README.md in npy-0.1.1 vs README.md in npy-0.1.2

@@ -1,10 +1,10 @@
 # Npy
 
 Save and load NumPy `npy` and `npz` files in Ruby - no Python required
 
-:fire: Uses [Numo::NArray](https://github.com/ruby-numo/numo-narray) for blazing performance
+:fire: Uses [Numo](https://github.com/ruby-numo/numo-narray) for blazing performance
 
 [![Build Status](https://travis-ci.org/ankane/npy.svg?branch=master)](https://travis-ci.org/ankane/npy)
 
 ## Installation
 
@@ -21,54 +21,54 @@
 `npy` files contain a single array
 
 Save an array
 
 ```ruby
-arr = Numo::Int32[0...10]
-Npy.save("x.npy", arr)
+x = Numo::Int32[0..9]
+Npy.save("x.npy", x)
 ```
 
 Load an `npy` file
 
 ```ruby
-arr = Npy.load("x.npy")
+x = Npy.load("x.npy")
 ```
 
 Load an `npy` string
 
 ```ruby
 byte_str = File.binread("x.npy")
-arr = Npy.load_string(byte_str)
+x = Npy.load_string(byte_str)
 ```
 
 ### npz
 
 `npz` files contain multiple arrays
 
 Save multiple arrays
 
 ```ruby
-x =  Numo::Int32[0...10]
+x =  Numo::Int32[0..9]
 y = x * 2
-Npy.save_npz("mnist.npz", x: x, y: y)
+Npy.save_npz("data.npz", x: x, y: y)
 ```
 
 Load an `npz` file
 
 ```ruby
-arrs = Npy.load_npz("mnist.npz")
+data = Npy.load_npz("data.npz")
 ```
 
 Get keys
 
 ```ruby
-arrs.keys
+data.keys
 ```
 
 Get an array
 
 ```ruby
-arrs["x"]
+data["x"]
 ```
 
 Arrays are lazy loaded for performance
 
 ## Resources