Skip to content

Instantly share code, notes, and snippets.

@jenningsanderson
Last active April 25, 2016 20:33
Show Gist options
  • Save jenningsanderson/1727ead2523c01861843af08af8cbd5b to your computer and use it in GitHub Desktop.
Save jenningsanderson/1727ead2523c01861843af08af8cbd5b to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"import json\n",
"from matplotlib import dates\n",
"%matplotlib inline\n",
"%pylab inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"'2015-04-25 00:00:00 +0000'\n",
"format = '%Y-%m-%d %H:%M:%S +0000'"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"with open('json/users_per_4_hours.json') as data_file: \n",
" data = json.load(data_file)\n",
"\n",
"times = [datetime.datetime.strptime(x[\"time\"],format) for x in data]\n",
"all_users = [len(x[\"all_users\"]) for x in data]\n",
"hot_users = [len(x[\"hot_users\"]) for x in data]\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABIcAAAKDCAYAAACAMGq3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nREREpBbT5JCIiIiIiIiISC32/3iSKhU++6OLAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f8b640b3b38>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = dates.date2num(times)\n",
"\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(111)\n",
"fig.set_size_inches(20, 10)\n",
"\n",
"ax.plot(x, all_users, label=\"All Editors\") #width=0.1, color='r',align='center')\n",
"ax.plot(x, hot_users, label=\"Editors with `hot` in their comments\") #width=0.1, color='b',align='center')\n",
"\n",
"ax.xaxis.set_major_locator(dates.DayLocator())\n",
"ax.xaxis.set_major_formatter(dates.DateFormatter('%d'))\n",
"\n",
"ax.legend(fontsize=18)\n",
"\n",
"fig.suptitle('Users Editing Per 4 Hour Bin', fontsize=24, fontweight='bold')\n",
"None"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Cumulative Unique Users\n",
"users = set()\n",
"hot_users_set = set()\n",
"cumulative_users = []\n",
"for d in data:\n",
" all_users = []\n",
" hot_users = []\n",
" for user in d[\"all_users\"]:\n",
" if user not in users:\n",
" all_users.append(user)\n",
" users.add(user)\n",
" for user in d[\"hot_users\"]:\n",
" if user not in hot_users_set:\n",
" hot_users.append(user)\n",
" hot_users_set.add(user)\n",
" cumulative_users.append({\"all_users\" : all_users, \"hot_users\" : hot_users})"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABI4AAAKDCAYAAAB8JUF9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSZIkSZIkKSMLR5IkSZIkScro/wOQRuARB8CVWAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f8b5faed438>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = dates.date2num(times)\n",
"\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(111)\n",
"fig.set_size_inches(20, 10)\n",
"\n",
"ax.plot(x, np.cumsum([len(u[\"all_users\"]) for u in cumulative_users]), label=\"Cumulative Count of All Editors\") #width=0.1, color='r',align='center')\n",
"ax.plot(x, np.cumsum([len(u[\"hot_users\"]) for u in cumulative_users]), label=\"Cumulative Count of Editors with `hot` in their comments\") #width=0.1, color='b',align='center')\n",
"\n",
"ax.xaxis.set_major_locator(dates.DayLocator())\n",
"ax.xaxis.set_major_formatter(dates.DateFormatter('%d'))\n",
"\n",
"ax.legend(fontsize=18, loc=\"best\")\n",
"\n",
"fig.suptitle('Cumulative Count of Contributors', fontsize=24, fontweight='bold')\n",
"None"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"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": "3.4.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment