more small edits

Signed-off-by: Martijn Govers <[email protected]>

Author: mgovers

docs/model_interface.ipynb

@@ -97,15 +97,15 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "As seen above you can also make batch modification using the `grid.append` method.\n",
+    "As seen above, you can also apply multiple modifications in one go using the `grid.append` method.\n",
     "\n",
     "## Array interface\n",
     "\n",
-    "The array container is build around a extension of numpy arrays with the `FancyArray` class. This allows for easy and consistent definition of array types, recognition of array-type from it's class and features which improve readability such as dot-notation and autocompletion. It contains a `._data` attribute with the base numpy array and extra settings can be provided using `._defaults` and `._str_lengths`. Note these values should only be used in defining the array classes and remain private when using the arrays.\n",
+    "The array container is build around a extension of numpy arrays with the `FancyArray` class. This allows for easy and consistent definition of array types, recognition of array-type from its class and features which improve readability such as dot-notation and autocompletion. It contains a `._data` attribute with the base numpy array and extra settings can be provided using `._defaults` and `._str_lengths`. Note these values should only be used in defining the array classes and remain private when using the arrays.\n",
     "\n",
     "### Array definition\n",
     "\n",
-    "You can create your own array by subclassing FancyArray.\n",
+    "You can create your own array by subclassing `FancyArray`.\n",
     "Array-columns can be defined by adding class attributes with the column name and the numpy dtype.\n",
     "\n",
     "Example:\n"
@@ -150,7 +150,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "These are used when initializing an array with the .empty method\n"
+    "These are used when initializing an array with the `.empty` method\n"
    ]
   },
   {
@@ -192,7 +192,7 @@
     "\n",
     "### Array loops\n",
     "\n",
-    "Looping over large arrays can be a performance hit, this is caused by casting each row to the original `FancyArray` subclass. When you want to implement a faster loop over the array you can choose to access the `array.data` directly and create the loop using\n"
+    "Looping over large arrays can incur a performance hit caused by conversion of each element to the original `FancyArray` subclass. When you want to implement a faster loop over the array you can choose to access the `array.data` directly and create the loop using\n"
    ]
   },
   {