plots.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from hubtraf.analysis.dataframe import logfile_to_df\n",
    "df = logfile_to_df('chp-20.jsonl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x119350198>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x11bf21630>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x11bf4bba8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x11bf7d160>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x11bfa56d8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x11bfccc50>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x444.984 with 6 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 390,
       "width": 610
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.dropna(subset=['duration']).hist(by='action', column='duration')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load data from runs with both proxies of 20, 40, and 60 users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "def load_data(nlist=(20, 40, 60)):\n",
    "    frames = []\n",
    "    for n in nlist:\n",
    "        for proxy in ('chp', 'traefik'):\n",
    "            fname = f\"{proxy}-{n}.jsonl\"\n",
    "            df = logfile_to_df(fname)\n",
    "            df = df.drop(columns=['attempt', 'iteration'])\n",
    "            if 'extra' in df.columns:\n",
    "                df = df.drop(columns=['extra'])\n",
    "            df = df.assign(proxy=proxy, n=n, run=f\"{proxy}-{n}\")\n",
    "            assert 'run' in df.columns\n",
    "            frames.append(df)\n",
    "    return pd.concat(frames, sort=False)\n",
    "\n",
    "df = load_data()\n",
    "source = df.dropna(subset=['duration'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot timings for each run, so we can compare the proxies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import altair as alt\n",
    "\n",
    "def bars(source, x, y='duration'):\n",
    "    lower_box = f'q1({y}):Q'\n",
    "    lower_whisker = f'min({y}):Q'\n",
    "    upper_box = f'q3({y}):Q'\n",
    "    upper_whisker = f'max({y}):Q'\n",
    "    med = f'median({y}):Q'\n",
    "    \n",
    "    base = alt.Chart(source)\n",
    "    \n",
    "    bar_width=8\n",
    "\n",
    "    # Compose each layer individually\n",
    "    lower_plot = base.mark_rule().encode(\n",
    "        y=alt.Y(lower_whisker, title=y, scale=alt.Scale(type='log')),\n",
    "        y2=lower_box,\n",
    "        x=x\n",
    "    )\n",
    "\n",
    "    middle_plot = base.mark_bar(size=bar_width).encode(\n",
    "        y=lower_box,\n",
    "        y2=upper_box,\n",
    "        x=x\n",
    "    )\n",
    "\n",
    "    upper_plot = base.mark_rule().encode(\n",
    "        y=upper_whisker,\n",
    "        y2=upper_box,\n",
    "        x=x\n",
    "    )\n",
    "\n",
    "    middle_tick = base.mark_tick(\n",
    "        color='white',\n",
    "        size=bar_width\n",
    "    ).encode(\n",
    "        y=med,\n",
    "        x=x\n",
    "    )\n",
    "\n",
    "    return lower_plot + middle_plot + upper_plot + middle_tick"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/benjaminrk/conda/lib/python3.7/site-packages/altair/utils/core.py:294: FutureWarning: A future version of pandas will default to `skipna=True`. To silence this warning, pass `skipna=True|False` explicitly.\n",
      "  attrs['type'] = infer_vegalite_type(data[attrs['field']])\n"
     ]
    },
    {
     "data": {
      "application/vnd.vegalite.v2+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v2.6.0.json",
       "config": {
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "datasets": {
        "data-4d4b032b307b01458fb75a8e0cd22248": [
         {
          "action": "login",
          "duration": 0.308289621,
          "event": "Login: Complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-10"
         },
         {
          "action": "login",
          "duration": 0.321091915,
          "event": "Login: Complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-8"
         },
         {
          "action": "login",
          "duration": 0.333512926999999,
          "event": "Login: Complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-18"
         },
         {
          "action": "login",
          "duration": 0.27297587500000003,
          "event": "Login: Complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-3"
         },
         {
          "action": "login",
          "duration": 0.283760027999999,
          "event": "Login: Complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-13"
         },
         {
          "action": "login",
          "duration": 0.272644691,
          "event": "Login: Complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-9"
         },
         {
          "action": "login",
          "duration": 0.27012069999999905,
          "event": "Login: Complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-2"
         },
         {
