#Introduction to Data Science course

[programmmingexperts]

Are you ready to dive into the world of data science? Enrol in the Introduction to Data Science course at SkillUp Online to learn how to manipulate, analyse, and visualise data. Take the first step towards a data-driven career.

[kodestreetechnologies]

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Kodestree’s Advance Data Science Course is designed to help you master key concepts such as data analysis, machine learning, and visualization. Covering tools like Python, SQL, Pandas, and NumPy, the course provides a well-rounded education. With over 30 hours of on-demand video content, downloadable datasets, and practical assignments, learners acquire hands-on experience and industry-relevant skills.

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Popular FAQs

What is the duration of Kodestree’s Data Science Course?

The course spans 7 weeks, with flexible self-paced learning options.

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You’ll learn Python, SQL, Pandas, NumPy, Matplotlib, and more.

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Yes, a globally recognized certificate is awarded upon course completion.

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Kodestree offers an online course for flexible, remote learning.

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Yes, hands-on projects are integral to the learning experience.

Take the first step toward a data-driven future with Kodestree’s Data Science Course in Bangalore. Enroll today and earn your Data Science Certificate

[takeoffupskill253]

Data Science Course Online & Offline

Welcome to Takeoffupskill, where we specialize in catapulting your understanding of Data Science to new heights. In today's data-driven world, businesses rely on insightful analysis to make informed decisions. That's where Takeoffupskill comes in we're your go-to partner for mastering the intricacies of data science.

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[capturousinfotech]

[markcraft3636]

What is ServiceNow |Introduction | User Interface| Application & Filter Navigation | Complete Course

ServiceNow is planned with intelligent systems to speed up the work process by providing solutions to amorphous work patterns. Each employee, customer, and machine in the enterprise is related to ServiceNow, allowing us to make requests on a single cloud platform. Various divisions working with the requests can assign, prioritize, correlate, get down to root cause issues, gain real‑time insights, and drive action. This workflow process helps the employees to work better, and this would eventually improve the service levels. ServiceNow provides cloud services for the entire enterprise. This module consists User Interface and Navigation. The Objective of this module is to make beginners learn how to navigate to applications and modules in ServiceNow, using the Application and Filter Navigators. To Create views and filters for a table list and to update record using online editing.

[is-the-post-reliable]

I wanted to practice media literacy, but something that keeps coming up is reaffirming to trust what a majority of scientists and doctors believe rather than the fringe ones who may be trying to sell you something. And I agree with that, but I keep getting this bad feeling in the back of my mind because, well, I remember learning about how a lot of different scientific fields are based in ableism, racism, misogyny, etc. Like, for example, a majority of doctors in the US are in favour of invasive and traumatizing surgeries on intersex infants to "fix" them, while intersex adults advocate against these surgeries.

Will this come up in the later courses and discussions on media literacy? Stuff like, trusting the scientific method even if the general consensus is scewed due to being a part of an oppressive system? Thank you ☆

hi! so first of all, I want to start by saying this is probably outside of the scope of this blog to definitively answer - this kind of issue could be debated forever. Also, I want to clarify that I’m not trying to give a ‘course’ here, I’m not a teacher in any way, I’m just some guy who likes fact checking

So with that in mind, I think we should definitely acknowledge that scientific communites are made up of people, who all have their own biases. Social beliefs absolutely have, and will continue, to affect our scientific understanding. That being said, I don’t think that bias is inherent to the scientific method - in actuality, it’s the opposite. When biases affect the research, that’s bad science, which is exactly what media literacy and scientific literacy helps us distinguish. Essentially, I don’t think that these biases are a reason to not practice media literacy. Media literacy is what helps us to think critically about these things.

To use your own example, surgical intervention on intersex infants was based on little data, and became the normalised ‘treatment’ before any rigorous studies were done. It’s the introduction of proper scientific method in medical care that has helped to change our understanding of surgical intervention, and is now pushing to limit surgeries on intersex infants.

From the American Journal of Bioethics: ‘However, the main empirical premises behind this approach, namely, that significant psychosocial benefits would in fact accrue to the child because of early surgery and that these benefits would, moreover, reliably outweigh the associated risks of physical and mental harm, were never subjected to rigorous testing (Creighton and Liao Citation2004; Liao et al. Citation2019). Rather, standard practice in this area became entrenched and institutionalized long before the advent of modern evidence-based medicine (Diamond and Beh Citation2008; Garland and Travis Citation2020a; Dalke, Baratz, and Greenberg Citation2020) as well as key developments in bioethics and children’s rights (Brennan Citation2003; Reis Citation2019; Alderson Citation2023; Gheaus Citation2024).‘

[heroesbyler]

Join us in the library : Why is Mike at the center of so much lab imagery?

Thinking about this pic we got from a prop in Hawkins Highschool in January. We discussed back then why all the 'Join us' in so many of the posters is definitely an ode to Vecna/One and his infamous 'Join me' (dont think too hard about why its plural now. Dont....Or do<3) and @henrysglock James talked about it connecting to Aliens (of course lol).

But upon further inspection I realised that the font and colouring here is actually a direct reference to this board game that Mike has in his room, as pointed out by the expert eye of @thefirstlioveyou.

Apart from having, as it seems, a lot of significance as a prop since they draw a connection to it in s5, they make sure to draw attention to it IN the season as well, by having Mike have dialogue about the words 'Science fair' and 'Logic'.

