{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pydot" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "g = \"\"\"graph ER {\n", "\tnode [shape=box]; course; institute; student;\n", "\tnode [shape=ellipse]; {node [label=\"name\"] name0; name1; name2;}\n", "\t\tcode; grade; number;\n", "\tnode [shape=diamond,style=filled,color=lightgrey]; \"C-I\"; \"S-C\"; \"S-I\";\n", "\n", "\tname0 -- course;\n", "\tcode -- course;\n", "\tcourse -- \"C-I\" [label=\"n\",len=1.00];\n", "\t\"C-I\" -- institute [label=\"1\",len=1.00];\n", "\tinstitute -- name1;\n", "\tinstitute -- \"S-I\" [label=\"1\",len=1.00];\n", "\t\"S-I\" -- student [label=\"n\",len=1.00];\n", "\tstudent -- grade;\n", "\tstudent -- name2;\n", "\tstudent -- number;\n", "\tstudent -- \"S-C\" [label=\"m\",len=1.00];\n", "\t\"S-C\" -- course [label=\"n\",len=1.00];\n", "\n", "\tlabel = \"\\n\\nEntity Relation Diagram\\ndrawn by NEATO\";\n", "\tfontsize=20;\n", "}\n", "\"\"\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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BQLdu3fDUU0+ZbLXm9u3bERkZaZJ9WyrO4IhIMSZPnizlvDVrMGXKFNkRzI4z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\nusQAR0REu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4WSFn9EjUtdM480L7TklfrmJdArnOeNWo4vro9Qm0HFNRnuuaDUw16UnYC6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\nLpHaQW+04SsAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "G = pydot.graph_from_dot_data(g)\n", "G" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }