nb-create_tables.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creation of tables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sqlite3\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Initial read"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# connect to database and get data\n",
    "conn = sqlite3.connect('data/youtube-may-2016-2018.db')\n",
    "conn.text_factory = str\n",
    "\n",
    "# read whole data from raw dataset for aggregation\n",
    "date_cols = ['dtime']\n",
    "traceroute = pd.read_sql_query('select * from traceroute', conn, parse_dates = date_cols)\n",
    "msmpoint = pd.read_sql_query('select * from msmpoint', conn)\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# open connection to new database (which will be used for all analyses)\n",
    "conn = sqlite3.connect('data/youtube-traceroute.db')\n",
    "conn.text_factory = str\n",
    "\n",
    "# write table msmpoint to new db\n",
    "msmpoint.to_sql(name = 'msmpoint', con = conn, index = False, if_exists = 'replace')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Filtering unusable data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop all duplicate rows that are identical in all columns (i.e. redundant information)\n",
    "traceroute = traceroute.drop_duplicates()\n",
    "\n",
    "# drop measurements from August 2017 to January 2018 due to faulty measurement runs at that time\n",
    "traceroute = traceroute[(traceroute['dtime'] < '2017-08-01') | (traceroute['dtime'] >= '2018-02-01')]\n",
    "\n",
    "# -- Manual removal of probes that are problematic\n",
    "\n",
    "# drop probes that have shown non-dualstacked behavior\n",
    "traceroute = traceroute[~traceroute['unit_id'].isin([525884, 658929])]\n",
    "# drop probes that use Hurricane Electric as a tunneling service for IPv6 connectivity\n",
    "traceroute = traceroute[~traceroute['unit_id'].isin([19602, 632406, 660076])]\n",
    "\n",
    "# Storing to database\n",
    "traceroute.to_sql(name = 'traceroute', con = conn, index = False, if_exists = 'replace')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>unit_id</th>\n",
       "      <th>dtime</th>\n",
       "      <th>version</th>\n",
       "      <th>source</th>\n",
       "      <th>destination</th>\n",
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       "      <th>175</th>\n",
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       "      <td>SCAMPER.20141101</td>\n",
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       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
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       "      <td>3.294</td>\n",
       "      <td>93698</td>\n",
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       "      <th>176</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 00:38:18</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
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       "      <td>COMPLETED</td>\n",
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       "      <td>3.791</td>\n",
       "      <td>93698</td>\n",
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       "      <th>177</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 00:38:18</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>5</td>\n",
       "      <td>188.1.145.241</td>\n",
       "      <td>4.505</td>\n",
       "      <td>93698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 00:38:18</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>6</td>\n",
       "      <td>194.146.118.89</td>\n",
       "      <td>8.231</td>\n",
       "      <td>93698</td>\n",
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       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 00:38:18</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>7</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>8.36</td>\n",
       "      <td>93698</td>\n",
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       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 00:38:18</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:401e:1a::7</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>UNREACH</td>\n",
       "      <td>1</td>\n",
       "      <td>2001:638:709:5::1</td>\n",
       "      <td>0.336</td>\n",
       "      <td>93698</td>\n",
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       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 00:38:18</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:401e:1a::7</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>UNREACH</td>\n",
       "      <td>2</td>\n",
       "      <td>2001:638:709:5::1</td>\n",
       "      <td>0.506</td>\n",
       "      <td>93698</td>\n",
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       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 02:34:38</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>1</td>\n",
       "      <td>10.50.255.251</td>\n",
       "      <td>0.414</td>\n",
       "      <td>93698</td>\n",
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       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 02:34:38</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>2</td>\n",
       "      <td>212.201.44.214</td>\n",
       "      <td>1.437</td>\n",
       "      <td>93698</td>\n",
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       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 02:34:38</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>3</td>\n",
       "      <td>134.102.121.125</td>\n",
       "      <td>1.953</td>\n",
       "      <td>93698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 02:34:38</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>4</td>\n",
       "      <td>188.1.239.205</td>\n",
       "      <td>1.088</td>\n",
       "      <td>93698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 02:34:38</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>5</td>\n",
       "      <td>188.1.145.241</td>\n",
       "      <td>2.987</td>\n",
       "      <td>93698</td>\n",
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       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 02:34:38</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>6</td>\n",
       "      <td>194.146.118.89</td>\n",
       "      <td>9.316</td>\n",
       "      <td>93698</td>\n",
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       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 02:34:38</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>7</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>9.465</td>\n",
       "      <td>93698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 02:34:38</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:401e:1a::7</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>UNREACH</td>\n",
       "      <td>1</td>\n",
       "      <td>2001:638:709:5::1</td>\n",
       "      <td>0.31</td>\n",
       "      <td>93698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 02:34:38</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:401e:1a::7</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>UNREACH</td>\n",
       "      <td>2</td>\n",
       "      <td>2001:638:709:5::1</td>\n",
       "      <td>1.066</td>\n",
       "      <td>93698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 04:34:47</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>1</td>\n",
       "      <td>10.50.255.251</td>\n",
       "      <td>0.18</td>\n",
       "      <td>93698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 04:34:47</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>2</td>\n",
       "      <td>212.201.44.214</td>\n",
       "      <td>4.213</td>\n",
       "      <td>93698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 04:34:47</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>3</td>\n",
       "      <td>134.102.121.125</td>\n",
       "      <td>1.307</td>\n",
       "      <td>93698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 04:34:47</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>4</td>\n",
       "      <td>188.1.239.205</td>\n",
       "      <td>0.978</td>\n",
       "      <td>93698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 04:34:47</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>5</td>\n",
       "      <td>188.1.145.241</td>\n",
       "      <td>3.046</td>\n",
       "      <td>93698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 04:34:47</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>6</td>\n",
       "      <td>194.146.118.89</td>\n",
       "      <td>7.978</td>\n",
       "      <td>93698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 04:34:47</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>7</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>7.783</td>\n",
       "      <td>93698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 04:34:47</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:401e:1a::7</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>UNREACH</td>\n",
       "      <td>1</td>\n",
       "      <td>2001:638:709:5::1</td>\n",
       "      <td>0.338</td>\n",
       "      <td>93698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 04:34:47</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:401e:1a::7</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>UNREACH</td>\n",
       "      <td>2</td>\n",
       "      <td>2001:638:709:5::1</td>\n",
       "      <td>0.412</td>\n",
       "      <td>93698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 06:35:37</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.18</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>1</td>\n",
       "      <td>10.50.255.251</td>\n",
       "      <td>0.18</td>\n",
       "      <td>93698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 06:35:37</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.18</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>2</td>\n",
       "      <td>212.201.44.214</td>\n",
       "      <td>0.901</td>\n",
       "      <td>93698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 06:35:37</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.18</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>3</td>\n",
       "      <td>134.102.121.125</td>\n",
       "      <td>0.853</td>\n",
       "      <td>93698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406430</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 21:55:04</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>192.168.1.114</td>\n",
       "      <td>74.125.170.185</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>11</td>\n",
       "      <td>72.14.237.161</td>\n",
       "      <td>11.919</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406431</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 21:55:04</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>192.168.1.114</td>\n",
       "      <td>74.125.170.185</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>12</td>\n",
       "      <td>108.170.242.225</td>\n",
       "      <td>12.108</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406432</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 21:55:04</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>192.168.1.114</td>\n",
       "      <td>74.125.170.185</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>13</td>\n",
       "      <td>108.170.232.59</td>\n",
       "      <td>11.155</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406433</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 21:55:04</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>192.168.1.114</td>\n",
       "      <td>74.125.170.185</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>14</td>\n",
       "      <td>74.125.170.185</td>\n",
       "      <td>17.463</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406434</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>192.168.1.114</td>\n",
       "      <td>74.125.170.185</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>1</td>\n",
       "      <td>192.168.1.1</td>\n",
       "      <td>0.284</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406435</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>192.168.1.114</td>\n",
       "      <td>74.125.170.185</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>2</td>\n",
       "      <td>96.120.88.149</td>\n",
       "      <td>17.871</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406436</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>192.168.1.114</td>\n",
       "      <td>74.125.170.185</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>3</td>\n",
       "      <td>68.87.196.117</td>\n",
       "      <td>9.521</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406437</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>192.168.1.114</td>\n",
       "      <td>74.125.170.185</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>4</td>\n",
       "      <td>162.151.79.157</td>\n",
       "      <td>14.035</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406438</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>192.168.1.114</td>\n",
       "      <td>74.125.170.185</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>5</td>\n",
       "      <td>68.86.143.89</td>\n",
       "      <td>15.178</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406439</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>192.168.1.114</td>\n",
       "      <td>74.125.170.185</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>6</td>\n",
       "      <td>69.241.91.94</td>\n",
       "      <td>11.292</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406440</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>192.168.1.114</td>\n",
       "      <td>74.125.170.185</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>8</td>\n",
       "      <td>108.170.237.20</td>\n",
       "      <td>11.226</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406441</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>192.168.1.114</td>\n",
       "      <td>74.125.170.185</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>9</td>\n",
       "      <td>108.170.242.94</td>\n",
       "      <td>11.104</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406442</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>192.168.1.114</td>\n",
       "      <td>74.125.170.185</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>10</td>\n",
       "      <td>216.239.62.41</td>\n",
       "      <td>16.591</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406443</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>192.168.1.114</td>\n",
       "      <td>74.125.170.185</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>11</td>\n",
       "      <td>72.14.237.161</td>\n",
       "      <td>15.976</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406444</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>192.168.1.114</td>\n",
       "      <td>74.125.170.185</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>12</td>\n",
       "      <td>108.170.242.225</td>\n",
       "      <td>11.479</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406445</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>192.168.1.114</td>\n",
       "      <td>74.125.170.185</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>13</td>\n",
       "      <td>108.170.232.59</td>\n",
       "      <td>11.885</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406446</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>192.168.1.114</td>\n",
       "      <td>74.125.170.185</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>14</td>\n",
       "      <td>74.125.170.185</td>\n",
       "      <td>10.082</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406447</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>2601:647:4901:2791:da37:beff:fefe:4156</td>\n",
       "      <td>2607:f8b0:401d::9</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>1</td>\n",
       "      <td>2601:647:4901:2791::1</td>\n",
       "      <td>0.488</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406448</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>2601:647:4901:2791:da37:beff:fefe:4156</td>\n",
       "      <td>2607:f8b0:401d::9</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>2</td>\n",
       "      <td>2001:558:4000:ac::1</td>\n",
       "      <td>8.963</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406449</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>2601:647:4901:2791:da37:beff:fefe:4156</td>\n",
       "      <td>2607:f8b0:401d::9</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>3</td>\n",
       "      <td>2001:558:82:166::1</td>\n",
       "      <td>8.619</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406450</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>2601:647:4901:2791:da37:beff:fefe:4156</td>\n",
       "      <td>2607:f8b0:401d::9</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>5</td>\n",
       "      <td>2001:558:80:4d::1</td>\n",
       "      <td>9.198</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406451</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>2601:647:4901:2791:da37:beff:fefe:4156</td>\n",
       "      <td>2607:f8b0:401d::9</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>6</td>\n",
       "      <td>2001:558:fe0d:7::16</td>\n",
       "      <td>10.483</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406452</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>2601:647:4901:2791:da37:beff:fefe:4156</td>\n",
       "      <td>2607:f8b0:401d::9</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>7</td>\n",
       "      <td>2607:f8b0:8000:200::1:1</td>\n",
       "      <td>10.241</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406453</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>2601:647:4901:2791:da37:beff:fefe:4156</td>\n",
       "      <td>2607:f8b0:401d::9</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>8</td>\n",
       "      <td>2001:4860:0:1::34c</td>\n",
       "      <td>14.964</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406454</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>2601:647:4901:2791:da37:beff:fefe:4156</td>\n",
       "      <td>2607:f8b0:401d::9</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>9</td>\n",
       "      <td>2001:4860:0:1006::f</td>\n",
       "      <td>12.988</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406455</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>2601:647:4901:2791:da37:beff:fefe:4156</td>\n",
       "      <td>2607:f8b0:401d::9</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>10</td>\n",
       "      <td>2001:4860::c:4000:f2d3</td>\n",
       "      <td>11.144</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406456</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>2601:647:4901:2791:da37:beff:fefe:4156</td>\n",
       "      <td>2607:f8b0:401d::9</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>11</td>\n",
       "      <td>2001:4860::1:0:c1af</td>\n",
       "      <td>10.584</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406457</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>2601:647:4901:2791:da37:beff:fefe:4156</td>\n",
       "      <td>2607:f8b0:401d::9</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>12</td>\n",
       "      <td>2001:4860:0:1005::1</td>\n",
       "      <td>13.868</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406458</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>2601:647:4901:2791:da37:beff:fefe:4156</td>\n",
       "      <td>2607:f8b0:401d::9</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>13</td>\n",
       "      <td>2001:4860:0:1::1db</td>\n",
       "      <td>10.982</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24406459</th>\n",
       "      <td>950232</td>\n",
       "      <td>2018-06-07 22:54:31</td>\n",
       "      <td>SCAMPER.20141101</td>\n",
       "      <td>2601:647:4901:2791:da37:beff:fefe:4156</td>\n",
       "      <td>2607:f8b0:401d::9</td>\n",
       "      <td>icmp-echo-paris</td>\n",
       "      <td>COMPLETED</td>\n",
       "      <td>14</td>\n",
       "      <td>2607:f8b0:401d::9</td>\n",
       "      <td>11.494</td>\n",
       "      <td>2541690</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6821152 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          unit_id               dtime           version  \\\n",
       "173         62712 2016-05-18 00:38:18  SCAMPER.20141101   \n",
       "174         62712 2016-05-18 00:38:18  SCAMPER.20141101   \n",
       "175         62712 2016-05-18 00:38:18  SCAMPER.20141101   \n",
       "176         62712 2016-05-18 00:38:18  SCAMPER.20141101   \n",
       "177         62712 2016-05-18 00:38:18  SCAMPER.20141101   \n",
       "178         62712 2016-05-18 00:38:18  SCAMPER.20141101   \n",
       "179         62712 2016-05-18 00:38:18  SCAMPER.20141101   \n",
       "180         62712 2016-05-18 00:38:18  SCAMPER.20141101   \n",
       "181         62712 2016-05-18 00:38:18  SCAMPER.20141101   \n",
       "182         62712 2016-05-18 02:34:38  SCAMPER.20141101   \n",
       "183         62712 2016-05-18 02:34:38  SCAMPER.20141101   \n",
       "184         62712 2016-05-18 02:34:38  SCAMPER.20141101   \n",
       "185         62712 2016-05-18 02:34:38  SCAMPER.20141101   \n",
       "186         62712 2016-05-18 02:34:38  SCAMPER.20141101   \n",
       "187         62712 2016-05-18 02:34:38  SCAMPER.20141101   \n",
       "188         62712 2016-05-18 02:34:38  SCAMPER.20141101   \n",
       "189         62712 2016-05-18 02:34:38  SCAMPER.20141101   \n",
       "190         62712 2016-05-18 02:34:38  SCAMPER.20141101   \n",
       "191         62712 2016-05-18 04:34:47  SCAMPER.20141101   \n",
       "192         62712 2016-05-18 04:34:47  SCAMPER.20141101   \n",
       "193         62712 2016-05-18 04:34:47  SCAMPER.20141101   \n",
       "194         62712 2016-05-18 04:34:47  SCAMPER.20141101   \n",
       "195         62712 2016-05-18 04:34:47  SCAMPER.20141101   \n",
       "196         62712 2016-05-18 04:34:47  SCAMPER.20141101   \n",
       "197         62712 2016-05-18 04:34:47  SCAMPER.20141101   \n",
       "198         62712 2016-05-18 04:34:47  SCAMPER.20141101   \n",
       "199         62712 2016-05-18 04:34:47  SCAMPER.20141101   \n",
       "200         62712 2016-05-18 06:35:37  SCAMPER.20141101   \n",
       "201         62712 2016-05-18 06:35:37  SCAMPER.20141101   \n",
       "202         62712 2016-05-18 06:35:37  SCAMPER.20141101   \n",
       "...           ...                 ...               ...   \n",
       "24406430   950232 2018-06-07 21:55:04  SCAMPER.20141101   \n",
       "24406431   950232 2018-06-07 21:55:04  SCAMPER.20141101   \n",
       "24406432   950232 2018-06-07 21:55:04  SCAMPER.20141101   \n",
       "24406433   950232 2018-06-07 21:55:04  SCAMPER.20141101   \n",
       "24406434   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406435   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406436   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406437   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406438   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406439   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406440   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406441   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406442   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406443   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406444   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406445   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406446   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406447   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406448   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406449   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406450   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406451   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406452   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406453   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406454   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406455   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406456   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406457   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406458   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "24406459   950232 2018-06-07 22:54:31  SCAMPER.20141101   \n",
       "\n",
       "                                          source           destination  \\\n",
       "173                                  10.50.240.2          64.15.112.17   \n",
       "174                                  10.50.240.2          64.15.112.17   \n",
       "175                                  10.50.240.2          64.15.112.17   \n",
       "176                                  10.50.240.2          64.15.112.17   \n",
       "177                                  10.50.240.2          64.15.112.17   \n",
       "178                                  10.50.240.2          64.15.112.17   \n",
       "179                                  10.50.240.2          64.15.112.17   \n",
       "180             2001:638:709:5:6670:2ff:fefc:f0d  2a00:1450:401e:1a::7   \n",
       "181             2001:638:709:5:6670:2ff:fefc:f0d  2a00:1450:401e:1a::7   \n",
       "182                                  10.50.240.2          64.15.112.17   \n",
       "183                                  10.50.240.2          64.15.112.17   \n",
       "184                                  10.50.240.2          64.15.112.17   \n",
       "185                                  10.50.240.2          64.15.112.17   \n",
       "186                                  10.50.240.2          64.15.112.17   \n",
       "187                                  10.50.240.2          64.15.112.17   \n",
       "188                                  10.50.240.2          64.15.112.17   \n",
       "189             2001:638:709:5:6670:2ff:fefc:f0d  2a00:1450:401e:1a::7   \n",
       "190             2001:638:709:5:6670:2ff:fefc:f0d  2a00:1450:401e:1a::7   \n",
       "191                                  10.50.240.2          64.15.112.17   \n",
       "192                                  10.50.240.2          64.15.112.17   \n",
       "193                                  10.50.240.2          64.15.112.17   \n",
       "194                                  10.50.240.2          64.15.112.17   \n",
       "195                                  10.50.240.2          64.15.112.17   \n",
       "196                                  10.50.240.2          64.15.112.17   \n",
       "197                                  10.50.240.2          64.15.112.17   \n",
       "198             2001:638:709:5:6670:2ff:fefc:f0d  2a00:1450:401e:1a::7   \n",
       "199             2001:638:709:5:6670:2ff:fefc:f0d  2a00:1450:401e:1a::7   \n",
       "200                                  10.50.240.2          64.15.112.18   \n",
       "201                                  10.50.240.2          64.15.112.18   \n",
       "202                                  10.50.240.2          64.15.112.18   \n",
       "...                                          ...                   ...   \n",
       "24406430                           192.168.1.114        74.125.170.185   \n",
       "24406431                           192.168.1.114        74.125.170.185   \n",
       "24406432                           192.168.1.114        74.125.170.185   \n",
       "24406433                           192.168.1.114        74.125.170.185   \n",
       "24406434                           192.168.1.114        74.125.170.185   \n",
       "24406435                           192.168.1.114        74.125.170.185   \n",
       "24406436                           192.168.1.114        74.125.170.185   \n",
       "24406437                           192.168.1.114        74.125.170.185   \n",
       "24406438                           192.168.1.114        74.125.170.185   \n",
       "24406439                           192.168.1.114        74.125.170.185   \n",
       "24406440                           192.168.1.114        74.125.170.185   \n",
       "24406441                           192.168.1.114        74.125.170.185   \n",
       "24406442                           192.168.1.114        74.125.170.185   \n",
       "24406443                           192.168.1.114        74.125.170.185   \n",
       "24406444                           192.168.1.114        74.125.170.185   \n",
       "24406445                           192.168.1.114        74.125.170.185   \n",
       "24406446                           192.168.1.114        74.125.170.185   \n",
       "24406447  2601:647:4901:2791:da37:beff:fefe:4156     2607:f8b0:401d::9   \n",
       "24406448  2601:647:4901:2791:da37:beff:fefe:4156     2607:f8b0:401d::9   \n",
       "24406449  2601:647:4901:2791:da37:beff:fefe:4156     2607:f8b0:401d::9   \n",
       "24406450  2601:647:4901:2791:da37:beff:fefe:4156     2607:f8b0:401d::9   \n",
       "24406451  2601:647:4901:2791:da37:beff:fefe:4156     2607:f8b0:401d::9   \n",
       "24406452  2601:647:4901:2791:da37:beff:fefe:4156     2607:f8b0:401d::9   \n",
       "24406453  2601:647:4901:2791:da37:beff:fefe:4156     2607:f8b0:401d::9   \n",
       "24406454  2601:647:4901:2791:da37:beff:fefe:4156     2607:f8b0:401d::9   \n",
       "24406455  2601:647:4901:2791:da37:beff:fefe:4156     2607:f8b0:401d::9   \n",
       "24406456  2601:647:4901:2791:da37:beff:fefe:4156     2607:f8b0:401d::9   \n",
       "24406457  2601:647:4901:2791:da37:beff:fefe:4156     2607:f8b0:401d::9   \n",
       "24406458  2601:647:4901:2791:da37:beff:fefe:4156     2607:f8b0:401d::9   \n",
       "24406459  2601:647:4901:2791:da37:beff:fefe:4156     2607:f8b0:401d::9   \n",
       "\n",
       "                   method     status  ttl                 endpoint     rtt  \\\n",
       "173       icmp-echo-paris  COMPLETED    1            10.50.255.251    5.75   \n",
       "174       icmp-echo-paris  COMPLETED    2           212.201.44.214   5.882   \n",
       "175       icmp-echo-paris  COMPLETED    3          134.102.121.125   3.294   \n",
       "176       icmp-echo-paris  COMPLETED    4            188.1.239.205   3.791   \n",
       "177       icmp-echo-paris  COMPLETED    5            188.1.145.241   4.505   \n",
       "178       icmp-echo-paris  COMPLETED    6           194.146.118.89   8.231   \n",
       "179       icmp-echo-paris  COMPLETED    7             64.15.112.17    8.36   \n",
       "180       icmp-echo-paris    UNREACH    1        2001:638:709:5::1   0.336   \n",
       "181       icmp-echo-paris    UNREACH    2        2001:638:709:5::1   0.506   \n",
       "182       icmp-echo-paris  COMPLETED    1            10.50.255.251   0.414   \n",
       "183       icmp-echo-paris  COMPLETED    2           212.201.44.214   1.437   \n",
       "184       icmp-echo-paris  COMPLETED    3          134.102.121.125   1.953   \n",
       "185       icmp-echo-paris  COMPLETED    4            188.1.239.205   1.088   \n",
       "186       icmp-echo-paris  COMPLETED    5            188.1.145.241   2.987   \n",
       "187       icmp-echo-paris  COMPLETED    6           194.146.118.89   9.316   \n",
       "188       icmp-echo-paris  COMPLETED    7             64.15.112.17   9.465   \n",
       "189       icmp-echo-paris    UNREACH    1        2001:638:709:5::1    0.31   \n",
       "190       icmp-echo-paris    UNREACH    2        2001:638:709:5::1   1.066   \n",
       "191       icmp-echo-paris  COMPLETED    1            10.50.255.251    0.18   \n",
       "192       icmp-echo-paris  COMPLETED    2           212.201.44.214   4.213   \n",
       "193       icmp-echo-paris  COMPLETED    3          134.102.121.125   1.307   \n",
       "194       icmp-echo-paris  COMPLETED    4            188.1.239.205   0.978   \n",
       "195       icmp-echo-paris  COMPLETED    5            188.1.145.241   3.046   \n",
       "196       icmp-echo-paris  COMPLETED    6           194.146.118.89   7.978   \n",
       "197       icmp-echo-paris  COMPLETED    7             64.15.112.17   7.783   \n",
       "198       icmp-echo-paris    UNREACH    1        2001:638:709:5::1   0.338   \n",
       "199       icmp-echo-paris    UNREACH    2        2001:638:709:5::1   0.412   \n",
       "200       icmp-echo-paris  COMPLETED    1            10.50.255.251    0.18   \n",
       "201       icmp-echo-paris  COMPLETED    2           212.201.44.214   0.901   \n",
       "202       icmp-echo-paris  COMPLETED    3          134.102.121.125   0.853   \n",
       "...                   ...        ...  ...                      ...     ...   \n",
       "24406430  icmp-echo-paris  COMPLETED   11            72.14.237.161  11.919   \n",
       "24406431  icmp-echo-paris  COMPLETED   12          108.170.242.225  12.108   \n",
       "24406432  icmp-echo-paris  COMPLETED   13           108.170.232.59  11.155   \n",
       "24406433  icmp-echo-paris  COMPLETED   14           74.125.170.185  17.463   \n",
       "24406434  icmp-echo-paris  COMPLETED    1              192.168.1.1   0.284   \n",
       "24406435  icmp-echo-paris  COMPLETED    2            96.120.88.149  17.871   \n",
       "24406436  icmp-echo-paris  COMPLETED    3            68.87.196.117   9.521   \n",
       "24406437  icmp-echo-paris  COMPLETED    4           162.151.79.157  14.035   \n",
       "24406438  icmp-echo-paris  COMPLETED    5             68.86.143.89  15.178   \n",
       "24406439  icmp-echo-paris  COMPLETED    6             69.241.91.94  11.292   \n",
       "24406440  icmp-echo-paris  COMPLETED    8           108.170.237.20  11.226   \n",
       "24406441  icmp-echo-paris  COMPLETED    9           108.170.242.94  11.104   \n",
       "24406442  icmp-echo-paris  COMPLETED   10            216.239.62.41  16.591   \n",
       "24406443  icmp-echo-paris  COMPLETED   11            72.14.237.161  15.976   \n",
       "24406444  icmp-echo-paris  COMPLETED   12          108.170.242.225  11.479   \n",
       "24406445  icmp-echo-paris  COMPLETED   13           108.170.232.59  11.885   \n",
       "24406446  icmp-echo-paris  COMPLETED   14           74.125.170.185  10.082   \n",
       "24406447  icmp-echo-paris  COMPLETED    1    2601:647:4901:2791::1   0.488   \n",
       "24406448  icmp-echo-paris  COMPLETED    2      2001:558:4000:ac::1   8.963   \n",
       "24406449  icmp-echo-paris  COMPLETED    3       2001:558:82:166::1   8.619   \n",
       "24406450  icmp-echo-paris  COMPLETED    5        2001:558:80:4d::1   9.198   \n",
       "24406451  icmp-echo-paris  COMPLETED    6      2001:558:fe0d:7::16  10.483   \n",
       "24406452  icmp-echo-paris  COMPLETED    7  2607:f8b0:8000:200::1:1  10.241   \n",
       "24406453  icmp-echo-paris  COMPLETED    8       2001:4860:0:1::34c  14.964   \n",
       "24406454  icmp-echo-paris  COMPLETED    9      2001:4860:0:1006::f  12.988   \n",
       "24406455  icmp-echo-paris  COMPLETED   10   2001:4860::c:4000:f2d3  11.144   \n",
       "24406456  icmp-echo-paris  COMPLETED   11      2001:4860::1:0:c1af  10.584   \n",
       "24406457  icmp-echo-paris  COMPLETED   12      2001:4860:0:1005::1  13.868   \n",
       "24406458  icmp-echo-paris  COMPLETED   13       2001:4860:0:1::1db  10.982   \n",
       "24406459  icmp-echo-paris  COMPLETED   14        2607:f8b0:401d::9  11.494   \n",
       "\n",
       "          location_id  \n",
       "173             93698  \n",
       "174             93698  \n",
       "175             93698  \n",
       "176             93698  \n",
       "177             93698  \n",
       "178             93698  \n",
       "179             93698  \n",
       "180             93698  \n",
       "181             93698  \n",
       "182             93698  \n",
       "183             93698  \n",
       "184             93698  \n",
       "185             93698  \n",
       "186             93698  \n",
       "187             93698  \n",
       "188             93698  \n",
       "189             93698  \n",
       "190             93698  \n",
       "191             93698  \n",
       "192             93698  \n",
       "193             93698  \n",
       "194             93698  \n",
       "195             93698  \n",
       "196             93698  \n",
       "197             93698  \n",
       "198             93698  \n",
       "199             93698  \n",
       "200             93698  \n",
       "201             93698  \n",
       "202             93698  \n",
       "...               ...  \n",
       "24406430      2541690  \n",
       "24406431      2541690  \n",
       "24406432      2541690  \n",
       "24406433      2541690  \n",
       "24406434      2541690  \n",
       "24406435      2541690  \n",
       "24406436      2541690  \n",
       "24406437      2541690  \n",
       "24406438      2541690  \n",
       "24406439      2541690  \n",
       "24406440      2541690  \n",
       "24406441      2541690  \n",
       "24406442      2541690  \n",
       "24406443      2541690  \n",
       "24406444      2541690  \n",
       "24406445      2541690  \n",
       "24406446      2541690  \n",
       "24406447      2541690  \n",
       "24406448      2541690  \n",
       "24406449      2541690  \n",
       "24406450      2541690  \n",
       "24406451      2541690  \n",
       "24406452      2541690  \n",
       "24406453      2541690  \n",
       "24406454      2541690  \n",
       "24406455      2541690  \n",
       "24406456      2541690  \n",
       "24406457      2541690  \n",
       "24406458      2541690  \n",
       "24406459      2541690  \n",
       "\n",
       "[6821152 rows x 11 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traceroute"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### General aggregation\n",
    "\n",
    "We only analyze COMPLETED traces from now on, as failure analysis showed that only a few percent of traces did not succeed (see failures.ipynb notebook)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get grouped data for each ~hourly measurement from each device\n",
    "df = pd.read_sql_query('select unit_id, dtime, source, destination, max(ttl), rtt \\\n",
    "                        from traceroute \\\n",
    "                        where status=\"COMPLETED\" and \\\n",
    "                        destination = endpoint \\\n",
    "                        group by unit_id, dtime, source, destination', conn)\n",
    "\n",
    "# parse date from string to datetime and set type of RTT to float\n",
    "df['dtime'] = pd.to_datetime(df['dtime'])\n",
    "df.rtt = df.rtt.astype(float)\n",
    "\n",
    "# query two separate versions of the dataframe, one for v6, one for v4\n",
    "df_v6 = df[df['source'].str.contains(':')]\n",
    "df_v4 = df[~df['source'].str.contains(':')]\n",
    "\n",
    "# Write dataframes into table in database, replace if already exists\n",
