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How to install ipython stack overflow windows#
We decided to consider only programming languages (like Java and Python) and platforms (such as iOS, Android, Windows and Linux) in this analysis, as opposed to frameworks like Angular or libraries like TensorFlow (although many of those showed notable growth that may be examined in a future post).īecause of the challenges in defining “fastest-growing” described in this comic, we compare the growth to the overall average in a mean-difference plot. We defined the growth rate in terms of the ratio between 20 share of traffic. Among other notable technologies, which are currently growing the fastest in high-income countries? The above was looking only at the six most-visited programming languages. What tags are growing the fastest overall? STL also suggests that JavaScript and Java will remain at similar levels of traffic among high income countries, just as they have for the last two years. Will it catch up with Python again by the end of the year? We can try forecasting the next two years of growth with a model called “STL”, which combines growth with seasonal trends to make a prediction about future values.Īccording to this model, Python could either stay in the lead or be overtaken by Java in the fall (it’s roughly within the variation of the model’s predictions), but it’s clearly on track to become the most visited tag in 2018. Since it’s heavily taught in undergraduate courses, Java traffic tends to rise during the fall and spring and drop during the summer. Part of this is because of the seasonal nature of traffic to Java. This is especially impressive because in 2012, it was less visited than any of the other 5 languages, and has grown by 2.5-fold in that time. This included being the most visited tag within the US and the UK, and in the top 2 in almost all other high income nations (next to either Java or JavaScript).
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June 2017 was the first month that Python was the most visited tag on Stack Overflow within high-income nations. These are currently six of the ten most-visited Stack Overflow tags in high-income countries the four we didn’t include are CSS, HTML, Android, and JQuery. (Note that this is therefore a shorter time scale than the Trends tool, which goes back to 2008). We have data on Stack Overflow question views going back to late 2011, and in this time period we can consider the growth of Python relative to five other major programming languages. But for this post we’ll focus on high-income countries, and consider visits to questions rather than questions asked (this tends to give similar results, but has less month-by-month noise, especially for smaller tags). You can see on Stack Overflow Trends that Python has been growing rapidly in the last few years.
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(Full disclosure: I used to program primarily in Python, though I have since switched entirely to R). It’s worth emphasizing up front that the number of users of a language isn’t a measure of the language’s quality: we’re describing the languages developers use, but not prescribing anything.
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Many other countries such as India, Brazil, Russia, and China also make enormous contributions to the global software development ecosystem, and this post is less descriptive of those economies, though we’ll see that Python has shown growth there as well. The term “fastest-growing” can be hard to define precisely, but we make the case that Python has a solid claim to being the fastest-growing major programming language.Īll the numbers discussed in this post are for high-income countries they’re generally representative of trends in the United States, United Kingdom, Germany, Canada, and other such countries, which in combination make up about 64% of Stack Overflow’s traffic.
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In this post, we’ll explore the extraordinary growth of the Python programming language in the last five years, as seen by Stack Overflow traffic within high-income countries. When we focus on high-income countries, the growth of Python is even larger than it might appear from tools like Stack Overflow Trends, or in other rankings that consider global software development. Among the largest differences we saw was in the programming language Python. We recently explored how wealthy countries (those defined as high-income by the World Bank) tend to visit a different set of technologies than the rest of the world.