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Data Visualization Consulting : Putting Thoughts Into Practice

I. Overview
A. Data Visualization Definition
The graphical depiction of data used to find hidden patterns, recognize trends, and arrive at wise conclusions is known as data visualization. It uses dynamic graphics instead of static charts and graphs to effectively convey complicated information.
B. Value of Consultants for Data Visualization
Businesses are faced with the challenge of extracting insights that are actionable due to the exponential growth of data. In order to transform unstructured data into visual narratives that inform strategic decision-making, data visualization experts are essential.
II. Advantages of Using Consultants for Data Visualization
A. Improving the Interpretation of Data
Simplifying complex data sets to make them easier for stakeholders to understand and draw conclusions from is a specialty of data visualization consultants. Their specialty is turning unprocessed data into aesthetically pleasing and easily understood representations.
B. Enhancing Decision-Making
A thorough comprehension of the data is necessary for making well-informed decisions. In order to show data in a way that encourages prompt, informed decision-making and improves business outcomes, consultants employ sophisticated visualization techniques.
C. Customized Business Solutions
Data visualization specialists recognize that every business is different. They provide tailored solutions, matching industry standards and particular company objectives with visualization tactics.
III. Elements of a Successful Data Visualization
A. Simplicity and Clarity
Simplicity and clarity are given priority in effective visualizations. Data visualization consultants make sure that even non-technical stakeholders can understand the information that is given.
B. Interactive Elements
Users are engaged when there is interaction and may examine data at their own pace. Interactive features are incorporated by consultants to allow stakeholders to delve deeper into the data for a more thorough understanding.
C. Interoperability with Different Data Sources

IV. How Consultants in Data Visualization Operate
A. Evaluation and Analysis of Data
First, consultants thoroughly examine the client’s data environment. This entails determining important KPIs, comprehending data sources, and evaluating the particular requirements of the company.
B. Tailoring Tools for Visualization
Consultants customize visualization tools to meet the specific needs of the organization based on the investigation. This personalization makes sure that the final images are in line with the goals of the business and appeal to key audiences.
C. Constant Observation and Improvement
The process of visualizing data is continuous. Consultants keep an eye on how well visualizations are working and adapt as necessary to meet shifting corporate objectives or alterations in data patterns.
V. Data Visualization Consulting Trends
A. Integration of Advanced Technologies
Data visualization is a field that is always changing. By incorporating cutting-edge technology like augmented reality and artificial intelligence into their visualization methods, consultants are able to stay ahead of the curve.
B. Put Predictive Analytics First
Consultants are concentrating more and more on predictive analytics in addition to retrospective analysis. They assist firms foresee future possibilities and difficulties by using visualization tools to forecast trends.
C. A Greater Focus on the User Experience
A key consideration in data visualization is user experience. In order to maximize engagement, consultants place a high priority on producing visually appealing and user-friendly graphics that are also instructive.
VI. Difficulties in Consulting for Data Visualization
A. Guaranteeing Data Protection
Making sure data is secure is of utmost importance as it becomes more accessible. Strong security measures are put in place by consultants to protect sensitive data during the visualization process.
B. Overcoming Change-Resistantness
A reluctance to adopting data visualization may come from stakeholders who are used to more conventional reporting techniques. Consultants are essential in helping to overcome this reluctance by providing training and efficient communication.
C. Combining Various Data Sets
Companies gather information from multiple sources. The task of integrating disparate data sets to produce a holistic picture and guarantee that no important insights are missed is taken on by consultants.
VII. Case Studies: Data Visualization Consultants’ Success Stories
A. Effect on Marketing and Sales
By offering lucid insights into consumer behavior and industry trends, data visualization consultants have assisted companies in revolutionizing their sales and marketing tactics.
B. Healthcare Analytics Transformation
Consultants have been essential in the healthcare industry in boosting operational effectiveness, optimizing resource allocation, and improving patient outcomes through data-driven insights.
C. Improving Manufacturing’s Operational Efficiency
Data visualization helps manufacturing companies by enhancing overall operational efficiency, finding bottlenecks, and streamlining production processes.
VIII. Selecting the Appropriate Data Visualization Consultant
A. Evaluating Knowledge and Background
Prioritizing knowledge and experience is crucial for firms when choosing a data visualization consultant. Experienced consultants are better suited to tackle unusual problems and provide significant outcomes.
B. Recognizing Customer Needs
Successful consultants take the effort to comprehend their clients’ unique needs and goals. This guarantees a customized strategy in line with the business objectives of the client.
C. Economical Remedies
Although cost is an important factor, companies should prioritize the total value that consultants offer. A solution that yields measurable outcomes and a favorable return on investment is considered cost-effective.
IX. Homemade vs. Expert Data Visualization
A. Benefits and Drawbacks of Homemade Methods
Some companies might think about tackling data visualization on their own. Although this can save costs, it frequently falls short of the breadth and depth of knowledge provided by qualified consultants.
