{ "metadata": { "name": "", "signature": "sha256:7d6247ae9a1e825c2559f0a022e8126045320d07d13f5d976d821334c2ca9700" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This post is a quick and dirty exploration of an aspect of my Japanese learning. The gist behind it is the following: I use a flashcard software called [Anki](http://ankisrs.net/) to guide my learning. I use two decks for learning Japanese: one contains my vocabulary and is recognition only, while the other contains my kanji cards and forces me to write the Japanese characters and remember their structure.\n", "\n", "In this post, I use the data from both decks combined to create a graph of how the information for a given learning day is connected." ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Simple text exploration of the data" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# necessary imports\n", "from pylab import *\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.html.widgets import interact" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 25 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Firts, let's read the raw text files containing the data from my decks. `jp-kanji` contains the kanji I have reviewed today, while `jp-vocab` contains all the words that I have in my Japanese vocabulary deck." ] }, { "cell_type": "code", "collapsed": false, "input": [ "kanji = genfromtxt('files/kanji.csv', dtype=np.str, usecols=0, delimiter=',')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "myvocab = genfromtxt('files/jp_vocab.csv', dtype=np.str, usecols=0, delimiter=',')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The characters I have read so far are encoded using UTF-8. To work with them, I'm converting them to Python unicode." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from codecs import decode\n", "kanji = [decode(k, 'utf-8') for k in kanji]\n", "myvocab = [decode(w, 'utf-8') for w in myvocab]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "for k in kanji:\n", " print k, " ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\u6de1 \u8caf \u8179 \u5983 \u7fc1 \u846c \u9244 \u8cc0 \u59d4 \u5c48 \u6f0f \u7a4f \u6599 \u5eb8 \u7d2f \u914c \u7cfe \u9675 \u661f \u659c \u6589 \u6c88 \u5c3e \u5c55 \u96f0\n" ] } ], "prompt_number": 29 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now write a function that filters my vocabulary list according to whether a given kanji is present in a word or not." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def get_associated_vocab(kanji):\n", " return filter(lambda s: kanji in s, myvocab)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "words = get_associated_vocab(kanji[1])\n", "for w in words:\n", " print w," ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 31 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can explore this interactively using the IPython notebook tool `interact`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def print_my_vocab(kanji_char):\n", " words = get_associated_vocab(kanji_char)\n", " print \"You selected character \" + kanji_char\n", " if len(words) != 0:\n", " print \"Matches in your vocabulary found!\"\n", " for w in words:\n", " print w\n", " else: \n", " print \"No match in your vocabulary\"" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "interact(lambda ind: print_my_vocab(kanji[ind]),\n", " ind=(0, len(kanji) - 1))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "You selected character \u6599\n", "Matches in your vocabulary found!\n", "\u6599\u7406\n", "\u6669\u5fa1\u98ef \u306f \u65e5\u672c \u6599\u7406 \u30ec\u30b9\u30c8\u30e9\u30f3\u3067\u98df\u3079\u307e\u3057\u305f\u3002\u304a\u3044\u3057\u304b\u3063\u305f\u304a\u597d\u307f\u713c\u304d\u98df\u3079\u307e\u3057\u305f\u3002

\n", "\u6750\u6599\n", "\u5c0f\u9ea6\u7c89\u306f\u30b1\u30fc\u30ad\u306e\u4e3b\u306a\u6750\u6599\u3060\u3002\n", "\u98df\u6599\u54c1\n", "\u7d66\u6599\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 33, "text": [ ">" ] } ], "prompt_number": 33 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Graphical exploration using NetworkX" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[NetworkX](http://networkx.github.io/) is a toolkit for the study of networks, written in Python. Inspired by this [example from the gallery](http://networkx.github.io/documentation/latest/examples/drawing/chess_masters.html), we can leverage its graphical tools to visualize the data I have analyzed so far.\n", "\n", "My aim here is to make a plot with all the kanji reviewed today and link them to their associated vocabulary.