#Big data - Introduction

[juliebowie]

Introduction to Big Data: Understanding the Fundamentals

In an era dominated by digital transformation, the term “Big Data” has become ubiquitous, symbolizing a seismic shift in how organizations collect, process, and utilize vast amounts of information. From enhancing business strategies to driving innovation across various sectors, Big Data has proven to be a cornerstone of the modern technological landscape.

This blog delves into the essence of Big Data, exploring its fundamentals, characteristics, sources, technologies, and applications, and concludes with an invitation to elevate your Data Science skills through Pickl.AI’s Data Science course.

Introduction

Big Data represents a paradigm shift in the way data is harnessed and leveraged for insights. Traditional data management techniques fall short in handling the volume, velocity, and variety of data generated in today’s interconnected world. Understanding Big Data is crucial for anyone aiming to thrive in a data-driven environment.

Definition of Big Data

Big Data refers to the massive, complex datasets that are beyond the capabilities of traditional data processing tools to manage and analyze. It encompasses data that is not only large in size but also varied in type and generated at an unprecedented speed. The defining characteristics of Big Data, often referred to as the three Vs — Volume, Velocity, and Variety — help in understanding its scope and challenges.

Volume: Refers to the enormous amount of data generated every second. Examples include data from social media platforms, sensors, transactions, and more.

Velocity: Describes the speed at which data is generated and processed. Real-time data processing is a key aspect of Big Data.

Variety: Encompasses the different types of data, including structured, semi-structured, and unstructured data such as text, images, video, and more.

Importance of Big Data in Today’s Digital Landscape

The significance of Big Data lies in its potential to unlock valuable insights and drive decision-making processes across various domains. Here’s why Big Data is vital in today’s digital landscape:

Enhanced Decision Making: By analyzing vast amounts of data, organizations can make more informed and accurate decisions.

Improved Customer Experience: Big Data allows businesses to understand customer behavior and preferences, leading to personalized services and improved satisfaction.

Operational Efficiency: Data-driven insights help in optimizing operations, reducing costs, and improving efficiency.

Innovation and Development: Big Data fuels innovation by providing the necessary insights for developing new products and services.

Competitive Advantage: Companies leveraging Big Data can gain a significant edge over competitors by quickly adapting to market trends and customer needs.

Characteristics of Big Data

Big Data is characterized by the following attributes, often expanded from the initial three Vs to include more dimensions:

Volume: Refers to the vast quantities of data generated from various sources.

Velocity: The speed at which data is generated, collected, and analyzed.

Variety: The diverse types of data, including structured, semi-structured, and unstructured formats.

Veracity: The quality and accuracy of data, addressing issues such as data inconsistency and uncertainty.

Value: The potential of Big Data to generate actionable insights and business value.

These characteristics highlight the challenges and opportunities associated with managing and analyzing Big Data.

Sources of Big Data

Big Data is generated from multiple sources, each contributing to the vast pool of information. Key sources include:

Social Media: Platforms like Facebook, Twitter, and Instagram generate vast amounts of user data through posts, comments, and interactions.

Sensors and IoT Devices: Devices connected to the Internet of Things (IoT) generate continuous streams of data from various applications, including smart homes, industrial equipment, and wearable technology.

Transactional Data: E-commerce sites, banking, and other financial services generate massive datasets from transactions and customer interactions.

Web and Log Data: Data generated from web traffic, server logs, and online interactions provide insights into user behavior and system performance.

Multimedia Data: Images, videos, audio files, and other multimedia content contribute significantly to Big Data, particularly with the rise of platforms like YouTube and Instagram.

Public Data: Government databases, research publications, and open data initiatives provide valuable datasets for analysis and innovation.

Big Data Technologies

Handling Big Data requires specialized technologies and tools designed to manage, process, and analyze large and complex datasets efficiently. Key Big Data technologies include:

Hadoop Ecosystem

Hadoop is an open-source framework that allows for the distributed processing of large datasets across clusters of computers using simple programming models. Key components include:

Hadoop Distributed File System (HDFS): A scalable and fault-tolerant file system designed to store large datasets.

MapReduce: A programming model for processing and generating large datasets with a parallel, distributed algorithm.

YARN: A resource management layer for scheduling and handling resource requests from applications.

Hive: A data warehousing solution that provides SQL-like querying capabilities.

Apache Spark

Apache Spark is an open-source, distributed computing system known for its speed and ease of use in processing large datasets. It provides an in-memory computing framework, making it much faster than Hadoop’s MapReduce.

NoSQL Databases

NoSQL databases are designed to handle unstructured and semi-structured data, providing flexibility and scalability. Examples include:

MongoDB: A document-oriented NoSQL database.

Cassandra: A highly scalable, distributed NoSQL database designed for handling large amounts of data across many commodity servers.

HBase: A scalable, distributed database that supports structured data storage for large tables.

Data Processing and ETL Tools

Tools for extracting, transforming, and loading (ETL) data are crucial for preparing Big Data for analysis. Examples include:

Apache NiFi: An integrated data logistics platform for automating the movement of data between systems.

Talend: A platform that provides tools for data integration, data management, and data quality.

Data Analysis and Visualization Tools

Analyzing and visualizing Big Data requires specialized tools to uncover insights and present them effectively. Key tools include:

Apache Spark MLlib: A machine learning library for Apache Spark, providing algorithms for classification, regression, clustering, and more.

Tableau: A data visualization tool that allows for the creation of interactive and shareable dashboards.

Power BI: A business analytics service by Microsoft, providing interactive visualizations and business intelligence capabilities.

Applications of Big Data

Big Data has transformative potential across various sectors, driving innovation and improving efficiency. Explore how Big Data transforms industries through applications in healthcare, finance, retail, transportation, energy, and entertainment.

Learn how predictive analytics, personalized recommendations, route optimization, and smart grids enhance efficiency, improve customer experiences, and drive innovation across various sectors, making data-driven decisions a cornerstone of modern business strategies.

Healthcare

Big Data is revolutionizing healthcare by enabling personalized medicine, improving patient outcomes, and enhancing operational efficiency. With its features, Big Data can transform the healthcare industry. The following list shows the same:

Predictive Analytics: Identifying patterns and predicting patient outcomes, enabling proactive care and early intervention.

Genomic Research: Analyzing large-scale genomic data to understand genetic disorders and develop targeted therapies.

Operational Efficiency: Optimizing hospital operations, reducing wait times, and improving resource allocation.

Finance

The financial industry leverages Big Data to enhance decision-making, manage risks, and improve customer experiences. These include the following:

Fraud Detection: Using advanced analytics to identify and prevent fraudulent activities in real-time.

Risk Management: Analyzing market trends and customer data to assess and mitigate financial risks.

Customer Insights: Understanding customer behavior and preferences to offer personalized financial products and services.

Retail

In retail, Big Data helps businesses understand customer preferences, optimize supply chains, and enhance marketing strategies. Some of the key applications of Big Data in retail industry are highlighted below:

Customer Analytics: Analyzing purchasing patterns to offer personalized recommendations and improve customer loyalty.

Inventory Management: Optimizing stock levels and reducing waste by predicting demand and managing supply chains efficiently.

Marketing Optimization: Tailoring marketing campaigns to target specific customer segments and maximize ROI.

Transportation and Logistics

Big Data is transforming transportation and logistics by improving operational efficiency, reducing costs, and enhancing customer experiences. The following list showcases how Big Data is used in the transportation and logistics industry:

Route Optimization: Analyzing traffic patterns and delivery routes to optimize transportation and reduce fuel consumption.

Predictive Maintenance: Using sensor data to predict and prevent equipment failures, reducing downtime and maintenance costs.

Supply Chain Visibility: Providing real-time insights into supply chain operations, improving transparency and efficiency.

Energy

The energy sector leverages Big Data to optimize production, manage consumption, and improve sustainability. Some of its key applications are listed below:

Smart Grids: Analyzing data from smart meters and sensors to optimize energy distribution and reduce outages.

Predictive Maintenance: Monitoring equipment and infrastructure to predict and prevent failures, improving reliability.

Energy Consumption: Analyzing consumption patterns to promote energy efficiency and reduce waste.

Entertainment

In the entertainment industry, Big Data is used to understand audience preferences, optimize content delivery, and enhance user experiences. Here are some of the key applications of Big Data that are transforming the entertainment industry.

Content Recommendation: Using data analytics to recommend personalized content to users on streaming platforms.

Audience Analytics: Understanding viewer behavior and preferences to inform content creation and marketing strategies.

Revenue Optimization: Analyzing data from ticket sales, merchandise, and advertising to maximize revenue streams.

Conclusion

The advent of Big Data has fundamentally transformed the way organizations operate, providing unprecedented opportunities for innovation, efficiency, and growth. From healthcare to finance, retail to energy, Big Data is driving advancements and enabling data-driven decision-making across various sectors.

Understanding the fundamentals and applications of Big Data is essential for anyone looking to thrive in today’s digital landscape.

To harness the full potential of Big Data, a strong foundation in Data Science is crucial. If you’re ready to embark on a journey to become a proficient data scientist, consider enrolling in Pickl.AI’s Data Science course. This comprehensive program offers hands-on training and expert guidance to equip you with the skills needed to excel in the field of Data Science.

Start your journey with Pickl.AI and transform your career with the best Data Science program available. Join now and unlock the power of Big Data to drive your success.

[faysalahmed]

What do we mean by worst-case performance of an algorithm?

The worst-case performance of an algorithm refers to the scenario in which the algorithm performs the least efficiently or takes the maximum amount of time or resources among all possible input data. In other words, it represents the "worst" possible input that an algorithm could encounter.

When analyzing the worst-case performance of an algorithm, you assume that the input data is specifically chosen or structured to make the algorithm perform as poorly as possible. This analysis is crucial because it provides a guarantee that, regardless of the input data, the algorithm will not perform worse than what is described by its worst-case time or space complexity.

For example, in the context of sorting algorithms, if you are analyzing the worst-case performance of an algorithm like Bubble Sort, you would consider a scenario where the input array is arranged in reverse order. This is the worst-case scenario for Bubble Sort because it requires the maximum number of comparisons and swaps.

In Big O notation, we express the worst-case time complexity of an algorithm using the notation O(f(n)), where "f(n)" is a function describing the upper bound on the runtime of the algorithm for a given input size "n." For example, if an algorithm has a worst-case time complexity of O(n^2), it means that the algorithm's runtime grows quadratically with the input size in the worst-case scenario.

Analyzing and understanding worst-case performance is important in algorithm design and analysis because it provides a guarantee that an algorithm will not exceed a certain level of inefficiency or resource usage, regardless of the input. It allows developers to make informed decisions about algorithm selection and optimization to ensure that an algorithm behaves predictably and efficiently in all situations.

[faultfalha]

The Data Science and AI Handbook is a must-read for anyone looking to start a career in data science. It is packed with information on everything from big data to machine learning. But what makes this book truly unique is the way it combines the best of both worlds, providing readers with both a theoretical and practical introduction to data science.

[paucubarsisimp]

baby girl

pairing: poly!oscar piastri x reader x lily zneimer

summary: in which you introduce your new baby girl to the paddock

warnings: none!

a/n: this one got the most votes so here it is! i’ll publish the other ones soon!

the paddock was alive with its usual hum, the energy of the race weekend filling the air. drivers were getting ready, engineers were checking over data, and mechanics rushed between garages. yet, there was a quiet little corner in the midst of it all, where time seemed to slow down.

oscar piastri stood beside you and lily zneimer, his arm around your waist as he gazed down at the small bundle you were holding. in your arms, their newborn daughter was wrapped up snugly in a soft blanket, her little face just visible beneath the fabric. she looked peaceful, her tiny chest rising and falling with each breath as she slept soundly. your heart swelled with love as you looked down at her, marveling at how perfect she was.

lily smiled warmly at the sight of the little girl in your arms, her hand resting lightly on your shoulder. “she’s about to make her first appearance in the paddock,” she said, her voice filled with pride and tenderness.

“i think she’s already been here a few times,” oscar teased, looking down at their daughter with a soft laugh. “just not in the way we usually see people.”

you chuckled, nodding. “yeah, but today is the day we make it official, right?”

“officially adorable,” lily added with a wink, her eyes twinkling with affection as she reached out to gently stroke the baby’s soft, fine hair.

oscar grinned and placed a gentle kiss on your cheek. “you know, i thought i’d never be nervous bringing a baby into the paddock, but here i am, hoping she doesn’t cry during the driver introductions.”

“oh, she’ll be fine,” you reassured him. “she’s a natural. already making the rounds in the pits in her own way.”

lily laughed and squeezed your hand, clearly enjoying the warmth of this quiet moment. “honestly, i think she might steal the show today. i can’t wait for lando to meet her.”

as you all made your way down the paddock, you could feel the familiar excitement of the race weekend, but it was different this time. there was an undeniable sense of newness to it all—everything had shifted with the arrival of your little one, and the paddock felt like a different place. yet, the comfort of being surrounded by friends and teammates was just as strong.

lando norris was leaning against his car, talking with a few of the other drivers. as you approached, he looked up and his face immediately lit up when he saw the little bundle in your arms.

“oh, she’s here!” he exclaimed, pushing himself off the car and striding over with a big smile. his eyes softened when he saw the baby’s tiny face peeking out from the blanket. “hey, little one,” he said in the softest voice, crouching down to get a better look.

oscar grinned and stepped aside slightly, giving lando space. “she’s been waiting for this moment,” he teased, clearly proud of how their daughter was already drawing attention.

lando looked up at you, then back at the baby, his grin only growing wider. “she’s going to be the most famous person here by the end of the weekend,” he said, reaching out to gently brush his finger against her tiny hand. “hi there, i’m your godfather lando. welcome to the madness.”

the baby’s hand grasped his finger for a moment, and lando’s eyes went wide with pure affection. “look at that grip,” he laughed softly. “strong little one already.”

you and lily exchanged a look, both of you laughing at how easily lando had fallen in love with her. “careful, lando,” lily teased, “she’s already got you wrapped around her finger.”

lando straightened up, laughing, and ruffled his hair. “i’m just saying, if she’s anything like her parents, she’s going to be the most powerful person in the paddock. we might as well start the negotiations early.”

as the two of you laughed, a few other drivers came over to greet the new arrival. george russell, lewis hamilton, and carlos sainz all stopped by, each eager to meet the baby. george and lewis made playful remarks about her future in racing, joking about how she’d be faster than them in a few years, while carlos grinned and offered her a tiny race car toy, which you carefully placed beside her in her little stroller.

throughout it all, your heart swelled. your little girl was surrounded by so much love already—by her parents, her family, and the extended family that the paddock had become over the years. you couldn’t have imagined a more perfect way to introduce her to the world.

“she’s going to be so spoiled by all of you,” you said, shaking your head with a smile as you looked around at the drivers gathered around her.

lily laughed and leaned into you, resting her head on your shoulder. “i think we’ve already spoiled her,” she whispered. “but i don’t think anyone minds.”

oscar wrapped his arm around both you and lily, his other hand gently resting on their daughter’s tiny leg. “i can’t believe she’s here,” he said softly, his voice full of awe. “i’m just so happy.”

“me too,” you whispered back, leaning in to kiss the top of lily’s head. “me too.”

the baby stirred in your arms, her tiny lips twitching as though she were smiling in her sleep, and you couldn’t help but feel an overwhelming sense of love and contentment. your family, right here, surrounded by all these wonderful people who already adored her, was everything you had ever dreamed of and more.

today was just the beginning, and you couldn’t wait to see where the journey would take all of you—together.

don’t hesitate to leave a request!

[literaryvein-reblogs]

How to Read a Scientific Article

THE THREE-PASS APPROACH

The key idea is that you should read the paper in up to 3 passes, instead of starting at the beginning and plowing your way to the end.

Each pass accomplishes specific goals and builds upon the previous pass:

The first pass gives you a general idea about the paper.

The second pass lets you grasp the paper’s content, but not its details.

The third pass helps you understand the paper in depth.

At the end of the first pass, you should be able to answer the 5 Cs:

Category: What type of paper is this? A measurement paper? An analysis of an existing system? A description of a research prototype?

Context: Which other papers is it related to? Which theoretical bases were used to analyze the problem?

Correctness: Do the assumptions appear to be valid?

Contributions: What are the paper’s main contributions?

Clarity: Is the paper well written?

Purpose of the Sections of Empirical Articles

Section — Use it for

Abstract — This is a great section to read to find out if the article will be relevant to your own research.

Introduction — This section gives you an overview of work that has been done on topics relating to the hypothesis of the article, and will often lead you to other relevant work that has been done in your area of interest.

Method — This section will help you understand the design of the experiment. This is particularly useful if you'd like to replicate the study.

Results — The results will tell you what the author/s found in the course of their experiment.

Discussion — The discussion section is typically easier to read than the method and results section, and it will help the reader understand the implications of the results of the experiment.

References — This is a great place to look to find articles that are related to the one you are reading. If you're looking to build your own literature review, the references are a great place to start.

The Anatomy of a Scientific Paper

Some initial guidelines for how to read a paper:

Read critically: Reading a research paper must be a critical process. You should not assume that the authors are always correct. Instead, be suspicious. Critical reading involves asking appropriate questions.