B. Professional Expertise’s Value
Expert consultants for data visualization bring a plethora of experience and expertise to the table. Their experience guarantees accurate representation of complex data sets in high-quality visuals.
C. Observing Long-Term Cost Reductions
Even though professional services could seem expensive at first, the long-term cost savings that come from well-informed choices and efficient procedures exceed the original outlay.
X. Prospects for Data Visualization Consulting in the Future
A. Changing Technologies and Methods
In order to stay ahead of the fast evolving data landscape, data visualization consulting will need to embrace emerging technology and evolving approaches.
B. Increasing Need across Diverse Sectors
The need for qualified data visualization consultants is predicted to rise sharply as companies in all sectors realize the benefits of making decisions based on data.
C. Possibilities for Professional Development
The discipline of data visualization offers a plethora of chances for advancement and specialization to those who are pursuing a career in it.
XI. Advice on Using Data Visualization Effectively
A. Choosing the Right Visualization Instruments
Selecting the appropriate visualization tools is essential. Consultants help companies choose tools based on the kinds of data they have, their objectives, and the preferences of their users.
B. Recognizing Your Audience
Optimizing visual aids for the intended audience guarantees optimal effect. When creating visually compelling content, consultants take stakeholders’ preferences and degree of understanding into account.
C. Including Narrative Components
A story is told via effective data visualization. Consultants integrate stories into images so that stakeholders can relate to and remember the content.
XII. Typical Errors in Data Visualization to Avoid
A. Stuffing Data Into Visuals
Refrain from including all of the data points. Consultants make sure that visuals are clear and free of superfluous details by prioritizing relevant information.
B. Failing to Consider Mobile Compatibility
In a world where mobile devices are everything, consultants make sure that visualizations work across many platforms to give users comfort and accessibility when they’re on the road.
XIII. Final Thoughts
A. Summary of Main Ideas
In order to fully utilize data and give businesses the insights they need to succeed, data visualization experts are essential.
B. Highlighting the Function of Consultants for Data Visualization
The knowledge and skills of data visualization consultants are crucial for helping organizations make sense of the complexity of a data-driven world and turn information into plans that work.
XIV. Frequently Asked Questions
A. How can consultants for data visualization improve the interpretation of data?
Data visualization experts take complex data and turn it into aesthetically pleasing representations that simplify it and make it easy for stakeholders to understand.
B. Which sectors gain the most from advisory services related to data visualization?
Data visualization consulting helps several industries, such as manufacturing, sales and marketing, and healthcare, by streamlining operations and enhancing decision-making.
C. Is it feasible for small enterprises to do their own data visualization?
Although less expensive, do-it-yourself data visualization is less comprehensive and knowledgeable than that of skilled consultants, which limits its usefulness for small organizations.
D. How can companies get past their reluctance to implement data visualization?
Overcoming resistance requires training and effective communication. When it comes to helping companies make the shift to data-driven decision-making, consultants are essential.
E. Which major developments will influence data visualization consultancy going forward?
The utilization of cutting-edge technologies, a concentration on predictive analytics, and a greater emphasis on user experience are examples of emerging trends.
Elevate Decisions with Data Visualization Consulting Services
#data visualization#data visualization consulting#data visualization consultant#data visualization experts#data visualization specialist
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The data management and analysis capabilities of your organization can be greatly enhanced by incorporating Power BI into your business processes. Power BI enables businesses to make smarter, faster decisions by offering powerful data visualization and real-time analytics. However, successfully implementing Power BI requires a strategic approach that covers everything from choosing the right developers to deploying dashboards and utilizing its services. The initial step in Power BI implementation is hiring developers skilled in creating solutions customized to your company's needs. These developers are responsible for setting up the technical framework, designing Power BI dashboards, and ensuring seamless integration with your data sources. A well-organized dashboard can transform complex data into easy-to-read visuals, giving decision-makers a clear view of business performance and trends. Once your dashboards run, the next focus is utilizing Power BI services. These services allow you to share reports across teams and collaborate effectively and securely. With Power BI's cloud-based capabilities, employees at all levels can access up-to-date insights, regardless of location, ensuring that everyone in the organization is on the same page when making crucial business decisions. A successful implementation also requires a clear understanding of your company's data needs and workflows. Identifying relevant data sources and ensuring they're correctly connected to Power BI is critical for providing accurate and actionable insights. Additionally, it's essential to train employees using the platform to get the most out of the tool. Empowering your team with the skills to use Power BI effectively ensures better adoption and more significant business value. Adopting Power BI in your enterprise offers many opportunities for more informed decision-making. Businesses can gain deeper insights into performance and trends by working with skilled Power BI developers, creating meaningful Power BI dashboards, and utilizing Power BI services to enhance collaboration.In addition to supporting a data-driven culture that promotes growth and maintains an organization's competitiveness, Power BI streamlines data analysis.