\n", "\n", "While writing this post, I encountered some problems with the display of Japanese characters. It turns out that this was due to my `matplotlib` installation and its fonts, that didn't support Japanese characters. I have solved this problem by copying one of my Japanese system fonts within the `matplotlib` fonts directory located, in my case, at *C:\\Python27\\Lib\\site-packages\\matplotlib\\mpl-data\\fonts*. A helpful link in this process was [http://stackoverflow.com/questions/23197124/display-non-ascii-japanese-characters-in-pandas-plot-legend](http://stackoverflow.com/questions/23197124/display-non-ascii-japanese-characters-in-pandas-plot-legend)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import networkx as nx" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 34 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below is a simple test graph that shows how to display a node labelled with a Japanese character." ] }, { "cell_type": "code", "collapsed": false, "input": [ "G = nx.Graph()\n", "G.add_node(u\"\u8eca\")\n", "nx.draw_networkx(G, font_family='Aozora Mincho')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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BjwPnxe1+DxwclwcDr3ex/ZKkOqoUGkcAr2XWN8SyrJUUw2ACcFTcZhVwOjAE6A98FhgZ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\n", "text": [ "" ] } ], "prompt_number": 35 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This being done, we can move on to more serious things. We create our graph with the following code." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import datetime" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(10, 10))\n", "G = nx.Graph()\n", "today = datetime.date.today()\n", "G.add_node(today)\n", "for k in kanji:\n", " G.add_node(k)\n", " G.add_edge(today, k)\n", " for expr in get_associated_vocab(k):\n", " G.add_edge(k, expr)\n", "nx.draw_networkx(G, font_family='Aozora Mincho', font_size=15, node_size=1000)\n", "\n", "axis('off');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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wWx3cUwv/KYELsPbDS5E8ndeJWFvxfpXlugSOXT6LYYGynV4GV2EX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\nqdB4L5hPUThgEUr+ng5mCrTtBbVl0BCGJ4AdiJ9I/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jIf3GhIVlvnpBCuAr5boLpzCWHr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\nuHpwv8/z72amVxLYwvmPsawQd7J8x+k1XqdrvE3b71LicxcRkRw2i0Lqt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"text": [ "" ] } ], "prompt_number": 37 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is quite nice, but we can improve it a little bit by using some coloring, inspired by [this example](http://networkx.github.io/documentation/latest/examples/drawing/ego_graph.html)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# creating the graph\n", "G = nx.Graph()\n", "today = datetime.date.today()\n", "G.add_node(today)\n", "for k in kanji:\n", " G.add_node(k)\n", " G.add_edge(today, k)\n", " for expr in get_associated_vocab(k):\n", " G.add_edge(k, expr)\n", "\n", "# creating the node colors\n", "node_color = []\n", "for node in G:\n", " if node == today:\n", " node_color.append('w')\n", " elif node in kanji:\n", " node_color.append('r')\n", " else:\n", " node_color.append('y')\n", "\n", "# plotting\n", "figure(figsize=(10, 10)) \n", "pos = nx.spring_layout(G) \n", "nx.draw(G, pos=pos, \n", " with_labels=True,\n", " node_color=node_color,\n", " font_family='Aozora Mincho', font_size=15, \n", " node_size=1000)\n", "\n", "axis('off');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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fiMViwdk5JcWLF6FixRpUrFiFd999V2vFJzB3d3f27NnDr7/++tRjDh06RL16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i71OX/+fKpUqUL9+vVVJlNZ7ty5Q40aNbh8+TJXr16lZcuWWW6DRO5Ecv5zGXny5CEj1f13ocj1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UoVLl++nNVDyVSxsbH4+/szZcoUSpYsyUfTprFq1SqM6GjqeXriZ7djiYkh1tWVi56e7PHw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\nwBngSYuFVj16MGHaNKfPt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"text": [ "" ] } ], "prompt_number": 63 }, { "cell_type": "markdown", "metadata": {}, "source": [ "While using visualizations like the one above during the last few days, I have noticed that when there are a lot of words and characters to display, the graph gets messy. Therefore, I'll try to produce a more structured version of the previous graph in the next cells.