magics_used_by_the_book.ipynb

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        "['and',         'as',          'assert',      'break',       'class',      \n",
        " 'continue',    'def',         'del',         'elif',        'else',       \n",
        " 'except',      'exec',        'finally',     'for',         'from',       \n",
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      "%omit keyword.kwlist"
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        "['and',\n",
        " 'as',\n",
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      "import pandas as pd\n",
      "import numpy as np\n",
      "df1 = pd.DataFrame(np.random.randint(0, 100, (4, 3)), columns=list(\"ABC\"))\n",
      "df2 = pd.DataFrame({\"name\":[\"abc\", \"def\", \"xyz\"], \"age\":[30, 40, 45]})\n",
      "print df1\n",
      "print\n",
      "print df2"
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        "    A   B   C\n",
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        "2   7  24   0\n",
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        "     df1                   df2    \n",
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/4LFA1voph6yBNeFJmyVIlljVlpW8p+V8Tgm0lld5N6EikacS+cjpTypsu91O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\no5U2ONBErTQVaombNuyUJG1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       "prompt_number": 47,
       "text": [
        "<IPython.core.display.Image at 0x9db75f0>"
       ]
      }
     ],
     "prompt_number": 47
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Dot\u56fe"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%dot format=svg\n",
      "digraph graph1 {\n",
      "    rankdir=LR;\n",
      "    size=\"8,5\"\n",
      "    node [shape = circle];\n",
      "    A -> B [ label = \"10\" ];\n",
      "    B -> C [ label = \"5\" ];\n",
      "    A -> C [ label = \"3\" ];\n",
      "    C -> D [ label = \"7\" ];\n",
      "    D -> A [ label = \"4\" ];\n",
      "    D -> C [ label = \"6\" ];\n",
      "}"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "svg": [
        "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\r\n",
        "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
        " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
        "<!-- Generated by graphviz version 2.36.0 (20140111.2315)\r\n",
        " -->\r\n",
        "<!-- Title: graph1 Pages: 1 -->\r\n",
        "<svg width=\"290pt\" height=\"108pt\"\r\n",
        " viewBox=\"0.00 0.00 290.00 108.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
        "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 104)\">\r\n",
        "<title>graph1</title>\r\n",
        "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-104 286,-104 286,4 -4,4\"/>\r\n",
        "<!-- A -->\r\n",
        "<g id=\"node1\" class=\"node\"><title>A</title>\r\n",
        "<ellipse fill=\"none\" stroke=\"black\" cx=\"18\" cy=\"-31\" rx=\"18\" ry=\"18\"/>\r\n",
        "<text text-anchor=\"middle\" x=\"18\" y=\"-27.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">A</text>\r\n",
        "</g>\r\n",
        "<!-- B -->\r\n",
        "<g id=\"node2\" class=\"node\"><title>B</title>\r\n",
        "<ellipse fill=\"none\" stroke=\"black\" cx=\"104\" cy=\"-82\" rx=\"18\" ry=\"18\"/>\r\n",
        "<text text-anchor=\"middle\" x=\"104\" y=\"-78.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">B</text>\r\n",
        "</g>\r\n",
        "<!-- A&#45;&gt;B -->\r\n",
        "<g id=\"edge1\" class=\"edge\"><title>A&#45;&gt;B</title>\r\n",
        "<path fill=\"none\" stroke=\"black\" d=\"M34.0175,-40.1178C46.5598,-47.7327 64.6692,-58.7277 79.1862,-67.5416\"/>\r\n",
        "<polygon fill=\"black\" stroke=\"black\" points=\"77.7482,-70.7631 88.1125,-72.9612 81.381,-64.7796 77.7482,-70.7631\"/>\r\n",
        "<text text-anchor=\"middle\" x=\"61\" y=\"-62.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">10</text>\r\n",
        "</g>\r\n",
        "<!-- C -->\r\n",
        "<g id=\"node3\" class=\"node\"><title>C</title>\r\n",
        "<ellipse fill=\"none\" stroke=\"black\" cx=\"184\" cy=\"-43\" rx=\"18\" ry=\"18\"/>\r\n",