Read creatively: Reading a paper critically is easy, in that it is always easier to tear something down than to build it up. Reading creatively involves harder, more positive thinking.

Make notes as you read the paper. Use whatever style you prefer. If you have questions or criticisms, write them down so you do not forget them. Underline key points the authors make. Mark the data that is most important or that appears questionable. Such efforts help the first time you read a paper and pay big dividends when you have to re-read a paper after several months.

After the first read-through, try to summarize the paper in one or two sentence.

If possible, compare the paper to other works.

Write a review that includes:

a one or two sentence summary of the paper.

a deeper, more extensive outline of the main points of the paper, including for example assumptions made, arguments presented, data analyzed, and conclusions drawn.

any limitations or extensions you see for the ideas in the paper.

your opinion of the paper; primarily, the quality of the ideas and its potential impact.

The guide below details how to read a scientific article step-by-step.

First, you should not approach a scientific article like a textbook— reading from beginning to end of the chapter or book without pause for reflection or criticism. Additionally, it is highly recommended that you highlight and take notes as you move through the article.

Skim the article. This should only take you a few minutes. You are not trying to comprehend the entire article at this point, but just get a basic overview. You don’t have to read in order; the discussion/conclusions will help you to determine if the article is relevant to your research. You might then continue on to the Introduction. Pay attention to the structure of the article, headings, and figures.

Grasp the vocabulary. Begin to go through the article and highlight words and phrases you do not understand. Some words or phrases you may be able to get an understanding from the context in which it is used, but for others you may need the assistance of a medical or scientific dictionary. Subject-specific dictionaries available through our Library databases and online are listed below.

Identify the structure of the article and work on your comprehension. Most journals use an IMRD structure: An abstract followed by Introduction, Methods, Results, and Discussion. These sections typically contain conventional features, which you will start to recognize. If you learn to look for these features you will begin to read and comprehend the article more quickly.

 Read the bibliography/references section. Reading the references or works cited may lead you to other useful resources. You might also get a better understanding of the basic terminology, main concepts, major researchers, and basic terminology in the area you are researching.

Reflect on what you have read and draw your own conclusions. As you are reading jot down any questions that come to mind. They may be answered later on in the article or you may have stumbled upon something that the authors did not consider. Here are some examples of questions you may ask yourself as you read:

 Have I taken time to understand all the terminology?

Am I spending too much time on the less important parts of this article?

Do I have any reason to question the credibility of this research?

What specific problem does the research address and why is it important?

How do these results relate to my research interests or to other works which I have read?

6. Read the article a second time in chronological order. Reading the article a second time will reinforce your overall understanding. You may even start to make connections to other articles that you have read on this topic.

Identify Key Information

Whether you are looking for information that supports the hypothesis in your own paper or carefully analyzing the article and critiquing the research methods or findings, there are important questions that you should answer as you read the article.

What is the main hypothesis?

Why is this research important?

Did the researchers use appropriate measurements and procedures?

What were the variables in the study?

What was the key finding of the research?

Do the findings justify the author’s conclusions?

Sources: 1 2 3 4 5 6 ⚜ More: Notes & References ⚜ Writing Resources PDFs

[solar4seekstron]

New Beginnings: Old Yet New

IDW!MTMTE!Drift/Deadlock x Cybertronian!GN!Reader x IDW!MTMTE!Ratchet Part One

Solars Indie Series

Part Two, Part Three, Part Four, Part Five

Introduction Indie Series

Content: SFW, Deadlock and Reader were together, but then he dipped. Ratchet an Drift are together. But Ratchet wants that reader booty to now lol. Lore is changed a lot sorry.

TW/Tags: Angst, Lots of angst, sparkling is so god damn cute, Ratchet wants that reader booty near the end, wholesome moments including sparkling, sparkling with a fever, more angst.

You were Deadlocks Conjunx once. You both becoming one after both joining the Decepticons. Him being the very bot who won your spark when so many couldn’t.

Something most would've expected anyway thanks to the swords and both similar combat skills. It wasn’t always easy though. Him being in an aggressive mood most times. There was a point where you didn’t believe in the cause as much.

But stayed for Deadlock. After speaking to him of his current views.

And so as time went by. You and Deadlcok continued to be used to fight in many missions and execute bots for Lord Megatron.

Something you didn’t enjoy as much as Deadlock did.

On one special night you went to one of your available doctors. Having felt sick for days and so on.

Deadlock was busy with a mission. And….well.

You were with sparkling. This could be bad for not only you. But for Deadlock as well with his status. Usually when Cons have sparklings they can leave but can’t be protected.

As you made it to your shared berth room you grew ever so nervous. Sitting on the berth.

Waiting for him to return. But you’d then notice a data pad with his writing on it. You picked it up. And soon was hit with tears falling down your cheeks as you read.

“My dearest. My Sweetspark. I’m sorry….I know you have your opinions and thought of the clash of bots and cons. But I couldn’t bring myself to come to you with this choice. I was a terrible partner. And I only hope you will find another who can treat you better then I ever could…..Best of wishes…….Deadlock.”

”………………………………………………ah crap.”

———————————————————————————

A couple years went by since then. You left the decepticons after breaking the bond between you both. To live in the city with neutrals. You and your sparkling. Who was born a few months after Deadlocks leave. Were accepted in and from then on you were able to live a safe life with your little one.

You named him Rubble. He looked like the perfect mix of you and Deadlock.

Eventually you were able to join a crew during the war at the time. The Autobots who accepted you. Allowing you to take your sparkling with them and promise to protect him.

Your sparkling grew a little. Being very small. Defiantly from you.

One day, time after the war ended. You and your sparkling were asked to join the Autobots by an old friend of your. Cyclonus. You and him were close. And he loved your sparkling Rubble.

Already wanting to teach him how to use swords when he was old enough to crawl and hold things in his small cervos.

You agreed to join knowing your sparkling will probably be the safest sparkling there.

And so you came along. Staying close to Cyclonus.

Luckily being a big and scary bot no one dared to come near you and your little one. Your sparkling in your arms. At times reaching for your helm as his other cervo clawed at the top of your chest.

Letting out small coos as you gently shhhd him.

Rubble getting happy whenever he sees Cyclonus standing there. Rodimus would start his speech with two bots next to him. Speaking about his plan of the lost light and the future path for them since the end of the war.

You could swear the white bot on his right looked familiar. But you weren’t sure. So you just ignored the feeling. When boarding onto the ship you were greeted by Skids.

He was polite. Charming. And he honestly just wanted to meet the little one and ask where the Sire was. You were walking around to your room next to Cyclonus. You both chatted and got along. Having some things in common with each other. And so you both walked together and talked.

Little Rubble in your arms slowly falling asleep with his helm rested against the top of your chest.

You didn’t notice hw you two past three certain bots going over some news and messages from Optimus prime. As they past.

The white bot was the one to notice you. You didn’t change your look much and he also took note that you had a sparkling in your arms.

He couldn’t build up the courage to stop you until he got a comm from Ratchet…His Conjunx.

After a few days you descided to see Serve. He already knew you have a sparkling and always made sure there was energon goo enough for you to drink. But nothing strong. Since you don’t have a babysitter. You had to take your sparkling with you everywhere.

That didn’t stop the stares and small flirts by some mechs and even femmes.

Something you didn’t understand very well. And so you sat at the bar with your sparkling on your lap as he nibbled on his cervo. He would reach for you and Swerve every now and then.

Swerve at times smiling at finding little ways like doing tricks with the drinks to make him laugh.

He is pretty good at that. The others seem to enjoy hearing your sparkling laugh as Rubble placed his small cervo on the table. Standing on your lap as your cervo gently held and rested on his small belly. The other holding your drink.

You didn’t pay much mind as a mech sat next to you. It was that white one again.

Swerve already knew to give him the drink he wanted and went to serve others drinks as you and the bot were alone. Rubble kept gently slamming his tiny cervos on the counter.

Drift looked at you as you drank and watched the Cybertron news. Your frame and paint still the same as ever.

You had an autobot logo on your chest and shoulders now. You had that damn same warm smile and bright yellow optics. Your sparkling having the same optics as he had a large grin on his dermas. You’d let out a few chuckles because of your sparkling.

”Is Uncle Swerve making jokes little one?” He cooed as he looked back at you then back at Swerve.

Drift also noticed you still have your swords. Just brighter now then when he left. He’s sure you still didn’t recognize him. He honestly wasn’t that sure why he came her. He just knows he must talk to you. And so with a gulp. He spoke.

”Hey….Y/N.” His voice catching you off guard.

No it can’t be. Your helm slowly turned towards him as Rubble did the same as he let out a small sound. Looking at the bot as drift looked at him as well.

“Do I know you?” He let out a soft chuckle as your cervo gently pressed Rubble a bit closer to your chest. Your optics narrowed as drift turned his frame a bit to face you as he tried to find his words.

”I’d…sure hope so. It’s…it’s me. Deadlock.” Your optics widened a bit as you stared at him. He can tell you didn’t know what to say.

Rubble looking at you then him as he sat down on you lap. His little cervos gently holding your larger one.

Drift finally spoke after a moment of silence. “Is he….”

You soon had a small frown. Your optic ridges a little furrowed as you stared at him and tried to not break the cup in your cervo.

You then drink the last of your energon and sets it down. Standing up as you pick your sparkling up to have him against your chest. Soon out of your seat and walking out of the bar. No one seems to notice. Even as Drift chases after you.

“Y/N Wait.”

As you walked down the hall Drift continued to come for you. “Please. Look I’m sorry I never should’ve left. I should’ve came to you as we promised and-“

You were fast to turn around making him stop. Both cervo holding Rubble so he wont look back and stays close to your chest as he cooed for you.

“I don’t need your empty apology Deadlock. What I need if you to stay away from me and my sparkling!”

Drift was panicking. You’re finally here and this could be his only chance. “He’s mine. Isn’t he?….Please I just wish to know.”

You stay still for a moment. Your back toawrds him as your sparkling looks up at you.

He gently cooed at you and reached up at you. You swear he’s trying to tell you something. And so you turned to almost face him. He can tell you’re holding in tears as Rubble looked at him as well.

Unsure as Rubbles cervos gripped at your top chest.

”Yes. He’s yours. Was a month pregnent with him when you chose to leave us.”

Drift stood there in silence for a moment longer. His sparkling. The same sparkling that was just staring at him. Probably not realizing who he was. And what his sire has done years before his birth. All the bad an horrible things he did…

Drift slowly then spoke. “Can I-“

”No.” You said firmly. Turning away as you return to your habsuit. Rubble looking over your shoulder as he stared at Drift.

Drift trying to not cry as he stood there.

After a few months, you have gone on a few dates with Skids. Cyclonus being nice enough to watch Rubble as you went to the other side of the ship. Eventually you both realized it was a small fling in a way. The emotions there then gone.

But you both remained friends and he always loved seeing Rubble when you would cross paths.

Drift stayed away. Understanding his boundaries. ratchet was well aware of who you were and Drift sure got a scolding.

———————————————————————————

One day as you slept on your berth. Rubble next to you in your arms as you both were sound asleep. That is until your sparkling stared to cough. You woke up when you felt a small cervo on your cheek.

His large yellow optics looking down at you as he had a frown. “Hey. What’s the matter my little one.”

He gently patted at his own chest and keeps coughing. He seemed to try too not cry as he stared at you. You soon sat up and gently held him as you got off the berth. He was burning up and kept trying to not cry.

“It’s alright my little one. Lets get you checked out.” You’d then transform around him.

He was in the passenger seat as he couldn’t stop crying. You drove in the middle of the night. There being only guards who all knew you. Sparkling of course. You drove as fast as you could to the med bay.

Rubble keeps crying as you tried to calm him down.

“I know you’re hurting my little one. Hang in there and stay strong for me. Can you do that for carrier sweetspark?”

You can hear him gently trying to hold in a sniffle. His cheeks puffed up as he try’s to not cry but his tears won’t stop falling down. You panick. “No no little one it’s ok to let it out. You’re already being so strong!”

He’d continued to cry as you got closer. Luckily the best medic was pulling an old nighter in the med bay.

You rushed in speaking as you transformed and held Rubble. He continues to cry which annoys Ratchet a little, causing him to turn around. “Please I don’t know if my Sparkling has a high fever or something!”

Ratchet looked at Rubble. Rubble having tears in his optics as he tries to hold back from crying. Ratchet just sighed as he gently took him.

“Alright you little sparkling you don’t have to hold back just to impress me.”

He gently held him in his arm as his other cervo rests on Rubbles chest. Rubble gently grabbing his digits having a firm grip. You stand there with cervos together worried as Ratchet feels his spark beat and all. Then felt his forhelm. Rubble still grabbing at that as well.

”He defiantly has a high fever. He’ll have to just try sleeping and give him some medican. He wont like it but it’ll help. Would you mind sitting?”

You’d nod and sit at the patience spot. He gently sets Rubble on his lap.

Rubble turned his frame so his side is facing you. Gently grabbing your arm as he keeps trying to hold in his tears.

Ratchet then grabs a medican to help with heavy fever and colds. “He wont like it but it’ll help him sooner then most would think.”

He presents you with it. You gently took it and looked at it. Rubble of course curious tried reaching for it as he cooed. Still crying. Still sniffling as tears come down his cheeks.

”Thank you Dr. Ratchet.”

”You both take care now.” You’d nod and walk out with Rubble. He watched you as the door then closes behind you. Ratchet stood there for a moment in silence.

”…………….Damn.” Ratchet said with a blush.

———————————————————————————

“Come on Rubble you have to take your medican. It’ll make the fever go away.”

Rubble only made more baby noises as you try to put the spoon of medican in his mouth. His cervo pushing at yours as he turns his helm away.

“mmmmBA!!” He keeps crying since his fever was still high.

You both were in your berth room. Trying to get him from crying was the hardest part. You’re sure your neighbors aren’t too happy.

You’d then hear a knock on the door. You’d then look back at Rubble who looked at you. “Stay here you little gremlin.” He smiled even through his tears as he watch you leave.

You click the button to open the door and it was Ratchet. He had a small smile on his dermas. “How’s fever sparkling doing?”

”I’m sorry. I know he can be loud when he wants to be.”

”BA!” Rubble yelled. You’re guessing his way of saying hey in baby language as he sat on the bed.

”Would you mind me giving it a try?” You let out a soft sigh and nodded. Stepping out of his way so he walks in. Closing the door behind him once he was fully in.

Rubble continues to cry as Ratchet sat next to him on the berth.

A few minutes went by. Ratchet spoke to Rubble. Not sure if Rubble understood him but his large optics just stared up at him like as if he’s his sire.

You watched the two. Rubble slowly stopped crying and Ratchet was able to get Rubble to take the medican before Rubble realized it. Instantly closing his mouth once he tasted it. Struggling to swallow.

Eventually he does as ratchet comforted him.

Rubble saying BLA many times. “Wow you actually got him to take it.” Ratchet just chuckled as he got off the berth. Rubbing laying back as ratchet makes his way to you. His cervos on his hips.

“That should help him. Um do you mind if I ask you something?”

”Of course not. What’s your question?” he seemed a bit nervous as he trys to speak.

“Well would you like to um hang out at times with me and my partner. I don’t have a shift in a couple days.” You were taken aback but let out a soft chuckle. “I’d love to.”

Ratchet let out a chuckle before speaking once more. “At 4. In a couple days I’ll come by.” He said with a smile as he looked down at you. You’d nod as he then walks out to the hall. The door closing behind him.

You’d look over at Rubble. Who was fast asleep. His little cervos and arms over his belly. You’d then walk over, gently holding the side of his helm as his dermas have a small smile. Leaning into your cervo.

Thank primus he was born healthy. Although it’s awkward for you being on the same ship with his Sire.

But as long as your sparkling can grow with the ones closest around him. You know you can handle anything. So now it’s time to get to know some new bots! Rubble needs a Sire figure after all.

And your carrier instincts are telling you to not disappoint!

Hey guys! Sorry this one took all day I could not for the life of me figure out the ending. So sorry that it’s a the weakest part of the story. I was gonna do a full fic but I realized there’s more depth so I’ll make a part 2.

I hope you guys liked this one it was going to be just Drift but honestly looking at that medic booty by “total accident” I swear guys. I have to add Ratchet but also being for angst too. I swear I’ll make a scene of reader kicking aft at some point in part 2. Might get spicy a few times.

Am I good at doing sparkling scenes? I hope they came out good and still enjoyable. As always I hope you guys enjoyed this and a repost is always appreciated. I hope you all have a good rest of your day and see y’all in the next one!

[couch-potato28]

Imagine being a Blue Lock manager! ⚽️

VERSION XI.

(a/n: cause of disappearance: my bad habit of mass version production but I’m currently in spring break and want to finish this series so apologies guys 🙏 forgive, forget, enjoy this ep! ty for ur support ❤️)

Warning-none

wc: 0.9k

also: @ttheggrimrreaper @irethepotato @ohagiyo 🫶

——————

FROM THE PROLOGUE:

"Congratulations L/N Y/N! Based on your results, you've earned your place in Blue Lock as the manager of player number...

