt so good being about the talk to people who have the same passion that you do. We related to each other, not even an hour later and it felt like we had been friends for over years. Less than an hour.
I found out his name, Georg. He was talking to Jade about the animal when she brought up my name. “Oh G loves animals, She has like 5 dogs. Right G?” “Oh what's their name?” Georg had asked me. “Princess, Prince, Zoey and Zion. I only have 4.” I laughed, he was looking at me the whole time I was talking or anytime we talked. He would always be the one asking me questions. I just felt so open with him, I didn't know how to act. He made me feel somewhat. A safe way but I didn’t know if I wanted to get too close, just to keep out of making a fool of myself.
Right when I finished laughing with Georg the door opened. We didn't stop talking, we were all having a good time. “Okay guys, It's time to go,” Addy told us “It's off the the shot. Now would you all like to take different cars or take the bus?” Max asked. “We will take the same bus, I have so much to ask Alex” Bill and Alex were talking the whole time. They seem like they would become best friends by the end of the day.
I made sure everyone got a chance to walk out the door before I did. Georg stayed behind me. “You can go first,” I told him “No it's fine, please go first” “I really hope we aren't gonna fight about this” “We are not, because you will be going first” I walked out signing. I walked out to see Max and Addy waiting for us. We walked ahead of them. I looked behind me to see them talking, I tried to listen but I could hear nothing with Alex and Bill talking loudly.
We went through the first to get to the bus. There were fans everywhere. Since Georg and I stayed behind a little, we ended a stuck. With people trying to get on the bus. “Hold my hand, I will push us through this,” He told me and I told his hand and made it on the bus, safely.
I hoped you like it!
#tokio hotel#tokio hotel imagine#bill kaulitz#tom kaulitz#georg listing#gustav schäfer#tokio hotel x reader#tokio hotel x black reader#bill kaulitz x reader#tom kaulitz x reader#georg listing x reader#georg listing x black reader#gustav schafer x reader#black reader#poc#x black fem reader
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Noah Temel: a hero in need of savior
— how a seemingly unfit song tells us everything we need to know about the boy that cried in an abandoned bed
Schloss Einstein spielt Nice to Meet Ya am Anfang des neuen Schuljahres, 99 Luftballons auf Joshis Geburtstag und Until I Found You wahrscheinlich, wenn sich zwei Charaktere endlich finden und verlieben. Sprich, das Team scheint sich also zumindest minimale Gedanken zu machen, welche Songs sie in welchen Szenen spielen. Aber wenn man sich das erste Mal die Lyrics zu “Hero” anschaut, macht der Song in der Colin Abgangs und Noahs Breakdown Szene wohl absolut gar keinen Sinn. Zumindest nicht, wenn man nicht wieder zu viel rein interpretiert. Und genau das machen wir einfach mal.
Ich hab irgendwie zwei Wege gefunden, das Lied mit den Szenen für mich zu interpretieren, also präsentiere ich einfach mal beide (siehe den hoffentlichen post nach diesem, für die zweite Version). Falls irgendwer andere Interpretationsmöglichkeiten hat, please do share!!
“He never ever saw it coming at all”
The song starts the way the story of Noah and Colin ends, with Noah not having seen coming that Colin would leave, that it has never been an option before. It is as surprising to us as it is to Noah that Colin is actually serious about having packed all of his bags and booking a ticket out of here. Even if Noah clearly told Colin to go, he never saw it coming that he actually would.
We can see this after Colin has already left and Noah is crying in an abandoned bed because suddenly it all becomes real that there is nothing left of his friend. He seems ignorant and uncaring when Joel first approaches him but then literally minutes later, realization seems to hit that this is now officially over. And Noah didn’t see it coming.
“It’s alright, it’s alright, it’s alright.”
But it is alright, no? So what if Colin leaves, what if he actually never comes back, what is it to Noah? Colin was just one other person in his life and it wasn’t like they knew each other for long. Surely Colin leaving would not affect Noah much, surely it wouldn’t hurt. He assures himself in his mind, that everything will be alright.
“Hey open wide, here comes original sin.”
Original Sin in Christianity is a term used for something that happens unfairly to the people, that people are born with and therefore, have no control over. Because Noah prides himself with thinking that everything is alright when it isn’t because he gets to firsthand experience that Colin leaving is not alright and it’s unfair that it was Noah's own pride that pushed him to leave. Noah is widely met with the impact of Colin leaving, even if it was supposed to be alright, even if it was supposed to not matter. It is just something that happens to him, the sadness and the guilt that comes with it all.
The second “It’s alright”
The singer sings it with a somewhat different tune. It sounds more doubtful. Because maybe after all, Noah slowly starts to realize that it actually isn’t alright. Because now the feeling of indescribable sadness has hit him and he can’t help but cry. This is one of the few times Noah has absolutely no control over his feelings. The first time being when he screamed at Colin that he wouldn’t care if he left. Because Noah has probably learned to keep his emotions in check but there comes times where it all breaks down; where he breaks down. And we get to see that point in this scene, we get to see when it stops being alright even if he tries to convince himself that it is.
“No one’s got it all”
This is when realization starts to hit. Perhaps love was never meant for Noah. Perhaps love was just always one of those things Noah convinced himself he will never have. Only now, that realization hurts but it’s just the way it’s supposed to be because after all, he cannot have everything. Perhaps there once was a moment when Noah thought that after everything, love was something he did deserve because how come Colin could love him despite all the rejections? But then he leaves and that feeling is gone again because perhaps Noah was just never meant for love, perhaps some people just aren’t and they have no control over it.
“And the T.Vs try to r*pe us and I guess they’re succeeding”
The TV, the media and everything on it is trying to destroy us because what we see most on the TV or in the media, what we grow up as children is mostly romance. It’s the most popular media genre, the most generic, the most accessible because it exists for everyone. This love and the portrayal of it is trying to destroy Noah. Why? Because it convinces him that he is worthy of it. Love is always on TV, it is always accessible and it is mostly happy but Noah didn’t grow up with that happy love.
“Now we’re going to these meetings but we’re not doin’ any meetin’. And we’re trying to be faithful but we’re cheatin’, cheatin’, cheatin’.”
Noah's parents separated, we know that and we know that it has somewhat of a huge impact on him because even if he grew up on happy love in the media, it wasn’t what was shown to him in real life. The repetition of “cheating” and the word in the song growing more and more quiet, sounding more defeated with each time said, could also connect to the fact that Noah has just really truly given up now.
He lays in a bed that isn’t his, that’s supposed to belong to the boy that likes him, the boy that made him feel normal and he doesn’t feel normal at all. He doesn’t feel welcome, he doesn’t feel happy, he is right back where he started; being pushed away to a place he never wanted to be in because of what his parents did. Because it’s no use. He had happiness and he had a friend and still, he lost it. Noah tried to pretend everything was normal, was alright only for it to break down on him.
“I’m the hero of the story, don’t need to be saved.”
Another popular trope in the media and on TV is the story of the hero, as well as the story of the damsel. It’s always the hurt one that gets saved, always the sad one that needs help and Noah realizes he is sad and something within him is broken because of everything that has happened to him but he doesn’t want anything to do with it. He doesn’t want to confront the part of him that is in distress because he has convinced himself that he is the Hero of the story and the Hero is never the one to be saved. Noah doesn’t need anything. He doesn’t want anything. But still, the line repeats four times, followed by “It’s alright. No one’s got it all.” because maybe, even if he has convinced himself he doesn’t need love, that there is nothing wrong if he does not have love in his life, maybe, after all, it is what he wants.
Because he does cry in Colins bed, in the bed of the boy that tried to help him, tried to perhaps even save him, and that has to mean something, right?
see here: the nolin way of interpreting the song
#schloss einstein#noah temel#i live to see the day where this boy is happy and can accept love for himself#music theory#wrote my heart out with this one and the SE team probably picked the first sad sounding song they found
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I leave for Germany in a week to see Rammstein in Gelsenkirchen and I'm SO excited. I've been learning german for a few months now, and will be staying with a german friend, who I've been chatting with in german, so hopefully language won't pose a huge issue.
But I've also never flown by myself before or have ever been in Europe. In fact, I haven't travelled out of the country by plane since 2015. I'm only gone for a week but am just buzzed for it!
Auf jeden Fall bin ich ehrlich sehr aufgeregt! Werde manche Updates machen :)
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Well. I have now read the entirety of The Beetle. An exercise in incredulity if nothing else. Would I recommend this book to anyone. Yes, of course. As an example of victorian popular literature it is a stellar example of how to gather all the popular tropes into a trenchcoat and sell it as a book, a veritable treasure chest for literary analysis from the colonial, to gender to class anxieties.
As a good piece of literature. Absolutely not. From the way the plot never seems to kick in, to the way the villains motives are never actually explained, to the way the characters have barely any agency in their own story, The Beetle somehow manages to fall on its face on every conceivable way as both mystery, horror and action story. The Beetle truly is a masterclass in how to take a genre and then not utilise the aspects that fans of that genre would enjoy. We have a detective who doesn’t do any detecting. We have a monster who is killed off-screen in a public transportation accident. We have a group of “heroes” who fail to save anyone or do anything meaningful for the entirity of the novel. We are even teased a love triangle that doesn’t affect the plot, go anywhere, or impact the characters in anyway. If there is a story buried underneath all the “look what’s happening now” I failed to see it. The Michael Bay movie of victorian novels, the Beetle feels like watching a trailer for the newest marvel movie. There is a beetle! There is a damsel in distress! There’s a foreign cult! There are heroes! Is there a plot, or themes, or any emotional hooks? Go fuck yourself!
The Beetle doesn’t bring anything new to the table, but it does use the familar tropes in an exemplary unimaginative and unnuanced way. Egyptian oriantelism is rampant in victorian literarture and there are writers who have done much more interesting things with it. Even Stoker’s frankly not great The Jewel of the Seven Stars brings much more interesting version of the “ancient egyptian dead woman hypnotising british people”, while Machens Great God Pan manages to handle the “evil woman orgies hosted by shape-shifting half-human” with much more terror by not overusing the shock value.
The Beetle has a certain...dare I say Harry Potter-esque approach to being inherently mean-spirited and leaning on caricatures in its descriptions of caharcters, simplistic in its approach to evil, and fully confident that the reader will root for the heroes because they are “the heroes”.
In conclusion, am I glad that tumblr convinced me to read the Beetle? Absolutely. I am always in process of expanding my Gothic lit knowledge and for better or worse, the Beetle was the novel that outsold Dracula for a time, and therefore valuable for learning more about victorian era sensational lit. If I would actually ever get a professorship in an university, I would absolutely make a course about popular trends in victorian literature and then assign The Beetle as one of the non-negotiable essay topics. Why?
Because it would be INCREDIBLY funny and I think everyone in higher education should suffer a little bit more.
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