    "df_v6.to_sql(name = 'traceroute_v6', con = conn, index = False, if_exists = 'replace')\n",
    "df_v4.to_sql(name = 'traceroute_v4', con = conn, index = False, if_exists = 'replace')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>unit_id</th>\n",
       "      <th>dtime</th>\n",
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       "      <th>destination</th>\n",
       "      <th>max(ttl)</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-19 13:39:10</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:4001:2a::b</td>\n",
       "      <td>7</td>\n",
       "      <td>10.395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-19 21:35:09</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:401e:32::e</td>\n",
       "      <td>7</td>\n",
       "      <td>10.243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-20 00:35:18</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:401e:32::e</td>\n",
       "      <td>7</td>\n",
       "      <td>13.127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-20 02:36:29</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:401e:32::e</td>\n",
       "      <td>7</td>\n",
       "      <td>10.414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-21 05:35:48</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:401e:37::d</td>\n",
       "      <td>7</td>\n",
       "      <td>10.053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-22 05:37:14</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:4001:4d::6</td>\n",
       "      <td>7</td>\n",
       "      <td>12.155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-22 08:35:03</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:4001:4d::6</td>\n",
       "      <td>7</td>\n",
       "      <td>12.575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-22 11:35:58</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:4001:4d::6</td>\n",
       "      <td>7</td>\n",
       "      <td>12.296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-23 03:34:00</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:4001:4d::6</td>\n",
       "      <td>7</td>\n",
       "      <td>12.454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-23 04:36:52</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:4001:4d::6</td>\n",
       "      <td>7</td>\n",
       "      <td>12.176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-23 10:37:53</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:4001:4d::6</td>\n",
       "      <td>7</td>\n",
       "      <td>12.788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4716</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-15 15:44:11</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4718</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-15 16:41:16</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4720</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-15 17:41:04</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>11.797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4722</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-15 18:40:29</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>18.494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4724</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-15 19:42:47</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>11.171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4726</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-15 20:39:41</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>11.546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4728</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-15 21:41:29</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4730</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-15 22:40:29</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4732</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-15 23:42:14</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4734</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 00:40:17</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4736</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 01:41:40</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4738</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 02:40:10</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4740</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 03:41:33</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4742</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 04:40:47</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4744</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 05:39:53</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4746</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 06:42:17</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:e::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4748</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 07:40:45</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:e::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4750</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 08:40:32</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:e::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4752</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 09:40:50</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:e::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945989</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-06 08:45:45</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:12::b</td>\n",
       "      <td>9</td>\n",
       "      <td>11.734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945990</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-07 00:52:14</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:12::8</td>\n",
       "      <td>9</td>\n",
       "      <td>10.886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945991</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-07 08:45:48</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:16::b</td>\n",
       "      <td>9</td>\n",
       "      <td>11.502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945992</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-07 16:48:14</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:16::b</td>\n",
       "      <td>9</td>\n",
       "      <td>11.986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945993</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-08 00:46:01</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:16::b</td>\n",
       "      <td>9</td>\n",
       "      <td>12.358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945994</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-08 08:47:02</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:12::b</td>\n",
       "      <td>9</td>\n",
       "      <td>12.673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945995</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-08 16:47:30</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:12::b</td>\n",
       "      <td>9</td>\n",
       "      <td>11.277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945996</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-09 00:45:32</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:16::b</td>\n",
       "      <td>9</td>\n",
       "      <td>11.036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945997</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-10 00:47:21</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:10::c</td>\n",
       "      <td>9</td>\n",
       "      <td>11.872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945998</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-10 08:46:28</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:10::c</td>\n",
       "      <td>9</td>\n",
       "      <td>10.856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945999</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-11 00:48:36</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a::e</td>\n",
       "      <td>9</td>\n",
       "      <td>11.491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946000</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-11 08:46:19</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a::e</td>\n",
       "      <td>9</td>\n",
       "      <td>11.596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946001</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-11 16:45:58</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a::e</td>\n",
       "      <td>9</td>\n",
       "      <td>12.876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946002</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-12 08:46:26</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:10::8</td>\n",
       "      <td>9</td>\n",
       "      <td>11.760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946003</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-13 00:46:50</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::c</td>\n",
       "      <td>9</td>\n",
       "      <td>10.987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946004</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-13 08:46:05</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::c</td>\n",
       "      <td>9</td>\n",
       "      <td>11.538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946005</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-13 16:46:56</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::c</td>\n",
       "      <td>9</td>\n",
       "      <td>11.585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946006</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-14 00:47:25</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:10::c</td>\n",
       "      <td>9</td>\n",
       "      <td>11.535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946007</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-14 08:46:56</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:5::8</td>\n",
       "      <td>9</td>\n",
       "      <td>11.081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946008</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-14 16:46:20</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:5::8</td>\n",
       "      <td>9</td>\n",
       "      <td>12.598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946009</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-15 00:46:24</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:5::8</td>\n",
       "      <td>9</td>\n",
       "      <td>10.883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946010</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-15 08:46:47</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:16::9</td>\n",
       "      <td>9</td>\n",
       "      <td>11.969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946011</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-15 16:45:16</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:16::9</td>\n",
       "      <td>9</td>\n",
       "      <td>11.265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946012</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-16 00:46:29</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:e::a</td>\n",
       "      <td>9</td>\n",
       "      <td>11.269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946013</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-16 08:45:50</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:e::a</td>\n",
       "      <td>9</td>\n",
       "      <td>11.487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946014</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-16 16:47:09</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:e::a</td>\n",
       "      <td>9</td>\n",
       "      <td>11.835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946015</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-17 08:46:13</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:16::b</td>\n",
       "      <td>9</td>\n",
       "      <td>11.578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946016</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-17 16:45:47</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:16::b</td>\n",
       "      <td>9</td>\n",
       "      <td>10.874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946017</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-18 00:48:56</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:16::a</td>\n",
       "      <td>9</td>\n",
       "      <td>11.097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946018</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-18 08:45:47</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:16::a</td>\n",
       "      <td>9</td>\n",
       "      <td>11.525</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>435598 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        unit_id               dtime                                   source  \\\n",
       "18        62712 2016-05-19 13:39:10         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "25        62712 2016-05-19 21:35:09         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "28        62712 2016-05-20 00:35:18         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "30        62712 2016-05-20 02:36:29         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "48        62712 2016-05-21 05:35:48         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "67        62712 2016-05-22 05:37:14         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "71        62712 2016-05-22 08:35:03         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "74        62712 2016-05-22 11:35:58         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "85        62712 2016-05-23 03:34:00         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "87        62712 2016-05-23 04:36:52         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "91        62712 2016-05-23 10:37:53         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "4716      62712 2017-02-15 15:44:11        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "4718      62712 2017-02-15 16:41:16        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "4720      62712 2017-02-15 17:41:04        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "4722      62712 2017-02-15 18:40:29        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "4724      62712 2017-02-15 19:42:47        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "4726      62712 2017-02-15 20:39:41        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "4728      62712 2017-02-15 21:41:29        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "4730      62712 2017-02-15 22:40:29        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "4732      62712 2017-02-15 23:42:14        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "4734      62712 2017-02-16 00:40:17        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "4736      62712 2017-02-16 01:41:40        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "4738      62712 2017-02-16 02:40:10        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "4740      62712 2017-02-16 03:41:33        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "4742      62712 2017-02-16 04:40:47        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "4744      62712 2017-02-16 05:39:53        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "4746      62712 2017-02-16 06:42:17        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "4748      62712 2017-02-16 07:40:45        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "4750      62712 2017-02-16 08:40:32        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "4752      62712 2017-02-16 09:40:50        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "...         ...                 ...                                      ...   \n",
       "945989   950240 2017-07-06 08:45:45  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "945990   950240 2017-07-07 00:52:14  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "945991   950240 2017-07-07 08:45:48  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "945992   950240 2017-07-07 16:48:14  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "945993   950240 2017-07-08 00:46:01  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "945994   950240 2017-07-08 08:47:02  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "945995   950240 2017-07-08 16:47:30  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "945996   950240 2017-07-09 00:45:32  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "945997   950240 2017-07-10 00:47:21  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "945998   950240 2017-07-10 08:46:28  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "945999   950240 2017-07-11 00:48:36  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "946000   950240 2017-07-11 08:46:19  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "946001   950240 2017-07-11 16:45:58  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "946002   950240 2017-07-12 08:46:26  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "946003   950240 2017-07-13 00:46:50  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "946004   950240 2017-07-13 08:46:05  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "946005   950240 2017-07-13 16:46:56  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "946006   950240 2017-07-14 00:47:25  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "946007   950240 2017-07-14 08:46:56  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "946008   950240 2017-07-14 16:46:20  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "946009   950240 2017-07-15 00:46:24  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "946010   950240 2017-07-15 08:46:47  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "946011   950240 2017-07-15 16:45:16  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "946012   950240 2017-07-16 00:46:29  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "946013   950240 2017-07-16 08:45:50  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "946014   950240 2017-07-16 16:47:09  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "946015   950240 2017-07-17 08:46:13  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "946016   950240 2017-07-17 16:45:47  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "946017   950240 2017-07-18 00:48:56  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "946018   950240 2017-07-18 08:45:47  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "\n",
       "                 destination  max(ttl)     rtt  \n",
       "18      2a00:1450:4001:2a::b         7  10.395  \n",
       "25      2a00:1450:401e:32::e         7  10.243  \n",
       "28      2a00:1450:401e:32::e         7  13.127  \n",
       "30      2a00:1450:401e:32::e         7  10.414  \n",
       "48      2a00:1450:401e:37::d         7  10.053  \n",
       "67      2a00:1450:4001:4d::6         7  12.155  \n",
       "71      2a00:1450:4001:4d::6         7  12.575  \n",
       "74      2a00:1450:4001:4d::6         7  12.296  \n",
       "85      2a00:1450:4001:4d::6         7  12.454  \n",
       "87      2a00:1450:4001:4d::6         7  12.176  \n",
       "91      2a00:1450:4001:4d::6         7  12.788  \n",
       "4716     2a00:1450:400f:5::9        14  10.544  \n",
       "4718     2a00:1450:400f:5::9        14  10.836  \n",
       "4720     2a00:1450:400f:5::9        14  11.797  \n",
       "4722     2a00:1450:400f:5::9        14  18.494  \n",
       "4724     2a00:1450:400f:5::9        14  11.171  \n",
       "4726     2a00:1450:400f:5::9        14  11.546  \n",
       "4728     2a00:1450:400f:5::9        14  10.716  \n",
       "4730     2a00:1450:400f:5::9        14  10.919  \n",
       "4732     2a00:1450:400f:5::9        14  10.546  \n",
       "4734     2a00:1450:400f:5::9        14  10.750  \n",
       "4736     2a00:1450:400f:5::9        14  10.812  \n",
       "4738     2a00:1450:400f:5::9        14  10.860  \n",
       "4740     2a00:1450:400f:5::9        14  10.465  \n",
       "4742     2a00:1450:400f:5::9        14  10.765  \n",
       "4744     2a00:1450:400f:5::9        14  10.680  \n",
       "4746     2a00:1450:400f:e::9        14  10.939  \n",
       "4748     2a00:1450:400f:e::9        14  10.536  \n",
       "4750     2a00:1450:400f:e::9        14  10.773  \n",
       "4752     2a00:1450:400f:e::9        14  10.544  \n",
       "...                      ...       ...     ...  \n",
       "945989  2607:f8b0:400a:12::b         9  11.734  \n",
       "945990  2607:f8b0:400a:12::8         9  10.886  \n",
       "945991  2607:f8b0:400a:16::b         9  11.502  \n",
       "945992  2607:f8b0:400a:16::b         9  11.986  \n",
       "945993  2607:f8b0:400a:16::b         9  12.358  \n",
       "945994  2607:f8b0:400a:12::b         9  12.673  \n",
       "945995  2607:f8b0:400a:12::b         9  11.277  \n",
       "945996  2607:f8b0:400a:16::b         9  11.036  \n",
       "945997  2607:f8b0:400a:10::c         9  11.872  \n",
       "945998  2607:f8b0:400a:10::c         9  10.856  \n",
       "945999     2607:f8b0:400a::e         9  11.491  \n",
       "946000     2607:f8b0:400a::e         9  11.596  \n",
       "946001     2607:f8b0:400a::e         9  12.876  \n",
       "946002  2607:f8b0:400a:10::8         9  11.760  \n",
       "946003  2607:f8b0:400a:14::c         9  10.987  \n",
       "946004  2607:f8b0:400a:14::c         9  11.538  \n",
       "946005  2607:f8b0:400a:14::c         9  11.585  \n",
       "946006  2607:f8b0:400a:10::c         9  11.535  \n",
       "946007   2607:f8b0:400a:5::8         9  11.081  \n",
       "946008   2607:f8b0:400a:5::8         9  12.598  \n",
       "946009   2607:f8b0:400a:5::8         9  10.883  \n",
       "946010  2607:f8b0:400a:16::9         9  11.969  \n",
       "946011  2607:f8b0:400a:16::9         9  11.265  \n",
       "946012   2607:f8b0:400a:e::a         9  11.269  \n",
       "946013   2607:f8b0:400a:e::a         9  11.487  \n",
       "946014   2607:f8b0:400a:e::a         9  11.835  \n",
       "946015  2607:f8b0:400a:16::b         9  11.578  \n",
       "946016  2607:f8b0:400a:16::b         9  10.874  \n",
       "946017  2607:f8b0:400a:16::a         9  11.097  \n",
       "946018  2607:f8b0:400a:16::a         9  11.525  \n",
       "\n",
       "[435598 rows x 6 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_v6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>unit_id</th>\n",
       "      <th>dtime</th>\n",
       "      <th>source</th>\n",
       "      <th>destination</th>\n",
       "      <th>max(ttl)</th>\n",
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       "      <td>62712</td>\n",
       "      <td>2016-05-18 00:38:18</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>7</td>\n",
       "      <td>8.360</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 02:34:38</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
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       "      <td>9.465</td>\n",
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       "      <th>2</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 04:34:47</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>7</td>\n",
       "      <td>7.783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 06:35:37</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.18</td>\n",
       "      <td>7</td>\n",
       "      <td>7.755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 08:34:25</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.235</td>\n",
       "      <td>10</td>\n",
       "      <td>7.169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 09:37:31</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.235</td>\n",
       "      <td>10</td>\n",
       "      <td>8.034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 11:35:04</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.235</td>\n",
       "      <td>10</td>\n",
       "      <td>7.210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 13:34:41</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.235</td>\n",
       "      <td>10</td>\n",
       "      <td>7.043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 15:33:40</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.235</td>\n",
       "      <td>9</td>\n",
       "      <td>7.040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 17:33:43</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.235</td>\n",
       "      <td>9</td>\n",
       "      <td>7.011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 19:30:52</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.235</td>\n",
       "      <td>9</td>\n",
       "      <td>7.153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-18 21:33:43</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.235</td>\n",
       "      <td>9</td>\n",
       "      <td>6.983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-19 01:36:33</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.18</td>\n",
       "      <td>6</td>\n",
       "      <td>19.200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-19 03:33:40</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.18</td>\n",
       "      <td>6</td>\n",
       "      <td>7.847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-19 05:33:54</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.82</td>\n",
       "      <td>6</td>\n",
       "      <td>7.872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-19 07:34:01</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.82</td>\n",
       "      <td>6</td>\n",
       "      <td>10.430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-19 10:36:56</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.238</td>\n",
       "      <td>9</td>\n",
       "      <td>7.021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-19 11:35:14</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.238</td>\n",
       "      <td>9</td>\n",
       "      <td>7.124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-19 13:39:11</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.238</td>\n",
       "      <td>9</td>\n",
       "      <td>7.211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-19 14:35:53</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.238</td>\n",
       "      <td>9</td>\n",
       "      <td>7.071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-19 17:36:29</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.238</td>\n",
       "      <td>9</td>\n",
       "      <td>7.220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-19 18:37:28</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.238</td>\n",
       "      <td>9</td>\n",
       "      <td>6.960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-19 19:34:52</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.238</td>\n",
       "      <td>9</td>\n",
       "      <td>7.370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-19 20:36:30</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.238</td>\n",
       "      <td>9</td>\n",
       "      <td>7.066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-19 21:35:10</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.238</td>\n",
       "      <td>9</td>\n",
       "      <td>7.025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-20 00:35:18</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.82</td>\n",
       "      <td>6</td>\n",
       "      <td>8.647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-20 02:36:29</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.82</td>\n",
       "      <td>6</td>\n",
       "      <td>8.542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-20 04:37:16</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.82</td>\n",
       "      <td>6</td>\n",
       "      <td>7.705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-20 05:35:20</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.82</td>\n",
       "      <td>6</td>\n",
       "      <td>11.204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-20 06:42:59</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.82</td>\n",
       "      <td>6</td>\n",
       "      <td>7.688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945925</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 06:50:04</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945928</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 07:48:51</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945930</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 08:48:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945931</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 09:48:52</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945933</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 10:49:46</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945936</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 11:49:09</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945937</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 12:47:32</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945939</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 13:48:32</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945942</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 14:47:31</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945944</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 15:49:23</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>6.856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945945</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 16:48:35</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945947</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 17:49:21</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945949</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 18:49:39</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>6.530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945952</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 21:49:07</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945953</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 22:48:31</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>8.070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945956</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 23:48:07</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>8.211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945958</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 00:48:31</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>8.956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945960</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 01:48:14</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>6.804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945961</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 02:50:06</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945963</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 03:50:28</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>6.540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945965</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 04:52:51</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>9.442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945967</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 05:49:27</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945969</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 06:49:41</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>6.570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945972</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 07:47:04</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945974</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 08:48:34</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945976</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 09:49:03</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945978</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 10:48:28</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945979</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 11:47:47</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945981</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 12:48:51</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>6.824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945984</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 13:48:50</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.451</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>510421 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        unit_id               dtime       source     destination  max(ttl)  \\\n",
       "0         62712 2016-05-18 00:38:18  10.50.240.2    64.15.112.17         7   \n",
       "1         62712 2016-05-18 02:34:38  10.50.240.2    64.15.112.17         7   \n",
       "2         62712 2016-05-18 04:34:47  10.50.240.2    64.15.112.17         7   \n",
       "3         62712 2016-05-18 06:35:37  10.50.240.2    64.15.112.18         7   \n",
       "4         62712 2016-05-18 08:34:25  10.50.240.2  74.125.160.235        10   \n",
       "5         62712 2016-05-18 09:37:31  10.50.240.2  74.125.160.235        10   \n",
       "6         62712 2016-05-18 11:35:04  10.50.240.2  74.125.160.235        10   \n",
       "7         62712 2016-05-18 13:34:41  10.50.240.2  74.125.160.235        10   \n",
       "8         62712 2016-05-18 15:33:40  10.50.240.2  74.125.160.235         9   \n",
       "9         62712 2016-05-18 17:33:43  10.50.240.2  74.125.160.235         9   \n",
       "10        62712 2016-05-18 19:30:52  10.50.240.2  74.125.160.235         9   \n",
       "11        62712 2016-05-18 21:33:43  10.50.240.2  74.125.160.235         9   \n",
       "12        62712 2016-05-19 01:36:33  10.50.240.2    64.15.112.18         6   \n",
       "13        62712 2016-05-19 03:33:40  10.50.240.2    64.15.112.18         6   \n",
       "14        62712 2016-05-19 05:33:54  10.50.240.2    64.15.112.82         6   \n",
       "15        62712 2016-05-19 07:34:01  10.50.240.2    64.15.112.82         6   \n",
       "16        62712 2016-05-19 10:36:56  10.50.240.2  74.125.160.238         9   \n",
       "17        62712 2016-05-19 11:35:14  10.50.240.2  74.125.160.238         9   \n",
       "19        62712 2016-05-19 13:39:11  10.50.240.2  74.125.160.238         9   \n",
       "20        62712 2016-05-19 14:35:53  10.50.240.2  74.125.160.238         9   \n",
       "21        62712 2016-05-19 17:36:29  10.50.240.2  74.125.160.238         9   \n",
       "22        62712 2016-05-19 18:37:28  10.50.240.2  74.125.160.238         9   \n",
       "23        62712 2016-05-19 19:34:52  10.50.240.2  74.125.160.238         9   \n",
       "24        62712 2016-05-19 20:36:30  10.50.240.2  74.125.160.238         9   \n",
       "26        62712 2016-05-19 21:35:10  10.50.240.2  74.125.160.238         9   \n",
       "27        62712 2016-05-20 00:35:18  10.50.240.2    64.15.112.82         6   \n",
       "29        62712 2016-05-20 02:36:29  10.50.240.2    64.15.112.82         6   \n",
       "31        62712 2016-05-20 04:37:16  10.50.240.2    64.15.112.82         6   \n",
       "32        62712 2016-05-20 05:35:20  10.50.240.2    64.15.112.82         6   \n",
       "33        62712 2016-05-20 06:42:59  10.50.240.2    64.15.112.82         6   \n",
       "...         ...                 ...          ...             ...       ...   \n",
       "945925   950240 2017-07-03 06:50:04  10.128.1.65  66.199.151.141         5   \n",
       "945928   950240 2017-07-03 07:48:51  10.128.1.65  66.199.151.141         5   \n",
       "945930   950240 2017-07-03 08:48:00  10.128.1.65  66.199.151.141         5   \n",
       "945931   950240 2017-07-03 09:48:52  10.128.1.65  66.199.151.141         5   \n",
       "945933   950240 2017-07-03 10:49:46  10.128.1.65  66.199.151.141         5   \n",
       "945936   950240 2017-07-03 11:49:09  10.128.1.65  66.199.151.141         5   \n",
       "945937   950240 2017-07-03 12:47:32  10.128.1.65  66.199.151.141         5   \n",
       "945939   950240 2017-07-03 13:48:32  10.128.1.65  66.199.151.141         5   \n",
       "945942   950240 2017-07-03 14:47:31  10.128.1.65  66.199.151.141         5   \n",
       "945944   950240 2017-07-03 15:49:23  10.128.1.65  66.199.151.141         5   \n",
       "945945   950240 2017-07-03 16:48:35  10.128.1.65  66.199.151.141         5   \n",
       "945947   950240 2017-07-03 17:49:21  10.128.1.65  66.199.151.141         5   \n",
       "945949   950240 2017-07-03 18:49:39  10.128.1.65  66.199.151.141         5   \n",
       "945952   950240 2017-07-03 21:49:07  10.128.1.65  66.199.151.141         5   \n",
       "945953   950240 2017-07-03 22:48:31  10.128.1.65  66.199.151.141         5   \n",
       "945956   950240 2017-07-03 23:48:07  10.128.1.65  66.199.151.141         5   \n",
       "945958   950240 2017-07-04 00:48:31  10.128.1.65  66.199.151.141         5   \n",
       "945960   950240 2017-07-04 01:48:14  10.128.1.65  66.199.151.141         5   \n",
       "945961   950240 2017-07-04 02:50:06  10.128.1.65  66.199.151.141         5   \n",
       "945963   950240 2017-07-04 03:50:28  10.128.1.65  66.199.151.141         5   \n",
       "945965   950240 2017-07-04 04:52:51  10.128.1.65  66.199.151.141         5   \n",
       "945967   950240 2017-07-04 05:49:27  10.128.1.65  66.199.151.141         5   \n",
       "945969   950240 2017-07-04 06:49:41  10.128.1.65  66.199.151.141         5   \n",
       "945972   950240 2017-07-04 07:47:04  10.128.1.65  66.199.151.141         5   \n",
       "945974   950240 2017-07-04 08:48:34  10.128.1.65  66.199.151.141         5   \n",
       "945976   950240 2017-07-04 09:49:03  10.128.1.65  66.199.151.141         5   \n",
       "945978   950240 2017-07-04 10:48:28  10.128.1.65  66.199.151.141         5   \n",
       "945979   950240 2017-07-04 11:47:47  10.128.1.65  66.199.151.141         5   \n",
       "945981   950240 2017-07-04 12:48:51  10.128.1.65  66.199.151.141         5   \n",
       "945984   950240 2017-07-04 13:48:50  10.128.1.65  66.199.151.141         5   \n",
       "\n",
       "           rtt  \n",
       "0        8.360  \n",
       "1        9.465  \n",
       "2        7.783  \n",
       "3        7.755  \n",
       "4        7.169  \n",
       "5        8.034  \n",
       "6        7.210  \n",
       "7        7.043  \n",
       "8        7.040  \n",
       "9        7.011  \n",
       "10       7.153  \n",
       "11       6.983  \n",
       "12      19.200  \n",
       "13       7.847  \n",
       "14       7.872  \n",