...4, Chigiri Hyoma.”

“Damn, she got the princess!”

“Who?” you raised a brow at the nickname, glancing at your friend for an explanation. She only shrugged, admitting she had no idea who the boy was. Letting out a quiet sigh, you took a moment to memorize his information before heading off to grab your things from Anri.

As she passed you his profile, the photo of the boy instantly caught your attention—his vibrant pink hair and delicate features made him one of the most beautiful people you’d ever seen. Curious, you flipped through each page of the folder, carefully reading his data as you found your way to him.

Imagine being Chigiri Hyoma’s manager.

——————

Chigiri Hyoma who you can barely catch a glimpse of as he’s sprinting on the field, instead opting to scream his name to get the boy’s attention. You call him to the benches, slightly embarrassed by the amount of eyes on you. A bit sweaty, and out of breath from your poor attempt at running after him, you extend your hand for an introduction. He lazily accepts it, a small chuckle leaving his lips at your state.

“Almost caught me, didn’t you?”

Rolling your eyes at his sarcasm, you thought back to the morning workouts you’d endured for months, realizing this meeting only confirmed that he was indeed one of the fastest players out there.

“Yeah, was right behind you.”

——————

•Chigiri who’s actually quite easy to get along with, perhaps the advantage of having a sister finally coming in handy as he starts to tease you on a daily basis.

•Makes you do all the talking while he silently nods in agreement. Enjoys the drama involving other players, but if anyone even tries to offend you—which only he’s allowed to do by the way—they will receive the side eye of the century as he sassily walks away, dragging you along.

•Can’t make him shorten his shower time, otherwise he’ll throw a fit. Has the longest hair care routine known to mankind, and uses a bunch of products, emptying out the stock of the facility.

•Lets you touch his hair on rare occasions, and if he’s really exhausted, you get to dry it—what an honor.

•Chigiri whose blanket needs to be pulled off first thing after the alarm rings otherwise both of you will arrive late to practice.

•Drills with him are tiring, he’s too fast and always complains, forcing you to use a megaphone, or a whistle whenever you want to suggest something, or simply tell him to shut up and get to work.

•Training usually consists of timing his run or betting on how many rounds he can finish in a minute. He always wins, but hey—at least he’s doing great.

•Always keeps an extra hair tie on his wrist in case you need it. Has a gallery of goofy pictures he took of you, and when he feels sappy, he scrolls through them for comfort. Also, Chigiri is just so easy to fluster, one compliment completely freezes him.

•It’s basically pre-match ritual how you always tie his shoelaces while he’s sipping on water—that you brought him—making you look like Prince Charming who’s currently helping her Princess before the big battle.

•Listens to your advice and actually does all of it, trusting you to somehow make him improve despite his injured leg. Helping him with stretches at the end of the day means listening to him ramble about the new tactics they learned that day.

•Queen of gossip and side eyes—the problem is that he eats at a snail’s pace. Yaps A LOT during meal time as he whispers some things about the other boys like it’s top secret information.

•Arguments with Chigiri happen like every five minutes. You would consider yourself to be a fairly patient, understanding, and calm person but with him?

•5 minutes is enough to make you tear out your hair ‘cause he’s just so self-centered and arrogant at times, it drives you crazy. After that he refuses to talk to you for the whole day, and turns away when you try to say something.

——————

AFTER THE U20 MATCH…

•He’s waaay more active than before and actually enjoys playing soccer now—his fire is back. Practices and recovery routines go smoothly, and his career is off to a great start.

•It’s given that Chigiri is handsome and pretty but when he’s doing an interview, and the camera zooms in on his face? Lethal face card. Answers questions pretty easily, but sometimes he’ll accidentally let his intrusive thoughts take over.

•His favorite way to relax after matches is sitting on the floor, reading a book while you braid his hair in the meantime. Grants you the privilege to call him princess after pestering him for months.

•On moodier days when both of you are just so easily irritated even by the tiniest inconveniences, everyone makes sure avoid you like the plague.

•They observe from afar how Chigiri just complains about everything as you look him dead in the eye with no intention of answering and move on.

•Tutoring is another interesting part of your job. He sure pays attention unlike you who’s extremely distracted by the sheer amount of highlighters he uses, and the way his handwriting is both readable and not at the same time.

•Chigiri’s injury had always been a sensitive topic, but after everything you two had been through together, one night he finally opens up, sharing the full story of his injury, and thoughts that he’s never told anyone before. It’s a vulnerable moment that deepens the relationship you share with him.

[yumeka-sxf]

Spy x Family CODE: White - FULL MOVIE SUMMARY [SPOILERS]

Now that I've finally read through the entire novelization of CODE: White, I'm ready to share a full summary of everything that happens - basically spoil the whole movie for those interested 😅

But before I get to the summary, a few notes:

I didn't translate every line from the novelization as that would have taken way too long. I go into more detail for scenes I was particularly interested in (like Twiyor scenes), or scenes that were easy to translate. But I still made sure to mention everything that's important to the story. If I gloss over some parts more than others, it's either because they were difficult to translate, or I didn't think they were that important. But even so, the "summary" still ended up being way longer than I anticipated!

I have not seen the movie myself yet, so everything in the summary below is based on the novelization only (of which there were two versions released, with slight differences between them). Obviously the novelization is an accurate adaptation, but there is a chance that a few things are different between the novelization and the actual movie, and/or the novelization may have left out some dialogue or minor scenes.

And lastly, it goes without saying but BEWARE OF MAJOR SPOILERS BELOW! Not only that, but please be considerate of where you share these spoilers. Remember to properly tag this post if you reblog it and think twice before you share any of this information on other social media. Most people don't want to be spoiled to this degree!

Again MAJOR SPOILERS BELOW!

The movie starts with an introduction to the characters – we see Twilight carrying out a mission where he has to disguise himself as someone's wife. Meanwhile, Yor is doing an assassination mission. They both come home at the same time and are greeted by Anya. Bond has a vision of Anya and Loid getting sick from Yor's cooking, so Anya suggests that Loid cook instead.

At Eden, Henderson tells the students about the cooking contest and how the principal will be the judge. Loid is on the roof, reading Henderson's lips. A falcon flies overhead and drops him a note with an F cipher. He goes to meet with Sylvia at one of the WISE hideouts. She informs him that she has another big mission for him, but when he objects that he couldn't take on something so big in the midst of Operation Strix, she hands him a photo of a man and child. She explains that the man is Major Depple of the Army Intelligence Department who has a lot of important people backing him, and since they hadn't made enough progress with Operation Strix, the higher-ups decided to pass it onto him.

As Loid leaves, he bumps into Fiona. Her hat gets blown away with the wind and he reaches to catch it, just as Yor and her coworkers are across the street. From where Yor sees them, it looks like Loid is kissing "the mysterious woman." Loid and Fiona have a fake conversation – he compliments her hat, she says it was made overseas, etc – while they're actually doing their secret "spy talk" (like they did when she first visited him at home). He tells her what's happening with Operation Strix, and she tells him that she had tried to warn him that it shouldn't have been left up to ordinary citizens who don't know anything, and that she should take on the wife role. Meanwhile, Camilla and co. tell Yor about the three signs of cheating: one, an increase in travelling; two, a change in clothing taste (to match the taste of his new lover); and three, suddenly giving gifts (because he feels guilty).

Later that evening, Yor is still feeling anxious about Loid's possible "lover." When Anya gets home, she tells them about the cooking competition. Loid recalls from his data that the principal's favorite is the melemele pastry. If Anya could get a stella from the competition, that could help get him back into Operation Strix. He says that he read in the school newspaper that the melemele in Frejis is supposedly the best, so they should go there and try it for themselves via a family vacation over the weekend. Yor thinks back to the "increase in travelling" sign of cheating that Camilla told her about. Loid tells her that only families are allowed at the Frejis restaurant they're headed to, so she decides to go, though she's still conflicted about whether this is actually a sign of cheating or not.

They have some family time on the train to Frejis, though Loid still makes Anya study. They play cards and get food (Anya has a corn dog, Yor has a sandwich, Loid has a hamburger). After coming back from the bathroom, Anya notices a key by one of the sinks. Bond is with her, and through him she sees a vision of the future – in the vision, she goes to car 8 and opens a trunk with the key while overhearing two men mention that it's a key to a treasure of the Republic.

Back in the train car, Loid brings up Anya's terrible handwriting while Yor mentions that they had practiced handwriting the other day. Loid says that Yor's motherly side is really coming out, which causes Yor to get flustered and makes her think that it's not her skills as a mother he could be dissatisfied with but perhaps her skills as a wife. She gets even more flustered when she notices a couple across the way kissing and starts nervously moving her lips, to which Loid asks if something's wrong. She stammers that her lipstick didn't warm up and is itchy, then says she's going to look for Anya since she's taking a long time.

Meanwhile, Anya and Bond find the luggage compartment and locate the trunk from Bond's vision. When Anya goes to grab it, Bond tries to stop her. At first she thinks that she shouldn't just do whatever she wants with other people's stuff, but then she remembers that the men in the vision said it was a treasure of the Republic, a treasure that could possibly help achieve world peace. She opens the trunk and is disappointed to find just a chocolate in it. But when she hears the two men, Domitri and Luca, open the door, she gets startled and accidently knocks the chocolate out of the trunk. It bounces off of Bond's nose, and when she tries to grab it, it falls into her mouth. She hides when Luca and Domitri come in to look for the trunk.

They describe the ship sticker on it, and when they find that it's been opened and the chocolate stolen, they say they're going to kill whoever took it so the secret won't get out. When Anya accidently makes a noise, the men take notice. Domitri takes a flower out of his pocket and points it towards the dim light in the car, saying that his "flower fortune telling" will tell him who's hiding. They then notice Anya escaping into car 7 and give chase. They lock her in car 6, but when she starts screaming for Papa and Mama, Yor breaks open the locked door. She asks Anya who the two men are and Anya says that they're chocolate thieves who were being mean to her. Yor beats them up (after telling Anya to cover her eyes) just as the train arrives at Frejis station (Anya seems to feel bad that she sicced Yor on them when she was the actual chocolate thief). When they get off the train, Loid says that they should start heading to their destination (as Yor starts building a snowman). After they get their luggage and leave, Luca and Domitri emerge from the car they were in and say they need to contact the colonel.

The shop that has the melemele is called "Restaurant Rubble and Bonds." Since pets aren't allowed in the restaurant, they leave Bond outside when they go inside to eat. After ordering food along with the melemele, the waitress tells them that they're getting the last melemele. Bond watches them from the window, but then a waitress comes over and feeds him the special pet plate, which he happily eats. As the Forgers are eating, Loid tells Anya that she shouldn't eat with her hands, and that using a knife and fork are proper manners. Yor watches and notices the turtleneck sweater Loid is wearing, which makes her realize it's something that he never wears. She then thinks of Camilla's second sign of cheating, a change in clothing taste. The chef comes over and tells them how the war in Frejis was mostly fought in the sky, and the aircraft displayed at the front of the station belonged to a two-man team famous for shooting down planes during the war.

There's a brief scene where Yuri overhears his coworkers at the SSS talking about Frejis, and he of course wants to go since he knows Yor is there now. But the boss won't let him, so he makes a bit of a scene.

Back at the restaurant, the chef continues to talk about the war and how he lost everything at that time. His decision behind making a restaurant catering to families was so people could experience the homemade food that he remembered his mom used to make. Loid can't help but relate the chef's backstory to his own. The melemele is finally ready and brought to the table.

Just as Anya is about to dig in, Colonel Snidel and some other soldiers enter the restaurant. The waitress and chef try to tell them that only families are allowed, but Snidel says that the military have authority in this area, even when it comes to food, and could close down the restaurant if they wanted to. They order the melemele, and when they're told that there isn't any left, one of the soldiers takes the melemele from Anya. Loid politely tells the soldiers that his daughter was really looking forward to eating it and if they could possibly order a different dessert. Snidel asks if they're tourists that came here to eat the melemele. Loid replies that they travel around trying delicious food. Snidel challenges Loid to a competition – if Loid wins, he'll give them back the melemele. The competition involves trying the three cakes that were placed on the table and correctly naming every type of sugar in them. Even though Loid correctly names them, Snidel also mentions the exact number of grams, making his answers the most accurate. Everyone's bummed that Loid lost, but he says that they could try coming back again. However, the chef tells them that they won't have more until Monday, which is when the Forgers have to be back in Berlint for the cooking competition. Yor asks the chef that if they provide their own ingredients, would he make it for them, and he agrees.

The Forgers go to the Frejis marketplace to get the ingredients from the list that the chef provided. Having already memorized the list, Loid moves at super speed to every shop and quickly finds most of the ingredients. When he goes looking for the orange syrup, a man from a cosmetic shop asks if he'll buy one of the many lipsticks there for his wife. He picks one out, mentioning how back on the train Yor had said that her lipstick wasn't working out and if this one is a nice color. She's embarrassed at first, but then agrees that it's a nice color and accepts…but then she's reminded of Camilla's last sign of cheating: suddenly giving a gift (meanwhile Loid is just thinking how putting on the happy couple appearance is part of the mission). With all three signs of cheating having taken place, Yor says that she's going to the bathroom and dejectedly walks away. Loid wonders if she's just tired from the trip and if she'll be okay. Anya then calls Loid over to a shooting game booth that has the orange syrup as one of the prizes. After attempting the game and failing, Anya reads the booth owner's mind and realizes it's rigged. Loid gets suspicious as well and is able to masterfully shoot down the orange syrup while also exposing the owner's scam.

Loid is ready to look for the last ingredient, but then Anya runs off to ride the mini train. Yor rejoins them, having put on the lipstick while she was in the bathroom. Loid says it suits her and asks if she'd like to get a drink somewhere. They go to a café booth where Loid orders coffee. But Yor, thinking how she needs to confirm the whole cheating thing with Loid and can't open up without the help of alcohol, orders several cups of heated wine. She finally gets drunk enough to ask Loid if he has a lover.

From the train, Anya looks over to see Yor grab Loid's scarf and pull him to the ground. Anya freaks out about "Papa and Mama flirting." They're both on the ground now, with Yor hovering over Loid before she finally passes out. She wakes up on a bench, where Loid asks if she's okay. She apologizes for what she did, but thinks that Loid will definitely want a divorce after what happened. When Anya reads her mind, she thinks of what Becky told her about divorces and how they cause families to fall apart. She then hears the ferris wheel attendant calling for people to ride, saying that it'll be a happy, "flirty" experience. Anya tells Loid and Yor that she wants to ride the ferris wheel, but then ushers them onto the gondola without joining them, much to their surprise. She tells them to get "flirty," to Loid's dismay. Yor tells Bond to look after Anya.

Yor realizes that she must look really bleak right now and it's making Anya worry. Loid asks if she's okay and she again apologizes for her behavior earlier. Loid replies that she's been acting weird for a while, causing Yor to finally admit that she saw him with his "lover"…someone with a large hat. Tears start welling in her eyes, so she covers her face with her hands to hide them. Realizing that the person she's referring to was Fiona, Loid explains that she wasn't a lover, just someone who needed directions to the art museum. Feeling embarrassed about her mistake, Yor looks away from Loid and out the window. She sees Anya and Bond below, the former waving happily at her. Yor waves back before mentioning if Loid could want a divorce, to which he light-heartily replies "no way." Yor says that she's lacking in a lot of ways, not just as a mother but as Loid's wife. Loid then takes her hands in his, looks straight into her eyes and reminds her of the promise he made via their marriage proposal.

He says the marriage vows again before stating that he has no intention of breaking his promise. As Loid gets closer to her, Yor's face reddens and her heart races until she finally breaks – she smacks Loid on the cheek, sending him flying out of the gondola (which had reached the ground). But he adjusts himself in midair and lands gracefully on his feet. Yor grabs their belongings from the gondola and hurries out. Upon seeing Loid's swollen cheek, Anya panics that Papa and Mama were fighting and the Forger family is over. Loid and Yor object to this, with Loid saying that they weren't fighting. Anya then says that they were flirting, but they object to that as well, faces red with embarrassment. Anya just grins at them.

The clock tower bell chimes, signaling 5 o' clock. When Loid muses that it got so late already, Yor apologizes that it was due to her passing out from drinking too much. Loid asks if she and Anya will go back to the hotel while he gets the remaining ingredient, cherry liquor. He thinks to himself how it's something rare that would not likely be sold at a store, so he'd have to get it through illegal means, which means that Yor and Anya can't accompany him.

Snidel gets out of his military vehicle in front of a flying battleship. He's greeted by several soldiers who tell him that route negotiations with the Arbo Republic have ended and adjustments to Type F have been completed. Snidel suddenly shoots and kills one of the operations leaders, claiming he's a traitor who leaked military information to WISE. Luca and Domitri then arrive and inform him that the microfilm was eaten.

