4 processes now

README.md

@@ -1,14 +1,15 @@
 Repo for building [Sketchfab](https://sketchfab.com) recommendations.
 Collecting data, training algorithms, and serving recommendations on a website will all be here.
 
-This repo will likely not work for python 2 due to various encoding issues.
+**This repo will likely not work for python 2 due to various encoding issues.**
+
 For some of the crawling processes, Selenium is used. You must provide a path to your browser driver in ```config.yml``` for this to work. See [here](https://sites.google.com/a/chromium.org/chromedriver/downloads) for links to download the driver binary.
 
 ## Collecting data
 
 ### [crawl.py](https://github.com/EthanRosenthal/rec-a-sketch/blob/master/crawl.py)
 
-Use this script to crawl the Sketchfab site and collect data. Currently supports 3 processes as specified by ```--type``` argument:
+Use this script to crawl the Sketchfab site and collect data. Currently supports 4 processes as specified by ```--type``` argument:
 
 * urls - Grab the url of every sketchfab model with number of likes >= ```LIKE_LIMIT``` as defined in the ```config```.
 * likes - Given collected model urls, collect users who have liked those models.
@@ -36,4 +37,4 @@ python anonymize.py unanonymized_likes.csv anonymized_likes.csv "SECRET KEY"
 
 Model urls, likes, and features are all in the [/data](https://github.com/EthanRosenthal/rec-a-sketch/tree/master/data) directory. These were roughly collected around October 2016.
 
-All data are pipe-separated csv files with headers and with ```quoting=csv.QUOTE_MINIMAL``` and ```escapechar='\\'```
+All data are pipe-separated csv files with headers and with pandas ```read_csv()``` keyword arguments ```quoting=csv.QUOTE_MINIMAL``` and ```escapechar='\\'```