          "action": "login",
          "duration": 0.272404987999998,
          "event": "Login: Complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-16"
         },
         {
          "action": "login",
          "duration": 0.266506622999997,
          "event": "Login: Complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-0"
         },
         {
          "action": "login",
          "duration": 0.28742589899999804,
          "event": "Login: Complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-7"
         },
         {
          "action": "login",
          "duration": 0.278336764000002,
          "event": "Login: Complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-6"
         },
         {
          "action": "login",
          "duration": 0.287723009999997,
          "event": "Login: Complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-11"
         },
         {
          "action": "login",
          "duration": 0.272297057000002,
          "event": "Login: Complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-17"
         },
         {
          "action": "login",
          "duration": 0.27168689100000104,
          "event": "Login: Complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-19"
         },
         {
          "action": "login",
          "duration": 0.28473847499999705,
          "event": "Login: Complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-12"
         },
         {
          "action": "login",
          "duration": 0.270147971999996,
          "event": "Login: Complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-15"
         },
         {
          "action": "login",
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",
      "text/plain": [
       "<VegaLite 2 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.vegalite.v2+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v2.6.0.json",
       "config": {
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "datasets": {
        "data-a9f773336ff1c4d8bc4f92caddfb1d4d": [
         {
          "action": "server-start",
          "duration": 2.4457207050000003,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-18"
         },
         {
          "action": "server-start",
          "duration": 2.6269852890000003,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-10"
         },
         {
          "action": "server-start",
          "duration": 4.521797558,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-8"
         },
         {
          "action": "server-start",
          "duration": 2.496928439999999,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-3"
         },
         {
          "action": "server-start",
          "duration": 3.352675257,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-13"
         },
         {
          "action": "server-start",
          "duration": 2.377843102,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-9"
         },
         {
          "action": "server-start",
          "duration": 2.226452133,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-2"
         },
         {
          "action": "server-start",
          "duration": 2.674495382,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-16"
         },
         {
          "action": "server-start",
          "duration": 2.879841649000003,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-0"
         },
         {
          "action": "server-start",
          "duration": 2.208169485000002,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-7"
         },
         {
          "action": "server-start",
          "duration": 2.566940224999999,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-6"
         },
         {
          "action": "server-start",
          "duration": 2.929436649999999,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-11"
         },
         {
          "action": "server-start",
          "duration": 2.153170389999999,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-17"
         },
         {
          "action": "server-start",
          "duration": 2.920217663000002,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-12"
         },
         {
          "action": "server-start",
          "duration": 3.680846251000005,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-19"
         },
         {
          "action": "server-start",
          "duration": 3.477372839000004,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-15"
         },
         {
          "action": "server-start",
          "duration": 2.4204471640000023,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-1"
         },
         {
          "action": "server-start",
          "duration": 3.527061342000003,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-5"
         },
         {
          "action": "server-start",
          "duration": 5.793053214999993,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-14"