Meanwhile, Sylvia meets with a bunch of WISE agents at their Berlint hideout. She tells them that they lost contact with their Frejis agent, suspecting that Snidel has taken action. She says that if the microfilm reaches the Arbo Republic, it could lead to an all-out war between the East and West. She doesn't think their agent had gotten the microfilm, but she knows Twilight is currently in Frejis, so he may be their only hope. She orders a couple of the male agents to meet with Twilight at Frejis and get the microfilm. However, Fiona interrupts and requests that Sylvia leave the mission to her instead. Sylvia objects, but Fiona is already leaving the room and on her way, thinking over and over to herself "A mission with senpai, a mission with senpai, a mission with senpai…"

Back at Frejis, Loid looks everywhere for the cherry liquor – he sneaks into a moonshine factory and even the wine cellar of a wealthy man, but still can't find it. He calls Franky at his tabacco shop in Berlint, inadvertently interrupting Franky's flirting with a pretty girl. He asks Franky if he can get the cherry liquor and that he needs it by tomorrow morning. Franky says he'll try but it would take him half a day to even get to Frejis, but Loid had already hung up.

At the hotel, Yor unpacks while Anya admires the hotel amenities ("Hotel TV!" "Hotel toilet!" "Hotel bed!") She then takes her toys out of her bag – among them are crayons, a sketchbook, a rubber duckie, and a toy gun. She pretends to shoot Bond with the gun, then points the gun at Yor and asks if she's the "boss." At first Yor is uneasy about partaking in Anya's game, but then she gives in and pretends to be the boss who wants the treasure. This makes Anya even more fired up and she says "Let's battle, polite lady boss!" The three of them continue playing.

Loid returns to the hotel and finds Anya's drawings of the ferris wheel and shooting game booth on the table. Anya's sleeping on the sofa while Yor puts a blanket over her. Loid says that he's going out again because he found the liquor at a neighboring town. Since it's a bit far, he's taking a car that he's borrowing from the hotel. Anya wakes up and calls Loid a liar since he said he would be back soon but came back so late. He apologizes, but then she reads his mind as he thinks about the fact that if Anya doesn't get a stella soon, Operation Strix and their family will be over. Anya says she wants to come along with Loid, but when he turns her down, she sadly goes back to the bedroom with Bond. When Loid starts to leave, asking Yor to take care of Anya, Yor asks him how many seats there are in the car he borrowed. He answers five. She then asks if they can all go together, since it's a family trip.

In the bedroom, Anya hugs Bond while thinking about the sad state of the family. Bond suddenly has a vison of the cherry liquor behind the cash register of a store at the plaza. At first Anya wants to tell Loid about it, but then she thinks that her secret would be revealed if she did (Loid would say "How did you know that? You can read minds? And Bond can see the future?") After realizing she can't tell him about it, she looks towards the window...

Meanwhile, Yor tells Loid how happy it made Yuri to be with her all day for special occasions like birthdays and family outings, and that it's the same with Anya. Loid thinks back to how happy Anya was when they were doing things together on the trip, such as playing trump, playing in the snow, and eating at the restaurant. He picks up the toy gun on the table and thinks back to how grateful Anya was for being able to play "spy" at the old castle. As he returns the gun to the table, Yor tells him how Anya was looking forward to so many things on this family trip, like eating sweets and playing together. She says she understands Anya's feelings since she's made Yuri feel lonely before. She tells Loid that Anya was really looking forward to being with him and how lonely it is to be separated from your family. She asks again if they could all go together to get the liquor at the next town, even though it's passed Anya's bedtime. When he starts thinking of the possible harm of bringing Anya with him, he pushes those thoughts aside and agrees with Yor.

Suddenly, room service knocks at the door. When Yor says that she didn't order any, Loid looks through the peep hole and sees Fiona disguised as a maid. He then says that he forgot to order a large bathrobe and steps outside. In the hotel corridor, he asks Fiona why she's here. She repeats "room service" while actually saying "it's a mission" in spy talk. Loid says that she can talk normally since it's just the two of them, and asks if she could be quick since he's also on a mission. She starts blabbering internally about how she's alone with him – LOVE!

Back in the room, Yor hears a noise from the bedroom, and when she goes to look, the window is open and both Anya and Bond are gone. Meanwhile, Fiona explains the mission about the microfilm to Loid. When she mentions Colonel Snidel, Loid thinks back to his encounter with Snidel and the military back at the restaurant. Yor suddenly comes out of the room and tells Loid that Anya ran away through the window. She had left a note behind, but when Loid goes to read it, the handwriting is extremely messy – he can make out the word "sorry" (misspelled).

Anya and Bond arrive at the shop in the plaza from Bond's vision. She buys the bottle of liquor and happily walks with Bond back to the hotel, thinking that now the Forger family will be okay. At the same time, the military is looking for girls that match Anya's description, using a picture that Luca drew of her. Bond starts barking when he notices Luca and Domitri pull up in a car behind Anya. Anya and Bond try to run away, but Luca pulls Anya into the car. Bond bites Luca's arm but gets pushed away. As they drive off with Anya in the car, they run over a can in the road that hits Bond in the head. Bond howls sadly as he watches the car disappear. Back at the battleship, Snidel says that it will depart as soon as they get the microfilm.

Loid and Yor run through town calling for Anya. They find Bond collapsed on the side of the road. Loid asks if he's okay and if Anya was with him. Bond barks and tries to gesture about what happened, but Loid and Yor can't understand him. However, Loid notices something in Bond's mouth – Luca's armband that he had bitten off. Loid recognizes it and is in disbelief that Anya got caught up in the military.

Then Fiona, still disguised as the hotel maid, pulls up in a car nearby and calls to Loid saying that he dropped something. In "spy talk" however, she says that he should prioritize getting the microfilm over Operation Strix. Loid thinks for a minute, then says loudly (so Yor can hear) "Ma'am, I would like to ask a favor…"

Meanwhile, Anya is brought before Snidel. Upon seeing him, she shouts that he's the guy who ate her dessert. He says that more important than the melemele, she ate their chocolate. She then states that he's the boss of those thieves. Luca and Domitri reprimand her for not using polite speech in front of the colonel. Snidel asks if she's been to the toilet since. Anya reads his mind as he thinks about how they hid the microfilm in the chocolate, and it's better to wait until she poops it out before killing her. Anya then realizes that the chocolate she ate on the train had the "treasure" inside, and if she poops, she'll be killed. Anya then nervously says that she's so cute that poop has never come out of her body, but then admits that she's lying upon seeing Snidel's cold gaze. Snidel instructs Luca and Domitri to take Anya with them and inform him if she poops. Anya begins holding her butt and starts shaking in fear. Domitri asks if she has to go, but she says she's just cold. She knows she mustn't poop or she'll be killed, but the more she thinks about it, the more she has to go!

Back at the Frejis plaza in front of the station, Loid boards the old fighter plane that was parked there. He's able to operate the communication device and listen in on signals from Snidel's flying battleship. He manages to catch some of Luca and Domitri's conversation with Anya, including them saying that she's in this mess because she ate the microfilm. Upon realizing that Anya ate the microfilm, he breaks into a cold sweat, but quickly regains his composure as he gets off the plane and meets with Yor, who was waiting worriedly outside. He tells her that he thinks Anya is with the military, since he heard from the radio signals that they seem to have taken custody of a girl around five years old. Yor asks why Anya would be with the military. Loid knows that he didn't have any time to come up with an explanation, so he cuts the power cable on the plane and climbs back into the cockpit. As the propellers begin spinning, he asks Yor to stand back and tells her that he'll return soon. Yor thinks back to the two men who attacked Anya on the train and realizes that they might have been from the military, but she can't tell Loid about that or he'd know that she beat them up. She recalls what she said to Loid earlier: that they should all go together because it's a family trip. As the plane leaves, Yor jumps onto it and forces open the door at the bottom. Loid continues to pilot the plane into the Frejis sky, unaware that Yor is also on board.

Back at the WISE hideout, Sylvia thinks to herself that "the fate of the world depends on getting that microfilm…we're counting on you, Twilight."

Back at the battleship, Anya is trying hard to resist the urge to go to the bathroom. She moves her body back and forth to try and hold off the urge, which only makes Luca ask if she has to go. She says no and that she's just doing a dance she learned at school.

Meanwhile, Fiona infiltrates the Frejis air traffic control so she can communicate with Loid on the plane. She tells him the location of Snidel's battleship. Loid compliments her on being able to get the information so quickly, causing her to say that she's ready to be his lifelong partner anytime and asks again if he'd let her have the wife role for Operation Strix…but the communication line had already been cut.

Back at the battleship, Anya is still doing her "dance" to resist the urge to poop, but she's practically at her limit (Luca and Domitri had also prepared a duck-shaped potty for her). She's sweating, tearing up, and her stomach is rumbling. When she feels her consciousness wavering, a bright light suddenly fills her eyes. She finds herself standing in a beautiful meadow filled with colorful flowers and poop shaped clouds overhead. She hears a voice and looks up to see a divine-looking old man surrounded by light. He has a poop shaped crown and he's holding a staff with a poop shaped top. He tells her that he's the god of poop.

He says, "You've fought well, warrior Anya. You've tried your best to protect world peace but...enough is enough." He puts his hand on her shoulder. She can feel his compassion flowing through his palms. "Relax your butt and rest, warrior Anya. Let's go to the peaceful garden of the toilet!" Anya tries to fly through the sky like the poop god, but ends up falling into the ocean. However, she's saved by waves of toilet paper that lift her towards a temple lined with statues of the poop god. A toilet is enshrined in front of the statues. The poop god gives a shout, and the toilet paper carrying Anya turns into a giant duck potty. The poop god waves his staff and the duck speeds out of the water, heading towards the bathroom above the alter. The lid of the toilet opens with another shout from the poop god and the duck moves faster. Finally the duck bursts into a ball of light and Anya falls, laughing, into the shining toilet.

Back in reality, Anya finds herself on a bed in a room on the battleship. After hearing her mutter to herself about "what's the god of poop?" Luca excitedly asks if she's ready to poop and puts the duck potty on the bed. As soon as Anya looks at the duck, she comes to her sense and says, "no, I'm good." While Anya stays with Domitri, Luca reports to Snidel that Anya still hasn't pooped yet. Snidel tells him to cut open her stomach. Luca is taken aback by this and tries to protest, but after Snidel presses him, he reluctantly agrees to do it.

Meanwhile, Domitri is trying an exorcism ritual to get Anya to poop – he makes her lay on the bed with a banana, corn, and a pineapple along with coffee beans between them, all the while singing a song about "yellow three." When Luca returns, he asks Domitri what he's doing. Domitri replies that according to his coffee fortune telling, "yellow three" is lucky. Luca then tells him Snidel's orders and asks if Domitri would do it. Since neither of them want to, they decide via rock-paper-scissors, and Domitri wins. Anya reads Luca's mind about how he's going to cut open her stomach while Domitri holds her down. She starts shaking and thinks of Papa and Mama.

Meanwhile, Loid flies the plane close to the battleship and contacts them on the radio. He says that his plane is in a state of emergency due to a fuel system failure and would like to request an emergency landing on the battleship. When one of the soldiers tells Snidel that an unknown aircraft is requesting permission to board, Snidel demands that they shoot it down. Loid steers the plane out of the way of the sudden hail of bullets while Yor, still hiding in the back, hangs on as the plane starts shaking violently.

Back on the battleship, Domitri holds Anya while she screams for Papa and Mama. Luca approaches with a knife.

Back outside, Loid desperately steers the plane to avoid the gunfire from the battleship, including homing missiles. In the back compartment, Yor isn't able to see what's going on, so she thinks to herself that Loid's driving is…rough. Loid manages to dodge the missiles, but one of them explodes next to him, causing the fragments to fall on the plane and damage the left wing. He knows that crashing is inevitable, so he steers the plane towards the battleship. The impact of the plane crashing into the battleship shakes the room where Domitri, Luca, and Anya are in. They all lose their footing and fall, causing Domitri to let go of Anya. She then runs away and through the hallway while they give chase.

Loid jumps out of the cockpit with his bag of spy tools and onto the battleship as the plane crashes. He thinks to himself that he first needs to confirm where Anya is and heads through a narrow passageway. Meanwhile Yor makes her way out of the back part of the plane only to be greeted by a huge gust of wind. She's surprised to be on the outer part of a battleship. She peeks inside the cockpit to look for Loid, but he's not there. She remembers that Loid said Anya was with the military, so she must be on the battleship somewhere. The opening to the bottom of the battleship is too narrow, so she decides to go via the top, breaking into a fast sprint.

The soldiers find the plane wreckage and Snidel gives orders to search for survivors. When one of the soldiers tells him that there's a woman running along the outer part of the battleship, he thinks he's joking. But then he looks at the monitors and sees Yor for himself. He commands that they kill her, since she decided to come aboard using that plane, that makes her an enemy. The turrets at the top of the ship begin firing at Yor, but she swiftly dodges them. One of the soldiers readies a grenade, but she takes off her coat and throws it at him, causing him to lose his balance and fall backwards. When the soldier falls through the deck onto the catwalk, the grenade falls from his hand. Yor gets away just as the grenade explodes, causing the area around the hatch where the soldiers were firing to burst into flames. The soldier watching from the monitor shouts "Explosion on deck 3A!" When she encounters the soldiers, Yor politely says that she came to pick up her husband and daughter, but the soldiers were already unconscious from the explosion. She heads further into the ship. The fire continues to spread through the battleship. Snidel commands the soldiers to go put out the fire, and when asked what to do about the woman, he says to send out Type F.

Meanwhile, Anya is still running away from Luca and Domitri (while still holding her butt). She manages to elude them by slipping into a room without them noticing. She listens by the door, and when she hears that they went off to look for her elsewhere, she breathes a sigh of relief. As she turns around, she notices a toilet in the back of the room. Tears start welling in her eyes…after a long and painful battle, she finally won.

Loid hides in a small room while soldiers are running through the corridors. He wonders to himself what the explosion was and if the plane crash could have possibly damaged the ship's hull. He peeks through a gap in the door and notices an officer who appears to be a captain based on the number of stars on his badge.

After giving orders to the soldiers, the captain walks towards the door. Loid pulls him in, knocks him out, and gags him. He then steps out of the room, now disguised as the captain, wearing his clothes and donning a mask with his face.

The sound of sirens are blaring through the battleship. Yor notices the soldiers desperately trying to put out the fire and apologizes to them. She again says that she came to get her husband and daughter and asks if there's anyone who knows where they are. One of the soldiers looks up and shouts "It's that woman!" The soldiers begin firing at her, but she jumps out of the way, grabs a nearby fire extinguisher and throws it at them, knocking them down like bowling pins. She's confused as to why they're shooting at her, then thinks that they could be part of the bad guy group that attacked Anya on the train. She picks up two knives that the now unconscious soldiers dropped. She then thinks of Anya being in trouble, without anyone protecting her, and her face becomes clouded with anxiety as she tightly grips the knife in her hand.

Meanwhile, Anya happily bursts out of the bathroom with a refreshed look on her face, toilet paper rolling down her feet…only to bump right into Luca and Domitri. Domitri stands proudly with toilet paper around his feet, boasting about his toilet paper fortune telling. Anya's face goes pale. Snidel is informed by one of the soldiers that the child has been secured, and he commands that they bring her to him.

As she continues looking for Loid and Anya, Yor arrives at the entrance to the air cell and pries open the heavy door. She's met with a blast of hot air. The fire has spread all over the spacious room. As she goes further in, she feels a murderous intent behind her. As soon as she starts to look over her shoulder, gatling guns begin firing at her. She jumps out of the way as bullets are showered on her. She goes further down in the air cell just as a gigantic figure appears, slowly moving towards her with heavy footsteps. She politely asks who he is, but Type F doesn't answer. He reaches towards her but Yor kicks him to the ground, only to have more bullets fired at her that she subsequently dodges. She pulls out the knife and pounces on him, managing to knock off his helmet. She asks him to stop attacking but instead he presses his forehead against the knife, making a very inhuman metallic sound, breaking the knife. The arms of his cloak, that had been engulfed in flames, burn off to reveal that he wasn't holding gatling guns, but his arms themselves are guns. The rest of his cloak burns off, revealing a body made entirely of weapons. After he calls Yor an "intruder," she readies the other knife, realizing she has no choice but to fight him.

Meanwhile Loid, still disguised as the captain, gives orders to the soldiers to help them put out the fire. When one of the soldiers asks where the hostage is, Loid questions him and he explains that she's a child about five years old and that officer Domitri took her to the bridge.

At the bridge, Anya is tied and gagged in front of Snidel. Snidel is upset that they missed getting her poop, but Luca says that it could still be in the sewage tanks. Snidel says that it could also still be in her body, which makes Anya even more afraid. Snidel tells them to keep her in the room downstairs and he'll "take care of her" once all the chaos on the battleship is over, while also ominously adding that he brought an extra big knife to enjoy kebobs. He then orders them to go into the sewage tanks and find the microfilm or else he'll cut them like kebobs too.

After leaving Anya in the room, Luca and Domitri grumble about how they're in such a mess because of some greedy kid, and Luca groans that he's still sore from being bitten by the stupid dog. Suddenly Loid, still disguised as the captain, gets the jump on them and knocks them out. He wonders why Anya isn't here since this should be the only bridge on the ship. He enters the room where Snidel is and says that he's going to report on the status of the firefighting operations, but Snidel dismisses him, saying that he's busy now.