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Data Analytics Training In Marathahalli
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All About Vscode - Extensions, Shortcuts & Settings For Flutter Development

Flutter is a fantastic cross-platform UI framework widely used for developing apps. Of course, it includes lots of options that are easy to create a rich desktop and mobile web app development. When you hire flutter experts from Flutter Agency, they will know about VS code extensions, shortcuts, and development settings. Visual Studio Code IDE is the perfect option to complete flutter development.
However, VS Code is an excellent IDE for developing apps. If you complete basic setup steps, you must know about shortcuts, extensions, and settings in the development process. Thus, it will boost your workflow rapidly and change a lot within a short time.
VSCode Shortcuts Installation And Setup
Installing the Flutter extension gives you an excellent answer for automating the code. However, it should be effectively undergone with the intuitive format and enabled with the current source code window. They take complete pledge solutions and set them with single-format documents.
Developers must follow the setup editor and follow instructions in the feature update. Updating the extension took a regular shipment and adapted to the extent. The VS c de updates extension carries out the default, and absolute results will happen.
â—Ź Click the Extensions button
â—Ź Click the Update button
â—Ź Reload button
â—Ź Restart VS Code
On the other hand, the flutter extension will be easily implemented based on creating projects with standard features. They will notice changes and must adapt to creating Flutter app development projects. Using templates has a salient role in establishing new projects with command options.
What Are The Vscode Shortcuts For Flutter Development?
Visual Studio Code shortcuts and extensions are essential in setting up Flutter app development. It includes es superior options and saves time as well. With more features, it takes a complete pledge solution to set up VS code shortcuts and settings quickly. However, VS Code shortcuts should undergo the development process using a flutter expert.
Of course, below are the lists of VS code shortcuts to know:
Quick Fi
The Quick Fix feature can be easily adapted anywhere based on the developer process. With numerous code actions, the process requires the CMD and enables CTRL+. It allows developers to take a complete pledge solution and follow the flutter widget amazingly designed. These are always flexible and hence suitable for a convenient option for creating data class methods.
Search files by name
The search files by name take a complete pledge solution with excellent shortcuts by opening the files in the projects. However, accessing other features with a maximum shortcut is unnecessary. You can see the keyboard and shortcuts by adapting to CMD+P for MacOS and CTRL+P for Windows.
Show Com and Palette
Show Command Palette allows the users to quickly bring for a search box by setting up accessibility. However, it is also a practical option for controlling them with commands and searching for new ones. They set out CMD+Shift+P, including MacOS, and take a Windows shortcut for your requirements.
Flutter and Dart snippets
Flutter and dart snippets are unique and explore standard widgets. In addition to this, it will explore gaining insert features with VS Code shortcuts for focusing on quick processes. However, it should be adaptive for a snippet for unique options for standard flutter widgets options.
â—ŹÂ stless: Insert a StatelessWidget
â—ŹÂ stanim: Insert a Stateful Widget using AnimationController
â—ŹÂ stful: Insert a StatefulWidget
Of course, mobile app development allows everyone to generate boilerplate code and enables a named widget. Hence, it will allow the snippets to access the standard code blocks. The function of the definitions includes if/else, loops, and many others.
Developers can also check the files that are accepted in Dart snippets. Of course, you can install excellent Flutter snippets extensions with more features. Exploring the superior option for adding valuable snippets for your dependencies is best.
â—Ź Dart: Add Dependencies
â—Ź Dart: involves the fantastic attribute of providing stability for accessing the new feature.
â—Ź Open command palette
â—Ź Type "Dart: Add Dependency"
â—Ź Get the list of packages available in the pub. Dev:
â—Ź Click dependency
â—Ź It involves the added pubspec.yaml file
â—Ź The process is installed automatically
Keyboard shortcuts list
Of course, Visual Studio Code has to bring forth shortcuts based on the customized options with key bindings. However, it takes a complete solution and configures MacOS and Windows OS.
The command shortcut lists are listed below:
â—Ź CMD+K CMD+S for MacOS
â—Ź CTRL+K CTRL+S for Windows OS
â—Ź Newly Built Modes
Vscode Extensions For Flutter Development
VS code extensions for flutter development have better accessibility. However, it should efficiently deal with the right attachments and notice changes in the flutter development. Hence, developers have a suitable option to follow the extensions in VS Code.
Dart Data Class Generator
The dart data class generator has to rely on extensively creating model classes for accessible functions. However, it includes the best possible things to adapt to different methods in accessing CopyWith(), ToString(),toMap(), fromMap(),toJson(), fromJson(),==, and more. It should be adaptive in creating value and configuring based on code generation. Thus, it is error-prone and enables a dart class generator to be used.
Flutter Riverpod Snippets
Flutter developers are trying to create providers' and consumers' names in the field. However, flutter Riverpod snippets are a fantastic extension to simplify tasks. Thus, it is convenient to download and document the Flutter Riverpod snippets to be evaluated.
