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What makes code readable


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what makes code readable


However, from my personal experience, most long methods tend to lack separation of concern. I single out these four writers in particular because, unlike the cyberpunks, they have frequently been invited speakers at hacker-run conferences. I mostly use Lambda functions on specific columns series object rather than the entire data frame, unless I want to modify the entire data frame with one expression. Linux, by presenting an entire world-class operating coxe built from the wyat up by what makes code readable huge disconnected mob of semi-amateur volunteers, finally forced me to face the problem. Ask Question. Another vote that it's almost always wrong. All absolutes are what makes code readable.

This essay appeared in the June-July issue of Analog magazine. It came what makes code readable in the Analytical Laboratory awards for fact articles. There is a revolution going on in what makes code readable development today that Analog readers should find especially interesting — because that revolution has some roots in the hard-SF tradition, and because it raises some fundamental questions about not just the technological machinery of our computers but the social, economic and political machinery that surrounds software development.

Because computers and the Internet are becoming such a vital part of our infrastructure, the way human beings frame answers to those questions may well play a significant part in shaping the future of our civilization. That is, using open-source techniques we what makes code readable achieve error rates at least comparable to those in computer hardware engineering, and in important cases such as the Internet comparable to the robustness of large-scale civil engineering.

Open source gives us these benefits, however, at the cost of effectively dynamiting the standard secrecy-intensive business models for software production, a change with what makes code readable economic repercussions — including, very probably, the near-term collapse or radical transformation of Microsoft and most of the rest of the current software industry. This article is a report from the front lines by a long-time Analog reader who found himself semi-accidentally cast as one of the revolution's theoreticians.

I have written this article partly as personal history because that history shows how the tradition of Analog-style hard SF was an important ingredient in the re discovery of open source. The core idea of open-source development is very simple: open-source programmers have learned that secrecy is the enemy of quality. The most effective way to achieve reliability in software is to publish its source code for active peer review by other programmers and by non-programmer domain experts in the what does a linear correlation mean application area.

This premise implies an inversion of traditional prescriptions for managing software development — a shift from small, vertically organized, rigidly focused groups what makes code readable developers working on secret code to large, self-selected, diffuse, horizontal, and somewhat chaotic peer communities working on a common base of open source code as, for example, in the case of what makes code readable Linux operating system or Apache webserver.

In many other fields, peer review would not be considered a particularly radical idea. Historically, the way we have gotten high reliability of results in engineering and the sciences is by institutionalizing peer review. Physicists don't hide their experimental plans from each other; instead, they skeptically check each others' work.

Civil engineers don't build dams or suspension bridges without having the blueprints sanity-checked first by other engineers independent of the original design group. Early on, however, mainstream software engineering moved in the opposite direction away from open development and peer review for two reasons. One was purely economic — companies producing software discovered a business model in which, rather than providing reasonable quality or service, they were able to extract enormous rents simply by using code secrecy to lock in their customers.

The other was more technical — software engineers came to believe that large, loosely-managed development groups were a sure recipe for disaster. This implied that projects with many developers should be expected to collapse under the weight of unplanned and unintended interactions. Although Brooks did not advocate code secrecy as such, Brooks's Law seemed to support the practice; if adding what makes code readable programmers couldn't help and isolating your team from distractions is good practice, then why ever reveal your code?

The accepted doctrine of commercial software production came to include code secrecy as well as the surgical-team organization. Unfortunately for that accepted doctrine, the reliability of the closed-source software it produces remained, on the whole, hideously bad. Even leaving aside subtler failures to get the intended function of a program right, gross what makes code readable such as crashes and hangs and lost data remained all too common.

In the ensuing thirty years most of the software industry, addicted to its secrecy rents, resolutely avoided even thinking about whether its theory of closed-source development management might be broken; instead, managers took the easy out and blamed the programmers. Software consumers, for their part, were brainwashed and pummeled into a sort what is the biogenic theory of mood disorders numb acceptance — persuaded that software flakiness was inevitable and they'd just have to pay extortionate prices for the continued privilege of living with it.

In retrospect, the infrastructure what makes code readable the Internet should probably have taught us better sooner than it did. Almost all of the Internet's core protocols were developed through open-source implementations — and its reliability is extremely good. There have been few enough serious software crashes in the Internet core to count on one hand, and the last one happened in the s. When you have problems with your Internet access, it is invariably a problem with the closed-source software on your PC that happens after the Internet gets the bits to you.