Small sidenote, but you just have to love all these scenes about how, even with full contradiction to reality, there is always more than 1 of something that is supposed to be unique. More than 1 best friend, even though 'best' means there can only be 1. Both Mike and Lucas end up being Venkman, even though only 1 Venkman exists in 'real life'. Makes ya think about the character that is literally named 001 or something. Anyway, back to the prop.

We already have some more connections to VecnOneMike in scenes adjacent to this prop, aka scenes that have to do with computers. Notably, scenes that have Suzie in there. We have 'Data is in' and the image of the computer vs all the shots of Suzies computers and:

And of course:

Suzie, placed as the computer genius of the bunch, even has similar hair styling to Mike and a lot of the dialogue happens between them.

And speaking of computers, the first introduction to the 'computer genius' character archetype is Bob, a character often paralleled with Mike in s2. And we already have a scene to which these Bingham house scenes pay homage to, and it is when Bob talks about BASIC in s2, and it is LITERALLY inside, and about, the physical Hawkins lab. Subtlety of a train hitting another train.

(Sidenote, but why did I just realise that for some goddamn reason MIKE is in the frame after 'Doc', a nickname that was later used for Brenner is well, is asked something. Not only that, but he nods 'No' as if he was asked. What on earth is with this kid, i stfg)

Love how all this does little but completely reinforce the whole Nina is not real/ its a simulation VR thing / there is something fucky about it. We never lose<3

[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/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

[duboisproposal]

Harvard Online Courses

After some eyebrow raising shit being thrown around from the (saddest most corrupt evil pos to hold the position) POTUS towards Harvard (something something Obama's daughter and Carney's child got in but Barron did not) Harvard has free online courses - (viral memes say these courses are new and a direct response but I'm not sure whether that is the case)

Course on Separation of Powers

Understanding the Constitution

Recognize a Dictatorship

How the Wealthy purchase politics

Pretty amazing right? Okay well I've been looking over the Harvard courses offered for free. The courses now available include

and

and

or

and while we are at it here is a short list of free Harvard courses that Look Really Cool To Me.

https://pll.harvard.edu/course/data-analysis-life-sciences-2-introduction-linear-models-and-matrix-algebra

https://pll.harvard.edu/course/data-analysis-life-sciences-4-high-dimensional-data-analysis

https://pll.harvard.edu/course/contractsx-trust-promise-contract

https://pll.harvard.edu/course/food-fermentation-science-cooking-microbes

https://pll.harvard.edu/course/fundamentals-neuroscience-part-1-electrical-properties-neuron

https://pll.harvard.edu/course/data-science-linear-regression/2025-04

and more free courses at https://pll.harvard.edu/catalog?price%5B1%5D=1&max_price=&start_date=&keywords=&url=. Free micro courses online are amazing. Coursera and edx will often offer courses and then use Dark Patterns to hide the 'audit for free' button- but generally getting an overview of this stuff from some of the best professors on the planet is such a charming documentary overview into some good stuff.

[biopractify]

Free online courses for bioinformatics beginners

🔬 Free Online Courses for Bioinformatics Beginners 🚀

Are you interested in bioinformatics but don’t know where to start? Whether you're from a biotechnology, biology, or computer science background, learning bioinformatics can open doors to exciting opportunities in genomics, drug discovery, and data science. And the best part? You can start for free!

Here’s a list of the best free online bioinformatics courses to kickstart your journey.

📌 1. Introduction to Bioinformatics – Coursera (University of Toronto)

📍 Platform: Coursera 🖥️ What You’ll Learn:

Basic biological data analysis

Algorithms used in genomics

Hands-on exercises with biological datasets

🎓 Why Take It? Ideal for beginners with a biology background looking to explore computational approaches.

📌 2. Bioinformatics for Beginners – Udemy (Free Course)

📍 Platform: Udemy 🖥️ What You’ll Learn:

Introduction to sequence analysis

Using BLAST for genomic comparisons

Basics of Python for bioinformatics

🎓 Why Take It? Short, beginner-friendly course with practical applications.

📌 3. EMBL-EBI Bioinformatics Training

📍 Platform: EMBL-EBI 🖥️ What You’ll Learn:

Genomic data handling

Transcriptomics and proteomics

Data visualization tools

🎓 Why Take It? High-quality training from one of the most reputable bioinformatics institutes in Europe.

📌 4. Introduction to Computational Biology – MIT OpenCourseWare

📍 Platform: MIT OCW 🖥️ What You’ll Learn:

Algorithms for DNA sequencing

Structural bioinformatics

Systems biology

🎓 Why Take It? A solid foundation for students interested in research-level computational biology.

📌 5. Bioinformatics Specialization – Coursera (UC San Diego)

📍 Platform: Coursera 🖥️ What You’ll Learn:

How bioinformatics algorithms work

Hands-on exercises in Python and Biopython

Real-world applications in genomics

🎓 Why Take It? A deep dive into computational tools, ideal for those wanting an in-depth understanding.

📌 6. Genomic Data Science – Harvard Online (edX) 🖥️ What You’ll Learn:

RNA sequencing and genome assembly

Data handling using R

Machine learning applications in genomics

🎓 Why Take It? Best for those interested in AI & big data applications in genomics.

📌 7. Bioinformatics Courses on BioPractify (100% Free)

📍 Platform: BioPractify 🖥️ What You’ll Learn:

Hands-on experience with real datasets

Python & R for bioinformatics

Molecular docking and drug discovery techniques

🎓 Why Take It? Learn from domain experts with real-world projects to enhance your skills.