Conclusion
Finally, Visual Studio Code VSCode is a family and powerful code editor for setting up Flutter development. You must also know the shortcuts, extensions, and settings to develop apps.
However, Visual Studio Code is an IDE suitable for achieving stable attachments in development. It includes the best method and notices superior options for customizing and enhancing workflow excellently. Know here how to SetUp Emulator For VSCode.
On the other hand, VSCode extensions, shortcuts, and settings are the most useful function for a wider audience. However, the services should be integrated and develop a mobile application with a flutter app design.
You must hire flutter expert to handle everything based on the requirements. Users will get updated mobile apps, consult expert developers, and build custom-centric and feature-rich applications.
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🚀 A new Hayden Planetarium Space Show, narrated by Pedro Pascal, is opening June 9! In Encounters in the Milky Way, you’ll get a front-row seat to spectacular moments in our solar system's past and future, including the paths of stars, comets, interstellar debris, and visually stunning gas and dust clouds.Â
🌌 Developed by a team that includes astronomers, science visualization experts, and artists, Encounters in the Milky Way is made possible by data from one of the most transformative projects of the past century: the European Space Agency's Gaia mission, dubbed the "billion-star survey" for mapping the precise positions, distances, and motions of nearly 2 billion stars in our galaxy.
đź”— Learn more.
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Could I request a Kenji x Reader where the reader is an Ailen who is very much stranded on Earth and on The run from the KDF who wants access to their tech
Among the Stars I
Kenji Sato x Alien!Reader
Word Count: 1,766
Genre/Warning: Falling in Love, Friends to Lovers, Slow Burn
Author’s Note: To me, reader is an alien in the sense that she is a foreigner to this planet; how she looks is up to you. Takes place after Emi. AND I THINK AOSHIMA DESERVES RECOGNITION LIKE 🫢 AIN’T HE HOT TOO?????
MASTERLIST
The stars twinkled in the dark expanse of space as you navigated through the cosmos. This wasn’t the first time you traversed through the void. In fact, you were a professional at this.
Being one of the respected astrophysicists of your planet, you have always been one sent on space voyages. Your mission was simple, something you were good at, so what could possibly go wrong?
At least that’s what you thought a few moments ago.
"Engine malfunction detected. Immediate landing required.”
As if the flashing red lights and blaring alarms weren’t enough, the onboard AI wouldn’t shut up either, all of them adding up to the panic in your already pounding heart.
“Engine failure. Emergency landing procedure initiated.”
Your struggle to regain control was hopeless. Assessing your options, Earth was the nearest habitable planet. With no time to spare, you steered the spacecraft towards the blue planet.
The descent was turbulent, flames licking at the hull as the spacecraft entered Earth's atmosphere. You gritted your teeth, fighting to maintain the little control you had left.
Scanning the residential area that stretched beneath, you spotted a forested area and made a split-second decision. With expert precision, your maneuver slowed down the descent just enough to avoid a catastrophic impact.
The spacecraft touched down with a jolt, skidding through the underbrush before coming to a stop. Smoke billowed from the damaged engines and you knew you needed to secure the craft first.
Despite the damage, the emergency propulsion system still had enough power for short-distance travel. With steady hands, you activated the system again, guiding the spacecraft toward a nearby body of water.
The craft hovered momentarily above with a soft hum. Carefully pushing the controls, you maneuvered it into a controlled descent where it submerged beneath the water, disappearing from view.
In the control room of the Kaiju Defense Force, monitors flickered with data streams from satellite scans displaying Japan’s airspace and terrestrial activity.
"Report," Aoshima commanded.
"Sir, we've detected a significant impact in sector 7G. Satellite images indicate a disturbance in the forested area, consistent with an object of considerable mass landing."
Aoshima scrutinized the images, noting the telltale signs of a recent crash landing, “Any signs of the object itself?"
"Negative visual confirmation, sir. The object appears to have made impact and then moved into concealment."
"Prepare a recon team," Aoshima ordered crisply. "I want a full scan of the area. Notify all units in the vicinity to be on alert."
Aoshima contemplated the implications. For years, KDF had struggled against the relentless onslaught of kaiju attacks under Dr. Onda. His last will was for the survival of KDF.
Aoshima shared Dr. Onda’s vision and if this alien technology held the key to turning the tide in humanity's favor, they couldn't afford to hesitate.
Meanwhile, having just emerged from the submerged spacecraft, you cautiously explored the area. Your advanced sensors warned you of Earth's surveillance systems, but you had hoped to remain undetected.
Your hope, however, was short-lived as the sound of whirring and a shadow passing overhead alerted you to the arrival of drones. Quickly, you dashed into the forest, heart pounding as you navigated the unfamiliar terrain.
Above you, the drones buzzed in pursuit, their sensors tracking your every move. Their operators relayed your position to ground units, who quickly mobilized to intercept.
