ryanswanstrom

#!/usr/bin/env python

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


def main():
    #read in the training file

ryanswanstrom

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++;

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 

ryanswanstrom

package com.swgoof.datascience.job;

import java.io.BufferedReader;
import java.io.FileNotFoundException;
import java.io.FileReader;
import java.io.IOException;
import java.util.ArrayList;
import java.util.Collections;
import java.util.Comparator;
import java.util.HashMap;

ryanswanstrom

Job Category: IT
Location: United States, WA, Redmond
Job ID: 786045
Product: (Not Product Specific)
Division: IT
The Data & Decision sciences Team within technology Office in MSIT, helps drive actionable business intelligence through advanced statistical modeling and business analytics, throughout Microsoft. The team focuses on enterprise level engagement, where advanced data mining and modeling skills are needed to find business insights. We have a strong team of experienced statistician with an average experience of 15+ years in various industries. Currently we are expanding our work in areas of simulation, system modeling and text mining, to support our internal clients. Our goal is to support business performance enabled through data analysis, statistical modeling - resulting into business impact. Candidate will be expected to work with internal clients on analytic projects and identify potential improvement opportunities. The candidate must possess a passion for advanced analytics and skills in areas of

ryanswanstrom

/**
     * This method will return a sorted Map
     * @param unsortMap
     * @return 
     */
    private static Map<String, Integer> sortMapByValue(Map<String, Integer> unsortMap) {

        List<Map.Entry<String, Integer>> list = new LinkedList(unsortMap.entrySet());

        //sort list based on comparator

ryanswanstrom

<section class="cols cols4"> 
	<article class="col first"> &nbsp; </article>
	<article class="col col2" >

	#{form @authenticate()}
	
       <fieldset class="s_column">	
           <legend>Login</legend>
		

ryanswanstrom

@charset "UTF-8";
/* ** ** forms ** ** */
form fieldset {
	-webkit-border-radius: 3px;
	-moz-border-radius: 3px;
	border-radius: 3px;
	padding: 10px;
	border: 1px solid #eee;
	background-color: #f1f1f1;
}

ryanswanstrom

package neotest;

import hackerunderground.NanoTimer;
import java.util.Iterator;
import org.neo4j.graphdb.Direction;
import org.neo4j.graphdb.GraphDatabaseService;
import org.neo4j.graphdb.Node;
import org.neo4j.graphdb.Relationship;
import org.neo4j.graphdb.RelationshipType;

ryanswanstrom

#{extends 'main.html' /}
#{set title: "Results: " + iters + ": " + mongoSecs /}


<h1>Speed Results - ${iters} iterations</h1>


<h3>MongoDB (Morphia) </h3>
${mongoSecs} seconds