diff --git a/AnatomyOfMatplotlib-Part1-Figures_Subplots_and_layouts.ipynb b/AnatomyOfMatplotlib-Part1-Figures_Subplots_and_layouts.ipynb
index d5357f4..90ba626 100644
--- a/AnatomyOfMatplotlib-Part1-Figures_Subplots_and_layouts.ipynb
+++ b/AnatomyOfMatplotlib-Part1-Figures_Subplots_and_layouts.ipynb
@@ -37,8 +37,7 @@
        "slide_type": "-"
       }
      },
-     "outputs": [],
-     "prompt_number": 1
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -97,17 +96,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "1.4.3\n",
-        "Qt4Agg\n"
-       ]
-      }
-     ],
-     "prompt_number": 2
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -138,8 +127,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": 3
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -155,11 +143,11 @@
       "\n",
       "<img src=\"images/figure_axes_axis_labeled.png\">\n",
       "\n",
-      "The ``Figure`` is the top-level container in this hirearchy.  It's the overall window/page that everything is drawn on.  You can have multiple independent figures, but they can't contain another figure. However, ``Figure``s can contain multiple ``Axes``. \n",
+      "The ``Figure`` is the top-level container in this hierarchy.  It is the overall window/page that everything is drawn on.  You can have multiple independent figures. However, ``Figure``s can contain multiple ``Axes``. \n",
       "\n",
-      "Most plotting ocurs on an ``Axes``.  The axes is effectively the area that we plot data on and any ticks/labels/etc associated with it.  Usually we'll set up an axes with a call to ``subplot`` (which places axes on a regular grid), so in most cases we'll deal with here, ``Axes`` and ``Subplot`` are synonymous. We'll be heavily using ``Axes`` instances for plotting, etc, so you'll be seeing a lot of thse.\n",
+      "Most plotting ocurs on an ``Axes``.  The axes is effectively the area that we plot data on and any ticks/labels/etc associated with it.  Usually we'll set up an Axes with a call to ``subplot`` (which places Axes on a regular grid), so in most cases we'll deal with here, ``Axes`` and ``Subplot`` are synonymous. We'll be heavily using ``Axes`` instances for plotting, etc, so you'll be seeing a lot of these.\n",
       "\n",
-      "Each ``Axes`` has an ``XAxis`` and a ``YAxis``.  These contain the ticks, tick locations, labels, etc.  In this tutorial, we'll mostly control ticks, tick labels, and data limits through other mechanisms, so we won't touch the individual ``Axis`` part of things much at all.  However, it's worth mentioning here to explain where the term ``Axes`` comes from. Each ``Axes`` has two ``Axis`` instances.\n"
+      "Each ``Axes`` has an ``XAxis`` and a ``YAxis``.  These contain the ticks, tick locations, labels, etc.  In this tutorial, we'll mostly control ticks, tick labels, and data limits through other mechanisms, so we won't touch the individual ``Axis`` part of things much at all.  However, it's worth mentioning here to explain where the term ``Axes`` comes from.\n"
      ]
     },
     {
@@ -180,8 +168,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -200,8 +187,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -220,8 +206,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -244,8 +229,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -271,15 +255,14 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
       "\n",
-      "Notice the call to ``set``. Matplotlib's objects typically have lots of \"explicit setters\" -- in other words, functions that start with ``set_<something>`` and control a particular option. (This dates from a time before Python's ``property``.) \n",
+      "Notice the call to ``set``. Matplotlib's objects typically have lots of \"explicit setters\" -- in other words, functions that start with ``set_<something>`` and control a particular option. \n",
       "\n",
       "To demonstrate this (and as an example of IPython's tab-completion), try typing `ax.set_` in a code cell, then hit the `<Tab>` key.  You'll see a long list of `Axes` methods that start with `set`.\n",
       "\n",
@@ -298,8 +281,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -340,8 +322,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -363,8 +344,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -399,8 +379,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -432,8 +411,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -456,7 +434,7 @@
       "\n",
       "We'll be using that approach for the rest of the examples.  It's much cleaner.  \n",
       "\n",
-      "However, keep in mind that we're still creating a figure and adding axes to it.  We we start making plot layouts that can't be described by `subplots`, we'll go back to creating the figure first and then adding axes to it one-by-one."