You emerged onto the outskirts of a bustling city. Buildings towered overhead and streets were crowded with unsuspecting pedestrians. You had to blend in to evade capture.
Tokyo has always been bustling with a sea of people moving with purpose. Among them was Kenji and today, his life would take a turn he could never have predicted.
He was jogging through a quieter part of the city when suddenly, a force collided with him, nearly knocking him off balance. Looking down, he saw a woman his age, face partially obscured by a hooded cloak.
You looked up at him, eyes wide with fear. "I'm sorry," you gasped, glancing over your shoulder. "I... I need to go."
Before Kenji could respond, you tried to bolt, but he gently grabbed your arm. "Hey, what's going on?” He asked, genuinely concerned. “You look terrified."
You hesitated, clearly torn between fear and the need for help. Before you could decide, KDF agents appeared at the end of the street.
“Surrender peacefully, and we won't harm you," one of them demanded sternly.
"No," you replied, a slight determination in your trembling voice.
Kenji’s instincts flared. To him, KDF has been nothing but trouble. So without a word, he pulled you behind him, putting himself between you and the agents.
They slowed, eyes narrowing at Kenji. "This is official business," the leader said, his voice cold. "Step aside."
Kenji ignored the command, gripping your hand tighter. "Run," he whispered urgently, before leading you in a sprint away from KDF.
The two of you took off with Kenji guiding you through a series of narrow alleyways and bustling streets.
"Over here," he whispered, pulling you into a side street. You dodged through a market, running between stalls and startled shoppers. The KDF was temporarily delayed by the crowd, buying you precious seconds.
Kenji's heart pounded, both from the exertion and the adrenaline. "Keep your hood up," he urged you. "We can't let them see your face."
You continued running, the sound of pursuit growing fainter. Kenji led you through a maze of side streets, finally emerging onto a quieter residential road.
"Almost there," he panted, squeezing your hand reassuringly.
Finally, you reached a house guarded by a big gate on the outskirts of the city. Kenji quickly unlocked the gate and ushered you towards the house.
Inside, Kenji guided you to the living room, where you sank onto the couch, hood falling back and revealing your face.
“Mina, emergency analysis,” he said as a spherical robot hovered towards you, red light scanning your body.
"Scan complete," Mina announced. "Subject is experiencing elevated stress levels and minor physical exhaustion. No immediate threats and no tracking devices detected.”
"Thank you," you said, voice filled with gratitude and lingering fear.
Kenji nodded, breathing heavily. "Are you okay?"
You nodded, her gaze lingering on him with a mix of surprise and curiosity, “I didn't expect anyone to help."
"I'm Kenji," he introduced himself, extending a hand.
You hesitated briefly before shaking his hand, "I'm (y/n)."
"You can catch your breath here,” Kenji said, standing up. “I'll get us some water." He returned with two glasses of water; you accepted one gratefully.
"Why were those guys after you?" Kenji asked, his curiosity piqued.
"I'm not from Earth. I'm…” you hesitated but you owed him an explanation and also to save you from the trouble of pretending. “…an alien."
"An alien?” He blinked in surprise. “But you look human."
"Alien in the sense that I'm from a distant planet," you explained softly. "I crash-landed here not long ago.”
You told him everything—your mission, how you ended up being chased by what he referred to as the Kaiju Defense Force, and your spacecraft.
“I would like to ask another favor if it’s not too much,” you said with hesitation; Kenji helping you escape and sheltering you was already more than enough. “I need you to help me find Ultraman.”
You knew about Ultraman and his origin. You’ve been sent to Nebula M78 a couple of times already. If there’s someone who could help you get back to your planet, it’s him.
“Ultraman?” Kenji's eyes widened. “Why?"
“I know of him,” you said. "He might be the only one who can help me.”
Kenji took a deep breath, realizing he couldn't keep his secret any longer. "Well, there’s something you should know,” he said.
“What is it?” You asked, confused.
He looked straight into your eyes, his face set with resolve, “I'm Ultraman."
The room fell silent. "You're...” your eyes widened. “Ultraman?"
Kenji nodded, “Yes, and I’m not supposed to tell anyone but if helping you means revealing it, then so be it."
Your eyes teared up with joy. Just when you thought that this day was full of bad luck, here came your silver lining—a stunning man one at that.
Kenji asked you about the whereabouts of your spacecraft so he, in his Ultraman form, can bring it here in no time. His house had a basement submerged underwater which provided an easy way to bring it over.
His dad, the previous Ultra, happened to live with him. Kenji explained the situation and his dad, an expert in this field, generously offered to help.
Hayao circled the craft, examining it closely. "Impressive design," he muttered, running his hands over the hull. "But clearly, it's been through a lot."
"I think it’s the power core," you explained. "It was heavily depleted during the crash, and I can't get the ship operational again."
"I see. A power core like this...” Hayao nodded thoughtfully. “…it's incredibly advanced. Recharging it with Earth's technology would be almost impossible."