\n", "\n", "The graphical output that we have done above consists of two separate steps. The first step is to compute the node positions in the final graph. The second one is drawing using the previous positions. \n", "\n", "In the previous cell, we computed the positions of our nodes using `nx.spring_layout(G)`. The positions computed by the spring algorithm are stored in a dictionary:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pos" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 64, "text": [ "{u'\\u5983': array([ 0.63895377, 0.67500245]),\n", " u'\\u6589': array([ 0.03343059, 0.3185518 ]),\n", " u'\\u6599\\u7406': array([ 0.97669519, 0.64441187]),\n", " u'\\u6c88': array([ 0.31158778, 0.16515432]),\n", " u'\\u6de1': array([ 0.0082795 , 0.60559574]),\n", " u'\\u6f0f': array([ 0.10637716, 0.18282049]),\n", " datetime.date(2014, 11, 5): array([ 0.33843229, 0.39933709]),\n", " u'\\u8caf': array([ 0.06449885, 0.24593801]),\n", " u'\\u6599': array([ 0.81613867, 0.5326309 ]),\n", " u'\\u659c': array([ 0.71547702, 0.32610618]),\n", " u'\\u661f': array([ 0.47509264, 0.80911579]),\n", " u'\\u59d4\\u54e1': array([ 0.92043342, 0.23380841]),\n", " u'\\u50be\\u659c': array([ 0.96810298, 0.32317835]),\n", " u'\\u6d41\\u308c\\u661f': array([ 0.39479764, 0.9914399 ]),\n", " u'\\u7d66\\u6599': array([ 0.92811008, 0.72305464]),\n", " u'\\u7d2f': array([ 0.59474906, 0.01805415]),\n", " u'\\u5e74\\u8cc0': array([ 0.46854098, 0. ]),\n", " u'\\u5eb8': array([ 0. , 0.42477971]),\n", " u'\\u5c3e': array([ 0.51802025, 0.22415128]),\n", " u'\\u7fc1': array([ 0.10560111, 0.64988196]),\n", " u'\\u8cc0': array([ 0.37718882, 0.04015944]),\n", " u'\\u9244': array([ 0.32000005, 0.80690719]),\n", " u'\\u5c48': array([ 0.53514343, 0.47579271]),\n", " u'\\u885b\\u661f': array([ 0.63198603, 0.98454265]),\n", " u'\\u914c': array([ 0.5064797 , 0.07996336]),\n", " u'\\u7a4f': array([ 0.09442873, 0.75785548]),\n", " u'\\u5c55\\u89a7\\u4f1a': array([ 0.21722116, 0.08730433]),\n", " u'\\u5c55': array([ 0.17416823, 0.15397226]),\n", " u'\\u98df\\u6599\\u54c1': array([ 0.89176716, 0.19228279]),\n", " u'\\u5730\\u4e0b\\u9244': array([ 0.48069608, 1. ]),\n", " u'\\u738b\\u5983': array([ 0.8761446 , 0.82716321]),\n", " u'\\u9244\\u9aa8': array([ 0.16174776, 0.86162271]),\n", " u'\\u5c0f\\u9ea6\\u7c89\\u306f\\u30b1\\u30fc\\u30ad\\u306e\\u4e3b\\u306a\\u6750\\u6599\\u3060\\u3002': array([ 0.99668281, 0.55111055]),\n", " u'\\u6750\\u6599': array([ 0.83223969, 0.87208056]),\n", " u'\\u6669\\u5fa1\\u98ef \\u306f \\u65e5\\u672c \\u6599\\u7406 \\u30ec\\u30b9\\u30c8\\u30e9\\u30f3\\u3067\\u98df\\u3079\\u307e\\u3057\\u305f\\u3002\\u304a\\u3044\\u3057\\u304b\\u3063\\u305f\\u304a\\u597d\\u307f\\u713c\\u304d\\u98df\\u3079\\u307e\\u3057\\u305f\\u3002

': array([ 0.99848304, 0.45215401]),\n", " u'\\u846c': array([ 0.28533294, 0.0447483 ]),\n", " u'\\u96f0': array([ 0.01251561, 0.51255702]),\n", " u'\\u7a4f\\u3084\\u304b': array([ 0.22307882, 0.91305033]),\n", " u'\\u9675': array([ 0.07011004, 0.37885549]),\n", " u'\\u8179': array([ 0.13798064, 0.52279467]),\n", " u'\\u7cfe': array([ 0.3268805 , 0.62509542]),\n", " u'\\u59d4': array([ 0.69909341, 0.16646906])}" ] } ], "prompt_number": 64 }, { "cell_type": "markdown", "metadata": {}, "source": [ "My plan in the next cells is to compute the positions by myself instead of using the built-in algorithm." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# creating the graph\n", "G = nx.Graph()\n", "today = datetime.date.today()\n", "\n", "for k in kanji:\n", " G.add_node(k)\n", " for expr in get_associated_vocab(k):\n", " G.add_edge(k, expr)\n", "\n", "# creating the node colors\n", "node_color = []\n", "for node in G:\n", " if node in kanji:\n", " node_color.append('r')\n", " else:\n", " node_color.append('y')\n", "\n", "# computing positions \n", "pos = {}\n", "r1 = 0.3 * len(kanji) / 100.\n", "r2 = r1 / 4.\n", "theta = linspace(0, 2 * pi, len(kanji), endpoint=False)\n", "for ind, k in enumerate(kanji):\n", " pos[k] = r1 * array([cos(theta[ind]), sin(theta[ind])])\n", " words = get_associated_vocab(k)\n", " alpha = linspace(0, 2 * pi, len(words), endpoint=False) + theta[ind] + pi / 4 + (pi / 4) * (ind % 2)\n", " for ind2, w in enumerate(words):\n", " if not w in pos:\n", " pos[w] = r1 * array([cos(theta[ind]), sin(theta[ind])]) + r2 * array([cos(alpha[ind2]), sin(alpha[ind2])])\n", " \n", "# plotting\n", "figure(figsize=(10, 10)) \n", "nx.draw(G, pos=pos, \n", " with_labels=True,\n", " node_color=node_color,\n", " font_family='Aozora Mincho', font_size=15, \n", " node_size=1000)\n", "\n", "axis('off');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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2YT6OWcyb1C1qFGZR860CAoA3EBkdnYIjU69K1aqM8fMzQ1G3UBmzxgLMDX6H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loCVVH+hcLDwzEwMKDIP4/0zc3NKVmyMIcOwcOHsGiRTKQ2ZYosf/26XOEoMcWKyRwKPj7ytZsb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"text": [ "" ] } ], "prompt_number": 40 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is still not satisfying. So based on the above layout, we will build a small particle simulation. First, we define a particle class that will be able to model repulsive forces, based on its mass, inertia, and spring-like behaviour