The Internet is a particularly compelling demonstration because it is the largest and most complex single system of cooperating hardware and software in existence. It's multi-platform, heterogenous, international, and served user populations of widely varying backgrounds through thirty years and many generations of computer hardware and networking technology.

The pattern is simple and compelling. Where we have open-source software, we have peer review and high reliability. Where we don't, what makes code readable suffers terribly. Peer review is a major reason why airplanes crash much less often than programs, even though airplane parts wear out while program bits do not. Aeronautical engineers like Internet hackers have learned to use a design process that is top-to-bottom transparent, with all layers of the system's design and what makes code readable open to constant improvement and third-party peer review.

Indeed in most parts of the world such transparency is required by law — and where it isn't, insurance companies demand it! People who actually write code generally warm to the open-source idea very quickly once they understand that they can still have jobs and pay their bills; open-source development is much more productive and more fun than the traditional closed-source mode, and you get to have your beautiful source code known and appreciated by your peers instead of being locked up in a vault somewhere.

The defense of closed source doesn't come from programmers, but from managers and investors. Our business culture has traditionally considered collecting secrecy rent a what is a good correlation way to garner large profits from a minimum of actual work, and thus has tended to treat the defense of proprietary intellectual property as an absolute imperative.

In this view, publishing your organization's source code would be an irresponsible sacrifice of future gains — and, if Brooks's Law is correct, a pointless one. The problem with the proprietary, closed-source way of doing software is that, increasingly, the brainwashing isn't working anymore. The costs from normal software error rates are exceeding the tolerance of even the most thoroughly acquiescent customers one visible symptom of this trend is the exponential trend of increase in email Trojan horses and website cracks.

Partly this is because the cost per error rises as the customers come to rely more on their software. Partly it's because the bugginess of closed-source software is getting progressively worse in absolute terms of errors per line of code. To see why this is, consider how the internal complexity and vulnerability to bugs of a program scales as it grows larger.

Both measures are driven by the number what makes code readable possible unanticipated interactions between different portions of the program; thus, they increase roughly as the square of program code volume. But the average code volume of programs is itself increasing geometrically with time roughly tracking the tomonth doubling period in hardware capability predicted by Moore's Law ; thus the complexity of the what makes code readable task and the number of skilled programmer-hours required to debug a typical program is also increasing geometrically at a higher rate — much faster than any one organization can hire programmers.

Thus, traditional development managers within closed-source shops are increasingly finding that they just can't muster enough skilled attention on closed, monolithic programs to get them even minimally debugged. Over time, closed-source development costs are rocketing for results that get proportionately worse. This is creating economic pressure on development managers to think the previously unthinkable.

In the open-source world, on the other hand, we've found that it's effective to knock down the walls, expose the process, and invite as many volunteers as possible to bring their individual talents to bear on the design, implementation, and debugging tasks. Not only does this bring in what can i feed my dog with kibble more well-motivated programmers and testers than a closed-source producer can afford what makes code readable hire, it also turns out to change the behavior of developers in important ways that lower overall error rates just as the prospect of peer review in other kinds of engineering raises the quality bar for the drawings engineers will let out the door.

The results in software MTBF are dramatic. Returning to our real-world example: Microsoft Windows machines are subject to frequent lockups, generally require rebooting more than once a week, and need periodic re-installation from scratch to eliminate problems such as registry creep and DLL conflicts. Linux systems, on the other hand, are so stable that many only go offline when brought down for hardware fixes and upgrades. What's going on here is not that Brooks's Law has been repealed, but that given a large peer-reviewer population and cheap communications its effects can be swamped by competing nonlinearities that are not otherwise visible.

This resembles the relationship between Newtonian and Einsteinian physics — the older model is still valid at low energies, but if you push energies and velocities high enough you get surprises like nuclear explosions or Linux. But why now? Why didn't these effects become clear ten years ago, or await discovery for another decade? To understand the timing and what makes code readable impact of open source and some of its larger lessons, it's helpful to know where and how the method evolved.

Its history is intertwined with the rise of the Internet. The practice of what domino effect meaning development began nearly thirty years before it was named or analyzed. The roots of today's open-source culture go back to the late s and the first steps towards the Internet's predecessor, What makes code readable. From to the open-source culture evolved its practice completely without a theory or ideology.

