Ryan Swanstrom ryanswanstrom

	'visibility' occured 1 times and in 1 job descriptions
	'external' occured 1 times and in 1 job descriptions
	'particular' occured 1 times and in 1 job descriptions
	'party' occured 1 times and in 1 job descriptions
	'prototyping' occured 1 times and in 1 job descriptions
	'semantics' occured 1 times and in 1 job descriptions
	'tens' occured 1 times and in 1 job descriptions
	'salary' occured 1 times and in 1 job descriptions
	'else' occured 1 times and in 1 job descriptions
	'essential' occured 1 times and in 1 job descriptions

	f=open('/tmp/file.dat')
	words = {}
	for line in f:
	print line
	line_words = line.split() // returns an array of words separated by whitespace
	for word in line_words:
	// get the value
	val = words.get(word, false)
	if val:
	val++;

	#!/usr/bin/env python

	from sklearn.linear_model import LogisticRegression
	import csv_io
	import math
	import scipy


	def main():
	#read in the training file

	#!/usr/bin/env python

	from sklearn.ensemble import RandomForestClassifier
	import csv_io
	import scipy


	def main():
	#read in the training file
	train = csv_io.read_data("train.csv")

	from sklearn.ensemble import RandomForestClassifier
	from sklearn.ensemble import GradientBoostingClassifier
	from sklearn.ensemble import ExtraTreesClassifier
	from sklearn import cross_validation
	import csv_io as csv
	import llfun as logloss
	import numpy as np

	def main():
	#read in data, parse into training and target sets