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766 lines
34 KiB
Plaintext
766 lines
34 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Tales to tell\n",
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"\n",
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"module: [graphviz](https://graphviz.readthedocs.io/en/stable/)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"from graphviz import Digraph"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"dot = Digraph()"
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]
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},
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{
|
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Add nodes 1 and 2\n",
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"dot.node('1')\n",
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"dot.node('2')\n",
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"\n",
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"# Add edge between 1 and 2\n",
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"dot.edges(['12'])"
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]
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},
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{
|
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/svg+xml": [
|
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"<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
|
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"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
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" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
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"<!-- Generated by graphviz version 2.40.1 (20161225.0304)\n",
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" -->\n",
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"<!-- Title: %3 Pages: 1 -->\n",
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"<svg width=\"62pt\" height=\"116pt\"\n",
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" viewBox=\"0.00 0.00 62.00 116.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
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"<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 112)\">\n",
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"<title>%3</title>\n",
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"<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"-4,4 -4,-112 58,-112 58,4 -4,4\"/>\n",
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"<!-- 1 -->\n",
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"<g id=\"node1\" class=\"node\">\n",
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"<title>1</title>\n",
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|
"<ellipse fill=\"none\" stroke=\"#000000\" cx=\"27\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
|
|
"<text text-anchor=\"middle\" x=\"27\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">1</text>\n",
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"</g>\n",
|
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"<!-- 2 -->\n",
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"<g id=\"node2\" class=\"node\">\n",
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"<title>2</title>\n",
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"<ellipse fill=\"none\" stroke=\"#000000\" cx=\"27\" cy=\"-18\" rx=\"27\" ry=\"18\"/>\n",
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"<text text-anchor=\"middle\" x=\"27\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">2</text>\n",
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"</g>\n",
|
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"<!-- 1->2 -->\n",
|
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"<g id=\"edge1\" class=\"edge\">\n",
|
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"<title>1->2</title>\n",
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"<path fill=\"none\" stroke=\"#000000\" d=\"M27,-71.8314C27,-64.131 27,-54.9743 27,-46.4166\"/>\n",
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"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"30.5001,-46.4132 27,-36.4133 23.5001,-46.4133 30.5001,-46.4132\"/>\n",
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"</g>\n",
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"</g>\n",
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"</svg>\n"
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],
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"text/plain": [
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"<graphviz.dot.Digraph at 0x7f8c94ff4dd8>"
|
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]
|
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},
|
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"execution_count": 5,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
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"source": [
|
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"dot"
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]
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},
|
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{
|
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {
|
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"jupyter": {
|
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"source_hidden": true
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}
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},
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"outputs": [],
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"source": [
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"text = \"\"\"I have a tale to tell\n",
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"Sometimes it gets so hard to hide it well\n",
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"I was not ready for the fall\n",
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"Too blind to see the writing on the wall\"\"\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"I\n",
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"have\n",
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"a\n",
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"tale\n",
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"to\n",
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"tell\n",
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"Sometimes\n",
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"it\n",
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"gets\n",
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"so\n",
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"hard\n",
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"to\n",
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"hide\n",
