Working update of README

Author: mananshah99

README.md

@@ -1,5 +1,5 @@
 # sentR
-A continually developed R package to provide functional sentiment analysis utility. 
+An R package that provide functional sentiment analysis utilities.
 
 ## Install
 
@@ -8,43 +8,40 @@ A continually developed R package to provide functional sentiment analysis utili
 2. Require devtools: run `require('devtools')`
 3. Install sentR@latest: run `install_github('mananshah99/sentR')`
 
-## Sentiment Scoring Functions
+# Sentiment Scoring Examples
 
-### score.aggregate = function(sentences, pos.words, neg.words, .progress='none')
-Scores the sentiment of text by setting words in `pos.words` to `+1` and words in `neg.words` to `-1` in the vector of sentences. 
+Input:
 
-Example:
 ```
 require('sentR')
-positive <- c('happy', 'well-off', 'good')
-negative <- c('sad', 'bad', 'miserable', 'terrible')
-test <- c('I am a very happy person.', 'I am a very sad person', 'R has good data analysis tools')
-out <- score.aggregate(test, positive, negative)
-out
-```
-Output:
-```
-  score                           text
-1     1      I am a very happy person.
-2    -1         I am a very sad person
-3     1 R has good data analysis tools
-```
-
-### score.naivebayes = function(train.sentences, test.sentences, .progress = 'none') 
-Scores the sentiment of text by using the Naive Bayes modeling functionality from `e1071`. 
 
-### score.viralheat = function (text, api.key)
-Scores the sentiment of text using the ViralHeat API (requires an API key)
-
-## Sentiment Scraping Utilities
+# Create small vectors for happy and sad words (useful in aggregate(...) function)
+positive <- c('happy', 'well-off', 'good', 'happiness')
+negative <- c('sad', 'bad', 'miserable', 'terrible')
 
-### scrape.IMDb <- function(url)
-Scrapes the IMDb website for movie reviews and returns a list of scores.
+# Words to test sentiment
+test <- c('I am a very happy person.', 'I am a very sad person', 
+'I’ve always understood happiness to be appreciation. There is no greater happiness than appreciation for what one has- both physically and in the way of relationships and ideologies. The unhappy seek that which they do not have and can not fully appreciate the things around them. I don’t expect much from life. I don’t need a high paying job, a big house or fancy cars. I simply wish to be able to live my life appreciating everything around me. 
+')
 
-### scrape.striplinks <- function(text)
-Strips all links of the form `http*` found in text. Useful for normalizing sentimetn scores
+# 1. Simple Summation
+out <- classify.aggregate(test, positive, negative)
+out
 
-## Plotting Utilities
+# 2. Naive Bayes
+out <- classify.naivebayes(test)
+out
+```
 
-### multiplot <- function(..., plotlist=NULL, cols)
-Allows for multiple `ggplot` instances to be printed together. 
+Output:
+```
+  score
+1     1
+2    -1
+3     2
+
+     POS                NEG                 POS/NEG             SENT      
+[1,] "9.47547003995745" "0.445453222112551" "21.2715265477714"  "positive"
+[2,] "1.03127774142571" "9.47547003995745"  "0.108836578774127" "negative"
+[3,] "67.1985217685598" "35.1792261323723"  "1.9101762362738"   "positive"
+```