         },
         {
          "action": "server-start",
          "duration": 6.843877909,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-4"
         },
         {
          "action": "server-start",
          "duration": 1.9624883869999992,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-16"
         },
         {
          "action": "server-start",
          "duration": 3.152856932999999,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-0"
         },
         {
          "action": "server-start",
          "duration": 4.5826294480000005,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-18"
         },
         {
          "action": "server-start",
          "duration": 2.771596564999997,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-17"
         },
         {
          "action": "server-start",
          "duration": 2.160469083999999,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-10"
         },
         {
          "action": "server-start",
          "duration": 2.041854687,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-19"
         },
         {
          "action": "server-start",
          "duration": 1.926207938999997,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-2"
         },
         {
          "action": "server-start",
          "duration": 2.0974016970000022,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-1"
         },
         {
          "action": "server-start",
          "duration": 2.924750795999998,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-8"
         },
         {
          "action": "server-start",
          "duration": 2.065536524999999,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-14"
         },
         {
          "action": "server-start",
          "duration": 2.414018670000004,
          "event": "Server: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-7"
         },
         {
          "action": "server-start",
          "duration": 4.542697192999995,
          "event": "Server: Started",
          "n": 20,
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",
      "text/plain": [
       "<VegaLite 2 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.vegalite.v2+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v2.6.0.json",
       "config": {
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "datasets": {
        "data-7b9e0772d4e670ed30e6aa70262bc770": [
         {
          "action": "kernel-start",
          "duration": 0.279147199,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-18"
         },
         {
          "action": "kernel-start",
          "duration": 0.30270441000000003,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-10"
         },
         {
          "action": "kernel-start",
          "duration": 0.279110302999999,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-8"
         },
         {
          "action": "kernel-start",
          "duration": 0.281502621000001,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-3"
         },
         {
          "action": "kernel-start",
          "duration": 0.278613929999998,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-13"
         },
         {
          "action": "kernel-start",
          "duration": 0.28372320100000004,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-9"
         },
         {
          "action": "kernel-start",
          "duration": 0.277862078,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-2"
         },
         {
          "action": "kernel-start",
          "duration": 0.276951935999999,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-16"
         },
         {
          "action": "kernel-start",
          "duration": 0.36911173,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-0"
         },
         {
          "action": "kernel-start",
          "duration": 0.347440065,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-7"
         },
         {
          "action": "kernel-start",
          "duration": 0.280246380000001,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-6"
         },
         {
          "action": "kernel-start",
          "duration": 0.277598287,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-11"
         },
         {
          "action": "kernel-start",
          "duration": 0.298405165000001,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-17"
         },
         {
          "action": "kernel-start",
          "duration": 0.27884271399999905,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-12"
         },
         {
          "action": "kernel-start",
          "duration": 0.279160099999998,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-19"
         },
         {
          "action": "kernel-start",
          "duration": 0.295807781999997,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-15"
         },
         {