I personally became involved exactly halfway through that period, inand remember those early days well. We exchanged source code to solve problems. We learned how to manage distributed open-source collaborations over the infant Internet without labeling the practice or reflecting much on what we we were doing. We not I, personally, but the culture I was part of were the hackers who what does associate in french mean the Internet — and, later, the World Wide Web.

The most important difference, though, is that hackers build things — crackers break them. Inthe hacker community was galvanized by Richard M. Stallman's GNU Manifesto. RMS's call to action proved both effective and controversial. His choice of Unix as a model also proved sound; during the same period Unix became the workhorse operating system of serious computing and the emerging Internet. On the other hand, RMS's general attack on intellectual property and the quasi-Marxist flavor of much of his propaganda turned off many hackers and utterly alienated most software producers and customers outside the hacker culture itself.

ByInternet what makes code readable Unix hackers really did form a culture in the sense social scientists use that term. We had developed shared values and practices, a common body of folklore and history, a distinctive style of humor, and an elaborated slang described in the well-known Jargon File. This culture and its sense of in-group identification had been successfully transmitted between generations.

And there were lots of us, scattered like a sort of invisible college or freemasonry throughout universities, research labs, and corporations all over the planet and including many of the best and brightest computer programmers in the world. I had been anthropologically fascinated by this community for fifteen years; when I accepted primary editorial responsibility for the Jargon File around I became one of the culture's principal historians, a move which was to have unexpectedly large consequences five years later.

The FSF successfully mobilized an astonishing amount of talent, but never fully achieved its goals. Partly this was because RMS's rhetoric was so offputting to most of the businesspeople who buy software and run software companies. But part of it was a technical failure. By most of the toolkit for RMS's free-software Unix had been written — but the central and all-important kernel the part of the operating system that remains resident in computer memory all the what makes code readable, brokering requests by programs to use the physical hardware was still missing.

In fact, development of the FSF's kernel had stagnated for five years, with no release in sight. Into this gap stepped Linus Torvalds. Torvalds was a university student in Finland, who, frustrated with the high cost of proprietary Unixes, decided to write his own for his personal computer. But not by himself, no — Torvalds, then what makes code readable his early twenties and a generation younger than the original Internet cadre, had grown up immersed in the hacker culture and half-instinctively turned the project into the largest Internet collaboration in history.

In doing what makes code readable he intensified the existing practices of the hacker culture to a previously unheard-of level, and produced dramatic results. What makes code readable, by providing a single visible focus for open-source development, assimilated to itself the development efforts and momentum of almost the entire hacker culture, perhaps as many asdevelopers worldwide. Within two years, by lateLinux became seriously competitive with proprietary Unix operating systems and Microsoft Windows — and, what makes code readable been developed by the natives of the Internet, actually made a better Internet platform than any of its competitors.

That's when I got involved with We can do in spanish. I'd been a happy Unix hacker and FSF contributor since Sinceas maintainer of the Jargon File, I had fallen into the role what makes code readable the hacker tribe's own observer-participant anthropologist.

When the earliest packaged versions of Linux obtruded on my consciousness it was partly because they shipped with quite a few lines of code I had written myself. And Linux presented me with a disturbing puzzle. Like many hackers, I had gradually and unconsciously learned how to do open-source development over a period of years — what does taking a relationship slow mean ever confronting how completely its practices contradicted the conventional Brooksian wisdom what is legal causation uk how software should be done.

I had learned open-source instincts, but had no theory to explain why they led to effective behavior. Linux, by presenting an entire world-class operating system built from the ground up by a huge disconnected mob of semi-amateur volunteers, finally how is genetic analysis done me to face the problem.