        "<text text-anchor=\"middle\" x=\"184\" y=\"-39.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">C</text>\r\n",
        "</g>\r\n",
        "<!-- A&#45;&gt;C -->\r\n",
        "<g id=\"edge3\" class=\"edge\"><title>A&#45;&gt;C</title>\r\n",
        "<path fill=\"none\" stroke=\"black\" d=\"M36.2409,-32.2615C64.7367,-34.3466 121.879,-38.5277 155.843,-41.0129\"/>\r\n",
        "<polygon fill=\"black\" stroke=\"black\" points=\"155.761,-44.5162 165.99,-41.7554 156.272,-37.5349 155.761,-44.5162\"/>\r\n",
        "<text text-anchor=\"middle\" x=\"104\" y=\"-41.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">3</text>\r\n",
        "</g>\r\n",
        "<!-- B&#45;&gt;C -->\r\n",
        "<g id=\"edge2\" class=\"edge\"><title>B&#45;&gt;C</title>\r\n",
        "<path fill=\"none\" stroke=\"black\" d=\"M120.41,-74.2949C131.307,-68.8464 146.14,-61.4302 158.63,-55.1848\"/>\r\n",
        "<polygon fill=\"black\" stroke=\"black\" points=\"160.243,-58.2918 167.622,-50.6891 157.112,-52.0308 160.243,-58.2918\"/>\r\n",
        "<text text-anchor=\"middle\" x=\"144\" y=\"-66.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">5</text>\r\n",
        "</g>\r\n",
        "<!-- D -->\r\n",
        "<g id=\"node4\" class=\"node\"><title>D</title>\r\n",
        "<ellipse fill=\"none\" stroke=\"black\" cx=\"264\" cy=\"-18\" rx=\"18\" ry=\"18\"/>\r\n",
        "<text text-anchor=\"middle\" x=\"264\" y=\"-14.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">D</text>\r\n",
        "</g>\r\n",
        "<!-- C&#45;&gt;D -->\r\n",
        "<g id=\"edge4\" class=\"edge\"><title>C&#45;&gt;D</title>\r\n",
        "<path fill=\"none\" stroke=\"black\" d=\"M201.973,-40.3476C209.978,-38.8694 219.595,-36.7625 228,-34 231.404,-32.8813 234.917,-31.5292 238.345,-30.0906\"/>\r\n",
        "<polygon fill=\"black\" stroke=\"black\" points=\"239.927,-33.217 247.617,-25.929 237.061,-26.8307 239.927,-33.217\"/>\r\n",
        "<text text-anchor=\"middle\" x=\"224\" y=\"-39.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">7</text>\r\n",
        "</g>\r\n",
        "<!-- D&#45;&gt;A -->\r\n",
        "<g id=\"edge5\" class=\"edge\"><title>D&#45;&gt;A</title>\r\n",
        "<path fill=\"none\" stroke=\"black\" d=\"M246.431,-12.8288C240.659,-11.2715 234.1,-9.77173 228,-9 224.473,-8.55373 223.55,-8.80628 220,-9 157.63,-12.4031 84.8568,-21.7039 46.2737,-27.0598\"/>\r\n",
        "<polygon fill=\"black\" stroke=\"black\" points=\"45.3048,-23.6616 35.8902,-28.5211 46.2804,-30.5933 45.3048,-23.6616\"/>\r\n",
        "<text text-anchor=\"middle\" x=\"144\" y=\"-18.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">4</text>\r\n",
        "</g>\r\n",
        "<!-- D&#45;&gt;C -->\r\n",
        "<g id=\"edge6\" class=\"edge\"><title>D&#45;&gt;C</title>\r\n",
        "<path fill=\"none\" stroke=\"black\" d=\"M246.25,-13.7765C238.12,-12.4861 228.333,-12.0771 220,-15 214.585,-16.8996 209.385,-20.0285 204.725,-23.5208\"/>\r\n",
        "<polygon fill=\"black\" stroke=\"black\" points=\"202.401,-20.9019 196.993,-30.0123 206.902,-26.2631 202.401,-20.9019\"/>\r\n",
        "<text text-anchor=\"middle\" x=\"224\" y=\"-18.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">6</text>\r\n",
        "</g>\r\n",
        "</g>\r\n",
        "</svg>\r\n"
       ]
      }
     ],
     "prompt_number": 48
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from matplotlib import pyplot as plt\n",
      "plt.figure()\n",
      "plt.subplot(211)\n",
      "plt.bar([1,2,3],[1,2,3])\n",
      "plt.subplot(212)\n",
      "plt.plot([1,2,3])\n",
      "\n",
      "from scpy2 import GraphvizMatplotlib\n",
      "%dot GraphvizMatplotlib.graphviz(plt.gcf())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "svg": [
        "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\r\n",
        "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
        " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
        "<!-- Generated by graphviz version 2.36.0 (20140111.2315)\r\n",
        " -->\r\n",
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