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"it\n",
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"well\n",
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"I\n",
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"was\n",
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"not\n",
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"ready\n",
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"for\n",
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"the\n",
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"fall\n",
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"Too\n",
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"blind\n",
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"to\n",
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"see\n",
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"the\n",
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"writing\n",
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"on\n",
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"the\n",
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"wall\n"
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]
|
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}
|
|
],
|
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"source": [
|
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"for word in text.split():\n",
|
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" print (word)"
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]
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},
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{
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"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
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"https://docs.python.org/3/library/itertools.html#recipes"
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|
]
|
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},
|
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{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [],
|
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"source": [
|
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"from itertools import tee\n",
|
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"def pairwise(iterable):\n",
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" \"s -> (s0,s1), (s1,s2), (s2, s3), ...\"\n",
|
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" a, b = tee(iterable)\n",
|
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" next(b, None)\n",
|
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" return zip(a, b)"
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|
]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"metadata": {},
|
|
"outputs": [
|
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{
|
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"name": "stdout",
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"output_type": "stream",
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"text": [
|
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"I have\n",
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"have a\n",
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"a tale\n",
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"tale to\n",
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"to tell\n",
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"tell Sometimes\n",
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"Sometimes it\n",
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"it gets\n",
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"gets so\n",
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"so hard\n",
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"hard to\n",
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"to hide\n",
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"hide it\n",
|
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"it well\n",
|
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"well I\n",
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"I was\n",
|
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"was not\n",
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"not ready\n",
|
|
"ready for\n",
|
|
"for the\n",
|
|
"the fall\n",
|
|
"fall Too\n",
|
|
"Too blind\n",
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|
"blind to\n",
|
|
"to see\n",
|
|
"see the\n",
|
|
"the writing\n",
|
|
"writing on\n",
|
|
"on the\n",
|
|
"the wall\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"for w1, w2 in pairwise(text.split()):\n",
|
|
" print (w1, w2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
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"for w1, w2 in pairwise(text.split()):\n",
|
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" dot.edge(w1, w2)"
|
|
]
|
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},
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{
|
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"cell_type": "code",
|
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"execution_count": 11,
|
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"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/svg+xml": [
|
|
"<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
|
|
"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
|
|
" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
|
|
"<!-- Generated by graphviz version 2.40.1 (20161225.0304)\n",
|
|
" -->\n",
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"<!-- Title: %3 Pages: 1 -->\n",
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"<svg width=\"603pt\" height=\"764pt\"\n",
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" viewBox=\"0.00 0.00 603.00 764.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
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"<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 760)\">\n",
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"<title>%3</title>\n",
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"<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"-4,4 -4,-760 599,-760 599,4 -4,4\"/>\n",
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"<!-- 1 -->\n",
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"<g id=\"node1\" class=\"node\">\n",
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"<title>1</title>\n",
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"<ellipse fill=\"none\" stroke=\"#000000\" cx=\"143\" cy=\"-738\" rx=\"27\" ry=\"18\"/>\n",
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"<text text-anchor=\"middle\" x=\"143\" y=\"-734.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">1</text>\n",
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"</g>\n",