🚀 Final Thoughts: Start Learning Today!

Bioinformatics is a game-changer in modern research and healthcare. Whether you're a biology student looking to upskill or a tech enthusiast diving into genomics, these free courses will give you a strong start.

📢 Which course are you excited to take? Let me know in the comments! 👇💬

[incorrectclassicbookquotes]

"Professor Xavier is currently teaching an introduction to computer science course to 88 students. So far this semester the students have taken two exams. To see if there are any changes in student scores from the first exam to the second, the differences are calculated by subtracting the first exam from the second exam, producing the data below."

This was a question in my math class. I guess Professor X added a computer science course in his school for mutants.

[heavenhealy]

genre: smut, a bit of angst, porn with a bit of plot, professor!matty x grad student!reader, dom!matty x sub!reader, fem!reader

word count: 5.8k

summary: As a final year graduate student, its not always easy to come across people outside of your department who care about your research. When the handsome new philosophy professor takes interest, it seems too good to be true. And when he expresses his interest in you, you can't comprehend how lucky you are.

warnings: this is mature content so please do not go below the cut if you're uncomfy or under the age of 18! specific warnings include: swearing, discussion of an age gap but not a huge one, public sex (in an office w a locked door but still), unprotected sex (literally just don't be like them), spanking, hair pulling, praise, degradation, dirty talk, stereotypical professor things, multiple orgasms, oral (f receiving), handjob (m receiving)

an: I had a dream about professor!Matty once so here we are. also as always be aware that this was not proof read so there will likely be typos at some points lol also I know the ending is lame but I'm sleepy and couldn't think of anything better

You click through the slides of your presentation: all 45 of them in the same dull academic black and white format. The graphs and charts you've spent hours creating and perfecting are the only splashes of color. It's another day in another empty classroom with no windows, the slate grey tables and ergonomic chairs devoid of any sign of life as you clear your throat up at the wooden podium.

For as many times as you'd rehearsed this presentation you still get nervous, stuttering over your introduction slide as you start the timer to track how long it takes.

Your voice sounds monotone even to your own ears as you zone out, eyes unfocused as you gesture at the table of data derived from your near year of research. You're so dissociated that you think maybe you're seeing things when you catch a glimpse of dark hair edging into the door frame. You frown but keep talking, explaining your research methods the way you advisor has suggested makes the most sense even though everyone who will be listening is within your department anyway.

When your eyes skirt back to the doorway, you know you aren't sleep deprived enough to be hallucinating an entire man, leaning against the frame of the door, eyebrows scrunched in concentration as he scans your slide. You stutter over your words, stunned to see anyone there, let alone someone who seems so interested in your research.

"Uh, um, can I help you?" The mans eyes widen, snapping to your face, scanning you up and down quickly. You shamelessly do the same: skirting your eyes down the chunky knit sweater and loose fit trousers as you try to decipher the lines of the body they're hiding.

"Yeah, sorry, I just happened to be walking by-" the timber of his voice makes you shiver and you feel your heart flutter, spit becoming embarrassingly thick in your mouth.

"Anyway, this is really interesting, Miss..." he quirks an eyebrow as he waits for your name: and that's when it hits you. He must be a professor from another department, and a fairly new one at that.

"Y/N. Just Y/N. I'm not old enough to be a 'miss' yet." You feel your face heating as you speak and the mystery man inches further into the room so he's only a mere few feet away from you. It's still a respectable distance, but now you can see the streaks of gray running through the edges of his curls and you feel like your feet have been swept out from under you.

"Okay then, Y/N." He runs his tongue over the top row of his teeth and hums thoughtfully. "I'm Professor Matty Healy, I just started over in philosophy." He jabs his thumb over his shoulder and you nod, vaguely aware of where the building is. "And this is clearly out of my depth-" he gestures at the big screen, "I nearly failed my basic science courses. But this is really something."

You flush, not only at his attention but at the fact that he's complementing your research- that someone in a completely different department finds your work fascinating.

"O-oh, thanks, a lot of it is only good because of Professor Cannari, my advisor."

"I'll be sure to pass along my admiration to him, then." He stalls, hands rubbing down the fabric of his pants. "Well, I've got to go. Good luck practicing, Y/N." He salutes you as if he were in the army as he leaves and you can barely suppress the giggle until he leaves the room. Your heart swells, presentation suddenly forgotten as you scramble for your phone, scrambling to text your roommates about the sexy new philosophy professor.

----

The high from meeting Professor Healy had worn off by the next time you were set to meet with Professor Cannari. You had debated even canceling this meeting since you were up to your eyeballs in other course work and job applications; but the idea of the sweet elderly man and his bowl of candy waiting for you to show up made you cave. You trudge up to his office, the musty scent that permeates the building making your nostrils flare. Cannari is waiting, as he always is, behind his large desk. His old laptop whirs loudly but his boisterous voice booms over it as he welcomes you in.

"Ah, Y/N! I'm happy to see you!" You sit without being prompted. "Do you have anything specific you want to go over? Any issues with your presentation?" You shake your head, suddenly exhausted at the talk of your research again.

"Not really. I haven't changed anything since the last meeting, I've just been practicing the presentation." Professor Cannari nods, seemingly pleased by your work.