"So, there's no way to fix it?" You looked at him, worried and on the brink of tears.
"Not exactly,” he smiled reassuringly. “While we can't recharge it with conventional means, there might be another way. We need an alternative energy source—something with immense power."
"What about the energy that powers Ultraman?” Kenji stepped forward. “Could it work?"
Hayao considered this, nodding slowly. "It's possible,” he said. “Ultraman's energy is vast and unique. We might be able to transfer some of it to the power core."
Your eyes lit up with hope, “Do you think it could really work?" Hayao placed a reassuring hand on your shoulder, "It's worth a try.”
He explained that he would first need to create an energy transfer device. But with the resources here on Earth, it’s a trial and error to see which would be compatible with your spacecraft. Needless to say, it would take a lot longer before you could go back home.
Kenji led you down a hallway to a cozy guest room. He opened the door, revealing a spacious room with a bed, a dresser, and a big window overlooking the bay.
“You can stay here until we figure everything out,” Kenji said. “It's safer than being out there with the KDF looking for you."
"Are you sure?” You looked up at him. “I don't want to be a burden."
"You're not a burden,” he smiled reassuringly. “I’ll leave you to get some rest. We've got a lot to do tomorrow."
With that, you settled into the room with a sense of peace for the first time since crashing on Earth.
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First, let’s address the fact that hackers recently accessed the personal data of about 14,000 23andMe customers. Because of how 23andMe works—it has a “DNA Relatives” feature that lets users find people they are probably related to—this breach created 6.9 million “other users” who had data stolen in the breach, according to reporting by TechCrunch. This data included people’s names, birth year, relationships, percentage of DNA shared with other 23andMe users, and ancestry reports.
[...]
Getting your DNA or your loved ones’ DNA sequenced means you are potentially putting people who are related to those people at risk in ways that are easily predictable, but also in ways we cannot yet predict because these databases are still relatively new. I am writing this article right now because of the hack, but my stance on this issue has been the same for years, for reasons outside of the hack. In 2016, I moderated a panel at SXSW called “Is Your Biological Data Safe?,” which was broadly about the privacy implications of companies and other entities creating gigantic databases of people’s genetic code. This panel’s experts included a 23andMe executive as well as an FBI field agent. Everyone on the panel and everyone in the industry agrees that genetic information is potentially very sensitive, and the use of DNA to solve crimes is obviously well established. At the time, many of the possible dangers of providing your genome to a DNA sequencing company were hypothetical. Since then, many of the hypothetical issues we discussed have become a reality in one way or another. For example, on that panel, we discussed the work of an artist who was turning lost strands of hair, wads of chewing gum, and other found DNA into visual genetic “portraits” of people. Last year, the Edmonton Police Service, using a company called Parabon, used a similar process to create 3D images of crime suspects using DNA from the case. The police had no idea if the portrait they generated actually looked like the suspect they wanted, and the practice is incredibly concerning. To its credit, 23andMe itself has steadfastly resisted law enforcement requests for information, but other large databases of genetic information have been used to solve crimes. Both 23andMe and Ancestry are regularly the recipients of law enforcement requests for data, meaning police do see these companies as potentially valuable data mines.Â
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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.; FamĂlia, 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 RedoutĂ© Minzière, CĂ©line 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/1 0. 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
#like minds#murderous intent#nigel colbie x alex forbes#nigel colbie#alex forbes#forensic science#analysis#Spotify
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Hybrids in Little Tail Bronx A Ramble


This will be an extensive ramble into the nature of hybrids or just some things I've noticed about them. If I get anything wrong feel free to correct me in the comments.I am no were near an expert on Little Tail Bronx lore hahahah... Also SPOILERS for Solatorobo, its side material and the Fuga Melodies of Steel Trilogy!!!
What are Hybrids?
Hybrids are artificial beings created by Juno to pilot/operate Juno technology. Visually they are indistinguishable from humans but are capable of great feats of power. We've only seen one Hybrid was created by Juno, Baion. The rest were either made by the Anti-Juno organization Crusade pre-reset, or by Merveille and Baion post-reset. This doesn't mean other people did not try to create Hybrids, they just haven't been shown yet...
Types of Non-Juno Hybrids

Crusade Hybrids were made for two purposes, to be fauder for the Soul Cannon and to pilot the Belenos. They are fully humanoid except for cat ear headsets and metallic tails, which could be appendages used to operate Crusade's versions of Juno tech. All of these Hybrids are created as children, this could be due to Crusade not having enough resources or information to create the fully grown Hybrids that Juno makes. Most of these child Hybrids did not survive experimentation and Soul Cannon usage and were deemed as failures. The only survivor Jihl, was the only one who could be fired from the Soul Cannon Multiple times and he was to closest to making the Belenos actually work.