       "15      10.430  \n",
       "16       7.021  \n",
       "17       7.124  \n",
       "19       7.211  \n",
       "20       7.071  \n",
       "21       7.220  \n",
       "22       6.960  \n",
       "23       7.370  \n",
       "24       7.066  \n",
       "26       7.025  \n",
       "27       8.647  \n",
       "29       8.542  \n",
       "31       7.705  \n",
       "32      11.204  \n",
       "33       7.688  \n",
       "...        ...  \n",
       "945925   7.639  \n",
       "945928   7.039  \n",
       "945930   7.703  \n",
       "945931   7.871  \n",
       "945933   7.368  \n",
       "945936   7.392  \n",
       "945937   7.491  \n",
       "945939   7.651  \n",
       "945942   7.776  \n",
       "945944   6.856  \n",
       "945945   7.903  \n",
       "945947   7.971  \n",
       "945949   6.530  \n",
       "945952   7.536  \n",
       "945953   8.070  \n",
       "945956   8.211  \n",
       "945958   8.956  \n",
       "945960   6.804  \n",
       "945961   7.378  \n",
       "945963   6.540  \n",
       "945965   9.442  \n",
       "945967   7.210  \n",
       "945969   6.570  \n",
       "945972   7.416  \n",
       "945974   7.283  \n",
       "945976   7.902  \n",
       "945978   7.800  \n",
       "945979   7.268  \n",
       "945981   6.824  \n",
       "945984   7.451  \n",
       "\n",
       "[510421 rows x 6 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_v4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Path Medians (grouped by unit_id, src, dst)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# group by paths and compute median TTL and RTT for each group, this removes time as a dimension\n",
    "\n",
    "df_v6_median = df_v6.groupby(['unit_id', 'source', 'destination'], as_index = False).median()\n",
    "df_v4_median = df_v4.groupby(['unit_id', 'source', 'destination'], as_index = False).median()\n",
    "\n",
    "# rename columns to represent what was done\n",
    "df_v6_median.columns = ['unit_id', 'source', 'destination', 'median(ttl)', 'median(rtt)']\n",
    "df_v4_median.columns = ['unit_id', 'source', 'destination', 'median(ttl)', 'median(rtt)']\n",
    "\n",
    "# round medians of RTT to 3 decimals\n",
    "df_v6_median['median(rtt)'] = df_v6_median['median(rtt)'].round(3)\n",
    "df_v4_median['median(rtt)'] = df_v4_median['median(rtt)'].round(3)\n",
    "\n",
    "# write dataframe into table in database\n",
    "df_v6_median.to_sql(name = 'path_medians_v6', con = conn, index = False, if_exists = 'replace')\n",
    "df_v4_median.to_sql(name = 'path_medians_v4', con = conn, index = False, if_exists = 'replace')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>unit_id</th>\n",
       "      <th>source</th>\n",
       "      <th>destination</th>\n",
       "      <th>median(ttl)</th>\n",
       "      <th>median(rtt)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:4001:2a::b</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:4001:4d::6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>12.375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:401e:32::e</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:401e:37::d</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2001:8c0:9802:1::10</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2001:8c0:9802:1::11</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4.105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2001:8c0:9802:1::c</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2001:8c0:9802:1::d</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2001:8c0:9802:1::e</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2001:8c0:9802:1::f</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:4005:4::15</td>\n",
       "      <td>18.0</td>\n",
       "      <td>29.841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:4005:4::e</td>\n",
       "      <td>18.0</td>\n",
       "      <td>29.706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400e:20::9</td>\n",
       "      <td>19.0</td>\n",
       "      <td>30.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400e:20::a</td>\n",
       "      <td>19.0</td>\n",
       "      <td>36.738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:1::a</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:1::e</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:3::16</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:3::18</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:3::6</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:4::7</td>\n",
       "      <td>13.0</td>\n",
       "      <td>12.744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:4::9</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:4::a</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:4::c</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::7</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::a</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::b</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:8::14</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:8::e</td>\n",
       "      <td>14.0</td>\n",
       "      <td>12.365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>62712</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:9::9</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22588</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:12::c</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22589</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:13::7</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22590</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22591</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22592</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::b</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22593</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::c</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22594</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:16::7</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22595</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:16::9</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22596</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:16::a</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22597</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:16::b</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22598</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:1::b</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22599</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:2::15</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22600</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:5::19</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22601</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:5::8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22602</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:5::a</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22603</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:5::c</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22604</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a::13</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22605</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a::e</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22606</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:c::11</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22607</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:c::12</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22608</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:c::14</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22609</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:c::15</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22610</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:c::16</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22611</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:c::6</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22612</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:c::7</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22613</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:c::a</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22614</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:c::f</td>\n",
       "      <td>9.0</td>\n",
       "      <td>20.820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22615</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:e::a</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22616</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:401c:10::c</td>\n",
       "      <td>13.0</td>\n",
       "      <td>37.666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22617</th>\n",
       "      <td>950240</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:401c:21::a</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.112</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>22618 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       unit_id                                   source           destination  \\\n",
       "0        62712         2001:638:709:5:6670:2ff:fefc:f0d  2a00:1450:4001:2a::b   \n",
       "1        62712         2001:638:709:5:6670:2ff:fefc:f0d  2a00:1450:4001:4d::6   \n",
       "2        62712         2001:638:709:5:6670:2ff:fefc:f0d  2a00:1450:401e:32::e   \n",
       "3        62712         2001:638:709:5:6670:2ff:fefc:f0d  2a00:1450:401e:37::d   \n",
       "4        62712        2001:840:101a:0:6670:2ff:fefc:f0d   2001:8c0:9802:1::10   \n",
       "5        62712        2001:840:101a:0:6670:2ff:fefc:f0d   2001:8c0:9802:1::11   \n",
       "6        62712        2001:840:101a:0:6670:2ff:fefc:f0d    2001:8c0:9802:1::c   \n",
       "7        62712        2001:840:101a:0:6670:2ff:fefc:f0d    2001:8c0:9802:1::d   \n",
       "8        62712        2001:840:101a:0:6670:2ff:fefc:f0d    2001:8c0:9802:1::e   \n",
       "9        62712        2001:840:101a:0:6670:2ff:fefc:f0d    2001:8c0:9802:1::f   \n",
       "10       62712        2001:840:101a:0:6670:2ff:fefc:f0d  2a00:1450:4005:4::15   \n",
       "11       62712        2001:840:101a:0:6670:2ff:fefc:f0d   2a00:1450:4005:4::e   \n",
       "12       62712        2001:840:101a:0:6670:2ff:fefc:f0d  2a00:1450:400e:20::9   \n",
       "13       62712        2001:840:101a:0:6670:2ff:fefc:f0d  2a00:1450:400e:20::a   \n",
       "14       62712        2001:840:101a:0:6670:2ff:fefc:f0d   2a00:1450:400f:1::a   \n",
       "15       62712        2001:840:101a:0:6670:2ff:fefc:f0d   2a00:1450:400f:1::e   \n",
       "16       62712        2001:840:101a:0:6670:2ff:fefc:f0d  2a00:1450:400f:3::16   \n",
       "17       62712        2001:840:101a:0:6670:2ff:fefc:f0d  2a00:1450:400f:3::18   \n",
       "18       62712        2001:840:101a:0:6670:2ff:fefc:f0d   2a00:1450:400f:3::6   \n",
       "19       62712        2001:840:101a:0:6670:2ff:fefc:f0d   2a00:1450:400f:4::7   \n",
       "20       62712        2001:840:101a:0:6670:2ff:fefc:f0d   2a00:1450:400f:4::9   \n",
       "21       62712        2001:840:101a:0:6670:2ff:fefc:f0d   2a00:1450:400f:4::a   \n",
       "22       62712        2001:840:101a:0:6670:2ff:fefc:f0d   2a00:1450:400f:4::c   \n",
       "23       62712        2001:840:101a:0:6670:2ff:fefc:f0d   2a00:1450:400f:5::7   \n",
       "24       62712        2001:840:101a:0:6670:2ff:fefc:f0d   2a00:1450:400f:5::9   \n",
       "25       62712        2001:840:101a:0:6670:2ff:fefc:f0d   2a00:1450:400f:5::a   \n",
       "26       62712        2001:840:101a:0:6670:2ff:fefc:f0d   2a00:1450:400f:5::b   \n",
       "27       62712        2001:840:101a:0:6670:2ff:fefc:f0d  2a00:1450:400f:8::14   \n",
       "28       62712        2001:840:101a:0:6670:2ff:fefc:f0d   2a00:1450:400f:8::e   \n",
       "29       62712        2001:840:101a:0:6670:2ff:fefc:f0d   2a00:1450:400f:9::9   \n",
       "...        ...                                      ...                   ...   \n",
       "22588   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8  2607:f8b0:400a:12::c   \n",
       "22589   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8  2607:f8b0:400a:13::7   \n",
       "22590   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8  2607:f8b0:400a:14::7   \n",
       "22591   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8  2607:f8b0:400a:14::8   \n",
       "22592   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8  2607:f8b0:400a:14::b   \n",
       "22593   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8  2607:f8b0:400a:14::c   \n",
       "22594   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8  2607:f8b0:400a:16::7   \n",
       "22595   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8  2607:f8b0:400a:16::9   \n",
       "22596   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8  2607:f8b0:400a:16::a   \n",
       "22597   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8  2607:f8b0:400a:16::b   \n",
       "22598   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8   2607:f8b0:400a:1::b   \n",
       "22599   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8  2607:f8b0:400a:2::15   \n",
       "22600   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8  2607:f8b0:400a:5::19   \n",
       "22601   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8   2607:f8b0:400a:5::8   \n",
       "22602   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8   2607:f8b0:400a:5::a   \n",
       "22603   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8   2607:f8b0:400a:5::c   \n",
       "22604   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8    2607:f8b0:400a::13   \n",
       "22605   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8     2607:f8b0:400a::e   \n",
       "22606   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8  2607:f8b0:400a:c::11   \n",
       "22607   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8  2607:f8b0:400a:c::12   \n",
       "22608   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8  2607:f8b0:400a:c::14   \n",
       "22609   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8  2607:f8b0:400a:c::15   \n",
       "22610   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8  2607:f8b0:400a:c::16   \n",
       "22611   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8   2607:f8b0:400a:c::6   \n",
       "22612   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8   2607:f8b0:400a:c::7   \n",
       "22613   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8   2607:f8b0:400a:c::a   \n",
       "22614   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8   2607:f8b0:400a:c::f   \n",
       "22615   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8   2607:f8b0:400a:e::a   \n",
       "22616   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8  2607:f8b0:401c:10::c   \n",
       "22617   950240  2607:c000:8112:cd01:da37:beff:fefe:40d8  2607:f8b0:401c:21::a   \n",
       "\n",
       "       median(ttl)  median(rtt)  \n",
       "0              7.0       10.395  \n",
       "1              7.0       12.375  \n",
       "2              7.0       10.414  \n",
       "3              7.0       10.053  \n",
       "4              8.0        3.822  \n",
       "5              9.0        4.105  \n",
       "6              8.0        3.853  \n",
       "7              8.0        3.804  \n",
       "8              8.0        3.832  \n",
       "9              8.0        3.802  \n",
       "10            18.0       29.841  \n",
       "11            18.0       29.706  \n",
       "12            19.0       30.005  \n",
       "13            19.0       36.738  \n",
       "14            13.0       10.984  \n",
       "15            14.0       11.246  \n",
       "16            14.0       10.748  \n",
       "17            13.0       11.234  \n",
       "18            13.0       11.639  \n",
       "19            13.0       12.744  \n",
       "20            14.0       10.931  \n",
       "21            13.0       10.710  \n",
       "22            14.0       10.904  \n",
       "23            13.0       11.005  \n",
       "24            14.0       10.926  \n",
       "25            13.0       10.832  \n",
       "26            13.0       10.734  \n",
       "27            14.0       11.217  \n",
       "28            14.0       12.365  \n",
       "29            14.0       11.236  \n",
       "...            ...          ...  \n",
       "22588          9.0       11.826  \n",
       "22589          9.0       11.008  \n",
       "22590          9.0       11.147  \n",
       "22591          9.0       11.238  \n",
       "22592          9.0       11.373  \n",
       "22593          9.0       11.296  \n",
       "22594          9.0       11.154  \n",
       "22595          9.0       11.617  \n",
       "22596          9.0       11.097  \n",
       "22597          9.0       11.228  \n",
       "22598          9.0       11.851  \n",
       "22599          9.0       11.036  \n",
       "22600          9.0       12.128  \n",
       "22601          9.0       11.081  \n",
       "22602          9.0       11.448  \n",
       "22603          9.0       12.549  \n",
       "22604          9.0       11.203  \n",
       "22605          9.0       11.596  \n",
       "22606          9.0       10.923  \n",
       "22607          9.0       11.848  \n",
       "22608          9.0       12.780  \n",
       "22609          9.0       11.511  \n",
       "22610          9.0       11.591  \n",
       "22611          9.0       10.885  \n",
       "22612          9.0       11.102  \n",
       "22613          9.0       11.323  \n",
       "22614          9.0       20.820  \n",
       "22615          9.0       11.487  \n",
       "22616         13.0       37.666  \n",
       "22617         14.0       37.112  \n",
       "\n",
       "[22618 rows x 5 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_v6_median"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>unit_id</th>\n",
       "      <th>source</th>\n",
       "      <th>destination</th>\n",
       "      <th>median(ttl)</th>\n",
       "      <th>median(rtt)</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.2</td>\n",
       "      <td>172.217.132.105</td>\n",
       "      <td>17.0</td>\n",
       "      <td>33.115</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.2</td>\n",
       "      <td>172.217.132.41</td>\n",
       "      <td>17.0</td>\n",
       "      <td>32.601</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.2</td>\n",
       "      <td>173.194.150.216</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12.281</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.2</td>\n",
       "      <td>173.194.163.104</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.2</td>\n",
       "      <td>173.194.163.107</td>\n",
       "      <td>13.0</td>\n",
       "      <td>9.864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.2</td>\n",
       "      <td>173.194.19.188</td>\n",
       "      <td>13.0</td>\n",
       "      <td>9.776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.2</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.2</td>\n",
       "      <td>193.90.147.173</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.2</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.2</td>\n",
       "      <td>193.90.147.175</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.2</td>\n",
       "      <td>193.90.147.76</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.2</td>\n",
       "      <td>193.90.147.77</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.2</td>\n",
       "      <td>193.90.147.78</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.2</td>\n",
       "      <td>193.90.147.79</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.2</td>\n",
       "      <td>193.90.147.80</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.2</td>\n",
       "      <td>193.90.147.81</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.2</td>\n",
       "      <td>74.125.110.135</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.3</td>\n",
       "      <td>173.194.163.90</td>\n",
       "      <td>11.0</td>\n",
       "      <td>8.048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.3</td>\n",
       "      <td>193.90.147.175</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.3</td>\n",
       "      <td>193.90.147.76</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.30.0.4</td>\n",
       "      <td>193.90.147.76</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>173.194.15.114</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>173.194.15.42</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>173.194.151.119</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>173.194.151.121</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16.891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>173.194.151.123</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>173.194.151.124</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>173.194.151.215</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>173.194.151.216</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>62712</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>173.194.151.232</td>\n",
       "      <td>14.0</td>\n",
       "      <td>14.494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23573</th>\n",
       "      <td>950238</td>\n",
       "      <td>172.16.3.66</td>\n",
       "      <td>74.125.174.78</td>\n",
       "      <td>12.0</td>\n",
       "      <td>10.242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23574</th>\n",
       "      <td>950238</td>\n",
       "      <td>172.16.3.66</td>\n",
       "      <td>74.125.174.8</td>\n",
       "      <td>12.0</td>\n",
       "      <td>11.849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23575</th>\n",
       "      <td>950238</td>\n",
       "      <td>172.16.3.66</td>\n",
       "      <td>74.125.174.80</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23576</th>\n",
       "      <td>950238</td>\n",
       "      <td>172.16.3.66</td>\n",
       "      <td>74.125.174.83</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12.334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23577</th>\n",
       "      <td>950238</td>\n",
       "      <td>172.16.3.66</td>\n",
       "      <td>74.125.174.84</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12.787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23578</th>\n",
       "      <td>950238</td>\n",
       "      <td>172.16.3.66</td>\n",
       "      <td>74.125.174.87</td>\n",
       "      <td>12.0</td>\n",
       "      <td>14.852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23579</th>\n",
       "      <td>950238</td>\n",
       "      <td>172.16.3.66</td>\n",
       "      <td>74.125.174.89</td>\n",
       "      <td>12.0</td>\n",
       "      <td>8.995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23580</th>\n",
       "      <td>950238</td>\n",
       "      <td>172.16.3.66</td>\n",
       "      <td>74.125.174.9</td>\n",
       "      <td>12.0</td>\n",
       "      <td>14.738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23581</th>\n",
       "      <td>950238</td>\n",
       "      <td>172.16.3.66</td>\n",
       "      <td>74.125.3.23</td>\n",
       "      <td>19.0</td>\n",
       "      <td>55.051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23582</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>173.194.152.103</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23583</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>173.194.152.104</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23584</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>173.194.152.23</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23585</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>173.194.152.24</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23586</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>173.194.152.26</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23587</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>173.194.152.27</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23588</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>173.194.152.28</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23589</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>173.194.152.72</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23590</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>173.194.152.76</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23591</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>173.194.56.114</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23592</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>173.194.56.146</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23593</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>173.194.56.234</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23594</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>173.194.56.82</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23595</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.140</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23596</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23597</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23598</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>74.125.103.27</td>\n",
       "      <td>14.0</td>\n",
       "      <td>36.933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23599</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>74.125.170.12</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23600</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>74.125.5.134</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23601</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>74.125.5.172</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23602</th>\n",
       "      <td>950240</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>74.125.5.215</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.520</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23603 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       unit_id       source      destination  median(ttl)  median(rtt)\n",
       "0        62712    10.30.0.2  172.217.132.105         17.0       33.115\n",
       "1        62712    10.30.0.2   172.217.132.41         17.0       32.601\n",
       "2        62712    10.30.0.2  173.194.150.216         12.0       12.281\n",
       "3        62712    10.30.0.2  173.194.163.104         13.0       10.287\n",
       "4        62712    10.30.0.2  173.194.163.107         13.0        9.864\n",
       "5        62712    10.30.0.2   173.194.19.188         13.0        9.776\n",
       "6        62712    10.30.0.2   193.90.147.172          7.0        2.615\n",
       "7        62712    10.30.0.2   193.90.147.173         10.0        2.491\n",
       "8        62712    10.30.0.2   193.90.147.174         10.0        2.679\n",
       "9        62712    10.30.0.2   193.90.147.175          7.0        2.758\n",
       "10       62712    10.30.0.2    193.90.147.76         10.0        2.830\n",
       "11       62712    10.30.0.2    193.90.147.77          5.0        1.139\n",
       "12       62712    10.30.0.2    193.90.147.78          5.0        1.568\n",
       "13       62712    10.30.0.2    193.90.147.79         10.0        2.930\n",
       "14       62712    10.30.0.2    193.90.147.80         10.0        2.821\n",
       "15       62712    10.30.0.2    193.90.147.81          5.0        1.234\n",
       "16       62712    10.30.0.2   74.125.110.135         13.0       11.104\n",
       "17       62712    10.30.0.3   173.194.163.90         11.0        8.048\n",
       "18       62712    10.30.0.3   193.90.147.175          8.0        1.077\n",
       "19       62712    10.30.0.3    193.90.147.76          5.0        1.127\n",
       "20       62712    10.30.0.4    193.90.147.76          5.0        1.696\n",
       "21       62712  10.50.240.2   173.194.15.114         15.0       15.085\n",
       "22       62712  10.50.240.2    173.194.15.42         15.0       15.538\n",
       "23       62712  10.50.240.2  173.194.151.119         15.0       14.529\n",
       "24       62712  10.50.240.2  173.194.151.121         15.0       16.891\n",
       "25       62712  10.50.240.2  173.194.151.123         15.0       14.768\n",
       "26       62712  10.50.240.2  173.194.151.124         15.0       14.945\n",
       "27       62712  10.50.240.2  173.194.151.215         15.0       14.781\n",
       "28       62712  10.50.240.2  173.194.151.216         15.0       14.467\n",
       "29       62712  10.50.240.2  173.194.151.232         14.0       14.494\n",
       "...        ...          ...              ...          ...          ...\n",
       "23573   950238  172.16.3.66    74.125.174.78         12.0       10.242\n",
       "23574   950238  172.16.3.66     74.125.174.8         12.0       11.849\n",
       "23575   950238  172.16.3.66    74.125.174.80         13.0       13.449\n",
       "23576   950238  172.16.3.66    74.125.174.83         12.0       12.334\n",
       "23577   950238  172.16.3.66    74.125.174.84         12.0       12.787\n",
       "23578   950238  172.16.3.66    74.125.174.87         12.0       14.852\n",
       "23579   950238  172.16.3.66    74.125.174.89         12.0        8.995\n",
       "23580   950238  172.16.3.66     74.125.174.9         12.0       14.738\n",
       "23581   950238  172.16.3.66      74.125.3.23         19.0       55.051\n",
       "23582   950240  10.128.1.65  173.194.152.103          9.0       10.546\n",
       "23583   950240  10.128.1.65  173.194.152.104          9.0       10.853\n",
       "23584   950240  10.128.1.65   173.194.152.23          9.0       10.559\n",
       "23585   950240  10.128.1.65   173.194.152.24          9.0       12.405\n",
       "23586   950240  10.128.1.65   173.194.152.26          9.0       10.425\n",
       "23587   950240  10.128.1.65   173.194.152.27          9.0       10.840\n",
       "23588   950240  10.128.1.65   173.194.152.28          9.0       10.038\n",
       "23589   950240  10.128.1.65   173.194.152.72          9.0       11.803\n",
       "23590   950240  10.128.1.65   173.194.152.76          9.0       12.082\n",
       "23591   950240  10.128.1.65   173.194.56.114          9.0       10.398\n",
       "23592   950240  10.128.1.65   173.194.56.146          9.0       10.338\n",
       "23593   950240  10.128.1.65   173.194.56.234          9.0       10.450\n",
       "23594   950240  10.128.1.65    173.194.56.82          9.0       11.888\n",
       "23595   950240  10.128.1.65   66.199.151.140          5.0        7.372\n",
       "23596   950240  10.128.1.65   66.199.151.141          5.0        7.386\n",
       "23597   950240  10.128.1.65   66.199.151.142          5.0        7.386\n",
       "23598   950240  10.128.1.65    74.125.103.27         14.0       36.933\n",
       "23599   950240  10.128.1.65    74.125.170.12         14.0       37.533\n",
       "23600   950240  10.128.1.65     74.125.5.134          9.0       10.305\n",
       "23601   950240  10.128.1.65     74.125.5.172          9.0       11.262\n",
       "23602   950240  10.128.1.65     74.125.5.215          9.0       10.520\n",
       "\n",
       "[23603 rows x 5 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_v4_median"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## AS Mappings\n",
    "\n",
    "Load and write collected metadata into database tables\n",
    "\n",
    "- dst IP address to ASN\n",
    "- endpoint IP address to ASN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# destination <-> ASN\n",
    "dst_asn_df = pd.read_csv('metadata/dst_ip_to_asn.csv', sep = ';')\n",
    "dst_asn_df.to_sql(name = 'dst_asn_mapping', con = conn, index = False, if_exists = 'replace')\n",
    "\n",
    "# intermediate endpoints <-> ASN\n",
    "endpoint_asn_df = pd.read_csv('metadata/endpoint_asn_lookup.csv', sep = ';')\n",
    "endpoint_asn_df.to_sql(name = 'endpoint_asn_mapping', con = conn, index = False, if_exists = 'replace')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .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>ip</th>\n",
       "      <th>asn</th>\n",
       "      <th>holder</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>173.194.129.213</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2a00:1450:401f:7::7</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>173.194.5.238</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2a00:1450:401f:7::9</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2a00:1450:401f:7::8</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>74.125.4.40</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>74.125.4.39</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>43515</td>\n",
       "      <td>YOUTUBE - Google Ireland Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2a00:1450:401e:1a::7</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>64.15.112.18</td>\n",
       "      <td>43515</td>\n",
       "      <td>YOUTUBE - Google Ireland Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2a00:1450:4001:29::8</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>74.125.160.235</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2a00:1450:401e:36::17</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>194.122.80.17</td>\n",
       "      <td>36040</td>\n",
       "      <td>YOUTUBE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2a00:1450:4005:9::7</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>194.122.80.12</td>\n",
       "      <td>36040</td>\n",
       "      <td>YOUTUBE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2a00:1450:4005:5::b</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>195.95.178.206</td>\n",
       "      <td>39107</td>\n",
       "      <td>INTERLAN-AS - Asociatia Interlan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2001:b30:ef00:99ca::e</td>\n",
       "      <td>2614</td>\n",
       "      <td>ROEDUNET - Agentia de Administrare a Retelei N...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>195.95.178.204</td>\n",
       "      <td>39107</td>\n",
       "      <td>INTERLAN-AS - Asociatia Interlan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2001:b30:ef00:99ca::c</td>\n",
       "      <td>2614</td>\n",
       "      <td>ROEDUNET - Agentia de Administrare a Retelei N...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>109.105.109.205</td>\n",
       "      <td>2603</td>\n",
       "      <td>NORDUNET - NORDUnet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2001:948:7:1::d</td>\n",
       "      <td>2603</td>\n",
       "      <td>NORDUNET - NORDUnet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>109.105.109.206</td>\n",
       "      <td>2603</td>\n",
       "      <td>NORDUNET - NORDUnet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2001:948:7:1::e</td>\n",
       "      <td>2603</td>\n",
       "      <td>NORDUNET - NORDUnet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>92.197.129.142</td>\n",
       "      <td>20676</td>\n",
       "      <td>QSC-1 - QSC AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2001:1a80:100:1b::e</td>\n",
       "      <td>20676</td>\n",
       "      <td>QSC-1 - QSC AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>92.197.129.140</td>\n",
       "      <td>20676</td>\n",
       "      <td>QSC-1 - QSC AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2001:1a80:100:1b::c</td>\n",
       "      <td>20676</td>\n",
       "      <td>QSC-1 - QSC AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>64.15.116.49</td>\n",
       "      <td>36040</td>\n",
       "      <td>YOUTUBE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19940</th>\n",
       "      <td>2607:f8b0:4002:3e::7</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19941</th>\n",
       "      <td>173.194.144.71</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19942</th>\n",
       "      <td>173.194.166.88</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19943</th>\n",
       "      <td>213.250.29.45</td>\n",
       "      <td>5603</td>\n",
       "      <td>SIOL-NET - Telekom Slovenije d.d.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19944</th>\n",
       "      <td>2a00:1450:400d::18</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19945</th>\n",
       "      <td>74.125.164.104</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19946</th>\n",
       "      <td>2607:f8b0:4002:3d::8</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19947</th>\n",
       "      <td>173.194.144.136</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19948</th>\n",
       "      <td>208.117.252.24</td>\n",
       "      <td>36040</td>\n",
       "      <td>YOUTUBE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19949</th>\n",
       "      <td>2620:11a:a029::18</td>\n",
       "      <td>36040</td>\n",
       "      <td>YOUTUBE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19950</th>\n",
       "      <td>2a00:1450:400d:4::10</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19951</th>\n",
       "      <td>74.125.173.58</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19952</th>\n",
       "      <td>2404:6800:400a:4::a</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19953</th>\n",
       "      <td>74.125.111.138</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19954</th>\n",
       "      <td>2a00:1450:400d:1::10</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19955</th>\n",
       "      <td>173.194.150.186</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19956</th>\n",
       "      <td>2620:11a:a000::17</td>\n",
       "      <td>36040</td>\n",
       "      <td>YOUTUBE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19957</th>\n",
       "      <td>2001:a60:90ad:2::e</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19958</th>\n",
       "      <td>2a00:1450:400a:9::a</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19959</th>\n",
       "      <td>2a00:1450:400a:8::9</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19960</th>\n",
       "      <td>2404:6800:4004:18::9</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19961</th>\n",
       "      <td>74.125.173.169</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19962</th>\n",
       "      <td>2a04:ae39:201:1::11</td>\n",
       "      <td>39651</td>\n",
       "      <td>COMHEM-SWEDEN - Com Hem AB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19963</th>\n",
       "      <td>2a00:1450:400a:9::8</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19964</th>\n",
       "      <td>2a00:1450:400a:8::8</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19965</th>\n",
       "      <td>173.194.191.232</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19966</th>\n",