"Good. I do have something that I think will interest you," you cock an eyebrow, curious and a bit scared of what the old man could have cooked up. He clicks a few times on his laptop before squinting and leaning into the screen as if to assure he was looking at the correct thing.

"I've got an email from a Professor...Healy?" Your stomach bottoms out at the sound of his name. "Anywho, he tells me he saw you practicing your presentation and was very impressed," your advisor smiles to himself, "and he says that he'd like to offer you some philosophical theories that may help your presentation do better. Is that something you'd be interested in?"

You swallow hard, mind spinning as you try to decipher what was happening right now.

"Yeah, sure, but I don't know where his office is or-" Professor Cannari is already writing something down on a post it note in his scratchy hand writing. He hands you the neon green paper with Professor Healy's office number on it. Your advisor provides you a warm smile and waves you out of his office.

You hover in the hallway of the office, paper trembling in your hand. Do you go now? Do you go in a few days? Do you go at all? There's nothing inherently bad about going; in fact it will likely be super beneficial to your presentation as a whole. And is that not the whole point of going to grad school? Being able to gather information outside of your discipline to make your research stand out?

Dumbly, you look down at your outfit- a pair of well worn jeans, a simple black cropped tank top overlayed by a gray zip up hoodie. Fuck it. There's no point into deluding yourself into thinking this would be anything more than an office hours meeting. Your feet move before you can second guess yourself.

Before you know it you're crossing the threshold into the philosophy building, wandering dumbly until you find a stairwell to lead you up to the correct floor. You check the number obsessively once you're in the long, eerily empty hallway, and at the very end, wedged into an oddly shaped corner of the building is his office. You can tell he's new just from the lack of decorations on the door and bulletin board just outside of it. Simply just a name tag is displayed underneath the room number. You feel stupid for how fast your heart races as you knock.

It only now occurred to you that you didn't know his office hours, and it was possible he was teaching or not even on campus at all. You almost turn your back to leave as the realization hits you, but the door gently swings open. Professor Healy peeps through the crack in the door, seemingly afraid of what he would see on the other side. When he sees it's you his face softens and the door swings open wider.

"Y/N," he breathes your name and you shiver, eyes falling down to his chest, where the top two buttons of his silky button down shirt are undone. You swallow harshly and force what you hope is a comfortable smile.

"If you aren't busy...I heard you wanted to meet with me?" You try your best to curb the smile creeping onto your face as he gestures you in, hair falling around his face like a halo. His office is everything that you'd expected-even though he was newer to the job, his oak bookshelves are teeming with philosophy texts and a few plants half-dead in their pots. His desk takes center stage as it's surprisingly grand and tidy, the shiny wooden top reflecting the light from overhead in oblong circles. Only one notebook and one stack of what looks like exams exist neatly next to his desktop computer.

"Ah," he clears his throat when he sees you staring, "feel free to sit, I'm afraid it's not the most comfortable chair but the one I want is on backorder." You sit anyway, charmed just by the easy drawl of his voice. He takes his place directly across from you in a cushy, high-backed chair that genuinely looks fit for royalty. Your stomach stirs with arousal when he shakes his curls from his eyes and leans forward, elbows on the desk.

"Can I ask you something?" You shiver, involuntarily shaken by his question. He doesn't wait for you to respond before continuing: "Why do you seem so disinterested in your research?"

You're stunned at how forward he is but a piece of you loosens, suddenly relaxed when you realize the academic front you put up in front of everyone else can be dissolved here.

"I'm just tired of it," you slouch into your chair, matching his soulful gaze. "I've spent the last 5 years of my life researching and refining this presentation and all I ever do is present to people within my field who already know all of this shit, or even are cited in my paper anyway, and it's just so exhausting to say and think all the same things over and over. And what do I get out of this other than a job?" You catch your bottom lip between your teeth, suddenly self conscious at how forthcoming and unprofessional you're being with a professor.

"Sorry, that was a lot. And you clearly liked my stuff enough to contact Cannari and ask to meet with me, so, sorry Professor Healy." You shrug and offer him what you hope will be a soothing smile. He doesn't retreat from his spot but actually leans further toward you and only then do you realize that you had leaned closer to him as well. "You can just call me Matty, please." He offers a sweet smile that makes you agree, and the amount of familiarity just being told to use his first name gives you makes you giddy.

"What..." he swallows, "What do you want? From your life?" You catch a whiff of his cologne with him this close and you can do nothing but scan his face stupidly: eyes flitting between his plush lips and his eyes. Arousal stirs in your stomach the more you stare at him, and you force yourself to look away before you melt into the chair. You start to piece something together in your mind when Professor Healy shakes his head, inhaling sharply.

"It's okay if you don't know, Y/N. I don't know what I want from my life either, even though I have the big fancy job.” He stops, fingers drumming against the top of his desk, just inches away from your body. "But I know what I want right now."

Your stomach lurches with sudden nerves and you’re sure that your face is flushed red as you watch the mesmerizing way his tongue darts across his lower lip, wetting the pink flesh. Surely letting your mind run away to all the nasty places it wants to is going to do nothing to soothe the heat but you can’t find it in you to stop.

“Y/N?” Matty’s voice cuts through the fog in your brain like a knife. Sheepishly you glance back at him and just seems so large that your reply dies in your throat, mouth hung open.

“I asked you a question. Cat got your tongue?” He smiles slyly as he glances down to your mouth and you feel an unbidden rush of arousal in your stomach.