Converted Hybrids are Caninu and Felineko children who were experimented on by Baion. Four of the seven Red Data Children were converted, not created. I don't know how many children were taken for these experiments, but much like the Crusade most were deemed "failures" and disposed of, or in the case of 9071 they died off early on. Ironically, Baion is repeating the same atrocities as the humanity of the past (Crusade). Quynne is barely talked about but he is actually a Converted Hybrid who helped Carmine escape the facility and adjust to his new life. Some Converted Hybrids seem to have specific abilities an example is 9071 he had empathic abilities and if I'm remembering correctly Carmine has some form of future vision. (Seriously THESE guys were considered failures??? Baion your standards are too stinkin' HIGH).



Pseudo Hybrids technically refer to all Hybrids that were not made by Juno, but here I'm specifically talking about the ones Merveille created. She used her and Baion's DNA to create Blank, Nero, and Red. They are in human form (Trance form) a majority of the time but if they exhaust their power, they turn back into Caninu, a trait they share with Converted Hybrids. However, this isn't the case for Red. He is a Caninu most of the time but can achieve Trance when certain conditions are met. This is because he was intentionally made "imperfect" so he can learn and grow exponentially unlike any Hybrid before him.

Hybrids are Tools
Hybrids constantly use their lifeforce to control Juno technology. They are glorified keys for the cars that are Titano-Machina. I think if the power needed to do so is not too high Hybrids can use powerful Juno like technology with little to no consequences. Jihl being used in the Soul Cannon multiple times, Red surviving the Rite of Forfeit, etc... But if the power proves too great for them it could be fatal. Like when Jihl gave his life to revive Hannah or 9071 dying to the Rite of Forfeit because he wasn't a normal Hybrid like Red (and he wanted to die). This may explain why the people who create Hybrids are so...picky, being weak is not an option for these artificial beings. It's a manufactured survival of the fittest. What makes it all the more horrible is the fact that most Hybrids are children, they have thoughts and feelings, but their creators often disregard this. Failures are eradicated, Sucesses must fulfill their purpose no matter what, even then they are still discarded afterwards.

Some of My Hybrid Headcanons, Theories, and Trivia
Headcannon: Most of the Converted Hybrids are Caninu because of the race's association with technology, the Caninu majority of Shepherd, or Baion could have been concerned that Felineko Hybrids proficient with Nono could backfire when piloting Titano-Machina.
Theory: The Crimson Knights of Fuga 3 may be Hybrids! They each have individual powers like some Hybrids. The Berman Empire has advanced technology, they were able to create they Tarascus after all. And for what reason does Ash look like Carmine if not to make a visual association with Hybrids.
Headcannon: There could be more Hybrids who escaped from Baion's experiments. Look if Quyanne can escape and go unnoticed for a decade I think it's plausible that there are more wondering Shepherd or other parts of the post-reset world. (Free material for Hybrid Fan characters)
Trivia: The Red Data Children's color code names relate to red failure slips. Red, Rose, Carmine, Vermilion, Rouge, Crimson (Quynne). The exceptions are Nero and Blanck who are seen as successes.
Theory: Jihl's mother could be a narrative parallel to Merveille. Both eventually saw the Hybrids they created as their children. While Merveille was able to rebel from Baion by creating Red and in turn saving the Hybrids she made, Jihl's mother had little options except for sacrificing herself to spare Jihl from the torture of being Soul Cannon fuel.
WHOOOooo That's all...Hybrids are one of the most interesting aspects of the LTB universe in my opinion. I just wanted to talk about these guys (and do a little bit of Fuga 3 theorizing before it comes out)
TLDR Being a Hybrid kind of sucks (aside from the cool powers) Thank you for reading my Furry TedTalk
#little tail bronx#solatorobo#fuga melodies of steel#my headcanons#headcannons#my theories#fuga 3 theory#ltbronx#LTB Hybrids#long post
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Over the past couple of decades, a number of US government officials have left their roles for lucrative jobs at tech companies. Plenty of tech executives have also departed to take leadership positions inside federal agencies. But four experts who track the federal workforce tell WIRED they were stunned last week by a development unlike any other they could recall: The Department of Treasury internally announced that Tom Krause had been appointed its fiscal assistant secretary, but that he would simultaneously continue his job as CEO of the company Cloud Software Group.
Krause is now in charge of both a sensitive government payment system and a company that has millions of dollars’ worth of active contracts with various federal agencies through distribution partners, according to a WIRED review of searchable spending records. The Department of Treasury alone accounts for a dozen ongoing contracts tied to Krause’s company that are together valued between $7.3 million to $11.8 million. These include licenses for the data visualization tool ibi WebFocus and purchases of systems called Citrix NetScaler that help manage traffic to apps. (Some publicly posted procurement records do not break out contract details, so actual figures may be even higher.)
