Python NLTK Sentiment Analysis with Text Classification Demo

Python NLTK Sentiment Analysis with Text Classification Demo

This is a demonstration of sentiment analysis using a NLTK 2.0.4 powered text classification process. It can tell you whether it thinks the text you enter below expresses positive sentiment, negative sentiment, or if it’s neutral.

Using hierarchical classification, neutrality is determined first, and sentiment polarity is determined second, but only if the text is not neutral.

Stop Using Google Trends — Medium

Stop Using Google Trends — Medium

Alternatively titled ‘Be aware of context, and maybe start using Google AdWords’ Instead

Google Trends is a very interesting product, as it gives us real-time data on how people are using Google. Google is the Address Bar of the Internet, so if you need information on a topic, just type in “Euros” and you’ll have the scores and times of every game of the UEFA Euros Championship. Google can then track that interest in a topic and we can see it. But what shouldn’t you use Google Trends for? Well, until people start using it appropriately, everything.

Google Trends is that it reports search numbers relatively within the date-range and in context of other trends.

Trends doesn’t tell us, all it does is give us a nice graph with a huge peak.

I’m disappointed that this is how data is being used, and really drives home the need for people to understand the data before they use it incorrectly. Google Trends is an interesting tool, but please do a bit more research before using it.

Home | Conscious Style Guide

Home | Conscious Style Guide

Conscious Style Guide is a simple and accessible community resource for anyone curious or serious about conscious language. In one place, you can access style guides covering terminology for various communities and find links to key articles debating usage.

We study words so that they can become tools instead of unwitting weapons. Brought to you by the creator of AP vs. Chicago.

Why Flash Drives Are Still Everywhere – The Atlantic

Why Flash Drives Are Still Everywhere – The Atlantic

At different moments, different unremarkable technical objects seem to evoke that same feeling: that one can’t have too many. These days, the things that seem to turn up all over the place—lurking in pockets of different bags, filling drawers, and junk boxes, dropped down the back of desks—are USB flash drives.

They’re everywhere. There is almost certainly one within ten feet of you right now. I seem to acquire them unceasingly—they’re handed out as promotional tchotchkes, used to provide meeting minutes and conference proceedings, and presented in all sorts of shapes, sizes, and configurations. They have become inescapable elements of the contemporary technological landscape.

The second irony, given how overwhelming the speedy pace of technological advancement can feel, is how primitive the technology on which USB flash drives rely actually is. The challenge posed by the flash drive is to find a way to work seamlessly and easily with every computer. Its solution is a technology known as the “FAT filesystem,” a system—named for its primary data structure, the File Allocation Table—that was developed as a means to manage early floppy disk storage units. Pretty much the simplest imaginable mechanism for representing data on a disk, it was speedily developed and deployed in Microsoft’s almost-ubiquitous BASIC programming system in 1977.

Although it has long since been displaced by more advanced technologies, those other technologies have frequently incorporated a version of FAT into their DNA. Some version of that same FAT filesystem has lived on, locked away inside the more advanced systems that allow for the use of today’s much larger, speedier storage technologies. When people rely upon the FAT filesystem, they’re plugging into an evolutionary throwback, like some kind of vestigial tail. It’s the lizard brain of your computer.

The flash drive exposes the great lie of technological progress, which is the idea that things are ever really left behind. It’s not just that an obsolete technology from the year of Saturday Night Fever still lurks unseen in the dank corners of a shiny new MacBook; it’s that it’s something that is relied upon regularly. The technology historian Thomas Hughes calls these types of devices “reverse salients”—those things that interrupt and disturb the forward movement of technology. They reveal the ugly truth that lies behind each slick new presentation from Google, Apple, or Microsoft: Technical systems are cobbled together from left-over pieces, digital Frankenstein’s monsters in which spare parts and leftovers are awkwardly sutured together and pressed into service. It turns out that the emblems of the technological future are much more awkwardly bound to the past than it’s comfortable to admit.

mols on Twitter: “The term “Web Engineer” intrigues. “Engineer” implies: Scientific method, creation, invention, systems, social apps, design, visualization.”

Meanwhile, not enough cats.

Meanwhile, not enough cats.

Hello reader

Where do stories belong? In books? Why not in blogs or tweets or fora or emails? There are so many means of freely publishing words these days, stories can be published anywhere, taking on bizarre new forms previously unimaginable

Fiction doesn’t have to be neatly packaged and shaped by market constraints, anyone can put it anywhere. But where will all of this freedom and experimentation leave us? Is the idea of the book outmoded? Will there still be a role for designers and illustrators in this brave new world? Do I really want to pull at this thread?