          "action": "kernel-start",
          "duration": 0.35704796799999605,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-1"
         },
         {
          "action": "kernel-start",
          "duration": 0.39896249099999803,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-5"
         },
         {
          "action": "kernel-start",
          "duration": 0.331229492000005,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-14"
         },
         {
          "action": "kernel-start",
          "duration": 0.27888708100000703,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-4"
         },
         {
          "action": "kernel-start",
          "duration": 0.280801942999999,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-16"
         },
         {
          "action": "kernel-start",
          "duration": 0.27833661999999904,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-0"
         },
         {
          "action": "kernel-start",
          "duration": 0.278337346999999,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-18"
         },
         {
          "action": "kernel-start",
          "duration": 0.277790918999997,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-17"
         },
         {
          "action": "kernel-start",
          "duration": 0.277844022999996,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-10"
         },
         {
          "action": "kernel-start",
          "duration": 0.28078589400000104,
          "event": "Kernel: Started",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-19"
         },
         {
          "action": "kernel-start",
          "duration": 0.28379148200000104,
          "event": "Kernel: Started",
          "n": 20,
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",
      "text/plain": [
       "<VegaLite 2 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.vegalite.v2+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v2.6.0.json",
       "config": {
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "datasets": {
        "data-813d6dbd93b19dc48d0becef6cbafc5d": [
         {
          "action": "code-execute",
          "duration": 0.141881679999997,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-17"
         },
         {
          "action": "code-execute",
          "duration": 0.13476627899999,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-14"
         },
         {
          "action": "code-execute",
          "duration": 0.13895883499998202,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-0"
         },
         {
          "action": "code-execute",
          "duration": 0.137881413000002,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-3"
         },
         {
          "action": "code-execute",
          "duration": 0.136996100000004,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-16"
         },
         {
          "action": "code-execute",
          "duration": 0.13252831399998402,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-5"
         },
         {
          "action": "code-execute",
          "duration": 0.139650794999994,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-12"
         },
         {
          "action": "code-execute",
          "duration": 0.143790398999982,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-7"
         },
         {
          "action": "code-execute",
          "duration": 0.135970564000018,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-9"
         },
         {
          "action": "code-execute",
          "duration": 0.13209655100001702,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-2"
         },
         {
          "action": "code-execute",
          "duration": 0.150817510999985,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-6"
         },
         {
          "action": "code-execute",
          "duration": 0.133943524999978,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-18"
         },
         {
          "action": "code-execute",
          "duration": 0.134956240999997,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-19"
         },
         {
          "action": "code-execute",
          "duration": 0.13445818000002402,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-11"
         },
         {
          "action": "code-execute",
          "duration": 0.13694880700001,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-10"
         },
         {
          "action": "code-execute",
          "duration": 0.13593052900000602,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-4"
         },
         {
          "action": "code-execute",
          "duration": 0.132647116999976,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-13"
         },
         {
          "action": "code-execute",
          "duration": 0.132325550000018,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-8"
         },