In the room below, Anya can read Loid's mind but she can't move or talk due to being tied up and gagged. She realizes that she's tied to a telephone pipe that leads to the room above, so she slams her head against the pipe to get Loid's attention. Just as Loid is deciding to back off so as not to make Snidel suspicious, he hears the banging in the pipe and notices a hatch right below it. He realizes that Anya must be under there, so he pulls off one of the buttons on his uniform and pretends he's going to pick it up when it rolls near the hatch. However, Snidel says "wait, captain" and asks him when he began to smell like...a city. Snidel then immediately shoots at Loid, who manages to dodge, but the bullet grazes the face mask that he's wearing. Snidel continues to fire at Loid, who hides behind a console in the room. Snidel asks if he's the traveler from Rubble and Bonds and says that he shouldn't underestimate the nose of a gourmet like himself. Realizing he's been found out, Loid tears off the captain's mask. Snidel and the other soldiers begin exchanging gunfire with Loid.

Back in the air cell, Type F continues to shoot at Yor, his gatling gun arm having now turned into a grenade launcher. She narrowly dodges his attacks and grabs a fire extinguisher set (with an axe) from the wall. They end up crashing down through the floor, with Yor slamming the axe onto his chest as hard as she can. However, this only reveals a firearm magazine in his chest hatch. The magazine sends bullets into the gatling gun. He aims at Yor again but she jumps away in time. As they stare each other down in the flame filled room, she wonders what she can do against an enemy who can't be damaged by knives or axes.

Meanwhile, Loid continues to exchange gunfire with Snidel and his soldiers. Snidel opens an attaché case with a gas mask and grenade that he calls "Type G." Anya reads Snidel's mind about the grenade being a poison gas grenade that he's been developing and wants to test out. She starts panicking, trying desperately to break free from her binds so she can warn Loid about the poison gas. An image of Loid covered in wounds as he tries to save her flashes in her mind as she thinks "It's Anya's turn to save you!"

Snidel pulls out the pin from the Type G and throws it over to the console where Loid is hiding…just as Anya breaks free. As the rope suddenly breaks, she falls and rolls across the floor, hitting her head against a console in the back of the room. A green light illuminates on the console. Suddenly, the windows in the bridge open and gas starts getting blown all over, much to the confusion of Snidel and the soldiers. Loid uses this opportunity to make a move.

As the gas eventually leaves the room through the open windows, Snidel's men are shocked at what they see through the dissipating gas – their leader Snidel wrestling with…another Snidel! One Snidel tells them to shoot the imposter while the other says that he's the real one. Loid (disguised as Snidel) thinks to himself that since Snidel is the only one with a good nose, he just has to fool the others. Snidel brandishes his knife and threatens to tear off Loid's "imposter skin" and turn it into pork scratching. But Loid gets the upper hand and manages to grab Snidel and cause him to lose his balance, saying that his "imposter" skin isn't so flimsy that it could be cut off by the likes of Snidel. He wraps his left arm around Snidel's neck and tightens his grip, causing Snidel to drop the knife in his hand.

The soldiers are still confused about which is the real one as Snidel's body falls to the floor. Loid says "Do you think I'd lose to a fake," fooling the soldiers into thinking he's the real one. He tells them that they're to head to the Arbo Republic as soon as possible and that they're abandoning the ship. He commands them to use the land route instead. Carrying the body of the real Snidel, the soldiers leave with shouts of "all personnel abandon ship!" When he's finally alone, Loid takes off his Snidel disguise.

Meanwhile, Type F's right arm is overheating but he tells Yor it's no use waiting until he runs out of bullets. Even though his chest plate was torn off earlier, all Yor has left is a broken knife…until she feels around in her pocket and pulls out the lipstick that Loid had bought her. She lowers the knife and tells Type F "this is your last warning, please stand aside. I only came here to get my husband and daughter." But Type F just says that they should all perish together along with the future of the East and West. He then readies another round of bullets. Yor dodges and makes a wide circle around him, dragging the lipstick along the floor. She slashes at his chest with the knife, causing the knife to break. As he jeers that a knife won't work on him, he looks confused for the first time when he notices a line drawn around him with the lipstick, leading up to his chest. She says that she heard that lipstick is half oil. He tries to shoot at her again but it's too late…the flames along the railing run down the lines of lipstick, igniting the weapons embedded in his body, causing him to explode. After confirming that he's been destroyed, Yor continues on her way.

Back on the bridge, Loid opens the hatch to the door where Anya is and jumps down. She's overjoyed to see him as he asks if she's okay. She clings to him and buries her face in his chest. Just then, something falls out of her pochette – the cherry liquor. She tells him it's what Papa was looking for and he realizes that's why she ran away from the hotel. Upon realizing this, he can't help but smile, and Anya smiles too when she reads the thoughts he won't say. Just then they hear a loud explosion. Loid holds onto Anya as the ship shakes from the explosion. "Anyway, we better get out of here" he says.

Meanwhile, Yor opens the hatch at the top of the air cell and makes her way to the outer part of the airship where she sees Loid and Anya. They're both surprised to see her. "Mama!" Anya says as she runs to Yor, who gently hugs her while asking if they're both alright.

Loid asks the same of Yor while also asking why she's here. After hesitating a bit, she admits that she came on Loid's plane and that since it was an "outing," that they should have gone together. She then asks if the people on the airship are actually the military. Loid pauses since he can't tell her the real explanation, but then Anya speaks up about how she ate their important chocolate on the train and that's why they were after her. Loid thinks to himself about how they must have hid the microfilm in the chocolate, but he can't tell that to Yor. So he says that chocolate theft is rampant in cold regions because people believe it will keep them warm...they'd even steal from a military ship. Yor believes him and comments that there's a lot of scary people in the world. They both scold Anya for what she did: Loid asks what the heck she was doing eating that by accident (while in his mind he's glad that she's safe) and Yor says that she shouldn't do whatever she wants with something that belongs to someone else. Anya guiltily says "sorry" and they both can't help but smile at her. They hear more explosions and Loid says that they need to get off the ship. Anya points towards the window and they realize that the ship is heading right towards the city of Frejis. Loid begins operating the device on the console. Yor asks if he knows how to operate it and he says that he knows how from when he did it as part time work when he was a student. Yor is impressed, but Anya knows he's lying.

Down in Frejis, people notice the large, burning battleship descending towards the town and begin running all over in a panic. On the battleship bridge, the ceiling blows off, causing an extremely strong wind to blow. Loid realizes that the propulsion system and lifting platforms are dead, and wonders if it's even possible to make a safe landing or even change course. Behind him, Yor and Anya are holding onto each other while the latter shouts "You can do it, Papa!" Loid says not to worry since the rudder is still intact. However, when he grips it, he can hardly get it to move and the ship is still losing altitude. Debris from the broken ceiling rains down on his head, causing him to lose his balance. Just then, he feels something on his right hand…Yor's hand. And on his left hand, Anya's. "Please let me help, too" says Yor, "Anya too!" says Anya. Working together, the three of them are able to move the rudder little by little.

The Frejis clock tower looms before them but they're able to steer the ship so that it narrowly avoids colliding and only grazes the side of the clock tower. The ship continues to lose altitude, heading towards the surface of a large frozen lake. Yor hugs Anya close to protect her as the ship shakes violent from the impact of the landing. The battered ship glides along the surface of the water at high speed, whipping up a cloud of steam. The frozen water crashes onto the ship, putting out the fire. On a hill not too far away from Frejis, Bond and Fiona stand near Fiona's car and watch with bated breath as the battleship crashes into the lake. "Senpai…" "Borf, borf, borf!"

Back at the ship, the Forges escape from the collapsed bridge and onto the roof. They look in wonder at the pretty scene before them of the glittering ice particles shining against the city lights like diamond dust. Suddenly, water that had collected on the deck roof pours onto them like a waterfall, leaving them soaked. They're perplexed for a moment before Anya bursts out laughing with a "waku waku splash!" Then Yor also laughs. As he watches the two of them laughing, Loid smiles softly.

Suddenly Anya sneezes and Loid notices something in her mouth. Loid realizes it's the microfilm, smaller than a fingernail. He wonders if it had somehow gotten stuck in her teeth. When Yor asks what it is, he clutches the microfilm in his hand and replies with a smile, "it's a return ticket."

The next morning at Berlint, Yuri listens to the news at his desk at the SSS: "The flying battleship that landed in Lake Frejis last night appears to have been an accident during a training flight. The committee has announced that it has already begun interviewing the manufacturer and the military." He remembers that Frejis is where Yor said she was taking a trip to and he wonders if she's okay. His lieutenant then opens the door and requests some documents. Yuri asks why the SSS has to be the ones to clean up this incident, and the lieutenant replies that if the people found out that the military was behind it, that would be troublesome. After the lieutenant leaves, Yuri muses to himself how it seems that WISE intervened in the incident though there's no solid information. He wonders how they could have possibly done it, then thinks "it must have been him…Twilight."

At the WISE hideout, Sylvia reads the newspaper headline which states that there were no survivors of the battleship incident. She compliments Loid, saying that even though the SSS put out the fire so to speak, he managed to not leave a trace of the Forgers' involvement. Loid replies that yes, the Forgers were just enjoying a normal family vacation. He takes out a wine bottle from his bag. Sylvia peels off the label, revealing the microfilm. She then tells him that he's back in charge of Operation Strix, much to Loid's surprise. She hands him a photo of Depple at night with a strange woman and says that his affair was exposed and he was disowned by the father of his wife. Loid smiles slightly when he notices that the woman with Depple in the photo is a WISE agent – in other words, he had fallen into their trap.

Afterwards, Loid meets up with Yor, Anya, and Bond at the park by a fountain. Yor asks how his patient was and he replies that it wasn't a big deal considering they called him out of nowhere. Anya asks Loid why there's no fish in the water and he flatly replies because it's a fountain. She then calls to Yor, taking her hand and leading her to the fountain. As Loid watches them happily talk about something, and Bond following along and enjoying himself, Loid lets out a sigh, but his expression is surprisingly soft. He thinks that even though he's able to continue Operation Strix, he can't let his guard down and needs to keep focusing on acquiring stellas. Anya reads his mind and is overjoyed that the Forger family isn't finished. Loid says that they should go home now since Anya has to "train" to make the melemele for the cooking competition tomorrow. Even though they weren't able to eat a real melemele, they at least have the ingredients for one. Anya asks to hold Loid and Yor's hand as she happily chants that she's going to make a yummy pastry. When Yor says that she'll help too, Loid and Anya politely turn her down. They then head home together.

At the Eden classroom, the students are preparing their cooking ingredients. Becky says that she's going to make an orange layer cake that she learned from training with her pastry chef. She asks Anya what she's going to make. When Anya replies "melemele," Damian overhears and comments that it's an old pastry. Anya tells him that if she makes something good, she wants him to have it too. Damian's face reddens as he shouts that he'd never eat anything she makes. With a shocked face, she asks if he really hates it that much. This makes Damian's face redden even more as he shouts that he'd vomit if he ate her food. He runs off with Ewen and Emile following. Becky comments that he's the worst while Anya thinks that the friendship scheme is a failure. Just then, Anya and Becky turn towards the direction of an explosion sound.

Later that day, Anya shows Loid and Yor a note from school saying that the school kitchen broke down so the competition was postponed and the judge was changed to the vice principal due to scheduling conflicts. Anya laments that since it's not the principal, the melemele won't work. Loid thinks for a moment and says that he remembers reading in the school newspaper that the vice principal is crazy about the berry pudding from the southern region. He asks if they should go, and both Yor and Anya agree. Loid opens a map and points out the southern region. He says it's warm there so they shouldn't need a lot of luggage. Anya is excited about going to the ocean and wonders what playing cards she should bring while Loid thinks it would be a good opportunity for her to learn how to swim. Upon hearing all the talking, Bond comes over from where he was sleeping and gives a happy "Borf!"

Meanwhile at Frejis station, Franky trembles in the cold and shouts "Hey Loid, I bought the cherry liquor!!!"

-----

Afterword: Congratulations if you've read this far! When I first started this project, I honestly didn't think I would write this much for a "summary" 😅 I thought it would just be a few paragraphs tops. But as I translated, I was like "oh, this is interesting, I should write it down!" And I just kept going with that and didn't want to stop! Some may wonder why I would want to spoil myself to this degree, but for me, reading about the movie (in a language I'm not fluent in) is still no replacement for actually seeing it for myself - the novelization doesn't convey every line of dialogue, character action/expression, voices, etc. But now that I know what to expect, I can get myself hyped for the scenes I'm looking forward to seeing while also not getting my hopes up for something I won't see. I don't care to do this for most things, but I'm the opposite when it comes to my hyperfixations like SxF! I'm also not going to give my thoughts on the movie until I see it for myself. But I will say that based on the novelization, even though I thought a few things could be better, overall I think it will be a ton of fun and can't wait to see everything in full animated glory!

Again, please remember to be cautious about where you share spoilers and to properly tag posts on social media. And if you end up sharing large portions of this summary elsewhere, a shoutout to my blog would be nice...I spent many hours working on this!

[kshert]

In Ending MoW, Heinrix doesn't necessarily have to do the torturing himself. (And I think he would only do that at the very beginning of a new career, or as a last resort.)

When you have a network of agents in your hands, your subordinates do the dirty work.

And spying is not just about obtaining information through force. Surveillance, eavesdropping, the use of technology to intercept data, the introduction of agents into organizations and the manipulation of public opinion are also a big part of the work of MoW.

And judging by the planetary events, Heinrix is good at collecting and processing information. A good meticulous analyst is a nerd with knowledge of how to apply it. And compared to the same Danrok, Heinrix has a wider range of tools. I generally see the MoW as an important bridge between the other officers and advisors, allowing everyone to work together effectively.

[saturnville]

all yours, jude bellingham

pairing: jude bellingham x black fem oc (adeba malina). warnings: sexual insinuations. song: all yours by normani an: I don’t remember the last time I wrote a one-shot this long. and I came out of football retirement for this, so let me know how you like it! 🫶🏾 also, can anyone guess what position I played? 👀

“I don’t have an interest in pursuing a relationship with Jude. He’s a great guy but…”

Jude Bellingham, the world’s wonder boy, had become a staple in her life over the last few months following his multi-million dollar transfer to Real Madrid, but not for the reasons that people thought. They met during a dinner celebrating his transfer and hit it off immediately.

“Congratulations,” she said cooly and sat next to the young footballer. When her voice registered in his ears and her face came into view, his eyes grew wide and he looked like a child in a candy store. “I’m Adeba Malina.”

She needed no introduction. He knew exactly who she was. Former Madridista turned business-woman. She was known as one of the greatest center midfielders of her time; her speed, agility, and vision for a pathway to the goalbox were praised by the highest of heavens. Ronaldo’s protege and a Madrid icon. Adeba Malina was a football legend.

“Jude.” His hand engulfed hers as he shook it firmly yet delicately. “It’s wonderful to meet you.”

Adeba pushed a strand of hair away from her face and nodded once, taking in the footballer with a quick sweep of her eyes. He wore a crisp black suit with a complimentary black tie against the freshly pressed white shirt. He was handsome, but she didn’t let her mind go past that. Rather she said, “I trust you’ll do big things with Los Blancos. I’m excited to see what you do on the pitch.”

He was bashful, she noticed, his brown skin suddenly growing red and a small smile on his lips, “Thank you. That means a lot coming from you.”

“No problem at all. You enjoy your dinner, but a piece of advice, if I may.” Jude sat up intently. Adeba leaned over, her lips close to his ear as she tried to speak over the rowdy individuals around her. “You have nothing to prove to anyone. You’re young, gifted, and Black. They’ll do and say anything to make you look bad and to get in your head. Perfect your craft, do your best, and keep moving. There’s nothing to prove.”

Jude met her eyes for the first time that night. The prettiest shade of brown with specks of caramel. They held care and intentionality, just like the words she spoke, and he digested them like his favorite food. It was at that moment that Jude knew she’d be a good person in his life.

“But what?”

Adeba cursed to herself as she sorted through her jerseys for one to wear. Zizou. Ramos. Varane. Ronaldo. Beckham. Rodríguez. Malina. Bellingham. She snatched it off the hangar and onto her bed behind her. It would make do, and it would be cute with her newest navy blue heels and straight-leg jeans. “But,” she started after some time. “He’s younger than me and we’re just friends.”

The woman behind her scoffed audibly. “He’s barely 3 years younger than you, not 12. And you just went through 6 jerseys, knowing you have kits dating back to the 90s, including your own, to wear his, as you do for almost every home match. Don’t play with me.” And there it was. The bluntness and honesty of Colombia’s very own Dawn Nalinja, data analyst turned interior designer.

The two crossed paths at an event in Barcelona four years prior and had been inseparable ever since. So much so that their homes were in the same building, four floors apart. They were quite literally, two peas in a pod.