“S-sorry Professor Healy, I- just. Um." His steely gaze cuts you as you slowly realize your mistake. "Matty. What do you want right now? I’m not sure how much help I can actually be, but I can-“

“What I want right now-“ he speaks over you and you still, fingernails digging into the leather arms of your chair. “Is for you to look at me.” He pauses and you realize he means for you to obey him now, so you do. His chocolate brown eyes bore into your own, his intense gaze flicking between your pupils and your lips. Satisfied, he speaks again. “Good. And now I need you to be fully, completely honest with me. I’ll know if you aren’t.” You nod automatically, all thoughts except how purely sexy he looks right now abandoning your brain. A smile splits his face and a surge of joy at making him happy runs through you.

“Are you aware how badly I want you?” His voice thickens and you shiver, the confusion and elation rushing in. There was no way this was real, there had to be someone testing you or playing a trick to expose your most depraved desire.

“You do?” You hate how surprised you sound but who could blame you: the new professor with his bouncy curls and tattooed chest interested in both your research and also apparently you?

Suddenly he’s moving, standing from his grand chair to lean against the desk on your side, just inches from you. He cocks his head and that deadly stare penetrates you as he shamelessly looks you up and down, eyes focused just a second too long on the place where your breasts swell out of your tank top.

“I do.” He nods as if he’d just agreed with your assessment of a news topic, but the way his hands flex on the top of his thighs draws your eyes right to his crotch: the telling bulge of the beginning of a hard on just there. All inhibitions rush out of you at the sight, you calm the shake in your hands and grasp at his own, resting just inches away from his cock.

“Is the door locked?” Your voice is husky but he seems to appreciate it as a breathy exhale passes his lips while he nods. The noise sparks arousal between your thighs, the seam of your jeans teasing your clit just enough to make your head spin a bit when your thighs press together. You stay locked into your chair, sincerely afraid that if you stood your knees would give out, but you trail your fingers up to the waistband of his trousers.

“Is this okay?” His pretty curls crowd around his face as he peers down at you and nods, moving his own hands out of the way to allow you all the room you want. You ignore the way your fingers tremble with the button and unhook it, the sound of the zipper startling in the otherwise silent room.

His cock is straining against his boxers and you can't help the pride that washes over your body.

"Fuck, you're so gorgeous." His voice grits out as you trace your fingers over the outline of his cock, enamored by the heat radiating from his body. His hips jump, pressing further into your touch with impatience.

"Fucking take 'em off." Your eyes flit up to his face, scrunched with concentration as he undoes the buttons on his shirt until it's completely open, torso bared to your hungry eyes. All of his hidden tattoos come to light and you feel yourself salivate. He gives you a pointed look and you spring into action, pulling his boxers down to his thighs. Your breath leaves you as his cock is bared to you, hardening by the second as you take in the sight of him.

"You're fucking huge," the words fall out of your mouth before you can even think about filtering them, but all he does is laugh, smoothing a hand over the crown of your head.

"And you're fucking sinful." The praise goes straight to your head as you cup his cock, immediately tracing the vein along the bottom with your fingertip. The urge to have him in your mouth is insane but you stick with what you've started: the feather light touches across the smoothed, warm skin in addicting patterns until Matty snaps, grasping your wrist.

"I'm glad you're having fun, love, but if you don't start getting to work I'm gonna have to do it myself. And I don't think either of us want that, do we?" Your face blanches at the idea of him leaving, and you shake your head, redoubling your efforts by adding your second hand into the mix. Stroking his cock quickly becomes addicting, as all of his pretty moans and whines bounce off of the walls in his office and you can gaze up at him despite the hand in your hair to see the way his neck flexes as you pleasure him. His cock twitches and swells in your hand and a fresh wave of arousal sticks to your underwear, making you drive a hand between your legs in a desperate attempt for some relief. Matty's hand in your hair tightens as he sees you make this move and he tuts.

"Off of it, now, pretty girl." Matty's voice shakes as he extracts himself from your touch. You whine at the loss of his cock but soon your line of sight is full of his handsome face. Matty has crouched right in front of you, lips bitten raw from his efforts of trying not to cum. You feel your eyes soften at how pretty he looks with rosy cheeks and you lean forward on pure instinct, seeking the press of his lips on your own. Matty catches on easily and matches your eagerness by capturing your lips ferociously; tasting faintly like minty gum and coffee and you moan at this fantasy come to life. You cling to his bare shoulders like your life depends on it, fingernails digging into the planes of his back as he licks between your lips, tongue dancing around your mouth as he steals your breath.

Matty nips at your bottom lip, and then one of his hands is diving between your thighs to press up against the heat at the seam of your jeans. You gasp out a moan at the feeling of finally being touched even if through the thick barrier of denim.

"Fucking soaking your jeans, love," Matty growls against your lips, his dextrous thumb pressed directly over your clit. You squirm in the chair, chest heaving as your nerve endings light up, feeling so hot that you could crawl out of your skin.

"F-fuck, Matty." You take matters into your own hands and strip yourself of your sweatshirt. He chuckles darkly, eyes darting up from between your legs as he licks his lips sinfully.

"Feeling a little hot there? Should I take these jeans off of you and help you cool down?" His fingers are already at the button but you keen and agree with a vicious nod. The brief touch of his fingers against your stomach makes you whimper, impatient beyond belief for him to rid you of the restrictive denim.