         {
          "action": "code-execute",
          "duration": 0.133316263999972,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-1"
         },
         {
          "action": "code-execute",
          "duration": 0.13312329299998202,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-15"
         },
         {
          "action": "code-execute",
          "duration": 0.13332833900000102,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-16"
         },
         {
          "action": "code-execute",
          "duration": 0.134773159000005,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-13"
         },
         {
          "action": "code-execute",
          "duration": 0.13523444399999102,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-6"
         },
         {
          "action": "code-execute",
          "duration": 0.133548891000003,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-2"
         },
         {
          "action": "code-execute",
          "duration": 0.13251262200000702,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-12"
         },
         {
          "action": "code-execute",
          "duration": 0.13493215100001502,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-1"
         },
         {
          "action": "code-execute",
          "duration": 0.136093184000003,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-0"
         },
         {
          "action": "code-execute",
          "duration": 0.147947195999989,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-4"
         },
         {
          "action": "code-execute",
          "duration": 0.136716511000003,
          "event": "Code Execute: complete",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-3"
         },
         {
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",
      "text/plain": [
       "<VegaLite 2 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.vegalite.v2+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v2.6.0.json",
       "config": {
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "datasets": {
        "data-222878858a964dfabb6ee5a48faf19c1": [
         {
          "action": "kernel-stop",
          "duration": 0.557443941999991,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-17"
         },
         {
          "action": "kernel-stop",
          "duration": 0.5603557990000071,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-14"
         },
         {
          "action": "kernel-stop",
          "duration": 0.666575169999987,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-0"
         },
         {
          "action": "kernel-stop",
          "duration": 0.559274479999999,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-3"
         },
         {
          "action": "kernel-stop",
          "duration": 0.5634250709999831,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-16"
         },
         {
          "action": "kernel-stop",
          "duration": 0.5577439859999911,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-5"
         },
         {
          "action": "kernel-stop",
          "duration": 0.557948139000018,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-12"
         },
         {
          "action": "kernel-stop",
          "duration": 0.466987087000006,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-7"
         },
         {
          "action": "kernel-stop",
          "duration": 0.55806025199999,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-9"
         },
         {
          "action": "kernel-stop",
          "duration": 0.5589278909999961,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-2"
         },
         {
          "action": "kernel-stop",
          "duration": 0.46063137599998005,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-6"
         },
         {
          "action": "kernel-stop",
          "duration": 0.45753927800001204,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-18"
         },
         {
          "action": "kernel-stop",
          "duration": 0.45764932100001904,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-19"
         },
         {
          "action": "kernel-stop",
          "duration": 0.560119963000005,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-11"
         },
         {
          "action": "kernel-stop",
          "duration": 0.460772967999986,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-10"
         },
         {
          "action": "kernel-stop",
          "duration": 0.563877705999971,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-4"
         },
         {
          "action": "kernel-stop",
          "duration": 0.45756664700002103,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-13"
         },
         {
          "action": "kernel-stop",
          "duration": 0.48209586799998705,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-8"