Adeba sighed and began getting dressed for the match against Dortmund. “Look, I just don’t think every friendship needs to transition to a relationship. Jude is good people and you don’t have to have to romanticize everything with good people.”

Dawn blinked, one, two, three times before sighing. “While that may be true, it’s best to romanticize aspects of your life with a good person, especially before they get swiped by someone else. You won’t know until you give it a try and that goes for anyone, not just Jude. But, we’ll leave that there. Are you ready?”

Adeba slid her feet into her shoes, fluffed her braids, and swiped her purse off the bed. She ignored the feeling within her chest and smiled softly as she tried not to think too hard on what Dawn had mentioned. “Ready!”

-

And as predicted, Los Blancos took the victory. Adeba always adored the energy of the stadium during victories, no matter who won. There was joy in seeing fans jump for joy, holler the chants of their favorite players, and take pictures with the players who’d walked by.

By the end of the match, Dawn had scurried off with her significant other, leaving Adeba to wait in the tunnel for Jude as she typically would.

She tapped her fingers against the wall as she waited for his exit, and when he came into view, the smile she didn’t realize she had on her face widened. “Hey, champ.”

Jude welcomed the greeting and returned it with a hug and a kiss against her cheek. Adeba felt warm as his arm circled around her waist and his fingers brushed against the loops of her jeans. Dangerous territories. “Thank you, Dee. What’re you doing after?”

Adeba shrugged as she stepped back to put distance between them, but it still hadn’t forced his hand to drop from her waist. If anything, it made his grip tighter. She ignored the pulsing between her thighs and said, “I planned to go home.” Her bed was always a wonderful place to be.

Jude nodded once. “Want to come to dinner with me? Not in the mood to party, but I could eat.”

Her head turned to the side and her braids swayed with it. “Just us?” The corner of Jude’s lips rose in amusement at her question. He couldn’t recall a time when them being alone mattered so much before, but with the way her breath quickened, he knew it was deeper than what she let on.

Adeba grew nervous underneath his gaze. His brown eyes were focused on her. How had she not realized how pretty they were? A rich shade of mahogany, a portal to a place unknown.

She exhaled shakily. He answered her question: “Just us.”

-

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adebamalina. hala madrid y nada más. congratulación a los blancos para la victoria 🤍 ft the wonder boy himself

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judebellingham 🤍🤍🤍 always grateful for your support

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username. I know yall saw Jude like her comment!

username. the prettiest wag out!

-- username. girl, she’s not a wag. just a rm legend

-- username. she’s always with jude, so she might as well be. two for one special atp

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username. real madrid legends fr

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georginagio we still need to have our shopping date!!

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username. okay but fr when are they getting tg?

— saturnville girl idk I haven’t thought that far yet

-

“Stay with me tonight.”

If Adeba lived in an animated world, she would have heard her feet squeal like brakes when she stopped suddenly. She turned slowly to see Jude standing with one hand in his pocket while the other held her blue heels, a straight look on his face. “As in…?” Adeba pushed for further explanation. Sure, they’d hung out before at each other’s places and in other public spaces, but his words hinted at something more.

“Movies, snacks, and I’ll whoop your ass in Uno. Just something chill. I just…didn’t want the night to end this early.”

Adeba sighed heavily. She wanted to deny him. To tell him that wasn’t a line that needed to be crossed. That she was nothing more than a friend, a mentor in a way, to push him to be his best self in his professional and personal life, but how could she? With the way he looked down on her and not in a condemning way. But with a look of adoration. His eyebrows were relaxed and his eyes were soft. His body language spoke of comfortability in her presence with how his shoulders were low and slightly rounded above her body. Like a guard.

She wanted to tell him she’d go home, that she didn’t want to blur any lines. She wanted to admit that she had no feelings for him at all, but then she’d be lying, and one thing Adeba Malina hated was a liar.

Adeba pondered on it longer. Her teeth captured her bottom lip as her mind worked to weigh the pros and the cons. They were friends, just friends. Friends who were potentially spending the night together…alone. With any other guy friend, the idea would have repulsed her. But when it came to Jude, something within her sparked with curiosity at the idea of staying the night with him.

Maybe Dawn was right. If everything aligned, would it be worth a try?

Adeba finally met his eyes again and nodded. “Okay.”

-

“You started playing at 17 for Real. Is that how you met Cristiano?” Jude asked inquisitively and passed the bag of candy to Adeba, who sat on her knees in front of him. She nodded and popped a few Nerds in her mouth.

“Correct. The men’s team came to visit the women’s practice and of course, we’re football fanatics just like you, so having these legends visit us and give us advice was amazing. Cris always gave me good advice, especially being that we both came from nothing. So, I try to pour into you what he and many others pour into me.”

Jude couldn’t help but smile. From what she’d shared, she was Ghana-born and raised in Spain once her parents moved at the age of five. She couldn’t take much with her when traveling to Europe, but what she did take was a soccer ball her father had gotten her, which she kept in a glass case in her jersey closet. Growing up she didn’t have much, but she had her ball, and that was enough for her.

What she didn’t know was that the ball would grant her and her siblings an education, her parents a home, and her family stability that would continue even when she left the Earth. Football saved her in more ways than one. She understood what it was like to fall in love with it and she also understood the challenges that came with it. And that was what she enjoyed sharing with others. The journey of loving the game.

“I appreciate that,” he replied. There was a silence between them, a comfortable one. “I still can’t believe you kicked my ass four times.” His tone was teasing, she knew, but she could hear a hint of seriousness. She shrugged and smiled.

“A torn ACL took me out the game, but you can never take the game out of me, baby. I do this.” It was his turn to get flustered. Baby. It was a casual pet name and he knew she meant nothing by it but he wanted to hear it over and over.

“Yeah, yeah,” he replied with a wave of his hand. “I’ll get you back eventually.”

Adeba’s eyebrow raised, “Is this a challenge, Mr. Bellingham?” His eyes met hers. There was a glint of mischief behind her which displayed her fun and teasing nature. But, behind the mischief, her eyes grew darker and the smirk on her lips grew wider, especially as he began to visibly crumble under her gaze.

“Maybe,” was all he could get out.”Guess you’ll have to find out.”

And there it was. The ambiguous statement that left the two of them wondering what the other meant. But she knew. He knew. It was his comment that seemed to shorten the invisible string between them that seemed to wrap around the world. Suddenly, it was just inches long andt the only thing that kept their bodies from pressing against one another’s in a heated exchange of passion.

“Is that so?” Adeba’s tongue circled around her cheek, a subtle action that left Jude’s stomach clenching. He nodded.

The space between them continued to dwindle. They were once separated by the middle cushion of the couch, but now, they could feel the warmth from each other’s breath fanning against their faces. Jude, making the first move, brought his hand to her bare face, fingers caressing her skin. She was so beautiful. Rich complexion with beauty marks and faded acne scars that added to her uniqueness. Her lips were so full. His thumb drummed against them. “Pretty girl…”

Her eyes fluttered closed. “Please…”

Before she could say anything else, his mouth was on hers. Adeba felt her inhibitions slip away as their lips moved together. She’d be lying if she said she hadn’t thought of kissing him and what it’d be like. She expected something sweet. Nah, this was a grown kiss. Passionate and intense, borderline sloppy and nasty. Exactly how she liked it.

Adeba couldn’t remember how she ended up on her back with her bare legs around his waist as he kissed and sucked along the skin of her neck, but she chose not to think of it too much. She refused to be the reason why the moment was ruined.

Jude enjoyed every moment. From feeling her legs tense around his waist and shuddering as her manicured nails snuck under his shirt to trail along his abdomen to hearing her whisper his name so delicately. Jude. She drove him insane.

But, as much as he wanted to keep going, he knew she deserved more than a heated makeout on his couch at two in the morning with no clear expression of his feelings. So, he broke away from her, which was met with a very cute yet very confused expression on her face. “What’s wrong?”

Jude smiled and shook his head. He used his thumb to wipe the corners of her mouth which were damp from their heated exchange. “Nothing, I just…I like you a lot. In a more than friends way and I think you should know that before anything else happens. It’s only right.” Adeba’s eyes sparkled at his comment. “And…I’d like to take you out. On a real date. Just us. Then maybe, if you’re up to it, we can see how far this goes.”

Adeba smiled. “I’d like that.”

Damn it, Dawn.

-

6 months later…

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adebamalina my man, my man, my man

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-

“Baby, we’ve got somewhere to beeee.” Adeba’s words were dragged out as she grew distracted by his lips against her neck and his front pressed against her back. “Jude…”

He hummed softly, massaging her hips as she struggled to finish the finishing touches on her makeup. They had a date to celebrate their six month anniversary but it seemed as though Jude wasn’t in a hurry to make it to their reservation on time. “You look pretty, love. Pretty and all mine.”

All yours, she replied. Jude’s eyes swept across her body. Adeba looked stunning. She wore a red dress that flowed every step she took. Her hair was curly, her makeup was bright and beautiful, and of course, her full lips were just begging to be kissed.

“Thank you,” she said, dropping her makeup products down. She turned in his arms and smiled. Her hands were against his chest and she soothed his suit jacket with her palms. “You look very handsome as always. Let’s go.”

Adeba took a step back to go find her heels and purse, but was stopped by his lips on hers. Jude swallowed every moan she released and allowed it to fuel the fire that burned within him. She circled her arm around his neck as their kiss intensified. She’d never get enough of this.

“I love you,” he mumbled against her lips.

Adeba smiled. “I love you too.”

[myman0rexic]

An Undergraduate Forensic Viewing of Like Minds (2006) Train Scene

Pray for me. Pray for yourself. We are one now.

Contents:

1. Introduction 2. What We Know 3. The Investigation 4. Bibliography for Nerds

1. Introduction

Some justifications first.

I'm an undergraduate stem student obssessed with many topics, including forensic studies. I just finished a complete course about forensic chemistry/tecnology/law in uni and yes, I'm a big failure of a person and was thinking about applying some of the things I've learned into Like Minds' train scene. To clarify, I'm not an experienced profissional of the field. It is to say, I've never worked in such area and had just one or two significant interaction with said profissionals and students. My considerations won't be 100% accurate, clearly, and I may mistake or ignore fundamental data and studies. I intend solely to present some interesting facts and rapidly discuss their applicability here.

Take everything I say with large grains of salt, this is mostly for my enjoyment.

Let's kill Nigel!

2. What We Know

Figure 1. Visual diagram of forensic ballistics' main areas of study. Some will be mentioned here. [1]

2.1. Ballistics - Anatomy of a Discharge

Ballistics is a science field divided in three main ramifications: (1) Interior Ballistics, (2) Exterior Ballistics and (3) Terminal Ballistics. (1) studies the mechanism of a gun discharge, (2) studies the trajectory and behavior of a projectile once it is ejected from a firegun and (3) studies the damage and overall interaction of the projectile with a material structure (biological or not). [1] Ballistics experts (chemists, some engineers, law experts, etc) ocuppy themselves with many things regarding firearms, a field of work that recuries much study and understading of multiple fields of knowledge such as spectroscopy, law and general legislation, physical properties of chemical coumponds, solid state science, material science, industry production series and others. Some areas of chemistry and biology are of great importance and are commonly used complementarily.

We then understand what bullets are. The component that effectivally hits the target in these scenarios is the actual "projectile".

Figure 2. Simple structure of shotgun (left) and rifle (right) ammunition. [2]

In simple terms, they're composed by (1) a shell that holds everything together, (2) some coumpond responsable for the liberation of gas via chemical reaction and (3) some way to give the heat needed for said reaction to occur. There is a whole field of study and production of these killing objects that seeks out to balance some of their properties in different scenarios by the armamentist industry in oder to supply endless applications that constantly develops new shapes and components, so going through it all would be impossible. Regardless, all ammunition is classified by size, called "gauge" in shotguns, and "caliber" in rifles and handguns. [2]

Case: [in shotguns] It is a small cilindrical piece made out of a tube of common plastic or sturdy paper (the red/blue/colored part) that holds the multiple projectiles to be fired (shots), with a metallic base (the primer) composed of brass (copper and zinc) or steel (iron and carbon). [in rifles] The case is called cartridge case, and it is composed by brass as well. [2]

Powder (or propellant): They are usually Nitroclelullose (handguns), Nitroclelullose/Nitrogliceryn (rifles) and Nitroclelullose/Nitrogliceryn/Nitroguanidyn (long range rifles) [3]. Oversimplifying, organic molecules containing nitro groups (present in Nitroclelullose, Nitrogliceryn and Nitroguanidyn) are really unstable; these chemical groupaments are highly reactive in face of many scenarios. If enough energy is provided (by heating, or mechanical contact and pertubation) they will enter a decompostion process, breaking and reacting with their own bonds spontaneously, liberating gases such as H2O, N2 and CO2. These mentioned gases are much more stable compared to the original organic coumponds, so the atoms will "prefer" to form these species if the conditions are set (thus, a spontaneous reaction). This increases pressure inside the shell and forces the projectile to leave violently as a result of gas expansion. [4] Shotgun powder is composed by potassium nitrate, charcoal and sulfur; a mixture known as "dark powder", and it is separated from the shot (projectiles; multiple balls of steel, lead, rubber, or really anything) by a small component called "wad". The same principle explained in the decomposition of organic nitro-compounds apply for the potassium nitrate present here, but only in the presence of sulfur (easier to melt and ignite), providing the necessary heat for potassium citrate to generate the oxygen needed, resulting in charchoal's combustion. [2]

Primer: Primers are a fundamental part of any ammunition, and yet a simple one. When a firing pin from the firegun hits them, sparkles and heat will be produced, which gives the propellent all requiered energy for the chemical reaction. It is, when the action lever is pulled, the firing pin is tensioned by a spring inside the gun. When the trigger is pulled, this firing pin hits rapidly the ammunition's primer (metallic base). [5]

Figure 3. Shotgun firing pin scheme. [5]

The discussion of differents powders/propellents (like smokeless powder), projectiles shapes (in rifle cases) and firegun types (other than rifle and shotgun) is being ignored.

All that must be known is: the trigger pulling promotes a mechanical impact against the ammunition base, which promotes chemical reactions that liberate great amounts of gases, increasing the pressure inside the case, what will pushes the projectile(s) inside foward with great speed.

2.2. The Shotgun - Means to An End

We now restrain ourselfs to the firegun. Let us take a look on the following images:

Figures 4-9 (left to right, top to bottom). Shotguns' takes from Like Minds (2006).

Main considerations:

The shotgun used by Mr. Colbie isn't the same one used by Nigel/Alex in the train scene. We can clearly point that by the number of barrels, i.e., two barrels contaning two projectiles (killing Nigel's mother and father without visible activation) in its first appearance, and only a single one in its second appearance. Maybe this has been discussed before.

It is not a narrative problem if we have the eyes for it. Nigel's father possesses two shotguns, so we assume Nigel went back and grabbed the single-barrel one before going after Alex.

The reloading thing would be important during the bedroom scene, between the moments where John shoots his wife and Alex picks up the gun from the floor. There would be no way of aciddentially shooting Mr. Colbie wihout Alex pulling the action on the second barrel (how would he know which one of the barrels were loaded and why Mr. Colbie would only activate one of the two barrels? It appears he wasn't using the shotgun to merely scare his family). Perhaps the double barrel shotgun used has some individual firing feature, perhaps.

Also, the single barrel shotgun is the same one used by John when Alex and Nigel first accessed the hidden baseament together. This isn't of great relevance though.

After a compulsive research in gun sale sites and over 900 models of shotguns (no joking), I'm inclined to believe that Nigel's single barrel shotgun is an Era 410 GA Single Shot Break Action. My conclusions is based on Figures 6 and 9, the shotgun's best takes throughout the entire movie. The important details are: a single barrel, with rounded trigger guard that ends exactly where the wooden stock begins, by a rounded break action lever with squarish shape that leans horizontally to the receiver and a rectangular like forestock. Other smaller details are: the receiver's top shape and really curved back, the declination present on the stock and the three screws' position and size.

The engraved symbols on Colbie's receiver are sculpted by a profssional artist called "engraver", by client's demand. Therefore, these sigils are decorative and probably carry some meaning to the shotgun's real owner, so they aren't a discrepancy to worry about. The frame I acquired (Figure 9) is of poor quality and there's nothing I can read in there besides one or two letters. I've tried to watch the movie in other internet sites but it didn't help that much.

It took me forever, but here it is [6], [7]. There are also youtube videos revewing this gun in the Extra section.

Figures 10-13. Era 410 GA Single Shot Break Action Shotgun. [6]

Note: @laurelwen successfully identified Nigel's firegun as a Boito .410. The text engraved on the shotgun's receiver in Figure 9, in fact, reads "Boito". Check it out on this post. Look up Extra Bibliography No. 7 in the shotgun's section as well.

Shotguns are a really old type of gun from the 16th century. Their mechanisms were adjusted during following centuries, but they remain still to date with an extremely simple way of function. Today, there are many types, including the single-shots and hand shotguns, much different than what was originally conceived. A break shotgun is capable of "breaking in half" for reloading, exposing its ejector/extractor and barrel interior just as many other fireguns. [8]

Figure 14. Break action shotgun anatomy. [9]

The Era 410 GA possesses a specially long length of barrel, which helps projectiles to achieve maximum velocity before leaving. Still, it appears from my research that this is a second hand model with low price, low demand and little historical relevance. This is the type of gun that would be bought mainly by collectors and enthusiasts; however, because of its little weight, good shooting and minimalist elegance, this firegun is not one of the worst models out there for small amateur animal hunting.

