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@thouis
Last active August 29, 2015 14:22
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{
"metadata": {
"name": "",
"signature": "sha256:02a8e0cc91a8a99f0cc10f6a4773a41b4d09b97a5d072fee3599430a68a10327"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"from __future__ import print_function\n",
"\n",
"# Setup, connect to database, fetch data\n",
"%matplotlib inline\n",
"import matplotlib\n",
"import numpy as np\n",
"import datetime\n",
"\n",
"from prettyplotlib import brewer2mpl\n",
"blue_green = brewer2mpl.get_map('BuGn', 'Sequential', 9).mpl_colormap\n",
"\n",
"matplotlib.rcParams['figure.figsize'] = [20, 10]\n",
"\n",
"\n",
"# connect to the game database\n",
"import sqlite3\n",
"db = sqlite3.connect('games.sql')\n",
"cursor = db.cursor()\n",
"\n",
"# useful constants\n",
"ONE_DAY = 3600 * 24.0"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 36
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# fetch all the data, convert to numpy arrays\n",
"start_times, end_times, outcomes, game_names, white_players, white_lost = \\\n",
" zip(*cursor.execute('SELECT start_time, end_time, outcome, game_name, white_player, white_lost FROM games ORDER BY start_time').fetchall())\n",
" \n",
"# Convert to numpy arrays \n",
"start_times = np.array(start_times, dtype='datetime64')\n",
"last_start_time = start_times.max()\n",
"end_times = np.array([t or last_start_time for t in end_times], dtype='datetime64')\n",
"# these are all strings, but it's useful to have them in arrays for indexing purposes\n",
"outcomes = np.array(outcomes)\n",
"game_names = np.array(game_names)\n",
"white_players = np.array(white_players)\n",
"# boolean\n",
"white_lost = np.array(white_lost, dtype=np.bool)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import time\n",
"import datetime\n",
"import matplotlib.dates as mdates\n",
"\n",
"def plot_time_series(dates, values):\n",
" # setup - see http://matplotlib.org/examples/api/date_demo.html\n",
" years = mdates.YearLocator() # every year\n",
" months = mdates.MonthLocator() # every month\n",
" yearsFmt = mdates.DateFormatter('%Y')\n",
"\n",
" dates = dates.astype(datetime.datetime)\n",
" \n",
" # plot user count vs time\n",
" plot_date(dates, values, '-k')\n",
" ax = gca()\n",
"\n",
" ax.xaxis.set_major_locator(years)\n",
" ax.xaxis.set_major_formatter(yearsFmt)\n",
" ax.xaxis.set_minor_locator(months)\n",
" ax.axis('tight')\n",
"\n",
" gcf().autofmt_xdate()\n",
" \n",
"converter = mdates.strpdate2num('%Y-%m-%d')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 63
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Some basics\n",
"\n",
"# how many days of data do we have?\n",
"number_of_days = int(start_times.ptp() / timedelta64(1, 'D'))\n",
"print(\"{} days of data\".format(number_of_days))\n",
"print(\"{} total games\".format(len(start_times)))\n",
"print(\"\")\n",
"plot_time_series(start_times, range(len(start_times)))\n",
"ogs_merge = converter('2013-10-01')\n",
"axvline(ogs_merge)\n",
"text(ogs_merge, 10000, 'OGS merge', horizontalalignment='right');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"2285 days of data\n",
"20117 total games\n",
"\n"
]
},
{
"metadata": {},
"output_type": "display_data",
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hw6qOQitghxEAAAA0cXfddVfGjh2bv/zlL1VHoZVzJA0AAACagL///e854ogj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\nAAAAAMBV/h8ap1NtjbgrwwAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x113c65710>"
]
}
],
"prompt_number": 66
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Find timeouts\n",
"timeouts = outcomes == \"Timeout\"\n",
"\n",
"# use a box filter to get an estimate of fraction of timeouts\n",
"number_of_timeouts = np.cumsum(timeouts).astype(float)\n",
"# indices for 100 games around each game\n",
"fifty_back = np.arange(len(timeouts)) - 50\n",
"fifty_forward = np.arange(len(timeouts)) + 50\n",
"# make indices valid\n",
"fifty_back[fifty_back < 0] = 0\n",
"fifty_forward[fifty_forward >= len(timeouts)] = len(timeouts) - 1\n",
"\n",
"fraction = (number_of_timeouts[fifty_forward] - number_of_timeouts[fifty_back]) / (fifty_forward - fifty_back)\n",
"plot_time_series(start_times, fraction)\n",
"\n",
"# On 2014-07-27, timeouts started booting people from the ladder\n",
"changeover = converter('2014-07-27')\n",
"axvline(changeover)\n",
"text(changeover, 0.1, 'timeouts are\\nremoved from ladder', horizontalalignment='right')\n",
"axvline(ogs_merge)\n",
"text(ogs_merge, 0.05, 'OGS merge', horizontalalignment='right');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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fSZJ23333gtcmTpxo3J8f93gnTJhQ8Ppjjz2m/v37R74vZx2fe++9V3/+858l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Yd3iftAam2R0+n0eXiXuCy94V0k+hAEEWi0RByt32gjfRFvw7tI9CHc4nA4Au726ejoQEtLi/Dn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\nTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x11490d090>"
]
}
],
"prompt_number": 74
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# ick, noisy\n",
"fraction_smooth = fraction\n",
"for _ in range(10):\n",
" fraction_smooth = (fraction_smooth[fifty_back] + fraction_smooth[fifty_forward]) / 2.0\n",
"plot_time_series(start_times, fraction_smooth)\n",
"axvline(changeover)\n",
"text(changeover, 0.1, 'timeouts are\\nremoved from ladder', horizontalalignment='right')\n",
"axvline(ogs_merge)\n",
"text(ogs_merge, 0.05, 'OGS merge', horizontalalignment='right');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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sU1ZWprS0tEbn3LVrl9fnAwYM8Lh//PHHNXDgwEbHC8Zvf/tbnX766WEZ22rJ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8+nS5cunHLKKVxyySX07t27wvd45JFH8uijjzJs2DDy8/Pp2bNncrFpqS5Ud3pXqGyeZW0JIcT6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\nSUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x1138016d0>"
]
}
],
"prompt_number": 75
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!gist -u https://gist.github.com/240ec2f135d844bfde43 \"Ladder Games.ipynb\""
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"https://gist.github.com/240ec2f135d844bfde43\r\n"
]
}
],
"prompt_number": 61
}
],
"metadata": {}
}
]
}
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