minor nb updates

notebooks/IHaskell.ipynb

@@ -692,14 +692,14 @@
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"
+       "text": []
       }
      ],
-     "prompt_number": 18
+     "prompt_number": 21
     },
     {
      "cell_type": "markdown",

notebooks/Test.ipynb

@@ -172,18 +172,28 @@
      "cell_type": "code",
      "collapsed": false,
      "input": [
-      "B.readFile \"/Users/silver/code/IHaskell/images/ihaskell-notebook.png\""
+      "-- We can draw diagrams, right in the notebook.\n",
+      ":extension NoMonomorphismRestriction\n",
+      "import Diagrams.Prelude\n",
+      "\n",
+      "-- By Brent Yorgey\n",
+      "-- Draw a Sierpinski triangle!\n",
+      "sierpinski 1 = eqTriangle 1\n",
+      "sierpinski n =     s\n",
+      "                  ===\n",
+      "               (s ||| s) # centerX\n",
+      "  where s = sierpinski (n-1)\n",
+      "\n",
+      "-- The `diagram` function is used to display them in the notebook.\n",
+      "diagram $ sierpinski 4\n",
+      "            # centerXY\n",
+      "            # fc black\n",
+      "          `atop` square 10\n",
+      "                   # fc white"
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "metadata": {},
-       "output_type": "display_data",
-       "png": 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"
-      }
-     ],
-     "prompt_number": 4
+     "outputs": []
     },
     {
      "cell_type": "code",