with a set of \"neighbours\" to which the particle is linked." ] }, { "cell_type": "code", "collapsed": false, "input": [ "class particle(object):\n", " def __init__(self, name, pos, fixed=False, mass=1., neighbours=[], stiffness=0.1):\n", " # inits a particle with a given mass and a given stiffness linkind it to its neighbours\n", " self.pos = pos\n", " self.mass = mass\n", " self.fixed = fixed\n", " self.neighbours = neighbours\n", " self.speed = zeros((2))\n", " self.stiffness = stiffness\n", " self.name = name\n", " self.external_force = zeros((2))\n", " \n", " def move(self, dt):\n", " # moves the particle for a timestep dt\n", " self.speed += dt/self.mass * self.external_force\n", " self.pos += self.speed * dt\n", " \n", " def compute_spring_force(self):\n", " # computes the force exerted upon the node by its neighbours\n", " force_vector = zeros((2))\n", " for neighbour in self.neighbours:\n", " force_vector += self.stiffness * (particles[neighbour].pos - self.pos) \n", " return force_vector" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 138 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we can code the simulation. First, we build the list of nodes we want to work with." ] }, { "cell_type": "code", "collapsed": false, "input": [ "pos = nx.spring_layout(G) \n", "particles = {}\n", "for k in kanji:\n", " fixed = True\n", " neighbours = get_associated_vocab(k)\n", " particles[k] = particle(k, pos[k], fixed=True, mass=len(neighbours) + 1, neighbours=neighbours)\n", " for neigh in neighbours:\n", " particles[neigh] = particle(neigh, pos[neigh], fixed=False, neighbours=[k])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 144 }, { "cell_type": "code", "collapsed": false, "input": [ "def get_pos_dict():\n", " pos = dict(zip(particles.keys(), [particles[k].pos for k in particles]))\n", " pos[datetime.date(2014, 11, 5)] = [0., 0.]\n", " return pos" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 145 }, { "cell_type": "code", "collapsed": false, "input": [ "def plot_current_particles():\n", " figure(figsize=(10, 10)) \n", " nx.draw(G, pos=get_pos_dict(), \n", " with_labels=True,\n", " node_color=node_color,\n", " font_family='Aozora Mincho', font_size=15, \n", " node_size=1000)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 146 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we build the iteration steps:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def iterate(dt):\n", " for current_p in particles:\n", " external_force = zeros((2))\n", " for other_p in particles:\n", " if current_p != other_p:\n", " # sum repulsive force\n", " external_force -= particles[other_p].mass / (particles[current_p].pos - particles[other_p].pos) ** 2 * (particles[current_p].pos - particles[other_p].pos)\n", " external_force += particles[current_p].compute_spring_force()\n", " particles[current_p].external_force = external_force\n", " for current_p in particles:\n", " particles[current_p].move(dt)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 147 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's move this graph." ] }, { "cell_type": "code", "collapsed": false, "input": [ "iterate(10)\n", "plot_current_particles()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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l90wmaN/eeLj8+qsx/OeOO2DvXrjrrsz5AOvWwYC/3CO9+27jAqFb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\nArNmzcLOnTsxd+5cDB8+HOfOn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"text": [ "" ] } ], "prompt_number": 168 }, { "cell_type": "code", "collapsed": false, "input": [ "def iterate_and_plot(dt):\n", " iterate(dt)\n", " figure(figsize=(10, 10)) \n", " nx.draw(G, pos=get_pos_dict(), \n", " with_labels=True,\n", " node_color=node_color,\n", " font_family='Aozora Mincho', font_size=15, \n", " node_size=1000)\n", " axis('off');" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 86 }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.html.widgets import ButtonWidget\n", "from IPython.display import display, clear_output" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 87 }, { "cell_type": "code", "collapsed": false, "input": [ "b = ButtonWidget(description=\"iteration\")\n", "display(b)\n", "b.on_click(lambda b: iterate_and_plot(0.1))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 92 }, { "cell_type": "code", "collapsed": false, "input": [ "iterate_and_plot(0.02)" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "NetworkXError", "evalue": "Node datetime.date(2014, 11, 5) has no position.", "output_type": "pyerr", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mNetworkXError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0miterate_and_plot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0.02\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32m\u001b[0m