       "      <td>173.194.160.72</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19967</th>\n",
       "      <td>173.194.164.72</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19968</th>\n",
       "      <td>2a00:1450:4006:d::8</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19969</th>\n",
       "      <td>74.125.173.168</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19970 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          ip    asn  \\\n",
       "0            173.194.129.213  15169   \n",
       "1        2a00:1450:401f:7::7  15169   \n",
       "2              173.194.5.238  15169   \n",
       "3        2a00:1450:401f:7::9  15169   \n",
       "4        2a00:1450:401f:7::8  15169   \n",
       "5                74.125.4.40  15169   \n",
       "6                74.125.4.39  15169   \n",
       "7               64.15.112.17  43515   \n",
       "8       2a00:1450:401e:1a::7  15169   \n",
       "9               64.15.112.18  43515   \n",
       "10      2a00:1450:4001:29::8  15169   \n",
       "11            74.125.160.235  15169   \n",
       "12     2a00:1450:401e:36::17  15169   \n",
       "13             194.122.80.17  36040   \n",
       "14       2a00:1450:4005:9::7  15169   \n",
       "15             194.122.80.12  36040   \n",
       "16       2a00:1450:4005:5::b  15169   \n",
       "17            195.95.178.206  39107   \n",
       "18     2001:b30:ef00:99ca::e   2614   \n",
       "19            195.95.178.204  39107   \n",
       "20     2001:b30:ef00:99ca::c   2614   \n",
       "21           109.105.109.205   2603   \n",
       "22           2001:948:7:1::d   2603   \n",
       "23           109.105.109.206   2603   \n",
       "24           2001:948:7:1::e   2603   \n",
       "25            92.197.129.142  20676   \n",
       "26       2001:1a80:100:1b::e  20676   \n",
       "27            92.197.129.140  20676   \n",
       "28       2001:1a80:100:1b::c  20676   \n",
       "29              64.15.116.49  36040   \n",
       "...                      ...    ...   \n",
       "19940   2607:f8b0:4002:3e::7  15169   \n",
       "19941         173.194.144.71  15169   \n",
       "19942         173.194.166.88  15169   \n",
       "19943          213.250.29.45   5603   \n",
       "19944     2a00:1450:400d::18  15169   \n",
       "19945         74.125.164.104  15169   \n",
       "19946   2607:f8b0:4002:3d::8  15169   \n",
       "19947        173.194.144.136  15169   \n",
       "19948         208.117.252.24  36040   \n",
       "19949      2620:11a:a029::18  36040   \n",
       "19950   2a00:1450:400d:4::10  15169   \n",
       "19951          74.125.173.58  15169   \n",
       "19952    2404:6800:400a:4::a  15169   \n",
       "19953         74.125.111.138  15169   \n",
       "19954   2a00:1450:400d:1::10  15169   \n",
       "19955        173.194.150.186  15169   \n",
       "19956      2620:11a:a000::17  36040   \n",
       "19957     2001:a60:90ad:2::e   8767   \n",
       "19958    2a00:1450:400a:9::a  15169   \n",
       "19959    2a00:1450:400a:8::9  15169   \n",
       "19960   2404:6800:4004:18::9  15169   \n",
       "19961         74.125.173.169  15169   \n",
       "19962    2a04:ae39:201:1::11  39651   \n",
       "19963    2a00:1450:400a:9::8  15169   \n",
       "19964    2a00:1450:400a:8::8  15169   \n",
       "19965        173.194.191.232  15169   \n",
       "19966         173.194.160.72  15169   \n",
       "19967         173.194.164.72  15169   \n",
       "19968    2a00:1450:4006:d::8  15169   \n",
       "19969         74.125.173.168  15169   \n",
       "\n",
       "                                                  holder  \n",
       "0                                    GOOGLE - Google LLC  \n",
       "1                                    GOOGLE - Google LLC  \n",
       "2                                    GOOGLE - Google LLC  \n",
       "3                                    GOOGLE - Google LLC  \n",
       "4                                    GOOGLE - Google LLC  \n",
       "5                                    GOOGLE - Google LLC  \n",
       "6                                    GOOGLE - Google LLC  \n",
       "7                       YOUTUBE - Google Ireland Limited  \n",
       "8                                    GOOGLE - Google LLC  \n",
       "9                       YOUTUBE - Google Ireland Limited  \n",
       "10                                   GOOGLE - Google LLC  \n",
       "11                                   GOOGLE - Google LLC  \n",
       "12                                   GOOGLE - Google LLC  \n",
       "13                                  YOUTUBE - Google LLC  \n",
       "14                                   GOOGLE - Google LLC  \n",
       "15                                  YOUTUBE - Google LLC  \n",
       "16                                   GOOGLE - Google LLC  \n",
       "17                      INTERLAN-AS - Asociatia Interlan  \n",
       "18     ROEDUNET - Agentia de Administrare a Retelei N...  \n",
       "19                      INTERLAN-AS - Asociatia Interlan  \n",
       "20     ROEDUNET - Agentia de Administrare a Retelei N...  \n",
       "21                                   NORDUNET - NORDUnet  \n",
       "22                                   NORDUNET - NORDUnet  \n",
       "23                                   NORDUNET - NORDUnet  \n",
       "24                                   NORDUNET - NORDUnet  \n",
       "25                                        QSC-1 - QSC AG  \n",
       "26                                        QSC-1 - QSC AG  \n",
       "27                                        QSC-1 - QSC AG  \n",
       "28                                        QSC-1 - QSC AG  \n",
       "29                                  YOUTUBE - Google LLC  \n",
       "...                                                  ...  \n",
       "19940                                GOOGLE - Google LLC  \n",
       "19941                                GOOGLE - Google LLC  \n",
       "19942                                GOOGLE - Google LLC  \n",
       "19943                  SIOL-NET - Telekom Slovenije d.d.  \n",
       "19944                                GOOGLE - Google LLC  \n",
       "19945                                GOOGLE - Google LLC  \n",
       "19946                                GOOGLE - Google LLC  \n",
       "19947                                GOOGLE - Google LLC  \n",
       "19948                               YOUTUBE - Google LLC  \n",
       "19949                               YOUTUBE - Google LLC  \n",
       "19950                                GOOGLE - Google LLC  \n",
       "19951                                GOOGLE - Google LLC  \n",
       "19952                                GOOGLE - Google LLC  \n",
       "19953                                GOOGLE - Google LLC  \n",
       "19954                                GOOGLE - Google LLC  \n",
       "19955                                GOOGLE - Google LLC  \n",
       "19956                               YOUTUBE - Google LLC  \n",
       "19957            MNET-AS - M-net Telekommunikations GmbH  \n",
       "19958                                GOOGLE - Google LLC  \n",
       "19959                                GOOGLE - Google LLC  \n",
       "19960                                GOOGLE - Google LLC  \n",
       "19961                                GOOGLE - Google LLC  \n",
       "19962                         COMHEM-SWEDEN - Com Hem AB  \n",
       "19963                                GOOGLE - Google LLC  \n",
       "19964                                GOOGLE - Google LLC  \n",
       "19965                                GOOGLE - Google LLC  \n",
       "19966                                GOOGLE - Google LLC  \n",
       "19967                                GOOGLE - Google LLC  \n",
       "19968                                GOOGLE - Google LLC  \n",
       "19969                                GOOGLE - Google LLC  \n",
       "\n",
       "[19970 rows x 3 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dst_asn_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>endpoint</th>\n",
       "      <th>asn</th>\n",
       "      <th>holder</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>81.46.10.121</td>\n",
       "      <td>3352</td>\n",
       "      <td>TELEFONICA_DE_ESPANA - TELEFONICA DE ESPANA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>81.46.8.98</td>\n",
       "      <td>3352</td>\n",
       "      <td>TELEFONICA_DE_ESPANA - TELEFONICA DE ESPANA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5.53.1.82</td>\n",
       "      <td>12956</td>\n",
       "      <td>TELEFONICA - Telefonica International Wholesal...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>72.14.234.37</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>209.85.143.161</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>173.194.129.213</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2001:470:1f09:495::101</td>\n",
       "      <td>6939</td>\n",
       "      <td>HURRICANE - Hurricane Electric LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2001:470:1f08:495::1</td>\n",
       "      <td>6939</td>\n",
       "      <td>HURRICANE - Hurricane Electric LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2001:470:0:67::1</td>\n",
       "      <td>6939</td>\n",
       "      <td>HURRICANE - Hurricane Electric LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2001:7f8:17::3b41:1</td>\n",
       "      <td>8330</td>\n",
       "      <td>LONAP - LONAP Ltd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2001:4860:0:1::1055</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2001:4860:0:1::4f</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2a00:1450:401f:7::7</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>81.46.71.117</td>\n",
       "      <td>3352</td>\n",
       "      <td>TELEFONICA_DE_ESPANA - TELEFONICA DE ESPANA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>72.14.232.191</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>209.85.244.45</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>173.194.5.238</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2001:4860:1:1:0:1b1b:0:5</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2001:4860:0:1::178f</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2a00:1450:401f:7::9</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2a00:1450:401f:7::8</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>81.46.10.129</td>\n",
       "      <td>3352</td>\n",
       "      <td>TELEFONICA_DE_ESPANA - TELEFONICA DE ESPANA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>216.239.47.229</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>74.125.4.40</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>74.125.4.39</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>212.201.44.214</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>134.102.121.125</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>188.1.239.205</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>188.1.145.241</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>43515</td>\n",
       "      <td>YOUTUBE - Google Ireland Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35720</th>\n",
       "      <td>2001:4860::9:4001:31f1</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35721</th>\n",
       "      <td>2a04:ae39:201:1::11</td>\n",
       "      <td>39651</td>\n",
       "      <td>COMHEM-SWEDEN - Com Hem AB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35722</th>\n",
       "      <td>2a00:1450:400a:9::8</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35723</th>\n",
       "      <td>2a00:1450:400a:8::8</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35724</th>\n",
       "      <td>108.170.228.102</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35725</th>\n",
       "      <td>108.170.226.105</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35726</th>\n",
       "      <td>173.194.191.232</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35727</th>\n",
       "      <td>24.93.64.172</td>\n",
       "      <td>11426</td>\n",
       "      <td>SCRR-11426 - Time Warner Cable Internet LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35728</th>\n",
       "      <td>96.87.10.158</td>\n",
       "      <td>7922</td>\n",
       "      <td>COMCAST-7922 - Comcast Cable Communications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35729</th>\n",
       "      <td>68.86.85.90</td>\n",
       "      <td>7922</td>\n",
       "      <td>COMCAST-7922 - Comcast Cable Communications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35730</th>\n",
       "      <td>173.167.58.78</td>\n",
       "      <td>7922</td>\n",
       "      <td>COMCAST-7922 - Comcast Cable Communications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35731</th>\n",
       "      <td>2604:6000:0:4::60</td>\n",
       "      <td>11351</td>\n",
       "      <td>RR-NYSREGION-ASN-01 - Time Warner Cable Intern...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35732</th>\n",
       "      <td>2003:e7:3c2:19f3:208:a2ff:fe0a:7218</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35733</th>\n",
       "      <td>2003:e7:3c2:1900:c225:6ff:fe52:2a6d</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35734</th>\n",
       "      <td>2003:e7:3bf:21b::1</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35735</th>\n",
       "      <td>173.194.160.72</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35736</th>\n",
       "      <td>72.14.238.21</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35737</th>\n",
       "      <td>108.170.252.241</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35738</th>\n",
       "      <td>108.170.234.175</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35739</th>\n",
       "      <td>173.194.164.72</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35740</th>\n",
       "      <td>2001:4860:0:12df::1</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35741</th>\n",
       "      <td>2001:4860:0:1::fc7</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35742</th>\n",
       "      <td>2a00:1450:4006:d::8</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35743</th>\n",
       "      <td>74.125.253.22</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35744</th>\n",
       "      <td>108.170.252.225</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35745</th>\n",
       "      <td>108.170.234.173</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35746</th>\n",
       "      <td>2001:4860:0:9f::1</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35747</th>\n",
       "      <td>74.125.173.168</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35748</th>\n",
       "      <td>209.85.253.196</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35749</th>\n",
       "      <td>108.170.242.94</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>35750 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  endpoint    asn  \\\n",
       "0                             81.46.10.121   3352   \n",
       "1                               81.46.8.98   3352   \n",
       "2                                5.53.1.82  12956   \n",
       "3                             72.14.234.37  15169   \n",
       "4                           209.85.143.161  15169   \n",
       "5                          173.194.129.213  15169   \n",
       "6                   2001:470:1f09:495::101   6939   \n",
       "7                     2001:470:1f08:495::1   6939   \n",
       "8                         2001:470:0:67::1   6939   \n",
       "9                      2001:7f8:17::3b41:1   8330   \n",
       "10                     2001:4860:0:1::1055  15169   \n",
       "11                       2001:4860:0:1::4f  15169   \n",
       "12                     2a00:1450:401f:7::7  15169   \n",
       "13                            81.46.71.117   3352   \n",
       "14                           72.14.232.191  15169   \n",
       "15                           209.85.244.45  15169   \n",
       "16                           173.194.5.238  15169   \n",
       "17                2001:4860:1:1:0:1b1b:0:5  15169   \n",
       "18                     2001:4860:0:1::178f  15169   \n",
       "19                     2a00:1450:401f:7::9  15169   \n",
       "20                     2a00:1450:401f:7::8  15169   \n",
       "21                            81.46.10.129   3352   \n",
       "22                          216.239.47.229  15169   \n",
       "23                             74.125.4.40  15169   \n",
       "24                             74.125.4.39  15169   \n",
       "25                          212.201.44.214    680   \n",
       "26                         134.102.121.125    680   \n",
       "27                           188.1.239.205    680   \n",
       "28                           188.1.145.241    680   \n",
       "29                            64.15.112.17  43515   \n",
       "...                                    ...    ...   \n",
       "35720               2001:4860::9:4001:31f1  15169   \n",
       "35721                  2a04:ae39:201:1::11  39651   \n",
       "35722                  2a00:1450:400a:9::8  15169   \n",
       "35723                  2a00:1450:400a:8::8  15169   \n",
       "35724                      108.170.228.102  15169   \n",
       "35725                      108.170.226.105  15169   \n",
       "35726                      173.194.191.232  15169   \n",
       "35727                         24.93.64.172  11426   \n",
       "35728                         96.87.10.158   7922   \n",
       "35729                          68.86.85.90   7922   \n",
       "35730                        173.167.58.78   7922   \n",
       "35731                    2604:6000:0:4::60  11351   \n",
       "35732  2003:e7:3c2:19f3:208:a2ff:fe0a:7218   3320   \n",
       "35733  2003:e7:3c2:1900:c225:6ff:fe52:2a6d   3320   \n",
       "35734                   2003:e7:3bf:21b::1   3320   \n",
       "35735                       173.194.160.72  15169   \n",
       "35736                         72.14.238.21  15169   \n",
       "35737                      108.170.252.241  15169   \n",
       "35738                      108.170.234.175  15169   \n",
       "35739                       173.194.164.72  15169   \n",
       "35740                  2001:4860:0:12df::1  15169   \n",
       "35741                   2001:4860:0:1::fc7  15169   \n",
       "35742                  2a00:1450:4006:d::8  15169   \n",
       "35743                        74.125.253.22  15169   \n",
       "35744                      108.170.252.225  15169   \n",
       "35745                      108.170.234.173  15169   \n",
       "35746                    2001:4860:0:9f::1  15169   \n",
       "35747                       74.125.173.168  15169   \n",
       "35748                       209.85.253.196  15169   \n",
       "35749                       108.170.242.94  15169   \n",
       "\n",
       "                                                  holder  \n",
       "0            TELEFONICA_DE_ESPANA - TELEFONICA DE ESPANA  \n",
       "1            TELEFONICA_DE_ESPANA - TELEFONICA DE ESPANA  \n",
       "2      TELEFONICA - Telefonica International Wholesal...  \n",
       "3                                    GOOGLE - Google LLC  \n",
       "4                                    GOOGLE - Google LLC  \n",
       "5                                    GOOGLE - Google LLC  \n",
       "6                     HURRICANE - Hurricane Electric LLC  \n",
       "7                     HURRICANE - Hurricane Electric LLC  \n",
       "8                     HURRICANE - Hurricane Electric LLC  \n",
       "9                                      LONAP - LONAP Ltd  \n",
       "10                                   GOOGLE - Google LLC  \n",
       "11                                   GOOGLE - Google LLC  \n",
       "12                                   GOOGLE - Google LLC  \n",
       "13           TELEFONICA_DE_ESPANA - TELEFONICA DE ESPANA  \n",
       "14                                   GOOGLE - Google LLC  \n",
       "15                                   GOOGLE - Google LLC  \n",
       "16                                   GOOGLE - Google LLC  \n",
       "17                                   GOOGLE - Google LLC  \n",
       "18                                   GOOGLE - Google LLC  \n",
       "19                                   GOOGLE - Google LLC  \n",
       "20                                   GOOGLE - Google LLC  \n",
       "21           TELEFONICA_DE_ESPANA - TELEFONICA DE ESPANA  \n",
       "22                                   GOOGLE - Google LLC  \n",
       "23                                   GOOGLE - Google LLC  \n",
       "24                                   GOOGLE - Google LLC  \n",
       "25     DFN - Verein zur Foerderung eines Deutschen Fo...  \n",
       "26     DFN - Verein zur Foerderung eines Deutschen Fo...  \n",
       "27     DFN - Verein zur Foerderung eines Deutschen Fo...  \n",
       "28     DFN - Verein zur Foerderung eines Deutschen Fo...  \n",
       "29                      YOUTUBE - Google Ireland Limited  \n",
       "...                                                  ...  \n",
       "35720                                GOOGLE - Google LLC  \n",
       "35721                         COMHEM-SWEDEN - Com Hem AB  \n",
       "35722                                GOOGLE - Google LLC  \n",
       "35723                                GOOGLE - Google LLC  \n",
       "35724                                GOOGLE - Google LLC  \n",
       "35725                                GOOGLE - Google LLC  \n",
       "35726                                GOOGLE - Google LLC  \n",
       "35727        SCRR-11426 - Time Warner Cable Internet LLC  \n",
       "35728        COMCAST-7922 - Comcast Cable Communications  \n",
       "35729        COMCAST-7922 - Comcast Cable Communications  \n",
       "35730        COMCAST-7922 - Comcast Cable Communications  \n",
       "35731  RR-NYSREGION-ASN-01 - Time Warner Cable Intern...  \n",
       "35732                         DTAG - Deutsche Telekom AG  \n",
       "35733                         DTAG - Deutsche Telekom AG  \n",
       "35734                         DTAG - Deutsche Telekom AG  \n",
       "35735                                GOOGLE - Google LLC  \n",
       "35736                                GOOGLE - Google LLC  \n",
       "35737                                GOOGLE - Google LLC  \n",
       "35738                                GOOGLE - Google LLC  \n",
       "35739                                GOOGLE - Google LLC  \n",
       "35740                                GOOGLE - Google LLC  \n",
       "35741                                GOOGLE - Google LLC  \n",
       "35742                                GOOGLE - Google LLC  \n",
       "35743                                GOOGLE - Google LLC  \n",
       "35744                                GOOGLE - Google LLC  \n",
       "35745                                GOOGLE - Google LLC  \n",
       "35746                                GOOGLE - Google LLC  \n",
       "35747                                GOOGLE - Google LLC  \n",
       "35748                                GOOGLE - Google LLC  \n",
       "35749                                GOOGLE - Google LLC  \n",
       "\n",
       "[35750 rows x 3 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "endpoint_asn_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Destination address to hostnames (through reverse DNS lookup data)\n",
    "\n",
    "Load and write collected metadata into database table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load hostnames from reverse DNS lookup into database\n",
    "hostnames_df = pd.read_csv('metadata/dst_ip_to_hostname.csv', sep = ';')\n",
    "hostnames_df.to_sql(name = 'hostnames', con = conn, index = False, if_exists = 'replace')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "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>ip</th>\n",
       "      <th>hostname</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>64.15.112.17</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>64.15.112.18</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>109.105.109.205</td>\n",
       "      <td>ggc-host5-nordunet-arn104.nordu.net</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>109.105.109.206</td>\n",
       "      <td>ggc-host6-nordunet-arn104.nordu.net</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>64.15.116.49</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>64.15.116.50</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>83.255.235.81</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>82.94.228.145</td>\n",
       "      <td>cache.googlevideo.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>82.76.231.18</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>80.239.229.209</td>\n",
       "      <td>80-239-229-209.customer.teliacarrier.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>80.239.229.210</td>\n",
       "      <td>80-239-229-210.customer.teliacarrier.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>213.155.151.146</td>\n",
       "      <td>213-155-151-146.customer.teliacarrier.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>207.34.103.17</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2001:56a:2:8::11</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2001:56a:2:8::12</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>207.34.103.18</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>90.201.127.76</td>\n",
       "      <td>host11-rangeC-google-ggc.cdn.bllon.isp.sky.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>90.201.127.77</td>\n",
       "      <td>host12-rangeC-google-ggc.cdn.bllon.isp.sky.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>90.201.127.79</td>\n",
       "      <td>host14-rangeC-google-ggc.cdn.bllon.isp.sky.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>206.248.169.76</td>\n",
       "      <td>206-248-169-76.dsl.teksavvy.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2607:f2c0:1:52::c</td>\n",
       "      <td>node-5h3xzw8elyw6bqbw.ipv6.teksavvy.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>206.248.169.77</td>\n",
       "      <td>206-248-169-77.dsl.teksavvy.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2607:f2c0:1:52::d</td>\n",
       "      <td>node-5h3xzw8elyw6bqbx.ipv6.teksavvy.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>84.208.42.81</td>\n",
       "      <td>cm-84.208.42.81.getinternet.no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>84.208.42.76</td>\n",
       "      <td>cm-84.208.42.76.getinternet.no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>84.208.42.78</td>\n",
       "      <td>cm-84.208.42.78.getinternet.no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>167.142.232.18</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>167.142.232.17</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>84.208.42.77</td>\n",
       "      <td>cm-84.208.42.77.getinternet.no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>193.212.4.12</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>90.202.186.176</td>\n",
       "      <td>host16-rangeE-ggc.cdn.bllon.isp.sky.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>823</th>\n",
       "      <td>64.15.123.20</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>81.244.254.15</td>\n",
       "      <td>15.254-244-81.adsl-static.isp.belgacom.be</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>825</th>\n",
       "      <td>90.202.186.177</td>\n",
       "      <td>host17-rangeE-ggc.cdn.bllon.isp.sky.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>826</th>\n",
       "      <td>64.15.123.21</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>827</th>\n",
       "      <td>202.124.107.44</td>\n",
       "      <td>44.107.124.202.static.snap.net.nz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>828</th>\n",
       "      <td>176.255.194.140</td>\n",
       "      <td>host12-rangeA-ggc.cdn.syost.isp.sky.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>829</th>\n",
       "      <td>64.15.123.16</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>830</th>\n",
       "      <td>202.124.107.45</td>\n",
       "      <td>45.107.124.202.static.snap.net.nz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831</th>\n",
       "      <td>176.255.194.141</td>\n",
       "      <td>host13-rangeA-ggc.cdn.syost.isp.sky.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>832</th>\n",
       "      <td>64.15.123.17</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>833</th>\n",
       "      <td>81.244.254.13</td>\n",
       "      <td>13.254-244-81.adsl-static.isp.belgacom.be</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>834</th>\n",
       "      <td>176.255.194.145</td>\n",
       "      <td>host17-rangeA-ggc.cdn.syost.isp.sky.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>835</th>\n",
       "      <td>64.15.123.18</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>64.15.123.22</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>837</th>\n",
       "      <td>176.255.194.146</td>\n",
       "      <td>host18-rangeA-ggc.cdn.syost.isp.sky.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>838</th>\n",
       "      <td>212.6.83.77</td>\n",
       "      <td>static-212-6-83-077.ewe-ip-backbone.de</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>839</th>\n",
       "      <td>81.244.254.14</td>\n",
       "      <td>14.254-244-81.adsl-static.isp.belgacom.be</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>840</th>\n",
       "      <td>64.15.123.25</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>841</th>\n",
       "      <td>81.244.254.16</td>\n",
       "      <td>16.254-244-81.adsl-static.isp.belgacom.be</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>842</th>\n",
       "      <td>2001:67c:137c:f000::e</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>843</th>\n",
       "      <td>62.206.165.77</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>844</th>\n",
       "      <td>62.231.91.79</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>62.206.165.76</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846</th>\n",
       "      <td>81.167.38.12</td>\n",
       "      <td>81.167.38.12.static.lyse.net</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>847</th>\n",
       "      <td>208.117.253.153</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>848</th>\n",
       "      <td>80.96.255.81</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>849</th>\n",
       "      <td>64.15.121.15</td>\n",
       "      <td>cache.google.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>850</th>\n",
       "      <td>202.124.127.12</td>\n",
       "      <td>12.127.124.202.static.snap.net.nz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>851</th>\n",
       "      <td>81.167.35.13</td>\n",
       "      <td>13.81-167-35.customer.lyse.net</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>852 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        ip                                        hostname\n",
       "0             64.15.112.17                                cache.google.com\n",
       "1             64.15.112.18                                cache.google.com\n",
       "2          109.105.109.205             ggc-host5-nordunet-arn104.nordu.net\n",
       "3          109.105.109.206             ggc-host6-nordunet-arn104.nordu.net\n",
       "4             64.15.116.49                                cache.google.com\n",
       "5             64.15.116.50                                cache.google.com\n",
       "6            83.255.235.81                                cache.google.com\n",
       "7            82.94.228.145                           cache.googlevideo.com\n",
       "8             82.76.231.18                                cache.google.com\n",
       "9           80.239.229.209        80-239-229-209.customer.teliacarrier.com\n",
       "10          80.239.229.210        80-239-229-210.customer.teliacarrier.com\n",
       "11         213.155.151.146       213-155-151-146.customer.teliacarrier.com\n",
       "12           207.34.103.17                                cache.google.com\n",
       "13        2001:56a:2:8::11                                cache.google.com\n",
       "14        2001:56a:2:8::12                                cache.google.com\n",
       "15           207.34.103.18                                cache.google.com\n",
       "16           90.201.127.76  host11-rangeC-google-ggc.cdn.bllon.isp.sky.com\n",
       "17           90.201.127.77  host12-rangeC-google-ggc.cdn.bllon.isp.sky.com\n",
       "18           90.201.127.79  host14-rangeC-google-ggc.cdn.bllon.isp.sky.com\n",
       "19          206.248.169.76                 206-248-169-76.dsl.teksavvy.com\n",
       "20       2607:f2c0:1:52::c         node-5h3xzw8elyw6bqbw.ipv6.teksavvy.com\n",
       "21          206.248.169.77                 206-248-169-77.dsl.teksavvy.com\n",
       "22       2607:f2c0:1:52::d         node-5h3xzw8elyw6bqbx.ipv6.teksavvy.com\n",
       "23            84.208.42.81                  cm-84.208.42.81.getinternet.no\n",
       "24            84.208.42.76                  cm-84.208.42.76.getinternet.no\n",
       "25            84.208.42.78                  cm-84.208.42.78.getinternet.no\n",
       "26          167.142.232.18                                cache.google.com\n",
       "27          167.142.232.17                                cache.google.com\n",
       "28            84.208.42.77                  cm-84.208.42.77.getinternet.no\n",
       "29            193.212.4.12                                cache.google.com\n",
       "..                     ...                                             ...\n",
       "822         90.202.186.176         host16-rangeE-ggc.cdn.bllon.isp.sky.com\n",
       "823           64.15.123.20                                cache.google.com\n",
       "824          81.244.254.15       15.254-244-81.adsl-static.isp.belgacom.be\n",
       "825         90.202.186.177         host17-rangeE-ggc.cdn.bllon.isp.sky.com\n",
       "826           64.15.123.21                                cache.google.com\n",
       "827         202.124.107.44               44.107.124.202.static.snap.net.nz\n",
       "828        176.255.194.140         host12-rangeA-ggc.cdn.syost.isp.sky.com\n",
       "829           64.15.123.16                                cache.google.com\n",
       "830         202.124.107.45               45.107.124.202.static.snap.net.nz\n",
       "831        176.255.194.141         host13-rangeA-ggc.cdn.syost.isp.sky.com\n",
       "832           64.15.123.17                                cache.google.com\n",
       "833          81.244.254.13       13.254-244-81.adsl-static.isp.belgacom.be\n",
       "834        176.255.194.145         host17-rangeA-ggc.cdn.syost.isp.sky.com\n",
       "835           64.15.123.18                                cache.google.com\n",
       "836           64.15.123.22                                cache.google.com\n",
       "837        176.255.194.146         host18-rangeA-ggc.cdn.syost.isp.sky.com\n",
       "838            212.6.83.77          static-212-6-83-077.ewe-ip-backbone.de\n",
       "839          81.244.254.14       14.254-244-81.adsl-static.isp.belgacom.be\n",
       "840           64.15.123.25                                cache.google.com\n",
       "841          81.244.254.16       16.254-244-81.adsl-static.isp.belgacom.be\n",
       "842  2001:67c:137c:f000::e                                cache.google.com\n",
       "843          62.206.165.77                                cache.google.com\n",
       "844           62.231.91.79                                cache.google.com\n",
       "845          62.206.165.76                                cache.google.com\n",
       "846           81.167.38.12                    81.167.38.12.static.lyse.net\n",
       "847        208.117.253.153                                cache.google.com\n",
       "848           80.96.255.81                                cache.google.com\n",
       "849           64.15.121.15                                cache.google.com\n",
       "850         202.124.127.12               12.127.124.202.static.snap.net.nz\n",
       "851           81.167.35.13                  13.81-167-35.customer.lyse.net\n",
       "\n",
       "[852 rows x 2 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hostnames_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Deltas of both versions for hourly measurements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/dist-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "/usr/local/lib/python2.7/dist-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    }
   ],
   "source": [
    "# round down/cut off minutes and seconds for grouping\n",
    "df_v6['dtime'] = df_v6['dtime'].dt.floor('h')\n",
    "df_v4['dtime'] = df_v4['dtime'].dt.floor('h')\n",
    "\n",
    "# ignore SettingWithCopyWarnings; working as intended, see below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# merge v4 and v6 dataframes on unit_id and dtime (inner join)\n",
    "merged = pd.merge(df_v4, df_v6, on = ['unit_id', 'dtime'])\n",
    "# add column for TTL delta, i.e. TTL_IPv4 - TTL_IPv6\n",
    "merged['ttl_delta'] = merged['max(ttl)_x'] - merged['max(ttl)_y']\n",
    "# add column for RTT delta, i.e. RTT_IPv4 - RTT_IPv6\n",
    "merged['rtt_delta'] = merged['rtt_x'] - merged['rtt_y']\n",
    "# round RTT deltas to 3 decimals\n",
    "merged['rtt_delta'] = merged['rtt_delta'].round(3)\n",
    "\n",
    "# define clear column names to replace  _x and _y columns\n",
    "cols = ['unit_id', 'dtime', 'source_v4', 'destination_v4', 'max(ttl)_v4', 'rtt_v4', 'source_v6', 'destination_v6', 'max(ttl)_v6', 'rtt_v6', 'ttl_delta', 'rtt_delta']\n",
    "merged.columns = cols\n",
    "\n",
    "# Write dataframe into table in database\n",
    "merged.to_sql(name = 'deltas', con = conn, index = False, if_exists = 'replace')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>unit_id</th>\n",
       "      <th>dtime</th>\n",
       "      <th>source_v4</th>\n",
       "      <th>destination_v4</th>\n",
       "      <th>max(ttl)_v4</th>\n",
       "      <th>rtt_v4</th>\n",
       "      <th>source_v6</th>\n",
       "      <th>destination_v6</th>\n",
       "      <th>max(ttl)_v6</th>\n",
       "      <th>rtt_v6</th>\n",
       "      <th>ttl_delta</th>\n",
       "      <th>rtt_delta</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-19 13:00:00</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.238</td>\n",
       "      <td>9</td>\n",
       "      <td>7.211</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:4001:2a::b</td>\n",
       "      <td>7</td>\n",
