main.ipynb

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      "Operating in FLE Standard Time time.\nCurrent time is 2021-02-10 19:36:25.585747+02:00:\nDownload range: from 4.324064 to 97.1088 Mbps\nUpload range: from 6.8506 to 112.591992 Mbps\n\n"
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "from dateutil.tz import *\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "with open(\".\\internetspeed.json\") as f:\n",
    "  data = json.load(f)\n",
    "\n",
    "# if you are loading the data that was collected from collect.py, bear in mind that the structure of the JSON outputs are different\n",
    "# instead, use 'data = json.load(f)[\"tests\"]'\n",
    "\n",
    "\n",
    "df = pd.json_normalize(data)\n",
    "\n",
    "#timestamp is in UTC timezone\n",
    "df.index=pd.to_datetime(df['timestamp'])\n",
    "print(\"Operating in {curent_tzone} time.\".format(curent_tzone=datetime.now(tzlocal()).tzname()))\n",
    "print(\"Current time is {curent_time}:\".format(curent_time=datetime.now(tzlocal())))\n",
    "\n",
    "#making index timezone-specific\n",
    "df.tz_convert(tzlocal())\n",
    "df.head()\n",
    "\n",
    "print(\"Download range: from {dmin} to {dmax} Mbps\".format(dmin = df['download.bandwidth'].min()*8/1000000, dmax = df['download.bandwidth'].max()*8/1000000))\n",
    "print(\"Upload range: from {umin} to {umax} Mbps\".format(umin = df['upload.bandwidth'].min()*8/1000000, umax = df['upload.bandwidth'].max()*8/1000000))\n",
    "print(\"\")\n",
    "\n",
    "data = [df['upload.bandwidth']*8/1000000, df['download.bandwidth']*8/1000000]\n",
    "labels = ['upload', 'download']\n",
    "\n",
    "# rectangular box plot\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.title(\"bandwidth boxplot based on {tests} tests\".format(tests = len(df)))\n",
    "plt.xlabel('Bandwidth, Mbps')\n",
    "\n",
    "bplot = plt.boxplot(\n",
    "  data,\n",
    "  vert=False,  # horizontal box alignment\n",
    "  patch_artist=True,  # fill with color\n",
    "  labels=labels,\n",
    "  showfliers=False\n",
    ") \n",
    "colors = [\"#F07167\", \"#00AFB9\"]\n",
    "for patch, color in zip(bplot['boxes'], colors):\n",
    "    patch.set_facecolor(color)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "num_bins = 200\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.hist(df['upload.bandwidth']*8/1000000, num_bins, facecolor=colors[0], alpha=0.8,label='upload')\n",
    "plt.hist(df['download.bandwidth']*8/1000000, num_bins, facecolor=colors[1], alpha=0.8,label='download')\n",
    "plt.title(\"bandwidth test distribution based on {tests} tests\".format(tests = len(df)))\n",
    "plt.xlabel('Bandwidth, Mbps')\n",
    "plt.ylabel('# tests')\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plotting = pd.DataFrame()\n",
    "plotting['Download Speed'] =  df.groupby(df.index.hour)['download.bandwidth'].agg('mean')*8/1000000\n",
    "plotting['Upload Speed'] = df.groupby(df.index.hour)['upload.bandwidth'].agg('mean')*8/1000000\n",
    "plotting['dstd'] = df.groupby(df.index.hour)['download.bandwidth'].agg('std')*8/1000000\n",
    "plotting['ustd'] = df.groupby(df.index.hour)['upload.bandwidth'].agg('std')*8/1000000\n",
    "plotting['ping'] = df.groupby(df.index.hour)['ping.latency'].agg('mean')\n",
    "plotting['jitter'] =  df.groupby(df.index.hour)['ping.jitter'].agg('mean')\n",
    "\n",
    "#calculate lower bound for a better visualization\n",
    "ylim_min = min([plotting['Download Speed'].min(), plotting['Upload Speed'].min()]) - (df.groupby(df.index.hour)['download.bandwidth'].agg('std')*8/1000000+df.groupby(df.index.hour)['upload.bandwidth'].agg('std')*8/1000000).mean()/2\n",
    "\n",
    "plotting.head()\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "plotting.plot(\n",
    "    y=['Upload Speed', 'Download Speed'], \n",
    "    kind=\"bar\", \n",
    "    alpha=0.8, \n",
    "    color=colors,\n",
    "    xticks=np.arange(24), \n",
    "    title=\"Average speed over the day\",\n",
    "    ylabel=\"Speed, Mbps\", \n",
    "    xlabel=\"Hour\", \n",
    "    figsize=(12,4), \n",
    "    ylim=ylim_min, \n",
    "    #yerr=[plotting['ustd'], plotting['dstd']]\n",
    ")\n",
    "\n",
    "plotting.plot(\n",
    "    y=['ping'], \n",
    "    kind=\"bar\", \n",
    "    yerr=\"jitter\", \n",
    "    alpha=0.5, \n",
    "    color=[\"black\"],\n",
    "    xticks=np.arange(24), \n",
    "    title=\"Ping, seconds\",\n",
    "    ylabel=\"Ping +/- Jitter, seconds\", \n",
    "    xlabel='Hour', \n",
    "    figsize=(12,4)\n",
    ")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}