in \u001b[0;36miterate_and_plot\u001b[1;34m(dt)\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[0mnode_color\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mnode_color\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[0mfont_family\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'Aozora Mincho'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfont_size\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m15\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 9\u001b[1;33m node_size=1000)\n\u001b[0m\u001b[0;32m 10\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'off'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m;\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Python27\\lib\\site-packages\\networkx\\drawing\\nx_pylab.pyc\u001b[0m in \u001b[0;36mdraw\u001b[1;34m(G, pos, ax, hold, **kwds)\u001b[0m\n\u001b[0;32m 129\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhold\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mh\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 130\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 131\u001b[1;33m \u001b[0mdraw_networkx\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mG\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpos\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mpos\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 132\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_axis_off\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 133\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdraw_if_interactive\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Python27\\lib\\site-packages\\networkx\\drawing\\nx_pylab.pyc\u001b[0m in \u001b[0;36mdraw_networkx\u001b[1;34m(G, pos, with_labels, **kwds)\u001b[0m\n\u001b[0;32m 262\u001b[0m \u001b[0mpos\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrawing\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mspring_layout\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mG\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# default to spring layout\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 263\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 264\u001b[1;33m \u001b[0mnode_collection\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdraw_networkx_nodes\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mG\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpos\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 265\u001b[0m \u001b[0medge_collection\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdraw_networkx_edges\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mG\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpos\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 266\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mwith_labels\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Python27\\lib\\site-packages\\networkx\\drawing\\nx_pylab.pyc\u001b[0m in \u001b[0;36mdraw_networkx_nodes\u001b[1;34m(G, pos, nodelist, node_size, node_color, node_shape, alpha, cmap, vmin, vmax, ax, linewidths, label, **kwds)\u001b[0m\n\u001b[0;32m 373\u001b[0m \u001b[0mxy\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnumpy\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mpos\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mv\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mnodelist\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 374\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 375\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mnx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mNetworkXError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Node %s has no position.'\u001b[0m\u001b[1;33m%\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 376\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 377\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mnx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mNetworkXError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Bad value in node positions.'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mNetworkXError\u001b[0m: Node datetime.date(2014, 11, 5) has no position." ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 65 }, { "cell_type": "code", "collapsed": false, "input": [ "particles[u\"\u661f\"].move(1)\n", "particles[u\"\u661f\"].pos" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 59, "text": [ "array([ nan, -1.10393199e+11])" ] } ], "prompt_number": 59 }, { "cell_type": "code", "collapsed": false, "input": [ "pos" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's it! A brand new tool for visualizing the connections between your kanji deck and your vocabulary!" ] } ], "metadata": {} } ] }