snippsat/gist:03550de8249173d489a4

## gistfile1.txt
{
 "metadata": {
  "name": "Roulette 20 in a row"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": "import plotly.plotly as py\nfrom plotly.graph_objs import *\npy.sign_in(\"snippsat\", \"xxx\")\nimport random\nfrom itertools import count,imap,repeat,groupby,takewhile\nfrom operator import itemgetter\n\ndef roulette():\n    return random.choice(\"BR\")\n\ndef call(f):\n    return f()\n\ndef sum_up(it):\n    return sum(1 for _ in it)\n\ndef uniq_count(seq):\n    return ((sum_up(i), k) for k, i in groupby(seq))\n\nnumber_of_round = range(1,21)\nrolles = imap(call, repeat(roulette))\nfirst = itemgetter(0)\ncounts = imap(first, uniq_count(rolles))\nplayer_lst = []\nfor _ in range(3):\n    player_lst.append([sum(takewhile(lambda n: n < 20, counts)) for i in number_of_round])\n\ntrace1 = Scatter(x=number_of_round, y=player_lst[0], name='Player_1')\ntrace2 = Scatter(x=number_of_round, y=player_lst[1], name='Player_2')\ntrace3 = Scatter(x=number_of_round, y=player_lst[2], name='Player_3')\n\nlayout = Layout(\n    title = 'Statistic 20 in a row Roulette',\n    xaxis=XAxis(\n        title='Roulette round',\n        showgrid=False,\n        zeroline=False),\n    yaxis=YAxis(\n    title='Number of games played before 20 in a row',\n        showline=False))\n\ndata = Data([trace1, trace2, trace3])\nfig = Figure(data=data, layout=layout)\npy.iplot(fig, filename='line-style')\n",
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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YPEEJulWw0iS3W4a/vCrCOJIW+SRi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       "metadata": {},
       "output_type": "pyout",
       "png": 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EZm+1llNX6489ttohpfjQcpowFv1a4zyr/D33y95PFvv8Mb+Wv9VXgpf7dZW18xwS86Jz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9fLhP5j1o2RN/wHKg/2vvpZiRSuXieSxFvyWXOSU8za9he6XLmsVsfcQteogyyg2AL13/ezclnr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\nX9Fcy6oQB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