Critics have expressed concern about the alleged conflicts of interest posed by Krause’s decision to keep his role in the private sector. Cloud Software could benefit from extending its federal contracts or securing additional ones, though there is no public evidence that Krause has done anything improper with his dual roles. Existing federal regulations also bar actual and apparent unjust favoritism in contracting. “Public trust in those safeguards is nonnegotiable,” says Scott Amey, general counsel at the Project on Government Oversight, a nonpartisan watchdog group.
As Krause moves forward with two jobs, he could have to potentially navigate not only contracting conflicts, but also dueling crises. “What would happen if a Citrix emergency emerges at the same time as Treasury obligations?” says Jeff Hauser, founder and executive director of the Revolving Door Project, which researches federal appointees. “Generally, the thicket of restrictions on full-time employees would make a CEO role impossible in an administration which took adherence to ethics laws seriously.”
Krause, the Treasury Department, and Cloud Software didn’t respond to requests for comment. Cloud Software investors also didn’t respond to a request for comment.
The Treasury Department has told Congress that Krause is a “special government employee”—a type of temporary role—that is supposed to be held to “the same ethical standards of privacy, confidentiality, conflicts of interest assessment, and professionalism of other government employees.” In a foreword to a code of conduct policy posted on Cloud Software’s website, Krause states, “Cloud Software Group is committed to ensuring that its business is conducted ethically, in compliance with the law, and according to its values of integrity, honesty and respect.”
Krause is among a group of several dozen veteran tech executives, mid-level tech operations managers, and fresh-out-of-school software coders who have been recently installed across a series of federal agencies under the auspices of the self-styled Department of Government Efficiency. DOGE’s authority is being challenged by some Democratic state attorneys general. In the meantime, its representatives have been carrying out an order from President Donald Trump to cut costs and modernize technology across the government.
There is some precedent for corporate executives to simultaneously work in the US government. When the US was at war in the early 1900s, the federal government recruited business leaders to fill key posts. They retained their private sector jobs and wages; the government pitched in a $1 annual salary to the executives who became known as “dollar-a-year men.” Congress later raised concerns that some of them had engaged in self-dealing.
Since then, other executives have continued to retain their jobs as they serve on government boards and commissions, typically in a part-time capacity. But maintaining a day-to-day operational role in both the federal government and at a corporation is now virtually unheard of, says David E. Lewis, a political scientist who wrote a book on appointed government bureaucrats. “Most persons in regular executive positions divest themselves of private interests before government service,” he says.
Trump, according to his company, has handed management of his businesses, including hotels and golf courses, to his children for the duration of his presidency (though he reportedly still takes meetings that have raised questions among ethics experts). Musk, who is CEO of Tesla and SpaceX and has oversight of four other companies, including X and Neuralink, has been a vocal figure in DOGE’s operations, but the White House has said he’s not actually in charge—without specifying who is leading the project. Some of the other individuals associated with DOGE are otherwise unemployed, have taken leave, or maintain dual roles but at lower levels than chief executive.
Krause is the only Trump administration official identified so far as being a CEO and a day-to-day decisionmaker inside one particular agency. After years of working as an executive at chip companies, Krause joined Florida-based Cloud Software Group in 2022. The company was created that year as part of a private-equity-backed acquisition of Citrix, followed by a merger with Tibco, another tech company. At the time, Citrix was saddled with an extensive amount of debt and generating essentially stagnant revenues, and while Tibco had not recently publicly disclosed its finances, analysts had considered the company’s outlook to be “negative.”
The US government, including state and local agencies, is expected to spend $287 billion on technology this year, or about 14 percent of overall US tech spending, according to Forrester, a research and advisory company. Whether DOGE’s efforts to boost the quality and efficiency of federal IT systems will lead that spending to increase or decrease isn’t clear. So far, DOGE has both tried to purchase emerging technologies and moved to cancel some existing contracts. But Krause’s inside access could potentially provide an advantage to Cloud Software at a pivotal moment for the company.
Over the past couple of years, Cloud Software has laid off thousands of people and faced accusations that it potentially became lax with cybersecurity. Cloud Software’s most well-known offering, Citrix, enables groups of workers to access data and run apps that are located on a remote machine. But increasing adoption of tools that can operate on any device has chipped away at some of Citrix’s dominance, according to Will McKeon-White, senior analyst for infrastructure and operations at Forrester. There are other options now, he says, including from Microsoft and smaller companies such as Island.
Cloud Software’s Tibco program, which helps workers automate tasks such as adding a new user to multiple internal databases, is often mentioned in the wrong sort of conversations these days, according to David Mooter, a Forrester principal analyst. “They tend to come up more when somebody wants to abandon them,” he says.
That said, some Cloud Software services are more affordable than alternatives for governments, and they also are better suited for the older infrastructure used by some agencies. Last year appears to have been one of Citrix’s best in a long time financially, says Shannon Kalvar, a research director for enterprise systems management and other areas at IDC. One reason for the upswing is that Citrix has put more emphasis on catering to the feature demands of its largest customers, including governments.
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