Update README.md

Typo + rephrasing.

Author: mgermain

README.md

@@ -1,14 +1,14 @@
 [![Build Status](https://travis-ci.org/SMART-Lab/smartdispatch.png)](https://travis-ci.org/SMART-Lab/smartdispatch)
-[![Coverage Status](https://coveralls.io/repos/SMART-Lab/smartdispatch/badge.png)](https://coveralls.io/r/SMART-Lab/smartdispatch)
 [![Scrutinizer Code Quality](https://scrutinizer-ci.com/g/SMART-Lab/smartdispatch/badges/quality-score.png?b=master)](https://scrutinizer-ci.com/g/SMART-Lab/smartdispatch/?branch=master)
+[![Coverage Status](https://coveralls.io/repos/SMART-Lab/smartdispatch/badge.png)](https://coveralls.io/r/SMART-Lab/smartdispatch)
 # Smart Dispatch
 An easy to use job launcher for supercomputers with PBS compatible job manager.
 
 
 ## Features
 - Launch multiple jobs with a single line.
-- Automactically generate combinations of arguments. *(see examples)*
-- Automatic ressource management. Determine for you the optimal fit for your commands on nodes.
+- Automatically generate combinations of arguments. *(see examples)*
+- Automatic resources management. Determine for you the optimal fit for your commands on nodes.
 - Resume batch of commands.
 - Easily manage logs.
 - Advanced mode for complete control.
@@ -20,29 +20,32 @@ An easy to use job launcher for supercomputers with PBS compatible job manager.
 
 ## Usage
 See `smart_dispatch.py --help`
-Output and error logs in are saved in : `./SMART_DISPATCH_LOGS/{batch_id}/logs/`.
+
+Output and error logs in are saved in : *`./SMART_DISPATCH_LOGS/{batch_id}/logs/`*.
 
 
 ## Examples
-###Launch Job
+### Launch job
 `smart_dispatch.py -q qtest@mp2 launch python my_script.py 2 80 tanh 0.1`
 
-This will launch `python my_script.py 2 80 tanh 0.1` on the queue qtest@mp2.
+Will launch *`python my_script.py 2 80 tanh 0.1`* on the queue qtest@mp2.
 
-###Launch Jobs Batch
-Automactically generate commands from combinations of arguments.
+### Launch batch of jobs
+Automatically generate commands from combinations of arguments.
 
 `smart_dispatch.py -q qtest@mp2 launch python my_script.py [1 2] 80 [tanh sigmoid] 0.1`
 
-This will generate 4 different commands and launch them on the queue qtest@mp2:
+Will generate 4 different commands and launch them on the queue qtest@mp2:
 ```
 python my_script.py 1 80 sigmoid 0.1
 python my_script.py 1 80 tanh 0.1
 python my_script.py 2 80 sigmoid 0.1
 python my_script.py 2 80 tanh 0.1
 ```
 
-###Resuming Job
-Given the `batch_id` (i.e. folder's name in `SMART_DISPATCH_LOGS/{batch_id}/`) one can relaunch jobs that did not finished executing(maybe because of exeeded walltime).
-
+### Resuming job/batch
 `smart_dispatch.py -q qtest@mp2 resume {batch_id}`
+
+Jobs that did not terminate properly, for example, it exceeded the walltime, can be resumed using the {batch_id} given to you upon launch. Of course, all this assuming your script is resumable.
+
+*Note: Jobs are always in a batch, even if it's a batch of one.*