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"<!-- 2 -->\n",
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"<g id=\"node2\" class=\"node\">\n",
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"<title>2</title>\n",
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"<ellipse fill=\"none\" stroke=\"#000000\" cx=\"143\" cy=\"-666\" rx=\"27\" ry=\"18\"/>\n",
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"<text text-anchor=\"middle\" x=\"143\" y=\"-662.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">2</text>\n",
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"</g>\n",
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"<!-- 1->2 -->\n",
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"<g id=\"edge1\" class=\"edge\">\n",
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"<title>1->2</title>\n",
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"<path fill=\"none\" stroke=\"#000000\" d=\"M143,-719.8314C143,-712.131 143,-702.9743 143,-694.4166\"/>\n",
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"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"146.5001,-694.4132 143,-684.4133 139.5001,-694.4133 146.5001,-694.4132\"/>\n",
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"</g>\n",
|
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"<!-- I -->\n",
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"<g id=\"node3\" class=\"node\">\n",
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"<title>I</title>\n",
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"<ellipse fill=\"none\" stroke=\"#000000\" cx=\"298\" cy=\"-738\" rx=\"27\" ry=\"18\"/>\n",
|
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"<text text-anchor=\"middle\" x=\"298\" y=\"-734.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">I</text>\n",
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"</g>\n",
|
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"<!-- have -->\n",
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|
"<g id=\"node4\" class=\"node\">\n",
|
|
"<title>have</title>\n",
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"<ellipse fill=\"none\" stroke=\"#000000\" cx=\"220\" cy=\"-666\" rx=\"32.4942\" ry=\"18\"/>\n",
|
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"<text text-anchor=\"middle\" x=\"220\" y=\"-662.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">have</text>\n",
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"</g>\n",
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"<!-- I->have -->\n",
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"<g id=\"edge2\" class=\"edge\">\n",
|
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"<title>I->have</title>\n",
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"<path fill=\"none\" stroke=\"#000000\" d=\"M281.8383,-723.0816C271.0767,-713.1477 256.7328,-699.9072 244.5692,-688.6793\"/>\n",
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"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"246.6724,-685.8575 236.9504,-681.6465 241.9244,-691.0012 246.6724,-685.8575\"/>\n",
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"</g>\n",
|
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"<!-- was -->\n",
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"<g id=\"node16\" class=\"node\">\n",
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"<title>was</title>\n",
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"<ellipse fill=\"none\" stroke=\"#000000\" cx=\"364\" cy=\"-666\" rx=\"28.6953\" ry=\"18\"/>\n",
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"<text text-anchor=\"middle\" x=\"364\" y=\"-662.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">was</text>\n",
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"</g>\n",
|
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"<!-- I->was -->\n",
|
|
"<g id=\"edge17\" class=\"edge\">\n",
|
|
"<title>I->was</title>\n",
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|
"<path fill=\"none\" stroke=\"#000000\" d=\"M312.321,-722.3771C321.2292,-712.659 332.8452,-699.987 342.8075,-689.1191\"/>\n",
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"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"345.5297,-691.3291 349.7069,-681.5924 340.3696,-686.599 345.5297,-691.3291\"/>\n",
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"</g>\n",
|
|
"<!-- a -->\n",
|
|
"<g id=\"node5\" class=\"node\">\n",
|
|
"<title>a</title>\n",
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"<ellipse fill=\"none\" stroke=\"#000000\" cx=\"211\" cy=\"-594\" rx=\"27\" ry=\"18\"/>\n",
|
|
"<text text-anchor=\"middle\" x=\"211\" y=\"-590.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">a</text>\n",
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"</g>\n",
|
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"<!-- have->a -->\n",
|
|
"<g id=\"edge3\" class=\"edge\">\n",
|
|
"<title>have->a</title>\n",
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"<path fill=\"none\" stroke=\"#000000\" d=\"M217.7289,-647.8314C216.7664,-640.131 215.6218,-630.9743 214.5521,-622.4166\"/>\n",
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"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"218.0151,-621.9019 213.3017,-612.4133 211.0691,-622.7702 218.0151,-621.9019\"/>\n",
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"</g>\n",
|
|
"<!-- tale -->\n",
|
|
"<g id=\"node6\" class=\"node\">\n",
|
|
"<title>tale</title>\n",
|
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"<ellipse fill=\"none\" stroke=\"#000000\" cx=\"141\" cy=\"-522\" rx=\"28.6953\" ry=\"18\"/>\n",
|
|
"<text text-anchor=\"middle\" x=\"141\" y=\"-518.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">tale</text>\n",
|
|
"</g>\n",
|
|
"<!-- a->tale -->\n",
|
|
"<g id=\"edge4\" class=\"edge\">\n",
|
|
"<title>a->tale</title>\n",
|
|
"<path fill=\"none\" stroke=\"#000000\" d=\"M196.1548,-578.7307C186.6334,-568.9372 174.0931,-556.0387 163.3763,-545.0156\"/>\n",
|
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"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"165.788,-542.4753 156.3077,-537.7451 160.769,-547.3548 165.788,-542.4753\"/>\n",
|
|
"</g>\n",
|
|
"<!-- to -->\n",
|
|
"<g id=\"node7\" class=\"node\">\n",
|
|
"<title>to</title>\n",
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|
"<ellipse fill=\"none\" stroke=\"#000000\" cx=\"134\" cy=\"-450\" rx=\"27\" ry=\"18\"/>\n",
|
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"<text text-anchor=\"middle\" x=\"134\" y=\"-446.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">to</text>\n",
|
|
"</g>\n",
|
|
"<!-- tale->to -->\n",
|
|
"<g id=\"edge5\" class=\"edge\">\n",
|
|
"<title>tale->to</title>\n",
|
|
"<path fill=\"none\" stroke=\"#000000\" d=\"M139.2336,-503.8314C138.485,-496.131 137.5947,-486.9743 136.7627,-478.4166\"/>\n",
