Merge branch 'master' of https://github.com/DebenOldert/Big-Data-Review-Analysis

README.md

@@ -5,47 +5,48 @@ Can tell you the difference between positive and negative movie reviews using Ma
 So please be kind and give me credits for this code. I won't bite**
 
 ## Ready, Set,.. LEARN!
-Now that you know your legal rights after reading the 2 lines above we can finally start this journey to machine learning and letting your computer tell you if a movie review is positive or negative
+Now that you know your legal rights after reading the 2 lines above we can finally start this journey to machine learning and letting your computer tell you if a movie review is positive or negative.
 
-I haven't come up with a name yet, so if you can make up one, please let me know.
+But before we continue, allow me to introduce myself. My name is *Naiba*.
 
-The program is very nice and willing to learn, but you need to train him/her. It's just like Pokemon.
-Except that I work Naive Base and the you can train me from data in datasets instead of TM's of your TM CASE
+Naiba is very nice and willing to learn, but you need to train her. It's just like Pokemon.
+Except that she works Naive Base and the you can train hey from data in datasets instead of TM's of your TM CASE
 
-In order to use me, simply run main.R. Now you can call a variaty of commands, let's start at the beginning:
+In order to use Naiba, simply run main.R. Now you can call a variaty of commands, let's start at the beginning:
 ##### Build a skillset
-  * If we already learned something, call ```learn.load()```
-  * If we don't know anything, call: ```learn.teach()```
+  * If Naiba already learned something, call ```learn.load()```
+  * If Naiba doesn't know anything, call: ```learn.teach()```
   * To make the program even smarter (Append skillzz), call: ```learn.load()``` first and then ```learn.teach()```
   
 ##### Test our skillset
   1. Call the ```sentiment.test()``` function.
-  2. Select your test set
+  2. Dare Naiba to make the tests in your set
   3. Tell what to make
   4. Await results
   5. **If you run this on a Mac** you can use Threading by running the threaded.R file and calling: ```sentiment.test.threaded()``` (This will currently not show a progressbar but is much faster, duhhh)
   
 ##### Test your own review
   1. Call the ```sentiment.calc(<your review string>)``` function
-  2. After sometime. You will know if the review was positive or negative
+  2. After sometime, Naiba will tell you if the review is positive or negative
   
 ##### Save what you learned
   * Call the ```learn.save()``` function
+  * Now Naiba will remember whatever you learned her. So she can go to sleep safely.
   
 ## That all sound nice, but what are all the functions so I can mess with them myself?
 You just need to ask nicely:
   * ```console.ask(string, type=string)``` => Internal use only, ask for a string or integer
   * ```console.confirm(string)``` => Internal use only, ask a true/false question
-  * ```learn.load()``` => Let's dig in my memory to see what I learned before
-  * ```learn.save()``` => Let me remember everything I just learned
-  * ```learn.teach()``` => Teach me new stuff
+  * ```learn.load()``` => Let's dig in her memory to see what she learned before
+  * ```learn.save()``` => Let her remember everything you just learned
+  * ```learn.teach()``` => Teach her new stuff
   * ```sentiment.calc(string, progress=boolean)``` => Check if a string is positive or negative, with or without a progressbar
   * ```sentiment.split(string)``` => Internal use only, splits a string
-  * ```sentiment.test()``` => Dare to test me
-  * ```sentiment.train(string, 0|1)``` => Learn me that string is positive (1) or negative (0)
-  * ```set.import(string)``` => Import csv from given path
+  * ```sentiment.test()``` => Dare to test her
+  * ```sentiment.train(string, 0|1)``` => Learn her that string is positive (1) or negative (0)
+  * ```set.import(string)``` => Import data from given path
   
 ### Threaded functions
 **Currently these only work on the best computer system there is: MacOS**
-I can be so much faster when I use all the 4 cores of my brain. Call these and set me free
-  * ```sentiment.test.threaded()``` => Dare to test me. Progressbar currently NOT showing
+Naiba can be so much faster when she uses all the cores of her brain (CPU). Call these and set her free
+  * ```sentiment.test.threaded()``` => Dare to test her. Progressbar currently NOT showing