A 410 (10.41 mm, one smallest shot diameter in the market) with great pattern of dispersion after the discharge isn't bad, so at medium distances most projectiles would succesfully hit the center of a target. This is not very good when we're talking about a point-blank discharge directly at Nigel's face.

3. The Investigation

Figure 15. "If they had any evidence, I wouldn't be talking to you, would I?"

Authorities arrive at the dark, umid and isolated train tracks. Immediatly, a shocking scene: a desperate young man holding in his arms the corpse of a dead boy, disfigured. They transport the living witness away from the scene, but the lying unknown and deformed body is extracted for further autopsy. Detective McKenzie takes over with Forensic Psychiatrist Sally to interrogate the surviving suspect, Alex Forbes.

After the initial approach and first hours of interaction, the case takes an unexpected form. The question now is, did Alex Forbes shoot the now identified Nigel Colbie alone, or did Colbie participated in his own killing to incriminate Alex?

The police wastes its time thinking about common scenarios described in the book. They know the victim, the place where it happened, the exact gun used and the main suspect. Everything comes down to answering the presented question. Psycological attempts of extracting an answer from Alex by closed sessions with Sally, it is, to try and build a thrust and comfort relation with the suspect in order to obtain a confession would be protocol. But Alex clearly is beyond that, and if we must say, he's in control the whole time.

All that is left for the police is to attach towards factual evidences. Now, we describe two fundamental forensic elements of a gun-related crime.

Gunshot Residues (GSRs)

GSRs are one of the strongest evidences when it comes to forensic studies. Being composed of burnt and unburnt organic or inorganic particles from the explosive primer from the shell, propellant and possibly fragments of the bullet, cartridge case, and even the firearm, they frequently contain elements such as Sb (antimony), Ba (barium), Pb (lead) or Zn (zinc), Cu (cooper), and Ti (titanium). Their deposition concentrates away from the firearm into the shooter's (arms, face, hands and chest mainly) and victim's (region of contact mainly) bodies. GSRs can be found in nearby surfaces as well, such as the floor, ceiling, walls, objects, clothes, etc. The direct deposition of these residues must be carefully used as evidence because of its irregular distribution on the surrounding enviroment after the discharge. Thus, the main factors are always the chemical composition and concentration spots. Shotgun shots (the small spherical projectiles) are usually made up of lead or lead/antimony, but some ammunitions use steel, zinc-plated steel, tungsten and bismut in substitution (So, in our case, we can expect more significant ammounts of antimony/lead or zinc, iron and carbon). [10], [11]

A 410 ammunition is classified as "birdshots" ammunition, used for hunting said animals. The little diameter of projectiles allows the carrying of multiple projectiles inside one shell, facilitating the execution of small moving targets. The potential damage mustn't be underrated, though.

The aforementioned substances/elements can be detected, investigated, and quantified using microscopy, chemical analytical and chemometric methods, such as Scanning Electron Microscopy (SEM), Energy Dispersive X-Ray Spectroscopy (EDS), Atomic Absorption Spectroscopy (AAS) and Energy Dispersive X-Ray Fluorescence (EDXRF). All these techniques are extensively known and applied in uncountable areas of science for identification and characterization of solid materials. In a nutshell, these methods revolve around the interaction of matter with radiation (such as X-Rays) and the energy absorved/emitted by it after the interaction. The SEM is a most usefull analysis for it can provide real images of micro structures and particles present above any surface, like clothings, skin, fifregun metal and others, if properly prepared. [10]

It is important to understand that these identification methods are of extreme precision and sensibility, it is, minimal concentrations can and will be detected inneviatbly.

Figure 16 and 17. (Left) Image of gunshot powder residues dispersed in the air after discharge. Top left and (Right) images refer to SEM "photos" of extremely small particles of GSRs that can be chemically analyzed. [12], [13]

What about the lifespan of these residues? In long terms, the shooter's trigger hand (right hand) seems to contain most of the residues that persist for a fair amount of time after the discharge. [10] Unffortunately, the mentioned study occured in controlled enviroments, which is not the case. Another work [14] concludes that most GSRs are lost after two-four hours from the discharge. Considering the fast action from authorities described in the movie, we can basically ignore this factor and consider other variables.

Figure 18. "All I can tell you, was that the heavens were falling. And the sound... it was incredible. It was like the Gods were rejoicing for what was done."

Backspatter Material (BM)

Figure 19. Distribution of Forward Spatter and Backspatter caused by a shot at a biological target. [1]

We hereby exclude the forward spatter, it is, the biological material projected fowards with the projectile (to the back of Nigel's head), for its little relevance, since we're not questioning the type of gun or ammunition used; we assume that Alex is describing a resonable scenario that matches with the actual damage done to Nigel. There are no consistent reasons to question this since everythings seems to support Alex's description of this.

BM comes from the combined forces of several interacting wound and ballistics effects. The collapse of the wound cavity and balance of resulting overpressure, the stream of liquid and tissue particles accelerated along the lateral surface of the projectile, the shot's contact and ejection of muzzle gases out of the entry wound from the powder cavity... Every surrouding surface must be investigated, that is, even the shotgun barrel's interior. This small ambience is fairly protected from external pertubations and houses BM from the shot. Considering the poximity with Nigel's face, we can almost assure to encounter biological material with DNA inside. The bellow mentioned study cites another work where a 9 mm pistol cointaned backspatter material from test targets even at a distance larger than 1 meter, much greater then the few inches that separated Nigel's face from the barrel. [1]

Matter of fact, this biological material can pass by processes of Organ Tissue Identification (OTI) and Body Fluid Identification (BFI) if Nigel's identity was at question, or if we desire to understand more profundly the projectile's damage caused to his skull/face/tissue. [1]

Figure 20. "None of what I've heard makes him a murderer."

So, how can we gather this up to develop the investigation? Utilizing only these two fundamental concepts, we can make a few assumptions.

The big question here is if whether or not Nigel's hands were present by Alex's when the trigger was pulled, which would lead the police to support or oppose Alex's narrative. Chemical examination with organic solvents (which won't cause preocupant harm to a dead body) and analytical methods could immediatly point to the presence of GSRs or biological/non biological BM. If Nigel's hands were elevated in his head level (or superior) in the instant of discharge, trace amounts of discussed metals/elements coming from the firing mechanism and ammunition, as weel as little to some biological material, would definetly be found in his hands and forearm skin since there was no clothing covering. Any substance found in his hands/forearm could be microanalytical compared to the ones present in Alex's hands, clothes and face as well. This could be done with really small samples of fresh skin. On the other hand, if Nigel's arms were lowered at the instant of discharge, we could still expect the presence of GSRs in his arms (yet, in less amounts) but the abssence of backspatter materials most certantly. This would classify Alex as a murderer without excuses, even if he alleged that Nigel asked for it.

In the scenario where Alex discharges at Nigel from a great distance (configuring simply murder) we could note the abssence of GSRs in every part of Nigel's body except for the targeted region (perhaps if they were at a greater distance to each other) and the presence of these GSRs in Alex, but in much higher concentration.

But the enviromnent's conditions are of primordial importance. Nigel and Alex stand in an open area, with considerable wind, heavy rain and gravel soil. The heavy rain could simply carry way much of these residues from Alex's body, clothes and Nigel's hands as well. Most GSR would probably be lost to those conditions and its deposite upon the soil's surface would be extremely hard to be quantitatively analized due to unknown degrees (elevated) of impurities and diverse materials and dirt present, but qualitative tests would still be valid.

The knowledge about the victim, crime scene, shooter, exact firegun and time of the tragic event allied with the fast action from authorities saves most of the police's efforts on identifiying and tracking down evidences. However, what remains still offers a challenge. The best evidence here, GSRs left by the discharge, would be of questionable help considering the presence of heavy rain in sight. Still, analitical quantities of them, if detected in Nigel's skin by proper chemical and espectroscopy-related analysis, can be used to comparate probable ammounts present in Alex's clothing and skin (despite the difficult of such). With that being said, the police would find themselves in a much more complex case of muder/assisted suicide, and further evidences and information about their relationship and recent whereabouts would ineviatably need to be extracted from external sources (such as parents, school's employess, close friends and students). Despite all this, Alex's final acting of removing Susan's body and disapearing from sight (not to mention the card left in Sally's car) immediatly sustent his guilt in a case where he already was the main suspect and basically confirmed criminal. And you know, breaking into a cemetery and extracting a corpse from its grave is definetly worth of some jail time. The Colbie's House Murder would certainly incriminate Alex for homicide as well, and the current Brotherhood's little political influence wouldn't prevent him from this destiny, as it appears. But the case is not over.

Further evidences were to be discussed, if it was not for the dissapearing of Alex Forbes.

The subject now roams unknowingly through England with mysterious intents. Its participation on the described case still lacks formal arguments and the Court should now approve his arrest warrant and search decree. Alex Forbes will most probably live to perpetrate the deluded fantasy responsable for the death of three young students in order to carry the sacred holy burden of an ancient templar bloodline.

Yet, we pray.

Who's the enemy now? We are.

4. Bibliography

[1] Euteneuer J, Courts C. Ten years of molecular ballistics-a review and a field guide. Int J Legal Med. 2021 Jul;135(4):1121-1136. doi: 10.1007/s00414-021-02523-0. Epub 2021 Feb 16. PMID: 33594457; PMCID: PMC8205864. [2] https://spotterup.com/how-ammo-works/ [3] Serol, M.; Ahmad, S.M.; Quintas, A.; Família, C. Chemical Analysis of Gunpowder and Gunshot Residues. Molecules 2023, 28, 5550. https://doi.org/10.3390/molecules28145550 [4] Guanchao Lan, Jing Li, Guangyuan Zhang, Jian Ruan, Zhiyan Lu, Shaohua Jin, Duanlin Cao, Jianlong Wang, Thermal decomposition mechanism study of 3-nitro-1,2,4-triazol-5-one (NTO): Combined TG-FTIR-MS techniques and ReaxFF reactive molecular dynamics simulations, Fuel, Volume 295, 2021, 120655, ISSN 0016-2361, https://doi.org/10.1016/j.fuel.2021.120655. [5] https://www.hunter-ed.com/national/studyGuide/How-the-Shotgun-Shoots/201099_92815/ [6] https://www.invaluable.com/auction-lot/era-410-ga-single-shot-break-action-shotgun-131-c-8284a72a5b [7] https://firearmland.com/item/1079096107 [8] https://www.letsgoshooting.org/resources/articles/shotgun/meet-the-shotgun/ [9] https://www.atf.gov/firearms/firearms-guides-importation-verification-firearms-ammunition-and-implements-war-top-break [10] Virginie Redouté Minzière, Céline Weyermann, Organic and inorganic gunshot residues on the hands, forearms, face, and nostrils of shooters 30 min after a discharge. Science & Justice, Volume 64, Issue 5, 2024, Pages 557-571, ISSN 1355-0306, https://doi.org/10.1016/j.scijus.2024.08.002. [11] Joshua Hallett, Michael Stolk, Michael Cook, K. Paul Kirkbride, Examination of gunshot residue arising from shotgun cartridges containing steel, bismuth or tungsten pellets. Forensic Science International, Volume 306, 2020, 110096, ISSN 0379-0738, https://doi.org/10.1016/j.forsciint.2019.110096. [12] https://www.bka.de/EN/OurTasks/SupportOfInvestigationAndPrevention/ForensicScience/PhysicalEvidence/Homicide/GunshotResidue/gunshotresidue_node.html [13] Francesco Saverio Romolo, Pierre Margot, Identification of gunshot residue: a critical review. Forensic Science International, Volume 119, Issue 2, 2001, Pages 195-211, ISSN 0379-0738, https://doi.org/10.1016/S0379-0738(00)00428-X. [14] Jalanti, T & Henchoz, P & Gallusser, Alain & Bonfanti, M.S.. (1999). The persistence of gunshot residue on shooters’ hands. Science & justice : journal of the Forensic Science Society. 39. 48-52. 10.1016/S1355-0306(99)72014-9.

Extra

random materials, take a look

1. Chemistry of Explosives (book pdf) https://link.springer.com/chapter/10.1007/978-1-4612-0589-0_5 2. ERA 410 GA video 1 https://www.youtube.com/watch?v=lGWm2aaWVAc&ab_channel=SteadFastCourage 3. ERA 410 GA video 2 https://www.youtube.com/watch?v=2S16C5Y6lxY&ab_channel=esquad540 4. Quick discussion about Smokeless Powder on r/guns https://www.reddit.com/r/guns/comments/1tawwm/things_i_want_you_to_know_about_smokeless_powder/#:~:text=Because%20of%20something%20called%20oxygen,and%20temperatures%2C%20leading%20to%20fouling. 5. A little on the kinetic energy of specific projectiles (everything applies here as well) https://nodoroc.com/d/node/20 6. A little more on ammunition Caliber https://www.globalsecurity.org/military/systems/munitions/bullets2-types.htm#google_vignette

For the sake of archieving, here are some shotguns I've separated to double check during my research until the Era 410 GA appeared. Curious enough, number 7, called "boito", appears to be another common name given to Era 410. Woops.

1. https://www.bidsquare.com/online-auctions/north-american-auction/victor-break-action-single-shot-12-ga-shotgun-4988316 2. https://www.crescentcityauctiongallery.com/auction-lot/stevens-arms-.410-gauge-single-shot-break-open-sh_9F84899825 3. https://palmettostatearmory.com/jts-shotguns-single-shot-410-bore-26-single-shot2.html 4. https://en.wikipedia.org/wiki/File:Stoeger-Coach-Gun.jpg 5. https://www.gunsinternational.com/guns-for-sale-online/shotguns/harrington-richardson-shotguns/h-r-bay-state-20-ga.cfm?gun_id=103017190 6. https://www.bankstowngunshop.com.au/product/12g-unknown-model-unknown-single-barrel-blued-wood-28-barrel-poor-condition/ 7. https://www.bankstowngunshop.com.au/product/410-boito-model-reuna-28-single-barrel-blued-timber-3-chamber-sec9622/ 8. https://www.bankstowngunshop.com.au/product/12g-harrington-richardson-model-1908-single-32-barrel-blued-wood/ 9. https://www.bankstowngunshop.com.au/product/12g-norinco-model-std-single-barrel-30-shotgun-great-condition/

10. https://www.bankstowngunshop.com.au/product/12g-raick-freres-model-unknown-single-barrel-30-shotgun-belgium/ 11. https://gritrsports.com/henry-repeating-arms-single-shot-12ga-shotgun-h015-12 12. https://www.tmguns.co.uk/store/p1418/Tomas_Agote%2C_Eibar_12G_single_hammer_ejector_shotgun.html 13. https://www.tmguns.co.uk/store/p1659/Vanguard_Game%2FVermin_.410_hammer_ejector_single_barrel.html 14. https://www.tmguns.co.uk/store/p1290/Astra_Ciclope_12G_single_barrel_hammergun.html 15. https://www.tmguns.co.uk/store/p1883/Rossi_Game%2FVermin_20G_single_hammer_ejector_shotgun.html 16. https://en.wikipedia.org/wiki/File:Stevens_511_Shotgun.jpg 17. https://www.gunsinternational.com/guns-for-sale-online/shotguns/harrington-richardson-shotguns/harrington-richardson-44-smoothbore.cfm?gun_id=102901609

thank you for reading

[studyyblrring]

💕 intro post 💕

not new to the community, but coming back from a rather long hiatus so here's a lil introduction ^^

i'm 26, currently pursuing a master's degree in data science (kinda?). i was diagnosed with adhd late last year and have been on a journey of self-discovery ever since trying to manage my symptoms and improve my quality of life, and that also includes my studies!

i'm currently in the process of writing my master's thesis, which i had to push back to the fall instead of this summer bc of my adhd </3 im still trying to find my rhythm atm and get better at coding in python. im hoping that by rejoining the studyblr community i'll be able to get back on track to still graduate this year!!

other than my master's degree, i am also a big language learning enthusiast. i'm bilingual - i speak romanian (native) and english (c1). i've dabbled in many languages, but i'm most comfortable with japanese (~N4). right now i am taking a break from japanese and will be focusing on studying korean. my goal for kr is to reach lower intermediate, so around a2/b1 (topik levels still confuse me sorry) by the end of this year.

finally im an intl student studying in the netherlands and i'm slowly working my way to gaining confidence in speaking dutch and improving my skills, so if youre a dutch speaker willing to help out learners hmu :')

also im ofc looking for friends and i'd love to chat about anything really. my dms/asks are always open so feel free to reach out :)

[thetimesofindia]

Big e-Aadhaar revamp on the cards! No more photocopies of Aadhaar card required, updation to become easy; check top steps

The Unique Identification Authority of India (UIDAI) is set to revamp e-Aadhaar, introducing a QR code-based system to eliminate need for physical copies. Updates, excluding biometrics, will be automated through integrated databases, reducing center visits.