         },
         {
          "action": "kernel-stop",
          "duration": 0.45941206200001206,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-1"
         },
         {
          "action": "kernel-stop",
          "duration": 0.454929123999988,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-15"
         },
         {
          "action": "kernel-stop",
          "duration": 0.5581684679999911,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-16"
         },
         {
          "action": "kernel-stop",
          "duration": 0.558756891000001,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-13"
         },
         {
          "action": "kernel-stop",
          "duration": 0.47997287199999006,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-6"
         },
         {
          "action": "kernel-stop",
          "duration": 0.555797100000006,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-2"
         },
         {
          "action": "kernel-stop",
          "duration": 0.557889281000001,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-12"
         },
         {
          "action": "kernel-stop",
          "duration": 0.554015341999985,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-1"
         },
         {
          "action": "kernel-stop",
          "duration": 0.553335850000024,
          "event": "Kernel: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-0"
         },
         {
          "action": "kernel-stop",
          "duration": 0.5663248550000041,
          "event": "Kernel: Stopped",
          "n": 20,
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+7coPA/+NUH9mU7hRFk5xLUl7oB/AGznDAD71zjJv4LwOyMSAdQxEETf/NXBGhA8H8/jfAO8BfwT4RHy5Xh27ZWKgNgzEuaDk26Yo7inAs8BhQD3wACATA9YxEEfc/wvvewCDgYuAdwFOA94ByMSAdQzEETedv8nDx5ByaLIRkIkBKxmIK24TxDsmU8tU89y1ZH/bz67GnHQ16tzWa8dKmueuWYNFnpOO4WHkOoPWc0eZLYnhiw4VA/YwkHRYYk8EyT35K079ZPLTq3Pm564b16XdDhv5Jq8W+33jl9869Xu/6GbKmza0X/mH0YNXmHKW0gHDx15XbC4ONzGtX7tqRYcdO/F9OS3WXGxueqJpCO+7RLI8i/vISAy18UE7FTcOK2zc+oq4Ad/9JS/bF25xo7hxFPINW8oZyhT5muxiYTcTUoedOplsS9qyf5st5QsalpTnR3sdZkDidrjx5Hp5BiTu8vxor8MMSNwON55cL8+AxF2eH+11mAFcgLprrd2hPO+880KD8u5+hR4X54BevXoVXn755TinbHfshGlLCk9O52LLYDu9z76F/kftF7yzhlvT4LPS2OHDNnreplBDblL7aN6hHD58eJS4ePcrynFxfKu4zjOHj22AWyNb/9DmUeObhuAY66ymsfMOZam4NSyxTiNyKC0G8nwTJy0OVU9KDAwd9Kmje9Xv3WptL89devT4plZ3b7cjN+J+fdH7/XfcoXCyYeDu227eeNU1199iyms3FCb17LbHBFOOkk6a8ea3uu6680Bz7Mxpzy85/Kh+z5jyeyvXPHpy7wPvNOUo6VdOO/Lwur233KTb7pQFSz84PE4Ds4Lm5mYqZstPHfbt2/fFqVOnHuur/G38cNZSXzk0O+bh6Z/t0KGwpY7HfzL6b2d99bobzInr1xdeHHp2n6dNOUr6yHNzHnnshdkdzbFrVq3YY+dOXd435U2bio+YfJQ0N+KePGP++XvtvssFhpR+Ay8rzHhj2bWmvGz5h2z8WOJuVyy8vXbDhnmmjrf/sbL+YF+Z+82+qGm79u3uf3flGj711GJPPjz2S6efPYQPirQY9j9v8lHThyb//aGjPr43f2axxcY9OrEw763l/MnFFps2e+kLyBzvFSMl+3ft+K1DDuzKn5BpsRPv+BHTLUsaXnvzvcdRjiXuH1/T/z6cQxiraByfG3E//uLsueWvH5uxP56d2OvAcTiDMMbGuMwUkqTnnfiJiTiPMHbDmNE33GgKSdLBJx9aKtyKREMfHnxixnTwuUXc2/vVjP21NV1Q1pZ/fXoVGbBF3PSjcxXjVNU5ZMAGcV8J3vlDUo8CU4DSy+VTsY0v/nnMwyVIZWIglIFaj7k7wMPbAQqai9L5mgiK3T/GPATle4G7gfWATAxEYqDWPXcdvOQUlHna4g3kewB+64nCCGA1wCvwgwGZGAhlIO3bz6EfWHLAUSj/CjCCvhz5E4AtU3bIfwdYAjwBcM54E3ApUIiztqTSdQv8vDBLY31F6WfYWqeNfJbefq+1uDuiMZcBvJjk9NT1AO3mzUnLXx7DXpvGmwZ47qpQBwRaa2tL2mjNRsVTbAFBWVmnbXzauLaEol0InAzwttwggBeXfHjuOIA2BbioJVco8OJykpdXIgbKMlDrMTedawB4W3UesAgYD3CczfE1rQH4ATAH4M2IOwCZGAhlYIfQI6p/wDh8xO8A9tyLvY+bhnQPL8+xdndgTyDW+gfvfCU5ZcAGcZP6VR5aa4aN2FGRsDdtan6hXbvireYDFr0y5ZxuR5z4G1PmfpNXGs7ApmJhQnFT4R/myPlTJ5zbvW//X5tyc7vCSyZfQXpVBedm79QYr1P7YRWi71KFOi+rQp1nVqHOU6pQZ+Qq9Tq1bani3HnaVo03QT2YtpOoj9c1adszaVdYaX02XFBWGoPOFwOBDEjcgbRoYxYYkLiz0IqKIZABW8RNPzoHerjtxm7bFlUSA60zYIO4r4R7vCvZ2pJX4/25yCwEimaDUjFQjoFai7sDnOOS137AKcBsgGIvtR7YcH7pRpXFQDkGai3uOjgXtuR1JxzzU+DbgEwMRGag1ncod4Wn633ecl03l7T67S4UxgIL/BuZb23Ja9CEfum5KouBajPQER/AW+9mHM0lr4QxXmRyyecMgE9TM890RyDQYtyhDDxfG91kIKhDq/WwJGzJK4XPXyr+MsAHGCjuC4F1gEwMlGWg1sMSOtcAcMnrBoBrt3lruA/AJa9cGfgqYIxDllkARS4TA2UZsEHc4+BhuSWv/gBs8Nfvj/IWM2CLWDj8IGRiIDUGaj3mTi0QVSQGShmQuEsZUTkzDEjcmWlKBVLKgMRdyojKmWFA4s5MUyqQUgYk7lJGVM4MAxJ3ZppSgZQyIHGXMqJyZhiwRdz0o9yTONy/e2ZYVyBtwoAN4g57EocPKXB9yQMAXx/AdScyMRDKQK3FHeVJnCGI4hzgXGAacBkgEwOhDNRa3HXwMOxJnLO8Y/iGqEsALrSSiYFQBmq9cCrKkzgmiF2Q+RA4BZgM6EkckiCzloGwJ3Haw/NhgPkPw158Xrlo9CROOXayu8/FJ3H4dteLgQFes/RAOtXLKxEDZRkwPWLZg6q8swH1l3v5fBP2jwH4YnqOufkqCJkYCGWg1mNuOhj2JA6ffOePQu0HUOAyMRCJARvETUfDnsThs5MSdqQm1UGGARuGJcYXpWIgVQYk7lTpVGU2MSBx29Qa8iVVBiTuVOlUZTYxIHHb1BryJVUGJO5U6VRlNjEgcdvUGvIlVQYk7lTpVGU2MSBx29Qa8iVVBiTuVOlUZTYxIHHb1BryJVUGJO5U6VRlNjEgcdvUGvIlVQYk7lTpVGU2MSBx29Qa8iVVBiTuVOlUZTYxIHHb1BryJVUGbBE3/Sj3OjUGvVeqkauyzDNgg7jDXqfWH60wB7gPmAgMBmRiIJSBWos7yuvUvo8orgbOBm4FGgGZGAhloNYPCNfBw9LXqX2yxOszUDY/4zcI+edK9qsoBgIZqLW4o7xObQU83xe4H6gDBgIt1tjY2FAsFkeaskmD3j5k9ikVA23FQNjr1OjHQcB8YDSwM1DW9Dq1svRkdmdQh1brMfdqsL0QOBnYDeCw4xWgE3AcQLsNeBC4DlgDyMRAJAZqLW462QCUe53aMdh/E8AX8xDvADIxEMpArcfcdDDsdWp7h0ahA8RAAAM2iJtuhb1OLcB1bRID5RmwYVhS3kPtFQMJGZC4ExKn0+xnQOK2v43kYUIGJO6ExOk0+xmQuO1vI3mYkAGJOyFxOs1+BiRu+9tIHiZkQOJOSJxOs58Bidv+NpKHCRmQuBMSp9PsZ0Ditr+N5GFCBiTuhMTpNPsZkLjtbyN5mJABiTshcTrNfgYkbvvbSB4mZEDiTkicTrOfAYnb/jaShwkZkLgTEqfT7GdA4ra/jeRhQgYk7oTE6TT7GZC47W8jeZiQAYk7IXE6zX4GJG7720geJmRA4k5InE6znwGJ2/42kocJGZC4ExKn0+xnQOK2v43kYUIGJO6ExOk0+xmQuO1vI3mYkAGJOyFxOs1+BiRu+9tIHiZkQOJOSJxOs58Bidv+NpKHCRmQuBMSp9PsZ0Ditr+N5GFCBmwRN/3oHBIDf4PyIyHHaLcY2MKADeK+Et7wtycfBaYApb9eRtGfAEwCzgFkYiASA7UWdwd4eTvQDzgFmA1Q7H47BIXzgX38G5UXA2EM1Pqn+urg4FJguefoG0g/6eVN8hdkiPFmg1IxEIWBWot7Vzi53ucoRc5fCY5kjY2NDcVicaT/4A4dOhT0++9+RvKRnzVrlnWBdoRH/IHVoufZ9UiJIGPPPSRoR9xt1RJ/NepVnXFbd+vxtR5zr4YrC4GTgd2AQQAvLjsBxwEyMZCYgVqLm443AI8A84BFAHvonsDjQKk1l25QWQy0xkCtx9z0axzwO4A992KANg3YoyW39c+ZW7PKiYFwBmwQN73kuJtoE2tubuZ8euqGekelXanqTJtR1ScGMsBA+wzEEDeEHXECbwxtAP4v7smtHK867eezlabLxuZjEcZ0gILmjaOVwOtAJWN51Wk/n2ji7Nt8hDgM4Ny6sZOQWQPwZlISU53285mkXZ06hxfO/wS6BXjN3rxPwPawTarTcj5tmS0JE1Kl+zm+/jXAOfQnAA5HOPXI1Ya8OzoTiGuq03I+2bB5McZ6EXAM0B2YA7wEPAaYhVvIxjLVaT+fsRrU1YN5U+hqYATgXzM+GmU+CJGGXYxKTqqwIv5HGezV0Rvp7cAVwO7etiRJLmPPU8/9MFSxC/Au0A84ElgB8Jb/YcBKII7xwvSXJSccjvIHwGLgfIBrZ+LaFJwwF7gVeBG4G+C1wn7AaUASy3PsSfhy6pxO8JZ3QM1jauwN7/EioLiTzJbwHsEYgF+QocDZAEX078BZQJLrGT51xAtfnjscuAUw9jIydaYQI81z7DFocvvQ9+D+QC8ENjgXap0JJBW3V1WLkF9DYRDQBFS6LJd1XQWcB/we4DCFC8k47bgTkMTyHHsSvpw75wJ4/D4wyvP8YKRLAD4ckaTn9qppSfbBXwpxGVCpuDlcegVYCzQD6wAOby4DklqeY0/KmXPn8RqjC8CUz2/y3/+nvBRJRcblw+xtu1dUy9aTuyJ7HNAX4HClUstz7JVy59T5Z8Dbp1L2WHWmS2jFfNrwsEK6lESrjb1Y2qY602W0Yj55xZ9HY9yclZiRYvAu1slhGa85KjV/7DbXWWmc1p/PMfZtwNPAvUAdUKm5UOfnEOS/+ALlWP6vQCUX067U6Qs7u1nOanCG5JvAFwHeIFkEVDI8c6VO3gTi9CdnTniDiPPz1wKVxO5KnQgz+/YVhHhHSZgvoXx4ybY4RVfqZEw9gMUAbwgdCKRh1ta5QxrROVTHJPh6DcCHDHizpBfAf8t8eIHpKiDuGNT2OusR042AMf6n6g3cBDDWbwBc0x7HnKgzb+I+CC1I/M7Xkrwqf8Mr90HKf91xzPY6P0Awj5UJaH2Zfa3tcqLOvIn7WbRWJRdQQY1te528Zc+FV1z3cjFQauOxYUPpxpCyE3W2Cwkia7t5p+8R4B2AF1QGlQje9jrZxryNb1Lm/UAxtpm6TOqvj/kkZuoyacV15q3nHgDW9wU+DXB8bYxz3knN9jrrENgewO7A+8AYoFKrQwUu1FlpnE6d/zl4+9uUPba9ToqaX94PAX6hORXqR5J1K07UWfEtThDlgvHqfijAf3lfAzhT8gJgxprfQ/7/gDjmSp2MiU8anQDwZtP9gN/eRSHJUML6OvMyLFmLBpzvtehwf8t6eU6JxTVX6mRcnOp7CuAsRxOwCFgMTAaWAUnM+jrZk+XB2JB3Abwjyd6aX2qWewCTAa6Zjmuu1Gni4owJBc4hyWcAfjknAubpJGRjmyt1xg7MxROOgtMckpg7kkOQZ49eyZfclTq5rmQs8DGAIqf9CeDFdVKzus5KGjUpIbU872B8+JPATM8JNvZy4BNeOUniSp3PILjDgO5ekMxz5miWV06SuFJnkticO4c3H+YBI4BzAa4OZOO2B5KaK3UyviuAOQAvIF8FLgAqNVfqrDROJ87nw7bfBzjevBGoAyo1V+o0ce7jZU5C2slsrDC1rs68TAVW2G6ZOL0DohgFfN4XzUHIHwHw4jiJWV0nZw1k+WDgaITZD/gFwPxs4DggqbBxaks91taZtwtKNkhe7QAEPg34NbAXcAPAFYG8GZXUXKkzaXw6zxEG9oefvHlzCvAK0AgsAboCSc2VOpPGp/McYuCj8PXjQB/gXmAgUKm5Umelcep8ixn4InxLe9GY1XVWMr9rcTvKtQAGuHad60o4Q7YjUAd0BzhUSbJwCqe1rIe3tk4GKssHA7zNfnNAqByacDlsEnOlziSx6RyHGGAvzYtJv3FtTSU3cayuUz23v6mzm+cyX9684RTgdC9Mtv1ZQE9gqbctTmJ9nbqJE6c53T2WguaU36EAlx0YG4NMEmHzfFfqNLEqzTADvFXeMeX4XKkz5bBVnRgQA2JADIgBMSAGxIAYEANiQAyIATEgBsSAGBADYkAMiIHqM6Db79XnOM1PGI/K3gf4KjOu8nsH4Is4jwVWA08DXOV3McAnbvikFVf88bGyZ4HLgVWATAxYx8BceESxrgS+C/yPV+6MlMZb6S+05Da/uoHH8gU8vOXO/CVAbozfbJlbDPB9f3x28ZYIbvPhXy6Y+oZ3bN8I52TmEInbvaZcAJcpcNqmzUnLuw+Z3cUrm+QfXmad2ZCnVKsC3WttI2h6vsBz/3qkuwGVrM32qspOop7b7bYcC/d5UfkdgO8P4cUmx9bGTN6kZrtSMeAEA5zx2htQR+VEc8lJMSAGxIAYEANiQAyIATEgBsSAGBADYkAMiAExIAZSZuD/ASWD/T4j0mXFAAAAAElFTkSuQmCC",
      "text/plain": [
       "<VegaLite 2 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.vegalite.v2+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v2.6.0.json",
       "config": {
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "datasets": {
        "data-0f420ee0bdca96c63b7e9c13fb5bf8cf": [
         {
          "action": "server-stop",
          "duration": 0.398582888000007,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-17"
         },
         {
          "action": "server-stop",
          "duration": 0.40312802500000006,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-14"
         },
         {
          "action": "server-stop",
          "duration": 0.5271782619999781,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-0"
         },
         {
          "action": "server-stop",
          "duration": 0.36208592099998704,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-3"
         },
         {
          "action": "server-stop",
          "duration": 0.373407642000017,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-16"
         },
         {
          "action": "server-stop",
          "duration": 0.366056684,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-5"
         },
         {
          "action": "server-stop",
          "duration": 0.43967118399999006,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-12"
         },
         {
          "action": "server-stop",
          "duration": 0.36527210799999904,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-7"
         },
         {
          "action": "server-stop",
          "duration": 0.372371977,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-9"
         },
         {
          "action": "server-stop",
          "duration": 0.397100266999984,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-2"