       "      <td>10.395</td>\n",
       "      <td>2</td>\n",
       "      <td>-3.184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-19 21:00:00</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.238</td>\n",
       "      <td>9</td>\n",
       "      <td>7.025</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:401e:32::e</td>\n",
       "      <td>7</td>\n",
       "      <td>10.243</td>\n",
       "      <td>2</td>\n",
       "      <td>-3.218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-20 00:00:00</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.82</td>\n",
       "      <td>6</td>\n",
       "      <td>8.647</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:401e:32::e</td>\n",
       "      <td>7</td>\n",
       "      <td>13.127</td>\n",
       "      <td>-1</td>\n",
       "      <td>-4.480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-20 02:00:00</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.82</td>\n",
       "      <td>6</td>\n",
       "      <td>8.542</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:401e:32::e</td>\n",
       "      <td>7</td>\n",
       "      <td>10.414</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1.872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-21 05:00:00</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.12</td>\n",
       "      <td>6</td>\n",
       "      <td>9.647</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:401e:37::d</td>\n",
       "      <td>7</td>\n",
       "      <td>10.053</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-22 05:00:00</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.19</td>\n",
       "      <td>6</td>\n",
       "      <td>7.701</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:4001:4d::6</td>\n",
       "      <td>7</td>\n",
       "      <td>12.155</td>\n",
       "      <td>-1</td>\n",
       "      <td>-4.454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-22 08:00:00</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.201</td>\n",
       "      <td>9</td>\n",
       "      <td>7.047</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:4001:4d::6</td>\n",
       "      <td>7</td>\n",
       "      <td>12.575</td>\n",
       "      <td>2</td>\n",
       "      <td>-5.528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-22 11:00:00</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.201</td>\n",
       "      <td>9</td>\n",
       "      <td>6.999</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:4001:4d::6</td>\n",
       "      <td>7</td>\n",
       "      <td>12.296</td>\n",
       "      <td>2</td>\n",
       "      <td>-5.297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-23 03:00:00</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.19</td>\n",
       "      <td>6</td>\n",
       "      <td>7.755</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:4001:4d::6</td>\n",
       "      <td>7</td>\n",
       "      <td>12.454</td>\n",
       "      <td>-1</td>\n",
       "      <td>-4.699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-23 04:00:00</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>64.15.112.19</td>\n",
       "      <td>6</td>\n",
       "      <td>7.672</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:4001:4d::6</td>\n",
       "      <td>7</td>\n",
       "      <td>12.176</td>\n",
       "      <td>-1</td>\n",
       "      <td>-4.504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>62712</td>\n",
       "      <td>2016-05-23 10:00:00</td>\n",
       "      <td>10.50.240.2</td>\n",
       "      <td>74.125.160.201</td>\n",
       "      <td>9</td>\n",
       "      <td>7.311</td>\n",
       "      <td>2001:638:709:5:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:4001:4d::6</td>\n",
       "      <td>7</td>\n",
       "      <td>12.788</td>\n",
       "      <td>2</td>\n",
       "      <td>-5.477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-15 15:00:00</td>\n",
       "      <td>195.159.132.118</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>11</td>\n",
       "      <td>3.324</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.544</td>\n",
       "      <td>-3</td>\n",
       "      <td>-7.220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-15 16:00:00</td>\n",
       "      <td>195.159.132.118</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>11</td>\n",
       "      <td>3.315</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.836</td>\n",
       "      <td>-3</td>\n",
       "      <td>-7.521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-15 17:00:00</td>\n",
       "      <td>195.159.132.118</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>11</td>\n",
       "      <td>3.628</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>11.797</td>\n",
       "      <td>-3</td>\n",
       "      <td>-8.169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-15 18:00:00</td>\n",
       "      <td>195.159.132.118</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>11</td>\n",
       "      <td>16.888</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>18.494</td>\n",
       "      <td>-3</td>\n",
       "      <td>-1.606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-15 19:00:00</td>\n",
       "      <td>195.159.132.118</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>11</td>\n",
       "      <td>3.048</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>11.171</td>\n",
       "      <td>-3</td>\n",
       "      <td>-8.123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-15 20:00:00</td>\n",
       "      <td>195.159.132.118</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>11</td>\n",
       "      <td>3.324</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>11.546</td>\n",
       "      <td>-3</td>\n",
       "      <td>-8.222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-15 21:00:00</td>\n",
       "      <td>195.159.132.118</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>11</td>\n",
       "      <td>3.331</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.716</td>\n",
       "      <td>-3</td>\n",
       "      <td>-7.385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-15 22:00:00</td>\n",
       "      <td>195.159.132.118</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>11</td>\n",
       "      <td>3.416</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.919</td>\n",
       "      <td>-3</td>\n",
       "      <td>-7.503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-15 23:00:00</td>\n",
       "      <td>195.159.132.118</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>11</td>\n",
       "      <td>3.419</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.546</td>\n",
       "      <td>-3</td>\n",
       "      <td>-7.127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 00:00:00</td>\n",
       "      <td>195.159.132.118</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>11</td>\n",
       "      <td>2.985</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.750</td>\n",
       "      <td>-3</td>\n",
       "      <td>-7.765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 01:00:00</td>\n",
       "      <td>195.159.132.118</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>11</td>\n",
       "      <td>3.275</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.812</td>\n",
       "      <td>-3</td>\n",
       "      <td>-7.537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 02:00:00</td>\n",
       "      <td>195.159.132.118</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>11</td>\n",
       "      <td>3.232</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.860</td>\n",
       "      <td>-3</td>\n",
       "      <td>-7.628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 03:00:00</td>\n",
       "      <td>195.159.132.118</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>11</td>\n",
       "      <td>3.209</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.465</td>\n",
       "      <td>-3</td>\n",
       "      <td>-7.256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 04:00:00</td>\n",
       "      <td>195.159.132.118</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>11</td>\n",
       "      <td>3.457</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.765</td>\n",
       "      <td>-3</td>\n",
       "      <td>-7.308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 05:00:00</td>\n",
       "      <td>195.159.132.118</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>11</td>\n",
       "      <td>3.284</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:5::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.680</td>\n",
       "      <td>-3</td>\n",
       "      <td>-7.396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 06:00:00</td>\n",
       "      <td>195.159.132.118</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>11</td>\n",
       "      <td>2.805</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:e::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.939</td>\n",
       "      <td>-3</td>\n",
       "      <td>-8.134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 07:00:00</td>\n",
       "      <td>195.159.132.118</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>11</td>\n",
       "      <td>2.719</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:e::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.536</td>\n",
       "      <td>-3</td>\n",
       "      <td>-7.817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 08:00:00</td>\n",
       "      <td>195.159.132.118</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>11</td>\n",
       "      <td>2.549</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:e::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.773</td>\n",
       "      <td>-3</td>\n",
       "      <td>-8.224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>62712</td>\n",
       "      <td>2017-02-16 09:00:00</td>\n",
       "      <td>195.159.132.118</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>11</td>\n",
       "      <td>2.606</td>\n",
       "      <td>2001:840:101a:0:6670:2ff:fefc:f0d</td>\n",
       "      <td>2a00:1450:400f:e::9</td>\n",
       "      <td>14</td>\n",
       "      <td>10.544</td>\n",
       "      <td>-3</td>\n",
       "      <td>-7.938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426505</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 06:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.639</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>10.768</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3.129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426506</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 07:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.039</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>10.646</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3.607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426507</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 08:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.703</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>10.532</td>\n",
       "      <td>-4</td>\n",
       "      <td>-2.829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426508</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 09:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.871</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>11.112</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3.241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426509</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 10:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.368</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>10.494</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3.126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426510</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 11:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.392</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>11.381</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3.989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426511</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 12:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.491</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>10.778</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3.287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426512</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 13:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.651</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>11.932</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4.281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426513</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 14:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.776</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>10.506</td>\n",
       "      <td>-4</td>\n",
       "      <td>-2.730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426514</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 15:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>6.856</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>11.626</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4.770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426515</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 16:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.903</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>11.284</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3.381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426516</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 17:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.971</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>11.270</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3.299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426517</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 18:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>6.530</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>10.478</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3.948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426518</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 21:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.536</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>10.504</td>\n",
       "      <td>-4</td>\n",
       "      <td>-2.968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426519</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 22:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>8.070</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>11.271</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3.201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426520</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-03 23:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>8.211</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>11.790</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3.579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426521</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 00:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>8.956</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>11.182</td>\n",
       "      <td>-4</td>\n",
       "      <td>-2.226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426522</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 01:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>6.804</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>10.845</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4.041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426523</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 02:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.378</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>11.592</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4.214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426524</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 03:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>6.540</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>11.204</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4.664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426525</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 04:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>9.442</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>9</td>\n",
       "      <td>10.797</td>\n",
       "      <td>-4</td>\n",
       "      <td>-1.355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426526</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 05:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.210</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:5::19</td>\n",
       "      <td>9</td>\n",
       "      <td>12.365</td>\n",
       "      <td>-4</td>\n",
       "      <td>-5.155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426527</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 06:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>6.570</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:5::19</td>\n",
       "      <td>9</td>\n",
       "      <td>11.891</td>\n",
       "      <td>-4</td>\n",
       "      <td>-5.321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426528</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 07:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.416</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:5::a</td>\n",
       "      <td>9</td>\n",
       "      <td>12.103</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4.687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426529</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 08:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.283</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:5::a</td>\n",
       "      <td>9</td>\n",
       "      <td>11.269</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3.986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426530</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 09:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.902</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:5::c</td>\n",
       "      <td>9</td>\n",
       "      <td>12.549</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4.647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426531</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 10:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.800</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:5::a</td>\n",
       "      <td>9</td>\n",
       "      <td>11.056</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3.256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426532</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 11:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.268</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:5::a</td>\n",
       "      <td>9</td>\n",
       "      <td>10.783</td>\n",
       "      <td>-4</td>\n",
       "      <td>-3.515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426533</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 12:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>6.824</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:5::a</td>\n",
       "      <td>9</td>\n",
       "      <td>11.626</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4.802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426534</th>\n",
       "      <td>950240</td>\n",
       "      <td>2017-07-04 13:00:00</td>\n",
       "      <td>10.128.1.65</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>5</td>\n",
       "      <td>7.451</td>\n",
       "      <td>2607:c000:8112:cd01:da37:beff:fefe:40d8</td>\n",
       "      <td>2607:f8b0:400a:5::a</td>\n",
       "      <td>9</td>\n",
       "      <td>12.283</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4.832</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>426535 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        unit_id               dtime        source_v4  destination_v4  \\\n",
       "0         62712 2016-05-19 13:00:00      10.50.240.2  74.125.160.238   \n",
       "1         62712 2016-05-19 21:00:00      10.50.240.2  74.125.160.238   \n",
       "2         62712 2016-05-20 00:00:00      10.50.240.2    64.15.112.82   \n",
       "3         62712 2016-05-20 02:00:00      10.50.240.2    64.15.112.82   \n",
       "4         62712 2016-05-21 05:00:00      10.50.240.2    64.15.112.12   \n",
       "5         62712 2016-05-22 05:00:00      10.50.240.2    64.15.112.19   \n",
       "6         62712 2016-05-22 08:00:00      10.50.240.2  74.125.160.201   \n",
       "7         62712 2016-05-22 11:00:00      10.50.240.2  74.125.160.201   \n",
       "8         62712 2016-05-23 03:00:00      10.50.240.2    64.15.112.19   \n",
       "9         62712 2016-05-23 04:00:00      10.50.240.2    64.15.112.19   \n",
       "10        62712 2016-05-23 10:00:00      10.50.240.2  74.125.160.201   \n",
       "11        62712 2017-02-15 15:00:00  195.159.132.118  193.90.147.174   \n",
       "12        62712 2017-02-15 16:00:00  195.159.132.118  193.90.147.174   \n",
       "13        62712 2017-02-15 17:00:00  195.159.132.118  193.90.147.174   \n",
       "14        62712 2017-02-15 18:00:00  195.159.132.118  193.90.147.174   \n",
       "15        62712 2017-02-15 19:00:00  195.159.132.118  193.90.147.174   \n",
       "16        62712 2017-02-15 20:00:00  195.159.132.118  193.90.147.174   \n",
       "17        62712 2017-02-15 21:00:00  195.159.132.118  193.90.147.174   \n",
       "18        62712 2017-02-15 22:00:00  195.159.132.118  193.90.147.174   \n",
       "19        62712 2017-02-15 23:00:00  195.159.132.118  193.90.147.174   \n",
       "20        62712 2017-02-16 00:00:00  195.159.132.118  193.90.147.174   \n",
       "21        62712 2017-02-16 01:00:00  195.159.132.118  193.90.147.174   \n",
       "22        62712 2017-02-16 02:00:00  195.159.132.118  193.90.147.174   \n",
       "23        62712 2017-02-16 03:00:00  195.159.132.118  193.90.147.174   \n",
       "24        62712 2017-02-16 04:00:00  195.159.132.118  193.90.147.174   \n",
       "25        62712 2017-02-16 05:00:00  195.159.132.118  193.90.147.174   \n",
       "26        62712 2017-02-16 06:00:00  195.159.132.118  193.90.147.172   \n",
       "27        62712 2017-02-16 07:00:00  195.159.132.118  193.90.147.172   \n",
       "28        62712 2017-02-16 08:00:00  195.159.132.118  193.90.147.172   \n",
       "29        62712 2017-02-16 09:00:00  195.159.132.118  193.90.147.172   \n",
       "...         ...                 ...              ...             ...   \n",
       "426505   950240 2017-07-03 06:00:00      10.128.1.65  66.199.151.141   \n",
       "426506   950240 2017-07-03 07:00:00      10.128.1.65  66.199.151.141   \n",
       "426507   950240 2017-07-03 08:00:00      10.128.1.65  66.199.151.141   \n",
       "426508   950240 2017-07-03 09:00:00      10.128.1.65  66.199.151.141   \n",
       "426509   950240 2017-07-03 10:00:00      10.128.1.65  66.199.151.141   \n",
       "426510   950240 2017-07-03 11:00:00      10.128.1.65  66.199.151.141   \n",
       "426511   950240 2017-07-03 12:00:00      10.128.1.65  66.199.151.141   \n",
       "426512   950240 2017-07-03 13:00:00      10.128.1.65  66.199.151.141   \n",
       "426513   950240 2017-07-03 14:00:00      10.128.1.65  66.199.151.141   \n",
       "426514   950240 2017-07-03 15:00:00      10.128.1.65  66.199.151.141   \n",
       "426515   950240 2017-07-03 16:00:00      10.128.1.65  66.199.151.141   \n",
       "426516   950240 2017-07-03 17:00:00      10.128.1.65  66.199.151.141   \n",
       "426517   950240 2017-07-03 18:00:00      10.128.1.65  66.199.151.141   \n",
       "426518   950240 2017-07-03 21:00:00      10.128.1.65  66.199.151.141   \n",
       "426519   950240 2017-07-03 22:00:00      10.128.1.65  66.199.151.141   \n",
       "426520   950240 2017-07-03 23:00:00      10.128.1.65  66.199.151.141   \n",
       "426521   950240 2017-07-04 00:00:00      10.128.1.65  66.199.151.141   \n",
       "426522   950240 2017-07-04 01:00:00      10.128.1.65  66.199.151.141   \n",
       "426523   950240 2017-07-04 02:00:00      10.128.1.65  66.199.151.141   \n",
       "426524   950240 2017-07-04 03:00:00      10.128.1.65  66.199.151.141   \n",
       "426525   950240 2017-07-04 04:00:00      10.128.1.65  66.199.151.141   \n",
       "426526   950240 2017-07-04 05:00:00      10.128.1.65  66.199.151.141   \n",
       "426527   950240 2017-07-04 06:00:00      10.128.1.65  66.199.151.141   \n",
       "426528   950240 2017-07-04 07:00:00      10.128.1.65  66.199.151.141   \n",
       "426529   950240 2017-07-04 08:00:00      10.128.1.65  66.199.151.141   \n",
       "426530   950240 2017-07-04 09:00:00      10.128.1.65  66.199.151.141   \n",
       "426531   950240 2017-07-04 10:00:00      10.128.1.65  66.199.151.141   \n",
       "426532   950240 2017-07-04 11:00:00      10.128.1.65  66.199.151.141   \n",
       "426533   950240 2017-07-04 12:00:00      10.128.1.65  66.199.151.141   \n",
       "426534   950240 2017-07-04 13:00:00      10.128.1.65  66.199.151.141   \n",
       "\n",
       "        max(ttl)_v4  rtt_v4                                source_v6  \\\n",
       "0                 9   7.211         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "1                 9   7.025         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "2                 6   8.647         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "3                 6   8.542         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "4                 6   9.647         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "5                 6   7.701         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "6                 9   7.047         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "7                 9   6.999         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "8                 6   7.755         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "9                 6   7.672         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "10                9   7.311         2001:638:709:5:6670:2ff:fefc:f0d   \n",
       "11               11   3.324        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "12               11   3.315        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "13               11   3.628        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "14               11  16.888        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "15               11   3.048        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "16               11   3.324        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "17               11   3.331        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "18               11   3.416        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "19               11   3.419        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "20               11   2.985        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "21               11   3.275        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "22               11   3.232        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "23               11   3.209        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "24               11   3.457        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "25               11   3.284        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "26               11   2.805        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "27               11   2.719        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "28               11   2.549        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "29               11   2.606        2001:840:101a:0:6670:2ff:fefc:f0d   \n",
       "...             ...     ...                                      ...   \n",
       "426505            5   7.639  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426506            5   7.039  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426507            5   7.703  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426508            5   7.871  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426509            5   7.368  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426510            5   7.392  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426511            5   7.491  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426512            5   7.651  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426513            5   7.776  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426514            5   6.856  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426515            5   7.903  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426516            5   7.971  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426517            5   6.530  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426518            5   7.536  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426519            5   8.070  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426520            5   8.211  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426521            5   8.956  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426522            5   6.804  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426523            5   7.378  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426524            5   6.540  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426525            5   9.442  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426526            5   7.210  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426527            5   6.570  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426528            5   7.416  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426529            5   7.283  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426530            5   7.902  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426531            5   7.800  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426532            5   7.268  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426533            5   6.824  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "426534            5   7.451  2607:c000:8112:cd01:da37:beff:fefe:40d8   \n",
       "\n",
       "              destination_v6  max(ttl)_v6  rtt_v6  ttl_delta  rtt_delta  \n",
       "0       2a00:1450:4001:2a::b            7  10.395          2     -3.184  \n",
       "1       2a00:1450:401e:32::e            7  10.243          2     -3.218  \n",
       "2       2a00:1450:401e:32::e            7  13.127         -1     -4.480  \n",
       "3       2a00:1450:401e:32::e            7  10.414         -1     -1.872  \n",
       "4       2a00:1450:401e:37::d            7  10.053         -1     -0.406  \n",
       "5       2a00:1450:4001:4d::6            7  12.155         -1     -4.454  \n",
       "6       2a00:1450:4001:4d::6            7  12.575          2     -5.528  \n",
       "7       2a00:1450:4001:4d::6            7  12.296          2     -5.297  \n",
       "8       2a00:1450:4001:4d::6            7  12.454         -1     -4.699  \n",
       "9       2a00:1450:4001:4d::6            7  12.176         -1     -4.504  \n",
       "10      2a00:1450:4001:4d::6            7  12.788          2     -5.477  \n",
       "11       2a00:1450:400f:5::9           14  10.544         -3     -7.220  \n",
       "12       2a00:1450:400f:5::9           14  10.836         -3     -7.521  \n",
       "13       2a00:1450:400f:5::9           14  11.797         -3     -8.169  \n",
       "14       2a00:1450:400f:5::9           14  18.494         -3     -1.606  \n",
       "15       2a00:1450:400f:5::9           14  11.171         -3     -8.123  \n",
       "16       2a00:1450:400f:5::9           14  11.546         -3     -8.222  \n",
       "17       2a00:1450:400f:5::9           14  10.716         -3     -7.385  \n",
       "18       2a00:1450:400f:5::9           14  10.919         -3     -7.503  \n",
       "19       2a00:1450:400f:5::9           14  10.546         -3     -7.127  \n",
       "20       2a00:1450:400f:5::9           14  10.750         -3     -7.765  \n",
       "21       2a00:1450:400f:5::9           14  10.812         -3     -7.537  \n",
       "22       2a00:1450:400f:5::9           14  10.860         -3     -7.628  \n",
       "23       2a00:1450:400f:5::9           14  10.465         -3     -7.256  \n",
       "24       2a00:1450:400f:5::9           14  10.765         -3     -7.308  \n",
       "25       2a00:1450:400f:5::9           14  10.680         -3     -7.396  \n",
       "26       2a00:1450:400f:e::9           14  10.939         -3     -8.134  \n",
       "27       2a00:1450:400f:e::9           14  10.536         -3     -7.817  \n",
       "28       2a00:1450:400f:e::9           14  10.773         -3     -8.224  \n",
       "29       2a00:1450:400f:e::9           14  10.544         -3     -7.938  \n",
       "...                      ...          ...     ...        ...        ...  \n",
       "426505  2607:f8b0:400a:14::7            9  10.768         -4     -3.129  \n",
       "426506  2607:f8b0:400a:14::7            9  10.646         -4     -3.607  \n",
       "426507  2607:f8b0:400a:14::7            9  10.532         -4     -2.829  \n",
       "426508  2607:f8b0:400a:14::7            9  11.112         -4     -3.241  \n",
       "426509  2607:f8b0:400a:14::7            9  10.494         -4     -3.126  \n",
       "426510  2607:f8b0:400a:14::7            9  11.381         -4     -3.989  \n",
       "426511  2607:f8b0:400a:14::7            9  10.778         -4     -3.287  \n",
       "426512  2607:f8b0:400a:14::7            9  11.932         -4     -4.281  \n",
       "426513  2607:f8b0:400a:14::7            9  10.506         -4     -2.730  \n",
       "426514  2607:f8b0:400a:14::7            9  11.626         -4     -4.770  \n",
       "426515  2607:f8b0:400a:14::7            9  11.284         -4     -3.381  \n",
       "426516  2607:f8b0:400a:14::7            9  11.270         -4     -3.299  \n",
       "426517  2607:f8b0:400a:14::7            9  10.478         -4     -3.948  \n",
       "426518  2607:f8b0:400a:14::7            9  10.504         -4     -2.968  \n",
       "426519  2607:f8b0:400a:14::7            9  11.271         -4     -3.201  \n",
       "426520  2607:f8b0:400a:14::7            9  11.790         -4     -3.579  \n",
       "426521  2607:f8b0:400a:14::7            9  11.182         -4     -2.226  \n",
       "426522  2607:f8b0:400a:14::7            9  10.845         -4     -4.041  \n",
       "426523  2607:f8b0:400a:14::7            9  11.592         -4     -4.214  \n",
       "426524  2607:f8b0:400a:14::7            9  11.204         -4     -4.664  \n",
       "426525  2607:f8b0:400a:14::7            9  10.797         -4     -1.355  \n",
       "426526  2607:f8b0:400a:5::19            9  12.365         -4     -5.155  \n",
       "426527  2607:f8b0:400a:5::19            9  11.891         -4     -5.321  \n",
       "426528   2607:f8b0:400a:5::a            9  12.103         -4     -4.687  \n",
       "426529   2607:f8b0:400a:5::a            9  11.269         -4     -3.986  \n",
       "426530   2607:f8b0:400a:5::c            9  12.549         -4     -4.647  \n",
       "426531   2607:f8b0:400a:5::a            9  11.056         -4     -3.256  \n",
       "426532   2607:f8b0:400a:5::a            9  10.783         -4     -3.515  \n",
       "426533   2607:f8b0:400a:5::a            9  11.626         -4     -4.802  \n",
       "426534   2607:f8b0:400a:5::a            9  12.283         -4     -4.832  \n",
       "\n",
       "[426535 rows x 12 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Medians of destination pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# make use of delta table from above and use grouping for destination pair medians\n",
    "pair_medians = merged.groupby(['unit_id', 'destination_v4', 'destination_v6'], as_index = False).median()\n",
    "pair_medians.to_sql(name = 'pair_medians', con = conn, index = False, if_exists = 'replace')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "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>unit_id</th>\n",
       "      <th>destination_v4</th>\n",
       "      <th>destination_v6</th>\n",
       "      <th>max(ttl)_v4</th>\n",
       "      <th>rtt_v4</th>\n",
       "      <th>max(ttl)_v6</th>\n",
       "      <th>rtt_v6</th>\n",
       "      <th>ttl_delta</th>\n",
       "      <th>rtt_delta</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>62712</td>\n",
       "      <td>172.217.132.105</td>\n",
       "      <td>2001:8c0:9802:1::d</td>\n",
       "      <td>17.0</td>\n",
       "      <td>33.1150</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.5820</td>\n",
       "      <td>12.0</td>\n",
       "      <td>31.5330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>62712</td>\n",
       "      <td>172.217.132.41</td>\n",
       "      <td>2a00:1450:400f:12::a</td>\n",
       "      <td>17.0</td>\n",
       "      <td>32.6010</td>\n",
       "      <td>11.0</td>\n",
       "      <td>8.2670</td>\n",
       "      <td>6.0</td>\n",
       "      <td>24.3340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>62712</td>\n",
       "      <td>173.194.150.216</td>\n",
       "      <td>2001:8c0:9802:1::c</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12.2810</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.1770</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.1040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>62712</td>\n",
       "      <td>173.194.163.104</td>\n",
       "      <td>2a00:1450:400f:11::8</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.2870</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.5380</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.2510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>62712</td>\n",
       "      <td>173.194.163.104</td>\n",
       "      <td>2a00:1450:400f:5::8</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.2870</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.5570</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.2700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>62712</td>\n",
       "      <td>173.194.163.107</td>\n",
       "      <td>2001:8c0:9802:1::c</td>\n",
       "      <td>13.0</td>\n",
       "      <td>9.8640</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.3380</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.5260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>62712</td>\n",
       "      <td>173.194.163.107</td>\n",