"I've got you, don't worry, 'm right here." Matty soothes you as he shimmies your jeans off. He places a gentle kiss against the inside of one knee, then the other, and you feel anticipation bubble in your stomach as he digs his thumbs into the flesh of your thighs, dragging them apart. His eyes widen at the visible confirmation of your wetness slicking your underwear in a dark stain.

"Please," you find yourself begging already even though Matty shows no sign of slowing down as he rids you of your underwear as well. Already kneeling, Matty simply leans forward until he's mere inches away from your pussy. The ends of his strands of hair tickle the tops of your thighs and goosebumps erupt. Matty parts your thighs until your knees are hooked over the arms of the chair and you remain fully exposed to him.

"Look at that..." his fingers trail your inner thighs and your body twitches. "Prettiest pussy on the prettiest little slut I've ever seen." He eyes you carefully to catch your reaction to the nickname and you feel your whole body glow at the filthy words. Matty grins before swiftly returning his thumb to your clit, this time bare. The shock of his sudden touch sends you spiraling toward pleasure, mind blanking of all coherent thought as he draws tight circles around the bud. You grasp onto his hair for an anchor as he doubles down, pushing his face between your thighs. His nose bumps against your clit and his tongue parts your lips, lapping up the wetness with a pattern you can't figure out how to track. His stubble scratches the inside of your thighs as he laps at you, flitting his tongue between your folds. Your hips buck forward and your legs clamp around his head, desperate to be sure that he wouldn't go anywhere. Matty chuckles against your pussy and you can feel it radiating through you. You shiver, stomach contracting as you pull his hair so hard you feel like you might take some of it out.

An oncoming train of pleasure barrels towards you as Matty returns his lips to your clit, sucking ferverntly until you cry, warning him that you're coming. Your mind soars as you come, surely soaking his face as he makes no attempt to slow down or pull back as your hips stutter against his face.

Tears collect at your chin as your body settles, overwhelmed and satisfied. Matty resurfaces, chin and lips soaked with the sheen of your release. He licks his lips as he sees you refocus onto the real world. Matty helps to ease your legs down from the arms of the chair and the simple intimacy makes you dizzy with glee.

"You taste so good, by the way," Matty drones as his eyes sparkle with mischief. He stands, cock bobbing along with his movements and your pussy throbs in spite of the fact that you literally just came moments before. You can't tear your eyes away from it, the reddened head leaking translucent rivulets of precum. Images of his cock pulsing while he ate you out invade your mind and you whine, launching yourself off of the chair with the need to be closer to him.

Matty chuckles as you latch yourself around him, pressing your body into the heat of him, feeling the press of his cock against your stomach. Your forehead sticks to his chest with the perspiration and you're slightly surprised that Matty places a kiss to the top of your head, crossing his arms around you and massaging your lower back in big soothing circles.

"Are you done for the day? All worn out?" His voice is soft and gentle despite the way his cock stirs as his hands drift to your ass, gently massaging the flesh there.

"You're too sweet," you lift your head until your chin is resting on his chest, looking up at his flushed face. The softness of his eyes makes your insides liquify. "Thought you'd be some big, scary, dominant professor..." you distract him with your words as you slip a hand between the two of you to brush the head of his cock. Matty groans, squeezing your ass harder at the confirmation that you certainly were not done for the day.

"Well I am quite big, as you said before, and as far as scary and dominant..." a sly grin splits his face and before you can deliver a new quip he's maneuvering you until you're bent over the glossy top of his massive desk. It's cold even through the fabric of your cropped tank top that you still had on, and your nipples pebble immediately. You can't see Matty so you still and try to focus your ears to hear any signs of what he was up to.

Matty's fingers ghost over your ass again, tracing over the curve that connects it to your thighs. Shivers wrack down your spine as you anticipate his next touch.

"You'd like me to be more dominant? Harder on you?" Matty's voice ghosts over the shell of your ear and you whine, hips squirming as you feel him pressed up against your back. "Need to be put in your place by a fucking professor at your school?" You nod vigorously, arousal making you pliant to his whispers.

His body heat leaves you and you whine, begging for him not to go.

"Fuck, needy little slut, huh? I'm not going anywhere, don't worry. Can't quit this pussy and I haven't even been in it." His voice has thickened even more than you thought possible and its enough to make you spread your legs, exposing your pussy to the cold air and his hungry eyes.

You're going crazy not being able to see him, so you lift your head and turn toward him. His face tightens when he sees you, and with no reluctance he rears back his hand and smacks one of your ass cheeks. The shock makes you still and silent, followed quickly by a body wide tingle of arousal that has a long loud moan falling from your lips.

"I didn't fucking ask you to move, did I? All you've got to do is lay there and take it and you can't even do that." He tuts but at the same time soothes the pads of his calloused fingers over the handprint he left behind.

"S-sorry, I just wanted to see you." The words come out choppy and stunted as you feel his hand leave you, anticipating another slap.

"Take this like a good girl and then you can see me all you want, okay?" Just moments after your agreement slips into the air Matty is landing twin spanks on each cheek, harder than the first. Your body reacts astronomically, your body heat soaring as you wiggle against the desk, surely leaking onto the pristine wood.

Matty praises you even as you wiggle, admiring the movement of your ass while you try to chase the friction you're looking for. Your legs spread wider as you hear him mutter curses under his breath.

