📝 Fix typos

module02_intermediate_python/02_01_functions.ipynb

@@ -522,7 +522,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "In this example, we're using `[:]` to access into the same list, and write it's data.\n",
+    "In this example, we're using `[:]` to access into the same list, and write its data.\n",
     "\n",
     "    vec = [element*2 for element in vec]\n",
     "\n",

module02_intermediate_python/02_05_data_analysis_example.ipynb

@@ -588,7 +588,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We can loop over each element in out list of coordinates, and get a map for that place:"
+    "We can loop over each element in our list of coordinates, and get a map for that place:"
    ]
   },
   {

module02_intermediate_python/02_08_classroom_exercises.ipynb

@@ -151,7 +151,7 @@
    "id": "333e37f3",
    "metadata": {},
    "source": [
-    "Investigate the similarities and differences between the responses (if any) from the `numpy`, `scipy`, `statistics`, and `math` modules to the following calculations:\n",
+    "Investigate the similarities and differences between the responses (if any) from the `numpy`, `scipy`, `statistics` and `math` modules to the following calculations:\n",
     "\n",
     "\n",
     "$\\pi$\n",
@@ -168,7 +168,7 @@
    "id": "57f50256",
    "metadata": {},
    "source": [
-    "For those interested, each of these libraries has their own documentation. [NumPy](https://numpy.org/doc/stable/user/whatisnumpy.html), [SciPy](https://docs.scipy.org/doc/scipy/tutorial/general.html), [statistics](https://docs.python.org/3/library/statistics.html), and [math](https://docs.python.org/3/library/math.html)"
+    "For those interested, each of these libraries has their own documentation. [NumPy](https://numpy.org/doc/stable/user/whatisnumpy.html), [SciPy](https://docs.scipy.org/doc/scipy/tutorial/general.html), [statistics](https://docs.python.org/3/library/statistics.html) and [math](https://docs.python.org/3/library/math.html)"
    ]
   },
   {

solutions/module_02.ipynb

@@ -166,7 +166,7 @@
     "\n",
     "Can use ```dir(X)``` to list the attributes of the modules\n",
     "\n",
-    "There will be some depreciation warnings from scipy instructing users to go use numpy or numpy.lib (which can also be investigated via ```dir(np.lib)``` \n",
+    "There will be some depreciation warnings from scipy instructing users to go use numpy or numpy.lib (which can also be investigated via ```dir(np.lib)```\n",
     "\n",
     "Statistics will return the mean as an integer whereas numpy and scipy will return a float.\n",
     "\n",