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Co-authored-by: Katy Jarvis <55932920+kjjarvis@users.noreply.github.com>

Author: 2 people

examples/benchmarking.ipynb

@@ -22,7 +22,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The goal of this notebook is to demonstrate the Benchmarking feature offered for Prognostic Models. Specifically, we will demonstrate via a simple example how to benchmark the computational efficiency of models!"
+    "The goal of this notebook is to demonstrate the Benchmarking feature offered for Prognostic Models. Specifically, we will demonstrate how to benchmark the computational efficiency of models with a simple example."
    ]
   },
   {
@@ -56,7 +56,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Next, let's initialize our Battery Circuit by creating model object."
+    "Next, let's initialize our Battery Circuit by creating a model object."
    ]
   },
   {
@@ -74,7 +74,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Then, for our model, we would need to define a future loading function. More information on what a future loading function is and how to use it can be found here: https://nasa.github.io/progpy/prog_models_guide.html#future-loading"
+    "Then, for our model, we will need to define a future loading function. More information on what a future loading function is and how to use it can be found here: https://nasa.github.io/progpy/prog_models_guide.html#future-loading"
    ]
   },
   {
@@ -103,9 +103,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Finally, we are going to need to benchmark the simulation!\n",
+    "Finally, we are ready to benchmark the simulation.\n",
     "\n",
-    "We can do this by using the `timeit()` function and pass in our `simulate_to()` or `simulate_to_threshold()` function for the `stmt` argument. For more information regarding the `timeit()` function, please read it's documentation located here: https://docs.python.org/3/library/timeit.html"
+    "We can do this by using the `timeit()` function and pass in our `simulate_to()` or `simulate_to_threshold()` function for the `stmt` argument. For more information regarding the `timeit()` function, please read its documentation located here: https://docs.python.org/3/library/timeit.html"
    ]
   },
   {
@@ -125,7 +125,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "In this example, we would be benchmarking the simulation for the BatteryCircuit model up to 600 seconds. Furthermore, we will define our `number` argument to be 500 for sake of runtime."
+    "In this example, we are benchmarking the simulation for the BatteryCircuit model up to 600 seconds. Furthermore, we define our `number` argument to be 500 for sake of runtime."
    ]
   },
   {