       "      <td>2a00:1450:400f:5::b</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.0800</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.6900</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.6100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>62712</td>\n",
       "      <td>173.194.163.89</td>\n",
       "      <td>2a00:1450:400f:4::9</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.1430</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.7010</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-0.5580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>62712</td>\n",
       "      <td>173.194.163.90</td>\n",
       "      <td>2001:8c0:5500:2::e</td>\n",
       "      <td>11.0</td>\n",
       "      <td>8.0480</td>\n",
       "      <td>10.0</td>\n",
       "      <td>22.7380</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-14.6900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>62712</td>\n",
       "      <td>173.194.19.188</td>\n",
       "      <td>2001:8c0:9802:1::e</td>\n",
       "      <td>13.0</td>\n",
       "      <td>9.7765</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.9935</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.7830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>62712</td>\n",
       "      <td>173.194.48.102</td>\n",
       "      <td>2a00:1450:400f:3::6</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.4990</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.6390</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.1400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>62712</td>\n",
       "      <td>173.194.48.118</td>\n",
       "      <td>2a00:1450:400f:3::16</td>\n",
       "      <td>13.0</td>\n",
       "      <td>9.8620</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.7480</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-0.8860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>62712</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>2001:8c0:5500:2::c</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.5050</td>\n",
       "      <td>10.0</td>\n",
       "      <td>22.8720</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>-21.2390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>62712</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>2a00:1450:400f:12::6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.7840</td>\n",
       "      <td>12.0</td>\n",
       "      <td>10.6990</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>-7.9060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>62712</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>2a00:1450:400f:1::e</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.0120</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.2460</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>-8.1540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>62712</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>2a00:1450:400f:4::7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.1735</td>\n",
       "      <td>13.0</td>\n",
       "      <td>12.2190</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>-8.7810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>62712</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>2a00:1450:400f:4::c</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.2495</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.9635</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>-7.7090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>62712</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>2a00:1450:400f:5::7</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.3160</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.0050</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>-7.7300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>62712</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>2a00:1450:400f:8::e</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.1050</td>\n",
       "      <td>14.0</td>\n",
       "      <td>12.3650</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>-9.3425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>62712</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>2a00:1450:400f::14</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.1020</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.1500</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>-8.0340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>62712</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>2a00:1450:400f:e::7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.2390</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.7510</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>-7.6260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>62712</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>2a00:1450:400f:e::9</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2.9820</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.8260</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>-7.9670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>62712</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>2a00:1450:400f:f::8</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.0990</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.7315</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>-7.5505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>62712</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>2a00:1450:400f:f::c</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.2510</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.3820</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>-7.9210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>62712</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>2a00:1450:401c:1c::13</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.7055</td>\n",
       "      <td>18.0</td>\n",
       "      <td>30.0765</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>-26.3710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>62712</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>2a00:1450:401c:27::e</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.8700</td>\n",
       "      <td>20.0</td>\n",
       "      <td>35.9350</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>-32.0650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>62712</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>2a00:1450:401c:d::17</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.1280</td>\n",
       "      <td>20.0</td>\n",
       "      <td>36.3370</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>-33.2090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>62712</td>\n",
       "      <td>193.90.147.173</td>\n",
       "      <td>2001:8c0:5500:2::d</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.4360</td>\n",
       "      <td>11.0</td>\n",
       "      <td>23.8830</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-21.2090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>62712</td>\n",
       "      <td>193.90.147.173</td>\n",
       "      <td>2a00:1450:400f:11::b</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.9680</td>\n",
       "      <td>11.0</td>\n",
       "      <td>8.1120</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>-7.1440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>62712</td>\n",
       "      <td>193.90.147.173</td>\n",
       "      <td>2a00:1450:400f:1::a</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.1440</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.9835</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>-7.8415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43297</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a::7</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.8550</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.5300</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-4.6750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43298</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:c::13</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.6360</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.4570</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-2.8210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43299</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:c::c</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.3020</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.2930</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.9180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43300</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:c::e</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.7920</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.4120</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.8260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43301</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:d::11</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.2740</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.3760</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-4.0625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43302</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:d::c</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.6290</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.1160</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.4870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43303</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:e::10</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.9710</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.1300</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-5.1590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43304</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:e::11</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.3990</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.8825</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-4.7015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43305</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:e::12</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.2510</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.2500</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-4.0850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43306</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:e::13</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.6520</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.2840</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.6320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43307</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:e::15</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.3960</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.0990</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-4.7030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43308</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:e::16</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.4070</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.6830</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-4.2760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43309</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:e::17</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.2770</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.5730</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-4.2960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43310</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:e::19</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.7150</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.7930</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-4.0780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43311</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:e::6</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5120</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.1510</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.9480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43312</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:e::7</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.8010</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.1220</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-4.3210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43313</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:e::8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.1150</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.6240</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-2.5090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43314</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:e::9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.9920</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.2180</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.2260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43315</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:e::b</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.1160</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.6140</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.4980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43316</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:e::c</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5620</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.2405</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.7285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43317</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:e::d</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.3850</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.7120</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-4.3270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43318</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:e::e</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.6410</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.0330</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.3920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43319</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:400a:e::f</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5330</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.9740</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.4410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43320</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:401c:10::c</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.4640</td>\n",
       "      <td>13.0</td>\n",
       "      <td>37.6665</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>-30.2025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43321</th>\n",
       "      <td>950240</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>2607:f8b0:401c:21::7</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.7970</td>\n",
       "      <td>13.0</td>\n",
       "      <td>37.3490</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>-29.5520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43322</th>\n",
       "      <td>950240</td>\n",
       "      <td>74.125.103.27</td>\n",
       "      <td>2607:f8b0:400a:14::b</td>\n",
       "      <td>14.0</td>\n",
       "      <td>36.9330</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.7380</td>\n",
       "      <td>5.0</td>\n",
       "      <td>26.1950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43323</th>\n",
       "      <td>950240</td>\n",
       "      <td>74.125.170.12</td>\n",
       "      <td>2607:f8b0:401c:3::c</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.5330</td>\n",
       "      <td>13.0</td>\n",
       "      <td>35.0210</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.5120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43324</th>\n",
       "      <td>950240</td>\n",
       "      <td>74.125.5.134</td>\n",
       "      <td>2607:f8b0:400a:c::16</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.3050</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.5910</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.2860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43325</th>\n",
       "      <td>950240</td>\n",
       "      <td>74.125.5.172</td>\n",
       "      <td>2607:f8b0:400a:d::c</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.2625</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.7275</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43326</th>\n",
       "      <td>950240</td>\n",
       "      <td>74.125.5.215</td>\n",
       "      <td>2607:f8b0:400a:e::17</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.5200</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.6220</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.2120</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>43327 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       unit_id   destination_v4         destination_v6  max(ttl)_v4   rtt_v4  \\\n",
       "0        62712  172.217.132.105     2001:8c0:9802:1::d         17.0  33.1150   \n",
       "1        62712   172.217.132.41   2a00:1450:400f:12::a         17.0  32.6010   \n",
       "2        62712  173.194.150.216     2001:8c0:9802:1::c         12.0  12.2810   \n",
       "3        62712  173.194.163.104   2a00:1450:400f:11::8         13.0  10.2870   \n",
       "4        62712  173.194.163.104    2a00:1450:400f:5::8         13.0  10.2870   \n",
       "5        62712  173.194.163.107     2001:8c0:9802:1::c         13.0   9.8640   \n",
       "6        62712  173.194.163.107    2a00:1450:400f:5::b         13.0  10.0800   \n",
       "7        62712   173.194.163.89    2a00:1450:400f:4::9         13.0  10.1430   \n",
       "8        62712   173.194.163.90     2001:8c0:5500:2::e         11.0   8.0480   \n",
       "9        62712   173.194.19.188     2001:8c0:9802:1::e         13.0   9.7765   \n",
       "10       62712   173.194.48.102    2a00:1450:400f:3::6         14.0  10.4990   \n",
       "11       62712   173.194.48.118   2a00:1450:400f:3::16         13.0   9.8620   \n",
       "12       62712   193.90.147.172     2001:8c0:5500:2::c          8.0   1.5050   \n",
       "13       62712   193.90.147.172   2a00:1450:400f:12::6          7.0   2.7840   \n",
       "14       62712   193.90.147.172    2a00:1450:400f:1::e         11.0   3.0120   \n",
       "15       62712   193.90.147.172    2a00:1450:400f:4::7          8.0   3.1735   \n",
       "16       62712   193.90.147.172    2a00:1450:400f:4::c         11.0   3.2495   \n",
       "17       62712   193.90.147.172    2a00:1450:400f:5::7         11.0   3.3160   \n",
       "18       62712   193.90.147.172    2a00:1450:400f:8::e         11.0   3.1050   \n",
       "19       62712   193.90.147.172     2a00:1450:400f::14          8.0   3.1020   \n",
       "20       62712   193.90.147.172    2a00:1450:400f:e::7          8.0   3.2390   \n",
       "21       62712   193.90.147.172    2a00:1450:400f:e::9         11.0   2.9820   \n",
       "22       62712   193.90.147.172    2a00:1450:400f:f::8         11.0   3.0990   \n",
       "23       62712   193.90.147.172    2a00:1450:400f:f::c          8.0   3.2510   \n",
       "24       62712   193.90.147.172  2a00:1450:401c:1c::13          8.0   3.7055   \n",
       "25       62712   193.90.147.172   2a00:1450:401c:27::e         11.0   3.8700   \n",
       "26       62712   193.90.147.172   2a00:1450:401c:d::17         11.0   3.1280   \n",
       "27       62712   193.90.147.173     2001:8c0:5500:2::d         10.0   2.4360   \n",
       "28       62712   193.90.147.173   2a00:1450:400f:11::b          8.0   0.9680   \n",
       "29       62712   193.90.147.173    2a00:1450:400f:1::a          8.0   3.1440   \n",
       "...        ...              ...                    ...          ...      ...   \n",
       "43297   950240   66.199.151.142      2607:f8b0:400a::7          5.0   7.8550   \n",
       "43298   950240   66.199.151.142   2607:f8b0:400a:c::13          5.0   8.6360   \n",
       "43299   950240   66.199.151.142    2607:f8b0:400a:c::c          5.0   7.3020   \n",
       "43300   950240   66.199.151.142    2607:f8b0:400a:c::e          5.0   7.7920   \n",
       "43301   950240   66.199.151.142   2607:f8b0:400a:d::11          5.0   7.2740   \n",
       "43302   950240   66.199.151.142    2607:f8b0:400a:d::c          5.0   7.6290   \n",
       "43303   950240   66.199.151.142   2607:f8b0:400a:e::10          5.0   6.9710   \n",
       "43304   950240   66.199.151.142   2607:f8b0:400a:e::11          5.0   7.3990   \n",
       "43305   950240   66.199.151.142   2607:f8b0:400a:e::12          5.0   7.2510   \n",
       "43306   950240   66.199.151.142   2607:f8b0:400a:e::13          5.0   7.6520   \n",
       "43307   950240   66.199.151.142   2607:f8b0:400a:e::15          5.0   7.3960   \n",
       "43308   950240   66.199.151.142   2607:f8b0:400a:e::16          5.0   7.4070   \n",
       "43309   950240   66.199.151.142   2607:f8b0:400a:e::17          5.0   7.2770   \n",
       "43310   950240   66.199.151.142   2607:f8b0:400a:e::19          5.0   7.7150   \n",
       "43311   950240   66.199.151.142    2607:f8b0:400a:e::6          5.0   7.5120   \n",
       "43312   950240   66.199.151.142    2607:f8b0:400a:e::7          5.0   6.8010   \n",
       "43313   950240   66.199.151.142    2607:f8b0:400a:e::8          5.0   8.1150   \n",
       "43314   950240   66.199.151.142    2607:f8b0:400a:e::9          5.0   7.9920   \n",
       "43315   950240   66.199.151.142    2607:f8b0:400a:e::b          5.0   8.1160   \n",
       "43316   950240   66.199.151.142    2607:f8b0:400a:e::c          5.0   7.5620   \n",
       "43317   950240   66.199.151.142    2607:f8b0:400a:e::d          5.0   7.3850   \n",
       "43318   950240   66.199.151.142    2607:f8b0:400a:e::e          5.0   8.6410   \n",
       "43319   950240   66.199.151.142    2607:f8b0:400a:e::f          5.0   7.5330   \n",
       "43320   950240   66.199.151.142   2607:f8b0:401c:10::c          5.0   7.4640   \n",
       "43321   950240   66.199.151.142   2607:f8b0:401c:21::7          5.0   7.7970   \n",
       "43322   950240    74.125.103.27   2607:f8b0:400a:14::b         14.0  36.9330   \n",
       "43323   950240    74.125.170.12    2607:f8b0:401c:3::c         14.0  37.5330   \n",
       "43324   950240     74.125.5.134   2607:f8b0:400a:c::16          9.0  10.3050   \n",
       "43325   950240     74.125.5.172    2607:f8b0:400a:d::c          9.0  11.2625   \n",
       "43326   950240     74.125.5.215   2607:f8b0:400a:e::17          9.0  10.5200   \n",
       "\n",
       "       max(ttl)_v6   rtt_v6  ttl_delta  rtt_delta  \n",
       "0              5.0   1.5820       12.0    31.5330  \n",
       "1             11.0   8.2670        6.0    24.3340  \n",
       "2             10.0   3.1770        2.0     9.1040  \n",
       "3             13.0  10.5380        0.0    -0.2510  \n",
       "4             13.0  10.5570        0.0    -0.2700  \n",
       "5             10.0   3.3380        3.0     6.5260  \n",
       "6             13.0  10.6900        0.0    -0.6100  \n",
       "7             14.0  10.7010       -1.0    -0.5580  \n",
       "8             10.0  22.7380        1.0   -14.6900  \n",
       "9              7.0   2.9935        6.0     6.7830  \n",
       "10            13.0  11.6390        1.0    -1.1400  \n",
       "11            14.0  10.7480       -1.0    -0.8860  \n",
       "12            10.0  22.8720       -2.0   -21.2390  \n",
       "13            12.0  10.6990       -5.0    -7.9060  \n",
       "14            14.0  11.2460       -3.0    -8.1540  \n",
       "15            13.0  12.2190       -5.0    -8.7810  \n",
       "16            14.0  10.9635       -3.0    -7.7090  \n",
       "17            13.0  11.0050       -2.0    -7.7300  \n",
       "18            14.0  12.3650       -3.0    -9.3425  \n",
       "19            14.0  11.1500       -6.0    -8.0340  \n",
       "20            13.0  10.7510       -5.0    -7.6260  \n",
       "21            14.0  10.8260       -3.0    -7.9670  \n",
       "22            13.0  10.7315       -2.0    -7.5505  \n",
       "23            14.0  11.3820       -6.0    -7.9210  \n",
       "24            18.0  30.0765      -10.0   -26.3710  \n",
       "25            20.0  35.9350       -9.0   -32.0650  \n",
       "26            20.0  36.3370       -9.0   -33.2090  \n",
       "27            11.0  23.8830       -1.0   -21.2090  \n",
       "28            11.0   8.1120       -3.0    -7.1440  \n",
       "29            13.0  10.9835       -5.0    -7.8415  \n",
       "...            ...      ...        ...        ...  \n",
       "43297          9.0  12.5300       -4.0    -4.6750  \n",
       "43298          9.0  11.4570       -4.0    -2.8210  \n",
       "43299          9.0  11.2930       -4.0    -3.9180  \n",
       "43300          9.0  11.4120       -4.0    -3.8260  \n",
       "43301          9.0  11.3760       -4.0    -4.0625  \n",
       "43302          9.0  11.1160       -4.0    -3.4870  \n",
       "43303          9.0  12.1300       -4.0    -5.1590  \n",
       "43304          9.0  11.8825       -4.0    -4.7015  \n",
       "43305          9.0  11.2500       -4.0    -4.0850  \n",
       "43306          9.0  11.2840       -4.0    -3.6320  \n",
       "43307          9.0  12.0990       -4.0    -4.7030  \n",
       "43308          9.0  11.6830       -4.0    -4.2760  \n",
       "43309          9.0  11.5730       -4.0    -4.2960  \n",
       "43310          9.0  11.7930       -4.0    -4.0780  \n",
       "43311          9.0  11.1510       -4.0    -3.9480  \n",
       "43312          9.0  11.1220       -4.0    -4.3210  \n",
       "43313          9.0  10.6240       -4.0    -2.5090  \n",
       "43314          9.0  11.2180       -4.0    -3.2260  \n",
       "43315          9.0  11.6140       -4.0    -3.4980  \n",
       "43316          9.0  11.2405       -4.0    -3.7285  \n",
       "43317          9.0  11.7120       -4.0    -4.3270  \n",
       "43318          9.0  12.0330       -4.0    -3.3920  \n",
       "43319          9.0  10.9740       -4.0    -3.4410  \n",
       "43320         13.0  37.6665       -8.0   -30.2025  \n",
       "43321         13.0  37.3490       -8.0   -29.5520  \n",
       "43322          9.0  10.7380        5.0    26.1950  \n",
       "43323         13.0  35.0210        1.0     2.5120  \n",
       "43324          9.0  11.5910        0.0    -1.2860  \n",
       "43325          9.0  10.7275        0.0     0.5350  \n",
       "43326          9.0  10.6220        0.0    -0.2120  \n",
       "\n",
       "[43327 rows x 9 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pair_medians"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Add meta data to table of destination pair medians"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# read measurement point information which contain msmIDs and ASNs\n",
    "msmpoint = pd.read_sql_query('select * from msmpoint', conn)\n",
    "\n",
    "# load metadata of probes; required to get skunitid for merging\n",
    "probes_metadata = pd.read_csv('metadata/probes_metadata.txt', engine = 'python', sep = '|', skiprows = 3, skipfooter = 1, names = ['probe', 'since', 'hardware', 'asnv4', 'asnv6', 'location', 'type', 'test'])\n",
    "probes_metadata = probes_metadata[['probe', 'since', 'hardware', 'asnv4', 'asnv6', 'location', 'type']].reset_index().drop('index', 1)\n",
    "# replace probe number with name to merge with table 'msmpoint' to get skunitid\n",
    "# strip whitespace from beginning and end of string\n",
    "probes_metadata['probe'] = probes_metadata['probe'].str.replace('#', 'samsbox').str.strip()\n",
    "\n",
    "probes = pd.merge(probes_metadata, msmpoint, left_on = 'probe', right_on = 'name')\n",
    "probes = probes.rename(columns = {'skunitid' : 'unit_id', 'asnv4' : 'src_asn_v4', 'asnv6' : 'src_asn_v6'})\n",
    "probes = probes[['unit_id', 'src_asn_v4', 'src_asn_v6']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>unit_id</th>\n",
       "      <th>src_asn_v4</th>\n",
       "      <th>src_asn_v6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>665660</td>\n",
       "      <td>AS6648</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>661028</td>\n",
       "      <td>AS14877</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   unit_id  src_asn_v4  src_asn_v6\n",
       "75  665660   AS6648      -        \n",
       "79  661028   AS14877     -        "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# some probes are not assigned an ASN for IPv6\n",
    "probes[probes['src_asn_v6'].str.contains('-')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# in those cases, assume that source ASNs are the same over both address families\n",
    "probes['src_asn_v6'] = np.where(probes['src_asn_v6'].str.contains('-'), probes['src_asn_v4'], probes['src_asn_v6'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "        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>unit_id</th>\n",
       "      <th>src_asn_v4</th>\n",
       "      <th>src_asn_v6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>62712</td>\n",
       "      <td>680</td>\n",
       "      <td>680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>123256</td>\n",
       "      <td>8767</td>\n",
       "      <td>8767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>148644</td>\n",
       "      <td>24956</td>\n",
       "      <td>24956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>148650</td>\n",
       "      <td>3320</td>\n",
       "      <td>3320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>167808</td>\n",
       "      <td>5607</td>\n",
       "      <td>5607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>148634</td>\n",
       "      <td>3269</td>\n",
       "      <td>3269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>181536</td>\n",
       "      <td>8903</td>\n",
       "      <td>8903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>143666</td>\n",
       "      <td>2614</td>\n",
       "      <td>2614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>148648</td>\n",
       "      <td>13030</td>\n",
       "      <td>13030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>129210</td>\n",
       "      <td>2856</td>\n",
       "      <td>2856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>239416</td>\n",
       "      <td>50989</td>\n",
       "      <td>1257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>200864</td>\n",
       "      <td>4685</td>\n",
       "      <td>4718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>19602</td>\n",
       "      <td>12715</td>\n",
       "      <td>12715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>200172</td>\n",
       "      <td>18070</td>\n",
       "      <td>18070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>241735</td>\n",
       "      <td>12392</td>\n",
       "      <td>12392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>181532</td>\n",
       "      <td>513</td>\n",
       "      <td>513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>241733</td>\n",
       "      <td>9031</td>\n",
       "      <td>9031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>201338</td>\n",
       "      <td>680</td>\n",
       "      <td>680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>474346</td>\n",
       "      <td>3265</td>\n",
       "      <td>3265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>241743</td>\n",
       "      <td>2518</td>\n",
       "      <td>2516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>148220</td>\n",
       "      <td>1741</td>\n",
       "      <td>1741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>631352</td>\n",
       "      <td>8708</td>\n",
       "      <td>8708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>631646</td>\n",
       "      <td>197451</td>\n",
       "      <td>197451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>483702</td>\n",
       "      <td>8426</td>\n",
       "      <td>8426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>632384</td>\n",
       "      <td>1759</td>\n",
       "      <td>1759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>658891</td>\n",
       "      <td>5607</td>\n",
       "      <td>5607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>658893</td>\n",
       "      <td>7922</td>\n",
       "      <td>7922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>658895</td>\n",
       "      <td>209</td>\n",
       "      <td>209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>658901</td>\n",
       "      <td>7247</td>\n",
       "      <td>7247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>658739</td>\n",
       "      <td>7922</td>\n",
       "      <td>7922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>658903</td>\n",
       "      <td>8121</td>\n",
       "      <td>8121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>632386</td>\n",
       "      <td>20625</td>\n",
       "      <td>20625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>660852</td>\n",
       "      <td>13030</td>\n",
       "      <td>13030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>665660</td>\n",
       "      <td>6648</td>\n",
       "      <td>6648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>660132</td>\n",
       "      <td>5381</td>\n",
       "      <td>5381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>663072</td>\n",
       "      <td>7922</td>\n",
       "      <td>7922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>660130</td>\n",
       "      <td>2119</td>\n",
       "      <td>2119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>661028</td>\n",
       "      <td>14877</td>\n",
       "      <td>14877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>901936</td>\n",
       "      <td>2119</td>\n",
       "      <td>2119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>940010</td>\n",
       "      <td>2119</td>\n",
       "      <td>2119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>950208</td>\n",
       "      <td>9031</td>\n",
       "      <td>9031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>950212</td>\n",
       "      <td>5466</td>\n",
       "      <td>5466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>950216</td>\n",
       "      <td>15659</td>\n",
       "      <td>15659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>950222</td>\n",
       "      <td>5603</td>\n",
       "      <td>5603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>950228</td>\n",
       "      <td>51615</td>\n",
       "      <td>51615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>950230</td>\n",
       "      <td>5607</td>\n",
       "      <td>5607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>950232</td>\n",
       "      <td>7922</td>\n",
       "      <td>7922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>950224</td>\n",
       "      <td>34779</td>\n",
       "      <td>34779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>950218</td>\n",
       "      <td>8708</td>\n",
       "      <td>8708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>950226</td>\n",
       "      <td>34779</td>\n",
       "      <td>34779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>950234</td>\n",
       "      <td>7922</td>\n",
       "      <td>7922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>950214</td>\n",
       "      <td>3265</td>\n",
       "      <td>3265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>950220</td>\n",
       "      <td>5603</td>\n",
       "      <td>5603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>950236</td>\n",
       "      <td>7922</td>\n",
       "      <td>7922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>20375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>950210</td>\n",
       "      <td>3320</td>\n",
       "      <td>3320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>950204</td>\n",
       "      <td>45873</td>\n",
       "      <td>31732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>950202</td>\n",
       "      <td>4739</td>\n",
       "      <td>4739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>950206</td>\n",
       "      <td>23655</td>\n",
       "      <td>23655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>950238</td>\n",
       "      <td>12271</td>\n",
       "      <td>12271</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>102 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     unit_id  src_asn_v4  src_asn_v6\n",
       "0      62712         680         680\n",
       "1     123256        8767        8767\n",
       "2     148644       24956       24956\n",
       "3     148650        3320        3320\n",
       "4     167808        5607        5607\n",
       "5     148634        3269        3269\n",
       "6     181536        8903        8903\n",
       "7     143666        2614        2614\n",
       "8     148648       13030       13030\n",
       "9     129210        2856        2856\n",
       "10    239416       50989        1257\n",
       "11    200864        4685        4718\n",
       "12     19602       12715       12715\n",
       "13    200172       18070       18070\n",
       "14    241735       12392       12392\n",
       "15    181532         513         513\n",
       "16    241733        9031        9031\n",
       "17    201338         680         680\n",
       "18    474346        3265        3265\n",
       "19    241743        2518        2516\n",
       "20    148220        1741        1741\n",
       "21    631352        8708        8708\n",
       "22    631646      197451      197451\n",
       "23    483702        8426        8426\n",
       "24    632384        1759        1759\n",
       "25    658891        5607        5607\n",
       "26    658893        7922        7922\n",
       "27    658895         209         209\n",
       "28    658901        7247        7247\n",
       "29    658739        7922        7922\n",
       "..       ...         ...         ...\n",
       "72    658903        8121        8121\n",
       "73    632386       20625       20625\n",
       "74    660852       13030       13030\n",
       "75    665660        6648        6648\n",
       "76    660132        5381        5381\n",
       "77    663072        7922        7922\n",
       "78    660130        2119        2119\n",
       "79    661028       14877       14877\n",
       "80    901936        2119        2119\n",
       "81    940010        2119        2119\n",
       "82    950208        9031        9031\n",
       "83    950212        5466        5466\n",
       "84    950216       15659       15659\n",
       "85    950222        5603        5603\n",
       "86    950228       51615       51615\n",
       "87    950230        5607        5607\n",