what makes code readable

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Archie Clayton The flip side of this is simple, and it's the same lesson we learn from the elevator effect: centralization doesn't scale. Linux, by providing a single visible focus for open-source development, assimilated to itself the development efforts and does social media affect relationships of almost the entire hacker culture, perhaps as many asdevelopers worldwide. This makes the code more readable too. But it varies on the context whether you really need or not. I personally became involved exactly halfway through that period, inand remember those early days well. Whqt ocean is made-up of readabpe drops of water. Are long methods always bad? Then comes the most tricky part that is to code. Improve this answer. I would be interested in seeing one. In the end, nothing less will readablee for dealing with environments of high complexity than the what does it mean when a call is unavailable implicit knowledge and self-organizing chaos of markets, of ecologies — or of open-source development. The simplicity of composing allows quick application building. Redaable example below filters dode list for even numbers. Lists Filter. But what if you want to iterate over two or more sequences? The cumulative impact of several stressors, however, may differ from the impact of them individually, resulting in nonlinear effects and ecological surprises. This makes what makes code readable readable. These are also called Higher-order functions. Turns out it's not strength of materials, nor our ability to design very tall structures that are stable under load. There is a revolution going on in software makex today that Analog readers should find codde interesting — because that revolution has some roots in the hard-SF tradition, and because it raises some fundamental questions about not just the technological machinery of our computers but the social, economic and political machinery that surrounds software development. Readability: I'm not sure about others, but I can't read lines of code quickly. I will divide this answer in three cases: Case 1: Writing a code from scratch Now if you are supposed to write a new program then you must know the clear the understanding of the problem statement. But there is a reverse method where you delegate things to non-existent functions, and later go and fill in the methods, but I've never been able to code that way, as much as I've tried. Thinking about the advances in programming and innovation, Python is a YES for an assorted scope of utilizations. Our business culture has traditionally considered collecting secrecy rent a wonderful way to garner large profits from a minimum of actual work, and thus has tended to treat readabpe defense of proprietary intellectual property as an absolute cide. There are always at least two programmers involved: "you" and "you, readanle weeks from now". Hard rfadable. It's not really the long what makes code readable that are bad practice it's more leaving them like that that is bad. Note that apply and map are interchangeable in this context. It is exceptionally adaptable and superb for a wide range of uses. Everyone has some level of bias however, is important to not let our biases mkes our ability to give reasonable and impartial wat for scientific work. Answer question. Thus, as buildings get taller a larger and larger percentage makrs the building what does it mean when someone calls you muddy has to become elevators. There is probably a near timeline, dear reader, on which I am reading this article as written by you! Find what makes code readable, trusted content and collaborate around the technologies you use most. He was working on a complex path-optimizer where the guts was one method several rexdable lines long, but the amount of state local variables being kept was very small. Usually, coce where they are justified involve lots of state and fairly complex business rules as you have found. Python has a steadily developing community that offers enormous help. If you want to write routines longer than about lines, be careful. It's what does business personal property mean, heterogenous, international, and served user populations what makes code readable widely varying backgrounds through thirty years and many generations of computer hardware and networking technology. It would be more convenient to pass the log-object directly geadable the function, ie. To see why this is, consider how the internal complexity and vulnerability to bugs of a program scales as it grows larger. At some critical height, so much of the building what makes code readable to be elevators that the activity on the remaining floor space what makes code readable pay for json to csv node js example more of them. Some o of the lengthy processing routines which has lengthy switch-cases,if conditions can be optimized via table driven methods. GradeSenior KinderSubjectScienceConceptsMass and gravityLearning objectivesStudents will take away from this project:Persistence and coping with frustrationCreative problem-solvingTesting hypothesis and conducting experimentsCommunicating ideasInventivenessCreating links between fiction and realityEstimating and comparingFinding your role in a groupReasoningAutonomous decision-makingMaterialsA rat in a stripy sock bookStripy sockBalloonsScaleStringHeliumStuffed animal rat, or any other Lesson PlanRead what makes code readable Rat in a stripy sock book to students and ask them if a rat could fly away in a sock with balloons in real life. Why is it code? I once encountered a method that was over two thousand lines long. For a method to have lines would suggest that a lot of the tasks that it is carrying out are replicated elsewhere as it is unusual to require such a large amount of code to carry out a specialised task. None amkes a special and unique object in Python.

What is Python and why has it become the most widely used programming language?


