I'm going to look more into the wrapper, although I'm _almost_ done with this part of the project. The keywords are actually distinct: I extracted the keywords from the hashtags I used to make the original posts on Vine (see https://vine.co/kenneth.udut for them in context) after downloading them with youtube-dl, which nicely used the description as the actual filename, including the hashtags, which saved me quite a lot of time. Still, turning hashtags into subjects was surprisingly challenging - but that's because I'm using basic tools like Excel2k and Notepad++ for most of the text manipulation.* [I automated some things with a little VBA code, like creating the directories and XML files] I've only hacked around a little in Python, usually just enough to change some code I wanted different for a project, and I did a few fun things with a plugin for Minecraft that could read Python code and made it do a few things for me. Still, if the solutions I'm putting together using my famliar old-school tools (keyword management and such) turns out to be too much for them, or if I can find some benefit with utilizing Python, I'll definitely make use of it. === Part of my search (and Jeff was nice enough to point me to this page for help in this: https://archive.org/browse.php?collection=kennethudut&field=subject ) - is identifying the Hapax Legomenon that might be significant. But first, they need to be collected and keywords processed. Then the upper/lowercase ones normalized so that thing like Science and science and ScIeNcE show up in the same place. Then getting rid of the mistakes I made. From there, I want to discover themes that go beyond the hashtags extracted.* There's no really good 'automatic categorization" tools that I've found yet that can work with short texts or small amounts of keywords to find out overall themes.* Our AI capabilities are still primitive to where they'll be eventually. I got _some_ help from http://act-dl.base-search.net/ - it helped me identify some themes (not of the Vines but of other writings - I threw 9000+ posts I made through the years through it and it spit out likely themes which were very helpful. But still, not quite there yet. I don't know what my end goal is.* I somewhat envy people with definite purpose and intent in mind like Noah.* I'm just floundering along from one project to another, hoping to discern the "who am I?" question as best I can. Maybe there's a book in me.* Maybe not.* I don't know.* But I _do_ know I have lots of raw data that can be processed in different ways, seen from different views and _maybe_... just maybe, if I can identify hidden patterns and start pulling things together (like these videos) into proper accurate categories beyond vague large categories like Science or Psychology or Motivation... *maybe* some intent and purpose can be driven by the data. And then, perhaps I'll have something mind-blowingly awesome to contribute that even Noah would approve of. Or maybe not.* But I'm grateful that IA is supportive of my unorthodox process and willing to put up with my "baby steps" here. ==