       "88    950232        7922        7922\n",
       "89    950224       34779       34779\n",
       "90    950218        8708        8708\n",
       "91    950226       34779       34779\n",
       "92    950234        7922        7922\n",
       "93    950214        3265        3265\n",
       "94    950220        5603        5603\n",
       "95    950236        7922        7922\n",
       "96    950240       20375       20375\n",
       "97    950210        3320        3320\n",
       "98    950204       45873       31732\n",
       "99    950202        4739        4739\n",
       "100   950206       23655       23655\n",
       "101   950238       12271       12271\n",
       "\n",
       "[102 rows x 3 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# AS numbers from string to int\n",
    "probes['src_asn_v4'] = probes['src_asn_v4'].str.replace('AS', '').astype(int)\n",
    "probes['src_asn_v6'] = probes['src_asn_v6'].str.replace('AS', '').astype(int)\n",
    "\n",
    "# cast unit_id to int\n",
    "probes['unit_id'] = probes['unit_id'].astype(int)\n",
    "probes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "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>unit_id</th>\n",
       "      <th>src_asn_v4</th>\n",
       "      <th>src_asn_v6</th>\n",
       "      <th>src_holder_v4</th>\n",
       "      <th>src_holder_v6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>62712</td>\n",
       "      <td>680</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>201338</td>\n",
       "      <td>680</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>123256</td>\n",
       "      <td>8767</td>\n",
       "      <td>8767</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "      <td>MNET-AS - M-net Telekommunikations GmbH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>148644</td>\n",
       "      <td>24956</td>\n",
       "      <td>24956</td>\n",
       "      <td>GDS-1 - Gaertner Datensysteme GmbH &amp; Co. KG</td>\n",
       "      <td>GDS-1 - Gaertner Datensysteme GmbH &amp; Co. KG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>148650</td>\n",
       "      <td>3320</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>660160</td>\n",
       "      <td>3320</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>950210</td>\n",
       "      <td>3320</td>\n",
       "      <td>3320</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "      <td>DTAG - Deutsche Telekom AG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>167808</td>\n",
       "      <td>5607</td>\n",
       "      <td>5607</td>\n",
       "      <td>BSKYB-BROADBAND-AS - Sky UK Limited</td>\n",
       "      <td>BSKYB-BROADBAND-AS - Sky UK Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>658891</td>\n",
       "      <td>5607</td>\n",
       "      <td>5607</td>\n",
       "      <td>BSKYB-BROADBAND-AS - Sky UK Limited</td>\n",
       "      <td>BSKYB-BROADBAND-AS - Sky UK Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>950230</td>\n",
       "      <td>5607</td>\n",
       "      <td>5607</td>\n",
       "      <td>BSKYB-BROADBAND-AS - Sky UK Limited</td>\n",
       "      <td>BSKYB-BROADBAND-AS - Sky UK Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>148634</td>\n",
       "      <td>3269</td>\n",
       "      <td>3269</td>\n",
       "      <td>ASN-IBSNAZ - Telecom Italia S.p.a.</td>\n",
       "      <td>ASN-IBSNAZ - Telecom Italia S.p.a.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>632406</td>\n",
       "      <td>3269</td>\n",
       "      <td>3269</td>\n",
       "      <td>ASN-IBSNAZ - Telecom Italia S.p.a.</td>\n",
       "      <td>ASN-IBSNAZ - Telecom Italia S.p.a.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>181536</td>\n",
       "      <td>8903</td>\n",
       "      <td>8903</td>\n",
       "      <td>AS8903 - BT ESPANA, COMPANIA DE SERVICIOS GLOB...</td>\n",
       "      <td>AS8903 - BT ESPANA, COMPANIA DE SERVICIOS GLOB...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>143666</td>\n",
       "      <td>2614</td>\n",
       "      <td>2614</td>\n",
       "      <td>ROEDUNET - Agentia de Administrare a Retelei N...</td>\n",
       "      <td>ROEDUNET - Agentia de Administrare a Retelei N...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>148648</td>\n",
       "      <td>13030</td>\n",
       "      <td>13030</td>\n",
       "      <td>INIT7 - Init7 (Switzerland) Ltd.</td>\n",
       "      <td>INIT7 - Init7 (Switzerland) Ltd.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>660852</td>\n",
       "      <td>13030</td>\n",
       "      <td>13030</td>\n",
       "      <td>INIT7 - Init7 (Switzerland) Ltd.</td>\n",
       "      <td>INIT7 - Init7 (Switzerland) Ltd.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>129210</td>\n",
       "      <td>2856</td>\n",
       "      <td>2856</td>\n",
       "      <td>BT-UK-AS - British Telecommunications PLC</td>\n",
       "      <td>BT-UK-AS - British Telecommunications PLC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>239416</td>\n",
       "      <td>50989</td>\n",
       "      <td>1257</td>\n",
       "      <td>SITABINFRA-NORDIC-AS - SITAB Infrastruktur</td>\n",
       "      <td>SWIPNET - TELE2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>200864</td>\n",
       "      <td>4685</td>\n",
       "      <td>4718</td>\n",
       "      <td>ASAHI-NET Asahi Net</td>\n",
       "      <td>CKP Cyber Kansai Project</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19602</td>\n",
       "      <td>12715</td>\n",
       "      <td>12715</td>\n",
       "      <td>JAZZNET - Orange Espagne S.A.U.</td>\n",
       "      <td>JAZZNET - Orange Espagne S.A.U.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>200172</td>\n",
       "      <td>18070</td>\n",
       "      <td>18070</td>\n",
       "      <td>NDAC Global Network Core Co.</td>\n",
       "      <td>NDAC Global Network Core Co.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>241735</td>\n",
       "      <td>12392</td>\n",
       "      <td>12392</td>\n",
       "      <td>ASBRUTELE - Brutele SC</td>\n",
       "      <td>ASBRUTELE - Brutele SC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>181532</td>\n",
       "      <td>513</td>\n",
       "      <td>513</td>\n",
       "      <td>CERN - CERN - European Organization for Nuclea...</td>\n",
       "      <td>CERN - CERN - European Organization for Nuclea...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>241733</td>\n",
       "      <td>9031</td>\n",
       "      <td>9031</td>\n",
       "      <td>EDPNET</td>\n",
       "      <td>EDPNET</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>950208</td>\n",
       "      <td>9031</td>\n",
       "      <td>9031</td>\n",
       "      <td>EDPNET</td>\n",
       "      <td>EDPNET</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>474346</td>\n",
       "      <td>3265</td>\n",
       "      <td>3265</td>\n",
       "      <td>XS4ALL-NL - Xs4all Internet BV</td>\n",
       "      <td>XS4ALL-NL - Xs4all Internet BV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>635734</td>\n",
       "      <td>3265</td>\n",
       "      <td>3265</td>\n",
       "      <td>XS4ALL-NL - Xs4all Internet BV</td>\n",
       "      <td>XS4ALL-NL - Xs4all Internet BV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>615244</td>\n",
       "      <td>3265</td>\n",
       "      <td>3265</td>\n",
       "      <td>XS4ALL-NL - Xs4all Internet BV</td>\n",
       "      <td>XS4ALL-NL - Xs4all Internet BV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>632394</td>\n",
       "      <td>3265</td>\n",
       "      <td>3265</td>\n",
       "      <td>XS4ALL-NL - Xs4all Internet BV</td>\n",
       "      <td>XS4ALL-NL - Xs4all Internet BV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>950214</td>\n",
       "      <td>3265</td>\n",
       "      <td>3265</td>\n",
       "      <td>XS4ALL-NL - Xs4all Internet BV</td>\n",
       "      <td>XS4ALL-NL - Xs4all Internet BV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>660860</td>\n",
       "      <td>2119</td>\n",
       "      <td>2119</td>\n",
       "      <td>TELENOR-NEXTEL - Telenor Norge AS</td>\n",
       "      <td>TELENOR-NEXTEL - Telenor Norge AS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>660130</td>\n",
       "      <td>2119</td>\n",
       "      <td>2119</td>\n",
       "      <td>TELENOR-NEXTEL - Telenor Norge AS</td>\n",
       "      <td>TELENOR-NEXTEL - Telenor Norge AS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>901936</td>\n",
       "      <td>2119</td>\n",
       "      <td>2119</td>\n",
       "      <td>TELENOR-NEXTEL - Telenor Norge AS</td>\n",
       "      <td>TELENOR-NEXTEL - Telenor Norge AS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>940010</td>\n",
       "      <td>2119</td>\n",
       "      <td>2119</td>\n",
       "      <td>TELENOR-NEXTEL - Telenor Norge AS</td>\n",
       "      <td>TELENOR-NEXTEL - Telenor Norge AS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>632466</td>\n",
       "      <td>9146</td>\n",
       "      <td>9146</td>\n",
       "      <td>BIHNET - BH Telecom d.d. Sarajevo</td>\n",
       "      <td>BIHNET - BH Telecom d.d. Sarajevo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>661026</td>\n",
       "      <td>13319</td>\n",
       "      <td>13319</td>\n",
       "      <td>S-I-S - Storm Internet Services</td>\n",
       "      <td>S-I-S - Storm Internet Services</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>663066</td>\n",
       "      <td>4773</td>\n",
       "      <td>4773</td>\n",
       "      <td>MOBILEONELTD-AS-AP MobileOne Ltd. Mobile/Inter...</td>\n",
       "      <td>MOBILEONELTD-AS-AP MobileOne Ltd. Mobile/Inter...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>663068</td>\n",
       "      <td>5432</td>\n",
       "      <td>5432</td>\n",
       "      <td>BELGACOM-SKYNET-AS - Proximus NV</td>\n",
       "      <td>BELGACOM-SKYNET-AS - Proximus NV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>632288</td>\n",
       "      <td>1916</td>\n",
       "      <td>16735</td>\n",
       "      <td>Associação Rede Nacional de Ensino e Pesquisa</td>\n",
       "      <td>ALGAR TELECOM S/A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>635410</td>\n",
       "      <td>56304</td>\n",
       "      <td>56304</td>\n",
       "      <td>THETOTALTEAM-AS-AP The Total Team Limited</td>\n",
       "      <td>THETOTALTEAM-AS-AP The Total Team Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>660076</td>\n",
       "      <td>11351</td>\n",
       "      <td>11351</td>\n",
       "      <td>RR-NYSREGION-ASN-01 - Time Warner Cable Intern...</td>\n",
       "      <td>RR-NYSREGION-ASN-01 - Time Warner Cable Intern...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>635774</td>\n",
       "      <td>3741</td>\n",
       "      <td>3741</td>\n",
       "      <td>IS</td>\n",
       "      <td>IS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>148646</td>\n",
       "      <td>12322</td>\n",
       "      <td>12322</td>\n",
       "      <td>PROXAD - Free SAS</td>\n",
       "      <td>PROXAD - Free SAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>663070</td>\n",
       "      <td>12322</td>\n",
       "      <td>12322</td>\n",
       "      <td>PROXAD - Free SAS</td>\n",
       "      <td>PROXAD - Free SAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>658903</td>\n",
       "      <td>8121</td>\n",
       "      <td>8121</td>\n",
       "      <td>LAYER42 - TCH Network Services</td>\n",
       "      <td>LAYER42 - TCH Network Services</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>632386</td>\n",
       "      <td>20625</td>\n",
       "      <td>20625</td>\n",
       "      <td>HELSINGENET - Bollnas energi AB</td>\n",
       "      <td>HELSINGENET - Bollnas energi AB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>665660</td>\n",
       "      <td>6648</td>\n",
       "      <td>6648</td>\n",
       "      <td>BAYAN-TELECOMMUNICATIONS Bayan Telecommunications</td>\n",
       "      <td>BAYAN-TELECOMMUNICATIONS Bayan Telecommunications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>660132</td>\n",
       "      <td>5381</td>\n",
       "      <td>5381</td>\n",
       "      <td>POWTECH-AS - Broadnet AS</td>\n",
       "      <td>POWTECH-AS - Broadnet AS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>661028</td>\n",
       "      <td>14877</td>\n",
       "      <td>14877</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "      <td>PENNREN - KINBER</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>950216</td>\n",
       "      <td>15659</td>\n",
       "      <td>15659</td>\n",
       "      <td>NEXTGENTEL - NextGenTel AS</td>\n",
       "      <td>NEXTGENTEL - NextGenTel AS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>950222</td>\n",
       "      <td>5603</td>\n",
       "      <td>5603</td>\n",
       "      <td>SIOL-NET - Telekom Slovenije d.d.</td>\n",
       "      <td>SIOL-NET - Telekom Slovenije d.d.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>950220</td>\n",
       "      <td>5603</td>\n",
       "      <td>5603</td>\n",
       "      <td>SIOL-NET - Telekom Slovenije d.d.</td>\n",
       "      <td>SIOL-NET - Telekom Slovenije d.d.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>950228</td>\n",
       "      <td>51615</td>\n",
       "      <td>51615</td>\n",
       "      <td>KATENG-ASN - Zavod Kabelska televizija Nova go...</td>\n",
       "      <td>KATENG-ASN - Zavod Kabelska televizija Nova go...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>950224</td>\n",
       "      <td>34779</td>\n",
       "      <td>34779</td>\n",
       "      <td>T-2-AS - T-2, d.o.o.</td>\n",
       "      <td>T-2-AS - T-2, d.o.o.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>950226</td>\n",
       "      <td>34779</td>\n",
       "      <td>34779</td>\n",
       "      <td>T-2-AS - T-2, d.o.o.</td>\n",
       "      <td>T-2-AS - T-2, d.o.o.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>950204</td>\n",
       "      <td>45873</td>\n",
       "      <td>31732</td>\n",
       "      <td>NEHOS-AU Nehos Communications Pty Ltd</td>\n",
       "      <td>PARSUN-NETWORK-SOLUTIONS - PARSUN NETWORK SOLU...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>950202</td>\n",
       "      <td>4739</td>\n",
       "      <td>4739</td>\n",
       "      <td>INTERNODE-AS Internode Pty Ltd</td>\n",
       "      <td>INTERNODE-AS Internode Pty Ltd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>950206</td>\n",
       "      <td>23655</td>\n",
       "      <td>23655</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "      <td>SNAP-NZ-AS Snap Internet Limited</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>950238</td>\n",
       "      <td>12271</td>\n",
       "      <td>12271</td>\n",
       "      <td>SCRR-12271 - Time Warner Cable Internet LLC</td>\n",
       "      <td>SCRR-12271 - Time Warner Cable Internet LLC</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>102 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     unit_id  src_asn_v4  src_asn_v6  \\\n",
       "0      62712         680         680   \n",
       "1     201338         680         680   \n",
       "2     123256        8767        8767   \n",
       "3     148644       24956       24956   \n",
       "4     148650        3320        3320   \n",
       "5     660160        3320        3320   \n",
       "6     950210        3320        3320   \n",
       "7     167808        5607        5607   \n",
       "8     658891        5607        5607   \n",
       "9     950230        5607        5607   \n",
       "10    148634        3269        3269   \n",
       "11    632406        3269        3269   \n",
       "12    181536        8903        8903   \n",
       "13    143666        2614        2614   \n",
       "14    148648       13030       13030   \n",
       "15    660852       13030       13030   \n",
       "16    129210        2856        2856   \n",
       "17    239416       50989        1257   \n",
       "18    200864        4685        4718   \n",
       "19     19602       12715       12715   \n",
       "20    200172       18070       18070   \n",
       "21    241735       12392       12392   \n",
       "22    181532         513         513   \n",
       "23    241733        9031        9031   \n",
       "24    950208        9031        9031   \n",
       "25    474346        3265        3265   \n",
       "26    635734        3265        3265   \n",
       "27    615244        3265        3265   \n",
       "28    632394        3265        3265   \n",
       "29    950214        3265        3265   \n",
       "..       ...         ...         ...   \n",
       "72    660860        2119        2119   \n",
       "73    660130        2119        2119   \n",
       "74    901936        2119        2119   \n",
       "75    940010        2119        2119   \n",
       "76    632466        9146        9146   \n",
       "77    661026       13319       13319   \n",
       "78    663066        4773        4773   \n",
       "79    663068        5432        5432   \n",
       "80    632288        1916       16735   \n",
       "81    635410       56304       56304   \n",
       "82    660076       11351       11351   \n",
       "83    635774        3741        3741   \n",
       "84    148646       12322       12322   \n",
       "85    663070       12322       12322   \n",
       "86    658903        8121        8121   \n",
       "87    632386       20625       20625   \n",
       "88    665660        6648        6648   \n",
       "89    660132        5381        5381   \n",
       "90    661028       14877       14877   \n",
       "91    950216       15659       15659   \n",
       "92    950222        5603        5603   \n",
       "93    950220        5603        5603   \n",
       "94    950228       51615       51615   \n",
       "95    950224       34779       34779   \n",
       "96    950226       34779       34779   \n",
       "97    950240       20375       20375   \n",
       "98    950204       45873       31732   \n",
       "99    950202        4739        4739   \n",
       "100   950206       23655       23655   \n",
       "101   950238       12271       12271   \n",
       "\n",
       "                                         src_holder_v4  \\\n",
       "0    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "1    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "2              MNET-AS - M-net Telekommunikations GmbH   \n",
       "3          GDS-1 - Gaertner Datensysteme GmbH & Co. KG   \n",
       "4                           DTAG - Deutsche Telekom AG   \n",
       "5                           DTAG - Deutsche Telekom AG   \n",
       "6                           DTAG - Deutsche Telekom AG   \n",
       "7                  BSKYB-BROADBAND-AS - Sky UK Limited   \n",
       "8                  BSKYB-BROADBAND-AS - Sky UK Limited   \n",
       "9                  BSKYB-BROADBAND-AS - Sky UK Limited   \n",
       "10                  ASN-IBSNAZ - Telecom Italia S.p.a.   \n",
       "11                  ASN-IBSNAZ - Telecom Italia S.p.a.   \n",
       "12   AS8903 - BT ESPANA, COMPANIA DE SERVICIOS GLOB...   \n",
       "13   ROEDUNET - Agentia de Administrare a Retelei N...   \n",
       "14                    INIT7 - Init7 (Switzerland) Ltd.   \n",
       "15                    INIT7 - Init7 (Switzerland) Ltd.   \n",
       "16           BT-UK-AS - British Telecommunications PLC   \n",
       "17          SITABINFRA-NORDIC-AS - SITAB Infrastruktur   \n",
       "18                                 ASAHI-NET Asahi Net   \n",
       "19                     JAZZNET - Orange Espagne S.A.U.   \n",
       "20                        NDAC Global Network Core Co.   \n",
       "21                              ASBRUTELE - Brutele SC   \n",
       "22   CERN - CERN - European Organization for Nuclea...   \n",
       "23                                              EDPNET   \n",
       "24                                              EDPNET   \n",
       "25                      XS4ALL-NL - Xs4all Internet BV   \n",
       "26                      XS4ALL-NL - Xs4all Internet BV   \n",
       "27                      XS4ALL-NL - Xs4all Internet BV   \n",
       "28                      XS4ALL-NL - Xs4all Internet BV   \n",
       "29                      XS4ALL-NL - Xs4all Internet BV   \n",
       "..                                                 ...   \n",
       "72                   TELENOR-NEXTEL - Telenor Norge AS   \n",
       "73                   TELENOR-NEXTEL - Telenor Norge AS   \n",
       "74                   TELENOR-NEXTEL - Telenor Norge AS   \n",
       "75                   TELENOR-NEXTEL - Telenor Norge AS   \n",
       "76                   BIHNET - BH Telecom d.d. Sarajevo   \n",
       "77                     S-I-S - Storm Internet Services   \n",
       "78   MOBILEONELTD-AS-AP MobileOne Ltd. Mobile/Inter...   \n",
       "79                    BELGACOM-SKYNET-AS - Proximus NV   \n",
       "80       Associação Rede Nacional de Ensino e Pesquisa   \n",
       "81           THETOTALTEAM-AS-AP The Total Team Limited   \n",
       "82   RR-NYSREGION-ASN-01 - Time Warner Cable Intern...   \n",
       "83                                                  IS   \n",
       "84                                   PROXAD - Free SAS   \n",
       "85                                   PROXAD - Free SAS   \n",
       "86                      LAYER42 - TCH Network Services   \n",
       "87                     HELSINGENET - Bollnas energi AB   \n",
       "88   BAYAN-TELECOMMUNICATIONS Bayan Telecommunications   \n",
       "89                            POWTECH-AS - Broadnet AS   \n",
       "90                                    PENNREN - KINBER   \n",
       "91                          NEXTGENTEL - NextGenTel AS   \n",
       "92                   SIOL-NET - Telekom Slovenije d.d.   \n",
       "93                   SIOL-NET - Telekom Slovenije d.d.   \n",
       "94   KATENG-ASN - Zavod Kabelska televizija Nova go...   \n",
       "95                                T-2-AS - T-2, d.o.o.   \n",
       "96                                T-2-AS - T-2, d.o.o.   \n",
       "97                  TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "98               NEHOS-AU Nehos Communications Pty Ltd   \n",
       "99                      INTERNODE-AS Internode Pty Ltd   \n",
       "100                   SNAP-NZ-AS Snap Internet Limited   \n",
       "101        SCRR-12271 - Time Warner Cable Internet LLC   \n",
       "\n",
       "                                         src_holder_v6  \n",
       "0    DFN - Verein zur Foerderung eines Deutschen Fo...  \n",
       "1    DFN - Verein zur Foerderung eines Deutschen Fo...  \n",
       "2              MNET-AS - M-net Telekommunikations GmbH  \n",
       "3          GDS-1 - Gaertner Datensysteme GmbH & Co. KG  \n",
       "4                           DTAG - Deutsche Telekom AG  \n",
       "5                           DTAG - Deutsche Telekom AG  \n",
       "6                           DTAG - Deutsche Telekom AG  \n",
       "7                  BSKYB-BROADBAND-AS - Sky UK Limited  \n",
       "8                  BSKYB-BROADBAND-AS - Sky UK Limited  \n",
       "9                  BSKYB-BROADBAND-AS - Sky UK Limited  \n",
       "10                  ASN-IBSNAZ - Telecom Italia S.p.a.  \n",
       "11                  ASN-IBSNAZ - Telecom Italia S.p.a.  \n",
       "12   AS8903 - BT ESPANA, COMPANIA DE SERVICIOS GLOB...  \n",
       "13   ROEDUNET - Agentia de Administrare a Retelei N...  \n",
       "14                    INIT7 - Init7 (Switzerland) Ltd.  \n",
       "15                    INIT7 - Init7 (Switzerland) Ltd.  \n",
       "16           BT-UK-AS - British Telecommunications PLC  \n",
       "17                                     SWIPNET - TELE2  \n",
       "18                            CKP Cyber Kansai Project  \n",
       "19                     JAZZNET - Orange Espagne S.A.U.  \n",
       "20                        NDAC Global Network Core Co.  \n",
       "21                              ASBRUTELE - Brutele SC  \n",
       "22   CERN - CERN - European Organization for Nuclea...  \n",
       "23                                              EDPNET  \n",
       "24                                              EDPNET  \n",
       "25                      XS4ALL-NL - Xs4all Internet BV  \n",
       "26                      XS4ALL-NL - Xs4all Internet BV  \n",
       "27                      XS4ALL-NL - Xs4all Internet BV  \n",
       "28                      XS4ALL-NL - Xs4all Internet BV  \n",
       "29                      XS4ALL-NL - Xs4all Internet BV  \n",
       "..                                                 ...  \n",
       "72                   TELENOR-NEXTEL - Telenor Norge AS  \n",
       "73                   TELENOR-NEXTEL - Telenor Norge AS  \n",
       "74                   TELENOR-NEXTEL - Telenor Norge AS  \n",
       "75                   TELENOR-NEXTEL - Telenor Norge AS  \n",
       "76                   BIHNET - BH Telecom d.d. Sarajevo  \n",
       "77                     S-I-S - Storm Internet Services  \n",
       "78   MOBILEONELTD-AS-AP MobileOne Ltd. Mobile/Inter...  \n",
       "79                    BELGACOM-SKYNET-AS - Proximus NV  \n",
       "80                                   ALGAR TELECOM S/A  \n",
       "81           THETOTALTEAM-AS-AP The Total Team Limited  \n",
       "82   RR-NYSREGION-ASN-01 - Time Warner Cable Intern...  \n",
       "83                                                  IS  \n",
       "84                                   PROXAD - Free SAS  \n",
       "85                                   PROXAD - Free SAS  \n",
       "86                      LAYER42 - TCH Network Services  \n",
       "87                     HELSINGENET - Bollnas energi AB  \n",
       "88   BAYAN-TELECOMMUNICATIONS Bayan Telecommunications  \n",
       "89                            POWTECH-AS - Broadnet AS  \n",
       "90                                    PENNREN - KINBER  \n",
       "91                          NEXTGENTEL - NextGenTel AS  \n",
       "92                   SIOL-NET - Telekom Slovenije d.d.  \n",
       "93                   SIOL-NET - Telekom Slovenije d.d.  \n",
       "94   KATENG-ASN - Zavod Kabelska televizija Nova go...  \n",
       "95                                T-2-AS - T-2, d.o.o.  \n",
       "96                                T-2-AS - T-2, d.o.o.  \n",
       "97                  TEKSAVVY-WEST - TekSavvy Solutions  \n",
       "98   PARSUN-NETWORK-SOLUTIONS - PARSUN NETWORK SOLU...  \n",
       "99                      INTERNODE-AS Internode Pty Ltd  \n",
       "100                   SNAP-NZ-AS Snap Internet Limited  \n",
       "101        SCRR-12271 - Time Warner Cable Internet LLC  \n",
       "\n",
       "[102 rows x 5 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# determine holders by AS numbers\n",
    "src = pd.read_csv('metadata/src_asn_holders.csv', sep = ';')\n",
    "probes = probes.merge(src, left_on = 'src_asn_v4', right_on = 'asn').rename(columns = {'holder' : 'src_holder_v4'})\n",
    "probes = probes.merge(src, left_on = 'src_asn_v6', right_on = 'asn').rename(columns = {'holder' : 'src_holder_v6'})\n",
    "probes = probes.drop(['asn_x', 'asn_y'], axis = 1)\n",
    "probes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "probes.to_sql(name = 'probes_asns' , con = conn, index = False, if_exists = 'replace')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# merge probe src ASN to pair_medians table\n",
    "pair_medians = pd.read_sql_query('select * from pair_medians', conn)\n",
    "\n",
    "pair_medians = pair_medians.merge(probes, on = 'unit_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# read remaining mappings from database (rather than CSVs)\n",
    "dst = pd.read_sql_query('select * from dst_asn_mapping', conn)\n",
    "hostnames = pd.read_sql_query('select * from hostnames', conn)\n",
    "\n",
    "\n",
    "# distinguish between v4 and v6 data\n",
    "dst_v6 = dst[dst.ip.str.contains(':')]\n",
    "dst_v4 = dst[~dst.ip.str.contains(':')]\n",
    "\n",
    "hostnames_v6 = hostnames[hostnames.ip.str.contains(':')]\n",
    "hostnames_v4 = hostnames[~hostnames.ip.str.contains(':')]\n",
    "\n",
    "\n",
    "# add destination ASNs\n",
    "pair_medians = pair_medians.merge(dst_v4, left_on = 'destination_v4', right_on = 'ip').rename(columns = {'ip' : 'dst_v4', 'asn' : 'dst_asn_v4', 'holder' : 'dst_holder_v4'})\n",
    "pair_medians = pair_medians.merge(dst_v6, left_on = 'destination_v6', right_on = 'ip').rename(columns = {'ip' : 'dst_v6', 'asn' : 'dst_asn_v6', 'holder' : 'dst_holder_v6'})\n",
    "\n",
    "# add hostnames\n",
    "pair_medians = pair_medians.merge(hostnames_v4, how = 'left', left_on = 'destination_v4', right_on = 'ip').rename(columns = {'ip' : 'ip_hostname_v4', 'hostname' : 'hostname_v4'})\n",
    "pair_medians = pair_medians.merge(hostnames_v6, how = 'left', left_on = 'destination_v6', right_on = 'ip').rename(columns = {'ip' : 'ip_hostname_v6', 'hostname' : 'hostname_v6'})\n",
    "\n",
    "\n",
    "# pick correct columns and rearrange order\n",
    "pair_medians = pair_medians[['unit_id',\n",
    "                             'src_asn_v4', 'src_holder_v4', 'dst_v4', 'hostname_v4', 'dst_asn_v4', 'dst_holder_v4', 'max(ttl)_v4', 'rtt_v4',\n",
    "                             'src_asn_v6', 'src_holder_v6', 'dst_v6', 'hostname_v6', 'dst_asn_v6', 'dst_holder_v6', 'max(ttl)_v6', 'rtt_v6',\n",
    "                             'ttl_delta', 'rtt_delta']]\n",
    "\n",
    "# rename to remind these are medians\n",
    "pair_medians.rename(columns = {'max(ttl)_v4' : 'm_ttl_v4', 'max(ttl)_v6' : 'm_ttl_v6',\n",
    "                               'rtt_v4' : 'm_rtt_v4', 'rtt_v6' : 'm_rtt_v6',\n",
    "                               'ttl_delta' : 'm_ttl_delta', 'rtt_delta' : 'm_rtt_delta'},\n",
    "                              inplace = True)\n",
    "\n",
    "# remove rows where src_asn_v6 = 6939, which is Hurricane Electrics -> affected measurements use tunneling service for v6, not native\n",
    "pair_medians = pair_medians[pair_medians['src_asn_v6'] != 6939].reset_index()  # Note: this should have already been done using filter_data.py, just to double-check here!\n",
    "\n",
    "\n",
    "# sort dataframe to avoid some weird interactions that occured when merging\n",
    "pair_medians.sort_values(by = 'unit_id', inplace = True)\n",
    "pair_medians = pair_medians.drop('index', axis = 1)  # drop index column that got in through merging\n",
    "\n",
    "# writeback\n",
    "pair_medians.to_sql(name = 'pair_medians_meta' , con = conn, index = False, if_exists = 'replace')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
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       "      <td>2a00:1450:400f:12::6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
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       "      <td>GOOGLE - Google LLC</td>\n",
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       "      <td>GOOGLE - Google LLC</td>\n",
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       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2a00:1450:400f:a::10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
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       "      <td>34.9580</td>\n",
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       "      <td>193.90.147.172</td>\n",
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       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
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       "      <td>2a00:1450:400f:8::e</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
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       "      <td>12.3650</td>\n",
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       "      <td>193.90.147.172</td>\n",
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       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
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       "      <td>3.1020</td>\n",
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       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2a00:1450:400f::14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
       "      <td>8.0</td>\n",
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       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2a00:1450:400f:e::7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
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       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.7055</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2a00:1450:401c:1c::13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>18.0</td>\n",
       "      <td>30.0765</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>-26.3710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>62712</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.8700</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2a00:1450:401c:27::e</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>20.0</td>\n",
       "      <td>35.9350</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>-32.0650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>62712</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.1280</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2a00:1450:401c:d::17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>20.0</td>\n",
       "      <td>36.3370</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>-33.2090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>62712</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.3920</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2a00:1450:400f:d::b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.7600</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>-7.5135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>62712</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>193.90.147.175</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.1625</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2a00:1450:400f:d::b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.5890</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>-8.3665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>62712</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>193.90.147.173</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.1545</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2a00:1450:400f:f::7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.7800</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>-7.5375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>62712</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.1080</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2a00:1450:400f:f::7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.2520</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>-8.4030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>62712</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.6200</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2a00:1450:400f:f::b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>12.0</td>\n",
       "      <td>9.9950</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>-7.3750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>62712</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>193.90.147.173</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.4360</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2001:8c0:5500:2::d</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
       "      <td>11.0</td>\n",
       "      <td>23.8830</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-21.2090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>62712</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.2140</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2001:8c0:5500:2::d</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
       "      <td>10.0</td>\n",
       "      <td>22.9950</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>-21.7810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>62712</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>193.90.147.172</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.5050</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2001:8c0:5500:2::c</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
       "      <td>10.0</td>\n",
       "      <td>22.8720</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>-21.2390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>62712</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>173.194.48.118</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>13.0</td>\n",
       "      <td>9.8620</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2a00:1450:400f:3::16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.7480</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-0.8860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>62712</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>173.194.48.102</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.4990</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2a00:1450:400f:3::6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.6390</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.1400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>62712</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>193.90.147.174</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.3290</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2a00:1450:400f:f::8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.8620</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>-7.3950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>62712</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>173.194.163.107</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>13.0</td>\n",
       "      <td>9.8640</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2001:8c0:9802:1::c</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.3380</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.5260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>62712</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>193.90.147.76</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0175</td>\n",
       "      <td>680</td>\n",
       "      <td>DFN - Verein zur Foerderung eines Deutschen Fo...</td>\n",
       "      <td>2001:8c0:9802:1::c</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2116</td>\n",