Big e-Aadhaar revamp soon! In the coming weeks, a new QR code-based application will eliminate the need for Aadhaar card physical photocopies to be submitted. Users can share digital versions of their Aadhaar, choosing between complete or masked formats.By November, the Unique Identification Authority of India (UIDAI) is also planning to introduce a streamlined procedure that will significantly reduce visits to Aadhaar centres for updation.Except for biometric submissions, updates to address and other information will be automated through integration with various official databases. These include birth certificates, matriculation records, driving licences, passports, PAN cards, PDS and MNREGA systems.This initiative aims to simplify the process for citizens whilst reducing fraudulent document submissions for Aadhaar registration. Additionally, discussions are in progress to incorporate electricity bill records to enhance user convenience.Also Read | ITR filing FY 2024-25: Several changes in Form 16! Top things salaried taxpayers shouldn’t missUIDAI's chief executive officer Bhuvnesh Kumar has informed TOI about a newly developed application, with approximately 2,000 out of one lakh machines already utilising this new system."You will soon be able to do everything sitting at home other than providing fingerprints and IRIS," he said.e-Aadhaar Revamp: Explained in Top PointsThe application will enable users to update personal details including addresses, telephone numbers, names and incorrect birth date corrections.The introduction of QR code-based Aadhaar transfers between mobile devices or applications is considered essential for preventing misuse, with potential applications ranging from hotel check-ins to identity verification during rail travel. "It offers maximum user control over your own data and can be shared only with consent," Kumar said.The system can additionally be implemented by sub-registrars and registrars during property registration procedures to prevent fraudulent activities.Kumar indicated that UIDAI is working with state governments to incorporate Aadhaar verification for individuals registering properties, aiming to reduce instances of fraud.UIDAI has commenced discussions with CBSE and additional examination boards to facilitate biometric and other data updates for children, which needs to be completed during two age brackets: between five and seven years, and between 15 and 17 years. They are planning a dedicated campaign to address the pending updates, which include eight crore cases for the first update (children aged five to seven years) and 10 crore cases for the second update.Additionally, UIDAI is collaborating with various organisations, including security agencies and hospitality establishments, to extend Aadhaar services to entities where its use is not mandatory.Stay informed with the latest business news, updates on bank holidays and public holidays.

[raven-at-the-writing-desk]

Ms Raven! I have a question about the research you're doing on the type of people and the relationship of their interest with the twst OB. Is there a quota of answerees that you try to meet or do you have a deadline for when you plan to close the survey? I'm just curious if there's a specific time frame we can count on in receiving the results of your study.

[Referencing this survey!]

As of my reply to this ask, we’ve already collected over 800 responses!! 🥳 It’s been less than a week since the survey form went public, so it’s been really exciting seeing this level of engagement and interest.

The survey form will still be accepting responses until July 15th. Ideally, we’d like to hit at least 1000 responses (which I think we’re well on our way towards). Even if we do meet our goal, we’ll happily accept as many responses as we can get before the deadline. BIG NUMBER GO BRRRRRRRRRR and also a larger sample size makes our data stronger 💪

Between now and July 15, we’re throwing together a template and model that will crunch the numbers for us when the data is prepared. This is because the final report will NOT be just pie charts and bar graphs showing the OB boy rankings; we will actually be using various statistical tests to compare the variables while accounting for potential confounding factors.

Once the form closes, we’ll move into the next phase, which will involve doing a sweep to “clean up” the data (ie throw out invalid responses, translate open-ended questions that have been written in languages other than English, standardize short responses so they all read the same (ie America/U.S./USA/United States of America -> USA), etc.). The cleaned data is what will be plugged in for analysis.

When the analysis is done, we’ll be in the writing phase. The average Joe will not be able to understand what these numbers, percentages, graphs, and tests mean. The hope is to produce a final report that is divusee up into sections like a research paper but is also fun + easy to read and understand. We plan to include an introduction, our methodology (why did we choose this test and these questions, how did we clean the data, etc.), results, discussion, conclusions, contributor credits, and even what we could theoretically do better next time.

Altogether, this process could take at least a few weeks (and that’s not counting time for editing and rewrites). If all goes well and there aren’t any unexpected bumps in the road, we can anticipate the full report being out in late August, maybe September. No promises though!! There’s various people involved, a lot of moving parts to account for, and, of course, a lot of data to play around with. At the end of the day, we want to make sure we know what we’re talking about before we pass that information along to the rest of the fandom!

[solar4seekstron]

They’re Hot!

TFRID2015!Bumblebee x Cybertronian!GN!Reader One-shot

Content: 16+, Bee loses his memories and Reader sees a side of him where he’s more open. Reader and Bee reconnect in the end where their relationship has grown.

Introduction Movies/Series Oneshot Masterlist

TW/Tags: Angst, relationship problems, Bee neglecting reader, child bee showing his true feelings, argument at end, more angst again. Have fun crying you simps.

Notes: Reader is slightly taller than bee and reader has a very grabbable waist.

It was a normal day at the junkyard. It was getting late and Bee was still on his patrols with the others.

You stayed with the humans and Sidwswipe.

You have been super busy lately and honestly, you’ve needed a recharge. And so when the humans and Sideswipe noticed you were struggling to stay awake.

Sideswipe letting you know they’ll be fine and to go to sleep. You were hesitant but agreed. You can't keep doing this to yourself. So you stood and walked to your sleeping quarters.

It always felt cramped when in your alt mode.

For you at least and so Danny created a shack for you and your Conjunx bee.

You sent a message through the bond. But he doesn’t respond..

You soon fall asleep once lying down and Bee can feel your warmth once asleep through the bond.

And so you went to sleep. Only to be awakened by a light sound of talks and a bit of arguing. You were lying on your side when the door opened. You then heard the door locked and steps being made to you while you kept your optics closed.

Then you fell a cervo on your side. Digits gently rubbing your frame.

You’d then feel Bees dermas on the side of your neck as he lays behind you.

Spooning you from behind. He then spoke while his arm now wrapped around your waist and you felt his helm pressed against the back of your neck. He finally spoke in a gentle whisper. “Sorry for waking you. And keeping you waiting, Sweetsaprk.”

You let out a soft sigh and responded. Your frame moves only a little to get comfortable as you respond. “How was the patrol? Steel jaw still at large?”

Bee lets out a hum. Thinking back to when you last fought. Bee was so angry with how he flirted and even held you in a way that only Bee should be allowed to. Then again you were captured. So you couldn’t do much,

Bee finally responded. “No luck with even finding their base…” He remained silent.

You two as you looked down. He then spoke once more. “I missed you. Why don’t we..Go for a drive tomorrow? What do you say?” You can feel his stare behind you.

Finally speaking. “Sure. It’s been a while..Sweetspark.” You turned your helm a bit once you said that last word. His optics staring at yours as you glanced at him. You had a smile on your dermas. He has a much smaller one.

And so you both fell asleep together.

The next day when you were getting ready for your patrols and watching that cartoon Grim likes. Something about colorful horses who use magic. Not something you’d watch but you like seeing the big silly bot get excited over the songs and all.

You were then walking to the entrance waiting for Bee until he walked up to you. His face is neutral and he gently took your cervo.

Telling you there’s been a site of a Decepticon on the loose and how you need to stay here to protect the humans just in case. You were disappointed but understood. He understood this feeling through the bond. He apologized and kissed your forhelm before then pressing his own against yours. Making optics contact then leaving with the others.

Who said their byes to you. You let out a sigh and stayed waiting and waiting.

When they returned, you were looking over a data pad and heard the others drive in through the front. It wasn't even past the afternoon to evening yet. You also didn’t expect to see Bee with a large grin.

Something he didn’t really do before. So you know something happened.

You listened as Strongarm told you what happened. You then nodded and told her you understood. You all then are left with how to handle the matter.

As time passes, you continue your evening walks around the base to make sure everything is in order and normal. You didn’t know Bee was pranking the others. You made your way to the center of the junkyard. You were confused for a moment since you heard nothing. Usually, the others are here.

That’s until you then felt two cervos on both sides of your waist. You then feel them lifting you and when you are in the air looking back. It was Bee.

He had such a large grin on his dermas while he stared up at you.

You both heard Strongarm alongside Sideswipe speaking to Bee. Bee soon had a frown on his dermas while you remained in the air. “Sir, No! No bad Bee. Put them down right now!”

Bee stood there for a moment. Slowly putting you down but before your pedes ever touched the floor, he then lifted you once more and started to run with you.

Basically Bee giggling like a child while holding you above his head like you weigh nothing. The others chasing you both through the junkyard. Bee then yelled out with excitement. “Haha, I got a hot bot and you doooooooon’t!” You honestly didn’t even know what to do. You just have a ‘I’m so done.’

It soon got late and eventually, you were able to get down while the others got left behind on the other side of the junkyard. You then placed your cervos on his shoulders while he kept grinning. You then spoke.

”Bee come on now. You’re causing enough trouble already for everyone.” He then started hugging your waist. Taking you by surprise. He then spoke with a cheerful tone. “But I wannaaaaaaa play! Plus you're hot so a hot bot needs a hot gal in My Arms!”

You were surprised. Wondering if these are his true feelings. Maybe?

You then asked in curiosity. “So you find me cute Bee?” He giggled and spoke.

“Yeah! You’re hot! And the bond we have is making me wanna smother you with hugs and kisses even more. Even if it is icky!” He grinned.

Honestly.

You blushed a bit. Bee hasn’t given you a genuine compliment for such a long time. It was…nice honestly. Putting a genuine smile on your dermas. But you also remember this is him…fully. So you had to think fast to fix the situation. Maybe this is a sign to finally have a serious talk with Bee. You then spoke. Gently holding his shoulders.

”Bee, why don’t we play a……game? You be good and not prank the others then….I’ll um.”

He had a frown at first until he soon had a grin. Then speak to finish your sentence. “A kiss?”

”On the cheek.” You finished. Having a small grin on your dermas. He cheered like a little kid who got a lollipop. But then he said he got bored and drove away. Yelling as he got further. “See you later, Hotstuff!”

You let out a sigh as you turned away a bit. Holding the bridge of your nose.

Later that night Sidwswipe and Russel decided to babysit Bee. You leaving with Strongarm and Grimlock to deal with a Decepticon. Before you both knew it when you both saw the police. Knowing this might be harder than you thought. You three then heard Bee speaking.

Be then tried to make his way to the police until Strongarm gave the order for Grimlock to watch over him.

You and Strongarm making your way to the police.

When they were clear. You and Strongarm got to work with dealing with elephants. Everything else was kinda a blur since you were too tired. But you do remember Bee somehow getting to you and Bee riding on Grimlock.

You though were able to catch the Decepticon. Bee later joined you in the weird bouncy house place. Though you did struggle to keep your balance. “Bee! Stop goofing around and try to get him!”

Bee just ignored you and continued to have his fun. You have to step out to catch your breath.

When you walked back with the others. Bee was able to miss the quills and the Decepticon got hit instead. You and Strongarm stared at Bee in shock while he remained energized.

Strongarm then later gets the idea to strap him up somewhere. Strongarm then glanced at you for your opinion. You thought for a moment. Then looking at Bee. He then had his arms open trying to get closer to you while making kissing sounds.

Your cervo holding his face while his pedes keep moving.

Creating a line in the dirt while you remained still. You then let out a sigh and looked back at Strongarm. Speaking you then moved Bee around and held around his waist with your arm.

”Alright Strongarm. What’s your first order.” This caused her to grin and speak with enthusiasm. “Alright, everyone. Let's get to work!”

Should smiled at her then at Bee. Who looked a bit scared nod started to struggle to get out of your grasp. You and Grimlock getting to work with timing up Bee to this tower. You guys then tell him it’s a game.

The next morning, Strongarm and Grimlock went back to the base.

They were exhausted and you offered to stay behind. Napping against and sleeping elephant until you and the poor elephant then heard Bee shouting.

” Whoever did this! Is getting a large scolding when I get down!”

You let out a soft chuckle and then stood up. Stretching your arms then yelling to him. “I’ll get you down Bee. Just hang in there.”

You chuckle. Able to get him down soon while he grumbled and tried his best to remember what happened. You then explained while just seeming upset. “So instead of dealing with the Decepticon first. You decided I was more important? What were you thinking, Y/N?”

You frowned and spoke. Almost staring down at him. “You’re our leader Bee. Decepticons will always come. The same one or not. And You can complain all you wish but team or not. I’m still your Conjunx.”

He let out a sigh and spoke again. “That isn’t an excuse. Our job is the Decepticons come first and to not let foolery come first.” He almost got into your face. But only making it to your chest. You just glared down at him.

”So…if I was in danger but the Decepticon got away…” Bee seemed to be taken aback for a moment. His optics were a little wider as you spoke once more.

”Would you go after the Decepticon….even as I bleed out?” You were serious.

He just stared at you. Then turned his helm away for a moment. Trying to find his words. You continue to glare down at him. Farrowed optics and your optics dim as you stared at him. You then speak once more.

”You know the way you speak about ‘these’ Decepticons. Makes me rethink how you see me before I decided to join you on this earth mission. You changed Bee….But not for the better….I’m going home.” You turned away. Walking to the excite. But you soon felt his cervo grab your wrist.

He then spoke. “Wait. I’m sorry I didn’t mean.-“ You cut him off.

”Oh I know what you meant. But the team- family. Is everything. And I do wish to be a part of it still. But not as your partner.”

You pulled your wrist away. “We have Decepticons to deal with. Don’t want them getting away. Right?” You started walking away once more. Making it past the gate and soon transforming and driving back to the junkyard.

Bee standing there in almost defeat. Looking down with angry and upset optics.

Angry with himself he feels the bond soon break. Things weren’t the same much since then.

Oh man this one actually made me sad. Whe I realized how I wanted to end this i story while writing it. Rewriting the beginning was a bit hard. But I think I was able to make it work. If not. Oh well.

Hope you guys enjoyed this one like I did and as always a repost is appreciated. I hope you guys have a good rest of your day and I’ll see y’all in the comments!

[commodorez]

I still believe the craziest form of computer program storage format from the 1980s is the cassette tape. Logical I get it but to store entire programs on little tape (that I only remember using to play music) is just crazy to me. Idk

Agreed, cassette tape for data storage was really clever. The concept had its heyday was the 1970s in a wide variety of encoding schemes for different computer platforms. It did persist into the 80s, mostly in Europe, while the US switched to floppy disks as soon as they were available for systems. The majority of my Ohio Scientific software is on cassette.

Talking with UK vs. US Commodore 64 users in particular will highlight the disparity in which storage mediums that were commonplace. I've got a few pieces of software on tape for mainly the VIC-20, but I rarely bother to use it, because it's slow and annoying. To be fair, Commodore's implementation of data storage on tape is pretty rock solid relative to the competition. It's considered more reliable than other company's but Chuck Peddle's implementation of the cassette routines are considered quite enigmatic to this day. He didn't document it super well, so CBM kept reusing his old code from the PET all the way through the end of the C128's development 7 years later because they didn't want to break any backward compatibility.

The big thing that really made alot of homebrewers and kit computer owners cozy up to the idea was the introduction of the Kansas City Standard from 1976. The idea of getting away from delicate and slow paper tape, and moving towards an inexpensive, portable, and more durable storage medium was quite enticing. Floppy disk drives and interfaces were expensive at the time, so something more accessible like off the shelf audio tapes made sense.

I've linked two places you can read about it from Byte Magazine's February 1976 issue below (check the attribution links).

You might recognize a familiar name present...

There are a few ways to encode binary data on tape designed to handle analog audio, but the KCS approach is to have 1's be 8 cycles of 2400Hz tone, and 0's be 4 cycles of 1200Hz tone. I say cycles, because while 300 baud is the initial specification, there is also a 1200 baud specification available, so the duration of marks vs spaces (another way of saying 1's and 0's), is variable based on that baud rate. Many S-100 computers implemented it, as do a few contemporary proprietary designs.

The big 3 microcomputers of 1977 that revolutionized the industry (Apple II, Commodore PET 2001, and Tandy TRS-80 Model I) each have their own cassette interface implementation. It kept costs down, and it was easy to implement, all things considered. The Apple II and TRS-80 use off-the-shelf cassette deck connections like many other machines, whereas the original variant of the PET had an integrated cassette. Commodore later used external cassette decks with a proprietary connector, whereas many other companies abandoned tape before too long. Hell, even the original IBM PC has a cassette port, not that anybody bothered to use that. Each one used a different encoding format to store their data, rather than KCS.

Here's a sample of what an OSI-formatted tape sounds like.

And here's a Commodore formatted tape, specifically one with VIC-20 programs on it.

I won't subject you to the whole program, or we'd be here all day. The initial single tone that starts the segment is called the "leader", I've truncated it for the sake of your ears, as well as recorded them kinda quietly. I don't have any other tape formats on hand to demonstrate, but I think you get the idea.

You can do alot better than storing programs on tape, but you can also do alot worse -- it beats having to type in a program every time from scratch.