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"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"140.2415,-478.0276 135.7902,-468.4133 133.2744,-478.7051 140.2415,-478.0276\"/>\n",
|
|
"</g>\n",
|
|
"<!-- tell -->\n",
|
|
"<g id=\"node8\" class=\"node\">\n",
|
|
"<title>tell</title>\n",
|
|
"<ellipse fill=\"none\" stroke=\"#000000\" cx=\"157\" cy=\"-378\" rx=\"27\" ry=\"18\"/>\n",
|
|
"<text text-anchor=\"middle\" x=\"157\" y=\"-374.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">tell</text>\n",
|
|
"</g>\n",
|
|
"<!-- to->tell -->\n",
|
|
"<g id=\"edge6\" class=\"edge\">\n",
|
|
"<title>to->tell</title>\n",
|
|
"<path fill=\"none\" stroke=\"#000000\" d=\"M139.6854,-432.2022C142.2563,-424.1541 145.3534,-414.4588 148.2132,-405.5067\"/>\n",
|
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"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"151.5913,-406.4334 151.3003,-395.8425 144.9232,-404.3033 151.5913,-406.4334\"/>\n",
|
|
"</g>\n",
|
|
"<!-- hide -->\n",
|
|
"<g id=\"node14\" class=\"node\">\n",
|
|
"<title>hide</title>\n",
|
|
"<ellipse fill=\"none\" stroke=\"#000000\" cx=\"97\" cy=\"-306\" rx=\"30.5947\" ry=\"18\"/>\n",
|
|
"<text text-anchor=\"middle\" x=\"97\" y=\"-302.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">hide</text>\n",
|
|
"</g>\n",
|
|
"<!-- to->hide -->\n",
|
|
"<g id=\"edge13\" class=\"edge\">\n",
|
|
"<title>to->hide</title>\n",
|
|
"<path fill=\"none\" stroke=\"#000000\" d=\"M129.3887,-432.0535C123.074,-407.4774 111.6717,-363.1008 104.2195,-334.0974\"/>\n",
|
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"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"107.5479,-332.9871 101.6694,-324.1727 100.7682,-334.7291 107.5479,-332.9871\"/>\n",
|
|
"</g>\n",
|
|
"<!-- see -->\n",
|
|
"<g id=\"node24\" class=\"node\">\n",
|
|
"<title>see</title>\n",
|
|
"<ellipse fill=\"none\" stroke=\"#000000\" cx=\"238\" cy=\"-378\" rx=\"27\" ry=\"18\"/>\n",
|
|
"<text text-anchor=\"middle\" x=\"238\" y=\"-374.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">see</text>\n",
|
|
"</g>\n",
|
|
"<!-- to->see -->\n",
|
|
"<g id=\"edge26\" class=\"edge\">\n",
|
|
"<title>to->see</title>\n",
|
|
"<path fill=\"none\" stroke=\"#000000\" d=\"M153.0752,-436.7941C169.2013,-425.6298 192.5041,-409.4971 210.6221,-396.9539\"/>\n",
|
|
"<polygon fill=\"#000000\" stroke=\"#000000\" points=\"212.816,-399.692 219.0457,-391.1222 208.8315,-393.9367 212.816,-399.692\"/>\n",
|
|
"</g>\n",
|
|
"<!-- Sometimes -->\n",
|
|
"<g id=\"node9\" class=\"node\">\n",
|
|
"<title>Sometimes</title>\n",
|
|
"<ellipse fill=\"none\" stroke=\"#000000\" cx=\"208\" cy=\"-306\" rx=\"62.2891\" ry=\"18\"/>\n",
|
|
"<text text-anchor=\"middle\" x=\"208\" y=\"-302.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">Sometimes</text>\n",
|
|
"</g>\n",
|
|
"<!-- tell->Sometimes -->\n",
|
|
"<g id=\"edge7\" class=\"edge\">\n",
|
|
"<title>tell->Sometimes</title>\n",
|
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"metadata": {},
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{
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"metadata": {},
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{
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"data": {
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]
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}
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],
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"source": [
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"dot.render(\"tale\")"
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},
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{
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"metadata": {},
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{
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"\u001b[0;34m\u001b[0m \u001b[0mcleanup\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
|
|
"\u001b[0;34m\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
|
|
"\u001b[0;34m\u001b[0m \u001b[0mrenderer\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
|
|
"\u001b[0;34m\u001b[0m \u001b[0mformatter\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
|
|
"\u001b[0;34m\u001b[0m \u001b[0mquiet\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
|
|
"\u001b[0;34m\u001b[0m \u001b[0mquiet_view\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
|
|
"\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
"\u001b[0;31mDocstring:\u001b[0m\n",
|
|
"Save the source to file and render with the Graphviz engine.\n",
|
|
"\n",
|
|
"Args:\n",
|
|
" filename: Filename for saving the source (defaults to ``name`` + ``'.gv'``)\n",
|
|
" directory: (Sub)directory for source saving and rendering.\n",
|
|
" view (bool): Open the rendered result with the default application.\n",
|
|
" cleanup (bool): Delete the source file after rendering.\n",
|
|
" format: The output format used for rendering (``'pdf'``, ``'png'``, etc.).\n",
|
|
" renderer: The output renderer used for rendering (``'cairo'``, ``'gd'``, ...).\n",
|
|
" formatter: The output formatter used for rendering (``'cairo'``, ``'gd'``, ...).\n",
|
|
" quiet (bool): Suppress ``stderr`` output from the layout subprocess.\n",
|
|
" quiet_view (bool): Suppress ``stderr`` output from the viewer process\n",
|
|
" (implies ``view=True``, ineffective on Windows).\n",
|
|
"Returns:\n",
|
|
" The (possibly relative) path of the rendered file.\n",
|
|
"Raises:\n",
|
|
" ValueError: If ``format``, ``renderer``, or ``formatter`` are not known.\n",
|
|
" graphviz.RequiredArgumentError: If ``formatter`` is given but ``renderer`` is None.\n",
|
|
" graphviz.ExecutableNotFound: If the Graphviz executable is not found.\n",
|
|
" subprocess.CalledProcessError: If the exit status is non-zero.\n",
|
|
" RuntimeError: If viewer opening is requested but not supported.\n",
|
|
"\n",
|
|
"The layout command is started from the directory of ``filepath``, so that\n",
|
|
"references to external files (e.g. ``[image=...]``) can be given as paths\n",
|
|
"relative to the DOT source file.\n",
|
|
"\u001b[0;31mFile:\u001b[0m /opt/tljh/user/lib/python3.7/site-packages/graphviz/files.py\n",
|
|
"\u001b[0;31mType:\u001b[0m method\n"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dot.render?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Example of using the graph as a generator ??"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"'tale.png'"
|
|
]
|
|
},
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"dot.render(\"tale\", format=\"png\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"![](tale.png)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"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": "3.7.3"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|