       "      <td>ASN-CATCHCOM - Broadnet AS</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.4670</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.3505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43200</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>173.194.56.114</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.3980</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:4::12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.5125</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21288</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.3815</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:16::b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.5650</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-4.3210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43160</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.7920</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:c::e</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.4120</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.8260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43156</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>173.194.152.24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.4050</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:11::8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.6170</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.7880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19645</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5125</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:16::7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.4820</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-4.0905</td>\n",
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       "    <tr>\n",
       "      <th>19644</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.3040</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:16::7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.1700</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.8810</td>\n",
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       "    <tr>\n",
       "      <th>33649</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.2790</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:10::8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.1230</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.7900</td>\n",
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       "    <tr>\n",
       "      <th>21597</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.6400</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:4007:2f::9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>14.0</td>\n",
       "      <td>37.5550</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>-30.9150</td>\n",
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       "    <tr>\n",
       "      <th>21824</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.9520</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:3::b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.5840</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.6320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43327</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.8550</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a::7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.5300</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-4.6750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19626</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>173.194.152.103</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.4520</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:16::7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.8590</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0450</td>\n",
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       "    <tr>\n",
       "      <th>43111</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.6170</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:14::7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.2040</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.6910</td>\n",
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       "    <tr>\n",
       "      <th>43113</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.1090</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:c::12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.8480</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.7390</td>\n",
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       "    <tr>\n",
       "      <th>43115</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.6360</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:c::13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.4570</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-2.8210</td>\n",
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       "    <tr>\n",
       "      <th>43118</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.1770</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:c::a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.3230</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-4.2060</td>\n",
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       "    <tr>\n",
       "      <th>43157</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.3310</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:11::8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.5185</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-4.3685</td>\n",
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       "    <tr>\n",
       "      <th>43121</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
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       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:17::8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.7980</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.8050</td>\n",
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       "    <tr>\n",
       "      <th>43125</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.5660</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:16::a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.4390</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-4.8730</td>\n",
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       "    <tr>\n",
       "      <th>43127</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.7050</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:10::c</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.8620</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-4.1570</td>\n",
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       "    <tr>\n",
       "      <th>43128</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.9085</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:10::c</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.3080</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.3995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43133</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.141</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5675</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:17::c</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.8630</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.2955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43134</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5960</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:17::c</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.3240</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.7850</td>\n",
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       "    <tr>\n",
       "      <th>43139</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.2840</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:c::6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.8850</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.8790</td>\n",
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       "    <tr>\n",
       "      <th>43145</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.3685</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:c::f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>20.8205</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-12.4520</td>\n",
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       "    <tr>\n",
       "      <th>43148</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.2925</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:e::10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.5700</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.9410</td>\n",
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       "    <tr>\n",
       "      <th>43149</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.9710</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:e::10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.1300</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-5.1590</td>\n",
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       "    <tr>\n",
       "      <th>43150</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>173.194.152.23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.5590</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:11::b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.7780</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.7810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43154</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>173.194.152.27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.8540</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:11::b</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.8120</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.0545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43124</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.140</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0580</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:16::a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0480</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-4.1200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43328</th>\n",
       "      <td>950240</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>66.199.151.142</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13768</td>\n",
       "      <td>COGECO-PEER1 - Cogeco Peer 1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5330</td>\n",
       "      <td>20375</td>\n",
       "      <td>TEKSAVVY-WEST - TekSavvy Solutions</td>\n",
       "      <td>2607:f8b0:400a:e::f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15169</td>\n",
       "      <td>GOOGLE - Google LLC</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.9740</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-3.4410</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>43329 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       unit_id  src_asn_v4                                      src_holder_v4  \\\n",
       "0        62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "356      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "357      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "364      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "370      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "377      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "379      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "390      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "784      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "393      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "398      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "402      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "414      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "416      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "428      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "432      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "439      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "496      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "498      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "512      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "514      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "535      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "542      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "543      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "355      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "353      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "336      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "302      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "188      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "189      62712         680  DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "...        ...         ...                                                ...   \n",
       "43200   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "21288   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43160   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43156   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "19645   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "19644   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "33649   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "21597   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "21824   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43327   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "19626   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43111   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43113   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43115   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43118   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43157   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43121   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43125   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43127   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43128   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43133   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43134   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43139   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43145   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43148   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43149   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43150   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43154   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43124   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43328   950240       20375                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "\n",
       "                dst_v4 hostname_v4  dst_asn_v4                 dst_holder_v4  \\\n",
       "0      172.217.132.105         NaN       15169           GOOGLE - Google LLC   \n",
       "356     193.90.147.175         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "357     193.90.147.172         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "364     193.90.147.172         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "370     193.90.147.172         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "377     193.90.147.172         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "379     193.90.147.174         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "390     193.90.147.172         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "784     193.90.147.174         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "393     193.90.147.172         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "398     193.90.147.172         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "402     193.90.147.172         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "414     193.90.147.172         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "416     193.90.147.174         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "428     193.90.147.172         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "432     193.90.147.172         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "439     193.90.147.172         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "496     193.90.147.174         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "498     193.90.147.175         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "512     193.90.147.173         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "514     193.90.147.174         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "535     193.90.147.174         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "542     193.90.147.173         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "543     193.90.147.174         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "355     193.90.147.172         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "353     173.194.48.118         NaN       15169           GOOGLE - Google LLC   \n",
       "336     173.194.48.102         NaN       15169           GOOGLE - Google LLC   \n",
       "302     193.90.147.174         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "188    173.194.163.107         NaN       15169           GOOGLE - Google LLC   \n",
       "189      193.90.147.76         NaN        2116    ASN-CATCHCOM - Broadnet AS   \n",
       "...                ...         ...         ...                           ...   \n",
       "43200   173.194.56.114         NaN       15169           GOOGLE - Google LLC   \n",
       "21288   66.199.151.142         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "43160   66.199.151.142         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "43156   173.194.152.24         NaN       15169           GOOGLE - Google LLC   \n",
       "19645   66.199.151.141         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "19644   66.199.151.140         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "33649   66.199.151.141         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "21597   66.199.151.142         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "21824   66.199.151.140         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "43327   66.199.151.142         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "19626  173.194.152.103         NaN       15169           GOOGLE - Google LLC   \n",
       "43111   66.199.151.141         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "43113   66.199.151.140         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "43115   66.199.151.142         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "43118   66.199.151.140         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "43157   66.199.151.141         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "43121   66.199.151.141         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "43125   66.199.151.141         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "43127   66.199.151.140         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "43128   66.199.151.141         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "43133   66.199.151.141         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "43134   66.199.151.142         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "43139   66.199.151.140         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "43145   66.199.151.140         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "43148   66.199.151.140         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "43149   66.199.151.142         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "43150   173.194.152.23         NaN       15169           GOOGLE - Google LLC   \n",
       "43154   173.194.152.27         NaN       15169           GOOGLE - Google LLC   \n",
       "43124   66.199.151.140         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "43328   66.199.151.142         NaN       13768  COGECO-PEER1 - Cogeco Peer 1   \n",
       "\n",
       "       m_ttl_v4  m_rtt_v4  src_asn_v6  \\\n",
       "0          17.0   33.1150         680   \n",
       "356         8.0    1.1540         680   \n",
       "357         7.0    2.7840         680   \n",
       "364        11.0    3.0120         680   \n",
       "370         8.0    3.1735         680   \n",
       "377        11.0    3.2495         680   \n",
       "379        11.0    3.0780         680   \n",
       "390        11.0    3.3160         680   \n",
       "784         8.0    3.2460         680   \n",
       "393        11.0    3.1050         680   \n",
       "398         8.0    3.1020         680   \n",
       "402         8.0    3.2390         680   \n",
       "414        11.0    2.9820         680   \n",
       "416        11.0    3.1790         680   \n",
       "428         8.0    3.7055         680   \n",
       "432        11.0    3.8700         680   \n",
       "439        11.0    3.1280         680   \n",
       "496        11.0    3.3920         680   \n",
       "498         8.0    3.1625         680   \n",
       "512         8.0    3.1545         680   \n",
       "514        11.0    3.1080         680   \n",
       "535        10.0    2.6200         680   \n",
       "542        10.0    2.4360         680   \n",
       "543         8.0    1.2140         680   \n",
       "355         8.0    1.5050         680   \n",
       "353        13.0    9.8620         680   \n",
       "336        14.0   10.4990         680   \n",
       "302        11.0    3.3290         680   \n",
       "188        13.0    9.8640         680   \n",
       "189         8.0    3.0175         680   \n",
       "...         ...       ...         ...   \n",
       "43200       9.0   10.3980       20375   \n",
       "21288       5.0    7.3815       20375   \n",
       "43160       5.0    7.7920       20375   \n",
       "43156       9.0   12.4050       20375   \n",
       "19645       5.0    7.5125       20375   \n",
       "19644       5.0    7.3040       20375   \n",
       "33649       5.0    7.2790       20375   \n",
       "21597       5.0    6.6400       20375   \n",
       "21824       5.0    7.9520       20375   \n",
       "43327       5.0    7.8550       20375   \n",
       "19626       9.0   10.4520       20375   \n",
       "43111       5.0    7.6170       20375   \n",
       "43113       5.0    8.1090       20375   \n",
       "43115       5.0    8.6360       20375   \n",
       "43118       5.0    7.1770       20375   \n",
       "43157       5.0    7.3310       20375   \n",
       "43121       5.0    7.3840       20375   \n",
       "43125       5.0    6.5660       20375   \n",
       "43127       5.0    6.7050       20375   \n",
       "43128       5.0    7.9085       20375   \n",
       "43133       5.0    7.5675       20375   \n",
       "43134       5.0    7.5960       20375   \n",
       "43139       5.0    7.2840       20375   \n",
       "43145       5.0    8.3685       20375   \n",
       "43148       5.0    7.2925       20375   \n",
       "43149       5.0    6.9710       20375   \n",
       "43150       9.0   10.5590       20375   \n",
       "43154       9.0   10.8540       20375   \n",
       "43124       5.0    7.0580       20375   \n",
       "43328       5.0    7.5330       20375   \n",
       "\n",
       "                                           src_holder_v6  \\\n",
       "0      DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "356    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "357    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "364    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "370    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "377    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "379    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "390    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "784    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "393    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "398    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "402    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "414    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "416    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "428    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "432    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "439    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "496    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "498    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "512    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "514    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "535    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "542    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "543    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "355    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "353    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "336    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "302    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "188    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "189    DFN - Verein zur Foerderung eines Deutschen Fo...   \n",
       "...                                                  ...   \n",
       "43200                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "21288                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43160                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43156                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "19645                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "19644                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "33649                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "21597                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "21824                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43327                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "19626                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43111                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43113                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43115                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43118                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43157                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43121                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43125                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43127                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43128                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43133                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43134                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43139                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43145                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43148                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43149                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43150                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43154                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43124                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "43328                 TEKSAVVY-WEST - TekSavvy Solutions   \n",
       "\n",
       "                      dst_v6 hostname_v6  dst_asn_v6  \\\n",
       "0         2001:8c0:9802:1::d         NaN        2116   \n",
       "356       2001:8c0:5500:2::c         NaN        2116   \n",
       "357     2a00:1450:400f:12::6         NaN       15169   \n",
       "364      2a00:1450:400f:1::e         NaN       15169   \n",
       "370      2a00:1450:400f:4::7         NaN       15169   \n",
       "377      2a00:1450:400f:4::c         NaN       15169   \n",
       "379      2a00:1450:400f:4::c         NaN       15169   \n",
       "390      2a00:1450:400f:5::7         NaN       15169   \n",
       "784     2a00:1450:400f:a::10         NaN       15169   \n",
       "393      2a00:1450:400f:8::e         NaN       15169   \n",
       "398       2a00:1450:400f::14         NaN       15169   \n",
       "402      2a00:1450:400f:e::7         NaN       15169   \n",
       "414      2a00:1450:400f:e::9         NaN       15169   \n",
       "416      2a00:1450:400f:e::9         NaN       15169   \n",
       "428    2a00:1450:401c:1c::13         NaN       15169   \n",
       "432     2a00:1450:401c:27::e         NaN       15169   \n",
       "439     2a00:1450:401c:d::17         NaN       15169   \n",
       "496      2a00:1450:400f:d::b         NaN       15169   \n",
       "498      2a00:1450:400f:d::b         NaN       15169   \n",
       "512      2a00:1450:400f:f::7         NaN       15169   \n",
       "514      2a00:1450:400f:f::7         NaN       15169   \n",
       "535      2a00:1450:400f:f::b         NaN       15169   \n",
       "542       2001:8c0:5500:2::d         NaN        2116   \n",
       "543       2001:8c0:5500:2::d         NaN        2116   \n",
       "355       2001:8c0:5500:2::c         NaN        2116   \n",
       "353     2a00:1450:400f:3::16         NaN       15169   \n",
       "336      2a00:1450:400f:3::6         NaN       15169   \n",
       "302      2a00:1450:400f:f::8         NaN       15169   \n",
       "188       2001:8c0:9802:1::c         NaN        2116   \n",
       "189       2001:8c0:9802:1::c         NaN        2116   \n",
       "...                      ...         ...         ...   \n",
       "43200   2607:f8b0:400a:4::12         NaN       15169   \n",
       "21288   2607:f8b0:400a:16::b         NaN       15169   \n",
       "43160    2607:f8b0:400a:c::e         NaN       15169   \n",
       "43156   2607:f8b0:400a:11::8         NaN       15169   \n",
       "19645   2607:f8b0:400a:16::7         NaN       15169   \n",
       "19644   2607:f8b0:400a:16::7         NaN       15169   \n",
       "33649   2607:f8b0:400a:10::8         NaN       15169   \n",
       "21597   2607:f8b0:4007:2f::9         NaN       15169   \n",
       "21824    2607:f8b0:400a:3::b         NaN       15169   \n",
       "43327      2607:f8b0:400a::7         NaN       15169   \n",
       "19626   2607:f8b0:400a:16::7         NaN       15169   \n",
       "43111   2607:f8b0:400a:14::7         NaN       15169   \n",
       "43113   2607:f8b0:400a:c::12         NaN       15169   \n",
       "43115   2607:f8b0:400a:c::13         NaN       15169   \n",
       "43118    2607:f8b0:400a:c::a         NaN       15169   \n",
       "43157   2607:f8b0:400a:11::8         NaN       15169   \n",
       "43121   2607:f8b0:400a:17::8         NaN       15169   \n",
       "43125   2607:f8b0:400a:16::a         NaN       15169   \n",
       "43127   2607:f8b0:400a:10::c         NaN       15169   \n",
       "43128   2607:f8b0:400a:10::c         NaN       15169   \n",
       "43133   2607:f8b0:400a:17::c         NaN       15169   \n",
       "43134   2607:f8b0:400a:17::c         NaN       15169   \n",
       "43139    2607:f8b0:400a:c::6         NaN       15169   \n",
       "43145    2607:f8b0:400a:c::f         NaN       15169   \n",
       "43148   2607:f8b0:400a:e::10         NaN       15169   \n",
       "43149   2607:f8b0:400a:e::10         NaN       15169   \n",
       "43150   2607:f8b0:400a:11::b         NaN       15169   \n",
       "43154   2607:f8b0:400a:11::b         NaN       15169   \n",
       "43124   2607:f8b0:400a:16::a         NaN       15169   \n",
       "43328    2607:f8b0:400a:e::f         NaN       15169   \n",
       "\n",
       "                    dst_holder_v6  m_ttl_v6  m_rtt_v6  m_ttl_delta  \\\n",
       "0      ASN-CATCHCOM - Broadnet AS       5.0    1.5820         12.0   \n",
       "356    ASN-CATCHCOM - Broadnet AS      10.0   22.0930         -2.0   \n",
       "357           GOOGLE - Google LLC      12.0   10.6990         -5.0   \n",
       "364           GOOGLE - Google LLC      14.0   11.2460         -3.0   \n",
       "370           GOOGLE - Google LLC      13.0   12.2190         -5.0   \n",
       "377           GOOGLE - Google LLC      14.0   10.9635         -3.0   \n",
       "379           GOOGLE - Google LLC      14.0   10.8470         -3.0   \n",
       "390           GOOGLE - Google LLC      13.0   11.0050         -2.0   \n",
       "784           GOOGLE - Google LLC      13.0   34.9580         -5.0   \n",
       "393           GOOGLE - Google LLC      14.0   12.3650         -3.0   \n",
       "398           GOOGLE - Google LLC      14.0   11.1500         -6.0   \n",
       "402           GOOGLE - Google LLC      13.0   10.7510         -5.0   \n",
       "414           GOOGLE - Google LLC      14.0   10.8260         -3.0   \n",
       "416           GOOGLE - Google LLC      14.0   11.4095         -3.0   \n",
       "428           GOOGLE - Google LLC      18.0   30.0765        -10.0   \n",
       "432           GOOGLE - Google LLC      20.0   35.9350         -9.0   \n",
       "439           GOOGLE - Google LLC      20.0   36.3370         -9.0   \n",
       "496           GOOGLE - Google LLC      13.0   10.7600         -2.0   \n",
       "498           GOOGLE - Google LLC      13.0   11.5890         -5.0   \n",
       "512           GOOGLE - Google LLC      13.0   10.7800         -5.0   \n",
       "514           GOOGLE - Google LLC      13.0   11.2520         -2.0   \n",
       "535           GOOGLE - Google LLC      12.0    9.9950         -2.0   \n",
       "542    ASN-CATCHCOM - Broadnet AS      11.0   23.8830         -1.0   \n",
       "543    ASN-CATCHCOM - Broadnet AS      10.0   22.9950         -2.0   \n",
       "355    ASN-CATCHCOM - Broadnet AS      10.0   22.8720         -2.0   \n",
       "353           GOOGLE - Google LLC      14.0   10.7480         -1.0   \n",
       "336           GOOGLE - Google LLC      13.0   11.6390          1.0   \n",
       "302           GOOGLE - Google LLC      13.0   10.8620         -2.0   \n",
       "188    ASN-CATCHCOM - Broadnet AS      10.0    3.3380          3.0   \n",
       "189    ASN-CATCHCOM - Broadnet AS       8.0    3.4670          0.0   \n",
       "...                           ...       ...       ...          ...   \n",
       "43200         GOOGLE - Google LLC       9.0   10.5125          0.0   \n",
       "21288         GOOGLE - Google LLC       9.0   11.5650         -4.0   \n",
       "43160         GOOGLE - Google LLC       9.0   11.4120         -4.0   \n",
       "43156         GOOGLE - Google LLC       9.0   11.6170          0.0   \n",
       "19645         GOOGLE - Google LLC       9.0   11.4820         -4.0   \n",
       "19644         GOOGLE - Google LLC       9.0   11.1700         -4.0   \n",
       "33649         GOOGLE - Google LLC       9.0   11.1230         -4.0   \n",
       "21597         GOOGLE - Google LLC      14.0   37.5550         -9.0   \n",
       "21824         GOOGLE - Google LLC       9.0   11.5840         -4.0   \n",
       "43327         GOOGLE - Google LLC       9.0   12.5300         -4.0   \n",
       "19626         GOOGLE - Google LLC       9.0   10.8590          0.0   \n",
       "43111         GOOGLE - Google LLC       9.0   11.2040         -4.0   \n",
       "43113         GOOGLE - Google LLC       9.0   11.8480         -4.0   \n",
       "43115         GOOGLE - Google LLC       9.0   11.4570         -4.0   \n",
       "43118         GOOGLE - Google LLC       9.0   11.3230         -4.0   \n",
       "43157         GOOGLE - Google LLC       9.0   11.5185         -4.0   \n",
       "43121         GOOGLE - Google LLC       9.0   11.7980         -4.0   \n",
       "43125         GOOGLE - Google LLC       9.0   11.4390         -4.0   \n",
       "43127         GOOGLE - Google LLC       9.0   10.8620         -4.0   \n",
       "43128         GOOGLE - Google LLC       9.0   11.3080         -4.0   \n",
       "43133         GOOGLE - Google LLC       9.0   10.8630         -4.0   \n",
       "43134         GOOGLE - Google LLC       9.0   11.3240         -4.0   \n",
       "43139         GOOGLE - Google LLC       9.0   10.8850         -4.0   \n",
       "43145         GOOGLE - Google LLC       9.0   20.8205         -4.0   \n",
       "43148         GOOGLE - Google LLC       9.0   11.5700         -4.0   \n",
       "43149         GOOGLE - Google LLC       9.0   12.1300         -4.0   \n",
       "43150         GOOGLE - Google LLC       9.0    9.7780          0.0   \n",
       "43154         GOOGLE - Google LLC       9.0   10.8120          0.0   \n",
       "43124         GOOGLE - Google LLC       9.0   11.0480         -4.0   \n",
       "43328         GOOGLE - Google LLC       9.0   10.9740         -4.0   \n",
       "\n",
       "       m_rtt_delta  \n",
       "0          31.5330  \n",
       "356       -20.9935  \n",
       "357        -7.9060  \n",
       "364        -8.1540  \n",
       "370        -8.7810  \n",
       "377        -7.7090  \n",
       "379        -7.7955  \n",
       "390        -7.7300  \n",
       "784       -31.8210  \n",
       "393        -9.3425  \n",
       "398        -8.0340  \n",
       "402        -7.6260  \n",
       "414        -7.9670  \n",
       "416        -8.4825  \n",
       "428       -26.3710  \n",
       "432       -32.0650  \n",
       "439       -33.2090  \n",
       "496        -7.5135  \n",
       "498        -8.3665  \n",
       "512        -7.5375  \n",
       "514        -8.4030  \n",
       "535        -7.3750  \n",
       "542       -21.2090  \n",
       "543       -21.7810  \n",
       "355       -21.2390  \n",
       "353        -0.8860  \n",
       "336        -1.1400  \n",
       "302        -7.3950  \n",
       "188         6.5260  \n",
       "189        -0.3505  \n",
       "...            ...  \n",
       "43200      -0.1730  \n",
       "21288      -4.3210  \n",
       "43160      -3.8260  \n",
       "43156       0.7880  \n",
       "19645      -4.0905  \n",
       "19644      -3.8810  \n",
       "33649      -3.7900  \n",
       "21597     -30.9150  \n",
       "21824      -3.6320  \n",
       "43327      -4.6750  \n",
       "19626       0.0450  \n",
       "43111      -3.6910  \n",
       "43113      -3.7390  \n",
       "43115      -2.8210  \n",
       "43118      -4.2060  \n",
       "43157      -4.3685  \n",
       "43121      -3.8050  \n",
       "43125      -4.8730  \n",
       "43127      -4.1570  \n",
       "43128      -3.3995  \n",
       "43133      -3.2955  \n",
       "43134      -3.7850  \n",
       "43139      -3.8790  \n",
       "43145     -12.4520  \n",
       "43148      -3.9410  \n",
       "43149      -5.1590  \n",
       "43150       0.7810  \n",
       "43154      -0.0545  \n",
       "43124      -4.1200  \n",
       "43328      -3.4410  \n",
       "\n",
       "[43329 rows x 19 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pair_medians"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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