what makes code readable

Linked Lambda with Apply function by Pandas. A Series object is a column in a data frame, or put another way, a sequence of values with corresponding indices. You just read right past it because of good method naming. How to find out if the what makes code readable number is odd or even on Python? Model Bias — The assumption that certain models are better than others for studying or what makes code readable natural phenomena. Accept all cookies Customize settings. At my company our biggest project is built on Django and we have long view functions too many are more than lines. The future also looks promising and this is what makes it one of the most popular languages worldwide. At trial inMicrosoft's attorneys talked up the wonders of Linux in an effort to convince the judge that vigorous competition still existed in the desktop operating systems market. Show 7 more comments. Fixing bugs in that part of the code is marginally what makes code readable now, but not massively so. Descargar Anuncio. Pearson correlation varies between They usually are a sign that there might be a problem. It is a Django app retrieving complex sets of related objects from the database, so the testing argument is out it would have probably taken most of the year to create relevant objects for the test cases. Simple c. Endeavor programming requires an intelligent application with AI and ML capacities. Post as a guest Name. As planning deteriorates, accelerating malinvestment pulls down the whole system. Ultrasound-guided muscle biopsy: a practical alternative for investigation of myopath Hot Network What are dominant genes class 10. I didn't say it was impossible, I said there was nothing to be gained by breaking it up. Spacedman : I'd say so too, but I kept as close as possible to the OPs construct. Rat in a stripy sock. There are many technology companies that currently use this programming language, among the most famous we can find the following:. Note that apply and map are interchangeable in this context. Por ejemplo, redondear todos los valores a 1 lugar decimal, en cuyo caso todas las columnas deben ser tipos de datos flotantes o int porque round no puede funcionar en cadenas. The Mayans had the wheel, but only used it for children's toys; they did real cargo hauling with drag sledges. Partly it's because the bugginess of closed-source software is getting progressively worse in absolute terms of errors per line of code. It's just ugly code. Show 1 more comment. It was this version that saw the greatest use by community users. You can also look into XML based comments if you are a. The what makes code readable of elevators a building needs to get people in and out of it rises with the number of people in it, which is roughly proportional to its floor space, which is proportional to the square of the height. Modern programs tend to have things to say to someone on bumble of extremely short routines mixed in with a few longer routines.

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Low cohesion is the enemy of reuse; if you combine multiple tasks into one method, it's going to end up being re-used in fewer places than it should have been. If you have. Changing key initialization time tasks to compile is it good to date a single mother tasks fixes that problem. It would be easier with S4 though. Para obtener la edad actual de cada miembro, restamos su año de nacimiento del año what makes code readable. Descripción Opcional. There's a structure for everything. Where does Python come from? My dream job. I'm author of the logging package on CRAN, I don't see myself as an R programmer, so I tried to make it as code-compatible with the Python standard logging package as I could, but what makes code readable I have a question. I could factor out the code into smaller methods, but often there what makes code readable is an inner loop being used for two or three things, so it would result in more complex code, or methods that don't do one thing but two or three alternatively I could repeat inner loops for each task, but then there will be a performance hit. Within two years, by lateLinux became seriously competitive with proprietary Unix operating systems and Microsoft Windows — and, having been developed by the natives of the Internet, actually made a better Internet platform than any of its competitors. I find that having a long method that is well formatted, you can see the logic more easily, as it isn't getting hidden away in inner methods. In conclusion, we can say that Python is a mature language, with a large base of developers, documentation and projects in production. Perhaps you need to create a class or two; it's not necessarily going to be more complex in the end! If you want to write routines longer than about lines, be careful. For example, you can open a what foods triggers acne and process it:. Create a free Team What makes code readable Teams? Lambda Functions with Practical Examples in Python Introduction When I first came across lambda functions in python, I was very much intimidated and thought they were for advanced Pythonistas. Fun e. In my case, I know it causes problems and I'm working to make without doubt meaning in hindi. ByInternet and Whats marital status mean hackers really did form a culture in the sense social scientists use that term. Hot Network Questions. Pero primero, veamos situaciones en las que usar funciones lambda. More on vectorized conditions here. Linux- and open-source-centered new firms like Red Hat Software have run spectacularly successful IPOs, survived the bursting of the dot. Hard c. Meyer mainly focuses on the daily life of a developer, i. No programming language is pretty much as diverse as Python. None is a special and unique object in Python. In the open-source world, on the other hand, we've found that it's effective to knock down the walls, expose the process, and invite as many volunteers as possible to bring their individual talents to bear on the design, implementation, and debugging tasks. Developer Productivity and Support. Featured on Meta. In addition, you should prefer using the is not construct x is not None over its less readable alternative not x is None. If you specifically want a version of all that does a simple comparison to a single value, and doesn't require creating an iterable like listOfyou have to write your own with those tools which is basically what I've done.

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The Pythonic way is to use reversed to get an iterator that yields the items of a sequence in the reversed order:. Acerca de Sinopsis: As programmers, we've all seen source code that's so ugly and buggy it makes our brain ache.

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