         },
         {
          "action": "server-stop",
          "duration": 0.348630321000001,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-6"
         },
         {
          "action": "server-stop",
          "duration": 0.339829481999998,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-18"
         },
         {
          "action": "server-stop",
          "duration": 0.361211561000004,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-19"
         },
         {
          "action": "server-stop",
          "duration": 0.31874333999999704,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-11"
         },
         {
          "action": "server-stop",
          "duration": 0.32741892699999603,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-10"
         },
         {
          "action": "server-stop",
          "duration": 0.33107068199996004,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-4"
         },
         {
          "action": "server-stop",
          "duration": 0.308882715000038,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-13"
         },
         {
          "action": "server-stop",
          "duration": 0.338708411000027,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-8"
         },
         {
          "action": "server-stop",
          "duration": 0.303826650000019,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-1"
         },
         {
          "action": "server-stop",
          "duration": 0.34048144899998,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "chp",
          "run": "chp-20",
          "username": "test-15"
         },
         {
          "action": "server-stop",
          "duration": 0.373271247999994,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-16"
         },
         {
          "action": "server-stop",
          "duration": 0.351839589000007,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-13"
         },
         {
          "action": "server-stop",
          "duration": 0.394628921999981,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-6"
         },
         {
          "action": "server-stop",
          "duration": 0.314225379000021,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-2"
         },
         {
          "action": "server-stop",
          "duration": 0.32730887799999603,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-12"
         },
         {
          "action": "server-stop",
          "duration": 0.325446174000006,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-1"
         },
         {
          "action": "server-stop",
          "duration": 0.35942353199999305,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-0"
         },
         {
          "action": "server-stop",
          "duration": 0.40139359899998706,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-4"
         },
         {
          "action": "server-stop",
          "duration": 0.35504743200002004,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-3"
         },
         {
          "action": "server-stop",
          "duration": 0.376203000000003,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-9"
         },
         {
          "action": "server-stop",
          "duration": 0.364800532000003,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-7"
         },
         {
          "action": "server-stop",
          "duration": 0.41951996799997404,
          "event": "Server: Stopped",
          "n": 20,
          "phase": "complete",
          "proxy": "traefik",
          "run": "traefik-20",
          "username": "test-18"
         },
         {
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",
      "text/plain": [
       "<VegaLite 2 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import display\n",
    "\n",
    "for action in source.action.unique():\n",
    "    chart = bars(source[source.action==action], x='run')\n",
    "    display(chart.properties(title=action))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, check for failures:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['complete', 'start', 'attempt-start', 'attempt-complete'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.phase.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>action</th>\n",
       "      <th>duration</th>\n",
       "      <th>event</th>\n",
       "      <th>phase</th>\n",
       "      <th>username</th>\n",
       "      <th>proxy</th>\n",
       "      <th>n</th>\n",
       "      <th>run</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [action, duration, event, phase, username, proxy, n, run]\n",
       "Index: []"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.phase == 'failed']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "No failures!"
   ]
  }
 ],
 "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": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}