"Please, Matty, please-Ineedyouttodomore, please," you feel like your brain is running away from you, maybe it was back in the entrance to the philosophy building, waiting for you to pick it back up when you're done. Emboldened by your begging, Matty spanks each of your cheeks again in a new spot, sure to cover your whole ass in his hand prints.

Matty shushes you, petting over the surely reddened marks on your ass-your newest and most prized possessions. "You've done so lovely for me, enjoying letting me spank your cute little ass." Matty sounds slightly farther away but you pay it no mind as your body goes onto pleasure autopilot. Your clit throbs, eyes glassy and unfocused as you listen to the whispered affirmations falling from Matty's lips.

"Hey, pretty girl." His voice is suddenly very close, and you finally realize that he's rounded the desk to be next to your head. He's crouched down to your level again, one hand pushing sweaty strands of hair away from your temple. You feel lucky just to be seeing his face this close.

"There you are." He smiles and the skin around his eyes crinkles charmingly. His demeanor shifts back rapidly when he sees your clarity come back. "Need you to listen to me now, love. I'm going to sit down and take a break, and you're going to come get yourself off on my cock." Your heart thrums at the idea of finally having him inside of you, and the excitement has you launching off of the desk as soon as Matty has planted himself into the grand chair. His entire body is flushed with exertion and covered in a sheen of sweat that you wanted to lick off. Matty spreads his legs in invitation, arms placed on the arm rests as if he was just lounging. His cock is incredibly hard and red, and you can only imagine how wound up he is from not having come a single time since you began.

You finally right yourself and get off of the desk, immediately taking your place in Matty's lap. Your pussy immediately makes contact with his cock and you both moan at the simple touch. The wetness between your legs soaks him completely as you take an experimental rock over him. Matty's hands clasp onto your tank top and in a moment the top is finally gone, tits spilling out of your bra as you rock against him, breathless and keening.

Matty pulls down the cups of the bra to expose your tits and he groans at the sight, hungrily grabbing the newly revealed flesh. His eyes roll back into his head and he growls at the onslaught of sensations.

"Fuck, put me cock in you or you're going back onto the desk." His voice is strained and you have to hold back a laugh at his desperation but you obey, grabbing his cock to line yourself up. The intrusion is slow despite how wet you are as his cock stretches you to be completely full. Matty devours your tits as you sink onto him, licking and biting the sensitive flesh and muffling his moans into your skin until you're fully seated on him. You feel dizzy and lightheaded at finally being full, the pressure inside of you phenomenally perfect.

Your head lulls into Matty's shoulder and you squeeze your eyes shut as you begin small movements against him, grinding your hips the smallest amount as your body adjusts. You bite into Matty's shoulder to ground yourself and he moans, head falling back against the chair and his hair tickling your cheek. He presses a kiss to your temple as you lick the bite you left on him.

Matty's hands leave your tits to clasp at your hips, guiding you along in the rhythm he desires. Your thighs burn but the pleasure outweighs the discomfort as Matty builds a faster tempo, bouncing you on his cock.

"You've got a perfect pussy, love, holding onto me so tight, yeah?" Your walls flutter at his words and he moans throatily, bucking his hips into you in deeper strokes. Eyes shuttering closed, you relish in the pleasure you had stumbled into as Matty smacks your ass again, spurring your hips back into action as you move against him with renewed energy as pleasure sparks through your limbs.

"Open your eyes, love, you wanted to see me so bad and you got your eyes closed anyway." You struggle to get them opened again while your veins flood with pleasure but you manage it, zeroing in on the satisfied look on Matty's face. He moans as you bite your lip and bear down on him harder, feeling the twitch of his cock inside of you that spurs you on further.

"You're gonna make me fucking cum, shit, you feel so god damn good." Matty groans and strums his thumb over your sensitive clit. "I'm about to fucking fill you,such a good girl coming with me, yeah? Need you to come with me, love." Your eyes roll at his words and you feel your high just seconds away, squealing as pleasure makes your toes curl and you finally come, exploding on his cock, walls pulsing. Matty is close behind, curses and moans of your name spilling rapidly as he comes, filling you until cum is leaking back out around him. Your stomach clenches in an effort to keep it all in as your body sags into his, exhausted and sweaty.

"That was fucking perfect, good girl. You did so fucking well riding my cock." Matty kisses over every inch of your face he can reach with you attached to his neck. A weak thank you leaves you as your mind catches up slowly. Your sweat dries and you shiver, pressing further into his body heat and whining when his cock dislodges and more cum rushes out of you.

You groan at the mess in his lap, suddenly embarrassed in the aftermath. Detaching from him, your head starts to pound when you realize where you are, who you are, who he is...

"Stop that," his hands are on your cheeks, thumbs running over the apples in a steady stroke. "You're okay. I'm not going anywhere just yet." The earnest tone of his voice soothes some of the panic, but you're still teetering on uncertain territory.

"I just, I need to process this, I think. Like who we are, and what just happened and-" more cum leaks from you and you grimace. "And...that." You feel small and defeated, emotions running all over the place. Surprisingly astute to your feelings, Matty begins a low, melodic hum that settles your heart rate. Its a song you don't know but it calms you enough that your mind slows as Matty carefully extradites you from his lap and digs out a bottle of ibuprofen and water to take it with. When your head stops pounding he smiles at you, annoying charming, and you suddenly remember how you even ended up here.

Matty had replaced his boxers and brings you your scattered clothes before he sits himself on the floor in front of you. You avoid his gaze, still feeling slightly awkward and unreal as his choclately eyes examine you while you redress.