+      "However, keep in mind that we're still creating a figure and adding axes to it.  When we start making plot layouts that can't be described by `subplots`, we'll go back to creating the figure first and then adding axes to it one-by-one."
      ]
     },
     {
@@ -489,11 +467,10 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     }
    ],
    "metadata": {}
   }
  ]
-}
\ No newline at end of file
+}
diff --git a/AnatomyOfMatplotlib-Part2-Limits_Legends_and_Layouts.ipynb b/AnatomyOfMatplotlib-Part2-Limits_Legends_and_Layouts.ipynb
index ff9fce8..affc830 100644
--- a/AnatomyOfMatplotlib-Part2-Limits_Legends_and_Layouts.ipynb
+++ b/AnatomyOfMatplotlib-Part2-Limits_Legends_and_Layouts.ipynb
@@ -38,8 +38,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": 3
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -72,8 +71,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -102,8 +100,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -150,8 +147,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -176,8 +172,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "code",
@@ -193,8 +188,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -220,8 +214,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -242,14 +235,13 @@
      "input": [
       "fig, ax = plt.subplots(1, 1)\n",
       "ax.bar([1, 2, 3, 4], [10, 20, 25, 30], label=\"Foobar\", align='center', color='lightblue')\n",
-      "ax.plot([1, 2, 3, 4], [10, 20, 25, 30], color='darkred', label=\"_nolegend_\", marker='o')\n",
+      "ax.plot([1, 2, 3, 4], [10, 20, 25, 30], label=\"_nolegend_\", marker='o', color='darkred')\n",
       "ax.legend(loc='best')\n",
       "plt.show()"
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -282,8 +274,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": 5
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -321,8 +312,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -350,8 +340,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -373,8 +362,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -410,8 +398,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -440,8 +427,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -466,8 +452,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -507,8 +492,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     },
     {
      "cell_type": "markdown",
@@ -544,11 +528,10 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [],
-     "prompt_number": null
+     "outputs": []
     }
    ],
    "metadata": {}
   }
  ]
-}
\ No newline at end of file
+}
diff --git a/README.md b/README.md
index 8ff2237..7e4c822 100644
--- a/README.md
+++ b/README.md
@@ -20,7 +20,7 @@ Cheers!
 
 [Part 0: Introduction To NumPy]: http://nbviewer.ipython.org/github/WeatherGod/AnatomyOfMatplotlib/blob/master/AnatomyOfMatplotlib-Part0-Intro2NumPy.ipynb
 [Part 1: Overview of Matplotlib]: http://nbviewer.ipython.org/github/WeatherGod/AnatomyOfMatplotlib/blob/master/AnatomyOfMatplotlib-Part1-Figures_Subplots_and_layouts.ipynb
-[Part 2: Limits, Legends and Layouts]: http://nbviewer.ipython.org/github/WeatherGod/AnatomyOfMatplotlib/blob/master/AnatomyOfMatplotlib-Part2-Limits_Legends_and_Layouts.ipynb
+[Part 2: Limits, Legends, and Layouts]: http://nbviewer.ipython.org/github/WeatherGod/AnatomyOfMatplotlib/blob/master/AnatomyOfMatplotlib-Part2-Limits_Legends_and_Layouts.ipynb
 [Part 3: How To Speak MPL]: http://nbviewer.ipython.org/github/WeatherGod/AnatomyOfMatplotlib/blob/master/AnatomyOfMatplotlib-Part3-HowToSpeakMPL.ipynb
 [Part 4: Artists]: http://nbviewer.ipython.org/github/WeatherGod/AnatomyOfMatplotlib/blob/master/AnatomyOfMatplotlib-Part4-Artists.ipynb
 [Part 5: mpl_toolkits]: http://nbviewer.ipython.org/github/WeatherGod/AnatomyOfMatplotlib/blob/master/AnatomyOfMatplotlib-Part5-mpl_toolkits.ipynb