"Look at me, please." The edge in his voice is commanding and your stomach stirs with arousal again but you tamp it down. "This doesn't have to be anything else than this. I admit that some of this wasn't our best judgment...but I do genuinely really like you. And I do want to help you with your research. And like, take you on a normal date or something." His cheeks flush and its aggressively endearing to see him get flustered. You can't help the giggle that escapes you.

"Actually help me with my research? Because that's what this was supposed to be too." Your giggles break the tension and Matty rolls his eyes and crowds back onto the chair, pulling you into his lap as he bats at you playfully.

"Fine, maybe next time I'll refrain from fucking you in my office." You pout playfully in spite of yourself, enjoying the good natured sparkle in his eyes. "I said maybe, woman. You'll have me as much as you want me."

[hob28]

AI Deep Learning Online Course: Mastering Advanced Techniques

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[petrenocka]

There are several programs here at UFUS, that were described to me as horrible nightmares. Cruel professors, insane deadlines, stupid test formats.

But something is different about Chaos Frequencies and Crystal Structures 1.

It is said, the lecture hall is haunted by the caffinated ghosts of students taken by despair when receiving their exam papers. Rumor has it, the reason professor in charge of the course is so strict about attendance, is that if enough seats are empty during a lecture you can hear those trapped souls still scribbling at their desks, trying in vain to pass, in more ways then one.

It's a silly story of course, a fascinating bit of student folklore! ... Sometimes it does feel real, the way everyone is referencing it with serious expressions. It can't be though - the building is too new for a ghoul to manifest.

Point is, people don't like this course. There is a senior of 3 years attending. His sigh is just like Shadow's. It's really bad.

And I want to hate this course as much as everyone else, I really, honestly do.

But how can anyone be uninterested when the first thing the lecturer asks is weather anyone in attendance have wondered before why the famous Chaos Emeralds are emeralds, and not literally any other kind of substance in the world. Because I didn't! I am probably the only person here who actually saw and touched the gems but I didn't. And this guy did! Of all people!

I can't help it but be excited. The subject is fascinating, the math works out soooooo satisfyingly. And luckily, Eggman never published his research into Chaos Emerads, so the professor actually has to teach instead of fawning over the evil doctor, making his excitement for the science actually captivating instead of exhausting. For once. He has a stage presence, his voice and pronunciations are clear and cover the whole room. I thought all doctors could do this, but apparently it takes a crazy one to not be deathly boring to listen to.

And what we're studying is fascinating, useful and makes perfect sense, well, maybe except for that bit.

"Excuse me Dr. Starline!"

----------------------------

Chaos Frequencies and Crystal Structures, an introduction course into the work of my life - study of all the magnificent mutant minerals of Mobius. Just like the objects in qestion, the subject is complex and multifaceted. And obviously important.

I do try my best to help as many of my students grasp the material as possible. I have gotten into several fights with the administration over my draconian attendance policy, but data shows clearly - students who don't show up to the lecturers are doomed to failure.

Unfortunately even here, many are showing impressive feats of speed in escaping the knowledge that chases them. Several attendees are zoned out, perhaps trying to hear a rumored ghost instead of me, comedically failing to grasp the clever metaphor at the heart of the story.

Several. But never this one.

A tiny yellow fox, barely not a toddler, is vying for my attention. To that end the poor boy has to raise his hand all the way up and almost climb on top of his desk, just to put his hand high enough for me to notice. Or maybe he is just that excited to ask his qestion. Academic honesty is compelling me to concede that it is probably the latter.

"Yes, Mr. Prower?" I lock eyes with the prodigy across the room from me. Oh, that got everyone's attention? Fair enough, my conflict with the youngest student to ever enroll into the United Federations University of Science is obviousl to anyone possessed of an ear for gossip. What can I do? The young lad suffers form an extreme case of passionate, vocal, WRONG OPINIONS about the greatest scientific mind in history, father of most modern technology - great Dr. Ivo "Eggman" Robotnic. No matter ones talent, what does one even seek in a place of higher education, if devoid of admiration, or at the very least respect for his betters?

"Umm, I'm sorry, but if the resonace in the cell is recursive, why do we need to continuously supply the ignition?" A high-pitched voice brings me a poignant qestion of someone truly paying close attention. If only the tiny genius was as model of a student during any of my other classes. Perhaps he could come to see Eggman's omni-generational genius.

Worse still, looking around the lecture hall, half of the students present, all adults, don’t even seem to understand the nature of what he's asking. Oh well, you can lead a horse to water.

"Very good qestion. Indeed, it would be possible to trace a particular tone throughout the structure of a chaos crystal. However, as the energy is subsumed into the system, it's distortion is decreasing parabolically. Remember that we are trying to measure the system's wpn here, and according to ..."

"... and in the wave rate formula it asks us to divide by the distortion index, which would be approaching 0 and fail the calculation if we stop the ignition. Got it! Sorry. Thank you." And he sink back into his chair.

Honestly, how is THIS my number one problem student?

------------------

How is this the most evil professor in the whole university?

----------------------

Why would such a brilliant mind ever despise the works of the great Robotnic?

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Why would anyone at all *like* Eggman?

WHAT IN GAIA'S NAME IS WRONG WITH THIS GUY?

---------

WHAT IN CHAOS' IS WRONG WITH THIS GUY?

[capturousinfotech]